"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"state_case_plot = (\n",
" state_cases\n",
" .loc[state_cases.state.isin(large_outbreak_states)]\n",
" .set_index('date')\n",
" .groupby(['state'])['JHU_ConfirmedCases']\n",
" .plot()\n",
")\n",
"\n",
"plt.grid(True)\n",
"plt.legend()\n",
"plt.title(\"Cumulative Case Counts by State\")\n",
"plt.xlabel(\"Date\")\n",
"plt.ylabel(\"COVID-19 Cases\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see some states had early outbreaks in April and May while others were just experiencing a rapid increase in cases in June and July. While the case counts for New York State seem large, the bulk of infections occurred in New York City. Let's see if there are other states where one county explains a large number of cases."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"large_outbreak_counties = [\n",
" x for x in counties \n",
" for y in large_outbreak_states[:7]\n",
" if f\"{y}_UnitedStates\" in x and y != \"NewYork\"\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"select_counties = c3aidatalake.evalmetrics(\n",
" \"outbreaklocation\",\n",
" {\n",
" \"spec\" : {\n",
" \"ids\" : large_outbreak_counties,\n",
" \"expressions\" : [\"JHU_ConfirmedCases\"],\n",
" \"start\" : \"2020-02-15\",\n",
" \"end\" : today,\n",
" \"interval\" : \"DAY\",\n",
" }\n",
" },\n",
" get_all = True\n",
")\n",
"\n",
"# Note: makes large number of API calls and may take a couple minutes to complete"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"county_timeseries = reshapeTimeseries(select_counties)\n",
"county_timeseries['location'] = county_timeseries.variable.str.split('.').str[0]\n",
"\n",
"county_cases = (\n",
" county_timeseries\n",
" .groupby(['date', 'location', 'state', 'metric'])['data']\n",
" .sum()\n",
" .unstack('metric')\n",
" .reset_index()\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"maxCounties = (\n",
" county_cases.loc[\n",
" county_cases\n",
" .loc[county_cases.date == max(county_cases.date)]\n",
" .groupby('state')['JHU_ConfirmedCases']\n",
" .idxmax()]\n",
" .location\n",
" .tolist()\n",
")\n",
"\n",
"countydata = (state_cases.merge(\n",
" county_cases[county_cases.location.isin(maxCounties)]\n",
" [['state', 'date', 'location', 'JHU_ConfirmedCases']]\n",
" .rename(columns={'JHU_ConfirmedCases': 'countyCases'}),\n",
" on=['state', 'date'])\n",
")\n",
"\n",
"countydata['percTopCounty'] = countydata.countyCases / countydata.JHU_ConfirmedCases\n",
"\n",
"\n",
"plt.subplot(121)\n",
"(\n",
" countydata\n",
" .set_index('date')\n",
" .groupby('state')\n",
" .percTopCounty.plot()\n",
")\n",
"plt.grid(True)\n",
"\n",
"plt.title(\"Fraction of State Cases from Worst-Affected County\")\n",
"plt.xlabel(\"Date\")\n",
"plt.ylabel(\"Fraction of Total Cases\")\n",
"\n",
"\n",
"plt.subplot(122)\n",
"(\n",
" state_cases\n",
" .loc[state_cases.state.isin(\n",
" set(map(lambda x: x.split(\"_\")[1], large_outbreak_counties))\n",
" )]\n",
" .set_index('date')\n",
" .groupby('state')\n",
" .JHU_ConfirmedCases.plot()\n",
")\n",
"\n",
"plt.grid(True)\n",
"plt.legend()\n",
"plt.title(\"Cumulative Case Counts by State\")\n",
"plt.xlabel(\"Date\")\n",
"plt.ylabel(\"COVID-19 Cases\")\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Interestingly, the states exhibit quite distinct patterns. A city like Chicago held a significant share of Illinois' cases before the other counties caught up with additional viral spread. On the other hand, California had a growing share of its cases in Los Angeles county through June before reversing as LA increased restrictions and other counties saw significant transmission. States like Illinois with concentrated outbreaks might be able to enforce targeted lockdowns to limit COVID-19 spread, while states like Georgia with dispersed outbreaks require a wider geographic approach."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"### Age Demographics"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The C3.ai COVID-19 Data Lake contains demographic information accessed through the PopulationData type. We can pull some population statistics from US Census data to understand how the age distribution of a state or county relates to its susceptibility to the virus."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"population_limits = (\n",
" f\"contains(parent, 'UnitedStates') &&\" # US data\n",
" \"(populationAge == '>=65' || populationAge == 'Total' || populationAge == '>=18') && \" # Limit age groups\n",
" \"gender == 'Male/Female' && year == 2018 && origin == 'United States Census'\" # From 2018 estimates\n",
")\n",
"\n",
"census = c3aidatalake.fetch(\n",
" \"populationdata\",\n",
" {\n",
" \"spec\": {\n",
" \"filter\": population_limits\n",
" }\n",
" },\n",
" get_all = True\n",
")\n",
"\n",
"census['state'] = census['parent.id'].apply(state_from_location)\n",
"census = census.rename(columns={'parent.id': 'location'})"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"census_cols = [\n",
" \"populationAge\",\n",
" \"value\",\n",
" \"location\",\n",
" \"state\"\n",
"]\n",
"\n",
"census_by_state = (\n",
" census[census_cols]\n",
" .loc[census.state.isin(map(lambda x: x.replace(\"_UnitedStates\", \"\"), states))]\n",
" .groupby([\"state\", \"populationAge\"])['value']\n",
" .sum()\n",
" .unstack(\"populationAge\")\n",
" .reset_index()\n",
")\n",
"\n",
"census_by_state.columns = ['state', 'over18', 'over65', 'total']\n",
"census_by_state['olderPerc'] = census_by_state.over65 * 100 / census_by_state.total\n",
"census_by_state['youngerPerc'] = (census_by_state.total - census_by_state.over18) * 100 / census_by_state.total"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"By dividing the over 65 and under 18 populations by the total population for each state, we get useful metrics that can be compared across population sizes."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
state
\n",
"
over18
\n",
"
over65
\n",
"
total
\n",
"
olderPerc
\n",
"
youngerPerc
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
Alabama
\n",
"
3798031.0
\n",
"
826894.0
\n",
"
4887871.0
\n",
"
16.917263
\n",
"
22.296824
\n",
"
\n",
"
\n",
"
1
\n",
"
Alaska
\n",
"
588192.0
\n",
"
93336.0
\n",
"
781305.0
\n",
"
11.946167
\n",
"
24.716724
\n",
"
\n",
"
\n",
"
2
\n",
"
Arizona
\n",
"
5528989.0
\n",
"
1258250.0
\n",
"
7171646.0
\n",
"
17.544787
\n",
"
22.904881
\n",
"
\n",
"
\n",
"
3
\n",
"
Arkansas
\n",
"
2310645.0
\n",
"
511827.0
\n",
"
3013825.0
\n",
"
16.982638
\n",
"
23.331813
\n",
"
\n",
"
\n",
"
4
\n",
"
California
\n",
"
30567090.0
\n",
"
5669025.0
\n",
"
39557045.0
\n",
"
14.331265
\n",
"
22.726559
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" state over18 over65 total olderPerc youngerPerc\n",
"0 Alabama 3798031.0 826894.0 4887871.0 16.917263 22.296824\n",
"1 Alaska 588192.0 93336.0 781305.0 11.946167 24.716724\n",
"2 Arizona 5528989.0 1258250.0 7171646.0 17.544787 22.904881\n",
"3 Arkansas 2310645.0 511827.0 3013825.0 16.982638 23.331813\n",
"4 California 30567090.0 5669025.0 39557045.0 14.331265 22.726559"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"census_by_state.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"People under 18 make up a large percentage of most counties. Below we see that there is a direct relationship between the older and younger populations as you might expect."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"census_by_state.plot.scatter(x='olderPerc', y='youngerPerc')\n",
"\n",
"plt.grid(True)\n",
"plt.title(\"Under 18 and Over 65 Populations as a % of Total by State\")\n",
"plt.xlabel('\"Over 65\" % of Population')\n",
"plt.ylabel('\"Under 18\" % of Population')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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8JElSbxm4SVLDwE+SJC2IuYIusHMRSVosi/4Ad0mSJEnS4jLwkyRJkqSeM/CTJEmSpJ4z8JMkSZKknrNzF0mSemrcjlHsWEWS+sMSP0mSJEnqOUv8JElaQ1niJkmaFAM/SZIWiIGbJGlNYeAnSeot27hJktQw8JMkrbEMvCRJmgw7d5EkSZKknrPET5K0YCyxkyRpzWCJnyRJkiT1nCV+kqQZWWInSVI/WOInSZIkST1n4CdJkiRJPWfgJ0mSJEk9Zxs/SVpDTaJ9nW30JEkSGPhJ0ozGDZoMuiRJ0prCwE/SGsvAS5IkaTIM/CTNyMBLkiSpHwz8pB4z8JIkSRIY+ElrNAM3SZIkTYKPc5AkSZKknjPwkyRJkqSes6qnNIO5qlmCnZtIkiRp7WCJnyRJkiT1nCV+6i1L2yRJkqSGJX6SJEmS1HMLFvglOSzJ5UnOGRr3+iQXJzmjfT16hrSPTPLTJOcl2X+h8ihJkiRJNwYLWdXzQ8DBwIenjH9nVb1tpkRJ1gHeCzwMuAg4JckxVfWjhcqo1kxW1ZQkSZImY8FK/KrqZOBX80i6M3BeVZ1fVX8CPg48bqKZkyRJkqQbkaVo4/fiJGe1VUE3m2b6bYELh4YvasdJkiRJkuZhsQO//wbuCOwIXAq8fdwFJtkvyYokK1auXDnu4iRJkiSpdxY18Kuqy6rqz1X1F+D9NNU6p7oY2GZoeOt23EzLPLSqllfV8mXLlk02w5IkSZLUA4sa+CW5zdDgE4BzppntFGD7JLdPsj7wVOCYxcifJEmSJPXRgvXqmeQoYFdgiyQXAQcAuybZESjgAuD57bxbAR+oqkdX1fVJXgx8BVgHOKyqfrhQ+ZQkSZKkvluwwK+q9ppm9AdnmPcS4NFDw8cBxy1Q1iRJkiTpRmUpevWUJEmSJC0iAz9JkiRJ6jkDP0mSJEnqOQM/SZIkSeo5Az9JkiRJ6jkDP0mSJEnquQV7nIO03f7Hzjr9goN2W6ScSJIkSTdulvhJkiRJUs8Z+EmSJElSz1nVUzOyqqYkSZLUD5b4SZIkSVLPGfhJkiRJUs8Z+EmSJElSzxn4SZIkSVLP2blLj9k5iyRJkiSwxE+SJEmSes/AT5IkSZJ6zsBPkiRJknrOwE+SJEmSes7AT5IkSZJ6zsBPkiRJknrOwE+SJEmSes7AT5IkSZJ6zsBPkiRJknrOwE+SJEmSes7AT5IkSZJ6zsBPkiRJknrOwE+SJEmSes7AT5IkSZJ6bt25ZkhyZ+BVwLbD81fVgxcwX5IkSZKkCZkz8AM+BRwCvB/488JmR5IkSZI0aV0Cv+ur6r8XPCeSJEmSpAXRpY3fF5L8Y5LbJNl88FrwnEmSJEmSJqJLid8+7furhsYVcIfJZ0eSJEmSNGlzBn5VdfvFyIgkSZIkaWF06dVzPeCFwAPaUScC/1NV182R7jBgd+Dyqrp7O+6twGOAPwE/A/atqqumSXsBcC1NZzLXV9XyjtsjSZIkSZqiSxu//wbuBbyvfd2rHTeXDwGPnDLueODuVfV3wP8Cr54l/YOqakeDPkmSJEkaT5c2fveuqh2Ghr+e5My5ElXVyUm2mzLuq0OD3wP27JLJG6vt9j921ukXHLTbIuVEkiRJ0tqsS4nfn5PccTCQ5A5M5nl+zwa+NMO0Ar6a5NQk+822kCT7JVmRZMXKlSsnkC1JkiRJ6pcuJX6vAr6R5HwgwLbAvuOsNMm/A9cDR84wy/2r6uIktwKOT/KTqjp5uhmr6lDgUIDly5fXOPmSJEmSpD7q0qvnCUm2B+7SjvppVf1xvitM8iyaTl8eUlXTBmpVdXH7fnmSo4GdgWkDP0mSJEnS7GYM/JI8uKq+nmSPKZPulISq+uyoK0vySOBfgAdW1e9mmGdD4CZVdW37+eHAgaOuS5IkSZLUmK3E74HA12kevzBVAbMGfkmOAnYFtkhyEXAATS+eG9BU3wT4XlW9IMlWwAeq6tHAlsDR7fR1gY9V1ZdH2ShJkiRJ0iozBn5VdUD78cCq+vnwtCRzPtS9qvaaZvQHZ5j3EuDR7efzgR2mm0+SJEmSNLounbt8BthpyrhP0zzPT7PwcQySJEmS1gSztfG7K/C3wCZT2vltDNx0oTMmSZIkSZqM2Ur87kLT++amrN7O71rgeQuZKUmSJEnS5MzWxu/zwOeT3LeqvruIeZIkSZIkTVCXNn6nJ3kRTbXPv1bxrKpnL1iu1hC20ZMkSZLUBzfpMM9HgFsDjwBOAramqe4pSZIkSVoLdAn87lRVrwV+W1VHALsB91nYbEmSJEmSJqVL4Hdd+35VkrsDmwC3WrgsSZIkSZImqUsbv0OTbAa8FjgG2Ah43YLmSpIkSZI0MXMGflX1gfbjScAdFjY7kiRJkqRJm+0B7i+fLWFVvWPy2ZEkSZIkTdpsJX63WLRcSJIkSZIWzGwPcH/DYmZEkiRJkrQw5mzjl+RwoKaOvzE8wF2SJEmS+qBLr55fHPp8U+AJwCULkx1JkiRJ0qR16dXzM8PDSY4CvrVgOZIkSZIkTVSXB7hPtT0+wF2SJEmS1hpd2vhdS9PGL+37L4F/XeB8SZIkSZImpEtVTx/rIEmSJElrsS6du5BkD+D+NCV+36yqzy1oriZku/2PnXX6BQfttkg5kSRJkqSlM2cbvyTvA14AnA2cA7wgyXsXOmOSJEmSpMnoUuL3YOBvqqoAkhwB/HBBcyVJkiRJmpguvXqeB9xuaHibdpwkSZIkaS3QpcTvFsCPk/ygHb43sCLJMQBV9diFypwkSZIkaXxdAr/XLXguJEmSJEkLpsvjHE5KsiVNSR/AD6rq8oXNliRJkiRpUrr06vlk4AfAk4AnA99PsudCZ0ySJEmSNBldqnr+O3DvQSlfkmXA14BPL2TGJEmSJEmT0aVXz5tMqdp5Zcd0kiRJkqQ1QJcSvy8n+QpwVDv8FOC4hcuSJEmSJGmSunTu8qokewD3b0cdWlVHL2y2JEmSJEmTMmPgl2R74G3AHYGzgVdW1cWLlTFJkiRJ0mTM1lbvMOCLwBOBU4H3LEqOJEmSJEkTNVtVz1tU1fvbzz9NctpiZEiSJEmSNFmzlfjdNMk9k+yUZCfgZlOG55TksCSXJzlnaNzmSY5Pcm77vtkMafdp5zk3yT6jbZYkSZIkaWC2Er9LgXcMDf9yaLiAB3dY/oeAg4EPD43bHzihqg5Ksn87/K/DiZJsDhwALG/XdWqSY6rq1x3WKUmSJEkaMmPgV1UPGnfhVXVyku2mjH4csGv7+QjgRKYEfsAjgOOr6lcASY4HHsmqR0pIkiRJkjpaigexb1lVl7affwlsOc08twUuHBq+qB0nSZIkSRrRUgR+f1VVRVOVc96S7JdkRZIVK1eunFDOJEmSJKk/Zgz8ktyvfd9gwuu8LMlt2mXfBrh8mnkuBrYZGt66HXcDVXVoVS2vquXLli2bcFYlSZIkae03W4nfu9v37054nccAg1469wE+P808XwEenmSzttfPh7fjJEmSJEkjmq1Xz+uSHArcNsm7p06sqpfMtfAkR9F05LJFkotoeuo8CPhkkucAvwCe3M67HHhBVT23qn6V5D+AU9pFHTjo6EWSJEmSNJrZAr/dgYfS9LB56nwWXlV7zTDpIdPMuwJ47tDwYcBh81mvJEmSJGmV2R7ncAXw8SQ/rqozFzFPkiRJkqQJ6tKr55VJjk5yefv6TJKtFzxnkiRJkqSJ6BL4HU7TIctW7esL7ThJkiRJ0lqgS+B3q6o6vKqub18fAnxugiRJkiStJboEflckeUaSddrXM4ArFzpjkiRJkqTJ6BL4PZvmkQu/BC4F9gT2XchMSZIkSZImZ7bHOQBQVb8AHrsIeZEkSZIkLYAuJX6SJEmSpLWYgZ8kSZIk9ZyBnyRJkiT1XOfAL8kuSb6c5MQkj1/ITEmSJEmSJmfGzl2S3Lqqfjk06uXAE4AA3wc+t8B5kyRJkiRNwGy9eh6S5DTgLVX1B+Aqmkc5/AW4ZjEyJ0mSJEka34xVPavq8cDpwBeTPBN4GbABcEvAqp6SJEmStJaYtY1fVX0BeASwCXA08L9V9e6qWrkYmZMkSZIkjW/GwC/JY5N8A/gycA7wFOBxST6e5I6LlUFJkiRJ0nhma+P3RmBn4GbAV6pqZ+AVSbYH3gQ8dRHyJ0mSJEka02yB39XAHsDNgcsHI6vqXAz6JEmSJGmtMVsbvyfQdOSyLvC0xcmOJEmSJGnSZizxq6orgPcsYl4kSZIkSQtg1l49JUmSJElrPwM/SZIkSeo5Az9JkiRJ6jkDP0mSJEnqOQM/SZIkSeo5Az9JkiRJ6jkDP0mSJEnqOQM/SZIkSeo5Az9JkiRJ6jkDP0mSJEnqOQM/SZIkSeo5Az9JkiRJ6jkDP0mSJEnqOQM/SZIkSeo5Az9JkiRJ6rlFD/yS3CXJGUOva5K8bMo8uya5emie1y12PiVJkiSpL9Zd7BVW1U+BHQGSrANcDBw9zazfrKrdFzNvkiRJktRHS13V8yHAz6rqF0ucD0mSJEnqraUO/J4KHDXDtPsmOTPJl5L87UwLSLJfkhVJVqxcuXJhcilJkiRJa7ElC/ySrA88FvjUNJNPA7atqh2A9wCfm2k5VXVoVS2vquXLli1bmMxKkiRJ0lpsKUv8HgWcVlWXTZ1QVddU1W/az8cB6yXZYrEzKEmSJEl9sJSB317MUM0zya2TpP28M00+r1zEvEmSJElSbyx6r54ASTYEHgY8f2jcCwCq6hBgT+CFSa4Hfg88tapqKfIqSZIkSWu7JQn8quq3wC2njDtk6PPBwMGLnS9JkiRJ6qOl7tVTkiRJkrTADPwkSZIkqecM/CRJkiSp5wz8JEmSJKnnDPwkSZIkqecM/CRJkiSp5wz8JEmSJKnnDPwkSZIkqecM/CRJkiSp5wz8JEmSJKnnDPwkSZIkqecM/CRJkiSp5wz8JEmSJKnnDPwkSZIkqecM/CRJkiSp5wz8JEmSJKnnDPwkSZIkqecM/CRJkiSp5wz8JEmSJKnnDPwkSZIkqecM/CRJkiSp5wz8JEmSJKnnDPwkSZIkqecM/CRJkiSp5wz8JEmSJKnnDPwkSZIkqecM/CRJkiSp5wz8JEmSJKnnDPwkSZIkqecM/CRJkiSp5wz8JEmSJKnnDPwkSZIkqecM/CRJkiSp5wz8JEmSJKnnDPwkSZIkqeeWLPBLckGSs5OckWTFNNOT5N1JzktyVpKdliKfkiRJkrS2W3eJ1/+gqrpihmmPArZvX/cB/rt9lyRJkiSNYE2u6vk44MPV+B6waZLbLHWmJEmSJGlts5SBXwFfTXJqkv2mmX5b4MKh4YvacatJsl+SFUlWrFy5coGyKkmSJElrr6UM/O5fVTvRVOl8UZIHzGchVXVoVS2vquXLli2bbA4lSZIkqQeWLPCrqovb98uBo4Gdp8xyMbDN0PDW7ThJkiRJ0giWJPBLsmGSWww+Aw8Hzpky2zHAM9vePXcBrq6qSxc5q5IkSZK01luqXj23BI5OMsjDx6rqy0leAFBVhwDHAY8GzgN+B+y7RHmVJEmSpLXakgR+VXU+sMM04w8Z+lzAixYzX5IkSZLUR2vy4xwkSZIkSRNg4CdJkiRJPWfgJ0mSJEk9Z+AnSZIkST1n4CdJkiRJPWfgJ0mSJEk9Z+AnSZIkST1n4CdJkiRJPWfgJ0mSJEk9Z+AnSZIkST1n4CdJkiRJPWfgJ0mSJEk9Z+AnSZIkST1n4CdJkiRJPWfgJ0mSJEk9Z+AnSZIkST1n4CdJkiRJPWfgJ0mSJEk9Z+AnSZIkST1n4CdJkiRJPWfgJ0mSJEk9Z+AnSZIkST1n4CdJkiRJPWfgJ0mSJEk9Z+AnSZIkST1n4CdJkiRJPWfgJ0mSJEk9Z+AnSZIkST1n4CdJkiRJPWfgJ0mSJEk9Z+AnSZIkST1n4CdJkiRJPWfgJ0mSJEk9Z+AnSZIkST236IFfkm2SfCPJj5L8MMlLp5ln1yRXJzmjfb1usfMpSZIkSX2x7hKs83rgFVV1WpJbAKcmOb6qfjRlvm9W1e5LkD9JkiRJ6pVFL/Grqkur6rT287XAj4HbLnY+JEmSJOnGYknb+CXZDrgn8P1pJt83yZlJvpTkb2dZxn5JViRZsXLlylZmUHUAACAASURBVAXKqSRJkiStvZYs8EuyEfAZ4GVVdc2UyacB21bVDsB7gM/NtJyqOrSqllfV8mXLli1chiVJkiRpLbUkgV+S9WiCviOr6rNTp1fVNVX1m/bzccB6SbZY5GxKkiRJUi8sRa+eAT4I/Liq3jHDPLdu5yPJzjT5vHLxcilJkiRJ/bEUvXreD9gbODvJGe24fwNuB1BVhwB7Ai9Mcj3we+CpVVVLkFdJkiRJWusteuBXVd8CMsc8BwMHL06OJEmSJKnflrRXT0mSJEnSwjPwkyRJkqSeM/CTJEmSpJ4z8JMkSZKknjPwkyRJkqSeM/CTJEmSpJ4z8JMkSZKknjPwkyRJkqSeM/CTJEmSpJ4z8JMkSZKknjPwkyRJkqSeM/CTJEmSpJ4z8JMkSZKknjPwkyRJkqSeM/CTJEmSpJ4z8JMkSZKknjPwkyRJkqSeM/CTJEmSpJ4z8JMkSZKknjPwkyRJkqSeM/CTJEmSpJ4z8JMkSZKknjPwkyRJkqSeM/CTJEmSpJ4z8JMkSZKknjPwkyRJkqSeM/CTJEmSpJ4z8JMkSZKknjPwkyRJkqSeM/CTJEmSpJ4z8JMkSZKknjPwkyRJkqSeM/CTJEmSpJ4z8JMkSZKknjPwkyRJkqSeW5LAL8kjk/w0yXlJ9p9m+gZJPtFO/36S7RY/l5IkSZLUD4se+CVZB3gv8CjgbsBeSe42ZbbnAL+uqjsB7wT+c3FzKUmSJEn9sRQlfjsD51XV+VX1J+DjwOOmzPM44Ij286eBhyTJIuZRkiRJknojVbW4K0z2BB5ZVc9th/cG7lNVLx6a55x2nova4Z+181wxzfL2A/ZrB+8C/HSW1W8B3GAZIzC96cdJvybkwfQ37vRrQh5Mf+NOvybkwfSm9zds+rU5fZdlbFtVy24wtqoW9QXsCXxgaHhv4OAp85wDbD00/DNgiwmse4XpTb9U6deEPJj+xp1+TciD6W/c6deEPJje9OOkXxPyYPobd/pxlrEUVT0vBrYZGt66HTftPEnWBTYBrlyU3EmSJElSzyxF4HcKsH2S2ydZH3gqcMyUeY4B9mk/7wl8vdrwVpIkSZI0mnUXe4VVdX2SFwNfAdYBDquqHyY5kKbY8hjgg8BHkpwH/IomOJyEQ01v+iVMvybkwfQ37vRrQh5Mf+NOvybkwfSmH9dS58H0N+70817GonfuIkmSJElaXEvyAHdJkiRJ0uIx8JMkSZKknjPwkyRJkqSeM/BbgyV5S5KNk6yX5IQkK5M8Y6nzJWk0SdZPcvf2td5S52dtk+SWY6a/f5J928/Lktx+xPSZZtwG4+RJSyPJZkn+bqnzsdiSvLTLuEXIx0ZJNlrs9a4pktwsyV2WOh9au41zHPW6c5ck9wNeD2xL04NpgKqqOyxiHrYH3gzcDbjpYHyXPCQ5o6p2TPIEYHfg5cDJVbXDiHm4+zTr/3DHtJvQ7MN/aEedBBxYVVd3TD+v7U/yHmDGH2dVvaTL+ttlbQZsP2X9J4+Qfjfgb6ekP7Br+nEluSNwUVX9McmuwN8BH66qq0ZYxrz2QZJlwL9yw+/vwZ03YIz1j5t2Qusfax+039kRwAU056BtgH1GWP9bgDcCvwe+TPP9/3NVfbRD2v+qqpcl+QLTHE9V9diOefgsTW/LX6qqv3RJM8NybsXq+/D/OqY7FzgDOLzNQ+c/riQHAMuBu1TVnZNsBXyqqu43wjIOq6pnDw1vBHy+qh7SMf3Yx/B8JHlGVX00ycunm15V7xhhWZM4Duf1/bdpb8uq//KR1p/kROCxbdpTgcuBb1fVtPtlhmXswKr/wW9W1Zld0w4tY9z/onH2wWlVtdOUcadX1T3nSDftuWNo/V3PIfcAPgxsTnMeXElzHjynQ9qbAs/hhv/Dz54x0Q2XsQx4HrAdq++/zstolzPOb/gxwNuA9avq9kl2pLme6rQP52uC/wMBng7coaoOTHI74NZV9YOO6ef9PSY5Yer5drpxcyxj7OuZMa8lxtp/7TLmfRwNLPrjHBbZB4F/pjnR/3nUxEl2Ad4D/A2wPs3jJ35bVRuPsJjDgQOAdwIPAvale0nr4PvZjeZC5eppbjzPqr3o2ZXmh34c8CjgWzQ/nC4OA84BntwO702zTXt0TD/f7V/Rvt+PJu+faIefBPyo47pJ8lzgpcDWNBeOuwDfBbpetB8C3LzN+wdonis5ykG6B/CfwK1oDtLBzYdRfkOfAZYnuRNN972fBz4GPLpjHsbZB0fS7PvdgBfQPF9z5Qh5H2v9435/E1rGuPvg7cDDq+qnbX7uDBwF3Ktj+odX1b+0N4AuoDn2TgbmDPyAj7Tvbxshv9N5H82x++4knwIOH2xPF0keS7MftqK56N4W+DHNBUAXdwYeCjy7zcMngQ9V1f92SPsE4J7AaQBVdUmSW3TNe+uiJO+rqn9s//iPBd4/Qvpxj+FrueEF29U058lXVNX5MyTdsH0fdXunrn/c8+hY33+S/wSeQnPuH/yXF81x0MUmVXVNux0frqoDkpzVMe2gZOx5wGfbUR9NcmhVvWeEZYy7D+e1D5LsBTwNuH2S4Wcm34LmcVlzGZw79gBuzarzzl7AZV3y3vof4OVV9Y02X7vSHAt/3yHtR4CfAI8ADqS5eP7xCOuG5pj7JvA15nc9OO45DJqb6DsDJwJU1Rmj1D4Y45p0kv8Df6H5zR4IXEtzbrt3x/Qjf49tsHhzYIv23Du4CN4YuO2I+R/rv3wC1xLj7j8Y7zhqVFVvX8D3x0y/ArgTcDrNAbYv8OYRl3Fq+3721HEd0h5Ec5CcDqwHLBt1m4CzaQKtM9vhLYHjR0h/RpdxC7H97bzfA9YdGl4P+N6I23/TQZ6BuwKfHSH9WVPeN6K529s1/XnA34z5OzytfX8V8E/t59MXYx8MfX9nDY07ZR6/wfmuf6zvb0K/gbH2wXC62cbNkv6c9v0DwCPbz2fO43e0Pk1J0z1o7jjP57e4Cc0f5oXAd9pz4nod0p0J3HLwu6W5kfLBeebhQcDFwFU0NRDuO8f8P2jfB8fRhqPs/6HlvAU4BDgFeOKIacc9hv8DeD7NxfrGwH40N5SeApw4R9p1aEqIR97XQ8sY9xga6/sHfgpsMGb+bwN8Fbh3O26UY/AsYMOh4ZF/QxPYh/PaBzQByq40F6gPHHrtxNB/a4flrOgybrbfQJdxM6Qd/G4G/8MjXQe0aTpft8yU/3HPYYM8Dx/7I/4Ox74mHXMfDM5jw/nv/F80n++RJtD6OfBH4Pz288/b7+PFI+Z/3P/ycY/hsfbfTPOPuoxetvFLslOSnYBvJHlrkvsOxrXjO6uq84B1qurPVXU48MgRs/PHJDcBzk3y4vaufad6uVW1P00Uv7yqrgN+CzxuxPX/vpqqWdcn2ZjmTtU2o6RPcv/BQFt99vcjpJ/39rc2o7nQGdioHdfVH6rqD9C0yamqnwCj1K8fbOvv2ipi19FcQHR1WVWNemdyquvau7b7AF9sx43STmycfXBd+35pkt2S3JOmisEoxln/uN/fJJYx7j5YkeQDSXZtX+9nVYl2F19M8hOaEsIT2uoqfxgh/aC68s+AdwMHA+cledSIy7gl8CzguTQXHu+iuXg8vkPy66rqSuAmSW5Szd3K5aOsO8lLk6wAXgn8E7AF8AqakrPZfDLJ/wCbJnkezR3/TqV1SfYYvIDv09zhPR2odlxX4x7Dj62q/6mqa6vqmqo6FHhEVX2COc6HVfVnmtKZcYx9DI3z/dNc8I3TNvZA4CvAeVV1SpI7AOeOkD6sXkr0Z1aVPHQ17j6c1z6oql9U1YlVdd+qOmnodVpVXT/CojZs9xsAbUnVhrPMP9X5SV6bZLv29RqabepicA6+Kk3TlU1oatGM4otJOpWwz5SHMX/DAD9M8jRgnSTbp2nS8p1RFjCfa9K2hgRJzk5y1tTXCKu/Lsk6tLUP2v+iUar+j/w9VtW7qur2wCur6g5Vdfv2tUNVHTzCuofXP9//8rHPg2PuPxjvOAL6W9Xz7VOGhw/Oonux7O+SrA+ckaadzaWM3iHOS2mKqV9Cc9f2wTR//l1tBTy0Le4e6FpNE5qLzk1pLnROBX5Dc+evqxcCR6Rp6xeaqiHPGiH9uNt/EHB6km+0638ATXWJri5qt/9zwPFJfg38YoT0X2zTv5WmqljRlLx0tSLJJ9r1/3Ewsqo+O3OSG9iXppTlTVX18/YP9yNzpBk2zj54Y/vdv4KmisnGNNWnRzHO+sf9/iaxjOn2wctGSP9C4EU0xwA01Y3e1zVxVe3fnn+urqo/J5nPDaC3Aw9qLxoGbc6OBb7UJXGSo2n+4D4CPKaqLm0nfaINxuZyVZp2cScDRya5nOZGVlffbdf9+Kq6aGj8ijTVsWdUVW9L8jDgmnYbXldVXYJVgMdMGR7UvngMzbmg63E87jH8uyRPBj7dDu/JquC/OqT/dpKDaao5/XW/V9VpHdc/7jE07vf/O5r/4RNY/Tzaqa13VX0K+NTQ8PnAE0dY/+HA99vjAODxNE1JRjHuPhxrH2T16sLr0/yOR2m68s/AiUnOp/kv3pamFLqrZwNvoDlmiuY82LV93aFpqvm9FjiG5gbw60ZYNzTXIv+W5E+sCgBqhO0f9zcMzQ2rf6f5/j5GczPijSOkn+816aATn91HWNd03g0cDdwqyZtozkOvGSH9vL/HqnpPkr/nhm00R7keHvd6ZtxjeNz9B+MdR0DPO3cZV5Jtaeqwr0/z49gEeG9V/WyR1n8A07TPq6o957m87YCNq2qUOzyDtBsDVNU181n3OJLcGrhPO/j9qvrlPJfzQJrv8EttCeqo6TcAblodO7Zp0xw+zeiqERuUT8rQPvhyVf1pCdc/8ncwibzPZxlJ7ldV355r3ELKGB00telPqap7Dw2Hpgpkp7YFSR7U3uGelyQb0gQqg8btmwBHtnfQu6Tfry3lGh53UFsrokv6bYHtq+prSW5Oc8f82o5p1wFeUlXv7DL/DMt4aVW9a65xs6S/A00J631p/uy/R/OfdDFwr6r61hzpp/vuqkbspKld1sjH8AS+/2lvFlbVER3TT6JzkJ2AQe2Xb1bV6V3TTrOs+ZyHxtoHU5YVmptHu3Q9htp0G9BUbwP4SVX9cbb5+2QCv+F1gK9V1YPGyMO2NLW21mPVNen7Bjf0FlKamlu70Nz8fwjNfjhhAjWauq7/I8AdadrW/bWNa9cbHwuQn3ldjyS5K0uw/1bLQ98Dv4zRI2OSR1XVl6aMe0FVzXqHuZ1v7F6UkpwN7EBTH3iHJFsCH62qh3VIe9eq+klmqNo6153ezNAL3FD6WXuDm8T2Dy1rnJ7MPlJVe881bo5ljHuXaV6SfLKqntz+Dob34aCDmFm7JE8yaxWGqpqzYX9bMvFP3HD7R/n+Dqyq1w0Nr0PTwcLTZ0mzcTWdMUy7DV3yPmV569C0bx3ehq49Sk7XG94Nxs2SfmrvwoP1d+pdeBI3gJL8d7v+T9L8lp4E/B9Ntcc5S6DbYOnlwO2qar80vfXepaq+OFu6SUlyHM1F1pHt8HtpbsI8p0Pa59G0idu8qu7Y5v2QGq03uB9U1c7zzP5Mv6E5e1RcU0ziPNqm2ZjVj4GRjuP5StMh0U9oOjn5a6cSVTXr4wwmeR5K8h80pUXfqapRS4oWxKi/wXH+C5McDzyp2p5s25Kfj1fVIzqk3YCmhHbqukfqXTtNBy0PaAdPXKzz19D6TwD2GOXm8YTXP1aHheOes8b5HpP8GLhbzSNoSfIvVfWWzNBb/FzB4ySupYaWNe9rkTb9vI+jgb5W9QQgY/bICLw2yR+r6uvt8l5FU1VxzsCPyfSi9Puq+kuS+bTPeznNxc7Uaq/QrbrroBe4u9D0ODToDewxdNuHE+lFKqt6Mvshq+pCF917c1utx632oOvam+KMd5noWN02ydY0J9pB1/HfBF5aq1dXm8m41TNOpclrgNsBv24/b0pz0d+lN7HP0VRp+gKj10Uf2CbJq6vqze2J/5M0VeZm8zGa7R7ehoECOj+SJck/0fQsexmr/4bmCpzvS9PGdtmUGyEb0/xhdjVW78I0563BDaB9BzeARlzGTWm2/4Ht8ErgZnSvsng4Tf4HPYddTFN1rtOFU8bv3faJwDFJ/kLTpuWqLkFf60U0Pel9n2al56bpkn0U86oqmfF7VBwsZ6yu6JNMW51qhAvncc+jz6epnvQHmmMwdDiOx735NeROVfWkJI+rqiOSfIzmXDyXqeeh1dY/V/6nOJ+mreW701S7/CbN45k+3yVxxng0VJt+uE3qTWiawHRuKzzufyGwRQ09vqSqfj3Ccfh5ml5sT2WomusokhxEcy1zZDvqpWlqbry6Y/pJ9ND9G+Ds9uJ9+DwyV+Ax03EwSN/1ODgYeCrNuXs58EyaHpO7OiHJE2k6NJlPqdE43+M5NL3KXjrXjNMYlKqN0rZ+2CSupaZeiwzaCc95LTLFOMcR0PPAD/j7qvq7JGdV1RuSvJ2ObVpaj6Vp4/UqmouNu9KxbU1Vndq+n5SmTvZdab7gn45QLDzv9nlVtV/7Pq9qBVX1BoAkJwM7VVstKsnradoGzZX+r9s/n/UPeTxNycJIJ4kkrwb+DbhZkmtYFTj8iabr266WM8+7TK3DaS4entQOP6MdN2epbbXtqKrqF+3F/qBa3g+q6vIO6W8PkKYzkaOr6rh2+FE0+7WLP1TVuzvOO5Nn07SJeDXNTZgv1RzV5qpq9/Z9pAdtz+ClNL+hTlVyhqxP0wZhXVbvDv8ammCsq6un1hwY0Tg3gACoqn3HWD/AHavqKW0gQ1X9Lhnp2TJvoWkbOFK1lil3Wp9LcyPi28Abkmze8U7rH6vqT4PsJlmXbu3ihu3Yvg8HSl1uoH2H5kJlC1a/CXctTU+RXY3VFT2rt0W6KU0wM+d3McHz6CuBu1fVFSOkgcm1TZraqcQv6dA5yCTPQ9V0xHF4mqYLT6bZJ/vR/VEbhzP/R0PB6u1Vr6d5NMwobYXH/S/8S5LbDUo30lRb7Lqsratq1I71pno0sGO1zyFNcgTNDchOgR/zPIdN8Vm6twseNqnjgKo6L8k61XT6dHiSUfbB82kKFa5PMqj2OkrwO873uAXwoyQ/YPU2rnPWPqqqL7TvI1eLbtNN4loK5n8tMmyc4wjof+A3tUfGKxmhR8aquqKtGvA1msBrz1FPemmqmh5C06NeaO78Pr/LhWBV/WP78ZAkX2Ye7fMyfc9zV9M8XmHO4IGmSHo4UP1TO67r+qdWcxucKLreKR30ZDZS4FdVbwbenOTNXe/ozWCcu0wAy9o//IEPJRmlYxDSdOrwVppn/wR4T5JXVdWnZ024yi5V9bzBQFV9KU3D8C7elaaq4VdZ/WQ7Z6cQWb2a8btonj/zbeCkJDt1WUa7nHlX9W1dSPObH0l70+KkJB9qg++N2vG/6ZJ+aPu/keStNH/4I+3D1rgdNA23EduF5k/iuzRd/HftDexPSW7Gqt7I7shox+R8e7cdvtM6eN+tfXUtcTkpySB4eRjwjzQl2J2NcQPtF8Avkpw89SZYW5vhXzsu6uZV1XXe6fKxWs2PJG+j6VhirnSTOo/+jKZzkpHUqk6ErmDVDZA709xIHeVmyqBTidcwz85Bxj0PJfkATWndZTRB/J60z5bs6GZVdUKStL+r1yc5le6dY4x782fc/8J/B76V5CSa4/gfaALfLr6T5B5VdfY81z2wKatK2jcZMe3YPXSPEXj89SbwOOtnzA4Lq2qs54Ey3vf4+jHXTXvueCU3rDnRta3zONdSMM9rkSnGOY6AnrfxS/Jammp2DwHeS3Oh8IGqeu0c6Qa9Xw0uNtanuUNWjFi0n6Yb9t1rSm96VXXX2VNCkudU1QeHhtcBXjMojeu4/mNpOgQYNO7fleZi6vbAgVU1a89ySf6d5u7kcG9mn6yq/9dx/T9hmmpuXe94JPkMTTW3efVk1i5j3vX603SKsCNN9daR7jK16U+guVN7VDtqL2DfGq190ZnAwwaBeppqX1+rqh06pv8KzYXGoHrg04EHVLe2FW8G9qa5cPtrNckuJ8pM36HEQNdlTPvQ4q77v13GB2mqLB/L6t/hrO1Uh9Lfnabq8qD06Qpgn6o6Z450Y2//NMvcjvndAPoezTlw8Dt8Ks3z5O4zc6rV0j+M5qL5bjQ3Ae4HPKuqTuyY/l00F43j9G47L2k6JXgO8HCac/pXaP4HOv/5pekJ7gBWnUdOojl/dvoTz/Rt/M6qjlW0kryRpm3YcV3zPMfyNqN5ftWdRkgzznn0nrQ9YzK/HilPpbnA2Yzm5tEpwJ9qlnbCkzSh89DRNL10/4jm93PyCDdeSPIdms5lPg18naa69UFV1ak7+baE66W1etugt1f36sJj/Re2y9iC5uYTNM9v61QCnORHNM+vGzzPbdSqvoNq1wfRXAsNegjfv5pHonRJP+9zWCZUVTNjVjfN9B0WjtQ5TPu72Z7Vqxt37XNhrO8x86j5NCX9mTQFMVOvR0/tmH7e11Jt+rGuRYaWM6/j6K/pex74bVBtFcG0PTLSVF1btJ6oMkZvemnaIWxKc9GyOfAh4KSqeuUI6/8K8Myquqwd3pKmTv5eNH88d++wjHuxqjezk2uE3sySfL/rxeUM6cftze3N/7+98w6XpKr29vubIYchi6BkTCBRkCzpwhUBAwo4giiKAooMYET0E4wXEQVBEERRUBARUBBBcs45I9GLylUxAIIiYX1/rF3TdXr6dO+q6j595pz1Pk8/M12n167d3dW79l57rd/C83uKuP7p+ITns5n2m3Y63u6972K/HO58KNT4rsEn3I/l2Kc27jSz1UrPp+AFO1frYla2X5SRk9YrgEMsT9zlQTy8Z8wVQNP57wdWb/KbTTuWs5DrQEkTroMsqVpK2gz4qplt2NWwT6Rd89vM7BlJu+K1846s4v3ttMiQdHuu8yC9fjH8ZiMq3mzUUN1W0kdxcZfypHW6mWWXxUh2i+LhRlUXzmfgOx7FuPNeYA0z61rLT9Le+A7jSkB5crUgcLWZ7Zp5/qfxmmnP4WGLVSd85QnnVGAJfOGaVQerD+PoDcBVeAHkmbnCFcbxW8xsbXmOzLzmQg23mdmaPY3dfga+8Hwa3zlfG5/0X5Bp33gcKrX1OuC/8Yn3VDN7Zabdunh47sJ4aaSFgK+b2XWZ9rMIc3Q61sW+1r1QDYXmUhvLjWJbaQdM0lKMXDhkK4Q3GcMkLWVmjzd9H+l+XDvcVNKWuAOpSi3msv0eeLjiK/Fcz/WBa3OdmE3ev2aNfNoEqBL5hKSbzSw7N7mDfe25VLKvPRfpx+9oZlsTfOHXDzW+9gnXEZahwKNWiOVWdFDTs1YYZ692dsY99c8A77GKEvKS7jGzVUrPBdxtZqtUHPRfxkgPT64i4v/gE426YW6NkBcnLcf1T8VFMqok0zY5f+NSAPIwwdVp7dbsDNxhDUK/Kpz7F8CHq3rW2tqoPemSdB6uYJUVXjkIOi2QaiyamqgL34Hveq+OO39OAHYys44TsVHaOBRPSP8pPg7tjO+eHJb60vXG1Y/FZxM6TfJzxy9Jl+H52nPgnt4/45Of7PpNo5y/58Ij7RQugotylGXzn86dLPSDtgnXC3jYWnbx7qbjaJV7zWj2+AL6W8AHzezudodYD/vbzZWx/xuvp/g54OQKc4HG45Ck7fDJ6pvwxdt1eFmIH9Rts+L5bwc2M7O/p+eL4o7krM+wwXmPN1cCblRSRNIa+OcH/rndXrEfnb7rJ4HfVfktDBNJV5vZRr1fOar9j3An9N9I4kK4QvTfM+3vxBfO15nZmvLSBF/t5QDr0E7l+aQaRj4lm4Px8f8sRs5Hx2wsrku/fkcwQXP85MnTr8BzOso/9mm4ymcuxwJrpAHn4/iE62RaynjdKCdSd1LT64lcxWsGcAYuv/vedAOtkitxmaRf0Spe+850bH7gH6ObzezDW3FRgqXxH8yyuCz2qt3sShS7feuUjuWIIhTnb6Rklqgd16+G8sfJtv2G0+nYqJjZJ+VKWsWAf7yZndXNpkwaID/FrAuPnO9gYeA+STdSM7wH+ICZHZkmXYvhuyUn4yGDvWhUtBgav3+Ah+Vh40VY9K547mnu+ZuqC79gZibpbcDRZvZ9SbmKlgU7pX/bCy6/m7xcufJYeACuVHoSPcZCNZTRLjFVkix5KtPCY65M24XMJfn3wMuIfCEtZKrwL0kbW6qXlxbCPb3m5qGgTwLTJW2M1xI8UdLiklYws0e62ffLy2ueo1qeOF9BNXEZaJYfdZ6kD+O5lXUmXDNwAYqz0qJvRVrpCzkUojRvwa+Bu5MTtLtR67ptPA7hAnFX4g6TP1awK/rSqTTSk7hS4XFm1kuh83DgWnlpC+Hj0FcqnL/WvdAaCs2lc8/AVW2LsMofp4nwURWaOQa/796Bv//X42rhC0naezRHZB/HsGJDoIky6E2STqNmyLyZvS/1Y2n8+/8OPrfLXQv828z+LamIqLtPUlaocTpv+3xyOXwXO2c+OaXNAf1XqokbARQRZJ8sHctRF25UnqypfXpN499RwYRc+OFhFO/Ht6PL5QSexhXKcqk94bLmidTgN8l9zIsOC59w3Uj+ogsz+0haNBShmicBZ6QJVM4F9CV8O/8iM1tL0ub4xLcnaXJ2tjUofExzJbOvAbcmL8nMuP4K9rXkj9W/UgAAmNkZuAOgDj/BZei3w73d78MdEDl0DE2oSK1JV+JsWqVE6tLk/YOrkh5Ca9JxRTqWS1N14afl6oq7Am+Sh/rOWcG+H6qE5bHwOxXGwqYy2gXnA6dJOi493zMdy2EOeYjXTnhifDaSPo3fQ/YCTko7eMIXQO+v0M4X8PHjNfiYNheeJ9LLe9+0LE9x/vaJ808qTpybjqPT079lgZjscgjmOURXlJ4/DFRZdN0s6QJgBeBASQuSV56muG7vwUPMDN8x/ZEXUAAAIABJREFUrRwqZ2b7KOUopYV81Rylh/EQ3XLkx9P4/eh7uEOt2/lPknQTrWtmBzO7p8L5G5UCkNcxPNhcTRK5QvGRmXOlDwLrWap/KI9guBZfiObyR9JucWpjFVyl91P472I0R2S/xjBorgw6DXdCbF06llOOBwB5tMYmwGp4rvrR5JU1Kfi9XGjsF8CFkv4OVIn6qD2fBM6Xpy6Vr/9KatkN7oNNy5P1pbxZJ+T595+yjPreMzGzCffAd+fKjwPwQXGFiu1cjt+ofosn9U7B1TCrtLEC8E38h1lMYs/OtJ3W4dirK5x7KnBfw8/ypvTv7bjHBTy/LNf+hobnvzn9e2f7sUz7RXEl17emx8urXAel939H6ditGXab4oumx9O/xeMA3Otf5TPYAXgA9+4+hd/sn6rxGZbfw40V7JfEF03bAS+r8R2eiN9UH8B3vhas8h02fTR9/21tTe30u+xhc3369zrc0zk38GAF+5en62aT9HxZPG83x3aL0jU0y6NCHxqPhQ2/wynA3riwxc/xhd/UTNsdcS//Men5irjzK8f2aDyXZaP0fFrV7z/Z3YYvmG4tHbujajsNPr87gPlLz+evcv6m42gf+v9qvHzEBbiwySXAJRWvn7WBhdPzxfCcvV52c+KT9SfwMOFb0v8PA+as+B52xCfJP8IdsI/gSuG59rOMWcUxPH1jNLtppe9wlkeF89e6F5Ze+7X0Ga6Op8Dcjzu2c2zvBOYpPZ+n6vgD3DXaMTyMfSyu46vH4jxdzv8ELrC0O7B8w7Y2TWPBXDWuobrzyXfi8+lvAu+oYNf4Pojf+38yxO9uC/z++0/cabga7oy4Ofc9FI+JuuO3QIdjywEHSTrYzH6a2c7OePHdD5rZ/0lalpQTU4EmBbDnlfQt4BVm9ubkodoA//J7YmYvSrpfpZofNfiHXMb+CtxL/GdG1oTqRa3CxyWeSzscD0jaB1cy6/T9jsY5wDZmdjbMTKw/HQ/zyKGW/LG1lQKo0N9ONPUSFjWsHpfnmv2RlkJlV9S8lAS4t3ZN4GHz+m+L4TeebuftV8FaaPD+U19OwXd8XsR33KdJOtLMcseCXyUv6WH4xNHwkM8szAUIvll6/r/kF03eFJ8kb9/hb9meYmqOhaOFtszsQGbIsHlu2bHpUQkzO51WqDvmu0XvzLTdJ+3OHC3p3nT+l4oN6wrj2H/MzCQVoarzV3gLRfTEtswqQ56rBidG1v8rigfn0nQcRa6O2x6yn3sdn46r8Z1AjTqG5mUg/gSsIq/jmMvX8fvNCtaqZTsN99wfBlQpzfM5YF1ry1HCHRk5LKCR9buWpXUv7Ca+1a8i9E1LARwo6SJ84fF3XA0xV03yROB6uTIquLp41dzIuyUdi+c5Q1JplQv/PT+aUT/GMLU0HxqFakqaB7+ftqctZEWgmNniklbFd+y/Ik+lud/Muu4Wl87/JXwueI3Vq9HcaD5pZmdIupA0Biq/lmvj+2CaTy8naS6rKXanZqlLh+PRH9cC26R/P2OZAl0j+pFWkpMCeTLzRZaZ0N2nc9ZWtZQnlJ+IKwqukW5Yt1qFZGx5Afa18Jyi8sIrtxzB/HhYyxRcunYh3OuRW46hUx6GWX5Cd1Mls23xUI634LWfTgJ2MbPbMu2Xw2PR56SG/PEoN40qeRn9SOjeDg/nWAYPjZmGK1H1DKFUHxKqk10lCWj1SQUttVX7/Sf728wT2XchCdPgu4iVBYLSJGMeyywDkGya5oU0Ii06LrIauQUaRQmwIHfyIOkROjsAet4w0yT1y/g4dj6+47C/mf24q+HINjbDQ63Ljogq49gn8Ot/K/zG/wHgFMsMtZT0a+DfzKqKmatMewAe4nwWfv28DfihmR2Rad90HP0CXkpoFeDX+MTlKjN7V6Z9UzW+WuUYJD2AR9lY2/EimuZVFfrQVJ35LbTVBMYFby4DPpT7XdalD/fCN+GOk2K3YhHckZSV75gcMEXKypVWQV082c+Lf15FG1fjeX//xutkdhTu6ccYps6KoKUmstWNT8c1Ft6Dh6nuAtxrZjO6Grbsp+Hh5ZviIZ+L40It78u03z3ZbYBHHl2JK73/MtO+03zyxzmLN0l74ikX/8bHwKo1oRsj6SQ8x/VsRs6nc0tDXUUrdWl7UuqSmfWsxak2YUpJ91tmKZdZ2ppMCz8AVVOy7JTM/E8zy05sl/Qe/IafXQBb0hxm9oJSKYhyn1VBwjq9vuOglTlY1Z7wjSckvR2ftCwIvNPMsnZM+3TuI5k1L+MpfPI4LcfTpoY10CQtYWZVctrKto0mK8mmkQT0sJF0N75jeQqe63u5MlQ9S17ejlT4/hpJeKc2msrZX4yHk9QuPpt2C4qcoPvNbFQvewfbxUpP58HD5hbNvGEWC/d34DsfB+CTlZ7OC7n63OH4rshHrKKSYFtbW1GqJWhmF1awza7516WNphPn2uNo2rlfA3dcriHPdfuxZealqKEan2qWY5D0WzPrmMfW7W+jvL6xOnNyHBU1gO/PcRyWbC+2tvqxnY4NCnlJj/dbyitM4+NXLa+m8feBo8qOBnn01sEV+zAvsKyZ3V+p8y372mNYPyjmgsV4IGlO/Le8fk9jt78DL6tyFT4G/r5mP16O50x/AljEMgu7Szq0/XrvdGwU2weADaxizbq2Ng7ocPhJ3JHb04ml5qWhbjazN5TnVblOLUkP4593wWGURGpy5xMwccVdOiJPJM2SrU00SmZOrIbnF25BqQA23ZPyb8AnZs+kCU8RHrQ+fpFmkyaptYpemm9tvyRpoboTPtUsfDzKTlm5b708te0KXAvhntJ9JGE9lLjUv1DDDW1kzcZzSgv6uzPbaJTQjYfbPoqH255pmdLNiU4J1VWLSM+gJQG9uZIEdI6hvH7ZaDumH7cuBZDVPzW244BH8byEK5Ln+6kMuyKs5GW40M8l6fnmeD3H3O/vT00WfYkmyqrgeQV3ysNsyp7O3ALcm+G5TY/iC59lJL2v265vGZs1wuAIeVHvngs/Wve5bYHTzexJZWsLcT2+Q7db+65PFZKn+xIzu1CugvcaSXNWmDieJ2nr3IV6h/OvhOeB3ZLug5tIesRSXcQudo3G0RL/Mg+3fCHtOvwZ34HPpdiRqKTGV+JhfKeqah2+eyTtZm0hqXKRjPuqNGQ11ZklbWFml3RwJK2UvoOu44g8PHA+YHF55EVx8U/D1c97nb/jPbCgwr1wA0vCLsnuTEm54YL/Dawj6fDSd/FW4OBMe+SKkofhTvwVJK2Jz0Vyo582o8EYltpoGn1QjBf/kIdO/x9+f8miD86jE/Bd+z/hu33vwtMXctkKaF/kbdPhWCcewudBTVgnPc5Jz7fD85/3knS6mX29m3GxwJOHqzLaLnEXmqQuXc7IUNUrSs+rzAcn5sJvlIFqUTy3Z7cqbZnZg5KmpgHrRHk9oQN72ZXYEVjRqsUEFwPzAfiW8kqSrsZ3jrJCY2Y21DxHq9GED4/Dv4uWnPx78Z2HXnVfmqoftStw3VzRvgid2K5hP+rmZczEGirEmtmrJb0Rd2IcJOke4Kc5N5u6k5U2mkhAHwH8Ht9tU3oPK+E3mx/g4WOj0Rc1NjP7NvDt0qHfpclzL7vdAeRqgquY2ePp+VJ4Pb5cGuWFJJooq4LfVKqcr53Dga0LT7ukV+POhKzwPY0sZzAFv3nn3r9+Jek+fLK1tzxcOXen5I1m9hdJW0qqXfgYv0lvkibe5+PX5M54uFMO1wFnpUlD5QLueJjqOpJWxsMFz8Z/U2/pYdd0HJ3ZjjzP9XupjX/iOSpZWHNV2rrlGD4KnCnpA7Te+zp4SaZ3VO2E1VNnbpqftCeei7g0/h6K3/1TuHO7F03vgQUryXPsljSz10taHV+8fTnD9s+4w+zHktbD789Vxi9wB/Qb8bkQZnabpCrXVaMxLLG1mX1KHn3wKD4PugIPf83h+DSGfB7/DS+Q/p+Fmpc2WgyPfPsHrmz8hGXUQJS0Nx5mu6JGltJZEA+5zeFA4BpJ11O/pMorgbWLBVvawTsX35i4Gc/pHZW02D6ZpBEg6QncKZjrxJ+BO2H2xVOXtqDl1OpK03lgmQkZ6qlZ84IM+KslKeAK7VwB/BeeUP5/eDLz+3NChEptVC6ALen3tMQcpuAqgMIv9hctP6EfNczRktTxojSzH2Xa1yp8XHrt9sC5lgoHjzXJU194q1+Nh9mcl+upV4O8jD7uWJXbXBy/tnYxs8plJeogT8jfHZ98bIHvus9pZr0mnahz8fQidK9SEfW6pB3zrwJLm9k2SiJLZvb9TPt7zex1pedT8N2X13UxK9t3yg8xy8wLKbXxCvz6WwO/eV+WE2JSaqN2mJQ6hCp2OtbFvpwr/AKuiHh4bl/k+d1PpiiG+YEFzUVzslDzwse3mNnakj4GzJt+11XGwUfwvLw76+w8ls7/KXw8O0oNi6rXRdLyeJh7dh1BeUjb3rQiRy7Dc6Rzx+Gm97EtaJVRusfMLs6xS7adohag+uK9EZI+ZtXq3rXbN70XXo7v2B5nrdSVu8ysp0CQRqa7HIzPy5a2Cvldkq4zs/Xb2qoyBjUaw9Lr70qL3hOAn5vZ+VXuY6VNiFokJ+RpeMjgzNJGViHcOLXzOnwXdn9cXfmVPV6/EJ7T+TVGloF52vLDtW/AQ1Tb85yzfsOpjfuA1YprVh46fbuZvTZnPJR0Da65cWl6vhkerrxhbh+aoppRdGUm5I6fNVdRLHgvPkHaB7/AlyFTDa5EnQLYU3FPTrtHq0rx+YJGRS/N7EdqFtdeq/BxiZ3xsK4zgB+YWaXwGjUvAF/21F+Aqzpme+rN7NepD53yMnol4/dlx0oeWvUOWrtlZ+GezxzbxsIiZlZ4xg9OE/iFyK/B9mzatS52qN9Fa7em6wRYfVKUxHfnTqRVA+63+M0za+EHXKxZw2UvyrTtl6evXVl1UXooq5ZJDphvUDNMCq+jdgItz/YuVLuuP2htYb253npJ8+HOlmVxVbSl8Xp6v8o9uTUvfCx5bc9d8O8CqtXzfAyXnq/rqX1e0nQ84qXYOcquBdmHcbQYSzbGf5NXUa2A/LF4f49Jz9+bju2RY1xlcjiKfVFCoo5tVv5TL9Ik9Z3Mquz6xcwmXpK0sKXw3nRPm25mx/SwK2h0L8QFVG7QyECDnrtFiZlCXGZ2sDzMe/9M24K75ZoLU9P1vC8ecp9L0zEMmkUfADwi6Xz8/nNJjfFgMfMarDOspTx+Y66xXChtE3zRsTD+m+hZBzAtSp4Epsu1I5bEr+EFJC1gearzc5pZpxy9KvwEV4ctxGi2B05JTo2cmpbzF4s+ADO7TBkKzZK6CslVuI9C/Si6Vn8m4o7feEI1xFXUpt7T8PydEsrvNLNPZdpvRltcO/A+y4xrl7QGrgBXCOL8PdlX8fZOwwsA745PGk4ETrUkr93DtraKUrJv5KlPbWzIrDfrXBnzxqTdgl8APzOz7PCqZNtIWCQN8ndbRgL/KPYrAkfiuy2Gh7ztj8fGv6FwKIxiW/z2dsDFcYob9nQ8by5r4qD+iCztgN8wwZPqs8Nl1VDCO7WxEV6r6hl5ftLaePHkLCdZmmhtge8SVvLWp9fOjYfNzRQXwRUBs3KuOo2Jyk+KPw0P49ktedvnw+XIq3x/7YWPr8JFFbJ+T+la/Dhex+vQdF3vZ/k5kj/E89nOY6QDMVdNbhXcw3+tmZ2aFs07mdmhmfZNx9FjgJUZeR96yMw+mmnfaee/yk5J44XrsEkT/ifxa7mcK3d4pn2n6JsqYndNd63Pw53op6d23oU7dLbJsW9K+t0fRCtX/jfAly1TIKfpGFZqpxx9MB+++50VfZBevx3uxH0Dnqv20273wTb7YtfzN3j6wh/xnceVMu2Lgu9XWqYaa5v9Pnhe5p8oaV7k7JpK+io+Dz2HegJPwkM9l6SVunK1mWUv3uXRS7fQKsi+Kz4P6Rr2LekvuPPuVDxvfIT3o9t6oENbjaLoihPGY9ZCiXfi3shOj+xikw3On10UNbO9HahR9DLZ3gy8pvT81WQU3wZmpH8bFT4utbcYHir4KD75eQD4WE7/i++0/Vjud4EvOq4DVm1vK8P+ZNyreAyuEHsU8O1M23NwT2fHR4U+FA6e+Wp87o0LzgK/xEMEq9pNBb7Rh/PflHOsi/1l6fq7JT1fH7i8ab8qnP90PB/gITw05wJ80ValjTvwm80a6Zr+aJX3gAvzjBibyCwAnr7H+2q+99fiuxwPMbLo7vvpUrS603fd1vdK4zh9LHxc83P4QqdHzbYWIaN4eZtN03H0vmIcSs+n4DL0ufa3ACuVnq9Y/B4z7a8Ctky/g+XwyecXx/p7bHgNzFKAvKL9nW3fQeGUy7Vvei9cEY90eBZ33F3V67eEh1ODqxE/VXo8DTxV4dxTgUsbfHa1x7C2dubBtRvOxHM996dUmL5iW4vgTvUXK9hshzvhXw9cis/v3tqvazTj/A/iu451bB/p8Hi4YhvZ12uXz/zbaTy6BXdKL5J5/bwZ30S5Fc9rXbVmH64FNi493wh36GW3MSFDPftAp2TmYrerirBLe3z/XHi4yjPWPVSu3/LKN+OD5EWS5pO0oGXsliXmtFIejZn9Vp5v0Yvd8R/FUXgybY4K4ixIehs+yVsZH+TeaGZ/Tp6ve1L73WhaAH4//Ds/y1wQY0V8wMxlHVzYo87WelOBm4L15XLYCwDLpl3YPc3sI6MZqE8FZxOL4GE2lWpJmntEN+72mkzml7SipVDBtNtRpYB2LZEl9S+3Z2Uz21HS28xDr08hI7ymjRfMzNLv6WjzcJ8P9rRqUTtMKn2P96skclSB1+Dj8cKMFLd4GvhQZhv/kecnuhfEFS4reemteeHjS+lwLVimqII1VJOTdBkupDEHfj/4s7w+aG7oVNNx9EE81LbYYV4mHcvlk8Clcklz4Yu3KiHQ85rZxZJkvstdhAtm7ViOE66RtJqZ3VnT/nzgNEnHped7kh9yDw3vhWn8/a8UGjclZw5iZhunfxuFy1pDhfKGY1iZk/Cxq5i3vAd3Du+Y20CKHtgZX0jcRCvkrydmVoS3P4mL5VRCnUuc9ZrPlnmMisr06bxT8PJDp1W1beMWSeuaWXZ4axnznO7K2grmeZnn4yrpc+NRR5dJOsSqF2DfCzhJnusHKYquSgOx8OuAlcKfJK2F/zh3xD0MlRS5ygNW2mp+G75j0M0ma+s6B0kfwvNaFsXzu16Bi43kLi5vUr249nvldVeW1kgVp2LSm5sQ/Q7gW9YWWmqep5Qzca2topTOczmePFs8f5hqP/y78DDDxyvYlM/dD47AE7HPTu3eLi+m243yJLtJKQmooDrWgVvl8fGnM3LRWOX8++ODbHnSuGeusbkE/qb4IkRk5rk2nayUaCThnXha0oF4aMqb0o00O8cL+BgeJvUcHq7yG/z3lEvdxf8vgV9K2sAqhimX+AJ+011G0k9wD+n7qzQgDzdfFr92lse95lUEp8r1l+bBdzFz85tQczW5hczsKXlNzZPM7Att43Ivao2jauXZLojfE25Iz9fDyxZlkRZtr8J/g+C/wSqL96YL16Ghlkr5HMDuaRx7jur30k/j497e6fmFuHBdFnXvhepcOw2lXD/rEa6shukCJZoqlNcaw9p4vZmtUnp+qVxlOwt5WaZbgZ8Bn7RMwUKNIhBXUOEzaFri7GH8XnwuFULWzQWFPonnNjZhPWAXSb/Dv8Os35D6oBeQFnzb4ou+5fGdw6oK6eCbOGukexJpXK+kehw5fh2QK1ZNT48nSCpIZrZcn9ofMzU1SbfhQh7XWys3Z0RR7h72tePa5UU+f4N7mkdgGblFGmIBeUlHmNl+o/3gcwf75OlfE5/k5Ir7FLZ9qZ8k6XozW08jc9TGRBGz1IeX49ehATdafk7DiR0Om1XIb0vtlAsf31dx0jjUPM00WT8Dzy/7IUnC28yO62bX1sbLcQfWjWZ2pbysyGZj+B4q5zq32S+B7/Atz8jvIOs6kNdDXR+/0V9nFYsAq0+Fj9vavMHMckWWGqnJpbFkazzU6CAzu1F9KAqfcd6O33tBhe//o8BPrKYwiaR1cbGshfGF60LAoWZ2fY79MNGsKuUjyLmXltqqrMzbdNIr6SXgNlr5qe35TT2LX8vFOD7WZLdNXlJgDvy9vEASmbN8ZddGY1hq48d4xMV16fl6wEfNLKvMmKRpViN6SiNVbQ/BnWEzqfAZ3GRm65THjirzWTUogC7pf2jNx8sL7+yNktF+S71+Q03HMUkn4eG1v8ZzMu/q0dVubdXOd5/5+lj4zUoaqK7EE48fTMcethqJ4BpZdLWoP7WpmW3Ql872Pv+ISb+kOfDciIHe8PuFvO7SDnXCM9JgN4OWl/hePL+u52RX0hvM7OY+TFhr2/frhi/p53h+59G4x2sGsI6ZvTvDth/CInvgIVWX4Df9TfH8mh/kttGUJgs3SSfju+W30RJVsApe0lpIWsbMHhvlb9uVwnYG2Yduk77n8Ny774zWzz724xp8TG4XtsiKwJD0Cny3rvz9ZxdeLrUzn5lVLiIsF3QomIILM3zbzLLqWXZy1FRx3kjaEd95v8rMPiIP0zvMzHqqVDcZR/uFmguTvMHMbm47Nia/oX4hD7O721KIZPL4vy538apSAXMzW0GZyrx9mPSugTvR34z/fk8FLrYKk095aa21cAdqMek3M3tbhu0ceDmeD+ChxsJ3708EPmvVVMobIele/HdULGCXBe7HF6Kj7jz1cceu0caD+lDiLLVTOWRdLlLXjuXMy4sFc9s4XG6k6+JRDUN805pi5nVb/hOZaR+SXovPw76Oh74XTMN3f1ftaNiprVj4zYqkt+Pb2RvhIUI/BU6wGkVk23YsXsDFSb5nFer6NUHS1/Fim7vh4VofwesQHdTDrtFuk6SfmdlOHdqpFJ6SPH1r4WEp2eEZabKyH56fdUs679r4je8IMzu5i/mEQl6770h8wBYuDjLDzP6aYXs6LszwHuCLeKjvvWY2o6vhyDbuBzYszpd2X67pNulVH2sYNl24pZt13TzN2shlv99sZo+2Hd8d+JxlKLFJusrMNtas+YZZN5wek7458BvR9F6OLDXMDek08c9F0qF4TszdjFSSyw7Rkpdi+D6wgJll5cm22T+Cf/6iVYfwi5avxldLTa4p/RpH+/D934kL0hR5mlNxcaGsyY6kW/DQ2LvS83cD+5vZejn24wFJt+L58sVnMAUXLspSAFdnZd7s6J/0+tq1PJP9hvgi8L+AT5tZV5n7kl15HBKusPvunO9f0rfwUOP92xbN3wCeNbP9MvvQNL+ttjNXo9ShLNlVqWVXWzU+9f/PeJrA/vjO+THFBkmG/YiQdXwHr0rIei0k/crMtmsbhwt6Lh7Ln5mkM3IcZv1Gnp//djyCrvy7eRrfRcwvTWJjpOYzOz5wAYj34OqKz+B1g7Yedr8qvocpeIjU6emxR6bdct0eGfZLdWunQv/f1+mRYXcdHRTD8F2f6yqc/xE8Ln3EI8OusRpZB9taimYNr59b0793pH/nrPL5JZtrcC9z8XwufOHXzeZhPLz4/XW+/7a27oWWml2Nz+D04noeywfwFrxm4KtKxw7E1fleOcZ92RIXyOj0txMy7G/CBZpuxSdMuwNfq3D+LwNvqdn3+4G5G77/63FBkrIyaCOVxYrnL6vJ3Yzn7eaoyX0q/XtUsh/xyLDv1zja9Ps/DM9r2jI9fgYcXsF+xfTZvRa/H16J5z2OyffXp2vgtg7HspR1i+8y/VtZmTe9dvv0W3okPV+TaurSS+BpI5fhjtz1K77/tdJ18CguKtNT1TvZPdBp/E/X4QMVzt/oGi61swheYmvt4lHBdrU+XEfZarj9fuBzgc1Lzzejx1yg9Nr5gM8Bx6fnrwK2y7R9ecN+39rp/0P4/Kbiu9SN2glxly6YJ86eghd4XAQXePk0vmPSlX5uzdcheQdeaWbfAb4nF3lZAniDpH+Y2c+72dtIgZslgXXT0xssY7fSzB5vb6cOVr/w7jRr2ylJ7T2avH25rFP6/zz4NdAxXKDtPI3VyJrYAkjqplhnZpYjzlFbWEStpP4HaRVNNVzgqJewxLfxm/xS+CTvVDO7Nee8HagtsJNYHLhHntRfKU+zCWb2a0nPAeelKIQ98DzJN5mri2UjV7L8vZk9J88PWx0X+fhHZhO7AcdK+hs+ab4Cd2783cxyi2g/KGmqucLZiWkHI1cleQbwWUn/Af5DhRAZ3IkwJxWVPNsxs8c0svj0i6O9thNNwo3xsbzOPaOov1m10HRBv8bRpt//p3GRsrrCJA+nXb5f4GF2W5vZv/J7Py54WNK+uAMaPHrn4Qr2TQuYH4yPP5cBmNltyhCVkPQBXHlyHuDneP3IrIgnddZbkFXL+zdLs+a2gy9KqhTF0fAaRtKXcGfmQ7Tmh4bvxOZwjDxf/Yd4zmtWCkxbxMd8koo8wdzIj77oDVCzAHriRNzpVeQ1/wF3yuaEa98m6S58Pn9G7udWwkb5/5iSrtm346HLtYmFXyZponV8euRQ90bbLz6Fh6sWzIXnlSyA/4C6LvwKJO2ET8AvwweJoyR9stfCsUNo2cw/kT9hQ/UL73a7qWff8G3WcMgjVFEGPIUlLcnICV8TSehcOil+zY/n7C1Gnirj8cnp8Xk8vGAB8t97sXB9KD0KftnL0MyOwD/r5fDr+AcpzOgUfBH4QGYfoPnC7eAK5+or5mqGu+O/v2uALSyz4HAbZwDrSFoZH8N+iX+Wb8nsx/sAJC2Nl7L4DrA0+feQZyXNhd+Av44vwqfkdr6hE+TZdN6LGfn9V1lIPZYWbiYvZzOD1qKqJ6OFG+Py7jkUE74TgVNyJy5mdk76t64DrS/jKM2//5dwNervpjydV6bJd1c6TFgXxb3m10uqMmEdD+yFO8Q+h7+ni/HFcC5NlXmfN7Mn25xYviXeAAAgAElEQVQfOZPgE3Dn2+9wdemty230GIfvwx1N21lLb2H/Cn0GH/t3a3eySNo1tZ9Lo2s4sRNej/I/Fe0AMLNN0pzoA8DN6Z72QzPruhnR1IlM5xJndXhY0ucZGbKe67xYycx2ljQdwFzZXb2MEq/Aw4vfDXxN0nX4b+CXmQ6gNdJiWcC8VRfOfeZqSUczq8jNLbkNRI7fGKGa9ZcanO9GM1u39PxoM9sn/f86M+taUqJkdzuwVeGhk6vrXWRjpAgp6SpcgepbeKjJ7ngNoK6LD0nP0rlOlIAVzSzLyySpHAtfiPPsnfv+JX0M7/+fGJlfNKYTDkkL4pPVD9IKkxqTPNNSH2oJY5Ts1wJ+gOf6TK1g1zFPzfpXLmMglJwnAubGd19fpMbNpshRkEti/9vMjlI1cYxd8bya1XDP+1XAlZZZYiEt4P+EO6Dq5IYIzy9dwcy+JGkZPPy2Z0mA0fJjqiyG1CBPNtk3zhNNux+741EHNwAnmtmFPWy65lD1cn70cRxtmht0GW11CPEQsa6LgLo5VcGsyGvBXgx8Bi9Hsi9e53evHnbd8oS7jsPqg96CXNjpTNxRUQj8rAPMC7zDzP6Q2U6jMSy1cQY+f2h0703O5LfjjoBiQfJZq1bmqO65l8PTDy5Kztg5LLMudHIiH8JIlfiDcyJY5AJfWwJXp3vZSrgTOEsZudTOXMA2+HW1OS40tEuVNoaJXCm+HbPMmrAQC7+Bo5HJrAL+wtgksz5oZiuP8reHLEMYIr12RPK3PKH8dquQEJ7sXsbIHbusHS8lmdpyP5QhXduvG37bj6wQ5/mGZSa3S3oQWC93gthvknf8AHzS/CPgyMxBtmthZ+tRd6etrdrCGHJFtmKQ3hLf+TrVvL7bmCBX5j0UD3EVw/HyNULS9Xhe2EHA9mb2iKS7zOz1mfZP4Lu23wUutQ7hf6PYLQEsYWb3tB1fFfizmf0ls51jccfJFmb2ujSBuKDs3BrPyEWS9rUUAt+gnUoTPkl/wYsmn4rnKbZL6fdSZBwXCye1VKn3AJaxVIcwx4Gm/tWBGwrqk9BVchx8glnDjbMmjJLmw8ePrfHr6DfAl3IjECRtiS/WK4fYysMB34aHfG6B75Sf1Wunq62NLXAxKnCBu4sz7foyhiWbdfBoi7uoEX0iaXXc+bMtHu78ffM6s0sD11qfSo51Of/MutBmtlLaffyumeXWha5zzu/g41dx/a2CO942whVFL6vR5qvwa2lX4J9WU+xmdiVCPQfP8cABNrL+0vdoxSkPiuslfcjMvlc+KGlPKhTOBc6X9Bv8hweujvfrXGO5hPTheFjYn3Fxl3tpDcC9qFV4t18TEmteQ/AxoHIpin4g6TBgB/waXK3ibnO/io9DjQLykrbCB+a34NfrT4EPW2bB2tRGX8KNcfnk7c0sO7RvHLI7Hir2lbToW4FWuE1PzGzxNNF5E/CVdOO838ze28P0KKBTrbVF8Zv4ezK7sF7y8t6a+vP35LntiaSN8HDd5fB7XvH958iAN8qT1cgC5rXDjTtM+LYvT/jwHY1OvBwofkvvAc7FHSdZjsem46i65wZZhciROSQthYfKdVWk7nCSFyXdr4aS7EOkaZ5mwem44+YEKuangofW4Z99pc+/xKh5whnnrq23UGrjErykUFX6NYaBO18PxQW6Xurx2tH6cgLu7Jm5gDazP0r6XI32qvJRUl3odN4HklO/Kw0jD35LK9//QuAiXKhphlWox5qiRKbjTuT58TntW82sSrjv0JFrbnwVWNrMtpG0CrCBmX0/u43Y8Rssalh/qcF5X4Ynsj+H/0jAc/zmBt5uZn/qYb8ysKSZXZ12PIqt+X/gScUPjW49op3bcQ/dRcljuzmwq5l9MNO+U+Hdr1sqgJph32i3RtJCeKhmsVC5HJdh77qYK+2YrYrX7TmXkRO+7B2zushrxzxHqhFU/hP5tWMWtbYaN5JWMLNHKvSjcgF5SZfQSsSuJGTSbyRdbWYbDbMP/SRNnJYxs14CO2WbabiHdVM85HNxXCWwYxhlye4mM1tnlL9V2XG8HneW3ZgWgEvgO349Q1XlZTH2Z9YagDnlTD7e4fDMPFkz6+qEahLmluz3w3M7vwkcB/y8fcdE0nsto6yCPEdwOj6JOsTMju5lU7KtNY6OsmMoXCH1QDPLyjFVgzqEyb52HbiJQk6kzCh2jQq4d2ivyBP+BD55HdcbEP0aw9LrR6TgNOxX5XG8D+esVRe6aeRBaqPI9383HqZ7Cl7G4LcZttfgeX4/SzY39zAZt0g6D8/1PsjM1kjfwa1WpSxLLPwGi4ZUf6l0/nJ4w93J65Vj9yv8xnxn2/HVgK+a2faZ7dxkZuukBeBaZvbSWCx8S+d/kAa7NfKY/LtwTx3Ae4E1zGyHHnZf6PZ3MzukTn/GGklXA9uY2VPp+euA0yve7GoXkB8PSDoS3zkpHCkA2BjkU/QLdc6RutrMuob0luzvwPP6rgKuMLPfZ9rdb6PUa+z2tw6v3QWPNlgb/y2+C69leHqG7fXWh3ptapAnm3ZYH7cUFifPjVnSeoTMSvoGvuB9Ha6EezW+ELym3SHTpY258Z3C6XiY39nADywztym10WgcTW2she+O7IiXyTmjyuKzCWpQB27YNNwtKbdzMP67P4uR41iv4tXFZ7cDPg7+OD2fDvzJeuRZltpplCc8LPo1hqXXfxP/7M9m5HeQJczRdBxviurXhZ5KK/JgdSpGHnRor1K+f4owuhKvJ3x12982aj82nimcB22O9Ep1bmPhN2A0MpnV8IvvkGHvYvSim2dKFYq+SroIz0n5Gr5L8GdgXTPrGurax5tdo92aTj+oqj+ykt0UPM/tqZ4vHidI2hZXiN0W37k8CdjFzG6r0EYjYYxhI+nEDofNzD4w5p2piRrkSLW1U0mgR9K5wHfM7Ndtx7fBc9626WG/jJk9lv7/WjzPU7jIxEpm1lPKW9L/4EqOZ1JvslUrT7atjZvwScd/0vO58Alblvc/vX4dfBG4QXr8w8xW6WF3EvB6PDz/p5YKmFel7jiqznL8n7DMXCT1Kb8ttdW+8DzTzI7KtR8W/dgtSe10itIwywh5Tvaz7Hx12w3rYF8rT3jYNB3D2mwaCXP0axyvS5rDfJCReZ4nWIWFRN3IA/Uh318ditd3OjaeSYv/dwIXpuiX9YFDzaxrdEmZcb3FPjsjaR5gQfPE331Lx19GNRnsYbFwl7/N28tYKVQUT8j+Fx5qtQueZ/OxjPNvQJebXcb5ix25mySdRv3dmn9J2tjMrkrtbkSF70/SKXhu1YvAjcA0SUea2WG5bQwTMztXLl9/AZ6n9I6c0Iq2Np7Av/vZEjPbfdh96AO1c6QAVBLoAaoI9OwHnCsvC1NW1NuAPInwCyW92cweNc/FuC/15wPpfeTUcCp2+8oT1KzaWWqWJ1tmDitJuJvZf5SZo5iYF5iGh7ovBPwRzxPqxa54aOMMYF+11M9zQzWbjqNN5fjnlvRG4HZa9RuzGWXhWbUO3LBplKdZYBWUMEdhfkkrmtnDMHMXO7cGW5M84WHTdAybSR+uu0bjeFNSxNYvgF9YBVEb6Bh58G1897mXXT/y/dfHUxWW0Ejhumm4U3B24gB8x3ilFJG1BB4Bk00s/AbHt3H54fYb40a4t2TvWSzGFzepszjMHrQGv24cgYeKFj/Ol4AfKYWK4qUZutH0Zldu/1n8My8wRhdDaGcv4CR5rh/A34GueU1trGJmT6VQtfNwKeybcW/XuKXNwy58svkQsI+8/lVPT7v6U0B+aPRzt2Ec8EXcO3uVmd0oz5GqUguxskBPet0D6Tf/HnznCTxPdk/LUwM8ALhA0raWajdK+gzuSMjycDacbH0cX+h8Djio6sKpxF8kvdXMzgaQ9DZ8IdIVScfjofpP4w6wa4Bv5u44mlnVOmPtNB1Hd8A99JdKKuT4qyzeFsKvvbqhrv2oAzdUzOsVno8LrRW7JZdJqpSnCSCvRbk8I1U9c2tJ7p/O+zD+HS5HhTqC8jzhZZPd8vh3W0fgZEzpwxg2ghRFsyojVc6/mGnedByvhXzg+wKwD6l2oaQXgaNy+t4WeXBIxciDA/F8vo83iJSbG3dazsFI4bqnqLhoGjbmol6b4hFYwp0nz1dpI0I9B4S6JFJLutvGeW6BXDnoLNzLWvZyzYXv+vxfD/u+hIqm1zcRJZglfrvTsYx2pgGkRdx+5gXGc+zuBtbEB66jzexyjWGOY13Uqn02L61Jwguk3U7LqIGmhsIYw0bS9mZ2jvpQB252RzUEevp47i1xYZO3A3vgqnLb5k4C1AcVtKbIa079BFc3Fh7NsJv1qAGWFkuL43nG1+AKnndVCa3qB03HUTWU428Q6tq4Dtx4oMNuSZ08zZOBlYDbaIkcWcVw2bmBoizGfWb2XLfXt9nWyhOeSEj6Ll6WYHNcnfNdwA2WKXY3LNIu2Tb4Ttsj6diKwLHA+Wb2rR72L1ESVSr/iTEsjSRpOUtKxZoNU28AJO3W6XgFB04s/AaFpHvN7HVV/zbekKtwFl6uKuIwD5jZq0b526g1Btte14+bXd9juiX9r5ktm/nafXHZ6dvx97Is8GMz26Tu+ceCFN75FeADQCGBviyuJvXZyh6mcVBAfjLSr11LNRToUXN13U1wR9Q1wE5VPO3qgwpav5C0AECVkNHkbV8VX/RsiI/Hf8PrdnUVkeoX/RxH1ZLj39ky63+liIsN8AXcBngqwp25YdhNF57DRP3L07wXj0CpNelL94S9aSlcXwYcV+NeUClPeLzQdAxLbdxhZquX/l0AOC93PiBXM/4Qs+7aDjTfXF5GZytrK5+gCurK4wF1SL3Bc7bHdQRWmXQvL5gHz3e8xcyydy5j4TcgJF0OfNLMbmg7vi4+6e0ZJjU7I+lU4JJRQkW3MrOde9g3utnJc5I2xOPzy96oafiOZe2dCkmPmdkyDeznMLMX6tqPBZK+hYdGHGBmT6dj04BvAM+a2X6Z7TQWxhgW6pPA0DDp166lGgr0qKYqpFq1GIWH6zyP37R7TrqK35n6oILWDxqGeCHplfjCZ0M8t2gxM+uWi92YQY6jmedvD3W9Di8jUnsMqbPwHCb92i2RdDouRvJ4zX6cAMzJSIXrF81sj0z7mXnCZlYlT3hcUHcMa2ujiJy4Dg+D/ivuUO/pCE/21+Chy+2lac6o26fM845atqLb38YbxbgvT71Zm5R6Y2MkjjMIJC2Mz5HfnGsTOX6D45PAzyT9kJGhkrvhoScTnf2As9IPbJZQ0Qz7RqIE6TyDiumu5C3pNOHDY/XHM9sBry57h1OY69543kzPhZ/6J4wxLBoJDI0HzOyc9G+jsFRrLtDzpzoTJjNbsPerRuUG/Ob+jKTFSL9beaJ/1zqc/Wa0EK8Mu31p7fQ9T8pvw6XMc8RdmjLIcTSHZfEF/wPAH4Df43LytUmLxuPTY9xjzfM0CxYH7pF0AyMFenIdWOu2LfQvkZdpyqVWnvA4otYY1sav0kT9MLzMl+HjQS7zmdmnG/ahDv+p+bfxxpxp5/rteOrN85Jm992vZ4BKoeux4zdA5AqeH6UUKolfbJMmxK1uqGifzj0V+JllFvltsy12Gmb5EzCvZRadnY1j+n9rZq+u+re21zUuID9M1OfaQ8Og6a6lGgr0qKUKuSljXAtRLenztYGj8HHoLpIKmo1t4eNaIV7yul9X42ImtXZq+kE5N2YI5x56qOtEQCNrGc7E8stB3ALsaGYPpecrAj/PDffVEPOEmzCoMSylssxjZtlOKElfxseCX/d8cR+RC7l0UtEU/h7mHMv+1GV2Tb0pI+kcWvOpKcAq+Dz3M9ltxMJvMEi62My2lHTokDw0ASDpWjPbYIjnbxTTPyzkks1nWlvCsLwI706zQ5hjP1EDgaFhooY1wNRQoEedayCWTj+43BRJv8fzEsFvkHPj7/85PETtm6PZDqAvjUK8ho28/linHNGs+mN96sOYh7pONORCR4Xo2g1VnNBykaUTgbKq5+5m1qk2XSf7RnnCw6IfY1hp8ThaI1mLx+SQnh8fw55nNnGijmdmh9SbMm0OnBeA31lFoaQI9RwcS8mlk98qaRYJa8ssHhw05ra063E6JY/VIHca2ihEKJ6VtDQ+4VtqjM7dhI8CZ8rrpZVDdeclL1R3QqCatYfGEY3KopjZ4cX/1RLo2R1XRzx8NLuS/e7JtqMqZOZ7qMtUPEyxPUR3vgGftxNNQ7yGzSdK/58HLyA88MnSOAh1nTDI69AdhouyCDhK0ifN7Oc59mZ2sbz23mvSofutgqonLqpxJPAKPGz3Avw+M67p0xi2fdv/zymfgszyUg1D3yc9GkXhGc89HdfIa4PvBayMj33fr7tgjR2/ASHpXbhXfGPgprY/21h6Siczo3jrBrrTkM67Hz5B2Rr3cG4BHEOa8JnZ5wd5/n4haQs8zArgHjO7eJj9GUvUJzW98ULdXUv1QaBHA1DXrXPO8UCdEK/xiKQbzOyNAz7HuAh1nQikfLytil0+uSLjRVVCLdWsDuBsTb/GsHKoa81+vALfbS1/B1fUbW8yoXGk8FwVSafhzq8r8dIavzOzGXXaih2/AZG8aD+X9PleeTDB4LBMue8B8EpahYe3wicvH8InMFlKiOOBlJM5ZnmZ44ymAkPjgia7lk0FetRShVxCXguqYBq+IzdIxo0Yj6Qd8XpXT+PCX2tL+pKZ3TrkrmWRFv8FU4A34AW4B4qZHdD7VUEmU9pCO/9KKsadg0apA4iXxuhm1yhPeNgMYAyrvdsi6VBgZ+AeRn4HsfDLY3Ez+5mkAwHMVZ9f7GU0TlilWKBK+j4Z4mCjEQu/AWNmX5L0Vkq1b8zsV8Ps02Qi5YUcheeGgHtLZlSNia6KmX0inb9cePj9wHGSehYeDoaP9U9Nb2i07VoeUmPX8uN4PsnngINqLH6HqQo5nqT6P29mp0vaGC+JcRjwXTzXaXbgZlplNV4AHsEjWoLZh/Ml/QbP9wVfQFQRCVmHenUAO4mCzMwTBsb1wo/hK9uWeTvwmoohtkGLoSs8N2Bmvcy0YK3dUIR6DhhJXwPeCPwkHZoO3Ghmnx1eryYPki4ETgFOTod2BXYxs63G6PyNCg8HQRPUpxpgDftQW113olBSGP0a/vs/pWnIVxDkIGllYEkzuzqJjGyc/vQP4CeFSmdGO43qAKY2ijzhDwI/w2sazxYq502UbUtKjAI2oW2HLlcsLYUq7lg18mKyU0q9ARcYej2usr8E/nlWKUsyFNqUVYXrLTxLjXt5LPwGjKQ7gDXN7KX0fCoeUzzbFoycnVCHQs2djg3gvH0vPBwEsyvDVtcdNpJ+hQtabIXXFvwXrqo4rqXsC+S1r/amFLkCHGdmz49qFIwL0rV3oJnd2XZ8NeCrZrZ9Z8uZrysWLQsCa+IhZpXqAPYjT3jYNFG21SilNEpt5JbUOANYA7iYkd/Bvjn2kxVJ38Cjrl6L1yH+A774PtW8Ru2kIkI9x4aF8bpDMAZ5EcEI/ppKEBThLdPx3IZB0/fCw0EwGzNsdd1hsxPwZuAbZvYPSUvhuX6zC8cCc+ICVQDvTcf2GFqPglyWbF/0AZjZnZKWz7D/RpOTN80THkfUVrYtFnapJMY1Zvavmn04Oz2CCoySerMZcOBkTL2JHb8BI2k68D/ApfiW7Jtw79tPh9qxSYKk5fAcvw1wb901eLjK/47BuaPwcBAwPHXd8YKklYDfm9lzkjYDVgdOMrPZwhmkDoW2Ox0Lxh+SHjCzV43ytwetZi1JSVOA6Wb2kx6vewnfnXqBIYWbD4qqyraSfoTPRf6G6w1cAVxVZfdT0rzAsmZ2f9X+TnYi9caJhd8YkLy75aKp/zfM/gRji6LwcBBMaiTdhnual8cFNX4JrGpmbxlmv3KRdAueC/NQer4i8PPxWC4jGImkU4FLzOx7bcf3wMs77NzDfhpeb+8V+G7Then5J4DbzextA+n4OGMUZdtvm9lrRjHp1tbSuDDMJ/CaclnRd5K2x3dg5zKzFSStCXwxN0dwshKpNyOJUM8BI+liM9uS0vZ86VgwIIYtIa0oPBwEMxmWuu444qWkxLYDcJSZHSVptijlkPgkcKmkh9Pz5YFJ5SWfjdkPOEvSLrg6K7gTYi7gHRn2JwN/B67FQ3s/i+/Wvd3Mbut/d8ctjZVtU9rJJsBqwBN4jd8rKzRxMC4WeBmAmd2WnDBBdyL1pkQs/AaEpHmA+YDFJS1Cq6bUNNxzFgyWYUtIL4/nM+3fRAUtCCYIJ+Lqujum57umY2OirjsOeD6F/e8GFGIacw6xP1lIWhd4zMwulvQqYE9cUv4CYNwr4QVgZn8CNpS0OZ5uAHBuqtGaw4ql+mEnAI/joYb/7n9vxy9mtkIfmjkCeAgv5XKpmT1a0f55M3uyTcr/pT70a0JjZm9uS735OPB6SZMy9SZCPQeEpBm4p21p3MNQ/FKfAr5nZkcPq2+TjdlZQjoIJgLDUtcdL0haBdgLn2ScKmkFYCczO3TIXetKCvH8LzP7m6Q3AT8FPoarO77OzMa6jlkwxki6pRzS2/58stAvZVtJq6Y2NgZeBdxvZu/NtP0+ruj5GVxcZl9gTjPbq0ofJjORehMLv4Ej6WNmdtSw+zEZmQgS0kEwEZB0Mb7DV1bX3T1C3sc3ZQEXSd8B/mJmB6fnk2bhPpnpZ/2w2Zm02zknPpcAV7Z90cyylW1TvuRGwKZ4yOfieK7Z+zLt5wMOArZOh34DfHmy7b5WpUvqzTW4uMuk2jWNUM/B85KkhQv1thT2Od3MjulhFzRgAklIB8FE4AN4jt+3aKnrTpocsRQm+TVgFVwKHgAzG+/5OVMlzWFmLwBbAh8u/S3mD5MAM5s67D6ME9ZtU7G9RFLVcOerSo+jc3OcU+rQXsDKuEbABuk3GeSxPJF6M5PY8Rswo4Q43Wpmaw2rT5OBiSwhHQTB7IWkq4Av4Avf7fFF7xQz6yZCNXQkHQS8BReiWBZY28xM0srAj8xso64NBMEEoZ/KtpLmM7NnK7z+NHyn6kpgG+BRM9uv6nmDAGLhN3Ak3QmsbumDljQVuMPMVh1uz4IgCAbLsNV1xwuSbjazN0i6sySUcbOZvWHYfeuFpPWBpYALzOyZdOzVwAJmdstQOxcEY0Qqvn4iMELZ1swurdDGBsD38d/OspLWAPY0s4/0sCuPG3PgZcEmXZ5l0B8iVGPwnA+cJum49HzPdCwIgmCiM2x13fHCc6ng9QOS9sEFvxYYcp+yMLPrOhz77TD6EgRjTZ+VbY8A/ptU3svMbk+iSb2YKSCTysJUPG0QtIgdvwGTbvZ74vkR4MVPTzCzF4fXqyAIgrFlMqvrpsnjvcDC+GJ3IeDrnRZVQRCMH/qpbCvpejNbr5zuUxZQ6mIXAjtB34gdvwGT1IKOTY8gCIJJRQd13bUnm7qumd2Y/vtPJpGoTRBMAKaa2d/S/3cGjjezM4AzJFUtYP+YpA0BS+UhZuAOoa6EwE7QT2LhNyAk/czMdko5frNsq5rZ6kPoVhAEwZgx2dV1JZ3d7e9m9tax6ksQBLXop7LtXsCRwCvwcO8LgI/2pZdBkEmEeg4ISUuZ2eOSluv0dzP73Vj3KQiCYCyZ7Oq6kv4CPIbXL7wef98zMbPLh9GvIAjyCGXbYKIRC78BkhQ8LzKzzYfdlyAIgmBsSfeArfCC9asD5wKnmtndQ+1YEATZNFW2DXXjYDwRC78BI+liYAcze3LYfQmCIAiGg6S58QXgYcAhZnb0kLsUBMEYIOnjHQ7PVDc2s9lC4TeYGMTCb8BI+iWwFq7mOVPa3Mz2HVqngiAIgjEhLfi2xRd9y+NS7j8wsz8Ms19BEIw9k1ndOBgfhLjL4DkzPcrEajsIgmCCI+kk4PXAr/FdvruG3KUgCIZAqBsH44XY8RswkmaY2ZG9jgVBEAQTiyRuU0R6TDpxmyAIZlE3/s5kUzcOxhex8Bswkm4xs7Xbjs0s3hkEQRAEQRBMTCa7unEwvohQzwEhaTrwHmCFtlpO04C/dbYKgiAIgiAIJgpmNmXYfQiCglj4DY5rgMeBxYHDS8efBu4YSo+CIAiCIAiCIJiURKjngJE0P/AvM3sp1X15LXCemT0/5K4FQRAEQRAEQTBJiIXfgJF0M7AJsAhwNXAj8B8z22WoHQuCIAiCIAiCYNIQcceDR2b2LK7odIyZ7QisOuQ+BUEQBEEQBEEwiYiF3+CRpA3w2i3npmNTh9ifIAiCIAiCIAgmGbHwGzz7AQcCZ5nZ3ZJWBC4dcp+CIAiCIAiCIJhERI5fEARBEARBEATBBCfKOQwISUeY2X6SzmFkwU4AzOytQ+hWEARBEARBEASTkFj4DY6T07/fGGovgiAIgiAIgiCY9ESo5xggaQkAM/vLsPsSBEEQBEEQBMHkI8RdBoikgyU9AdwP/FbSXyT9v2H3KwiCIAiCIAiCyUUs/AaEpAOAjYB1zWxRM1sEWA/YSNL+w+1dEARBEARBEASTiQj1HBCSbgW2MrMn2o4vAVxgZmsNp2dBEARBEARBEEw2YsdvcMzZvuiDmXl+cw6hP0EQBEEQBEEQTFJi4Tc4/lPzb0EQBEEQBEEQBH0lQj0HhKQXgWc6/QmYx8xi1y8IgiAIgiAIgjEhFn5BEARBEARBEAQTnAj1DIIgCIIgCIIgmODEwi8IgiAIgiAIgmCCEwu/IAiCIOiCpIMk3S3pDkm3SVpP0n6S5suwzXpdEARBEAyayPELgiAIglGQtAHwTWAzM3tO0uLAXMA1wDqdyva02T+a87ogCIIgGDSx4xcEQRAEo7MU8ISZPQeQFnDvApYGLpV0KYCkYyXdlHYGD0nH9u3wuq0lXSvpFkmnS1pgGG8qCIIgmHzEjl8QBEEQjEJamF0FzAdcBJxmZpe37+RJWtTM/iZpKnAxsK+Z3VF+XdotPBPYxqHObmcAAAF4SURBVMyekfRpYG4z++IQ3loQBEEwyZhj2B0IgiAIgvGKmf1T0huATYDNgdMkfabDS3eS9GH8vroUsApwR9tr1k/Hr5YEHjJ67aD6HgRBEARlYuEXBEEQBF0wsxeBy4DLJN0JvK/8d0krAJ8A1jWzv0v6ITBPh6YEXGhm0wfb4yAIgiCYlcjxC4IgCIJRkPQaSa8qHVoT+B3wNLBgOjYNeAZ4UtKSwDal15dfdx2wkaSVU9vzS3r1IPsfBEEQBAWx4xcEQRAEo7MAcJSkhYEXgAeBDwPTgfMl/dHMNpd0K3Af8Bhwdcn++LbXvR84VdLc6e+fA347Ru8lCIIgmMSEuEsQBEEQBEEQBMEEJ0I9gyAIgiAIgiAIJjix8AuCIAiCIAiCIJjgxMIvCIIgCIIgCIJgghMLvyAIgiAIgiAIgglOLPyCIAiCIAiCIAgmOLHwC4IgCIIgCIIgmODEwi8IgiAIgiAIgmCCEwu/IAiCIAiCIAiCCc7/B92qAsFnNmTKAAAAAElFTkSuQmCC\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"census_by_state.sort_values('olderPerc').plot.bar(x='state', y='olderPerc', rot=90, legend=False)\n",
"\n",
"plt.title(\"% of Population >=65 by State\")\n",
"plt.xlabel(\"State\")\n",
"plt.ylabel(\"% of Population\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"States span close to a 10% range in the over 65 proportion of their populations. Let's see how states below and above the median on this measure of age fared with the pandemic."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"olderStates = (\n",
" census_by_state\n",
" .loc[census_by_state.olderPerc > census_by_state.olderPerc.median()]\n",
" .state.tolist()\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"state_cases['olderState'] = state_cases.state.apply(\n",
" lambda x: 'Older' if x in olderStates else 'Younger'\n",
")\n",
"\n",
"plt.subplot(121)\n",
"(\n",
" state_cases\n",
" .groupby(['date','olderState'])\n",
" .death_rate.mean()\n",
" .reset_index()\n",
" .set_index('date')\n",
" .groupby(['olderState'])\n",
" .death_rate\n",
" .plot(legend=True)\n",
")\n",
"plt.title(\"Average Cumulative Death Rate by Age Group\")\n",
"plt.xlabel(\"Date\")\n",
"plt.ylabel(\"COVID-19 Deaths / Cases\")\n",
"\n",
"plt.subplot(122)\n",
"(\n",
" state_cases\n",
" .groupby(['date','olderState'])\n",
" .JHU_ConfirmedCases.mean()\n",
" .reset_index()\n",
" .set_index('date')\n",
" .groupby(['olderState'])\n",
" .JHU_ConfirmedCases\n",
" .plot()\n",
")\n",
"plt.title(\"Cumulative Case Count by Age Group\")\n",
"plt.xlabel(\"Date\")\n",
"plt.ylabel(\"COVID-19 Cases\")\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Early in the pandemic, the cumulative death rate rose in sync in both older and younger states, but on average the younger states have reduced their death rate earlier and from a lower peak. Let's look at just the states with the largest outbreaks."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.subplot(121)\n",
"(\n",
" state_cases\n",
" .loc[state_cases.state.isin(large_outbreak_states)]\n",
" .groupby(['date','olderState'])\n",
" .death_rate.mean()\n",
" .reset_index()\n",
" .set_index('date')\n",
" .groupby(['olderState'])['death_rate']\n",
" .plot(legend=True)\n",
")\n",
"\n",
"plt.title(\"Average Cumulative Death Rate by Age Group in Outbreak States\")\n",
"plt.xlabel(\"Date\")\n",
"plt.ylabel(\"COVID-19 Deaths / Cases\")\n",
"\n",
"\n",
"plt.subplot(122)\n",
"(\n",
" state_cases\n",
" .loc[state_cases.state.isin(large_outbreak_states)]\n",
" .set_index('date')\n",
" .groupby(['state'])['death_rate']\n",
" .plot(legend=True)\n",
")\n",
"\n",
"plt.title(\"Individual Death Rates in Outbreak States\")\n",
"plt.xlabel(\"Date\")\n",
"plt.ylabel(\"COVID-19 Deaths / Cases\")\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The large outbreak states show a similar patten, but the older states have a much more extreme curve peaking near 6%. Looking at the individual death rate trends among states, one group appears to have had growing death rates in April and May before bringing them back down in June. Other states like Pennsylvania and Massachusetts seem to have had a much harder time in reducing their death rates."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"### Clinical Resources"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Local access to medical care and a population's existing level of health are important factors in community’s susceptibility to the pandemic. We can retrieve data on vaccination rates and hospital resources to understand the preparedness of each county."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"vax_coverage = c3aidatalake.fetch(\n",
" \"vaccinecoverage\",\n",
" {\n",
" \"spec\" : {\n",
" \"filter\" : \"demographicClass == ' All Residents'\"\n",
" }\n",
" },\n",
" get_all = True\n",
")\n",
"vax_coverage = vax_coverage.loc[\n",
" vax_coverage['location.id'].isin(states)\n",
"]\n",
"\n",
"state_vax_coverage = (\n",
" vax_coverage\n",
" .loc[vax_coverage.year == 2017]\n",
" .groupby(['location.id', 'vaccineDetails'])['value']\n",
" .mean()\n",
" .apply(partial(round, ndigits=2))\n",
" .unstack(\"vaccineDetails\")\n",
" .reset_index()\n",
" .rename(columns={'location.id': 'state'})\n",
" \n",
")\n",
"state_vax_coverage.state = state_vax_coverage.state.apply(state_from_location)\n",
"\n",
"state_vax_coverage.columns = [\n",
" 'state', \n",
" 'InfluenzaRate',\n",
" 'PneumococcalRate'\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"hospitals = c3aidatalake.fetch(\n",
" \"hospital\",\n",
" {\n",
" \"spec\" : {\n",
" \"filter\": \"contains(location.id, 'UnitedStates')\"\n",
" }\n",
" },\n",
" get_all = True\n",
")\n",
"\n",
"hospitals['state'] = hospitals['location.id'].apply(state_from_location)\n",
"hospitals = hospitals.rename(columns={'location.id': 'location'})\n",
"\n",
"hosp_cols = [\n",
" 'hospitalType', \n",
" 'staffedBeds', \n",
" 'licensedBeds',\n",
" 'icuBeds', \n",
" 'icuBedsAdult', \n",
" 'icuBedsPotential', \n",
" 'ventilatorUsage',\n",
" 'id', \n",
" 'location',\n",
" 'bedUtilization', \n",
" 'state'\n",
"]\n",
"hospitals = hospitals.loc[:,hosp_cols]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Since the COVID-19 Data Lake uses common location IDs across datasets, we can merge this information into a single dataframe for easy comparisons. We can also produce per capita measures of medical resources by dividing by total populations."
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"hosp_state = (\n",
" hospitals\n",
" .groupby('state')\n",
" [['staffedBeds', 'licensedBeds', 'icuBeds','icuBedsAdult', 'ventilatorUsage']]\n",
" .sum()\n",
" .reset_index()\n",
")\n",
"\n",
"state_df = (\n",
" census_by_state\n",
" .merge(hosp_state, on='state', how='inner')\n",
" .merge(state_vax_coverage, on='state', how='inner')\n",
" .rename(columns={\"value\": \"vaccRate\"})\n",
" .merge(state_cases.loc[state_cases.date == max(state_cases.date)], \n",
" on='state', how='inner')\n",
")\n",
"\n",
"state_df['staffedBedsPer100k'] = state_df.staffedBeds * 1e5 / state_df.total\n",
"state_df['icuBedsPer100k'] = state_df.icuBeds * 1e5 / state_df.total\n",
"state_df['ventPer100k'] = state_df.ventilatorUsage * 1e5 / state_df.total\n",
"state_df['deathRate'] = state_df.JHU_ConfirmedDeaths / state_df.JHU_ConfirmedCases\n",
"state_df['casesPer100k'] = state_df.JHU_ConfirmedCases * 1e5 / state_df.total\n"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"( \n",
" state_df\n",
" .sort_values('staffedBedsPer100k')\n",
" .set_index('state')\n",
" [['staffedBedsPer100k', 'icuBedsPer100k', 'ventPer100k']]\n",
" .plot.bar(stacked=True)\n",
")\n",
"\n",
"plt.title(\"Hospital Resources per 100,000 People\")\n",
"plt.xlabel(\"State\")\n",
"plt.ylabel(\"Resources per 100k\")\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also examine how these different measures interact with each other."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"