State-wise Unreported COVID-19 Cases in the U.S..ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Predict the state-wide true case counts\n",
    "\n",
    "This project uses the testing rates per state (from [https://covidtracking.com/](https://covidtracking.com/)), reported case counts by state and the reported mortality rates by state to **estimate the number of unreported (untested) COVID-19 cases in each U.S. state.**\n",
    "\n",
    "The analysis makes a few assumptions:\n",
    "\n",
    "1. The probability that a case is reported by a state is a function of the number of tests run per person in that state.  Hence the degree of under-reported cases is a function of tests run per capita.\n",
    "2. The underlying mortality rate is the same across every state.\n",
    "3. Patients take time to succumb to COVID-19, so the mortality counts *today* reflect the case counts *7 days ago*.  E.g., mortality rate = (cumulative deaths today) / (cumulative cases 7 days ago).\n",
    "\n",
    "In all, the model attempts to find the most likely relationship between state-wise test volume (per capita) and under-reporting, such that the true underlying mortality rates between the individual states are as similar as possible.  The model simultaneously finds the most likely posterior distribution of mortality rates, the most likely *true* case count per state, and the test volume vs. case underreporting relationship.\n",
    "\n",
    "Please see the source code in [source](source)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING (theano.configdefaults): install mkl with `conda install mkl-service`: No module named 'mkl'\n"
     ]
    }
   ],
   "source": [
    "# Setup and imports\n",
    "%matplotlib inline\n",
    "\n",
    "import warnings\n",
    "warnings.simplefilter('ignore')\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import pymc3 as pm\n",
    "\n",
    "from source import data, model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dropping 4/56 states due to lack of population data: AS, GU, MP, VI\n",
      "Dropping 5/52 states due to lack of tests: GA, HI, MA, PR, TX\n",
      "Dropping 4/47 states due to lack of positive tests: AK, AL, ID, WV\n",
      "Dropping 0/52 states due to lack of tests: \n"
     ]
    }
   ],
   "source": [
    "df, df_pred = data.get_statewise_testing_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(43, 15)\n",
      "(52, 15)\n",
      "{'MA', 'HI', 'AL', 'GA', 'TX', 'AK', 'WV', 'PR', 'ID'}\n"
     ]
    }
   ],
   "source": [
    "print(df.shape)\n",
    "print(df_pred.shape)\n",
    "print(set(df_pred.index) - set(df.index))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initialize the model:\n",
    "# import importlib\n",
    "# importlib.reload(model)\n",
    "mod = model.case_count_model_us_states(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Sequential sampling (1 chains in 1 job)\n",
      "NUTS: [tau_logit, sigma, beta, alpha, mu_0]\n",
      "Sampling chain 0, 0 divergences: 100%|██████████| 1000/1000 [03:55<00:00,  4.24it/s]\n",
      "The acceptance probability does not match the target. It is 0.7207362300991605, but should be close to 0.8. Try to increase the number of tuning steps.\n",
      "The chain reached the maximum tree depth. Increase max_treedepth, increase target_accept or reparameterize.\n",
      "Only one chain was sampled, this makes it impossible to run some convergence checks\n"
     ]
    }
   ],
   "source": [
    "# Run MCMC sampler\n",
    "with mod:\n",
    "    trace = pm.sample(500, tune=500, chains=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x720 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize the trace of the MCMC sampler to assess convergence\n",
    "ax = pm.traceplot(trace)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = len(trace['beta'])\n",
    "\n",
    "# South Korea:\n",
    "ppt_sk = np.log10(51500000. / 250000)\n",
    "\n",
    "# Plot pop/test vs. Prob of case detection for all posterior samples:\n",
    "x = np.linspace(0.0, 4.0, 101)\n",
    "logit_pcase = pd.DataFrame([\n",
    "    trace['alpha'][i] + trace['beta'][i] * x\n",
    "    for i in range(n)])\n",
    "pcase = np.exp(logit_pcase) / (np.exp(logit_pcase) + 1)\n",
    "\n",
    "fig, ax = plt.subplots(1, 1, figsize=(12, 8))\n",
    "for i in range(n):\n",
    "    ax = plt.plot(10**(ppt_sk + x), pcase.iloc[i], color='grey', lw=.1, alpha=.5)\n",
    "    plt.xscale('log')\n",
    "    plt.xlabel('State-wise population per test', size=14)\n",
    "    plt.ylabel('Probability a true case is detected', size=14)\n",
    "\n",
    "# rug plots:\n",
    "ax=plt.plot(df_pred['people_per_test'], np.zeros(len(df_pred)),\n",
    "            marker='|', color='k', ls='', ms=20,\n",
    "           label='U.S. State-wise Test Capacity Now')\n",
    "ax=plt.plot(df['people_per_test_7_days_ago'], np.zeros(len(df)),\n",
    "            marker='+', color='c', ls='', ms=10,\n",
    "           label='U.S. State-wise Test Capacity 7 Days Ago')\n",
    "ax = plt.legend(fontsize='x-large')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row0_col0 {\n",
       "            background-color:  #67000d;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row0_col1 {\n",
       "            background-color:  #67000d;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row0_col2 {\n",
       "            background-color:  #ffece4;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row0_col3 {\n",
       "            background-color:  #fc8a6a;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row1_col0 {\n",
       "            background-color:  #fcb99f;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row1_col1 {\n",
       "            background-color:  #fc9e80;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row1_col2 {\n",
       "            background-color:  #fdcdb9;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row1_col3 {\n",
       "            background-color:  #fee3d6;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row2_col0 {\n",
       "            background-color:  #fdd1be;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row2_col1 {\n",
       "            background-color:  #fca285;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row2_col2 {\n",
       "            background-color:  #fc8d6d;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row2_col3 {\n",
       "            background-color:  #fff0e8;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row3_col0 {\n",
       "            background-color:  #fca183;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row3_col1 {\n",
       "            background-color:  #fcaf93;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row3_col2 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row3_col3 {\n",
       "            background-color:  #67000d;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row4_col0 {\n",
       "            background-color:  #fee8dd;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row4_col1 {\n",
       "            background-color:  #fdcebb;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row4_col2 {\n",
       "            background-color:  #f24734;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row4_col3 {\n",
       "            background-color:  #fff3ed;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row5_col0 {\n",
       "            background-color:  #fee4d8;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row5_col1 {\n",
       "            background-color:  #fdd0bc;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row5_col2 {\n",
       "            background-color:  #fc9777;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row5_col3 {\n",
       "            background-color:  #fff0e8;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row6_col0 {\n",
       "            background-color:  #fee5d8;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row6_col1 {\n",
       "            background-color:  #fedbcc;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row6_col2 {\n",
       "            background-color:  #fdc5ae;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row6_col3 {\n",
       "            background-color:  #fee8dd;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row7_col0 {\n",
       "            background-color:  #fee6da;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row7_col1 {\n",
       "            background-color:  #fedccd;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row7_col2 {\n",
       "            background-color:  #fcbba1;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row7_col3 {\n",
       "            background-color:  #ffebe2;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row8_col0 {\n",
       "            background-color:  #feeae0;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row8_col1 {\n",
       "            background-color:  #fee5d8;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row8_col2 {\n",
       "            background-color:  #fcbca2;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row8_col3 {\n",
       "            background-color:  #fee9df;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row9_col0 {\n",
       "            background-color:  #fee8de;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row9_col1 {\n",
       "            background-color:  #fee5d9;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row9_col2 {\n",
       "            background-color:  #fedccd;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row9_col3 {\n",
       "            background-color:  #fdd2bf;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row10_col0 {\n",
       "            background-color:  #feeae1;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row10_col1 {\n",
       "            background-color:  #fee8dd;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row10_col2 {\n",
       "            background-color:  #fedccd;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row10_col3 {\n",
       "            background-color:  #fdd5c4;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row11_col0 {\n",
       "            background-color:  #fff0e9;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row11_col1 {\n",
       "            background-color:  #fee8dd;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row11_col2 {\n",
       "            background-color:  #be151a;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row11_col3 {\n",
       "            background-color:  #fff4ef;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row12_col0 {\n",
       "            background-color:  #ffefe8;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row12_col1 {\n",
       "            background-color:  #fee9df;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row12_col2 {\n",
       "            background-color:  #fc8060;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row12_col3 {\n",
       "            background-color:  #fff2eb;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row13_col0 {\n",
       "            background-color:  #ffeee6;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row13_col1 {\n",
       "            background-color:  #fee9df;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row13_col2 {\n",
       "            background-color:  #fca588;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row13_col3 {\n",
       "            background-color:  #ffede5;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row14_col0 {\n",
       "            background-color:  #ffefe8;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row14_col1 {\n",
       "            background-color:  #feeae1;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row14_col2 {\n",
       "            background-color:  #fc8e6e;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row14_col3 {\n",
       "            background-color:  #fff0e9;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row15_col0 {\n",
       "            background-color:  #fff0e8;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row15_col1 {\n",
       "            background-color:  #ffebe2;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row15_col2 {\n",
       "            background-color:  #fc8a6a;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row15_col3 {\n",
       "            background-color:  #fff0e9;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row16_col0 {\n",
       "            background-color:  #fff1ea;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row16_col1 {\n",
       "            background-color:  #ffebe2;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row16_col2 {\n",
       "            background-color:  #e93529;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row16_col3 {\n",
       "            background-color:  #fff4ee;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row17_col0 {\n",
       "            background-color:  #fff2ec;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row17_col1 {\n",
       "            background-color:  #ffece3;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row17_col2 {\n",
       "            background-color:  #a10e15;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row17_col3 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row18_col0 {\n",
       "            background-color:  #ffefe8;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row18_col1 {\n",
       "            background-color:  #ffeee6;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row18_col2 {\n",
       "            background-color:  #fedaca;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row18_col3 {\n",
       "            background-color:  #fed9c9;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row19_col0 {\n",
       "            background-color:  #fff2eb;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row19_col1 {\n",
       "            background-color:  #ffefe8;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row19_col2 {\n",
       "            background-color:  #fc9879;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row19_col3 {\n",
       "            background-color:  #fff0e8;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row20_col0 {\n",
       "            background-color:  #fff2ec;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row20_col1 {\n",
       "            background-color:  #fff0e8;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row20_col2 {\n",
       "            background-color:  #fc8565;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row20_col3 {\n",
       "            background-color:  #fff1ea;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row21_col0 {\n",
       "            background-color:  #fff2eb;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row21_col1 {\n",
       "            background-color:  #fff0e9;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row21_col2 {\n",
       "            background-color:  #fdc5ae;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row21_col3 {\n",
       "            background-color:  #fee7db;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row22_col0 {\n",
       "            background-color:  #fff3ed;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row22_col1 {\n",
       "            background-color:  #fff0e9;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row22_col2 {\n",
       "            background-color:  #f0402f;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row22_col3 {\n",
       "            background-color:  #fff4ee;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row23_col0 {\n",
       "            background-color:  #fff2eb;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row23_col1 {\n",
       "            background-color:  #fff0e9;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row23_col2 {\n",
       "            background-color:  #fdc5ae;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row23_col3 {\n",
       "            background-color:  #fee8de;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row24_col0 {\n",
       "            background-color:  #fff2ec;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row24_col1 {\n",
       "            background-color:  #fff0e9;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row24_col2 {\n",
       "            background-color:  #fcb79c;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row24_col3 {\n",
       "            background-color:  #ffebe2;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row25_col0 {\n",
       "            background-color:  #fff4ee;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row25_col1 {\n",
       "            background-color:  #fff1ea;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row25_col2 {\n",
       "            background-color:  #d11e1f;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row25_col3 {\n",
       "            background-color:  #fff4ef;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row26_col0 {\n",
       "            background-color:  #fff2eb;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row26_col1 {\n",
       "            background-color:  #fff1ea;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row26_col2 {\n",
       "            background-color:  #fedaca;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row26_col3 {\n",
       "            background-color:  #fedaca;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row27_col0 {\n",
       "            background-color:  #fff3ed;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row27_col1 {\n",
       "            background-color:  #fff2eb;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row27_col2 {\n",
       "            background-color:  #fca082;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row27_col3 {\n",
       "            background-color:  #ffeee7;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row28_col0 {\n",
       "            background-color:  #fff2eb;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row28_col1 {\n",
       "            background-color:  #fff2eb;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row28_col2 {\n",
       "            background-color:  #fee7dc;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row28_col3 {\n",
       "            background-color:  #fcb89e;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row29_col0 {\n",
       "            background-color:  #fff4ee;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row29_col1 {\n",
       "            background-color:  #fff2eb;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row29_col2 {\n",
       "            background-color:  #f96044;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row29_col3 {\n",
       "            background-color:  #fff3ed;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row30_col0 {\n",
       "            background-color:  #fff2ec;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row30_col1 {\n",
       "            background-color:  #fff2eb;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row30_col2 {\n",
       "            background-color:  #fdd4c2;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row30_col3 {\n",
       "            background-color:  #fee1d3;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row31_col0 {\n",
       "            background-color:  #fff4ee;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row31_col1 {\n",
       "            background-color:  #fff3ed;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row31_col2 {\n",
       "            background-color:  #fdc6b0;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row31_col3 {\n",
       "            background-color:  #fee7db;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row32_col0 {\n",
       "            background-color:  #fff4ee;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row32_col1 {\n",
       "            background-color:  #fff3ed;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row32_col2 {\n",
       "            background-color:  #fcae92;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row32_col3 {\n",
       "            background-color:  #ffede5;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row33_col0 {\n",
       "            background-color:  #fff4ee;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row33_col1 {\n",
       "            background-color:  #fff3ed;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row33_col2 {\n",
       "            background-color:  #fc9b7c;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row33_col3 {\n",
       "            background-color:  #ffeee7;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row34_col0 {\n",
       "            background-color:  #fff4ef;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row34_col1 {\n",
       "            background-color:  #fff3ed;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row34_col2 {\n",
       "            background-color:  #fa6648;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row34_col3 {\n",
       "            background-color:  #fff2ec;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row35_col0 {\n",
       "            background-color:  #fff4ef;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row35_col1 {\n",
       "            background-color:  #fff4ee;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row35_col2 {\n",
       "            background-color:  #fc8969;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row35_col3 {\n",
       "            background-color:  #fff0e9;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row36_col0 {\n",
       "            background-color:  #fff4ee;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row36_col1 {\n",
       "            background-color:  #fff4ee;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row36_col2 {\n",
       "            background-color:  #fee2d5;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row36_col3 {\n",
       "            background-color:  #fdc7b2;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row37_col0 {\n",
       "            background-color:  #fff4ee;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row37_col1 {\n",
       "            background-color:  #fff4ee;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row37_col2 {\n",
       "            background-color:  #fff0e9;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row37_col3 {\n",
       "            background-color:  #dd2a25;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row38_col0 {\n",
       "            background-color:  #fff4ef;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row38_col1 {\n",
       "            background-color:  #fff4ee;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row38_col2 {\n",
       "            background-color:  #fcbfa7;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row38_col3 {\n",
       "            background-color:  #fee8de;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row39_col0 {\n",
       "            background-color:  #fff4ef;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row39_col1 {\n",
       "            background-color:  #fff4ee;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row39_col2 {\n",
       "            background-color:  #fcb69b;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row39_col3 {\n",
       "            background-color:  #ffece3;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row40_col0 {\n",
       "            background-color:  #fff4ef;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row40_col1 {\n",
       "            background-color:  #fff4ee;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row40_col2 {\n",
       "            background-color:  #fc9777;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row40_col3 {\n",
       "            background-color:  #fff0e8;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row41_col0 {\n",
       "            background-color:  #fff4ef;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row41_col1 {\n",
       "            background-color:  #fff4ef;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row41_col2 {\n",
       "            background-color:  #fee8dd;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row41_col3 {\n",
       "            background-color:  #fcaf93;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row42_col0 {\n",
       "            background-color:  #fff4ef;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row42_col1 {\n",
       "            background-color:  #fff4ef;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row42_col2 {\n",
       "            background-color:  #fff0e9;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row42_col3 {\n",
       "            background-color:  #f14331;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row43_col0 {\n",
       "            background-color:  #fff4ef;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row43_col1 {\n",
       "            background-color:  #fff4ef;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row43_col2 {\n",
       "            background-color:  #fdd5c4;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row43_col3 {\n",
       "            background-color:  #fedecf;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row44_col0 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row44_col1 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row44_col2 {\n",
       "            background-color:  #fedfd0;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row44_col3 {\n",
       "            background-color:  #fdcdb9;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row45_col0 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row45_col1 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row45_col2 {\n",
       "            background-color:  #fedfd0;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row45_col3 {\n",
       "            background-color:  #fdd2bf;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row46_col0 {\n",
       "            background-color:  #fff4ef;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row46_col1 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row46_col2 {\n",
       "            background-color:  #fff0e8;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row46_col3 {\n",
       "            background-color:  #f96044;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row47_col0 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row47_col1 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row47_col2 {\n",
       "            background-color:  #fee5d8;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row47_col3 {\n",
       "            background-color:  #fcbba1;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row48_col0 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row48_col1 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row48_col2 {\n",
       "            background-color:  #67000d;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row48_col3 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row49_col0 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row49_col1 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row49_col2 {\n",
       "            background-color:  #fee8dd;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row49_col3 {\n",
       "            background-color:  #fc9e80;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row50_col0 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row50_col1 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row50_col2 {\n",
       "            background-color:  #fee8de;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row50_col3 {\n",
       "            background-color:  #fcab8f;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row51_col0 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row51_col1 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row51_col2 {\n",
       "            background-color:  #fc9373;\n",
       "            color:  #000000;\n",
       "        }    #T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row51_col3 {\n",
       "            background-color:  #fff0e9;\n",
       "            color:  #000000;\n",
       "        }</style><table id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Cases Reported</th>        <th class=\"col_heading level0 col1\" >Cases Estimated</th>        <th class=\"col_heading level0 col2\" >Percent Increase</th>        <th class=\"col_heading level0 col3\" >Tests per Million People</th>        <th class=\"col_heading level0 col4\" >Cases Estimated (range)</th>    </tr>    <tr>        <th class=\"index_name level0\" >state</th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row0\" class=\"row_heading level0 row0\" >NY</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row0_col0\" class=\"data row0 col0\" >4152</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row0_col1\" class=\"data row0 col1\" >6963</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row0_col2\" class=\"data row0 col2\" >67.7%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row0_col3\" class=\"data row0 col3\" >750.4</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row0_col4\" class=\"data row0 col4\" >(4834, 13854)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row1\" class=\"row_heading level0 row1\" >CA</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row1_col0\" class=\"data row1 col0\" >1058</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row1_col1\" class=\"data row1 col1\" >2375</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row1_col2\" class=\"data row1 col2\" >124.5%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row1_col3\" class=\"data row1 col3\" >217.5</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row1_col4\" class=\"data row1 col4\" >(1400, 6910)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row2\" class=\"row_heading level0 row2\" >NJ</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row2_col0\" class=\"data row2 col0\" >742</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row2_col1\" class=\"data row2 col1\" >2292</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row2_col2\" class=\"data row2 col2\" >208.9%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row2_col3\" class=\"data row2 col3\" >69.5</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row2_col4\" class=\"data row2 col4\" >(1113, 8045)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row3\" class=\"row_heading level0 row3\" >WA</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row3_col0\" class=\"data row3 col0\" >1376</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row3_col1\" class=\"data row3 col1\" >2005</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row3_col2\" class=\"data row3 col2\" >45.7%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row3_col3\" class=\"data row3 col3\" >1855.4</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row3_col4\" class=\"data row3 col4\" >(1487, 3908)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row4\" class=\"row_heading level0 row4\" >MI</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row4_col0\" class=\"data row4 col0\" >334</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row4_col1\" class=\"data row4 col1\" >1304</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row4_col2\" class=\"data row4 col2\" >290.4%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row4_col3\" class=\"data row4 col3\" >35.2</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row4_col4\" class=\"data row4 col4\" >(571, 4658)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row5\" class=\"row_heading level0 row5\" >FL</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row5_col0\" class=\"data row5 col0\" >432</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row5_col1\" class=\"data row5 col1\" >1276</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row5_col2\" class=\"data row5 col2\" >195.4%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row5_col3\" class=\"data row5 col3\" >71.7</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row5_col4\" class=\"data row5 col4\" >(632, 4095)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row6\" class=\"row_heading level0 row6\" >IL</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row6_col0\" class=\"data row6 col0\" >426</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row6_col1\" class=\"data row6 col1\" >1000</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row6_col2\" class=\"data row6 col2\" >134.7%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row6_col3\" class=\"data row6 col3\" >161.9</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row6_col4\" class=\"data row6 col4\" >(567, 2966)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row7\" class=\"row_heading level0 row7\" >LA</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row7_col0\" class=\"data row7 col0\" >392</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row7_col1\" class=\"data row7 col1\" >981</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row7_col2\" class=\"data row7 col2\" >150.3%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row7_col3\" class=\"data row7 col3\" >123.7</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row7_col4\" class=\"data row7 col4\" >(541, 3362)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row8\" class=\"row_heading level0 row8\" >GA</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row8_col0\" class=\"data row8 col0\" >287</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row8_col1\" class=\"data row8 col1\" >712</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row8_col2\" class=\"data row8 col2\" >148.1%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row8_col3\" class=\"data row8 col3\" >142</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row8_col4\" class=\"data row8 col4\" >(381, 2259)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row9\" class=\"row_heading level0 row9\" >MA</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row9_col0\" class=\"data row9 col0\" >328</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row9_col1\" class=\"data row9 col1\" >668</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row9_col2\" class=\"data row9 col2\" >103.7%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row9_col3\" class=\"data row9 col3\" >329.5</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row9_col4\" class=\"data row9 col4\" >(414, 1805)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row10\" class=\"row_heading level0 row10\" >CO</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row10_col0\" class=\"data row10 col0\" >277</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row10_col1\" class=\"data row10 col1\" >565</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row10_col2\" class=\"data row10 col2\" >104.0%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row10_col3\" class=\"data row10 col3\" >312.6</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row10_col4\" class=\"data row10 col4\" >(339, 1423)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row11\" class=\"row_heading level0 row11\" >OH</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row11_col0\" class=\"data row11 col0\" >119</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row11_col1\" class=\"data row11 col1\" >563</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row11_col2\" class=\"data row11 col2\" >373.1%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row11_col3\" class=\"data row11 col3\" >19.5</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row11_col4\" class=\"data row11 col4\" >(253, 2357)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row12\" class=\"row_heading level0 row12\" >CT</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row12_col0\" class=\"data row12 col0\" >159</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row12_col1\" class=\"data row12 col1\" >515</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row12_col2\" class=\"data row12 col2\" >223.9%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row12_col3\" class=\"data row12 col3\" >54.1</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row12_col4\" class=\"data row12 col4\" >(249, 1832)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row13\" class=\"row_heading level0 row13\" >PA</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row13_col0\" class=\"data row13 col0\" >185</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row13_col1\" class=\"data row13 col1\" >514</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row13_col2\" class=\"data row13 col2\" >177.8%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row13_col3\" class=\"data row13 col3\" >103.1</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row13_col4\" class=\"data row13 col4\" >(255, 1620)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row14\" class=\"row_heading level0 row14\" >TN</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row14_col0\" class=\"data row14 col0\" >154</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row14_col1\" class=\"data row14 col1\" >473</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row14_col2\" class=\"data row14 col2\" >207.1%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row14_col3\" class=\"data row14 col3\" >65.5</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row14_col4\" class=\"data row14 col4\" >(240, 1715)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row15\" class=\"row_heading level0 row15\" >TX</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row15_col0\" class=\"data row15 col0\" >143</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row15_col1\" class=\"data row15 col1\" >446</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row15_col2\" class=\"data row15 col2\" >211.9%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row15_col3\" class=\"data row15 col3\" >65.8</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row15_col4\" class=\"data row15 col4\" >(221, 1458)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row16\" class=\"row_heading level0 row16\" >MD</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row16_col0\" class=\"data row16 col0\" >107</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row16_col1\" class=\"data row16 col1\" >443</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row16_col2\" class=\"data row16 col2\" >314.0%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row16_col3\" class=\"data row16 col3\" >29.6</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row16_col4\" class=\"data row16 col4\" >(205, 1657)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row17\" class=\"row_heading level0 row17\" >AL</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row17_col0\" class=\"data row17 col0\" >78</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row17_col1\" class=\"data row17 col1\" >398</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row17_col2\" class=\"data row17 col2\" >410.3%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row17_col3\" class=\"data row17 col3\" >15.1</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row17_col4\" class=\"data row17 col4\" >(160, 1760)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row18\" class=\"row_heading level0 row18\" >WI</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row18_col0\" class=\"data row18 col0\" >155</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row18_col1\" class=\"data row18 col1\" >320</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row18_col2\" class=\"data row18 col2\" >106.5%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row18_col3\" class=\"data row18 col3\" >289.1</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row18_col4\" class=\"data row18 col4\" >(191, 865)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row19\" class=\"row_heading level0 row19\" >NV</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row19_col0\" class=\"data row19 col0\" >95</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row19_col1\" class=\"data row19 col1\" >279</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row19_col2\" class=\"data row19 col2\" >193.7%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row19_col3\" class=\"data row19 col3\" >72.4</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row19_col4\" class=\"data row19 col4\" >(149, 907)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row20\" class=\"row_heading level0 row20\" >UT</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row20_col0\" class=\"data row20 col0\" >78</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row20_col1\" class=\"data row20 col1\" >248</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row20_col2\" class=\"data row20 col2\" >217.9%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row20_col3\" class=\"data row20 col3\" >60.5</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row20_col4\" class=\"data row20 col4\" >(124, 953)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row21\" class=\"row_heading level0 row21\" >NC</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row21_col0\" class=\"data row21 col0\" >97</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row21_col1\" class=\"data row21 col1\" >228</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row21_col2\" class=\"data row21 col2\" >135.1%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row21_col3\" class=\"data row21 col3\" >176.4</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row21_col4\" class=\"data row21 col4\" >(128, 678)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row22\" class=\"row_heading level0 row22\" >IN</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row22_col0\" class=\"data row22 col0\" >56</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row22_col1\" class=\"data row22 col1\" >223</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row22_col2\" class=\"data row22 col2\" >298.2%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row22_col3\" class=\"data row22 col3\" >28.7</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row22_col4\" class=\"data row22 col4\" >(100, 848)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row23\" class=\"row_heading level0 row23\" >VA</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row23_col0\" class=\"data row23 col0\" >94</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row23_col1\" class=\"data row23 col1\" >222</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row23_col2\" class=\"data row23 col2\" >136.2%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row23_col3\" class=\"data row23 col3\" >149.7</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row23_col4\" class=\"data row23 col4\" >(128, 642)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row24\" class=\"row_heading level0 row24\" >SC</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row24_col0\" class=\"data row24 col0\" >81</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row24_col1\" class=\"data row24 col1\" >207</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row24_col2\" class=\"data row24 col2\" >155.6%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row24_col3\" class=\"data row24 col3\" >124.9</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row24_col4\" class=\"data row24 col4\" >(111, 664)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row25\" class=\"row_heading level0 row25\" >AZ</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row25_col0\" class=\"data row25 col0\" >44</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row25_col1\" class=\"data row25 col1\" >197</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row25_col2\" class=\"data row25 col2\" >347.7%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row25_col3\" class=\"data row25 col3\" >24.2</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row25_col4\" class=\"data row25 col4\" >(88, 698)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row26\" class=\"row_heading level0 row26\" >OR</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row26_col0\" class=\"data row26 col0\" >88</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row26_col1\" class=\"data row26 col1\" >182</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row26_col2\" class=\"data row26 col2\" >106.8%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row26_col3\" class=\"data row26 col3\" >282.9</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row26_col4\" class=\"data row26 col4\" >(110, 484)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row27\" class=\"row_heading level0 row27\" >AR</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row27_col0\" class=\"data row27 col0\" >62</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row27_col1\" class=\"data row27 col1\" >176</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row27_col2\" class=\"data row27 col2\" >183.9%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row27_col3\" class=\"data row27 col3\" >89.1</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row27_col4\" class=\"data row27 col4\" >(87, 542)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row28\" class=\"row_heading level0 row28\" >MN</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row28_col0\" class=\"data row28 col0\" >89</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row28_col1\" class=\"data row28 col1\" >160</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row28_col2\" class=\"data row28 col2\" >79.8%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row28_col3\" class=\"data row28 col3\" >489.7</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row28_col4\" class=\"data row28 col4\" >(105, 383)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row29\" class=\"row_heading level0 row29\" >IA</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row29_col0\" class=\"data row29 col0\" >44</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row29_col1\" class=\"data row29 col1\" >160</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row29_col2\" class=\"data row29 col2\" >263.6%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row29_col3\" class=\"data row29 col3\" >35.5</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row29_col4\" class=\"data row29 col4\" >(76, 590)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row30\" class=\"row_heading level0 row30\" >DC</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row30_col0\" class=\"data row30 col0\" >71</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row30_col1\" class=\"data row30 col1\" >152</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row30_col2\" class=\"data row30 col2\" >114.1%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row30_col3\" class=\"data row30 col3\" >239.5</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row30_col4\" class=\"data row30 col4\" >(89, 455)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row31\" class=\"row_heading level0 row31\" >MS</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row31_col0\" class=\"data row31 col0\" >50</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row31_col1\" class=\"data row31 col1\" >117</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row31_col2\" class=\"data row31 col2\" >134.0%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row31_col3\" class=\"data row31 col3\" >172.4</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row31_col4\" class=\"data row31 col4\" >(64, 421)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row32\" class=\"row_heading level0 row32\" >OK</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row32_col0\" class=\"data row32 col0\" >44</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row32_col1\" class=\"data row32 col1\" >117</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row32_col2\" class=\"data row32 col2\" >165.9%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row32_col3\" class=\"data row32 col3\" >102.9</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row32_col4\" class=\"data row32 col4\" >(63, 396)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row33\" class=\"row_heading level0 row33\" >KY</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row33_col0\" class=\"data row33 col0\" >40</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row33_col1\" class=\"data row33 col1\" >116</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row33_col2\" class=\"data row33 col2\" >190.0%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row33_col3\" class=\"data row33 col3\" >85.1</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row33_col4\" class=\"data row33 col4\" >(57, 412)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row34\" class=\"row_heading level0 row34\" >MO</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row34_col0\" class=\"data row34 col0\" >28</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row34_col1\" class=\"data row34 col1\" >100</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row34_col2\" class=\"data row34 col2\" >257.1%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row34_col3\" class=\"data row34 col3\" >43.3</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row34_col4\" class=\"data row34 col4\" >(45, 407)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row35\" class=\"row_heading level0 row35\" >DE</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row35_col0\" class=\"data row35 col0\" >30</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row35_col1\" class=\"data row35 col1\" >94</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row35_col2\" class=\"data row35 col2\" >213.3%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row35_col3\" class=\"data row35 col3\" >62.6</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row35_col4\" class=\"data row35 col4\" >(47, 336)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row36\" class=\"row_heading level0 row36\" >NH</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row36_col0\" class=\"data row36 col0\" >44</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row36_col1\" class=\"data row36 col1\" >85</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row36_col2\" class=\"data row36 col2\" >93.2%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row36_col3\" class=\"data row36 col3\" >396.4</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row36_col4\" class=\"data row36 col4\" >(54, 197)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row37\" class=\"row_heading level0 row37\" >ME</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row37_col0\" class=\"data row37 col0\" >53</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row37_col1\" class=\"data row37 col1\" >84</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row37_col2\" class=\"data row37 col2\" >58.5%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row37_col3\" class=\"data row37 col3\" >1274.4</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row37_col4\" class=\"data row37 col4\" >(60, 175)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row38\" class=\"row_heading level0 row38\" >KS</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row38_col0\" class=\"data row38 col0\" >34</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row38_col1\" class=\"data row38 col1\" >83</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row38_col2\" class=\"data row38 col2\" >144.1%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row38_col3\" class=\"data row38 col3\" >148.6</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row38_col4\" class=\"data row38 col4\" >(45, 246)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row39\" class=\"row_heading level0 row39\" >NE</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row39_col0\" class=\"data row39 col0\" >32</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row39_col1\" class=\"data row39 col1\" >82</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row39_col2\" class=\"data row39 col2\" >156.2%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row39_col3\" class=\"data row39 col3\" >118.9</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row39_col4\" class=\"data row39 col4\" >(44, 242)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row40\" class=\"row_heading level0 row40\" >HI</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row40_col0\" class=\"data row40 col0\" >26</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row40_col1\" class=\"data row40 col1\" >77</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row40_col2\" class=\"data row40 col2\" >196.2%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row40_col3\" class=\"data row40 col3\" >75.6</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row40_col4\" class=\"data row40 col4\" >(38, 243)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row41\" class=\"row_heading level0 row41\" >RI</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row41_col0\" class=\"data row41 col0\" >33</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row41_col1\" class=\"data row41 col1\" >59</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row41_col2\" class=\"data row41 col2\" >78.8%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row41_col3\" class=\"data row41 col3\" >540.9</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row41_col4\" class=\"data row41 col4\" >(39, 139)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row42\" class=\"row_heading level0 row42\" >NM</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row42_col0\" class=\"data row42 col0\" >35</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row42_col1\" class=\"data row42 col1\" >55</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row42_col2\" class=\"data row42 col2\" >57.1%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row42_col3\" class=\"data row42 col3\" >1122.6</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row42_col4\" class=\"data row42 col4\" >(39, 118)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row43\" class=\"row_heading level0 row43\" >ID</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row43_col0\" class=\"data row43 col0\" >23</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row43_col1\" class=\"data row43 col1\" >49</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row43_col2\" class=\"data row43 col2\" >113.0%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row43_col3\" class=\"data row43 col3\" >261.9</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row43_col4\" class=\"data row43 col4\" >(29, 142)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row44\" class=\"row_heading level0 row44\" >ND</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row44_col0\" class=\"data row44 col0\" >19</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row44_col1\" class=\"data row44 col1\" >38</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row44_col2\" class=\"data row44 col2\" >100.0%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row44_col3\" class=\"data row44 col3\" >359.6</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row44_col4\" class=\"data row44 col4\" >(23, 100)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row45\" class=\"row_heading level0 row45\" >WY</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row45_col0\" class=\"data row45 col0\" >18</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row45_col1\" class=\"data row45 col1\" >36</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row45_col2\" class=\"data row45 col2\" >100.0%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row45_col3\" class=\"data row45 col3\" >333.5</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row45_col4\" class=\"data row45 col4\" >(22, 88)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row46\" class=\"row_heading level0 row46\" >VT</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row46_col0\" class=\"data row46 col0\" >22</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row46_col1\" class=\"data row46 col1\" >35</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row46_col2\" class=\"data row46 col2\" >59.1%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row46_col3\" class=\"data row46 col3\" >979.2</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row46_col4\" class=\"data row46 col4\" >(25, 76)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row47\" class=\"row_heading level0 row47\" >MT</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row47_col0\" class=\"data row47 col0\" >15</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row47_col1\" class=\"data row47 col1\" >28</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row47_col2\" class=\"data row47 col2\" >86.7%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row47_col3\" class=\"data row47 col3\" >476.2</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row47_col4\" class=\"data row47 col4\" >(18, 72)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row48\" class=\"row_heading level0 row48\" >PR</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row48_col0\" class=\"data row48 col0\" >5</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row48_col1\" class=\"data row48 col1\" >28</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row48_col2\" class=\"data row48 col2\" >460.0%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row48_col3\" class=\"data row48 col3\" >11.3</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row48_col4\" class=\"data row48 col4\" >(11, 130)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row49\" class=\"row_heading level0 row49\" >SD</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row49_col0\" class=\"data row49 col0\" >14</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row49_col1\" class=\"data row49 col1\" >25</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row49_col2\" class=\"data row49 col2\" >78.6%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row49_col3\" class=\"data row49 col3\" >635.3</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row49_col4\" class=\"data row49 col4\" >(16, 62)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row50\" class=\"row_heading level0 row50\" >AK</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row50_col0\" class=\"data row50 col0\" >9</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row50_col1\" class=\"data row50 col1\" >16</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row50_col2\" class=\"data row50 col2\" >77.8%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row50_col3\" class=\"data row50 col3\" >563.2</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row50_col4\" class=\"data row50 col4\" >(10, 37)</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158level0_row51\" class=\"row_heading level0 row51\" >WV</th>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row51_col0\" class=\"data row51 col0\" >5</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row51_col1\" class=\"data row51 col1\" >15</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row51_col2\" class=\"data row51 col2\" >200.0%</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row51_col3\" class=\"data row51 col3\" >68.6</td>\n",
       "                        <td id=\"T_0b1a6102_6ada_11ea_9a37_5cf9388e0158row51_col4\" class=\"data row51 col4\" >(7, 47)</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x121645588>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n = len(trace['beta'])\n",
    "\n",
    "# South Korea:\n",
    "ppt_sk = np.log10(51500000. / 250000)\n",
    "\n",
    "\n",
    "# Compute predicted case counts per state right now\n",
    "logit_now = pd.DataFrame([\n",
    "    pd.Series(np.random.normal((trace['alpha'][i] + trace['beta'][i] * (np.log10(df_pred['people_per_test']) - ppt_sk)),\n",
    "                     trace['sigma'][i]), index=df_pred.index)\n",
    "    for i in range(len(trace['beta']))])\n",
    "prob_missing_now = np.exp(logit_now) / (np.exp(logit_now) + 1) \n",
    "\n",
    "predicted_counts_now = np.round(df_pred['positive'] / prob_missing_now.mean(axis=0)).astype(int)\n",
    "\n",
    "predicted_counts_now_lower = np.round(df_pred['positive'] / prob_missing_now.quantile(0.975, axis=0)).astype(int)\n",
    "predicted_counts_now_upper = np.round(df_pred['positive'] / prob_missing_now.quantile(0.025, axis=0)).astype(int)\n",
    "\n",
    "case_increase_percent = list(map(lambda x, y: (((x - y) / float(y))),\n",
    "                                 predicted_counts_now, df_pred['positive']))\n",
    "\n",
    "df_summary = pd.DataFrame(\n",
    "    data = {\n",
    "     'Cases Reported': df_pred['positive'],\n",
    "     'Cases Estimated': predicted_counts_now,\n",
    "     'Percent Increase': case_increase_percent,\n",
    "     'Tests per Million People': df_pred['tests_per_million'].round(1),\n",
    "     'Cases Estimated (range)': list(map(lambda x, y: '(%i, %i)' % (round(x), round(y)),\n",
    "                                        predicted_counts_now_lower, predicted_counts_now_upper))\n",
    "    },\n",
    "    index=df_pred.index)\n",
    "df_summary.sort_values(by='Cases Estimated', ascending=False).style.background_gradient(\n",
    "    cmap='Reds').format({'Percent Increase': \"{:.1%}\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total for the United States on 2020-03-20:\n",
      "Reported Case Count: 12382\n",
      "Predicted Case Count: 27586\n",
      "Percentage Underreporting in Case Count: 55.1%\n"
     ]
    }
   ],
   "source": [
    "from datetime import datetime\n",
    "print(\"Total for the United States on %s:\" % str(datetime.today())[:10])\n",
    "print(\"Reported Case Count: %i\" % df_summary['Cases Reported'].sum())\n",
    "print(\"Predicted Case Count: %i\" % df_summary['Cases Estimated'].sum())\n",
    "case_increase_percent = 100. * (df_summary['Cases Estimated'].sum() - df_summary['Cases Reported'].sum()) / df_summary['Cases Estimated'].sum()\n",
    "print(\"Percentage Underreporting in Case Count: %.1f%%\" % case_increase_percent)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#collapse-hide\n",
    "\n",
    "xerr = [df_summary['Cases Estimated'] - predicted_counts_now_lower, predicted_counts_now_upper - df_summary['Cases Estimated']]\n",
    "\n",
    "fig, axs = plt.subplots(1, 1, figsize=(15, 15))\n",
    "ax = plt.errorbar(df_summary['Cases Estimated'], range(len(df_summary)-1, -1, -1), xerr=xerr,\n",
    "                  fmt='o', elinewidth=1, label='Estimate')\n",
    "ax = plt.yticks(range(len(df_summary)), df_summary.index[::-1])\n",
    "ax = plt.errorbar(df_summary['Cases Reported'], range(len(df_summary)-1, -1, -1), xerr=None,\n",
    "                  fmt='.', color='k', label='Observed')\n",
    "ax = plt.xlabel('COVID-19 Case Counts', size=20)\n",
    "ax = plt.legend(fontsize='xx-large')\n",
    "ax = plt.grid(linestyle='--', color='grey', axis='x')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/gAAAG4CAYAAADxHEzSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8GearUAAAgAElEQVR4nOzdd3hUZdoG8PukTHrvhXRCaCGQhEBUqiKCCipFQKoU17Wurg0rrq7oZ10bIL1jAUQRAWkCKRBCCwRSSCU9pE0ymXa+PxIGxgAGSHJmJvfvuryy5z0nM09YJeee877PK4iiCCIiIiIiIiIybmZSF0BEREREREREt48Bn4iIiIiIiMgEMOATERERERERmQAGfCIiIiIiIiITwIBPREREREREZAIY8ImIiIiIiIhMAAM+ERERAQAEQegjCMJmQRDKBUGoFwThmCAIc6Sui4iIiFpHEEVR6hqIiIhIYoIgDAKwE4AMwAEA5QCGA3AG8I0oik9KWB4RERG1AgM+ERFRJycIggzAeQCBAB4RRfGn5nEvAAcBhAG4VxTFndJVSURERH+HU/SJiIjoYTSF+62Xwz0AiKJYAuCl5sPnpSiMiIiIWo8Bn4iIqB0IghAkCIIoCMI+QRAcBEH4QhCEQkEQ5IIgJAiCMLj5OkEQhKcFQUgTBKFBEIRsQRCe/ctrDWl+rRXXea8VzeeH3GK5o5q//nCNc78CUAAYJgiCzS2+PhEREXUABnwiIqL2JQPwB4BxaJrufhzAAAA7BEGIBPAlgA8AZAPYC8AXwGeCIDzRgTX2af567K8nRFFUAjiNpp8jvANrIiIiopvEgE9ERNS+BgKoAhAqiuJEURTvAPAGAGsAGwA8CKCnKIoPiKI4Cleepr8mCILQQTV2af5acJ3zl8cDOqAWIiIiukUM+ERERO1LA+BJURQbrhr7AoAIoDuAN0VRzLl8QhTFPQBS0RS6AzuoRvvmr/XXOS9v/urQAbUQERHRLWLAJyIial85oihmXj0gimINgIrmw13X+J7s5q8+7VkYERERmRYGfCIiovZVeJ1x+Q3O1zV/tWr7cq7p8vvZXue8XfPX2g6ohYiIiG4RAz4REVH7Em94UhRveL6Vbvf3eX7zV//rnL88nneb70NERETtiAGfiIjI8Cmbv9pf53yX64y31onmr/3+ekIQBEsAvZprOH+b70NERETtiAGfiIjI8BU1f22xTZ0gCK64RjC/Sdubv467xrn70dTxf89fGgUSERGRgWHAJyIiMnw5aJpG31sQhDGXBwVBsAOwGIDjbb7+T2iafj9GEISHr3p9TwAfNh9+epvvQURERO2MAZ+IiMjANa/Tf7f58EdBEPYIgvAzgCwAkQC23ubrKwFMBdAI4Ifm1/8ewDkAYQC+EUVx5+28BxEREbU/BnwiIiIjIIriEgCzAKQDuANAfwDbAAwEUNUGr38AQByAnwH0QdPU/BwA80RRfPJ2X5+IiIjan9A2zXuJiIiIiIiISEp8gk9ERERERERkAhjwiYiIiIiIiEyAhdQFEBERUdsSBGFFKy9NF0Xxg/ashYiIiDoO1+ATERGZGEEQWvvLfb8oikPasxYiIiLqOAz4RERERERERCbg76boM/0TERERERER3R6hI96ETfaIiIiIiIiITAADPhEREREREZEJYMAnIiIiIiIiMgEM+EREREREREQmgAGfiIiIiIiIyAQw4BMRERERERGZAAZ8IiIiIiIiIhPAgE9ERERERERkAhjwiYiIiIiIiEwAAz4RERERERGRCWDAJyIiIiIiIjIBDPhEREREREREJoABn4iIiIiIiMgEWEhdABEREVF7EUURZbWNyK2sR02DCrUKNWoVKtQ2qmEmCHC3t4KbvQwe9lbwdLCCh4MVBEGQumwiIqJbwoBPREREJiO/sh67z5bgdGENssrqkFVWh1qFutXf7+lghf7BrogLdkVssCvCPR1gZsbAT0RExkEQRfFG5294koiIiEhKoijidGENdp0pxs4zJUgvrm3T13e3t8LYKF88Eu2P7j6ObfraRETUqXTIp8UM+ERERGR0Kuoa8dOxQmw4koesMvkNr7W3skCIhx1c7WRwsLaEg7UFHKwtoNaIqKhrRHmdEuV1jSi41IC6xus/7e/h44hx0f54pJ8/nGwt2/pHIiIi08aAT0RERHSZKIpIyK7A2qQ87EwrhkrT8jZFZmGGO0LdMCjcA928HBDqaQ/PVq6r12hFpBfXIPlCJY7kVCIpuxIVcmWL6+xk5nhsYCBm3xkCDwerNvnZiIjI5DHgExEREYmiiIOZ5fhsdwZSci+1OG8nM8eInt4Y0cMLg8I9YGfVNi2GNNqm9/0hpQA704rRqNbqnbeyMMOk/gGYOygEvs42bfKeRERkshjwiYiIqPMSRRGHMivw2e7zOHqNYN83wBmTYgMwOtKnzUL99VQ3qPDrySIsP3QBGaV1eudk5mZ4YnAInhwaBmtL83atg4iIjBYDPhEREXVO6cU1WLDtDA5nVeiNy8zNMD7GH9MGBqGbt0OH16XVith5pgRf7c3EqcJqvXNdXG3wzoM9MSzCq8PrIiIig8eAT0RERJ1LpVyJT3edx9qkXGivuguxNBcwMbYLnhwSZhDT4UVRxP7zZfh013mcKNAP+iN6eOHtB3saRJ1ERGQwGPCJiIioc9BoRaxOyMEnu86j5qp9683NmoL9P4eGwc8AA7NWK2LDkXws3JGO6gaVbtzBygILxvbE2Ci/VjX4IyIik8eAT0RERKbvzMUavPrTyRZPwu/q6o437u+BcK+On4p/syrqGrFwRzo2HS3QGx/d2wfvPdQLzrYyiSojIiIDwYBPREREpkuh0uCLPzKw+EA21FfNxw9ys8Xro3tgeHdPo3v6fSSnEi9+fwK5FfW6MU8HK/zf+D4YFO4hYWVERCQxBnwiIiIyTUnZFXjlp1O4UC7XjckszPDMsDDMGRQCKwvj7UYvb1TjP7+exfrkPL3xZ4d3xbPDu8LMzLg+tCAiojbBgE9ERESmpUGpwUe/n8Pywxdw9S1I/yBX/PeR3gj1sJeuuDb2x9kSvPzjSZTXKXVj9/TwwicT+sDB2lLCyoiISAIM+ERERGQ6UnIv4d/fn0D2VU/tHaws8MqoCEyKDTDJJ9sVdY14dsNxHMws142FedpjybQYBLvbSVgZERF1MAZ8IiIiMn5KtRaf7DqPxQey9La+GxTugYWP9IaPk+F1x29Lao0WC3ekY8mfF3RjjtYW+HJyP67LJyLqPBjwiYiIyLhlldXhmfWpSLtYoxuzt7LA66O7Y2JsF6Nronc7NqcW4OUfT0Gp1gJo2gLwvw/1xoTYLhJXRkREHYABn4iIiIyTKIrYeCQf72w7gwaVRjceH+qGD8dFwt/FVsLqpHOyoArzVqegqFqhG3vu7qbme53pww4iok6IAZ+IiIiMT1W9Eq/+dAq/nS7WjcnMzfDyfRGYGR9kkmvtb0ZJjQIzlh/B2aIrsxomxnTBfx7qBUtzMwkrIyKidsSAT0RERMYlIasC/9p0XO8JdZinPb54tC96+DpKWJlhqVWo8OTaY/gz40rzvSHdPPD1lH6wlVlIWBkREbUTBnwiIiIyDiqNFp/tPo+v92XpbX/32IAAzB/VAzYy493Xvr2oNFq88uMp/HisQDcWG+SCZTNiuY0eEZHpYcAnIiIiw5dbIcczG47jRH6VbszF1hILH4nEiJ7eElZm+ERRxCe7zuN/ezJ1Y5H+Tlg1qz+cbWUSVkZERG2MAZ+IiIgMlyiK+PFYId7aehpy5ZVGeneEueGTCVHwcrSWsDrjsvTgBbz7yxndcYS3A1Y/HgcPBysJqyIiojbEgE9ERESGqbpehflbTuGXk0W6MUtzAS+O6IY5d4V0+kZ6t2JdUh7mbzmlW+IQ4mGHtbPj4ONkI21hRETUFhjwiYiIyPAkZVfg+Y3HcfGqRnoh7nb4/NG+6O3vJGFlxm9zagFe2HQC2uY7sEA3W2yaN5CzIYiIjB8DPhERERmO6zXSm9S/C964vwe7v7eR304V4ZkNqVBpmv6QQz3ssGHuQE7XJyIybgz4REREZBhyyuV4dkMqThRU68acbS3xwcORGNmLjfTa2q4zJfjHmhSomx/ld/NywPq5A+Bqx8Z7RERGigGfiIiMV6Nag+p6FaoaVNBoRViam0FmbgZLCwFWFuZwtrHkOm0jIIoivk8pwNs/p6H+L430Ph4fBW8nTh1vL7+eLMLT64/ppuv39HXEujkD4GTDLfSIiIwQAz4RERm2BqUG50pqca64BunFtThXXIuccjku1avQoNLc8Htl5mbwdrKGj5M1fJ1tEORmh0h/J/Tyc+JUZANRUdeIN7aexvZTxboxS3MB/763G2bfyUZ6HWFzagH+temEbklEVBdnrH68PxysGfKJiIwMAz4RERme6gYV/jhbgu2ninEgowxKtbbN38PHyRq9/ZwwMNQNg8M9EOxuB0FgmOwooiji5xMX8fbPabhUr9KNh3jY4YtH+6KXHxvpdaSNR/Lw8o+ndMexQS5YOas/ex4QERkXBnwiIjIMao0WO9KK8UNKAQ5lluuaf92IhZkAZ1tLONpYQmZuBqVGC5VGC5VahFypRq1C3er393exwaBwDwzr5om7wt1hZWF+Oz8O3UBRdQPmbz6NPemleuOT+gfgjfu7M1RKZHVCDt7YmqY7jg91w7IZsbC25H8LRERGggGfiIikdUmuxPojeVidkIuiq7ZEu1qwux16+Diim7cDunk7INzLAR4OVrCTmd/wqbu8UY2i6gZcrFLgYlUD0otrcaqwGmkXq6FQXX9WgIO1BUb08MYDfXxwR5g7LM3NbvvnJECjFbEuKRcLd5xDXeOVD1/8nG3w3kO9MKSbp4TVEQB892c2/vPrWd3x4HAPLJ4WzQ+8iIiMAwM+ERFJo7RWgc93Z+DHYwXXDNuR/k4Y2csb9/XyQbC7XZu+t1qjRVaZHMk5lThwvgyHM8shV157Pb+LrSVG9fbBw/380C/AhdP4b9GJ/Cq8vuU0ThVW641PGxiIl0ZGwN6KT+0NxVd7M/HR7+d0x3d398I3j/XjB11ERIaPAZ+IiDqWUq3FysM5+PyPDL2nuADgbi/D5LhAjI/2RxdX2w6t6VjeJew9V4rtp4qQX9lwzesCXG0xNsoXY/v6IcTDvsPqM2bV9Sp8tDMda5Py9Pa1D3a3w8JHItE/2FW64ui6Ptl1Hl/8kaE7vj/SB58/2hfmbHpIRGTIGPCJiKjjHDhfhne2pSGrTK433tPXETPvCMYDfXwknwosiiJOFFTjlxMX8eupousuG+jTxRkPRfni/j6+cLdnR/6/alBqsCohB9/uz9JroiezMMNTQ8Mwd1AI13YbMFEU8cGOdCzan60be2xAAN4d04uzWIiIDBcDPhERtb/qehVe33oa205c1BsP87THG/f3wKCu7gYZGrRaEUdyKrHleCF+OVl0zaZ95mYCBod7YGxfP9zT3Qs2ss4dWhvVGmxIzseXezNRVtuod25INw+882BPBLq17ZILah+iKOLtn9OwMiFXN/bM8K741z3hElZFREQ3wIBPRETt63BWOV7YdELvSbiDlQWevbsrpscHGc26XoVKg73ppdicWoi950qv2eXf3soCI3t546G+fhgQ4tappjM3KDX4ISUf3+7PRmGV/hIHfxcbvD66B+7t6WWQH+TQ9Wm1Ip7beBw/X/Xh3NsP9MCMO4IlrIqIiK6DAZ+IiNqHUq3FxzvPYfGf2Xprrx/u54dX7ouAp4O1dMXdpqp6JX45WYQtqYU4mnvpmtd4OVphdG9fPNDHB1FdnE022F6SK7E6MRcrDuegUq7UO+flaIWnh3XFhJgukFkYxwc51JJSrcXsVUdx4HyZbuzzR6MwJspPwqqIiOgaGPCJiKjt5VfW44k1KUi7WKMbc7G1xMJHIjGip7eElbW9vIp6bD1eiM2phcgul1/zmi6uNngg0hcjenoj0s8JZibwZD+jpBZrEnOx6WgBGlT6OxC42cnwjyGheGxAINfZm4h6pRpTvktCal4VAMDCTMB302O4tSERkWFhwCciorZ1PL8Ks1ceQXndlae5g8I98H/jIuHpaLxP7f+OKIo4WVCNzamF2HbiIir+8jT7Mg8HKwyP8MTw7l64M8zdqNbsK9Va/J5WjDWJuUi6UNnivJ+zDWbfFYwJMV1gx23vTE5VvRITFiXgfEkdAMDG0hxrZschOtBF4sqIiKgZAz4REbWd304V4bmNx9GobtrXXmZuhldHRWD6wCCTeGrdWmqNFgnZFfj5+EXsSCu+ZnM+oOnPp2+AM+4Mc0d8mDv6+DvBwoB6EtTU1OCtt97Chk0/oKy0BOZ2LrDqOhDOd06BmdWVbQwjvB3wxOBQjI70uW5PhXXr1uGzzz5DWloaZDIZBg4ciAULFiAmJqbFtTdazvDRRx/hxRdf1BsLCgpCbm7uNa//5z//iS+//LI1Py61QnG1Ao98c1jXZ8HJxhLfPzEQ4V4OEldGRERgwCciorYgiiIWH8jGBzvSdevtXWwtsXhaDGKDOvc+541qDfafK8PvaSXYk16it2XcX9lbWWBAiCviQ91xR5g7wr3sJVm7r1BpcDi9EFPG3ovi7HRYB/WFzCsUytILUFxIgaVnCPymfoR7+wTisQGBuCPM7YZ1vv/++5g/fz4CAgIwbtw41NXVYcOGDVAoFPj9998xZMgQvesFQUBgYCBmzJjR4rVGjBiB+Ph4vbGgoCBUVVXhueeea3F9//79MWrUqFv6c6Bryy6rw/hvE3SzVLwdrfHDPwbC38X2b76TiIjaGQM+ERHdHq1WxFs/p2F14pUnqMHudlg2IxbB7twO7WoarYjUvEvYfbYUf5wtQUZp3Q2v93CwQt8uzujqZY+ung4I87RHqId9m0/rL6ttxJmiGhy5UInkC5U4nl+F0n2rUX14PRzjHoHLkJm6a1XJG3Bx7xr866XX8PHC9/72tTMyMtCjRw+EhIQgOTkZTk5OAIC0tDT0798fPj4+SE9Ph4XFlSn9giBg8ODB2LdvX6vqDwoKAgDk5OS0+mem23OqoBqTliSirrFpdkqIux2+f2Ig3OytJK6MiKhT65CAbzhzDYmIqE2pNVq8+P0JvXDfP8gVP/0j3mjC/b59+yAIAt5++20cPHgQgwcPhr29PXx8fPDKK69Ao2lqILd8+XL07t0bNjY2CAkJwdKlS1u8Vk1NDV5//XVERETA2toabm5uGDt2LE6cOAEAMDcTEBPkilfui8CrURoMKNgI5fqnUfjZOOR/Oh7Fq1+E/OwB3euV1TZi55kSfL7lMB7q548BIx9B2NPL4NLjTshsHWBpbYOufQdiwYrt2Hq8EAczynHmYg0KLtWjuFqB0hoFyusaUVHXiKyyOiRmV2DbiYtYfugC3tmWhslLEhH97i7Evrcb05cl48u9mUjOqUSjWoO6k79DkNnAKX4SXGwtMal/ANbOjsO5bYvg4uKCjWtX4m8+wNf9uanVasyfP18X7gGgZ8+emD59OrKysrBnz57b/b+ROlhvfycsnhYNWfOSjOxyOaYvT0at4vozVIiIyDTwCT4RkQlSqrV4bmMqtp8q1o092McXH42PhJWF8TSO27dvH4YOHYqRI0di//79GDVqFAIDA/Hbb7/h7NmzeOmll+Dh4YH3338fY8aMgZ2dHTZs2ICKigrs2bMHQ4cOBQCUl5dj0KBBOHv2LIYOHYq+ffuioqICP/74I7RaLXbv3o2BAwfq3nfkyJHIzs5GXFwc/Pz8UFFRgS1bf0Z5WSnip/wL8vB7UdU8nV9dXYLCbx+HVZdeUJXnwdI9ADLvMKiritGQkQgza3v4zv4G5nZt0+xMVVmIi0vmITgqHis2bsHAUDe9tfWPPPIIfvrpJ5w/fx5du3a94WvFx8cjISEBRUVF8PbW30Fh27ZtePDBB/Haa6/hvfeuzAYQBAGRkZF48sknUVFRAQ8PDwwZMuS67xUUFASFQoH//ve/uHjxIlxdXREfH48+ffrcxp8CtcaO00V4cu0xaJvv5uKCXbFyVn/unkBEJA1O0SciopunUGnw5Npj2JNeqhub1L8L3hvb2+ia6V0O+ADw66+/6tZry+VyhIWFobq6Gq6urjh06BACAwMBACkpKYiJicHo0aPxyy+/AAAmTZqEDRs2YN26dZg0aZLu9TMzMxEdHY2AgACcOnVKN56Tk6ObWn6ZXC5HfHw8cnJyUFh4EXk1GpwrqUHyyXP4YMbdAADXITPgEDdO9z1VB1ajOmEjnAdPh9OA8brx+vMJUJZmt+rPwNLcDD3j78agATGIC3ZD9bkkTJnwEJ566in873//a3H9K6+8goULF+r9eV2Ph4cHFAoFamtrW5xLT09H9+7dMX78eGzatEk3fq31/IIgYMqUKVi0aBFsbfXXel+vyd7IkSOxevVquLu737BGuj0bj+Th5R+v/Lt9d3dPfPNY9HUbLhIRUbvpkJsw7pNDRGRCGpQazFl1FAczy3VjM+8Iwpv395CkIVxbGTZsmF5YtbOzw+jRo7F06VLMmzdPF+4BIDo6GqGhobrAXl5ejk2bNuG+++7TC/cAEBYWhjlz5uDjjz/G6dOn0atXLwBoEe4vv+f06dPxwgsv4OjRIxgyZAh6+Dqir4saHwAIDg5G+s4lKK1TouBSAwouNeBkLxu8m7ARLvV5iA12xaV6JWoVamTmJKM6dVerf/4ZM+/GjDFNta07XQ8AelPqr3Z5vLq6+m9ft7q6Gp6e194r/Xqv8+KLL2L8+PHo2rUrBEFAamoqXnvtNaxZswYajQbr1q3Tu37WrFkYPHgwevbsCWtra6SlpWHBggXYvn07xowZg4MHDxr1v5uGbmJsAKobVHh/ezoAYPfZUrz0w0l8PL6P0X3gR0REf48Bn4jIRDSqNZi7Wj/c/3NoKF4c0c3oA9S1pnP7+Phc95y3tzeSkpIAAEeOHIFWq4VcLsfbb7/d4tqzZ88CaHpifTng19TU4MMPP8TWrVuRnZ2N+vp6ve8pKipq8TpRUVGQWVrA38VC17F8bB9vvDsVCHYQsHHelSUAeHV4K35qw/TRRx/pHQ8dOhR//PEH+vTpg/Xr1+PNN99ERESE7vybb76pd31cXBy2bduGwYMH4+DBg9i5cyfuvffeDqm9s5o7KBSX6lX4Zl8WAGBzaiGcbCzx1gPG/cEfERG1xIBPRGQC1Botnlmfij8zroT7F0eE46lhN16DbSwcHR1bjJmbm1/3nIWFBdTqpg7ilZWVAIADBw7gwIEDLa69TC6XAwCUSiUGDx6M48ePIzo6GjNmzICrqyvMzc1x/PhxbN26FY2Nja2q8XL3+cvNANvC3z2hvzx+vSf8f32ttngdW1tbTJo0Ce+++y4OHz6sF/CvxczMDDNnzsTBgwdx6NAhBvwO8NK93VBVr8L65DwAwIrDOXCyscTz94RLXBkREbUlBnwiIiOn1Yr49w8n8XtaiW7s+btNJ9zfrsvB++WXX8YHH3zwt9dv3boVx48fx5w5c7B48WK9cwsXLsTWrVtvu6YtW7bg+PHjrb5+7NixiIqKAgBdM7uMjIxrXnt5/O8a7F2+JiEhAcXFxS2a7N3M6wDQraX/62yHtrqebo8gCPjP2F6oUajw68mmGSif/5EBJxtLzLozWOLqiIiorTDgExEZMVEU8cbW09icWqgbmzsoBM8MD5OwKsMSGxsLQRCQmJjYquuzspqmMT/44IMtzh06dKhNatqyZQtWrlzZ6uuDgoL0Ar6vry8OHToEuVwOO7srWx4qFArs27cPvr6+CAv7+38HBg8ejISEBOzcuRPTpk3TO/fbb7/prmmN5ORkXa3tcT3dPnMzAZ9OiEKdQo3958sAAAt+OQMnG0s8Eu0vcXVERNQW2EKViMiILdxxDmuT8nTHU+IC8Op9EVxXexVvb2+MGzcO+/fvv2bXeVEUsX//ft1xQEAAgJZh/qeffsK2bdvapKYVK1ZAFMVW/zNjxgzd9wqCgNmzZ6Ourg4LFizQe93//ve/qKysxOzZs/X+HaiurkZ6enqL3gEzZ86EhYUF3nvvPb2p+mlpaVi5ciVCQ0MxbNgwvXGlUtni5/npp5+wbt06eHp66nY9AJp2Kairq2txfUJCAj755BNYWVlh7Nixrf+Do9smszDDN4/1Q3TglW0bX/rxJHamFd/gu4iIyFjwCT4RkZFam5SLb/dn6Y4f6uuHd8f0Yri/hm+++Qbp6el45plnsHz5csTFxcHe3h55eXlITExESUkJFAoFAOCBBx5AQEAAFi5ciLS0NERERCAtLQ07duzAQw89hM2bN0v80wAvvfQSfv75Z3z44YdITU1FdHQ0Tpw4gd9++w1RUVF46aWX9K7fvHkzZs6cienTp2PFihW68fDwcLz99tt4/fXXERkZiXHjxkEul2P9+vVQqVRYsmSJro8AACxZsgSrV6/GoEGDEBAQADMzM6SmpmL//v2wtrbGihUr9GYU/PLLL3jjjTcwePBgBAUFwdraGmfOnMGOHTtgZmaGRYsWwd+fT447mq3MAsumx2Li4gSkF9dCoxXx1PpUrJgZi/hQbltIRGTMGPCJiIzQgfNleHNrmu747u5e+GhcJLe9ug43NzckJCTg888/x/fff49Vq1ZBEAT4+PggPj4e48df2aPewcEBe/bswYsvvoiDBw9i7969iIqKwvbt21FUVGQQAd/Ozg779u3DO++8gx9++AH79u2Dt7c3nn/+ebz11lt6IfvvzJ8/H0FBQfjss8/wzTffQCaTIT4+HgsWLEBsbKzetSNHjkR+fj5SU1Oxa9cuqFQq+Pr6YubMmfj3v/+N7t27610fHx+PBx54ACkpKThw4AAUCgU8PT0xYcIEPP/884iLi2uTPw+6eU62llj1eH+M/zYBuRX1UKq1mL3yKFY/Hqf3dJ+IiIyLIIrijc7f8CQREXW8c8W1GPfNYdQ2NnWJ7+3nhI3zBsBWxs9siejm5FfWY9y3h1FS07QzhIOVBdbNGYDe/n+/ewIREd2UDnkKwzX4RERGpKy2EbNWHNGFex8nayydHsNwT0S3pIurLdbOHgA3OxkAoLZRjYrOdR0AACAASURBVKnLkpBeXCNxZUREdCsY8ImIjESDUoPZq46isKoBAGAnM8eyGbHwdLSWuDIiMmZhnvZYMzsOzraWAICqehUe+y4JmaUtGyQSEZFhY8AnIjICWq2IF74/jhP5VQAAMwH4cnI/dPdxlLgyIjIF3X0csWpWfzhYNc0GKq9TYsp3icitkEtcGRER3QwGfCIiI/DRznPYfurKNlZvP9gTQyM8JayIiExNpL8zVsyKha3MHABQUtOIyUuSdLOGiIjI8DHgExEZuE1H8vHNvivb4c2ID8K0gUHSFUREJis60BXfTY+BlUXTLWJhVQOmLElEaY1C4sqIiKg1GPCJiAzYocxyvLb5lO54eIQn3ri/h4QVEZGpiw91x6Kp0ZCZN90m5lTUY8p3Saioa5S4MiIi+jsM+EREBiqztBZPrEmBWtu0Y2kPH0d8MakvzLnXPRG1syHdPPHl5L6waP77JqO0DlOXJqO6XiVxZUREdCMM+EREBqiqXonHVx5FraJpOzwvRyssnREDOytuh0dEHWNET298OjEKlz9TPFNUg8eWJjHkExEZMAZ8IiIDo9Zo8dS6VORW1AMAbCzNsXR6LHycbCSujIg6mwf6+OLDcX10x6cKqzFlaSKq6pUSVkVERNfDgE9EZGDe234WBzPLdcefTuyDXn5OElZERJ3ZuGh/LHykN4TmJ/mnC2sweUkSLskZ8omIDA0DPhGRAdl0NB/LD+Xojp8d3hUje/lIVxAREYCJsQFY+HCkLuSfKarBpCWJqGTIJyIyKAz4REQGIiX3El7ffFp3fG9PLzw7vKuEFRERXTEhtgs+GtdHF/LTi2sxeUkiu+sTERkQBnwiIgNQXK3AE2tSoNRoAQAR3g74ZEIUzNgxn4gMyLhof3w8vo+u8V56cS0mLUlEWS1DPhGRIWDAJyKSWKNag3+sTdHdIDvbWmLJNHbMJyLD9HA//6YPIJtD/vmSOkxakojSWoW0hREREQM+EZHU3v3lDFLzqgAA5mYCvp7cD11cbSWuiojo+sb29dPbQi+ztA6TFieitIYhn4hISgz4REQS2nQ0H2sS83THr94XgfgwdwkrIiJqnTFRfvhiUl+YN6f8rDI5Hl2ciBKGfCIiyTDgExFJ5FRBNV7fcqWp3v2RPnj8zmAJKyIiujn3R/rif1eF/OzyppBfXM2QT0QkBQZ8IiIJVMqVTU311E1N9bp5OeDDcZEQBDbVIyLjMqq3D76a3BcWzSH/Qrkcjy5OQFF1g8SVERF1Pgz4REQdTKXR4ql1x1BY1XTz62BtgW+nRsNWxqZ6RGScRvbywVdT+sHSvCnk51TUY+KiRN3fc0RE1DEY8ImIOth7v57F4awK3fFnE6MQ7G4nYUVERLfv3p7e+HpKtC7k51XW49HFCSi4VC9xZUREnQcDPhFRB1qfnIcVh3N0x8/fHY7h3b2kK4iIqA3d08ML3z4WDZl50y1mfmUDJi5KRH4lQz4RUUdgwCci6iDJFyrx5tYrTfVG9/bBM8PDJKyIiKjtDe/uhUVToyGzaLrNLKxqwKOLE5FXwZBPRNTeGPCJiDpAwaV6PLEmBSqNCADo4eOIj8azqR4RmaahEZ5Y3CLkJyC3Qi5xZUREpo0Bn4ionckb1Zi98igq5UoAgJudDEumx7CpHhGZtCHdPPHdtBhYNYf8i9UKTFyUiJxyhnwiovbCgE9E1I60WhEvfn8C6cW1AABLcwGLpkbDz9lG4sqIiNrfoHAPLJ0eC2vLplvO4hoFJi5OQHZZncSVERGZJgZ8IqJ29PkfGfjtdLHu+L2xvRET5CphRUREHevOru5YdlXIL6lpxKOLE5FZypBPRNTWGPCJiNrJ9lNF+PyPDN3xzDuCMCG2i4QVERFJIz7MHctn9IeNpTkAoLS2EZOWJCKztFbiyoiITAsDPhFRO0i7WI0XNp3QHd/V1R3zR3WXsCIiImkNDHXDipmxsJU1hfyy2kY8ujgJGSUM+UREbYUBn4iojZXXNWLuqhQ0qDQAgCA3W3w5qR8szPlXLhF1bnEhblg5qz/smkN+eV3TdP1zxQz5RERtgXebRERtSKHSYN7qFBRWNQAAHKws8N30GDjZWkpcGRGRYYgNcsXKWf1hb9W0k0iFXIlJSxJxtqhG4sqIiIwfAz4RURvRakW88P0JpOReAgAIAvDFpL4I83SQuDIiIsMS85eQX9kc8k8XVktcGRGRcWPAJyJqIx/+fg6/nizSHc8f1R1DIzwlrIiIyHBFB7pg9eP94WDdFPKr6lWYvCQRJwuqJK6MiMh4MeATEbWBtUm5+HZ/lu54RnwQHr8zWMKKiIgMX98AF6ydHQfH5pBfo1BjyndJSM27JHFlRETGiQGfiOg27T1Xije3pumO7+7uiTfu7wFBECSsiojIOET6O2PdnAFwbu5VUqtQY+rSZBzNqZS4MiIi48OAT0R0G04VVOOptceg0YoAgN5+TvhiUl+YmzHcExG1Vi8/J6ybPQCudjIAQF2jGtOWJSMpu0LiyoiIjAsDPhHRLcoqq8P05cmQK5u2w/NztsHS6TGwlVlIXBkRkfHp4euI9XMGwN2+KeTXKzWYsfwIDmeVS1wZEZHxYMAnIroFF6saMPW7JFTKlQAAJxtLLJ8ZC09Ha4krIyIyXt28HbBh7gB4OFgBABpUGsxacQQHMxjyiYhagwGfiOgmVcqVmLo0CRerFQAAG0tzLJsRi3AvbodHRHS7wjybQr6XY1PIV6i0mLXyCPadK5W4MiIiw8eAT0R0E+oa1Zi5PBlZZXIAgKW5gG+nRiM60EXiyoiITEeohz02zh0IX6emWVFKtRZzV6Xgj7MlEldGRGTYGPCJiFqpXqnG7JVHcKKgGgAgCMAnE6IwONxD4sqIiExPkLsdNs4bCD9nGwCAUqPFE2tS8HtascSVEREZLgZ8IqJWkDeqMWP5ESRmX9m2acGYXnigj6+EVRERmbYurrbYOG8Aurg2hXyVRsQ/1x7Db6eKJK6MiMgwMeATEf2NukY1ZixPRvKFK+H+lfsiMHVAoIRVERF1Dv4uttg4dyCC3GwBAGqtiKfWp2LbiYsSV0ZEZHgEURRvdP6GJ4mITF1doxozliXjaO4l3dhroyIwd1CohFUREXU+xdUKTF6SiOzyph4oZgLw6cQojInyk7gyIqJWETrkTRjwiYiurbpehVkrjyDlqnD/+ujumH1XiIRVERF1XqW1CkxekoTM0joAgLmZgP9N6otRvX0kroyI6G8x4BMRSaWwqgEzliUjo/kmEgDeuL8HHr8zWMKqiIiovK4Rk5ck4nxJ09/PFmYCvnksGvf08JK4MiKiG2LAJyKSQtrFasxcfgSltY26sbcf6IEZdzDcExEZgtJaBR5ddGW6vszcDIunRWNIN0+JKyMiui4GfCKijvZnRhn+seYY6hrVAJr2uf+/8X24xpOIyMAUVyswcXECcivqAQAyCzMsnxGLO8LcJa6MiOiaGPCJiDqKKIrYcCQfb2w5DbW26a8+B2sLLJoajfhQ3iwSERmiwqoGTPg2AYVVDQAAa0szrJzZH3EhbhJXRkTUAgM+EVFHkDeq8fqW09icWqgb83GyxvKZsYjwdpSwMiIi+jt5FfWYuDgBRdUKAICdzByrHo9DdKCLxJUREelhwCciam/nS2rxjzUpyCqT68YivB2wfGYsfJxsJKyMiIha60K5HBMWJaCsuXeKg5UF1syOQ58uzhJXRkSkw4BPRNReRFHEDykFeGPraShUWt34+Gh/LBjTCzYycwmrIyKim5VRUotHFyeiQq4EADhaW2D93AHo6eskcWVERAAY8ImI2kd5XSPmbz6F39NKdGPWlmb4z9jeGBftL2FlRER0O84W1WDSkkRU1asAAC62ltg4byDCvRwkroyIiAGfiKjN/XaqCPO3nEZl8xMeAAjztMfXU/rxBpCIyAScLqzGpCWJqFU07Ybi6WCFH56IR4CbrcSVEVEnx4BPRNRWKuVKvLMtDVuPX9QbnxwXgPmjusPOykKiyoiIqK2l5l3C1KXJui1PA1xt8cMTA+HpaC1xZUTUiTHgExHdrgalBssOXcC3+7JQ23yjBwDejtZYOC4Sg8M9JKyOiIjaS0JWBaYvT4ZS3dRnpZuXAzbOGwBnW5nElRFRJ8WAT0R0qzRaET8eK8AnO8+juEahd+7hfn5464GecLKxlKg6IiLqCLvOlOCJNSnQaJtuafsGOGPN43GctUVEUmDAJyK6WUq1FluPF2LRgWxkltbpnQvxsMPro7tjWISXRNUREVFH25xagOc3ntAd39XVHd9Nj4GVBXdLIaIOxYBPRNRatQoV1ifnYdnBnBZP7D0crPD83eGYEOMPC3MziSokIiKprDh0AW9vO6M7vq+XN76c3A/mZh1yv01EBDDgExHdmEYrIjG7AttOXMSvJ4v01tgDgL2VBebcFYLZdwVzOiYRUSf3+e4MfLr7vO54YkwXfPBIbwgCQz4RdYgO+cuGd7xEZFQa1Rocy63C72nF+PVUEcpqG1tc4+FghVl3BGNyXADX2RMREQDgmeFhqG5QYdmhCwCAjUfz4WhjgddGdWfIN0A55XKk5l9CRZ0SlXIlLtU3fbWTWSDMyx5hHvbo6uWAAFdbzsQgugqf4BORQWtUa3C6sAaJ2RU4nFWOozmX0NjcEfmvQjzsMG9QCMb29ePaSiIiakGrFfHvH07ix2MFurF/39sN/xwaJmFVBABqjRYpuZfwR3opdp8tQXaZvFXfZ2VhhhE9vfFYXAD6B7vywxoyZJyiT0SdS12jGrkVcpwrrsWJ/Cocz6/CmaIaqDTX/6vI3d4K90f64IE+vugX4Mxf7EREdENqjRZPrj2GnWdKdGP/GdsLjw0IlLCqzqtWocKqhFwsO3gBFXLlbb1WuJc9psQF4qF+fnC05gw+MjgM+ERkOhrVGpTWNKKkRoHiGgVKLv/vagXyKuuRV1mPylb+Yg92t8PAUDeM6uWDASGubJxHREQ3RaHSYNaKIzicVQEAEATgs4lRGBPlJ3FlnUd1gworD+dg6cELqG5QtThvbWmGgSFuCHSzg4utDK72MrjaynCpXonM0jpkltbhfEktSq+xVM/JxhJvP9gDY6P8+ME/GRIGfCIyfA1KDQqr6pF/qQHF1YqmdXLypnVylfVKXZBvbXi/liA3W0QHuiI+1A0DQ93g62zThj8BERF1RnWNakxZkogTBdUAAAszAUumxWBohKfElZk2pVqL7w5m45t9WahV6DfH9XK0wt3dvTC8uyfiQ91hbfn3y+3SLlZjTWIeth4vRL1So3duRA8vvPdQb3g4WLXpz0B0ixjwicgwqDRa5JTLkVVWh6wyObLL5Mgur0N+ZQPK61p+cn6rZOZm8He1QZCbHSL9nRDVxRl9/J3hYidrs/cgIiK67JJciQmLEpBRWgegaT336sfj0D/YVeLKTNPRnEq8tvkUzpfU6Y0Hutnin0PD8FBfP1je4qy8WoUKW1ILsehANgouNejGXWwt8e7YXrg/0ve2aidqAwz4RCSNqnoljuVdQkpu0z8n8qvRoNL8/TfegJnQ1N3e29Eano7W8Ha0hreTNTwdrODvYosAN1t4O1qzEy4REXWo4moFxn17WBcKHawssH7uAPTyc5K4MtNRXa/CBzvSsT45T288xN0OTw0Lw4N9fNtsuZ28UY33t5/F2iT995ocF4B3x/TifQZJiQGfiDqGKIpIu1iDveml2HOuFMfzq3DjvxquMDcT4OtsDX9nW/g628DdXgYXOxlc7WRwsZXB08EK3k7WcLOTca08EREZpJxyOcZ9m6CbleZmJ8P6uQMQ7uUgcWXG78D5Mvxr0wm9GX+2MnO8MKIbpg8MbLd7gz8zyvDyDydxsVqhG3uwjy8+ntDnlmcJEN0mBnwiaj9qjRaJ2ZXYfroIu8+UXLNJzdV8nKzR1csBIe52CPWwQ4iHPQKbn7ozuBMRkbE7W1SDiYsSUNO8LtzdXob1cwagK0P+LVFrtPhsdwa+2pep99Dg7u6eeGdML/h1QD+dGoUK8zefxrYTF696fy98Oblvq9b3E7UxBnwialsarYiDmeXYfrIIO88U41J9y661QNN0+t5+TogOdEV0oAv6BTrDx4mN7YiIyLQdy7uEaUuTUdfIkH87SmoUeGZ9KpIuVOrGPBys8O6Ynri3p3eHdrbXakW89XMaVifm6sbuCHPD4qkxsLOy6LA6iMCAT0RtpbhagY1H8rHxSJ7eVLWrOdtaYnC4B4ZFeGJQVw82tiMiok4pJbcS05YmQ97ckd3d3gob5sYhzJMhvzUOZZbjmfWpenva3xnmjk8nRknWzV4URSzccQ7f7s/SjfULcMbqx+MY8qkjMeAT0a0TRRF/ZpRjdWIu9qSXQqNt+Z+zt6M1Rvbyxn29vBET5MrGM0RERGjq9j592V9D/gCEedpLXJlhW5WQg3e2ndHdcwgC8NzwcDw1LMwg7jG+2puJj34/pzse0cML3z4WDTMDqI06BQZ8Irp5DUoNNqcWYtmhC8gsrWtx3tVOhrFRfhgd6YO+XZz5S42IiOgajjSH/Mt7q3s4NIX8UA+G/L9Sa7RY8MsZrEq4Mg3e3d4KXzwahfgwdwkra2nZwQtY8MsZ3fHTw8LwwohuElZEnQgDPhmWkhoFjuVewumL1ahuUKFeqUF9owZypRoWZgK6uNoiwNVW9zXM055dSjtQaa0CKw7lYF1yHqqusbZ+YIgbJsUF4N6eXrCyYGMZIiKiv5N8oRIzll8J+Z4OVljPkK+nRqHCP9cew58Z5bqxSH8nLJkWAy9Hawkru74F285g2aELuuMvJvXFg318JayIOgkGfJKWQqXBLyeL8GdGGVJyL+n2h20tG0tzxAS5IC7YFQNC3BDp7wyZBQN/W8uvrMeiA1nYdLQASrVW75y9lQXGx/hj6oBAhPBmhIiI6KYlZVdg5oojeiF/w9wB/L0KILdCjsdXHtWbMTg60gf/N64PbGSG+zBBrdFi1sqjOHC+DABgZWGG758YiEh/Z4krIxPHgE/SKK9rxJrEXKxOyNVrkHK77K0sMLq3D8bH+CM60KVDO6iaoszSWny9NwtbT1xssb6+i6sNZsQHY0KMPxysLSWqkIiIyDQkZldg5vIjaFA1hXwvRytsmDsQwe52ElcmnaTsCjyxJkVvR55nhnfFc8O7GsXyv+oGFR76+hCyy+QAmvoS/fzUHfA00FkHZBIY8KljFVyqx5d7MvFTamGLJ8EAYG1phj7+zugX6AIfJ2vYyixgKzOHrcwcCpUG+ZUNyKusR/6lemSU1KGw6vpP/EPc7TAuxh/jo7tI1lHVWOVX1uOz3RnYnFqAv/bN6+PvhH8MCcU9PbwNopkNERGRqUjIqsCsFfohf9WsOHTz7nzd9Tcdzcf8zaeg0jTdiMgszPDRuEiMifKTuLKbk11Wh7FfHUKNomlbxNggF2yYO5D3UNReGPCpY2i0IlYezsH/7Tynm352ma+TNaYMCMSgrh6I8HG4qTX1hVUNSMquQGJ2BQ5nVVxzir/Mwgzjo/0xd1AIAt0676fgrVFaq8CXezKxPjlP9wv1svhQN/xzaBjiQ904M4KIiKidHM4qx6wVR6BQNT0IcbS2wLIZsYgJcpW4so6h1YpY+Hs6Fu3P1o2528uwaGoMogNdJKzs1v2ZUYYZy4/oZkO+NioCcweFSlwVmSgGfGp/GSW1eOnHk0jNq9Ibj/R3wuy7QnBfL+82aZQniiKO5VXhh5R8bDtRhLpGtd55MwG4P9IXTwwORQ9fx9t+P1Mib1Rj0YFsLDmQrXtqcNngcA88e3dX9Aswzl+qRERExiYhqwJzVh3V3ctYW5rh6yn9MCzCS+LK2pe8UY3nNh7HrjMlurEIbwd8Nz0G/i62ElZ2+z7ddR6f/5EBAJCZm2Hb03d2ypkZ1O4Y8Kn9aLUivtqbiS/2ZOg9De7qaY8FY3phQIhruz0JrleqseN0MVYczsHJguoW5+/r5Y3n7wlHuFfn/otVoxXx/dF8fLzrPMpqG/XOxQS64N/3dkNciJtE1REREXVepwurMX1Zsq5XkbmZgA8ficQj0f4SV9Y+LlY14PGVR3G2qEY3NjzCE59P6gt7KwsJK2sbKo0WD399GKcKm+5Le/o6YvOTd7A5NLU1BnxqH9f6BNbSXMCTQ8Lw5NDQDttCTRRFJGRV4Jv9WXpbqwCAIABj+vjiubvDEdQJG9gcOF+G97efRXpxrd54dx9HvHRvNwzp5sGp+ERERBK6UC7H1KVJeksQn787HE8PCzOKJnOtdTy/CnNWHdV72DDnrmC8cl93k1qrnlFSi9H/O6jrQ/XMsDD8a0Q3iasiE8OAT22vsKoBs//yCWxUF2csfCRS0qlIpwqq8dXeTOxIK9YbNzcTMCHGH08P6wpfZxuJqus454pr8f72s9jfvG3LZV6OVnhxRDc83M/fpH6ZEhERGbOSGgWmL0vW+0B+RA8vfDyhj0nsYrPtxEW8+P0JNDaHXgszAe891AsTYwMkrqx9fPdnNv7z61kATfegP/4jHlFduHUetRkGfGpbx/IuYe6qFJTXXfkEdu6gELw8MsJgQuPpwmp8vPMc9p7TD7gyczNMjgvAk0ND4elgetuXlNYq8Omu89h4JF+vM76tzBzzBoVizqBg2MqMfwocERGRqaluUOEfa1JwOKtCNxbmaY/FU6MR4mEvYWW3TqnWYuGOdCw9eEE35mxriW+mRGNgqOkuD9RqRTy6JBHJFyoBACEedtj+zF2wtuyY2a1k8hjwqe3sOF2EZzYc1007sjQX8N7Y3pgQ20Xiyq4tJbcS//f7eSRkV+iN21iaY3p8EJ4YHAJnW5lE1bWdGoUK3x3IxtKDFyC/agcDMwGYENMF/7onnPuxEhERGTi1Rov3t6dj2aErgdjB2gKfTYzC8O7G1Xwvp1yOp9en6tajA01Bd9n02E6xbDK/sh4jPzuguy97dnhXPH9PuMRVkYlgwKe2sftMCZ5YkwJ186NhZ1tLfPtYNAYYQYO2w5nl+GjnuRZd/h2sLPD4XcF4/M5go5wCV69UY8XhHCzan43qBpXeubu6uuO1Ud3R3Ye7CRARERmTn44V4NWfTummtAPArDuC8fJ93Tqsx9Ht2Hq8EPM3n9bb7Wh4hCc+mRAFJ1vju9+6VWuTcjF/82kAgJWFGXb/azC6uBr3TgFkEBjw6fb9mVGGx1cchVLT9IsmxN0Oy2fGGtWe86IoYu+5Uvzf7+dx5qreAUDThxVPDA7FtIGBRjGFvVahwobkfCw6kK23VAIAwr3s8eqo7hgSzgZ6RERExup0YTXmrjqKi9UK3VgPH0f8b3JfhBrolP3qBhUWbDuDH48V6MYszQW8el93zLwjqNPdl2i0IsZ+dUg3i2FEDy8snhYjcVVkAhjw6fYkZVdg+vJkKFRN4T7QzRab5g2El5FO+dZqRexIK8Ynu84js7RO75yzrSUm9w/AtIFB8HYyvJ/vYlUDVhzOwfqkPNRe9ak40PT/y/N3h+OBPr4G0wuBiIiIbl1FXSP+/cNJ7Ekv1Y3ZWJrj7Qd7YEJMF4MKzPvOleKVH0+huObKBxKBbrb4clI/9PZ3krAyaR3Lu4SHvz6sO141qz8GhXtIWBGZAAZ8unXH8i5h6ndJuvVDfs422DhvAPxdjH96kUYrYuvxQny2OwN5lfV65yzMBNwf6YNZdwajt5+TpL9AtVoRSRcqsfFIHn45WaRbInGZj5M1nhneFeOi/WFpzn1WiYiITIkoilh5OAfv/5au64EENC3Fe+fBnpI34KtRqPDeL2ex8Wi+3vjYKF+8O7aXUS6BbGsvbDqhm9UQ4mGHHc8OgsyC92x0yxjw6dZkltbi4a8Po0bR9KTY08EKm+YNNLnGKCqNFpuO5mPR/uwWQR8AunraY2xfPzzYx7dD100VVjXgx5QC/JBScM26QjzsMOeuEDzU149dWYmIiEzc2aIaPL0+VW/2oczcDPMGh+DJIWGwkXXsvcDlByUf/X4ORVctI3Czk+E/Y3vhvt4+HVqPISutVWDY/+3X9SR4bVQE5g4KlbgqMmIM+HTzquqVGPPVIeRWNAVLNzsZNs4bgDBP6fa4b28arYjdZ0uw9M8LSM6pvOY1sUEuuKeHF+7q6oEIb4c2fbIviiLOFNVgb3op9qSXIjW/Ctf6z6p/sCvm3hWCYRGeMONUfCIiok6jQanBwh3pWJWQo7cdrr+LDV69rztG9vJu92V6oihi//kyfPBbOtKLa/XOje7tgwVjesLN3qpdazBG3/2Zjf/8ehYAYCczx94Xh3CHI7pVDPh0c1QaLWYsT8ahzKat5WwszfH9EwPRy6/zrJ86WVCFFYdy8NvpYjSoNNe8xt3eCneGuWFAiBsifBwR7mV/Uw36ahUqpBfXIq2wGqcKa3AwswwlNY3XvNbR2gIPRvliYkxAp17HRkRERE0N+F7fchrH8/V3Bwpys8Xsu0IwLtq/zWf3abUiErIr8OWezBbbD7vZyfDOmJ64P9K3Td/TlKg0Wtz3+Z+6GRgP9/PDJxOiJK6KjBQDPt2cN7eexqqEXN3xt4/1w8henXOalbxRjV1nSrDleCH+zCiHRnv9f5UFAejiYotwL3u42Mpgb20BeysL2FlZQKXWokKuRHldI8rrGlFUrdDNjrjR690Z5o7xMV0woocXp+ETERGRjlYrYuPRfCzckY6qev2tct3sZHhsQCDu6+2Nbl63N+OwtEaB71MKsOlofot7FxtLc8y5KxhzBoVwrX0rHMwox2NLkwA03ef99uxdiPDmdsZ00xjwqfXWJObi9S2ndcf/uicczwzvKmFFhqO8rhF/nC3BnxnlOJhZ3uKXaVtwtrXE4HAPDO3miUHhHnC1k7X5exAREZHpqJQrsfRgNlYn5Or6Jl3Nz9kGQ7p5YFiEJ3r7O8HD3uqGgV+h0uBUYTWO5FQinFpBiwAAIABJREFUKbsSBzNbPuAwNxMwqX8XPDO8KzwdOM38ZsxacUS3K8LwCE8snRErcUVkhBjwqXUSsiowdWmSrkv7/ZE++N+kvga1BYuh0GhFpF2sxsHMcvw/e/cdX0WV/nH8+yQhhFBCCb2DdBRQREURUAF7Xwu6iop1V7G3dSm6q26xt58V7A17QUUlCKgLgiAqvSMgTUoCCSnn98dMLjfhJiSQZG5uPu/Xa16XmTkz88zk3Ms8M2fO/PLbNi34fbuWbcwo9g5/YfFxpg6Naqlrszrq2rSOerWqqx4t6iqBnvABAEAppWfl6M0Zq/T8lKVaE9bpXWHJifFqVT9ZbRrUVL2aicrKzlVmTq4ys/P0x45d+uW3bdqVmxdx2TpJCTqjV3Nd3LdN4L33V1bz1m7TiY9OCfWz9PZVR+jQNvWDDQqVDQk+9m5jepaOf3iKNqZ7z4Af2DxFb115RIX3yFqZZWbnasmGdC3bmKH0zBylZ+UoIytX6VnZio+LU2qtRKXWqq4G/mfb1Jo0uwcAAGUqOzdPE35ep89/WadvFm7Q9gh39UurT9v6Or9PS53QvSnnLmXghjdn670ff5Mk9W5dT29fdQQ31FAaJPgoXl6e0yXjZmjywg2SpNRaifro2qPUNKVGwJEBAABgX2Xn5mnmij80af56fbd0k5ZtzChRwt8utaYOaV1Ph7apr8PbNVCrBhX3muCqYOWmHTr2wTRl53op0vMX99axXRoHHBUqERJ8FC/8tR2S9NKlfXR0x4YBRgQAAICy5pzTlh3ZWr4pQys27VB6Vo6SqsUrqVqckhLilZwYr45NaiuV19yVu1Ef/KwX/U6tOzWurU9H9Cv3VxwiZpDgo2g//7ZVZzw5LXQF8cqj2+mOE7sEHBUAAAAQuzZsz1L//0zSjl3e65gfOreHzujVIuCoUElUSIJPr2CVUEZWjq59/cdQcn9QixTdNLhTwFEBAAAAsa1h7eoaflTb0PgDXyxUVk5ugBEBBZHgV0KjPvxFyzZmSJJqJsbr0fN6KTGBPyUAAABQ3i4/up3qJVeTJK3+Y6fGz1wdcETAbmSFlcyEuWsL/Ij844zuapNaM8CIAAAAgKqjdlI1XT2gfWj8yUlLtCsn8isKgYpGgl+JbErP0l3v/xwaP6NXc575AQAAACrYhYe3Vv2aiZKk37bs1Hs/chcf0YEEvxIZ+eEv2pSxS5LUpE6SRp/aLeCIAAAAgKonOTFBl/drFxp/fNJiZedyFx/BI8GvJD6du1af/LQ2NH7fWQcqpUa1ACMCAAAAqq4/H9Fadf1n8Vdt3qkPZq8JOCKABL9S2JSepb+HNc3/0yEtNLBTowAjAgAAAKq2WtUTCvSo/8SkxcrhLj4CRoJfCYz8oGDT/LtO7hpwRAAAAAAu6ttGdZISJEnLNmbo47AWt0AQSPCj3Kdz1+qTuTTNBwAAAKJNnaRquuTI3XfxH/t6kXLzXIARoaojwY9iW3bs0sgPdjfNP6c3TfMBAACAaHLpkW1Vq7p3F3/Jhgx9Ope7+AgOCX4Uu+/T+dqY7jXNb1ynOk3zAQAAgCiTklxNw/q2CY0/MWmxnOMuPoJBgh+lvluySW/+sCo0fvdp3VUniab5AAAAQLS57Ki2qlEtXpI0f912pS3cEHBEqKpI8KNQZnau7nxvbmj8+G5NNKRbkwAjAgAAAFCUejUTdV6flqHxpycvCTAaVGUk+FHosa8XadnGDElS7aQEjTmtW8ARAQAAACjOZUe1VXycSZK+X7pZs1dtCTgiVEUk+FFm/rptenry0tD47Sd0VuM6SQFGBAAAAGBvWtRL1ikHNQ2NcxcfQSDBjyK5eU63vzNXOf6rNfq0qa/zD20VcFQAAAAASuLK/u1D//7sl3WhVrlARSHBjyKvT18ZasqTGB+ne888UHF+Mx8AAAAA0a1L0zrq37GhJMk56Zlvlu5lCaBskeBHiU3pWfrP5wtC49cMbK8DGtUKMCIAAAAApXVV2F38d2at1vrtmQFGg6qGBD9K3D9hvrbuzJYktW6QXOCHAQAAAEDlcHi7+urRIkWStCsnT+OmLQ82IFQpJPhR4Iflm/X2zNWh8dGndlOS/x5NAAAAAJWHmRV4Fv/l71coPSsnwIhQlZDgBywnN093vf9zaHxIt8Ya2KlRgBEBAAAA2B9DujVRmwbJkqTtmTl6c8aqgCNCVUGCH7CXvluh+eu2S5JqVIvXyFN45z0AAABQmcXHmYb3axcaf2HqMuXk5gUYEaoKEvwArd+WqYcmLgyNX3vsAWpet0aAEQEAAAAoC2cd3EL1kqtJkn7bslOf//J7wBGhKiDBD9C9n87Tdv95nPYNa2r4Ue32sgQAAACAyqBGYrwuPLx1aPzZKUvlnAswIlQFJPgB+W7JJr0/e01o/O7TuisxgT8HAAAAECv+fERrJcZ75/izV23RrJV/BBwRYh0ZZQCyc/M08oPdHeudfFBTHXlAaoARAQAAAChrjWon6bSezULjz36zLMBoUBWQ4AfghanLtGh9uiSpZmK87jqpa8ARAQAAACgP4Z3tff7rOq3YlBFgNIh1JPgVbO3WnXrkq0Wh8RsGdVSTlKQAIwIAAABQXjo1qa1+HbzWus5JY6ctDzYgxDQS/Ap2z8e/aseuXElSp8a1dXHfNsEGBAAAAKBcXR52F/+tH1Zp647sAKNBLCPBr0DfLNygT+euC43fc3p3VYvnTwAAAADEsn4dUtWpcW1J0o5duXpt+sqAI0KsIrusIFk5uRr14S+h8TN7NVeftvUDjAgAAABARTAzXdavbWh83LfLtCsnL8CIEKtI8CvI/6Ut1bKNXocatZMSdMeJXQKOCAAAAEBFOa1nM6XWqi5J+n1blj6Zu2YvSwClR4JfAZZtzNATaYtD47cM6aSGtasHGBEAAACAilQ9IV4XH9E6NP7sN8vknAswIsQiEvxy5pzTXe/PDTXB6dEiRRcc1novSwEAAACINRce3lpJ1bwU7Ne12/Tdkk0BR4RYQ4Jfzj6YvUbTFntf3DiT/nnGgYqPs4CjAgAAAFDR6tVM1NmHtAiNPzd1WYDRIBaR4JejrTuy9Y9Pfg2ND+vbVt2bpwQYEQAAAIAgXXpkW5l/v+/r+eu1eP32YANCTCHBL0f3fzZfG9N3SZKapiTpxsEdA44IAAAAQJDaNaylYzs3Do0/P3V5cMEg5pDgl5OZKzbr9bD3W446pZtqVU8IMCIAAAAA0eDysFfmvTtrtTalZwUYDWIJCX45yMrJ1e3vzA2NH9elkYZ0a1zMEgAAAACqij5t6+tA/9HdrJw8vfz9ioAjQqwgwS8Hj361SIvWp0uSkhPjNfrUbjKjYz0AAAAAkplpeNhd/Je/W6HM7NwAI0KsIMEvY3NXb9X/TV4aGr/9hM5qUS85wIgAAAAARJsTD2yqpilJkqRNGbv0/o+/BRwRYgEJfhnalZOnW8bPUW6ekyQd1ra+LuSd9wAAAAAKqRYfp0uObBMaf27qMjnnggsIMYEEvww9Pmmx5q/zXnNRo1q8/n32QYrjnfcAAAAAIjivTyvVTIyXJC1en660hRsCjgiVHQl+GfllzVY9OWlxaPyWIZ3UukHNACMCAAAAEM3qJFXTuYe2Co0/P2VZgNEgFpDgl4FdOXm65e2flOM3ze/dup6G9W0TbFAAAAAAot4lR7ZRfqPfqYs36tc124INCJUaCX4Z+O8XC/TrWu+LWD0hjqb5AAAAAEqkZf1kndC9aWj8ualLiykNFI8Efz9NXrhBz3yz+0t46/Gd1a5hrQAjAgAAAFCZhL8y76M5a/T7tswAo0FlRoK/HzZsz9JNb80OjQ/o1FCX0DQfAAAAQCn0alVPvVvXkyRl5zq9+O3yYANCpUWCv4/y8pxuenuONqbvkiQ1rF1d//1TD5rmAwAAACi18Lv4r/5vpXbsygkwGlRWJPj76LmpS/WN/xoLM+mhc3oqtVb1gKMCAAAAUBkN6tpEreonS5K27szW+JmrA44IlREJ/j6Ys2qL/v3ZgtD4lUe311EdUgOMCAAAAEBlFh9nuvTINqHx56cuU67/li6gpEjwS2ljepaufmVm6JV4PVrW1U2DOwYcFQAAAIDK7k+9W6pOUoIkacWmHfpy3u8BR4TKhgS/FHbl5OmaV2ZpzVavV8vaSQl67LxeqhbPYQQAAACwf2pWT9AFh7cOjT83hVfmoXTITEthzEe/aPryzZK85+4fPb+XWjVIDjgqAAAAALHi4iPaKMHvuHvG8j80e9WWgCNCZUKCX0KvfL9Cr/5vZWj8tuM7a2CnRgFGBAAAACDWNElJ0qk9moXGuYuP0iDBL4HpyzZr9Ie/hMZP7dFMVx7dLsCIAAAAAMSqy8JemTfh53Va/ceOAKNBZUKCvxeL16cX6FSvW7M6+tdZB8mM990DAAAAKHvdmqWob/sGkqTcPKdx05YHGxAqDRL8YqzYlKELnvtemzJ2SZIa1EzUMxf1Vo3E+IAjAwAAABDLLu+3u8XwGzNWaVtmdoDRoLIgwS/C6j92aOiz/9Pv27IkScmJ8Xrmot5qXrdGwJEBAPYmLy9Pjz/+uA4++GAlJyerTp06Ovroo/Xhhx9GLD9s2DCZWcShe/fue5T/9ddfddxxxyklJUXt27fXfffdp9zc3D3KzZs3T9WrV9crr7xSqvjT0tJkZvrrX/9aZJnRo0fLzDR+/PgC09u0aVMg/oSEBDVq1Egnn3yyJk2aVKDsuHHjCpSNi4sL7dOZZ56pZ599Vunp6aWKHQBQNvp3bKj2DWtKktKzcvTWjFUBR4TKICHoAKLRuq2ZuuC5/+m3LTslSdUT4vT8xYfqkNb1Ao4MALA3zjmdc845euedd9S+fXtddtllysrK0gcffKDTTjtNjz32WJGJ84gRI1S3bt0C0xo1Ktih6vbt23XccccpJydHl112mebNm6c777xT1atX14033lggjiuvvFL9+vXThRdeWPY7Woxq1arpzjvvlCRlZWVpzpw5+uSTT/Tpp5/q9ddf17nnnlug/KBBg9S3b19J3v6tXLlS33zzjd577z2NGjVKL7/8so499tgK3QcAqOri4kzD+7XTHe/OlSSNnbZcF/dtwyu6USwS/ELWb8/UBc99rxWbvI4sEuPj9MxFvXWE/wwMACC6vfPOO3rnnXd05JFHauLEiapRw2t59c9//lOHHnqobr75Zp188slq06bNHstef/31EaeH+/jjj7V27VpNnTpVRx55pCTp2GOP1TPPPFMgwX/hhRc0ffp0zZ07t8z2raQSExM1evToAtPGjh2rSy+9VLfddtseCf7gwYN18803F5i2a9cuPfroo7r99tt16qmn6ttvv1WPHj3KO3QAQJgzejXXfz9foE0Zu/Tblp365Ke1Or1X86DDQhTj8k+YH1f+oVMfm6YlGzIkSQlxpicuOFj9OzYMODIAQEl98MEHkqQ777wzlNxLUsOGDXXDDTcoKytLY8eO3ef1r1rlNZE85JBDQtN69+6tlSt3v0p1w4YNuvXWW3XnnXeqQ4cO+7ytsjRs2DDVrFlTK1as0IYNG/ZaPjExUTfffLNGjRqlHTt26LbbbquAKAEA4ZKqxeuiI9qExp9KWyLnXHABIeqR4MtrRvna/1bq3Ke/17ptmZKkOJMeOa+XBnVtHHB0AIDSWLdunSSpbdu2e8zLn/b1119HXPbjjz/Wfffdp4ceekhff/11xOfqW7ZsKUn68ccfQ9NmzZqlVq1ahcZvuukmNWzYULfffvu+70g5Ks2bYG644QYlJydr4sSJ2rJlSzlGBQCI5OK+rZXsd/K94Pft+nr++oAjQjSr8k30M7NzNeqDX/TmD7s7rUipUU2PnNdTAzo1KmZJAEA0Sk1NlSQtW7ZMXbp0KTBv2bJlkqSFCxdGXPbaa68tMN6xY0e9/vrrOvjgg0PTTjrpJDVp0kRnnHGGhg4dqgULFujLL7/UAw88IEmaNGmSXnnlFX311VdKTEzcr32ZPn36Hk3t86WlpZVqXS+99JIyMjLUpk2b0DEqiVq1aumQQw7RlClTNGvWLB1zzDGl2i4AYP/UTU7U0D6t9NxU7/+wp9KW6Ngu3IREZFU6wZ+yaIP++ck8zV+3PTStS9M6evrCQ9SqQXKAkQEA9tUJJ5ygN954Q/fff7+OOeYYJSUlSZI2bdqkhx9+WJL2uBPdv39/nXrqqerTp49SU1O1fPlyPfPMM3r00Uc1ePBgzZ07V02bNpUk1alTRxMnTtSIESP03HPPKTU1Vf/85z81YsQIZWVl6aqrrtKf//xnDRw4UOPGjdPo0aO1evVq9ejRQ0899ZT69OlT4n2ZMWOGZsyYUepjsGvXrtCFgaysLM2dO1effvqpzEz//ve/S72+Zs2aSZI2btxY6mUBAPvvsn5t9eJ3y5Wd6/TDij80fdlm9WlbP+iwEIWqZIL/65ptuv+z+fpmYcFnEE/v2Uz3nXkQ77kHgEps6NChGjdunCZNmqQDDzxQJ5xwQqgX/caNvTsecXEFn1C75JJLCox37txZDz74oGrUqKF7771Xjz76qO67777Q/O7du+urr77aY9v33HOPNm7cqP/+97/69ttvdckll+i6667TKaecovvvv18nn3yyli5dqlq1apVoX/7yl7/o8ccfjzhv9OjRGjNmTMR52dnZoXlxcXFq0KCBTj75ZN10003q379/ibYNAIgeTVNq6MxeLUKtjp9MW6w+bUt+wRhVR5VJ8NOzcjR92SZ9PGet3pv9m8L7pqhRLV63Hd9JF/dtU6rnEgEA0SchIUETJkzQ/fffr9dee01PP/20UlJSdMYZZ+jmm29Wx44d93j1XVEuu+wy3XvvvZo2bdpeyy5cuFD333+/nnzySTVs2FDXXnutOnbsqEceeUSSd9GgVatWevXVV3XllVfu1z7uTc2aNcv0/fVr1qyR5HVUCAAIxpX92+mtmavknJS2YIN+XbNNXZvVCTosRJmYSfCnLtqoZZsy9pi+YVumvl2ySbNXbVFOXsEeJ+NMOqd3S90wqKMa10mqqFABAOWsevXqGjVqlEaNGlVgev5z67179y7RevKfVd+xY8dey1511VXq06dPqDXAggULCrxWrkWLFkpNTdX8+fNLtO1okZ6erpkzZyouLq5AXwQAgIrVrmEtndC9iT6d63Um+9TkJXrs/F4BR4VoEzMJ/viZq/T+7DUlLn9M50a6/YTO6ti4djlGBQCIJq+++qok6bzzzitR+enTp0uS2rRpU2y5l156SVOnTtXs2bMLtATLysoqUC4rK6vStRR7+OGHtWPHDp1wwglKSUkJOhwAqNKu7n9AKMH/5Kc1umlQR7VJrRlwVIgmVeo1eV2a1tHl/dpq/FVH6IVhh5LcA0CM2rZt2x7Txo8frxdeeEGHHnqozjzzzND0zZs3a8WKFXuUX7NmjUaMGCGp+AsCmzdv1s0336xbbrlFXbt2DU3v0qWLpkyZou3bvY5cp02bpm3btu3Rs3+0ys7O1oMPPqjRo0crOTm5QB8EAIBgHNgiRf06eK3L8pz09DdLA44I0SZm7uD3PSBVNavvuTvVE+J1cOu6OqJdAzWoVT2AyAAAFe2www5Ty5Yt1aVLFyUlJWn69OlKS0tTu3bt9Pbbbys+fndnqitXrlTv3r3Vt29fdezYUampqVqxYoU+/vhjpaena9iwYTrrrLOK3NYtt9yi2rVr66677iow/brrrtPrr7+uo446SgMHDtQbb7yhxo0ba+jQoeW23/vqiy++CD2zn5GRoRUrVmjy5Mlav369mjZtqpdffrnA4wYAgOBcPaC9pizy3moyfuYqXXvMAWpWt0bAUSFaxEyCf07vljqnd8ugwwAARIFzzz1X7777rr7//ntlZ2erbdu2uuuuu3TLLbeoTp2CHRI1a9ZMw4cP1//+9z+999572rZtm+rUqaPDDjtMw4cPL/bu/ZQpUzR27FhNmDBBNWoUPLk6/PDD9eKLL2rMmDF66qmn1LNnTz355JOqWTP6mlJOnDhREydOlJmpVq1aatiwofr27auTTjpJ5513Xol7/QcAlL8j2jVQ79b19MOKP5Sd6/R/k5fo7tO6Bx0WooQ554qbX+xMAAAAAEDF+mbhBl30gtdPTGJ8nL65daCapNBpeJSrkE54qtQz+AAAAABQ2fXrkKqeLetKknbl5un/Ji8JOCJECxJ8AAAAAKhEzEwjju0QGn99+kqt35YZYESIFiT4AAAAAFDJDOjUUAe18F5fmpWTp2foUR8iwQcAAACASsfMdN0xu+/iv/K/FdqYnhVgRIgGJPgAAAAAUAkd26WRujb13g6TmZ2nZ7mLX+WR4AMAAABAJWRmui7sWfyXvluhTdzFr9JI8AEAAACgkhrctbE6N6ktSdqZnaun0uhRvyojwQcAAACASiouznTDoI6h8Ze+X6E1W3YGGBGCRIIPAAAAAJXY4K6N1cPvUX9XTp4e+3pRwBEhKCT4AAAAAFCJmZluGdI5NP7WD6u1bGNGgBEhKCT4AAAAAFDJHdUhVX3bN5Ak5eY5PThxYcARIQgk+AAAAAAQA24e0in074/mrNGva7YFGA2CQIIPAAAAADHg4Fb1dFyXxqHxB75YEGA0CAIJPgAAAADEiJsGd5SZ9++v5q/XzBWbgw0IFYoEHwAAAABiRJemdXRqj2ah8fs+nS/nXIARoSKR4AMAAABADLlxUEdVi/du4/+w4g99OnddwBGhopDgAwAAAEAMad2gpi46ok1o/L4J85SZnRtcQKgwJPgAAAAAEGOuO6aD6iVXkySt/mOnxk5bHmxAqBAk+AAAAAAQY1KSq+n64zqGxp+YtFgbtmcFGBEqAgk+AAAAAMSgoYe1UvuGNSVJ6Vk5enDiwoAjQnkjwQcAAACAGFQtPk53ndQ1NP7mjJWav25bgBGhvJHgAwAAAECMGtCpofp1SJUk5TnpHx/P47V5MYwEHwAAAABilJnprpO6Ks57a56mLt6oz3/htXmxigQfAAAAAGJYpya1dcFhrUPjoz/8VelZOQFGhPJCgg8AAAAAMe7mIZ2UWitRkrRuW6Ye/IIO92IRCT4AAAAAxLiUGtX095N3d7g37ttl+vm3rQFGhPJAgg8AAAAAVcCpPZrpqAN2d7j3t/fmKjePDvdiCQk+AAAAAFQBZqZ7Tu+uxAQvDZyzeqtem74y4KhQlkjwAQAAAKCKaJtaU9cMaB8a//dn87V+e2aAEaEskeADAAAAQBVyVf/2aptaU5K0PTNHI9//Rc7RVD8WkOADAAAAQBWSVC1e/zi9e2j8s1/W6YPZawKMCGWFBB8AAAAAqpgjD0jV0MNahcZHfvCz1m7dGWBEKAsk+AAAAABQBf3txC5qVT9ZkrQtM0e3jv+JpvqVHAk+AAAAAFRBNasn6IFzesjMG5+yaKNe+R+96ldmJPgAAAAAUEUd2qa+rujXLjR+7yfztHxjRoARYX+Q4AMAAABAFXbDoI7q2LiWJGlndq5ufGu2cnLzAo4K+4IEHwAAAACqsKRq8XrwnJ5KiPPa6s9auUX/+XxBwFFhX5DgAwAAAEAV1715im4c3DE0/vQ3S/X5L+sCjAj7ggQfAAAAAKCrjm6vYzs3Co3f/NYcnsevZEjwAQAAAACKizM9cE4PtahXQ5K0PStHV786S5nZuQFHhpIiwQcAAAAASJLqJifqyQsOVmK8lyrOW7tNf3//54CjQkmR4AMAAAAAQg5qUVejTu0aGn975mq9/P2KACNCSZHgAwAAAAAKGNqnlc7s1Tw0PuqDnzXx198DjAglQYIPAAAAACjAzPTPMw7Ugc1TJEl5Trr29VmaueKPgCNDcUjwAQAAAAB7qJEYrxeGHapW9ZMlSZnZeRr+4gwt2ZAecGQoCgk+AAAAACCihrWr68VL+6h+zURJ0h87snXxC9O1fntmwJEhEhJ8AAAAAECR2qbW1AvDDlWNavGSpNV/7NTFL8zQHxm7Ao4MhZHgAwAAAACK1bNlXT1xQS/Fx5kk7/V55z3zvTZszwo4MoQjwQcAAAAA7NUxnRvr/jMPlHk5vhb8vl3nPv2d1m7dGWxgCDHnXHHzi50JAAAAAKha3v/xN9309hzl5nnpYsv6NfTa8MPV0u+MDxFZhWyEBB8AAAAAUBoT5q7VdW/8qOxcL2VsmpKkcZf0UacmtQOOLGqR4AMAAAAAotOk+et15SsztSsnT5JUo1q87j/rQJ3Ws3nAkUUlEnwAAAAAQPSatnijLn/pB+3YlRuadvERrfW3k7oqMYEu38KQ4AMAAAAAotuCddt19SsztXRjRmhar1Z19eQFB6tpSo0AI4sqJPgAAAAAgOi3PTNbt7z9kz77ZV1oWkqNahp5cledeXBzmVVIfhvNSPABAAAAAJWDc07PTVmm+z+bH+phX5L6d2yoe888UM3rVum7+ST4AAAAAIDKZfqyzbrp7dlatXlnaFrNxHjdfmIXXdCnleLiquTdfBJ8AAAAAEDls2NXjv7z+QKN+3a5wlPOLk3r6M4TO6tfh4bBBRcMEnwAAAAAQOU1c8Vm3TL+Jy3dkFFger8Oqbr9hM7q1iwloMgqHAk+AAAAAKByy8zO1ZNpS/TsN0u1M3v36/TMpCFdm+j8w1qp3wGpsd50nwQfAAAAABAbft+WqYe/XKg3Z6xSXqFMs3ndGjr30Jb6U+8WsfpqPRJ8AAAAAEBsWfT7dv3rs/n6ct76iPMPbJ6igZ0aakDnRurRoq7iY+POPgk+AAAAACA2Lfp9u96YsUrvzlqtP3ZkRyxTL7maerasq45NaqtT49rq1KS22jespaRq8RUc7X4jwQcAAAAAxLasnFx9/svvemvGKn2/dJNyCrffLyQ+znTyQU31yHm9KijCMlEhCX5cRWwERZsxY4ZOPPFE1atXTzVr1lSfPn302muvlWod27Zt04033qjWrVurevXqat26tW688UbRodiCAAAgAElEQVRt27Ztj7Ljxo2TmRU5bNy4sax2DQAAAIg6FX3+nW/Lli2644471LlzZ9WoUUMNGjTQ4Ycfrqeeemp/d6nSq54Qr1N7NNMrww/TrJGD9NQFB+uc3i3UsHb1iOVz85xqVU+o4CgrB45KgNLS0jRkyBAlJibqvPPOU0pKit59911dcMEFWr58ue688869riMjI0P9+/fX7NmzNWjQIJ1//vmaM2eOHnroIU2aNElTp05VzZo191jutNNOU8+ePfeYnpycXCb7BgAAAESboM6/ly5dqmOOOUarVq3SkCFDdPrpp2vHjh2aN2+ePvroI1199dXltcuVTp2kajrhwKY64cCmystzWrIhXQt+364F6/zh9+1auXmHOjepHXSo0ck5V9yAcpKdne3at2/vqlev7mbNmhWavn37dtetWzeXkJDgFi5cuNf1jBw50klyt956a8TpI0eOLDB97NixTpIbO3ZsmewHAAAAUBkEdf69a9cu17NnT5ecnOwmT54cMS6UTkZWtkvPrHTHbW+5d5kMNNEPyNdff60lS5Zo6NCh6tVr97MjtWrV0siRI5WTk6OxY8cWuw7nnJ577rnQMuHuuOMO1atXT88//7xc8f0sAAAAADEvqPPvt99+W7Nnz9att96qo48+eo91JiTQqLq0khMTVJMm+hFxVAKSlpYmSRo8ePAe844//nhJ0uTJk4tdx6JFi7RmzRoNGTJkj2ZASUlJGjhwoN59910tXrxYHTp0KDB/1qxZ2rhxo/Ly8nTAAQdo0KBBql2bZi4AAACITUGdf7/11luSpLPOOksrV67Uxx9/rO3bt6tTp046/vjjlZSUtL+7BoSQ4Adk0aJFkrRH4i1JderUUePGjUNl9mUd4dMXLVq0R5nHHnuswHhKSooef/xxXXjhhSXbAQAAAKASCer8e+bMmZK8iwc33nijdu3aFSrfunVrffDBB+rRo0cp9waIjCb6Adm6daskL7GOJCUlJVRmf9YRXk6S2rVrpyeffFKLFy/Wjh07tHz5cj3xxBOKi4vTRRddpM8++6zU+wIAAABEu6DOvzds2CBJuv7663Xrrbfqt99+09q1a3X33Xdr5cqVOuWUU7Rz587S7QxQBBL8Kuboo4/W1Vdfrfbt26tGjRpq3bq1rrnmGr3xxhtyzmnMmDFBhwgAAADEjLy8PEnSKaeconvuuUfNmjVTkyZN9Pe//13nnnuuVq1apfHjxwccJWIFCX5AIl3dC7d169YirwyWZh3h5YozePBgtWzZUtOnT1dOTs5eywMAAACVSVDn3/n/PuWUU/Yonz8tvxk/sL9I8AMS/nxOYdu2bdPvv/9e5LM9JVlH+PS9rSdfamqq8vLylJmZWaLyAAAAQGUR1Pl3x44dJUW+6ZY/jSb6KCsk+AHp37+/JOmLL77YY17+c/D5ZYrSoUMHNWvWTNOmTVNGRkaBeZmZmUpLS1OzZs10wAEH7DWe7du3a/78+WrQoIFq1apV0t0AAAAAKoWgzr8HDhwoSZo3b94e68uf1rp161LsCVA0EvyAHHvssWrXrp1ee+01zZ49OzQ9PT1dd999txISEnTJJZeEpq9cuVLz58/Xjh07QtPMTMOHDw8tE+6+++7T5s2bNXz4cJlZaPqPP/64RyyZmZm64oortHPnTp133nlluZsAAABAVAjq/PvSSy9VYmKiHn/8ca1duzY0ff369Xr00UcVFxenM888szx2GVWQOeeKm1/sTOyfSZMmaciQIapevbrOP/981alTR++++66WLVumf/zjH/rb3/4WKjtgwABNnjxZkyZN0oABA0LTMzIydNRRR2n27NkaNGiQDjnkEM2ZM0cTJkxQz549NXXq1ALv6KxXr55atGihnj17qnnz5tqwYYO+/PJLrVy5Uj169FBaWprq1q1bkYcBAAAAqBBBnH9L0kMPPaQbb7xRjRo10umnn664uDi9//77WrdunUaPHq1Ro0ZV1CFAcGzvRcpgIyT4wZo+fbpGjRql7777Trt27VK3bt10/fXX64ILLihQrqgfGMnrzGPMmDEaP3681q1bpyZNmujss8/WqFGj9njWZ+TIkUpLS9PChQu1efNmVa9eXZ06ddLZZ5+tESNGqEaNGuW9ywAAAEBgKvr8O9+7776rBx54QHPmzJFzTgcddJBGjBhBC9qqgwQfAAAAAIAYUCEJPs/gAwAAAAAQA0jwAQAAAACIAST4AAAAAADEABJ8AAAAAABiAAk+AAAAAAAxgAQfAAAAAIAYQIIPAAAAAEAMIMEHAAAAACAGkOADAAAAABADSPABAAAAAIgBJPgAAAAAAMQAEnwAAAAAAGJAQtABoGyYWdAhAAAAAFWGcy7oEIA9cAcfAAAAAIAYQIIPAAAAAEAMIMEHAAAAACAGkOADAAAAABADSPABAAAAAIgB9KIfI+jFEwAAAACqNu7gAwAAAAAQA0jwAQAAAACIAST4AAAAAADEABJ8AAAAAABiAAk+AAAAAAAxgAQfAAAAAIAYQIIPAAAAAEAMIMEHAAAAACAGkOADAAAAABADSPABAAAAAIgBJPgAAAAAAMQAEnwAAAAAAGIACT4AAAAAADGABB8AAAAAgBhAgg8AAAAAQAwgwQcAAAAAIAaQ4AMAAAAAEANI8AEAAAAAiAEk+AAAAAAAxABzzhU5c8yYMZ9JSq24cGJGM0lrgg4CMYd6hfJAvUJZo06hPFCvUB6oVygPRdWrjaNGjTq+vDdebIKPfTNmzBg3atQoCzoOxBbqFcoD9QpljTqF8kC9QnmgXqE8BF2vaKIPAAAAAEAMIMEvH2OCDgAxiXqF8kC9QlmjTqE8UK9QHqhXKA+B1iua6AMAAAAAEAO4gw8AAAAAQAwgwQcAAAAAIAaQ4AMAAAAAEAOqbIJvZnFmdoOZzTezTDNbZWYPmFnNsl7ezNLMzBUx9I5QPsXMHjOz3/x1/2JmV5sZr/GIYtFap8ysv5k9YWZzzWybmW0ws2lmdj51KvpFa72KsOxBZpbtlz17X/cXFSPa65WZdTWz18xsrZllmdlqM3vPzBrv776j/ERzvTKzVmb2tJktNrOd/jnWR2Z2dFnsO8pPRdYrv3yCmV1nZrPMLMPMtvr/vjJC2WZm9pJ/brXTzH4wsz/t7z6jfEVrnTKzU81srL/eDDNbY2Zfmtnxpdm/hNIUjjEPSbpO0nuSHpDUxR/vZWbHOefyynj5jZJuiLCepeEjZpYoaaKkXpIekzRP0gmSnpTUWNLoEu4fKl5U1ilJ/5LUwl/vXEk1JZ0r6TVJx0i6vER7h6BEa70KMbM4Sc9KypRUa697hGgQtfXKzIZIel/SEkmPSvpdUiNJR0iq448jOkVlvTKzZpJmyjvvfVrSIknN5P3/N8nMTnXOfVLivURFq7B65Z+HfyhpoKRXJf2fvHrTQVLr8JWaWX1JU+X9Pj0oabWkoZLeMrNLnXNj92enUa6isk5JekbSNkkfSFogqb6kSyRNMLO7nHP/LNHeOeeq3CCpm6Q8Se8Umn6tJCdpaFkuLylN0vISxnaNv45rC01/R9IuSa2DPn4Mla5O9ZcUX2hanKTJ/rq7B338GCpfvSq03AhJ6ZJG+us9O+hjx1A565W8E+VNkiZIqhb0sWKImXp1h7+O0wpNP8Cf/n7Qx48haurVPZJyJA0sQWz/9tdxSti0eEnT/d+xWkEfP4ZKV6eOiTAtWV6yv0tSvZLsY1Vton++JJP0cKHpz0raIenC8ljeb85Rx6zYZtFD/XU8W2j6w5KqybvziugTtXXKOTfZOZdbaFqepPH+aPe9xIbgRG29CivbUtI/5LUuWrm38ogK0VyvrpJ3x+JW51y2mSWbWbW9xIPoEM31qo7/uabQ9HXyTtQz9hIbglNh9cpvXj1C0gfOuUnmqV3MuodKWuKc+yh/gn++9Zi837ET9xIbghG1dco593WEaTskfSwvD+y0l9gkVd1n8A+V94M+PXyicy5T0mx/flkv31zeHa6tktLN7F0z6xxewG/merCkH/11hZsu76rQ3mJDMKKyTu1FC/+T5q7RqzLUq6fkNYct/B8dolc016sT5TVPrGtms+UlXplmNsXM+P8vukVzvfrC/3zSzAaYWXO/Pr3uL//AXmJDcCqyXvWTVFvSTDN7RN5vUX7fRfeaWejRZjNrKq/+fR9hm/nT+M2KTlFZp/aiVOfsVfUZ/GaSNjrnsiLM+01SXzNLdM7tKqPll0maJuknSbmSDpP0V0nHmtlRzrm5frl6kmr46yjAOZdlZhvl/Zgg+kRrnYrIfx7xCnmJ2dS97BuCE9X1yszOlZeQHemcyynBDX9Eh2iuV53knZt8JulteU0b20i6S1KamfVxzv1Sin1FxYnaeuXfOfuLpLslTQpb7yJJhzvn5pV8N1HBKrJe5d8dvV5ec+hb5TW1v0DeYx7NJV0ctt78dURar8Q5e7SK1joVkZn1kHSmpCnOuWXF75qnqib4yZIi/VEkr5Oo/DJF/WFLtbxz7pJCZcab2Yfynh97UNKgsGW0l3UnFzEPwYrWOrUHM0uW1ylILUmnOueyiyqLwEVtvTKzepIekfSsc+67oncBUShq65W8Ox3xkl51zg3Ln2hmM+UlZiPFo2rRKprrlSRtkPSDpC8lLZTUUdItkj4xs/7OuVVFbBvBqsh6ld90ur6kbs65Bf74W2Y2SdJFZna/f0GouHP28PUi+kRrndqDmTWU9K6knZKGF7HNPVTVJvo7JFUvYl5SWJnyWl7OuSmSvpE00MxqFFqmuHUXu14EJlrrVAFmliSvd+reki7xl0H0iuZ69R95z6DdXtzyiErRXK92+p/jCpVPk9fHw4Di1otARW29MrPL5b055mbn3H+dcx865/4r6ThJLSXdV9x6EaiKrFf5vz/fhyVi+V7yPwcUWibSuktUXxGYaK1TBfhvaZgor8XA6c65hcXEVEBVTfDXSEo1s0h/nObyml0UddWmLJbPt1zenYp6/vgf8irCHk16/G2lKnJTIAQvWutUSFhyf5yk4c65V0qwPgQrKuuVmR0s6VJJj0tqYGYHmNkB8npAl6Qm/rSi/gNEsKKyXvlW+5/rIpRfqwi/bYga0Vyv7pA03zn3c3hBvxn/fHlvm0F0qsh6tbffH2l3vcrvsDFSM/z8aZyzR6dorVMhfnL/paTO8pL7PTrfK05VTfBnyNv3PuET/QSop7wmXOW5fL4O8l6bsFkK9Ww+S947FAtXmj7y7paVdN2oWFFZpwqt531JgyVd4Xg3a2URrfWqlbzfo7vlPcOaP/zLn/+YP35gCdePihWt9Ura3WlRiz2Lq4Wk9SVcNypeNNer5vKS/kgSVHUfWa0MKrJe7e33R/J/g5xza+Ul8IdHKJs/jXP26BSVdSpsPfnJfVdJZzjnPt9LPHuoqgn+m/J6pL++0PTL5T0z8Wr+BDNrH6FH1tIsn2Jme/ynYmYnSTpS0sRCPea/7q/jikKLXC/vP6w3i90zBCVq65R/seg9ecn9Vc6550q3awhQtNar6ZL+FGF4wp//gD++pER7iYoWrfVKkl72P68qVP4UeUnap8XuGYIUzfXqV0mdzOzwQuWPkPcs/oy97h2CUmH1yu/AbJqkPn5Ltfz1xvvlc7T7jQySd87e3v99Ci97raQt4vcqWkVtnfL7N5ooqZuks5xzE/Zh/yTnXJUc5N1hcvI6Lhgu74Q0W17nLHFh5ZZ7h2mflz9dXk/lj8h7D+JfJL0or8fXDZI6FlpvorwrP9n+Oof723CS7gn6uDFUyjo13l/vRHnv5iw8HBT0sWOofPWqiFiH+ds6O+jjxlB565W8Z6WdvJPja+S1DNkhr1lks6CPHUPlq1eSTvPnbZfXf8gV/me6vEcjDwn62DEEX6/8sr38erFZ0mh5yfpUf/kxhco28Le5XdIYv15N8steFvRxY6iUdeoHf/prinzO3q5E+xf0AQ7wDxsv6SZJC+T1hPibvF5XaxUqV9QftqTLd5H0lrw7Wel+2SXy7nQ1LyK2uvKebV3jl/9V3qtfLOjjxlD56lT+9ooZRgd97BgqX70qItZhIsGvFEM01yt5zaVvC1v3enmdEbUM+rgxVOp6dYykCfJeUZUj70LAO5J6Bn3cGKKjXoWVP0jSh/LuwmdK+lHSsCLKNpfX8mijX3aWpHODPmYMlbNOqfjzdVdUPSw8mL8yAAAAAABQiVXVZ/ABAAAAAIgpJPgAAAAAAMQAEnwAAAAAAGIACT4AAAAAADGABB8AAAAAgBhAgg8AAAAAQAwgwQcAAAAAIAaQ4ANADDOzYWbmzGxYoenLzWx5MFEBVRffSQBAeSLBB1AlmVlvMxtrZkvNbKeZbTOzuWb2HzNrHnR80cZPSNKCjmN/mVkfM3vezBaY2XYzyzKzFWY23szOMbP4IpY7zszeNLOVZpZpZlvMbIaZjTKzeoXKXu4fr7dKEM+dftlH/PE2/vjyQuXyp4cPO81svZl9b2aPm1m/fTwmLczsb2b2tpktNrM8f/0H7GW5gWb2qZlt8o/jYjO738xq70sc0crMxvnHo00A2454MaAyMLPRfuwDgo4FAKqShKADAICKZGYm6X5Jt0rKkTRR0tuSEiX1lXSzpGvM7GLn3PjAAkWZMrNqkh6VdJWkXEmTJX0iKUtSC0nHSDpL0juSzg5brrqk5yRdKGmnpAmSFkqq5S8zWtJfzews59w3/mKvS3pQ0mlmluqc21hETCbpMn/0mRLuylZJD/v/TpBUX1IPSVdL+ouZfSHpIufc7yVcnyT1lvQPSU7SMn8bdYtbwMyukvSkvO/Qu5JWSzpE0m2STjSzfs65raWIAdKxQQcAAKj8SPABVDV/l5fcL5d0snPul/CZZnaWpFckvWFmg5xzkyo+RJSDJyRdLmmupD855xaEz/Tv3A+VdGqh5Z6Sl9zPknS6c25V2DIm6S+SHpH0iZn1cc7Nc86lm9nr/vYukpfsR3KMpHaSvi1cD4uxxTk3uvBEM2sn6XlJgyV9ZmZHOOcyS7jOHyQdLWmOc26b31Kjf1GFzayppIfkXSg5yjk3PWzeHZLulXSPpOtKuH1Ics4tCToGAEDlRxN9AFWG38T275KyJZ0aKalyzr0j6QZJ8ZKeMrM4f9nb/eamI4pYdzMzyzGzHwpNTzCza/xm1NvMbIeZ/Whmf81fd3h8/jbGmVlHv0n4er/J9AC/zCFm9oiZzTGzzX5z8UVm9kDhpuJlIb+JsD/av1AT8dGliLvI54uLa8prZp399a4ys11m9ruZvWZmnUqxD0fKS7Y3SxpSOLmXJOdcrnPuZXnJfP5yR0m6RNIf8i4GrSq0jHPOPS7pP/Lu6D8aNjv/jvzwYkK7vFDZfeacWyrpJEnzJfWU11KhpMuuds5Ncc5tK+EiJ0hKkvR+eHLv+7e843ypmSWXZGX5dcPMapnZQ/7feqeZzTaz0/0yCf5jBIv8Or/EzP5axPrizOwq8x6hSDezDP/fVxf+zvnlnZmlmVkTM3vOzH4zs9ywun+xX3RZWN1fHrZ8mXwnC39H/AstY/3RsYW+e23M7D7/3xcXsb5D/Pkfl2DbA/K/0+Y9xvKJvy+hRxPMeyTjGTP71f8t22lmP5v3mEpS4X2RNMofnRQee6FyyWZ2h/+3zvD/Xt+Z2fklOmgAgD1wBx9AVXKJvN+9t5xzc4sp95ykkZI6ybuTOUnSy5L+Ke+O7CMRlrlQ3kWBcfkTzGsW/pGkIZIWSHpNUqakgZIek3SYpD9HWFd7Sf+T1xT8VUk1JOUnX5dLOkNeE/Mv5V2oPUTSjZJOMLPDnHPbi9m30potaYy8k/UV4fsnKa0UcZeamR0vr/l3/nFcLK85/ZmSTjKzgc65WSVY1RX+5zPOubXFFXTOZYWN5ifgz+5luX9Jul7ScWbW1jm3zDn3g5nNltTTzI50zk0rtG8NJJ0urzn8Xp/VLwnn3A4z+6+8+nuBdjflL2tN/M+lEWLINbMVknrJq98lbQFTTd7jMvUlfSDvkZnzJb1jZoMlXeOvb4K8xyr+JOkxM9vgnHuz0LpeltcaY5W8Y+HkfWeelHSUvGNTWH1J30tKl1fn8iT9Lq/uny7vMYhHJG3xy28JW7a8vpPj/O2cJu+YzA6bt0XS0/JaI10h6cUIy1/pf/5fKbZ5hKQ7JE2V9IKkVEm7/Hm3Seos6Vt5j7ckSTpS3mMqA8zsOOdcrl/2YXnHrb8f2/LCGzKzupK+lldXZvnbi5P3e/mamXVzzt1VitgBAJLknGNgYGCoEoOkr+Sd7F9egrKv+mXvCpv2uT+te4Tyv8hLPBqETRvtl39MUnzY9Hh5zamdpNPCprfxpzlJ9xYRV+vwdYVNv8xf7rZC04f504cVmr5c0vJSHDsnKa2IeSWJu8jthR2nAWHT6sm7c75RUtdC5bvLS8RmlTD2Jf76jytlfclfblAJyk7zy14YNu1qf9q4COVv8Oc9XsSxXF6S6RHW294vlyMpYR+/J2n+Og4oYv4V/vy3IsyLk7TJn39VCbe33C//kaTqYdP7+dM3S5ohqW7YvHbyEs8fC63rfH+ZWZJqhU2vKe9RBCdpaIS67SS9FOmYyUu0naQ2RcRfbt/JosqGzf9YEX6TJNWWtF3SykixRVjPgLDjcGURZdpJsgjT7/GXO7fQ9NEq9L0u4rjeWmh6kqTP5F1k6bkvdZiBgYGhKg800QdQlTT1P1cVW6pgmWZh0/LvkhVoEmtmvSV1lfSJc26TPy1O0rWS1km6we2+syX/3zfJO7mNdDcx/87hHpxzK8LXFeYFeXfLhxS/W+WqyLj3wUXyOnob5Zz7NXyGc+5nSc9K6mVmXUuwrvy/++pSxrC/9eVVSRmS/mRmdQqVz2+6v9/N8wv5zf+Ml3dXujx8Lu8Cwul+3Q93c9h2S/vIyPUurAWFc26KvE7/6slLkreEzVsq76JKdyv45oNL/c/bnXPpYeUz5N2BliI/NrFL0s3OuZxSxhz0d/Ip//PKQtOHynts5LkiYivKbOfc05FmOOeWOudchFkP+Z8l3k+/BcuFkn5wzv270HYy5f2tTN5+AABKgSb6AFBy78lrUn2Bmd0eduKcn/CPCyvbUV6is0jSXWYWaX07JXWJMH2OK9hUPMRv9n+lpPPkXVRIUcH+VIJ8xV+Rce+DI/zPHuY/619IR/+zi6RfI8wPnPM6rHtTXtJ5gfxkzMz6yvvbTXfO/VTGmw2vaM7f3jB5LQDCpTnn0vZlA865FWY2Rt6d22lm9o68CwsHy3v85CdJB8m7A1tSW1zkTubWSGoraWaEeb/JO49pot0XNg72t5sWofxkeR0D9oowb7lzbn0p4g0J+Ds5Qd5FkD+b2W3OuR3+9CvkXYR5rpTrK9ynQoiZ1ZQ0Qt7jCB3ltRIIr2+l2c9D5V2EckV8v6v5n5F+HwEAxSDBB1CVrJN3wtiyBGXzy6zJn+Cc22neu80vl9db+QQzy39WeIO8k+18DfzPDtrd2VQktYqIsyhvyjvBXirvudx18h4NkLznwKsXs2x5Ky7u0so/fpcXWyry8Stsrbzmxc3ldUJXUuvkJZctS7DcHvXF96y8BH+4dt9tLa+799LuFgS58h5xkLxm3pF6xU/b14045/5hZvPkJXynyEvW5kg6WdKJ8hL80iTMRb1SL8ffXqT5+Xfbq4VNS5G02Tm3q3Bh51yOmW2U1CjCuvan7gb2nXTO5ZnZ0/Je/XmuvM74DpF3oeN951zh+rg3EY+DfxHja0l9JP0sb583yOuwVPJ+40qzn/nf70P9oSgl+X4DAMKQ4AOoSqbKu8N4nLzEKyK/ye8Af3Raodkvyks6L5aX0J8k72T1Eedcdli5/ITkPefcmaWMM1Iz2PxHAc6Q15HXCeHNif1HAm4t5XbKWsS4fXnyOk6LJNI71/OPX48yuMs9VV6Cf6y8fhhKs1xbefVlYlGF/J7SD/FHC9QX59z3ZvaTpIPN7GB5LTrOkdd0+41SxFJSA/3Pmfn1wzk3oBy2I+e9ceKdwtPN7Hb/nzPKY7t7sVVSfTOrVuj7KDNLkNdpXKSOH4uru0WKku/kC/IejblSXq/7+c31Iza134uijsNp8pL7cc65S8JnmPfaxOIuYkaS//1+yDl3YymXBQAUg2fwAVQl4+Td2TzDzLoVU+5SeXdCF8hr1hvivN7QF0k6zcxStLt5fuFerOfL6+n6cP/uV1k4wP/8MMKzwn3k9VpfXvLk3aXdV39IalzEsSj8HLfk9WgueR2t7a/8O+VXmFnj4gqaWfhdyPzmzcP3stzN8u5efumcWxZhfv7FpOHynimuKek1/7nwMmPea+lu8kdfLct1lyKG9vJ6Vp/r95VQ0X6Ud25zdIR5R8urwyV580K4/EdxItX/8v5OFrdtSZJzboOk8ZIOM++VkOfLa7b/xX5uO1z+fr4bYV6k1iFS8bFPl/ebUhbfbwBAGBJ8AFWG3zHXvfKa9H4YqYM28967/Yi8k9OrnXORniN+UV5Pz9fIa478k3Pux0LbypHXe35TSY+a2R4n+mbWtISdxOVb7n8OKLSeRpKeKMV69sUmlezRhqJMl9dqrPDdv2HyEsLCxsq7QDLKzPoUnmneu84HlGTD/kWZZ+W1tPjMzDoUsb7z5b1iLX+5b/zx+pI+NrMWEZa7Sl6HYOnymqtH8oq8/haGyqszUjEtSPaFmbWV9+qyzvKS3H25e1ua7RXuNDC/47RX5Z1b3LbHQhXjBf/zPv+Ch6TQxY/7/dHnS7nOTf5nqwjzlvufA8InluF3srhth8t//ONNec3any3it2tfLfc/B4RPNLN28l4TGUmRsfv9HbwqqbeZ/b1QR4n5627v12sAQCnQRB9AVTNa3h3UGyXNMbPP5b3irpqkvvLetb1T0vnOuaLe4f2ypLvlNYutpsjvoJa8Tsh6SLpK0ilm9rW8zsAayXs2/0hJf1PJO4mbIdBEU+0AAAOnSURBVK8J+Jlm9q28JuSNJZ0gr7VBaZ+3LY2vJJ1nZh/JuwOaLekbPwkuicfkJfdPmdmx8nqd7ymvM72P5T27HeKc22RmZ8vr2PB7M/tK3t/JybvQcIS8hD2phNv/i7yLNldJmmdmafKeGc+S92z+MZJayLsTGu4Kef9Xni9pgZlNkNeCo6a85vDd5SUyZxXu7T9sX7aY2dvy3gxwkLzm86W9i5yvblinZAnyepjvIe94xMl7vdjFpe3s0MzGhY129j//ZWb5729/zjk3NazMSDM7XtJ38p61by7pVHmPW9zknAvvj6LCOOdeM7PT5D0G8YuZvS+vzpwu73GLN51zpW3d8JWkWyQ963couF1ep4CPq/y/k99J2iHpev8CSv4z8o+F90vgnJtmZnPk1YVs7b7QUVY+krRY0o1mdqC8i0it5H1vP1HkCxCT5N2lv8/MusvvE8I59w9//l/l/Q7eLa+TwKny3sTRTF5fKYdqd2sEAEBJBf2ePgYGBoYgBnnNZ1+Ud/K4U94d2J8l/VdSixIs/6W8xCFbUuNiypmkP8tLEjbLex3Xb/ISgTsltQwr20ZFvDc9rEx9SU/Ku6OWKe9d7fdKSlYp3qMdqexe9reRpNfknYDn+uscXdK4/XJHSfpGXsKyTV5icJCKeV+2v+7H5SXVmf5y8+VdZDl9H/7uh8m7g7vQ/5tnybvY8J68pDCuiOUGS3pb3qv2suQ9QzzTj71+CbZ7pHa/Z/yKYsrlH8vCf8c2YcvnD5nykuvv5V1AOWo/vg+F1114KFx/TpLX6dp6v06v84/P/7d3xygRA1EYgP+IN7AWrGy8gJVYeAixsRdBsfcMegR7L2FlJ9iInYXgDUSwGouJsOoGMSLrzn4fvCrD7pDJhH2T7JvNEd89eC2mFgIsA8cuMmV/+tSFjoPUfe9f+rhJXeT5Mr79Z1x908eTJPf92H8Yn/zxnEzyvpDyPDEea1PaHfXHLkeMwXYm5vRAm9XUp+5PqffMu9QaA8tD5zB1K7zbvn35PJapdTkOk1ynzqnXJI+p98vjJCtjr2khhFjU6EoZVVcGAIB/on8LYz/JTinlJ8UkAWiIBB8AYI51Xbea+pbLQ5KN4scdwMLyH3wAgDnUdd1ekvUku6k7OZxK7gEWmyf4AABzqC8WuZVaR+KslHI+2x4BMGsSfAAAAGjA0qw7AAAAAPyeBB8AAAAaIMEHAACABkjwAQAAoAESfAAAAGiABB8AAAAa8Ab3h9Xn/K9h9QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Posterior plot for mu0\n",
    "ax = pm.plot_posterior(trace, var_names=['mu_0'], figsize=(14, 6), textsize=18,\n",
    "                       credible_interval=0.95, bw=5.0, lw=3, kind='kde')\n",
    "ax = plt.xlabel('Overall true COVID-19 mortality rate', size=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "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": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}