{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# County-level Covid-19 Analysis for US States\n",
    "\n",
    "This notebook utilizes data kindly made available by the JHU Systems Group at \n",
    "https://www.arcgis.com/apps/opsdashboard/index.html#/bda7594740fd40299423467b48e9ecf6\n",
    "\n",
    "and used for their \n",
    "[Visual Dashboad](https://www.arcgis.com/apps/opsdashboard/index.html#/bda7594740fd40299423467b48e9ecf6).  It provides a temporal perspective that complements their excellent geospatial presentation.  \n",
    "\n",
    "The thing about exponentials with a measurable daily growth rate is they change so fast.  With cases increasing 25% per day,a week means a factor of 5 and a month a factor of a thousand.\n",
    "\n",
    "\n",
    "* Repo for this and other notebnooks at: [https://github.com/deculler/covid19](https://github.com/deculler/covid19)\n",
    "* Website for this repo: [https://deculler.github.io/covid19/](https://deculler.github.io/covid19/)\n",
    "\n",
    "## View and run the notebooks\n",
    "\n",
    "* [View the notebook with nbviewer](https://nbviewer.jupyter.org/github/deculler/covid19/blob/master/US-covid19-JHU.ipynb)\n",
    "* [Launch it on mybinder.org](https://mybinder.org/v2/gh/deculler/covid19/master?filepath=work/US-covid19-JHU.ipynb)\n",
    "* [@UCB on datahub.berkeley.edu](http://datahub.berkeley.edu/user-redirect/interact?account=deculler&repo=covid19&branch=master&path=US-covid19-JHU.ipynb)\n",
    "  \n",
    "## Quick links to sections\n",
    "\n",
    "* [Cases by state](#sectionCases)\n",
    "* [Deaths by state](#sectionDeaths)\n",
    "* [Growth trends by state](#sectionGrowth)\n",
    "* [Cases one state](#sectionOneState)\n",
    "* [Projection of cases in one state](#sectionProj)\n",
    "* [Projection of deaths in one state](#sectionProjDeath)\n",
    "\n",
    "The dataset only contains confirmed cases and death, not recoveries.  The data on recoveries tends not to be very good anyways, because case tracking is so poor.  But more importantly, the level of penetration of the virus is still in such an early stage that the eventual balancing out in the SIR models is irrelevant.  With infections growing at 15% per day, if all of today's cases recovered two weeks out, it would only be 1/16th of the new cases.  We are looking at days and weeks, not months and years.\n",
    "\n",
    "For dataframes it uses Datascience Tables (for reference see http://data8.org/datascience/tables.html) developed for introductory courses as UCB."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.15.0'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# HIDDEN\n",
    "# This useful nonsense should just go at the top of your notebook.\n",
    "from datascience import *\n",
    "%matplotlib inline\n",
    "#%matplotlib notebook\n",
    "import matplotlib.pyplot as plots\n",
    "import numpy as np\n",
    "import scipy\n",
    "plots.style.use('fivethirtyeight')\n",
    "plots.rc('lines', linewidth=2, color='r')\n",
    "from ipywidgets import interact\n",
    "import ipywidgets as widgets\n",
    "# datascience version number of last run of this notebook\n",
    "version.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "if not '.' in sys.path:\n",
    "    sys.path.append(\".\")\n",
    "\n",
    "# Timeseries derivative of the Tables Datafram module\n",
    "from timetable import TimeTable\n",
    "\n",
    "# Tools used throughout the notebook\n",
    "from covid import *\n",
    "\n",
    "def label_val(trend, x, val):\n",
    "    x_val = trend.get(x, trend.time_column)\n",
    "    y_val = trend.get(x, val)\n",
    "    plots.text(x_val, y_val, \"{:,}\".format(int(y_val)))\n",
    "\n",
    "def add_lines(trend, col, ymax, ymin, lines):\n",
    "    skip = (ymax - ymin) / len(lines) \n",
    "    y = ymax\n",
    "    my = np.nanmin(trend[col])\n",
    "    for (date, text) in lines :\n",
    "        plots.text(date, y, text)\n",
    "        plots.plot([date, date], [my, y], \":\")\n",
    "        y = y - skip\n",
    "        \n",
    "def proj_trend(trend, col, start=7, end=0, dist=14):\n",
    "    last_day = trend.last(trend.time_column)\n",
    "    fit_start = inc_day(last_day, -start)\n",
    "    end = min(end, start)\n",
    "    fit_end = inc_day(last_day, -end)\n",
    "    proj_prog(trend, col, dist, fit_start=fit_start, fit_end=fit_end)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pull Data\n",
    "\n",
    "URL for https://github.com/nytimes/covid-19-data/blob/master/us-states.csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "stateCasesURL = \"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_US.csv\" \n",
    "stateDeathsURL = \"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_US.csv\" "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_states_cases = Table.read_table(stateCasesURL)\n",
    "raw_states_deaths = Table.read_table(stateDeathsURL)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(58, 1979)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Number of Counties\n",
    "states = list(np.unique(raw_states_cases['Province_State']))\n",
    "US_counties = list(np.unique(raw_states_cases['Admin2']))\n",
    "len(states), len(US_counties)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='selectState'></a>\n",
    "## Select state to examine at county level\n",
    "\n",
    "Choose a state and run all cells below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1c7e930ce32a4ebcb675d1fca36f39d2",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Dropdown(description='State:', index=5, options=('Alabama', 'Alaska', 'American Samoa', 'Arizona', 'Arkansas',…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "w = widgets.Dropdown(\n",
    "    options = states,\n",
    "    value ='California',\n",
    "    # rows=10,\n",
    "    description='State:',\n",
    "    disabled=False\n",
    ")\n",
    "w"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "state = w.value\n",
    "raw_state_cases = raw_states_cases.where('Province_State', state)\n",
    "raw_state_deaths = raw_states_deaths.where('Province_State', state)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <th>UID</th> <th>iso2</th> <th>iso3</th> <th>code3</th> <th>FIPS</th> <th>Admin2</th> <th>Province_State</th> <th>Country_Region</th> <th>Lat</th> <th>Long_</th> <th>Combined_Key</th> <th>1/22/20</th> <th>1/23/20</th> <th>1/24/20</th> <th>1/25/20</th> <th>1/26/20</th> <th>1/27/20</th> <th>1/28/20</th> <th>1/29/20</th> <th>1/30/20</th> <th>1/31/20</th> <th>2/1/20</th> <th>2/2/20</th> <th>2/3/20</th> <th>2/4/20</th> <th>2/5/20</th> <th>2/6/20</th> <th>2/7/20</th> <th>2/8/20</th> <th>2/9/20</th> <th>2/10/20</th> <th>2/11/20</th> <th>2/12/20</th> <th>2/13/20</th> <th>2/14/20</th> <th>2/15/20</th> <th>2/16/20</th> <th>2/17/20</th> <th>2/18/20</th> <th>2/19/20</th> <th>2/20/20</th> <th>2/21/20</th> <th>2/22/20</th> <th>2/23/20</th> <th>2/24/20</th> <th>2/25/20</th> <th>2/26/20</th> <th>2/27/20</th> <th>2/28/20</th> <th>2/29/20</th> <th>3/1/20</th> <th>3/2/20</th> <th>3/3/20</th> <th>3/4/20</th> <th>3/5/20</th> <th>3/6/20</th> <th>3/7/20</th> <th>3/8/20</th> <th>3/9/20</th> <th>3/10/20</th> <th>3/11/20</th> <th>3/12/20</th> <th>3/13/20</th> <th>3/14/20</th> <th>3/15/20</th> <th>3/16/20</th> <th>3/17/20</th> <th>3/18/20</th> <th>3/19/20</th> <th>3/20/20</th> <th>3/21/20</th> <th>3/22/20</th> <th>3/23/20</th> <th>3/24/20</th> <th>3/25/20</th> <th>3/26/20</th> <th>3/27/20</th> <th>3/28/20</th> <th>3/29/20</th> <th>3/30/20</th> <th>3/31/20</th> <th>4/1/20</th> <th>4/2/20</th> <th>4/3/20</th> <th>4/4/20</th> <th>4/5/20</th> <th>4/6/20</th> <th>4/7/20</th> <th>4/8/20</th> <th>4/9/20</th> <th>4/10/20</th> <th>4/11/20</th> <th>4/12/20</th> <th>4/13/20</th> <th>4/14/20</th> <th>4/15/20</th> <th>4/16/20</th> <th>4/17/20</th> <th>4/18/20</th> <th>4/19/20</th> <th>4/20/20</th> <th>4/21/20</th> <th>4/22/20</th> <th>4/23/20</th> <th>4/24/20</th> <th>4/25/20</th> <th>4/26/20</th> <th>4/27/20</th> <th>4/28/20</th> <th>4/29/20</th> <th>4/30/20</th> <th>5/1/20</th> <th>5/2/20</th> <th>5/3/20</th> <th>5/4/20</th> <th>5/5/20</th> <th>5/6/20</th> <th>5/7/20</th> <th>5/8/20</th> <th>5/9/20</th> <th>5/10/20</th> <th>5/11/20</th> <th>5/12/20</th> <th>5/13/20</th> <th>5/14/20</th> <th>5/15/20</th> <th>5/16/20</th> <th>5/17/20</th> <th>5/18/20</th> <th>5/19/20</th> <th>5/20/20</th> <th>5/21/20</th> <th>5/22/20</th> <th>5/23/20</th> <th>5/24/20</th> <th>5/25/20</th> <th>5/26/20</th> <th>5/27/20</th> <th>5/28/20</th> <th>5/29/20</th> <th>5/30/20</th> <th>5/31/20</th> <th>6/1/20</th> <th>6/2/20</th> <th>6/3/20</th> <th>6/4/20</th> <th>6/5/20</th> <th>6/6/20</th> <th>6/7/20</th> <th>6/8/20</th> <th>6/9/20</th> <th>6/10/20</th> <th>6/11/20</th> <th>6/12/20</th> <th>6/13/20</th> <th>6/14/20</th> <th>6/15/20</th> <th>6/16/20</th> <th>6/17/20</th> <th>6/18/20</th> <th>6/19/20</th> <th>6/20/20</th> <th>6/21/20</th> <th>6/22/20</th> <th>6/23/20</th> <th>6/24/20</th> <th>6/25/20</th> <th>6/26/20</th> <th>6/27/20</th> <th>6/28/20</th> <th>6/29/20</th> <th>6/30/20</th> <th>7/1/20</th> <th>7/2/20</th> <th>7/3/20</th> <th>7/4/20</th> <th>7/5/20</th> <th>7/6/20</th> <th>7/7/20</th> <th>7/8/20</th> <th>7/9/20</th> <th>7/10/20</th> <th>7/11/20</th> <th>7/12/20</th> <th>7/13/20</th> <th>7/14/20</th> <th>7/15/20</th> <th>7/16/20</th> <th>7/17/20</th> <th>7/18/20</th>\n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        <tr>\n",
       "            <td>84006001</td> <td>US  </td> <td>USA </td> <td>840  </td> <td>6001</td> <td>Alameda     </td> <td>California    </td> <td>US            </td> <td>37.6463</td> <td>-121.893</td> <td>Alameda, California, US     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>2     </td> <td>2     </td> <td>2     </td> <td>3      </td> <td>5      </td> <td>5      </td> <td>7      </td> <td>11     </td> <td>11     </td> <td>18     </td> <td>27     </td> <td>30     </td> <td>38     </td> <td>48     </td> <td>68     </td> <td>71     </td> <td>118    </td> <td>135    </td> <td>135    </td> <td>178    </td> <td>220    </td> <td>220    </td> <td>270    </td> <td>283    </td> <td>313    </td> <td>313   </td> <td>359   </td> <td>443   </td> <td>443   </td> <td>566   </td> <td>588   </td> <td>634   </td> <td>674   </td> <td>674   </td> <td>766    </td> <td>806    </td> <td>845    </td> <td>888    </td> <td>888    </td> <td>964    </td> <td>1007   </td> <td>1063   </td> <td>1114   </td> <td>1164   </td> <td>1193   </td> <td>1241   </td> <td>1242   </td> <td>1352   </td> <td>1403   </td> <td>1439   </td> <td>1470   </td> <td>1500   </td> <td>1533   </td> <td>1568   </td> <td>1603   </td> <td>1636  </td> <td>1706  </td> <td>1749  </td> <td>1776  </td> <td>1809  </td> <td>1863  </td> <td>1917  </td> <td>1961  </td> <td>2023  </td> <td>2064   </td> <td>2101   </td> <td>2133   </td> <td>2178   </td> <td>2234   </td> <td>2367   </td> <td>2351   </td> <td>2392   </td> <td>2457   </td> <td>2522   </td> <td>2560   </td> <td>2609   </td> <td>2708   </td> <td>2760   </td> <td>2847   </td> <td>2874   </td> <td>2986   </td> <td>3049   </td> <td>3097   </td> <td>3195   </td> <td>3289   </td> <td>3390   </td> <td>3470  </td> <td>3515  </td> <td>3548  </td> <td>3641  </td> <td>3725  </td> <td>3805  </td> <td>3805  </td> <td>3945  </td> <td>3985  </td> <td>4033   </td> <td>4232   </td> <td>4216   </td> <td>4217   </td> <td>4320   </td> <td>4373   </td> <td>4481   </td> <td>4533   </td> <td>4638   </td> <td>4702   </td> <td>4924   </td> <td>4924   </td> <td>5007   </td> <td>5267   </td> <td>5275   </td> <td>5382   </td> <td>5493   </td> <td>5493   </td> <td>5670   </td> <td>5762   </td> <td>5964   </td> <td>6156  </td> <td>6384  </td> <td>6472  </td> <td>6556  </td> <td>6855  </td> <td>6855  </td> <td>6925  </td> <td>7245  </td> <td>7407  </td> <td>7485   </td> <td>7725   </td> <td>7731   </td> <td>7976   </td> <td>8321   </td> <td>8478   </td> <td>8627   </td> <td>8858   </td> <td>9110   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>84006003</td> <td>US  </td> <td>USA </td> <td>840  </td> <td>6003</td> <td>Alpine      </td> <td>California    </td> <td>US            </td> <td>38.5968</td> <td>-119.822</td> <td>Alpine, California, US      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>1      </td> <td>1      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2     </td> <td>2     </td> <td>2     </td> <td>2     </td> <td>2     </td> <td>2     </td> <td>2     </td> <td>2     </td> <td>2     </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2     </td> <td>2     </td> <td>2     </td> <td>2     </td> <td>2     </td> <td>2     </td> <td>2     </td> <td>2     </td> <td>2     </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2     </td> <td>2     </td> <td>2     </td> <td>2     </td> <td>2     </td> <td>2     </td> <td>2     </td> <td>2     </td> <td>2     </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>84006005</td> <td>US  </td> <td>USA </td> <td>840  </td> <td>6005</td> <td>Amador      </td> <td>California    </td> <td>US            </td> <td>38.4458</td> <td>-120.657</td> <td>Amador, California, US      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2     </td> <td>3     </td> <td>3     </td> <td>3     </td> <td>0     </td> <td>3     </td> <td>3     </td> <td>3     </td> <td>3     </td> <td>7      </td> <td>7      </td> <td>7      </td> <td>7      </td> <td>7      </td> <td>7      </td> <td>7      </td> <td>7      </td> <td>7      </td> <td>7      </td> <td>7      </td> <td>7      </td> <td>8      </td> <td>8      </td> <td>8      </td> <td>8      </td> <td>8      </td> <td>8      </td> <td>8      </td> <td>8      </td> <td>8      </td> <td>8     </td> <td>8     </td> <td>8     </td> <td>8     </td> <td>8     </td> <td>8     </td> <td>8     </td> <td>8     </td> <td>8     </td> <td>8      </td> <td>8      </td> <td>8      </td> <td>9      </td> <td>9      </td> <td>9      </td> <td>9      </td> <td>9      </td> <td>10     </td> <td>10     </td> <td>10     </td> <td>10     </td> <td>10     </td> <td>10     </td> <td>10     </td> <td>10     </td> <td>10     </td> <td>10     </td> <td>10     </td> <td>10     </td> <td>10     </td> <td>19     </td> <td>10    </td> <td>10    </td> <td>10    </td> <td>10    </td> <td>10    </td> <td>10    </td> <td>10    </td> <td>10    </td> <td>10    </td> <td>10     </td> <td>10     </td> <td>10     </td> <td>10     </td> <td>10     </td> <td>11     </td> <td>12     </td> <td>12     </td> <td>12     </td> <td>12     </td> <td>13     </td> <td>13     </td> <td>22     </td> <td>16     </td> <td>19     </td> <td>20     </td> <td>20     </td> <td>20     </td> <td>21     </td> <td>22     </td> <td>22     </td> <td>24    </td> <td>26    </td> <td>26    </td> <td>31    </td> <td>31    </td> <td>33    </td> <td>34    </td> <td>35    </td> <td>36    </td> <td>36     </td> <td>40     </td> <td>40     </td> <td>40     </td> <td>45     </td> <td>48     </td> <td>49     </td> <td>51     </td> <td>51     </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>84006007</td> <td>US  </td> <td>USA </td> <td>840  </td> <td>6007</td> <td>Butte       </td> <td>California    </td> <td>US            </td> <td>39.6673</td> <td>-121.601</td> <td>Butte, California, US       </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>1      </td> <td>2      </td> <td>2      </td> <td>4      </td> <td>5      </td> <td>5      </td> <td>5      </td> <td>5      </td> <td>5      </td> <td>8      </td> <td>8     </td> <td>9     </td> <td>10    </td> <td>11    </td> <td>11    </td> <td>11    </td> <td>12    </td> <td>13    </td> <td>13    </td> <td>13     </td> <td>14     </td> <td>14     </td> <td>14     </td> <td>15     </td> <td>16     </td> <td>16     </td> <td>16     </td> <td>16     </td> <td>16     </td> <td>16     </td> <td>16     </td> <td>16     </td> <td>16     </td> <td>16     </td> <td>16     </td> <td>16     </td> <td>16     </td> <td>16     </td> <td>16     </td> <td>16     </td> <td>16    </td> <td>16    </td> <td>16    </td> <td>17    </td> <td>17    </td> <td>18    </td> <td>18    </td> <td>18    </td> <td>18    </td> <td>18     </td> <td>20     </td> <td>20     </td> <td>20     </td> <td>22     </td> <td>22     </td> <td>22     </td> <td>22     </td> <td>24     </td> <td>26     </td> <td>30     </td> <td>31     </td> <td>34     </td> <td>34     </td> <td>34     </td> <td>34     </td> <td>40     </td> <td>40     </td> <td>40     </td> <td>44     </td> <td>44     </td> <td>44     </td> <td>51    </td> <td>51    </td> <td>55    </td> <td>60    </td> <td>65    </td> <td>65    </td> <td>65    </td> <td>68    </td> <td>71    </td> <td>73     </td> <td>73     </td> <td>74     </td> <td>74     </td> <td>74     </td> <td>82     </td> <td>88     </td> <td>90     </td> <td>90     </td> <td>94     </td> <td>94     </td> <td>94     </td> <td>111    </td> <td>119    </td> <td>127    </td> <td>133    </td> <td>143    </td> <td>143    </td> <td>143    </td> <td>168    </td> <td>168    </td> <td>189   </td> <td>206   </td> <td>206   </td> <td>206   </td> <td>206   </td> <td>206   </td> <td>275   </td> <td>295   </td> <td>319   </td> <td>338    </td> <td>338    </td> <td>338    </td> <td>338    </td> <td>416    </td> <td>437    </td> <td>487    </td> <td>522    </td> <td>522    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>84006009</td> <td>US  </td> <td>USA </td> <td>840  </td> <td>6009</td> <td>Calaveras   </td> <td>California    </td> <td>US            </td> <td>38.2054</td> <td>-120.553</td> <td>Calaveras, California, US   </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>3     </td> <td>3     </td> <td>3     </td> <td>4     </td> <td>4     </td> <td>5     </td> <td>5     </td> <td>5     </td> <td>5     </td> <td>8      </td> <td>8      </td> <td>8      </td> <td>8      </td> <td>9      </td> <td>9      </td> <td>11     </td> <td>11     </td> <td>12     </td> <td>12     </td> <td>12     </td> <td>12     </td> <td>12     </td> <td>13     </td> <td>13     </td> <td>13     </td> <td>13     </td> <td>13     </td> <td>13     </td> <td>13     </td> <td>13     </td> <td>13    </td> <td>13    </td> <td>13    </td> <td>13    </td> <td>13    </td> <td>13    </td> <td>13    </td> <td>13    </td> <td>13    </td> <td>13     </td> <td>13     </td> <td>13     </td> <td>13     </td> <td>13     </td> <td>13     </td> <td>13     </td> <td>13     </td> <td>13     </td> <td>13     </td> <td>13     </td> <td>13     </td> <td>13     </td> <td>13     </td> <td>13     </td> <td>13     </td> <td>14     </td> <td>15     </td> <td>15     </td> <td>15     </td> <td>15     </td> <td>15     </td> <td>15    </td> <td>15    </td> <td>15    </td> <td>16    </td> <td>19    </td> <td>19    </td> <td>19    </td> <td>19    </td> <td>19    </td> <td>21     </td> <td>25     </td> <td>25     </td> <td>26     </td> <td>26     </td> <td>26     </td> <td>26     </td> <td>26     </td> <td>26     </td> <td>28     </td> <td>28     </td> <td>28     </td> <td>28     </td> <td>29     </td> <td>29     </td> <td>29     </td> <td>32     </td> <td>32     </td> <td>32     </td> <td>32     </td> <td>32     </td> <td>40    </td> <td>53    </td> <td>53    </td> <td>53    </td> <td>53    </td> <td>53    </td> <td>61    </td> <td>61    </td> <td>61    </td> <td>67     </td> <td>67     </td> <td>67     </td> <td>67     </td> <td>75     </td> <td>75     </td> <td>75     </td> <td>87     </td> <td>87     </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>84006011</td> <td>US  </td> <td>USA </td> <td>840  </td> <td>6011</td> <td>Colusa      </td> <td>California    </td> <td>US            </td> <td>39.1788</td> <td>-122.233</td> <td>Colusa, California, US      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>2     </td> <td>2     </td> <td>2     </td> <td>2     </td> <td>3     </td> <td>3     </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>3     </td> <td>3     </td> <td>3     </td> <td>3     </td> <td>3     </td> <td>3     </td> <td>3     </td> <td>3     </td> <td>3     </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>4      </td> <td>4      </td> <td>5      </td> <td>5      </td> <td>5      </td> <td>5      </td> <td>5      </td> <td>5      </td> <td>5      </td> <td>5      </td> <td>5      </td> <td>5      </td> <td>7     </td> <td>7     </td> <td>7     </td> <td>7     </td> <td>7     </td> <td>7     </td> <td>7     </td> <td>7     </td> <td>7     </td> <td>7      </td> <td>7      </td> <td>7      </td> <td>7      </td> <td>7      </td> <td>7      </td> <td>7      </td> <td>7      </td> <td>7      </td> <td>7      </td> <td>7      </td> <td>7      </td> <td>7      </td> <td>11     </td> <td>14     </td> <td>16     </td> <td>17     </td> <td>17     </td> <td>17     </td> <td>35     </td> <td>46     </td> <td>59    </td> <td>70    </td> <td>70    </td> <td>70    </td> <td>70    </td> <td>70    </td> <td>86    </td> <td>98    </td> <td>103   </td> <td>103    </td> <td>113    </td> <td>113    </td> <td>113    </td> <td>135    </td> <td>140    </td> <td>147    </td> <td>173    </td> <td>173    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>84006013</td> <td>US  </td> <td>USA </td> <td>840  </td> <td>6013</td> <td>Contra Costa</td> <td>California    </td> <td>US            </td> <td>37.9192</td> <td>-121.929</td> <td>Contra Costa, California, US</td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>1     </td> <td>1     </td> <td>3     </td> <td>3     </td> <td>9     </td> <td>9     </td> <td>9      </td> <td>10     </td> <td>17     </td> <td>25     </td> <td>29     </td> <td>29     </td> <td>34     </td> <td>39     </td> <td>39     </td> <td>41     </td> <td>46     </td> <td>51     </td> <td>61     </td> <td>71     </td> <td>86     </td> <td>108    </td> <td>131    </td> <td>147    </td> <td>168    </td> <td>168    </td> <td>187    </td> <td>212    </td> <td>249   </td> <td>250   </td> <td>307   </td> <td>307   </td> <td>386   </td> <td>417   </td> <td>442   </td> <td>462   </td> <td>484   </td> <td>511    </td> <td>530    </td> <td>539    </td> <td>552    </td> <td>552    </td> <td>615    </td> <td>631    </td> <td>648    </td> <td>685    </td> <td>693    </td> <td>707    </td> <td>749    </td> <td>763    </td> <td>770    </td> <td>786    </td> <td>805    </td> <td>817    </td> <td>820    </td> <td>842    </td> <td>862    </td> <td>891    </td> <td>907   </td> <td>934   </td> <td>945   </td> <td>947   </td> <td>969   </td> <td>985   </td> <td>999   </td> <td>1014  </td> <td>1036  </td> <td>1048   </td> <td>1048   </td> <td>1066   </td> <td>1080   </td> <td>1089   </td> <td>1100   </td> <td>1121   </td> <td>1146   </td> <td>1155   </td> <td>1192   </td> <td>1209   </td> <td>1234   </td> <td>1259   </td> <td>1296   </td> <td>1321   </td> <td>1336   </td> <td>1353   </td> <td>1375   </td> <td>1384   </td> <td>1404   </td> <td>1426   </td> <td>1450   </td> <td>1468  </td> <td>1506  </td> <td>1513  </td> <td>1547  </td> <td>1577  </td> <td>1633  </td> <td>1668  </td> <td>1706  </td> <td>1774  </td> <td>1798   </td> <td>1829   </td> <td>1877   </td> <td>1921   </td> <td>1959   </td> <td>1983   </td> <td>2026   </td> <td>2071   </td> <td>2111   </td> <td>2148   </td> <td>2240   </td> <td>2294   </td> <td>2369   </td> <td>2454   </td> <td>2523   </td> <td>2576   </td> <td>2676   </td> <td>2688   </td> <td>2802   </td> <td>2971   </td> <td>3132   </td> <td>3248  </td> <td>3326  </td> <td>3432  </td> <td>3564  </td> <td>3662  </td> <td>3878  </td> <td>4092  </td> <td>4241  </td> <td>4357  </td> <td>4460   </td> <td>4605   </td> <td>4661   </td> <td>4852   </td> <td>5023   </td> <td>5140   </td> <td>5233   </td> <td>5378   </td> <td>5538   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>84006015</td> <td>US  </td> <td>USA </td> <td>840  </td> <td>6015</td> <td>Del Norte   </td> <td>California    </td> <td>US            </td> <td>41.7423</td> <td>-123.897</td> <td>Del Norte, California, US   </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>1     </td> <td>2     </td> <td>2     </td> <td>2     </td> <td>2     </td> <td>2     </td> <td>2     </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>3     </td> <td>3     </td> <td>3     </td> <td>3     </td> <td>3     </td> <td>3     </td> <td>3     </td> <td>3     </td> <td>3     </td> <td>3      </td> <td>3      </td> <td>3      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>8      </td> <td>8      </td> <td>13     </td> <td>15     </td> <td>15     </td> <td>20     </td> <td>23     </td> <td>23     </td> <td>37     </td> <td>40     </td> <td>40     </td> <td>44     </td> <td>44     </td> <td>45     </td> <td>45     </td> <td>46    </td> <td>46    </td> <td>47    </td> <td>47    </td> <td>47    </td> <td>47    </td> <td>47    </td> <td>47    </td> <td>47    </td> <td>47     </td> <td>47     </td> <td>47     </td> <td>47     </td> <td>47     </td> <td>47     </td> <td>48     </td> <td>48     </td> <td>48     </td> <td>48     </td> <td>48     </td> <td>48     </td> <td>48     </td> <td>49     </td> <td>49     </td> <td>49     </td> <td>49     </td> <td>50     </td> <td>50     </td> <td>50     </td> <td>50     </td> <td>51    </td> <td>51    </td> <td>51    </td> <td>58    </td> <td>58    </td> <td>58    </td> <td>58    </td> <td>58    </td> <td>58    </td> <td>60     </td> <td>60     </td> <td>60     </td> <td>61     </td> <td>61     </td> <td>61     </td> <td>62     </td> <td>62     </td> <td>66     </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>84006017</td> <td>US  </td> <td>USA </td> <td>840  </td> <td>6017</td> <td>El Dorado   </td> <td>California    </td> <td>US            </td> <td>38.7797</td> <td>-120.523</td> <td>El Dorado, California, US   </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>2      </td> <td>2      </td> <td>3      </td> <td>3      </td> <td>9      </td> <td>12     </td> <td>12     </td> <td>12     </td> <td>15     </td> <td>18    </td> <td>18    </td> <td>19    </td> <td>22    </td> <td>22    </td> <td>22    </td> <td>22    </td> <td>28    </td> <td>29    </td> <td>30     </td> <td>32     </td> <td>32     </td> <td>32     </td> <td>34     </td> <td>35     </td> <td>35     </td> <td>36     </td> <td>36     </td> <td>36     </td> <td>36     </td> <td>38     </td> <td>39     </td> <td>40     </td> <td>42     </td> <td>42     </td> <td>42     </td> <td>42     </td> <td>44     </td> <td>44     </td> <td>44     </td> <td>47    </td> <td>47    </td> <td>47    </td> <td>47    </td> <td>53    </td> <td>54    </td> <td>54    </td> <td>54    </td> <td>54    </td> <td>54     </td> <td>56     </td> <td>60     </td> <td>60     </td> <td>62     </td> <td>64     </td> <td>64     </td> <td>64     </td> <td>67     </td> <td>67     </td> <td>67     </td> <td>67     </td> <td>67     </td> <td>74     </td> <td>74     </td> <td>78     </td> <td>78     </td> <td>80     </td> <td>84     </td> <td>84     </td> <td>90     </td> <td>90     </td> <td>96    </td> <td>96    </td> <td>96    </td> <td>98    </td> <td>102   </td> <td>106   </td> <td>106   </td> <td>109   </td> <td>111   </td> <td>111    </td> <td>111    </td> <td>113    </td> <td>113    </td> <td>113    </td> <td>117    </td> <td>118    </td> <td>121    </td> <td>125    </td> <td>130    </td> <td>130    </td> <td>130    </td> <td>145    </td> <td>150    </td> <td>153    </td> <td>158    </td> <td>158    </td> <td>158    </td> <td>158    </td> <td>178    </td> <td>178    </td> <td>198   </td> <td>206   </td> <td>206   </td> <td>226   </td> <td>226   </td> <td>226   </td> <td>264   </td> <td>280   </td> <td>292   </td> <td>307    </td> <td>307    </td> <td>307    </td> <td>307    </td> <td>350    </td> <td>363    </td> <td>381    </td> <td>394    </td> <td>394    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>84006019</td> <td>US  </td> <td>USA </td> <td>840  </td> <td>6019</td> <td>Fresno      </td> <td>California    </td> <td>US            </td> <td>36.7573</td> <td>-119.647</td> <td>Fresno, California, US      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>1     </td> <td>1     </td> <td>1      </td> <td>2      </td> <td>2      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>2      </td> <td>2      </td> <td>2      </td> <td>3      </td> <td>6      </td> <td>6      </td> <td>6      </td> <td>6      </td> <td>13     </td> <td>18     </td> <td>19     </td> <td>27     </td> <td>31     </td> <td>43     </td> <td>43     </td> <td>53     </td> <td>68    </td> <td>82    </td> <td>94    </td> <td>100   </td> <td>103   </td> <td>108   </td> <td>124   </td> <td>146   </td> <td>156   </td> <td>173    </td> <td>191    </td> <td>201    </td> <td>201    </td> <td>222    </td> <td>251    </td> <td>265    </td> <td>295    </td> <td>311    </td> <td>315    </td> <td>315    </td> <td>351    </td> <td>371    </td> <td>419    </td> <td>443    </td> <td>443    </td> <td>458    </td> <td>458    </td> <td>498    </td> <td>538    </td> <td>538    </td> <td>615   </td> <td>615   </td> <td>633   </td> <td>633   </td> <td>672   </td> <td>777   </td> <td>777   </td> <td>813   </td> <td>841   </td> <td>885    </td> <td>945    </td> <td>984    </td> <td>984    </td> <td>1074   </td> <td>1074   </td> <td>1156   </td> <td>1192   </td> <td>1192   </td> <td>1287   </td> <td>1338   </td> <td>1338   </td> <td>1372   </td> <td>1417   </td> <td>1448   </td> <td>1482   </td> <td>1482   </td> <td>1535   </td> <td>1658   </td> <td>1658   </td> <td>1714   </td> <td>1743   </td> <td>1743  </td> <td>1882  </td> <td>1914  </td> <td>1944  </td> <td>2014  </td> <td>2080  </td> <td>2122  </td> <td>2122  </td> <td>2216  </td> <td>2318   </td> <td>2395   </td> <td>2395   </td> <td>2547   </td> <td>2547   </td> <td>2706   </td> <td>2788   </td> <td>2788   </td> <td>3058   </td> <td>3187   </td> <td>3245   </td> <td>3245   </td> <td>3485   </td> <td>3672   </td> <td>3892   </td> <td>4053   </td> <td>4374   </td> <td>4474   </td> <td>4474   </td> <td>4811   </td> <td>4811   </td> <td>5289  </td> <td>5626  </td> <td>5626  </td> <td>5851  </td> <td>6110  </td> <td>6110  </td> <td>6924  </td> <td>7281  </td> <td>7627  </td> <td>7627   </td> <td>7906   </td> <td>8282   </td> <td>8282   </td> <td>8756   </td> <td>8941   </td> <td>9124   </td> <td>9565   </td> <td>9954   </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "</table>\n",
       "<p>... (50 rows omitted)</p>"
      ],
      "text/plain": [
       "UID      | iso2 | iso3 | code3 | FIPS | Admin2       | Province_State | Country_Region | Lat     | Long_    | Combined_Key                 | 1/22/20 | 1/23/20 | 1/24/20 | 1/25/20 | 1/26/20 | 1/27/20 | 1/28/20 | 1/29/20 | 1/30/20 | 1/31/20 | 2/1/20 | 2/2/20 | 2/3/20 | 2/4/20 | 2/5/20 | 2/6/20 | 2/7/20 | 2/8/20 | 2/9/20 | 2/10/20 | 2/11/20 | 2/12/20 | 2/13/20 | 2/14/20 | 2/15/20 | 2/16/20 | 2/17/20 | 2/18/20 | 2/19/20 | 2/20/20 | 2/21/20 | 2/22/20 | 2/23/20 | 2/24/20 | 2/25/20 | 2/26/20 | 2/27/20 | 2/28/20 | 2/29/20 | 3/1/20 | 3/2/20 | 3/3/20 | 3/4/20 | 3/5/20 | 3/6/20 | 3/7/20 | 3/8/20 | 3/9/20 | 3/10/20 | 3/11/20 | 3/12/20 | 3/13/20 | 3/14/20 | 3/15/20 | 3/16/20 | 3/17/20 | 3/18/20 | 3/19/20 | 3/20/20 | 3/21/20 | 3/22/20 | 3/23/20 | 3/24/20 | 3/25/20 | 3/26/20 | 3/27/20 | 3/28/20 | 3/29/20 | 3/30/20 | 3/31/20 | 4/1/20 | 4/2/20 | 4/3/20 | 4/4/20 | 4/5/20 | 4/6/20 | 4/7/20 | 4/8/20 | 4/9/20 | 4/10/20 | 4/11/20 | 4/12/20 | 4/13/20 | 4/14/20 | 4/15/20 | 4/16/20 | 4/17/20 | 4/18/20 | 4/19/20 | 4/20/20 | 4/21/20 | 4/22/20 | 4/23/20 | 4/24/20 | 4/25/20 | 4/26/20 | 4/27/20 | 4/28/20 | 4/29/20 | 4/30/20 | 5/1/20 | 5/2/20 | 5/3/20 | 5/4/20 | 5/5/20 | 5/6/20 | 5/7/20 | 5/8/20 | 5/9/20 | 5/10/20 | 5/11/20 | 5/12/20 | 5/13/20 | 5/14/20 | 5/15/20 | 5/16/20 | 5/17/20 | 5/18/20 | 5/19/20 | 5/20/20 | 5/21/20 | 5/22/20 | 5/23/20 | 5/24/20 | 5/25/20 | 5/26/20 | 5/27/20 | 5/28/20 | 5/29/20 | 5/30/20 | 5/31/20 | 6/1/20 | 6/2/20 | 6/3/20 | 6/4/20 | 6/5/20 | 6/6/20 | 6/7/20 | 6/8/20 | 6/9/20 | 6/10/20 | 6/11/20 | 6/12/20 | 6/13/20 | 6/14/20 | 6/15/20 | 6/16/20 | 6/17/20 | 6/18/20 | 6/19/20 | 6/20/20 | 6/21/20 | 6/22/20 | 6/23/20 | 6/24/20 | 6/25/20 | 6/26/20 | 6/27/20 | 6/28/20 | 6/29/20 | 6/30/20 | 7/1/20 | 7/2/20 | 7/3/20 | 7/4/20 | 7/5/20 | 7/6/20 | 7/7/20 | 7/8/20 | 7/9/20 | 7/10/20 | 7/11/20 | 7/12/20 | 7/13/20 | 7/14/20 | 7/15/20 | 7/16/20 | 7/17/20 | 7/18/20\n",
       "84006001 | US   | USA  | 840   | 6001 | Alameda      | California     | US             | 37.6463 | -121.893 | Alameda, California, US      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 1      | 1      | 1      | 1      | 2      | 2      | 2      | 3       | 5       | 5       | 7       | 11      | 11      | 18      | 27      | 30      | 38      | 48      | 68      | 71      | 118     | 135     | 135     | 178     | 220     | 220     | 270     | 283     | 313     | 313    | 359    | 443    | 443    | 566    | 588    | 634    | 674    | 674    | 766     | 806     | 845     | 888     | 888     | 964     | 1007    | 1063    | 1114    | 1164    | 1193    | 1241    | 1242    | 1352    | 1403    | 1439    | 1470    | 1500    | 1533    | 1568    | 1603    | 1636   | 1706   | 1749   | 1776   | 1809   | 1863   | 1917   | 1961   | 2023   | 2064    | 2101    | 2133    | 2178    | 2234    | 2367    | 2351    | 2392    | 2457    | 2522    | 2560    | 2609    | 2708    | 2760    | 2847    | 2874    | 2986    | 3049    | 3097    | 3195    | 3289    | 3390    | 3470   | 3515   | 3548   | 3641   | 3725   | 3805   | 3805   | 3945   | 3985   | 4033    | 4232    | 4216    | 4217    | 4320    | 4373    | 4481    | 4533    | 4638    | 4702    | 4924    | 4924    | 5007    | 5267    | 5275    | 5382    | 5493    | 5493    | 5670    | 5762    | 5964    | 6156   | 6384   | 6472   | 6556   | 6855   | 6855   | 6925   | 7245   | 7407   | 7485    | 7725    | 7731    | 7976    | 8321    | 8478    | 8627    | 8858    | 9110\n",
       "84006003 | US   | USA  | 840   | 6003 | Alpine       | California     | US             | 38.5968 | -119.822 | Alpine, California, US       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 1      | 1      | 1      | 1      | 1      | 1      | 1      | 1      | 1      | 1       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 1       | 1       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2      | 2      | 2      | 2      | 2      | 2      | 2      | 2      | 2      | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2      | 2      | 2      | 2      | 2      | 2      | 2      | 2      | 2      | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2      | 2      | 2      | 2      | 2      | 2      | 2      | 2      | 2      | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2\n",
       "84006005 | US   | USA  | 840   | 6005 | Amador       | California     | US             | 38.4458 | -120.657 | Amador, California, US       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 1       | 1       | 1       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2      | 3      | 3      | 3      | 0      | 3      | 3      | 3      | 3      | 7       | 7       | 7       | 7       | 7       | 7       | 7       | 7       | 7       | 7       | 7       | 7       | 8       | 8       | 8       | 8       | 8       | 8       | 8       | 8       | 8       | 8      | 8      | 8      | 8      | 8      | 8      | 8      | 8      | 8      | 8       | 8       | 8       | 9       | 9       | 9       | 9       | 9       | 10      | 10      | 10      | 10      | 10      | 10      | 10      | 10      | 10      | 10      | 10      | 10      | 10      | 19      | 10     | 10     | 10     | 10     | 10     | 10     | 10     | 10     | 10     | 10      | 10      | 10      | 10      | 10      | 11      | 12      | 12      | 12      | 12      | 13      | 13      | 22      | 16      | 19      | 20      | 20      | 20      | 21      | 22      | 22      | 24     | 26     | 26     | 31     | 31     | 33     | 34     | 35     | 36     | 36      | 40      | 40      | 40      | 45      | 48      | 49      | 51      | 51\n",
       "84006007 | US   | USA  | 840   | 6007 | Butte        | California     | US             | 39.6673 | -121.601 | Butte, California, US        | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 1       | 2       | 2       | 4       | 5       | 5       | 5       | 5       | 5       | 8       | 8      | 9      | 10     | 11     | 11     | 11     | 12     | 13     | 13     | 13      | 14      | 14      | 14      | 15      | 16      | 16      | 16      | 16      | 16      | 16      | 16      | 16      | 16      | 16      | 16      | 16      | 16      | 16      | 16      | 16      | 16     | 16     | 16     | 17     | 17     | 18     | 18     | 18     | 18     | 18      | 20      | 20      | 20      | 22      | 22      | 22      | 22      | 24      | 26      | 30      | 31      | 34      | 34      | 34      | 34      | 40      | 40      | 40      | 44      | 44      | 44      | 51     | 51     | 55     | 60     | 65     | 65     | 65     | 68     | 71     | 73      | 73      | 74      | 74      | 74      | 82      | 88      | 90      | 90      | 94      | 94      | 94      | 111     | 119     | 127     | 133     | 143     | 143     | 143     | 168     | 168     | 189    | 206    | 206    | 206    | 206    | 206    | 275    | 295    | 319    | 338     | 338     | 338     | 338     | 416     | 437     | 487     | 522     | 522\n",
       "84006009 | US   | USA  | 840   | 6009 | Calaveras    | California     | US             | 38.2054 | -120.553 | Calaveras, California, US    | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 3       | 3       | 3       | 3       | 3       | 3       | 3      | 3      | 3      | 4      | 4      | 5      | 5      | 5      | 5      | 8       | 8       | 8       | 8       | 9       | 9       | 11      | 11      | 12      | 12      | 12      | 12      | 12      | 13      | 13      | 13      | 13      | 13      | 13      | 13      | 13      | 13     | 13     | 13     | 13     | 13     | 13     | 13     | 13     | 13     | 13      | 13      | 13      | 13      | 13      | 13      | 13      | 13      | 13      | 13      | 13      | 13      | 13      | 13      | 13      | 13      | 14      | 15      | 15      | 15      | 15      | 15      | 15     | 15     | 15     | 16     | 19     | 19     | 19     | 19     | 19     | 21      | 25      | 25      | 26      | 26      | 26      | 26      | 26      | 26      | 28      | 28      | 28      | 28      | 29      | 29      | 29      | 32      | 32      | 32      | 32      | 32      | 40     | 53     | 53     | 53     | 53     | 53     | 61     | 61     | 61     | 67      | 67      | 67      | 67      | 75      | 75      | 75      | 87      | 87\n",
       "84006011 | US   | USA  | 840   | 6011 | Colusa       | California     | US             | 39.1788 | -122.233 | Colusa, California, US       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 1       | 1       | 1       | 1       | 1      | 1      | 1      | 2      | 2      | 2      | 2      | 3      | 3      | 3       | 3       | 3       | 3       | 3       | 3       | 3       | 3       | 3       | 3       | 3       | 3       | 3       | 3       | 3       | 3       | 3       | 3       | 3       | 3       | 3       | 3      | 3      | 3      | 3      | 3      | 3      | 3      | 3      | 3      | 3       | 3       | 3       | 3       | 3       | 3       | 3       | 3       | 3       | 3       | 4       | 4       | 5       | 5       | 5       | 5       | 5       | 5       | 5       | 5       | 5       | 5       | 7      | 7      | 7      | 7      | 7      | 7      | 7      | 7      | 7      | 7       | 7       | 7       | 7       | 7       | 7       | 7       | 7       | 7       | 7       | 7       | 7       | 7       | 11      | 14      | 16      | 17      | 17      | 17      | 35      | 46      | 59     | 70     | 70     | 70     | 70     | 70     | 86     | 98     | 103    | 103     | 113     | 113     | 113     | 135     | 140     | 147     | 173     | 173\n",
       "84006013 | US   | USA  | 840   | 6013 | Contra Costa | California     | US             | 37.9192 | -121.929 | Contra Costa, California, US | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 1      | 1      | 3      | 3      | 9      | 9      | 9       | 10      | 17      | 25      | 29      | 29      | 34      | 39      | 39      | 41      | 46      | 51      | 61      | 71      | 86      | 108     | 131     | 147     | 168     | 168     | 187     | 212     | 249    | 250    | 307    | 307    | 386    | 417    | 442    | 462    | 484    | 511     | 530     | 539     | 552     | 552     | 615     | 631     | 648     | 685     | 693     | 707     | 749     | 763     | 770     | 786     | 805     | 817     | 820     | 842     | 862     | 891     | 907    | 934    | 945    | 947    | 969    | 985    | 999    | 1014   | 1036   | 1048    | 1048    | 1066    | 1080    | 1089    | 1100    | 1121    | 1146    | 1155    | 1192    | 1209    | 1234    | 1259    | 1296    | 1321    | 1336    | 1353    | 1375    | 1384    | 1404    | 1426    | 1450    | 1468   | 1506   | 1513   | 1547   | 1577   | 1633   | 1668   | 1706   | 1774   | 1798    | 1829    | 1877    | 1921    | 1959    | 1983    | 2026    | 2071    | 2111    | 2148    | 2240    | 2294    | 2369    | 2454    | 2523    | 2576    | 2676    | 2688    | 2802    | 2971    | 3132    | 3248   | 3326   | 3432   | 3564   | 3662   | 3878   | 4092   | 4241   | 4357   | 4460    | 4605    | 4661    | 4852    | 5023    | 5140    | 5233    | 5378    | 5538\n",
       "84006015 | US   | USA  | 840   | 6015 | Del Norte    | California     | US             | 41.7423 | -123.897 | Del Norte, California, US    | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 1      | 2      | 2      | 2      | 2      | 2      | 2      | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 2       | 3       | 3       | 3       | 3       | 3       | 3      | 3      | 3      | 3      | 3      | 3      | 3      | 3      | 3      | 3       | 3       | 3       | 4       | 4       | 4       | 4       | 8       | 8       | 13      | 15      | 15      | 20      | 23      | 23      | 37      | 40      | 40      | 44      | 44      | 45      | 45      | 46     | 46     | 47     | 47     | 47     | 47     | 47     | 47     | 47     | 47      | 47      | 47      | 47      | 47      | 47      | 48      | 48      | 48      | 48      | 48      | 48      | 48      | 49      | 49      | 49      | 49      | 50      | 50      | 50      | 50      | 51     | 51     | 51     | 58     | 58     | 58     | 58     | 58     | 58     | 60      | 60      | 60      | 61      | 61      | 61      | 62      | 62      | 66\n",
       "84006017 | US   | USA  | 840   | 6017 | El Dorado    | California     | US             | 38.7797 | -120.523 | El Dorado, California, US    | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 2       | 2       | 3       | 3       | 9       | 12      | 12      | 12      | 15      | 18     | 18     | 19     | 22     | 22     | 22     | 22     | 28     | 29     | 30      | 32      | 32      | 32      | 34      | 35      | 35      | 36      | 36      | 36      | 36      | 38      | 39      | 40      | 42      | 42      | 42      | 42      | 44      | 44      | 44      | 47     | 47     | 47     | 47     | 53     | 54     | 54     | 54     | 54     | 54      | 56      | 60      | 60      | 62      | 64      | 64      | 64      | 67      | 67      | 67      | 67      | 67      | 74      | 74      | 78      | 78      | 80      | 84      | 84      | 90      | 90      | 96     | 96     | 96     | 98     | 102    | 106    | 106    | 109    | 111    | 111     | 111     | 113     | 113     | 113     | 117     | 118     | 121     | 125     | 130     | 130     | 130     | 145     | 150     | 153     | 158     | 158     | 158     | 158     | 178     | 178     | 198    | 206    | 206    | 226    | 226    | 226    | 264    | 280    | 292    | 307     | 307     | 307     | 307     | 350     | 363     | 381     | 394     | 394\n",
       "84006019 | US   | USA  | 840   | 6019 | Fresno       | California     | US             | 36.7573 | -119.647 | Fresno, California, US       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 1      | 1      | 1       | 2       | 2       | 1       | 1       | 1       | 2       | 2       | 2       | 3       | 6       | 6       | 6       | 6       | 13      | 18      | 19      | 27      | 31      | 43      | 43      | 53      | 68     | 82     | 94     | 100    | 103    | 108    | 124    | 146    | 156    | 173     | 191     | 201     | 201     | 222     | 251     | 265     | 295     | 311     | 315     | 315     | 351     | 371     | 419     | 443     | 443     | 458     | 458     | 498     | 538     | 538     | 615    | 615    | 633    | 633    | 672    | 777    | 777    | 813    | 841    | 885     | 945     | 984     | 984     | 1074    | 1074    | 1156    | 1192    | 1192    | 1287    | 1338    | 1338    | 1372    | 1417    | 1448    | 1482    | 1482    | 1535    | 1658    | 1658    | 1714    | 1743    | 1743   | 1882   | 1914   | 1944   | 2014   | 2080   | 2122   | 2122   | 2216   | 2318    | 2395    | 2395    | 2547    | 2547    | 2706    | 2788    | 2788    | 3058    | 3187    | 3245    | 3245    | 3485    | 3672    | 3892    | 4053    | 4374    | 4474    | 4474    | 4811    | 4811    | 5289   | 5626   | 5626   | 5851   | 6110   | 6110   | 6924   | 7281   | 7627   | 7627    | 7906    | 8282    | 8282    | 8756    | 8941    | 9124    | 9565    | 9954\n",
       "... (50 rows omitted)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_state_cases"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <th>County</th> <th>Population</th>\n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        <tr>\n",
       "            <td>Alameda        </td> <td>1671329   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Alpine         </td> <td>1129      </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Amador         </td> <td>39752     </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Butte          </td> <td>219186    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Calaveras      </td> <td>45905     </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Colusa         </td> <td>21547     </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Contra Costa   </td> <td>1153526   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Del Norte      </td> <td>27812     </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>El Dorado      </td> <td>192843    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Fresno         </td> <td>999101    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Glenn          </td> <td>28393     </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Humboldt       </td> <td>135558    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Imperial       </td> <td>181215    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Inyo           </td> <td>18039     </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Kern           </td> <td>900202    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Kings          </td> <td>152940    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Lake           </td> <td>64386     </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Lassen         </td> <td>30573     </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Los Angeles    </td> <td>10039107  </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Madera         </td> <td>157327    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Marin          </td> <td>258826    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Mariposa       </td> <td>17203     </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Mendocino      </td> <td>86749     </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Merced         </td> <td>277680    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Modoc          </td> <td>8841      </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Mono           </td> <td>14444     </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Monterey       </td> <td>434061    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Napa           </td> <td>137744    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Nevada         </td> <td>99755     </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Orange         </td> <td>3175692   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Placer         </td> <td>398329    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Plumas         </td> <td>18807     </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Riverside      </td> <td>2470546   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Sacramento     </td> <td>1552058   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>San Benito     </td> <td>62808     </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>San Bernardino </td> <td>2180085   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>San Diego      </td> <td>3338330   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>San Francisco  </td> <td>881549    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>San Joaquin    </td> <td>762148    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>San Luis Obispo</td> <td>283111    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>San Mateo      </td> <td>766573    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Santa Barbara  </td> <td>446499    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Santa Clara    </td> <td>1927852   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Santa Cruz     </td> <td>273213    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Shasta         </td> <td>180080    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Sierra         </td> <td>3005      </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Siskiyou       </td> <td>43539     </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Solano         </td> <td>447643    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Sonoma         </td> <td>494336    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Stanislaus     </td> <td>550660    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Sutter         </td> <td>96971     </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Tehama         </td> <td>65084     </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Trinity        </td> <td>12285     </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Tulare         </td> <td>466195    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Tuolumne       </td> <td>54478     </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Ventura        </td> <td>846006    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Yolo           </td> <td>220500    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Yuba           </td> <td>78668     </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Out of CA      </td> <td>0         </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Unassigned     </td> <td>0         </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "county_population = raw_state_deaths.select(['Admin2', 'Population'])\n",
    "county_population.relabel('Admin2', 'County').show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def population(county):\n",
    "    return county_population.where('County', county)['Population'][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def by_county_cases(raw_region):\n",
    "    \"\"\"Aggregate county level data from the raw state source\"\"\"\n",
    "    res = raw_region.drop(['UID', 'iso2', 'iso3', 'code3', 'FIPS', \n",
    "                           'Province_State',\n",
    "                           'Country_Region', 'Lat','Long_', \n",
    "                           'Combined_Key'])\n",
    "    for lbl in res.labels[1:] :\n",
    "        res.relabel(lbl, format_day(lbl))\n",
    "    return res\n",
    "\n",
    "def by_county_deaths(raw_region):\n",
    "    \"\"\"Aggregate state level data from the raw source\"\"\"\n",
    "    res = raw_region.drop(['UID', 'iso2', 'iso3', 'code3', 'FIPS', \n",
    "                           'Province_State', 'Population',\n",
    "                           'Country_Region', 'Lat','Long_', \n",
    "                           'Combined_Key'])\n",
    "    for lbl in res.labels[1:] :\n",
    "        res.relabel(lbl, format_day(lbl))\n",
    "    return res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "cases_by_county = by_county_cases(raw_state_cases)\n",
    "deaths_by_county = by_county_deaths(raw_state_deaths)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "cases = TimeTable.transpose(cases_by_county, 'Admin2', time_col='date', time_less = less_day, time_inc = inc_day)\n",
    "deaths = TimeTable.transpose(deaths_by_county, 'Admin2', time_col='date', time_less = less_day, time_inc = inc_day)\n",
    "counties = cases.categories\n",
    "\n",
    "# Construct estimate of active cases for each country\n",
    "active = cases.select(cases.time_column)\n",
    "for region in cases.categories:\n",
    "    active[region] = cases.extract(region).trend()['active']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'07/18/20'"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Last day of rerported data\n",
    "last_day = cases['date'][-1]\n",
    "last_day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "60"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Number of counties reported\n",
    "len(counties)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## State-wide picture\n",
    "\n",
    "The following graph shows the state picture since the early cases were reported.  States began putting [shelter-in-place measures](https://www.nytimes.com/interactive/2020/us/coronavirus-stay-at-home-order.html) \n",
    "in effect March 19 (for California, March 17 for 6 of its counties).\n",
    "\n",
    "Looking at just the overall number of cases that is when Covid-19 took off in scale."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'California'"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "state"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "state_cases = cases.select(cases.time_column)\n",
    "state_cases[state] = cases.sum_cols()\n",
    "\n",
    "state_deaths = deaths.select(cases.time_column)\n",
    "state_deaths[state] = deaths.sum_cols()\n",
    "\n",
    "state_population = sum(county_population['Population'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'California confirmed cases: 380,745 - 0.964% of 39,512,223 population'"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# percentage of the population confirmed\n",
    "\"{} confirmed cases: {:,} - {:.3%} of {:,} population\".format(state, \n",
    "                                                              state_cases.last(state), \n",
    "                                                              state_cases.last(state) / state_population, \n",
    "                                                              state_population)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7702, 0.00019492702296198318)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "state_deaths.last(state), state_deaths.last(state)/state_population"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "state_case_trend = state_cases.trend()\n",
    "state_case_trend.extract([state, 'active', 'new']).oplot(width=8, xlab=20)\n",
    "label_val(state_case_trend, last_day, state)\n",
    "label_val(state_case_trend, last_day, 'active')\n",
    "label_val(state_case_trend, last_day, 'new')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "recent = state_case_trend.extract([state, 'active', 'new']).after(\"03/13/20\")\n",
    "recent.oplot(width=8, xlab=20)\n",
    "label_val(recent, last_day, state)\n",
    "label_val(recent, last_day, 'active')\n",
    "label_val(recent, last_day, 'new')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "recent = state_case_trend.extract(['new']).after(\"05/15/20\")\n",
    "recent.oplot(width=8, xlab=20)\n",
    "label_val(recent, last_day, 'new')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Growth Rates\n",
    "\n",
    "A much deeper picture is revealed by looking at the day-over-day growth rates across the overall course of the infection.\n",
    "\n",
    "The daily growth rate had shot up to as muchj as 50% new cases per day for two weeks before the states finally took action.\n",
    "\n",
    "Since that time it has been dropping steadily as the measures became broader and more consistent.  While still way to fast for the health care systems to manage, it the difference is immense.  At 17% dailey, the number of cases grows by an order of magnitude over two weeks, instead of one,"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_rate_trend(state_case_trend, 'arate')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looking at the period since mitigation measures, we find a steadily enough trend that we can hope to model the future enough to attempt predictions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_rate_trend(state_case_trend.tail(31), 'arate')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Taking just the past two weeks, we can get a good fit.  What we are observing here is not the properties of viral infections processes, such as SIR models as more and more of the population gains immunities, it is fundamentally the reduction in transmission rates due to human behavior.  We are still at such minute level of immunity in the population that the classic epidemiological factors hardly matter.  \n",
    "\n",
    "The challenge is what properties should we imbue to such human behavior?  Can we expect linear improvements or is the improvement a continued reduction in the oustanding rate, i.e., exponential.  Over the short term, these cannot be meaningfully differentiated.  Clearly the linear model goes negative whereas the exponential model gradually converges to zero.  \n",
    "\n",
    "Law of small numbers and vagaries in rerporting make the daily reports pretty noisy.  But for larger states farther into the epidemic, the trends appears clear.  \n",
    "The trends are so slow that we need to go out a month or to see a notable difference."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_model_rate_trend(state_case_trend.tail(14))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "state_rate_proj, eparams, lparams, ecov, lcov = model_rate_trend(state_case_trend.tail(14))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def ahead(n):\n",
    "    plots.plot(exp_rate(range(n), eparams[0], eparams[1]))\n",
    "    plots.plot(lin_rate(range(n), lparams[0], lparams[1]))\n",
    "\n",
    "ahead(120)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## State Projections\n",
    "\n",
    "Given some predictability, we can project grow rates into the future.  First we look projecting based on the current daily growth rate, modeling what things look like if we do just what we are seeing today, versus how they looked based on what we were seeing some days previously.\n",
    "\n",
    "Then, given the steady reduction in rates, we project based on projecting the rate improving exponentially."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "proj_trend(state_case_trend, state, start=7, end=0, dist=14)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "def proj_recent(start=7, end=0, dist=21):\n",
    "    proj_trend(state_case_trend.after(\"03/25/20\"), state, start=start, end=end, dist=dist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d4b863e2c1634b43a71b702757c2844f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(IntSlider(value=7, description='start', max=21, min=7), IntSlider(value=0, description='…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = interact(proj_recent, start=(7, 21, 1), end=(0, 14, 1), dist=(7, 45, 1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id=sectionCases></a>\n",
    "## Cases to date by County\n",
    "\n",
    "The following shows the state picture built up county by county.  Only the largest are shown, with the remainder\n",
    "grouped into 'other'."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cases.after(\"03/15/20\").stackbar(15, height=6, width=8)\n",
    "_ = plots.xticks(rotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "active.after(\"03/15/20\").stackbar(15, height=6, width=8)\n",
    "_ = plots.xticks(rotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Cases by county over the past two weeks\n",
    "cases.top(20).tail(14).oplot(width=8, height=6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "def cases_since(ts, region, threshold=100):\n",
    "    ctbl = ts.extract(region)\n",
    "    since = ctbl.where(ctbl[region] >= threshold)\n",
    "    ndays = since.num_rows\n",
    "    vals = since[region]\n",
    "    return vals\n",
    "        \n",
    "def show_cases_since(ts, threshold=100, limit=None, width=8, height=6):\n",
    "        _, axis = plots.subplots(figsize=(width, height))\n",
    "        for region in ts.categories :\n",
    "            vals = cases_since(ts, region, threshold)\n",
    "            if limit :\n",
    "                vals = vals[:limit]\n",
    "            axis.plot(vals)\n",
    "            axis.text(len(vals), vals[-1], region)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_cases_since(cases.top(10), 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_cases_since(cases.top(12), 40, 30, height=8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "def norm_by_population(ts):\n",
    "    \"\"\"Normalize region counts by population in percent\"\"\"\n",
    "    normed = ts.select(ts.time_column)\n",
    "    for region in ts.categories :\n",
    "        if population(region) :\n",
    "            normed[region] = 100*ts[region]/population(region)\n",
    "    return normed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "norm_by_population(cases).tail(21).top(20).oplot(height=6, width=8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='sectionTrends'></a>\n",
    "## Growth trends by County\n",
    "\n",
    "An important caveat is that the dirth of testing makes the number of report cases, and particularly the change in that number, messy.  Increased test coverage will tend to increase the number of confirmed cases, whereas containment and mitigation measures may actually be reducing the spread.\n",
    "\n",
    "The `% new` columns simply look at what fraction of a day's cases are newly reported in that day.  The `rate` columns take the geometric mean of ratio of successive days over a window of the past few days. This provides a little smoothing, but it does not try to project changes in rate.  That is reflected in the series of rates.  Modulo the testing factors, this provides some indication of where measures are working or not.\n",
    "\n",
    "Death rates are relatively insensitive to the testing error, but are such a lagging indicator they have a limited role in setting expectations for case loads."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <th>date</th> <th>Los Angeles</th> <th>new Los Angeles</th> <th>%new Los Angeles</th> <th>rate Los Angeles</th> <th>active Los Angeles</th> <th>arate Los Angeles</th> <th>Orange</th> <th>new Orange</th> <th>%new Orange</th> <th>rate Orange</th> <th>active Orange</th> <th>arate Orange</th> <th>Riverside</th> <th>new Riverside</th> <th>%new Riverside</th> <th>rate Riverside</th> <th>active Riverside</th> <th>arate Riverside</th> <th>San Bernardino</th> <th>new San Bernardino</th> <th>%new San Bernardino</th> <th>rate San Bernardino</th> <th>active San Bernardino</th> <th>arate San Bernardino</th> <th>San Diego</th> <th>new San Diego</th> <th>%new San Diego</th> <th>rate San Diego</th> <th>active San Diego</th> <th>arate San Diego</th> <th>Fresno</th> <th>new Fresno</th> <th>%new Fresno</th> <th>rate Fresno</th> <th>active Fresno</th> <th>arate Fresno</th> <th>Alameda</th> <th>new Alameda</th> <th>%new Alameda</th> <th>rate Alameda</th> <th>active Alameda</th> <th>arate Alameda</th> <th>Imperial</th> <th>new Imperial</th> <th>%new Imperial</th> <th>rate Imperial</th> <th>active Imperial</th> <th>arate Imperial</th> <th>San Joaquin</th> <th>new San Joaquin</th> <th>%new San Joaquin</th> <th>rate San Joaquin</th> <th>active San Joaquin</th> <th>arate San Joaquin</th> <th>Kern</th> <th>new Kern</th> <th>%new Kern</th> <th>rate Kern</th> <th>active Kern</th> <th>arate Kern</th> <th>Santa Clara</th> <th>new Santa Clara</th> <th>%new Santa Clara</th> <th>rate Santa Clara</th> <th>active Santa Clara</th> <th>arate Santa Clara</th> <th>Sacramento</th> <th>new Sacramento</th> <th>%new Sacramento</th> <th>rate Sacramento</th> <th>active Sacramento</th> <th>arate Sacramento</th> <th>Tulare</th> <th>new Tulare</th> <th>%new Tulare</th> <th>rate Tulare</th> <th>active Tulare</th> <th>arate Tulare</th> <th>Stanislaus</th> <th>new Stanislaus</th> <th>%new Stanislaus</th> <th>rate Stanislaus</th> <th>active Stanislaus</th> <th>arate Stanislaus</th> <th>Contra Costa</th> <th>new Contra Costa</th> <th>%new Contra Costa</th> <th>rate Contra Costa</th> <th>active Contra Costa</th> <th>arate Contra Costa</th> <th>Ventura</th> <th>new Ventura</th> <th>%new Ventura</th> <th>rate Ventura</th> <th>active Ventura</th> <th>arate Ventura</th> <th>San Francisco</th> <th>new San Francisco</th> <th>%new San Francisco</th> <th>rate San Francisco</th> <th>active San Francisco</th> <th>arate San Francisco</th> <th>Santa Barbara</th> <th>new Santa Barbara</th> <th>%new Santa Barbara</th> <th>rate Santa Barbara</th> <th>active Santa Barbara</th> <th>arate Santa Barbara</th> <th>San Mateo</th> <th>new San Mateo</th> <th>%new San Mateo</th> <th>rate San Mateo</th> <th>active San Mateo</th> <th>arate San Mateo</th> <th>Marin</th> <th>new Marin</th> <th>%new Marin</th> <th>rate Marin</th> <th>active Marin</th> <th>arate Marin</th> <th>Kings</th> <th>new Kings</th> <th>%new Kings</th> <th>rate Kings</th> <th>active Kings</th> <th>arate Kings</th> <th>Monterey</th> <th>new Monterey</th> <th>%new Monterey</th> <th>rate Monterey</th> <th>active Monterey</th> <th>arate Monterey</th> <th>Solano</th> <th>new Solano</th> <th>%new Solano</th> <th>rate Solano</th> <th>active Solano</th> <th>arate Solano</th> <th>Merced</th> <th>new Merced</th> <th>%new Merced</th> <th>rate Merced</th> <th>active Merced</th> <th>arate Merced</th> <th>Sonoma</th> <th>new Sonoma</th> <th>%new Sonoma</th> <th>rate Sonoma</th> <th>active Sonoma</th> <th>arate Sonoma</th> <th>Placer</th> <th>new Placer</th> <th>%new Placer</th> <th>rate Placer</th> <th>active Placer</th> <th>arate Placer</th> <th>San Luis Obispo</th> <th>new San Luis Obispo</th> <th>%new San Luis Obispo</th> <th>rate San Luis Obispo</th> <th>active San Luis Obispo</th> <th>arate San Luis Obispo</th> <th>Madera</th> <th>new Madera</th> <th>%new Madera</th> <th>rate Madera</th> <th>active Madera</th> <th>arate Madera</th> <th>Yolo</th> <th>new Yolo</th> <th>%new Yolo</th> <th>rate Yolo</th> <th>active Yolo</th> <th>arate Yolo</th> <th>Santa Cruz</th> <th>new Santa Cruz</th> <th>%new Santa Cruz</th> <th>rate Santa Cruz</th> <th>active Santa Cruz</th> <th>arate Santa Cruz</th> <th>Napa</th> <th>new Napa</th> <th>%new Napa</th> <th>rate Napa</th> <th>active Napa</th> <th>arate Napa</th> <th>Butte</th> <th>new Butte</th> <th>%new Butte</th> <th>rate Butte</th> <th>active Butte</th> <th>arate Butte</th> <th>Lassen</th> <th>new Lassen</th> <th>%new Lassen</th> <th>rate Lassen</th> <th>active Lassen</th> <th>arate Lassen</th> <th>Sutter</th> <th>new Sutter</th> <th>%new Sutter</th> <th>rate Sutter</th> <th>active Sutter</th> <th>arate Sutter</th> <th>San Benito</th> <th>new San Benito</th> <th>%new San Benito</th> <th>rate San Benito</th> <th>active San Benito</th> <th>arate San Benito</th> <th>El Dorado</th> <th>new El Dorado</th> <th>%new El Dorado</th> <th>rate El Dorado</th> <th>active El Dorado</th> <th>arate El Dorado</th> <th>Yuba</th> <th>new Yuba</th> <th>%new Yuba</th> <th>rate Yuba</th> <th>active Yuba</th> <th>arate Yuba</th> <th>Shasta</th> <th>new Shasta</th> <th>%new Shasta</th> <th>rate Shasta</th> <th>active Shasta</th> <th>arate Shasta</th> <th>Glenn</th> <th>new Glenn</th> <th>%new Glenn</th> <th>rate Glenn</th> <th>active Glenn</th> <th>arate Glenn</th> <th>Nevada</th> <th>new Nevada</th> <th>%new Nevada</th> <th>rate Nevada</th> <th>active Nevada</th> <th>arate Nevada</th> <th>Mendocino</th> <th>new Mendocino</th> <th>%new Mendocino</th> <th>rate Mendocino</th> <th>active Mendocino</th> <th>arate Mendocino</th> <th>Humboldt</th> <th>new Humboldt</th> <th>%new Humboldt</th> <th>rate Humboldt</th> <th>active Humboldt</th> <th>arate Humboldt</th> <th>Colusa</th> <th>new Colusa</th> <th>%new Colusa</th> <th>rate Colusa</th> <th>active Colusa</th> <th>arate Colusa</th> <th>Lake</th> <th>new Lake</th> <th>%new Lake</th> <th>rate Lake</th> <th>active Lake</th> <th>arate Lake</th> <th>Tehama</th> <th>new Tehama</th> <th>%new Tehama</th> <th>rate Tehama</th> <th>active Tehama</th> <th>arate Tehama</th> <th>Calaveras</th> <th>new Calaveras</th> <th>%new Calaveras</th> <th>rate Calaveras</th> <th>active Calaveras</th> <th>arate Calaveras</th> <th>Tuolumne</th> <th>new Tuolumne</th> <th>%new Tuolumne</th> <th>rate Tuolumne</th> <th>active Tuolumne</th> <th>arate Tuolumne</th> <th>Mono</th> <th>new Mono</th> <th>%new Mono</th> <th>rate Mono</th> <th>active Mono</th> <th>arate Mono</th> <th>Del Norte</th> <th>new Del Norte</th> <th>%new Del Norte</th> <th>rate Del Norte</th> <th>active Del Norte</th> <th>arate Del Norte</th> <th>Amador</th> <th>new Amador</th> <th>%new Amador</th> <th>rate Amador</th> <th>active Amador</th> <th>arate Amador</th> <th>Siskiyou</th> <th>new Siskiyou</th> <th>%new Siskiyou</th> <th>rate Siskiyou</th> <th>active Siskiyou</th> <th>arate Siskiyou</th> <th>Inyo</th> <th>new Inyo</th> <th>%new Inyo</th> <th>rate Inyo</th> <th>active Inyo</th> <th>arate Inyo</th> <th>Mariposa</th> <th>new Mariposa</th> <th>%new Mariposa</th> <th>rate Mariposa</th> <th>active Mariposa</th> <th>arate Mariposa</th> <th>Plumas</th> <th>new Plumas</th> <th>%new Plumas</th> <th>rate Plumas</th> <th>active Plumas</th> <th>arate Plumas</th> <th>Alpine</th> <th>new Alpine</th> <th>%new Alpine</th> <th>rate Alpine</th> <th>active Alpine</th> <th>arate Alpine</th> <th>Trinity</th> <th>new Trinity</th> <th>%new Trinity</th> <th>rate Trinity</th> <th>active Trinity</th> <th>arate Trinity</th> <th>Sierra</th> <th>new Sierra</th> <th>%new Sierra</th> <th>rate Sierra</th> <th>active Sierra</th> <th>arate Sierra</th> <th>Modoc</th> <th>new Modoc</th> <th>%new Modoc</th> <th>rate Modoc</th> <th>active Modoc</th> <th>arate Modoc</th> <th>Out of CA</th> <th>new Out of CA</th> <th>%new Out of CA</th> <th>rate Out of CA</th> <th>active Out of CA</th> <th>arate Out of CA</th> <th>Unassigned</th> <th>new Unassigned</th> <th>%new Unassigned</th> <th>rate Unassigned</th> <th>active Unassigned</th> <th>arate Unassigned</th>\n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        <tr>\n",
       "            <td>07/11/20</td> <td>130394     </td> <td>2955           </td> <td>0.0226621       </td> <td>1.02319         </td> <td>37003             </td> <td>0.0798584        </td> <td>23901 </td> <td>1251      </td> <td>0.0523409  </td> <td>1.05523    </td> <td>11941        </td> <td>0.104765    </td> <td>24765    </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>9122            </td> <td>0              </td> <td>18912         </td> <td>637               </td> <td>0.0336823          </td> <td>1.03486            </td> <td>7622                 </td> <td>0.0835739           </td> <td>19371    </td> <td>508          </td> <td>0.0262248     </td> <td>1.02693       </td> <td>6970            </td> <td>0.0728838      </td> <td>7906  </td> <td>279       </td> <td>0.0352897  </td> <td>1.03658    </td> <td>3532         </td> <td>0.0789921   </td> <td>7725   </td> <td>240        </td> <td>0.031068    </td> <td>1.03206     </td> <td>2232          </td> <td>0.107527     </td> <td>7827    </td> <td>68          </td> <td>0.00868788   </td> <td>1.00876      </td> <td>1989           </td> <td>0.034188      </td> <td>6279       </td> <td>0              </td> <td>0               </td> <td>1               </td> <td>3248              </td> <td>0                </td> <td>6339</td> <td>144     </td> <td>0.0227165</td> <td>1.02324  </td> <td>2039       </td> <td>0.0706229 </td> <td>5983       </td> <td>120            </td> <td>0.0200568       </td> <td>1.02047         </td> <td>1999              </td> <td>0.06003          </td> <td>5339      </td> <td>187           </td> <td>0.0350253      </td> <td>1.0363         </td> <td>2673             </td> <td>0.0699588       </td> <td>5678  </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>1973         </td> <td>0           </td> <td>4633      </td> <td>269           </td> <td>0.0580617      </td> <td>1.06164        </td> <td>2693             </td> <td>0.0998886       </td> <td>4605        </td> <td>145             </td> <td>0.0314875        </td> <td>1.03251          </td> <td>1929               </td> <td>0.0751685         </td> <td>4246   </td> <td>153        </td> <td>0.0360339   </td> <td>1.03738     </td> <td>1910          </td> <td>0.0801047    </td> <td>4426         </td> <td>110              </td> <td>0.0248531         </td> <td>1.02549           </td> <td>1026                </td> <td>0.107212           </td> <td>3931         </td> <td>63               </td> <td>0.0160265         </td> <td>1.01629           </td> <td>1189                </td> <td>0.0529857          </td> <td>3949     </td> <td>103          </td> <td>0.0260826     </td> <td>1.02678       </td> <td>900             </td> <td>0.114444       </td> <td>3434 </td> <td>70       </td> <td>0.0203844 </td> <td>1.02081   </td> <td>1798        </td> <td>0.0389321  </td> <td>2898 </td> <td>43       </td> <td>0.0148378 </td> <td>1.01506   </td> <td>600         </td> <td>0.0716667  </td> <td>2540    </td> <td>121         </td> <td>0.0476378    </td> <td>1.05002      </td> <td>1111           </td> <td>0.108911      </td> <td>2075  </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>957          </td> <td>0           </td> <td>1884  </td> <td>91        </td> <td>0.0483015  </td> <td>1.05075    </td> <td>1060         </td> <td>0.0858491   </td> <td>1650  </td> <td>89        </td> <td>0.0539394  </td> <td>1.05701    </td> <td>644          </td> <td>0.138199    </td> <td>1055  </td> <td>34        </td> <td>0.0322275  </td> <td>1.0333     </td> <td>462          </td> <td>0.0735931   </td> <td>905            </td> <td>0                  </td> <td>0                   </td> <td>1                   </td> <td>397                   </td> <td>0                    </td> <td>893   </td> <td>36        </td> <td>0.0403135  </td> <td>1.04201    </td> <td>478          </td> <td>0.0753138   </td> <td>839 </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>401        </td> <td>0         </td> <td>568       </td> <td>31            </td> <td>0.0545775      </td> <td>1.05773        </td> <td>224              </td> <td>0.138393        </td> <td>477 </td> <td>0       </td> <td>0         </td> <td>1        </td> <td>207        </td> <td>0         </td> <td>338  </td> <td>0        </td> <td>0         </td> <td>1         </td> <td>195         </td> <td>0          </td> <td>275   </td> <td>14        </td> <td>0.0509091  </td> <td>1.05364    </td> <td>103          </td> <td>0.135922    </td> <td>372   </td> <td>35        </td> <td>0.094086   </td> <td>1.10386    </td> <td>225          </td> <td>0.155556    </td> <td>336       </td> <td>25            </td> <td>0.0744048      </td> <td>1.08039        </td> <td>138              </td> <td>0.181159        </td> <td>307      </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>149             </td> <td>0              </td> <td>180 </td> <td>17      </td> <td>0.0944444</td> <td>1.10429  </td> <td>123        </td> <td>0.138211  </td> <td>187   </td> <td>11        </td> <td>0.0588235  </td> <td>1.0625     </td> <td>90           </td> <td>0.122222    </td> <td>164  </td> <td>0        </td> <td>0         </td> <td>1         </td> <td>77          </td> <td>0          </td> <td>163   </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>55           </td> <td>0           </td> <td>113      </td> <td>6            </td> <td>0.0530973     </td> <td>1.05607       </td> <td>37              </td> <td>0.162162       </td> <td>165     </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>36             </td> <td>0             </td> <td>113   </td> <td>10        </td> <td>0.0884956  </td> <td>1.09709    </td> <td>96           </td> <td>0.104167    </td> <td>108 </td> <td>0       </td> <td>0         </td> <td>1        </td> <td>66         </td> <td>0         </td> <td>104   </td> <td>6         </td> <td>0.0576923  </td> <td>1.06122    </td> <td>42           </td> <td>0.142857    </td> <td>67       </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>35              </td> <td>0              </td> <td>64      </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>42             </td> <td>0             </td> <td>50  </td> <td>1       </td> <td>0.02     </td> <td>1.02041  </td> <td>10         </td> <td>0.1       </td> <td>60       </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>11              </td> <td>0              </td> <td>40    </td> <td>4         </td> <td>0.1        </td> <td>1.11111    </td> <td>20           </td> <td>0.2         </td> <td>41      </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>15             </td> <td>0             </td> <td>34  </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>5          </td> <td>0         </td> <td>31      </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>8              </td> <td>0             </td> <td>17    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>10           </td> <td>0           </td> <td>2     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>2      </td> <td>0          </td> <td>0           </td> <td>1           </td> <td>0             </td> <td>nan          </td> <td>1     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>0    </td> <td>0        </td> <td>nan       </td> <td>nan       </td> <td>0           </td> <td>nan        </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>0         </td> <td>0             </td> <td>nan            </td> <td>nan            </td> <td>0                </td> <td>nan             </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>07/12/20</td> <td>133549     </td> <td>3155           </td> <td>0.0236243       </td> <td>1.0242          </td> <td>38164             </td> <td>0.0826695        </td> <td>24715 </td> <td>814       </td> <td>0.0329355  </td> <td>1.03406    </td> <td>12253        </td> <td>0.0664327   </td> <td>24765    </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>9122            </td> <td>0              </td> <td>19043         </td> <td>131               </td> <td>0.00687917         </td> <td>1.00693            </td> <td>7753                 </td> <td>0.0168967           </td> <td>19371    </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>6534            </td> <td>0              </td> <td>8282  </td> <td>376       </td> <td>0.0453997  </td> <td>1.04756    </td> <td>3808         </td> <td>0.0987395   </td> <td>7731   </td> <td>6          </td> <td>0.000776096 </td> <td>1.00078     </td> <td>2238          </td> <td>0.00268097   </td> <td>7827    </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>1786           </td> <td>0             </td> <td>6279       </td> <td>0              </td> <td>0               </td> <td>1               </td> <td>3186              </td> <td>0                </td> <td>6502</td> <td>163     </td> <td>0.0250692</td> <td>1.02571  </td> <td>2162       </td> <td>0.0753932 </td> <td>6298       </td> <td>315            </td> <td>0.0500159       </td> <td>1.05265         </td> <td>2314              </td> <td>0.136128         </td> <td>5489      </td> <td>150           </td> <td>0.0273274      </td> <td>1.0281         </td> <td>2823             </td> <td>0.053135        </td> <td>5678  </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>1973         </td> <td>0           </td> <td>4732      </td> <td>99            </td> <td>0.0209214      </td> <td>1.02137        </td> <td>2732             </td> <td>0.0362372       </td> <td>4661        </td> <td>56              </td> <td>0.0120146        </td> <td>1.01216          </td> <td>1973               </td> <td>0.0283832         </td> <td>4246   </td> <td>0          </td> <td>0           </td> <td>1           </td> <td>1802          </td> <td>0            </td> <td>4522         </td> <td>96               </td> <td>0.0212295         </td> <td>1.02169           </td> <td>1054                </td> <td>0.0910816          </td> <td>3931         </td> <td>0                </td> <td>0                 </td> <td>1                 </td> <td>1219                </td> <td>0                  </td> <td>3949     </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>866             </td> <td>0              </td> <td>3434 </td> <td>0        </td> <td>0         </td> <td>1         </td> <td>1688        </td> <td>0          </td> <td>2918 </td> <td>20       </td> <td>0.00685401</td> <td>1.0069    </td> <td>600         </td> <td>0.0333333  </td> <td>2682    </td> <td>142         </td> <td>0.0529456    </td> <td>1.05591      </td> <td>1238           </td> <td>0.114701      </td> <td>2075  </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>957          </td> <td>0           </td> <td>1884  </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>1060         </td> <td>0           </td> <td>1703  </td> <td>53        </td> <td>0.0311216  </td> <td>1.03212    </td> <td>697          </td> <td>0.0760402   </td> <td>1077  </td> <td>22        </td> <td>0.0204271  </td> <td>1.02085    </td> <td>466          </td> <td>0.0472103   </td> <td>905            </td> <td>0                  </td> <td>0                   </td> <td>1                   </td> <td>397                   </td> <td>0                    </td> <td>893   </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>478          </td> <td>0           </td> <td>884 </td> <td>45      </td> <td>0.050905 </td> <td>1.05364  </td> <td>426        </td> <td>0.105634  </td> <td>569       </td> <td>1             </td> <td>0.00175747     </td> <td>1.00176        </td> <td>220              </td> <td>0.00454545      </td> <td>477 </td> <td>0       </td> <td>0         </td> <td>1        </td> <td>207        </td> <td>0         </td> <td>338  </td> <td>0        </td> <td>0         </td> <td>1         </td> <td>195         </td> <td>0          </td> <td>337   </td> <td>62        </td> <td>0.183976   </td> <td>1.22545    </td> <td>117          </td> <td>0.529915    </td> <td>388   </td> <td>16        </td> <td>0.0412371  </td> <td>1.04301    </td> <td>236          </td> <td>0.0677966   </td> <td>362       </td> <td>26            </td> <td>0.0718232      </td> <td>1.07738        </td> <td>157              </td> <td>0.165605        </td> <td>307      </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>149             </td> <td>0              </td> <td>192 </td> <td>12      </td> <td>0.0625   </td> <td>1.06667  </td> <td>131        </td> <td>0.0916031 </td> <td>195   </td> <td>8         </td> <td>0.0410256  </td> <td>1.04278    </td> <td>94           </td> <td>0.0851064   </td> <td>164  </td> <td>0        </td> <td>0         </td> <td>1         </td> <td>77          </td> <td>0          </td> <td>163   </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>55           </td> <td>0           </td> <td>113      </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>37              </td> <td>0              </td> <td>165     </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>36             </td> <td>0             </td> <td>113   </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>96           </td> <td>0           </td> <td>108 </td> <td>0       </td> <td>0         </td> <td>1        </td> <td>63         </td> <td>0         </td> <td>107   </td> <td>3         </td> <td>0.0280374  </td> <td>1.02885    </td> <td>45           </td> <td>0.0666667   </td> <td>67       </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>35              </td> <td>0              </td> <td>73      </td> <td>9           </td> <td>0.123288     </td> <td>1.14062      </td> <td>51             </td> <td>0.176471      </td> <td>51  </td> <td>1       </td> <td>0.0196078</td> <td>1.02     </td> <td>11         </td> <td>0.0909091 </td> <td>60       </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>10              </td> <td>0              </td> <td>40    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>20           </td> <td>0           </td> <td>41      </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>14             </td> <td>0             </td> <td>35  </td> <td>1       </td> <td>0.0285714</td> <td>1.02941  </td> <td>8          </td> <td>0.125     </td> <td>31      </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>8              </td> <td>0             </td> <td>17    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>10           </td> <td>0           </td> <td>2     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>2      </td> <td>0          </td> <td>0           </td> <td>1           </td> <td>0             </td> <td>nan          </td> <td>1     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>0    </td> <td>0        </td> <td>nan       </td> <td>nan       </td> <td>0           </td> <td>nan        </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>0         </td> <td>0             </td> <td>nan            </td> <td>nan            </td> <td>0                </td> <td>nan             </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>07/13/20</td> <td>136357     </td> <td>2808           </td> <td>0.020593        </td> <td>1.02103         </td> <td>38439             </td> <td>0.0730508        </td> <td>25255 </td> <td>540       </td> <td>0.0213819  </td> <td>1.02185    </td> <td>12647        </td> <td>0.0426979   </td> <td>25748    </td> <td>983          </td> <td>0.0381777     </td> <td>1.03969       </td> <td>10105           </td> <td>0.0972786      </td> <td>19502         </td> <td>459               </td> <td>0.023536           </td> <td>1.0241             </td> <td>8001                 </td> <td>0.0573678           </td> <td>19929    </td> <td>558          </td> <td>0.0279994     </td> <td>1.02881       </td> <td>6595            </td> <td>0.0846096      </td> <td>8282  </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>3808         </td> <td>0           </td> <td>7976   </td> <td>245        </td> <td>0.0307172   </td> <td>1.03169     </td> <td>2306          </td> <td>0.106245     </td> <td>7977    </td> <td>150         </td> <td>0.0188041    </td> <td>1.01916      </td> <td>1936           </td> <td>0.0774793     </td> <td>6988       </td> <td>709            </td> <td>0.10146         </td> <td>1.11292         </td> <td>3895              </td> <td>0.182028         </td> <td>6601</td> <td>99      </td> <td>0.0149977</td> <td>1.01523  </td> <td>2123       </td> <td>0.0466321 </td> <td>6542       </td> <td>244            </td> <td>0.0372975       </td> <td>1.03874         </td> <td>2380              </td> <td>0.102521         </td> <td>5714      </td> <td>225           </td> <td>0.039377       </td> <td>1.04099        </td> <td>2938             </td> <td>0.0765827       </td> <td>5942  </td> <td>264       </td> <td>0.0444295  </td> <td>1.0465     </td> <td>2237         </td> <td>0.118015    </td> <td>4973      </td> <td>241           </td> <td>0.0484617      </td> <td>1.05093        </td> <td>2858             </td> <td>0.0843247       </td> <td>4852        </td> <td>191             </td> <td>0.0393652        </td> <td>1.04098          </td> <td>2050               </td> <td>0.0931707         </td> <td>4246   </td> <td>0          </td> <td>0           </td> <td>1           </td> <td>1719          </td> <td>0            </td> <td>4590         </td> <td>68               </td> <td>0.0148148         </td> <td>1.01504           </td> <td>1078                </td> <td>0.0630798          </td> <td>3931         </td> <td>0                </td> <td>0                 </td> <td>1                 </td> <td>1219                </td> <td>0                  </td> <td>4045     </td> <td>96           </td> <td>0.023733      </td> <td>1.02431       </td> <td>962             </td> <td>0.0997921      </td> <td>3702 </td> <td>268      </td> <td>0.0723933 </td> <td>1.07804   </td> <td>1766        </td> <td>0.151755   </td> <td>2970 </td> <td>52       </td> <td>0.0175084 </td> <td>1.01782   </td> <td>652         </td> <td>0.0797546  </td> <td>2790    </td> <td>108         </td> <td>0.0387097    </td> <td>1.04027      </td> <td>1242           </td> <td>0.0869565     </td> <td>2075  </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>957          </td> <td>0           </td> <td>1884  </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>1060         </td> <td>0           </td> <td>1819  </td> <td>116       </td> <td>0.0637713  </td> <td>1.06812    </td> <td>727          </td> <td>0.15956     </td> <td>1114  </td> <td>37        </td> <td>0.0332136  </td> <td>1.03435    </td> <td>487          </td> <td>0.0759754   </td> <td>1006           </td> <td>101                </td> <td>0.100398            </td> <td>1.1116              </td> <td>498                   </td> <td>0.202811             </td> <td>893   </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>478          </td> <td>0           </td> <td>929 </td> <td>45      </td> <td>0.0484392</td> <td>1.0509   </td> <td>450        </td> <td>0.1       </td> <td>569       </td> <td>0             </td> <td>0              </td> <td>1              </td> <td>220              </td> <td>0               </td> <td>518 </td> <td>41      </td> <td>0.0791506 </td> <td>1.08595  </td> <td>248        </td> <td>0.165323  </td> <td>338  </td> <td>0        </td> <td>0         </td> <td>1         </td> <td>195         </td> <td>0          </td> <td>428   </td> <td>91        </td> <td>0.212617   </td> <td>1.27003    </td> <td>208          </td> <td>0.4375      </td> <td>403   </td> <td>15        </td> <td>0.0372208  </td> <td>1.03866    </td> <td>243          </td> <td>0.0617284   </td> <td>362       </td> <td>0             </td> <td>0              </td> <td>1              </td> <td>157              </td> <td>0               </td> <td>307      </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>149             </td> <td>0              </td> <td>198 </td> <td>6       </td> <td>0.030303 </td> <td>1.03125  </td> <td>133        </td> <td>0.0451128 </td> <td>200   </td> <td>5         </td> <td>0.025      </td> <td>1.02564    </td> <td>95           </td> <td>0.0526316   </td> <td>176  </td> <td>12       </td> <td>0.0681818 </td> <td>1.07317   </td> <td>89          </td> <td>0.134831   </td> <td>163   </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>55           </td> <td>0           </td> <td>132      </td> <td>19           </td> <td>0.143939      </td> <td>1.16814       </td> <td>56              </td> <td>0.339286       </td> <td>165     </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>36             </td> <td>0             </td> <td>113   </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>96           </td> <td>0           </td> <td>121 </td> <td>13      </td> <td>0.107438  </td> <td>1.12037  </td> <td>70         </td> <td>0.185714  </td> <td>107   </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>45           </td> <td>0           </td> <td>67       </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>35              </td> <td>0              </td> <td>73      </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>45             </td> <td>0             </td> <td>52  </td> <td>1       </td> <td>0.0192308</td> <td>1.01961  </td> <td>12         </td> <td>0.0833333 </td> <td>61       </td> <td>1            </td> <td>0.0163934     </td> <td>1.01667       </td> <td>11              </td> <td>0.0909091      </td> <td>40    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>19           </td> <td>0           </td> <td>41      </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>14             </td> <td>0             </td> <td>35  </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>5          </td> <td>0         </td> <td>32      </td> <td>1           </td> <td>0.03125      </td> <td>1.03226      </td> <td>9              </td> <td>0.111111      </td> <td>19    </td> <td>2         </td> <td>0.105263   </td> <td>1.11765    </td> <td>12           </td> <td>0.166667    </td> <td>2     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>2      </td> <td>0          </td> <td>0           </td> <td>1           </td> <td>0             </td> <td>nan          </td> <td>1     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>0    </td> <td>0        </td> <td>nan       </td> <td>nan       </td> <td>0           </td> <td>nan        </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>0         </td> <td>0             </td> <td>nan            </td> <td>nan            </td> <td>0                </td> <td>nan             </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>07/14/20</td> <td>140576     </td> <td>4219           </td> <td>0.0300122       </td> <td>1.03094         </td> <td>39618             </td> <td>0.106492         </td> <td>26120 </td> <td>865       </td> <td>0.0331164  </td> <td>1.03425    </td> <td>13056        </td> <td>0.0662531   </td> <td>26481    </td> <td>733          </td> <td>0.0276802     </td> <td>1.02847       </td> <td>9847            </td> <td>0.0744389      </td> <td>20456         </td> <td>954               </td> <td>0.0466367          </td> <td>1.04892            </td> <td>8659                 </td> <td>0.110174            </td> <td>20887    </td> <td>958          </td> <td>0.0458658     </td> <td>1.04807       </td> <td>7055            </td> <td>0.13579        </td> <td>8756  </td> <td>474       </td> <td>0.0541343  </td> <td>1.05723    </td> <td>3945         </td> <td>0.120152    </td> <td>8321   </td> <td>345        </td> <td>0.0414614   </td> <td>1.04325     </td> <td>2559          </td> <td>0.134818     </td> <td>8119    </td> <td>142         </td> <td>0.0174898    </td> <td>1.0178       </td> <td>1932           </td> <td>0.073499      </td> <td>7216       </td> <td>228            </td> <td>0.0315965       </td> <td>1.03263         </td> <td>3925              </td> <td>0.0580892        </td> <td>6759</td> <td>158     </td> <td>0.0233762</td> <td>1.02394  </td> <td>2211       </td> <td>0.0714609 </td> <td>6725       </td> <td>183            </td> <td>0.0272119       </td> <td>1.02797         </td> <td>2460              </td> <td>0.0743902        </td> <td>5938      </td> <td>224           </td> <td>0.0377231      </td> <td>1.0392         </td> <td>2934             </td> <td>0.0763463       </td> <td>6209  </td> <td>267       </td> <td>0.0430021  </td> <td>1.04493    </td> <td>2337         </td> <td>0.114249    </td> <td>5356      </td> <td>383           </td> <td>0.0715086      </td> <td>1.07702        </td> <td>3191             </td> <td>0.120025        </td> <td>5023        </td> <td>171             </td> <td>0.0340434        </td> <td>1.03524          </td> <td>2052               </td> <td>0.0833333         </td> <td>4619   </td> <td>373        </td> <td>0.0807534   </td> <td>1.08785     </td> <td>1879          </td> <td>0.19851      </td> <td>4640         </td> <td>50               </td> <td>0.0107759         </td> <td>1.01089           </td> <td>1079                </td> <td>0.0463392          </td> <td>4323         </td> <td>392              </td> <td>0.0906778         </td> <td>1.09972           </td> <td>1427                </td> <td>0.274702           </td> <td>4168     </td> <td>123          </td> <td>0.0295106     </td> <td>1.03041       </td> <td>1027            </td> <td>0.119766       </td> <td>3888 </td> <td>186      </td> <td>0.0478395 </td> <td>1.05024   </td> <td>1678        </td> <td>0.110846   </td> <td>3078 </td> <td>108      </td> <td>0.0350877 </td> <td>1.03636   </td> <td>684         </td> <td>0.157895   </td> <td>2835    </td> <td>45          </td> <td>0.015873     </td> <td>1.01613      </td> <td>1230           </td> <td>0.0365854     </td> <td>2313  </td> <td>238       </td> <td>0.102897   </td> <td>1.1147     </td> <td>1187         </td> <td>0.200505    </td> <td>2183  </td> <td>299       </td> <td>0.136967   </td> <td>1.1587     </td> <td>1359         </td> <td>0.220015    </td> <td>1886  </td> <td>67        </td> <td>0.0355249  </td> <td>1.03683    </td> <td>768          </td> <td>0.0872396   </td> <td>1151  </td> <td>37        </td> <td>0.032146   </td> <td>1.03321    </td> <td>508          </td> <td>0.0728346   </td> <td>1078           </td> <td>72                 </td> <td>0.0667904           </td> <td>1.07157             </td> <td>511                   </td> <td>0.1409               </td> <td>1003  </td> <td>110       </td> <td>0.109671   </td> <td>1.12318    </td> <td>515          </td> <td>0.213592    </td> <td>999 </td> <td>70      </td> <td>0.0700701</td> <td>1.07535  </td> <td>494        </td> <td>0.1417    </td> <td>600       </td> <td>31            </td> <td>0.0516667      </td> <td>1.05448        </td> <td>251              </td> <td>0.123506        </td> <td>530 </td> <td>12      </td> <td>0.0226415 </td> <td>1.02317  </td> <td>220        </td> <td>0.0545455 </td> <td>416  </td> <td>78       </td> <td>0.1875    </td> <td>1.23077   </td> <td>248         </td> <td>0.314516   </td> <td>441   </td> <td>13        </td> <td>0.0294785  </td> <td>1.03037    </td> <td>212          </td> <td>0.0613208   </td> <td>441   </td> <td>38        </td> <td>0.0861678  </td> <td>1.09429    </td> <td>265          </td> <td>0.143396    </td> <td>398       </td> <td>36            </td> <td>0.0904523      </td> <td>1.09945        </td> <td>185              </td> <td>0.194595        </td> <td>350      </td> <td>43           </td> <td>0.122857      </td> <td>1.14007       </td> <td>172             </td> <td>0.25           </td> <td>221 </td> <td>23      </td> <td>0.104072 </td> <td>1.11616  </td> <td>150        </td> <td>0.153333  </td> <td>203   </td> <td>3         </td> <td>0.0147783  </td> <td>1.015      </td> <td>91           </td> <td>0.032967    </td> <td>183  </td> <td>7        </td> <td>0.0382514 </td> <td>1.03977   </td> <td>80          </td> <td>0.0875     </td> <td>183   </td> <td>20        </td> <td>0.10929    </td> <td>1.1227     </td> <td>70           </td> <td>0.285714    </td> <td>146      </td> <td>14           </td> <td>0.0958904     </td> <td>1.10606       </td> <td>70              </td> <td>0.2            </td> <td>167     </td> <td>2           </td> <td>0.011976     </td> <td>1.01212      </td> <td>34             </td> <td>0.0588235     </td> <td>135   </td> <td>22        </td> <td>0.162963   </td> <td>1.19469    </td> <td>100          </td> <td>0.22        </td> <td>122 </td> <td>1       </td> <td>0.00819672</td> <td>1.00826  </td> <td>66         </td> <td>0.0151515 </td> <td>121   </td> <td>14        </td> <td>0.115702   </td> <td>1.13084    </td> <td>46           </td> <td>0.304348    </td> <td>75       </td> <td>8            </td> <td>0.106667      </td> <td>1.1194        </td> <td>43              </td> <td>0.186047       </td> <td>76      </td> <td>3           </td> <td>0.0394737    </td> <td>1.0411       </td> <td>48             </td> <td>0.0625        </td> <td>52  </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>11         </td> <td>0         </td> <td>61       </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>11              </td> <td>0              </td> <td>45    </td> <td>5         </td> <td>0.111111   </td> <td>1.125      </td> <td>23           </td> <td>0.217391    </td> <td>43      </td> <td>2           </td> <td>0.0465116    </td> <td>1.04878      </td> <td>15             </td> <td>0.133333      </td> <td>37  </td> <td>2       </td> <td>0.0540541</td> <td>1.05714  </td> <td>6          </td> <td>0.333333  </td> <td>34      </td> <td>2           </td> <td>0.0588235    </td> <td>1.0625       </td> <td>9              </td> <td>0.222222      </td> <td>20    </td> <td>1         </td> <td>0.05       </td> <td>1.05263    </td> <td>12           </td> <td>0.0833333   </td> <td>2     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>2      </td> <td>0          </td> <td>0           </td> <td>1           </td> <td>0             </td> <td>nan          </td> <td>1     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>0    </td> <td>0        </td> <td>nan       </td> <td>nan       </td> <td>0           </td> <td>nan        </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>0         </td> <td>0             </td> <td>nan            </td> <td>nan            </td> <td>0                </td> <td>nan             </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>07/15/20</td> <td>143207     </td> <td>2631           </td> <td>0.018372        </td> <td>1.01872         </td> <td>39357             </td> <td>0.0668496        </td> <td>27031 </td> <td>911       </td> <td>0.033702   </td> <td>1.03488    </td> <td>13188        </td> <td>0.0690779   </td> <td>27371    </td> <td>890          </td> <td>0.0325162     </td> <td>1.03361       </td> <td>10075           </td> <td>0.0883375      </td> <td>21468         </td> <td>1012              </td> <td>0.0471399          </td> <td>1.04947            </td> <td>8918                 </td> <td>0.113478            </td> <td>21446    </td> <td>559          </td> <td>0.0260655     </td> <td>1.02676       </td> <td>7297            </td> <td>0.0766068      </td> <td>8941  </td> <td>185       </td> <td>0.0206912  </td> <td>1.02113    </td> <td>4130         </td> <td>0.0447942   </td> <td>8478   </td> <td>157        </td> <td>0.0185185   </td> <td>1.01887     </td> <td>2514          </td> <td>0.0624503    </td> <td>8145    </td> <td>26          </td> <td>0.00319214   </td> <td>1.0032       </td> <td>1903           </td> <td>0.0136626     </td> <td>7428       </td> <td>212            </td> <td>0.0285407       </td> <td>1.02938         </td> <td>3572              </td> <td>0.0593505        </td> <td>6921</td> <td>162     </td> <td>0.023407 </td> <td>1.02397  </td> <td>2266       </td> <td>0.0714916 </td> <td>6951       </td> <td>226            </td> <td>0.0325133       </td> <td>1.03361         </td> <td>2581              </td> <td>0.087563         </td> <td>6174      </td> <td>236           </td> <td>0.0382248      </td> <td>1.03974        </td> <td>2951             </td> <td>0.0799729       </td> <td>6332  </td> <td>123       </td> <td>0.0194251  </td> <td>1.01981    </td> <td>2176         </td> <td>0.0565257   </td> <td>5517      </td> <td>161           </td> <td>0.0291825      </td> <td>1.03006        </td> <td>3352             </td> <td>0.048031        </td> <td>5140        </td> <td>117             </td> <td>0.0227626        </td> <td>1.02329          </td> <td>2008               </td> <td>0.0582669         </td> <td>4787   </td> <td>168        </td> <td>0.035095    </td> <td>1.03637     </td> <td>1861          </td> <td>0.090274     </td> <td>4696         </td> <td>56               </td> <td>0.011925          </td> <td>1.01207           </td> <td>1093                </td> <td>0.0512351          </td> <td>4412         </td> <td>89               </td> <td>0.0201723         </td> <td>1.02059           </td> <td>1516                </td> <td>0.0587071          </td> <td>4254     </td> <td>86           </td> <td>0.0202163     </td> <td>1.02063       </td> <td>1022            </td> <td>0.0841487      </td> <td>3947 </td> <td>59       </td> <td>0.0149481 </td> <td>1.01517   </td> <td>1737        </td> <td>0.0339666  </td> <td>3108 </td> <td>30       </td> <td>0.00965251</td> <td>1.00975   </td> <td>714         </td> <td>0.0420168  </td> <td>2913    </td> <td>78          </td> <td>0.0267765    </td> <td>1.02751      </td> <td>1271           </td> <td>0.061369      </td> <td>2407  </td> <td>94        </td> <td>0.0390528  </td> <td>1.04064    </td> <td>1281         </td> <td>0.0733802   </td> <td>2260  </td> <td>77        </td> <td>0.0340708  </td> <td>1.03527    </td> <td>1281         </td> <td>0.0601093   </td> <td>1941  </td> <td>55        </td> <td>0.0283359  </td> <td>1.02916    </td> <td>805          </td> <td>0.068323    </td> <td>1167  </td> <td>16        </td> <td>0.0137104  </td> <td>1.0139     </td> <td>483          </td> <td>0.0331263   </td> <td>1112           </td> <td>34                 </td> <td>0.0305755           </td> <td>1.03154             </td> <td>501                   </td> <td>0.0678643            </td> <td>1054  </td> <td>51        </td> <td>0.0483871  </td> <td>1.05085    </td> <td>566          </td> <td>0.090106    </td> <td>1023</td> <td>24      </td> <td>0.0234604</td> <td>1.02402  </td> <td>518        </td> <td>0.046332  </td> <td>602       </td> <td>2             </td> <td>0.00332226     </td> <td>1.00333        </td> <td>223              </td> <td>0.00896861      </td> <td>561 </td> <td>31      </td> <td>0.0552585 </td> <td>1.05849  </td> <td>244        </td> <td>0.127049  </td> <td>437  </td> <td>21       </td> <td>0.0480549 </td> <td>1.05048   </td> <td>269         </td> <td>0.0780669  </td> <td>444   </td> <td>3         </td> <td>0.00675676 </td> <td>1.0068     </td> <td>215          </td> <td>0.0139535   </td> <td>441   </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>265          </td> <td>0           </td> <td>408       </td> <td>10            </td> <td>0.0245098      </td> <td>1.02513        </td> <td>195              </td> <td>0.0512821       </td> <td>363      </td> <td>13           </td> <td>0.0358127     </td> <td>1.03714       </td> <td>185             </td> <td>0.0702703      </td> <td>221 </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>150        </td> <td>0         </td> <td>215   </td> <td>12        </td> <td>0.055814   </td> <td>1.05911    </td> <td>103          </td> <td>0.116505    </td> <td>190  </td> <td>7        </td> <td>0.0368421 </td> <td>1.03825   </td> <td>87          </td> <td>0.0804598  </td> <td>185   </td> <td>2         </td> <td>0.0108108  </td> <td>1.01093    </td> <td>72           </td> <td>0.0277778   </td> <td>155      </td> <td>9            </td> <td>0.0580645     </td> <td>1.06164       </td> <td>77              </td> <td>0.116883       </td> <td>175     </td> <td>8           </td> <td>0.0457143    </td> <td>1.0479       </td> <td>42             </td> <td>0.190476      </td> <td>140   </td> <td>5         </td> <td>0.0357143  </td> <td>1.03704    </td> <td>94           </td> <td>0.0531915   </td> <td>133 </td> <td>11      </td> <td>0.0827068 </td> <td>1.09016  </td> <td>73         </td> <td>0.150685  </td> <td>126   </td> <td>5         </td> <td>0.0396825  </td> <td>1.04132    </td> <td>51           </td> <td>0.0980392   </td> <td>75       </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>43              </td> <td>0              </td> <td>80      </td> <td>4           </td> <td>0.05         </td> <td>1.05263      </td> <td>52             </td> <td>0.0769231     </td> <td>54  </td> <td>2       </td> <td>0.037037 </td> <td>1.03846  </td> <td>12         </td> <td>0.166667  </td> <td>61       </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>11              </td> <td>0              </td> <td>48    </td> <td>3         </td> <td>0.0625     </td> <td>1.06667    </td> <td>26           </td> <td>0.115385    </td> <td>43      </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>15             </td> <td>0             </td> <td>37  </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>6          </td> <td>0         </td> <td>34      </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>8              </td> <td>0             </td> <td>21    </td> <td>1         </td> <td>0.047619   </td> <td>1.05       </td> <td>12           </td> <td>0.0833333   </td> <td>2     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>2      </td> <td>0          </td> <td>0           </td> <td>1           </td> <td>0             </td> <td>nan          </td> <td>1     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>0    </td> <td>0        </td> <td>nan       </td> <td>nan       </td> <td>0           </td> <td>nan        </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>0         </td> <td>0             </td> <td>nan            </td> <td>nan            </td> <td>0                </td> <td>nan             </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>07/16/20</td> <td>147678     </td> <td>4471           </td> <td>0.0302753       </td> <td>1.03122         </td> <td>42013             </td> <td>0.106419         </td> <td>27904 </td> <td>873       </td> <td>0.0312858  </td> <td>1.0323     </td> <td>13491        </td> <td>0.0647098   </td> <td>28177    </td> <td>806          </td> <td>0.0286049     </td> <td>1.02945       </td> <td>10136           </td> <td>0.0795185      </td> <td>21468         </td> <td>0                 </td> <td>0                  </td> <td>1                  </td> <td>8722                 </td> <td>0                   </td> <td>21855    </td> <td>409          </td> <td>0.0187143     </td> <td>1.01907       </td> <td>7232            </td> <td>0.0565542      </td> <td>9124  </td> <td>183       </td> <td>0.020057   </td> <td>1.02047    </td> <td>3835         </td> <td>0.0477184   </td> <td>8627   </td> <td>149        </td> <td>0.0172714   </td> <td>1.01757     </td> <td>2471          </td> <td>0.0602995    </td> <td>8310    </td> <td>165         </td> <td>0.0198556    </td> <td>1.02026      </td> <td>1787           </td> <td>0.0923335     </td> <td>7680       </td> <td>252            </td> <td>0.0328125       </td> <td>1.03393         </td> <td>3766              </td> <td>0.0669145        </td> <td>7074</td> <td>153     </td> <td>0.0216285</td> <td>1.02211  </td> <td>2306       </td> <td>0.0663487 </td> <td>7046       </td> <td>95             </td> <td>0.0134828       </td> <td>1.01367         </td> <td>2474              </td> <td>0.0383994        </td> <td>6395      </td> <td>221           </td> <td>0.0345582      </td> <td>1.0358         </td> <td>2998             </td> <td>0.0737158       </td> <td>6480  </td> <td>148       </td> <td>0.0228395  </td> <td>1.02337    </td> <td>2157         </td> <td>0.0686138   </td> <td>5777      </td> <td>260           </td> <td>0.0450061      </td> <td>1.04713        </td> <td>3467             </td> <td>0.0749928       </td> <td>5233        </td> <td>93              </td> <td>0.0177718        </td> <td>1.01809          </td> <td>1985               </td> <td>0.0468514         </td> <td>4968   </td> <td>181        </td> <td>0.0364332   </td> <td>1.03781     </td> <td>1872          </td> <td>0.096688     </td> <td>4860         </td> <td>164              </td> <td>0.0337449         </td> <td>1.03492           </td> <td>1212                </td> <td>0.135314           </td> <td>4635         </td> <td>223              </td> <td>0.0481122         </td> <td>1.05054           </td> <td>1739                </td> <td>0.128235           </td> <td>4333     </td> <td>79           </td> <td>0.0182322     </td> <td>1.01857       </td> <td>1022            </td> <td>0.0772994      </td> <td>4078 </td> <td>131      </td> <td>0.0321236 </td> <td>1.03319   </td> <td>1684        </td> <td>0.077791   </td> <td>3172 </td> <td>64       </td> <td>0.0201765 </td> <td>1.02059   </td> <td>668         </td> <td>0.0958084  </td> <td>2983    </td> <td>70          </td> <td>0.0234663    </td> <td>1.02403      </td> <td>1292           </td> <td>0.0541796     </td> <td>2483  </td> <td>76        </td> <td>0.0306081  </td> <td>1.03157    </td> <td>1081         </td> <td>0.0703053   </td> <td>2313  </td> <td>53        </td> <td>0.022914   </td> <td>1.02345    </td> <td>1182         </td> <td>0.0448393   </td> <td>1979  </td> <td>38        </td> <td>0.0192016  </td> <td>1.01958    </td> <td>794          </td> <td>0.0478589   </td> <td>1203  </td> <td>36        </td> <td>0.0299252  </td> <td>1.03085    </td> <td>479          </td> <td>0.0751566   </td> <td>1158           </td> <td>46                 </td> <td>0.0397237           </td> <td>1.04137             </td> <td>516                   </td> <td>0.0891473            </td> <td>1054  </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>513          </td> <td>0           </td> <td>1062</td> <td>39      </td> <td>0.0367232</td> <td>1.03812  </td> <td>507        </td> <td>0.0769231 </td> <td>706       </td> <td>104           </td> <td>0.147309       </td> <td>1.17276        </td> <td>307              </td> <td>0.338762        </td> <td>578 </td> <td>17      </td> <td>0.0294118 </td> <td>1.0303   </td> <td>245        </td> <td>0.0693878 </td> <td>487  </td> <td>50       </td> <td>0.102669  </td> <td>1.11442   </td> <td>298         </td> <td>0.167785   </td> <td>473   </td> <td>29        </td> <td>0.0613108  </td> <td>1.06532    </td> <td>240          </td> <td>0.120833    </td> <td>471   </td> <td>30        </td> <td>0.0636943  </td> <td>1.06803    </td> <td>274          </td> <td>0.109489    </td> <td>418       </td> <td>10            </td> <td>0.0239234      </td> <td>1.02451        </td> <td>179              </td> <td>0.0558659       </td> <td>381      </td> <td>18           </td> <td>0.0472441     </td> <td>1.04959       </td> <td>183             </td> <td>0.0983607      </td> <td>236 </td> <td>15      </td> <td>0.0635593</td> <td>1.06787  </td> <td>142        </td> <td>0.105634  </td> <td>220   </td> <td>5         </td> <td>0.0227273  </td> <td>1.02326    </td> <td>91           </td> <td>0.0549451   </td> <td>200  </td> <td>10       </td> <td>0.05      </td> <td>1.05263   </td> <td>85          </td> <td>0.117647   </td> <td>197   </td> <td>12        </td> <td>0.0609137  </td> <td>1.06486    </td> <td>80           </td> <td>0.15        </td> <td>165      </td> <td>10           </td> <td>0.0606061     </td> <td>1.06452       </td> <td>80              </td> <td>0.125          </td> <td>178     </td> <td>3           </td> <td>0.0168539    </td> <td>1.01714      </td> <td>45             </td> <td>0.0666667     </td> <td>147   </td> <td>7         </td> <td>0.047619   </td> <td>1.05       </td> <td>88           </td> <td>0.0795455   </td> <td>137 </td> <td>4       </td> <td>0.0291971 </td> <td>1.03008  </td> <td>58         </td> <td>0.0689655 </td> <td>126   </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>44           </td> <td>0           </td> <td>75       </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>35              </td> <td>0              </td> <td>84      </td> <td>4           </td> <td>0.047619     </td> <td>1.05         </td> <td>54             </td> <td>0.0740741     </td> <td>63  </td> <td>9       </td> <td>0.142857 </td> <td>1.16667  </td> <td>21         </td> <td>0.428571  </td> <td>62       </td> <td>1            </td> <td>0.016129      </td> <td>1.01639       </td> <td>11              </td> <td>0.0909091      </td> <td>49    </td> <td>1         </td> <td>0.0204082  </td> <td>1.02083    </td> <td>25           </td> <td>0.04        </td> <td>44      </td> <td>1           </td> <td>0.0227273    </td> <td>1.02326      </td> <td>13             </td> <td>0.0769231     </td> <td>38  </td> <td>1       </td> <td>0.0263158</td> <td>1.02703  </td> <td>6          </td> <td>0.166667  </td> <td>35      </td> <td>1           </td> <td>0.0285714    </td> <td>1.02941      </td> <td>8              </td> <td>0.125         </td> <td>22    </td> <td>1         </td> <td>0.0454545  </td> <td>1.04762    </td> <td>12           </td> <td>0.0833333   </td> <td>2     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>2      </td> <td>0          </td> <td>0           </td> <td>1           </td> <td>0             </td> <td>nan          </td> <td>1     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>0    </td> <td>0        </td> <td>nan       </td> <td>nan       </td> <td>0           </td> <td>nan        </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>0         </td> <td>0             </td> <td>nan            </td> <td>nan            </td> <td>0                </td> <td>nan             </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>07/17/20</td> <td>150424     </td> <td>2746           </td> <td>0.0182551       </td> <td>1.01859         </td> <td>42632             </td> <td>0.0644117        </td> <td>28309 </td> <td>405       </td> <td>0.0143064  </td> <td>1.01451    </td> <td>13244        </td> <td>0.0305799   </td> <td>28695    </td> <td>518          </td> <td>0.0180519     </td> <td>1.01838       </td> <td>9975            </td> <td>0.0519298      </td> <td>23238         </td> <td>1770              </td> <td>0.0761683          </td> <td>1.08245            </td> <td>10086                </td> <td>0.175491            </td> <td>21855    </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>6648            </td> <td>0              </td> <td>9565  </td> <td>441       </td> <td>0.0461056  </td> <td>1.04833    </td> <td>3939         </td> <td>0.111957    </td> <td>8858   </td> <td>231        </td> <td>0.0260781   </td> <td>1.02678     </td> <td>2474          </td> <td>0.0933711    </td> <td>8397    </td> <td>87          </td> <td>0.0103608    </td> <td>1.01047      </td> <td>1573           </td> <td>0.0553083     </td> <td>7819       </td> <td>139            </td> <td>0.0177772       </td> <td>1.0181          </td> <td>3521              </td> <td>0.0394774        </td> <td>7233</td> <td>159     </td> <td>0.0219826</td> <td>1.02248  </td> <td>2294       </td> <td>0.0693112 </td> <td>7131       </td> <td>85             </td> <td>0.0119198       </td> <td>1.01206         </td> <td>2381              </td> <td>0.0356993        </td> <td>6511      </td> <td>116           </td> <td>0.017816       </td> <td>1.01814        </td> <td>2952             </td> <td>0.0392954       </td> <td>6683  </td> <td>203       </td> <td>0.0303756  </td> <td>1.03133    </td> <td>2162         </td> <td>0.0938945   </td> <td>6077      </td> <td>300           </td> <td>0.0493665      </td> <td>1.05193        </td> <td>3686             </td> <td>0.081389        </td> <td>5378        </td> <td>145             </td> <td>0.0269617        </td> <td>1.02771          </td> <td>2052               </td> <td>0.0706628         </td> <td>4968   </td> <td>0          </td> <td>0           </td> <td>1           </td> <td>1728          </td> <td>0            </td> <td>4975         </td> <td>115              </td> <td>0.0231156         </td> <td>1.02366           </td> <td>1256                </td> <td>0.0915605          </td> <td>4759         </td> <td>124              </td> <td>0.0260559         </td> <td>1.02675           </td> <td>1498                </td> <td>0.082777           </td> <td>4403     </td> <td>70           </td> <td>0.0158983     </td> <td>1.01616       </td> <td>1027            </td> <td>0.0681597      </td> <td>4157 </td> <td>79       </td> <td>0.0190041 </td> <td>1.01937   </td> <td>1711        </td> <td>0.0461718  </td> <td>3209 </td> <td>37       </td> <td>0.0115301 </td> <td>1.01166   </td> <td>626         </td> <td>0.0591054  </td> <td>3059    </td> <td>76          </td> <td>0.0248447    </td> <td>1.02548      </td> <td>1311           </td> <td>0.057971      </td> <td>2554  </td> <td>71        </td> <td>0.0277995  </td> <td>1.02859    </td> <td>1078         </td> <td>0.0658627   </td> <td>2403  </td> <td>90        </td> <td>0.0374532  </td> <td>1.03891    </td> <td>1195         </td> <td>0.0753138   </td> <td>2027  </td> <td>48        </td> <td>0.0236803  </td> <td>1.02425    </td> <td>798          </td> <td>0.0601504   </td> <td>1235  </td> <td>32        </td> <td>0.0259109  </td> <td>1.0266     </td> <td>481          </td> <td>0.0665281   </td> <td>1213           </td> <td>55                 </td> <td>0.0453421           </td> <td>1.0475              </td> <td>538                   </td> <td>0.10223              </td> <td>1179  </td> <td>125       </td> <td>0.106022   </td> <td>1.1186     </td> <td>613          </td> <td>0.203915    </td> <td>1101</td> <td>39      </td> <td>0.0354223</td> <td>1.03672  </td> <td>518        </td> <td>0.0752896 </td> <td>736       </td> <td>30            </td> <td>0.0407609      </td> <td>1.04249        </td> <td>326              </td> <td>0.0920245       </td> <td>583 </td> <td>5       </td> <td>0.00857633</td> <td>1.00865  </td> <td>239        </td> <td>0.0209205 </td> <td>522  </td> <td>35       </td> <td>0.0670498 </td> <td>1.07187   </td> <td>316         </td> <td>0.110759   </td> <td>488   </td> <td>15        </td> <td>0.0307377  </td> <td>1.03171    </td> <td>254          </td> <td>0.0590551   </td> <td>491   </td> <td>20        </td> <td>0.0407332  </td> <td>1.04246    </td> <td>285          </td> <td>0.0701754   </td> <td>434       </td> <td>16            </td> <td>0.0368664      </td> <td>1.03828        </td> <td>177              </td> <td>0.0903955       </td> <td>394      </td> <td>13           </td> <td>0.0329949     </td> <td>1.03412       </td> <td>188             </td> <td>0.0691489      </td> <td>252 </td> <td>16      </td> <td>0.0634921</td> <td>1.0678   </td> <td>149        </td> <td>0.107383  </td> <td>227   </td> <td>7         </td> <td>0.030837   </td> <td>1.03182    </td> <td>92           </td> <td>0.076087    </td> <td>214  </td> <td>14       </td> <td>0.0654206 </td> <td>1.07      </td> <td>92          </td> <td>0.152174   </td> <td>204   </td> <td>7         </td> <td>0.0343137  </td> <td>1.03553    </td> <td>81           </td> <td>0.0864198   </td> <td>177      </td> <td>12           </td> <td>0.0677966     </td> <td>1.07273       </td> <td>92              </td> <td>0.130435       </td> <td>181     </td> <td>3           </td> <td>0.0165746    </td> <td>1.01685      </td> <td>43             </td> <td>0.0697674     </td> <td>173   </td> <td>26        </td> <td>0.150289   </td> <td>1.17687    </td> <td>103          </td> <td>0.252427    </td> <td>140 </td> <td>3       </td> <td>0.0214286 </td> <td>1.0219   </td> <td>55         </td> <td>0.0545455 </td> <td>134   </td> <td>8         </td> <td>0.0597015  </td> <td>1.06349    </td> <td>46           </td> <td>0.173913    </td> <td>87       </td> <td>12           </td> <td>0.137931      </td> <td>1.16          </td> <td>34              </td> <td>0.352941       </td> <td>85      </td> <td>1           </td> <td>0.0117647    </td> <td>1.0119       </td> <td>42             </td> <td>0.0238095     </td> <td>65  </td> <td>2       </td> <td>0.0307692</td> <td>1.03175  </td> <td>24         </td> <td>0.0833333 </td> <td>62       </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>11              </td> <td>0              </td> <td>51    </td> <td>2         </td> <td>0.0392157  </td> <td>1.04082    </td> <td>25           </td> <td>0.08        </td> <td>44      </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>13             </td> <td>0             </td> <td>37  </td> <td>-1      </td> <td>-0.027027</td> <td>0.973684 </td> <td>5          </td> <td>-0.2      </td> <td>35      </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>8              </td> <td>0             </td> <td>23    </td> <td>1         </td> <td>0.0434783  </td> <td>1.04545    </td> <td>12           </td> <td>0.0833333   </td> <td>2     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>2      </td> <td>0          </td> <td>0           </td> <td>1           </td> <td>0             </td> <td>nan          </td> <td>1     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>0    </td> <td>0        </td> <td>nan       </td> <td>nan       </td> <td>0           </td> <td>nan        </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>0         </td> <td>0             </td> <td>nan            </td> <td>nan            </td> <td>0                </td> <td>nan             </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>07/18/20</td> <td>153152     </td> <td>2728           </td> <td>0.0178124       </td> <td>1.01814         </td> <td>45346             </td> <td>0.0601597        </td> <td>29011 </td> <td>702       </td> <td>0.0241977  </td> <td>1.0248     </td> <td>13233        </td> <td>0.0530492   </td> <td>28695    </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>9245            </td> <td>0              </td> <td>23566         </td> <td>328               </td> <td>0.0139184          </td> <td>1.01411            </td> <td>9890                 </td> <td>0.0331648           </td> <td>23114    </td> <td>1259         </td> <td>0.0544692     </td> <td>1.05761       </td> <td>7418            </td> <td>0.169722       </td> <td>9954  </td> <td>389       </td> <td>0.0390798  </td> <td>1.04067    </td> <td>4328         </td> <td>0.0898799   </td> <td>9110   </td> <td>252        </td> <td>0.0276619   </td> <td>1.02845     </td> <td>2638          </td> <td>0.0955269    </td> <td>8531    </td> <td>134         </td> <td>0.0157074    </td> <td>1.01596      </td> <td>1552           </td> <td>0.0863402     </td> <td>7819       </td> <td>0              </td> <td>0               </td> <td>1               </td> <td>3345              </td> <td>0                </td> <td>7728</td> <td>495     </td> <td>0.0640528</td> <td>1.06844  </td> <td>2628       </td> <td>0.188356  </td> <td>7300       </td> <td>169            </td> <td>0.0231507       </td> <td>1.0237          </td> <td>2451              </td> <td>0.0689514        </td> <td>6693      </td> <td>182           </td> <td>0.0271926      </td> <td>1.02795        </td> <td>3134             </td> <td>0.0580728       </td> <td>6683  </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>2056         </td> <td>0           </td> <td>6077      </td> <td>0             </td> <td>0              </td> <td>1              </td> <td>3686             </td> <td>0               </td> <td>5538        </td> <td>160             </td> <td>0.0288913        </td> <td>1.02975          </td> <td>2106               </td> <td>0.0759734         </td> <td>5192   </td> <td>224        </td> <td>0.0431433   </td> <td>1.04509     </td> <td>1952          </td> <td>0.114754     </td> <td>5116         </td> <td>141              </td> <td>0.0275606         </td> <td>1.02834           </td> <td>1340                </td> <td>0.105224           </td> <td>4759         </td> <td>0                </td> <td>0                 </td> <td>1                 </td> <td>1498                </td> <td>0                  </td> <td>4465     </td> <td>62           </td> <td>0.0138858     </td> <td>1.01408       </td> <td>1024            </td> <td>0.0605469      </td> <td>4164 </td> <td>7        </td> <td>0.00168108</td> <td>1.00168   </td> <td>1454        </td> <td>0.00481431 </td> <td>3209 </td> <td>0        </td> <td>0         </td> <td>1         </td> <td>626         </td> <td>0          </td> <td>3162    </td> <td>103         </td> <td>0.0325743    </td> <td>1.03367      </td> <td>1371           </td> <td>0.0751276     </td> <td>2554  </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>1078         </td> <td>0           </td> <td>2403  </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>1131         </td> <td>0           </td> <td>2068  </td> <td>41        </td> <td>0.0198259  </td> <td>1.02023    </td> <td>801          </td> <td>0.051186    </td> <td>1280  </td> <td>45        </td> <td>0.0351562  </td> <td>1.03644    </td> <td>494          </td> <td>0.0910931   </td> <td>1213           </td> <td>0                  </td> <td>0                   </td> <td>1                   </td> <td>512                   </td> <td>0                    </td> <td>1179  </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>613          </td> <td>0           </td> <td>1101</td> <td>0       </td> <td>0        </td> <td>1        </td> <td>518        </td> <td>0         </td> <td>772       </td> <td>36            </td> <td>0.0466321      </td> <td>1.04891        </td> <td>355              </td> <td>0.101408        </td> <td>583 </td> <td>0       </td> <td>0         </td> <td>1        </td> <td>239        </td> <td>0         </td> <td>522  </td> <td>0        </td> <td>0         </td> <td>1         </td> <td>316         </td> <td>0          </td> <td>491   </td> <td>3         </td> <td>0.00610998 </td> <td>1.00615    </td> <td>257          </td> <td>0.0116732   </td> <td>491   </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>285          </td> <td>0           </td> <td>437       </td> <td>3             </td> <td>0.00686499     </td> <td>1.00691        </td> <td>180              </td> <td>0.0166667       </td> <td>394      </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>188             </td> <td>0              </td> <td>252 </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>149        </td> <td>0         </td> <td>227   </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>92           </td> <td>0           </td> <td>214  </td> <td>0        </td> <td>0         </td> <td>1         </td> <td>92          </td> <td>0          </td> <td>204   </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>81           </td> <td>0           </td> <td>185      </td> <td>8            </td> <td>0.0432432     </td> <td>1.0452        </td> <td>100             </td> <td>0.08           </td> <td>181     </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>37             </td> <td>0             </td> <td>173   </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>103          </td> <td>0           </td> <td>140 </td> <td>0       </td> <td>0         </td> <td>1        </td> <td>55         </td> <td>0         </td> <td>134   </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>46           </td> <td>0           </td> <td>87       </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>34              </td> <td>0              </td> <td>85      </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>42             </td> <td>0             </td> <td>76  </td> <td>11      </td> <td>0.144737 </td> <td>1.16923  </td> <td>35         </td> <td>0.314286  </td> <td>66       </td> <td>4            </td> <td>0.0606061     </td> <td>1.06452       </td> <td>15              </td> <td>0.266667       </td> <td>51    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>25           </td> <td>0           </td> <td>44      </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>13             </td> <td>0             </td> <td>37  </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>4          </td> <td>0         </td> <td>35      </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>8              </td> <td>0             </td> <td>23    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>12           </td> <td>0           </td> <td>2     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>2      </td> <td>0          </td> <td>0           </td> <td>1           </td> <td>0             </td> <td>nan          </td> <td>1     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>0    </td> <td>0        </td> <td>nan       </td> <td>nan       </td> <td>0           </td> <td>nan        </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>0         </td> <td>0             </td> <td>nan            </td> <td>nan            </td> <td>0                </td> <td>nan             </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "date     | Los Angeles | new Los Angeles | %new Los Angeles | rate Los Angeles | active Los Angeles | arate Los Angeles | Orange | new Orange | %new Orange | rate Orange | active Orange | arate Orange | Riverside | new Riverside | %new Riverside | rate Riverside | active Riverside | arate Riverside | San Bernardino | new San Bernardino | %new San Bernardino | rate San Bernardino | active San Bernardino | arate San Bernardino | San Diego | new San Diego | %new San Diego | rate San Diego | active San Diego | arate San Diego | Fresno | new Fresno | %new Fresno | rate Fresno | active Fresno | arate Fresno | Alameda | new Alameda | %new Alameda | rate Alameda | active Alameda | arate Alameda | Imperial | new Imperial | %new Imperial | rate Imperial | active Imperial | arate Imperial | San Joaquin | new San Joaquin | %new San Joaquin | rate San Joaquin | active San Joaquin | arate San Joaquin | Kern | new Kern | %new Kern | rate Kern | active Kern | arate Kern | Santa Clara | new Santa Clara | %new Santa Clara | rate Santa Clara | active Santa Clara | arate Santa Clara | Sacramento | new Sacramento | %new Sacramento | rate Sacramento | active Sacramento | arate Sacramento | Tulare | new Tulare | %new Tulare | rate Tulare | active Tulare | arate Tulare | Stanislaus | new Stanislaus | %new Stanislaus | rate Stanislaus | active Stanislaus | arate Stanislaus | Contra Costa | new Contra Costa | %new Contra Costa | rate Contra Costa | active Contra Costa | arate Contra Costa | Ventura | new Ventura | %new Ventura | rate Ventura | active Ventura | arate Ventura | San Francisco | new San Francisco | %new San Francisco | rate San Francisco | active San Francisco | arate San Francisco | Santa Barbara | new Santa Barbara | %new Santa Barbara | rate Santa Barbara | active Santa Barbara | arate Santa Barbara | San Mateo | new San Mateo | %new San Mateo | rate San Mateo | active San Mateo | arate San Mateo | Marin | new Marin | %new Marin | rate Marin | active Marin | arate Marin | Kings | new Kings | %new Kings | rate Kings | active Kings | arate Kings | Monterey | new Monterey | %new Monterey | rate Monterey | active Monterey | arate Monterey | Solano | new Solano | %new Solano | rate Solano | active Solano | arate Solano | Merced | new Merced | %new Merced | rate Merced | active Merced | arate Merced | Sonoma | new Sonoma | %new Sonoma | rate Sonoma | active Sonoma | arate Sonoma | Placer | new Placer | %new Placer | rate Placer | active Placer | arate Placer | San Luis Obispo | new San Luis Obispo | %new San Luis Obispo | rate San Luis Obispo | active San Luis Obispo | arate San Luis Obispo | Madera | new Madera | %new Madera | rate Madera | active Madera | arate Madera | Yolo | new Yolo | %new Yolo | rate Yolo | active Yolo | arate Yolo | Santa Cruz | new Santa Cruz | %new Santa Cruz | rate Santa Cruz | active Santa Cruz | arate Santa Cruz | Napa | new Napa | %new Napa  | rate Napa | active Napa | arate Napa | Butte | new Butte | %new Butte | rate Butte | active Butte | arate Butte | Lassen | new Lassen | %new Lassen | rate Lassen | active Lassen | arate Lassen | Sutter | new Sutter | %new Sutter | rate Sutter | active Sutter | arate Sutter | San Benito | new San Benito | %new San Benito | rate San Benito | active San Benito | arate San Benito | El Dorado | new El Dorado | %new El Dorado | rate El Dorado | active El Dorado | arate El Dorado | Yuba | new Yuba | %new Yuba | rate Yuba | active Yuba | arate Yuba | Shasta | new Shasta | %new Shasta | rate Shasta | active Shasta | arate Shasta | Glenn | new Glenn | %new Glenn | rate Glenn | active Glenn | arate Glenn | Nevada | new Nevada | %new Nevada | rate Nevada | active Nevada | arate Nevada | Mendocino | new Mendocino | %new Mendocino | rate Mendocino | active Mendocino | arate Mendocino | Humboldt | new Humboldt | %new Humboldt | rate Humboldt | active Humboldt | arate Humboldt | Colusa | new Colusa | %new Colusa | rate Colusa | active Colusa | arate Colusa | Lake | new Lake | %new Lake  | rate Lake | active Lake | arate Lake | Tehama | new Tehama | %new Tehama | rate Tehama | active Tehama | arate Tehama | Calaveras | new Calaveras | %new Calaveras | rate Calaveras | active Calaveras | arate Calaveras | Tuolumne | new Tuolumne | %new Tuolumne | rate Tuolumne | active Tuolumne | arate Tuolumne | Mono | new Mono | %new Mono | rate Mono | active Mono | arate Mono | Del Norte | new Del Norte | %new Del Norte | rate Del Norte | active Del Norte | arate Del Norte | Amador | new Amador | %new Amador | rate Amador | active Amador | arate Amador | Siskiyou | new Siskiyou | %new Siskiyou | rate Siskiyou | active Siskiyou | arate Siskiyou | Inyo | new Inyo | %new Inyo | rate Inyo | active Inyo | arate Inyo | Mariposa | new Mariposa | %new Mariposa | rate Mariposa | active Mariposa | arate Mariposa | Plumas | new Plumas | %new Plumas | rate Plumas | active Plumas | arate Plumas | Alpine | new Alpine | %new Alpine | rate Alpine | active Alpine | arate Alpine | Trinity | new Trinity | %new Trinity | rate Trinity | active Trinity | arate Trinity | Sierra | new Sierra | %new Sierra | rate Sierra | active Sierra | arate Sierra | Modoc | new Modoc | %new Modoc | rate Modoc | active Modoc | arate Modoc | Out of CA | new Out of CA | %new Out of CA | rate Out of CA | active Out of CA | arate Out of CA | Unassigned | new Unassigned | %new Unassigned | rate Unassigned | active Unassigned | arate Unassigned\n",
       "07/11/20 | 130394      | 2955            | 0.0226621        | 1.02319          | 37003              | 0.0798584         | 23901  | 1251       | 0.0523409   | 1.05523     | 11941         | 0.104765     | 24765     | 0             | 0              | 1              | 9122             | 0               | 18912          | 637                | 0.0336823           | 1.03486             | 7622                  | 0.0835739            | 19371     | 508           | 0.0262248      | 1.02693        | 6970             | 0.0728838       | 7906   | 279        | 0.0352897   | 1.03658     | 3532          | 0.0789921    | 7725    | 240         | 0.031068     | 1.03206      | 2232           | 0.107527      | 7827     | 68           | 0.00868788    | 1.00876       | 1989            | 0.034188       | 6279        | 0               | 0                | 1                | 3248               | 0                 | 6339 | 144      | 0.0227165 | 1.02324   | 2039        | 0.0706229  | 5983        | 120             | 0.0200568        | 1.02047          | 1999               | 0.06003           | 5339       | 187            | 0.0350253       | 1.0363          | 2673              | 0.0699588        | 5678   | 0          | 0           | 1           | 1973          | 0            | 4633       | 269            | 0.0580617       | 1.06164         | 2693              | 0.0998886        | 4605         | 145              | 0.0314875         | 1.03251           | 1929                | 0.0751685          | 4246    | 153         | 0.0360339    | 1.03738      | 1910           | 0.0801047     | 4426          | 110               | 0.0248531          | 1.02549            | 1026                 | 0.107212            | 3931          | 63                | 0.0160265          | 1.01629            | 1189                 | 0.0529857           | 3949      | 103           | 0.0260826      | 1.02678        | 900              | 0.114444        | 3434  | 70        | 0.0203844  | 1.02081    | 1798         | 0.0389321   | 2898  | 43        | 0.0148378  | 1.01506    | 600          | 0.0716667   | 2540     | 121          | 0.0476378     | 1.05002       | 1111            | 0.108911       | 2075   | 0          | 0           | 1           | 957           | 0            | 1884   | 91         | 0.0483015   | 1.05075     | 1060          | 0.0858491    | 1650   | 89         | 0.0539394   | 1.05701     | 644           | 0.138199     | 1055   | 34         | 0.0322275   | 1.0333      | 462           | 0.0735931    | 905             | 0                   | 0                    | 1                    | 397                    | 0                     | 893    | 36         | 0.0403135   | 1.04201     | 478           | 0.0753138    | 839  | 0        | 0         | 1         | 401         | 0          | 568        | 31             | 0.0545775       | 1.05773         | 224               | 0.138393         | 477  | 0        | 0          | 1         | 207         | 0          | 338   | 0         | 0          | 1          | 195          | 0           | 275    | 14         | 0.0509091   | 1.05364     | 103           | 0.135922     | 372    | 35         | 0.094086    | 1.10386     | 225           | 0.155556     | 336        | 25             | 0.0744048       | 1.08039         | 138               | 0.181159         | 307       | 0             | 0              | 1              | 149              | 0               | 180  | 17       | 0.0944444 | 1.10429   | 123         | 0.138211   | 187    | 11         | 0.0588235   | 1.0625      | 90            | 0.122222     | 164   | 0         | 0          | 1          | 77           | 0           | 163    | 0          | 0           | 1           | 55            | 0            | 113       | 6             | 0.0530973      | 1.05607        | 37               | 0.162162        | 165      | 0            | 0             | 1             | 36              | 0              | 113    | 10         | 0.0884956   | 1.09709     | 96            | 0.104167     | 108  | 0        | 0          | 1         | 66          | 0          | 104    | 6          | 0.0576923   | 1.06122     | 42            | 0.142857     | 67        | 0             | 0              | 1              | 35               | 0               | 64       | 0            | 0             | 1             | 42              | 0              | 50   | 1        | 0.02      | 1.02041   | 10          | 0.1        | 60        | 0             | 0              | 1              | 11               | 0               | 40     | 4          | 0.1         | 1.11111     | 20            | 0.2          | 41       | 0            | 0             | 1             | 15              | 0              | 34   | 0        | 0         | 1         | 5           | 0          | 31       | 0            | 0             | 1             | 8               | 0              | 17     | 0          | 0           | 1           | 10            | 0            | 2      | 0          | 0           | 1           | 0             | nan          | 2       | 0           | 0            | 1            | 0              | nan           | 1      | 0          | 0           | 1           | 0             | nan          | 0     | 0         | nan        | nan        | 0            | nan         | 0         | 0             | nan            | nan            | 0                | nan             | 0          | 0              | nan             | nan             | 0                 | nan\n",
       "07/12/20 | 133549      | 3155            | 0.0236243        | 1.0242           | 38164              | 0.0826695         | 24715  | 814        | 0.0329355   | 1.03406     | 12253         | 0.0664327    | 24765     | 0             | 0              | 1              | 9122             | 0               | 19043          | 131                | 0.00687917          | 1.00693             | 7753                  | 0.0168967            | 19371     | 0             | 0              | 1              | 6534             | 0               | 8282   | 376        | 0.0453997   | 1.04756     | 3808          | 0.0987395    | 7731    | 6           | 0.000776096  | 1.00078      | 2238           | 0.00268097    | 7827     | 0            | 0             | 1             | 1786            | 0              | 6279        | 0               | 0                | 1                | 3186               | 0                 | 6502 | 163      | 0.0250692 | 1.02571   | 2162        | 0.0753932  | 6298        | 315             | 0.0500159        | 1.05265          | 2314               | 0.136128          | 5489       | 150            | 0.0273274       | 1.0281          | 2823              | 0.053135         | 5678   | 0          | 0           | 1           | 1973          | 0            | 4732       | 99             | 0.0209214       | 1.02137         | 2732              | 0.0362372        | 4661         | 56               | 0.0120146         | 1.01216           | 1973                | 0.0283832          | 4246    | 0           | 0            | 1            | 1802           | 0             | 4522          | 96                | 0.0212295          | 1.02169            | 1054                 | 0.0910816           | 3931          | 0                 | 0                  | 1                  | 1219                 | 0                   | 3949      | 0             | 0              | 1              | 866              | 0               | 3434  | 0         | 0          | 1          | 1688         | 0           | 2918  | 20        | 0.00685401 | 1.0069     | 600          | 0.0333333   | 2682     | 142          | 0.0529456     | 1.05591       | 1238            | 0.114701       | 2075   | 0          | 0           | 1           | 957           | 0            | 1884   | 0          | 0           | 1           | 1060          | 0            | 1703   | 53         | 0.0311216   | 1.03212     | 697           | 0.0760402    | 1077   | 22         | 0.0204271   | 1.02085     | 466           | 0.0472103    | 905             | 0                   | 0                    | 1                    | 397                    | 0                     | 893    | 0          | 0           | 1           | 478           | 0            | 884  | 45       | 0.050905  | 1.05364   | 426         | 0.105634   | 569        | 1              | 0.00175747      | 1.00176         | 220               | 0.00454545       | 477  | 0        | 0          | 1         | 207         | 0          | 338   | 0         | 0          | 1          | 195          | 0           | 337    | 62         | 0.183976    | 1.22545     | 117           | 0.529915     | 388    | 16         | 0.0412371   | 1.04301     | 236           | 0.0677966    | 362        | 26             | 0.0718232       | 1.07738         | 157               | 0.165605         | 307       | 0             | 0              | 1              | 149              | 0               | 192  | 12       | 0.0625    | 1.06667   | 131         | 0.0916031  | 195    | 8          | 0.0410256   | 1.04278     | 94            | 0.0851064    | 164   | 0         | 0          | 1          | 77           | 0           | 163    | 0          | 0           | 1           | 55            | 0            | 113       | 0             | 0              | 1              | 37               | 0               | 165      | 0            | 0             | 1             | 36              | 0              | 113    | 0          | 0           | 1           | 96            | 0            | 108  | 0        | 0          | 1         | 63          | 0          | 107    | 3          | 0.0280374   | 1.02885     | 45            | 0.0666667    | 67        | 0             | 0              | 1              | 35               | 0               | 73       | 9            | 0.123288      | 1.14062       | 51              | 0.176471       | 51   | 1        | 0.0196078 | 1.02      | 11          | 0.0909091  | 60        | 0             | 0              | 1              | 10               | 0               | 40     | 0          | 0           | 1           | 20            | 0            | 41       | 0            | 0             | 1             | 14              | 0              | 35   | 1        | 0.0285714 | 1.02941   | 8           | 0.125      | 31       | 0            | 0             | 1             | 8               | 0              | 17     | 0          | 0           | 1           | 10            | 0            | 2      | 0          | 0           | 1           | 0             | nan          | 2       | 0           | 0            | 1            | 0              | nan           | 1      | 0          | 0           | 1           | 0             | nan          | 0     | 0         | nan        | nan        | 0            | nan         | 0         | 0             | nan            | nan            | 0                | nan             | 0          | 0              | nan             | nan             | 0                 | nan\n",
       "07/13/20 | 136357      | 2808            | 0.020593         | 1.02103          | 38439              | 0.0730508         | 25255  | 540        | 0.0213819   | 1.02185     | 12647         | 0.0426979    | 25748     | 983           | 0.0381777      | 1.03969        | 10105            | 0.0972786       | 19502          | 459                | 0.023536            | 1.0241              | 8001                  | 0.0573678            | 19929     | 558           | 0.0279994      | 1.02881        | 6595             | 0.0846096       | 8282   | 0          | 0           | 1           | 3808          | 0            | 7976    | 245         | 0.0307172    | 1.03169      | 2306           | 0.106245      | 7977     | 150          | 0.0188041     | 1.01916       | 1936            | 0.0774793      | 6988        | 709             | 0.10146          | 1.11292          | 3895               | 0.182028          | 6601 | 99       | 0.0149977 | 1.01523   | 2123        | 0.0466321  | 6542        | 244             | 0.0372975        | 1.03874          | 2380               | 0.102521          | 5714       | 225            | 0.039377        | 1.04099         | 2938              | 0.0765827        | 5942   | 264        | 0.0444295   | 1.0465      | 2237          | 0.118015     | 4973       | 241            | 0.0484617       | 1.05093         | 2858              | 0.0843247        | 4852         | 191              | 0.0393652         | 1.04098           | 2050                | 0.0931707          | 4246    | 0           | 0            | 1            | 1719           | 0             | 4590          | 68                | 0.0148148          | 1.01504            | 1078                 | 0.0630798           | 3931          | 0                 | 0                  | 1                  | 1219                 | 0                   | 4045      | 96            | 0.023733       | 1.02431        | 962              | 0.0997921       | 3702  | 268       | 0.0723933  | 1.07804    | 1766         | 0.151755    | 2970  | 52        | 0.0175084  | 1.01782    | 652          | 0.0797546   | 2790     | 108          | 0.0387097     | 1.04027       | 1242            | 0.0869565      | 2075   | 0          | 0           | 1           | 957           | 0            | 1884   | 0          | 0           | 1           | 1060          | 0            | 1819   | 116        | 0.0637713   | 1.06812     | 727           | 0.15956      | 1114   | 37         | 0.0332136   | 1.03435     | 487           | 0.0759754    | 1006            | 101                 | 0.100398             | 1.1116               | 498                    | 0.202811              | 893    | 0          | 0           | 1           | 478           | 0            | 929  | 45       | 0.0484392 | 1.0509    | 450         | 0.1        | 569        | 0              | 0               | 1               | 220               | 0                | 518  | 41       | 0.0791506  | 1.08595   | 248         | 0.165323   | 338   | 0         | 0          | 1          | 195          | 0           | 428    | 91         | 0.212617    | 1.27003     | 208           | 0.4375       | 403    | 15         | 0.0372208   | 1.03866     | 243           | 0.0617284    | 362        | 0              | 0               | 1               | 157               | 0                | 307       | 0             | 0              | 1              | 149              | 0               | 198  | 6        | 0.030303  | 1.03125   | 133         | 0.0451128  | 200    | 5          | 0.025       | 1.02564     | 95            | 0.0526316    | 176   | 12        | 0.0681818  | 1.07317    | 89           | 0.134831    | 163    | 0          | 0           | 1           | 55            | 0            | 132       | 19            | 0.143939       | 1.16814        | 56               | 0.339286        | 165      | 0            | 0             | 1             | 36              | 0              | 113    | 0          | 0           | 1           | 96            | 0            | 121  | 13       | 0.107438   | 1.12037   | 70          | 0.185714   | 107    | 0          | 0           | 1           | 45            | 0            | 67        | 0             | 0              | 1              | 35               | 0               | 73       | 0            | 0             | 1             | 45              | 0              | 52   | 1        | 0.0192308 | 1.01961   | 12          | 0.0833333  | 61        | 1             | 0.0163934      | 1.01667        | 11               | 0.0909091       | 40     | 0          | 0           | 1           | 19            | 0            | 41       | 0            | 0             | 1             | 14              | 0              | 35   | 0        | 0         | 1         | 5           | 0          | 32       | 1            | 0.03125       | 1.03226       | 9               | 0.111111       | 19     | 2          | 0.105263    | 1.11765     | 12            | 0.166667     | 2      | 0          | 0           | 1           | 0             | nan          | 2       | 0           | 0            | 1            | 0              | nan           | 1      | 0          | 0           | 1           | 0             | nan          | 0     | 0         | nan        | nan        | 0            | nan         | 0         | 0             | nan            | nan            | 0                | nan             | 0          | 0              | nan             | nan             | 0                 | nan\n",
       "07/14/20 | 140576      | 4219            | 0.0300122        | 1.03094          | 39618              | 0.106492          | 26120  | 865        | 0.0331164   | 1.03425     | 13056         | 0.0662531    | 26481     | 733           | 0.0276802      | 1.02847        | 9847             | 0.0744389       | 20456          | 954                | 0.0466367           | 1.04892             | 8659                  | 0.110174             | 20887     | 958           | 0.0458658      | 1.04807        | 7055             | 0.13579         | 8756   | 474        | 0.0541343   | 1.05723     | 3945          | 0.120152     | 8321    | 345         | 0.0414614    | 1.04325      | 2559           | 0.134818      | 8119     | 142          | 0.0174898     | 1.0178        | 1932            | 0.073499       | 7216        | 228             | 0.0315965        | 1.03263          | 3925               | 0.0580892         | 6759 | 158      | 0.0233762 | 1.02394   | 2211        | 0.0714609  | 6725        | 183             | 0.0272119        | 1.02797          | 2460               | 0.0743902         | 5938       | 224            | 0.0377231       | 1.0392          | 2934              | 0.0763463        | 6209   | 267        | 0.0430021   | 1.04493     | 2337          | 0.114249     | 5356       | 383            | 0.0715086       | 1.07702         | 3191              | 0.120025         | 5023         | 171              | 0.0340434         | 1.03524           | 2052                | 0.0833333          | 4619    | 373         | 0.0807534    | 1.08785      | 1879           | 0.19851       | 4640          | 50                | 0.0107759          | 1.01089            | 1079                 | 0.0463392           | 4323          | 392               | 0.0906778          | 1.09972            | 1427                 | 0.274702            | 4168      | 123           | 0.0295106      | 1.03041        | 1027             | 0.119766        | 3888  | 186       | 0.0478395  | 1.05024    | 1678         | 0.110846    | 3078  | 108       | 0.0350877  | 1.03636    | 684          | 0.157895    | 2835     | 45           | 0.015873      | 1.01613       | 1230            | 0.0365854      | 2313   | 238        | 0.102897    | 1.1147      | 1187          | 0.200505     | 2183   | 299        | 0.136967    | 1.1587      | 1359          | 0.220015     | 1886   | 67         | 0.0355249   | 1.03683     | 768           | 0.0872396    | 1151   | 37         | 0.032146    | 1.03321     | 508           | 0.0728346    | 1078            | 72                  | 0.0667904            | 1.07157              | 511                    | 0.1409                | 1003   | 110        | 0.109671    | 1.12318     | 515           | 0.213592     | 999  | 70       | 0.0700701 | 1.07535   | 494         | 0.1417     | 600        | 31             | 0.0516667       | 1.05448         | 251               | 0.123506         | 530  | 12       | 0.0226415  | 1.02317   | 220         | 0.0545455  | 416   | 78        | 0.1875     | 1.23077    | 248          | 0.314516    | 441    | 13         | 0.0294785   | 1.03037     | 212           | 0.0613208    | 441    | 38         | 0.0861678   | 1.09429     | 265           | 0.143396     | 398        | 36             | 0.0904523       | 1.09945         | 185               | 0.194595         | 350       | 43            | 0.122857       | 1.14007        | 172              | 0.25            | 221  | 23       | 0.104072  | 1.11616   | 150         | 0.153333   | 203    | 3          | 0.0147783   | 1.015       | 91            | 0.032967     | 183   | 7         | 0.0382514  | 1.03977    | 80           | 0.0875      | 183    | 20         | 0.10929     | 1.1227      | 70            | 0.285714     | 146       | 14            | 0.0958904      | 1.10606        | 70               | 0.2             | 167      | 2            | 0.011976      | 1.01212       | 34              | 0.0588235      | 135    | 22         | 0.162963    | 1.19469     | 100           | 0.22         | 122  | 1        | 0.00819672 | 1.00826   | 66          | 0.0151515  | 121    | 14         | 0.115702    | 1.13084     | 46            | 0.304348     | 75        | 8             | 0.106667       | 1.1194         | 43               | 0.186047        | 76       | 3            | 0.0394737     | 1.0411        | 48              | 0.0625         | 52   | 0        | 0         | 1         | 11          | 0          | 61        | 0             | 0              | 1              | 11               | 0               | 45     | 5          | 0.111111    | 1.125       | 23            | 0.217391     | 43       | 2            | 0.0465116     | 1.04878       | 15              | 0.133333       | 37   | 2        | 0.0540541 | 1.05714   | 6           | 0.333333   | 34       | 2            | 0.0588235     | 1.0625        | 9               | 0.222222       | 20     | 1          | 0.05        | 1.05263     | 12            | 0.0833333    | 2      | 0          | 0           | 1           | 0             | nan          | 2       | 0           | 0            | 1            | 0              | nan           | 1      | 0          | 0           | 1           | 0             | nan          | 0     | 0         | nan        | nan        | 0            | nan         | 0         | 0             | nan            | nan            | 0                | nan             | 0          | 0              | nan             | nan             | 0                 | nan\n",
       "07/15/20 | 143207      | 2631            | 0.018372         | 1.01872          | 39357              | 0.0668496         | 27031  | 911        | 0.033702    | 1.03488     | 13188         | 0.0690779    | 27371     | 890           | 0.0325162      | 1.03361        | 10075            | 0.0883375       | 21468          | 1012               | 0.0471399           | 1.04947             | 8918                  | 0.113478             | 21446     | 559           | 0.0260655      | 1.02676        | 7297             | 0.0766068       | 8941   | 185        | 0.0206912   | 1.02113     | 4130          | 0.0447942    | 8478    | 157         | 0.0185185    | 1.01887      | 2514           | 0.0624503     | 8145     | 26           | 0.00319214    | 1.0032        | 1903            | 0.0136626      | 7428        | 212             | 0.0285407        | 1.02938          | 3572               | 0.0593505         | 6921 | 162      | 0.023407  | 1.02397   | 2266        | 0.0714916  | 6951        | 226             | 0.0325133        | 1.03361          | 2581               | 0.087563          | 6174       | 236            | 0.0382248       | 1.03974         | 2951              | 0.0799729        | 6332   | 123        | 0.0194251   | 1.01981     | 2176          | 0.0565257    | 5517       | 161            | 0.0291825       | 1.03006         | 3352              | 0.048031         | 5140         | 117              | 0.0227626         | 1.02329           | 2008                | 0.0582669          | 4787    | 168         | 0.035095     | 1.03637      | 1861           | 0.090274      | 4696          | 56                | 0.011925           | 1.01207            | 1093                 | 0.0512351           | 4412          | 89                | 0.0201723          | 1.02059            | 1516                 | 0.0587071           | 4254      | 86            | 0.0202163      | 1.02063        | 1022             | 0.0841487       | 3947  | 59        | 0.0149481  | 1.01517    | 1737         | 0.0339666   | 3108  | 30        | 0.00965251 | 1.00975    | 714          | 0.0420168   | 2913     | 78           | 0.0267765     | 1.02751       | 1271            | 0.061369       | 2407   | 94         | 0.0390528   | 1.04064     | 1281          | 0.0733802    | 2260   | 77         | 0.0340708   | 1.03527     | 1281          | 0.0601093    | 1941   | 55         | 0.0283359   | 1.02916     | 805           | 0.068323     | 1167   | 16         | 0.0137104   | 1.0139      | 483           | 0.0331263    | 1112            | 34                  | 0.0305755            | 1.03154              | 501                    | 0.0678643             | 1054   | 51         | 0.0483871   | 1.05085     | 566           | 0.090106     | 1023 | 24       | 0.0234604 | 1.02402   | 518         | 0.046332   | 602        | 2              | 0.00332226      | 1.00333         | 223               | 0.00896861       | 561  | 31       | 0.0552585  | 1.05849   | 244         | 0.127049   | 437   | 21        | 0.0480549  | 1.05048    | 269          | 0.0780669   | 444    | 3          | 0.00675676  | 1.0068      | 215           | 0.0139535    | 441    | 0          | 0           | 1           | 265           | 0            | 408        | 10             | 0.0245098       | 1.02513         | 195               | 0.0512821        | 363       | 13            | 0.0358127      | 1.03714        | 185              | 0.0702703       | 221  | 0        | 0         | 1         | 150         | 0          | 215    | 12         | 0.055814    | 1.05911     | 103           | 0.116505     | 190   | 7         | 0.0368421  | 1.03825    | 87           | 0.0804598   | 185    | 2          | 0.0108108   | 1.01093     | 72            | 0.0277778    | 155       | 9             | 0.0580645      | 1.06164        | 77               | 0.116883        | 175      | 8            | 0.0457143     | 1.0479        | 42              | 0.190476       | 140    | 5          | 0.0357143   | 1.03704     | 94            | 0.0531915    | 133  | 11       | 0.0827068  | 1.09016   | 73          | 0.150685   | 126    | 5          | 0.0396825   | 1.04132     | 51            | 0.0980392    | 75        | 0             | 0              | 1              | 43               | 0               | 80       | 4            | 0.05          | 1.05263       | 52              | 0.0769231      | 54   | 2        | 0.037037  | 1.03846   | 12          | 0.166667   | 61        | 0             | 0              | 1              | 11               | 0               | 48     | 3          | 0.0625      | 1.06667     | 26            | 0.115385     | 43       | 0            | 0             | 1             | 15              | 0              | 37   | 0        | 0         | 1         | 6           | 0          | 34       | 0            | 0             | 1             | 8               | 0              | 21     | 1          | 0.047619    | 1.05        | 12            | 0.0833333    | 2      | 0          | 0           | 1           | 0             | nan          | 2       | 0           | 0            | 1            | 0              | nan           | 1      | 0          | 0           | 1           | 0             | nan          | 0     | 0         | nan        | nan        | 0            | nan         | 0         | 0             | nan            | nan            | 0                | nan             | 0          | 0              | nan             | nan             | 0                 | nan\n",
       "07/16/20 | 147678      | 4471            | 0.0302753        | 1.03122          | 42013              | 0.106419          | 27904  | 873        | 0.0312858   | 1.0323      | 13491         | 0.0647098    | 28177     | 806           | 0.0286049      | 1.02945        | 10136            | 0.0795185       | 21468          | 0                  | 0                   | 1                   | 8722                  | 0                    | 21855     | 409           | 0.0187143      | 1.01907        | 7232             | 0.0565542       | 9124   | 183        | 0.020057    | 1.02047     | 3835          | 0.0477184    | 8627    | 149         | 0.0172714    | 1.01757      | 2471           | 0.0602995     | 8310     | 165          | 0.0198556     | 1.02026       | 1787            | 0.0923335      | 7680        | 252             | 0.0328125        | 1.03393          | 3766               | 0.0669145         | 7074 | 153      | 0.0216285 | 1.02211   | 2306        | 0.0663487  | 7046        | 95              | 0.0134828        | 1.01367          | 2474               | 0.0383994         | 6395       | 221            | 0.0345582       | 1.0358          | 2998              | 0.0737158        | 6480   | 148        | 0.0228395   | 1.02337     | 2157          | 0.0686138    | 5777       | 260            | 0.0450061       | 1.04713         | 3467              | 0.0749928        | 5233         | 93               | 0.0177718         | 1.01809           | 1985                | 0.0468514          | 4968    | 181         | 0.0364332    | 1.03781      | 1872           | 0.096688      | 4860          | 164               | 0.0337449          | 1.03492            | 1212                 | 0.135314            | 4635          | 223               | 0.0481122          | 1.05054            | 1739                 | 0.128235            | 4333      | 79            | 0.0182322      | 1.01857        | 1022             | 0.0772994       | 4078  | 131       | 0.0321236  | 1.03319    | 1684         | 0.077791    | 3172  | 64        | 0.0201765  | 1.02059    | 668          | 0.0958084   | 2983     | 70           | 0.0234663     | 1.02403       | 1292            | 0.0541796      | 2483   | 76         | 0.0306081   | 1.03157     | 1081          | 0.0703053    | 2313   | 53         | 0.022914    | 1.02345     | 1182          | 0.0448393    | 1979   | 38         | 0.0192016   | 1.01958     | 794           | 0.0478589    | 1203   | 36         | 0.0299252   | 1.03085     | 479           | 0.0751566    | 1158            | 46                  | 0.0397237            | 1.04137              | 516                    | 0.0891473             | 1054   | 0          | 0           | 1           | 513           | 0            | 1062 | 39       | 0.0367232 | 1.03812   | 507         | 0.0769231  | 706        | 104            | 0.147309        | 1.17276         | 307               | 0.338762         | 578  | 17       | 0.0294118  | 1.0303    | 245         | 0.0693878  | 487   | 50        | 0.102669   | 1.11442    | 298          | 0.167785    | 473    | 29         | 0.0613108   | 1.06532     | 240           | 0.120833     | 471    | 30         | 0.0636943   | 1.06803     | 274           | 0.109489     | 418        | 10             | 0.0239234       | 1.02451         | 179               | 0.0558659        | 381       | 18            | 0.0472441      | 1.04959        | 183              | 0.0983607       | 236  | 15       | 0.0635593 | 1.06787   | 142         | 0.105634   | 220    | 5          | 0.0227273   | 1.02326     | 91            | 0.0549451    | 200   | 10        | 0.05       | 1.05263    | 85           | 0.117647    | 197    | 12         | 0.0609137   | 1.06486     | 80            | 0.15         | 165       | 10            | 0.0606061      | 1.06452        | 80               | 0.125           | 178      | 3            | 0.0168539     | 1.01714       | 45              | 0.0666667      | 147    | 7          | 0.047619    | 1.05        | 88            | 0.0795455    | 137  | 4        | 0.0291971  | 1.03008   | 58          | 0.0689655  | 126    | 0          | 0           | 1           | 44            | 0            | 75        | 0             | 0              | 1              | 35               | 0               | 84       | 4            | 0.047619      | 1.05          | 54              | 0.0740741      | 63   | 9        | 0.142857  | 1.16667   | 21          | 0.428571   | 62        | 1             | 0.016129       | 1.01639        | 11               | 0.0909091       | 49     | 1          | 0.0204082   | 1.02083     | 25            | 0.04         | 44       | 1            | 0.0227273     | 1.02326       | 13              | 0.0769231      | 38   | 1        | 0.0263158 | 1.02703   | 6           | 0.166667   | 35       | 1            | 0.0285714     | 1.02941       | 8               | 0.125          | 22     | 1          | 0.0454545   | 1.04762     | 12            | 0.0833333    | 2      | 0          | 0           | 1           | 0             | nan          | 2       | 0           | 0            | 1            | 0              | nan           | 1      | 0          | 0           | 1           | 0             | nan          | 0     | 0         | nan        | nan        | 0            | nan         | 0         | 0             | nan            | nan            | 0                | nan             | 0          | 0              | nan             | nan             | 0                 | nan\n",
       "07/17/20 | 150424      | 2746            | 0.0182551        | 1.01859          | 42632              | 0.0644117         | 28309  | 405        | 0.0143064   | 1.01451     | 13244         | 0.0305799    | 28695     | 518           | 0.0180519      | 1.01838        | 9975             | 0.0519298       | 23238          | 1770               | 0.0761683           | 1.08245             | 10086                 | 0.175491             | 21855     | 0             | 0              | 1              | 6648             | 0               | 9565   | 441        | 0.0461056   | 1.04833     | 3939          | 0.111957     | 8858    | 231         | 0.0260781    | 1.02678      | 2474           | 0.0933711     | 8397     | 87           | 0.0103608     | 1.01047       | 1573            | 0.0553083      | 7819        | 139             | 0.0177772        | 1.0181           | 3521               | 0.0394774         | 7233 | 159      | 0.0219826 | 1.02248   | 2294        | 0.0693112  | 7131        | 85              | 0.0119198        | 1.01206          | 2381               | 0.0356993         | 6511       | 116            | 0.017816        | 1.01814         | 2952              | 0.0392954        | 6683   | 203        | 0.0303756   | 1.03133     | 2162          | 0.0938945    | 6077       | 300            | 0.0493665       | 1.05193         | 3686              | 0.081389         | 5378         | 145              | 0.0269617         | 1.02771           | 2052                | 0.0706628          | 4968    | 0           | 0            | 1            | 1728           | 0             | 4975          | 115               | 0.0231156          | 1.02366            | 1256                 | 0.0915605           | 4759          | 124               | 0.0260559          | 1.02675            | 1498                 | 0.082777            | 4403      | 70            | 0.0158983      | 1.01616        | 1027             | 0.0681597       | 4157  | 79        | 0.0190041  | 1.01937    | 1711         | 0.0461718   | 3209  | 37        | 0.0115301  | 1.01166    | 626          | 0.0591054   | 3059     | 76           | 0.0248447     | 1.02548       | 1311            | 0.057971       | 2554   | 71         | 0.0277995   | 1.02859     | 1078          | 0.0658627    | 2403   | 90         | 0.0374532   | 1.03891     | 1195          | 0.0753138    | 2027   | 48         | 0.0236803   | 1.02425     | 798           | 0.0601504    | 1235   | 32         | 0.0259109   | 1.0266      | 481           | 0.0665281    | 1213            | 55                  | 0.0453421            | 1.0475               | 538                    | 0.10223               | 1179   | 125        | 0.106022    | 1.1186      | 613           | 0.203915     | 1101 | 39       | 0.0354223 | 1.03672   | 518         | 0.0752896  | 736        | 30             | 0.0407609       | 1.04249         | 326               | 0.0920245        | 583  | 5        | 0.00857633 | 1.00865   | 239         | 0.0209205  | 522   | 35        | 0.0670498  | 1.07187    | 316          | 0.110759    | 488    | 15         | 0.0307377   | 1.03171     | 254           | 0.0590551    | 491    | 20         | 0.0407332   | 1.04246     | 285           | 0.0701754    | 434        | 16             | 0.0368664       | 1.03828         | 177               | 0.0903955        | 394       | 13            | 0.0329949      | 1.03412        | 188              | 0.0691489       | 252  | 16       | 0.0634921 | 1.0678    | 149         | 0.107383   | 227    | 7          | 0.030837    | 1.03182     | 92            | 0.076087     | 214   | 14        | 0.0654206  | 1.07       | 92           | 0.152174    | 204    | 7          | 0.0343137   | 1.03553     | 81            | 0.0864198    | 177       | 12            | 0.0677966      | 1.07273        | 92               | 0.130435        | 181      | 3            | 0.0165746     | 1.01685       | 43              | 0.0697674      | 173    | 26         | 0.150289    | 1.17687     | 103           | 0.252427     | 140  | 3        | 0.0214286  | 1.0219    | 55          | 0.0545455  | 134    | 8          | 0.0597015   | 1.06349     | 46            | 0.173913     | 87        | 12            | 0.137931       | 1.16           | 34               | 0.352941        | 85       | 1            | 0.0117647     | 1.0119        | 42              | 0.0238095      | 65   | 2        | 0.0307692 | 1.03175   | 24          | 0.0833333  | 62        | 0             | 0              | 1              | 11               | 0               | 51     | 2          | 0.0392157   | 1.04082     | 25            | 0.08         | 44       | 0            | 0             | 1             | 13              | 0              | 37   | -1       | -0.027027 | 0.973684  | 5           | -0.2       | 35       | 0            | 0             | 1             | 8               | 0              | 23     | 1          | 0.0434783   | 1.04545     | 12            | 0.0833333    | 2      | 0          | 0           | 1           | 0             | nan          | 2       | 0           | 0            | 1            | 0              | nan           | 1      | 0          | 0           | 1           | 0             | nan          | 0     | 0         | nan        | nan        | 0            | nan         | 0         | 0             | nan            | nan            | 0                | nan             | 0          | 0              | nan             | nan             | 0                 | nan\n",
       "07/18/20 | 153152      | 2728            | 0.0178124        | 1.01814          | 45346              | 0.0601597         | 29011  | 702        | 0.0241977   | 1.0248      | 13233         | 0.0530492    | 28695     | 0             | 0              | 1              | 9245             | 0               | 23566          | 328                | 0.0139184           | 1.01411             | 9890                  | 0.0331648            | 23114     | 1259          | 0.0544692      | 1.05761        | 7418             | 0.169722        | 9954   | 389        | 0.0390798   | 1.04067     | 4328          | 0.0898799    | 9110    | 252         | 0.0276619    | 1.02845      | 2638           | 0.0955269     | 8531     | 134          | 0.0157074     | 1.01596       | 1552            | 0.0863402      | 7819        | 0               | 0                | 1                | 3345               | 0                 | 7728 | 495      | 0.0640528 | 1.06844   | 2628        | 0.188356   | 7300        | 169             | 0.0231507        | 1.0237           | 2451               | 0.0689514         | 6693       | 182            | 0.0271926       | 1.02795         | 3134              | 0.0580728        | 6683   | 0          | 0           | 1           | 2056          | 0            | 6077       | 0              | 0               | 1               | 3686              | 0                | 5538         | 160              | 0.0288913         | 1.02975           | 2106                | 0.0759734          | 5192    | 224         | 0.0431433    | 1.04509      | 1952           | 0.114754      | 5116          | 141               | 0.0275606          | 1.02834            | 1340                 | 0.105224            | 4759          | 0                 | 0                  | 1                  | 1498                 | 0                   | 4465      | 62            | 0.0138858      | 1.01408        | 1024             | 0.0605469       | 4164  | 7         | 0.00168108 | 1.00168    | 1454         | 0.00481431  | 3209  | 0         | 0          | 1          | 626          | 0           | 3162     | 103          | 0.0325743     | 1.03367       | 1371            | 0.0751276      | 2554   | 0          | 0           | 1           | 1078          | 0            | 2403   | 0          | 0           | 1           | 1131          | 0            | 2068   | 41         | 0.0198259   | 1.02023     | 801           | 0.051186     | 1280   | 45         | 0.0351562   | 1.03644     | 494           | 0.0910931    | 1213            | 0                   | 0                    | 1                    | 512                    | 0                     | 1179   | 0          | 0           | 1           | 613           | 0            | 1101 | 0        | 0         | 1         | 518         | 0          | 772        | 36             | 0.0466321       | 1.04891         | 355               | 0.101408         | 583  | 0        | 0          | 1         | 239         | 0          | 522   | 0         | 0          | 1          | 316          | 0           | 491    | 3          | 0.00610998  | 1.00615     | 257           | 0.0116732    | 491    | 0          | 0           | 1           | 285           | 0            | 437        | 3              | 0.00686499      | 1.00691         | 180               | 0.0166667        | 394       | 0             | 0              | 1              | 188              | 0               | 252  | 0        | 0         | 1         | 149         | 0          | 227    | 0          | 0           | 1           | 92            | 0            | 214   | 0         | 0          | 1          | 92           | 0           | 204    | 0          | 0           | 1           | 81            | 0            | 185       | 8             | 0.0432432      | 1.0452         | 100              | 0.08            | 181      | 0            | 0             | 1             | 37              | 0              | 173    | 0          | 0           | 1           | 103           | 0            | 140  | 0        | 0          | 1         | 55          | 0          | 134    | 0          | 0           | 1           | 46            | 0            | 87        | 0             | 0              | 1              | 34               | 0               | 85       | 0            | 0             | 1             | 42              | 0              | 76   | 11       | 0.144737  | 1.16923   | 35          | 0.314286   | 66        | 4             | 0.0606061      | 1.06452        | 15               | 0.266667        | 51     | 0          | 0           | 1           | 25            | 0            | 44       | 0            | 0             | 1             | 13              | 0              | 37   | 0        | 0         | 1         | 4           | 0          | 35       | 0            | 0             | 1             | 8               | 0              | 23     | 0          | 0           | 1           | 12            | 0            | 2      | 0          | 0           | 1           | 0             | nan          | 2       | 0           | 0            | 1            | 0              | nan           | 1      | 0          | 0           | 1           | 0             | nan          | 0     | 0         | nan        | nan        | 0            | nan         | 0         | 0             | nan            | nan            | 0                | nan             | 0          | 0              | nan             | nan             | 0                 | nan"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cases.order_cols().trend().tail(7)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id=sectionDeaths></a>\n",
    "## Deaths to date by county"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "deaths.top(10).tail(14).oplot(width=7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <th>date</th> <th>Los Angeles</th> <th>new Los Angeles</th> <th>%new Los Angeles</th> <th>rate Los Angeles</th> <th>active Los Angeles</th> <th>arate Los Angeles</th> <th>Riverside</th> <th>new Riverside</th> <th>%new Riverside</th> <th>rate Riverside</th> <th>active Riverside</th> <th>arate Riverside</th> <th>Orange</th> <th>new Orange</th> <th>%new Orange</th> <th>rate Orange</th> <th>active Orange</th> <th>arate Orange</th> <th>San Diego</th> <th>new San Diego</th> <th>%new San Diego</th> <th>rate San Diego</th> <th>active San Diego</th> <th>arate San Diego</th> <th>San Bernardino</th> <th>new San Bernardino</th> <th>%new San Bernardino</th> <th>rate San Bernardino</th> <th>active San Bernardino</th> <th>arate San Bernardino</th> <th>Santa Clara</th> <th>new Santa Clara</th> <th>%new Santa Clara</th> <th>rate Santa Clara</th> <th>active Santa Clara</th> <th>arate Santa Clara</th> <th>Tulare</th> <th>new Tulare</th> <th>%new Tulare</th> <th>rate Tulare</th> <th>active Tulare</th> <th>arate Tulare</th> <th>Alameda</th> <th>new Alameda</th> <th>%new Alameda</th> <th>rate Alameda</th> <th>active Alameda</th> <th>arate Alameda</th> <th>Imperial</th> <th>new Imperial</th> <th>%new Imperial</th> <th>rate Imperial</th> <th>active Imperial</th> <th>arate Imperial</th> <th>San Mateo</th> <th>new San Mateo</th> <th>%new San Mateo</th> <th>rate San Mateo</th> <th>active San Mateo</th> <th>arate San Mateo</th> <th>Kern</th> <th>new Kern</th> <th>%new Kern</th> <th>rate Kern</th> <th>active Kern</th> <th>arate Kern</th> <th>Fresno</th> <th>new Fresno</th> <th>%new Fresno</th> <th>rate Fresno</th> <th>active Fresno</th> <th>arate Fresno</th> <th>Contra Costa</th> <th>new Contra Costa</th> <th>%new Contra Costa</th> <th>rate Contra Costa</th> <th>active Contra Costa</th> <th>arate Contra Costa</th> <th>Sacramento</th> <th>new Sacramento</th> <th>%new Sacramento</th> <th>rate Sacramento</th> <th>active Sacramento</th> <th>arate Sacramento</th> <th>San Joaquin</th> <th>new San Joaquin</th> <th>%new San Joaquin</th> <th>rate San Joaquin</th> <th>active San Joaquin</th> <th>arate San Joaquin</th> <th>Stanislaus</th> <th>new Stanislaus</th> <th>%new Stanislaus</th> <th>rate Stanislaus</th> <th>active Stanislaus</th> <th>arate Stanislaus</th> <th>Ventura</th> <th>new Ventura</th> <th>%new Ventura</th> <th>rate Ventura</th> <th>active Ventura</th> <th>arate Ventura</th> <th>San Francisco</th> <th>new San Francisco</th> <th>%new San Francisco</th> <th>rate San Francisco</th> <th>active San Francisco</th> <th>arate San Francisco</th> <th>Marin</th> <th>new Marin</th> <th>%new Marin</th> <th>rate Marin</th> <th>active Marin</th> <th>arate Marin</th> <th>Kings</th> <th>new Kings</th> <th>%new Kings</th> <th>rate Kings</th> <th>active Kings</th> <th>arate Kings</th> <th>Santa Barbara</th> <th>new Santa Barbara</th> <th>%new Santa Barbara</th> <th>rate Santa Barbara</th> <th>active Santa Barbara</th> <th>arate Santa Barbara</th> <th>Solano</th> <th>new Solano</th> <th>%new Solano</th> <th>rate Solano</th> <th>active Solano</th> <th>arate Solano</th> <th>Yolo</th> <th>new Yolo</th> <th>%new Yolo</th> <th>rate Yolo</th> <th>active Yolo</th> <th>arate Yolo</th> <th>Sonoma</th> <th>new Sonoma</th> <th>%new Sonoma</th> <th>rate Sonoma</th> <th>active Sonoma</th> <th>arate Sonoma</th> <th>Monterey</th> <th>new Monterey</th> <th>%new Monterey</th> <th>rate Monterey</th> <th>active Monterey</th> <th>arate Monterey</th> <th>Merced</th> <th>new Merced</th> <th>%new Merced</th> <th>rate Merced</th> <th>active Merced</th> <th>arate Merced</th> <th>Madera</th> <th>new Madera</th> <th>%new Madera</th> <th>rate Madera</th> <th>active Madera</th> <th>arate Madera</th> <th>Placer</th> <th>new Placer</th> <th>%new Placer</th> <th>rate Placer</th> <th>active Placer</th> <th>arate Placer</th> <th>Shasta</th> <th>new Shasta</th> <th>%new Shasta</th> <th>rate Shasta</th> <th>active Shasta</th> <th>arate Shasta</th> <th>San Luis Obispo</th> <th>new San Luis Obispo</th> <th>%new San Luis Obispo</th> <th>rate San Luis Obispo</th> <th>active San Luis Obispo</th> <th>arate San Luis Obispo</th> <th>Napa</th> <th>new Napa</th> <th>%new Napa</th> <th>rate Napa</th> <th>active Napa</th> <th>arate Napa</th> <th>Butte</th> <th>new Butte</th> <th>%new Butte</th> <th>rate Butte</th> <th>active Butte</th> <th>arate Butte</th> <th>Humboldt</th> <th>new Humboldt</th> <th>%new Humboldt</th> <th>rate Humboldt</th> <th>active Humboldt</th> <th>arate Humboldt</th> <th>Sutter</th> <th>new Sutter</th> <th>%new Sutter</th> <th>rate Sutter</th> <th>active Sutter</th> <th>arate Sutter</th> <th>Santa Cruz</th> <th>new Santa Cruz</th> <th>%new Santa Cruz</th> <th>rate Santa Cruz</th> <th>active Santa Cruz</th> <th>arate Santa Cruz</th> <th>Yuba</th> <th>new Yuba</th> <th>%new Yuba</th> <th>rate Yuba</th> <th>active Yuba</th> <th>arate Yuba</th> <th>Mendocino</th> <th>new Mendocino</th> <th>%new Mendocino</th> <th>rate Mendocino</th> <th>active Mendocino</th> <th>arate Mendocino</th> <th>San Benito</th> <th>new San Benito</th> <th>%new San Benito</th> <th>rate San Benito</th> <th>active San Benito</th> <th>arate San Benito</th> <th>Glenn</th> <th>new Glenn</th> <th>%new Glenn</th> <th>rate Glenn</th> <th>active Glenn</th> <th>arate Glenn</th> <th>Inyo</th> <th>new Inyo</th> <th>%new Inyo</th> <th>rate Inyo</th> <th>active Inyo</th> <th>arate Inyo</th> <th>Lake</th> <th>new Lake</th> <th>%new Lake</th> <th>rate Lake</th> <th>active Lake</th> <th>arate Lake</th> <th>Mariposa</th> <th>new Mariposa</th> <th>%new Mariposa</th> <th>rate Mariposa</th> <th>active Mariposa</th> <th>arate Mariposa</th> <th>Mono</th> <th>new Mono</th> <th>%new Mono</th> <th>rate Mono</th> <th>active Mono</th> <th>arate Mono</th> <th>Nevada</th> <th>new Nevada</th> <th>%new Nevada</th> <th>rate Nevada</th> <th>active Nevada</th> <th>arate Nevada</th> <th>Tehama</th> <th>new Tehama</th> <th>%new Tehama</th> <th>rate Tehama</th> <th>active Tehama</th> <th>arate Tehama</th> <th>Alpine</th> <th>new Alpine</th> <th>%new Alpine</th> <th>rate Alpine</th> <th>active Alpine</th> <th>arate Alpine</th> <th>Amador</th> <th>new Amador</th> <th>%new Amador</th> <th>rate Amador</th> <th>active Amador</th> <th>arate Amador</th> <th>Calaveras</th> <th>new Calaveras</th> <th>%new Calaveras</th> <th>rate Calaveras</th> <th>active Calaveras</th> <th>arate Calaveras</th> <th>Colusa</th> <th>new Colusa</th> <th>%new Colusa</th> <th>rate Colusa</th> <th>active Colusa</th> <th>arate Colusa</th> <th>Del Norte</th> <th>new Del Norte</th> <th>%new Del Norte</th> <th>rate Del Norte</th> <th>active Del Norte</th> <th>arate Del Norte</th> <th>El Dorado</th> <th>new El Dorado</th> <th>%new El Dorado</th> <th>rate El Dorado</th> <th>active El Dorado</th> <th>arate El Dorado</th> <th>Lassen</th> <th>new Lassen</th> <th>%new Lassen</th> <th>rate Lassen</th> <th>active Lassen</th> <th>arate Lassen</th> <th>Modoc</th> <th>new Modoc</th> <th>%new Modoc</th> <th>rate Modoc</th> <th>active Modoc</th> <th>arate Modoc</th> <th>Plumas</th> <th>new Plumas</th> <th>%new Plumas</th> <th>rate Plumas</th> <th>active Plumas</th> <th>arate Plumas</th> <th>Sierra</th> <th>new Sierra</th> <th>%new Sierra</th> <th>rate Sierra</th> <th>active Sierra</th> <th>arate Sierra</th> <th>Siskiyou</th> <th>new Siskiyou</th> <th>%new Siskiyou</th> <th>rate Siskiyou</th> <th>active Siskiyou</th> <th>arate Siskiyou</th> <th>Trinity</th> <th>new Trinity</th> <th>%new Trinity</th> <th>rate Trinity</th> <th>active Trinity</th> <th>arate Trinity</th> <th>Tuolumne</th> <th>new Tuolumne</th> <th>%new Tuolumne</th> <th>rate Tuolumne</th> <th>active Tuolumne</th> <th>arate Tuolumne</th> <th>Out of CA</th> <th>new Out of CA</th> <th>%new Out of CA</th> <th>rate Out of CA</th> <th>active Out of CA</th> <th>arate Out of CA</th> <th>Unassigned</th> <th>new Unassigned</th> <th>%new Unassigned</th> <th>rate Unassigned</th> <th>active Unassigned</th> <th>arate Unassigned</th>\n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        <tr>\n",
       "            <td>07/11/20</td> <td>3795       </td> <td>51             </td> <td>0.0134387       </td> <td>1.01362         </td> <td>526               </td> <td>0.0969582        </td> <td>537      </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>99              </td> <td>0              </td> <td>421   </td> <td>9         </td> <td>0.0213777  </td> <td>1.02184    </td> <td>98           </td> <td>0.0918367   </td> <td>422      </td> <td>2            </td> <td>0.00473934    </td> <td>1.00476       </td> <td>64              </td> <td>0.03125        </td> <td>304           </td> <td>0                 </td> <td>0                  </td> <td>1                  </td> <td>56                   </td> <td>0                   </td> <td>166        </td> <td>0              </td> <td>0               </td> <td>1               </td> <td>11                </td> <td>0                </td> <td>152   </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>30           </td> <td>0           </td> <td>148    </td> <td>1          </td> <td>0.00675676  </td> <td>1.0068      </td> <td>18            </td> <td>0.0555556    </td> <td>135     </td> <td>3           </td> <td>0.0222222    </td> <td>1.02273      </td> <td>62             </td> <td>0.0483871     </td> <td>112      </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>6               </td> <td>0              </td> <td>97  </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>32         </td> <td>0         </td> <td>87    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>15           </td> <td>0           </td> <td>89          </td> <td>1               </td> <td>0.011236         </td> <td>1.01136          </td> <td>16                 </td> <td>0.0625            </td> <td>81        </td> <td>2             </td> <td>0.0246914      </td> <td>1.02532        </td> <td>15               </td> <td>0.133333        </td> <td>68         </td> <td>0              </td> <td>0               </td> <td>1               </td> <td>16                </td> <td>0                </td> <td>51        </td> <td>1             </td> <td>0.0196078      </td> <td>1.02           </td> <td>13               </td> <td>0.0769231       </td> <td>53     </td> <td>0          </td> <td>0           </td> <td>1           </td> <td>9             </td> <td>0            </td> <td>50           </td> <td>0                </td> <td>0                 </td> <td>1                 </td> <td>2                   </td> <td>0                  </td> <td>30   </td> <td>0        </td> <td>0         </td> <td>1         </td> <td>12          </td> <td>0          </td> <td>39   </td> <td>0        </td> <td>0         </td> <td>1         </td> <td>18          </td> <td>0          </td> <td>31           </td> <td>2                </td> <td>0.0645161         </td> <td>1.06897           </td> <td>3                   </td> <td>0.666667           </td> <td>28    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>5            </td> <td>0           </td> <td>28  </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>4          </td> <td>0         </td> <td>14    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>9            </td> <td>0           </td> <td>18      </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>6              </td> <td>0             </td> <td>12    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>1            </td> <td>0           </td> <td>8     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>3            </td> <td>0           </td> <td>11    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>6     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>2            </td> <td>0           </td> <td>4              </td> <td>0                  </td> <td>0                   </td> <td>1                   </td> <td>3                     </td> <td>0                    </td> <td>4   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>0          </td> <td>nan       </td> <td>4    </td> <td>0        </td> <td>0         </td> <td>1         </td> <td>2           </td> <td>0          </td> <td>4       </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>0              </td> <td>nan           </td> <td>4     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>1            </td> <td>0           </td> <td>3         </td> <td>0             </td> <td>0              </td> <td>1              </td> <td>0                </td> <td>nan             </td> <td>3   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>2          </td> <td>0         </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>2         </td> <td>0             </td> <td>0              </td> <td>1              </td> <td>0                </td> <td>nan             </td> <td>0    </td> <td>0        </td> <td>nan       </td> <td>nan       </td> <td>0           </td> <td>nan        </td> <td>1   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>0          </td> <td>nan       </td> <td>1   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>1          </td> <td>0         </td> <td>1       </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>0              </td> <td>nan           </td> <td>1   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>0          </td> <td>nan       </td> <td>1     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>1     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>-1              </td> <td>-0             </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0    </td> <td>0        </td> <td>nan       </td> <td>nan       </td> <td>0           </td> <td>nan        </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0       </td> <td>0           </td> <td>nan          </td> <td>nan          </td> <td>0              </td> <td>nan           </td> <td>0      </td> <td>0          </td> <td>nan         </td> <td>nan         </td> <td>0             </td> <td>nan          </td> <td>0       </td> <td>0           </td> <td>nan          </td> <td>nan          </td> <td>0              </td> <td>nan           </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>0         </td> <td>0             </td> <td>nan            </td> <td>nan            </td> <td>0                </td> <td>nan             </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>07/12/20</td> <td>3809       </td> <td>14             </td> <td>0.00367551      </td> <td>1.00369         </td> <td>524               </td> <td>0.0267176        </td> <td>537      </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>99              </td> <td>0              </td> <td>423   </td> <td>2         </td> <td>0.00472813 </td> <td>1.00475    </td> <td>100          </td> <td>0.02        </td> <td>422      </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>62              </td> <td>0              </td> <td>306           </td> <td>2                 </td> <td>0.00653595         </td> <td>1.00658            </td> <td>58                   </td> <td>0.0344828           </td> <td>166        </td> <td>0              </td> <td>0               </td> <td>1               </td> <td>11                </td> <td>0                </td> <td>152   </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>30           </td> <td>0           </td> <td>148    </td> <td>0          </td> <td>0           </td> <td>1           </td> <td>18            </td> <td>0            </td> <td>135     </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>54             </td> <td>0             </td> <td>112      </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>6               </td> <td>0              </td> <td>97  </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>32         </td> <td>0         </td> <td>88    </td> <td>1         </td> <td>0.0113636  </td> <td>1.01149    </td> <td>16           </td> <td>0.0625      </td> <td>90          </td> <td>1               </td> <td>0.0111111        </td> <td>1.01124          </td> <td>17                 </td> <td>0.0588235         </td> <td>83        </td> <td>2             </td> <td>0.0240964      </td> <td>1.02469        </td> <td>17               </td> <td>0.117647        </td> <td>68         </td> <td>0              </td> <td>0               </td> <td>1               </td> <td>16                </td> <td>0                </td> <td>51        </td> <td>0             </td> <td>0              </td> <td>1              </td> <td>10               </td> <td>0               </td> <td>53     </td> <td>0          </td> <td>0           </td> <td>1           </td> <td>9             </td> <td>0            </td> <td>50           </td> <td>0                </td> <td>0                 </td> <td>1                 </td> <td>1                   </td> <td>0                  </td> <td>30   </td> <td>0        </td> <td>0         </td> <td>1         </td> <td>12          </td> <td>0          </td> <td>39   </td> <td>0        </td> <td>0         </td> <td>1         </td> <td>17          </td> <td>0          </td> <td>31           </td> <td>0                </td> <td>0                 </td> <td>1                 </td> <td>3                   </td> <td>0                  </td> <td>28    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>5            </td> <td>0           </td> <td>28  </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>4          </td> <td>0         </td> <td>16    </td> <td>2         </td> <td>0.125      </td> <td>1.14286    </td> <td>11           </td> <td>0.181818    </td> <td>18      </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>6              </td> <td>0             </td> <td>12    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>1            </td> <td>0           </td> <td>8     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>3            </td> <td>0           </td> <td>11    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>6     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>2            </td> <td>0           </td> <td>4              </td> <td>0                  </td> <td>0                   </td> <td>1                   </td> <td>3                     </td> <td>0                    </td> <td>4   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>0          </td> <td>nan       </td> <td>4    </td> <td>0        </td> <td>0         </td> <td>1         </td> <td>2           </td> <td>0          </td> <td>4       </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>0              </td> <td>nan           </td> <td>4     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>1            </td> <td>0           </td> <td>3         </td> <td>0             </td> <td>0              </td> <td>1              </td> <td>0                </td> <td>nan             </td> <td>3   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>2          </td> <td>0         </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>2         </td> <td>0             </td> <td>0              </td> <td>1              </td> <td>0                </td> <td>nan             </td> <td>0    </td> <td>0        </td> <td>nan       </td> <td>nan       </td> <td>0           </td> <td>nan        </td> <td>1   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>0          </td> <td>nan       </td> <td>1   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>1          </td> <td>0         </td> <td>1       </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>0              </td> <td>nan           </td> <td>1   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>0          </td> <td>nan       </td> <td>1     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>1     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>-1              </td> <td>-0             </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0    </td> <td>0        </td> <td>nan       </td> <td>nan       </td> <td>0           </td> <td>nan        </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0       </td> <td>0           </td> <td>nan          </td> <td>nan          </td> <td>0              </td> <td>nan           </td> <td>0      </td> <td>0          </td> <td>nan         </td> <td>nan         </td> <td>0             </td> <td>nan          </td> <td>0       </td> <td>0           </td> <td>nan          </td> <td>nan          </td> <td>0              </td> <td>nan           </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>0         </td> <td>0             </td> <td>nan            </td> <td>nan            </td> <td>0                </td> <td>nan             </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>07/13/20</td> <td>3824       </td> <td>15             </td> <td>0.00392259      </td> <td>1.00394         </td> <td>519               </td> <td>0.0289017        </td> <td>550      </td> <td>13           </td> <td>0.0236364     </td> <td>1.02421       </td> <td>112             </td> <td>0.116071       </td> <td>424   </td> <td>1         </td> <td>0.00235849 </td> <td>1.00236    </td> <td>98           </td> <td>0.0102041   </td> <td>422      </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>61              </td> <td>0              </td> <td>307           </td> <td>1                 </td> <td>0.00325733         </td> <td>1.00327            </td> <td>58                   </td> <td>0.0172414           </td> <td>167        </td> <td>1              </td> <td>0.00598802      </td> <td>1.00602         </td> <td>12                </td> <td>0.0833333        </td> <td>152   </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>30           </td> <td>0           </td> <td>148    </td> <td>0          </td> <td>0           </td> <td>1           </td> <td>15            </td> <td>0            </td> <td>136     </td> <td>1           </td> <td>0.00735294   </td> <td>1.00741      </td> <td>55             </td> <td>0.0181818     </td> <td>112      </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>6               </td> <td>0              </td> <td>98  </td> <td>1       </td> <td>0.0102041</td> <td>1.01031  </td> <td>31         </td> <td>0.0322581 </td> <td>88    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>16           </td> <td>0           </td> <td>90          </td> <td>0               </td> <td>0                </td> <td>1                </td> <td>16                 </td> <td>0                 </td> <td>83        </td> <td>0             </td> <td>0              </td> <td>1              </td> <td>17               </td> <td>0               </td> <td>70         </td> <td>2              </td> <td>0.0285714       </td> <td>1.02941         </td> <td>18                </td> <td>0.111111         </td> <td>51        </td> <td>0             </td> <td>0              </td> <td>1              </td> <td>10               </td> <td>0               </td> <td>53     </td> <td>0          </td> <td>0           </td> <td>1           </td> <td>9             </td> <td>0            </td> <td>50           </td> <td>0                </td> <td>0                 </td> <td>1                 </td> <td>0                   </td> <td>nan                </td> <td>32   </td> <td>2        </td> <td>0.0625    </td> <td>1.06667   </td> <td>14          </td> <td>0.142857   </td> <td>39   </td> <td>0        </td> <td>0         </td> <td>1         </td> <td>17          </td> <td>0          </td> <td>31           </td> <td>0                </td> <td>0                 </td> <td>1                 </td> <td>3                   </td> <td>0                  </td> <td>28    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>5            </td> <td>0           </td> <td>28  </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>4          </td> <td>0         </td> <td>16    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>11           </td> <td>0           </td> <td>18      </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>5              </td> <td>0             </td> <td>12    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>1            </td> <td>0           </td> <td>8     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>3            </td> <td>0           </td> <td>11    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>6     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>2            </td> <td>0           </td> <td>5              </td> <td>1                  </td> <td>0.2                 </td> <td>1.25                </td> <td>4                     </td> <td>0.25                 </td> <td>4   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>0          </td> <td>nan       </td> <td>4    </td> <td>0        </td> <td>0         </td> <td>1         </td> <td>2           </td> <td>0          </td> <td>4       </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>0              </td> <td>nan           </td> <td>4     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>1            </td> <td>0           </td> <td>3         </td> <td>0             </td> <td>0              </td> <td>1              </td> <td>0                </td> <td>nan             </td> <td>3   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>2          </td> <td>0         </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>2         </td> <td>0             </td> <td>0              </td> <td>1              </td> <td>0                </td> <td>nan             </td> <td>0    </td> <td>0        </td> <td>nan       </td> <td>nan       </td> <td>0           </td> <td>nan        </td> <td>1   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>0          </td> <td>nan       </td> <td>1   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>1          </td> <td>0         </td> <td>1       </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>0              </td> <td>nan           </td> <td>1   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>0          </td> <td>nan       </td> <td>1     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>1     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>-1              </td> <td>-0             </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0    </td> <td>0        </td> <td>nan       </td> <td>nan       </td> <td>0           </td> <td>nan        </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0       </td> <td>0           </td> <td>nan          </td> <td>nan          </td> <td>0              </td> <td>nan           </td> <td>0      </td> <td>0          </td> <td>nan         </td> <td>nan         </td> <td>0             </td> <td>nan          </td> <td>0       </td> <td>0           </td> <td>nan          </td> <td>nan          </td> <td>0              </td> <td>nan           </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>0         </td> <td>0             </td> <td>nan            </td> <td>nan            </td> <td>0                </td> <td>nan             </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>07/14/20</td> <td>3897       </td> <td>73             </td> <td>0.0187324       </td> <td>1.01909         </td> <td>566               </td> <td>0.128975         </td> <td>553      </td> <td>3            </td> <td>0.00542495    </td> <td>1.00545       </td> <td>113             </td> <td>0.0265487      </td> <td>433   </td> <td>9         </td> <td>0.0207852  </td> <td>1.02123    </td> <td>103          </td> <td>0.0873786   </td> <td>436      </td> <td>14           </td> <td>0.0321101     </td> <td>1.03318       </td> <td>75              </td> <td>0.186667       </td> <td>309           </td> <td>2                 </td> <td>0.00647249         </td> <td>1.00651            </td> <td>60                   </td> <td>0.0333333           </td> <td>180        </td> <td>13             </td> <td>0.0722222       </td> <td>1.07784         </td> <td>24                </td> <td>0.541667         </td> <td>153   </td> <td>1         </td> <td>0.00653595 </td> <td>1.00658    </td> <td>29           </td> <td>0.0344828   </td> <td>152    </td> <td>4          </td> <td>0.0263158   </td> <td>1.02703     </td> <td>19            </td> <td>0.210526     </td> <td>141     </td> <td>5           </td> <td>0.035461     </td> <td>1.03676      </td> <td>60             </td> <td>0.0833333     </td> <td>114      </td> <td>2            </td> <td>0.0175439     </td> <td>1.01786       </td> <td>8               </td> <td>0.25           </td> <td>98  </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>30         </td> <td>0         </td> <td>91    </td> <td>3         </td> <td>0.032967   </td> <td>1.03409    </td> <td>19           </td> <td>0.157895    </td> <td>92          </td> <td>2               </td> <td>0.0217391        </td> <td>1.02222          </td> <td>16                 </td> <td>0.125             </td> <td>91        </td> <td>8             </td> <td>0.0879121      </td> <td>1.09639        </td> <td>23               </td> <td>0.347826        </td> <td>73         </td> <td>3              </td> <td>0.0410959       </td> <td>1.04286         </td> <td>21                </td> <td>0.142857         </td> <td>57        </td> <td>6             </td> <td>0.105263       </td> <td>1.11765        </td> <td>15               </td> <td>0.4             </td> <td>53     </td> <td>0          </td> <td>0           </td> <td>1           </td> <td>8             </td> <td>0            </td> <td>50           </td> <td>0                </td> <td>0                 </td> <td>1                 </td> <td>0                   </td> <td>nan                </td> <td>38   </td> <td>6        </td> <td>0.157895  </td> <td>1.1875    </td> <td>20          </td> <td>0.3        </td> <td>40   </td> <td>1        </td> <td>0.025     </td> <td>1.02564   </td> <td>12          </td> <td>0.0833333  </td> <td>31           </td> <td>0                </td> <td>0                 </td> <td>1                 </td> <td>2                   </td> <td>0                  </td> <td>31    </td> <td>3         </td> <td>0.0967742  </td> <td>1.10714    </td> <td>7            </td> <td>0.428571    </td> <td>29  </td> <td>1       </td> <td>0.0344828</td> <td>1.03571  </td> <td>5          </td> <td>0.2       </td> <td>16    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>11           </td> <td>0           </td> <td>18      </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>4              </td> <td>0             </td> <td>13    </td> <td>1         </td> <td>0.0769231  </td> <td>1.08333    </td> <td>2            </td> <td>0.5         </td> <td>9     </td> <td>1         </td> <td>0.111111   </td> <td>1.125      </td> <td>4            </td> <td>0.25        </td> <td>11    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>6     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>2            </td> <td>0           </td> <td>5              </td> <td>0                  </td> <td>0                   </td> <td>1                   </td> <td>4                     </td> <td>0                    </td> <td>4   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>0          </td> <td>nan       </td> <td>4    </td> <td>0        </td> <td>0         </td> <td>1         </td> <td>2           </td> <td>0          </td> <td>4       </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>0              </td> <td>nan           </td> <td>4     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>1            </td> <td>0           </td> <td>3         </td> <td>0             </td> <td>0              </td> <td>1              </td> <td>0                </td> <td>nan             </td> <td>3   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>2          </td> <td>0         </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>2         </td> <td>0             </td> <td>0              </td> <td>1              </td> <td>0                </td> <td>nan             </td> <td>0    </td> <td>0        </td> <td>nan       </td> <td>nan       </td> <td>0           </td> <td>nan        </td> <td>1   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>0          </td> <td>nan       </td> <td>1   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>1          </td> <td>0         </td> <td>1       </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>0              </td> <td>nan           </td> <td>1   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>0          </td> <td>nan       </td> <td>1     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>1     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>-1              </td> <td>-0             </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0    </td> <td>0        </td> <td>nan       </td> <td>nan       </td> <td>0           </td> <td>nan        </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0       </td> <td>0           </td> <td>nan          </td> <td>nan          </td> <td>0              </td> <td>nan           </td> <td>0      </td> <td>0          </td> <td>nan         </td> <td>nan         </td> <td>0             </td> <td>nan          </td> <td>0       </td> <td>0           </td> <td>nan          </td> <td>nan          </td> <td>0              </td> <td>nan           </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>0         </td> <td>0             </td> <td>nan            </td> <td>nan            </td> <td>0                </td> <td>nan             </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>07/15/20</td> <td>3943       </td> <td>46             </td> <td>0.0116662       </td> <td>1.0118          </td> <td>572               </td> <td>0.0804196        </td> <td>577      </td> <td>24           </td> <td>0.0415945     </td> <td>1.0434        </td> <td>120             </td> <td>0.2            </td> <td>455   </td> <td>22        </td> <td>0.0483516  </td> <td>1.05081    </td> <td>115          </td> <td>0.191304    </td> <td>448      </td> <td>12           </td> <td>0.0267857     </td> <td>1.02752       </td> <td>83              </td> <td>0.144578       </td> <td>310           </td> <td>1                 </td> <td>0.00322581         </td> <td>1.00324            </td> <td>57                   </td> <td>0.0175439           </td> <td>173        </td> <td>-7             </td> <td>-0.0404624      </td> <td>0.961111        </td> <td>17                </td> <td>-0.411765        </td> <td>153   </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>27           </td> <td>0           </td> <td>154    </td> <td>2          </td> <td>0.012987    </td> <td>1.01316     </td> <td>19            </td> <td>0.105263     </td> <td>148     </td> <td>7           </td> <td>0.0472973    </td> <td>1.04965      </td> <td>55             </td> <td>0.127273      </td> <td>114      </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>6               </td> <td>0              </td> <td>98  </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>28         </td> <td>0         </td> <td>91    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>19           </td> <td>0           </td> <td>92          </td> <td>0               </td> <td>0                </td> <td>1                </td> <td>16                 </td> <td>0                 </td> <td>92        </td> <td>1             </td> <td>0.0108696      </td> <td>1.01099        </td> <td>24               </td> <td>0.0416667       </td> <td>73         </td> <td>0              </td> <td>0               </td> <td>1               </td> <td>21                </td> <td>0                </td> <td>61        </td> <td>4             </td> <td>0.0655738      </td> <td>1.07018        </td> <td>19               </td> <td>0.210526        </td> <td>56     </td> <td>3          </td> <td>0.0535714   </td> <td>1.0566      </td> <td>11            </td> <td>0.272727     </td> <td>50           </td> <td>0                </td> <td>0                 </td> <td>1                 </td> <td>0                   </td> <td>nan                </td> <td>40   </td> <td>2        </td> <td>0.05      </td> <td>1.05263   </td> <td>22          </td> <td>0.0909091  </td> <td>41   </td> <td>1        </td> <td>0.0243902 </td> <td>1.025     </td> <td>12          </td> <td>0.0833333  </td> <td>32           </td> <td>1                </td> <td>0.03125           </td> <td>1.03226           </td> <td>3                   </td> <td>0.333333           </td> <td>31    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>7            </td> <td>0           </td> <td>30  </td> <td>1       </td> <td>0.0333333</td> <td>1.03448  </td> <td>6          </td> <td>0.166667  </td> <td>16    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>9            </td> <td>0           </td> <td>18      </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>3              </td> <td>0             </td> <td>15    </td> <td>2         </td> <td>0.133333   </td> <td>1.15385    </td> <td>4            </td> <td>0.5         </td> <td>10    </td> <td>1         </td> <td>0.1        </td> <td>1.11111    </td> <td>5            </td> <td>0.2         </td> <td>11    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>6     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>2            </td> <td>0           </td> <td>6              </td> <td>1                  </td> <td>0.166667            </td> <td>1.2                 </td> <td>5                     </td> <td>0.2                  </td> <td>4   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>0          </td> <td>nan       </td> <td>4    </td> <td>0        </td> <td>0         </td> <td>1         </td> <td>2           </td> <td>0          </td> <td>4       </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>0              </td> <td>nan           </td> <td>4     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>1            </td> <td>0           </td> <td>3         </td> <td>0             </td> <td>0              </td> <td>1              </td> <td>0                </td> <td>nan             </td> <td>3   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>2          </td> <td>0         </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>2         </td> <td>0             </td> <td>0              </td> <td>1              </td> <td>0                </td> <td>nan             </td> <td>1    </td> <td>1        </td> <td>1         </td> <td>inf       </td> <td>1           </td> <td>1          </td> <td>1   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>0          </td> <td>nan       </td> <td>1   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>1          </td> <td>0         </td> <td>1       </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>0              </td> <td>nan           </td> <td>1   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>0          </td> <td>nan       </td> <td>1     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>1     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>-1              </td> <td>-0             </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0    </td> <td>0        </td> <td>nan       </td> <td>nan       </td> <td>0           </td> <td>nan        </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0       </td> <td>0           </td> <td>nan          </td> <td>nan          </td> <td>0              </td> <td>nan           </td> <td>0      </td> <td>0          </td> <td>nan         </td> <td>nan         </td> <td>0             </td> <td>nan          </td> <td>0       </td> <td>0           </td> <td>nan          </td> <td>nan          </td> <td>0              </td> <td>nan           </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>0         </td> <td>0             </td> <td>nan            </td> <td>nan            </td> <td>0                </td> <td>nan             </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>07/16/20</td> <td>3989       </td> <td>46             </td> <td>0.0115317       </td> <td>1.01167         </td> <td>584               </td> <td>0.0787671        </td> <td>585      </td> <td>8            </td> <td>0.0136752     </td> <td>1.01386       </td> <td>122             </td> <td>0.0655738      </td> <td>466   </td> <td>11        </td> <td>0.0236052  </td> <td>1.02418    </td> <td>121          </td> <td>0.0909091   </td> <td>465      </td> <td>17           </td> <td>0.0365591     </td> <td>1.03795       </td> <td>95              </td> <td>0.178947       </td> <td>310           </td> <td>0                 </td> <td>0                  </td> <td>1                  </td> <td>52                   </td> <td>0                   </td> <td>176        </td> <td>3              </td> <td>0.0170455       </td> <td>1.01734         </td> <td>18                </td> <td>0.166667         </td> <td>161   </td> <td>8         </td> <td>0.0496894  </td> <td>1.05229    </td> <td>33           </td> <td>0.242424    </td> <td>154    </td> <td>0          </td> <td>0           </td> <td>1           </td> <td>18            </td> <td>0            </td> <td>148     </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>51             </td> <td>0             </td> <td>114      </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>6               </td> <td>0              </td> <td>105 </td> <td>7       </td> <td>0.0666667</td> <td>1.07143  </td> <td>29         </td> <td>0.241379  </td> <td>91    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>16           </td> <td>0           </td> <td>93          </td> <td>1               </td> <td>0.0107527        </td> <td>1.01087          </td> <td>16                 </td> <td>0.0625            </td> <td>94        </td> <td>2             </td> <td>0.0212766      </td> <td>1.02174        </td> <td>26               </td> <td>0.0769231       </td> <td>81         </td> <td>8              </td> <td>0.0987654       </td> <td>1.10959         </td> <td>27                </td> <td>0.296296         </td> <td>61        </td> <td>0             </td> <td>0              </td> <td>1              </td> <td>17               </td> <td>0               </td> <td>56     </td> <td>0          </td> <td>0           </td> <td>1           </td> <td>10            </td> <td>0            </td> <td>51           </td> <td>1                </td> <td>0.0196078         </td> <td>1.02              </td> <td>1                   </td> <td>1                  </td> <td>41   </td> <td>1        </td> <td>0.0243902 </td> <td>1.025     </td> <td>22          </td> <td>0.0454545  </td> <td>41   </td> <td>0        </td> <td>0         </td> <td>1         </td> <td>7           </td> <td>0          </td> <td>32           </td> <td>0                </td> <td>0                 </td> <td>1                 </td> <td>3                   </td> <td>0                  </td> <td>31    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>6            </td> <td>0           </td> <td>30  </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>6          </td> <td>0         </td> <td>16    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>9            </td> <td>0           </td> <td>18      </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>3              </td> <td>0             </td> <td>15    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>4            </td> <td>0           </td> <td>10    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>5            </td> <td>0           </td> <td>11    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>6     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>2            </td> <td>0           </td> <td>6              </td> <td>0                  </td> <td>0                   </td> <td>1                   </td> <td>4                     </td> <td>0                    </td> <td>4   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>0          </td> <td>nan       </td> <td>4    </td> <td>0        </td> <td>0         </td> <td>1         </td> <td>2           </td> <td>0          </td> <td>4       </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>0              </td> <td>nan           </td> <td>4     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>1            </td> <td>0           </td> <td>3         </td> <td>0             </td> <td>0              </td> <td>1              </td> <td>0                </td> <td>nan             </td> <td>3   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>2          </td> <td>0         </td> <td>1        </td> <td>1            </td> <td>1             </td> <td>inf           </td> <td>1               </td> <td>1              </td> <td>2         </td> <td>0             </td> <td>0              </td> <td>1              </td> <td>0                </td> <td>nan             </td> <td>1    </td> <td>0        </td> <td>0         </td> <td>1         </td> <td>1           </td> <td>0          </td> <td>1   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>0          </td> <td>nan       </td> <td>1   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>1          </td> <td>0         </td> <td>1       </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>0              </td> <td>nan           </td> <td>1   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>0          </td> <td>nan       </td> <td>1     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>1     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>-1              </td> <td>-0             </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0    </td> <td>0        </td> <td>nan       </td> <td>nan       </td> <td>0           </td> <td>nan        </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0       </td> <td>0           </td> <td>nan          </td> <td>nan          </td> <td>0              </td> <td>nan           </td> <td>0      </td> <td>0          </td> <td>nan         </td> <td>nan         </td> <td>0             </td> <td>nan          </td> <td>0       </td> <td>0           </td> <td>nan          </td> <td>nan          </td> <td>0              </td> <td>nan           </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>0         </td> <td>0             </td> <td>nan            </td> <td>nan            </td> <td>0                </td> <td>nan             </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>07/17/20</td> <td>4048       </td> <td>59             </td> <td>0.0145751       </td> <td>1.01479         </td> <td>591               </td> <td>0.0998308        </td> <td>587      </td> <td>2            </td> <td>0.00340716    </td> <td>1.00342       </td> <td>122             </td> <td>0.0163934      </td> <td>469   </td> <td>3         </td> <td>0.00639659 </td> <td>1.00644    </td> <td>115          </td> <td>0.026087    </td> <td>465      </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>88              </td> <td>0              </td> <td>315           </td> <td>5                 </td> <td>0.015873           </td> <td>1.01613            </td> <td>50                   </td> <td>0.1                 </td> <td>177        </td> <td>1              </td> <td>0.00564972      </td> <td>1.00568         </td> <td>18                </td> <td>0.0555556        </td> <td>165   </td> <td>4         </td> <td>0.0242424  </td> <td>1.02484    </td> <td>32           </td> <td>0.125       </td> <td>161    </td> <td>7          </td> <td>0.0434783   </td> <td>1.04545     </td> <td>23            </td> <td>0.304348     </td> <td>156     </td> <td>8           </td> <td>0.0512821    </td> <td>1.05405      </td> <td>56             </td> <td>0.142857      </td> <td>114      </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>6               </td> <td>0              </td> <td>105 </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>28         </td> <td>0         </td> <td>100   </td> <td>9         </td> <td>0.09       </td> <td>1.0989     </td> <td>23           </td> <td>0.391304    </td> <td>96          </td> <td>3               </td> <td>0.03125          </td> <td>1.03226          </td> <td>18                 </td> <td>0.166667          </td> <td>95        </td> <td>1             </td> <td>0.0105263      </td> <td>1.01064        </td> <td>26               </td> <td>0.0384615       </td> <td>83         </td> <td>2              </td> <td>0.0240964       </td> <td>1.02469         </td> <td>28                </td> <td>0.0714286        </td> <td>63        </td> <td>2             </td> <td>0.031746       </td> <td>1.03279        </td> <td>19               </td> <td>0.105263        </td> <td>56     </td> <td>0          </td> <td>0           </td> <td>1           </td> <td>9             </td> <td>0            </td> <td>52           </td> <td>1                </td> <td>0.0192308         </td> <td>1.01961           </td> <td>2                   </td> <td>0.5                </td> <td>41   </td> <td>0        </td> <td>0         </td> <td>1         </td> <td>22          </td> <td>0          </td> <td>41   </td> <td>0        </td> <td>0         </td> <td>1         </td> <td>9           </td> <td>0          </td> <td>32           </td> <td>0                </td> <td>0                 </td> <td>1                 </td> <td>3                   </td> <td>0                  </td> <td>31    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>6            </td> <td>0           </td> <td>31  </td> <td>1       </td> <td>0.0322581</td> <td>1.03333  </td> <td>7          </td> <td>0.142857  </td> <td>19    </td> <td>3         </td> <td>0.157895   </td> <td>1.1875     </td> <td>10           </td> <td>0.3         </td> <td>18      </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>3              </td> <td>0             </td> <td>15    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>4            </td> <td>0           </td> <td>11    </td> <td>1         </td> <td>0.0909091  </td> <td>1.1        </td> <td>6            </td> <td>0.166667    </td> <td>11    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>7     </td> <td>1         </td> <td>0.142857   </td> <td>1.16667    </td> <td>3            </td> <td>0.333333    </td> <td>6              </td> <td>0                  </td> <td>0                   </td> <td>1                   </td> <td>4                     </td> <td>0                    </td> <td>5   </td> <td>1       </td> <td>0.2      </td> <td>1.25     </td> <td>1          </td> <td>1         </td> <td>4    </td> <td>0        </td> <td>0         </td> <td>1         </td> <td>1           </td> <td>0          </td> <td>4       </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>0              </td> <td>nan           </td> <td>4     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>1            </td> <td>0           </td> <td>3         </td> <td>0             </td> <td>0              </td> <td>1              </td> <td>0                </td> <td>nan             </td> <td>3   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>2          </td> <td>0         </td> <td>1        </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>1               </td> <td>0              </td> <td>2         </td> <td>0             </td> <td>0              </td> <td>1              </td> <td>0                </td> <td>nan             </td> <td>1    </td> <td>0        </td> <td>0         </td> <td>1         </td> <td>1           </td> <td>0          </td> <td>1   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>0          </td> <td>nan       </td> <td>1   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>1          </td> <td>0         </td> <td>1       </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>0              </td> <td>nan           </td> <td>1   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>0          </td> <td>nan       </td> <td>1     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>1     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>-1              </td> <td>-0             </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0    </td> <td>0        </td> <td>nan       </td> <td>nan       </td> <td>0           </td> <td>nan        </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0       </td> <td>0           </td> <td>nan          </td> <td>nan          </td> <td>0              </td> <td>nan           </td> <td>0      </td> <td>0          </td> <td>nan         </td> <td>nan         </td> <td>0             </td> <td>nan          </td> <td>0       </td> <td>0           </td> <td>nan          </td> <td>nan          </td> <td>0              </td> <td>nan           </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>0         </td> <td>0             </td> <td>nan            </td> <td>nan            </td> <td>0                </td> <td>nan             </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>07/18/20</td> <td>4084       </td> <td>36             </td> <td>0.00881489      </td> <td>1.00889         </td> <td>627               </td> <td>0.0574163        </td> <td>587      </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>108             </td> <td>0              </td> <td>494   </td> <td>25        </td> <td>0.0506073  </td> <td>1.0533     </td> <td>134          </td> <td>0.186567    </td> <td>478      </td> <td>13           </td> <td>0.0271967     </td> <td>1.02796       </td> <td>91              </td> <td>0.142857       </td> <td>328           </td> <td>13                </td> <td>0.0396341          </td> <td>1.04127            </td> <td>59                   </td> <td>0.220339            </td> <td>177        </td> <td>0              </td> <td>0               </td> <td>1               </td> <td>17                </td> <td>0                </td> <td>165   </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>29           </td> <td>0           </td> <td>162    </td> <td>1          </td> <td>0.00617284  </td> <td>1.00621     </td> <td>22            </td> <td>0.0454545    </td> <td>161     </td> <td>5           </td> <td>0.0310559    </td> <td>1.03205      </td> <td>56             </td> <td>0.0892857     </td> <td>114      </td> <td>0            </td> <td>0             </td> <td>1             </td> <td>6               </td> <td>0              </td> <td>105 </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>25         </td> <td>0         </td> <td>100   </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>23           </td> <td>0           </td> <td>98          </td> <td>2               </td> <td>0.0204082        </td> <td>1.02083          </td> <td>19                 </td> <td>0.105263          </td> <td>96        </td> <td>1             </td> <td>0.0104167      </td> <td>1.01053        </td> <td>27               </td> <td>0.037037        </td> <td>83         </td> <td>0              </td> <td>0               </td> <td>1               </td> <td>28                </td> <td>0                </td> <td>63        </td> <td>0             </td> <td>0              </td> <td>1              </td> <td>19               </td> <td>0               </td> <td>57     </td> <td>1          </td> <td>0.0175439   </td> <td>1.01786     </td> <td>10            </td> <td>0.1          </td> <td>52           </td> <td>0                </td> <td>0                 </td> <td>1                 </td> <td>2                   </td> <td>0                  </td> <td>42   </td> <td>1        </td> <td>0.0238095 </td> <td>1.02439   </td> <td>23          </td> <td>0.0434783  </td> <td>41   </td> <td>0        </td> <td>0         </td> <td>1         </td> <td>9           </td> <td>0          </td> <td>32           </td> <td>0                </td> <td>0                 </td> <td>1                 </td> <td>3                   </td> <td>0                  </td> <td>31    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>6            </td> <td>0           </td> <td>31  </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>7          </td> <td>0         </td> <td>19    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>9            </td> <td>0           </td> <td>18      </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>3              </td> <td>0             </td> <td>15    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>4            </td> <td>0           </td> <td>11    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>6            </td> <td>0           </td> <td>11    </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>7     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>3            </td> <td>0           </td> <td>6              </td> <td>0                  </td> <td>0                   </td> <td>1                   </td> <td>4                     </td> <td>0                    </td> <td>5   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>1          </td> <td>0         </td> <td>4    </td> <td>0        </td> <td>0         </td> <td>1         </td> <td>1           </td> <td>0          </td> <td>4       </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>0              </td> <td>nan           </td> <td>4     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>1            </td> <td>0           </td> <td>3         </td> <td>0             </td> <td>0              </td> <td>1              </td> <td>0                </td> <td>nan             </td> <td>3   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>2          </td> <td>0         </td> <td>2        </td> <td>1            </td> <td>0.5           </td> <td>2             </td> <td>2               </td> <td>0.5            </td> <td>2         </td> <td>0             </td> <td>0              </td> <td>1              </td> <td>0                </td> <td>nan             </td> <td>1    </td> <td>0        </td> <td>0         </td> <td>1         </td> <td>1           </td> <td>0          </td> <td>1   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>0          </td> <td>nan       </td> <td>1   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>1          </td> <td>0         </td> <td>1       </td> <td>0           </td> <td>0            </td> <td>1            </td> <td>0              </td> <td>nan           </td> <td>1   </td> <td>0       </td> <td>0        </td> <td>1        </td> <td>0          </td> <td>nan       </td> <td>1     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>1     </td> <td>0         </td> <td>0          </td> <td>1          </td> <td>0            </td> <td>nan         </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>-1              </td> <td>-0             </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0    </td> <td>0        </td> <td>nan       </td> <td>nan       </td> <td>0           </td> <td>nan        </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0     </td> <td>0         </td> <td>nan        </td> <td>nan        </td> <td>0            </td> <td>nan         </td> <td>0       </td> <td>0           </td> <td>nan          </td> <td>nan          </td> <td>0              </td> <td>nan           </td> <td>0      </td> <td>0          </td> <td>nan         </td> <td>nan         </td> <td>0             </td> <td>nan          </td> <td>0       </td> <td>0           </td> <td>nan          </td> <td>nan          </td> <td>0              </td> <td>nan           </td> <td>0        </td> <td>0            </td> <td>nan           </td> <td>nan           </td> <td>0               </td> <td>nan            </td> <td>0         </td> <td>0             </td> <td>nan            </td> <td>nan            </td> <td>0                </td> <td>nan             </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "date     | Los Angeles | new Los Angeles | %new Los Angeles | rate Los Angeles | active Los Angeles | arate Los Angeles | Riverside | new Riverside | %new Riverside | rate Riverside | active Riverside | arate Riverside | Orange | new Orange | %new Orange | rate Orange | active Orange | arate Orange | San Diego | new San Diego | %new San Diego | rate San Diego | active San Diego | arate San Diego | San Bernardino | new San Bernardino | %new San Bernardino | rate San Bernardino | active San Bernardino | arate San Bernardino | Santa Clara | new Santa Clara | %new Santa Clara | rate Santa Clara | active Santa Clara | arate Santa Clara | Tulare | new Tulare | %new Tulare | rate Tulare | active Tulare | arate Tulare | Alameda | new Alameda | %new Alameda | rate Alameda | active Alameda | arate Alameda | Imperial | new Imperial | %new Imperial | rate Imperial | active Imperial | arate Imperial | San Mateo | new San Mateo | %new San Mateo | rate San Mateo | active San Mateo | arate San Mateo | Kern | new Kern | %new Kern | rate Kern | active Kern | arate Kern | Fresno | new Fresno | %new Fresno | rate Fresno | active Fresno | arate Fresno | Contra Costa | new Contra Costa | %new Contra Costa | rate Contra Costa | active Contra Costa | arate Contra Costa | Sacramento | new Sacramento | %new Sacramento | rate Sacramento | active Sacramento | arate Sacramento | San Joaquin | new San Joaquin | %new San Joaquin | rate San Joaquin | active San Joaquin | arate San Joaquin | Stanislaus | new Stanislaus | %new Stanislaus | rate Stanislaus | active Stanislaus | arate Stanislaus | Ventura | new Ventura | %new Ventura | rate Ventura | active Ventura | arate Ventura | San Francisco | new San Francisco | %new San Francisco | rate San Francisco | active San Francisco | arate San Francisco | Marin | new Marin | %new Marin | rate Marin | active Marin | arate Marin | Kings | new Kings | %new Kings | rate Kings | active Kings | arate Kings | Santa Barbara | new Santa Barbara | %new Santa Barbara | rate Santa Barbara | active Santa Barbara | arate Santa Barbara | Solano | new Solano | %new Solano | rate Solano | active Solano | arate Solano | Yolo | new Yolo | %new Yolo | rate Yolo | active Yolo | arate Yolo | Sonoma | new Sonoma | %new Sonoma | rate Sonoma | active Sonoma | arate Sonoma | Monterey | new Monterey | %new Monterey | rate Monterey | active Monterey | arate Monterey | Merced | new Merced | %new Merced | rate Merced | active Merced | arate Merced | Madera | new Madera | %new Madera | rate Madera | active Madera | arate Madera | Placer | new Placer | %new Placer | rate Placer | active Placer | arate Placer | Shasta | new Shasta | %new Shasta | rate Shasta | active Shasta | arate Shasta | San Luis Obispo | new San Luis Obispo | %new San Luis Obispo | rate San Luis Obispo | active San Luis Obispo | arate San Luis Obispo | Napa | new Napa | %new Napa | rate Napa | active Napa | arate Napa | Butte | new Butte | %new Butte | rate Butte | active Butte | arate Butte | Humboldt | new Humboldt | %new Humboldt | rate Humboldt | active Humboldt | arate Humboldt | Sutter | new Sutter | %new Sutter | rate Sutter | active Sutter | arate Sutter | Santa Cruz | new Santa Cruz | %new Santa Cruz | rate Santa Cruz | active Santa Cruz | arate Santa Cruz | Yuba | new Yuba | %new Yuba | rate Yuba | active Yuba | arate Yuba | Mendocino | new Mendocino | %new Mendocino | rate Mendocino | active Mendocino | arate Mendocino | San Benito | new San Benito | %new San Benito | rate San Benito | active San Benito | arate San Benito | Glenn | new Glenn | %new Glenn | rate Glenn | active Glenn | arate Glenn | Inyo | new Inyo | %new Inyo | rate Inyo | active Inyo | arate Inyo | Lake | new Lake | %new Lake | rate Lake | active Lake | arate Lake | Mariposa | new Mariposa | %new Mariposa | rate Mariposa | active Mariposa | arate Mariposa | Mono | new Mono | %new Mono | rate Mono | active Mono | arate Mono | Nevada | new Nevada | %new Nevada | rate Nevada | active Nevada | arate Nevada | Tehama | new Tehama | %new Tehama | rate Tehama | active Tehama | arate Tehama | Alpine | new Alpine | %new Alpine | rate Alpine | active Alpine | arate Alpine | Amador | new Amador | %new Amador | rate Amador | active Amador | arate Amador | Calaveras | new Calaveras | %new Calaveras | rate Calaveras | active Calaveras | arate Calaveras | Colusa | new Colusa | %new Colusa | rate Colusa | active Colusa | arate Colusa | Del Norte | new Del Norte | %new Del Norte | rate Del Norte | active Del Norte | arate Del Norte | El Dorado | new El Dorado | %new El Dorado | rate El Dorado | active El Dorado | arate El Dorado | Lassen | new Lassen | %new Lassen | rate Lassen | active Lassen | arate Lassen | Modoc | new Modoc | %new Modoc | rate Modoc | active Modoc | arate Modoc | Plumas | new Plumas | %new Plumas | rate Plumas | active Plumas | arate Plumas | Sierra | new Sierra | %new Sierra | rate Sierra | active Sierra | arate Sierra | Siskiyou | new Siskiyou | %new Siskiyou | rate Siskiyou | active Siskiyou | arate Siskiyou | Trinity | new Trinity | %new Trinity | rate Trinity | active Trinity | arate Trinity | Tuolumne | new Tuolumne | %new Tuolumne | rate Tuolumne | active Tuolumne | arate Tuolumne | Out of CA | new Out of CA | %new Out of CA | rate Out of CA | active Out of CA | arate Out of CA | Unassigned | new Unassigned | %new Unassigned | rate Unassigned | active Unassigned | arate Unassigned\n",
       "07/11/20 | 3795        | 51              | 0.0134387        | 1.01362          | 526                | 0.0969582         | 537       | 0             | 0              | 1              | 99               | 0               | 421    | 9          | 0.0213777   | 1.02184     | 98            | 0.0918367    | 422       | 2             | 0.00473934     | 1.00476        | 64               | 0.03125         | 304            | 0                  | 0                   | 1                   | 56                    | 0                    | 166         | 0               | 0                | 1                | 11                 | 0                 | 152    | 0          | 0           | 1           | 30            | 0            | 148     | 1           | 0.00675676   | 1.0068       | 18             | 0.0555556     | 135      | 3            | 0.0222222     | 1.02273       | 62              | 0.0483871      | 112       | 0             | 0              | 1              | 6                | 0               | 97   | 0        | 0         | 1         | 32          | 0          | 87     | 0          | 0           | 1           | 15            | 0            | 89           | 1                | 0.011236          | 1.01136           | 16                  | 0.0625             | 81         | 2              | 0.0246914       | 1.02532         | 15                | 0.133333         | 68          | 0               | 0                | 1                | 16                 | 0                 | 51         | 1              | 0.0196078       | 1.02            | 13                | 0.0769231        | 53      | 0           | 0            | 1            | 9              | 0             | 50            | 0                 | 0                  | 1                  | 2                    | 0                   | 30    | 0         | 0          | 1          | 12           | 0           | 39    | 0         | 0          | 1          | 18           | 0           | 31            | 2                 | 0.0645161          | 1.06897            | 3                    | 0.666667            | 28     | 0          | 0           | 1           | 5             | 0            | 28   | 0        | 0         | 1         | 4           | 0          | 14     | 0          | 0           | 1           | 9             | 0            | 18       | 0            | 0             | 1             | 6               | 0              | 12     | 0          | 0           | 1           | 1             | 0            | 8      | 0          | 0           | 1           | 3             | 0            | 11     | 0          | 0           | 1           | 0             | nan          | 6      | 0          | 0           | 1           | 2             | 0            | 4               | 0                   | 0                    | 1                    | 3                      | 0                     | 4    | 0        | 0         | 1         | 0           | nan        | 4     | 0         | 0          | 1          | 2            | 0           | 4        | 0            | 0             | 1             | 0               | nan            | 4      | 0          | 0           | 1           | 1             | 0            | 3          | 0              | 0               | 1               | 0                 | nan              | 3    | 0        | 0         | 1         | 2           | 0          | 0         | 0             | nan            | nan            | 0                | nan             | 2          | 0              | 0               | 1               | 0                 | nan              | 0     | 0         | nan        | nan        | 0            | nan         | 1    | 0        | 0         | 1         | 0           | nan        | 1    | 0        | 0         | 1         | 1           | 0          | 1        | 0            | 0             | 1             | 0               | nan            | 1    | 0        | 0         | 1         | 0           | nan        | 1      | 0          | 0           | 1           | 0             | nan          | 1      | 0          | 0           | 1           | 0             | nan          | 0      | 0          | nan         | nan         | 0             | nan          | 0      | 0          | nan         | nan         | 0             | nan          | 0         | 0             | nan            | nan            | 0                | nan             | 0      | 0          | nan         | nan         | 0             | nan          | 0         | 0             | nan            | nan            | -1               | -0              | 0         | 0             | nan            | nan            | 0                | nan             | 0      | 0          | nan         | nan         | 0             | nan          | 0     | 0         | nan        | nan        | 0            | nan         | 0      | 0          | nan         | nan         | 0             | nan          | 0      | 0          | nan         | nan         | 0             | nan          | 0        | 0            | nan           | nan           | 0               | nan            | 0       | 0           | nan          | nan          | 0              | nan           | 0        | 0            | nan           | nan           | 0               | nan            | 0         | 0             | nan            | nan            | 0                | nan             | 0          | 0              | nan             | nan             | 0                 | nan\n",
       "07/12/20 | 3809        | 14              | 0.00367551       | 1.00369          | 524                | 0.0267176         | 537       | 0             | 0              | 1              | 99               | 0               | 423    | 2          | 0.00472813  | 1.00475     | 100           | 0.02         | 422       | 0             | 0              | 1              | 62               | 0               | 306            | 2                  | 0.00653595          | 1.00658             | 58                    | 0.0344828            | 166         | 0               | 0                | 1                | 11                 | 0                 | 152    | 0          | 0           | 1           | 30            | 0            | 148     | 0           | 0            | 1            | 18             | 0             | 135      | 0            | 0             | 1             | 54              | 0              | 112       | 0             | 0              | 1              | 6                | 0               | 97   | 0        | 0         | 1         | 32          | 0          | 88     | 1          | 0.0113636   | 1.01149     | 16            | 0.0625       | 90           | 1                | 0.0111111         | 1.01124           | 17                  | 0.0588235          | 83         | 2              | 0.0240964       | 1.02469         | 17                | 0.117647         | 68          | 0               | 0                | 1                | 16                 | 0                 | 51         | 0              | 0               | 1               | 10                | 0                | 53      | 0           | 0            | 1            | 9              | 0             | 50            | 0                 | 0                  | 1                  | 1                    | 0                   | 30    | 0         | 0          | 1          | 12           | 0           | 39    | 0         | 0          | 1          | 17           | 0           | 31            | 0                 | 0                  | 1                  | 3                    | 0                   | 28     | 0          | 0           | 1           | 5             | 0            | 28   | 0        | 0         | 1         | 4           | 0          | 16     | 2          | 0.125       | 1.14286     | 11            | 0.181818     | 18       | 0            | 0             | 1             | 6               | 0              | 12     | 0          | 0           | 1           | 1             | 0            | 8      | 0          | 0           | 1           | 3             | 0            | 11     | 0          | 0           | 1           | 0             | nan          | 6      | 0          | 0           | 1           | 2             | 0            | 4               | 0                   | 0                    | 1                    | 3                      | 0                     | 4    | 0        | 0         | 1         | 0           | nan        | 4     | 0         | 0          | 1          | 2            | 0           | 4        | 0            | 0             | 1             | 0               | nan            | 4      | 0          | 0           | 1           | 1             | 0            | 3          | 0              | 0               | 1               | 0                 | nan              | 3    | 0        | 0         | 1         | 2           | 0          | 0         | 0             | nan            | nan            | 0                | nan             | 2          | 0              | 0               | 1               | 0                 | nan              | 0     | 0         | nan        | nan        | 0            | nan         | 1    | 0        | 0         | 1         | 0           | nan        | 1    | 0        | 0         | 1         | 1           | 0          | 1        | 0            | 0             | 1             | 0               | nan            | 1    | 0        | 0         | 1         | 0           | nan        | 1      | 0          | 0           | 1           | 0             | nan          | 1      | 0          | 0           | 1           | 0             | nan          | 0      | 0          | nan         | nan         | 0             | nan          | 0      | 0          | nan         | nan         | 0             | nan          | 0         | 0             | nan            | nan            | 0                | nan             | 0      | 0          | nan         | nan         | 0             | nan          | 0         | 0             | nan            | nan            | -1               | -0              | 0         | 0             | nan            | nan            | 0                | nan             | 0      | 0          | nan         | nan         | 0             | nan          | 0     | 0         | nan        | nan        | 0            | nan         | 0      | 0          | nan         | nan         | 0             | nan          | 0      | 0          | nan         | nan         | 0             | nan          | 0        | 0            | nan           | nan           | 0               | nan            | 0       | 0           | nan          | nan          | 0              | nan           | 0        | 0            | nan           | nan           | 0               | nan            | 0         | 0             | nan            | nan            | 0                | nan             | 0          | 0              | nan             | nan             | 0                 | nan\n",
       "07/13/20 | 3824        | 15              | 0.00392259       | 1.00394          | 519                | 0.0289017         | 550       | 13            | 0.0236364      | 1.02421        | 112              | 0.116071        | 424    | 1          | 0.00235849  | 1.00236     | 98            | 0.0102041    | 422       | 0             | 0              | 1              | 61               | 0               | 307            | 1                  | 0.00325733          | 1.00327             | 58                    | 0.0172414            | 167         | 1               | 0.00598802       | 1.00602          | 12                 | 0.0833333         | 152    | 0          | 0           | 1           | 30            | 0            | 148     | 0           | 0            | 1            | 15             | 0             | 136      | 1            | 0.00735294    | 1.00741       | 55              | 0.0181818      | 112       | 0             | 0              | 1              | 6                | 0               | 98   | 1        | 0.0102041 | 1.01031   | 31          | 0.0322581  | 88     | 0          | 0           | 1           | 16            | 0            | 90           | 0                | 0                 | 1                 | 16                  | 0                  | 83         | 0              | 0               | 1               | 17                | 0                | 70          | 2               | 0.0285714        | 1.02941          | 18                 | 0.111111          | 51         | 0              | 0               | 1               | 10                | 0                | 53      | 0           | 0            | 1            | 9              | 0             | 50            | 0                 | 0                  | 1                  | 0                    | nan                 | 32    | 2         | 0.0625     | 1.06667    | 14           | 0.142857    | 39    | 0         | 0          | 1          | 17           | 0           | 31            | 0                 | 0                  | 1                  | 3                    | 0                   | 28     | 0          | 0           | 1           | 5             | 0            | 28   | 0        | 0         | 1         | 4           | 0          | 16     | 0          | 0           | 1           | 11            | 0            | 18       | 0            | 0             | 1             | 5               | 0              | 12     | 0          | 0           | 1           | 1             | 0            | 8      | 0          | 0           | 1           | 3             | 0            | 11     | 0          | 0           | 1           | 0             | nan          | 6      | 0          | 0           | 1           | 2             | 0            | 5               | 1                   | 0.2                  | 1.25                 | 4                      | 0.25                  | 4    | 0        | 0         | 1         | 0           | nan        | 4     | 0         | 0          | 1          | 2            | 0           | 4        | 0            | 0             | 1             | 0               | nan            | 4      | 0          | 0           | 1           | 1             | 0            | 3          | 0              | 0               | 1               | 0                 | nan              | 3    | 0        | 0         | 1         | 2           | 0          | 0         | 0             | nan            | nan            | 0                | nan             | 2          | 0              | 0               | 1               | 0                 | nan              | 0     | 0         | nan        | nan        | 0            | nan         | 1    | 0        | 0         | 1         | 0           | nan        | 1    | 0        | 0         | 1         | 1           | 0          | 1        | 0            | 0             | 1             | 0               | nan            | 1    | 0        | 0         | 1         | 0           | nan        | 1      | 0          | 0           | 1           | 0             | nan          | 1      | 0          | 0           | 1           | 0             | nan          | 0      | 0          | nan         | nan         | 0             | nan          | 0      | 0          | nan         | nan         | 0             | nan          | 0         | 0             | nan            | nan            | 0                | nan             | 0      | 0          | nan         | nan         | 0             | nan          | 0         | 0             | nan            | nan            | -1               | -0              | 0         | 0             | nan            | nan            | 0                | nan             | 0      | 0          | nan         | nan         | 0             | nan          | 0     | 0         | nan        | nan        | 0            | nan         | 0      | 0          | nan         | nan         | 0             | nan          | 0      | 0          | nan         | nan         | 0             | nan          | 0        | 0            | nan           | nan           | 0               | nan            | 0       | 0           | nan          | nan          | 0              | nan           | 0        | 0            | nan           | nan           | 0               | nan            | 0         | 0             | nan            | nan            | 0                | nan             | 0          | 0              | nan             | nan             | 0                 | nan\n",
       "07/14/20 | 3897        | 73              | 0.0187324        | 1.01909          | 566                | 0.128975          | 553       | 3             | 0.00542495     | 1.00545        | 113              | 0.0265487       | 433    | 9          | 0.0207852   | 1.02123     | 103           | 0.0873786    | 436       | 14            | 0.0321101      | 1.03318        | 75               | 0.186667        | 309            | 2                  | 0.00647249          | 1.00651             | 60                    | 0.0333333            | 180         | 13              | 0.0722222        | 1.07784          | 24                 | 0.541667          | 153    | 1          | 0.00653595  | 1.00658     | 29            | 0.0344828    | 152     | 4           | 0.0263158    | 1.02703      | 19             | 0.210526      | 141      | 5            | 0.035461      | 1.03676       | 60              | 0.0833333      | 114       | 2             | 0.0175439      | 1.01786        | 8                | 0.25            | 98   | 0        | 0         | 1         | 30          | 0          | 91     | 3          | 0.032967    | 1.03409     | 19            | 0.157895     | 92           | 2                | 0.0217391         | 1.02222           | 16                  | 0.125              | 91         | 8              | 0.0879121       | 1.09639         | 23                | 0.347826         | 73          | 3               | 0.0410959        | 1.04286          | 21                 | 0.142857          | 57         | 6              | 0.105263        | 1.11765         | 15                | 0.4              | 53      | 0           | 0            | 1            | 8              | 0             | 50            | 0                 | 0                  | 1                  | 0                    | nan                 | 38    | 6         | 0.157895   | 1.1875     | 20           | 0.3         | 40    | 1         | 0.025      | 1.02564    | 12           | 0.0833333   | 31            | 0                 | 0                  | 1                  | 2                    | 0                   | 31     | 3          | 0.0967742   | 1.10714     | 7             | 0.428571     | 29   | 1        | 0.0344828 | 1.03571   | 5           | 0.2        | 16     | 0          | 0           | 1           | 11            | 0            | 18       | 0            | 0             | 1             | 4               | 0              | 13     | 1          | 0.0769231   | 1.08333     | 2             | 0.5          | 9      | 1          | 0.111111    | 1.125       | 4             | 0.25         | 11     | 0          | 0           | 1           | 0             | nan          | 6      | 0          | 0           | 1           | 2             | 0            | 5               | 0                   | 0                    | 1                    | 4                      | 0                     | 4    | 0        | 0         | 1         | 0           | nan        | 4     | 0         | 0          | 1          | 2            | 0           | 4        | 0            | 0             | 1             | 0               | nan            | 4      | 0          | 0           | 1           | 1             | 0            | 3          | 0              | 0               | 1               | 0                 | nan              | 3    | 0        | 0         | 1         | 2           | 0          | 0         | 0             | nan            | nan            | 0                | nan             | 2          | 0              | 0               | 1               | 0                 | nan              | 0     | 0         | nan        | nan        | 0            | nan         | 1    | 0        | 0         | 1         | 0           | nan        | 1    | 0        | 0         | 1         | 1           | 0          | 1        | 0            | 0             | 1             | 0               | nan            | 1    | 0        | 0         | 1         | 0           | nan        | 1      | 0          | 0           | 1           | 0             | nan          | 1      | 0          | 0           | 1           | 0             | nan          | 0      | 0          | nan         | nan         | 0             | nan          | 0      | 0          | nan         | nan         | 0             | nan          | 0         | 0             | nan            | nan            | 0                | nan             | 0      | 0          | nan         | nan         | 0             | nan          | 0         | 0             | nan            | nan            | -1               | -0              | 0         | 0             | nan            | nan            | 0                | nan             | 0      | 0          | nan         | nan         | 0             | nan          | 0     | 0         | nan        | nan        | 0            | nan         | 0      | 0          | nan         | nan         | 0             | nan          | 0      | 0          | nan         | nan         | 0             | nan          | 0        | 0            | nan           | nan           | 0               | nan            | 0       | 0           | nan          | nan          | 0              | nan           | 0        | 0            | nan           | nan           | 0               | nan            | 0         | 0             | nan            | nan            | 0                | nan             | 0          | 0              | nan             | nan             | 0                 | nan\n",
       "07/15/20 | 3943        | 46              | 0.0116662        | 1.0118           | 572                | 0.0804196         | 577       | 24            | 0.0415945      | 1.0434         | 120              | 0.2             | 455    | 22         | 0.0483516   | 1.05081     | 115           | 0.191304     | 448       | 12            | 0.0267857      | 1.02752        | 83               | 0.144578        | 310            | 1                  | 0.00322581          | 1.00324             | 57                    | 0.0175439            | 173         | -7              | -0.0404624       | 0.961111         | 17                 | -0.411765         | 153    | 0          | 0           | 1           | 27            | 0            | 154     | 2           | 0.012987     | 1.01316      | 19             | 0.105263      | 148      | 7            | 0.0472973     | 1.04965       | 55              | 0.127273       | 114       | 0             | 0              | 1              | 6                | 0               | 98   | 0        | 0         | 1         | 28          | 0          | 91     | 0          | 0           | 1           | 19            | 0            | 92           | 0                | 0                 | 1                 | 16                  | 0                  | 92         | 1              | 0.0108696       | 1.01099         | 24                | 0.0416667        | 73          | 0               | 0                | 1                | 21                 | 0                 | 61         | 4              | 0.0655738       | 1.07018         | 19                | 0.210526         | 56      | 3           | 0.0535714    | 1.0566       | 11             | 0.272727      | 50            | 0                 | 0                  | 1                  | 0                    | nan                 | 40    | 2         | 0.05       | 1.05263    | 22           | 0.0909091   | 41    | 1         | 0.0243902  | 1.025      | 12           | 0.0833333   | 32            | 1                 | 0.03125            | 1.03226            | 3                    | 0.333333            | 31     | 0          | 0           | 1           | 7             | 0            | 30   | 1        | 0.0333333 | 1.03448   | 6           | 0.166667   | 16     | 0          | 0           | 1           | 9             | 0            | 18       | 0            | 0             | 1             | 3               | 0              | 15     | 2          | 0.133333    | 1.15385     | 4             | 0.5          | 10     | 1          | 0.1         | 1.11111     | 5             | 0.2          | 11     | 0          | 0           | 1           | 0             | nan          | 6      | 0          | 0           | 1           | 2             | 0            | 6               | 1                   | 0.166667             | 1.2                  | 5                      | 0.2                   | 4    | 0        | 0         | 1         | 0           | nan        | 4     | 0         | 0          | 1          | 2            | 0           | 4        | 0            | 0             | 1             | 0               | nan            | 4      | 0          | 0           | 1           | 1             | 0            | 3          | 0              | 0               | 1               | 0                 | nan              | 3    | 0        | 0         | 1         | 2           | 0          | 0         | 0             | nan            | nan            | 0                | nan             | 2          | 0              | 0               | 1               | 0                 | nan              | 1     | 1         | 1          | inf        | 1            | 1           | 1    | 0        | 0         | 1         | 0           | nan        | 1    | 0        | 0         | 1         | 1           | 0          | 1        | 0            | 0             | 1             | 0               | nan            | 1    | 0        | 0         | 1         | 0           | nan        | 1      | 0          | 0           | 1           | 0             | nan          | 1      | 0          | 0           | 1           | 0             | nan          | 0      | 0          | nan         | nan         | 0             | nan          | 0      | 0          | nan         | nan         | 0             | nan          | 0         | 0             | nan            | nan            | 0                | nan             | 0      | 0          | nan         | nan         | 0             | nan          | 0         | 0             | nan            | nan            | -1               | -0              | 0         | 0             | nan            | nan            | 0                | nan             | 0      | 0          | nan         | nan         | 0             | nan          | 0     | 0         | nan        | nan        | 0            | nan         | 0      | 0          | nan         | nan         | 0             | nan          | 0      | 0          | nan         | nan         | 0             | nan          | 0        | 0            | nan           | nan           | 0               | nan            | 0       | 0           | nan          | nan          | 0              | nan           | 0        | 0            | nan           | nan           | 0               | nan            | 0         | 0             | nan            | nan            | 0                | nan             | 0          | 0              | nan             | nan             | 0                 | nan\n",
       "07/16/20 | 3989        | 46              | 0.0115317        | 1.01167          | 584                | 0.0787671         | 585       | 8             | 0.0136752      | 1.01386        | 122              | 0.0655738       | 466    | 11         | 0.0236052   | 1.02418     | 121           | 0.0909091    | 465       | 17            | 0.0365591      | 1.03795        | 95               | 0.178947        | 310            | 0                  | 0                   | 1                   | 52                    | 0                    | 176         | 3               | 0.0170455        | 1.01734          | 18                 | 0.166667          | 161    | 8          | 0.0496894   | 1.05229     | 33            | 0.242424     | 154     | 0           | 0            | 1            | 18             | 0             | 148      | 0            | 0             | 1             | 51              | 0              | 114       | 0             | 0              | 1              | 6                | 0               | 105  | 7        | 0.0666667 | 1.07143   | 29          | 0.241379   | 91     | 0          | 0           | 1           | 16            | 0            | 93           | 1                | 0.0107527         | 1.01087           | 16                  | 0.0625             | 94         | 2              | 0.0212766       | 1.02174         | 26                | 0.0769231        | 81          | 8               | 0.0987654        | 1.10959          | 27                 | 0.296296          | 61         | 0              | 0               | 1               | 17                | 0                | 56      | 0           | 0            | 1            | 10             | 0             | 51            | 1                 | 0.0196078          | 1.02               | 1                    | 1                   | 41    | 1         | 0.0243902  | 1.025      | 22           | 0.0454545   | 41    | 0         | 0          | 1          | 7            | 0           | 32            | 0                 | 0                  | 1                  | 3                    | 0                   | 31     | 0          | 0           | 1           | 6             | 0            | 30   | 0        | 0         | 1         | 6           | 0          | 16     | 0          | 0           | 1           | 9             | 0            | 18       | 0            | 0             | 1             | 3               | 0              | 15     | 0          | 0           | 1           | 4             | 0            | 10     | 0          | 0           | 1           | 5             | 0            | 11     | 0          | 0           | 1           | 0             | nan          | 6      | 0          | 0           | 1           | 2             | 0            | 6               | 0                   | 0                    | 1                    | 4                      | 0                     | 4    | 0        | 0         | 1         | 0           | nan        | 4     | 0         | 0          | 1          | 2            | 0           | 4        | 0            | 0             | 1             | 0               | nan            | 4      | 0          | 0           | 1           | 1             | 0            | 3          | 0              | 0               | 1               | 0                 | nan              | 3    | 0        | 0         | 1         | 2           | 0          | 1         | 1             | 1              | inf            | 1                | 1               | 2          | 0              | 0               | 1               | 0                 | nan              | 1     | 0         | 0          | 1          | 1            | 0           | 1    | 0        | 0         | 1         | 0           | nan        | 1    | 0        | 0         | 1         | 1           | 0          | 1        | 0            | 0             | 1             | 0               | nan            | 1    | 0        | 0         | 1         | 0           | nan        | 1      | 0          | 0           | 1           | 0             | nan          | 1      | 0          | 0           | 1           | 0             | nan          | 0      | 0          | nan         | nan         | 0             | nan          | 0      | 0          | nan         | nan         | 0             | nan          | 0         | 0             | nan            | nan            | 0                | nan             | 0      | 0          | nan         | nan         | 0             | nan          | 0         | 0             | nan            | nan            | -1               | -0              | 0         | 0             | nan            | nan            | 0                | nan             | 0      | 0          | nan         | nan         | 0             | nan          | 0     | 0         | nan        | nan        | 0            | nan         | 0      | 0          | nan         | nan         | 0             | nan          | 0      | 0          | nan         | nan         | 0             | nan          | 0        | 0            | nan           | nan           | 0               | nan            | 0       | 0           | nan          | nan          | 0              | nan           | 0        | 0            | nan           | nan           | 0               | nan            | 0         | 0             | nan            | nan            | 0                | nan             | 0          | 0              | nan             | nan             | 0                 | nan\n",
       "07/17/20 | 4048        | 59              | 0.0145751        | 1.01479          | 591                | 0.0998308         | 587       | 2             | 0.00340716     | 1.00342        | 122              | 0.0163934       | 469    | 3          | 0.00639659  | 1.00644     | 115           | 0.026087     | 465       | 0             | 0              | 1              | 88               | 0               | 315            | 5                  | 0.015873            | 1.01613             | 50                    | 0.1                  | 177         | 1               | 0.00564972       | 1.00568          | 18                 | 0.0555556         | 165    | 4          | 0.0242424   | 1.02484     | 32            | 0.125        | 161     | 7           | 0.0434783    | 1.04545      | 23             | 0.304348      | 156      | 8            | 0.0512821     | 1.05405       | 56              | 0.142857       | 114       | 0             | 0              | 1              | 6                | 0               | 105  | 0        | 0         | 1         | 28          | 0          | 100    | 9          | 0.09        | 1.0989      | 23            | 0.391304     | 96           | 3                | 0.03125           | 1.03226           | 18                  | 0.166667           | 95         | 1              | 0.0105263       | 1.01064         | 26                | 0.0384615        | 83          | 2               | 0.0240964        | 1.02469          | 28                 | 0.0714286         | 63         | 2              | 0.031746        | 1.03279         | 19                | 0.105263         | 56      | 0           | 0            | 1            | 9              | 0             | 52            | 1                 | 0.0192308          | 1.01961            | 2                    | 0.5                 | 41    | 0         | 0          | 1          | 22           | 0           | 41    | 0         | 0          | 1          | 9            | 0           | 32            | 0                 | 0                  | 1                  | 3                    | 0                   | 31     | 0          | 0           | 1           | 6             | 0            | 31   | 1        | 0.0322581 | 1.03333   | 7           | 0.142857   | 19     | 3          | 0.157895    | 1.1875      | 10            | 0.3          | 18       | 0            | 0             | 1             | 3               | 0              | 15     | 0          | 0           | 1           | 4             | 0            | 11     | 1          | 0.0909091   | 1.1         | 6             | 0.166667     | 11     | 0          | 0           | 1           | 0             | nan          | 7      | 1          | 0.142857    | 1.16667     | 3             | 0.333333     | 6               | 0                   | 0                    | 1                    | 4                      | 0                     | 5    | 1        | 0.2       | 1.25      | 1           | 1          | 4     | 0         | 0          | 1          | 1            | 0           | 4        | 0            | 0             | 1             | 0               | nan            | 4      | 0          | 0           | 1           | 1             | 0            | 3          | 0              | 0               | 1               | 0                 | nan              | 3    | 0        | 0         | 1         | 2           | 0          | 1         | 0             | 0              | 1              | 1                | 0               | 2          | 0              | 0               | 1               | 0                 | nan              | 1     | 0         | 0          | 1          | 1            | 0           | 1    | 0        | 0         | 1         | 0           | nan        | 1    | 0        | 0         | 1         | 1           | 0          | 1        | 0            | 0             | 1             | 0               | nan            | 1    | 0        | 0         | 1         | 0           | nan        | 1      | 0          | 0           | 1           | 0             | nan          | 1      | 0          | 0           | 1           | 0             | nan          | 0      | 0          | nan         | nan         | 0             | nan          | 0      | 0          | nan         | nan         | 0             | nan          | 0         | 0             | nan            | nan            | 0                | nan             | 0      | 0          | nan         | nan         | 0             | nan          | 0         | 0             | nan            | nan            | -1               | -0              | 0         | 0             | nan            | nan            | 0                | nan             | 0      | 0          | nan         | nan         | 0             | nan          | 0     | 0         | nan        | nan        | 0            | nan         | 0      | 0          | nan         | nan         | 0             | nan          | 0      | 0          | nan         | nan         | 0             | nan          | 0        | 0            | nan           | nan           | 0               | nan            | 0       | 0           | nan          | nan          | 0              | nan           | 0        | 0            | nan           | nan           | 0               | nan            | 0         | 0             | nan            | nan            | 0                | nan             | 0          | 0              | nan             | nan             | 0                 | nan\n",
       "07/18/20 | 4084        | 36              | 0.00881489       | 1.00889          | 627                | 0.0574163         | 587       | 0             | 0              | 1              | 108              | 0               | 494    | 25         | 0.0506073   | 1.0533      | 134           | 0.186567     | 478       | 13            | 0.0271967      | 1.02796        | 91               | 0.142857        | 328            | 13                 | 0.0396341           | 1.04127             | 59                    | 0.220339             | 177         | 0               | 0                | 1                | 17                 | 0                 | 165    | 0          | 0           | 1           | 29            | 0            | 162     | 1           | 0.00617284   | 1.00621      | 22             | 0.0454545     | 161      | 5            | 0.0310559     | 1.03205       | 56              | 0.0892857      | 114       | 0             | 0              | 1              | 6                | 0               | 105  | 0        | 0         | 1         | 25          | 0          | 100    | 0          | 0           | 1           | 23            | 0            | 98           | 2                | 0.0204082         | 1.02083           | 19                  | 0.105263           | 96         | 1              | 0.0104167       | 1.01053         | 27                | 0.037037         | 83          | 0               | 0                | 1                | 28                 | 0                 | 63         | 0              | 0               | 1               | 19                | 0                | 57      | 1           | 0.0175439    | 1.01786      | 10             | 0.1           | 52            | 0                 | 0                  | 1                  | 2                    | 0                   | 42    | 1         | 0.0238095  | 1.02439    | 23           | 0.0434783   | 41    | 0         | 0          | 1          | 9            | 0           | 32            | 0                 | 0                  | 1                  | 3                    | 0                   | 31     | 0          | 0           | 1           | 6             | 0            | 31   | 0        | 0         | 1         | 7           | 0          | 19     | 0          | 0           | 1           | 9             | 0            | 18       | 0            | 0             | 1             | 3               | 0              | 15     | 0          | 0           | 1           | 4             | 0            | 11     | 0          | 0           | 1           | 6             | 0            | 11     | 0          | 0           | 1           | 0             | nan          | 7      | 0          | 0           | 1           | 3             | 0            | 6               | 0                   | 0                    | 1                    | 4                      | 0                     | 5    | 0        | 0         | 1         | 1           | 0          | 4     | 0         | 0          | 1          | 1            | 0           | 4        | 0            | 0             | 1             | 0               | nan            | 4      | 0          | 0           | 1           | 1             | 0            | 3          | 0              | 0               | 1               | 0                 | nan              | 3    | 0        | 0         | 1         | 2           | 0          | 2         | 1             | 0.5            | 2              | 2                | 0.5             | 2          | 0              | 0               | 1               | 0                 | nan              | 1     | 0         | 0          | 1          | 1            | 0           | 1    | 0        | 0         | 1         | 0           | nan        | 1    | 0        | 0         | 1         | 1           | 0          | 1        | 0            | 0             | 1             | 0               | nan            | 1    | 0        | 0         | 1         | 0           | nan        | 1      | 0          | 0           | 1           | 0             | nan          | 1      | 0          | 0           | 1           | 0             | nan          | 0      | 0          | nan         | nan         | 0             | nan          | 0      | 0          | nan         | nan         | 0             | nan          | 0         | 0             | nan            | nan            | 0                | nan             | 0      | 0          | nan         | nan         | 0             | nan          | 0         | 0             | nan            | nan            | -1               | -0              | 0         | 0             | nan            | nan            | 0                | nan             | 0      | 0          | nan         | nan         | 0             | nan          | 0     | 0         | nan        | nan        | 0            | nan         | 0      | 0          | nan         | nan         | 0             | nan          | 0      | 0          | nan         | nan         | 0             | nan          | 0        | 0            | nan           | nan           | 0               | nan            | 0       | 0           | nan          | nan          | 0              | nan           | 0        | 0            | nan           | nan           | 0               | nan            | 0         | 0             | nan            | nan            | 0                | nan             | 0          | 0              | nan             | nan             | 0                 | nan"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "deaths.order_cols().trend().tail(7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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27t2Lq6trodd5th593rx5uLu752sLCQlh6NChTJs27ZWWf3Tq1InJkyczbNgwRowYQVJSErNnzwb+f/Z+wIAB/PTTT/Tt25fPPvuMihUrEhcXx5YtW5g8eXKh1wkLC2PUqFGYmZnRvHlzcnJyiIqK4vbt24wYMYJdu3YRGxtLQEAAFhYWHDlyhCdPnlC9evWXf9DF7JUD+bJly5g7dy7JycnUqFGDqVOnEhAQ8Nz+R48e5csvv+TSpUsoFAqGDRtGv3791O25ublMnTqVjRs3kpycjLW1NZ07dyYsLAxdXfk+QQghxNulVOayZfcxtuw5Tm5uHpUszRjU7V94uFblypUrb2Uv8MepKUU+pihbIiIi1AH7mbZt27Jy5UrWrFnD6NGjad26NQCBgYHMmDFDHXrz8vIYNWoUt27dwsTEhMDAwEKXiMDTmzmdnZ2pVatWgbYWLVqQl5fH5s2bX2mm2cTEhPXr1zNixAgaNmyIq6sro0ePpnfv3hgaPr2h2cbGht27dzNx4kQ+/PBDsrKysLOzo1GjRhgYFL4VaK9evTAyMmLu3Ll8/fXXGBoa4ubmpr5Z1MzMjB07djBjxgwyMjKoWrUqc+fOfWF+1ZRXSr6//PILYWFh/Oc//8Hf359ly5bRqVMnTpw4QZUqVQr0j4uLo3PnznTv3p2lS5dy4sQJRo4ciaWlpfpO2Dlz5rBs2TIWLVqEu7s7f/31F6Ghoejr6zNqVPFuPSSEEKJsib2ZxMLVv3Lj1tObzlo09KFbcCMMDfQ1XJkQz7do0SIWLVr03PYqVaqwdu3a57bPnDnzla81Y8bzb3I1Njbm9u3b6tepqakF+kRHR+d7/d577+Xbc3zHjh1oaWnl+0mUs7MzK1eufO51x4wZU2B5TceOHenYsWOh/evVq8f27dufO15J8kqBfMGCBXTr1o3evXsDT39B9+3bx4oVKxg/fnyB/j/88AMKhUL9C+/q6srp06eZP3++OpCfPHmSli1b8sEHHwDg4ODABx98UGBNkRBCCFFUcnKUbN51lG2/R5CXp8K6ojmDurWiZnWHl58shPjH1q5di6OjI7a2tly8eJExY8bQsmVLLC0tNV1aifDSQJ6dnc25c+cKbG/TuHFjIiMjCz3n5MmTNG7cON+xJk2asG7dOnJyctDT08Pf35/ly5dz+fJlqlevzqVLlzhy5AjDhw9/g7cjhBBCFO5afCKLVm/n5u17aGnBv4LeI6RNoMyKC1EM7t69y9SpU0lOTsbKyooWLVowYcIETZdVYmilpqaqXtTh9u3buLm5sWPHDt5//3318enTp/Pzzz9z+vTpAuf4+PjQuXNnRo8erT527NgxWrVqpV5TrlKpmDx5MrNnz0ZHRwelUsnnn3/OV1999cKCr1y58rrvUQghRBmWk6Nk99Eo9p+IRqWCShVM6dKqPk5VrDVdWplUrVo1TZfAw4cPMTMz03QZogx63u+9V7578u/7R75sT8nC+v/v8V9++YX169ezbNkyatSoQXR0NGFhYdjb29OrV6/njlvUf5CvXLnyVv5yKE3jlqZaS9u4panWtzVuaar1bY1bmmp9W+NqqtbLsQksW7+DW8kpGBsb06qxHyGtG6L/km3V5LN9e+MKIQp6aSC3tLRER0eHO3fu5Dt+7969Qjdqh6d7QxbWX1dXlwoVKgAwbtw4hgwZwocffgg8fcLTzZs3+fbbb18YyIUQQoiXyc7JYcP2w+zYH4lKBbbWloT2aE21qgWfAiiEEJr20kCur6+Pt7c3Bw4coF27durjBw4coG3btoWe4+vry44dO/IdO3DgALVr11Zv9p6eno6Ojk6+Pjo6OuonLwkhhBD/xKVrN1m8Zju37zxASwuCm9Wj47/qv3RWXAghNOWVlqx88sknDBo0CB8fH/z8/FixYgVJSUnqJzcNGjQIgCVLlgDQt29fvv/+e8LCwujbty+RkZGsXbuWZcuWqcds2bIlc+bMwcHBgRo1anD+/HkWLFhAly5divo9CiGEKAMys7JZ/+tBdh06jUoFVWwqEtqjNc4O8oh6IUTJ9kqBvEOHDty/f5+ZM2eSnJyMm5sbGzduxN7eHoCEhIR8/R0dHdm4cSNjx45lxYoVKBQKpk+frt7yEJ7ubzllyhRGjhzJvXv3sLa2pnfv3rIHuRBCiNf21+V4lqzdQfK9VLS1tWjfIoAOLd5HT08eNCeEKPle+W+qAQMGMGDAgELb/r48BaB+/focPnz4ueOZmpoybdo0pk2b9qolCCGEEPlkZeewfMMu9hw5A4CDnRUf92iNo51Cw5UJIcSrk6kDIYQQpY5KpeLsX1eZs2wrWUrQ0dGmQ4v3adc8AF1dnZcPIEQZlZmZiUKhYP369bRs2VLT5Yj/kkAuhBCi1MjLyyPizEW27Y0gPuEOaWlp1HR1IrRHaxztZF9x8e4yNzd/YXvXrl1ZtGhRMVUjipoEciGEECVeTo6SQ5Hn+XVfJEl3HwBgYWZCs3ru9AlpI7Pi4p0XExOj/nr37t18+umn+Y4ZGhoWWy3Pnrouio62pgsQQgghnicjM4tf951g6ISFfL9+F0l3H6CoZMFHXVoyd0Iogb41JYyLMsHa2lr937MnPf792OXLlzE3N+fChQvq8zIzMzE3N2fXrl3PHXvs2LHUqVMHhUKBp6cnkyZNIjs7W90+YcIEgoKC+PHHH/H09MTKygqlUkleXh6zZs3C09MThUJBQEAAW7ZseXsfwjtMZsiFEEKUOI+epLPr0Cl2H/qDJ+mZwNMbNoOb1sO/do0Cz7EQ4k2FHEwq1uttCCo5Nx6XL1+exYsXY21tzYULFxg+fDjlypXj888/V/e5cuUKO3fuZNWqVejo6KCjo8NXX33Fvn37mDNnDk5OThw/fpzQ0FAsLCwICgrS3BsqhSSQCyGEKDHu3X/I9v2R7Dt2juwcJQA1nO1o1zwAb3dntLS0NFyhEO+esLAw9dcODg7ExsayatWqfIFcqVSyZMkSLCwsAEhNTWXp0qXs3r2bOnXqAE+3vT516hTLli2TQP6aJJALIYTQuFtJ99j2ewRHT/9Fbu7TJzbXqeVCcLN61HCuouHqRFlQkmasi9umTZtYunQpcXFxpKWloVQq0dfXz9fHwcFBHcYBLly4QE5ODm3atMnXLycnh2rVqhVL3e8SCeRCCCE05lp8Itt+j+BkVAwqFWhpwfs+7gQ3D8DB1krT5QlRqmhrP701UKVSqY/l5OS88JyjR48yaNAgvvrqK4KCgihfvjxbt25lxowZ+foZGRnle52X9/Qb502bNmFtnX+HI7nh8/VJIBdCCFGsVCoVf16OY9ueCKJj4gDQ1dUmyN+LNk38UFSqoNkChSilKlasCEBycjI1a9YEIDo6+oXnnDhxgqpVqzJ8+HD1sRs3brz0WjVr1kRXV5dbt25Rr169N6hagARyIYQQxUSlUnHq/GW2/X6cq3G3ATA00KNZgzq0auSLhZmphisUonQzNzfHw8OD2bNnY2trS0pKChMnTnzhOS4uLsTHx7Nlyxa8vb3ZvXs34eHhL72WhYUFgwcPJiwsjJycHPz9/Xn06BEnT57E0NCQnj17FtXbKhMkkAshhHgrVCoV6RlZPHycxsnzV1m8YT8JSSkAlDcpxwdB79G8oQ8mRuU0XKkQ747FixczbNgwgoKCcHZ2ZurUqQXWef+v4OBgTp06xciRI8nOzqZp06aMHj2a8ePHv/RaX3/9NQqFgtmzZxMXF4eZmRmenp589tlnRfmWygQJ5EIIIV6LUpnLw8dppD56woOHT0h99ISHj9NJffTk/489TuPhozT1TilpaWkYGxtjaWFKmyb+NA7wxkBf1pkK8U8EBweTmppaaFvNmjXZu3dvvmP/29fQ0DDfay0tLaZMmcKUKVPynTN48GD11xMmTCj0Wtra2gwZMoQhQ4a87lsQfyOBXAghSqHHaRkkJKWgV65ol3moVBATm8jtB5n/Dd1Pg3fq/wTvx2kZrzyeoYEe5uVN0K5oSruWgbxfVx7kI4QQfyeBXAghSoG8vDyuxd/m7IWrnLtwnes3bvPkydNZ56L2bDb7ebS1tTAzNca8vDHm5U3++59xof83NHi6ddqVK1dkKzQhhHgOCeRCCFFCpT5KI+rCNaIuXuf8pdh8M9O6utpUtrLA3MK8yK+bnZmBk0MVzMsbY1ZI4C5vYiQP6BFCiCIkgVwIIUqI3NxcrsQlcu7CNc5duEbszeR87dYVzfF2d8bb3Qn3ag7cvBH/VmadZTZbCCGKlwRyIYTQoPupj4m6eI1zF64THRNLWnqWuk1fTxf3avb/DeHO2FjJ/txCCPEukkAuhBDFSKnMJeZ6AucuPp0Fv3Hrbr72ytYVqO3ujKebE+7V7NGXJ94JIcQ7TwK5EEK8ZQ8ePmHv0TOcu3CdPy/HkZGZrW4zNNCjZnUH9Sy4lWXRrwkXQghRskkgF0KIt0ClUhEdE8e2PceJPHsh364lVWwq4vXfteA1nKqgpyd/FQshRFkm/woIIUQRUqlUnIyKYeue41y/kQSAgb4uft6ueLk54e3ujKVFeQ1XKYQQoiSRQC6EEEVAqczl6Ok/2fZ7BInJ9wEwMzXiX418cbIxw9OjpoYrFEK866ZOnUp4eDgRERGaLkW8JgnkQgjxBjKzstl//Bzb90eS8uAxAJUszWjTxI9G9bzQ19PjypUrGq5SCPEuCA0N5f79+2zYsEF9bNeuXfTt25ePP/6Y4cOHM2jQIA1WKP4pCeRCCPEPPE7LYM/hP/jt4Cn1A3vsFJYENw8goI67PB5eCPHWrV+/nk8//ZSJEycSGhqq6XLEG5BALoQQr+HBw8ds33+SvUfPkJmVA0A1x8q0ax6Aj0c1eYKlEKJYLFq0iPHjxzN37ly6dOkCFFyy8mxGPSgoiLlz55Kenk6rVq2YNWsWRkZGAKSlpTFixAi2b9+OkZERoaGhREZGUqFCBRYtWgRAeHg406ZN4/r16xgaGuLu7s6PP/6IlZWVZt78O0gCuRBCvIKku/cJ33uCQ5HnUSrzAPCo4Ui75gHUrOYgQVyIUm7I8pBivd78/hte3uk5Jk+ezIIFC1i1ahUtWrR4Yd+IiAisra3ZunUrt27dok+fPri4uDBixAgAvvrqK44dO8bq1atRKBTMnDmTiIgIWrVqBUBycjL9+/dn3LhxtG3blrS0NE6fPv2PaxeFk0AuhBAvEJeQxLY9EUScvYhKBVpa4F+7BsHN6uFkb6Pp8oQQZcyBAwfYvXs3GzZseGkYBzA1NWX27Nno6uri6upKu3btOHToECNGjODJkyesXr2axYsX06hRIwDmzZuHu7u7+vzbt2+Tk5NDcHAw9vb2APnaRdGQQC6EEIW4ePUGW/cc59yF6wDo6mrT4D0P2jb1p7K1pYarE0IUtTeZsS5Obm5uPHr0iOnTp+Pn54e5+YsfJubq6oqu7v/HPYVCoZ7hjo2NJScnBx8fH3W7sbFxvsDt4eFBUFAQAQEBNGrUiKCgIIKDg6lYsWIRv7OyTQK5EEL8l0ql4q+rN1n1awQx1xOAp3uIN32/Nq0a+8n+4UIIjVMoFKxbt462bdvSrl07tm7d+sJQrqenl++1lpYWKpUKQP3/F9HR0WHLli2cOnWK/fv3s2rVKiZOnMiOHTvw8PB4szcj1CSQCyHKrKzsHG7cukNcQjJxt5K5dPUGMdduYGxsjImRIS0CfWgZ+B7lTYw0XaoQQqhVrlyZ7du307ZtW9q2bcvWrVupUKHCa4/j5OSEnp4eZ86cwdHREYD09HQuXLigfg1PQ7yvry++vr6MHj0af39/tmzZIoG8CEkgF0KUCQ8fpxF/6w6xN5OIT0gmLiGZxDsp/H2CyMy0HF2CG9P0/dqUMzTQTLFCCPESCoWC7du3ExwcTJs2bQgPD3/tMUxMTOjRowfjx4/H0tISa2trZs2ahUqlUt+ofurUKQ4ePEiTJk2oVKkS58+f59atW7i6uhb1WyrTJJALId4pKpWK5HsPns56JySrQ/iDh08K9NXW1qJK5Yo42FpTtYoCB1srdHIzcXOroYHKhRDi9VhZWfHrr7+qQ3m9evVee4xJkyaRlpZG165dMTY25uOPP+bOnTsYGhoCUL58eSIjI3zFaaEAACAASURBVFm6dCkPHz7E1taWL774gpCQ4t2V5l0ngVwIUWrl5Ci5lXzv6az3s9nvW3fIyMwu0NfQQA8HW2sc7aypWsUaB1tr7Gwqov+39ZXyVE0hREn1bF/w/1WxYkWOHTv2yv3HjBnDmDFj1K9NTExYunSp+nVWVhaLFi2iWbNmwNObQjdt2vSmpYuXkEAuhCg1VCoV1+Jvc/hkNCf+iOZJppLc3LwC/SzMTHCwtfrvrPfTEK6oZCF7hQshxN9ERUVx+fJlfHx8ePz4Md999x1PnjyhQ4cOmi6tTJFALoQo8VIfPeHIqT85GBFFQlIK8PTpciYmxlS2roDjf0O3g501jnYKzMsba7hiIYQoPRYsWMDVq1fR0dHBw8ODnTt3Ymtrq+myyhQJ5EKIEkmpzOWPP69w8MR5zl24Rl7e07svzUyNqF+3JooK5WgY4Iuhgb6GKxVCiNLLy8uLgwcParqMMk8CuRCiRIlLSOLgifMcPfUXj9MyANDR0aaupwuN/L3wdndGV1eHK1euSBgXQgjxTpBALoTQuEdP0jl2+i8OnjhPXEKy+ri9bSWC/L2oX7cmZqayDEUIIcS7SQK5EEIjcnNzibp4nYMnzvPHn1dQKp/enGliZEj992oS6OdJ1SoKuRFTCCHEO08CuRCiWCUk3eNARBRHTv3Jw0dpAGhpgbe7E0H+XtT1qIaenvzVJIQQouyQf/WEEG9dWnomx/+4wMHIKK7G3VYfr2xdgSA/Txr4elDB3FSDFQohhBCaI4FcCPFW5OXlER0Tx+bth7iemEJOTi4ARuX0qVfHnSB/T6o52sqSFCGEEGWeBHIhRJG6fec+hyLPc/hkNCkPHqv3C/dwdSTQ3xNfL1cM9PVePpAQQojX5uHhwcCBAxk6dGiJr8PW1pYZM2bQvXv3YqysZJJALoR4YxmZWZw4e5GDJ85z6VqC+rh1RXNcfarRuW0zKlmaa7BCIYQo/UJDQ1m3bh0AOjo62NjY0Lx5c8aNG4e5+dO/Yw8cOICRkZEmyyxRdZQWEsiFEP+ISqXiwpUbHIw8T+TZi2RlKwEwNNDDz7sGQf6euLnYc/XqVQnjQghRRIKCgliyZAlKpZKYmBiGDBnCw4cPWb58OQAVK1Z86zXk5OSgp/fin3QWRx3vEm1NFyCEKF3upqSyaecRPp2wkK/nruFwZDRZ2UrcXKoQ2qMVi6d8ysc92+BezUHWhwshRBEzMDDA2toaW1tbGjduTPv27dm/f7+63cPDg3nz5gHQv39/evbsme/8vLw8atasyYIFC4Cnkyvfffcd3t7eKBQKAgIC2LBhg7p/fHw85ubmbNq0iTZt2qBQKPjhhx94+PAhAwcOxMXFBWtra7y8vFi4cGGhdQBcv36dVq1aYW1tTd26ddm1a1eB95aYmEi/fv1wcHDAwcGBzp07c+3ataL54Eo4mSEXQrxUVnYOkecucejEef68HK8+bmlhSqCfJ4F+HigqVdBghUII8WbOTpxRrNerPX7UG48RFxfHvn37njtb3blzZ3r16kVqaqp6ScvRo0dJSkqiY8eOAEyePJlt27Yxa9YsXFxcOHXqFMOGDcPc3JwWLVqox5o4cSKTJ09m3rx56OnpMXnyZC5cuMCGDRuoWLEiN27cICUlpdA68vLy6NGjB2ZmZuzZs4eMjAzCwsLIyspS90lPT6dNmzb4+vqyY8cO9PX1mTdvHsHBwZw8efKdX/4igVwIUSiVSsXl2FsciIjixNmLZGRmA6Cvp4uvV3UC/b2oVd0BbW35QZsQQhSXvXv3YmtrS25uLpmZmQBMmTKl0L5NmjTB1NSU8PBwevXqBcDPP/9MYGAg1tbWpKWlsWDBAn755RcCAgIAcHR05I8//mDZsmX5AvnAgQMJDg5Wv7558yaenp74+PgA4ODg8NyaDx48yKVLl4iKiqJKlSoATJ06lQ8++EDdZ/PmzahUKhYuXKj+6eqcOXNwcXFh9+7dtG/f/rU/q9JEArkQIp+UB484cupPDkWeJzH5vvp4NcfKBPl7Uq+OO8ZGhhqsUAghil5RzFgXh4CAAL777jsyMjL46aefiIuLY/DgwYX21dXVpX379vz888/06tWLrKwswsPDmT59OgAxMTFkZmbSsWPHfEsMc3JysLe3zzdW7dq1873u378/vXv3JioqikaNGtGyZUvq169faB0xMTFUrlxZHcYB6tatm29CJyoqivj4eOzs7PKdm56eTmxs7Ct8MqWbBHIhBOkZWZz96ypbfjtIwp2HqFRPj5uXN6ahnweBfp7YKeQGHSGE0DQjIyOcnJwAmDFjBq1bt2bGjBmMGTOm0P4hISE0b96cxMRETp8+TU5ODq1btwaeLiUBWLduXb6wDE/D/P8yNjbO97pZs2ZER0fz+++/c+jQIUJCQggODs63jvwZ1bN/VF4gLy8PDw8PVqxYUaDNwsLipeeXdhLIhSiDVCoV8beSibpwnXMXrxNzPYHc3DzS0tIwMzOlrkd1gvw98axRFR0dHU2XK4QQ4jlGjx5Np06d6NOnDzY2NgXa69atS9WqVdm8eTMnT56kVatWmJiYAODq6oqBgQE3b94kMDDwta9taWlJly5d6NKlC82aNaN///58++23GBgY5OtXo0YNEhMTSUhIUM+A//HHH+pvCAC8vLzYtGkTFSpUUK93L0skkAtRRjxJzyD6UhznLlwj6uJ1Hjx8om7T1tbC1ckOB4UZnYObY2pcToOVCiGEeFUNGjSgRo0azJo1i//85z+F9unUqRMrV67kxo0brF69Wn3c1NSUoUOH8u9//xuVSsX777/PkydPOH36NNra2vTp0+e5150yZQpeXl64ubmhVCr59ddfcXR0LBDG4elWjdWrV2fw4MF88803ZGZmMnbs2Hyz8J06dWLevHl069aNsWPHYmdnx61bt9i5cyf9+vXD2dn5n39IpYAEciHeUSqVius3bhN18TrnLlzncmwC//tTQwszE7zdnfFyc8KjhiMmRuW4cuWKhHEhhChlPvnkEz755BOGDRtWaHtISAjTpk2jUqVKNGrUKF/bl19+SaVKlZg/fz4jR47E1NQUDw+P5471jIGBAZMnTyY+Ph4DAwPee+891q9fX2hfbW1tVq9ezaeffkrTpk2xs7Nj8uTJfPTRR+o+RkZG7Ny5kwkTJtCnTx8ePXqEQqGgQYMGZWLGXAK5EO+QR0/SOX8plnMXrnH+4nUePk5Xt+noaFPDyQ4vNye8a7pgX7mS7BMuhBClyKJFiwo93qlTJzp16gRAdHR0gfaqVauSmppa6LlaWloMGjSIQYMGFdru4OBQ6Lmff/45n3/++XNr/XsdLi4u7Ny5M9+xW7du5XttZWVV6Br0skACuRClWF5eHtfib3P2wlWiLl7nWvztfLPglham1K7pgrebEzWrO2JUruCPEoUQQgihWRLIhXhL8vLyuJPyECPTe0U7rkrFqeir/Hb0L85fiuVxWoa6TVdXGzcXe7zcnKhd0wVba0uZBRdCCCFKOAnkQrwF9+4/ZPqSjVy8HFdgq6iikJaWph7XytIMb3dnatd0xr2aA4YG+kV+PSGEEEK8PRLIhShiV+MSmbH0Zx4+SsO4nAGVrYv+kfK6WuY0er8u3u7O2FhVkFlwIYQQohSTQC5EETpx9iILVv5Kdo6SWtUdaBvkhZdnrSK/zpUrV6hWrVqRjyuEEEKI4ieBXIgioFKp2PZ7BOvCDwLQOMCL/p1bEht7XbOFCSGEEKLEk0AuxBtSKnNZum4nhyKj0dKC7u0a07qxnywjEUIIIcQrkUAuxBt4nJbB7GWbuXDlBvp6ugztE4yvl6umyxJCCCFEKSKBXIh/6Pad+0xfvIHbdx5gYWbCqEGdcLK30XRZQgghhChltDVdgBCl0YUr8fz7Pz9x+84DHOysmPJ5HwnjQgghSr34+HjMzc05e/aspkspU145kC9btgxPT0+sra0JDAzk+PHjL+x/9OhRAgMDsba2xsvLixUrVhTok5SUxODBg3F2dsba2ho/Pz+OHj36+u9CiGJ06MR5pixYx+O0DOrUcuHr4b2wtCiv6bKEEEK840JDQzE3N2fo0KEF2saNG4e5uTkhISFvdA07OztiYmLw8PB4o3HE63mlQP7LL78QFhbGyJEjOXz4ML6+vnTq1ImbN28W2j8uLo7OnTvj6+vL4cOHGTFiBKNGjWLbtm3qPqmpqbRo0QKVSsXGjRuJjIxkxowZVKpUqWjemRBFTKVSsf7XgyxcvR2lMo9Wjd7ji4Ed5UE8Qgghio2dnR1btmwhLS1NfUypVLJhwwbs7OzeaOzs7Gx0dHSwtrZGV1dWNRenVwrkCxYsoFu3bvTu3RtXV1dmzpyJtbV1obPeAD/88AMKhYKZM2fi6upK79696dq1K/Pnz1f3mTt3LgqFgiVLluDj44OjoyOBgYG4usoNcaLkyc7JYc6KLWzZfRxtbS0GhLSk14fN0NaWVV9CCCGKT82aNXFycmLLli3qY7t378bAwID69eurj505c4b27dvj5ORElSpVaNmyJSdPnsw3lrm5Od9//z09evSgcuXKfP311wWWrBw5cgRzc3MOHTpEkyZNsLGxISgoiHPnzhXPGy4jXvrtT3Z2NufOnSvw45HGjRsTGRlZ6DknT56kcePG+Y41adKEdevWkZOTg56eHjt27KBJkyb07duXI0eOoFAo6NWrFx999JFsFydKlNRHT5i59Geuxt3GqJw+n/XrgJebk6bLEkIIUYQW/ri5WK/3cZ8P//G5PXv2ZM2aNfTo0QOA1atX0717d+Li4tR9Hj9+TEhICNOmTUNLS4vvv/+eTp06cebMGSwtLdX9pk+fzrhx45g8efILrzlx4kQmTJiAQqEgLCyMgQMHEhkZKZmtiLw0kKekpJCbm1tgKUmlSpW4c+dOoefcuXOHoKCgAv2VSiUpKSkoFAri4uJYvnw5H3/8MZ999hnR0dGMHj0agIEDBz63nitXrrys5Nf2NsYsbeOWplqLc9zEO/dZ9vM+HjxMo4KZMf3aN8RIN/e1rl/aP4OSOmZpG7c01fq2xi1NtZa2cUtTrfKU4TfXqVMn/v3vf3Pt2jVMTEzYt28fM2bM4JtvvlH3CQwMzHfOjBkzCA8PZ+/evfnWmbdv355evXqpX8fHxxd6zS+//JKGDRsCMGrUKFq2bEliYiK2trZF+dbKrFdeIPT374BUKtULvysqrP//Hs/Ly6N27dqMHz8eAC8vL65fv86yZcteGMiL+g/y23oEeWkatzTVWpzjnrtwjR+2HCFbCd41q/HFoE6YmRq/0ZhFpTSNW5pqfVvjlqZa39a4panW0jZuaaq1JHuTGeviZm5uTuvWrVm9ejVmZmbUr1+fKlWq5Otz9+5dpkyZwpEjR7h79y65ublkZGSQkJCQr1/t2rVf6Zo1a9ZUf61QKNTXkEBeNF4ayC0tLdHR0SkwG37v3r3n3oBpZWVVaH9dXV0qVKgAgLW1dYH14tWrVy/wG0UITdh9+DQ//LwHlQre93FncI9W6OvpabosIYQQAoAePXoQGhqKsbExY8eOLdAeGhrKnTt3+Oabb7C3t8fAwIC2bduSnZ2dr5+x8atNNOn9z7+BzyZXn022ijf30jvS9PX18fb25sCBA/mOHzhwAD8/v0LP8fX15eDBgwX6165dW/0L6u/vz9WrV/P1uXr1aoHv8IQoTrm5ufy4aQ8rNj4N4x9+8D5D+wRLGBdCCFGiBAYGoqenR0pKCq1atSrQfuLECQYOHEiLFi1wc3PDxMSE5ORkDVQqXsUrbRHxySefsHbtWlauXElMTAyjR48mKSmJvn37AjBo0CAGDRqk7t+3b18SExMJCwsjJiaGlStXsnbtWoYMGaLu8/HHH3Pq1ClmzZrF9evX2bp1K0uXLmXAgAFF/BaFeDWZWTnMXLqJ3w6eRldXm096taFzq0C5YUUIIUSJo6WlxbFjx4iKisLAwKBAu7OzMxs3buTSpUucOXOGfv36oa8v2/SWVK+0hrxDhw7cv3+fmTNnkpycjJubGxs3bsTe3h6gwDITR0dHNm7cyNixY1mxYgUKhYLp06cTHBys7lOnTh3WrFnD119/zcyZM7Gzs2Ps2LESyIVG3Lv/kHmrdvIwLRtT43J8PrAjNZzlpzVCCCFKLlNT0+e2zZ8/n88++4ygoCD1zigpKSnFWJ14Ha98U+eAAQOeG5Z37NhR4Fj9+vU5fPjwC8ds0aIFLVq0eNUShChyubm5nDh7iZW/7CXxzgOqOVVh9ODOKCpV0HRpQgghRD6LFi165XYPDw/27duXr71Lly75XqemphYYw8HBId/xBg0aFOj39z7izcljmESZlJ2Tw+HIaH7dF0nS3QcAVHNQMGlkb0yMymm4OiGEEEKUJRLIRZmSkZnF70fPsvPASR48fAKAopIFbZr4YVvRSMK4EEIIIYqdBHJRJjx8nMauQ6fZffg0aelZADjYWRHctB7+tWugo6Pz1h6sIYQQQgjxIhLIxTvt3v2HbN8fyb5j58jOUQJQw9mOds0D8HZ3lh1UhBBCCKFxEsjFO+lW0j22/R7B0dN/kZubB0CdWi4EN6snu6cIIYQQokSRQC7eKdfiE9n2ewQno2JQqUBL6+mTNoObB+Bga6Xp8oQQQgghCpBALko9lUrFn5fj2LYnguiYOAB0dbUJ8veiTRM/2cJQCCGEECWaBHJRaqlUKk6dv8y2349zNe42AIYGejRrUIdWjXyxMHv+AxOEEEIIIUoKCeSi1FHm5nLoxHnC90aQkPT0qWPlTcrxQdB7NG/oI1sXCiGEEKJUkUAuSo2ku/c5HX2FDeH7yH66YQqWFqa0aeJP4wBvDPT1NFugEEIIIcQ/IIFclFhZ2TlcvHqDcxeuce7CNW7fefpEzbS0NKo72RPcrB7v162Jrq6OhisVQgghikdiYiLTp0/n999/5+7du1SsWJFmzZoxevRobG1tNV2e+IckkIsSQ6VScfvO/f8G8OtcvHpDvXc4gLGRAZ41qlLFqjwdWjWRPcSFEEKUKXFxcbRo0QIHBwcWLVqEk5MTsbGxTJ48mcaNG7Nnzx4cHBwKnJednY2+vr4GKhavSgK50KjMrGz+uhyvngW/k/IwX7uTvQJvd2e83Z1xcbBRP1FTwrgQQoiy5osvvkBbW5utW7diZGQEQJUqVdi6dSs+Pj588cUXbNy4kVatWuHq6oqRkRHr1q3D3t6eAwcOMH/+fNauXUtcXBxmZmY0bdqUSZMmYW5uDsCaNWsYNWoUa9euJSwsjPj4eOrUqcP8+fNxdHRU1zF79mwWLVpEeno6rVu3pmrVqqxZs4bo6Gh1n9WrVzNv3jzi4uKws7OjX79+hIaGoq2tXayfWWkhgVwUK5VKRULSPc5duEbUhetcvHYDpTJP3W5qXA4vt6p4uTvj5eaEmamxBqsVQghRVjy4uqZYr2fh0v21+j948IC9e/fy1VdfqcP4M0ZGRvTv358pU6aQmpoKwMaNG+nduze//fYbKpUKAG1tbaZOnYqjoyM3b95k1KhRjBo1iqVLl6rHysrKYvbs2cyfPx8DAwNCQ0MZMWIEv/zyCwCbN29m+vTpzJw5k4CAAMLDw5kzZw5mZmbqMX766Se++eYbZsyYgZeXFxcvXmTYsGHo6ekxcODAf/R5veskkIu3Lj0jiz8vx6lnwVMePFa3aWlBNcfK6llwJ3uFfPcshBBC/M21a9dQqVRUr1690HZXV1dUKhXXrl0DwN7enilTpuTr8/HHH6u/dnBw4Ouvv6Zbt24sXrxY/W+vUqlk1qxZVKtWDYChQ4fyySefkJeXh7a2NosXL6Zbt2706tULgBEjRnDkyBGuXr2qHnvmzJlMnDiR4OBgABwdHYmNjWX58uUSyJ9DArl4KxKTU9gXcZ61OyOJuZ6gfnw9gJmpEV7uzni7OeHp5oSpsWxTKIQQQrNed8ZaU563ZPPZLPizdm9v7wJ9Dh06xLfffsvly5d59OgRubm5ZGdnk5ycjI2NDQAGBgbqMA6gUCjIycnh4cOHWFhYcPnyZXUYf8bHx0cdyO/du0dCQgLDhw9n5MiR6j5KpVJdoyhIArkoMmnpmUScucDBE+e5EpdIWloaxsbGaGtrUcPZTj0L7mhnLWvAhRBCiNfg7OyMlpYWly5donXr1gXaL1++jJaWFlWrVgXA2Dj/ks8bN24QEhJCr169GDt2LBUqVCAqKor+/fuTnZ2t7qermz8aPvv3Oi8vr8CxwjzrN3v2bPz8/F7zXZZdEsjFG1GpVETHxHHoRBQnoy6rd0UpZ6iPu7OCFkH18HCtirGRoYYrFUIIIUovCwsLmjRpwvLly/n444/zrSNPT09n2bJlNGvWDAsLi0LPP3v2LNnZ2UydOhUdnafbBe/ateu166hevTpnzpyhR48e6mNnzpxRf21lZUXlypWJjY2la9eurz1+WSWBXPwjSXfvcygymkOR5/OtCa9V3YFAf098vVy5eSM+34+9hBBCCPHPzZw5k+bNm9OuXTu+/PJLnJ2d1dseqlQqZsyY8dxznZ2dycvLY+HChbRp04bTp0+zePHi165h8ODBfPLJJ9SuXZuAgAC2b9/O6dOn1Tu1AISFhTFq1CjMzMxo3rw5OTk5REVFcfv2bUaMGPGP3vu7TgK5eGWZWdmcOHuRQ5HRXLhyQ328kqUZQX6eBPp5UMnS/AUjCCGEEOKfqlq1KgcOHGDGjBkMHjw434OBVqxY8cIHA9WqVYtp06bx3XffMWXKFHx9fZk0aRJ9+/Z9rRo+/PBD4uLimDhxIhkZGbRu3Zp+/fqxc+dOdZ9evXphZGTE3Llz+frrrzE0NMTNzY2PPvroH7/3d50EcvFCKpWKi1dvcPDEeSLPXSIzKwcAA31d/Gq7EeTniXs1e1kTLoQQQhQDOzs75s6d+8I+O3bsKPT44MGDGTx4cL5j7du3V3/dvXt3unfPf3NrgwYN1FspPjNy5Mh8N2x2795dvXb9mY4dO9KxY8cX1in+nwRyUah79x+ql6Qk3/v/P4g1nO0I8vfEv7Yb5QwNNFihEEIIIYpbeno6y5cvp2nTpujq6hIeHs7OnTtZuXKlpksr1SSQC7Ws7BxORsVwKPI8f8bE8Wx3IksLUxr6ehDo54mNVQXNFimEEEIIjdHS0mLv3r3Mnj2bzMxMnJycWLJkCW3atNF0aaWaBPIyTqVSEXfrLgf/uMrxP/4iPePp1kd6ejr4eroS6O+Jh6ujPKxHCCGEEJQrV45t27Zpuox3jgTyMkylUrHql71s3H5QvV+pi6MNQX5eBPi4y1aFQgghhBDFQAJ5GbZ9fyQ7DpxCV0eb1k38aFTPCztFRU2XJYQQQghRpkggL6OOnf6L1Vv2A9CtTQM6BzfRcEVCCCGEEGWTBPIy6MKVeBau/hWAHu0bU8PeUsMVCSGEEEKUXXKnXhlz8/ZdZn2/CaUyjw+C6tK6sZ+mSxJCCCGEKNMkkJchDx4+ZurC9aSlZ+Hn7UqvDk3lgT5CCCGEEBomgbyMSM/IYuqiDaQ8eIyrkx1DereVrQyFEEIIUSZ98cUXtGrVSv06NDSUkJAQjdUjiawMUCpzmb18M/EJd6hsXYHPB3ZEX09P02UJIYQQ4jXcu3ePkSNH4uHhgZWVFdWqVaNt27YcOHDgrV+7VatWmJubY25ujoWFBdWrV2fAgAEkJSW99WsXh2nTprFkyRKNXV9u6nzHqVQqlqzbSfSlOMxMjQgLDaG8iZGmyxJCCCHEa+rZsycZGRnMnz+fqlWrcu/ePY4dO8b9+/eL5frdu3dn3Lhx5OXlcePGDUaOHMmQIUPYtGnTPx4zOzsbfX39Iqzy/+Xl5aFSqdDR0XlpXzMzs7dSw6uSGfJ33MYdhzkcGY2Bvi6jB3fGuqKFpksSQgghxGtKTU0lIiKCCRMmEBgYiL29PXXq1GHo0KF8+OGH6n4bNmygUaNG2NnZ4eLiQu/evUlMTFS3HzlyBHNzcw4dOkSTJk2wsbEhKCiIc+fOvbQGIyMjrK2tsbGxwc/Pj169ehEVFZWvz6VLl+jcubP6+v379yc5OVnd/mxpyJw5c3B3d8fd3R0ADw8PZs6cyWeffUaVKlVwd3dn7ty5+caeP38+AQEBVK5cGTc3N4YOHUpqaqq6fc2aNdja2rJnzx7q1atHpUqViImJITc3l6+++goHBwccHBwICwsjNzc339h/X7LSqlUrRo4cyddff42TkxMuLi589dVX5OXl5fs1GTx4MA4ODigUCoKDg7l48eJLP8fCyAz5O2zv0TP8susY2tpaDO/fAWeHypouSQghhCiRFp68XqzX+9jX6bX6m5iYYGJiws6dO/H398fQsPCnaWdnZzNmzBiqV69OSkoK48ePp3///vz222/5+k2cOJEJEyagUCgICwtj4MCBREZGvvJmD/fu3WPHjh34+PiojyUlJfGvf/2Lnj17MmnSJHJycpg0aRJdu3Zl79696nvXjh07Rvny5dm0aRMqlUp9/sKFCxkzZgyffvopv//+O6NHj8bf3x9fX18AtLW1mTp1Ko6Ojty8eZNRo0YxatQoli5dqh4jMzOTWbNm8e2331KxYkWsra2ZP38+K1eu5LvvvqNmzZp8//33/Pzzz3h6er7wPf78888MGjSIPXv2EB0dzYABA/D29qZjx47A0xB/9epV1q5di7m5OZMmTaJjx46cPn2acuXKvdLn+IwE8nfUmT+vsHzjbgAGhLSkdk0XDVckhBBCiH9KV1eXBQsWMGzYMH766Sc8PT3x8/OjXbt21K1bV92vZ8+e6q8dHR2ZPXs2vr6+3Lp1C1tbW3Xbl19+ScOGDQEYNWoULVu2JDExMV+fv/vxxx9Zu3YtKtX/sXff8VFV+f/HX3d6MpNeSOg99CJKcC0Uv6siKoooroAuFtRdEVlEQRcQdkUDq7tSRJRVWVF/qIsV2wqI3iietgAAIABJREFUjSIKLsqCI72mTPokmXbv74+ZTDIkgUQmhCGf5+Mxj1vmzrlnsi68OfncczTKysro3r07q1evDr7/z3/+k169ejFnzpzguWXLltG+fXu2bdsWDO9ms5nFixdjNptD2h82bBgTJ04E4O6772bZsmVs2LAhGMj/8Ic/BK9t164dc+fO5ZZbbuG5554Lhn2fz8f8+fPp169f8NqlS5dy//33c/311wOQlZXFunXrTvrzBsjIyODRRx8FoHPnzqxYsYINGzYwevRo9uzZw0cffcSaNWu46KKLgt+1d+/evPnmm9x6662nbL86CeTnoD0HjvKPF99GVTVGXXkRl13Uv6m7JIQQQpzVGjpi3RRGjhzJFVdcwcaNG9myZQtr165l8eLFzJw5k6lTpwKwfft2srKy2LFjB4WFhcER6MOHD4eE7Z49ewb309LSAMjNzT1pIL/++uuZPn06ADk5OTz99NOMHDmSdevWYbPZ+OGHH/jmm29qbWPfvn3BQN69e/caYfzEPlX2Kzc3N3i8YcMG/v73v/Pzzz9TXFyMz+fD7XaTnZ1Neno64P+HS+/evYOfKSoq4vjx41xwwQXBczqdjgEDBnDkyJE6v+up+rN79250Ol3wHwvgr0Pv0aMHu3btOmm7tZEa8nNMdl4BWc+9gcvt5dLM3tw04tKm7pIQQgghwsRisTB06FAefvhhPv30U8aPH8+TTz6J2+3G6XRyww03EB0dzbJly1i3bl3wgUu32x3SjrHabGuVZSrVy0dqExcXR8eOHenYsSODBg1i0aJF/Pzzz8FRclVVufzyy/nyyy9DXt9//z1XXHFFsB2r1Vpr+8YTZoBTFCXYp4MHDzJmzBi6du3Kyy+/zOeff87ixYtrfDez2Vyvhzjr42T9OdnP6tes8SKB/BxSXFrGE8/+P4pKyujdrT13/+4qWfhHCCGEOIdlZGTg9XqpqKjAbrfjcDiYOXMmF110EV27dg0ZYQ63yuBbXl4OQN++fdm1axdt2rQJBvfKV0xMzGnda9u2bbjdbp544gkGDhxI586dOXbs2Ck/FxcXR1paGlu3bg2e0zSN77///rT6061bN1RVZcuWLcFzxcXF7Ny5k4yMjAa3J4H8HOH2eFiw7E2O5RTQrnUqf7rjBgyG8PwLUQghhBBNKz8/n2uuuYZVq1bx448/sn//ft555x0WLlzI4MGDiY2NpXXr1pjNZl544QX279/PJ598wrx588LWh7KyMrKzs8nOzmbHjh1MnToVi8XCsGHDALjzzjspLi5mwoQJbN26lf379/P5558zefJkSkpKTuvenTp1QlVVnn32Wfbv389bb73Fc889V6/P3nPPPTzzzDO8++672O12pk+fHjLzy6/tz1VXXcWUKVP45ptv+Omnn5g4cSIxMTHceOONDW5PAvk5QFVVFr38Lj/vO0JSQgwz7h1DdFTN2iwhhBBCRCar1coFF1zAc889x4gRI7jwwguZO3cuo0eP5qWXXgIgOTmZpUuXsmbNGjIzM8nKyuLxxx8PWx9effVVMjIyyMjI4JprriEvL4833niDLl26AJCens4nn3yCTqfjhhtuYNCgQTz44IOYTKZaa8YbolevXjz55JM8++yzDBo0iH/961/85S9/qddn77vvPsaOHcukSZO47LLLUFX1V4XmEz377LOcd955/O53v+Oyyy6jvLyct956q8EzrAAohYWFJy8YOsfZ7fbgf0iR2K6maaz493/46POtWKPNzJlyK23SU06rzXCRdiOrr43VbiT1tbHajaS+Nla7kdTXSGs3kvp6tigqKmryhWBE81TXf3syQh7hPli3mY8+34rBoOPBu0Y3OIwLIYQQQoimJYE8gn299SdWvu2fR/MP466hR5d2TdwjIYQQQgjRUBLII9RO+wGeXfk+AOOuH8ZF5/c8xSeEEEIIIcTZSAJ5BDp0LJe/vfAWXq/K8CHnc/WwzKbukhBCCCGE+JVkpc4IU1RSxt//9THOMhcD+3bl1lH/J3ONCyGEEEJEMAnkEaSs3MULb/yHwlI3XTu0YtLvR6LTyS85hBBCCCEiWbMP5N//tJctOw+Fvd3s49m0CHO7u345xJHsArp0bMO0u2/EdMKSrkIIIYQQIvI0+0D+k/0Quw/khL1dp9OJ1bov7O3arBam3zuGWFt02NsWQgghhBBnXrMP5P17dGBA3x5hb/fY8WOkp6WHtU2dXkdqnJkWyQlhbVcIIYQQQjSdZh/Ie3VtG1ErnNnt9rC3KYQQQgghmo48ESiEEEIIEQHy8vKYOnUqvXv3JjU1lS5dunDttdeyfv36Rr/3iBEjiI+PZ8GCBTXe+/3vf098fDzTpk2rd3sHDhwgPj6ebdu2hbObEavZj5ALIYQQQkSC8ePHU15ezuLFi+nQoQN5eXl8/fXX5Ofnn5H7t27dmldffZUHH3wwOOVyfn4+H330Ea1btz4jfThXyQi5EEIIIcRZrrCwkI0bN/LYY48xePBg2rZty3nnncekSZO44YYbgtetWrWKoUOH0rp1azp37sxtt93G0aNHg+9/+eWXxMfHs2HDBi677DLS09MZMmQI27dvP2Uf/u///g+n08mXX34Zcr8BAwbQrl27kGs/++wzhg8fTrt27Wjfvj2jRo1i9+7dwff79u0LwNChQ4mPj2fEiBHB91auXElmZiYtWrRgwIABLFmyBFVVg+8fOnSIsWPH0rp1a1q3bs24ceM4cuRIA36aZx8ZIRdCCCFEs/fyJ8+e0fv9/oo/NOh6m82GzWbjww8/ZNCgQVgsllqvc7vdzJgxg65du+JwOJg9ezZ33HEHH330Uch1c+bM4bHHHiMtLY3p06czceJENm/efNLFBo1GIzfffDMrV67k0ksvBfzh+b777mPlypUh1zqdTu655x569epFeXk5f/vb37j55pvZvHkzJpOJdevWMWzYMP7973/Tq1cvTCYTACtWrGDevHnMnz+fvn378r///Y/JkydjNBqZOHEimqYxduxYLBYL7733HoqiMG3aNMaOHcv69esjdrFECeRCCCGEEGc5g8HAkiVLmDx5MitWrKBPnz5kZmZy3XXXcf755wevGz9+fHC/ffv2PP300wwcOJAjR47QqlWr4HuPPvpoMFQ/9NBDXHnllRw9ejTkmtqMGzeOoUOHUlxczJ49ezh06BAjR46sEchHjhwZcrxkyRLatGnDd999x4UXXkhSUhIAiYmJtGjRInjdggULmDNnTvDz7du3Z9++ffzzn/9k4sSJfP755/z4449s27YtOCq/fPly+vfvz4YNGxgyZEh9f6RnFQnkQgghhGj2Gjpi3RRGjhzJFVdcwcaNG9myZQtr165l8eLFzJw5k6lTpwKwfft2srKy2LFjB4WFhWiaBsDhw4dDwnbPnj2D+2lpaQDk5uaeMpBnZGTQq1cv/v3vf7Njxw5GjRpFdHTNtVH27dvH448/ztatW3E4HKiqiqqqHD58uM628/LyOHz4MFOmTAl+HwCv1xv8Hrt37yY9PT2kRKZ9+/akp6eza9cuCeRCCCGEEKJxWSwWhg4dytChQ3n44YeZNGkSTz75JJMmTcLj8XDDDTcwZMgQli1bRkpKCg6Hg+HDh+N2u0PaMVZb7buyzKMy9J7KuHHjWL58Ofv372f16tW1XnPzzTeTnp7OP/7xD9LT0zEYDGRmZtboR3WVdeJPP/00mZmZtV6jaVqdZSmRWq4C8lCnEEIIIUTEysjIwOv1UlFRgd1ux+FwMHPmTC666CK6du1Kbm5u2O95/fXXs2fPHlq1ahVSLlMpPz+f3bt386c//YkhQ4aQkZFBSUkJXq83eE1lzbjP5wueS01NpWXLluzbt4+OHTvWeAF069aNo0ePcuDAgeDn9u/fz7Fjx+jWrVvYv+uZIiPkQgghhBBnufz8fG677TbGjRtHz549sdlsbN++nYULFzJ48GBiY2Np3bo1ZrOZF154gbvuuovdu3czb968sPclJiaGnTt3otfra30/Pj6epKQk/vWvf9G6dWuOHj3KrFmzMBiqYmdKSgpRUVGsXbuWtm3bYjabiYuLY/r06Tz00EPExcVx+eWX4/F4+OGHHzh27Fgw4Pfq1YuJEyeSlZWFpmk89NBD9O3bN1gTH4lkhFwIIYQQ4ixntVq54IILeO655xgxYgQXXnghc+fOZfTo0bz00ksAJCcns3TpUtasWUNmZiZZWVk8/vjjjdKfuLg4bDZbre/pdDpefPFFfvrpJy688EKmTZvGo48+itlsDl5jMBjIysrilVdeoVu3btxyyy0A3HrrrSxevJhVq1Zx8cUXM3z4cFasWBGsGVcUhVdffZWkpCSuvvpqrrnmGlJTU3n11VcjumRFRsiFEEIIIc5yZrOZWbNmMWvWrJNeN2rUKEaNGhVyrrCwMLh/ySWXhBwDtGvXrsa5E61Zs6ZB7w8ePJiNGzeGnDtxrvBbb72VW2+9tUZbo0ePZvTo0XXeq02bNrz22msn7U+kqfcI+fLly+nTpw8tWrRg8ODBfPPNNye9/quvvmLw4MG0aNGCvn378uKLL9Z57VNPPdXgJVeFEEII0UCaBqoLxVeM4slG59qPvnwX+rLtGEo3Yiheh7HwI4xFHzd1T4VoVuo1Qr569WqmT5/OU089xaBBg1i+fDk33ngjmzZtok2bNjWu379/PzfddBNjx47l+eefZ9OmTUydOpWkpKQa81J+++23rFixImT6HSGEEEKchOZF8ZWg+EqwanvQO4tR1HIUtQK0iqp9tRwlcIxa4T+H79TN66KBTo3+NYQQfvUK5EuWLOGWW27htttuA/yTtq9du5YXX3yR2bNn17j+pZdeIi0tjQULFgD+J4C3bt3K4sWLQwJ5UVERd911F4sWLWL+/Pnh+D5CCCFE5NK8KL5S/wi2WhwI3UX+Y19JYFuMojqDH0lXnZjzrfW/h2JE01nQlCjQWdB0UWg6CygWNF00ms4Mumgoa4TvJ4So1SkDudvtZvv27UyaNCnk/LBhw9i8eXOtn9myZQvDhg0LOXfZZZfx+uuv4/F4gnNfPvDAA4wcOZLBgwdLIBdCCHHuCgRts3Ycfbm7WsA+IWyrTqA+c0Hr0PQxaPpYnGUuzNGtA+G6Mmj7Q7amC4RuJRC6dRZQ6vv4mP00vrAQoiFO+f9Kh8OBz+cjJSUl5HxKSgo5OTm1fiYnJ6fGSkkpKSl4vV4cDgdpaWmsWLGCvXv3smzZsgZ12G4P/x8QjdFmpLUbSX2NtHYjqa+N1W4k9bWx2o2kvjZWu5HU15O2q6noqUBHOfrKl1ZRtU8Feq085H0dHjSgDeA9UHuzfgpeovFhw6tY8WLFh3/rP7bhw4qPKFACj4Hp4Fj+ydqsCLwarjF+tl26dAl7m0JEunrPsnLiVDInWymprusrz9vtdubOnctHH30UnBi+vsL9f2S73d4ofzhEUruR1NdIazeS+tpY7UZSXxur3Ujqa2O1e9b2VdNAK0fxlaGoTv8Iterk+OFfaNkiDkUtDb5H4H1FLW/gTUxAFJo+moJiH3FJ7dD0scER7pCXzoZR0WE8ZZtVztqfrRCi3k4ZyJOSktDr9TVGw/Py8mqMmldKTU2t9XqDwUBiYiKfffYZDoeDCy+8MPi+z+fjm2++4cUXX+To0aMhc1UKIYQQp6RpoLlR1DIUtRR8zsB+IEgHjlGd/jpttcx/jFqjqWTNibGkrrpsJVB3bQWdFU0fjaazouls/hpsfeC8zlp1rFhAUTjktGNJkZArhAh1ykBuMpno168f69ev57rrrgueX79+Pddee22tnxk4cGCN+SjXr19P//79MRqNjBgxgv79+4e8/8c//pFOnTrxpz/9qcGj5kIIIc5xmtdfb+0tQPEVoPMWoHgLaOnbh+W4pWp0W/Oeuq0Tm1YsoA+E50CILixzYozrEAjcleHaGgjh1cpFhBAiDOpVsvLHP/6Ru+++mwEDBpCZmcmLL77I8ePHmTBhAgB33303QLAefMKECbzwwgtMnz6dCRMmsHnzZl577TWWL18O+JdUjY+PD7lHdHQ0CQkJ9OjRI2xfTgghRITQvCjeQhRfoT9s+wpQvPlV4dtXRG0PO0bjROepNpKtGKtGpquF6apgHV0VrAPHtT3kmJdvJyFWRrKFEGdGvQL5qFGjyM/PZ8GCBWRnZ9O9e3feeOMN2rZtC8Dhw4dDrm/fvj1vvPEGjzzyCC+++CJpaWlkZWXVmINcCCFEM6H5UDx5gYBdiOLLR/EWoPPlB4J47YG7ioKmj0czxKPqE9EMCWj6RI6WF9KmRY9g0EYnv2EVoqn17t2biRMn1pihT9St3g913nnnndx55521vlfbcqoXX3wxX3zxRb07cqolWYUQQpyEpgI+f8mG5kPRfIB/H82HUm0fAu9r3uBnlGrvJaiHMBYdCHy+sr3arq35XtVxtX3NR2e1mKjjJ5sr2x+4VUNiIHgnoukTUA0JgfAdV+tIdpliRzW1CvdPU4izUl5eHk888QSffvop2dnZxMXF0b17d6ZMmcLQoUMb9d4jRozg66+/BsBoNJKYmEivXr246aabuOmmm0Im81i/fj3R0dGN2p9zTb0DuRBCiDNA8/ofNPSVBB5ELPXPUa06AzN+VJ3v6Msl+nB0IFjXZ+7q+knSnBiLG7DQTL0o1QJ2YiB8J6DpK49jGzA/thDN0/jx4ykvL2fx4sV06NCBvLw8vv76a/LzTzrvZdiMHTuWWbNm4fV6yc7O5tNPP2XKlCm8++67vPLKK+j1egCSk5PPSH/OJfKnnxBCNCZNQ6e5/OUaamlgdo+SwIwfpeArrXa+NDDrR/3ocINWbYI8xYCG3h9sFT2gR6u2jxI4rnaNVu29ys8XlDkwxbYMHAc+r+gBg//6atf62wm0haGWY//1v9j30qVl1/D+bIVoRgoLC9m4cSPvvPMOgwcPBqBt27acd955IdetWrWK5557DrvdjsVi4aKLLuKJJ56gZcuWAHz55Zdcc801vPvuu8ydO5edO3eSkZHBP/7xD/r163fSPkRHR9OiRQsAWrVqxXnnncfAgQMZNWoUr7/+OuPGjQNqlqwUFRUxa9Ys1qxZQ0VFBX369OHxxx8PmeDjlVdeISsrC4fDwaWXXspvf/tbHnzwQQoLC4PXvPTSSyxcuJDDhw/TunVrHnjggeAq8pFOArkQQvwaqiswWl0auvWVBAJ31fmOauEpyjWqUwIPI8YEtjb/dHp6G+hiAg8m2tD0Mezde5hOrTICYVkHJ1kboiEceXYS48L8QGOY+iZEY/nvm2+f0fv1ufH6Bl1vs9mw2Wx8+OGHDBo0CIvFUut1brebGTNm0LVrVxwOB7Nnz+aOO+7go48+Crluzpw5PPbYY6SlpTF9+nQmTpzI5s2bT7rGTG2GDRtGjx49eP/994OBvDpN0xgzZgyxsbGsWrWKhIQEXnvtNa699lq+/fZb0tLS2LJlC/fffz+zZ8/m6quv5uuvv2bu3Lkh7bz//vtMmzaNefPmMWzYMNauXcvUqVNJTU1l+PDhDerz2UgCuRBCVNI8GLRidK6DgVBdUm1EO3QfzV3vZlWMaIakGgG7ti266HpPqacqefIQoxDNhMFgYMmSJUyePJkVK1bQp08fMjMzue666zj//POD140fPz643759e55++mkGDhzIkSNHaNWq6nmLRx99lEsvvRSAhx56iCuvvJKjR4+GXFNf3bp146effqr1vS+++IIdO3bwyy+/EBUVBcCf//xnPv74Y1atWsXkyZNZtmwZw4YN44EHHgCgc+fOfP/996xYsSLYzuLFixkzZgwTJ04MXrN9+3aeeeYZCeRCCHHW0jRQy6tqrwMLwxBcIKbyVRYI2k7Q3LRXnVhy6jGarRiDI9X+MB0T2I+pOl85kr3nIF3SZQo9Ic5mDR2xbgojR47kiiuuYOPGjWzZsoW1a9eyePFiZs6cydSpUwHYvn07WVlZ7Nixg8LCwuBK6YcPHw4J2z179gzup6WlAZCbm/urAvnJVm//4YcfKCsro3PnziHnKyoq2LdvHwA///wzV155Zcj7AwYMCAnku3fvZuzYsSHXXHjhhTVG/iOVBHIhRORQK/yLw/iKsWm7MJRkVz34WGMFRicNf9BRj5cYVFOrqlHr6gFbHxMM3ihmKcMQQpxxFouFoUOHMnToUB5++GEmTZrEk08+yaRJk/B4PNxwww0MGTKEZcuWkZKSgsPhYPjw4bjdob/VMxqrnj+pDNOV4b2hdu/eTbt27Wp9T1VVUlNTaw3OMTExwfvWp1SmtmsaWmJztpJALoRoepo3UBJSHAzcJ+7rfEUhZSJpqhNT4clHsjVdFOiiA0uan7DiYvXlzSsXj1HM7P/lF7q0kNFsIURkyMjIwOv1UlFRwd69e3E4HMycOZP27dsD8N577zXq/deuXcvOnTu57777an2/b9++5OTkoNPpgn06UUZGBt9//33IuROPMzIy2LRpU0hJzsaNG+nWrdvpfYGzhARyIUTj0TR0WjmK+2ggVNcRuNXS+rWnGNH0saj6OErLKjDb2lery44+IWzXvgKjEEJEovz8fG677TbGjRtHz549sdlsbN++nYULFzJ48GBiY2Np3bo1ZrOZF154gbvuuovdu3czb968sPWhrKyM7OzskGkPFy5cyFVXXcWYMWNq/cyQIUMYNGgQt9xyC3PmzKFLly7k5OTw2WefMWTIEH7zm99w9913c+WVV7Jw4cLgfOcffPBBSDuTJk3i97//Pf369WPYsGF89tlnvPnmm7zyyith+35NSf62EkLUn+aDQDlIZd115fR9iuqEYG12aeB8GR3VEqKyT1WTrQRKQuKqbf3Bu/o5FEuwTOR4kZ2YBBnJFkI0D1arlQsuuIDnnnuOvXv34na7SU9PZ/To0UybNg3wz/+9dOlS5s6dy/Lly+nZsyePP/44N9xwQ1j68Oqrr/Lqq69iNBpJSEigd+/ePP3004wZM6bO0hFFUXjjjTf461//yuTJk8nNzSU1NZXMzEx+97vfATBw4ECeeeYZnnzySebNm8fgwYOZPHkyjz/+eLCdq6++mvnz57No0SJmzJhBmzZteOqpp86JBzpBArkQzZvmqXrQUXUSo+7GUHK8WtCunCu7cr+chtZlq5hRDan+YG3wB+3Q4B0XKBfRN853FOIc4FU1cip8HCvzcqzcvz1e7uNYuZcj+TqsR4+H9X4xRh0PpoS1SXGazGYzs2bNYtasWSe9btSoUYwaNSrkXPW5vC+55JKQY4B27drVOHeihqyovmPHjpDjmJgYsrKyyMrKqvMz48ePDylHmTFjBh07dgy55vbbb+f222+vdz8iiQRyIc4VIbOKOENnFQkZyQ6dVaS6Ftqp6rKVE8pCAqUielu10pFAPXagjGTvL/tkhhEh6kHVNBwulaOVYbvMy7Fy/35OhQ+1jn8L+wBf+BZqDfQlvO0JcSoLFy5kyJAh2Gw2Pv/8c1566SVmzpzZ1N06YySQC3G20FTQXCiqK3SruUB1B7YVKJqLFPUA5rxNgfKRqvIQUBt4U321Bx2jA3XZ7QKzilSer9pvyBzZQoiaNA0KXD6Olfs4Xu7laFnVaPfxci/eOoKwAqRY9KRH6WkZbSAtSk96lIG0aD0FB0vo0qVF2Pu6b09R2NsUoi7btm1j0aJFFBcX065dO2bNmsW9997b1N06YySQi7OXpoHmrrYKon9p8Tj1EIaS7LDfLk49FvZ249UjGIv21x60A+E6GLYbsNBMnOZEX15zJLtqVhHrCbOK2ND00YERbWtgVNsaUpMNUpctRLh5VY2fiz1873DxU6GLn7N1GI7m1nl9gklHepSB9Gg9aVEGWga2qRY9Jn3tNbolOjDozo2p30Tz9dJLLzV1F5qUBHJxZgXLKiqXGHeGBu7gSoj+8I3mqdFEyinLKn6dxmg3WXNiLG5Am4oJTWdBU8ygs6ApJtCZ/ceKGU3n3+aWFWBI6hqYWcQGen/IlllFhGh6xR6V7Q4X2xwufihw4aw27O3SIMGgkBYY5W4ZZSA92kB6lJ4WUXqiDPIbKCGaI/nbW/w6mgpahX+0V61A0coD++WBUd9yktR9mBzfnRC6nfgrHuspuBpi5UqIVgrLCjDbUsP+lQrLcsLebmFZHqbYtoGAbQpszdW2lmqB21TvhWaKcuykRstIthBnA03TOFDqZVu+i+8cLn4p9oQ8+twySk//JDP9k8z4skvo1y385SVCiMgmgbw5qiwFUctALSNKO4S+PBCsg2UUoQFbUcuD9cuKWl6v8ooEzYmhrPayisqQTUjYtlUL37bAaog1Q2qew05CI5RV5OWFv928PDsJcRKchTjXVPhUfixw873DxbZ8F/muquc3DAr0iDdxXiCEp0VV/VVrz2uK3gohznYSyCOZ5g081FcefFUdlwVC9YnHgeuqjVK3Up2Y8xpequEf3bWg6SygWNB0Zn8Ns+LfOsoKMSR2qRG6paxCCBGJssu9wQD+U4E75AHMBJOO/klmzksy0zvBhEUvpSdCiPqTZHSmBEal/Q/zuf3zP2uuqq3qRtHcgZHrwDZ4HHjgT3PTxnecqKOmeo9S10kxBUaqoymnHIulpT9YB+qXg/u6qEDYrgze5mAAP1V5RUGunWSrjA4LISKTV9XYXeTh+/wKtjlcHCmrGshQgC6xRvon+kN4e5uhzoVRhBDiVJp9IFc0N4q3yP/woOZBwQtqtf3K85o3sPUEznlr2a+6pq0vl6ijUYFj9+mF52rMOFF8laPZ+kCojoJAuK4M2dWPCZ6PCh5XH6U+UmInOkWCsxCi6WmahkcFl6rh9mm4VQ2XquFRNVyBY7eP4LmDBbDnsDOsffBpsPGowtHsnJAHMqP1Cn0T/WUo/RLNxJlkFFwIER7NPpC30P5D1LGjYW/XFBKcAxSTf9YMxYSmM1Ud6yrPm084NgZm1ahkrAy7AAAgAElEQVS69mB5Nu3Tuwdm1Kj/Q4BCiDOnxKNyvNzLsTL/Soq7jiuk+MI/p3NubuS0m5OjEOcuDARqf8h2VwvdVeca1q7TqcNaVhLWvvrbVbBaNVpHG+iXZOK8RAsZcUaZXlBEtIkTJ1JaWsprr73W1F0RJ2j2gdxHFJo+1h9+0YPOBIoBDaP/nGLwn0MfCMmGwHljtf0Tz5k4eOAI7dO6hATqcIRnt6KiGRJO/4sLIU5LhU/leFn1BV78S5ofL/NScsLqLk6ngtVXHvY+RFK7TqeCVa2o17VGHZh0CiadglmvBPdNOgWTHsw6BVPgvCO3lBap0WHtK4BWWMLVvZNpEdXs/5oUZ4mJEyeyc+dO1q1bh8lkCp7fsGEDN9xwA2vWrCEzM7MJeyhOR7P/kyZXN4z4luEv13ArLjRjctjbFUKcOR5VIzsQuI+VV62oeLTMS8FJhnIteiW4kmJ6tB63o4S2rePC3r/Dh0toHSHtHj5cQse28Zh0BMN09WDt3/qDuK4Bgxd2XQ5dusSGta8Adnu2hHFxVpk/fz4XXXQRWVlZwSXli4uL+eMf/8j9998vYTzCyZ82QoiIUuFT+SHfzY4C+PlQeGuHVWBnjoKvPJ9jZT5yK3zUsZI5BgXSogJLmAcWdqncxpt0IQ/42b3H6ZIWFda+AthLiJh27SXQJdUS1jaFaE7i4+NZsmQJo0eP5qqrrmLAgAE88sgjxMfHM336dAC+/PJLZs+ezU8//URcXBw33XQTs2bNChlRr66iooJZs2axevVqSkpK6NOnD3/9618l3DcBCeRCiLNehU/luzwXm3Mr2Jbvwq02cu2wx/8QtgK0sOhJj/aPdlcP38kWfYNGcoUQZ7cx9807o/dbtfiRBn9myJAh3H777dxzzz38+c9/5s033wyWsBw+fJgbb7yRsWPHsnTpUvbs2cP999+PXq9nzpw5tbb35z//mTVr1vDss8/Stm1bFi1axOjRo/nuu+9ITQ3/AnyibhLIhRBnpTKvyvcOF5tyK/ghEMIrdY01YjNqpLUIb+2wAlQ4ShjQKZ60aAMtLHp5iE8IcVaZM2cO69evZ8KECTz22GP07NkTgBdeeIE2bdrwt7/9DUVRyMjIIC8vj2nTpjFjxgwsltDfUBUXF/Pyyy+zdOlSLr/8cgCeeeYZvvjiC/75z38yY8aMM/7dmjMJ5EKIs4bTWzUS/kOBC0+1EJ4Ra2RQqoXMZAtJFj12ez5dOjdC7bCWTZdkKa0Qorn5NSPWTSEqKopJkybx8MMPc9999wXP7969mwsuuCCkXG7QoEG4XC72799Pt27dQtrZu3cvXq83pDzFYDBwwQUXsHv37sb/IiKEBHIhRJNyelW25vlHwv+b7wqufqgA3eOMZKZYyEyxkGjWN2k/hRDibKHX69HpdOh0VXPha5pW5+JUJ1u0qrb3ZJGrM08CuRDijCvxqHyXV8HG3Ap+rLYEuQL0jDeRmWJhYLKZBAnhQghRL926dePDDz8MCeabNm3CbDbTvn37Gtd37NgRg8HApk2baNOmDQBer5dvv/2WsWPHnsmuCySQCyHOkGKPyta8CjYFQrivWgjvFW9iUIqFC1LMxJskhAshREPdddddLFu2jGnTpjFx4kT27NnD3LlzueeeezCbzTWuj42NZcKECcyaNYuEhATatGnDokWLKCws5I477miCb9C8SSAXQoSdpmkUezQKXD6+KYRVP+TzU6EbNRDCdQr0TgiE8GSLLEEuhBCnqXXr1rz55pvMnj2biy++mLi4OMaMGcOjjz5a52f+8pe/oCgK99xzD8XFxfTt25e33nqLlJSUM9hzARLIhRANpGkaRR6VfJeKw+XDUeEj3+3fz68IbN2+4AOZTqcOq9WNXoG+if4Qfn6yhVijhHAhhPg1xo4dW2tZySWXXMK6devq/Nzzzz8fcmyxWJg/fz7z588Pex9Fw0ggF0IEaRoUuHxVYdvlw+FSyXf5yHf5yHOpFLh8eOtaLacam0Eh0azHoGhc3jWW85MtxEgIF0IIIWqQQC6aBa+qUVg5iuuq3PrDpsPlo9CtUlSkEJuXE9b7FheHv83GatenwbECHZajuae8NsagkGjRk2TWk2TWkWTWk2jWkxjc12HR+8O33V5Al/TwzhcuhBBCnEskkIuI51U1CtxV5RPVR3SrB+5TDeo6vQpul3qKqxqmMdpszHZ9QJxRR4JZR3IgZCeZdcGwnWzRk2jSY9LLlFhCCCFEuEggFxGhyK1yoNTDAaeXnTkKelcB+S6VvAofRZ5TB1MFSDD5g2VyMGBWhc0Es44D+0ro2DG8D7Ls3Rv+NhurXR2QfaCEHhmyXLIQQghxJkkgF2cVn6pxtNznD9+lXg44/dvCauumO50KVo8reKwACYFSicoSioRqpRRJZj3xJt0pl0AvMUKKJbxT7hU2QpuN2W6+lHgLIYQQZ5wEctFkSj1qSOg+UOrhcJmX2ga8LXqFdlYD7WxGtMISerWPJ8miI9HkD9v6U4RtIYQQQoizlQRy0ehUTeN4uS8Yug84/VtHHTXQKRZ9IHz7A3g7m4EWFn1w5TG7PZsuqZYz+RWEEEIIIRqNBHJxWtw+DadXpdijUurRKPWqlHhUnF6VH7MVykscHCz14lJrPlJp0kEbqz9wV45+t7UZsBqkbkIIIYQQzYcEcgH4R7GdXo0Sj0qpRw0Ea41Sjz9gl3oDgdujUhII3aUerdagXcnpVLB6PQAkmnW0qwzfgZHv9Cg9OkVKTYQQQgjRvEkgP8domj8kl3g0nJ7AyHUgTJcEg3boaPaxfAXdkexTTgtYG70CNoOOGKOOGKOCNbBvM+qocJQwqEsC7WxGWRBGCBERNE2jzFVKSUURRWUFYW+/MdptjDYVZLBEiDNJAvlZzKtqNcL07iL430FntWAdGq5LPGq9VlGsrkxVsAJWg4LN4A/TMUbFvw0c2wxKMGjHBI5tRh1ReiVY230iu3qcLgnm0/9BCCFEGGiaRrnbSYHTQaEzP7B1UBB4FQXOub0unE4n1i3WsPehMdptjDZtlljuGPhQWNsUp+/ee+8lPz+fVatWBc99/PHHTJgwgT/84Q/MnDmzCXsnTocE8jNA0zTKfFpIgC7xqlXlINUCdfVSkXJfzWTtdOqwlpac9H4mHYEQrSPWWBWobYH92BOOcw6U0CejhcxUIoSIaGUuJ4VOB4VloWG70OmgoNR/3uWpOGU7FmMUOouBmOiYsPdR5wt/u43RZrTZFtb2ROP4f//v/3H//fczZ84c7r333l/VhtvtxmQyhblnoqGafSD/j0NhVVl+2NvNzlMw5OdS6vWH7ZOUWtdJgZDRaJtRR4W+lA7p0YHztY9mmxu4imKZAQnjQoizWoWnnEKng/zSPIrKCsgvzaPQ6WDPITu6/0Kh00GFp/yU7ZiNFhKsycRbEwLbJBKsScRbE0m0JRMXnUiUKRq73U6XLl3C/j0ao93G7Ks4ey1dupTZs2ezcOFCbr755uD5lStXsmjRIvbv30/r1q25/fbbuffee9Hp/KWj8fHxLFiwgA0bNrBu3Tpuv/12rrjiCq655hreffdd5s6dy86dO8nIyOAf//gH/fr1a6qv2Kw0+0B+3A27K9xhb9dZoWDV+4LHUXolGJ6tlSPXBh02o78UJHguEK5tBh1WQ81yELs9jy6dY8PeXyGEaCouT0VwJLuylKTAmRdSVlLuLqv1s06nE6vVX65hMphJsCaRYEsiLtofsIOBOzqReGsSUaboOsvsRPMWfejMluiUtZn/qz/717/+lSVLlvDKK69wxRVXBM+vWLGCefPmMX/+fPr27cv//vc/Jk+ejNFoZOLEicHrsrKymDVrFn/9618BOHToEABz5szhscceIy0tjenTpzNx4kQ2b94s/585A5p9IL8sUWN0y4Swt3v0UAm9Oif7A7bh1KtECiGajtfnpaisgKKyfA7m74VjnrC2fzD/QNjbjLR29+XtxcHRQOh2hJSUlLmcp/y80WAKjGQnkWBNDGyTKXGU0qd7fxKsSUSZrBIcxDlv/fr1fPLJJ6xatSokjAMsWLCAOXPmMHLkSADat2/Pvn37+Oc//xkSyK+//npuvfXW4HFlIH/00Ue59NJLAXjooYe48sorOXr0KK1atWrsr9XsNftA3tIMXRLD/+BhlANaW5v9j1eIJudTfRSVFZwQAvMDW/8obHF5IZrmrytzOp1Yf2yEh+7C3GaktVt9JPtERr2R+BphOym4TbAmEW221Rq27XY7rRLbhbWvonk6nRHrM6l79+4UFxeTlZVFZmYm8fHxAOTl5XH48GGmTJnC1KlTg9d7vd7gn2+V+vfvX2vbPXv2DO6npaUBkJubK4H8DJDEKISIWKqqUlReV9h2UFCaFxK266IoCvHWROKjEykxl5KYmBjWfubn54e9zUhrt6CgkPatOgYDdvXabZslVka2haintLQ0Xn/9da699lquu+463nnnHeLj41FV/+rXTz/9NJmZmSdto85/HBuNwf3K/0+e6s9PER4SyIUQZyVVVSmpKAo+vFcVuv11xQeP7UP7yhf8S6guiqIQF50QDIEnjsIm2JKJjYpHr9MDkffQXaS021h9FaI5atmyJR988AHXXnst1157Le+88w6pqam0bNmSffv28bvf/a6puygaSAK5EOKM0zSNkvKiEx7eywuObhc6HRSVFeBTfXW24axwYtVbiY2KIyEwO4b/Ib5E4qOrRmHjohMw6OWPOiHEuSUtLY0PPviAkSNHcs011/Dee+8xffp0HnroIeLi4rj88svxeDz88MMPHDt2jD/96U9N3WVxEvK3lBCi0eQWH+e7A1+xs3AL+aUOisr8wbuorACvz3vKz8dExRFvTQzMkuEP2ImBGTQKcoro3+t8jHrjKdsRQohzUWpqKu+//34wlL/77rtER0ezcOFC5s6di8VioXv37tx1111N3VVxChLIhRBhpWkae7J3se7HD9hx8DtKS0trrVe0WWKrwna1euLq09QZDXUvVmEvtUsYF0I0K0uXLq1xLjk5ma+//jp4PHr0aEaPHl1nG4WFhTXOXXLJJTXOt2vXrtZrReOQQC6ECAuf6mPbvk2s/2kNB3L3AGDQG+jZ8jx6d+5fI3yfLGwLEWk0TUPzevG5XPgq3PhcLlSXfxvcd7spPXqUY4ePo6kamqqCpqKp/heBc5qmVds/8Xz16/3nCvIL+DlhU1i/j95igYGyIIwQZ4oEciHEaSlzOdn48zo27PyY/NI8wD/6fUn333JJ98vJPpwrD/OJiOEtK6ciz0HFvoM4nBVVobrChep243NVhm1XcN/ncqO6XGj1WJLZ6XRyvI4ZLn4tj9OJ03nqVUobwhAdhSWsLQohTkYCuRDiV3GU5PL5zo/YuHtdcMnyFnEtGdprBJmdLw2OgGeT25TdFKJW3rIyKnIclOfm4cpzUJGbR3lOHl6nf0VQp9OJt4HBWWc0oDeb0JnN6M3mavsm9GYzOpOJ7Nwc0tNbouh1oCgoOh3o/FsleKzzbwPHSuB9lOr7CoqiA72OgwcP0K5d+/D+gBSFo2Wl4W1TCFEnCeRCiAbZn/sL63Z8wPYDm4NTDnZt2YthPUfQs01/mU9anFWqB++K4MsRDN4n0pmMWJKT8HpcJLZsid7iD9KVAVtvsQSOAyG72lan15+yP067nbQw/8bIWFGGtXXLsLYJgN0e/jaFELWSQC6EOCVVVdlx6DvW7fiAPdm7ANDr9FzQ6WKG9bqaNskdmriHornzOMuCYbsiNzewPUXwTkkmKiUJS0oyltRkLMlJGOP8ixTZ7XbaSamVEOIMkUAuGoWmaXh8nqbuhjhNLk8Fm+0bWP/Th+QWHwcg2mzloozLuLTHlSRYk5q4h+JspmkaqtuD1+nEk5NLqdGCpvr8DyX6fGg+FdXnQ/P5QFVRfSqa6oPK89Wuq9qvdl5VKTh0mB3ej/GW1V5DrTebsKQkYUmuFrxTkjHGxshvc4QQZw0J5CKsNE3ju73f8P53r3Mo+wCdd3ajQ2oXOqR2pX1qF1rEtZS/BCNAUVkBG3Z+zFe7PqPM5a8jTYpJZWjPq7iw61DMRnncq7nSNA3V5cJTWoa31InH6cTrdOJ1luEp9W+9TmdwX/X455t3Op24wvwwI4Db6cRotVYF7xT/SLcEbyFEJJFALsJmb/ZuVm95hf05/rpDTdM4WnCQowUH+Xr3WgCslhjap3SmQ2pXOqZ2pV1KZwl3Z5Hs4iNs+uJTvtv7TXDhng6pXbms99X0aXsBOp2uiXt4dtG0wHR0Xh+az4vq9aF5vWg+n3+E1+t/uY4co6QR5kxvjHY1TaNiz35y84v9YbvUicfpD9+VwVv11r2C6ol0RgMGmxV3tAVbSjKKXh94UFHn36881lce61B01bbV39PpUAz6qs/qdBzJyaHrgP4SvIUQEU0CuThtecXZvLf1db7ftxGA2Oh4rj5vDHFqKlGJRvbl/My+HDv7cn6mqKyAnw5t46dD2wBQFIVWiW3pkJoRHElPjmkhf7E2Ip/qo6isgEKng4LAMvUFznyO5O9n+y/fYrVaURSF/h0GMazXCDqkdm3qLjcK1ePFXVSEuzDwKirGXVhM4fHj7NmyHTUQrDVvZbgOBO1A+Na8vnoHU6fTiacRRocbs92TzTCiN5swWKMxWK0YbVYMtsB+4JzBFti3WdGb/LPt2O32Rpn+Ms9uwBQXG/Z2hRDiTJJALn61MpeTT35YzYadH+P1eTEaTPxf72v4v97XYjZasNvtdGzRhY4tMgD/yFt+aR77cn5mf64/oB927Oew4wCHHQf48n+fAv7l0jukdqF9Slc6pHahXUonTAZzU37ViKGqKkXlNcN29eOisgL/AiO1MBnMDOl5FUN7DicpJvUM9z68VI8nGLRdBUV4iopwFxYHQ7intPaH/VxOJ8V5BfW+T+Xorc6gR9EbUAx6dHo9isEQPO8pLCQmKfz19p78fGISE8Perre0lOR2bTFa/WHbaLP6g7bVv68zygqpQjQ3I0aMoEePHixYsOCU17766qs89NBDHDly5Az07NwggVw0mNfn5atd/+Gj7f/GWVECQGaXS7l6wM0nfchPURSSYlJIiknh/E4XAeD2ujiQu4d9OXb25/pH0kvKi/jvga3898BWwD+bR6vEdnRI9Qf0QkcJms0d9u910HEw7O02RptoGruP7+Kw6+dAyM6vCtvlBcGpCOuiKApx0QnBVTP9K2cmkmBLxlhupXePPuHtbyPRvF4qcvNCArerMBC6C4vqnF2jkqLXY4qLwRQfhykuNrg9kpNDuw7t/SURBkMgXOsD4dpQI3zX57c5drudzo0wOtyY7baRGUaEOOvk5eXxxBNP8Omnn5KdnU1cXBzdu3dnypQpDB06lN69ezNx4kQmTZoU9nuvXLkSg0FiY2Op9092+fLlLFy4kOzsbLp168YTTzzBb37zmzqv/+qrr3j00UfZtWsXaWlpTJ48mdtvvz34/tNPP83777/PL7/8gslk4vzzz2f27Nn06NHj9L6RaDSaprHj4He8++2rZBcdBaBLek9GDRz/q6e9MxnMdEnvQZf0HsF75JVkh5S5HMk/wMG8vRzM28uGnR/jdDqx/tQ4v6YPd7uN2tc6Sgpio+JIsCUTF51Ioi2ZeGsi8dFJwQAeF52AQV/7//XtZ3De4cqHA30VLrwVFfgqXIFXRejW5cJXXm0/cL7YkY/zJGUVtQbuyldcLMYYm3+BlRM47HZiO3dszK8uhBC/yvjx4ykvL2fx4sV06NCBvLw8vv76a/Lz8xv93gkJCY1+j+asXoF89erVTJ8+naeeeopBgwaxfPlybrzxRjZt2kSbNm1qXL9//35uuukmxo4dy/PPP8+mTZuYOnUqSUlJjBw5EvAH9jvuuIPzzjsPTdOYN28e1113HZs3b5b/0c9Ch/L2sXrLK9iP/QT4V2QcecFYercdENZ6b0VRSIlNIyU2jYGdLwX8U+8dyP0lMIpu52j2ERIb4df0+fn5YW+3MdoEKCspp1ObrsHR7XhrEom2ZGKjEzA2wsOD9aVpGt5SJ66CQlz5BbgLCinas5e93+2oEah9LjfUUTpTH4pehzkxvkbQNiXE+wO3zVpr4BZCiEhUWFjIxo0beeeddxg8eDAAbdu25bzzzgP8JSWHDh1i5syZzJw5M/iZ/Px8pk2bxsaNG8nPz6d9+/bcd999jBs3Ltj2iBEj6NatG3Fxcbz88svodDpuvvlm5s6dG3yY/8SSlffee48nn3ySvXv3YrFY6NGjBy+//DKpqTXLHfft28cjjzzCd999R2lpKZ07d+aRRx7hyiuvDF5T2+j+6dwz0tQrkC9ZsoRbbrmF2267DYAFCxawdu1aXnzxRWbPnl3j+pdeeom0tLTgDzAjI4OtW7eyePHiYCBfvXp1yGeWLVtG27Zt2bRpE8OHDz+tLyXCp8Dp4IPv/h9bfvkSTdOwWmIY3u8GLu722zpHWcPNbLTQtWUvurbsBTTew2GN0W4k9bW+NFXFU1yCK7/AH7wdBbgLC3Hl+0N45TR3lSqcTorqGMnWW0zozRb0FjN6S+U28DJb0EcFzpmrnbdY0JvN7D18iK5dz80HToUQZ96Yz4+f0futGpLWoOttNhs2m40PP/yQQYMGYbGEzlC2cuVKLr74YsaOHcsdd9wRPF9RUUHfvn2ZPHkysbGxfP7550yZMoU2bdoEgz3Am2++yd13382nn37Kjh07uPPOO+nXrx+jR4+u0Zfs7GzuuOMOZs2axbXXXovT6WTr1q119r20tJTf/va3/PnPfyYqKorVq1czfvx4vv7663r/Od7Qe0aaUyYqt9vN9u3ba9QjDRs2jM2bN9f6mS1btjBs2LCQc5dddhmvv/46Ho8HYy0PBJWWlqKqKvHx8Q3pv2gkLk8F//nvu6z98QM8XjcGvYHBPa7kir6jiDaHvwRDnF1Urxd3YZE/ZBf4R7pdjgJcBf4HIjVf3bOLGKItmBISMCfEY05MINdZQttOnfxhOsoSCNcW9GbTaY1gy0w8QojmxGAwsGTJEiZPnsyKFSvo06cPmZmZXHfddZx//vkkJCSg0+mIiYmhRYsWwc+1bNmS+++/P3j8+9//ni+++IK33norJJBnZGTw6KOPAtC5c2dWrFjBhg0bag3kx44dw+PxMHLkSNq2bQtw0pLj3r1707t37+Dxgw8+yMcff8y7777LtGnT6vX9G3rPSHPKQO5wOPD5fKSkpIScT0lJIScnp9bP5OTkMGTIkBrXe71eHA4HaWk1/1U4ffp0evfuzcCBA0/an8aocW2sutlIareyTVVT+e/hLWywf4jT5X9gs3t6P4Z0HUFCdDJHDh5t8r5GWrtN1Vetcqo+T+XL7d96vahuT+A9T9X7bje+klI2Fr+Nz+mEk1ST6KKjMMTFoI+JQR9rQx8bE3zpzP5p7jyBVxQtyAXwuqHEDSXh+gnIfweR1m4k9TXS2o2kvjbVb/dOpaEj1k1h5MiRXHHFFWzcuJEtW7awdu1aFi9ezMyZM5k6dWqtn/H5fPz9739n9erVHDt2DLfbjdvt5uKLLw65rmfPniHHaWlp5Obm1tpm7969GTJkCL/5zW8YOnQoQ4YMYeTIkSQnJ9d6vdPpJCsri08++YTjx4/j9XqpqKiocc+Taeg9I029aw5OHI3SNO2kI1S1XV/beYBHHnmETZs28fHHH6PX60/aj+ZeUtCYZRX/O/ID72xZyZH8g2CAni37MWrg+OC0hWdDX0+3XU3T8JVX4Ckt9S94UurEU1KK11lGdnY2LVqEtw4tOzsn7G1qGmQfO0ZyXDyqx43P5UZ1u1HdHnxu/77P5TnpKPaJlMCrPPCwqGKzYYqLw5QQhzkpAXN8POakBEwJ8ZgT4hs07d3Z+N/BmW43kvraWO1GUl8jrd1I6qs4fRaLhaFDhzJ06FAefvhhJk2axJNPPlnnzCqLFi1i8eLFPPnkk/To0QObzcbcuXNrhO0TqxcURalzily9Xs/bb7/Nt99+y7p163jllVeYM2cOa9asCRkJrzRz5kw+++wz/vKXv9CpUyeio6O55557cLurZiHT6XQ17uf1VpVANvSekeaUgTwpKQm9Xl9jNDwvL6/GqHml1NTUWq83GAw1HnCbMWMGq1ev5v3336d9+/YN7L4Ih9yS4/znk7fYeXg7AEkxKVwz4HcM6PibiCkL0Hwq3rIyPCWlVSG71Imn1H/sLS3FU+IP4HUF1TKnk5y9B8Par8ZoE/zBOf9UC8IoCnqzCb3ZhM5oRGeqtm82oTeZ0JkC500mdGYTx4uK6NKvD8a4WHSn+MexEEKIppeRkREccTaZTPhO+Dtu48aNXHnlldx8882Af2Dql19+IS4u7rTuqygKAwcOZODAgTz88MMMGjSIt99+u9ZwvGnTJm6++ebgc4QVFRXs27ePTp06Ba9JTk7m+PGqOv6Kigp+/vln+vSpmoq3IfeMNKcM5CaTiX79+rF+/Xquu+664Pn169dz7bXX1vqZgQMHsmbNmpBz69evp3///iH/Anv44YdZvXo1H3zwgTyc1Ug0TaO0opiCagvDFDod5Jc6KCrLp8CZx6HsA0RHRxNliubyvtcxpMdwjAbTr7qX5vXic3vQPB68hcWU5+SBpvqXF1c1UNXgcuMEzmmqGnpN5XLkldcEr/dvS/ft5+BOuz94V4bvsvJ6z9iht5gwWG0YY6wYbf6tITqaY9nZtExPb/D3Ppmjx46FvU2AYzk5tG7fzh+wTaZAqDZW2zfVe47s6grsdsyJMsuREEKcbfLz87ntttsYN24cPXv2xGazsX37dhYuXMjgwYOJjY2lbdu2bNy4kZtuugmz2UxSUhKdO3fm7bffZuPGjSQlJfH8889z8ODB0wqx3377LZ9//jmXXXYZKSkp/Pe//+XIkSNkZNT+G/VOnTrxwQcfcKFOdjEAACAASURBVNVVV2E0GsnKysLlcoVcc+mll7Jy5UqGDx9OcnIyTz31VMgIeUPvGWnqVbLyxz/+kbvvvpsBAwaQmZnJiy++yPHjx5kwYQIAd999N+CfKQVgwoQJvPDCC0yfPp0JEyawefNmXnvtNZYvXx5s88EHH2TVqlWsXLmS+Ph4srOzAbBardhstrB+yXNVZdguKisgvzSPorJ88kvz/KG7rGqxGK/PW+vnFRXMLogv1fOb9Ewu7DgYi2qicNuPqB5vsAxC9XoCxx5Uj6dqG3wFrj1hdg2n00lFIy3rzYntKop/FcEYW2Ap70DYtlkxxtgwBM6fbJXBYrud1DD/eraoEdqsbDdJfpUshBDNhtVq5YILLuC5555j7969uN1u0tPTGT16dPDByEceeYQHHniA/v3743K5KCwsZNq0aRw4cIAbb7wRi8XCLbfcwo033siuXbt+dV9iY2PZvHkzzz//PEVFRbRq1Ypp06YxZsyYWq9//PHHmTRpEldddRXx8fHce++9NQL5lClTOHjwIGPHjsVqtTJ16lSOHTv2q+8ZaZTCwsJ6DSsuX76cZ555huzsbLp37868efO46CL/aosjRowACBkV/+qrr3jkkUeCCwM98MADIQsD1TWbysMPP8yMGTN+9RdqqEipvXN5Ktiw8xN2/LINQ5QuGLo93jpWgdTA4PUH7jgtmgSsxKpRWH0moj16TC4NgweMeiPuCg82W0xY+qkzGgIvI8VOJ/EJCf6ZNBQFRadD0Smg6Krt+8+jqzyn84/qBt4PflavQ1H8+7lFhbTp3AmjzeYP3jE2DNbo0y6xkNpO+Rk0VruR1NfGajeS+hpp7UZSX88WRUVFp12yIcSvUdd/e/V+qPPOO+/kzjvvrPW9E8tTAC6++GK++OKLOtsrLCys762bPfuxnaz8cimOkpzgCo2KCiY3pGpRJBBDnBZFrM9ClEeP2a1gqPBhQI9Rb0Sn1BJUdaBE6zDG2Cj1eolNaxGoMw68DEb/sdEQrDPWGQz+bSBw60yV11R+xhAyjV1j/WFebreTfI7+JSGEEEKI5ufMrOxyFnMfPY6jtDzs7ZYfPkxuYWmgNjpQOx2oh66shdY0tep8sJa6qr7a43Hz06Ft7D2+i0QNOkTFk0wnEoqi0LtVjHpT7WEbwAD6KIt/5cLYGIxxsf79uNjgfuVKhna7nU4ScIUQQgghmkSzD+Tlu37h4PHa59k8HU6nE99p1E+XuUo5/P/Ze/NoS6ry/vuzdw1nukN336Fvz03LJLMiAjFRiPlFDMtpAa+ynF5EjShINEvjhAjGIHFFI8FpweuARl8CuDQvwQFhGRKCMQZBRO2+0OO93X3n6YxVtfd+/6iqc+rcqW93n0t30/Vdq+4e66ldde459d3PfvbzjO/EC2p0I+jpXEOP7KNcKpMvZBCuwOloD13TdXbgdLY3CHdHSMKtbKaFd5QiRYoUKVKkSJFiOXDcE3JnzWpWrml9MAA9MkL36tVNttChPXSUxnVJG2ohUEbzi2cf4Te7t6HbDd2dvfz52W+gd+U6EILBsRFOOvNMnPa2w4pymCJFihQpUqRIkeLowHFPyPMvPImNy2CuUevvZ8NByt0xvI3vPPIVhqp7kX2SPz/rDVxyzmXYVuNjGukXuJ0drR5uihQpUqRIkSJFiiOE456QHw3wA49/e/xfeOi392OMoW/Fet768veyqecFBz45RYoUKVKkSJEixTGNlJAfYewceYZvP/JlhiYHEULwf856HX/x4itwrKWHJk+RIkWKFClSpEhx7CIl5EcIvvL50a/v5cHf/BBjDKtXrOMtf3INJ/Sm3k5SpEiRIkVrYYzB831qNZ+a51Hz/PCoec2p51GreViWxUkbe470sFOkOG6QEvIjgN2j2/n2I19m38QehBD82Zmv4dIX/1+HFK4+RYoUKVIcXTDG4AcBnhcS4GpEgD3PZ3DvMEq09rd+98AQM1WdINQNYl2v83xYUhjAEK7rpIQ8RYrnECkhfw4RqIAfP3EfP/3ND9Ba09u5hrf8yTVsWX3KkR5aihQpUqRIwBjT0CQntMpeQptcTZLeBPn1PB+t52e/pVKJrTv2t3SsYcC4oQP2cxybjOuQcV0ymSh1HTKZROpYZGxFxoGZkm7pOFOkWC5cc801jI+Pc/fddx/poRwyUkL+HGFgbCfffuRLDI7vRgjBxWdcymvOfSOunfoKT5EiRYrnGlobypUKUzMlpmdKTBejNMqPjo1TyD91yPIty6qT3myUuq7D2Ogo3T2t1TyPjo6yYd3aBrFOEu4E8ZaRq1yjPFRQRPszaL8YHSMofwYdlME3SJNnhjNaOs4Uh4/R0VFuueUWfvrTnzI0NERnZycvfOEL+cAHPsDFF1+8rNe+9NJLOe200/jc5z63rNc5FHz2s58NAy8ew0gJ+TIjUAE//c0P+MkT30dpRU9HH2/+k/dwYt8Lj/TQUqRIkeJ5jZrnMT1TZrpYYmamxFSCdM8Uy2i9iAbYzNUou06zNjk7h/zGhNjBsuaPotzf389JLXa1O1umMRoTVCKCPYEuzVCZLDbIt67NvV0DNS0pK4eqKGB0nszB2LikeE7w1re+lUqlwu23384JJ5zA6Ogojz76KOPj40d6aEcUnZ2dR3oIh42UkC8jBsd38e1HvszA2E4ALjr91bzm3DeRcbJHdmApUqRIcYRhjEHpgEAF+IFPoMLDV0E9HwQBvmq0BSoqB3Ffn/1DQ/zvrl+EGxYjk5I4r5RadAyObeO6Dm5EvF3XrednijVWrQyAAKiEYwaqQFVHVZWDumMwhonJCbaOPh7Zc5t6fdzHkKyfm497hOeE+eLMNE8PuKA8jPbDo94PNOAbQaAlvpEERqKwCbDxjRWWjcQgQQhgGtfO8PpT1h3MDaZYZkxOTvLYY4/xgx/8gFe84hUAbNy4kRe/+MVN/e6++26++tWv0t/fTzab5WUvexm33HILa9euBeA//uM/eM1rXsMPf/hDbr75Zn73u99xyimn8I//+I+cc845Sx5PrVbjxhtv5L777mN6epozzzyTT3/601x44YUAKKW4/vrreeSRRxgeHmbt2rW8/e1v57rrrquv1iiluPHGG/n2t78NwJVXXonneWzdupV/+7d/A+bXzM82UZldvvTSSzn11FPp7Ozkm9/8JlJK3vSmN3HzzTfXr320ISXkywClFY8++yBPPPoogQroau/hzX9yDSevOf1IDy1FimWF1hovqOH5NWp+DS+oMTS1F3eo9T+AyyHXGNg3OYAYVGij0VqjjQrTKK+0jtpUI03Uqaa28BifGOf3I79u6VghfEEfK3InJyd4av8v8QOPICLdh6p/VYFiplSmWKpQ87wFtdFCCBzbwrYtbMvCtu2obGNbFkKKpFQUFSoBVAIoVUoo6YdNdcKsMUZH5eY8xoTlOB+lGN3IY1BKUanMP96lwADGiKbUVxrKFsoItBEoI1BIFGEdCKiTbRGlKjoasARYQmBJgSOzx7wJwMHi2v/njc/p9W6/+uDsndva2mhra+OBBx7gggsuIJudX7nneR4f/ehHOfnkkxkbG+PGG2/k6quv5kc/+lFTv5tuuolPfepT9PX18ZGPfIR3v/vd/Pd//zdCiHnlzsYnP/lJfvCDH3D77bezefNmvvSlL3H55Zfzv//7v/T19aG1Zs2aNXzzm9+kq6uLxx9/nOuvv56VK1fytre9LXwGt9/OXXfdxRe/+EVOP/107rjjDu655x7OOuusg3o28+Gee+7hL//yL/npT3/KU089xTvf+U7OOeccLr/88sOWvRw47gn5//eb77Ln0f6WyjQYpqanKBQK/MkL/5zXn/fmVCue4piBNhrf96glibVfxQvifI2aX8ULvER7SL69wJsjr1Qq8czY0y0f53LK3T5eaK3Magk9E7RU5rEmt1Qtoa1ZBFBa2JaNY7nYlo1tOdiWjRWnMsxbloNAMjFVYu/QOOMTM2A6yAgL21b09HSRz2XJ57Lkshly+Rz5TAY3YxOS0VAjH5LYhuLZGI3SNbSqYYIaWtfQQRWjPIr5afJZNyTZOmhonA8HQlKueNjZPNoIAmNFtFiitEAjCSJSHSSJtQYV1YWjiAmTQACe7+NmcghpYWNhS4mgMVm1LUHOtsg5FjkpyGHICUMGg4vG1QbHKAgUOgjQfoCUcsnELMVzA9u2+dKXvsT111/Pt771Lc466yzOP/98Xv/61/OSl7yk3u+tb31rPb9582Y+//nP89KXvpTBwUHWrWusenz84x/n5S9/OQAf/vCHueSSS9i7d29Tn4VQKpX4+te/zm233carXvUqAL7whS/wyCOPcOedd/KJT3wCx3H4+Mc/Xj9n06ZNPPnkk9x33311Qv6Vr3yF97///bzhDW8A4NZbb+Xhhx8+jKfUwCmnnFK//oknnsi3vvUt/v3f/z0l5EcrlFb4ym+53JX5Lt59yV9z6rrDn+XNRrjUq1AquZwbhJonHS7/quTSro7akku+0XJwoHzGJ8Z4cu8vWj7O6emp417usTRWg2F8YpxHtx+6SzYBuE4G187gOhkyToYpa5ru7u7WDTTC2OgYXd1dhyfEGAJjCJTB05pAGbSZprNzJUJaSCGRQiJklAorIioy0WZFbbKpLTwnbBvaP0TfmjWtufEE9u3bz+q+1RhAG4M2EfGMrCBCfW1cbrRrE37eOpE3JpRhAD0xQfuKlQlLChMbTkSENmFYkSiH5hGmbmERtxlA2TOYjhUgbQwWCAuFoGYaY4/PTSpvA6WYKZYplssolQHWINrXks9laGvLYwKfWqGNGjAB4U0XwRQBo8AEGKNAK4wJD4zC6ADMbBtyCeSBPIFqww4Sr8hIuyxErGkOUyEkDe2zbGoXQoABSylkoLBUQLVSIRfklvT5Cq1RNY9qtVY/ajUP3/fwauFRq9aolErkMy62MVgYpDFYaKQ2CKMhWqkxSi1Z653LuLzn2jctqe/zBQersT4SeN3rXserXvUqHnvsMX75y1/y0EMPcfvtt3PDDTfw13/91wA88cQT3HrrrTz11FNMTk7WP/OBgYEmsn366Y1V+76+PgBGRkaWRMh37NiB7/tccMEF9TrLsnjpS1/KH/7wh3rd17/+de666y727NlDtVrF9302bNgAwNTUFPv37+e8886r95dScu655zI4OHgoj6cJyfuD8B5HRkYOW+5y4bgn5Cd1n876rs0tl1ssFnly2+M8ue3xFko1TE5N8l87WruUWPEryGrrTQpSucfWWAEC7ZPBxbVdXDtDxg3JdcbJhkTbyZBJkO2YfCfzs7Vqy7GJbTG5gdZUfE3FV1SC8Cj7iqqvKAcqrI/y1UBR904nABtKmRJVGWnIYxZ6WN7fDKVygZ37F7dnPhSUynl2DR1ocGJWugS5qp1qtbUeoGpSYJtcwkqiYQM9GwKoVKvMFMtUKhUwYV3etVnZ0caKjgKOJRAYZqbLdDhV0D4YH6MDhPEx2gvJqAjPFTK8piDiy9F1pHSQloOULsJykdLGDwQTE9OsWNWFEOHkISTehLMMFYDng+9D4CH8GvheWBd4CN+P2r2wb3zHxjBdrqCNpOIHVDyfSs0PU8+n7EV1XkC55lP1g/o4SYx5NgKlKC1gtjP34QqEEAgZThqFEJDIh/WCjsyhm9WkWF5ks1kuvvhiLr74Yv7mb/6G6667js9+9rNcd911+L7PZZddxkUXXcTXvvY1enp6GBsb49WvfjWe17yC6TiNiODx7/ZSuUXcb75VlLju+9//Ph/96Ef59Kc/zUtf+lI6Ojq44447uP/++w/qfqWUc8YVBAdewUveXzyuo9kM67gn5EorakG15XK9oEbFK7dcbqADjDFIIXFsp77Ea1sOTiJv27PKcbud7B+mu3ftZsuWF7R8rDt2bOeEE7Yc13KPpbEKAbt27uGFp74QKY7OTS/VQDFR8ZmoePRPBQzuHIkItq4Tb18dHHt2LRku5dsWWUcyoSt0r2qtycroMsiM5a7uakOI8GUjBUghkIT5uK7etlC9CE0fYrK6d6DKhg09xAYSsam1ECAie4/4PVxvMyDErP4RAQbYs3uajRvbkSZAGAXGRxiFMCGBFkZRKRcZGhlmfHwUHfhIaXA6DCs6cqxoz5HLWKGGO4ESJQqFhZ6thU+WsudQqlmUPItSFYpVKFUNxUrA9PQ00zPFyPtKmZliGT/wqZYruK6DURoTa5ijg4N6qSfIryXxPR/HdQ58mmXhWhb5jEsh61LIubRlMxSyUZpzKURtXrXCyu4uLMdB2g6WYyMdG6ued7DssE5Ii6VYoti2BcFB7VpNcYRwyimnEAQB1WqV7du3MzY2xg033MDmzZsB+Nd//deWX3PLli24rstjjz1Wv45Sil/+8pd1k5DHHnuMc889l3e/+93183bs2FHPd3Z20tfXx69+9av6JlVjDI8//jirV6+u9+vu7mb//mbf/b/97W/ZuHFjy+/rSOK4J+QvXHs2m0/Y3HK527c/uywkd+fOXZxy8ilYsnXai9HMOO35jpbJi5FzC8e93GNprACu7R4VZLziK8YrHhPVkHyPRyS87DfIWKkUUNAzc86VQpBzZMNm1rHIJ/Jxfd6xyNoSe9aO+35mOOnE1XPkHg76zfQcmcaY0HTCBKGNsvYxJsDEeR2E5hZR3mh/VjlgojDKSndFpPVJeuwwGD23Dkyj76xzkjbSOUoUWmxH36NKyOFQZsOnSPgcypUqxVKFajV0x9fhgJO3aS/kKRRyda8INc+nWAkiMq0pVjT7h6fRQjFT1hTLmpmKz0zJp1j2KJZr+H4QujfU4aZLE6VxeT44loVrNHZSgy8AS4aHlEgrItnSCvNWZM5kWaG5kmUh4j4JvbYKaqxfu4b2thzthTxthRwdhRwd7XnaC3na2/K0F3K0t+Up5DJL8gixnKtQKY4ejI+P8/a3v523vOUtnH766bS1tfHEE09w22238YpXvIKOjg7Wr19PJpPhjjvu4F3vehdbt27l7/7u71o+lkKhwDve8Q5uuukmurq62LRpE1/+8pcZGRnhne98JxDabX/ve9/jwQcfZMuWLdx3333813/9V5OLwve85z18/vOf58QTT+S0007jzjvvZGhoqImQv/zlL+ejH/0oDzzwACeddBLf+MY3GBwcTAn58w2O7ZLPtl5zlXFyyyLXsZyWkvEUKY4UjDFUAlUn23E6UfWp+PObd9hSsCrnsjLnULJqbFnfXSfXOTvUdLvW8m1Gq5Po2LVcdDSI8vxHpjrMzJ5nI8IdkW0dhN43DgNSlwhqrY6mmLCVns/cJfbUAQ2iKRbq16gzQmO5KxDSQUibmZLPjoExdgxOMDVTo1RRVKsK28niWBm8wDBTnKFYHmWmVKNYrlLzwhVCkyDYgVLYi5hr2JZFIeOQzzsUXCfMZ8K0kHFoy2cTJLhAZ3uBTD7L+OQkazduxM642JksdjaDnclgZ1ykfeivzuUizyme/ygUCpx33nl89atfZfv27Xiex5o1a7j88sv50Ic+BITa5K985SvcfPPN3HnnnZx++ul85jOf4bLLLjvs62utmzwa3XTTTQC8733vY2pqirPOOot77723bo9+1VVX1b2bGGN47Wtfy/ve9z6+853v1GVce+21DA0Ncd111wHwxje+kSuuuIKtW7fW+7zlLW/h6aef5tprrwXg6quv5tJLL33e+V4Xk5OTR69BzXOA59q+9WiUeyyN9ViTeyyNdbnkbtu2jXWbt9Q13uMVj4lKmNaChTSUgpU5l1VZl1U5hzZbUivOMDU+xb7hcQb3jzKwdy+rVh3mpk5MSJBVDaO90LtGcZpCPhu5tNPRJsBGGut36y6iIdJGN5TOpu7KI6zzfR/HdqJy8ic32hwYuaITcT7poi6xYZCGYQkIQblUIV/IQ5MONmlsnJyYzMrPmbM0ZBSLRdra2pb4DJeGqekZjJCMjE8xMTVDperFVB1LCGzLwrIWN6ewpGwQajdMHUvQvWoF7YUcHe0F2gt5OtrzdLQX6OxoI1fIhSYbjovl2FiOg+W6oXmHYy84eTuWvmPH0liPFkxNTT0vgsk8lzj33HN561vfyl/91V8t63U+9KEP8bvf/a7uh/z5hoX+9457DXmK5ydiTxKB1ihjCLRB68ijhjYobVAmTIMoP1hSqNG5JhCHg+WQuZxy95QCqkNTaEP9GenoCF2vJeq0QUUeMlS9HHnLMI1nPDZZw53cPe/1XFuyMutE5NvBVj6V6RkmxsbZv3Oc/qExBofGGB2fmmO2WyqVKBQm55EamWVoE3kc0RgV1M08jFZRqsO8SZLp8D6kEMlYLU3ku94XaBBbUdcZN9BoU0phWc0eO1qhwz+QdvhIy214dzEEQVD3AAPgSEF7LhOaa+QytOWztBWydBTytEWkurO9jY6OAitWdNDZ2U6+kMfOuFgZt06qn3nmmectaUyR4mjA0NAQP/nJT3j22We56KKLjvRwnrdICXmKIwqlDb7WeCp5GHw1u67RNjzq8bTaGxK+iGTPlz9YlEo+W73WukRaDpnLKzeg4I21VKavod2WrMrYrMhYtEvwZ2YoTkwxNj7B7qFxfjE8zr6RcSqVWmjLHBM3Y6JNzNDVUWD1inZ6Owv0dBZQ1Qpt+QJGBaHvZOWjfC+yx45ss42K7IQXceUoBELYCGEhhEXN88lkMtQ10/VgKjLi10ldtAjthIWAaLOclFHAGSERVmj6MT0zw4oVnTS016GnizCFmLyLOGhLTNgFkRu96JyY9kd9xsbH6DrsVYK5WKpcrTU136dWq1Gr+dQ8j2otjJJZ87ym0PS+79PWVqC7eyWnnLSZU0/ZQr5QCIm166Q+r1OkOEoR+xn/+7//+4OK5Jni4JAS8hRLgk5ok32tCXTou7me14ZgVn5gymffrtE5pNpXpp4/JOJc1ZSmD+wZRwqBLcOoc5YU2GL+fByZbtRU6elu7TL9SAtkaq2pVGpUyhUq1SqVcpXq6DjZFa1fbvWmpiisXIkUYdS+0AuHQGiNNBqhVHgYjdBhIBFmpyoIfT4HCq0UemqS4Zri6ekyIzNlxouVeV1PGQw5x6a3I093W5ae9hw9HTl62nOsLLjYUjQ2LBqPmvRwHYWxAnCSNucSaVsI6SItgbAElu1iuVksJ4vl5rAyeexMHsstYLlZpG0hbRtp2ewZHGDz5s1NnjHifEi2E3VLJJHHmklBLDfecDldLCc8kZSYLpaYmilRLie+h7YDtoPIQ5bwcF0nNB1pL1Atl/ij819MT9fKlo83RYoUy4cnnnjiOb3e5z73uef0ekcLUkJ+jMGYecwtEmYZgY6WhxOmGI1+pt6vUa8ZGvPoN/vx5yHVQeLcg0WppCjo6cU7CchYEjc6HClxLVEvu5bEacoL9g8OsHnTmpBsR2R6dl5C6KrMj7SnQYCKItDpIED5XpjWAnTgo5ViZHyEHqt2aB/MAlg1Nky3VYnMHXRIcKo1ipUapUqNmUqVUtWrl0vVWr1crHqUKjXKNX8WgTWhTbKzBNdpB4PI1tmyrLprt3ADnWGOvch8Jy9Qa7RGyIaJhhCwqs2ltyNLb2eG3s4sPZ0Z+lbmaMvZSEsipUBIQg2zNAjpNeqitOYZ8m0u0go9UdjZAlamAyvTjuV2YDntSKcd6RRCX9KLoFqrMbh/lH37hti3b4yRoLWeZkaGRxhcBhOjZZFrYPfAIL96egfTM2WUWth/upQi3BDZVqCjvUDHrDSbaaxM9Pf3Hx9k3BjQZWQwhlDjYRqMI4JxpJpkk5okt7d1k2ljoM+fQQ60doJurDzwqpbKTJEixcI47gn501M+v/7twJyoco1Ic40IdYtFoYOYs4Q2tMVilbapHfNc8fAwPVOjMNlauaWKZnLywD7TbSmwpcS2RJQXOFLW6x0pmvqMDtXYuL6riVy7EeF2LIkjQEbux7RSaBVglI7yKjRFUArtK0xFobXCKE1x/yB4VTzfQwU+2vdQvh+FfPYj4h2T2Hlcv5lEnMFEH8/zGB6NbZ1nGxDPrTNGUwk05VoY0KPkBZRr4VHyAspeQLHqU/E1ZU9R9gLKnjqkENx5xyafsci7NnnXwhKZRqCSFsIYOa9cEVpg1Mnw7DQky8m6RN4EbFjTyZruHH1dOXpX5nCd5DVEaC4i7TAAi7QbwVjiuqa8DdJi//4xujefinTakHbhoJ5HECj2DY8ysG+EwX3DDI9N1D/eUqnEyETxMJ9kM5ZD5nLLjX17Z7NunWB3trfR3hZumOxoL9CWzy3JLd/zDiZABJOIYAypxsM0mEDE5NssvILnUEIkJjnGQFnblJRNUTmUtENZ2ZSUE5VtyspJtDfKcd9AqSbvF61Ah234680tFZkiRYpFcNwT8rIyTJa9A3c8SMSb4pYDcgGtsLWQSQah+YElwg/cwoRlEwbwGN43xfrVubAekMZgY5DxYeLwywat/XpwDKM0JlAYbepkOW7TWmOPjJKfGkYrhR8E1JQfaqODiHzrMLB3wwwh8mARpQ1/ycmyRgUBQ4MHfvkISd1kQSYOYZHIC6Qd2vFOFQMCYyhWQ1Id+jsOKFbDtFQJCXaxElCqBZSrwQE/Y601MnZT6YDjWOQzNoWsQyHr0JZzaMu6tOUcCjmHtpwbld2wnHXJ52JXlw175unpaTo6WuyHXMBMsUhXdxeyHljExnKjYCLRGETMzuPQ4cRsPREuPBFWfPeeATZuOqFuo42M7bVDYt045+AQjPXj5JcWjl5rw+j4BAP7Rtizd5j9w6OoRAAhKSV9q1exbk0vE2OjrF1C6OiDwd7BwZbLXE65YyPDnH7aqXS0FXCXEsTmGEZNGUaqitGqYqSqGKkpRisB+0cCVpV2InQZoSsQpUKXQc9HuB2gLzyEjZE5kHmMzGHiVOTYOzaF295JKTCUA6ioQ5miQ/jDHl7Wr5Rx8/nDeArziLclkAYGHFq9OwAAIABJREFUSpHiucJxT8if/Lef8Ycde5fUt0EZ5vn5nFXl+x6Os8hGskOE73lhlLd4wxs0zAmMSZg2mLrGvnlss84BtAqQsXZljmnCwmVjFu9njIk2oS3yuhHxBrWEl7b65rZmV8YxadNGY9U30kVhoIWMNtI1wkI3yGLCVVzdvVzSf3LoUaNUrpDL5RoXrI8xPtcF3PDcDLgZQS7r0t6Wpy0fBvLoKOTDgB9tBdrb8kxNjHPaqSdHfo7ztOWzYQS8w0S5v591y2Q73NNiudqq4ORaG2jnQDDGMDVdZGDfMAP7RhjYN4zn+U19uletYP2aHtav7WVNbzeOE/4chvbThxkF1ShEMIEMRhD+MOvop7e39T5z1zG8LHJH2E8vA1DUYFR4P0R5NJgA0OFEPa6v16lGHaGrSIHmBWqa/J7W7tEAeIEqLiq3qi1GvCzDfi48vDAd8bIM+Tmmgvl/p5UK2FmZ/V21gQ6gE4QNwsUIB6SLES4IJ0zrriqbYXRAsajJqZnQ1aaqorVHhhqu8HHwcPFxqGEZDwsPy3hI4yF0DYwHugaqhtYeWtVQqsbUzOQi0UoPDW3ZDuj9UEtlpkiRYmEc94TcVCv45WUIca/CTW2Hi4ZpRVhWSqEDv9E62x9b/Yz52ma9IwSJvqq5vcnzQ6OvSPwRs9oaHDcksForLEsmPEUkibOcpVlNBCIRsi5jTllISqUyuUIhceEDPb8l1AtwM5Le3t4wQEhErGOC3Zaoay/k6YjSA5HrkNxtOuA4Uxw+SuUqg/uHGdg7zMC+YYqlZu1ee1ueDWtXs35tL+v6eshlM4d3QWNAl5DBCNIfRQTDEQEfRQZjQOP7v8KUcIqtDxS2XHI7TQm71Fq5Ak3ymbQKNS0Yq+YYSZDtYS8sD3l5ptXiGn5baHqcCj1OhV63Qm+U6lqVXPsajNURHZ1oqwOsDozVDovsSzDGMF0aYXRqT3TsZmxqD1PFIaiUaS/ko1VLgbXAz1g0nVkSTJMypjVotbwUKVIsjuOekL/19S9lZT4TcbvIplhEZFY0bIwFCbvjeQ5hDEY0SPD09CQd7e2RFlvXZZuI+IaBRppNNBp1C6NaC7W4IamNPaSJhIc2QYPniobHNhG7S7OjSHnxYTE2MUN3d3dknyub0pAMz5+GpgbJOtE4H8n2nbt5wQtOjuS1zqXZM888w4knntgyeRA+nx07tqf+jI8h+IFi5559kRZ8mPGJ5g3E2azLur5eNqztZd2aHjrbD1E7awJEMIr0RxDBCDIYRfrDiGAkNGVY6DRrBdruwTg9jJarOCvWH9r1F8FIeS/OirXLIHc/zsr1gIWpf9/D1GBFZLTxO2DE7DoLIyRgRxNui2ee2c5J6w/9e2uMYX9FsbMYsKsUpcWAPeMzFAoLmGs4YGcEPVmL7oykN2vRk5V0Z616fqU7v8lUf/92Tjr55AOOq1wrsW9iD3sndjM4vovB8d3sndhNzZ9r1tLpSgomR1dHFxk7i+tkwtTOkHGi1M6ScTK4ydTOkHFyuLZbT7NOrn7eju07OfmkA4/1YPHMM8+0XGaKFCnmx3FPyDs6pilkS60XLEssfQUx3hTV0LiIuo1utMkuKk9Pl1ixqnsWqXagqZwg3SLZx55349uo18+K9a0norYzgpvJtl6ubdXNC1IcnfCDgN2DQzy7c4Bntu/il0892/Jr7Ns/Qj5hN2vbFmtXd7N+TS/r1vTSvapz/omgMUAA2kcYD4wPxkMYH3SNTv0UzsTvI833CEJNsKAXGZHBOL1ouxtj96CdnpCE290gG6YQk6P99LS3/js2JfvpXS65bS2WK6zQzGMJqCnD7pLProh07yz67C4FVNXcz8GWgrV5J0Gym48VCxDuA4+3+RylFSPT++vEe29EvMdm5o8H0JlfydpVG1m3cmOYrtrE6s517Ni+47Am/lopvPEJqkPjlMfGGR8bZ2rXbp795ZOHLHM+WNkMnH1aS2WmSJFiYRz3rEbLTty27lkb0uouJRpmFfXAICLRNxHeepYJxsSeQVav2VQ/N9Yg1wk2CaItZBgyu068xYIvkOH+ftqXgTynSHG48P2AXYP7eXbnILsH9+P7ARCakiy2vL8QBBrH8nFkgCMbqW2F6aqeEn29K+hZmWdVZ46OgosUuxD6GVA+Yjgk2hg/JNsx6Tb+otftmWMGIjB2F9ruqWu849TI9nlthVMsHZO1WOvt18n33rKadwq0KiPZ3OawqWCzIS9Y7XpM7NnFli0dzGfkoT0YP6Q9+4adY/0M1LYxOLGbveO72Tc5gB/MFebYLmtWrK+T73WrNrFm5Qbac4fuhtAYQ1CuUBsdozY2TnV0nOrYeFiemMTX4AO+CdOZSoXR0emkH6g5+fnqwmvN3+5mHM5MCflRh2uuuYbvfe97c+ofeeQRzjrrrCMwohStwnFPyANnPYW+1hNcZXs4hdZ7P0iR4mhCg4QPsGtgHyoIsKXCEoq1q9vYsqEH40+zecNqhKkiTA1hqkhTq+eFqYVl3VwnWJw4V6tV2tsS+z8OxiGEsMPNeNHR2JDnMF0OcDpPq2u8jd21ZM1uioWhDQyUAnYVfXZGxHvnjMdEtYgOypigjFblMK9KrLSqdNo12mWVgqiQoYqaLFHcVeR/vBKPBTUKtoVXrWI/kQ0j/mp9aB5L5kHS9WOMrvYe1iY03mtXbqSnoy/ygnRwMMZQrdaYGR5hemiU4sgYM+MTlCamKE3NUPP8OuFOkm8PwiBWrot0HSzXoeYHiQ3prUHSh3yKowsXXXQRX/va15rqurrmRtb1PA/XTT/HYwXpWyZFiucCJtrQZhreJxreKOI2hZjVp+HdotEHNO16AKs02dIhCgOdehf29N6GJrmuVW5ol3VQY2ZmkpmZScqlGTIi4Exb8aItiozrUMhnyeca3mRKpRKFyhLst+J9vHW4GJkBkcXI8EBkKeoce7129lSLrCqsjrxdxB4vQl/lIdm2Q5KNFZFtu9GXuaZbMXZXdrMx2AgBUIWD2143P3aVYGq0iqdNqN3UJso3ynG+UR/2CaK6ZD5un5oRtO0fOqyxzYdicX654eZBH1P38lGt58O0htE19Ow6VaNcnkbIICLdJYyqoIMylhDkbEHeEuRtQd6W5CxB3rYo2BY5aVGQDm3SpmBb5HMuhY4crrSQSIw2DdeigNLgK0OgwFeNvBcYAiXwlCEIwAvidvAD8BQEgSC0ihG0K+jwVpB3C+TcPFk3i12xEBUo7TM8I3byrNiBEAYJCGHqhxQm2tMT7j+SUT1GU5yZ4an/gCAKSNYImGXCfAZEL2QsQc6yGlFkbRlFk5VYtoUTHbZt4dUU+bwdXTMcfzKte60KLxR+1YRI5MO+sYcrIUBKt2WTmxStRSaTYfXquZ6rLrnkEs4880wcx+Huu+9my5YtPPjgg0xOTnLDDTfwox/9iFqtxllnncVnPvMZzjnnHAAmJyf50Ic+xMMPP0yxWGTNmjW8973v5d3vfjdBENDd3c1tt93Ggw8+yEMPPURvby+f+MQnuPzyy+vXfuqpp/jYxz7G//zP/5DL5fiLv/gLbrnllta7530eIyXkKZ7fMCYikzXQlch1WDXyJ+yBqSB0FXSNHr0Pd/w31Ilz3YVbRITnq4vcuzW7hFP1fqGrtxyLun48BKw2JTLjrfeu0WNKuFNz5WptqFSqlCpVKtVa3QNDzoZMxqWQy0ck3MXIhrbZCIcqJbKZPohItRFZkJnQT7PIYur5TEi6ZRaNy6hnM1hR7C0H7C0G7CsrBssBE1648blUKlGYZ6zzIybVC0di1apKUBulXJwku2svGIXRfvi56wCjQ7d+Rof255gwb3Q4uTLRIYyK+oTuAY3R+F4NN46sGv0r1OceRjTPQwyLloVpnB0EPp49jxcRYxAGBFFqGvMdEbeZMM4AyXYDwmgc38O3AB2E96ADDNF9zfO/PHcXzFy0a0NW2GSRtNtZOt0C7RlJe8ahkLHJZSxyriTnChrK2dnmQNGz0qADQbUm8AOD6whsy2DbYIvwwOaQ3nBaQxCANgZL1pCyhpTjLbNMWpkxjU32hEG1LMvCsiK//46N7ThYjo2UEkuGkWvjvJByzlhKJUOhsLhDgIOFtBTDQUtFHvX49U1//5xe70U3frjlMr/3ve/xjne8gx//+MfoKCbIFVdcQVdXF/fccw8dHR388z//M6997Wv51a9+RW9vLzfffDPbtm3jnnvuobu7m507dzIxMdEk99Zbb+VTn/oUN910E9/4xjd473vfy4UXXsi6desoFotcdtllnH/++Tz00EOMj4/z/ve/n+uvv55vfOMbLb/H5ytSQp7iuYUxNMhs5KN4Xr/FMQEO6hrjmPS26+3YMyMIUwHthZ4uTDUyeaiAroUkO6qDpb2olsfVmyJy2RPZUUceKVjAc0XUZ1FvFlhMl0fJFHoOeVxx0CUTGZCayAvQZHEKmVsNOAQKRidL7B+dYXSiRKBAawuFpLNzBX29vfSt7iObLWCETSneB5EM6oRh38QAVn5+DyO+MoyVVRSYpcxobYbRWhikJUgauUbEcaUx9AjDKkdg1AyFTB4iQkwQIAIfEfjIwA/tyFVUpwMIAkzgYVQVozxQIZnGqMifdkj3ok+rpTAW4QQwwqLyEysFi/UTsVyhmjhyS8ZunGg7jNMYUtJrU6IchgOIXZdS9/YUa14FUdRWDPmsIJsBSyYHOt/GW6j5gmqNkHT7Et+XBIFNoGy0Clc6bMehVq3R3lZACIEUYEmDY4FlGWxLh0TdMljSYFkGy9JhXmpklJeykcZkd6FYEsYIMCJMCdMwT70+2YYRGMIUBDWl6F27lmxnB5n2doRtR9OMuno7kU/GUqh/Eom28CFPDAzSu/rwvfgYY1AGlAGNgJHFzcZSHBn87Gc/Y10iINiFF17IvffeC8AJJ5zAzTffXG97+OGH2bp1K/39/WQyoavXT37yk/zoRz/iX/7lX7j22mvZs2cPZ599Ni9+8YsB2Lhx45xrXnnllVxxxRUA3HDDDXzta1/jF7/4BZdddhl33303nufx1a9+tW7m9YUvfIHXv/713HjjjWzevHlZnsPzDSkhT3Ho0DWEmkKoSWQwhVATYTmYRKhJTlBDZAcKIVmKSXcycHyCRISRTcNUaxGlcX1Ujo9yjX2lbOgG2iT7Np9njEAbG20stLDDPDZaWxhho5FobaGxMEhKpUr0YxLr+xovvpAMxy9FOautuc40dJFMT8/Q0dmZoBwmonxR98Q2KpF4KKJJCzn3nGIxR/uoQaDry+ICHaZCR/3jcqItShdibV6txuDoHjzfJwiCevCnNgfsnIXrgOMIpJzClKbYt73/AP8kocxnJx/H14Zg1qGNibS5hpwxbMCwIaHdjaYh8SeQ0CqHkV1FVSR87kfPL5pgGAkIg7HD+oX9Kodu+SBaxk8wcjGrVzI3V3c7K5+QYUxDKzrfuQdTl6wPI8EeIHR9whyhqVIkx9l8w1ppLMuumzDUTRvmyFk6lFLYtoOUAoONMS6IDIgc0s5hOXkstx0324md7yCby5PJ57BzWSx74VdV6Ou/NfuAwgmqwmiP7c8+y8YTT2q4gD3EiLKz0d/fz5oljNcYgzbga42vDL7WBFHqa4OvNIEOy3sqVUanO1HaoIwJU20ITPgdC3Sjrt6eSON2nfiO5B3Jy1ofx+moxnJorJcDf/RHf8QXv/jFejmbbXgze9GLXtTU94knnqBYLLJlS3Ows2q1ys6dOwG4+uqrueqqq3j88ce5+OKLueSSS3jZy17W1P+MM86o513Xpauri5GR0MPQ1q1bOeOMM5r2XJx//vkAbNu2LSXkS8RxT8ilGqc2te2w5Rhj0NrUl4hUeR+T++NdZrGGb5497sZEFLVRbtrrntA0goHiGGO794aEU5voR9vUA0PUD91cP7tPowzTU1PUJn8TLsFHoexDrbUfLc3HnirC5eswIl+kVUy8nw0hCY49t2vThhACYyTgNAKKQqQ1giYutSjFaUCbAlLEBFnM6ptQ4c1pq0sI7wkiwheiPauwZps0mAXy88Aknmmc77A0opyg2mY29W4WPfsSC13eGJieWXw8i0NEE6DQZjaeBAXa1D8bY+zIzjQK5oSIPDKour98Y0w0zzLUI8VqUy8TfScEtcj0QtfNJeJ/CAHIWLNKqOVcmJw2tOVGq4jsKkz0vTNaYUTjOxXnjTBoYbBsG8dxyWSyZLMF8tk28oU2OtpWUih04rguwyMj9PW1NrLo0NAwq1f3tlQmwNDwMH19a6KItY3otXHE2kPFvn37WLNm7UFpaZvrw37JAF+79+xh85ZTkXY+dMN6kDAxcZxFKKd9zVj5kFypLAKLycBltCrQUXwIHUVGjomyMWGECR195+N2nWxPpoTa58Epn707RwlmE2sVlRPEe6mxeUqlgEIwceCOS7lzKbCEwLEOMNFLccSQz+fnEOxkWxJaa/r6+rj//vvn9I3tuy+55BKeeuopHnzwQX7+859zxRVXcPnll3PbbbfV+9qzJsVCCLRuvAdm/940Yp+0ZM3uuMBxT8jLk9vZV55uJlLMJVZNZCsiyvEPcXPI+hCBUuwcP/wQ6bMRKEVpcqlyZ9E8M08dhoxWBDOiPjloPIOGbrauozUi0nNbgI2Ol2OJiWZC52saX8boMYVyDPV+TS63Iln1awlRJ/jJ+YrSBiklkQVs4pzGWEFgRKM+FCGjsctEvahrvv1AHTDyZn3iZUxIAuuTHz0vYdfGEJqfJCYrJvk848lL/GkslA/Jc/wMAm0wWCgjmg8dpnp2faJdR5/hfLRX+h5tliAvIS8MjgqwAw/LD1M78LCCANv3sJQX2TMvDqUVrmWRkYKMBFcoHKFxhMYWBmMLjDQoSxMITSAUngjw8ajhUzUeNVHDEwplgZKgLCh6ZTJt+bDOAm2DZVmsauuhu72X7o6+MG1fTVd7L90dq8k6B/ZEMVTrp21daz0v7SsvLjNJ2rSZn+TFv0cxCdQGxiZ3km/b1BKyGF9XGxgqC/YX+1r6DIaK7ezbF6DMFIHWoWmENqhEPjA6mihGGl5tUIm6+VAqeRSKAy0da11uaXAZ5CoKevrAHQlNgWxL4EqJLUOS7EhRz9tS4FqS0ZEq6/pWhGRaCmwhI2IdEWwp6/mwLYoSKpP5kIgnCVR//4FXwFIc3Tj77LMZGhrCsiw2bdq0YL/u7m6uvPJKrrzySl75ylfynve8h3/4h39YEqE+9dRTueeee5o8E/3iF78A4OQlBNdKEeK4J+TPjhhkU7CJpNb1YBDROxlq+DzPw3bdWS+/yAQD6i9JHSkYkyYZBiJS1VyvAKM10rIgNjsQon7tsGwatxFriuMvVJyvl8N2rQ0eDp6xiLYtogltmJWwMVhobJR0QpMPEaZoAdogQuNiZKDIaU0Gjas1fnGGtmwWqXV4KBXlA6wg1LBLpbCCAKECLK0RKkAqVU/nUxH5vo/jLE3DNvvTXIxu276PbdvhKoeJVztCsq11w946KbdJhyRASokU4QYsKQVaKRzHqfeNHnldCxwFWZ2TX7RdhMuNyWXKVkAgUIFPW1vzOnV90iPAWAJtGYKMJjASbUmUI/EdQWAJfAtqUuNJRU1qqiJgojKFk7Op6CoeCh3/61hgxPxjaSDemZfHth2yTo6cm6fNyZGvaDatO5GOfBftuZW051aSddsxiIYG1RhmtGFyxrBtuojSM3OX7JPL9sYwPVXjsdLulj7b6ekajxZ3zU+6m5eJDgohadzb0rGGchV7dWu9+IQypw5LRkw4LRGSUksIpCfozLXetZvllVlZcJGIup28jOzmw+9h+FsvI3OeuC2uj1d7ZFwWAgmMDNfYuK6rTqidBNl2pcBO1Ftyae+ifm+Ck9avavkzSHHs45WvfCXnnnsub37zm7nppps48cQTGRoa4sEHH+TP/uzPOP/88/nbv/1bXvSiF3Hqqafi+z73338/L3jBC3AchyA48M7eN77xjdx6661cc801fOQjH2FsbIwPfvCDvOENb1h0EpCiGcc9IX9yIsfIlExYN4gEqY1dR5lZK7ERGa6T4rh748dTaY11INvOQ4DSGksvRW7zsnK4UTCxrExsoSvw/YCctLEDTc5o2owhZyCnAzLaIxP4uCrA9mtI30N6HtKrIYyOPDYYQk8UOtwUFJkPeJ6/YETN+qbCyLggabpTX4XAYARoKdACjBRoCVr56ENY8j4QfK+GUs2UXUCoWYqqbdvCsSxsx8a2YrdjNo5tIS1rzlSuWCzS1tZa/8AAugiybe6z1QgCaRFICyUtAmkTiGTZam4XdqJN4imFcB2UAC0MSoASkZYSRYBGo4n2qi2BUIMKFFa08iCFwJI2lrBxLQtLWGFZWkjZyFvSxpZWVB+1z4oyWyqVKNoFih6hc+YpHxg/7GdbUQbptda9REUZpL+460SZJHMJkpckc3VCGLU7fplVbZmDJotylvy4HLfv31+jr6+1BG///hrr13Y1tLERobZkg1wn2+xEu5V4DrPR31/lpJMOb0OjMYZABSgdECgfpRTbdwxxwqb8gU8+SDgTZTYU5nGlacKqQCU8bi4Rxeo0k8XD/99PQsz5NUtxLEJKyb333sunP/1prr32WkZHR+nt7eWCCy6ou050HIebb76Z3bt3k8lkOP/88/nud7+75Gu0tbVx33338bGPfYw//dM/JZvNcumll3LLLbcs1209LyEmJycPUTfz/MD/+/efRu9p1Q9Zw3ZSa4MtYx+wpq7ZTGo7F9SaJvrEL9e4zvcDHDdTN7dokOsGwW60LQ21apWs64IxKK1QKohSFabRYYyOTFnCVAlDIMPDlzpMhcYXCl8qqtrH2AIlFApDIBS+UOiY5ElTz2sZ1TXl57+NIAjm2LO1AkGgcNwsruNiOxls28WxbSwng205WLbDbO8oydTQ2PwVe0fxfH9ZAjN4nsbNFKDub9uNfG8f3iQwSZ6bYAzUDX5C0xBbJg7LxrFsbMvGtRwc28G1HGzLplKs0N3VjWO5SNGajXEAkxMT9HStQkqBPR/JE83l2ZpVS4Yk1k6QPykFO7bvWNA+81Cxfft2TnzBljmEuk6UObCtpTEGz69R86tU/So1P9yUtWHD4XvXmI09ewZaLnc5ZALs3rObvjV9IaFWAYEOorxPoMJ8oIPody1o1CXKSs+dLM0XGKgVOGy5xiADkIHBUmHeL1frHjRaBdtxOeOcV7Zsw+zRhqmpKTo7Dz2aaooUh4qF/veOew35ePUP1MwY0GwnHW83M8l8oq1ul2waNtNJLMn7wUEitCk2SK+1cnVko+lJhW8JlCsIJAQWBEJEdrsCZUm0LdC2BNsO/eFasWbTRUoLEWk6hZB4nkcmm6PZK0mYt6WNK0LtpxQ2UlpIYSNEfH54SBHKrOeFpFKpksvlZ9msN2zFk5MSs2i5uS0Igpa/1JYrUtrCckNLeUsoJAopNFaUNpcVkrDOivKWNJSmptm4bhOFTIFCpo28m6eQKZDPtJHPtJF1cljSRkUEJyYzQUR+5hAe5TNYG6Iv33pt25AeYr3rY0cTAduysSwbW8Z5B9uysKUdTiAsZ0kTgrwtaM+09qcxbwsKbkNmTK7LfpWaV6Hm16j6FWpejZpfoRrV1bxqWO/XqHmVOb81pVKJZ8d/19KxLpfc5Rzr9hb45LeiiaVtOdjShkCyorAMhG0xudogAo3wG4eMy/V0tokl+L6D0+L3gmj9ImSKFCkWwXFPyHev7WNnYQZR96Ecm3qEeTFPXegCbHb/5rpY29pwlxVqTYWQyKhfIx96MRDRhppQWybBhFpziJcPI9OQVu9aru+QjrV3ElsIHBHef0xiZFRuHqts5BP3IUVoChOTxvDZHO4yqAGjQj/DpvX+cX3lkVGZxhL+bPtPwSx70tmmBGLOuTNT08sSqWxmeppVK1c0NL71JX8SpkkH+fU2hmF/mBxZvHKNykxpjiZRm4MPPlIqlRgqLcemuxL7S3sO6hwB4WpHE3FPEHppMz42zkDp2ZaOdWRkhP7xp6j5VWpeqN0+lKVJ13bJOFkybpask2XSmqK7u7ulYwUYHRulu6u1cpdDJsDY2Bh9q/vmfK7x55n8fO162WkqW9KqT9S0UgTVGs8+8wwnnHBCawdrDM9u28aa7h78SiU8yhX8ShW/UkF5C3iLcaIjsn5zslmcfA4nFx4jE+P09bV2E660LVq7iyBFihSL4bgn5Gv6ziO/8gUtl+v7PrYlIpdssQ/uw0H4+lbKYLXYHZVSGtu2iEMmR7r/UJ8sDCKydRT1PyGxbuiYqbtKSYZoFoFHxmpocSPKH+ZF4tyoom6h0jQJadTFfau6Sk5kF2yffY1Gn8SYZ11fACW/TMFZQNMWu4JZAHHz7E+5Vi1Rtg7LP+G8qFZKTMnWyy2VSlRMacH2+QhtTG6sujbaSRAii5HhkdA1X4uxd99eunu6IjMFFWns/YTJgqrbBMcTC200vvLx1cITulKpRFEd3ubD+WSWdfP/lmu7ZN1cSLCdDBk3R9bJNgi3G+azbg7XyZBxsliy2ZyolT64l1vu0TBWFQQElQp+qYpXnqbURIpDYhzUQtenpVKJbdtaOzGL5arC/BNJIeUssp3FzuVw8jncXOiT3clmEbNWX0v9/axehmc7mXpZSZHiOcNxT8glAUKV6+UkoQzLNGl2ZxO6WKuc1PsKAZ7wyNiZKIKdHW5mizQ2SRITH47l1G1wHTvMu7YTHom6wcFB1q/f0NJnMDCwp+UyU7nLJ3M55e4d3MsJm09ImHw0a5IPxQa8X/Rz0omtJwsFc/AET2vdZFbTyDdMbvbsWY7/gwFO3HJinYC7TmYOuU5x6DDGoP2goXWeRbLjvPIPvLImhMDOZrG0ItPe6sg4As+2WLFuLW6k3bZzOdwoAJKdyaR+m1OkOE5x3BPyi7acxYaNf9FyuTt37uL5XDoxAAAgAElEQVTkE08+KNvVpSAowua+1mr0/Rndcpmp3OWTudxy13S1fuPd0YLQHaWLYy9s1+9NL8//Qd+qdQfumGIOjDGomtcg101ku8LE/v08/ds/oJfgnk1IGWqe86H2OTb5qOfzOexsFiHEsmr0Nz5PN0qmSJHi0HHcE/Ksk2NFW+v9txYyY+Szrd+hnyJFihTPFxhjCKrVZm12TLgT9UYvbPKnKlW0DN2OJu2q5yPeVsZNNdApUqQ4KnHcE/IUKVIc/TDGoHyfIGF+UNm7j5GlOEI/SFT2tV7ucsg81uSWB/eyt9S8kTGoVudEOZ4PluPMJdgR+R7Yv5+TTzsN6dgp2U6RIsUxi5SQp0iR4ogiaZLglSvhprtYU5qwB9aq2Vd0qVRi3/BYy8ezHHKPpbEul9xyqcTo6NyYD3YmM78ZSb6xqdFaJO6APTON5aY++lKkSHFsIyXkKVKkWDbEZLs8Nj6vm7fYTGExk4QY0rabyJoaH6d7dW/Lx6yGhlsudzlkHmty9fAwazZtathsR/ba0ko3t6ZIkSJFSshTpEjRMgQ1j8r4BOXxccrjE5THxpmenMQrbFv0PMt155gizC5bTrMWtNrfz9pl2BxXWga5yyHzWJNb6u+nJ93MmCLFsmPFihV861vf4nWve92RHsoc/PrXv+biiy/mySefZNOmTUd6OEcVUkKeIkWKQ4LRmurUNOWxiHyPj1ObKc7pJ2yb3MoVzR4tmjbfZZGLmCSkSJEiRYpmPPnkk1x88cWcd955/OQnPznSw0nRAqRvwRQpUiwJfqXSIN9j41QmJufYdQspya1cQX7VSvJdq8h3rWLnwAAnnXzyERp1ihQpUjz/cNddd3H11Vdz9913s3XrVk455ZQjPaQUh4nWhnxMkSLF8wJaKUqjY4xs7WfXY//N7+//Mb+//8fseuyXjGztpzQ6hlYKt63Aio0bWHvOWZz4yos4/Q2v4cQ/fQVrzzmLFRvW4+bzqeeLFClSpGghKpUK99xzD29/+9t57Wtfy7e//e1F+3/qU5/iJS95CX19fZx55pl88pOfpFqt1ttvueUWLrzwQr773e9y5plnsm7dOt773vfieR533nknp59+OieccAIf+9jH0In9Pp7nceONN3Laaaexdu1aLr74Yh566KGma//sZz/jvPPOY/Xq1bz61a/mmWeeaWofHx/n6quv5rTTTqOvr48LLriA73znOy14SscejnsNuT89w8Su+cMYHw6qw6NMuNljQu6xNNZjTe6xNFajFcVnd9K/a4Dq5NQcd3SWY5NbuYp810ryq1aRX7USO5tp6RhSpEiR4kjhy9+87zm93nv/78sO6bwf/vCHbNiwgTPOOIM3vvGNXHXVVdx44404zvzehvL5PLfffjtr1qxh69atfPCDH8R1XT7xiU/U++zevZsHHniAu+++m3379vG2t72N4eFhent7+f73v8+2bdu46qqrOP/88+u26e973/vYsWMHd9xxB+vWreOnP/0pb3rTm3j44Yc588wzGRgY4M1vfjNve9vbeNe73sXTTz/Nxz/+8aaxVatVzj77bK6//no6Ojr4+c9/zgc+8AE2bNjAK17xikN6PscqjntCXt03xJ7tu1out1QqsWfv/mNC7rE01mNN7rE0VoBqqYRVCANaZTs7QrOTyPwk096eartTpEiR4gjjrrvu4k1vehMAf/zHf0wul+OBBx5YcBPnhz/84Xp+06ZNfPCDH+Sf/umfmgi5UoovfelLdHZ2ctppp/HKV76SRx99lN///ve4rsspp5zC+eefz3/+53/yute9jh07dnDvvffym/+/vTOPqzF///8z2YUslSxppiiyZKvsGc0UWYdkLGNfQnzHliJLjSlCZrKvM9aRwQiFz5D1Q9nKHkoiKaVmyFKd+v3Rr/NxVDjpVvf0fj4ePXTu+z6v87qvzn1c531f7+t99Sr16tUDYOzYsZw4cYJff/2VpUuXsmnTJurWrcvixYvR0NCgYcOG3Lt3j4ULFypft3bt2kyePFn5ePjw4Zw6dYo//vhDJOQljdJVKqOtU7PQdTOeJspGV05e5aYrJ69oaJCVmsqXZo2pUL3ae3s/CwQCwb+Ngo5Yf06ioqIICQlh48aNAGhoaDBgwAC2bt2ab0K+f/9+Vq9eTVRUFKmpqSgUChTvzP+pW7cuVatWVT7W1dXF2NiYsmXLqmx7+vQpkD2pNCsrCysrKxWdN2/e0KlTJwAiIiJo3bq1ykCOhYWFyvEKhQJfX1/27t1LXFwcaWlppKWl0aFDB3VDI3tK/P+4FfT1MJCgFdebu3dloysnr3LTlZPXHF0tXZ1C1xUIBALBp7NlyxYUCgVNmjRRbsspL3z06BF169ZVOf7ChQuMHDkSFxcXfvrpJ6pWrUpgYCDu7u4qx71b7qKhoUHpdwZlNDQ0lIl8ZmYmGhoaHD9+PNdzy5cvr+Lrffj5+bFixQq8vb1p3LgxWlpaeHh4KBP/kkSJT8gFAoFAIBAIijsZGRns3LmTefPmYWtrq7Jv3LhxbN++HRcXF5Xt58+fR19fX6Vs5eHDT58316xZM7KysoiPj1eOiL+LqakpAQEBZGVlKUfJL1y4oHLMuXPnsLOzU5bgZGVlce/ePZXR+pKC6LIiEAgEAoFAUMw5cuQISUlJDBs2jMaNG6v89OvXj23btql0QQEwNjYmLi4Of39/oqOj2bhxI3v2fPrkVWNjYwYMGMCECRPYv38/0dHRXLlyBT8/PwICAgAYMWIEMTExzJo1i7t377J//342b96cS+fUqVOcO3eOO3fuMGPGDGJiYj7ZnxwRCblAIBAIBAJBMWfr1q107NiR6tWr59rXp08fHj58yIkTJ1S2d+vWjcmTJ+Pq6kr79u0JDg7Gzc2tUPysXLmSwYMHM3fuXNq0aYOjoyNnz57FwMAAgHr16rF161aOHTtGhw4dWLVqFfPmzVPRmDFjBi1btsTBwYHu3btTsWJFHBwcCsWf3BAlKwKBQCAQCATFnN9//z3ffYaGhqSkpAAo/81h3rx5uRLhUaNGKX93dXXF1dVVZb+Pj0+u19i0aZPK4zJlyuT53LextbXNVV4zYMAA5e/a2toltu/4u4gRcoFAIBAIBAKBoAgRCblAIBAIBAKBQFCEfHRCvmHDBpo1a4aenh6dO3fmv//973uPP3PmDJ07d0ZPT4/mzZvnutVREE2BQCAQCAQCgeDfxkcl5Hv37mXWrFlMmzaNU6dOYWFhgYODQ76tc6KjoxkwYAAWFhacOnWKqVOnMnPmTPbv319gTYFAIBAIBAKB4N/IRyXkK1euZNCgQQwbNgwTExN8fHzQ09PLc9QbYPPmzdSqVQsfHx9MTEwYNmwY3333HStWrCiwpkAgEAgEAoFA8G9EIyUl5b1LKaWlpaGvr8/GjRvp06ePcvv06dO5efMmgYGBuZ7TrVs3zMzMWLJkiXLbn3/+yejRo4mLiyMrK0ttzRzu3r2r1gkKBAKBQCAoPjSQYJVhdfn7779L5OIzgqInv/feB9seJiUloVAo0NFRXU5bR0eHhISEPJ+TkJCAtbV1ruMzMjJISkoiKytLbc0cCvtCvnv3riQfDnLSlZNXuenKyatUunLyKpWunLxKpSsnr3LTlZNXgUCQNx89qTNn2dMc3l4K9WOPf3e7upoCgUAgEAgEAsG/jQ+OkNeoUQNNTc1cI9eJiYm5Rrhz0NXVzfP40qVLU716dbKystTWFAgEAoFAIBAI/o18cIS8bNmymJubExwcrLI9ODgYS0vLPJ9jYWGRa/nW4OBgWrRoQZkyZQqkKRVS3Y6Tk66cvMpNV05epdKVk1epdOXkVSpdOXmVm66cvAoE+dG0aVP8/PyK2kaR8VElKxMnTmTHjh1s2bKFiIgIXFxcePLkCSNGjABg3LhxjBs3Tnn8iBEjePz4MbNmzSIiIoItW7awY8cOJk2a9NGaAoFAIBAIBIL/kZiYyLRp02jatCm6uro0aNCAXr165Rrg/FS2b99OnTp1Ck0vISEBFxcXzM3N0dXVpVGjRvTv35+jR48W2mvInQ+WrAB8++23PHv2DB8fH+Lj42nUqBH+/v4YGBgA8OjRI5XjDQ0N8ff3x83NjU2bNlGrVi0WLVpE7969P1pTIBAIBAKBQPA/hg4dyqtXr1ixYgVffPEFiYmJnD17lmfPnhW1tXx58OABdnZ2aGlpMW/ePJo0aUJmZiYnT55k6tSpXL9+vVBeJzMzU1kSLUc+2PZQIBAIBAKB4N+EHNsepqSkYGhoyJ9//pmrk93b7Nq1izVr1nD37l3Kly9P+/bt8fLyonbt2gCcPn2anj17sn//fjw8PLh58yYmJiYsX74cc3Nz5f63cXFxwdXV9YPaeeHg4MC1a9e4ePEiWlpauc5JW1sbyC5ZGTt2LM7OzgCsWLGCHTt2EB0dTdWqVbGxscHT01N5/Pbt25k5cyabN29m3rx53Llzh9OnT/P69Ws8PT0JDw8nPT0dMzMzPDw8sLCwUDvmUlDgtocCgUAgEAgE/3aS723/rK9XzXiwWsdraWmhpaVFYGAgVlZWlC9fPs/j0tLScHV1pWHDhiQlJTFv3jxGjRpFUFCQynELFixg/vz51KpVi1mzZjF27FhCQkKwtLTEy8sLT09Prly5AkClSpXU0s4hOTmZv/76izlz5uRKxgFlcp0XpUqVwsvLC0NDQx4+fMjMmTOZOXMm69atUx7z+vVrlixZgq+vLzVr1kRPT4/Lly/j6OiIt7c3GhoarF+/HgcHBy5fvkyNGjXeH+QiRCTkAoFAIBAIBMWc0qVLs3LlSqZMmcJvv/1Gs2bNsLS0pE+fPrRu3Vp53NChQ5W/GxoasmzZMiwsLIiNjVWpC589ezadOnUCYObMmdjZ2fH48WPq1KlDlSpV0NDQQE9PT8XDx2rnEBUVRVZWFg0bNlT7fCdMmKD8vX79+nh4eDBo0CDWrFlDqVLZUyAVCgWLFy/G3NxceWznzp1VdBYvXkxAQAB//fUXjo6Oavv4XIiEXCAQCAQCQYlH3RHroqB3797Y2tpy7tw5QkNDOXbsGCtWrMDd3Z1p06YBEBYWxqJFi7h27RopKSnKdWAePXqkkjSbmZkpf69VqxYAT58+fe9kzo/VziFnf0E4efIkvr6+3Llzh3/++QeFQkFaWhrx8fHo6+sD2V9SmjZtqvK8p0+fsnDhQk6fPs3Tp09RKBS8evUq13zH4kaJS8hTU1P5448/CAkJISEhAQ0NDXR0dLCysqJfv37K2zLqkJWVxYkTJ/LU7Ny5c4EXO5JKFyAyMjKXrqWlJUZGRgXWlMKv3GIrYiCuMal0pYir0JWfV4DY2Fg2bdqUp+7w4cOpW7dusfEqKHzKly9Ply5d6NKlCy4uLjg7O+Pt7Y2zszPp6en069cPa2tr1q5di46ODklJSXTr1o20tDQVnTJlyih/z/lMel8CnZqa+tHaORgZGaGhocGdO3fUOseYmBgcHR35/vvvcXNzo3r16oSHhzNq1CiV1ypXrlyuSZxOTk4kJCTw008/YWBgQLly5ejVq1e+HosLJWpS5+3bt+nbty8vXrygXbt26OjokJWVRWJiIufOnUNLS4u9e/diamr60ZqPHz/G0dGRGzduYGJioqIZERFB06ZN2blz53snPHxO3b///pvx48dz+PBhKlWqRM2aNcnKyiIpKYmXL19iZ2fHmjVrqFKlSpH7lVtsRQzENSaVrhRxFbry8wpw7tw5HBwc0NPT46uvvlLRDQ4OJj4+nt27d2NlZVXkXoszcpzUmR85I+QPHjwgKioKa2trwsLCMDQ0BCAgIIDvv/+eAwcO0LFjR+WkzcjISGVN9YMHD2jevLlyzZjdu3fj7OzMkydPlK8TFhb2Qe286N+/P9evX1drUuf+/fsZMWIET58+VSbcK1asYM6cOYSHh1O/fn3lpM7Y2FgVzbp16+Lt7c2QIUOA7JaLZmZmTJ06FVdX108LdiGQ33uvRCXkPXr0QEdHh9WrV+eaDPH69WsmTJhAQkICBw8e/GjN7777jufPn7N27dpct2tiY2MZP348lStXZseOHWp5lUp33LhxXL16FV9f31wf2CEhIfzwww80a9aMNWvWFLlfucVWxEBcY1LpShFXoSs/rwDW1tZYWFiwePHiPPe7uLgQGhqqVl9qqbwWZ+SYkD979oxhw4YxZMgQzMzM0NLSIiwsjJkzZ9K4cWP+/PNPEhMTMTMzY/To0YwZM4aIiAjmzZvH7du31UrIQ0JCsLW1Zd++fTRr1owKFSrw8uXLD2rnRXR0NLa2tlSpUoXZs2djZmZGVlYWp0+fxtfXV9n28O2E/Pr163To0AFPT0969uzJxYsXmT9/Po8ePfpgQt65c2eqVq3K4sWLefnyJXPnzuXKlStMmjRJJOTFBX19fYKDg/P9ln/z5k26du1KXFzcR2vWqVOHoKAgmjVrluf+8PBwunfvnusNU1S6BgYG7N27V2UCyNuEhobSv39/YmJiityv3GIrYiCuMal0pYir0JWfV8iu9T19+nS+q2jeuXOHTp06qYxsFpXX4owcE/I3b96waNEigoODiYqKIi0tDX19fezs7JgxYwbVqlUDYO/evXh4eBAXF4eZmRmzZ8+mX79+aiXkAFOnTuXPP//k2bNnyraHH9LOjydPnrB06VKOHj1KXFwc1atXp0mTJowbN46vv/4ayN32cM2aNfz8888kJydjYWHBiBEjGDFixAcT8mvXrvF///d/3LhxQ9lB5ueff6ZXr17FOiEvUTXk2tra3Lt3L98PncjIyPe24MmL8uXLk5ycnO/+lJSUfFsTFYXuh8iZuawuUviVW2xFDMQ1JpWuFHEVuvLzCqCnp8f58+fzTcjPnz+fqzNGUXkVFC7lypVj7ty5zJ07973Hffvtt3z77bcq21JSUpS/d+zYUeUxZHcxeXfbsmXLWLZsmVra+VGrVi18fHzw8fHJ95hr166pPB4/fjzjx49X2da3b1/l74MHD2bw4NwTcZs2bcqxY8dUtg0cOPCDHosazVmzZs0vahOfi+fPn7NgwQIAKlSogEKh4MWLF0RGRrJz507c3d0ZO3YsHTp0+GjNR48e4evrS61atahVqxYVKlQAsm8tBQYGMn36dPr06aP8BljUurdu3VK2S3r3dvqFCxf4v//7P9q3b59rUYCi8Cu32IoYiGtMKl0p4ip05ecVsifizZw5k7i4ON68eUNycjKxsbFcunSJtWvXsmzZMmbPnq0c5SxKr8WZN2/eSDKoJRB8iPzeeyWqZAVg+fLlrFmzhvj4eJVZxXp6ejg5OTFlyhS19NLS0pg1axbbtm0jIyNDOflAoVBQunRphg4dipeXF2XLli0WuikpKYwePZpjx45RuXJlatSogYaGBomJibx48YKuXbuyfv16tUdDpPArt9iKGGRT0q8xqXQLO65CV55eIbskYdWqVYSFhaFQKADQ1NTE3NyciRMnqowiFrXX4oocS1YE/w5EDfk7REdHk5CQAICurq5yxnBB+eeffwgLC1PRNDc3V7tbyefSvXPnDqGhoSq6FhYWBWreL7VfucVWxCCbkn6NSaVb2HEVutJqSqmbnp5OUlISADVq1FBpY1dQpPJa3BAJuaCoEAm5QCAQCAQCASIhFxQd+b33CjaDT8akpKRw5MgRQkJCcjXAT01NZdGiRWprZmZmcuvWrTxnoL9+/ZqdO3cWyKtUugAvXrwgMzMz1/b09HTOnj1bIE0p/MottiIG4hqTSleKuApd+XkFuH//PuvXr2f37t28ePFCZd8///zDxIkTi41XgUDwcZSoEfJbt27Rp08fEhMTyczMpHnz5mzZsgUDAwMgu3m8qakpz549+2jNR48e4eDgwO3bt9HQ0KBbt26sXLlSWYNdEE0pdZOTkxk9ejQnTpygXLlyDBs2jAULFijrWYuTX7nFVsRAXGNS6UoRV6ErP6+Q3UWlX79+aGlp8fr1aypXrsy2bdswNzcvsK5UXoszYoRcUFSIEXJgwYIFtGnThpiYGG7duoWhoSF2dnZERkZ+kqa2tjbnz5/nyJEjJCYm0r17dxITEz/ZqxS6P/74I48fP+b333/Hz8+Po0eP0r9/f16+fKk85n1L535Ov3KLrYiBuMak0pUirkJXfl4BFi5ciKOjIxEREdy5c4e+ffvSq1cvQkNDi51XgUDw8ZSoEXJjY2MOHDhAo0aNlNvc3NzYt28fBw4coEqVKmqPApiamrJz505li6n09HTGjBnDrVu3OHjwIFlZWQUaWZBKt0mTJqxbt4527doB2bcpv/vuO0qVKqW8/Vlc/MottiIG4hqTSleKuApd+XmF7H7Rx48fx8jISLlt9erVeHl54e/vz5dffllsYlCcESPkgqJCjJCT3Y4sp51TDj/99BN9+vTB3t6eiIgItTWfP3+u0jWhTJkybNy4EVNTU+zt7dVaLe1z6CYlJVG7dm3lY21tbfbs2UNmZib9+vUjNTW12PiVW2xFDMQ1JpWuFHEVuvLzCtmLt719RxPAyckJV1dXHBwcOHfuXLHxKhAIPp4SlZAbGxtz5cqVXNu9vLzo06dPnis+fQhDQ0OuX7+usk1TU5NNmzZhYmLCd999VyCvUunWq1cv14drxYoV+eOPPwAKFAOp/MottiIG4hqTSleKuApd+XmF7DswISEhubY7OTnh4uLCmDFjio1XgUDw8ZSohLxHjx7s2bMnz32LFi1iwIABatdP29jY8Ntvv+XarqmpyebNm2nevHmBvEql27lzZ7Zv355re6VKldi9ezeVKlUqkK4UfuUWWxEDcY1JpStFXIWu/LxC9hLg+dWLT5o0iTlz5lC3bt1i4VUgDQkJCbi4uGBubo6uri6NGjWif//+HD16tFBfx8nJCUdHx0LVzIuAgAB69uyJgYEBtWvXpl27dnh6evL06dNC0f9c5/GplKgacilQKBSkpqbmu9iHQqEgNjZWOVu9qHVTUlKIi4tTqRV8mxcvXhAWFqb2EslS+JVbbEUMpEFuMZBTbAXyIysrK1d5iUB95FpD/uDBA+zs7NDS0sLNzY0mTZqQmZnJyZMn+eWXX3LdnfsUnJycePbsGbt27Xrvcenp6QVelMrT0xNfX1/Gjx9Pz549qVOnDvfv32fbtm0YGRkxa9asAum+zceex+civ/ee5qxZs+Z/fjtFQ+fOnXn69ClVqlRBT0+vUDSHDRuGhoYGderUoUKFCrn2lypVqkAXvVS6np6e1KtXjzp16uT5oV62bNkCJQpS+JVbbEUMxDUmla4UcRW60mlKqWtsbMydO3eA7BLEwlidUyqvxZk3b95Qvnz5orahNmPGjCE+Pp7//ve/NG/enBo1alCzZk1atWrFoEGDlOf08OFDJkyYwJQpU1i2bBmXL1/G0tJSOVDg5eXFzJkzqVatGoMGDeLHH3/k4sWLWFtbU7FiRby8vFizZg2RkZF4e3vj7e1N+/btgeyyPGNjY1xcXJg6dSrVqlXjiy++YNKkSbi6uuLp6ckff/xB+fLladasWb7ncunSJcaPH4+npyeurq7Uq1ePqlWrYmhoSK9evWjSpInyfDZv3szIkSNxd3dn586dVKhQQdnqM2f/6NGjmTt3LmvWrOHkyZP069ePRYsW5Xke9evXZ/78+UyfPp25c+fy22+/8eTJE9q2bUvp0qWl+vMB+b/3SlRCXqVKFUJCQvjxxx/ZvHkzDx48oGzZstSrV6/AIw4xMTH4+/szZ84cTpw4wd9//42Ojo6y53BBkUr30KFDLFu2DF9fX27fvg0Uzoe6FH7lFlsRA3GNSaUrRVyFrvy8ArRr1464uDg2btyIp6cnly5d4tWrV9SpU4eKFSsWK6/FmbySolWhUVyITf5sP23qVFPLc3JyMlOmTOGHH37A2to61/6c88nKyqJnz56kpaWxceNGBg0axL59+/jjjz+UAwZnzpzhP//5D69evcLX15dvv/2WdevW8ejRI+zs7GjRogX379+nVq1aHDlyBGdnZ4yNjXnx4gVr1qzhypUrTJ8+nTlz5mBqaopCoeDZs2dMnz6diRMnUrNmTaZNm4alpSWGhoZ5ns/PP//M7du32bZtG5qamvmez4EDB5g4cSKzZs1i4cKF1KhRAxcXF5o2bUqDBg24cuUKQ4YMwcvLCw8PD/r27YumpiatW7emVatWeZ6HpqYmoaGhODk58cMPP9CqVSuWL1/OP//8Q6dOndT6u6hLfgl5iSxZycjI4NSpUwQFBREUFERqairffPMN3bt3x8bGpkB11AkJCQQFBREYGMjJkyf58ssvsbe3x97eXuVbXHHRvXTpEoGBgQQGBvLgwQM6deqEvb093bp1o2bNmsXKr9xiK2IgrjGpdKWIq9CVn9ccIiMjlZ/jly5dolWrVnTv3h17e3u+/PLLYuW1uJFX2cCq0KjP6mGChXp/o0uXLtG1a1e2bt1Kz5498z0uODiYfv36ceXKFerXrw9AdHQ0LVq0YN++fVhbW+Pl5cXy5cu5c+eOMg5Llixh+/btygm+eZV6PHjwgObNm+Pp6Ymzs/N7/Y4cOZJKlSrh5+eX534HBwceP378wdXBbW1tMTY2ZuXKlcptTk5O3L9/n8OHDxMQEMCkSZO4ceMGlStXzvX8jy1Z2bRpE35+fnlOcC5M8itZKZEJ+btcuXJF+aEWFRVFp06d+OGHH7CysiqQXmpqKn/99ReBgYEcPXqUihUr0r17d0aOHJlv7XZR6kZFRXHo0CHlh3rLli2xt7enX79+Ki0Si4NfucVWxCCbkn6NSaVb2HEVuvL0CpCYmKjyBTDnlrytrW2x81ockGMN+cWLF7GxsflgQr5mzRr8/Py4ceOGyvbGjRszefJkxo8fj5eXF3v27OHixYvK/du2bcPV1ZWHDx8C70/IDx48qDLXTKFQ4Ovry969e4mLiyMtLY20tEA+JFkAACAASURBVDQ6dOjAvn378vTZv39/4uLiPpiQGxoa4uHhwffff6/ctmXLFubOnUt0dDTPnz/H1taWJ0+e0LVrV7p06ULPnj2VyXl+Cfn+/ftZvXo1UVFRpKamolAoUCgUhTaZND9EQv6RREdHExgYSJ06dejdu/cn6ykUCs6cOUNQUBCNGzdWeUMVR92kpCQCAwMJCgqibdu2H/wG/LFI4VdusRUxyKakX2NS6RZ2XIWutJpS6r569Ypjx46hpaWVZ2lDQZDKa1Ehx4Q8OTmZL7/8kjlz5jBt2rR8j1u9ejUrV67MNcGzcePGTJkyhXHjxuHl5UVAQIBK3/rt27czc+ZMYmNjgfcn5MHBwcrFzwCWL1/O8uXL8fb2pnHjxmhpaeHh4cHTp085dOhQnj5dXFzYtm0b9+/fp2zZsvmej6GhIZ6engwdOlS5bcuWLcybN4/79+8D2Xd3zp49y4kTJzh48CAvXrzg+PHj6Ovr53keFy5cwM7ODhcXF2xsbKhatSqBgYG4u7uTkpKSr5fCQCTkn5nHjx+TlZVFnTp1PllLoVCQlJSEpqYmNWrUKAR3qroaGhpUr149zxouwadz4sQJLCwsClzf+blITEzk0aNH1KtXr1DfZ1Ihh2ssJiaGhIQENDQ00NHRKfGdVTIzM1EoFIUyEfFttmzZQu/evYt9gnX58mUePnxI/fr1C1y2lJSUJNn1mZycTLVq/6trDgkJITMzE3Nz8zwnKMsZOSbkkD2qfP36dS5evIiWlpbKvpSUFLS1td9bsvLnn3/SuXPnj0rIp0yZQmxsrHKdEsg/IXd0dKRatWqsWbMGyK5j79ixI1WrVs03Ic8Z8f/xxx+ZNGlSrv0555NfyUp0dDRBQUG5npeWloaxsTEeHh4MHz48z/Pw8/Nj7dq1Kl9aZs6cybp164osIS9Rfcjr1q2Ls7Ozyi2aTyUhIYE+ffpQr149Ro0axZs3bxg/fjxmZmY0bdqUr776iri4uAJpHzlyhG7dulG7dm1MTU1p0KABBgYGjB07VnlLqSAcOHAAW1tb9PX1MTU1xcTEBH19fWxtbTl48GCBdd9HREREgfovnz9/Hnd3d5YuXcqjR49U9qWkpLz3tt372LRpE2PGjFH2i/b396dly5Y0adIET0/PAmnmh4ODQ4H/Xvfu3VPp/3vu3DkGDRqElZUVvXv3zveD7kOsW7dOeZswNTWV4cOH07BhQ7p06UKDBg0YOXJkgVZtFddYNitXrsTMzAxzc3O+/vprbGxsMDc3x8zMjFWrVhVYNz+uXbtG9erVC/TcPXv2MGzYMKZMmUJYWJjKvqSkpAJdt+np6cpyiZzrydfXl9q1a1O7dm3GjBnDmzdvCuQ3L6ZNm1bglVWPHz9ORkaG8vHu3bvp0KEDtWvXpkWLFsoEQ108PDz466+/gOwvu19//TVdu3Zl9OjRdOnSBVtbWxITE9XWbdCgAb1792bv3r2kp6cXyNu7REZG0qpVK4yMjPj6669JSkqiR48e2NnZ0b17dywsLJSdXQRFy5IlS8jKyqJLly78+eef3L17lzt37rBx40ZlCYm1tTVNmjRh7NixhIWFceXKFcaMGUPz5s3VmrBoYGDArVu3uHv3LklJSe99vxkbG3Pq1CnOnTvHnTt3mDFjBjExMe/Vb926NVOmTGHu3Lm4ublx/vx5YmJiOH36NGPHjlVee87OzuzatYv169cTGRnJ2rVr2b17N5MnTwbg8OHDrF69mvDwcGJiYti9ezcvXrygYcOG+Z6HsbExcXFx+Pv7Ex0dzcaNG/Ptxf+5KFEJeWpqKmfOnOHrr7+mXbt2hfJNaM6cOSQnJ+Pt7U1KSgqDBg3i2rVrBAUFcfjwYQDmzZuntu7vv//O6NGjadWqFc7Ozujo6DBlyhTmz59PbGws1tbWREZGqq2b0zrIxMSE9evXc/DgQQ4cOMD69esxNTVl1KhReS5q8qmkpaWpneAEBQVhb2/Pf//7X/z9/WnXrh1HjhxR0fxQ7Vle+Pn54e7uzuvXr/Hy8sLHxwcXFxcGDRrE0KFDWb9+PZs3b1Zbt127dnn+ZGRkMHjwYOVjdbCwsFD+p3369Gns7e3JyMigb9++aGlpMXToUI4dO6a2Vz8/P+WIl4eHB9evX2fPnj1cv36dffv2cfv2bRYsWKC2rrjGYPHixXh7ezNixAiOHTvGtWvXuHr1KseOHWPkyJF4e3vj4+Ojtu6HKMjCLdu2bWPcuHGUKlWK2NhYvvnmG3799VflfoVCUaAvJt7e3uzYsYPWrVtz6NAhfvjhBzZs2MAvv/zCL7/8wtmzZ1m9erXauvXq1cvzJyMjg6+++kr5WB369+9PcnIykF1TOn78eKysrFi6dCl2dnbMmzdPZWTtY9m5c6eyhaC7uztZWVlcvHiRp0+fcvnyZUqXLs3s2bPV1s3KykKhUDBmzBhMTU2ZM2fOJy9t7+7uTv369dm/fz8NGjSgf//+aGhocOPGDW7dukXDhg0LdI0JCh9DQ0NOnjyJtbU18+bNo3379vTq1YugoCB8fX0B0NDQYPv27dSoUYMePXrQs2dPdHV12b59u1pdc4YNG6YcqDEyMuL8+fP5HjtjxgxatmyJg4MD3bt3p2LFijg4OHzwNRYsWMCmTZsIDw9nwIABWFlZMXPmTOrVq8fo0aOB7IWrFi9ezKpVq7C0tGTNmjUsXbqUbt26AShH4fv06YOFhQUrVqzgl19+Uf5/m9d5dOvWjcmTJ+Pq6kr79u0JDg7Gzc3to2MjBSWqZKV69epEREQQGRnJb7/9RkBAAJmZmfTq1Ythw4apnSwBmJiYsGPHDlq1akVSUhLGxsbs3buXLl26ANkjvCNGjODWrVtq6VpYWDBr1iy+/fZbAGVbn+vXr6OhocHIkSNJS0tj27Ztaum2aNGCH374Id+61S1btrBs2bJcI2UfYuLEie/dn5yczOHDh3n27NlHa9rY2PD111/j4uICwPr165k/fz5r1qyhZ8+eJCQkYGpqqpYmZMd2xowZODg4EB4eTteuXVm2bJkyJlu2bGHTpk2cOHFCLd2aNWtibW1N69atlduysrLw8fFh5MiRyu416ix0UK1aNe7cuYOOjg69e/emQYMGLFmyRLl/wYIFhISEEBgYqJZXPT09Ll68SL169WjVqhVLlixRvmch+307atSoXJOCPoS4xsDMzAxvb+98794EBATg4uKilt8P3QlKTU0lLCxM7Wuhffv2jBo1ipEjRwLZI01jx45l9uzZjBs3rsDXmLm5Od7e3tjZ2REVFUXr1q3ZsGGDMtb79u3Dx8eH//73v2rp1q1bl/bt26vUMGdlZTF58mTc3NzQ19cHYNCgQR+t+fY1ZmdnR6dOnVT+Y/bz82Pfvn0cP35cLa96enqEhoZSv359mjVrxrp161QmQ4aHh+Pg4KD2yHOO3zdv3rB161a2b9/O48ePsbS0ZNiwYfTp00ft/tpGRkbs37+fJk2a8Pz5c+rXr8+hQ4do27YtAGFhYTg4OHD37l21dIszci1ZEcgfUbLC/0aQrKysWL16Nbdu3cLDw4ObN29ib29PmzZt8m3Pkx/Pnz9HR0cHgBo1alC6dGmVhRVq1arFP//8o7bXhw8f0qpVK+XjFi1aEB8fr7wtO3HiRE6fPq22blxcnPJDNi+srKwKdOv3999/JzIyksTExDx/CjJKGhERobLc7ZgxY1i1ahXjxo1j//79auvl8PDhQywtLQFo3rw5mpqatGnTRrm/Q4cOyoki6nDgwAHu3btHqVKlcHFxYdasWbi6ulKqVClGjx7NrFmzPmnVsYiICAYOHKiyzdHRUdlPXh1q1apFVFR2i6/Xr1/n+nDQ1tYu0N9MXGPw7Nkz5a3SvGjQoIHasT1//jxVq1bF1NQ0z58vvvhCbZ8A9+/fp2vXrsrHdnZ2+Pv7s3Dhwk8qrXny5AlNmjQB4Msvv6Rs2bLKx5Ad64KMvJ88eVK5KErv3r0ZNGgQgwcPRkNDA3t7ewYNGqRWMv4ukZGRdO/eXWVbt27duHfvntpa9evXV37pKlUq93+1GhoavH79umBGyf5y4urqyrVr19i5cyfVqlVj0qRJmJiYMGPGDLW00tLSlPXIlSpVolSpUir1yVWqVPkkrwKB4MOUqIT83Vs1VapUYcyYMZw+fZq//voLKysrFi9erJamkZGRcnTy8OHDVKhQQWUk5fjx48pJFepgYGDA5cuXlY+vXLlCqVKl0NXVBbJHSd6ue/xYTE1N2bhxY777N2/ejKmpqdq6RkZGDBs2jF27duX54+3trbZmuXLllLeSc+jduzerV6/Gyckp31ZKH6JChQq8evVK+bhmzZq5+usqFAq1ddu2bcuJEye4du0a3bp1+6Qa5LdJSUkhOTmZcuXK5ZoMV7Zs2QL9RzlgwAA8PT1JTk5m4MCBLFq0iBcvXgDw8uVLFi1aVKDWZuIag5YtW7J48WLS0tJy7UtLS2Pp0qW0bNlSLc2GDRvyzTff4OPjk+fPlClT1PYJ2X+f+Ph4lW1WVlbs2rULLy8vlUlU6ur+/fffysfNmzdXSfDS09MLtOCMkZER//nPf6hcuTKdO3dW+ft9Cjdu3CAsLIzy5cvnuvYzMzPJzMxUW3P48OG4u7tz7949xo4di7u7u/KLfnR0NG5ubipfhj6Wd+OmoaGBra0tO3bs4Pr160yaNImjR4+qpdmoUSN+++03srKy2Lp1KzVq1GDv3r3K/bt378bIyEhtrwKB4OORdn3QYsb7aixbtWpFq1at8PLyUkszp6fnqlWriI+PZ/369cyaNYuQkBA0NTUJDAxk4cKFansdPXo0kydP5uLFi5QvX55t27bh6Oio7IRy4cKFAn1A/vjjjzg6OvLXX3/RpUsXdHV10dDQID4+npMnT/L48WP8/f3V1m3evDnh4eF89913ee7X0NBQu8a1WbNmnDp1SmUmN2Qn5ZmZmYwdO1Ztn5A9Qnnz5k1MTEwAcpVl3L17V+061By0tbXZunUrGzZswMbGBk9Pz09e6S5nND8rK4srV66oTLK7deuW8ja9OsycOZPbt29jbm5Oy5YtOXfuHA0bNkRfX58nT55QrVq1At2FENcY+Pj40LdvX4yNjWnbtq3KNXbu3DkqVqyo9pfJnOsrP8qVK0fdunXV9tqyZUv+85//YGFhobK9bdu2/P777wwYMEBtTcguM7p69SpmZmYAKnM/AG7evFngUf0yZcrg5eWFtbU1gwcPZtSoUZ98jX377bfK9+758+dV7pxcvXq1QLGdMGECjx49om3btnzxxRfExMTQqlUrSpcuTUZGBs2bN2fTpk1q677vGqtVqxYzZsxQe4TcxcWFwYMH4+fnR5kyZdi7dy/Ozs4cP34cTU1NwsPD2bBhg9peBQLBx1OiasgnTJjAokWL8lzJ6VM4f/48Fy5cwMrKijZt2nD79m18fX159eoVdnZ2Bb6FunHjRvz9/Xnz5g1du3ZlxowZytrAyMhIFArFe2+N58eDBw/YtGkTFy5cICEhAQBdXV0sLCwYMWJEgUYb4+PjefPmTaG2dTtw4ABnz57Nd3R9z549bN68We3OMGfPnqVSpUr5th1bt24dCoUCJycntT2/zY0bNxg9ejS3b9/m3LlzBbrzcObMGZXHtWrVwtjYWPl49erVpKenK2ebq8vx48cJDAwkOjqazMxM9PT0sLKyon///gValU9cY9k8f/4cf3//PK+x/v37U6VKFbX03rx5g0KhKPTWmWfOnCE0NJSpU6fmuf/06dPs3LlT7fKViIgIypYtm2/SvWvXLkqXLk2/fv3U9vw2T548YezYsZw+fbrA19i7nSC0tLRUOtbs3LkTIN/Bhg9x9+5dgoKCcl1j1tbWBfoi4e3tzeTJkwv9vfDgwQPCwsJo0aIFBgYGJCQksH79el69esU333wj+XLinxtRQy4oKkQfcoGgCEhLS+PJkyfUrl2b0qVL1A0pgUAgKLaIhFxQVOT33hMZggAovAU7Xrx4QVhYmMpiKObm5rkWMChqzc+tW716dVnEQFdXN1e9b3HxKyev7yM9PZ0nT54UuCwqLzIyMoiLiytUTaErnSZI8z4AecVAIBD8jxKXkO/Zs4eAgAC0tbUZMWKEStlCUlISX3311XtrNT+XplS66enpLFy4kHPnztGhQwfc3d3x9fVl0aJFKBQK+vTpw4oVKyhXrpxauhkZGcyePZstW7bw+vVrZR2uQqGgfPnyDBs2DE9PT7US/vT0dObMmVOomlLqyikGUniVyq9UXqXS/RC3b9+mc+fOarcSfB+3bt0qdE2hK50mSPM+AHnFQCAQ/I8S1WVFikUwpFpYQ24LdsyePZuAgAB+/vln7t27p2x3eO/ePX755RcCAgJwd3dXS3POnDmFrimlrpxiIIVXqfxK5VUqXYFAIBAI1KVE1ZBLsQiGVAtryG3BDiMjIzZt2kTnzp3z3H/ixAlGjRql1sqHUmjKTVdOXqXSlZNX4INLzeeUKqhz7UqhKXSl05SbrlReizOihlxQVIgacvJfBGPAgAEoFAr69+9fLDSl1JVqwY7Xr1+rdCZ4l+rVq6vdL1sKTbnpysmrVLpy8grZHYcGDhyYb8vEuLg41qxZU+SaQld+XqXSlcqrQPA5sLe3p3Hjxvj4+BS1lU+iRCXkOYtgvN3WL2cRjAEDBuRaIKOoNKXW/fvvv5V9dQtrwY4OHTrg5ubGunXrcvXFjouLw93dnY4dOxa5ptx05eRVKl05eYXsRVbMzMwYM2ZMnvuvXbumdnIjhabQlZ9XqXSl8ioofBITE/Hy8uLo0aPEx8dTtWpVGjVqxA8//ECXLl0K7XW2b9/OzJkziY2N/WQtJycnZftQyB7saNOmDZ6engVqK/tvpUQl5FIsgiHVwhpyW7Bj6dKlDBgwgCZNmmBiYoKOjg4aGhokJCQQERGBqamp2gsOSaEpN105eZVKV05eIXshp/ctta6lpUW7du2KXFPoSqcpN12pvAoKn6FDh/Lq1StWrFjBF198QWJiImfPni325UTW1tasXbsWyB7wmDt3LkOGDCE0NLTAmhkZGcrJ+FKQnp5e6JP630eJqiGXYhEMqRbWkOOCHZmZmRw7dizPxVC++uorSpVSfw6xFJpy05WTV6l05eRVIBAUf+RYQ56SkoKhoSF//vkn1tbW+R63a9cu1qxZw927dylfvjzt27fHy8uL2rVrA9n5Q8+ePdm/fz8eHh7KlauXL1+Oubm5cv/buLi44Orq+kHtvHBycuLZs2fs2rVLue3w4cMMHDiQuLg4KlSoAMD8+fM5ePAgjx49QkdHh759++Lm5qZcrM3Ly4uAgAAmTZqEj48PMTExxMTE4OjoSMOGDSlbtiy///47AN9//z0LFixQfoZ/bEz8/f3x9vbm2rVrbN26FRMTE9zc3Lh06RIvXrzA2NgYNzc37Ozs1Pzr/Q+xMBDZKyfmjAwXZ0056gYFBfHVV1+p3S7xc2vKTVdOXqXSlZNXqXTl5FVuunLyKpWuVF6LM3klRb8eUW+A61MZbjtBreMzMjIwNDRk0KBBeHh4KBPVd9m6dSt6eno0bNiQpKQk5s2bh0KhICgoCPhf8tmyZUvmz59PrVq1mDVrFo8ePSIkJIT09HQ2btyIp6cnV65cAaBSpUpoaWl9UDsv3k3Inz9/zrRp07h+/bpKA4nFixfTqVMn9PX1iYiIYOrUqQwcOJA5c+YA2Qm5n58flpaWzJs3j7Jly9KwYUN69+5NeHg43333HWPGjOHGjRtMmTKFmTNnMmnSJLVi0rhxY3788Ue+/PJLtLS0iIuL48KFC1haWlKhQgX27t3LokWLOHv2bIHLbURCDhgYGFCtWjW6d+9O9+7dad++/SePgEmhKUddCwsLYmNjsba2VmpXq1at2GnKTVdOXqXSlZPXvHS7dev23smjRaUpdOXnVSpdqbwWZ+SYkAPs37+fKVOm8OrVK5o1a4alpSV9+vShdevW+T7nzp07WFhYcOPGDerUqaNMPvfs2aNsHnH+/Hns7OyUx3xsDfm72nnh5OSEv7+/8gtEamoqdevWxd/fn8aNG+ervWnTJvz8/JRfCry8vFi6dCk3b95EV1dXeZy9vT1Pnjzh4sWLyjlwPj4+bN68mZs3b6oVk99++43evXu/95xtbGywtbVlxowZ7z0uP0RCTnY90KlTpwgKCiIoKIhXr17xzTff0L17d2xsbKhYsWKx0JSjLsDdu3cJCgri0KFDXLlyhdatW9O9e3d69OiBoaFhsdGUm66cvEqlKyevUunKyavcdOXkVSpdqbwWV+RYspLD69evOXfuHKGhoRw7dozQ0FDc3d2ZNm0aAGFhYSxatIhr166RkpJCVlYWqampHDlyBEtLS2Xyefv2bWrVqgVAdHQ05ubmnDhxAnNz83wT8g9p54WTkxOPHj3i559/BiA5OZkNGzYQHBzMX3/9pWwysX//flavXk1UVBSpqakoFAoUCgVPnz4FshPynTt3cvXqVRV9e3t76tatq6xRBzh58iS9e/cmJiaGKlWqfHRMrl69ioGBgVInNTWVRYsWceTIEZ48eUJGRgavX79myJAhyvNRF5GQ58Hly5cJDAwkMDCQ+/fv06lTJ+zt7enWrRs6OjrFRlOOuk+fPlV+uJ86dYovvviC7t27Y29vT4sWLYqNptx05eRVKl05eZVKV05e5aYrJ69S6UrltTgh54T8XZydnfn999+JjY0lPT2dZs2aYW1tzciRI9HR0SEpKYlu3bpx4MABOnbsqEw+IyMjqVGjBgAPHjygefPmBAcH06JFizwT8tTU1A9q50VeNeQKhQIDAwOcnJyYM2cOFy5cwM7ODhcXF2xsbKhatSqBgYG4u7uTkpIC/K+G/Ny5cyr6H0rINTU1CxQTgKlTp/LXX3/h6emJkZERFStWZPz48RgZGRVoEUUQCfkHuX//PoGBgRw6dIiLFy+ycOHCfFtAFaWmHHVfvnzJsWPHOHToEEePHmXixInKb/LFSVNuunLyKpWunLxKpSsnr3LTlZNXqXSl8lrU/JsS8hUrVuDu7s6DBw+IiorC2tqasLAw5Z2NgIAAvv/+e7US8t27d+Ps7MyTJ0+UrxMWFvZB7bzIKyHPzMykfv36fP/99yxcuBA/Pz/Wrl3L9evXlcfMnDmTdevWfVRCHh8fz4ULF5QlK0uWLGHjxo3cunXro3znl5C3a9eOHj164ObmBmTfnWjatCk2NjYiIf8cPHv2jOTk5HwXSSgumnLUzczM5NmzZ9SsWbNYa8pNV05epdKVk1epdOXkVW66cvIqla5UXosCOSbkz549Y9iwYQwZMgQzMzO0tLQICwtj5syZNG7cmD///JPExETMzMwYPXo0Y8aMISIignnz5nH79m21EvKQkBBsbW3Zt28fzZo1o0KFCrx8+fKD2nnh5OREXFyccgQ7JSWF9evXs3HjRgICAujYsSNBQUEMGTKE1atXY2FhwbFjx/jpp59ISkr6qIQ8PDycwYMHM3r0aG7evImzszMzZszA2dm5wDGB7DaTkZGRrFq1ijJlyrBo0SJOnDiBvb19oSfkJaqnV3JyMs+fP1c+vnHjBtOnT8fR0ZEZM2Yoi/+rV6/+0YmoFJpy1PXz8/uoFT5LlSr10R/mUmjKTVdOXqXSlZNXqXTl5FVuunLyKpWuVF4FhUulSpVo06YNa9aswd7enrZt2+Lh4UH//v3ZvHkzADVr1mT16tUcOnQIS0tLFi1axMKFC9V+LUtLS0aOHMmoUaMwMjLi559//iTtEydOYGJigomJCTY2Nly+fJlff/1VmcR369aNyZMn4+rqSvv27QkODlaOSn8MDg4OZGZm0rVrVyZPnszQoUOZMGHCJ8dk4cKF6Ojo0L17dxwcHGjTpg1t27b9aF/qUKJGyO3s7Jg0aRI9evTg5MmT9OvXj1atWtGwYUPu3bvHpUuX+OOPP+jUqVORaspRt1q1apQqVQpra2uGDx9O9+7dP7lhvxSactOVk1epdOXkVSpdOXmVm66cvEqlK5XX4owcR8gF/w7ECDnZo8E5LXa8vb2ZMmUKR44cwc/Pj6CgIFxcXPDw8ChyTTnqQnabIYVCwbBhw2jUqBELFiwgKiqqQFpSaspNV05epdKVk1epdOXkVW66cvIqla5UXgUCwcdRokbI69aty7FjxzAxMaFhw4bs2bOHpk2bKvffv3+fjh078ujRoyLVlKNutWrVuHPnDjo6OkRHR7NlyxZ27txJfHw87du3Z/jw4fTs2ZOyZcsWqabcdOXkVcRAxECOunLyKrcYFGfECLmgqBAj5ECbNm0IDAwEwMjIiGvXrqnsv3r1qtoLg0ihKUfdtzE0NGTu3Llcv36d3377jQoVKjB27FgaNWpUrDTlpisnr1LpysmrVLpy8io3XTl5lUpXKq8CgeD9lC5qA5+TOXPm8O233/Ly5Uu+/fZb3N3diYqKwsTEhLt377J27VqmT59e5Jpy1M1pNfQ2mpqa9OzZk549e/Lw4UO2bdtW5Jpy05WTV6l05eRVKl05eZWbrpy8SqUrlVeBQPDxlKiSFYCLFy8ye/ZsQkNDVbbr6+vj7OyMk5NTsdCUm+7btzwLCyk05aYrJ69S6crJq1S6cvIqN105eZVKVyqvxRlRsiIoKkQf8ndITEwkOjqazMxM9PT0qF+/frHUlItuTEwMdevWpVSpwquCkkJTbrpy8iqVrpy8SqUrJ69y05WTV6l0pfJanBEJuaCoEAn5/yc2NpZNmzYREhJCQkICGhoa6OjoYGVlxfDhw6lbt26x0BS68vMqla6cvEqlKyevUunKyavcdOXkVSpdqbwWV0RCLigqREIOnDt3DgcHB/T09Pjqq6/Q0dEhKyuLxMREgoODiY+PZ/fu3VhZWRWpptCVn1cRAxEDEQN56srJq9xiUJwRCbmgqBAJOWBtbY2FA2UTWAAACsRJREFUhQWLFy/Oc7+LiwuhoaEEBwcXqabQlZ9XqXTl5FUqXTl5lUpXTl7lpisnr1LpSuW1OCMSckFRIRJyoFatWpw+fZoGDRrkuf/OnTt06tSJJ0+eFKmm0JWfV6l05eRVKl05eZVKV05e5aYrJ69S6UrltTgjEvL8qVOnDosXL2bw4MFFbeVfiehDDujp6XH+/Pl8958/fx49Pb0i1xS60mnKTVdOXqXSlZNXqXTl5FVuunLyKpWuVF4FhY+TkxPa2to4Ozvn2jd37ly0tbVxdHQsAmeCT6VE9SF3dnZm6tSpXL58GWtra3R1ddHQ0CA+Pp4TJ06wY8cOvLy8ilxT6MrPq1S6cvIqla6cvEqlKyevctOVk1epdKXyKpCGunXrsm/fPry9valUqRIAGRkZ7Nq1q1hMvs3IyEBTUzPP/vaC/ClRJSsAe/fuZdWqVYSFhaFQKIDsBRDMzc2ZOHEiffv2LRaaQld+XqXSlZNXqXTl5FUqXTl5lZuunLxKpSuV1+KKXEtWnJycePbsGXFxcYwdO5YhQ4YAcOjQIVxdXWnXrh3Jycns2rWLy5cv4+npSXh4OOnp6ZiZmeHh4YGFhYVSLyoqCmdnZy5evEi9evX48ccfGTVqlErJyuPHj5kzZw7Hjh0DwNLSEi8vL4yMjADw8vIiICCASZMm4ePjQ0xMDDExMZw/f56lS5dy8+ZNNDQ0aNmyJV5eXpiYmHzmqBUvRA35O6Snp5OUlARAjRo1KFOmTLHUFLrSacpNV05epdKVk1epdOXkVW66cvIqla5UXosbeSVFV3fv+6wemjmo/yUnJyG3sbFh7969BAUFAfDdd99hbm5OdHQ0z549Y9euXZw8eZK4uDhatGiBhoYG69evx9/fn8uXL1OjRg0yMzPp0KEDVatWxdvbm1evXjFr1iyuX7/Ozz//zODBg3n58iUdO3bEwsKCiRMnUrZsWfz8/AgODiY0NJSKFSvi5eWFn58flpaWzJs3j7Jly9KwYUMOHToEQJMmTXj16hVLliwhPDyckJAQypYtW6ixlBMiIRcIBAKBQCBA/gn52rVrMTU15ezZs2hpadG0aVMuXbrETz/9pEzI3yUrKwtTU1M8PDxwdHTk+PHj9O/fn/DwcOrVqwdkt8Ds1q0bK1euZPDgwWzduhVfX18uXbqkLEFRKBQYGxuzbNky+vbti5eXl3IkXFdXN1/vqamp1KtXj0OHDtG2bVu1z/3fQn4JeYmqIRcIBAKBQCDIi4IkyEWFtrY2PXr0YNu2bVStWpUOHTook+ocnj59ysKFCzl9+jRPnz5FoVDw6tUrHj16BEBERAS1a9dWeV7r1q1VVmwNDw/nwYMHuWrTX758yf3795WPa9eunSsZv3//PgsXLuTixYskJSWRmZlJZmam8vUFqoiEXCAQCAQCgUBmDBkyBCcnJypVqoSbm1uu/U5OTiQkJPDTTz9hYGBAuXLl6NWrF2lpaUD2iPmHyMzMpGnTpmzatCnXvmrVqil/z5lc+jYDBw5EX1+f5cuXo6+vT+nSpbG0tFS+vkCVEtX2UCAQfH62b9+OtrY2Dx48KGorAoFA8K+hc+fOlClThqSkJOzt7XPtP3/+PGPHjsXW1pZGjRqhpaVFfHy8cr+pqSmPHz9WGbG+dOkSmZmZysfNmzcnKiqK6tWr8+WXX6r8vJ2Qv8uzZ8+IiIhg6tSpWFtbY2JiwvPnz8nIyCiks//3IRJygUBQLDl8+LBotSYQCAT5oKGhwdmzZwkPD6dcuXK59hsZGeHv78/t27e5fPkyI0eOVJlMaW1tTcOGDRk/fjxXr14lNDQUNzc3Spf+X/GEg4MDurq6DBo0iDNnzhAdHc3Zs2eZPXs2kZGR+XrT1tamRo0abNmyhaioKM6cOcPUqVNVtAWqiIRcIBAUS44cOcKiRYuK2oZAIBAUWypXrkyVKlXy3LdixQpSU1OxtrZm5MiRDBkyBAMDA+X+UqVKsW3bNjIzM7GxsWH8+PFMnz5dJbmvWLEigYGBGBoaMnz4cCwsLHByciIlJQVtbe18fZUqVYpNmzZx48YN2rZty4wZM5g9e3aeXxwE2YguKwKBQFK2b9/OxIkTCQ8Pp379+h/9vB9++IHNmzeTkpIioTuBQFASkWsfcoH8ye+9J0bIBQJBoXHhwgW++eYb9PT0aNKkCb6+vrkmDgUGBuLo6EijRo3Q1dWlSZMmzJs3jzdv3iiPcXJyYvPmzUD2rc+cn7fr0Pfs2UPXrl3R19fHwMAAR0dHbt++/XlOVCAQCASCQkQU8wgEgkLh9u3b9OnTh8qVKzN9+nTKli3Lr7/+mmv2/bZt29DU1GTs2LFoa2sTEhKCn58fsbGxbNiwAYARI0YQGxvLqVOnWLt2rfK5NWvWBGD58uXMnz+fnj17MnDgQFJTU9mwYQO2tracPHkSQ0PDz3beAoFAIBB8KqJkRSAQFApDhw7l8OHDhIaG8sUXXwCQmJhIy5Yt+eeff5QlKy9fvqRixYoqz/Xx8eGnn37i+vXr1KlTB8i/ZOXhw4e0aNGCadOm4erqqtz+5MkTLCws6NWrFytWrJD4bAUCgZwRJSuCokKUrAgEAslQKBQcO3YMOzs7ZTIO2SPaAwYMUDk2JxnPzMzk77//JikpiXbt2pGVlUV4ePgHX+vAgQNkZGTQr18/kpKSlD9lypShdevWnDp1qnBPTiAQCAQCiRElKwKB4JNJTEzk5cuXNGjQINc+Y2Njlce3bt1i7ty5nDlzhlevXqns+/vvvz/4WjmttiwsLPLc/+7ou0AgEAgExR2RkAsEgk8mZ+KmhoZGvvsgO+Hu2bMnFSpUwN3dnS+++IIKFSrw+PFjJkyYoLIgRX7kHPPHH3/k2dP27WWfBQKBID+ysrLy/MwSCKTifaujioRcIBB8Mjo6OlSsWJE7d+7k2vf24hGnT58mMTGRgwcP0qFDB+X24ODgXM/L7z/KnJKYunXrYmpq+qnWBQJBCaRSpUrKXtoiKRd8DrKyskhJSaFy5cp57hcJuUAg+GQ0NTX56quvOHz4MPfv31eZ1Ll7926V40B1lCAzM5OVK1fm0swpPXl3AYpevXrh4eGBl5cXmzdvzjUinpiYqOzGIhAIBHlRunRpKleuzD///FPUVgQliMqVK+e7WqlIyAUCQaHg5ubG8ePH6datG6NHj6ZMmTL8+uuv1KtXT1kbbmVlRfXq1XFycmLcuHGULl2agIAAXrx4kUuvRYsWAMyYMQMbGxtKly6NnZ0dhoaGLFiwgNmzZ2NjY0PPnj2pVq0aDx8+5OjRo7Ru3RpfX9/Peu4CgUB+lC5dWnRaERQbRNtDgUBQaISEhDBnzhyuXr2Kjo4Oo0aNQkdHh0mTJinbHl68eFF5TKVKlejVqxcjR46kffv2rFy5ksGDBwPZnVvc3NzYt28fT58+VXZhyVnt88iRI/j5+REeHk5GRgb6+vpYWVkxevRoWrZsWZRhEAgEAoFALURCLhAIBAKBQCAQFCGiHYFAIBAIBAKBQFCEiIRcIBAIBAKBQCAoQkRCLhAIBAKBQCAQFCEiIRcIBAKBQCAQCIoQkZALBAKBQCAQCARFiEjIBQKBQCAQCASCIkQk5AKBQCAQCAQCQREiEnKBQCAQCAQCgaAIEQm5QCAQCAQCgUBQhIiEXCAQCAQCgUAgKEL+H0KT+K96TAhRAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "norm_by_population(deaths).tail(21).top(20).oplot(height=6, width=8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Changes in case rates\n",
    "\n",
    "Here we try to get a handle on the spread of rates and whether they are improving."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <th>date</th> <th> Alameda</th> <th> Alpine</th> <th> Amador</th> <th> Butte</th> <th> Calaveras</th> <th> Colusa</th> <th> Contra Costa</th> <th> Del Norte</th> <th> El Dorado</th> <th> Fresno</th> <th> Glenn</th> <th> Humboldt</th> <th> Imperial</th> <th> Inyo</th> <th> Kern</th> <th> Kings</th> <th> Lake</th> <th> Lassen</th> <th> Los Angeles</th> <th> Madera</th> <th> Marin</th> <th> Mariposa</th> <th> Mendocino</th> <th> Merced</th> <th> Modoc</th> <th> Mono</th> <th> Monterey</th> <th> Napa</th> <th> Nevada</th> <th> Orange</th> <th> Placer</th> <th> Plumas</th> <th> Riverside</th> <th> Sacramento</th> <th> San Benito</th> <th> San Bernardino</th> <th> San Diego</th> <th> San Francisco</th> <th> San Joaquin</th> <th> San Luis Obispo</th> <th> San Mateo</th> <th> Santa Barbara</th> <th> Santa Clara</th> <th> Santa Cruz</th> <th> Shasta</th> <th> Sierra</th> <th> Siskiyou</th> <th> Solano</th> <th> Sonoma</th> <th> Stanislaus</th> <th> Sutter</th> <th> Tehama</th> <th> Trinity</th> <th> Tulare</th> <th> Tuolumne</th> <th> Ventura</th> <th> Yolo</th> <th> Yuba</th> <th> Out of CA</th> <th> Unassigned</th>\n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        <tr>\n",
       "            <td>07/11/20</td> <td>0.107527  </td> <td>nan    </td> <td>0.2     </td> <td>0        </td> <td>0         </td> <td>0.104167 </td> <td>0.0751685    </td> <td>0         </td> <td>0         </td> <td>0.0789921</td> <td>0        </td> <td>0        </td> <td>0.034188 </td> <td>0       </td> <td>0.0706229</td> <td>0.0716667</td> <td>0        </td> <td>0.135922 </td> <td>0.0798584   </td> <td>0.0753138</td> <td>0.0389321 </td> <td>0        </td> <td>0.162162  </td> <td>0.0858491</td> <td>nan   </td> <td>0.1      </td> <td>0.108911 </td> <td>0        </td> <td>0        </td> <td>0.104765 </td> <td>0.0735931</td> <td>0        </td> <td>0         </td> <td>0.0699588  </td> <td>0.181159   </td> <td>0.0835739      </td> <td>0.0728838 </td> <td>0.107212      </td> <td>0           </td> <td>0               </td> <td>0.114444  </td> <td>0.0529857     </td> <td>0.06003     </td> <td>0.138393   </td> <td>0.122222 </td> <td>nan    </td> <td>0        </td> <td>0        </td> <td>0.138199 </td> <td>0.0998886  </td> <td>0.155556 </td> <td>0.142857 </td> <td>nan     </td> <td>0        </td> <td>0        </td> <td>0.0801047</td> <td>0        </td> <td>0.138211 </td> <td>nan       </td> <td>nan        </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>07/12/20</td> <td>0.00268097</td> <td>nan    </td> <td>0       </td> <td>0        </td> <td>0         </td> <td>0        </td> <td>0.0283832    </td> <td>0         </td> <td>0         </td> <td>0.0987395</td> <td>0        </td> <td>0        </td> <td>0        </td> <td>0.125   </td> <td>0.0753932</td> <td>0.0333333</td> <td>0        </td> <td>0.529915 </td> <td>0.0826695   </td> <td>0        </td> <td>0         </td> <td>0        </td> <td>0         </td> <td>0        </td> <td>nan   </td> <td>0.0909091</td> <td>0.114701 </td> <td>0        </td> <td>0        </td> <td>0.0664327</td> <td>0.0472103</td> <td>0        </td> <td>0         </td> <td>0.053135   </td> <td>0.165605   </td> <td>0.0168967      </td> <td>0         </td> <td>0.0910816     </td> <td>0           </td> <td>0               </td> <td>0         </td> <td>0             </td> <td>0.136128    </td> <td>0.00454545 </td> <td>0.0851064</td> <td>nan    </td> <td>0        </td> <td>0        </td> <td>0.0760402</td> <td>0.0362372  </td> <td>0.0677966</td> <td>0.0666667</td> <td>nan     </td> <td>0        </td> <td>0.176471 </td> <td>0        </td> <td>0.105634 </td> <td>0.0916031</td> <td>nan       </td> <td>nan        </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>07/13/20</td> <td>0.106245  </td> <td>nan    </td> <td>0       </td> <td>0        </td> <td>0         </td> <td>0        </td> <td>0.0931707    </td> <td>0.0909091 </td> <td>0         </td> <td>0        </td> <td>0.134831 </td> <td>0        </td> <td>0.0774793</td> <td>0       </td> <td>0.0466321</td> <td>0.0797546</td> <td>0.185714 </td> <td>0.4375   </td> <td>0.0730508   </td> <td>0        </td> <td>0.151755  </td> <td>0.111111 </td> <td>0.339286  </td> <td>0        </td> <td>nan   </td> <td>0.0833333</td> <td>0.0869565</td> <td>0.165323 </td> <td>0        </td> <td>0.0426979</td> <td>0.0759754</td> <td>0.166667 </td> <td>0.0972786 </td> <td>0.0765827  </td> <td>0          </td> <td>0.0573678      </td> <td>0.0846096 </td> <td>0.0630798     </td> <td>0.182028    </td> <td>0.202811        </td> <td>0.0997921 </td> <td>0             </td> <td>0.102521    </td> <td>0          </td> <td>0.0526316</td> <td>nan    </td> <td>0        </td> <td>0        </td> <td>0.15956  </td> <td>0.0843247  </td> <td>0.0617284</td> <td>0        </td> <td>nan     </td> <td>0.118015 </td> <td>0        </td> <td>0        </td> <td>0.1      </td> <td>0.0451128</td> <td>nan       </td> <td>nan        </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>07/14/20</td> <td>0.134818  </td> <td>nan    </td> <td>0.217391</td> <td>0.314516 </td> <td>0.186047  </td> <td>0.22     </td> <td>0.0833333    </td> <td>0         </td> <td>0.25      </td> <td>0.120152 </td> <td>0.0875   </td> <td>0.0588235</td> <td>0.073499 </td> <td>0.333333</td> <td>0.0714609</td> <td>0.157895 </td> <td>0.0151515</td> <td>0.0613208</td> <td>0.106492    </td> <td>0.213592 </td> <td>0.110846  </td> <td>0.222222 </td> <td>0.2       </td> <td>0.220015 </td> <td>nan   </td> <td>0        </td> <td>0.0365854</td> <td>0.0545455</td> <td>0.285714 </td> <td>0.0662531</td> <td>0.0728346</td> <td>0.0833333</td> <td>0.0744389 </td> <td>0.0763463  </td> <td>0.194595   </td> <td>0.110174       </td> <td>0.13579   </td> <td>0.0463392     </td> <td>0.0580892   </td> <td>0.1409          </td> <td>0.119766  </td> <td>0.274702      </td> <td>0.0743902   </td> <td>0.123506   </td> <td>0.032967 </td> <td>nan    </td> <td>0.133333 </td> <td>0.200505 </td> <td>0.0872396</td> <td>0.120025   </td> <td>0.143396 </td> <td>0.304348 </td> <td>nan     </td> <td>0.114249 </td> <td>0.0625   </td> <td>0.19851  </td> <td>0.1417   </td> <td>0.153333 </td> <td>nan       </td> <td>nan        </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>07/15/20</td> <td>0.0624503 </td> <td>nan    </td> <td>0.115385</td> <td>0.0780669</td> <td>0         </td> <td>0.0531915</td> <td>0.0582669    </td> <td>0         </td> <td>0.0702703 </td> <td>0.0447942</td> <td>0.0804598</td> <td>0.190476 </td> <td>0.0136626</td> <td>0       </td> <td>0.0714916</td> <td>0.0420168</td> <td>0.150685 </td> <td>0.0139535</td> <td>0.0668496   </td> <td>0.090106 </td> <td>0.0339666 </td> <td>0        </td> <td>0.116883  </td> <td>0.0601093</td> <td>nan   </td> <td>0.166667 </td> <td>0.061369 </td> <td>0.127049 </td> <td>0.0277778</td> <td>0.0690779</td> <td>0.0331263</td> <td>0.0833333</td> <td>0.0883375 </td> <td>0.0799729  </td> <td>0.0512821  </td> <td>0.113478       </td> <td>0.0766068 </td> <td>0.0512351     </td> <td>0.0593505   </td> <td>0.0678643       </td> <td>0.0841487 </td> <td>0.0587071     </td> <td>0.087563    </td> <td>0.00896861 </td> <td>0.116505 </td> <td>nan    </td> <td>0        </td> <td>0.0733802</td> <td>0.068323 </td> <td>0.048031   </td> <td>0        </td> <td>0.0980392</td> <td>nan     </td> <td>0.0565257</td> <td>0.0769231</td> <td>0.090274 </td> <td>0.046332 </td> <td>0        </td> <td>nan       </td> <td>nan        </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>07/16/20</td> <td>0.0602995 </td> <td>nan    </td> <td>0.04    </td> <td>0.167785 </td> <td>0         </td> <td>0.0795455</td> <td>0.0468514    </td> <td>0.0909091 </td> <td>0.0983607 </td> <td>0.0477184</td> <td>0.117647 </td> <td>0.0666667</td> <td>0.0923335</td> <td>0.166667</td> <td>0.0663487</td> <td>0.0958084</td> <td>0.0689655</td> <td>0.120833 </td> <td>0.106419    </td> <td>0        </td> <td>0.077791  </td> <td>0.125    </td> <td>0.125     </td> <td>0.0448393</td> <td>nan   </td> <td>0.428571 </td> <td>0.0541796</td> <td>0.0693878</td> <td>0.15     </td> <td>0.0647098</td> <td>0.0751566</td> <td>0.0833333</td> <td>0.0795185 </td> <td>0.0737158  </td> <td>0.0558659  </td> <td>0              </td> <td>0.0565542 </td> <td>0.135314      </td> <td>0.0669145   </td> <td>0.0891473       </td> <td>0.0772994 </td> <td>0.128235      </td> <td>0.0383994   </td> <td>0.338762   </td> <td>0.0549451</td> <td>nan    </td> <td>0.0769231</td> <td>0.0703053</td> <td>0.0478589</td> <td>0.0749928  </td> <td>0.109489 </td> <td>0        </td> <td>nan     </td> <td>0.0686138</td> <td>0.0740741</td> <td>0.096688 </td> <td>0.0769231</td> <td>0.105634 </td> <td>nan       </td> <td>nan        </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>07/17/20</td> <td>0.0933711 </td> <td>nan    </td> <td>0.08    </td> <td>0.110759 </td> <td>0.352941  </td> <td>0.252427 </td> <td>0.0706628    </td> <td>0         </td> <td>0.0691489 </td> <td>0.111957 </td> <td>0.152174 </td> <td>0.0697674</td> <td>0.0553083</td> <td>-0.2    </td> <td>0.0693112</td> <td>0.0591054</td> <td>0.0545455</td> <td>0.0590551</td> <td>0.0644117   </td> <td>0.203915 </td> <td>0.0461718 </td> <td>0        </td> <td>0.130435  </td> <td>0.0753138</td> <td>nan   </td> <td>0.0833333</td> <td>0.057971 </td> <td>0.0209205</td> <td>0.0864198</td> <td>0.0305799</td> <td>0.0665281</td> <td>0.0833333</td> <td>0.0519298 </td> <td>0.0392954  </td> <td>0.0903955  </td> <td>0.175491       </td> <td>0         </td> <td>0.0915605     </td> <td>0.0394774   </td> <td>0.10223         </td> <td>0.0681597 </td> <td>0.082777      </td> <td>0.0356993   </td> <td>0.0920245  </td> <td>0.076087 </td> <td>nan    </td> <td>0        </td> <td>0.0658627</td> <td>0.0601504</td> <td>0.081389   </td> <td>0.0701754</td> <td>0.173913 </td> <td>nan     </td> <td>0.0938945</td> <td>0.0238095</td> <td>0        </td> <td>0.0752896</td> <td>0.107383 </td> <td>nan       </td> <td>nan        </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>07/18/20</td> <td>0.0955269 </td> <td>nan    </td> <td>0       </td> <td>0        </td> <td>0         </td> <td>0        </td> <td>0.0759734    </td> <td>0.266667  </td> <td>0         </td> <td>0.0898799</td> <td>0        </td> <td>0        </td> <td>0.0863402</td> <td>0       </td> <td>0.188356 </td> <td>0        </td> <td>0        </td> <td>0.0116732</td> <td>0.0601597   </td> <td>0        </td> <td>0.00481431</td> <td>0        </td> <td>0.08      </td> <td>0        </td> <td>nan   </td> <td>0.314286 </td> <td>0.0751276</td> <td>0        </td> <td>0        </td> <td>0.0530492</td> <td>0.0910931</td> <td>0        </td> <td>0         </td> <td>0.0580728  </td> <td>0.0166667  </td> <td>0.0331648      </td> <td>0.169722  </td> <td>0.105224      </td> <td>0           </td> <td>0               </td> <td>0.0605469 </td> <td>0             </td> <td>0.0689514   </td> <td>0.101408   </td> <td>0        </td> <td>nan    </td> <td>0        </td> <td>0        </td> <td>0.051186 </td> <td>0          </td> <td>0        </td> <td>0        </td> <td>nan     </td> <td>0        </td> <td>0        </td> <td>0.114754 </td> <td>0        </td> <td>0        </td> <td>nan       </td> <td>nan        </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "date     |  Alameda   |  Alpine |  Amador  |  Butte    |  Calaveras |  Colusa   |  Contra Costa |  Del Norte |  El Dorado |  Fresno   |  Glenn    |  Humboldt |  Imperial |  Inyo    |  Kern     |  Kings    |  Lake     |  Lassen   |  Los Angeles |  Madera   |  Marin     |  Mariposa |  Mendocino |  Merced   |  Modoc |  Mono     |  Monterey |  Napa     |  Nevada   |  Orange   |  Placer   |  Plumas   |  Riverside |  Sacramento |  San Benito |  San Bernardino |  San Diego |  San Francisco |  San Joaquin |  San Luis Obispo |  San Mateo |  Santa Barbara |  Santa Clara |  Santa Cruz |  Shasta   |  Sierra |  Siskiyou |  Solano   |  Sonoma   |  Stanislaus |  Sutter   |  Tehama   |  Trinity |  Tulare   |  Tuolumne |  Ventura  |  Yolo     |  Yuba     |  Out of CA |  Unassigned\n",
       "07/11/20 | 0.107527   | nan     | 0.2      | 0         | 0          | 0.104167  | 0.0751685     | 0          | 0          | 0.0789921 | 0         | 0         | 0.034188  | 0        | 0.0706229 | 0.0716667 | 0         | 0.135922  | 0.0798584    | 0.0753138 | 0.0389321  | 0         | 0.162162   | 0.0858491 | nan    | 0.1       | 0.108911  | 0         | 0         | 0.104765  | 0.0735931 | 0         | 0          | 0.0699588   | 0.181159    | 0.0835739       | 0.0728838  | 0.107212       | 0            | 0                | 0.114444   | 0.0529857      | 0.06003      | 0.138393    | 0.122222  | nan     | 0         | 0         | 0.138199  | 0.0998886   | 0.155556  | 0.142857  | nan      | 0         | 0         | 0.0801047 | 0         | 0.138211  | nan        | nan\n",
       "07/12/20 | 0.00268097 | nan     | 0        | 0         | 0          | 0         | 0.0283832     | 0          | 0          | 0.0987395 | 0         | 0         | 0         | 0.125    | 0.0753932 | 0.0333333 | 0         | 0.529915  | 0.0826695    | 0         | 0          | 0         | 0          | 0         | nan    | 0.0909091 | 0.114701  | 0         | 0         | 0.0664327 | 0.0472103 | 0         | 0          | 0.053135    | 0.165605    | 0.0168967       | 0          | 0.0910816      | 0            | 0                | 0          | 0              | 0.136128     | 0.00454545  | 0.0851064 | nan     | 0         | 0         | 0.0760402 | 0.0362372   | 0.0677966 | 0.0666667 | nan      | 0         | 0.176471  | 0         | 0.105634  | 0.0916031 | nan        | nan\n",
       "07/13/20 | 0.106245   | nan     | 0        | 0         | 0          | 0         | 0.0931707     | 0.0909091  | 0          | 0         | 0.134831  | 0         | 0.0774793 | 0        | 0.0466321 | 0.0797546 | 0.185714  | 0.4375    | 0.0730508    | 0         | 0.151755   | 0.111111  | 0.339286   | 0         | nan    | 0.0833333 | 0.0869565 | 0.165323  | 0         | 0.0426979 | 0.0759754 | 0.166667  | 0.0972786  | 0.0765827   | 0           | 0.0573678       | 0.0846096  | 0.0630798      | 0.182028     | 0.202811         | 0.0997921  | 0              | 0.102521     | 0           | 0.0526316 | nan     | 0         | 0         | 0.15956   | 0.0843247   | 0.0617284 | 0         | nan      | 0.118015  | 0         | 0         | 0.1       | 0.0451128 | nan        | nan\n",
       "07/14/20 | 0.134818   | nan     | 0.217391 | 0.314516  | 0.186047   | 0.22      | 0.0833333     | 0          | 0.25       | 0.120152  | 0.0875    | 0.0588235 | 0.073499  | 0.333333 | 0.0714609 | 0.157895  | 0.0151515 | 0.0613208 | 0.106492     | 0.213592  | 0.110846   | 0.222222  | 0.2        | 0.220015  | nan    | 0         | 0.0365854 | 0.0545455 | 0.285714  | 0.0662531 | 0.0728346 | 0.0833333 | 0.0744389  | 0.0763463   | 0.194595    | 0.110174        | 0.13579    | 0.0463392      | 0.0580892    | 0.1409           | 0.119766   | 0.274702       | 0.0743902    | 0.123506    | 0.032967  | nan     | 0.133333  | 0.200505  | 0.0872396 | 0.120025    | 0.143396  | 0.304348  | nan      | 0.114249  | 0.0625    | 0.19851   | 0.1417    | 0.153333  | nan        | nan\n",
       "07/15/20 | 0.0624503  | nan     | 0.115385 | 0.0780669 | 0          | 0.0531915 | 0.0582669     | 0          | 0.0702703  | 0.0447942 | 0.0804598 | 0.190476  | 0.0136626 | 0        | 0.0714916 | 0.0420168 | 0.150685  | 0.0139535 | 0.0668496    | 0.090106  | 0.0339666  | 0         | 0.116883   | 0.0601093 | nan    | 0.166667  | 0.061369  | 0.127049  | 0.0277778 | 0.0690779 | 0.0331263 | 0.0833333 | 0.0883375  | 0.0799729   | 0.0512821   | 0.113478        | 0.0766068  | 0.0512351      | 0.0593505    | 0.0678643        | 0.0841487  | 0.0587071      | 0.087563     | 0.00896861  | 0.116505  | nan     | 0         | 0.0733802 | 0.068323  | 0.048031    | 0         | 0.0980392 | nan      | 0.0565257 | 0.0769231 | 0.090274  | 0.046332  | 0         | nan        | nan\n",
       "07/16/20 | 0.0602995  | nan     | 0.04     | 0.167785  | 0          | 0.0795455 | 0.0468514     | 0.0909091  | 0.0983607  | 0.0477184 | 0.117647  | 0.0666667 | 0.0923335 | 0.166667 | 0.0663487 | 0.0958084 | 0.0689655 | 0.120833  | 0.106419     | 0         | 0.077791   | 0.125     | 0.125      | 0.0448393 | nan    | 0.428571  | 0.0541796 | 0.0693878 | 0.15      | 0.0647098 | 0.0751566 | 0.0833333 | 0.0795185  | 0.0737158   | 0.0558659   | 0               | 0.0565542  | 0.135314       | 0.0669145    | 0.0891473        | 0.0772994  | 0.128235       | 0.0383994    | 0.338762    | 0.0549451 | nan     | 0.0769231 | 0.0703053 | 0.0478589 | 0.0749928   | 0.109489  | 0         | nan      | 0.0686138 | 0.0740741 | 0.096688  | 0.0769231 | 0.105634  | nan        | nan\n",
       "07/17/20 | 0.0933711  | nan     | 0.08     | 0.110759  | 0.352941   | 0.252427  | 0.0706628     | 0          | 0.0691489  | 0.111957  | 0.152174  | 0.0697674 | 0.0553083 | -0.2     | 0.0693112 | 0.0591054 | 0.0545455 | 0.0590551 | 0.0644117    | 0.203915  | 0.0461718  | 0         | 0.130435   | 0.0753138 | nan    | 0.0833333 | 0.057971  | 0.0209205 | 0.0864198 | 0.0305799 | 0.0665281 | 0.0833333 | 0.0519298  | 0.0392954   | 0.0903955   | 0.175491        | 0          | 0.0915605      | 0.0394774    | 0.10223          | 0.0681597  | 0.082777       | 0.0356993    | 0.0920245   | 0.076087  | nan     | 0         | 0.0658627 | 0.0601504 | 0.081389    | 0.0701754 | 0.173913  | nan      | 0.0938945 | 0.0238095 | 0         | 0.0752896 | 0.107383  | nan        | nan\n",
       "07/18/20 | 0.0955269  | nan     | 0        | 0         | 0          | 0         | 0.0759734     | 0.266667   | 0          | 0.0898799 | 0         | 0         | 0.0863402 | 0        | 0.188356  | 0         | 0         | 0.0116732 | 0.0601597    | 0         | 0.00481431 | 0         | 0.08       | 0         | nan    | 0.314286  | 0.0751276 | 0         | 0         | 0.0530492 | 0.0910931 | 0         | 0          | 0.0580728   | 0.0166667   | 0.0331648       | 0.169722   | 0.105224       | 0            | 0                | 0.0605469  | 0              | 0.0689514    | 0.101408    | 0         | nan     | 0         | 0         | 0.051186  | 0           | 0         | 0         | nan      | 0         | 0         | 0.114754  | 0         | 0         | nan        | nan"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_rates(cases).tail(7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_new(trend, region):\n",
    "    return trend.last('new ' + region)\n",
    "\n",
    "def get_rate(trend, region):\n",
    "    return trend.last('rate ' + region)\n",
    "\n",
    "def get_active(trend, region):\n",
    "    return trend.last('active ' + region)\n",
    "\n",
    "def get_arate(trend, region):\n",
    "    return trend.last('arate ' + region)\n",
    "\n",
    "def get_val(trend, region):\n",
    "    return trend.last(region)\n",
    "\n",
    "def summary(ts, name, regions):\n",
    "    trend = ts.trend()\n",
    "    smry = Table().with_columns(\n",
    "        name, regions,\n",
    "        'confirmed', [get_val(trend, r) for r in regions],\n",
    "        'new',       [get_new(trend, r) for r in regions],\n",
    "        'rate',      [get_rate(trend, r) for r in regions],\n",
    "        'active',    [get_active(trend, r) for r in regions],\n",
    "        'arate',     [get_arate(trend, r) for r in regions]\n",
    "\n",
    "    )\n",
    "    params = [fit(lin_rate, ts.extract(r).trend().tail(7)) for r in regions]\n",
    "    smry['eff arate'] = [p[0][0] for p in params]\n",
    "    smry['delta']    = [p[0][1] for p in params]\n",
    "    smry['err']      = [p[1][1] for p in params]\n",
    "    return smry.where(np.isfinite(smry['err']))\n",
    "\n",
    "def label_point(summary, region, x, y):\n",
    "    t = summary.where(name, region)\n",
    "    if np.isfinite(t[x][0]) and np.isfinite(t[y][0]) :\n",
    "        plots.text(t[x][0], t[y][0], region)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <th>county</th> <th>confirmed</th> <th>new</th> <th>rate</th> <th>active</th> <th>arate</th> <th>eff arate</th> <th>delta</th> <th>err</th>\n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        <tr>\n",
       "            <td>Mono      </td> <td>76       </td> <td>11  </td> <td>1.16923</td> <td>35    </td> <td>0.314286 </td> <td>0.0473665 </td> <td>0.0317203 </td> <td>0.0198634 </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Del Norte </td> <td>66       </td> <td>4   </td> <td>1.06452</td> <td>15    </td> <td>0.266667 </td> <td>-0.0217172</td> <td>0.0222222 </td> <td>0.0128725 </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Calaveras </td> <td>87       </td> <td>0   </td> <td>1      </td> <td>34    </td> <td>0        </td> <td>0.00159599</td> <td>0.0187936 </td> <td>0.0207051 </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Santa Cruz</td> <td>772      </td> <td>36  </td> <td>1.04891</td> <td>355   </td> <td>0.101408 </td> <td>0.0559404 </td> <td>0.0128602 </td> <td>0.0177666 </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Kern      </td> <td>7728     </td> <td>495 </td> <td>1.06844</td> <td>2628  </td> <td>0.188356 </td> <td>0.0469144 </td> <td>0.0101536 </td> <td>0.00598656</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Butte     </td> <td>522      </td> <td>0   </td> <td>1      </td> <td>316   </td> <td>0        </td> <td>0.049695  </td> <td>0.00977029</td> <td>0.0183791 </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Glenn     </td> <td>214      </td> <td>0   </td> <td>1      </td> <td>92    </td> <td>0        </td> <td>0.042315  </td> <td>0.00836043</td> <td>0.0100368 </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Humboldt  </td> <td>181      </td> <td>0   </td> <td>1      </td> <td>37    </td> <td>0        </td> <td>0.019863  </td> <td>0.00810107</td> <td>0.010484  </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Imperial  </td> <td>8531     </td> <td>134 </td> <td>1.01596</td> <td>1552  </td> <td>0.0863402</td> <td>0.0280042 </td> <td>0.00745635</td> <td>0.00489939</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Nevada    </td> <td>204      </td> <td>0   </td> <td>1      </td> <td>81    </td> <td>0        </td> <td>0.0427322 </td> <td>0.0074305 </td> <td>0.0169328 </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "</table>\n",
       "<p>... (44 rows omitted)</p>"
      ],
      "text/plain": [
       "county     | confirmed | new  | rate    | active | arate     | eff arate  | delta      | err\n",
       "Mono       | 76        | 11   | 1.16923 | 35     | 0.314286  | 0.0473665  | 0.0317203  | 0.0198634\n",
       "Del Norte  | 66        | 4    | 1.06452 | 15     | 0.266667  | -0.0217172 | 0.0222222  | 0.0128725\n",
       "Calaveras  | 87        | 0    | 1       | 34     | 0         | 0.00159599 | 0.0187936  | 0.0207051\n",
       "Santa Cruz | 772       | 36   | 1.04891 | 355    | 0.101408  | 0.0559404  | 0.0128602  | 0.0177666\n",
       "Kern       | 7728      | 495  | 1.06844 | 2628   | 0.188356  | 0.0469144  | 0.0101536  | 0.00598656\n",
       "Butte      | 522       | 0    | 1       | 316    | 0         | 0.049695   | 0.00977029 | 0.0183791\n",
       "Glenn      | 214       | 0    | 1       | 92     | 0         | 0.042315   | 0.00836043 | 0.0100368\n",
       "Humboldt   | 181       | 0    | 1       | 37     | 0         | 0.019863   | 0.00810107 | 0.010484\n",
       "Imperial   | 8531      | 134  | 1.01596 | 1552   | 0.0863402 | 0.0280042  | 0.00745635 | 0.00489939\n",
       "Nevada     | 204       | 0    | 1       | 81     | 0         | 0.0427322  | 0.0074305  | 0.0169328\n",
       "... (44 rows omitted)"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "case_sum = summary(cases, 'county', counties)\n",
    "case_sum.sort('delta', descending=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "case_sum.select('county', 'arate').sort('arate').scatter('county', width=12)\n",
    "_ = plots.xticks(rotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "case_sum.select('county', 'delta').sort('delta').scatter('county', width=12)\n",
    "_ = plots.xticks(rotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "case_sum.scatter('active', 'arate')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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qtQCAbt26IT4+Hh988AE2bdoEFxcXREVFiafUAsBLL72E69evY8WKFSgoKIBarUZ8fDy6dOnSnN0lImo1FFqtVmjpEK2JMQxMNZWpZmduwzPV7KaaGzCO7K1iDIOIiJofCwYREcnCgkFERLI0umBcvXoVH3zwAYYNG4bevXvj4sWLAICYmBicOXNG7wGJiMg4NKpg/Pzzz/D398fXX38NFxcX5OTkQKfTAQBycnKwbt26ZglJREQtr1EFY/HixfD09MT58+fx5ZdfipfcAAA/Pz+cPn1a7wGJiMg4NOp7GCdPnsSGDRvQrl07VFdXS+bJuZAfERGZrkbtYbRp8+DmxcXFsLa2fuRARERknBpVMPr27fvAW6ru2bOH12UiImrFGnVIat68eXjxxRcxYcIETJw4EQqFAj/++CPWrVuHb7/9FgcOHGiunERE1MIatYfxu9/9DnFxccjOzkZYWBgEQcDSpUtx4sQJxMXFoX///s2Vk4iIWlijLz44atQojBo1CleuXMG1a9fg4ODQ4tc3ISKi5teoPYyoqCjk5eUBAHr06AE/Pz+xWOTn5yMqKkr/CYmIyCg0umBcvXq13nksGERErVujCsa9X9S7n1arhZWV1SMHIiIi49TgGMbRo0dx5MgR8fnmzZtx8OBBSZvy8nJ899136Nmzp/4TEhGRUWiwYCQlJeHTTz8FACgUinq/h2FpaQlPT08ekiIiasUaLBjh4eEIDw8HANjb2+OHH35Av379mj0YEREZl0adVnvjxo3mykFEREau0d/DqHXt2jWUl5fXmd65c+dHCkRERMapUQWjpqYGy5Ytw+bNm1FSUlJvm+vXr+slGBERGZdGnVYbExODDRs2iJcFee+99zB37lx07doV3bt3x2effdZcOYmIqIU1qmBs27YN8+bNw5w5cwAAzz//PD744AMkJyfD1dUVubm5zRKSiIhaXqMKRlZWFvr06QMzMzOYm5uLYxgWFhYICQl54KXPiYjI9DWqYHTo0AEVFRUAABcXF2RkZIjzqqqqeBYVEVEr1qiC4e3tjUuXLgEAAgICEBkZiZ07d2LPnj34+OOP4e3t3eA6kpKSMHnyZKjVaiiVSll7JWlpaRgzZgxcXFygVqsRFRUluUzJ2LFjoVQq6zyeffZZsU1cXFy9beo704uIiOpq1FlSISEhyM7OBgAsXLgQ58+fx9tvvw3g7um0K1asaHAdZWVl8PLyQnBwMGbOnNlg+5s3b2LChAnw9/fH4cOHkZGRgVmzZqFt27Z45513AABffvkldDqduExFRQUGDRqEF198UbKutm3bIiUlRTKNt5UlIpJHdsHQ6XTYsGEDQkNDAQAqlQqHDx9GZmYmbt++DU9PT1hYWDS4nsDAQAQGBgKAuK6H2bFjB+7cuYPY2FjY2NjAy8sLly9fRkxMDMLCwqBQKGBvby9ZJj4+HmVlZfjDH/4gma5QKKBSqeR2mYiI7iH7kJSlpSV+/PFH1NTUiNMUCgV69OiBXr16ySoWTZGcnIyBAwfCxsZGnBYQEIC8vDxxb+d+W7ZswciRI9GpUyfJ9Dt37qBXr17w8vLCpEmTcP78+WbJTETUGjXqkJSfnx/OnDmDwYMHN1eeOgoLC+Hm5iaZ5uTkJM7r1q2bZN4vv/yCpKSkOmMjHh4eWLNmDXr16oXS0lKsW7cOo0ePxrFjx+Du7v7A1793YF+upixjLEw1O3MbnqlmN9XcgP6yN/UuqY0qGMuWLcNrr70GW1tbjB07Fi4uLlAoFJI2bdo0ahxdlvtfo3bA+/7pwN29CxcXF4waNUoy3dfXF76+vuJzPz8/DB48GOvXr8cnn3zywNdu7IbNyMgw2VvWmmp25jY8U81uqrkB48jeqILh7+8PQHoF23spFAoUFxfrJ9n/ODs7o7CwUDKtqKgIwP/vadTS6XT46quvMGXKFJibP7xrZmZm8PHxwZUrV/Sal4iotWpUwZg/f369n+qbk6+vL5YuXYry8nLxjKbExES4urqia9eukrb79+9HcXExXn/99QbXKwgC0tLS0KtXr2bJTUTU2jSqYCxcuPCRX7C0tFT8VF9TU4Pc3FykpqbC3t4enTt3RkREBM6ePYuEhAQAwMSJExEVFYXQ0FDMnTsXv/zyC1atWlVv8friiy8wdOjQOuMaABAZGYkBAwbA3d0dN2/exPr165GWlobo6OhH7hMR0eOgyZc3b6qUlBSMGzdOfK7RaKDRaBAcHIzY2Fjk5+cjMzNTnG9nZ4fdu3dj7ty5GD58OJRKJWbNmoWwsDDJerOysnDkyBFs2rSp3tctKSnB7NmzUVhYiA4dOsDb2xsHDhzgzaCIiGRSaLVaoeFmJJcxDEw1lalmZ27DM9XsppobMI7s+j+liYiIWiWDH5IiqYKiG1i+djuul9yCg117LJoVDGdHZUvHIiKqg3sYLWz52u24WngdOl0VrhZex/KYr1o6EhFRvVgwWtj1klto87+zvdooFCjW3mrhRERE9WPBaGEOdu1R879vrtcIAhzs2rdwIiKi+rFgtLBFs4LxhMoBlpbmcHN2wKJZwS0diYioXhz01pPawetfc/PQpZOr7MFrZ0clVn0YYoCERESPhnsYelI7eF1ZVc3BayJqlVgw9ISD10TU2rFg6AkHr4motWPB0JPawWsLczMOXhNRq8RBbz2pHbw2huu9EBE1B+5hEBGRLCwYREQkCwsGERHJwoJBRESycND7McRLqhNRU3AP4zHES6oTUVOwYDyG+K10ImoKFozHEL+VTkRNwYLxGOIl1YmoKTjo/RjiJdWJqCm4h0FERLKwYBARkSwsGEREJIvBC0ZSUhImT54MtVoNpVKJuLi4BpdJS0vDmDFj4OLiArVajaioKAj/O8sHAOLi4qBUKus8ysvLJevZsGEDvL29oVKpMHToUBw/flzv/SMiaq0MXjDKysrg5eWFyMhI2NjYNNj+5s2bmDBhApydnXH48GFERkZi9erVWLNmjaRd27ZtkZ6eLnlYW1uL83ft2oXw8HC8//77OHLkCHx9fREUFIScnBy995GIqDUy+FlSgYGBCAwMBACEhoY22H7Hjh24c+cOYmNjYWNjAy8vL1y+fBkxMTEICwuD4n9fQFMoFFCpVA9cz9q1a/Hqq69iypQpAIAVK1bg0KFD2LRpEz766CM99IyIqHUz+jGM5ORkDBw4ULI3EhAQgLy8PGRnZ4vT7ty5g169esHLywuTJk3C+fPnxXk6nQ7nzp3DiBEjJOseMWIETp061fydICJqBYz+exiFhYVwc3OTTHNychLndevWDR4eHlizZg169eqF0tJSrFu3DqNHj8axY8fg7u6O4uJiVFdXi8vdu57CwsKHvn5GRobsrEU3bmL99u9Rcus27Nq3xczgQHRUmta3qBvTX2PC3IZnqtlNNTegv+xNvSuo0RcMAOJhp1q1A9610319feHr6yvO9/Pzw+DBg7F+/Xp88sknD13P/dPu15gNuyYiFteu30S7du1QVlGN7f88ZVJfkDPV28syt+GZanZTzQ0YR3ajPyTl7OxcZy+gqKgIAOrsMdQyMzODj48Prly5AgDo2LEjzMzM6l3Pg9bRFNdLbokFiBf1I6LWxugLhq+vL06cOCE5RTYxMRGurq7o2rVrvcsIgoC0tDRxENzS0hI+Pj5ITEyUtEtMTISfn5/esjrYtRf3fnhRPyJqbQxeMEpLS5GamorU1FTU1NQgNzcXqamp4umtERERGD9+vNh+4sSJsLGxQWhoKC5evIiEhASsWrUKoaGh4qf5yMhIHDp0CFlZWUhNTUVYWBjS0tIwbdo0cT2zZs3Ctm3bsHXrVqSnp2PBggXIz8/H1KlT9da3RbOC4ezQgRf1I6JWyeBjGCkpKRg3bpz4XKPRQKPRIDg4GLGxscjPz0dmZqY4387ODrt378bcuXMxfPhwKJVKzJo1C2FhYWKbkpISzJ49G4WFhejQoQO8vb1x4MAB9OvXT2zz0ksv4fr161ixYgUKCgqgVqsRHx+PLl266KVftXex0966jS6dXB94Fzve7Y6ITJVCq9UKDTejhsyOiMXVwuu4c/s2bNq2xRMqh3oHvGvbtVEoUCMID2zXEoxhUK0pmNvwTDW7qeYGjCO70Y9hmAq5d7Hj3e6IyFSxYOiJ3LvY8W53RGSqWDD0pPYudhbmZg8d8Obd7ojIVJnEF/dMQe1d7Bo6zsi73RGRqeIeBhERycI9DCPEU2+JyBhxD8MILV+7HVcLr0Onq8LVwutYHvNVS0ciImLBMEY89ZaIjBELhhHiqbdEZIxYMIwQT70lImPEQW8jxFNvicgYsWDoWdGNm1gTEcsznIio1eEhKT1bv/17nuFERK0SC4aeldy6zTOciKhVYsHQM7v2bXmGExG1ShzD0LOZwYHY/s9TKNbeHcOYHvwcZnNMg4haARYMPeuobC85w+neGybVjmnwDCgiMkU8JNXM+K1tImotWDCaGb+1TUStBQtGM+O3tomoteAYRjO7/1vbBUU3OAhORCaJexgGxkuXE5Gp4h6GgV0tLMbPGb9CV1kFSwtzAII4jzdOIiJjxj0MA8vKLcCdCh2qqqtx7boWx8+mYXZELAqLtNz7ICKjxoJhYN07ucDG2hK3yyuggAI21lZiceApuERkzAxeMJKSkjB58mSo1WoolUrExcU1uExaWhrGjBkDFxcXqNVqREVFQRD+/1DOli1b8Nxzz6Fbt27o0qULnn/+eZw4cUKyDo1GA6VSKXk89dRTeu9fQ1ydHaB+sivs2rVFO1sbWFtaisWBp+ASkTEzeMEoKyuDl5cXIiMjYWNj02D7mzdvYsKECXB2dsbhw4cRGRmJ1atXY82aNWKbY8eOYcKECdi7dy8OHToEDw8PvPzyy/jvf/8rWZeHhwfS09PFx/Hjx/Xev4bUnmZrZWUBKysLuHd1E4sDT8ElImNm8EHvwMBABAYGAgBCQ0MbbL9jxw7cuXMHsbGxsLGxgZeXFy5fvoyYmBiEhYVBoVDg888/lywTHR2N/fv344cffoC7u7s43dzcHCqVSr8daqTa02wLi7RYHvOVuGdRO8BtbJcN4UA8EdUy+jGM5ORkDBw4ULI3EhAQgLy8PGRnZ9e7jE6nQ3l5OZRK6RtbVlYW1Go1vL29MW3aNGRlZTVn9IeqLQ7/iJ6Pzz4KMdo3YQ7EE1Etoz+ttrCwEG5ubpJpTk5O4rxu3brVWWbZsmVo164dnnvuOXFa//79ERMTAw8PDxQVFWHFihUIDAzEyZMn4eDg8MDXz8jIaHTmxixTdOMm1m//HiW3bsOufVvMDA5ER2XLjV3cn/3X3DxUVlWLz7NzKpq0TZqbMWaSw1RzA6ab3VRzA/rL7uHh0aTljL5gAIDif2cO1aod8L5/OgDExsbiiy++wJ49e9ChQwdx+siRIyXt+vfvDx8fH2zbtg1hYWEPfO3GbtiMjIxGLbMmIhZlFdWwtLJGWUU1tv/zVIsdlqove5dOruLVdmsEAW7ODk3+Y2sujd3mxsJUcwOmm91UcwPGkd3oD0k5OzujsLBQMq2oqAjA/+9p1IqNjcVf/vIXxMfHo1+/fg9db7t27dCzZ09cuXJFv4EbydhPpeVAPBHVMvo9DF9fXyxduhTl5eWwtrYGACQmJsLV1RVdu3YV261ZswYajQbx8fEYOHBgg+stLy9HRkYGBg8e3GzZ5XCway/5BG9sp9Ia40A8EbUMg+9hlJaWIjU1FampqaipqUFubi5SU1ORk5MDAIiIiMD48ePF9hMnToSNjQ1CQ0Nx8eJFJCQkYNWqVQgNDRUPSf3tb39DREQE1qxZgyeffBIFBQUoKChASUmJuJ7Fixfj2LFjyMrKwpkzZzBlyhTcvn0bwcEt+4mZn+CJyFQYfA8jJSUF48aNE59rNBpoNBoEBwcjNjYW+fn5yMzMFOfb2dlh9+7dmDt3LoYPHw6lUolZs2ZJxh0+//xzVFZWYurUqZLXql0nAFy9ehVvvfUWiouL4ejoiP79++P7779Hly5dmqWfck9H5Sd4IjIVCq1WKzTcjOSqHZi699asNYKAJ1QORl8YjGFQrSmY2/BMNbup5gaMI7vRD3qbKmMfzCYiaiyjH/Q2VcY+mE1Epq0lrjzKJBoAABhwSURBVMLAPYxmwsFsImpOLXEVBu5hNBMOZhNRc2qJw94sGEaCF/kjosZoicPePCRlJHiRPyJqjJY47M09DCPBs6qIqDFa4rA3C4aBNHTIydC7l/XlISJ6GB6SMpCGDjkZeveSh8CIqLG4h2EgDR1yMvTuJQ+BEVFjcQ/DQBzs2qPmf/fxMIYv8hlbHiIyfiwYBmJsX+QztjxEZPx4SMpAjO2LfPXlKblxrYXSEJEp4B4GERHJwoJBRESysGAQEZEsLBhERCQLB731qKDoBv4S+w2q0YYXECSiVocFQ48W/3ULjqekQ6FQwNzMDOUVFVi/fE5LxyIi0gsektKjU+d+RmVlFWpqBFRUVuFEys8tHYmISG9YMPRKAaH2R0EAoGjBLERE+sWCoUd+vXvCysIcCoUCVlYW8Ovds6UjERHpDccw9Ogvc9/AguXrUHXPoDcRUWvBgqFHzo5KfBDyMjw8PFo6ChGR3vGQFBERyWLwgpGUlITJkydDrVZDqVQiLi6uwWXS0tIwZswYuLi4QK1WIyoqCoIgSNrs3bsXfn5+cHZ2hp+fH/bt2yeZLwgCNBoNevbsCRcXF4wdOxY//2y4s5gKim5gdkQsXn/vE8yOiEVhkdZgr01EpA8GLxhlZWXw8vJCZGQkbGxsGmx/8+ZNTJgwAc7Ozjh8+DAiIyOxevVqrFmzRmyTnJyMadOmISgoCEePHkVQUBDeeOMNnDlzRmzz2WefYe3atYiKisLhw4fh5OSECRMm4NYtw9w4iHe4IyJTZ/AxjMDAQAQGBgIAQkNDG2y/Y8cO3LlzB7GxsbCxsYGXlxcuX76MmJgYhIWFQaFQIDY2FoMHD8bcuXMBAJ6enjh69ChiY2OxceNGCIKA2NhYzJkzBy+88AIAIDY2Fh4eHti5cyemTp36yP0aOuk9nP85SzJNoQAc7NqhXFeFqqpqdGhnA3Nzc+h0lTh2ugLfH/sPzMzawEftDitLS5TrdEb1DfGG7kNORI8Xox/DSE5OxsCBAyV7IwEBAcjLy0N2djYA4PTp0xgxYoRkuYCAAJw6dQoAkJ2djYKCAkkbGxsb+Pv7i20e1f3FArj7VYxibSl0lVXQVVah+MYtXNfeROntclRUVKLoeglu39Hhh2MpOP6fNKPb++BeERHdy+jPkiosLISbm5tkmpOTkzivW7duKCgoEKfd26awsBAAUFBQIFnu3jZ5eXkPff2MjIxHyg8AEASYmbVBdXUNagSgjQIwM2uDmhoB1dXVqKyuRnl5BcrKygAA2TkV+nndJrj3dX/NzUNlVbX4vCVzNcRYczXEVHMDppvdVHMD+sve1DM5jb5gAIBCIf3GdO2A973T62tz/zQ5be6nl1NkFQqYKQBLC0vYd2gHhUKBa9dLAAgwMzODhZkZrK2tYGtrixpBgJuzQ4ucmpuRkSF53S6dXHG18DraKBQtmqsh9+c2FaaaGzDd7KaaGzCO7EZfMJydncU9hVpFRUUA/n+PQaVS1dvm3vnA3T2STp061dvmUfX16ob/XMySTLs7htEe5bpKKDvYoo/Xk7Bta4XrJaWwyPoNusoqmJm1gX9fNaytLHGnQmdUX/hbNCsYy2O+QrH2llHlIqKWYfQFw9fXF0uXLkV5eTmsra0BAImJiXB1dUXXrl0BAAMGDEBiYiL+9Kc/icslJibCz88PANC1a1eoVCokJiaib9++AIDy8nKcOHECH3/8sV5yHt4eDcA4PgXoi7Hdh5yIWpbBB71LS0uRmpqK1NRU1NTUIDc3F6mpqcjJyQEAREREYPz48WL7iRMnwsbGBqGhobh48SISEhKwatUqhIaGioeTZs6ciSNHjiA6OhqXL19GdHQ0jh49ipCQu292CoUCISEhWLVqFRISEnDx4kWEhobC1tYWEydONPQmICIySQbfw0hJScG4cePE5xqNBhqNBsHBwYiNjUV+fj4yMzPF+XZ2dti9ezfmzp2L4cOHQ6lUYtasWQgLCxPb+Pn5YdOmTVi2bBk0Gg26d++OTZs2oX///mKb2bNn486dO5g3bx60Wi369euHXbt2oX379obpOBGRiVNotVqh4WYklykfkjLV7MxteKaa3VRzA8aR3ei/h0FERMaBBYOIiGRhwSAiIllYMIiISBYWDCIikoUFg4iIZGHBICIiWVgwiIhIFhYMIiKShQWDiIhkYcEgIiJZWDCIiEgWFgwiIpKFBYOIiGRhwSAiIllYMIiISBbeQImIiGThHgYREcnCgkFERLKwYBARkSwsGEREJAsLBhERycKCoUcbNmyAt7c3VCoVhg4diuPHjzfba0VHR2P48OHo3Lkz3N3dMWnSJFy8eFHSJiQkBEqlUvL4/e9/L2lTUVGBefPmoUePHnBzc8PkyZPx22+/Sdrk5ORg0qRJcHNzQ48ePTB//nzodDpJm2PHjmHo0KFQqVTo3bs3Nm3aVG9ujUZTJ9NTTz0lzhcEARqNBj179oSLiwvGjh2Ln3/+WbIOrVaL6dOno0uXLujSpQumT58OrVYraZOWloYxY8bAxcUFarUaUVFREATpCYF79+6Fn58fnJ2d4efnh3379j1kiwPPPPNMnexKpRKvvPKKrL4Zqn9JSUmYPHky1Go1lEol4uLiDJ5B7ja+P8vvfvc7PP/88/Vmr6ysxEcffQR/f3+4ubnB09MTb731FnJyciTrHDt2bJ3fw7Rp05q1f46OjnjiiSfQvXv3ere5sf0vNvW9igVDT3bt2oXw8HC8//77OHLkCHx9fREUFFTnj1lfjh07hjfffBP/+te/kJCQAHNzc7z44ou4ceOGpN2wYcOQnp4uPnbs2CGZv3DhQuzbtw8bN27EgQMHcOvWLUyaNAnV1dUAgOrqakyaNAmlpaU4cOAANm7ciISEBCxatEhcR1ZWFl555RX4+vriyJEjeO+99zB//nzs3bu33uweHh6STPf+sX722WdYu3YtoqKicPjwYTg5OWHChAm4deuW2Oatt95CamoqduzYgZ07dyI1NRUzZswQ59+8eRMTJkyAs7MzDh8+jMjISKxevRpr1qwR2yQnJ2PatGkICgrC0aNHERQUhDfeeANnzpx54DZPTEyU5P7xxx+hUCjw4osvyuqbofpXVlYGLy8vREZGwsbGpk4/jGkb35+lXbt2SElJwUcffVQn++3bt3H+/HnMnTsXP/74I7Zt24bffvsNEydORFVVlaTta6+9Jvk9rFy5UjJf3/375JNP0Lt3b5SUlMDKyqrONgeM53/xkd6rtFqtwMejP/r16yf88Y9/lEzr0aOH8O677xrk9XNzc4U2bdoIX331lTgtODhYGDVq1AOXyc7OFiwsLIS///3v4rSffvpJUCgUwjfffCNotVphx44dgkKhEH766Sexzfr16wUrKyvh119/FbRarTB79myhR48eknW//vrrwoABA+q85oIFCwS1Wl1vnhs3bggqlUpYvHixOC0vL09o166dsHLlSkGr1QqnTp0SAAgHDx4U2/zzn/8UAAinT58WtFqt8Ne//lVo3769kJeXJ7ZZtGiR4OrqKty4cUPQarXChAkThGHDhklef+jQocLLL78se5svXrxY6NChg3D16tUG+2bo/tU+bG1thbVr1xrlNm4oy/3Z63ucPHlSACAkJSWJ0wYNGiS8/fbbD1ymuftnZmZWJ7cx/S8+ynsV9zD0QKfT4dy5cxgxYoRk+ogRI3Dq1CmDZCgtLUVNTQ2USqVk+okTJ/Dkk0+iX79++NOf/oRr166J886dO4fKykpJ7k6dOsHT01PMnZycDE9PT3Tq1ElsExAQgIqKCpw7d05sc3/fAwICkJKSgsrKyjpZs7KyoFar4e3tjWnTpiErKwsAkJ2djYKCAsm6bGxs4O/vL8nTrl07+Pn5iW2effZZ2NraStoMHDhQ8gk1ICAAeXl5yM7OBgCcPn263sxyf1+CIOAf//gHJk2ahLZt2zbYN0P370GMaRvLydKQ2r2i+//uv/nmG/To0QPPPvssFi9eLNl7au7+1dTU1JvVGP4XH/W9igVDD4qLi1FdXQ0nJyfJdCcnJxQWFhokQ3h4OJ555hn4+vqK037/+99j3bp12Lt3L5YtW4azZ89i/PjxqKioAAAUFhbCzMwMHTt2fGDuwsLCOv3q2LEjzMzMHtrGyckJVVVVKC4ulkzv378/YmJisGPHDvztb39DQUEBAgMDcf36dRQUFIjLPixPx44doVAoxPkKhQKOjo4N5qmdBwAFBQWP9PtKTExEdnY2Xn/9dVl9q31NQ/XvQYxpG8vJ8jA6nQ6LFy/G6NGj8cQTT4jTg4KC8Pnnn2Pfvn2YN28eEhISJL+n5u7f/eMcgPH8Lz7qe5V5gy1Itnv/AIG7n0Lvn9YcPvjgA5w8eRIHDx6EmZmZOP3ll18Wf3766afh4+ODZ555Bv/6178wfvz4B67v/twP6sPD2tT+09w/feTIkZLn/fv3h4+PD7Zt24YBAwY8cF0N5WmoTX15HuX3tWXLFvTt2xfe3t6y+hYWFib7dfXVv4cxpm3clN9DVVUVpk+fjpKSEnz11VeSeW+88Yb489NPP41u3bohICAA586dg4+PT7P3rz7G8r/4oL8TuX/73MPQg/urfK2ioqI6lVzfFi5ciG+++QYJCQno1q3bQ9u6urrCzc0NV65cAQA4Ozujurq6zl7AvbmdnZ3r9Ov+Tyn1tSkqKoK5uTkcHBwemqldu3bo2bMnrly5ApVKBaDup+T78xQVFUn+MQVBQHFxcYN5gP//lKhSqZr8+7p27RoOHDiAKVOmyO5b7Wsaqn8PYkzbWE6W+lRVVeHNN99EWloa9u7d2+DfWJ8+fWBmZib5u2/O/sl5422p/8VHfa9iwdADS0tL+Pj4IDExUTI9MTFRcpxU3xYsWICdO3ciISGhzumb9SkuLkZeXp74j+rj4wMLCwtJ7t9++w3p6elibl9fX6Snp0tO70tMTISVlZX4ac3X1xf//ve/Ja+VmJiIPn36wMLC4qGZysvLkZGRAZVKha5du0KlUknylJeX48SJE5I8paWlSE5OFtskJyejrKxM0ubEiRMoLy+X5HF1dUXXrl0BAAMGDGjy72vbtm2wsrLCSy+9JLtvAAzavwcxpm0sJ8v9KisrMXXqVKSlpWHfvn3itn2YtLQ0VFdXi22bu39t2jT8ttpS/4uP+l5lFh4evrTBVtSg9u3bQ6PRwMXFBdbW1lixYgWOHz+ONWvWwM7OTu+vN3fuXGzfvh1ffPEFOnXqhLKyMpSVlQG4W8BKS0vx8ccfo127dqiqqsKFCxfwzjvvoLq6GitWrICVlRWsra2Rn5+Pzz//HL169UJJSQneffdddOjQAREREWjTpg26deuGffv24fDhw3j66adx6dIlzJ07F0FBQRg3bhwAoHv37li1ahWuXbuGzp0748CBA/jrX/+KZcuWoWfPnpLcixcvhqWlJWpqavDLL79g3rx5uHLlClauXAmlUonq6mqsXLkSTz75JKqrq7Fo0SIUFBRg1apVsLKygqOjI86cOYOdO3fC29sbv/32G95991307dtXPC3S3d0dmzdvxoULF+Dh4YETJ07gww8/xJw5c8R/CldXVyxfvhwWFhbo2LEjtmzZgri4OHz22Wdwc3N74HYXBAGzZs3CqFGjJKfTNtQ3Ozs7KBQKg/SvtLQUly5dQkFBAf7xj3/Ay8sLHTp0gE6ng52dndFs4/q2x4IFC3D16lXMmDED27dvl2S3tbXFlClT8J///Adbt25F+/btxb97MzMzWFhYIDMzE3//+99ha2sLnU6H5ORkzJkzB0888QQWL16MNm3aNEv/bGxsEB0djT179sDc3BxPP/20mNvMzMyo/hcf6b1K7imEfDT8+PTTT4XOnTsLlpaWQu/evYX9+/c322sBqPexYMECQau9e3riiBEjBEdHR8HCwkLo1KmTEBwcLDklT6vVCvn5+cLbb78t2NvbCzY2NsKoUaPqtLlw4YIwatQowcbGRrC3txfefvttoaCgQNLm22+/Fby9vQVLS0uhS5cuQnR0dL25X3rpJcHFxUWwsLAQXF1dhXHjxgknT54U59+4cUNYsGCBoFKpBCsrK8Hf3184fvy4ZB2ZmZnCK6+8IrRv315o37698MorrwhZWVmSNklJScLAgQMFKysrQaVSCeHh4XVOOd2yZYvg4eEhWFhYCE899ZSwdevWBrd7QkKCAEA4dOhQo/tmqP7t27ev3r+N4OBgo9vG92d5+umnH5j9/PnzD/y7rz2N9aeffhL8/f0Fe3t7wdLSUujevbswY8YMITMzs1n7Z2Zm9sDcxvi/2NT3Kt4Pg4iIZOEYBhERycKCQUREsrBgEBGRLCwYREQkCwsGERHJwoJBRESysGAQNaOamhqEh4fD09MT9vb2ePXVV5GdnV3vTXaMUUhICJ555pmWjkFGghcfJGpGe/fuxbp167Bs2TL4+vrCwcEBLi4u+P7779G9e/eWjkfUKCwYRM0oPT0dABAaGiq5xlDtlXkfpqKi4oF3byNqCTwkRY+dCxcu4LXXXkP37t3h4uKC/v37Izo6GsDda0WtXbsW/fv3h5OTEzw9PTFv3jzcvHlTsg6lUolly5Zh3bp18Pb2RqdOnTBmzBjJvbGfeeYZREZGAgAcHBzEw1D1HZIKCQmBl5cXkpOTERgYCBcXF3z44YfieqZPn47t27ejf//+cHFxwXPPPYf//ve/KCsrw5w5c9C9e3d4eHhg0aJFdW5XWlxcjPfeew9qtRrOzs4YMGAAvvjiizrb5ccff8SQIUOgUqng4+ODzZs362V7U+vBPQx6rJw9exbPP/88unfvjuXLl4uXmE5LSwMA/PnPf0Z0dDTefvttjB49GpcuXcLy5cvx008/Yf/+/ZK9hK+//hoeHh6IjIxEZWUllixZgldffRWnT5+Gubk5vvzyS6xfvx7btm3D999/D+DuxeFqLxJ5v5s3b2LatGl45513sGTJEsnd3o4fP47MzEwsXboUlZWVWLhwIV5//XV069YNPXr0wKZNm5CUlIRPP/0U3bt3x1tvvSWuc9SoUSgvL0d4eDi6du2KQ4cO4b333kNFRYV4sb309HQEBQWhT58+2LhxI3Q6HSIjI1FWVibr6qv0eGDBoMfK4sWL4eDggB9++EG8terQoUMBADdu3MDatWsRHByMFStWALh7e0tHR0fMmDEDBw8exJgxY8R1WVhY4Ouvv5Zcwn3KlCk4e/Ys/Pz80Lt3b/HKt/cegnpQwSgtLcX69esxduzYeuft3LlTvJpoQUEBwsPD0a9fPyxbtgwAMHz4cHz33XfYs2ePWDDWrVuHnJwcHD9+HO7u7gCAYcOGoaSkBFFRUXjzzTdhbm6OTz/9FO3atcOuXbtga2sL4O6lsvv06QMXF5fGbmZqpfjRgR4bt2/fxqlTpxAUFCS5D3et06dPo6KiApMmTZJMf/nll2Fubo6kpCTJ9OHDh0uKhZeXFwAgNze3SfnMzc0xevToeuf5+vpKLj1de/+TgIAASbunnnpKcr+EQ4cOoV+/fujatSuqqqrER0BAAK5fv45Lly4BuHs/iJEjR4rFArh7T+nmvJ8LmR7uYdBjQ6vVoqam5oH3u7hx4wYA1LkpT+3dymrn17K3t5c8t7S0BADJTXcaw8nJSXKL3XsplUrJ89pCVd/02vtEA3fvDnjlyhU4OjrWu9577zfu7OxcZ76zszOys7Pld4JaNRYMemwolUq0adMGeXl59c6vLQCFhYVQq9Xi9KqqKly/fr3BW4E+qua4/7uDgwOcnJzEwff7PfnkkwDqv90oUPf2qfR44yEpemy0bdsWzz77LOLj43Hnzp068wcMGAArKyt88803kum7du1CVVUVBg0aZKioehMQEIDLly+jU6dO6NOnT51H+/btAdw95PX9999Lxldyc3Nx6tSplopORoh7GPRYWbZsGcaOHYuRI0ciLCwMbm5uyMrKwoULF7BixQrMmjUL0dHRaNu2LQIDA5Geno6//OUvGDhwIEaNGtXS8RstNDQUu3fvxnPPPYfQ0FA8+eSTuH37NjIyMnD8+HF89dVXAO7e8nfPnj146aWX8M4776CyshIajabew1T0+GLBoMdK3759cfDgQSxfvhzz58+HTqdD586d8dprrwEAlixZgo4dO2Lz5s3YuHEjHBwcMHnyZHz44YcmeXqpnZ0dvvvuO0RFRWHVqlXIy8uDnZ0dPDw8xPtAA4Cnpyd27NiBJUuWYNq0aXB1dcWcOXOQnJyMY8eOtWAPyJjwFq1ERCSL6X1kIiKiFsGCQUREsrBgEBGRLCwYREQkCwsGERHJwoJBRESysGAQEZEsLBhERCQLCwYREcnyf00OT/wcXYOiAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "case_sum.scatter('confirmed', 'rate')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "case_sum.scatter('confirmed', 'delta')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='sectionOneState'></a>\n",
    "## Cases in one County\n",
    "\n",
    "These sections of the notebook allow diving into the picture for a particular county.  We start with the basic trends and then look at projects up to a couple weeks out.  Things are changing so rapidly, it is pretty meaningless to talk about numbers farther out than that.  Whereas just looking at the short term puts in stark relief how rapidly we need to move in preparing to care for infected people."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "cf038afe7df341af981c1f09075e1744",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Dropdown(description='County', options=('Alameda', 'Alpine', 'Amador', 'Butte', 'Calaveras', 'Colusa', 'Contra…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "w = widgets.Dropdown(options=list(counties), description='County')\n",
    "display(w)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script> </script> <form action=\"javascript:IPython.notebook.execute_cells_below()\"><input type=\"submit\" id=\"toggleButton\" value=\"Run All Below\"></form>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.core.display import HTML\n",
    "HTML('''<script> </script> <form action=\"javascript:IPython.notebook.execute_cells_below()\"><input type=\"submit\" id=\"toggleButton\" value=\"Run All Below\"></form>''')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Alameda'"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "region = w.value\n",
    "region_case_trend = cases.extract(region).trend()\n",
    "region"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "region_case_trend.extract([region, 'active', 'new']).oplot(width=8, xlab=25)\n",
    "label_val(region_case_trend, last_day, region)\n",
    "label_val(region_case_trend, last_day, 'active')\n",
    "label_val(region_case_trend, last_day, 'new')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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IBPDlL38ZAPCb3/wGLtfA0bGCJgkHWzK2cuVK3TnhcBgbNmzA9OnTUVdXh7Vr16K5ubmQt0IQBEEQKbD0j1kUZTiJDzCLKj6IWVTJHjgOSJLEU0K5eHDuvfdebN++HTt37sSsWbMGPL+zsxNtbW0607Hf78dNN90ERVHw4osvoqSkJKtrF1TgDLZkbNu2bbrjDQ0NePnll/HMM8/glVdegd/vx80331w0A8AIgiCIscmIRXDERn95KhNPdjG2A0CyD06W4u2ee+7Bc889h6effhoVFRVobW1Fa2srAoEAAC0q873vfQ8HDx5EY2Mj9u7di7Vr12LcuHG45pprAGji5oYbbkBPTw+efPJJ9Pf383UiifRZOgqaohpsyZhIb28vnn32WWzatAmXX345X2f+/PnYs2cPVqxYMXw3QBAEQRAZiI1QBGc4TMbBUHKSOADuwckUATr88Sfo6unD/NkX4+mnnwYAXHfddbpz7r33XjQ0NMBqteLIkSN44YUX0Nvbi9raWixduhQPPPAASktLAQCHDh3Cu+++CwBYuHChbp2XX34ZS5cuTbuXEfXgZFsy9v3vfx81NTUAtJuNRqO44oor+PmTJ0/G7NmzceDAARI4BEEQxIjB/CmFzigMZDJWlNw7GbMIjsOhSQVrFo3+Xn/7fex/72Osv3U1enp6Mq7vdrtTAh8A4PP5+NdLly4dcJ10jKjAybZkbM2aNdizZw+cTifa2tpgtVpRVVWlW6umpgZtbW1pryV+YEMln2sV05q0x9G7Ju1xdK5XLGvSHvNHT28vYjEFjY1NKE2tcs6ZbPfYfO4cZFkGAJxraUl5X09PL/oTEZnu7t6s1j11phWyLCPU74XP50N7m/b9uXP69cWv3zv8MWRZhiUeHtLna/be+vr6nNYYMYGTS8nY/PnzTUvGRFRVhSRJaY/n+sGkw+fz5W2tYlqT9jh616Q9js71imVN2mP+OH78OJxON5xOYGJd3ZDXz2WPVR82wev1AgBqasanvM/t8UCy2iHLMpwuF2bOnJnxmQkActQCr9eL2toa1NfX45PzffB6j6CqqpqvL+6x1y8jHAOqxlXgC5d9ZtDNDvP1sxmRWVQNDQ146aWXsHPnzqxKxurq6njJ2Pjx4xGPx9HZ2ak7r6Ojg6exCIIgCKLQiN6Xgntw4pk9OGJ3Y1XNbn9s0KbLYfTgmKeoTjW1AACmT51Y8E7OZhR8B4MpGWtpaeGm4wULFsBut2P37t38nObmZhw7dgyLFy8etn0TBEEQRCbiA4iM4UT0xagm12bHc+llw3w99kQH44E8OCdOnwOgCZzRQEFTVPfccw9+85vf4Fe/+hUvGQMAr9eLkpISBAIBPPzww1izZg1qa2vR1NSEBx98EDU1NbxkrLy8HF/96lfxwAMPoKamBpWVlbj//vsxb948LF++vJC3QxAEQRAcXbO9ERQ4xkZ/qqryCI7dnozCuASPUDwex6mm87h4yoTkzKnEPVgSooiJo3R9cE4mIjgzC9jBORMFFTiDLRn75S9/yUvGAOChhx6C1WrFbbfdhlAohGXLluGpp57SeXkIgiAIopCIlVMFb/QXT58eY99brRZYJRviamol1ZsHP8BTv34Ff3vTF3H18s8m3qfdjzWRbmLCxyyCo6oqT1HNmHYBRnAGWzJmxOVy4bHHHsNjjz2Wr60RBEEQxJAYyRSVTlwZrq2oCYFjsUCSLIjHUn00HV19AIDOnj5hTe19TNhkmkXV0dWLXn8/ykrcqBlXPtTbyQsj7wIiCIIgiDFALEMUZbjJZHCOxZIRHD4RPKqP4DDBY2ZWZhEcayJFZdbo70Rj0mA8UHVWoaBhmwRBEASRB8QoSq4DKYcKEzFAqgdHFCpWCQDiKREclrISRVpMSG0ByUiOmXg70agZjEdLegoggUMQBEEQeUFnMi5wBEdnMjaIK9GDY0sEV4wTxaMmM7SS79OEjT0xbNNsGvmpUWYwBkjgEARBEEReiI2SMvEUDw6rhrJYYLVoCoeNYWCYTUFXDCmqdCXmeoPx6BE45MEhCIIgiDwQG+Yqqmg0hrPnO6AaUlCAPmIkNvXT9pLogWOzCiLF4NNJnGN2DyxFla4PjhwMIRSOwuN2oLzUm/uNDRMkcAiCIAgiDwx3FdULv3sD//jjn+MjX2PKsUzRI9GDw0u9DUZh9r2i8+Cw5oCJKir+Xr3ACSVmXLldeRi+lUcoRUUQBEEQeSBTmigffJJIA7V3prZciSuCB8cQweFmYYsF9sRT32gyZt+bRXAsibQWj/4Y3tsfCgMA3E5HDncz/JDAIQiCIIg8kKnZXj5o7+oFYD4LSqyiytToz6aVUZlUUZmYjJU0JmPD+sFRGsGhFBVBEARBZMnZ8x34P//3t2jt6E45ZmbQzReKoqCzxw8AiERT+9CIJerGa+tMxjYWhTGmqFJNxryTscGDEzd4cIKJCI7LNboiOCRwCIIgCCJL9h78APv+eATvvHc05dhwmoy7ewN8TWOTPkAfeTEKHH0EhzX6yz5FZeN9cMyrqFgExzPKIjiUoiIIgiCILIlENHFhHkVJNejmi47u5AgFs07Coi8mncnYZk1WURnXiJqYjI2djNOJo1A44cEZZQKHIjgEQRAEkSVMCJiZiIfTg8P8N4C5uMo0JkJMNSUFjrkHR9fJOKZPUTGBY7z3fu7BoRQVQRAEQRQlZqkcxnBWUYmVU2adhHUeHDV9FRUfmJlSRZWI4IiprsQ6zHvDhE48ruh68YzWMnESOARBEASRJWb9Yvgx3biE/AocMUU1UHrMGMERTcbMR5OaojLx4LAITiJFJUlS0ocjCCReJk4ChyAIgiCKEyYEzEq1h7PRX3vnQCkqMYKThck4m1lUSvJ9DJtJN+NQOBHBGWV9cEjgEARBEESWmAkBhq4XTZ4FTofgwTGWeBuvZ4we5dLJOB5LNUozUQOY98IJBhMRHDdFcAiCIAiiKGGpHTMfTEzoJmx2fLCoqjqwyThTFRUr97YlBU5KBCeafpo462QMJKM5okBiKSoPmYwJgiAIojgx6/jLGK4UVV+gXydqjAJHURSIvuKUYZvMgyNlSlGlVocZOxkD5vOoeKO/CzlF9dOf/hSXX345pkyZghkzZuDmm2/GkSNHdOeoqoqNGzfikksuwYQJE7B69WocPapvqNTT04N169Zh6tSpmDp1KtatW4eentTZHARBEASRT7gQMK2iSooDVUmd+D1YxPQUkBodMlZ0pURwmFlYnCYuiKR4PM4Fki4SFM/kwRFSVAkPjudCTlHt27cPX/va17Br1y7s3LkTNpsNX/rSl9DdnWx5/cQTT2DTpk145JFH8Prrr6OmpgbXX389/H4/P+frX/86Dh8+jG3btmH79u04fPgwbr/99kLeCkEQBHEBEjUZacAYrkZ/LD1VUeYFkBrBSTd7isFMx1aLhYsVMYIjfq2YpKhEDw4XSML9MQ/OBR3B2bFjB2699VbMnTsX8+bNw5YtW9DR0YF33nkHgBa92bx5M+666y5cd911mDt3LjZv3oxAIIDt27cDAI4dO4bXXnsNjz/+OBYvXoxFixbhZz/7GXbt2gWfz1fI2yEIgiAuMGLR1IZ4jHgeRzW89F/78OjW36KnL8AFTl1tFYDUEm/jXoyjGpj52WoVPTjJNUSxou/loy8TBwBbwmQs3isN2zQhEAhAURRUVFQAABobG9Ha2oorrriCn+N2u7FkyRIcOHAAAHDw4EGUlJRg8eLF/JzPfe5z8Hq9/ByCIAjiwiUej+sa4+WTZIrKrA9O/jw4B/98DC3tPXj1jT+iM9EDhwuclAiOJjakhBc4nQcnXaM/s7SU9rpJior10RHGNQT5qIbRFcEZ0VlU9913H+bPn49FixYBAFpbWwEANTU1uvNqamrQ0tICAGhra0NVVRUkKenqliQJ1dXVaGtrS3utfEZ3hiNSVAxr0h5H75q0x9G5XrGsOdb2uOP3B7D3j0fxj393LSZPqMrLmoyu7m7IchDt7e0p74/F45BlWTuvq2tIn0F7RwcA4N//601MmjBOWzcWhizL6OhUdWv39MmQZRlOhw3hSAxKPKI7fvbsWe19He2oq5oGWZbR1t7Bz+nqDfB9h8MW/np3dzdkWcaZM02IhwMAAH9fH2RZxslTp4BYP2KxOHp7/bBZLTj9ySe6Z/NQMPvs6uvrc1pjxATOd7/7Xbzzzjt49dVXdQ5tACkfkKqqKYLGiPEcI7l+MOnw+Xx5W6uY1qQ9jt41aY+jc71iWXMs7lH5w5/g9XrhLilP+77B7tHt9iKmWFBeUZHy/nj8D/B6NZ9MSUnpkD4Dl9sDoA+w2NDc1gev14uFC+bhtXeOwOPx6NZu7eiG1+tFWYkbfYEgXE677vjRxk54vV5MnDgRNpsVXq8XpWVl/JxzrZ1835KUfF6WlJTCK0cwY8YMTJ5QDQCoqa5Ga5eMSZMno77+Yrx/6LC2nteNWbNmDfp+RfL1+zMiKaqGhga89NJL2LlzJy666CL+em1tLQCkRGI6Ojp4VGf8+PHo6OjQzcFQVRWdnZ0pkR+CIAjiwiOWwQg8VDL2wRHNuurQqqjC4WjKayxFlc5kbLcn/DEpfXCSXhq7iQdHNBmrKvjz1ThNHEiWibNrhhLT1V2jLD0FjIDAuffee7F9+3bs3LkzRe1NmzYNtbW12L17N38tFAph//793HOzaNEiBAIBHDx4kJ9z8OBByLKs8+UQBEEQFybJuUrDIXAy9MFRRP/K0KqowlFN4JSXegAADrsNVRVliT2Yz5FyOuwAUj047HubLZ0Hx9jVWH+PNsGDk2z0p53DxzRc6ALnnnvuwXPPPYenn34aFRUVaG1tRWtrKwIBLbcnSRLWr1+Pxx9/HDt37sSRI0dw5513wuv14qabbgIAzJ49GytXrsTdd9+Nd999FwcPHsTdd9+NK6+8Mu9hVoIgCKL4iCTEgaLkr1Qb0CIbLHJhPk08PyZjRVEQjcYhScDVyz8LAKgeVwabzQpJ0sy/uqnfiiGCY5j2HeMRHCuPwIhRIKMQZHtnIsZiSe2Dw0RVKKJ91m7n6KqgAgrswXn66acBANddd53u9XvvvRcNDQ0AgG9/+9sIBoPYsGEDenp6sHDhQuzYsQOlpaX8/K1bt+Lee+/FDTfcAAC4+uqr8eijjxboLgiCIIjRDHswmw3EHApi5MRsWni+ysSZ+HDYbVi1dCE+PnkGC+fXQ5Ik2G02RKIxRGNxOB36aIrNqgkglmZivlSxYR9LN+n74JinvBSzTsaGYZthJnBGYQSnoAInm27DkiShoaGBCx4zKisr8fOf/zyfWyMIgiDGCJma8Q1p3ajYLyZzmbixF00uMNFgt9vg9bjQcOdafsxh1wROJBrjKalkKskKq9WCWExBPK7wyAsf1ZBm2Ga6zsimnYy5BychcBJeIc8o64ED0CwqgiAIYozBjcB57CasrZt+oCWQv1lUTOA4bNaUYywNFTNp1GezWmCRtMe6aHJWBKHC/DSiWDP21WHiLCaYkxnGWVQsRVX0JuNf/OIXOHHixHDthSAIgiCGDHv4mqWRhrZu+qgHYOgCPIRrixEcI3YzDw3zyliToxjMxkaIjf7SVVGJ6/HIkC29ByeZohp9EZycUlT33XcfYrEYamtrsXTpUnzhC1/AsmXLdKXeBEEQBDGSsId/vquo0s1sYmjXS6RwhhDBiSREg9NE4DgSr5ntxWa1wmKRUq7Pojm2hABiPp14PA6r1ZoicNh7eYpKZzLWz6IKjeIUVU4Cp7GxEW+//Tb27duHN998Ezt27ICiKJg0aRKWLl2KZcuWYe3atQMvRBAEQRDDxPClqMznNzHi8TgsJmXYuZIpgsNmQUVNqqBEE7HZ0EwW3RGNylarNaVMnFVhsfJyi+ksqkQfnESZ+GhMUeUkcNxuN1asWIEVK1YAAPx+P/bt24ctW7bg+eefxwsvvEAChyAIghgxVFXlM5TybTJON7MpeVyBw8r2MXCH/XSIVVRG2Gtiioo3+rNZuRgRBQ4TYxaLla/BBI7LaZKiiis6USTeA0tXxXiKSttH0UdwGCdPnsSbb76JvXv3Yt++fejo6MCcOXOwbNmyfO+PIAiCILJmoCjL0NY2nwlyi9IAACAASURBVLrNSO0grHBTbia6e/0IR6KYUDMOQDIqYhbBSaaoUu/Takl6cMRmf4ohgmOspDKWiSuKYmowBlLLxJON/opc4Nx+++3Yt28fWlpaMGPGDCxduhSPPvooli5diqqq9APNCIIgCKIQiNVBQynVNl1bZzJWdBEaRVG4qGARkriiwIaBBc6D//Jr9PQFsOWhb8Nht/OoiFkVFRMnUV0EJyFGrNaU0nDxayZWkpVYcd3/Ju8tziM4osGYXUP7LPQenKLvg/Piiy/C4/HgG9/4Bm6++WZceumlw7UvgiAIgsgZfQO7/EZwjEJAURT+wGcRDbvdCpvNgkhUO5/1qslEZ3cfwpEYAnII4yrs3GScKYJjVkUlenB0JespHhy9SDHeV1xRBFGkF1kpfXDGShXV888/jzfffBN79uzBk08+iYqKCl5JtXTp0rxNEiUIgiCIwSAaZvPf6M9gxhUEDosc2axWLgqyHbjJTMLBUBhAKZ9DZebBsdtSq6jiJlVUikkEx2ZIUTGRlFJFFVe4gLFY9REce7o+OM4ij+BcddVVuOqqqwAA3d3d2Lt3L/bu3Yunn34aGzZsQG1tLY4ePTosGyUIgiCIgdDPWBo+Dw6QMBXb9dfSlWpncX1xvlUwpPlZIrzRn4nAYR6caHLaOBNImrgySVHFk52MAYWLpGSKKlW48QGd1nQeHLGKSoJnFKaoBt3J2O/3w+/3o6+vD729vVBVFR0dHfncG0EQBEHkhK4/zDD2wQHMp4fbbFYe1ckmgiT6eoLhMICkr8VuT/XgmPXBERv9SWYRnHgyhQUgpdlfagQnLlRemXtwjLOoXMWeotq2bRuvnmpqaoIkSZg/fz5uvPFGLFu2DJdddtlw7ZMgCIIgBsRshMFwrA3oIzQ8giMYg7MxObOSdgAIsQhOxhSVtj4TFuJ1bGk8OCxVxk3GBg+OeYpKn9Zi8EZ/sRhUVUUoHIXH44C72FNUt99+O+bMmYOrrrqKdzIuLy8frr0RBEEQRE4MVMqdr7UBwziExDG7zcrTO9l0UtZHcDSBw2dRmQkcQwWU+LXVal4mnjxuBeKpZeLGzykWj6dUXjGS71UQjkShqto+symHLzQ5CRyfz0fl4ARBEMSoxawBXr4w9osRhUFUSFHFWaPBLCI44h41k7HgwTGtotJMP7r7VFijP5upwVkUK2o8Nc3FhE5yhEMWJuN4nO93NJaIAzl6cJi4URQFR44cwb59+yDL8rBsjCAIgiByZTirqFLKqeOpPheb1QqrLTVNlHZNQSSxFBXrg2M+qsFk2KbglzEzOBt72hhNxkzosJL2uCKmqPSRGdGDw0zRo7FEHBiEyXjr1q2YNWsWvvCFL2DNmjXw+XwAgK985St46qmn8r5BgiAIgsgWs/Lp/K2dPoIjVjJZpNRxCWnXjKamqEIR7X8zjWrQCbkYEzDmVVRsH5KkLxPnJuNEiTsr9Y5nSlEJBmoWwRmNJeJAjgLn3/7t33Dfffdh9erV+OUvfwlVCIFddtll2LlzZ943SBAEQRDZYlZdNBxrA3oBw8SC3WZNmdeUCdGnw8YeRCLJtYzYM0RwrBaxikpNPZ5IN7GUEovAMLGUFDiKripMROykzASZxz0GIjibNm3CN7/5TTzxxBO45pprdMdmzZqFEydO5HVzBEEQBJELw1pFFTWYcWOpJmOrLbdGf+J++4NaRCSzyVhLI5k3+jOfJm7sacOEDBNUPEXl1NaOxZUMEZxkhCjEU1RjIILT2NiIK664wvSYx+NBb29vXjZFEARBEINheBv9pTbE49eKCR4c6xAjOKxM3JFh2KbJqAabME1cV+FlGJzJJn+zCA67L5fDwe+LNwc0mIw9bhcAoLWjG+1d2jN/NJaIA4MwGTc1NZkeO3HiBCZOnDjgGm+99RbWrl2LOXPmoKKiAr/+9a91x9evX4+Kigrdv5UrV+rOCYfD2LBhA6ZPn466ujqsXbsWzc3NudwKQRAEMQYpZKO/mElJuj2NDyb9mkIEJ2SI4Jh1MjZJUbHrWCyWjJ2MmUHYxVNUYd19sAhOPK4IvXX0KaoJNZWYVz8Vcn8Yv/392wDGiMn4qquuwqOPPorTp0/z1yRJQmdnJ5588kmsXr16wDVkWcbcuXPx8MMPw+12m56zfPlyHDt2jP/btm2b7nhDQwNefvllPPPMM3jllVfg9/tx8803Z9UWmyAIghi7xHQRnHxXUaWP4ESFCI7FJE2Ufs3UKqpIhioqPqpBVy2WGj0SPTiKIIAAwOVMRHAMKSq3YDKO8fEOku76kiThli9pmZyePq2K2j1KPTg59cH53ve+hzfffBOXXXYZFi5cCEmScN999+H48eOoqanBd77znQHXWLVqFVatWgUAuPPOO03PcTqdqK2tNT3W29uLZ599Fps2bcLll18OANiyZQvmz5+PPXv2YMWKFbncEkEQBDGGGN4qqtSRBsavtVENOZSJiwInm0Z/gsk3uUZyWriZB8c4TdxjiOAwseQUTMbpysQBYMa0Onx+4Vy89acjAMZIimrcuHHYvXs37r77bsRiMVx88cWIxWL4+7//e/z+97/PW1fj/fv3Y+bMmVi4cCG+9a1vob29nR87dOgQotGozgs0efJkzJ49GwcOHMjL9QmCIIjiRIxsDFcVlZQIaph2MrbbckpRiT6hYDgCVVV5+smsisqRwWRst1l5FZXOH2Tw4LAUVYhXUSXKxB12fn46kzFj7ZrlvFpstKaocorgAEBpaSm+853vZBWtGQwrV67Etddei2nTpqGpqQk//vGPsWbNGuzZswdOpxNtbW2wWq0pHZVramrQ1taWdl3Wrycf5HOtYlqT9jh616Q9js71imXNsbTHs83nkg1o1VjG9+W6x9a2NsiyDKfDhnAkhtONjSh3a4KisekMAKCrswN+OQRZltHY2IhKT+Y4wunGJr5fJR7BR0eOQpZlOOxWSJKUssdzbV2QZRnt7R38WFtbO2RZRnNzM7q6OiHLMpqazsBXqRmC+/r8iMbiOP3JKdjtNrSeb4Esy2g53wqfz4funh4EQ1H09Ghrt7ScRzwShCzL6OrqTPs5XfYXM7Br3yFY1XBBft719fU5rZGzwHnuuefw0ksv4ezZswiFQrpjkiTh0KFDuS6p48Ybb+Rfz5s3DwsWLMD8+fOxa9curFmzJu37VFWFJElpj+f6waTD5/Plba1iWpP2OHrXpD2OzvWKZc2xtsdx752E1+sFAHg9zrTvG8wey8regdfbh8ryEnT3BjBxYh1f4+OmTgBAXV0dunv88Da1Y2LdpAGv0dzZz/drsUiYMnUavF4vyko0j6rx/d6yTni9Xni8JfxYRcVBeL29uPjii9DcIcPrPY+6uuTeXG43HIqKWbNm4ZNPTmHO7FnwevfA6fagvr4eLpcHFmsMF02dCu8Hp1FVXY2JE6rh9XoxYcKEtPdQX1+P5Yvn4dJ5c3P6HAciX78/OQmcRx99FBs3bsScOXMwf/58OBzDn3ebOHEi6urqcOrUKQDA+PHjEY/H0dnZierqan5eR0cHlixZMuz7IQiCIEYvw9vojzXES/aLMV7LZrXAmkgtxbMpExervhQVATkIAHAk0kVGHCYmY3bPVoslxf+jqio3HCcb/ZmXibMqKkUoE7daM0egnGn2ORrISeA8++yzuOOOO7Bx48bh2k8KnZ2daGlp4abjBQsWwG63Y/fu3fjyl78MAGhubsaxY8ewePHigu2LIAiCGH3oPDjDVCbuTPxxryjisE3tujZrskxcUbMpE9eLIFaZ5LSbCwe7SR+cuCJUcEl6D05cqIZiWQ7W6C8YCiMej0NVNV+RQ5hUHosnBVuxkpPA6e7uxlVXXTWkCwYCAR6NURQFZ8+exeHDh1FZWYnKyko8/PDDWLNmDWpra9HU1IQHH3wQNTU1vHNyeXk5vvrVr+KBBx5ATU0NKisrcf/992PevHlYvnz5kPZGEARBjH76g2H8Ye+fsGThXNRUVeiORQ3TxAeyL+QC62TMOvfqo0UJo6/dJjT6y81kDAA9fQEA5k3+gOSgzIhJFZWugishcJjIEquh2P5D4ahgaE6aozN1Mi4mctr55z//eXz44YdDuuD777+PZcuWYdmyZQgGg9i4cSOWLVuGhx56CFarFUeOHMFXvvIVfOYzn8H69esxc+ZM/P73v0dpaSlf46GHHsI111yD2267DVdddRW8Xi9eeOEF3sSIIAiCGLscOHQUz+3cg//cfTDlWGopd/6iODyVw6Zum3ULtpo320uHMY3W69ciOOkGWCZTVGJqK9nnxtiDh4kfsZ+NJEk8zcZSYna72EMnfSfjYiKnCM7GjRtx6623Yty4cVi1ahUqKytTzrEMoPaWLl2Knp6etMd37Ngx4D5cLhcee+wxPPbYYwNvmiAIghhTyImZTYH+UMoxs3EKNuTnj1/eEC8RAdFNExdHNeRB4DjSpKisVgskifWqicNqterSSVykJARKPE1HYrfLiVA4ir5Av3bcZhPGPMTTdjIuJnISOAsXLgQAfOMb3zA9zroaEwRBEMRwwdJQrI+LiFEwxGLxvBlhY0YPjkkEx26z8qhHNtEjY8Sp19+fuIb541mSJNhtNkSiMURjCYETS0aPmAeHDfpMZxZ2uxzo7gX8LIJjs3IxE1eS08SNnYyLiZwEzne+85285TIJgiCIofPHw8cxcfw4TJpQPfDJYwQWpQlFUgWOMYKTz4GbbO1kBMek0Z/gZclmfFB6D056UeawJwWOy6mP0hirqIxjGhiskopFcOw2q847lC7yU0zkJHAaGhqGax8EQRBEjpxv78JjP9+O2dMn48F/+JuR3k7BYMZYNrPJ7Bgjm3lQ2cKiLcwfE1dSU1RWm5V3+BXnQaXDKIKYwMkUdTJWUjGhZbNZYbUkozDi+ikRnMQ9JCM4Nl0E54IzGRMEQRCjh64ePwDAL/eP8E4KCxMTZhEcsxRVPlBVlUdFmPgQq6T008SZUBj42snSc0208BRVGg8OuwYARKLazCpFmBbOUkpM2KWLxLBxDf5EBMdq1ffQYT18itlkXLw7JwiCuMAJGaZBXyiwKE04HE05ljIvKk8RHN7nxmbhFbvpponnVCaeeF9piQcA0BdI9MFxZk5Riddke7NaLCl9cNJNBWcpKjGCozMZJzw8xZyiIoFDEARRpLBqomg0NVUzlmEChwk8EfZZmPlkhkI0KnhsrKkeGy4yrMlS7VyqqEo87sT3+iiRGTabPkXFozQ2C4+48CqqNFPBWYqqL1G1pZmMk/sWjcvFSvHunCAI4gInGEoInNiFJXBiifsNR1IjOHwyttOp+36oRGPJFJTNpEqKfS0KICULccVSW6WJ2VOMgUzG4p7MStRZBGYgkzGL4NhsNh6Z0joZkweHIIgLgD/sfQ8fHj890tsgDAR5BOfCTFGFwhGoqmp6jEUosqlkyoYYT1GJHX9N+uDYcuuDw0RKmdeje91pT18DxAROJBqFqqp81ILFZBZVpjJxIOnBsdv1EZyx0AeHBA5BEBnp7O7D0795Fb/4za6R3gphoF+I4Bgf9GMZJmJUVR+9UlU1ORDTxSqd8uXBESI4bJhmXPTgsFlUuXUyZu/LJYLDrh+NxlJSSRZJH8FJVw3lSqmi0o95YMKQTMYEQYxZWLfYQH9whHdCGOlPRHBUNb8jCUY7oucoHDHOntIMtazSKH8pKjazyaoz44rXBrQIDysTz+Znws5hHhxGJg+OmKJKdjHW7jc1gmPupfEY+uDoOhnH4mOiDw4JHIIgMhLNYOgkRhYWwQEuLB+OWDUWEj4DsVTbZlLpNBSSKSib6dq6TsZSagproHVZFRUjYx8cYeBmzJCCMkaP0nlpWISLBf5sVmMnY/Pqq2KCBA5BEBlhvTbCkQsrDVIMBHUC58Lx4egiOMLX7DNw2O3JUu58VVEJKSqzMvCo6MFJRI+yMRnzFJXXkKLK4MFhjf5isVhKlZRk6IPDTcYpHhynfk3xvuJjo5MxCRyCIDIS0aUDUqtWiJEjKMxiupBKxXW/k+HUz8CmEyF5TlHZbTz9pYvgiAIoBw8OT1F5c09RRaIxIQWVSFGxKqosy8QZun3HlbTm5GKieHdOEERBEEUNCZzRBfPgAIVLUSmKwqN6I4V4ryGh2Z/okxErgvKBWCVlyVBFZTWZB5Vx3cQaZcYUlUGAiCQ7Gcf4+7nJ2CCu4op5qomlqBg2sb+PaDKmMnGCIMYqFMEZvfQHQ/zrQqWo/mnrdnzzgU0j6snSm4yFCI448DLfEZyoIJ5MUlCiuEoXwVFVFXvf/RAfHW9M2bPH7YQ4yzpTmXgyRRUXIjQJD45B2KWL4HhMU1TJ+0p2Mi5emVC8OycIoiCID5NiMxq/9F/7cN8jzxTdvrNlJFJUJxpb0Ovvx/n2roJcz4xI1DyCExPSSKzbb946GZtMC9dFcIRqJrMIjqIoePo3r+Jf/20nNj27U9hzcl2POyk6Mjf6047pIjgWvcmYDfocqEycYbfr70uMSBUrJHAIgsiILkVlMvtnNLP/vSP45EwrGpvbRnoreUdVVUMVVWEiOKxqqadPLsj1zBDvVYzgRKKpURQli4GXAPDGgQ/w5LMvp50+LpqIbQYDs6qq3HAsprDYWpFoFI//4t/x2r73AQABOdlyQexjI4qOzKMakikq3pAvIehShm3GzU3GLsOsK5uhvw9NEycIYsyjS1GNsPciV5g4Y91axxKawTQ1RTKcKIrC+86wqdeFJh6P6+5b58Fh86LsNv6wzmbgJQD89vdv4Y0DH+D02Vbd66xykEeHxPRXInoipokkSUpJUe149S0cOHQMXo8WoRErEqPCuu4sBY5DqKJi95fOg8MEnlGoWK1WPsFcu75VF8FJ9vUpXplQ8J2/9dZbWLt2LebMmYOKigr8+te/1h1XVRUbN27EJZdcggkTJmD16tU4evSo7pyenh6sW7cOU6dOxdSpU7Fu3Tr09PQU8jYI4oJBl6IKFVeqh5UQj8UmhWKJOJA/r0nmayZ//r3+kYngGCNVkUiqydhmeFhngz+g/Y70CWL41Tf+iNvv/xecb+8ylInrq6iMRl9jp+MzLe0AgNu+fKWuAkp8r81m4cZfh90GSUrff8bMZGxs9JdSRWVLTTW5BB+OmFpTFJULOjIZ54Asy5g7dy4efvhhuN3ulONPPPEENm3ahEceeQSvv/46ampqcP3118Pv9/Nzvv71r+Pw4cPYtm0btm/fjsOHD+P2228v5G0QxAVDMZuMWQmxXx57AkesoAL0P6fhQvQyjRaBE4qIHhyTgZgmKafn/mM3tr+6n38fj8f574gocN778AR6+2QcPdGkNxEbDMxsT0xUWRLihIkPltotL/XyyEw4EtWltuw2G+9Nkyl6AwD2hAdH7GScHNWQSFGxyBNLUZkIJo9QSWWzaaKKpbjY71Mxp6jS27SHiVWrVmHVqlUAgDvvvFN3TFVVbN68GXfddReuu+46AMDmzZtRX1+P7du347bbbsOxY8fw2muv4dVXX8XixYsBAD/72c9w9dVXw+fzob6+vrA3RBBjHLEkuJgEjqqqQopq7AkcYwSnECbj4CAFzu/3/gl2mxWXX7ZgyHsw3qeuDw5v9GfjzfbiBkGkqip+9/oB9PX5IfeH4PW4+DgSQC+G2T129QT4g1/rZKw3EceEyJH4v+w4E4ZOhx0Ohw2QtchTPCForInUFktRORyZH818VIOQpuSdjA3+oEwN+0TPD4sK2axWRJRYUuBQFVV+aGxsRGtrK6644gr+mtvtxpIlS3DgwAEAwMGDB1FSUsLFDQB87nOfg9fr5ecQBJE/RFFTTNVIsVict6EfiykqOZjfFNX+944OaMYOCtfs6Qtkte6hIyfxzG92Yctzr0AWhMRgMfbgESM4Ed7oT6wI0kdwxNJqJmBEUSP6tfyy9nVXr9+0DJxFT1IGXhpMxuy/IZfToYvgJNNL2vmubCM4QooqbkhRsUiNsUzcbGim2M2YrcnuITk8tHirqAoewclEa6tm7qqpqdG9XlNTg5aWFgBAW1sbqqqqdPlJSZJQXV2Ntrb0/3H6fL687TOfaxXTmrTH0bvmcO7xXMt5yLL2IDjd2ASfr3JI6+WTTGv2B8PJfTedzer6xfCzZmse953m9wcAp5uaUFeVmvbPhv0H/4SfbN6BSbXjcM/X1qQ979gn5/g1m86cS7m3WDyOrS++hurKMlyfMKr+dOtv+Xv2vHUAsy6qG9Qe2bXOt3fr7vtsc3IfjY2NkGUZPd1dQEz7+Tef0+9TFn4vDn94BHLfBJxoSv6On/ykET6fD6qq4tz5NsRiCnwnP8GE6krIsoyOjnZ+HaukwOfzob2rD7Isw11ZCp/Ph/MdPZBlGV1dNvh8PrS1d0CWZZxrPoN+WYYsyzjuO4HK8hLIsgwlbofP54O/V3tfv+zkezb7/Tnfov0cWtvacJrdc083fD4fzrRo1+rs7ILP50Nzc7O27/b2lDX7ZT+/75aWc/B5LOiXZfSHIgiHgojFFZw+fRrdnZ6UPZj9bPKJ2Zq5ZmhGlcBhGM1VqqqmCBojxnOM5Ct1NRxpsGJYk/Y4etcc7j2Wlx+G1+sFAIyrqh7UtUbic+zs7uP7dro8A16/GH7W4prNnf38/gCgpmb8oH82pRVV8Hq9iClSxjW65Di/pmS1p5x7+ux5NLf14fgnLVAkGybVViEcA39PTE19T7Z7ZO+zOlt0911aVs6PnWjugdfrRd3EiagsL4HX60N1dY3umuz3QpZlVIzTfp/F+3J7SlBfX49gKAyn0w2nE4DVgaqqani9XkyZMhn19TPh9Xrh8bhRX18P57k2eL1e2GxW1NfXo6S8C16vFyWlpdpxlxter4o5l8xG7fiP0BMIY2LdJNRWV8Dr9aK8zIv6+npMPXIW3o/PoHa8tud0vz9ROOD1elFaWoaJEyfB6/Widrz287e7y+D1elFWXob6+nocPtGqfSZ1E1PWnFz3EU6f6wYATJ9+MerrL0JFRTmkRIWcE0B9/UyUl3pT9mD2s8kX+VpzVKWoamtrASAlEtPR0cGjOuPHj0dHR4du6J+qqujs7EyJ/BAEMXSKtQ+OuO/AGDQZG1NUQ/Hg9CZ62gT6QxnXEavo+gL9KcNXxd44H3x8Gq++8SdIEnDV/1gIADjReG7Qe2QYTcbizzlZkST0dDGYjMU0KzMU9/nFtFSq2bi7x28YA8HW1peJ82Z7BoMzu6bL6eD+mnAkmhz/kDjf7crWg2NiMmYGZ9YHh3tw9CksEZcuRWVL7F1/XjGnqEaVwJk2bRpqa2uxe/du/looFML+/fu552bRokUIBAI4ePAgP+fgwYOQZVnnyyEIIj/oysQj2XlwVFXFh8dPj1ilDaD3aozFKipjyf5QOvaKP6dMPzPRZKwoqk4EAElRMH3KeIyvKgcAXLlsIVYt1QTOyaaWjPt4bd972LBxK1o7utOew36udrv24BU/h5hoMuaDI9MLIibsmNcGSHpwRNHTFwhyU7d+DAQzGSdLvQHohlZqZnftvyGnw879NZFIlP/MmLhgnhiXI/0cKu3ekyZjxVAGzhsc8v495rOotOsJVVSGUQ8MMhnnQCAQwOHDh3H48GEoioKzZ8/i8OHDOHPmDCRJwvr16/H4449j586dOHLkCO688054vV7cdNNNAIDZs2dj5cqVuPvuu/Huu+/i4MGDuPvuu3HllVdSBRVBDAP6yc3ZRXBOn23F//6X5/CLF3cN17YGhD1UAO0BZow2FDtyYg4Vax43lAGYolDJ1KHYaDI3iiH2/ZSJ1fjJhttw199dj69evxJ1tVXwuB3o7Paju9ePdLz9pyNoam7Htlf2pj2HCe4Sj+Y3EptPJjsZi43+DGXlJpVgYpVdn0kEBwBaO7Rea7pOxokIjdGQmxzVEOeCivW2cSaiL+FoTHifdn5pYqK4OLLBjEzDNo1jInhHYpNIjNsp9MFJiCzj7KliLhMv+M7ff/99LFu2DMuWLUMwGMTGjRuxbNkyPPTQQwCAb3/727jzzjuxYcMGXH755Th//jx27NiB0tJSvsbWrVtx6aWX4oYbbsCNN96ISy+9FFu2bCn0rRDEBYH4AMk2gtPR1QtAM4SOFLrURUwpqhL3bGARBeaPGMqoBlHUZKqOMpampxM4pV4Xyko8uOzTc2CzWSFJEqZPmQgAONmYPorjT1S7vfXHj9LOumL3WVqSEDgm08T1jf70kS1RsPMUVSB5H/5E6k18DQDaOjWBI0ZwWIQmlqZUW1FU3mk5mX5KRnCSTfg0cbFwfj2uv3IJ1nzxMtN7Z/Ay8ZhJoz9DBEcx7E1EnChuN0SAGGYNAouFgpuMly5dmrHrsCRJaGhoQENDQ9pzKisr8fOf/3w4tkcQhIHoICI4LJUxoikqg6DxB/pTBgwWM0xslJV4cK61a0geHPFhLgqc45+chUWyYGai8ikYMkZw+k2/L/G4Uq4xY1odPjzeiJNNLfjMX8wy3UdA1qJSiqLiP/6wH7d/ZXXKOUyglCYiOOkb/Q3swWHCrk9IYSqKiv5gWJeiEu/NnhBsFosERVERjyvJPjiGZnuxeJzPymLChs2A0nlwEqktl9OBtdcuN/1sRFiKSu4PobNbi4iljGowRnBMIjEeE4EjlpNLknlRT7FQvLEngiAKwmA6GTMhNJKpoZBhr4E89GAZTTCTcT4iOHoPjvYgj0Zj+Mm/Po+Hnnye/wyZcGXRCKOA7Ut8X+JNLVefMU2L4GQyGjMzuCQBbx78gEcCRZiYKC3RSpfNGv3Zbekb/YkinQk7o5jxy/1c9Bi9KzahIR6gCQg+iNOa2uiPRXBcCYHDDMLhSFQ3hyoXyko8uGhyLULhKP7jD1pHZhY1YvvlfXAyCByXkKJiokk0FRez/wYggUMQhEA0GsP/e+kPONl0nr8WieQucFgqKxZTUkYKFIqUCM4YMxqzJKCSsAAAIABJREFUpntliQf9UIZtipEYFsHp6O5DKByF3B/mkRs2Sby2WuuF1Gvw67CICIuuiMycpkWBPmk6byp6w5EoItEY7HYrlnx6LmIxBS+9ui/lPCa4mYhiIw/EY6LJ2DiLSky5Jhv9afdfXqp9lv5AkKevJtVW6d6frDZKjmswNvoTh22yCA6LHuob/aXvMpwJSZLw3W+sxfSpE/hrNmOTwZRZVGaN/sRRDakpqmKuoAJI4BAEIXD440/wn7vfxX/v/4C/NphOxqJXY6TSVEYxNtYmivMUVeKhPJROxn0mVVTtQvRETnhjWARn4nhN4Bj9OkwUlHpTU1TjKkpRXuaFXw6aVkmx6E2Jx43rr/o8JAl4/e0/41e//W+dIGIixmm3wWG3QVWFwZXRpAcn3Swqcfp4fzCCSDTKTcaTJlQDSERwEp/DtMm1uvez6i0xghNLVyYuRHCYsNGXiQ9+HEJ5qRcPfOsWzJ99EQDt8xXXUlT9IFCLNFAnY71wG+y+RhPFvXuCIPIKM1L2Jx6eqqoOKkUlPkRGKnJijOCMtXEN/YmoCktRDXbYZjgS1VWcsShMe2fSK8l+hqwke0LNOAB68Soac808OJIkYea09EZjdo1SrxtTJtbgf/3P62C1WvDyawfw/H/u4+Xe3Gdjt3HRwIR3VDhmHIjJ79cg0ts7exGJxuCw21BVWabtRYjgXGQUOAYhEDfx2UiSBGZdYULUmfDeiGXiYkptMLhdTty3/mb873/8G6xY8iltXwYPDjcZm00TTzOLilHMFVQACRyCIAQ6e/oAJAWKMe2RtQcnkpoGKDTMg8MeNMzAOlboT5SJl5UwD87gBI4/8bmwz4lFZcQIDhMf7GE9oUaL4Iil1HIwhFhMgdvl4H4OIzOmammqU2fOpxxjApSlnj7/mXn4zu1fhtNhw7uHT+Lt944CENNQdi4amJjVNeNLiIaUCI7hd/js+Q4AWlUWS/f1yf383i6eMkF3vs1mLAVXeLrQKTToY8fZz4n1thHLxI0m48Fgs1kx6+LJfF/JOVha1Csbk7EkJd9n0UVwKEVFEMQYobNLEzhMoLCHCcvVh8LRrEzDISFF1TfCKaqKshIA+mZuxY6iJFMfrFx6sCkqlhqqG695TXr6AlBVVRfBYeewFNX4qgoAevHKjLqZ2vrXJfwsbRlSVKWCQXnB3Bm46n98NvEebT8RIQ3FjLtMtIjRHWMkg2GM7J1tSQgcr4cLHH8gyO9n2iRjBEcf6YjF4/xzESMi7DgzgzMx5jBp9GcbZATHDNH/AwjDNk0a/bFOxg5BkJLJmCCIMUlnj1ZyysQBKz12Ouz8/wSzieKIfyUbG6alo7G5Dd/8wSa89cePctpzOtiDrJqlHcaQyZiZft0uB48IDDaCw6rLamsq4bDbEI7EEApH0J4Qu9o5iRQV9+AkU1RM8LLITyaBw7obt3WmVkcxgeM1pLfY9yxtynwrDrsNzoSgYKmzrBr9GSJ7Z1q00UClJW4urjq6kmmrEo8LZSVJ0ZWaolL45yJOAU8bwTHx4OTTzMs9OIYqKrNrlHhcuPyyv+QiEiCTMUEQY5SObu3BwyI1YhdWsX/HQBhnFmXDEV8j2jt7ceDQx7lu23wPTOCM0wTOWJpHxR6aHreTm14H68Fh5dDlpV5UlGnipNcvcz8WoKX3VFXlFXFlJR64XQ7EYgrvqMx+zqwSyYzqcZrAMSv/Tnpw9O/3JKIMTEQkRUwygsMqo8TOwMZIBoN5cCoT98oiOGVeDy89P3O+XdtLiRuSJKGyItlo1lgmHosnKwVdosCxMIGTKYKT7NuTL5j/R1U1X1Q8Q6M/SZJwxy2r8ZXrLk/uWzjPLOpTTJDAIQgCgGaW7EpEcFQ1WbYL6P9azkbgiDOLjD1G0r4n8Rc6a4k/VFgEZ1zF2IvgMIOxx+XkEYVBp6j6mZfHw9N57V296O5NVkgF5GCiHDtRgm218kgNKxVn6aqyDBGcshIPnA4bAv0hyIa+RGwfxh467sTYAuZzSRqJ7cnfybA+4mi327ivJaVMPPF7UZUQLS2JjsllpR4ewWlp6+L71c4t4++3WY1eF0UYppkUOOw4uy9eJm5PirLkLKr8RkrEZn/MnG3J0jBMERyCIMYc3b0BiPaaUDjCHxgOhx3ORIoqm1LxsMm8n4FgXoW2zu68NAfkD7LK4Yng9PTJ2PfHj1KGORYCJgbdLmdy8OIQPTjlZckIjrHKyd8f5D935sfiAsevFziZIjiSJKGGRXG6+3TH/GlKzJkRlqWooqLoduh/J8Xhlcwgm9LojwtfTeCwYZSlQgQnGo3r7nGcEMHhZeJMQMXifG8ukxQVr6JyGCM4MV7WblbhNBTE6BUb2ZBtRZS4l2xF0WiluHdPEETeMD5w+oNhXYrK+NdyJnQRnCzNvexB0B+M5KXrMIs+MQ9OvsvEf/O7Pfg///c/cPDPx/O6bjawz8rjduoGLw4GVkWlpai0CI7vdDOApE/FH+jnvh8WiUims/p1/5vJgwMANQmDsmhiBoQqKkOTQHY9ds+6FJVTP2g0GjNr9Gc+qqGqokT3elmJR2dwBpLdkseVCwKHeXAsyT44LCXrzJCicvEyccGDM8hGfwPBUkuKonBBmO1MKVEIkcmYIIgxQadB4ITCkWSKymFP8TtkQhRBxnlF6WC+EsC8yiZX+F/q5aWQJEDuD+c12nKutRMA8IlJyfNwwx6abpeDV+DEhmgyLi9Npqh8n2gCh5mJ5f6QEMFxJs7XhAwzF/fxCM4AAmccMxobBI5snqJik7V5BCeWTEMx0cDEl/gw5+MSjB4cQwSHUVriRonHBXH0EktRjUuIIZvNwmczsUaCsXiciy8xRcWuz4Sb06HvZBzSjWrIcwRHaHKYjPZlN4dNnCZe7Cmqgg/bJAhidGI0fgZDEZ0HR0n8n102ERxx6jibzjwQ4iDHts5ezEi09h8sLE3mdNpR4nHDLwcR6A8N+ADOFhbxam7tyMt6ucAEjsftSk6WjqaKt/5gGH/Y9x4XJ1PrxuOyT8/RncO8SWUlXp5eYqJ0+pQJONfaBb8cTHlQpqao+hPreACkT2OyCI7x9413MjZ6cBKCyihi7Darbq4ToJ9FxTxJKY3+DB4cRlmJB1arlf+uAEB5QuBUJiI4YkM+i9BIMGhSRcUGbiYjX/pZVGKjv3z3m2Fdi+Nxhad+ve7U5otmjKVOxiRwCIIAkCwRZwRDYaEtvp23fh/Ig6PN5lFgs1ngdNgh94e5KTYT4syqvERwhBL30hLtoeWXg3kROKIhu/n8CAgc0YOT+Os/GotBVVXd9Oc/7P0Tntu5R/feWRdP4r4kIBE5sdhQUZZMUTEumjIB+/54BAE5mJKiKuNiyOjB8aLfn0HgjDMvFWeRDmOaiAkclgZiosBht6dU9okRkWjic1FSqqhYZE//e8DSUex3RbxH9nmJkRYW3VCEKInYB8diKBM3RnDCkSiPKGabPsoWi1Aqzq5vLL9Phy5FRR4cgiDGAqxEnEUEguEIool0lNYWP7sqKt70zOHgIf5s/C9iiqq1c+iVVKyKyulwcF9HvozG3b0B3in2fHs3jyoMhhOnz+Ff/9/OnDxC3IPjcsJiscBqtUBVU5vasY7BSz49B3W1Wrqp6VwbPx6LxSEHw5AkTVgYxR/r4isHQ7wc3M09OJoYYpEsNqahvCyzgGS9cMROyaqqclFh9OCw6/WHwlBVVVcpJfrCVFXlhmGbzZoc1RA39sGJ8HXFkRKsPF0sU2dfT6iuRG11BWZNn8yPsfWjsTgXf2YN84weHC19ZoGiqPx9eU9RJYRJJBpDOBKDxSLpoksZ3yvspdgjOMW9e4Ig8kZntxaRmDRB6zYbCkX4jCKxD85AEZyQMHuHjRHwZzEmQYzytOWhVDzMBY6Npz3yJXBEQ7aqAucSZcWD4cX/fBN7D36I3fv/nPV7RJMxAF0UR4SJmetWXYb5sy8GkBxNACS7O5eVeGCxWLhxmDGhuhJejxOqCh6xciVSVPUXaSnEj0+cgdwfQn8wApvNMmAqhPXCae9K/oz7g2EoigqX054SzWAl3/G4gmgsZtoHJxSJCN4cKyRJSvapEVJU8bgWXZQkTWiIgo5Vb5UKTf1YBMdut+HxB+7APX9/Ez/G1g+GwlBV7fdMl95JiAyWnXUK0R0mNpioHy4PDm+e6HbpInsZ30smY4IgxhrMZDx5Yg0A7S9m0WScbQSHNdhzOx3c02HseWKGLoIzxBSVsUkhS3vka1xDu8E/wgzHuRKPx3Hs1BkAwCmTAZTpYL4K1gSPeUPESqpQOIKWti5YrRZMqq3G5InapOzm88m99hqMwWL0xWq1oLK8hEcxmCmYpYwqy0tx0eRaRKIx7H/vCADNxzPQg5T1wpH7w/z3gqenSsxLzFnqpz8Y0VVKiREc5kFiYsGs0R8bb+FyOiBJEr/fEo+L+2DECE6ZsB+LxaK7N7Y+izy5hMncQKo4EEvImQ+HRXfy78GRdHvLNj0FUB8cgiDGGKFwBH45CJvNgtqECVTXByeHTsa8ZNbp4E3fBhp0Kc5WkiQtQsL+8m7v7Mk5BaT5UbSqF6vVyiM42USSsoGJQfa8O9vSPqh1Tp9t5fd9ovFc1u/jht9EBMdsLMGZc+1QVWBSbRXsdhufAyXuVW8M1h68Xo+2ZlVFKaxWK384coEjRCI+NW8GAGDPO4d162RC7IXDhCI3GKd5EDNxEAyFdSkqfQRHP5k7+Zko3OTOyslZBIXtt0zo3aOL4JSkT7exVA7bu8dQpWT0r5hFcFgF22CniafdW0Jcse7SLNKXDTZdHxzqZEwQRJHDHtjVleXwJB4yWooq9z44osch6cHJLCyYF8HjdmBcRSkURUVnTx9On23Ft360GT94/NmsGgwyWGqNzf8pzXeKKvFgnj51IoCBK6liMa2UOBgK60TIkRNN/Ou2zt6sx1qw7sGsoolXUgkpqsbmVgDA1EnjAQCTJ2iRuXNtnfyBb4zgAEBFqeatYQM12WfHfkdcwoP805fOBAD4TmvizJjiSsf4am0aOfsc/WkqqBhOQeCI86ZY0zwtgqP9XrIHtCRJun4wgD6CI963me/GZrNkLK22pulUzLAYIjjipHFH4mvma7LlORWUEsHJsoIK0Df3o2nieWbjxo2oqKjQ/Zs1axY/rqoqNm7ciEsuuQQTJkzA6tWrcfTo0RHcMUEUP8xTUlVRqjN1sr94dZ2MI5mFBhNALlf2Aoelp9wuJ2oTD7/Wjh68efADKIqKk40teOKXv826jw0zGLMH4HClqBbMnQ5An/Yx0tjchr/7zj/jb+/R/t1x/7/wJncfn9TSUywSdKpp4DRVR7cfvtPn4LDbuAk46cFJfj5N57RIDZuGXV7qQYnHBbk/zHvXmAkclrZhXhkmOtg9ixGcmdPqdIMoM41pEDH2wmG/H6Uec4HDoof9obBQRaWPKhojOEAyxcLSVOHE7y4TGFzg6KI27sT/Zk632Qw+F48xRSUIBYtF0u3Ladd7cIariso/xAgOVVENA/X19Th27Bj/9/bbb/NjTzzxBDZt2oRHHnkEr7/+OmpqanD99dfD7/dnWJEgiEx09SQEzrjyZFmu0OjPmUMER2xbn7XAEWYrschBa3s33nlf++PFYbfhvQ9P4JkXd2Xl5xENxgDybjJm0Yy/uEQTOOfaOtOKrz99cBzhSAw2mwU2mwV+OYhXdr8LVVXx8QlN4Hz2L7Q/4owjEsw4kOic/LlPz+EVR6zZn5jK4xGcOi1yI0kSJk3QfDjMaMwHZJaJERzta2MEh3lc3MKD3GKx4C/nzuDfZxrTIFJTpR+6yR7E6SI4TMjI/SHE45pJ2Gq16HxhovBh8EqnxN6NkT3W5VrsVMwiOAOl22yGFJXLEO0RhYLLadeJpaTJOJxybj5gfXBYBMeTQwSHTMbDjM1mQ21tLf9XXa39R6mqKjZv3oy77roL1113HebOnYvNmzcjEAhg+/btI7xrghhdqKqKX//H69j/3sARTvbXeVVFKQ/LiyZjuz37TsbJCI6TexsGTlElG9fVVmsP1rf+9BE6u/2oqizF9/7XV2C3W/Hfbx3C1+79KTZs3Ir97x9LvwehRBxIPrTEAZKDRVVV/nlNnliNqspSxGJK2iGhzFuz/tZr8ZN7/hYAsPudP+P4J80I9IdQVVmKz31qju7cdMRicRz4sw8AsGLJAv66MYKjqiqvoLpoci0/jxmN2QRtluoShcnsGVMgScDsGVpJdErZtuFB/imdwMk1gqN9jnKaQZsMlv5hg1vtNhskSUp2Mg5HeCdnm0mvmrii7+HEJnt/7tNz8D9vXIkvrVrC33PR5Fo47DbMFkrCzWDpG3/CIO3OEMFhv4cMFllkFVb5NvNaDRGcC9VkPCob/Z0+fRpz5syB3W7HZz7zGTzwwAO46KKL0NjYiNbWVlxxxRX8XLfbjSVLluDAgQO47bbb0q7p8/nytr98rlVMa9IeR++aZuudb+/G87/9b4wr96K6NPN/6h8fPwVZlhEOBtB6XositLS0Qg54IMsy2lpb4HY5Icsyzp07n3H/nzQ2QpZl9HZ3oaujDbIsw++2ZXzPxyfOQJZlBPsDiIRkyLKMP/75YwDAZ+dNgyUexNqrFuO/9r6P5vNdOHr8NE6dPovFf1nPPQOnzrQiEo3hkumTcOpMK2RZRr8cgM/nQzwcQTDYj8NHT+DwBx+l9VZk83PpD4bR2dUDp8OGc2fPwOOwoEmWceCPh3DprKm6c1VVxaEPj0OWg7DEQ4gG/ZhQVYKTTa147KnnIcsy5lxcC4sSgizLeP/DYzh+/Hja1MifPz4NvxxCbXU5LPEg328g4Icsyzh58hQs8SA6e/xo7+hGideF9tYWtGvBHFiUCGRZxqEPjmLmpAqc+KQRANDb3cXXmlFXju/d8SU4pSh8Ph/6ershy8mBqa2t5+ETnuVeh4r+fhmqCvh7u/k6mT5Lua8HsizDd6oRPp8PJz/RfmfE94u4HHbIsozjJ05ClmWoLgd8Ph/8chCyLENCHL7EsYDfz9fo75chy0EcP+5DeakHJ07+//bOOy6Kq/v/ny3UpcNKR0SaHRtiiT1GQWPvsaOxPKY8iV8xxjwxGo0aY574e9So0RRjxyQawRiJxhJ7CRJFQMVGkyodtvz+WGbYzg7MyA7c9+vlK2Fn97Pn3pk7c/bcc899VPMeVQTu8aN0BPk4Iz83G/m52fT3xcwdAQuxyGgbcp8/V42HzGyUlpah+EWRRrvz8/PpfrOxFGpoFb8o0ujTp0+fQqyshD7qc694UaTSf/w0Q2+/GtPMzs6kbcvNzTXp+1/WPTIoKIiRhtk5ON26dcOWLVsQFBSE3NxcbNiwAUOGDMGlS5eQna26AKVSqcZnpFIpMjONh3aZdowhUlNTWdPikyaxsXE0r/59D3uPnsa7c8bAz6sFI71y+UNIJBJUKwQICAgwmjAoFF+FRCJBp/ZtasrSx8PGVgIHBwdIJBK0DmgFia0NJBIJJHb2CAoKQtbzfCgUSnp1DsWtlExIJBL4+fmgU4f2kEgSUFpeabTN2UVVkEgk8PHyRNdO7fHTqev0sVHDBiDQ3wtBQUEY/lp/VFVX491VX+PRk0zY2DvDz6sFZDI5Pv36F1TLZPhm3b9RJhNBIpHA3V1Kf2/XjqG4k/oYpdVCdOyga4up5yX9aTYkEgl8Pd0QHByMjm0f4Ul2EQQWNjqfv3r9FuRKIVpIXdAzvAsEAgGmjVViw/bDKC6rhkQiwSsRXRDRPQwesWdRXFoOFzd3Ov9Fm0MnVf0yJrK/Rm6ie4vryMwthqeXF4KCAlGUmAKJRIL2of4aNpVWC/H7xTuoUgghdfdCVl4JBAKgb6/uOnszaZybC0n0321CguDv46HxnvCwtkhKeYSuYR0QFOBTZ1+6e3pDcug0qhWqe7PthX8gkUgQHNRa7+esT1+HRCKBjUR1PTo72iEoKAgVlarrxtJSDKXIGhKJBN5eHrSGk5Mj5Eoh/P394ebiiMyCCtV7PFX2N2Rse6dkQCJ5AIFQDIlEgpZ+Phqa7u53IHmsyoNybyHV+C4vz2SkPq5dzRYUGKDTp0D97z9ubq54XlgGC0vrmvFbex3UpZmRXwGJRFWTydPTo87vb+x7pDHMborq1VdfxejRo9G+fXv0798fBw4cgEKhwN69e+n3aP+60S5PTiA0FS7dvIuM7Hxcv12PX3E14WmFQlnn1ExeTQ6Oi9YUlUbVWK0S8x998T3+77OdePQsR0OLroNjbUUXTystq9Apma8OlWxpa2uNFjVTVIAqV6N1S0+N91paWCCwZp8qKin34ZMslFdUQSZToKCoRG2Kqrb2SFjNVMrNf9KM9kVdUPk3VPl+7bwWdR7VJPoG+HnS96gu7QPpaTgAaBPoB4FAQK/IMjRN9TyvEInJDyAWC9E3vIPGMbHWFBV1TqgEYwofD6oWTi7+vJwIuVyBtoE+Bp0bQHfptvZqIQBYOG0E/h09BsGtvA3qqGMvsYG1lQVdC4davm9omTiVS0VVS6am5GqvSRmOnDgPQHPqji72V5MfRVe31tMGplC7iVPTuDZamppTVJpVhLX/FrO8TJxaRVW7TNz0KaqmtNmm2Tk42tjZ2SE0NBQPHjyAu7tqsObkaN5Qc3NzdaI6BEJTgHJMMg1Uyk1KSUf82Zu4lpiis8SYWiEDaFbeNfY9Lk729ANMc5m4hUYl48znBSgqLkN1tRxf7f5JYwl3hdpWDSKRCPYSG9X0hVqCb2ZOPg7HnaNfK1fbHdvBzpb+rojOoXp/vFAbcabVLE9OrimWB6h2t6YdHIvaBwlVs+XWnfsmbf5pCCr/hoqyUIUR9e1J9SRTtboqUG3jUKFQiKH9ugFQJfdSO3ZTjtx9Ayupzl/7B0ol0DG4pc5+TZZaScZUgnFLb82on6uzA6ytLFBUXIb4M1cBAD07hxhtr/Z3WVvprshxdXZAjzD950ofAoGAjvzdTXustg+V8UJ/VN0eKpFYIBCoOT/lCAnwQbeOtZGt2u0aanJwaq4LaxO3LTCG9tJunRwcteNWVprfZ6nt4LC9TFykmWQsYbCKqilttmn21ldUVCA1NRXu7u5o2bIl3N3dcfr0aY3jFy9eRI8ePRrRSgKBGwpqlvNmPddf2ffrH4/j5Pm/sWH7YcyN+RJHT12ij1EJpIBu5V11KiqrUF5RW2af+iVaXllFJxRbWYrph0xlVTUePa3NV3ialYfvYn+v1VPbqgGoXY1COWBp6RlYsfE7HIo7hzOXVKFwauUVVVK+pbc7BAKgT7d2em1u7afpDKQ8eEofK3xRqrNMHAB8PaVwc3FAUXGZScuxDUHt2UUlylJbWzzNzKWX1VNQS7UDtXZGH9grDL27tsWk4f1op4BuU7r+CM7FmhVlXdoH6BwT1zzwZXVEcNRXUhUUlcDV2R6hdURdtKsL29o0PPoBgE6sPnvltsGdxCkoh/dFjdOuHvFQjyhNGz1Iw8miIlvUHl1UAry2g1EftOvcaOd1qUdwtKM76jVxAA4K/VFVnGvaLTGw/N7YZ7X/n4+YnfUffvghzp8/j/T0dFy7dg0zZsxAWVkZJk+eDIFAgAULFuDLL7/E0aNHcefOHSxcuBASiQTjxo2rW5xA4Bm1ERzdOisKhYKOzAT6qx6ON5Jqp7LUIzp5RiI4VE0UJwc7CAQC1d4/ItXeP6VqlVbVp6ioB2h4p2BYWIjwx19/41qiavmy+lYNQO0S5CPx53Es4RJWbf6R/mVJLRMuK6/dHRsAFs94HSvfna43LwEAAvw8IBCoHuRV1dW4p+HglNT+Ulf75SwQCNClXWBNP9V/miovX3OKys7Wht6yIPl+rR1KpRJPaurjaE+zWVtZ4q1ZozBQbTolsGZvp7v3n+Dsldsa78/IzsOjpzmQ2FohxF/TWQJqIxpV1TJUVVcj63lBzRYNrjrvpRwcABgQ0anOX+nqReK067k0hFe6t4dAAFxPSqWv87ocHO0IDlDrrER0DkWQlrNW+6CnlolrFvprCNrTN9oRHPXVXNoOlXpkEeBgqwYtx4RJHRwSweGQjIwMREdHo3v37pg2bRosLS3x+++/w89PtTrh7bffxsKFC7FkyRIMGDAAWVlZOHLkCOztDc8hEwh8hIqsAKrwu/Zu0y9KyqBQKCGxtcKiaa8DqN0QEdCaojISwaEeGs41u0MDtTkClJNkZWmh5eCoIjh9urfH2KF9AACX/1Yt21bfqgEAWtUsU/7rxl3s+ekPVFRW0ztbUw82KoJDPSSkrk5Gl+naWFuhhasj5HIFLt+6R7eBaneV2tSaOtQ01c079w1q1wU9RVXj4ABAxzaqjSwTkx/Qr2Vk56GishouTvY1idvGcXKww9hhvaFQKPG/74/h+Okr9DFqqX+3DsF6a6aob7ZZXKK6ThzsbPW+16fG6REIgAE9O9Vpl62NFf2gs7G2ZC3f0cXJHu1D/CGTKVBVLYNAYHgqhapbQznG6g5OgK8HJLZWmDSiv87n6GXics1Cf6burG0Mnb2mtCsZq/WT9pSYzhSVmOUpKq0tFphUMlZ3tvheydjsVlHt2rXL6HGBQIBly5Zh2bJlL8kiAqFx0E4MzsopQKC/jc5xRztbOkm0oKiETro3NQeHiuCoF3uztrJARbWydgNDCzGEQiEsLcSoqpbRBen8vFrQD4v8mu9Q36oBAKaNGQypkzWq5CKkpmegla8H2gT6YuV/f6QdsnJ6isr0X5p+Xm64cz+LziURCFR1RQpflNJbBmg/yNoF+8PSQoz7jzI13seEXHpbCzUHJ7QVjv5+CYnJD+nXqOkzaurJFCZE9YOtjTV+OJKA72NPQVYtw8ghveiCh726tgWgm6xNJxlXy+hqzerVedWhohzdOwbDzcURBXk5et9HIRAIYGdrjaLiMlYiH+r0De+A28npAFSRMO3IA4VuUm4tEJEYAAAgAElEQVTtg/ed2aNRXlGlt9YLXeivpkZO7VYNbOTgaD78ba2tAFmtoy1Ss1E7qVn7+7maoqJta6YRHLNzcAgEgoqCIs3q3JnP8+lpDPXjjva2sLayhK2NJcrKq1BSVgF7iY3JERzKUXLSiuBUVFdp/E39t6pahuLSclhbWcBD6kyvUMmvsYeK4FCVXQUCAQL9NJebUruFUzlGVKRKO8xvjJaeUty5n0U7W6GtfXE37QmKikvpjQ8ttXIdrCwt0D7EHzeS0vB97O9YPHOk3ohESVk5Tp2/ibOXb6O8Jmnawc4Wg3qHofCFamm1+sqj0ABfWFqI8ehpDgpflMDJwQ73a1ZDBeqZUjLG8IE9YC+xxdY9x7D36BlUVlfjccZz2Nlao32wPx4+fKDzGeoBKZMr6CiHg4GE3bZBLbHqvenw9TR9YYadrQ2Kist0ckkaSninEOy0jEdllcxoMTpth0A9giMUCg1+1uBWDRYsRHC0nAhra0tUqE0Lqx/XieBYcJtkrF2NmEnESt1xIzk4BAKBE3QjOJorqajoB5XES5Wbzy8shlKppKu+AqppFUMrh6gIjr4pKgrqgaK+GsTXUwqBQEB/b17BCyiVStohMLZSxdnRjv5upVJJbzpI7WRtCr6ebhp/h3cKoTUrqS0m9NgwcXg/WFtZ4ML1O9h/7IzGsarqauw/dgaLVvw/7Dt6Bs+y85BfWIz8wmKkP83GNwd+g1Kpcm7Uw/cWFmK0DVJNo1NRHGq5dwCDCA5Fvx4dMG3MYABAbPwFAED3TiEGS/rX5uBU01NUhiI4ABDcyoeRM0nlxjD5jClYW1kiPCwUgO5qLc33GXZwjCHSmaKS0d/bUERiPREcNdSnibQjOOrXpUCgmzPTUNQToCU2VoymFTUrGfPbRSARHALBTCmsicBIbK1QWlaps1SccoCozQGdHe3xNCsPBUXFkLo4oqpaBitLVUn7ispqlJVX6v2lW1iz2spJa4qKQiwW0jdgdaelZU1uja2NlWpKq7IapeUVGls1GMLSwgJ2ttYoKavAi5IyOsmYyYPHy90ZYrEQMpkCFhYidG4XiO9iT6HwRanOVg3q+Pu44905Y7Bu20H8fPIilEqgR1gIHmU8x9cHT+NJzTYGHUL9MXxgDzrSce/BUxxLuIQHj7MQ5K+78qhjmwDcuvMAickPYWVpgbT0TIjFQkZTVOpEDQhHbl4R4qjl3F3aGHyveh0caopKe4uFhkA5S9r7LbHB4N6dcf5qEny9DEeUtK8LCxMjMNQUS+0qKvWtGoxvOVKntnYER8tG9UiIjoOmNo6obSfYRN1hYlIDByBTVAQC4SVARWhCAnxxIykNWbmaS8Wp6R3HmgiOM52HU0wXRHO0l8DSQoynWXl4nl8EWxsrfLX7ZwhFQiyeMRKA5ioqCvVfmOq/ltV/iVI1VgQCAVydHPAsOw95BcV0Dk5dtUacHe1QUlaBgqISelqLWUEyEfx93JGWnonWfp50TkxRcWltorOl/ltcWNvWmDd5GLb9GIdffr+IX36/iNLSUkgkEni5u2D+1OE6Sc69urZFzy5tkJGdpzdpuFMb1fLtW//cp1ezjRjQjdE+QNpMGzMIMrkcRcWlaB/c0uD7LNTq4JTUFM3TXt7dEChnSTtKwQahrX2xacV8OqqnDwuxCEKhAAqFkv7bFMR0HRzVNGqFen0kWcMcHN06OMYK/RmO4LCdYKz93UyvP/XIpFBIkowJBAIHUI5H2yA/lYPzPF+jajedZGxPTVGpHhD5hSX0qiJHewlsbazxNCsPeQUvYCEW4a+aFTkzxw2BvcSmTgdH/dey+uvqNVZcnO3xLDsPz/MKIZMpIBYLYVHHNIKTox2eZOaioKiYnqJi+gAN8vdGWnomQgJ8YWEhpqNCVD6QsdyDAT3D4GAnweVbyUhNf4b0xxUY1r8bJr8+wODn1OvIaOPt7goXJ3vaMe3aIRCvdDMcdTEFoVCIOROH1vk+Cz0RHGNTPkyhpqjYTjKmoIodGkIgEMDW2oretLWua4uCLvRXUx9IPYJTKTP4MUbagMqR1p5mUp8m0o7gqDveXFQLVreNSYKx9mfJFBWBQOCEwhoHxs+rBT1N9aKkjN6xWTsHh4oq5BcV0wnGDva29Ou5BUX0lgyAqraOfSufOqeoNCI4ag9+P7UpBVcnVfSEquZrrWdqSBsqdyfreQEUCiUsLcQGc0wMMfLVnrC0sMCIwRF0G0rKKpBTs7N3XcmVXTsEoWvNvlQpKSka+zsxRSAQoGNoK5y5lAhnRzvMnzoc2ZnP6q3HBOqBXy2T0UvkDdWUqQ8ONVpMH5ZsYmNT6+CYmoNDFQSkk4yra3NwKksNfswk1CMd+nKTjG3VoJ5kzPY2DYDmEnUmS8QB3QRlPsNv6wmEJgwVoXF2tIOHVPULV72iMbWKysFe9fBxUZ+iKq6doqKmbp7nFyHpXjr9+cycAigUCtoZohwnQPOGbKX2MKEcH3c3J42buquz6rufZasK22mXptcHNSVBOUU29Xh4OjvaY8rIAXS0gmoDtZKIyeoRNvIgIgeEo1ObALwXPZZ2PF8G6lNUxWW1dXDYIjwsFGFtA9CnW3vWNJmiPgVk6rJqnUJ/ldzUwdHn+Kk769qRL40pKg6ciIZEcNTtIauoCAQCJxS8UDkwzo728JQ6A6itaCyTyVFUXAaBALCvyY9QX0WlPkVFVdzNzS/CndTHtH7W83wUl5ZDoVDCXmKjEfbXiOCoOzs1kRntnc2p786ocXBMWU7srPUZJjVwDKE+zQawU5KfCS29W+CDRZN0KupyjcYUVQn7U1SeLVywbOEkxkve2cRGbQ8sU6eotLdqoOrgsOHgaCYR617vGoX+jCQZM41amoL6dzNPMlYv9MdvF4FMUREIZgK1jFu16qkKZeVVsLAQwc7WGp4tVNVnqZVUVNTFycGOvglREZz8ohKNqAwVwbmdnE6H+FVaeXqnpwDDScbUr2h9mzgCQEYOFcExxcFROSNPKaeIhQRWY+1oyojVKxmXUsvEX14E6WWgGcExzSmgIhAyuQJKpZLe+ZuVCI76SiU9166646KbZCzW+z62UM//MbRDuyE0V1HxO8mY3+4ZgdCE+D72FOYs/QLP8wp19ofyaKE5RUXl36ivPHG0t4VAoNqQUD0/h9oUknJuqG0SMnMK6Gku7ciHtUaSce3NuH9ER/Tq0kanxL9LTQ5OaVnNlgsmODhU1IfaFJSN/A71aTag+Tg4lmqbbVIbV7IZwTEH1J0Ik3Nw1FZR1ZYOYGdZtsYUlJ7l8+pJx/oqF1MmsF3FGNByvhqQZMz3CA6/rScQmgh5BS/w27nrKC2rxJXElNr8mxrHg5qioiIk1BJxdQdHJBLBycEOSiXovaIcHSRwdrSH+v18cJ8uAFRTVJRz4agd+bDSv3LK38cDb88eDbcap4lCvaovYFq9FO3PsLEEWdtRay4ODvWQLC2vQEVlNcRiIWcrnhoL9Rwtk1dRUVNUMrnaNg3s9Iu6A1NXkrF25WKBQEBfm1ysompQHRyymziBQGCTk+eu03kC/6SkayQYA6hNMs4pgEwmpyMv2vVYKKchJ0+1NYOjvQRisUjDmYgIC4W9xAYVldVIf6pyhIw5BpYm/MK0s7XW+FVdVw0cyjZ12Jii0nbUTP2lz3csLFQPyYJC1XVjL7FlvXhcY6N+fTBOMlYoardpYMnpVZ8m0xexFBlZJg7UjjFTp9uYoFEHp0HLxMkUFYFAaACVVdVIuHCL/vtu2mN6OTfl4EhsreHl7oKqahkePsmiHSAXLQdHu1gatZLGzVkVcfFyd4GrswM8aiJCd9JUScfauSuGpqgMIRAI6JVUgPEqxhRisYiu4QOwn2RsaaFbm6SpQi01rs2/aVrTU0B9p6hUD2iZXC2Cw5KDo+4IGIvgWFiI9OayUI4WF3ku6rZJGFa0FjehJGN+W08gNAHOXbmN4tJyBPl7wUPqjLLyKtxISgOg+cBuH+wPAEhKSdebgwNoOjwCQW0eBpVo3C5IVQ2XyumhprK0I0HWBqaojEHVwmHyGfXvZTvJuLlMTwG6D3xDG23yGfVpT6aF/uRyBV0fyJQSBqYg1qiDYziCY6gmFFV+gYtKxpqrqJiNK6FQSE9p8/0HAr+tJxB4jlKpRNxp1V5Dw/p3R/sQfwCgl3OrOyztakr1/5PySG8ODqCZ1+JgL6FvUN07hcDR3hb9I1TJwZ41U17U/psNjeAAtVtFAPpD8no/o2Z/fergaONgZ0vfnLV3Em/KaE9zsFnkz1ywrccqKioRWCZXqG0hwk4OjuYUlOEkY0MOFbXSkIskY83NNplvFUK1jYsVXi+T5nMHIBAagaLiUpy5+DecnezRN7wD/bpSqcT126k4euoSnmXnwcXJHj3CQiEQCHDq/E36feo5JW1roi/3HjylHRlnRztUlxfT71F3iNSnf3p2aaOxWSM1RUVhNAfHRAfH1Yl5NEbdwWFjikooFMLBXoKiF6XNKoKjXQ23qa2gAjSvKZN3E1cr9EdtAstWDo761JKxZeKGpsRqk4w5iOA0YBUVoOo3GRS8TzImDg6BwAFFxaU4ePwszl6+TdfesJfYoHO7QFRXy/DJVz/SURqJrRVmjx8CsVhEOzEU6lM4Dna2aOnTAo+e5tDLxZ0d7ZGj5uA4aSwb14zKqKO99492BEestrmhyVNUzrVTVKb+StaI4LC0kaOTg8rB0V650pRpDhEc9evD1O0N1Av9UcvEWcvBUV8Grm+ZeE0o0VBNKMpJ4yQHR0hFYIT1cvTFYhEqq2QkB4dAIGiiVCrx5a6fcOr8TVRVy9DSR1UUb8sPx5BX8AJ7jp3DndTHcHSQYPrYwfjfJ/9C904hAFQPZ/U9nrSnoNqrOUAikVCnHL/6FJWjkUJv1KosQJUEqR3GpjY3BEz/xasePTI1z0H9M0yXsxrCyV7VZ80pgqPt4DS1In9A/ZKMawv9qdXBYWmZuHrujD7nvKW3O3w8XBFeM7a1oVdRcbDSj2q3xMa6XqvpqM/zPYLDa+t37tyJjh07wt3dHf369cNff/3V2CYRmhnlFZWIO30F3x4+iZKaPYD+vJyocmDsbbHxw3lYt3QOOoT640VJOZZ+9g0Skx9BYmuFFYunIGpAuM7Nkcq1EYuFOlMNVI4OoHKGtG9emlNUhiM4tjZW9PQXVUxQG+pXqSnLxAHNCI4phf4ArSRjlh48VDSqOeXgiESqiBtFk5yisqn/Kiq5XIGKmn2oTM0Pqwv1h7++a1dia42NH76JUUN66f28JYfLxKlrob7FM1t6u8PJQfJS91PjAt7eAY4cOYKYmBhs3LgRERER2LlzJ8aPH49Lly7B19e3sc0jNBFKyytxIykVGTn5CGvbGj4ebgBUG1rGn7mGUxdu0NV7/0l5hEXTX8een/4AAEwf+yr9/n9Nfx3/t3YniorLIBYJ8e/osfD1lOr9zvbB/og/c02v4xHa2o+eOtJeIg6obmiWFmJUVcuMOjgA4NXCBUUvSuFk4H10BMfEh4l69MjUX8nqESq2dqqmHDe2kkn5gqWFmF4KzfcHkz7UnQhTk1+pQn8yWW0Eh62pS41Cf/W4dq1ewjLx+kZFly2ciGqZnJPo0suEt9b/73//w5QpUzBjxgwAwIYNG5CQkIBdu3bhP//5D+ffr1QqcflWMitaT58+RV6JjBUtrjT5YOO91Ps4dfke0tKfQSQWIaSVDwJbeulMl1TL5Hj4JAspD56iuLQcrf08EdTKm37YlpZVIDU9AykPniLlwWNIJKoH5g9HEtClfSAc7Gxx/loSZDJVYb7Q1j54UVKGxxnPEbPuGyiVQIdQf/Tu2pb+TicHO7wzezT2/PwHuoT60Eu+9dEhtBU6t2utk48DqJyA1n6eSE3P0Jm+AlRTSy5O9sh6XgAHe+MPOQ+pC+6mPdEpjkdBrQwxdYrKwc4WYrEQMpmCQQSHfQeHSpi2akYRHEC1GodycJpkBKchScYKtRwcliI4AoGA8fWuDrVMnJsIDuXg1G9MiUT6a/fwDV7eAaqqqnDr1i0sXrxY4/WBAwfi8uXLL8UGuVyBTd/8xIpWaWkp/RBlC7Y1+Wjjo6c5OHnuRp2fy3pegAvX7+g9ZiEWoW2QH1wc7XDl7xS6Po1AAPQIC8GIQREIauWNFyVlWLftANLSM2FpIUb0xKE60Ze2QS2xZskspKamGrXHytICMQsmGjzeLrglUtMzNKaE1HFzdkDW8wKd2jbaUInG+iJBgCrEDuiv8aEPgUAAN2dHZD0vMPnGqqq0LIRcrqC/r6GEBvjA0kKM4AAfVvT4gnpUoynm4NhYW9LXiqlLq9X3onqamQtAd4uQhmBlaQGZrLJejgQ1BcxFrhjlADbFekhM4KWDk5eXB7lcDqlUM8QvlUqRk5Oj9zN1PVSYkJqaCplcjta+biwpsqXDpab522ghdoevhyv8fVpAJpMj/VkOnmXnQ65QarxPAMDdzQkBPi1gJ7HBo4znSH+Wg8oqVTRJLBLCz9MN/j4t4O3uQs/j9wkLwMVbKaiskiEiLEhVPE9WRl9bk4f1QMJft9HSR4riwjwUF+YZtLUh12MbfymetmuJNv5SWkddr3s7P1hbAFaCaqPf4yuVoHOoL0Jauup9X5dQb4gggyWqTLa3f7dgPM7MRemLfKQWF2gcM6QxrE8HVFbJ8Cg93aTvMEXzgzdfh1gkYtzPbN4nXrZmeXkpSktVe4tlZz5DUf7zBuk1FLY109LS8Fqv9pArFHj48IFJn3mW8QylpaXIzs7Bo4znKK+oho1YoXfc1IdBPdqivKIST588pl8zVbOluwO6tPGDt6ut0c/Ux0aJhQJd2/qhfWt3vZ9n+9y8rOsnKCiIkQYvHRwK7V/ISqXSYMY4044xRGpqKq21JjSUdU22YFuT2Kiic1hHo+9v366t0eP6NOtDWMf2BvWCgoIwdJBpOl0MtCc1NRVDBvTBkAF9GNllqF3G2lzfvuDj9cOlppuLCyqqlBCLhWjfrq3Jq2f40G5Kj6lmmUwEiUSCwpIqCEWWaOUnRY9unVmzUfvzTDUpWwzREBs7tG/HuubL0GNTk5erqFxdXSESiXSiNbm5uTpRHQKBQGgOULVhmuJGm/WFir5Se3S1M5L7Rmh68NLBsbS0RFhYGE6fPq3x+unTp9GjR49GsopAIBAaDypZtSkmGNcX7dVW6mUWCE0f3k5RLVq0CG+++Sa6du2KHj16YNeuXcjKysKsWbMa2zQCgUB46VCJpcTBqUW7UF27IL9GsoTQGPDWwRkzZgzy8/OxYcMGZGdno02bNjh48CD8/MgFTCAQmh/0FFUTXEFVX9SrDft4uNa5spDQtOCtgwMA0dHRiI6ObmwzCAQCodGxsFBNxzTFfajqi3otF5J/0/zgZQ4OgUAgEDQhOTi6qE9RUVugEJoPxMEhEAiEJoBFzRYEZIqqFirJWCCA3srghKYNcXAIBAKhCRDSyhtWlmKEtGpeFZyN4exgB6mrI7p2CCKRrWYIr3NwCAQCgaBicJ8uGNCzU5PYQ4gtLCzE+O9H8zU2xiQ0H4iDQyAQCE0E4tzoQvqk+ULcWgKBQCAQCE0O4uAQCAQCgUBochAHh0AgEAgEQpODODgEAoFAIBCaHMTBIRAIBAKB0OQgDg6BQCAQCIQmB3FwCAQCgUAgNDkEhYWFysY2gkAgEAgEAoFNSASHQCAQCARCk4M4OAQCgUAgEJocxMEhEAgEAoHQ5CAODoFAIBAIhCYHcXAIBAKBQCA0OYiDQyAQCAQCockhbmwDzB2lUokzZ87g8uXLyMnJgUAggFQqRUREBPr16weBQMBY8/79+zp6PXr0QOvWrc3GRrY1ubARYL8vm+O5Acy/3VxdP2xj7v3IhSYfxjYf+pHC3NvNJ0gdHCNkZGRg4sSJ+OeffxASEgKpVAqlUonc3Fzcu3cPHTp0wL59++Dl5WWSXlFREebPn48TJ05AIpHAzc0NSqUSeXl5KCsrw9ChQ7Ft2zY4ODg0mo1caHJhI9t92VzPDR/azUU/AkBpaSkOHz6s9+Y/duxYSCQSk7X40I9caPJhbPOhH/nSboDdccM1xMExwuTJk1FcXIyvv/4a3t7eGseePXuG+fPnw97eHnv37jVJ780330RiYiI2bdqEiIgIjWOXL1/Gu+++i44dO2Lbtm2NZiMXmlzYyHZfNtdzw4d2c9GPycnJGD16NEpKStCrVy+Nm//FixdhZ2eHI0eOIDQ01CQ9PvQjF5p8GNt86EeAH+1me9xwDXFwjODt7Y34+Hh07NhR7/G///4bkZGRePbsmUl6fn5+OHLkCLp166b3+JUrVzBu3Dg8fvy40WzkQpMLG9nuy+Z6bvjQbi76cfjw4ZBKpdi6dSusra01jlVUVGDhwoXIycnBr7/+apIeH/qRC00+jG0+9CPAj3azPW64huTgGMHa2hoFBQUGjxcWFuqc5IYgFDLP+ebCRrY1X3Y/AvXrS7b1+HBu6sIc2s1Fm69fv47Tp0/r/Zy1tTXef/99DBo0iJGmMcyhH7nQ5MPY5kM/moI5tPtlj5uGQlZRGWHMmDFYsGABYmNjkZ+fT7+en5+P2NhYLFy4EOPGjTNZb+jQoXjrrbdw9epVnWNXr17F22+/jWHDhjWqjVxocmEj233ZXM8NH9rNRT86OTkhLS3N4PH79+/DycnJZD0+9CMXmnwY23zoR4Af7WZ73HANmaIyQlVVFWJiYrBnzx7IZDKIRCIAgFwuh1gsxrRp07B27VpYWlqapFdYWIjo6GgkJCTA3t4erq6uEAgEyM3NRUlJCQYNGoQdO3YwukDYtpELTS5sZLsvm+u54UO7uejHtWvXYuvWrXj33XcxYMAASKVSCAQC5OTk4PTp09i0aRMWLVqEpUuXmqTHh37kQpMPY5sP/ciXdrM9briGODgm8OLFC9y6dQs5OTkAgBYtWiAsLIzRigh1UlJScOXKFQ298PBwBAcHm42NXGhyYSPbfdlczw0f2s223pdffolt27YhOzubXi6rVCrh7u6OBQsW4O2332asyYd+5EKTD2ObD/0ImH+7uRg3XEEcHAKB0KxJT0/XuPn7+/s3rkEEAg/gw7ghOTh1oFAocPfuXWRmZuocq6iowL59+xhrlpSUQKFQ6LxeXV2NCxcumIWNbGtyYSPAfl82x3MDmH+7ubp+AMDf3x/h4eEIDw9v8E3a3PuRC00+jG0+9COFubebgs1xwxXEwTHC06dP0bt3b/Tq1Qvt2rXD1KlTUVhYSB9/8eIFFi1aZLJeQUEBxo4di5YtW8LHxwfLli1DVVWVxvERI0Y0qo1caHJhI9t92VzPDR/azUU/Aqqch99++w2XL1+GUqkZyC4tLcW6detM1uJDP3KhyYexzYd+BPjRboDdccM1xMExwsqVK+Hk5IRLly7ht99+Q25uLiIjI5Gbm1svvdWrVyMjIwP79+/H5s2bcfLkSYwbNw5lZWX0e7QvmJdtIxeaXNjIdl8213PDh3Zz0Y93795Fjx49MGXKFAwdOhQDBgzQqC/C9EbNh37kQpMPY5sP/Qjwo91sjxuuITk4RggNDcW+ffvQuXNnAKoQ4dy5c3H37l38+uuvUCqVCA0N1ViCZ4z27dtj+/bt6NWrFwCVJzx58mQIhUIcOnQIJSUljPS4sJELTS5sZLsvm+u54UO7uejHSZMmQSwW4+uvv0ZxcTFiYmJw5coVHDt2DK1bt0ZOTk6T60cuNPkwtvnQj3xpN9vjhmtIBMcIxcXFGpnmFhYW+OabbxAaGoqoqChkZWUx0svLy9PY98PJyQmxsbFQKBQYO3YsSktLG91GLjS5sJHtvmyu54YP7eaiH69du4bly5dDIpHAw8MD3377LUaNGoXhw4cbrfNhCD70IxeafBjbfOhHgB/tZnvccA1xcIzg7++PpKQkjddEIhF27dqFkJAQTJ48mZGer68v7t27p/Gara0tDh8+DACYOnVqo9vIhSYXNrLdl8313PCh3Vz0Y1VVlc5OymvWrMGoUaMQFRWl0yd1wYd+5EKTD2ObD/0I8KPdbI8briEOjhEGDx6M7777Tud1kUiE3bt3o1OnToz0+vXrhx9//FHndYlEgkOHDtVrF1a2beRCkwsb2e7L5npu+NBuLvoxMDAQN2/e1Hl97dq1GDVqFOOHCR/6kQtNPoxtPvQjwI92sz1uuIbk4BhBLpejtLTUYEEkuVyOZ8+ewc/PzyS9wsJCZGZmok2bNnqPl5SU4NatW+jTp0+j2ciFJhc2st2XzfXc8KHdXPTjF198gb/++ov+dazN+++/j2+++cboXj7q8KEfudDkw9jmQz8C/Gg32+OGa0QxMTEfN7YR5sqMGTMgEAjg7e0NGxsbneNCoRCOjo4m661atQq+vr7w9vbWCfMBgKWlJaOLjQsbudDkwka2+7K5nhs+tJuLfuzZsycmTJhg8PiQIUMQExNjsh4f+pELTT6MbT70I8CPdrM9briGODhGePz4MQ4ePIgPP/wQZ86cQVFREaRSab03Ezt+/Di++OILbNq0CcnJyQBU864WFhZmYyMXmlzYyHZfNtdzw4d2c9GP/fr1w/Pnz+Hg4AB3d/d661DwoR+50OTD2OZDPwL8aDfb44ZryBSVCeTk5CA+Ph5xcXH4888/ERAQgKioKERFRSEsLIyx3vXr1xEXF4e4uDg8evQIffv2RVRUFIYNGwY3NzezsJELTS5sZLsvm+u54UO72dSLjY1FfHw8fv/9dzg6OiIyMhKRkZHo06cPhML6pybyoR+50OTD2OZDPwLm3W6uxg1XEAeHIaWlpTh16hTi4uJw8uRJ2NraIjIyErNnzzY4d2qMBw8e4Pjx44iLi8P169fRpUsXREVFYezYsRpLBhvTRi40ubCR7b5srueGD+1mS08mk+Hs2bOIj49HfHw8SktLMWTIEERGRmLw4MH1SjnIeLoAACAASURBVA6m4EM/cqHJh7HNh34EzLfdXI4bNiEOTgOQy+U4f/484uPj0bZtW0yfPr1Benl5eYiLi0N8fDx69uyJxYsXm52NXGhyYSPbfdlcz01ubi59EzPXdrOpd/PmTfrX84MHD9C3b1+8++67iIiIaJCNzfX64cJGtq9JPvQjwP41xIdx01CIg9NIyOVy5OXlQSAQwMXFBSKRqLFNItTA9bnJyMiAUqmEt7c3K3q5ubl4+vQpfH194erqyoqmuUKdG5FIxHlb09PTERcXB29vb4wcOZLT72oKcH1u8vPz4eLiwpremTNnEB4eDltbW9Y02YLLexDb9x9tzGncmN+kmZlx6dIlrFixAhs3bsTTp081jhUWFjLeQO/YsWN47bXX4OnpidDQUISEhMDT0xOvvfYafv31V8b29erVCxs2bEBGRgbjzxoiLS1NY8+TixcvYsqUKYiIiMDIkSNx/Phxxpq7du3C3Llz6boMBw8eRJcuXdC+fXusWrWqXnY+fPgQO3bsoMuYq1OfjeTYPjc5OTkYNWoUfH19MWfOHFRWVmL+/Plo164dOnTogIEDB+rd5dcY27dvp3cULi0txcyZMxEcHIwBAwYgKCgIs2fPZlzx9NSpU1i1ahX++OMPAMDZs2cxatQoDBs2TG8djYZy7949xjU4fvvtNwwbNgxeXl4IDQ1FUFAQ/Pz8MG/ePDx58oR1GwFVobSFCxeadJNW3xQRUF2bMTExmDBhAhYvXoxbt27VywYuxo0xzOHc/PLLL3R/yWQyfPTRR/Dx8UFgYCB8fHzw8ccfQyaTMdbVZvz48Q26dth+NgDs3oO4uP/o48aNGxrnjMm44Rri4BghPj4eUVFR+Ouvv3Dw4EH06tULv/32G328qqqK0fb1u3fvxuzZsxESEoIdO3bg119/xbFjx7Bjxw6EhoZizpw5jB8od+/exebNm9GxY0dMmjQJJ06cgEKhYKShTXh4OL0h27lz5xAVFQWZTIbRo0fDzs4O06ZNQ0JCgsl6mzdvxooVK1BRUYG1a9diw4YNWLp0KaZMmYJp06Zhx44d2L17NyMbL126hD59+uDzzz/H+++/j4iICI2HSEVFBfbt22eyHhfn5sMPP0RBQQE+++wzFBYWYsqUKbh9+zbi4+Nx4sQJAMB//vMfRpqbN2+ml3x+8sknSEpKQmxsLJKSkvDTTz8hOTkZK1euNFlv3759mDRpEk6dOoXp06djz549eOONN+Dn54fWrVtjyZIl+OmnnxjZWBdVVVWMHiz79+9HdHQ0unbtisWLF0MqleLtt9/Gxx9/jGfPnqF///64f/8+Ixt8fHywePFiXLt2jan5evHw8MDz588BAImJiejduzfOnj0LqVSK27dvY8iQIbh+/TojTS7GTV2Yw7n55JNPUFlZCQD4/PPPceDAAXz66ac4fvw41qxZg0OHDuHzzz83Wa9Xr156/8lkMkydOpX+mwlsPxsA9u9BXNx/PvnkE5w6dQqAKnL86quvYtCgQYiOjsaAAQPw2muvNWgzT7YhU1RGGDx4MF599VUsXboUALBjxw58/PHH2LZtG0aMGMF4Y7HOnTvj3XffNTjX+f333+OLL75g9GvP2dkZiYmJuHjxIr7//ntcuHABnp6emDp1Kt544w20bNnSZC11zZSUFEilUowcORJBQUEaN5SVK1fi8uXLiIuLM0kvPDwcS5Yswfjx4/H3339j0KBB+OKLL+h++P7777Fr1y6cOXPGZBtHjBiBoKAgfPHFF6isrMTq1avx3Xff4fDhwwgPDzeLcxMSEoK9e/eia9euyMvLQ2BgII4cOYIBAwYAUDlps2bNwt27d03WdHd3x7Vr1+Dr64uuXbvi888/p/UozTlz5uCff/4xSe+VV17B1KlTMX/+fPz555+YNGkSPvzwQzr6tXnzZhw/fpy+IZpCXZGzgoICnDhxwuRzEx4ejpiYGIwZMwaAar7/jTfeQFJSEgQCAWbPno2qqirs2bPHZBudnZ3h7++P9PR0tGnTBjNnzsSECRPqvYRWfcxMnDgR1tbW2L17N72yZNGiRcjOzjZYIE0fXIwbPpwb9Ws8IiICy5cv14iGJCQk4L333jN5LLq5uaF///7o1q0b/ZpSqcSGDRswe/ZsemUSk/otbD8bAPbvQVzcf9q0aYODBw+iQ4cOWLBgAVJTU/H111+jdevWePjwIf71r3/Bx8cHX3/9tcmaXEIiOEa4d+8eJk6cSP89d+5cbNmyBW+++SZ++eUXxnqZmZno2bOnweMRERH12gDN2toaEyZMwK+//oqrV69i7Nix+Pbbb9GlSxeMGTOmXrZS3Lt3D5MmTdJ4beLEiXSdBlN48uQJevToAQDo1KkTRCIRunfvTh/v06cPHj58yMiuxMRE+mZtZWWFVatWYdmyZRg3bhwuXbrESAvg5twUFxdDKpUCAFxdXSEWizVqR3h4eODFixeMND08PPDgwQMAqiiVdqEuJycnFBYWmqz34MEDDB06FICqxoVMJkO/fv3o46+99hpSUlIY2bh//37cv38fubm5ev8xsQ9QXT9du3al/+7cuTOys7Pp87Fo0SKcO3eOkaZAIMDJkycRHx+PTp06YeXKlWjTpg3efPNN/PXXX4y0tElKSsKCBQs0ls3Onz8fiYmJjHS4GDd8ODcuLi701ElBQYFOcbuWLVsiJyfHZL1jx44hLS0NQqEQS5cuRUxMDJYtWwahUIjo6GjExMQwLk7H9rMBYP8exMX9Jz8/n66MfOHCBaxevRqtW7cGALRq1Qpr1qzB6dOnGWlyCXFwjGBlZaVTcnrkyJHYunUrFixYwDh0Hxoaim+++cbg8d27dyM0NLRetlIEBgZi1apVuHPnDnbu3Am5XI7Zs2cz1iksLERBQQGsrKx0Ck1ZWlqioqLCZC0bGxuUl5fTf7u5ueksI5TL5YzsEwqFKCsr03htwYIFWLZsGcaPH4+LFy8y0uPi3LRu3ZqOcp04cQI2NjZ0ngsA/PHHH4wjbBMmTMCqVatQUFCASZMmYd26dXT+UVlZGdatW8do5YJYLNbIZ7CysoKdnR39N9NzDajaPWPGDBw4cEDvv88++4yRnp+fH27cuEH/ffPmTQiFQrRo0QKAKnrCNCeDyjGLiIjA1q1bcffuXXzyySe4c+cOoqKi0L17d2zevNlkPYFAQFefFQqFGn0IAPb29owfJlyMGz6cmxEjRuDzzz+HTCZDZGQkdu7cqZETuH37dnTs2NFkvZ49e+LMmTO4ffs2hg0bxkrOFtvPBoD9exAX95+WLVvSER99dW8EAgHj+wWXiBvbAHOmY8eOOHv2LDp37qzx+siRI6FQKDBv3jxGeqtXr8bEiRNx6tQpDBgwAC1atIBAIEB2djb+/PNPZGRk4ODBg6zYbmFhgdGjR2P06NFIT09n/Hnql6NSqcTNmzc1Eg/v3r0LT09Pk7WCgoJw584dhISEAIDO9Elqaip8fX0Z2RcaGorLly+jQ4cOGq8vWLAAcrkcc+fOZaTHxbl56623MH/+fGzZsgXZ2dnYsWMHYmJicPnyZYhEIsTFxeHTTz9lpPl///d/SE5ORlhYGLp06YKLFy8iODgYnp6eyMrKgrOzM6NfkAEBAUhJSUFgYCAA4M6dO7C3t6ePP3r0iHG9jU6dOuHvv/82uFuxQCDQeGDVRXR0NN566y1cu3YN1tbW2LNnDyZOnEivLLl69Sr9K9JUtEvhOzg4YO7cuZg7dy6uX7+Ob7/9FuvXrzd5Ka5SqURYWBgEAgHKy8uRlJSE9u3b08cfPHhAP/RNhYtxw4dzs2LFCowePRrdu3dHjx498PPPP+PMmTMIDAzEgwcPUFBQwNiBcHJywg8//ICdO3di8ODBWLVqld7tEEyF7WcDwP49iIv7z8yZM7FixQoEBgZi3rx5WLFiBbZv345WrVohPT0dH3zwAQYNGsS06ZxBcnCMcOzYMVy4cMHgr5rY2Fjs3r2bUXb7o0ePsGvXLly9epUOs7Zo0QLh4eGYNWsWY496+PDh2LNnT4PKb2tz/vx5jb89PDzoByAAbN26FdXV1XjrrbdM0rtw4QIkEonBqpnbt2+HXC7HggULTLbx+++/x/nz57F9+3a9x7/66ivs3LmT0bQA2+cGUM1zX716FREREejevTuSk5OxadMmlJeXY+jQoZgyZQpjTUD16ysuLg7p6elQKBRwd3dHREQExo0bx6jI1i+//AIXFxe88soreo9v3LgRpaWl+Oijj0zWzM7ORmVlJeO9l4zxzTff4ODBg6isrMSgQYOwZMkSWFtbAwDu378PuVyO4OBgk/XUc2YMUVJSohOJMcTevXs1/g4KCtKYTlq3bh2KioqwZs0ak23kYtzw4dwAqtVTe/bs0XuNz549u0FLnP/55x9ER0cjOTkZFy9erFfUnItnA8D+PYiL+88HH3yAHTt2oFWrVnj8+DGqqqroSHCnTp1w4MABxs48VxAHh0AgNDsWLlyIdevWaUSrCM2HqqoqZGVlwcvLC2IxmchgSmpqKuLj43Wcz/79+zcoMsY2xMExAxQKBeRyeYM25gNUm6vl5ORAIBBAKpWy+ivNnGmu7WYb0o/sQPqRPUhfNvz5UFJSglu3btH92KJFC3Tq1Mnk6CSfIUnGdRAbG4sZM2bg7bff1lmel5eXx6goVnV1NT7++GO89tprdJGuTZs2wcvLC15eXpg7dy5d/4EJ//vf/9CuXTuEhYXh1VdfxeDBgxEWFoZ27dphy5YtjPXq4vbt24wrirLZjxQvs931aTNXmmz3JR+un5epV1/40o9sXz/NdWyz3W62nw8ymQxLly5FUFAQRowYgXnz5mHu3LkYPnw4goKCEBMTg+rqakY2mtIGrgpv1gfi4Bhhz549ePPNNyEUCvHs2TMMGTIE3377LX1cLpczOpmfffYZ9u7di27duuH48eN49913sXPnTnz11Vf46quvcOHCBWzdupWRjevXr8dnn32GWbNmISEhAbdv30ZiYiISEhIwe/ZsfPbZZ9iwYQMjTVNgkojIdj8CjdNuJm3mSpPtvuTD9cOVHpsPKL70I9vXT3Md21y0m+3nw/Lly3H06FH897//RVpaGl0KIC0tDV999RWOHj2KFStWMLKxLpKTk+vl0HIFmXw0wtatW7F+/Xp6mfWJEycwb948VFZW4s0332SsFxsbi6+++gpDhw7FnDlz0K1bN+zcuZMukmVtbY0NGzbgnXfeMVnzu+++w5YtW3TKgvv6+qJz584ICgrC0qVLsWTJEpM16yoxXlpaymiele1+BNhvN9tt5kqT7b7kw/XDRT/u2bMH77zzDkaMGEE/oNavX4+ZM2cCYP6A4kM/AuxfP811bHPRbrafD4cPH8auXbs06loBqpo448ePh1QqxZw5cxiXBuATxMExwsOHDzWWvA0dOhQHDx7EhAkTIJfLMW7cOEZ6WVlZ9NLRgIAAWFpaaiwl7dy5M2OvPz8/3+gKhaCgIMbFuy5dukTvh2LoO5lU9GW7Hykb2Gw3223mSpPtvuTD9cNFP7L9gOJDPwLsXz/NdWxz0W62nw8VFRVGp95cXFwY16ypKzrD9pRXQyEOjhEcHByQnZ2tsTQvIiICBw4cwIQJE5Cdnc1Yr6ioCD4+PgCgk+hVXV3N+JdEly5dsH79emzduhWWlpYax6qqqrBx40Z06dKFkWZwcDCGDBlisGR4YmIiozoUbPcjwH672W4zV5ps9yUfrh8u+pHtBxQf+hHg5p7WHMc2F+1m+/nQp08ffPDBB9i+fbuOc5eZmYkVK1YYLA9hiOzsbEyaNMlgbaPMzExs27aNkSaXEAfHCF26dMHvv/+O8PBwjdd79uyJ/fv3Y8KECYz0QkJCkJiYiHbt2gGAxuZsgKrIWqtWrRhprl+/HmPGjEFgYCB69uypURzq4sWLsLW1ZTx4qWJghrCysqIHoSmw3Y8A++1mu81cabLdl3y4frjoR7YfUHzoR4D966e5jm0u2s3282Hjxo2YMGEC2rdvj5CQEEilUggEAuTk5ODevXsIDQ1lXLy0TZs2aNeuncFCqrdv3zYrB4csEzfC+fPnceXKFfz73//We/zcuXPYt2+fyVn99+7dg6WlpcGL9MCBAxCLxRg7diwjO4uLi3Hw4EG9xaHGjRtH7x1iKpWVlZDL5bC1tWX0OUOw3Y8UbLab7TZzpclFX5r79cNFP06ZMgXt2rXD8uXLdY5duHABEyZMQHl5OaPNEs29HwH2r5/mOra5aDcXzweFQoGEhAS9/Thw4EC92y0YIyYmBkqlEuvWrdN7/OHDh1i8eDHjAodcQRwcI/zzzz+0N22OenzRJDaar2ZztZHtBxQf+pELTWKj+WrGx8dj4MCBsLKyYk2Tb4hiYmI+bmwjzJVu3brh22+/xePHj2FlZQVfX98GVWlkW09b09raGj4+PqxqNpd2c22juWo21+unuLgYI0eONHi8ZcuWiIqKqpeN5tqPXGiSsW2+mlOnTsXq1atx48YNVFRUwNfXFzY2Ng2yMT4+Hn5+fryp/kwiOEaorq7G2bNnER8fj/j4eJSXl2PIkCGIjIzE4MGDGYc82dbjiyax0Xw1m6uNfn5+cHZ2RmRkJCIjI9G7d2/G4XqubeSDJrHRvDWpLRWOHz+Omzdvolu3boiMjMTw4cPh7+/PWC88PBzPnj1D//79ERkZiWHDhplFkU1DEAeHATdu3EBcXBzi4uLw8OFD9O3bF1FRURg2bJjRTftelh5fNImN5qvZXGzk4mHCto181CQ2mq/m8+fPaWfn7NmzaNWqFSIjIxEVFaWzK7ox2HaauIQ4OPXk4cOHiIuLw/Hjx3Ht2jV8+umnBjPLG0OPL5rERvPVbE42cvGAYttGvmkSG81Xs6ysDAkJCTh+/DhOnjyJRYsW4b333mOsw5bTxBXEwWGB/Px8FBQUGKwN0Nh6fNEkNpqvZnOykYsHFNs28k2T2Gi+mgqFAvn5+XBzc2uQDltOE5sQB6cBFBYWIj4+HpMnT250vZKSEtja2urkEVRXV+PKlSvo3bt3o2uyrSeXy5Geng4/Pz9YWFigoqICR48eRWVlJYYOHcr4lzfbenzS1GbYsGHYtm2bRp0Yc9PkwkZtGvIwSUxMxIMHD+Du7o6IiIgGJ6HyRbOhegUFBRCLxbC3twegWl20e/duPHnyBH5+fpg1axbatm3baHp80dy8eTNGjRoFX19fRnawAVtOU0MhDk4DuH37Nvr168eoVgbbegUFBYiOjsaZM2dgZWWFGTNmYOXKlXQF0JycHISGhjaqJhc2pqSkYPTo0cjIyICfnx9++eUXTJ8+Hffv34dSqYSVlRV+//13BAYGNooeXzSPHj2q9/VZs2bh008/hZeXFwDg9ddfN9lGtjW5sNEQ9XWaoqOjsWnTJtjb26OkpATTp0/H6dOnIRKJIJfLERYWhp9++glOTk5NSpMLG4cOHYp//etfGD58OP7880+MHTsWXbt2RXBwMNLS0nD9+nUcPnwYffv2bRQ9vmg6OztDKBSif//+mDlzJiIjIyESiUy2Rx+N6TTVB+LgGKGufT+Sk5MxceJEkx/MbOsBwHvvvYe//voLn3zyCV68eIE1a9bA29sb+/fvh62tLXJychASEoKCgoJG0+TCxilTpkCpVOLDDz/Enj178Mcff6B169b47rvvoFAoMGPGDDg4OGD79u2NoscXTWdnZwgEAqO7KQsEAkbXJNuaXNjIttPk4uKCe/fuQSqVYsWKFTh69Ch2796Nzp07IykpCdHR0Rg0aBDWrFljso180OTCRl9fX/z5558ICAjAsGHD0KtXL41drzdu3Ij4+HicOnWqUfT4ouns7IyNGzfi6NGjOHv2LNzc3DB16lRMmzYNAQEBJtulrcm208QlxMExAnVjNYRSqazXjZotPQBo3749tm/fjl69egFQTXNNnjwZQqEQhw4dQklJCePoCNuaXNgYGBiII0eOoGPHjigtLYWPjw/i4uLQs2dPAMDly5cxZ84cJCUlNYoeXzTHjh0LsViMLVu2wNXVlX7dzc0N58+fR2hoqMm2caXJhY1cOGEpKSmQSqXo2bMn/u///g+jR4+mj588eRLLli3D9evXGdlo7ppc2Ojj44OEhASEhIQgODgYsbGx6NChA3384cOHeOWVV/D06dNG0eOLpvq5SU9Px/fff499+/YhOzsbvXv3xsyZMzFixAid/b7q0mTbaeKS+hd+aAY4ODhgzZo1+OOPP/T+Y/LLmws9AMjLy6N/bQKAk5MTYmNjoVAoMHbsWJSWlja6Jhc2lpaWwtnZGQAgkUggkUjg4eFBH/f29sbz588bTY8vmrGxsejTpw/69euHhIQERra8LE0ubBw4cCBeffVVpKWloaCggP4nEolw8eJFFBQUMJ56pn68UFOu6oSGhuLZs2eM7eSDJtt63bt3R1xcHACgdevWuH37tsbxxMREegw0hh6fNCn8/f3x0UcfISkpCd999x1sbGwwb948tGnThrHWiBEj8PPPP+PGjRt44403sH//fnTr1g0jRoxAbGwsqqqq6mUjF/CjHGEj0bFjR1RUVCAsLEzvcZFIZPQXINd6gCqsee/ePY36A7a2tjh8+DDGjRuHqVOnMtLjQpMLGz08PPDs2TN6LnjlypUaCW25ublwdHRsND0+aS5evBh9+vRBdHQ0Xn31VXzyySeMPv8yNNnWi42NxebNm9GvXz/897//1dhZvL6sXLkSNjY2EAgEyMrK0nh45OfnQyKRNElNtvU+/PBDjBkzBmVlZRgzZgxWrFiBBw8eICQkBKmpqfj666/x/vvvN5oeXzT1zRaIRCKMGDECI0aMwJMnT7Bnzx5GNqpDOU3Lly9HXFwcfvjhB8ybNw9OTk64f/9+vXXZhDg4Rhg3bhzKysoMHnd3d8fSpUsbTQ8A+vfvjx9//BGvvfaaxusSiQSHDh3SCBc3liYXNvbt2xf37t1DREQEAGDOnDkax//880906tSp0fT4pAkAnTt3xpkzZ/Dee++hf//+jB3tl6HJth6bTlOvXr3w8OFDAKqohXa+3cmTJxlPpfFBkwsbu3btitjYWCxfvhxXrlwBoMo/AQBPT0/ExMRgwYIFjabHF826xoevry+WLVvGyEaunSa2ITk4PKewsBCZmZkGQ40lJSW4desW+vTp02iaXNhYFw8fPoSlpSW8vb3NUs+cNQ8cOICzZ89ixYoVGtNfDYFtTTb1iouL8d577yEpKQn37t3DhQsX6pXXY4z09HRYWFiweq75oNlQvdzcXKSnp0OhUMDd3b3BJQHY1jNnzcePH8PHx6dBW5Boo57XwweIg1MHz549w65du3D58mXk5ORAIBBAKpUiIiICM2fOhI+PT6PqGdPs0aMHZs+eXa+bC9uaL9NGPpwbc9I0dm5mzZrF+jVZH00ubNSmoU4TH841F5rERvPVZFuPC6eJS4iDY4SLFy9i/PjxcHd3x8CBAyGVSqFUKpGbm4vTp08jOzsbhw4doqcLXrYeXzSJjear2VxtBNh1mvjQj1xoEhvNV/Nlj5uGOHZcQRwcI/Tv3x/h4eFYv3693uNLly7FlStXcPr06UbR44smsdF8NZurjWzf/PnQj1xoEhvNV5MP44ZriINjBA8PD5w7dw5BQUF6j6ekpKBv377IyspqFD2+aBIbzVezudrI9s2fD/3IhSax0Xw1+TBuuIYfE2mNhLu7Oy5dumTw+KVLl+Du7t5oenzRJDaar2ZztTE5OdnoBppz5szB3bt3G9VGPmgSG81Xkw/jhmvIMnEjLF68GP/+979x48YN9O/fHy1atIBAIEB2djbOnDmDvXv3Yu3atY2mxxdNYqP5ajZXG6mbv6Fft0xv/nzoRy40iY3mq8mHccM1ZIqqDo4cOYItW7bg1q1bkMvlAFTr/sPCwrBo0SLGNVzY1uOLJrHRfDWbo407d+7EsmXL8MYbbxi9+c+ePbvRbOSLJrHRfDX5MG64hDg4JlJdXY28vDwAgKurKywsLMxKjy+axEbz1WxuNnLxgGLbRj5pEhvNV5MP44YLiINDIBCaNVw8oAiEpg4fxg1xcAgEAoFAIDQ5yCoqAoFAIBAITQ7i4BAIBAKBQGhyEAeHQCCYNVFRUYiKimL0mXPnzmHt2rVQKBQcWUUgEMwd4uAQCIQmx/nz57Fu3Tri4BAIzRji4BAIBAKBQGhyEAeHQCCYDbGxsejevTtatGiBiIgIHDt2TON4RUUFli1bhp49e8Lb2xvBwcGYOHEiUlJS6PesXbsW69atAwC4ubnByckJTk5O9PGysjL85z//QceOHSGVStGxY0d8/vnnJNpDIDQxyFYNBALBLDhz5gyio6MxZMgQrF69Grm5uVi2bBmqq6sRGBgIAKisrERJSQnef/99uLu7o6CgAN988w0GDx6Mq1evwt3dHdOnT0dGRgZ++OEHnDhxAiKRiP4OmUyGsWPHIjk5GUuWLEG7du1w9epVbNiwAQUFBfj0008bq/kEAoFliINDIBDMgrVr1yI4OBj79u2DUKgKLoeEhGDw4MG0g+Po6IjNmzfTn5HL5Rg0aBCCg4Nx+PBhLFq0CN7e3vDy8gIAdOvWDWJx7W3u8OHDuHjxIo4fP47evXsDAPr16wcAWLduHd555x1IpdKX0l4CgcAtZIqKQCA0OnK5HDdu3MDrr79OOzeAykHx8/PTeO9PP/2EQYMGwc/PD66urvDy8kJJSQnS0tLq/J6EhAT4+vqiR48ekMlk9L+BAweiuroaV69eZb1tBAKhcSARHAKB0Ojk5eWhuroaLVq00Dmm/lp8fDxmzZqFyZMnY+nSpXB1dYVQKMT48eNRUVFR5/c8f/4cT548gZubm97j+fn59W8EgUAwK4iDQyAQGh1qL5ucnBydYzk5OfD19QWg2ugvICAAW7dupY9XV1ejoKDApO9xcXFBy5Ytou060wAAAcNJREFU8e233+o9rh0tIhAI/IU4OAQCodERiUTo0qULjh49imXLltHTVNeuXcPjx49pB6esrEwjpwYA9u/fT+9qTGFlZQUAKC8vh729Pf36oEGDcPToUUgkEgQHB3PZJAKB0MiIYmJiPm5sIwgEAsHX1xdbtmzB33//DXt7e1y+fBnvv/8+bGxs4OLigqlTp+LFixfYu3cvioqKYGFhgV9++QVffvklhEIhgoKCMHz4cACqqaYjR47A0tISNjY2yM7OhqenJ9q0aYNz587REaDy8nKkpqYiISEBq1evxuuvv26WuyITCATmkN3ECQSC2XD48GF89tlnePz4MQICArB8+XJs27YNAHD8+HEoFAqsWbMGe/bsQVFRETp37oy1a9fijTfeQJ8+fWjHRS6XY+nSpfj555+Rl5cHpVKJwsJCAKpaOps2bcKRI0fw6NEj2NraolWrVhgyZAiWLFmiEyEiEAj8hDg4BAKBQCAQmhxkmTiBQCAQCIQmB3FwCAQCgUAgNDmIg0MgEAgEAqHJQRwcAoFAIBAITQ7i4BAIBAKBQGhyEAeHQCAQCARCk4M4OAQCgUAgEJocxMEhEAgEAoHQ5Pj/5mylprlI8NoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "region_case_trend.extract(['new']).oplot(width=8, xlab=25)\n",
    "label_val(region_case_trend, last_day, 'new')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_rate_trend(region_case_trend, 'arate')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "region_recent = region_case_trend.after(\"04/01/20\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "region_recent.extract([region, 'active', 'new']).oplot(width=8, xlab=25)\n",
    "label_val(region_recent, last_day, region)\n",
    "label_val(region_recent, last_day, 'active')\n",
    "label_val(region_recent, last_day, 'new')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_model_rate_trend(region_recent, 'arate')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "proj_trend(region_recent, region, start=7, end=0, dist=14)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "def proj_recent(start=7, end=0, dist=21):\n",
    "    proj_trend(region_recent, region, start=start, end=end, dist=dist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "20fa1a9157f94b008f4c98aed796b9eb",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(IntSlider(value=7, description='start', max=21, min=5), IntSlider(value=0, description='…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = interact(proj_recent, start=(5, 21, 1), end=(0, 14, 1), dist=(7, 30, 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}