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blabla/PATSTAT/patstat_analysis_demo.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import os\n",
"import pandas as pd\n",
"import janitor\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from matplotlib.ticker import MaxNLocator\n",
"import math\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 9,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"C:\\Users\\radvanyi\\PycharmProjects\\ZSI_analytics\\PATSTAT\n"
]
}
],
"source": [
"print(os.getcwd())"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 10,
"outputs": [],
"source": [
"outdir=\"EU_CH_scope/v2_\"\n",
"\n",
"appln = pd.read_csv(f\"{outdir}/tls_201_scope.csv\")\n",
"\n",
"appln_title = pd.read_csv(f\"{outdir}/tls_202_scope.csv\")\n",
"\n",
"pers = pd.read_csv(f\"{outdir}/tls_206_scope.csv\")\n",
"\n",
"appln_pers = pd.read_csv(f\"{outdir}/tls_207_scope.csv\")\n",
"\n",
"appln_cpc = pd.read_csv(f\"{outdir}/tls_224_scope.csv\")\n",
"\n",
"cpc_desc = pd.read_csv(r\"CPC_data/cpc_defs.csv\")\n",
"\n",
"country_defs = pd.read_csv(f\"{outdir}/table_tls801.csv\").rename(columns={\"st3_name\":\"Country\"})"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 71,
"outputs": [],
"source": [
"ch_codes = [\"CN\",\"HK\",\"MO\",\"TW\"]\n",
"ch_names = country_defs[country_defs[\"ctry_code\"].isin(ch_codes)][\"Country\"].unique()"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 90,
"outputs": [
{
"data": {
"text/plain": " ctry_code iso_alpha3 Country organisation_flag \n0 unknown Y \\\n1 AD AND Andorra \n2 AE ARE United Arab Emirates \n3 AF AFG Afghanistan \n4 AG ATG Antigua and Barbuda \n.. ... ... ... ... \n237 YE YEM Yemen \n238 YU YUG Yugoslavia/Serbia and Montenegro \n239 ZA ZAF South Africa \n240 ZM ZMB Zambia \n241 ZW ZWE Zimbabwe \n\n continent eu_member epo_member oecd_member discontinued \n0 NaN \n1 Europe \n2 Asia \n3 Asia \n4 North America \n.. ... ... ... ... ... \n237 Asia \n238 Europe Y \n239 Africa \n240 Africa \n241 Africa \n\n[242 rows x 9 columns]",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>ctry_code</th>\n <th>iso_alpha3</th>\n <th>Country</th>\n <th>organisation_flag</th>\n <th>continent</th>\n <th>eu_member</th>\n <th>epo_member</th>\n <th>oecd_member</th>\n <th>discontinued</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td></td>\n <td></td>\n <td>unknown</td>\n <td>Y</td>\n <td>NaN</td>\n <td></td>\n <td></td>\n <td></td>\n <td></td>\n </tr>\n <tr>\n <th>1</th>\n <td>AD</td>\n <td>AND</td>\n <td>Andorra</td>\n <td></td>\n <td>Europe</td>\n <td></td>\n <td></td>\n <td></td>\n <td></td>\n </tr>\n <tr>\n <th>2</th>\n <td>AE</td>\n <td>ARE</td>\n <td>United Arab Emirates</td>\n <td></td>\n <td>Asia</td>\n <td></td>\n <td></td>\n <td></td>\n <td></td>\n </tr>\n <tr>\n <th>3</th>\n <td>AF</td>\n <td>AFG</td>\n <td>Afghanistan</td>\n <td></td>\n <td>Asia</td>\n <td></td>\n <td></td>\n <td></td>\n <td></td>\n </tr>\n <tr>\n <th>4</th>\n <td>AG</td>\n <td>ATG</td>\n <td>Antigua and Barbuda</td>\n <td></td>\n <td>North America</td>\n <td></td>\n <td></td>\n <td></td>\n <td></td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>237</th>\n <td>YE</td>\n <td>YEM</td>\n <td>Yemen</td>\n <td></td>\n <td>Asia</td>\n <td></td>\n <td></td>\n <td></td>\n <td></td>\n </tr>\n <tr>\n <th>238</th>\n <td>YU</td>\n <td>YUG</td>\n <td>Yugoslavia/Serbia and Montenegro</td>\n <td></td>\n <td>Europe</td>\n <td></td>\n <td></td>\n <td></td>\n <td>Y</td>\n </tr>\n <tr>\n <th>239</th>\n <td>ZA</td>\n <td>ZAF</td>\n <td>South Africa</td>\n <td></td>\n <td>Africa</td>\n <td></td>\n <td></td>\n <td></td>\n <td></td>\n </tr>\n <tr>\n <th>240</th>\n <td>ZM</td>\n <td>ZMB</td>\n <td>Zambia</td>\n <td></td>\n <td>Africa</td>\n <td></td>\n <td></td>\n <td></td>\n <td></td>\n </tr>\n <tr>\n <th>241</th>\n <td>ZW</td>\n <td>ZWE</td>\n <td>Zimbabwe</td>\n <td></td>\n <td>Africa</td>\n <td></td>\n <td></td>\n <td></td>\n <td></td>\n </tr>\n </tbody>\n</table>\n<p>242 rows × 9 columns</p>\n</div>"
},
"execution_count": 90,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"country_defs"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 91,
"outputs": [
{
"data": {
"text/plain": " appln_id appln_auth appln_nr appln_kind appln_filing_date \n0 340657036 EP 12000117 A 2012-01-09 \\\n1 340982410 EP 12151915 A 2012-01-20 \n2 341078960 EP 12700310 A 2012-01-11 \n3 341078962 EP 12700311 A 2012-01-11 \n4 341127772 EP 12700372 A 2012-01-02 \n\n appln_filing_year appln_nr_original ipr_type receiving_office \n0 2012 12000117 PI \\\n1 2012 12151915 PI \n2 2012 12700310 PI \n3 2012 12700311 PI \n4 2012 12700372 PI \n\n internat_appln_id ... earliest_publn_date earliest_publn_year \n0 0 ... 2013-07-10 2013 \\\n1 0 ... 2012-07-25 2012 \n2 340778427 ... 2014-01-22 2014 \n3 340778431 ... 2014-01-22 2014 \n4 340460188 ... 2014-10-15 2014 \n\n earliest_pat_publn_id granted docdb_family_id inpadoc_family_id \n0 407623142 Y 45507394 340657036 \\\n1 365158710 Y 45531220 340982410 \n2 413564969 Y 45491582 340778427 \n3 413564970 Y 45491583 340778431 \n4 421840120 Y 45495923 340460188 \n\n docdb_family_size nb_citing_docdb_fam nb_applicants nb_inventors \n0 3 6 1 2 \n1 2 16 2 6 \n2 3 2 1 1 \n3 3 3 1 1 \n4 4 8 1 2 \n\n[5 rows x 26 columns]",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>appln_id</th>\n <th>appln_auth</th>\n <th>appln_nr</th>\n <th>appln_kind</th>\n <th>appln_filing_date</th>\n <th>appln_filing_year</th>\n <th>appln_nr_original</th>\n <th>ipr_type</th>\n <th>receiving_office</th>\n <th>internat_appln_id</th>\n <th>...</th>\n <th>earliest_publn_date</th>\n <th>earliest_publn_year</th>\n <th>earliest_pat_publn_id</th>\n <th>granted</th>\n <th>docdb_family_id</th>\n <th>inpadoc_family_id</th>\n <th>docdb_family_size</th>\n <th>nb_citing_docdb_fam</th>\n <th>nb_applicants</th>\n <th>nb_inventors</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>340657036</td>\n <td>EP</td>\n <td>12000117</td>\n <td>A</td>\n <td>2012-01-09</td>\n <td>2012</td>\n <td>12000117</td>\n <td>PI</td>\n <td></td>\n <td>0</td>\n <td>...</td>\n <td>2013-07-10</td>\n <td>2013</td>\n <td>407623142</td>\n <td>Y</td>\n <td>45507394</td>\n <td>340657036</td>\n <td>3</td>\n <td>6</td>\n <td>1</td>\n <td>2</td>\n </tr>\n <tr>\n <th>1</th>\n <td>340982410</td>\n <td>EP</td>\n <td>12151915</td>\n <td>A</td>\n <td>2012-01-20</td>\n <td>2012</td>\n <td>12151915</td>\n <td>PI</td>\n <td></td>\n <td>0</td>\n <td>...</td>\n <td>2012-07-25</td>\n <td>2012</td>\n <td>365158710</td>\n <td>Y</td>\n <td>45531220</td>\n <td>340982410</td>\n <td>2</td>\n <td>16</td>\n <td>2</td>\n <td>6</td>\n </tr>\n <tr>\n <th>2</th>\n <td>341078960</td>\n <td>EP</td>\n <td>12700310</td>\n <td>A</td>\n <td>2012-01-11</td>\n <td>2012</td>\n <td>12700310</td>\n <td>PI</td>\n <td></td>\n <td>340778427</td>\n <td>...</td>\n <td>2014-01-22</td>\n <td>2014</td>\n <td>413564969</td>\n <td>Y</td>\n <td>45491582</td>\n <td>340778427</td>\n <td>3</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>3</th>\n <td>341078962</td>\n <td>EP</td>\n <td>12700311</td>\n <td>A</td>\n <td>2012-01-11</td>\n <td>2012</td>\n <td>12700311</td>\n <td>PI</td>\n <td></td>\n <td>340778431</td>\n <td>...</td>\n <td>2014-01-22</td>\n <td>2014</td>\n <td>413564970</td>\n <td>Y</td>\n <td>45491583</td>\n <td>340778431</td>\n <td>3</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>4</th>\n <td>341127772</td>\n <td>EP</td>\n <td>12700372</td>\n <td>A</td>\n <td>2012-01-02</td>\n <td>2012</td>\n <td>12700372</td>\n <td>PI</td>\n <td></td>\n <td>340460188</td>\n <td>...</td>\n <td>2014-10-15</td>\n <td>2014</td>\n <td>421840120</td>\n <td>Y</td>\n <td>45495923</td>\n <td>340460188</td>\n <td>4</td>\n <td>8</td>\n <td>1</td>\n <td>2</td>\n </tr>\n </tbody>\n</table>\n<p>5 rows × 26 columns</p>\n</div>"
},
"execution_count": 91,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"appln.head()"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 92,
"outputs": [
{
"data": {
"text/plain": "appln_id 64266\nappln_nr 63242\nappln_nr_original 62651\ndtype: int64"
},
"execution_count": 92,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"appln[[\"appln_id\",\"appln_nr\",\"appln_nr_original\"]].nunique()"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 76,
"outputs": [
{
"data": {
"text/plain": " person_id appln_id applt_seq_nr invt_seq_nr Country Country_Type\n0 1 340314532 1 0 Finland EU\n1 1 413601768 1 0 Finland EU\n2 128 332888018 1 0 Finland EU\n3 128 333546132 1 0 Finland EU\n4 128 334765473 1 0 Finland EU\n... ... ... ... ... ... ...\n274039 80730412 554759601 2 0 Latvia EU\n274040 83499411 571805168 0 2 Latvia EU\n274041 84881241 569497458 0 1 Latvia EU\n274042 85405745 568976675 0 5 Latvia EU\n274043 85718222 568976675 0 6 Latvia EU\n\n[274044 rows x 6 columns]",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>person_id</th>\n <th>appln_id</th>\n <th>applt_seq_nr</th>\n <th>invt_seq_nr</th>\n <th>Country</th>\n <th>Country_Type</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>1</td>\n <td>340314532</td>\n <td>1</td>\n <td>0</td>\n <td>Finland</td>\n <td>EU</td>\n </tr>\n <tr>\n <th>1</th>\n <td>1</td>\n <td>413601768</td>\n <td>1</td>\n <td>0</td>\n <td>Finland</td>\n <td>EU</td>\n </tr>\n <tr>\n <th>2</th>\n <td>128</td>\n <td>332888018</td>\n <td>1</td>\n <td>0</td>\n <td>Finland</td>\n <td>EU</td>\n </tr>\n <tr>\n <th>3</th>\n <td>128</td>\n <td>333546132</td>\n <td>1</td>\n <td>0</td>\n <td>Finland</td>\n <td>EU</td>\n </tr>\n <tr>\n <th>4</th>\n <td>128</td>\n <td>334765473</td>\n <td>1</td>\n <td>0</td>\n <td>Finland</td>\n <td>EU</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>274039</th>\n <td>80730412</td>\n <td>554759601</td>\n <td>2</td>\n <td>0</td>\n <td>Latvia</td>\n <td>EU</td>\n </tr>\n <tr>\n <th>274040</th>\n <td>83499411</td>\n <td>571805168</td>\n <td>0</td>\n <td>2</td>\n <td>Latvia</td>\n <td>EU</td>\n </tr>\n <tr>\n <th>274041</th>\n <td>84881241</td>\n <td>569497458</td>\n <td>0</td>\n <td>1</td>\n <td>Latvia</td>\n <td>EU</td>\n </tr>\n <tr>\n <th>274042</th>\n <td>85405745</td>\n <td>568976675</td>\n <td>0</td>\n <td>5</td>\n <td>Latvia</td>\n <td>EU</td>\n </tr>\n <tr>\n <th>274043</th>\n <td>85718222</td>\n <td>568976675</td>\n <td>0</td>\n <td>6</td>\n <td>Latvia</td>\n <td>EU</td>\n </tr>\n </tbody>\n</table>\n<p>274044 rows × 6 columns</p>\n</div>"
},
"execution_count": 76,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"appln_ctry = appln_pers.merge(pers[[\"person_id\",\"person_ctry_code\"]],\n",
" on=\"person_id\").merge(country_defs[[\"Country\",\"ctry_code\"]],\n",
" left_on=\"person_ctry_code\", right_on=\"ctry_code\").drop(columns=[\"ctry_code\",\"person_ctry_code\"])\n",
"appln_ctry[\"Country_Type\"] = \"EU\"\n",
"appln_ctry.loc[appln_ctry[\"Country\"].isin(ch_names),\"Country_Type\"] = \"CH\"\n",
"appln_ctry"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 63,
"outputs": [
{
"data": {
"text/plain": "Text(0.5, 0, 'Year')"
},
"execution_count": 63,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = appln.groupby([\"appln_filing_year\"], as_index=False)[\"appln_id\"].count()\n",
"data\n",
"g = sns.lineplot(data, x=\"appln_filing_year\", y=\"appln_id\", marker=\"o\")\n",
"g.set_title(\"Number of co-patents\")\n",
"g.set_ylabel(\"Count\")\n",
"g.set_xlabel(\"Year\")"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 103,
"outputs": [],
"source": [
"\n",
"eu_invt = appln_ctry[((appln_ctry[\"Country_Type\"]==\"EU\") & (appln_ctry['invt_seq_nr']>0))][\"appln_id\"].unique()\n",
"eu_applt = appln_ctry[((appln_ctry[\"Country_Type\"]==\"EU\") & (appln_ctry['applt_seq_nr']>0))][\"appln_id\"].unique()\n",
"ch_invt = appln_ctry[((appln_ctry[\"Country_Type\"]==\"CH\" )& (appln_ctry['invt_seq_nr']>0))][\"appln_id\"].unique()\n",
"ch_applt = appln_ctry[((appln_ctry[\"Country_Type\"]==\"CH\") & (appln_ctry['applt_seq_nr']>0))][\"appln_id\"].unique()\n",
"\n",
"appln[\"co_inventors\"] = appln[\"appln_id\"].isin(eu_invt) & appln[\"appln_id\"].isin(ch_invt)\n",
"appln[\"co_applicants\"] = appln[\"appln_id\"].isin(eu_applt) & appln[\"appln_id\"].isin(ch_applt)\n",
"\n",
"appln[\"foreign ownership (CH inventors; EU owned)\"] = (appln[\"appln_id\"].isin(eu_applt) & appln[\"appln_id\"].isin(ch_invt) &\n",
" ~appln[\"appln_id\"].isin(eu_invt) & ~appln[\"appln_id\"].isin(ch_applt))\n",
"appln[\"foreign ownership (EU inventors; CH owned)\"] = (appln[\"appln_id\"].isin(ch_applt) & appln[\"appln_id\"].isin(eu_invt) &\n",
" ~appln[\"appln_id\"].isin(ch_invt)& ~appln[\"appln_id\"].isin(eu_applt))"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 104,
"outputs": [
{
"data": {
"text/plain": "<matplotlib.legend.Legend at 0x23fc9bcfe80>"
},
"execution_count": 104,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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xxhhjjLFawz0eGGOMMcYYY4wxVms48cAYY4wxxhhjjLFao1LXAbwLZDIZHj58CF1dXYhEoroOhzHGGGMKICJkZ2fDzMwMSkq1f61FKpWiuLi41o/DGGOM1TVVVVUoKysrvD0nHhTw8OFDmJub13UYjDHGGHsF9+/fR6NGjWqtfCLCo0ePkJGRUWvHYIwxxt42+vr6MDU1VejiPCceFKCrqwug5IeLWCyu42gYY4wxpoisrCyYm5sL3+O1pTTpYGJiAi0tLe4dyRhj7L1GRMjLy8OTJ08AAA0aNHjpPpx4UEDpDwixWMyJB8YYY+wdU5uJAKlUKiQd6tWrV2vHYYwxxt4mmpqaAIAnT57AxMTkpbdd8OCSjDHGGGOvqHRMBy0trTqOhDHGGHuzSr/7FBnfiBMPjDHGGGOviW+vYIwx9qGpzncfJx4YY4wxxhhjjDFWazjxwBhjjDHGPnjJyckQiUSIiIiocjsPDw9MmzbtjcRUlYCAAOjr69d1GIwxphBOPDDGGGOMsVcSEhICkUhUK1OJ+vj4oEWLFjVebmXMzc2RmpqK5s2bA6jdutWEQYMGITY2tq7DKOdtbzfGWN3gWS0YY4wxxt4C+UUSKCspIbugGLoaqpDIZNBS459qb4qysjJMTU3rOgyFaWpqCqPKv4+ICFKpFCoq/Blg7H3APR4YY4wxxupYYbEUm0IT0XrpKbRachqtl57C5tBEFBZLa+2YHh4emDx5MiZPngw9PT0YGRnhu+++AxEJ2+zcuROtW7eGrq4uTE1NMWTIEGHe9uTkZHTp0gUAYGBgAJFIhBEjRgAAZDIZli9fDmtra2hqasLFxQUHDhwQyi29Kn7mzBm0bt0aWlpaaN++PWJiYgCU3Ebg6+uLyMhIiEQiiEQiBAQEgIjg4+MDCwsLqKurw8zMDFOmTKmwfpmZmVBWVsbVq1eFmAwNDdGuXTthm127dsHc3FyoT+mtFlXVrbSsOXPmwNDQEKampvDx8Xlpe//2229wdHSEuro6GjRogMmTJwvrUlJS0KdPH+jo6EAsFmPgwIF4/PhxleWVvdWitIfIzp07YWVlBT09PXz55ZfIzs4GAGzZsgVmZmaQyWRy5fTp0wejRo0Snv/1119o2bIlNDQ00LhxY/j6+kIikQjrRSIRtm3bhn79+kFLSwu2trY4fPiw0IaVtVthYSGmTJkCExMTaGhooGPHjggPDxfKLX1PHDt2DK1atYK6ujouXLiAyMhIdOnSBbq6uhCLxWjVqpXwmjLG3h2ceGCMMcYYq0FEhLwiicKPnIJibAhJwNozccjKLznBy8qXYO2ZOGwISUBOQbHCZb2YNFDE9u3boaKigitXrmDt2rVYtWoVtm3bJqwvLi7G4sWLERkZiUOHDiE5OVk4kTQ3N8fBgwcBADExMUhNTcXatWsBAMuXL8eOHTuwadMm3LlzB9OnT8ewYcMQGhoqd/yFCxdi5cqVuHr1KlRUVIQT4EGDBmHmzJlwdHREamoqUlNTMWjQIBw8eBCrV6/G5s2bERcXh0OHDsHJyanCuunp6aFFixYICQkBANy6dQsikQg3btxATk4OACA0NBTu7u7l9q2qbqXtpq2tjbCwMPz4449YtGgRTp06VWk7b9y4EZMmTcK4ceNw69YtHD58GDY2NgBKkhh9+vRBeno6QkNDcerUKSQmJmLQoEGVlleZhIQEHDp0CEFBQQgKCkJoaCj8/PwAAAMGDEBaWhrOnj0rbJ+eno7jx49j6NChAIDz58/jq6++wtSpU3H37l1s3rwZAQEBWLp0qdxxfH19MXDgQNy8eROffPIJhg4divT09Crbbc6cOTh48CC2b9+O69evw8bGBp6enkhPT5cre968efDz80NUVBScnZ0xdOhQNGrUCOHh4bh27RrmzZsHVVXVarcNY6xucd8lxhhjjLEalF8shcP3JxTa1lBbDRfmdoH/paQK1/tfSsJ498bo+MNZpOcWvbS8u4s8q3V7hrm5OVavXg2RSIRmzZrh1q1bWL16NcaOHQsAclfCGzdujJ9//hlt2rRBTk4OdHR0YGhoCAAwMTERrr4XFhZi2bJlOH36NNzc3IR9L1y4gM2bN8ud6C9dulR4Pm/ePPTq1QsFBQXQ1NSEjo4OVFRU5G5/SElJgampKbp16wZVVVVYWFjA1dW10vp5eHggJCQEs2bNQkhICLp3747o6GhcuHABPXr0QEhICObMmVNuP2Vl5QrrVsrZ2Rne3t4AAFtbW/zyyy84c+YMunfvXmEcS5YswcyZMzF16lRhWZs2bQAAZ86cwa1bt5CUlCT0vtixYwccHR0RHh4ubKcImUyGgIAA6OrqAgCGDx+OM2fOYOnSpTAwMEDPnj2xZ88edO3aFQBw4MABGBkZCb0UfH19MW/ePHh5eQEoed0WL16MOXPmCPUFgBEjRmDw4MEAgGXLluHnn3/GlStX0KNHjwrbLTc3Fxs3bkRAQAB69uwJANi6dStOnTqFX3/9FbNnzxbKXrRokVw7pqSkYPbs2bCzsxPamzH27uEeD4wxxhhjdcRYRx1pOUVCT4eysvIlSM8tgrGOeq0cv127dnLzsLu5uSEuLg5SacktHteuXUPv3r1hYWEBXV1dIUmQkpJSaZnx8fHIy8tD9+7doaOjIzx27NiBhIQEuW2dnZ2F/zdo0AAAhFs5KjJgwADk5+ejcePGGDt2LAIDA+VuAyjL3d0dFy5cgFQqRWhoKDw8PIRkxMOHDxEfHw8PD4/KG6gSL8ZdGntlcT958gQPHz4UTvbLioqKgrm5uZB0AAAHBwfo6+sjKioKAODo6Ci0Y+mJe0WsrKyEpENFcQ0dOhQHDx5EYWEhAGD37t348ssvoaRUckoQGRmJRYsWyb1uY8eORWpqKvLy8iqsv7a2NsRicZWvW0JCAoqLi9GhQwdhmaqqKlxdXYU6lmrdurXc8xkzZmDMmDHo1q0b/Pz8yr2HGGPvBu7xwBhjHxgewI6x2qWpqoy7izwV3l5FSQliTZUKkw9iTRWY6GogcFJ7hY9dU3Jzc+Hp6QlPT0/s3r0bxsbGSElJgaenJ4qKKu99UXobw9GjR9GwYUO5derq8gmUF7vMlyZAyo5B8CJzc3PExMTg9OnTOHXqFCZOnIgVK1YgNDS0wu73nTt3RnZ2Nq5fv45z585h2bJlMDU1hZ+fH1xcXGBmZvZKV9DLHkskElUad00MABkcHIzi4uKXlveyuHr37g0iwtGjR9GmTRucP38eq1evFtbn5OTA19cX/fv3L1e2hoaGwsd5Hdra2nLPfXx8MGTIEBw9ehTHjh2Dt7c3fv/9d/Tr169GjscYezP4lyZjjH1ASgew87+UhKx8CcSaKhjZ3hoTPZpAvQZPWBj7kIlEomol8/KLJBjZ3hprz8SVWzeyvXWtJgfDwsLknv/zzz+wtbWFsrIyoqOjkZaWBj8/P+FqfNlB/dTU1ABA6CEBlFytV1dXR0pKSoXjJyhKTU1NrtxSmpqa6N27N3r37o1JkybBzs4Ot27dQsuWLcttq6+vD2dnZ/zyyy9QVVWFnZ0dTExMMGjQIAQFBVUZX0V1exW6urqwsrLCmTNnhFsaXmRvb4/79+/j/v37QjvfvXsXGRkZcHBwAABYWlq+VgylNDQ00L9/f+zevRvx8fFo1qyZXLu1bNkSMTExwvgTr6KidmvSpAnU1NRw8eJFoS7FxcUIDw/HtGnTXlpm06ZN0bRpU0yfPh2DBw+Gv78/Jx4Ye8dw4oExxj4Q+UUSbApNlDu5KR3ADgDGuzfmng+M1QFNNRVM9GgCAG88KZiSkoIZM2Zg/PjxuH79OtatW4eVK1cCACwsLKCmpoZ169ZhwoQJuH37NhYvXiy3v6WlJUQiEYKCgvDJJ59AU1MTurq6mDVrFqZPnw6ZTIaOHTsiMzMTFy9ehFgsFsYPeBkrKyskJSUhIiICjRo1gq6uLvbu3QupVIq2bdtCS0sLu3btgqamZpUn5h4eHli3bh2++OILAIChoSHs7e2xb98+rF+/vtL9Kqqbjo6OQrGX5ePjgwkTJsDExAQ9e/ZEdnY2Ll68iG+++QbdunWDk5MThg4dijVr1kAikWDixIlwd3cvd9tBTRg6dCg+/fRT3LlzB8OGDZNb9/333+PTTz+FhYUFvvjiCygpKSEyMhK3b9/GkiVLFCq/snb7+uuvMXv2bBgaGsLCwgI//vgj8vLyMHr06ErLys/Px+zZs/HFF1/A2toaDx48QHh4OD7//PPXagPG2JvHYzwwxtgHQllJqcoB7FSU+CuBsbqirqqM8e6NcXVhd1z7thuuLuyO8e6Na70n0ldffYX8/Hy4urpi0qRJmDp1KsaNGwcAMDY2RkBAAPbv3w8HBwf4+fnhp59+ktu/YcOGwoCE9evXF6aIXLx4Mb777jssX74c9vb26NGjB44ePQpra2uFY/v888/Ro0cPdOnSBcbGxti7dy/09fWxdetWdOjQAc7Ozjh9+jSOHDmCevXqVVqOu7s7pFKp3FgOHh4e5ZaVVVndXoWXlxfWrFmDDRs2wNHREZ9++ini4kqSviKRCH/99RcMDAzQuXNndOvWDY0bN8a+ffte+XhV+fjjj2FoaIiYmBgMGTJEbp2npyeCgoJw8uRJtGnTBu3atcPq1aur1eOisnbz8/PD559/juHDh6Nly5aIj4/HiRMnYGBgUGlZysrKSEtLw1dffYWmTZti4MCB6NmzJ3x9fV+t8oyxOiOi6s679AHKysqCnp4eMjMzIRaL6zocxhh7JWk5hWi15HSl668s6Ao9TVW+5YK9N97E93dBQQGSkpJgbW0tdw/8u8DDwwMtWrTAmjVr6joUxhhj76DqfAfy5S3GGPtA6KirQKxZ8a0UYk0V6GiowHPNOfgeuYPYx9lvODrGGGOMMfa+4sQDY4x9AHZcTsa5uKfwcrOqcP2I9lYIT0pHcloe/C8m43+rz+GLjZdw8NoDFBS/3sBqjDHGGGPsw8ajiDHG2HuMiPDL3/FYeSoWTYx1EDixPZREogoHsFNRVkLAyDbYE5aCM9FPcPXec1y99xy+R+6gf8tGGNLWAk3r6778oIyxd0JISEhdh8AYY+wDwYkHxhh7T8lkhKXBUfj1QsmAkr1dGkBXQwXj3RtjUhcbZBcUQ1dDFRKZTBjXwaOZCTyameBxVgH2X72PvVfu49+MfARcSkbApWS0sjTAEFcL9HJuAA0eC4IxxhhjjCmAB5dUAA8uyRh710ikMsz78xYOXHsAAPj+UweM6qj4aPKlpDLC+bin2HslBaejnkAqK/nKEGuooH/LRhjsaoFmptwLgr2deHBJxhhjrPZU5zuQezwwxth7pqBYiqm/38CJO4+hrCTCj5874/NWjV6pLGUlkdAL4klWAfZfe4C9V1Lw4Pl/vSBaWuhjSFtL9HJqAE017gXBGGOMMcbkcY8HBXCPB8bYuyKnUILxO6/iYnwa1FSU8Mvgj/A/R9MaPYZMRjgf/wx7w1JwKuqx0AtCV0MF/T9qiMFtLWBnyn8rWd3jHg+MMcZY7eEeD4wx9gF6nluEEQHhiLyfAW01ZWz1ao32TYxq/DhKSiK4NzWGe1NjoRfE7+EpuJ+ej+2X72H75XtoaaGPwa4W+NTZjHtBMMYYY4x94LjHgwK4xwNj7G33OKsAw38NQ+zjHBhoqSJgpCtczPXf2PFlMsKF+GfYeyUFp+4+huSFXhD9PmqIIdwLgtUB7vHAGGOM1Z7qfAcqvaGYGGOM1ZJ7abn4fOMlxD7OgalYA3+Md3ujSQegpBdE56bG2DisFS7N/xizPZvB3FAT2QUS7Lh8Dz3WnEe/DRfxx9X7yCuSvNHYGGNMEcnJyRCJRIiIiKhyOw8PD0ybNu2NxPS2EIlEOHToEADF24kxxl7EiQfGGHuHRaVm4YtNl/HgeT6s6mlh/wQ32Nav21kmTHQ1MKmLDUJndcHO0a74xMkUKkoi3EjJwJwDN9F26Rl8/9dtRKVm1WmcjLHXFxISApFIhIyMjBov28fHBy1atKjxcitjbm6O1NRUNG/eHEDt1u1dVrad3gR+LRh79/EYD4wx9o66du85RvpfQVaBBHamutgx2hUmum9PV28lJRE62Rqjk60xnmQX4MC1B/j9yn2kpOdhx+V72HH5HlqY62OIqwU+dWkALbX/vpLyiyRQVlJCdkExdDVUIZHJ5NYz9l4qygOUVYCCTEBDD5BKADWtuo7qg6GsrAxT05odjPd9xO3EGHsV3OOBMcbeQedin2LYtjBkFUjQytIA+8a5vVVJh7JMdDUw0cMGIbM8sGt0W6EXRMT9DMw5WNIL4rtDtxH/JAeFxVJsCk1E66Wn0GrJabReegqbQxNRWCyt62owVnskBcDFNcAKW2CFTcm/F9eULK8lHh4emDx5MiZPngw9PT0YGRnhu+++w4vDf+3cuROtW7eGrq4uTE1NMWTIEDx58gRASZf7Ll26AAAMDAwgEokwYsQIAIBMJsPy5cthbW0NTU1NuLi44MCBA0K5pVewz5w5g9atW0NLSwvt27dHTEwMACAgIAC+vr6IjIyESCSCSCRCQEAAiAg+Pj6wsLCAuro6zMzMMGXKlArrl5mZCWVlZVy9elWIydDQEO3atRO22bVrF8zNzYX6lN5CUFXdSsuaM2cODA0NYWpqCh8fn5e292+//QZHR0eoq6ujQYMGmDx5srAuJSUFffr0gY6ODsRiMQYOHIjHjx9XWV5aWhoGDx6Mhg0bQktLC05OTti7d6/cNoq8xlZWVli8eDEGDx4MbW1tNGzYEOvXr6/0uBXdanHnzh18+umnEIvF0NXVRadOnZCQkAAACA8PR/fu3WFkZAQ9PT24u7vj+vXrcmWKRCJs27YN/fr1g5aWFmxtbXH48GHheJW9FgcOHICTkxM0NTVRr149dOvWDbm5uVW2G2OsbnDigTHG3jHBt1Ixens48oul6NzUGDtHu0JPS7Wuw1KIkpIIHW2NsGFoK1ye3xVze9jBwlAL2YUS7PznHpKe5eCXs/FYeyYOWfklY0Fk5Uuw9kwcNoQk8PgQ7N1ABBTlKv4ozAbOrwJCfwAKMkrKKMgoeX5+Vcl6Rcuq5pjh27dvh4qKCq5cuYK1a9di1apV2LZtm7C+uLgYixcvRmRkJA4dOoTk5GThpM/c3BwHDx4EAMTExCA1NRVr164FACxfvhw7duzApk2bcOfOHUyfPh3Dhg1DaGio3PEXLlyIlStX4urVq1BRUcGoUaMAAIMGDcLMmTPh6OiI1NRUpKamYtCgQTh48CBWr16NzZs3Iy4uDocOHYKTk1OFddPT00OLFi0QEhICALh16xZEIhFu3LiBnJwcAEBoaCjc3d3L7VtV3UrbTVtbG2FhYfjxxx+xaNEinDp1qtJ23rhxIyZNmoRx48bh1q1bOHz4MGxsbACUJDH69OmD9PR0hIaG4tSpU0hMTMSgQYMqLQ8oGdStVatWOHr0KG7fvo1x48Zh+PDhuHLlitx2L3uNAWDFihVwcXHBjRs3MG/ePEydOrXK+rzo33//RefOnaGuro6///4b165dw6hRoyCRlPy9zs7OhpeXFy5cuIB//vkHtra2+OSTT5CdnS1Xjq+vLwYOHIibN2/ik08+wdChQ5Genl7pa5GamorBgwdj1KhRiIqKQkhICPr37w8eN5+xtxPPaqEAntWCMfa22Beegvl/3oKMgF5ODbB6UAuoqbzbOWSZjHApIQ1HIh/C+zMHtFt+Rkg6vEisqYKrC7u/8/Vlb06dzWpRlAssM1OsAK16wLRbwCqH/5IOL9LQB2bcBdY4AXlpLy9vwUNATVuhQ3t4eODJkye4c+cORCIRAGDevHk4fPgw7t69W+E+V69eRZs2bZCdnQ0dHR2EhISgS5cueP78OfT19QEAhYWFMDQ0xOnTp+Hm5ibsO2bMGOTl5WHPnj3CfqdPn0bXrl0BAMHBwejVqxfy8/OhoaEBHx8fHDp0SO7K+qpVq7B582bcvn0bqqovT7jOnDkTMTExCAoKwtq1a3H58mVER0fDz88PPXr0gK2tLebMmYOxY8ciOTkZ1tbWuHHjhpCwKFu30naTSqU4f/68sMzV1RUff/wx/Pz8KoyjYcOGGDlyJJYsWVJu3alTp9CzZ08kJSUJvS/u3r0LR0dHXLlyBW3atHlpPUt9+umnsLOzw08//STE+rLX2MrKCvb29jh27JhQzpdffomsrCwEBwcDKOmREBgYiL59+5ZrpwULFuD3339HTEyMQq+JTCaDvr4+9uzZg08//VQo/9tvv8XixYsBALm5udDR0cGxY8fQo0ePCl+L69evo1WrVkhOToalpaXCbcQYqzk8qwVjjL2HtpxLwNyDJUmHwa7m+HnwR+/FSXhpL4gfvnBGXqG0wqQDUNLzIbug+A1Hx1gt06kP5D6rOOkAlCzPe1ayXS1o166dcEIKAG5uboiLi4NUWnJr07Vr19C7d29YWFhAV1dX6B2QkpJSaZnx8fHIy8tD9+7doaOjIzx27NghdL8v5ezsLPy/QYMGACDcylGRAQMGID8/H40bN8bYsWMRGBgoXFmviLu7Oy5cuACpVIrQ0FB4eHjAw8MDISEhePjwIeLj4+Hh4VF5A1XixbhLY68s7idPnuDhw4dCgqWsqKgomJubC0kHAHBwcIC+vj6ioqIAAI6OjkI79uzZEwAglUqxePFiODk5wdDQEDo6Ojhx4kS51+Zlr3Hpshe5ubkJx36ZiIgIdOrUqdKkw+PHjzF27FjY2tpCT08PYrEYOTk55eJ8sU21tbUhFourfC+4uLiga9eucHJywoABA7B161Y8f/5coZgZY28ej9TFGGNvOSLCihMx2BBS8oN9vHtjzOthJ/dD8n0h1lSFWFOl0h4Puhrvxi0l7AOnqlXS80BRyqolPRsq6/Gg2wAYc1rxY9eQ3NxceHp6wtPTE7t374axsTFSUlLg6emJoqKiSvcrvY3h6NGjaNiwodw6dXV1+XBfOFkt/Zsmk8kqLdvc3BwxMTE4ffo0Tp06hYkTJ2LFihUIDQ2t8MS3c+fOyM7OxvXr13Hu3DksW7YMpqam8PPzg4uLC8zMzGBra/vyxiij7LFEIlGlcWtqala7/LKCg4NRXFwsV96KFSuwdu1arFmzBk5OTtDW1sa0adOqfG1qw8vq5+XlhbS0NKxduxaWlpZQV1eHm5tbuTir06ZAySCXp06dwqVLl3Dy5EmsW7cOCxcuRFhYGKytrV+9QoyxWvHuXypjjLH3mFRG+PbQbSHpMLeHHeb3tH8vkw4AIJXJMLJ9xT8YR7S3gqSKH6GMvTVEopLbHRR9SCVA2/EVl9V2/P/PbqFgWdX82xAWFib3vPQefGVlZURHRyMtLQ1+fn7o1KkT7Ozsyl2BVlNTAwC5q+cODg5QV1dHSkoKbGxs5B4vXtV/GTU1NblyS2lqaqJ37974+eefERISgsuXL+PWrVsVlqGvrw9nZ2f88ssvUFVVhZ2dHTp37owbN24gKCiowvEdqqrbq9DV1YWVlRXOnDlT4Xp7e3vcv38f9+/fF5bdvXsXGRkZcHBwAABYWloKbViazLl48SL69OmDYcOGwcXFBY0bN0ZsbGy58qt6jV9cVnYbe3t7hern7OyM8+fPC4mRsi5evIgpU6bgk08+EQbXfPbsmUJll6rstRCJROjQoQN8fX1x48YNqKmpITAwsFplM8beDE48MMbYW6pIIsO0fRHYHZYCkQhY1s8JX3s0qeuwapWmmgomejTB1K62EGuWdMoTa6rgm49t4OVmhX3h93ngMPb+UdMCOs0A3OeW9HAASv51n1uyvBan1ExJScGMGTMQExODvXv3Yt26dZg6dSoAwMLCAmpqali3bh0SExNx+PBh4R78UpaWlhCJRAgKCsLTp0+Rk5MDXV1dzJo1C9OnT8f27duRkJCA69evY926ddi+fbvCsVlZWSEpKQkRERF49uwZCgsLERAQgF9//RW3b99GYmIidu3aBU1NzSrv8ffw8MDu3buFJIOhoSHs7e2xb9++KhMPFdXtVfn4+GDlypX4+eefERcXJ7QHAHTr1g1OTk4YOnQorl+/jitXruCrr76Cu7s7WrduXWmZtra2whX/qKgojB8/vsKZMKp6jUtdvHgRP/74I2JjY7F+/Xrs37+/3DaVmTx5MrKysvDll1/i6tWriIuLw86dO4UZSmxtbbFz505ERUUhLCwMQ4cOrXYvkIpei7CwMCxbtgxXr15FSkoK/vzzTzx9+lThhAlj7A0j9lKZmZkEgDIzM+s6FMbYByKvUEJev4WR5dwgsllwlA5H/FvXIb1RuYXFVFgspWfZBVRYLKXYR1n08U8hZDk3iFafiqnr8Ng74k18f+fn59Pdu3cpPz//9QsrzCWSFBLlPC35tzDn9cusgru7O02cOJEmTJhAYrGYDAwMaMGCBSSTyYRt9uzZQ1ZWVqSurk5ubm50+PBhAkA3btwQtlm0aBGZmpqSSCQiLy8vIiKSyWS0Zs0aatasGamqqpKxsTF5enpSaGgoERGdPXuWANDz58+Fcm7cuEEAKCkpiYiICgoK6PPPPyd9fX0CQP7+/hQYGEht27YlsVhM2tra1K5dOzp9+nSV9QwMDCQAtHHjRmHZ1KlTCQBFR0cLy5KSkhSqm7u7O02dOlXuGH369BHWV2bTpk1CezRo0IC++eYbYd29e/fos88+I21tbdLV1aUBAwbQo0ePqiwvLS2N+vTpQzo6OmRiYkLffvstffXVV9SnTx9hG0VeY0tLS/L19aUBAwaQlpYWmZqa0tq1a+WOBYACAwMrbafIyEj63//+R1paWqSrq0udOnWihIQEIiK6fv06tW7dmjQ0NMjW1pb2799PlpaWtHr16grLL6Wnp0f+/v7C87Kvxd27d8nT05OMjY1JXV2dmjZtSuvWrauyzRhjNas634E8q4UCeFYLxtiblJlfjDHbwxGe/BwaqkrYNKwVPJqZ1HVYdW7b+UQsOVoy2NnM7k3xTdfq35fNPix1NqvFO8LDwwMtWrTAmjVr6joUVksUeY2trKwwbdo0TJs27Y3FxRh7P1TnO5AHl2SMsbfI0+xCeP12BXdTs6CroQL/EW3Q2sqwrsN6K4zp1BgSGcHvWDRWnoqFkpIIk7rY1HVYjDHGGGPsJTjxwBhjb4kHz/Mw/NcrSHqWCyMdNewY1RYOZtzL6kUT3JtAKiuZ5WPFiRioKIkw3v39HveCMcYYY+xdx4kHxhh7C8Q/ycHwX8OQmlmAhvqa2DWmLayNtOs6rLfSpC42kMoIq07FYvmxaCgriTCmU+O6Douxd05ISEhdh8BqmSKvcXJycq3HwRhjdTqrxcaNG+Hs7AyxWAyxWAw3NzccO3ZMWF9QUIBJkyahXr160NHRweeff15utN6UlBT06tULWlpaMDExwezZsyGRyM//HhISgpYtW0JdXR02NjYICAh4E9VjjDGF3HqQiYGbLyM1swA2Jjo48LUbJx1eYkpXW0z9/zEelhyNwm8Xkuo4IsYYY4wxVpk6TTw0atQIfn5+uHbtGq5evYqPP/4Yffr0wZ07dwAA06dPx5EjR7B//36Ehobi4cOH6N+/v7C/VCpFr169UFRUhEuXLmH79u0ICAjA999/L2yTlJSEXr16oUuXLoiIiMC0adMwZswYnDhx4o3XlzHGyrqckIbBW/9Bem4RnBvp4Y/xbmigV71pxj5U07rZ4puPS8Z4WBR0F9svJddtQIwxxhhjrEJv3awWhoaGWLFiBb744gsYGxtjz549+OKLLwAA0dHRsLe3x+XLl9GuXTscO3YMn376KR4+fIj69esDADZt2oS5c+fi6dOnUFNTw9y5c3H06FHcvn1bOMaXX36JjIwMHD9+XKGYeFYLxlhtOH33MSbuuY4iiQztGhti61etoauhWtdhvVOICD+eiMHGkAQAwOK+zTG8nWUdR8XeFjyrBWOMMVZ7qvMdWKc9Hl4klUrx+++/Izc3F25ubrh27RqKi4vRrVs3YRs7OztYWFjg8uXLAIDLly/DyclJSDoAgKenJ7KysoReE5cvX5Yro3Sb0jIYY6wuBN54gPG7rqFIIkM3+/oIGOnKSYdXIBKJMMezGcZ3Lhnj4btDt7EnLKWOo2KMMcYYYy+q88Elb926BTc3NxQUFEBHRweBgYFwcHBAREQE1NTUoK+vL7d9/fr18ejRIwDAo0eP5JIOpetL11W1TVZWFvLz86GpWb5Lc2FhIQoLC4XnWVlZr11Pxhgrtf1SMrwPlyRH+3/UED9+4QwV5bcmD/zOEYlEmNfTDlIZYduFJCwIvAVlJWBQG4u6Do0xxhhjjOEt6PHQrFkzREREICwsDF9//TW8vLxw9+7dOo1p+fLl0NPTEx7m5uZ1Gg9j7P1ARPj5TJyQdBjR3go/DXDhpEMNEIlEWNjLHiM7WAEA5v15C/uv3q/boBhjjDHGGIC3IPGgpqYGGxsbtGrVCsuXL4eLiwvWrl0LU1NTFBUVISMjQ277x48fw9TUFABgampabpaL0ucv20YsFlfY2wEA5s+fj8zMTOFx/z7/eGWMvR6ZjLA4KAqrTsUCKBkY0bu3A5SURHUc2ftDJBLh+08d4OVmCSJgzsGb+PP6g7oOizH2jkhOToZIJEJERESV23l4eGDatGnVLt/Hxwf169eHSCTCoUOHXilGRShaD1YiJCQEIpGo3DnHi3x8fNCiRYsaOd7w4cOxbNmyGilLEQEBAeV6kH9ojh8/jhYtWkAmk9V1KB+0Ok88lCWTyVBYWIhWrVpBVVUVZ86cEdbFxMQgJSUFbm5uAAA3NzfcunULT548EbY5deoUxGIxHBwchG1eLKN0m9IyKqKuri5M8Vn6YIyxVyWRyjDn4E38drFkysfvP3XAtG5NIRJx0qGmiUQi+HzmiGHtLEAEzNofib8i/q3rsBh7byly0vaqavJkTxHm5uZITU1F8+bNAdRs3aKiouDr64vNmzcjNTUVPXv2fO0yK1O2Huz1zZo1q9z5xKuIjIxEcHAwpkyZIrc8Pj4eI0eORKNGjaCurg5ra2sMHjwYV69eFbapLGE1YsQI9O3bt9JjDho0CLGxsa8de02rzb8dZfXo0QOqqqrYvXt3rR+LVa5OEw/z58/HuXPnkJycjFu3bmH+/PkICQnB0KFDoaenh9GjR2PGjBk4e/Ysrl27hpEjR8LNzQ3t2rUDAPzvf/+Dg4MDhg8fjsjISJw4cQLffvstJk2aBHV1dQDAhAkTkJiYiDlz5iA6OhobNmzAH3/8genTp9dl1RljH4iCYikm7r6OA9ceQFlJhJUDXDCqo3Vdh/VeE4lEWPRZcwx2NYeMgOn7InAk8mFdh8XYS+UX56NYWoz0/HQUS4uRX5xf1yF9UJSVlWFqagoVlZofAi0hoWTmnT59+sDU1FT4nVpdxcXFL92mNuvxLlKkzV5GR0cH9erVe+1y1q1bhwEDBkBHR0dYdvXqVbRq1QqxsbHYvHkz7t69i8DAQNjZ2WHmzJmvfUxNTU2YmJi8djlvKyKCRCJ56XYjRozAzz///AYiYpWiOjRq1CiytLQkNTU1MjY2pq5du9LJkyeF9fn5+TRx4kQyMDAgLS0t6tevH6WmpsqVkZycTD179iRNTU0yMjKimTNnUnFxsdw2Z8+epRYtWpCamho1btyY/P39qxVnZmYmAaDMzMxXritj7MOQV1hMhcVSepZdQIXFUvon4Rl9/FMI2S4MphO3U19eAKsxUqmMZu+PIMu5QdR4/lEKinxY1yGxN+xNfH/n5+fT3bt3KT8//7XKKZAU0C/Xf6H2e9pT84Dm1H5Pe1p/fT0VSApqKNLy3N3dadKkSTRp0iQSi8VUr149+vbbb0kmkwnb7Nixg1q1akU6OjpUv359Gjx4MD1+/JiIiJKSkgiA3MPLy4uIiKRSKS1btoysrKxIQ0ODnJ2daf/+/UK5Z8+eJQB0+vRpatWqFWlqapKbmxtFR0cTEZG/v3+5sv39/Ukmk5G3tzeZm5uTmpoaNWjQgL755psK65eRkUFKSkoUHh4uxGRgYEBt27YVttm5cyc1atRIrj43btyosm7u7u70zTff0OzZs8nAwIDq169P3t7elbazt7d3ubJK4/H19aWGDRuSmpoaubi40LFjx4T9SmP4/fffqXPnzqSuri78ht26dSvZ2dmRuro6NWvWjNavX19uvxs3bgjL/vrrL7KxsSF1dXXy8PCggIAAAkDPnz8X2ltPT4+OHz9OdnZ2pK2tTZ6envTwYdV/N0NCQqhNmzakpqZGpqamNHfuXOF3+JEjR0hPT48kEgkREd24cYMA0Ny5c4X9R48eTUOHDq1WDIrUvWybJScn06effkr6+vqkpaVFDg4OdPToUSJ6+Xux9DV0cXERnnt5eVGfPn3Ix8eHjIyMSFdXl8aPH0+FhYWVtpVEIiE9PT0KCgoSlslkMnJ0dKRWrVqRVCott0/p60NEBIACAwPLbVMaS2VK27VsXXbs2EGWlpYkFotp0KBBlJWVRUREmzdvpgYNGpSL57PPPqORI0cKzw8dOkQfffQRqaurk7W1Nfn4+MidgwGgrVu3Ut++fUlTU5NsbGzor7/+IqKq/3YUFBTQN998Q8bGxqSurk4dOnSgK1euCOWWvl7BwcHUsmVLUlVVpbNnz1JERAR5eHiQjo4O6erqUsuWLYXPPhHRvXv3CADFx8dX2las+qrzHViniYd3BSceGGOKKCiS0KqTMeTkc5ws5waRk89x+ulENKXlFND1e+l1Hd4HSSqV0Yx9/yUfjt3i5MOHpK4SDzKZjHKLchV+ZBdm0y/Xf6HmAc3LPX65/gtlF2YrXNaLSYOXcXd3Jx0dHZo6dSpFR0fTrl27SEtLi7Zs2SJs8+uvv1JwcDAlJCTQ5cuXyc3NjXr27ElEJSdSBw8eJAAUExNDqamplJGRQURES5YsITs7Ozp+/DglJCSQv78/qaurU0hICBH9d/LQtm1bCgkJoTt37lCnTp2offv2RESUl5dHM2fOJEdHR0pNTaXU1FTKy8uj/fv3k1gspuDgYLp37x6FhYXJxVtWy5YtacWKFUREFBERQYaGhqSmpkbZ2dlERDRmzBjhxPfFE/aq6ubu7k5isZh8fHwoNjaWtm/fTiKRSO7i2Yuys7OFREppXYiIVq1aRWKxmPbu3UvR0dE0Z84cUlVVpdjYWLl4rKys6ODBg5SYmEgPHz6kXbt2UYMGDYRlBw8eJENDQwoICChXDyKixMREUlVVpVmzZlF0dDTt3buXGjZsWC7xoKqqSt26daPw8HC6du0a2dvb05AhQypt2wcPHpCWlhZNnDiRoqKiKDAwkIyMjIQkTNnEz5o1a8jIyEgu8WNjY0Nbt25VOAZF6162zXr16kXdu3enmzdvUkJCAh05coRCQ0MVei8SVZx40NHRoUGDBtHt27cpKCiIjI2NacGCBZW21/Xr1wkAPXr0qNyyPXv2VLpfqZpMPOjo6FD//v3p1q1bdO7cOTI1NRViT09PJzU1NTp9+rSwT1pamtyyc+fOkVgspoCAAEpISKCTJ0+SlZUV+fj4yMXbqFEj2rNnD8XFxdGUKVNIR0eH0tLSqvx8TZkyhczMzCg4OJju3LlDXl5eZGBgQGlpaUT03+vl7OxMJ0+epPj4eEpLSyNHR0caNmwYRUVFUWxsLP3xxx8UEREh1xb169ev9gVoVjVOPNQwTjwwxl4mr7CYVp2MIcu5QeUeq07GUG5h8csLYbVCIpXR9N9vkOXcIGoy/yj3PPmA1FXiIbcot8IkQkWPTns7UW5RrtDToeyj/Z72lFuUS532dlKovNyiXIVjd3d3J3t7e7lkxdy5c8ne3r7SfcLDwwmAcOJeehLw4pXZgoIC0tLSokuXLsntO3r0aBo8eLDcfi+e3Bw9epQACG1Z9mSPiGjlypXUtGlTKioqUqiOM2bMoF69ehFRyYnvoEGD5HoW2NjYCImLsifsFdWNqKTdOnbsKLesTZs2clfyywoMDBR6OpQyMzOjpUuXlitn4sSJcvGsWbNGbpsmTZqUO1FdvHgxubm5VViPuXPnUvPmzeW2X7hwYbnEQ9mrwevXr6f69etXWqcFCxZQs2bN5N4/69evJx0dHeFq+YuJn759+9LSpUuFxM+DBw8IgJBoUSQGRetets2cnJzkTopf9CrvRS8vLzI0NKTc3P8+bxs3bpSre1mBgYGkrKws11779u0jAHT9+vUK93kRANLQ0CBtbW25h4qKSrUTD1paWkIPByKi2bNnyyWE+vTpQ6NGjRKeb968mczMzIS6de3alZYtWyZ3nJ07d1KDBg3k4v3222+F5zk5OQRA+OxV9PnKyckhVVVV2r17t7CsqKiIzMzM6Mcff5Tb79ChQ3LH19XVFRJQlfnoo48qfR+wV1OdxMNbN7gke7vkF0lQJJEhLacQRRIZ8opefg8VYx8iZSUl+F9KqnCd/6UkqCjxn9u6oqwkwooBLujTwgwSGWHSnus4fffxy3dk7A0w0jRCekE6soqyKlyfVZSF54XPYaRpVCvHb9eundxAt25uboiLi4NUKgUAXLt2Db1794aFhQV0dXXh7u4OAEhJSam0zPj4eOTl5aF79+7Q0dERHjt27BDGOijl7Ows/L9BgwYAIDdoeFkDBgxAfn4+GjdujLFjxyIwMLDK+7vd3d1x4cIFSKVShIaGwsPDAx4eHggJCcHDhw8RHx8PDw+PyhuoEi/GXRp7VXGXlZWVhYcPH6JDhw5yyzt06ICoqCi5Za1btxb+n5ubi4SEBIwePVqubZcsWVKubUvFxMSgTZs2cstcXV3LbaelpYUmTZooXKeoqCi4ubnJvX86dOiAnJwcPHhQMqOQu7s7QkJCQEQ4f/48+vfvD3t7e1y4cAGhoaEwMzODra2tQjFUp+4vthkATJkyBUuWLEGHDh3g7e2NmzdvlqtPdd+LLi4u0NLSEp67ubkhJyen0tnw8vPzoa6uLtdeRFRp+RVZvXo1IiIi5B6fffZZtcoAACsrK+jq6grPy77WQ4cOxcGDB1FYWAgA2L17N7788kso/f9vmcjISCxatEjudRg7dixSU1ORl5cnlPNim2pra0MsFlfZpgkJCSguLpb7XKiqqsLV1bXKzwUAzJgxA2PGjEG3bt3g5+dX4edBU1NTLj72ZvGoM6xShcVSbApNhP+lJGTlSyDWVMHI9taY6NEE6qrKdR0eY2+VrIJiZOVX/OM3K1+C7IJi1NN5tcHE2OsrHdhTKiME3UzFxN3XsXl4K3Sxe38H3GJ1R1NFE2FDwhTeXlVJFWI1cYXJB7GaGCaaJtj1yS6Fj11TcnNz4enpCU9PT+zevRvGxsZISUmBp6cnioqKKt0vJycHAHD06FE0bNhQbl3ZQRVVVVWF/5eekFU15Z25uTliYmJw+vRpnDp1ChMnTsSKFSsQGhoqV1apzp07Izs7G9evX8e5c+ewbNkymJqaws/PDy4uLuVOfBVV9lgikajWpurT1tYW/l/atlu3bkXbtm3ltlNWfr3fZhXVqbonxmV5eHjgt99+Q2RkJFRVVWFnZyckfp4/fy4kshSJoTp1f7HNAGDMmDHw9PTE0aNHcfLkSSxfvhwrV67EN998U+GxFXkvVpeRkRHy8vJQVFQENTU1AEDTpk0BANHR0fjoo49eWoapqSlsbGzklunq6lZ7ZoiXvX979+4NIsLRo0fRpk0bnD9/HqtXrxbW5+TkwNfXF/379y9XtoaGhsLHeR1lX2MfHx8MGTIER48exbFjx+Dt7Y3ff/8d/fr1E7ZJT0+HsbFxjRyfVR9fgmMVyi+SYENIAtaeiRNOprLyJVh7Jg4bQhK45wNj/4+IcPz2I2ipKUOsWXEuV6ypAl2N8j+I2ZuloqyENYNa4BMnUxRJZRi/8xpCY5/WdVjsPSQSiaClqqXwQyKTYKjd0ArLGmo3FBKZROGyqjtNb1iYfILkn3/+ga2tLZSVlREdHY20tDT4+fmhU6dOsLOzK3e1svQEqrSHBAA4ODhAXV0dKSkpsLGxkXuYm5srHJuamppcuaU0NTXRu3dv/PzzzwgJCcHly5dx69atCsvQ19eHs7MzfvnlF+HEt3Pnzrhx4waCgoLKnfi+rG41RSwWw8zMDBcvXpRbfvHiRWFK+IrUr18fZmZmSExMLNe21tYVz5jUrFkzuWkZASA8PPy162Bvb4/Lly/LJScuXrwIXV1dNGrUCADQqVMnZGdnY/Xq1UJblyYeQkJCqtXb5FXq/iJzc3NMmDABf/75J2bOnImtW7dWr8JlREZGIj//v5ln/vnnH+jo6FT6Hi+dGvbu3btyyxwcHLBy5coKT8jfxFSTFdHQ0ED//v2xe/du7N27F82aNUPLli2F9S1btkRMTEy518HGxkboFfEyFX2+mjRpAjU1NbnPRXFxMcLDw6v8XJRq2rQppk+fjpMnT6J///7w9/cX1hUUFCAhIUGhBA+rHZx4YBXibuOMvdy/GfkYFRCOCbuu4WL8M3i5WVW43cj21pDU0pUwVj0qykpY++VH8HSsjyKpDGN3XMX5OE4+sLqlqaqJ0c6j8bXz1xCriQGU9HT42vlrjHYeDU3VmuvFUFZKSgpmzJiBmJgY7N27F+vWrcPUqVMBABYWFlBTU8O6deuQmJiIw4cPY/HixXL7W1paQiQSISgoCE+fPkVOTg50dXUxa9YsTJ8+Hdu3b0dCQgKuX7+OdevWYfv27QrHZmVlhaSkJERERODZs2coLCxEQEAAfv31V9y+fRuJiYnYtWsXNDU1YWlpWWk5Hh4e2L17t3Dia2hoCHt7e+zbt6/KxENFdatJs2fPxg8//IB9+/YhJiYG8+bNQ0REhND+lfH19cXy5cvx888/IzY2Frdu3YK/vz9WrVpV4fbjx49HdHQ05s6di9jYWPzxxx8ICAgAgGonql40ceJE3L9/H9988w2io6Px119/wdvbGzNmzBBOPg0MDODs7Izdu3cLSYbOnTvj+vXriI2NrbL9a6LupaZNm4YTJ04gKSkJ169fx9mzZ2Fvb/9K9S5VVFSE0aNH4+7duwgODoa3tzcmT55c6Ym3sbExWrZsiQsXLgjLRCIR/P39ERsbi06dOiE4OBiJiYm4efMmli5dij59+rxWjK9j6NChOHr0KH777TcMHSqfGP3++++xY8cO+Pr64s6dO4iKisLvv/+Ob7/9VuHyK/p8aWtr4+uvv8bs2bNx/Phx3L17F2PHjkVeXh5Gjx5daVn5+fmYPHkyQkJCcO/ePVy8eBHh4eFyr/E///wDdXV1uLm5Vb8xWI3gs0dWIUW6jTP2oZLKCAEXk9B9VSjOxjyFmrISUjMKMKmLDaZ2tRV6Pog1VTC1qy0mejSBlhrf2fa2UFVWwrrBLdHdoT6KJDKM2X4Vl+Kf1XVY7AOnrqyOkc1HImRgCEIHhSJkYAhGNh8JdeXavUXrq6++Qn5+PlxdXTFp0iRMnToV48aNA1ByohQQEID9+/fDwcEBfn5++Omnn+T2b9iwIXx9fTFv3jzUr18fkydPBgAsXrwY3333HZYvXw57e3v06NEDR48eVejKdKnPP/8cPXr0QJcuXWBsbIy9e/dCX18fW7duRYcOHeDs7IzTp0/jyJEjqFevXqXluLu7QyqVyl1d9/DwKLesrMrqVlOmTJmCGTNmYObMmXBycsLx48dx+PDhl976MWbMGGzbtg3+/v5wcnKCu7s7AgICKm1ba2trHDhwAH/++SecnZ2xceNGLFy4EED5W1+qo2HDhggODsaVK1fg4uKCCRMmYPTo0eVOPsu2v6GhIRwcHGBqaopmzZpV65jVrXspqVSKSZMmCe/Fpk2bYsOGDdU6dlldu3aFra0tOnfujEGDBuGzzz6Dj4/PS+PfvXu33DJXV1dcvXoVNjY2GDt2LOzt7fHZZ5/hzp07WLNmzWvF+Do+/vhjGBoaIiYmBkOGDJFb5+npiaCgIJw8eRJt2rRBu3btsHr16ioTgGVV9vny8/PD559/juHDh6Nly5aIj4/HiRMnYGBgUGlZysrKSEtLw1dffYWmTZti4MCB6NmzJ3x9fYVt9u7di6FDh8qNy8HeLBG97s1bH4CsrCzo6ekhMzMTYrG4rsOpdbGPs2FuoIW2y09XmHwQa6rg6sLuUFPhvBX78MQ8ysbcgzcRcT8DANDa0gB+nzvBxqRkkKa8IglUlJSQXVAMXQ1VSGQyTjq8pYokMny96xrORD+BhqoS/Ee4wq1J5Scv7N3zJr6/CwoKkJSUBGtra7l7m98FHh4eaNGiRZ2e3LC6sXTpUmzatKnSgRBZ1UaMGIGMjAwcOnSoWvvl5+ejWbNm2LdvH195f4OePXsm3HJUneQne7nqfAfymSMT5BRKsCToLnquPY8L8U+FbuOG2mpoVl8Xhtol92J5uVnhYvwz/BXx72sPOsTYu6KgWIqVJ2PQ6+fziLifAR11FSzu2xx/jHcTkg4AoKWmAjUVJdTTUYeaihInHd5iaipK2DCsJTyaGaOgWIZRAeEIS0yr67AYY6zGbdiwAeHh4UhMTMTOnTuxYsUKeHl51XVYHxxNTU3s2LEDz55xL7s3KTk5GRs2bOCkQx3jX8QMRITgW4+wKOgOHmeVTJtzKT4Nc3va4VMXI5gb6iA9LxOGWnpISc9GA7EY/TdcRsLTHPx5/V8s6dsc5obcbYm9v64kpWPenzeR+DQXANDdoT4W9XFEA73au++avRnqKsrYNKwVxu28hnOxTzEyIBw7RrmitZVhXYfGGGM1Ji4uDkuWLEF6ejosLCwwc+ZMzJ8/v67D+iC9yvSt7PW0bt263PSb7M3jWy0U8D7fapH4NAfeh+/gfFxJ5tWynhZ8PnNEl2YmKJQWYtvNbdgTvQdZRVkQq4kxxG4oxjiNxv7wVCwKikKRVAZNVWXM6N4UIztYQUWZO9Gw90dWQTH8jkVjT1jJfPXGuupY9JkjejQ3fa0Budjbp6BYijHbr+JC/DNoqyljx+i2aGVZ+f2k7N3At1owxhhjtac634GceFDA+5h4KCiWYsPZeGwKTUSRVAY1FSV87d4EX3s0gYaqMvKL8/Hb7d+w6eamcvt+7fw1RjYfiYcZUiz48xbCktIBAM0biuHX3xnNG+q96eowVuOO336E7/+6jSfZJb2Avmxjjvk97aGnxdNivq/yi6QYvT0clxLSoKOugp2jXfGRBScf3mWceGCMMcZqDyceatj7lng4G/0E3x++jfvpJXMPd25qDN/PHGFtpC1sUywthscfHsgqyiq3v1hNjJCBIVBVVgURYf/VB1gaHIXM/GIoK4kwuqM1pnWz5Xvb2TvpcVYBvP+6g+N3HgEArI20sayfEw86+IHIK5JgVEA4/klMh666CnaNaQsXc/26Dou9Ik48MMYYY7WHB5dkFfo3Ix/jd17FyIBw3E/Ph6lYAxuGtsT2kW3kkg4AkF2UXWHSAQCyirKQXZwNoGT+4YFtzHF6hjt6u5hBKiNsOZeI/60+h9DYp7VeJ8ZqikxG2BOWgm6rQnH8ziOoKIkwqUsTHJvaiZMOHxAtNRX86tUGrlaGyC6UYPivYbj9b2Zdh8UYY4wx9k7jxMMHoEgiw6bQBHRbGYoTdx5DWUmEcZ0b4/RMd3zi1KDCe9V11XQhVqv46pBYTQxdVV25Zca66lg3+CP4j2iDhvqaePA8H16/XcHU32/gWU5hrdSLsZqS8DQHX275BwsCbyG7QAKXRno4PLkjZnvaQUNVua7DY2+YtroKfhvZBq0tDZBVIMHQbWG485CTD4wxxhhjr4oTD++5fxLT0Ovn8/A7Fo38YinaWBng6JSOWPCJPXTUK78VQiKTYIjdkArXDbYbjLSCiqec62JngpPTO2N0R2soiYC/Ih6i26pQ7L96n6feZG+dIokMv/wdh55rzuNKcjo0VZXx3acO+HNiBziYvfu3VbFXp6OuAv+RbfCRhT4y84sxbFsYolIr7gXGGGOMMcaqxomH99TT7ELM2BeBL7f8g7gnOainrYafBrjgj/FusDN9+QmVhooGhjkMw3jn8ULPB7GaGOOdx2OI/RBMOj0JJ5JPVLivtroKvvvUAYcmdYBDAzEy8oox+8BNDN0WhuRnuTVaT8Ze1Y2U5+i97gJ+OhmLIqkMnZsaC0kzZSWesYIBuhqq2D7KFS7m+nieV4yh28IQ8yi7rsNijDHGGHvncOLhPSOVEXZcTsbHK0Pw541/IRIBQ9ta4MxMd3zRqpHCUwDeeHIDw48Nh2M9R5wdeBahg0IRMjAEI5uPxJabWxCbEYvZobOxL3pfpWU4N9LHX5M7YH5PO2ioKuFSQho815zD+rPxKJbKaqrKjFVLbqEEPofvoP/GS4h5nA1DbTWsGdQC20e2gbmhVl2Hx94yYg1V7BjlCudGekjPLcKQrf8g7jEnHxh7HyUnJ0MkEiEiIqLK7Tw8PDBt2rRql+/j44P69etDJBLh0KFDrxSjIhStBysREhICkUiEjIyMSrfx8fFBixYtauR4w4cPx7Jly2qkrJcZMWIE+vbt+0aO9baaN28evvnmm7oOg4ETD++VyPsZ6Lv+Ir7/6w6yCyRwaqiHQxM7YGk/J+hrqVWrrIA7AUjKTMK5f89BTVkNhhqGUFVWhbaqNma3no1BzQaBQFgStgQbIzdWehuFqrISxrs3wclp7uhka4RCiQwrTsSg97oLuJHyvCaq/U7IL5KgSCJDWk4hiiQy5BVJ6jqkD9LZ6Cf43+pzCLiUDCKg/0cNcXqGO/p+1FDhpBz78OhpqmLnqLZwNBMjLbcIg7eGIf5JTl2HxdhbQZGTtldVkyd7ijA3N0dqaiqaN28OoGbrFhUVBV9fX2zevBmpqano2bPna5dZmbL1YK9v1qxZOHPmzGuXExkZieDgYEyZMkVY5uHhAZFIVO4xYcIEAFUnkl6WBFu7di0CAgJeO+6a9iY/27NmzcL27duRmJj4Ro7HKsfzHb4HMvOK8eOJaOy5kgIiQFdDBXM8m2FIW8tX6jKenJmMkPshAICvHL4qt15ZSRkL2y6EoYYhNkZuxIaIDUjPT8c813lQVqp4ID6LelrYMcoVhyL+xeKgKEQ/ykb/jZfg5WaFWZ7Nqhxv4l1XWCzFptBE+F9KQla+BGJNFYxsb42JHk2gzgMXvhHPcgqx6MhdHI58CABoZKCJZf2c0LmpcR1Hxt4Velqq2DW6LYb8/1gP8/+8iU3DWkFXQxXZBcXQ1VCFRCbjaYTZa5Hl50OkogJpVhaUxWKQRAIlTc26DuuDoaysDFNT01opOyEhAQDQp0+f10p0FxcXQ1VVtcptarMe7yJF2uxldHR0oKOj89qxrFu3DgMGDChX1tixY7Fo0SK5ZVpar98LU09P77XLeJsVFRVBTa3qi6tGRkbw9PTExo0bsWLFijcUGasI93h4hxERDlx7gI9XhmB3WIpwBffvmR4Y7mb1yvep77y7EwSCRyMPWOtZV7iNSCTCxBYTsaDtAoggwu8xv2Pu+bkokhZVWq5IJEK/jxrh9Ax39G/ZEERAwKVkdF8VilN3H79SrG+7/CIJNoQkYO2ZOGTll/RyyMqXYO2ZOGwISeCeD7Ws9DPSbVUoDkc+hJIIGNPRGiend+akA6s2A2017B7TFt3tTbBpWCsEXEpG66Wn0GrJabReegqbQxNRWCyt6zDZO0pWWIi0bdsQ26Ej4jp0RGyHjkjb9itkhbU3M5SHhwcmT56MyZMnQ09PD0ZGRvjuu+/kejHu3LkTrVu3hq6uLkxNTTFkyBA8efIEQMmV2C5dugAADAwMIBKJMGLEiJL6yGRYvnw5rK2toampCRcXFxw4cEAot7Q3wZkzZ9C6dWtoaWmhffv2iImJAQAEBATA19cXkZGRwhXggIAAEBF8fHxgYWEBdXV1mJmZyV09flFmZiaUlZVx9epVISZDQ0O0a9dO2GbXrl0wNzcX6lN6ZbmqupWWNWfOHBgaGsLU1BQ+Pj6VtrOPjw969+4NAFBSUhISDzKZDIsWLUKjRo2grq6OFi1a4Pjx48J+pfHs27cP7u7u0NDQwO7duwEA27Ztg729PTQ0NGBnZ4cNGzaU2+/FK+SHDx+Gra0tNDQ00KVLF2zfvl2uN0dAQAD09fVx4sQJ2NvbQ0dHBz169EBqamql9QKA0NBQuLq6Ql1dHQ0aNMC8efMgkZT8tgkKCoK+vj6k0pK/ixERERCJRJg3b56w/5gxYzBs2LBqxaBI3cu22b1799C7d28YGBhAW1sbjo6OCA4Oliv32rVrFb4XS1/DF6/Ql97C4OvrC2NjY4jFYkyYMAFFRZX/DpZKpThw4IDwXniRlpYWTE1N5R5i8esPcl32VgsPDw9MmTKl0vfukCFDMGjQILkyiouLYWRkhB07dgCovc82AKSkpKBPnz7Q0dGBWCzGwIED8fjxf+cIpa/Dtm3bYG1tDQ0NDQDAgQMH4OTkBE1NTdSrVw/dunVDbu5/48r17t0bv//++2u3J3tNxF4qMzOTAFBmZmZdhyKITs2iARsvkeXcILKcG0TdVobQpfhnr11uWn4atdrZipoHNKfw1HCF9jmWeIxa7GhBzQOa05gTYyinKEeh/c7HPqVOP/wt1OHrXVfpcWb+64T/1ikslpKTz3Ghji8+nHyOU2GxtK5DfG/de5ZLQ7f+I7R3jzXnKPL+87oOi70HMvKK6KcT0RV+rledjKHcwuK6DpH9vzfx/Z2fn093796l/Pz/vr9kMhlJc3MVfkiys+nJzz/T3WZ25R5Pfv6ZJNnZCpclk8kUjt3d3Z10dHRo6tSpFB0dTbt27SItLS3asmWLsM2vv/5KwcHBlJCQQJcvXyY3Nzfq2bMnERFJJBI6ePAgAaCYmBhKTU2ljIwMIiJasmQJ2dnZ0fHjxykhIYH8/f1JXV2dQkJCiIjo7NmzBIDatm1LISEhdOfOHerUqRO1b9+eiIjy8vJo5syZ5OjoSKmpqZSamkp5eXm0f/9+EovFFBwcTPfu3aOwsDC5eMtq2bIlrVixgoiIIiIiyNDQkNTU1Cg7O5uIiMaMGUNDhw4lIqKkpCQCQDdu3Kiybu7u7iQWi8nHx4diY2Np+/btJBKJ6OTJkxXGkJ2dTf7+/gRAqAsR0apVq0gsFtPevXspOjqa5syZQ6qqqhQbGysXj5WVFR08eJASExPp4cOHtGvXLmrQoIGw7ODBg2RoaEgBAQHl6kFElJiYSKqqqjRr1iyKjo6mvXv3UsOGDQkAPX/+nIiI/P39SVVVlbp160bh4eF07do1sre3pyFDhlTatg8ePCAtLS2aOHEiRUVFUWBgIBkZGZG3tzcREWVkZJCSkhKFh5f8nlyzZg0ZGRlR27ZthTJsbGxo69atCsegaN3LtlmvXr2oe/fudPPmTUpISKAjR45QaGioQu9FIiJvb29ycXERnnt5eZGOjg4NGjSIbt++TUFBQWRsbEwLFiyotL2uX79OAOjRo0dyy93d3Wnq1KmV7lf29azOvl5eXtSnTx+57at67wYFBZGmpqbw+SAiOnLkCGlqalJWVhYR1d5nWyqVUosWLahjx4509epV+ueff6hVq1bk7u4uxOLt7U3a2trUo0cPun79OkVGRtLDhw9JRUWFVq1aRUlJSXTz5k1av369XB2ioqIIACUlJVXaVuzVVPQdWBlOPCjgbUo85BQU09Kjd6nx/KNkOTeI7L49RhtD4mvsBHbDjQ3UPKA5fXnky2r9eLn470Vqs6sNNQ9oToOODKK0/DSF9ssrlJDfsSihPs29j9Ouf5JJKlX82G8TqVRGd/7NpN8uJNKiI7cpJS23wpOT0sez7IK6Dvm9UyyR0ubQeGr2bTBZzg2ipguDacPZeCqScJKH1QxOKL476irxIM3NrTCJUNEjpp0bSXNzKbqNa4Xro9u4kjQ3l2LauSlUnjQ3V+HY3d3dyd7eXu77fu7cuWRvb1/pPuHh4QRA+FFfepJRegJLRFRQUEBaWlp06dIluX1Hjx5NgwcPltvv9OnTwvqjR48SAKEty57sERGtXLmSmjZtSkVFRQrVccaMGdSrVy8iKjnxHTRoELm4uNCxY8eIqOTEtzRxUfYEr6K6EZW0W8eOHeWWtWnThubOnVtpHIGBgVT2ep+ZmRktXbq0XDkTJ06Ui2fNmjVy2zRp0oT27Nkjt2zx4sXk5uZWYT3mzp1LzZs3l9t+4cKF5RIPACg+Pl7YZv369VS/fv1K67RgwQJq1qyZ3Ptn/fr1pKOjQ1Jpyd/BFxM/ffv2paVLlwqJnwcPHhAAIdGiSAyK1r1smzk5OZGPj0+F9XiV96KXlxcZGhpS7guft40bN8rVvazAwEBSVlYu9/va3d2dVFVVSVtbW+6xa9cuuTrVVOKhqvducXExGRkZ0Y4dO4T1gwcPpkGDBhFR7X62T548ScrKypSSkiIsu3PnDgGgK1euCPupqqrSkydPhG2uXbtGACg5ObnSdij9LihNjrCaU53EA99q8Y4gIhy7lYquK0Ox5VwipDKCp2N9nJ7pjgnuTaCm8vovZYGkAHuj9wIAvJp7VesexPZm7fGb528wUDfAnbQ78DrmhYc5D1+6n6aaMub2sMORyR3h0kgP2QUSLAy8jUFbLiP+yds/crxEKkPk/QxsPZeIMdvD0WLRSXzy83n4HrmLwBsPUU9HDWLNiu/5FmuqQFfj9e45ZPJu/5uJvhsuYllwNAqKZXBrXA/Hp3XG1x5NoKrMf+5YzcguKBZunSorK1+C7ILiNxwRe5epGBtBkp4OWVZWhetlWVmQPH8OFWOjWjl+u3bt5L7v3dzcEBcXJ3SPv3btGnr37g0LCwvo6urC3d0dQEmX6MrEx8cjLy8P3bt3F+6N19HRwY4dO4SxDko5OzsL/2/QoAEACLdyVGTAgAHIz89H48aNMXbsWAQGBgpd+yvi7u6OCxcuQCqVIjQ0FB4eHvDw8EBISAgePnyI+Ph4eHh4VN5AlXgx7tLYq4q7rKysLDx8+BAdOnSQW96hQwdERUXJLWvdurXw/9zcXCQkJGD06NFybbtkyZJybVsqJiYGbdq0kVvm6upabjstLS00adJE4TpFRUXBzc1N7v3ToUMH5OTk4MGDBwBK2j8kJAREhPPnz6N///6wt7fHhQsXEBoaCjMzM9ja2ioUQ3Xq/mKbAcCUKVOwZMkSdOjQAd7e3rh582a5+lT3veji4iI3DoObmxtycnJw//79CrfPz8+Hurp6hb+vhw4dioiICLnHZ599VumxX0dV710VFRUMHDhQuKUnNzcXf/31F4YOHQqgdj/bUVFRMDc3F259AgAHBwfo6+vLfSYsLS1hbPzf7bIuLi7o2rUrnJycMGDAAGzduhXPn8sPYK/5/2Pl5OXlvaR1WG3iUbDeAcnPcuF9+A5CY58CACwMteD7mSO62JnU6HGOJB7B88LnMNM2QzeLbtXev7lRc2zvuR3jT41HclYyhgcPx+bum2FjYPPSfR3MxPhzYgfsuJyMFSdiEJ78HD3XnsdEDxtM7NIE6ipvxyCMRRIZbv2bgX8S03ElKR3X7j1HTqH8Dx5tNWW0sjJEW2tDZBcUY2R7a6w9E1euLC83K4Qnp8NQWw32DV7/Pr4PWX6RFGvOxGLb+SRIZQSxhgq+7eWAAa0Vn0KWMUXpaqhCrKlSYfKBE4oMAESammh2/Zri26uoQEksrjD5oCQWQ9XYGFYK3p8sqsHBKHNzc+Hp6QlPT0/s3r0bxsbGSElJgaenZ5X3sufklMz6cvToUTRs2FBunbq6utzzFwf9e3Hsg8qYm5sjJiYGp0+fxqlTpzBx4kSsWLECoaGhFQ4g2LlzZ2RnZ+P69es4d+4cli1bBlNTU/j5+cHFxaXcia+iyh5LJBJVGffr0NbWFv5f2rZbt25F27Zt5bZTVn6930oV1YkqmbVMUR4eHvjtt98QGRkJVVVV2NnZCYmf58+fC4ksRWKoTt1fbDOgZCwJT09PHD16FCdPnsTy5cuxcuVKuWkWq/terC4jIyPk5eVVOCCinp4ebGwq/r1cOtZDZmZmuXUZGRnVHkDyZe/doUOHwt3dHU+ePMGpU6egqamJHj16AKjdz7aiyr62ysrKOHXqFC5duoSTJ09i3bp1WLhwIcLCwmBtXTJWXXp6OgDIJSzYm8eJh7dYQbEUG0MSsDE0AUUSGdSUlTDBowkmejSBRg3PhiAjGXbcKRk0ZrjDcKgovdpbw1rPGjt77sSE0xMQnxEPr+NeWN91PVqYtHjpvspKIozsYI3/OZri+0O3cSb6CdaeiUPQzYdY3t8ZrtaGrxTT6ygoluJGSgauJKUjLCkN11Oeo6BY/o+mWEMFrtaGcLU2RFvrenA0E0PlhavrEz1KMvcvzmoxor0VRrS3xoBNl5GSnotp3ZpifOfGcvux8vKLJFBWUpKbRSA6NRvT9kUgJb0ki93LuQG8ezvARFejjqNl7yupTFZpQnFke2tIZDKo8djNHzSRSARRNUakl+Xnw3D4cDxbv77cOsPhw0FSKZRqYIT7ioSFhck9/+eff2BrawtlZWVER0cjLS0Nfn5+wlXI0oEaS5WeQJX2kABKrlKqq6sjJSWl3IlldaipqcmVW0pTUxO9e/dG7969MWnSJNjZ2eHWrVto2bJluW319fXh7OyMX375RTjxNTExwaBBgxAUFFRlfBXVraaIxWKYmZnh4sWLcjFcvHixwt4IperXrw8zMzMkJiYKV6FfplmzZuUGUgwPD3+1wF9gb2+PgwcPgoiEE8uLFy9CV1cXjRo1AgB06tQJ2dnZWL16tVBPDw8P+Pn54fnz55g5c6bCx3uVur/I3NwcEyZMwIQJEzB//nxs3bpVLvFQXZGRkcjPzxeupv/zzz/Q0dGRu2L/otLBKe/evVutqSQNDQ1hZGSEa9euyb1XsrKyEB8fj6ZNm75yHSrSvn17mJubY9++fTh27BgGDBggJBFq87Ntb2+P+/fv4/79+0Ib3r17FxkZGXBwcKiyPJFIhA4dOqBDhw74/vvvYWlpicDAQMyYMQMAcPv2baiqqsLR0fGVY2avjxMPb6mQmCfwPnwH99JKTqY62RphUZ/msDbSfsmeryb0fiiSs5Khq6aLfrb9Xqus+tr1EdAjAJPOTELk00iMPTkWKz1WonOjzgrt31BfE9u8WiP41iN4H76DhKe5GLj5Mga7WmBeTzvoadbe1cTcQgmupzxH2P/3aIi4n4EiqXyiwVBbDa5WhmjbuCTR0MxUt8oZRNRVlTHevTEmdbGRO2EuKJahsbE2Ep7mYMWJGJy8+xgrB7jAxuT1p2t6H1U0LekINyt4tbeCqrISGuhpYHGf5ujmUL+uQ2XvOU01lQoTijxNLntVSpqaqDduLAAgfedOyLKyoCQWw3D4cNQbNxZKZa4k1qSUlBTMmDED48ePx/Xr17Fu3TqsXLkSAGBhYQE1NTWsW7cOEyZMwO3bt7F48WK5/S0tLSESiRAUFIRPPvkEmpqa0NXVxaxZszB9+nTIZDJ07NgRmZmZuHjxIsRiMby8vBSKzcrKCklJSYiIiECjRo2gq6uLvXv3QiqVom3bttDS0sKuXbugqakJS0vLSsvx8PDAunXr8MUXXwAoOZGzt7fHvn37sL6CZE9VdauJKRVLzZ49G97e3mjSpAlatGgBf39/RERECN3cK+Pr64spU6ZAT08PPXr0QGFhIa5evYrnz58LJ1ovGj9+PFatWoW5c+di9OjRiIiIEGYReJ1egRMnTsSaNWvwzTffYPLkyYiJiYG3tzdmzJgBJaWS5KuBgQGcnZ2xe/du/PLLLwBKeqEMHDgQxcXF1T55rW7dS02bNg09e/ZE06ZN8fz5c5w9exb29vavXHegZCrH0aNH49tvv0VycjK8vb0xefJkoe5lGRsbo2XLlrhw4UK5xENeXh4ePXokt0xdXR0GBgYAgBkzZmDZsmWoX78+2rVrh7S0NCxevBjGxsbo37//a9WjIkOGDMGmTZsQGxuLs2fPCstr87PdrVs3ODk5YejQoVizZg0kEgkmTpwId3f3crfOvCgsLAxnzpzB//73P5iYmCAsLAxPnz6Ve33Pnz+PTp06CUkiVjc48VCHKrp6m1MggffhOzh2u+SPT32xOr7/1BGfOJnWapfxgDsBAICBTQdCW/WF5EZRHqCsAhRkAhp6gFQCqL38qoueuh62/m8rZobMxPl/z2PK31OwqMMifNZEsfvVRCIRejk3QEcbI/gdj8LeK/ex90oKTkc9hu9njujZvGbaI6ugGFeT0xGWlI6wxHTc/jcTEpl8t0ITXXW0bVwPrtaGaGdtCBsTnWofW0ut5KNWT6fkx6MalKClBmwZ3gqBN/6F9+E7iLyfgV4/n8dsz2YY1cEaSq84Her7KL9Igk2hiXJXmLPyJfj573gQgDWDXGBlpM1d3Nkb82JC8VlOIfS1VJGaUcBJB/bKlNTVUW/MaBhNGA9pdjaUdXVBEkmtJh0A4KuvvkJ+fj5cXV2hrKyMqVOnYty4cQBKTpQCAgKwYMEC/Pzzz2jZsiV++uknuXvPGzZsCF9fX8ybNw8jR47EV199hYCAAOGkaPny5UhMTIS+vj5atmyJBQsWKBzb559/jj///BNdunRBRkYG/P39oa+vDz8/P8yYMQNSqRROTk44cuQI6tWrV2k57u7uWLNmjdxYDh4eHoiMjKxyfIfK6lZTpkyZgszMTMycORNPnjyBg4ODMO1lVcaMGQMtLS2sWLECs2fPhra2NpycnDBt2rQKt7e2tsaBAwcwc+ZMrF27Fm5ubli4cCG+/vrrct3jq6Nhw4YIDg7G7Nmz4eLiAkNDQ+FE/EXu7u6IiIgQ2trQ0BAODg54/PgxmjVrVq1jVrfupaRSKSZNmoQHDx5ALBajR48eWL16dbWOXVbXrl1ha2uLzp07o7CwEIMHD65yWtXS+Hfs2IHJkyfLLd+6dSu2bt0qt8zT01OYXnXOnDnQ0dHBDz/8gISEBBgaGqJDhw44e/ZsrZxMDx06FEuXLoWlpWW5cUhq67M9YsQI/PXXX/jmm2/QuXNnKCkpoUePHli3bl2VZYnFYpw7dw5r1qxBVlYWLC0tsXLlSvTs2VPY5vfff3/pa8Nqn4he9+atD0BWVhb09PSQmZlZI3PqAiVXbzeEJFTQ/d4KAzb9g+S0XIxsb4Vp3ZtCR71280O3nt7CkOAhUFFSwYnPT8BE6//HjpAUAOdXAWGbgYIMQEMfaDse6DQDUFGsG3uxrBjeF71xJPEIAGBW61nwclQsG/qisMQ0zA+8hcSnJXPydrM3waI+zWGmr1lhAqf0RL+s57lFuJJckmQIS0pDVGoWyuQZ0FBfE22tS3o0uFrXg1U9rVofJyA1Mx9zDtzE+bhnAABXa0P89IULLOrVTtfad02RRIbWS09Vek/91YXda2SAVcZexb7w+/jheDSaN9TDjlGVd5Fmb15tfH+XVVBQgKSkJLk55d8VHh4eaNGiBdasWVPXobA3bOnSpdi0aVOlAyGyqo0YMQIZGRk4dOhQtfbLz89Hs2bNsG/fPri5udVOcEzOsWPHMHPmTNy8eRMqKnzNvaZV5zuQW78OVHr19kw8iIClfR2hp/XmBhzcfnc7AOAT60/+SzoU5QEX1wChP/y3YUHGf887TFOo54OqkiqWdFwCAw0D7Li7Az9d/QnpBemY1nJatU7m2zauh2NTO2HD2QRsCInH6agneJx5FXvHtcPW80mVdnd+kl2AK0klt02EJaYj5nH5mTKs6mmhrXVJj4a2jQ3RyODNn+w30NPEjlGu2HMlBUuPRuFKUjp6rD2Hhb3sMcTV4oMfIDEz/+WzCJT2JmHsTWtlaYD03CJcTngmJEAZY+xtsmHDBrRp0wb16tXDxYsXsWLFinJX3Vnt09TUxI4dO/Ds2bO6DuWDkZubC39/f046vAX4FagDykpK8L+UVOG67ZeT8c3Htm/s6u2D7Ac4de8UAMj3RFBWKenpUJGwzUDnWQofQ0mkhFmtZ6GeZj2svrYav93+Dc8LnuN7t++rNYiluooypndvik+dG2D+n7cw3r0xNp9LxLq/44VtsvIlWHsmDgRCG0tDDP/tSrlybE10/j/JUA9trQ1RX/x2XKESiUQY2tYSnWyMMetAJK4kpWNh4G0cv/0IP37hjAZ6H959afFPcvDrhSR896k9zyLA3lo2JjpobKyNxKe5CIl5it4uZnUdEmOMyYmLi8OSJUuQnp4OCwsLzJw5E/Pnz6/rsD5IrzJ9K3t1pWO7sLrHiYc6oMgc8G/q6u2uqF2QkQwdzDqgqcH/j4orKQby00p6OFSkIAMoyAK0FZ9TXCQSYVTzUTBQN4DPZR8ExgfieeFzrOi8AhoK3rZRyra+Lv4Y74ZiqQwz90dWuE3ApWRMcG+CejpqMNHVKLl1wtoQbawNYfSWXxm3qKeF38e2g/+lZPx4PBrn457hf6vPwae3I/q3bPhB9H5IfpaLn8/E4VDEv5AR8LGdMUa4WeHnF5JMpXgWAfY26O5QH5tDE3Hq7mNOPLB3RkhISF2HwN6Q1atXv/aYBuw/NTnWB2MfCk481IG3ZQ74zMJM/Bn3J4D/7+2QlQpc8wfu/AWM+7tkTIeKkg8a+oDGq90G0s+2H/TU9TDn3ByE3A/B+FPjsa7rOojVqleekpIIOXmSKhM4OYUShMz0gG4tzoJRW5SURBjd0RoezYwx849IRNzPwMz9kTh+5xGW9XOCse7bnTx5VffT87Du7zgcvP4vpP8/+EZ3h/qwMtJGZ1tjiEQinkWAvZX+9/+Jh7MxT0qmP+YxRxhjjDHGBJx4qANvyxzw+2P3I1+Sj6bajdDu4hYg6jAg+/8T+XuXgbbjgNAfy+/YdnzJ7BbKaq903I8tPsambpsw5e8puP7kOkYeH4lN3TbBWMu4WuW8LIGjr6n2zv/4b2KsgwMT3LD5XCLWnI7FqbuPcTU5HUv7OeETpwZ1HV6N+TcjH7/8HY/9V+8Ls4p0aWaM6d2bwrmRvrBdRdOSctKBvQ1amBvASEcdz3IKEZaUhk621ft7xhhjjDH2Pnu3z8reUaVzwE/taguxZknuR6ypgqldbTHRo0mlMzLUpKKCTOy5uQ0AMCI5AqI7f5YkHSzcgC/8gcbuQKeZgPvckh4OQMm/7nNLZrVQYGDJqrQ2bQ3/Hv4w0jRC7PNYDD82HPey7lWrjNIETkVKEzjvAxVlJUzqYoPDkzvCvoEYz/OKMXH3dUzZewMZeUV1Hd5reZRZgO//uo0uK0Kw90oKJDJCJ1sj/DmxPfxHusolHYCSaUnVVJRQT0cdaipKb+SzwpgilJVE6GZfMjjvqbuP6zgaxhhjjLG3C0+nqYDamo4rr0gCFQWngawxGSlA+K84FLUH3+lpwEQiwfHUdKg6DQBcxwENnOW3L8orGWgy+xGgVQ8oygV0TGosnPvZ9zH+1Hjcz74PQw1DbOy2EQ71HBTev6JpSd/n7vdFEhnW/R2HDSEJkMoIxrrq+OFzJ3xsV7+uQ6uWJ9kF2BSSiF1h91AkKUkQtWtsiBndm8HV2rCOo3v/5RfnQ0VJBdlF2dBV04VEJoGm6oc3eGlNOxP1GKO3X0UDPQ1cmvfxBzEey9uOp9NkjDHGak91vgM58aCAN/HDpVYRAUnngCtbgJhgEMnQv6Ep4tXUMKOeK0Z+vALQesnJ3pFpJbdidJwOtP+mRsN7lv8MX5/+GtHp0dBW1cbPXX6GawNXhfevkwROHYu8n4EZf0Qg4WkuAGBg60b49lMHiN/y2R3Scgqx+VwidlxORkFxScKhtaUBZvyvKdo3UXywUvbqCqWF2HZzG/ZE70FWURbEamIMtRuK0c6joa78fo4d8qYUFEvRcvEp5BVJcWRyRzg10qvrkD54nHhgjDHGak91vgP5Vov3WWEOEL4N2NAO2PEZEB0EkAyXrF0Rr6YGLRUtfP6/1S9POgCAkS2QlwYk/F3jYRppGuE3z9/QxrQNcotzMeH0BJy+d1rh/T/E7vcu5vo4OqUTxnayhkgE/HH1AXqsPoeL8W/nvNDPc4vw4/FodPrxLLacS0RBsQwtzPWxc7Qr9k9w46TDG5JfnI9tN7dh081NyCrKAgBkFWVh482N+PXmr8gvzq/jCN9tGqrK6Pz/YzucuvuojqNhjDHGGHt7cOLhfZSWABybB6yyB47OBJ5GA2o6QJuxwKQrCGhgBQD4vOnnis8m0eTjkn/vXQJq4eREV00XG7ttRDeLbiiWFWNm6Ezsj91f48d5n2ioKmNhLwfsG+cGC0MtPMwswNBtYfj+r9vIK6p4to83LTO/GKtOxaLTj2exISQBeUVSODXUg/+INgic2B6d/n+mCvZmqCipYE/0ngrX7Y7eDRWl9z9pV9u6O5Tc9nSSx3lg7J2TnJwMkUiEiIiIKrfz8PDAtGnTql2+j48P6tevD5FIhEOHDr1SjIpQtB6sREhICEQiETIyMirdxsfHBy1atKiR4w0fPhzLli2rkbIUERAQAH19/Td2PPZue/Hv07Nnz2BiYoIHDx7USNmceHhfyGRA7Elg1+fAupZA2EagMAuoZwP0/BGYEQX0+gnRyoR/Uv+BskgZw+yHKV6+sR2gawZICkqSD7VAXVkdP7n/hC+afgEZybDo8iJsjtwMvhuoaq7Whjg2tROGtbMAAOy4fA89157H1eT0Oospu6AY687EodMPf+PnM3HIKZTAzlQXW4a3wuHJHdDFzoQTDm+YVCbF88LnQk+HsrKKsvC88DkyCzPfcGTvl4/tTKCsJEL0o2zcT8+r63AYq3WKnLS9qpo82VOEubk5UlNT0bx5cwA1W7eoqCj4+vpi8+bNSE1NRc+ePV+7zMqUrQd7fbNmzcKZM2deu5zIyEgEBwdjypQpcsvj4+MxcuRINGrUCOrq6rC2tsbgwYNx9epVYZvKElYjRoxA3759Kz3moEGDEBsb+9qx17Ta/NvxKkrjqejx6FFJL8bK2vptq0tNMTIywldffQVvb+8aKY8TD++6/Azg8vqSZMOeAUD8aQAioGkPYNhBYFJ4yfSXGiU9G7bf2Q4A+J/V/2CmY6b4cUQiwOb/ez3Uwu0WpZSVlPF9u+8xznkcAOCXiF/gd8UPMno/ZqioLdrqKljS1wk7R7uigZ4G7qXlYcDmy1geHIWCYukbiyO3UIINIfHo9ONZrDwVi6wCCWxNdLBhaEsET+mE/zmacsKhDkQ8icC4U+Ogo6pTaS8nsZoYOqo66PdXP8w9NxfXHl/jpN8rMNBWQxsrAwDc64FVX3GhFFKJDPnZRZBKZCgufHN/vxmgrKwMU1NTqKjUfO+vhIQEAECfPn1gamoKdfVXG1OnuLj4pdvUZj3eRYq02cvo6OigXr16r13OunXrMGDAAOjo6AjLrl69ilatWiE2NhabN2/G3bt3ERgYCDs7O8ycOfO1j6mpqQkTk5obGP5tQ0SQSGqup29MTAxSU1PlHu9z+73MyJEjsXv3bqSnv/4FzTpNPCxfvhxt2rSBrq4uTExM0LdvX8TExMht4+HhUS7rNGHCBLltUlJS0KtXL2hpacHExASzZ88u9wYMCQlBy5Ytoa6uDhsbGwQEBNR29WrX47slAz6usgdOLACeJwEaeoDbZGDKdWDIPsCmG6D030v8KPcRjicdBwB4OXpV/5ilt1vEv37GtyoikQjffPQN5rnOAwDsid6DeefmoVj6+l8c77tOtsY4Pq0zvmjVCETA5nOJ6L3uAm4+yKjV4+YXSbH1XCI6/3gWPx6PQUZeMRoba+PnwR/h+LTO+MSpAZSUOOHwpj3Lf4aFFxZi+LHhuPLoCq4+voohdkMq3HaI3RDcenYLT/OfIjgpGCOOj0D/w/2xJ2oPsouy33Dk77buDqYAeJwHVj2SYimun7wH/zkX8NvsC/CfcwE3Tt6DpBaTxx4eHpg8eTImT54MPT09GBkZ4bvvvpNLOu7cuROtW7eGrq4uTE1NMWTIEDx58gRASZf+Ll26AAAMDAwgEokwYsQIAIBMJsPy5cthbW0NTU1NuLi44MCBA0K5pVcIz5w5g9atW0NLSwvt27cXfgcGBATA19cXkZGRwu+/gIAAEBF8fHxgYWEBdXV1mJmZlbt6XCozMxPKysrCVWOZTAZDQ0O0a9dO2GbXrl0wNzcX6lN6i0JVdSsta86cOTA0NISpqSl8fHwqbWcfHx/07t0bAKCkpCQk4GUyGRYtWiRc5W7RogWOHz8u7Fcaz759++Du7g4NDQ3s3r0bALBt2zbY29tDQ0MDdnZ22LBhQ7n9XrzV4vDhw7C1tYWGhga6dOmC7du3y12hLe2Of+LECdjb20NHRwc9evRAampqpfUCgNDQULi6ukJdXR0NGjTAvHnzhN/gQUFB0NfXh1Ra8h6OiIiASCTCvHnzhP3HjBmDYcOGVSsGRepets3u3buH3r17w8DAANra2nB0dERwcLBcudeuXavwvVj6Gr7Y+6b0yrevry+MjY0hFosxYcIEFBVVPs25VCrFgQMHhPcCUHLSPGLECNja2uL8+fPo1asXmjRpghYtWsDb2xt//fVXle2viLK3WpTWZefOnbCysoKenh6+/PJLZGeXfNdv2bIFZmZmkJWZlr5Pnz4YNWqU8Pyvv/5Cy5YtoaGhgcaNG8PX11fu/EskEmHbtm3o168ftLS0YGtri8OHDwOo+m9HYWEhpkyZAhMTE2hoaKBjx44IDw8Xyi3923Hs2DG0atUK6urquHDhAiIjI9GlSxfo6upCLBajVatWcj1GFGViYgJTU1O5h5LS658y37p1Cx9//DE0NTVRr149jBs3Djk5OQCA27dvQ0lJCU+fPgUApKenQ0lJCV9++aWw/5IlS9CxY0e5Nqjs72epl71GcXFx6Ny5MzQ0NODg4IBTp06Vi9vR0RFmZmYIDAx87TYA1SFPT0/y9/en27dvU0REBH3yySdkYWFBOTk5wjbu7u40duxYSk1NFR6ZmZnCeolEQs2bN6du3brRjRs3KDg4mIyMjGj+/PnCNomJiaSlpUUzZsygu3fv0rp160hZWZmOHz+uUJyZmZkEQO64dUJSTHTnLyL/XkTe4v8e69sRhf9GVJhT5e4rw1dS84DmNPL4yFc7fm4akbdeyTEz/321MqrpaMJRarG9BTUPaE7jTo6j3KLcN3Lc98HJO4+o1eJTZDk3iBrPP0orT8ZQYbG0Ro+RXySh3y4kUuslJcexnBtEnX/8mw5eu08SqaxGj8UUVyQtoh13dlC73e2oeUBzah7QnL6/+D09z39OBZICWn99PbXf056aBzSn9nva0/rr66lAUkBERLef3ibvi97UZlcbYd82u9rQ9xe/p9tPb9dxzd4NKWm5ZDk3iKznBVF6TmFdh/NBexPf3/n5+XT37l3Kz88XlslkMioqkCj8KMwrpn8OJ9Av48+Ue/xzOIEK84oVLksmU/xvr7u7O+no6NDUqVMpOjqadu3aRVpaWrRlyxZhm19//ZWCg4MpISGBLl++TG5ubtSzZ08iKvkNdvDgQQJAMTExlJqaShkZGUREtGTJErKzs6Pjx49TQkIC+fv7k7q6OoWEhBAR0dmzZwkAtW3blkJCQujOnTvUqVMnat++PRER5eXl0cyZM8nR0VH4/ZeXl0f79+8nsVhMwcHBdO/ePQoLC5OLt6yWLVvSihUriIgoIiKCDA0NSU1NjbKzs4mIaMyYMTR06FAiIkpKSiIAdOPGjSrr5u7uTmKxmHx8fCg2Npa2b99OIpGITp48WWEM2dnZ5O/vTwCEuhARrVq1isRiMe3du5eio6Npzpw5pKqqSrGxsXLxWFlZ0cGDBykxMZEePnxIu3btogYNGgjLDh48SIaGhhQQEFCuHkQlv4NVVVVp1qxZFB0dTXv37qWGDRsSAHr+/DkREfn7+5Oqqip169aNwsPD6dq1a2Rvb09DhgyptG0fPHhAWlpaNHHiRIqKiqLAwEAyMjIib29vIiLKyMggJSUlCg8PJyKiNWvWkJGREbVt21Yow8bGhrZu3apwDIrWvWyb9erVi7p37043b96khIQEOnLkCIWGhir0XiQi8vb2JhcXF+G5l5cX6ejo0KBBg+j27dsUFBRExsbGtGDBgkrb6/r16wSAHj16VG7Znj17Kt2vFAAKDAwst9zLy4v69OlT6X7+/v6kp6cnVxcdHR3q378/3bp1i86dO0empqZC7Onp6aSmpkanT58W9klLS5Nbdu7cORKLxRQQEEAJCQl08uRJsrKyIh8fH7l4GzVqRHv27KG4uDiaMmUK6ejoUFpaWpWfrylTppCZmRkFBwfTnTt3yMvLiwwMDCgtLY2I/nu9nJ2d6eTJkxQfH09paWnk6OhIw4YNo6ioKIqNjaU//viDIiIi5OLx9/evtJ1Kyy39TFSksrZ+2b45OTnUoEEDoc3PnDlD1tbW5OXlRUQl3xlGRka0f/9+IiI6dOgQGRkZkampqVBGt27daOHChXLHq+o9+7LXSCqVUvPmzalr164UERFBoaGh9NFHH1X4Phs0aJAQa1kVfQdWpk4TD2U9efKEAAh/CIhK/rhPnTq10n2Cg4NJSUlJ7kO8ceNGEovFVFhY8oNvzpw55OjoKLffoEGDyNPTU6G46jzxkPOM6NxPRCsd/ks2+BgQ/T6MKOk8kQI/MrILs4WTkND7oS/dvlKbPUqOf33nq5dRTRceXBBOggYHDab0/PQ3dux3XXpOIU3afU1ICnyy9hxFpb7++7igWEI7LidT26WnhbI7+J2hfeEpVCyp2eQGq54rqVeo76G+QtJg0JFBFPkkUm6bvKI8KpIUUVp+GhVJiiivKK9cOVmFWbQnao9cWc0DmtPAIwPpYOxBTgK+hOfqULKcG0QHrt6v61A+aHWVeCgqkFSYRKjosW3mOSoqkNDW6aEVrt86PZSKCiS0beY5hcorKpAoHLu7uzvZ29vLJSvmzp1L9vb2le4THh5OAIQT94p+cBcUFJCWlhZdunRJbt/Ro0fT4MGD5fZ78eTm6NGjBEBoy7Ine0REK1eupKZNm1JRUZFCdZwxYwb16tWLiEpOfAcNGkQuLi507NgxIio58S1NXJQ9Ya/sZMLd3Z06duwot6xNmzY0d+7cSuMIDAykstf7zMzMaOnSpeXKmThxolw8a9askdumSZMm5U5UFy9eTG5ubhXWY+7cudS8eXO57RcuXFgu8QCA4uPjhW3Wr19P9evXr7ROCxYsoGbNmsm9f9avX086OjoklZb8Fngx8dO3b19aunSpkPh58OABARASLYrEoGjdy7aZk5OT3Enxi17lvejl5UWGhoaUm/vfd+HGjRvl6l5WYGAgKSsry7XXvn37CABdv369wn1eBIA0NDRIW1tb7qGiolLtxIOWlhZlZWUJy2bPni2XEOrTpw+NGjVKeL5582YyMzMT6ta1a1datmyZ3HF27txJDRo0kIv322+/FZ7n5OQQAOGzV9HnKycnh1RVVWn37t3CsqKiIjIzM6Mff/xRbr9Dhw7JHV9XV1dIQFWkWbNm9Oeff1a6vrTcsu3r4OAgbPOqiYctW7aQgYGB3MX1o0ePyp3D9u/fnyZNmkRERNOmTaPZs2eTgYEBRUVFUVFREWlpaQnJTUXesy97jU6cOEEqKir077//XUw+duxYhYmH6dOnk4eHR4V1q07i4a0a4yEzs2RQM0ND+ekdd+/eDSMjIzRv3hzz589HXt5/A3ZdvnwZTk5OqF+/vrDM09MTWVlZuHPnjrBNt27d5Mr09PTE5cuXa6sqNePhDSDw65LbKc4sArIeAFr1gE4zgWk3gUE7AauOJeMvvMTBuIPIKc5BY73G6Niw46vHZNO15N9aHOehrA4NO2Db/7ZBT10Pt57dwlfHvkJqTtVd/1gJA201/DKkJdYN/gj6Wqq48zALn627iI0hCZDKqn//frFUhr1XUvDxT6H47tBtPMoqgJmeBpb1c8LfMz0wsLU5VJTfqj8rH4xHuY8wJ3QORp0YhfiMeOir68PbzRt7eu2Bs7Gz3LaaqppQVVaFoYYhVJVVoamqWa48XTVdDLYbjD8/+xPbe2xHr8a9oKqkirtpd+F9yRtd93fFsrBliHse96aq+E753//PbnGKx3lgL6ElVkN+dhEK8yq+R7kwT4L8nCJoidVq5fjt2rWTG3vHzc0NcXFxQvf4a9euoXfv3rCwsICuri7c3d0BlNzmWpn4+Hjk5eWhe/fu0NHRER47duwQxjoo5ez839+nBg0aAIBwK0dFBgwYgPz8fDRu3Bhjx45FYGBglfd3u7u748KFC5BKpQgNDYWHhwc8PDwQEhKChw8fIj4+Hh4eHpU3UCVejLs09qriLisrKwsPHz5Ehw4d5JZ36NABUVFRcstat24t/D83NxcJCQkYPXq0XNsuWbKkXNuWiomJQZs2beSWubq6lttOS0sLTZo0UbhOUVFRcHNzk3v/dOjQATk5OcIo+O7u7ggJCQER4fz58+jfvz/s7e1x4cIFhIaGwszMDLa2tgrFUJ26v9hmADBlyhQsWbIEHTp0gLe3N27evFmuPtV9L7q4uEBLS0t47ubmhpycHNy/f7/C7fPz86Guri7XXlTNsZRWr16NiIgIucdnn31WrTIAwMrKCrq6usLzsq/10KFDcfDgQRQWFgIoORf78ssvhVsOIiMjsWjRIrnXYezYsUhNTZU7T3uxTbW1tSEWi6ts04SEBBQXF8t9LlRVVeHq6lrl5wIAZsyYgTFjxqBbt27w8/Mr956Ijo5Gv379Xto258+fl2vfsrfkvIqoqKj/Y+++46qq/weOv+5mbxCRoYIiuM2tKW6tzLLMzMxcac627bIcjV/TSv1qzrSppqmpOHDvhcpwsFwM2Zs7zu+PKzcRUEDgAn6ej8d9AGe+z7n3cu95n8/n/aF169ZYW1ubpnXr1g2DwWDqHlH4XgFjF6bevXvTo0cPQkJCOHbsWLHzAnd/zd7rOQoPD8fLywsPj/9q/nXp0qXE+C0tLYs8rxVVY6rOGAwGXnnlFbp161akCu9zzz2Hj48PHh4ehIaGMnPmTCIjI1m3bh0A8fHxRZIOgOnvwgqkpS2TkZFBbm4ulpZFv3Tn5+eb3mhg/HCoEgU5oFBCXrqxPoNeB3IlhG2Ao/+Dq0f/W9ajLXScCM2fBJVFuXajNWhZHW7sE/hC4AvIZfdxYejbG/Z+CZd3g0EPckXFt1UOrVxbsXLgSl4KfomYjBhG/TuKRf0W4evge++VBQa39qBTYyfeXXeWHeGJfL41gu1h8Xw1rDWNXW3uub5Ob2D9qWt8v+siV1KMw6m62WqY2tuP4R280Cir53UgFFegL2BV2CoWhS4iV5eLXCZnWNNhTGs7DXuN/X1vXyaT0a5eO9rVa8fMDjPZcGkDf1z4gyuZV/g14ld+jfiVdm7tGOY/jH4+/dAoKlYwra7p39yd73ddYs+FJPK0eixU4j3yIFGq5bz0Xc8yLy9XyNBYKUtMPmislFjba3h6ZvsS1ix535UlOzubAQMGMGDAAFavXo2rqytxcXEMGDDgrn3ZC/stb968mQYNGhSZd2dRRZVKZfr99toHpfHy8iIyMpIdO3YQHBzM5MmT+fLLL9mzZ0+RbRXq0aMHmZmZnDx5kr179zJ37lzc3d357LPPaN26dbEL37K6c18ymeyucd+P2y9WCs/t4sWL6dSpU5HlFIr7+z9T0jGV98L4TkFBQSxdupQzZ86gUqlo1qyZKfGTmppqSmSVJYbyHPvt5wyMtSQGDBjA5s2b2b59O/PmzeOrr75i2rRpJe67LK/F8nJxcSEnJ4eCggLUamMisWnTpoDxorht27b33Ia7uzt+fn5Fptna2pZ7NIV7vX4HDx6MJEls3ryZDh06sG/fPr755hvT/KysLGbNmsXQoUOLbdvC4r/rlKp8n9z5HH/88cc899xzbN68mX///ZePPvqI3377rUzJhts1atSo1OFH7ezsiI2NLTY9LS0NhUJRLKbyKBym9+LFi4SFhdG9e3ciIiJM75XCWg63u9trtqzPUVmkpKTg6upa3kMqpsYkHqZMmcK5c+fYv39/kekvvfSS6feWLVtSv359+vTpw+XLl4tkRCvTvHnzmDVrVpVs20SXBwe+hSOLIC8NLByg00vQaRLs/QJuXgC5ypho6DQRGjxUppYNJQmOCeZG9g2cLJx4zPex+4vbswOobSE3BW6cNsZVTRo7NOaXR35hYvBEotKjeOHfF1jSfwkN7RqilCvJLMjEVm2LzqAr8Q7ug87N1oLFL7Rn7clrzNp4nlNxaTzy/T5mDmzG6C4NydfpUcjlZOZpsbVQoTMY0CgVbDxzje92XCQm2ZjpdLFR83KQHyM7eYuLKTM7cO0Anx39jJiMGADauLbh3U7vEuAcUCX7c7Rw5MUWL/JC8xc4cuMIf0T+we4ruzmZeJKTiSf5/OjnPOH3BMOaDsPbzrtKYqgtmnvY4WFvwfX0PA5cukmfgHr3XkmoM2QyGSpN2f8/avP1tOrlybHNMcXmterliUEvlWt75XHkyJEifx8+fJgmTZqgUCiIiIggOTmZzz77zFSA8c5ibYUXUIUtJAACAwPRaDTExcUVu7AsD7VaXWS7hSwtLRk8eDCDBw9mypQpNGvWjLNnz9KuXbtiyzo4ONCqVSt++OEH04Wvm5sbw4cPZ9OmTXeNr6Rjqyx2dnZ4eHhw4MCBIjEcOHCgxNYIherVq4eHhwdRUVGMHDmyTPvy9/cvdtf29mJ9FRUQEMDatWuRJMl00XPgwAFsbW3x9PQE4OGHHyYzM5NvvvnGdJxBQUF89tlnpKamlmvUhooc++28vLyYNGkSkyZN4p133mHx4sVFEg/ldebMmSI3MA8fPoyNjY3pvXKnwuKUYWFhpt/btGlDYGAgX331FcOHDy9WxDAtLa3Ui+CqZGFhwdChQ1m9ejWXLl3C39+/yPurXbt2REZGFkuClEdJ7y9fX1/UajUHDhzAx8cHMI5KcuzYMV555ZV7brNp06Y0bdqUV199lREjRrBs2bJyJx7uxt/fn99++438/PwiSdSTJ0/SqFGjEpOfYHyvLF++nOzsbFNy4sCBA8jlcvz9/QHjda6joyOzZ8+mTZs22NjYEBQUxOeff05qamq5W2bd6zkKCAjgypUr3Lhxw9Ra4vDhwyUue+7cuQq1DLtTjWgTPXXqVDZt2sTu3btN/6hKU5jhvHTpEmDM/CUkFG3KWvi3u7v7XZexs7Mr1toB4J133iE9Pd30KK3JVIUV5MC+r2HP58akAxh/7vkCDi+AAXMh6F149Tw8tRg821c46SBJEsvPLweMVevv+26kQgWNb31AVmN3i0Lu1u6sGLiCVi6tcLZ0xt3anaXnlhL0RxA9/+hJ0B9BLDu3jHx9/r039gCSyWQ8/ZAn217tQXc/F/K0Bn45HEdGnpaFe6JoPyeYh2bvoP2cYBbuuUxGrpYfdl0mJjkHJ2s17z7SjL1v9WJc90Yi6WBGVzOvMmPXDCbtmERMRgzOFs7M7T6XlYNWVlnS4XZymZwuHl34ptc3bH96O1PaTKGeVT3S8tNYfn45j65/lJe2v8SO2B1oDQ/maDQymYy+oruFUEYqjYJ2A33o8GhDNFbGe0IaKyUdHm1Iu4E+VZZ0AGOXiddee43IyEh+/fVX5s+fz4wZMwDw9vZGrVYzf/58oqKi2LhxI59++mmR9X18fJDJZGzatImkpCSysrKwtbXljTfe4NVXX2XFihVcvnyZkydPMn/+fFasWFHm2Bo2bEh0dDSnT5/m5s2b5Ofns3z5cn7++WfOnTtHVFQUv/zyC5aWlqaLlJIEBQWxevVq04Wvk5MTAQEBppEPSlPSsVWmN998k88//5zff/+dyMhI3n77bU6fPm06/6WZNWsW8+bN4/vvv+fChQucPXuWZcuW8fXXX5e4/MSJE4mIiGDmzJlcuHCBP/74wzS62/0McT158mSuXLnCtGnTiIiIYMOGDXz00Ue89tprpgtoR0dHWrVqxerVq00XLj169ODkyZNcuHCh3Imp8h57oVdeeYVt27YRHR3NyZMn2b17NwEB9/d5WVBQwLhx4wgLC2PLli189NFHTJ06tdQREFxdXWnXrl2Rm6wymYxly5Zx4cIFHn74YbZs2UJUVBShoaHMmTOHIUOG3FeM92PkyJFs3ryZpUuXFkv0fPjhh6xcuZJZs2Zx/vx5wsPD+e2333j//ffLvP2S3l/W1ta8/PLLvPnmm2zdupWwsDAmTJhATk4O48aNK3Vbubm5TJ06lZCQEGJjYzlw4ADHjh2r0HOcmJhIfHx8kUfhkKwjR45EJpPxwgsvcOLECS5dusTSpUv59ttv75pEGzlyJBYWFowePZpz586xe/dupk2bxqhRo0yt8mUyGT169CjyXmnVqhX5+fns3Lmz3O+Vez1Hffv2pWnTpowePZozZ86wb98+3nvvvWLbycnJ4cSJE/Tv379c+y/RPatAVCGDwSBNmTJF8vDwMBWWuZf9+/dLgHTmjLFYWmFxyYSEBNMyixYtkuzs7KS8PGOV9rfeeqtYUZ0RI0aYr7ikLl+S5nkXHZmi8DHP2zi/khy5fkRqsbyF1H5Veyk1N7VyNnp0sTHWnwdWzvYqILsgWzoRf0Kaf3J+kcJ3hY8fT/5YYsE84T8Gg0FaeShG2hEWL/3ftghTkcjbH/+3LULaGRYv/bDropSVpzV3yA+8XG2u9NOpn6SHVj0ktVjeQmq9orX0xdEvpMz8THOHJmn1Wml33G7p5eCXpZbLW5rei71+7yXNPzlfupF1w9whVrt9F5Ikn5mbpIc+3S5GeTETcxWXrKiCPJ2k0+qlnIx8SafVl6tQZEX07NlTmjx5sjRp0iTJzs5OcnR0lN59990ixe/WrFkjNWzYUNJoNFKXLl2kjRs3FilcKEmS9Mknn0ju7u6STCYrUqX922+/lfz9/SWVSiW5urpKAwYMKDaSwO3F2E6dOiUBUnR0tCRJxiKVTz31lOTg4GCqSL9+/XqpU6dOkp2dnWRtbS117ty5SIG1khQWdlywYIFp2owZMyRAioiIME27syhjacdWUuHzIUOGlFr1/fYYbqfX66WPP/5YatCggaRSqYoUvSwtnkKrV6+W2rRpI6nVasnR0VHq0aOHqXBeSett2LBB8vPzkzQajRQUFCQtWLCgSCG6OwsQlhbznUJCQqQOHTpIarVacnd3l2bOnClptUW/LxSe6/DwcNO01q1bF6nYX54YynvskiRJU6dOlXx9fSWNRiO5urpKo0aNkm7evClJUtleiyUVlxwyZIj04YcfSs7OzpKNjY00YcIE07VHaX766Sepc+fOxaZHRkZKL7zwguTh4SGp1WrJx8dHGjFiRJGik1TiqBZ3Fm395ptvJB8fnyLT9Hq9VL9+fQmQLl++XGy7W7dulbp27SpZWlpKdnZ2UseOHYuMMFNSvPb29kVGlijp/ZWbmytNmzZNcnFxkTQajdStWzfp6NGjpnVKer7y8/OlZ599VvLy8pLUarXk4eEhTZ06tcj/5cL/IaUp3G5Jj0OHDpmWi4yMlJ588knJw8NDsra2llq3bi0tXrz4niMKhYaGSr169ZIsLCwkJycnacKECaYivYW++eabIgU4Jcn4v0WpVBZZtiyvWUm693MUGRkpde/eXVKr1VLTpk2lrVu3Fnve1qxZI/n7+5d6XOX5DJRJ0n123roPkydPZs2aNWzYsMHUzATA3t4eS0tLLl++zJo1a3jkkUdwdnYmNDSUV199FU9PT/bs2QMYm+e0adMGDw8PvvjiC+Lj4xk1ahTjx49n7ty5AERHR9OiRQumTJnC2LFj2bVrF9OnT2fz5s0MGDDgnnFmZGRgb29Peno6dnZ293/g2Unw5V2aJr15Gaxd7n8/wOQdk9l3bR/D/YfzfueyZyHvKiUavm9jrEfxVjRYVMI5qQCtXkvQH0FkFBSvwWGntiPkmRBUipKbPAn/KdAZaD8nmIzc4n2L7SyVHH+vH2pljWgc9cCSJIndV3bzxbEvuJZ1DYBO7p14u+Pb+DlWvJljVbmWdY21F9ay9uJaUvJSAGMriR4NevCM/zN09eiKoprqw5iTVm+g3afBZObpWPtyFx7ycbr3SkKlqvTP7xLk5eURHR1No0aNyt1v1tyCgoJo06YN3377rblDEarZnDlzWLhwYeW36n1AvPjii6SlpfH333+Xa73c3Fz8/f35/fffSy3kJ1S+6OhomjZtSlhYWIVqujzIOnfuzPTp03nuuedKnF+ez0CzXk0sWLCA9PR0goKCqF+/vunx+++/A8a+Pzt27KB///40a9aM119/naeeeop//vnHtA2FQsGmTZtQKBR06dKF559/nhdeeIFPPvnEtEyjRo3YvHkzwcHBtG7dmq+++oolS5aUKelQJSzsjTUdSpznUGkX8pfTLrPv2j5kyHgh8IVK2SYATo3AsREYdBCzr/K2W06ZBZklJh0AMgoyyNRmVnNEtVNmnrbEpANARq6OzLwHs6l8TRGbEcvLO19mxu4ZXMu6Rj2revxfz/9jcf/FNTLpANDApgHT201nx9M7+LLnl3R074hBMhByNYTJOyfz6PpHWXJ2CTdzb5o71CqlUsjp5e8GwHbR3UIQBDP66aefOHbsGFFRUaxatYovv/yS0aNHmzusB46lpSUrV67k5s26/flX02zZsoWXXnpJJB3K6ebNmwwdOpQRI0ZUyvbMWlzyXo0tvLy8TC0b7sbHx+eeQ50EBQVx6tSpcsVXZfQ6Y8HIPZ8Xn9dponG+4v6HzVoZthKAPt59Kr/Qm18fOLbEWOeh2aOVu+0yslXbYqe2K7XFg63KtoS1hDvZWqiws1SW2uLB1kK0GjGHHG0Oi88uZsX5FWgNWlRyFS82f5HxLcdjpbK69wZqAJVCxcCGAxnYcCBR6VH8deEvNlzawLWsa3x38jt+PPUjfXz68EzTZ+jg3qFIX+NcbW6dKBrbL7AeG89cJ/h8Au8Mqvr6G4IgCCW5ePEis2fPJiUlBW9vb15//XXeeecdc4f1QKqMIn1C+UyZMsXcIdRKLi4uvPXWW5W2PbN2tagtqqSppi7PWGCyyKgWE+Hh10B5/001b+bepP9f/dEatKwatIo2bm3ue5tFRGyB30YYWz7MOF252y6jXG0uy84tY0HogmLzJrWaxNgWY2vlhUp1yy3QsXBPFN/tvFhs3ow+TZjYszFW6hozAE6dJ0kS22K38X/H/o+EHONd8u4NuvN2x7fxsSu9eFptkafLY3vsdn6P/J3QpP/GUW9o15BhTYfxZJMnUSvULAldwpqINWQUZGCntmNks5GMazWu1g3XmZmnpd2nwWj1Ejte64mf272HrxUqj+hqIQiCIAhVpzyfgeJqwlyUFtDtFejxBuRlGLtX6LWVknQAWBO+Bq1BS2vX1pWfdABo2N1Y4yE1GlKiwKlx5e/jHixVloxrZaxwuzpitekCZUSzEYwIGMGR+CMEeQVVe1y1jaVayeQg49C0yw5Gk5Grw85SyZiujZgc5ItGjF5RbS6lXmLe0XkcjT8KGLsszOwwkyCvoPuqPF6TWCgteNz3cR73fZyIlAj+jPyTTVGbiMmI4cvjX+Jt5825m+dYFLrItE5GQYYpwTimxZhalVC0tVDRxdeFvReSCA5LEIkHQRAEQRAeSKLFQxlUxx2TypSjzaH/2v6k56fzTdA39PXpWzU7WvYIxB6AR7+CDuOrZh9lYGqSrc3EVmVLZGok7+5/l9iMWL7o8QUDGpqplkctk1OgQymXk5mnxdZChc5gEC0dqklmQSYLzixgTfga9JIejULDuJbjGNN8DBaVlIysybK12WyO2szW6K380OcH+v3Vr04VjV11OJYP/j5HW28H1k/uZu5wHiiixYMgCIIgVJ1aU1xSqBobLm8gPT8dL1svenn1qrod+d7a9qVdVbePMrBUWaJSqHCycEKlUBHoHEgb1zYYJANv732bXXHmja+2sFIrUSvlONtoUCvlIulQDQySgY2XNzJ4/WBWha1CL+np492HDU9s4OXWLz8QSQcAa5U1z/g/w88DfiZHl1Pnisb2CzCO0X36ShqJmXlmjkYQBEEQBKH6icRDHaM36Fl53lhU8oXAF6p2yDrfPsaf0XuN3URqCLlMzkddPuKxxo+hk3S8vud19l7da+6wBKGI8ORwRv87mvf2v0dyXjIN7RqysO9Cvu31LQ1sGpg7PLOQyWTYq+2xU5d8Z7q2Fo11t7egtac9kgQ7wxPNHY4gCIIgCEK1E4mHOmbXlV1czbqKvcaeIX5DqnZn9duApRMUZMLVY1W7r3JSyBV82u1T+vv0R2fQ8eruVzl4/aC5wxIE0vPTmX14Ns9ufpbTSaexVFry6kOvsu7xdXRrIJrh6ww6RjYbWeK8kc1GojOUPPRrTdcv0NjqIVgMqykIgiAIwgNIJB7qmBXnVwAw3H84lsoqLsAml9/W3WJn1e6rApRyJZ/1+IzeXr0pMBQwY9cMjsXXrASJ8ODQG/T8eeFPHlv/GL9H/o5BMjCo0SD+eeIfxrYYW+vqFlSVwqKxL7d62dTywU5tx8RWExnXclytKix5u/7N3QHYf+km2fm1M3kiCIIgCIJQUSLxUIecTjzNmaQzqOQqRjQbUT07Lexucblm1lFQyVV82fNLHm7wMHn6PKbsnMKpxFPmDkuow3K1uWj1WlJyU9DqteRqc4lMiWTklpF8cugT0vLT8HPwY+mApXzR4wvqWdczd8g1jkahYUyLMYQ8E8Ke4XvYMWwHAc4BrA5fbe7QKqyJmw0+zlYU6AzsvZBk7nAEQShBTEwMMpmM06dP33W5oKAgXnnllXJv/+OPP6ZevXrIZDL+/vvvCsVYFmU9DsEoJCQEmUxGWlpaqct8/PHHtGnTplL2N2rUKObOnVsp27qXF198kSeeeKJa9iXUDbf/f7p58yZubm5cvXq1UrYtEg91yPLzywF43PdxXCxdqmenhS0erp+C7OTq2Wc5qRVqvun1DZ3rdyZXl8vLO17mbNJZc4cl1EH5+nyWnltK0B9B9PyjJ0F/BPHzuZ9xtXIlR5eDjcqGmR1m8sfgP+jg3sHc4dZotxeNPZN4hld2v8L3p77nYupFc4dWITKZzFRkUnS3EOqSsly0VVRlXuyVhZeXFzdu3KBFixZA5R5beHg4s2bNYtGiRdy4cYNBgwbd9zZLc+dxCPfvjTfeYOfO+2/de+bMGbZs2cL06dNN04KCjENm3/mYNGkScPdE0r2SYN999x3Lly+/77grW3W/t8siIyOD9957j2bNmmFhYYG7uzt9+/Zl3bp1FA4CWdr5Xr58OQ4ODtUbcDVwcXHhhRde4KOPPqqU7YnEQx0RmxFrGr3hhcAXqm/Hdh7gFghIEB1SffstJ41Cw/e9v6d9vfZka7OZuGMiYclh5g5LqENytbksCV3CwtCFplEZMgoyWBS6iDXha5jTbQ7/PPkPzwc+j0ouulWUR2ePzvT17ote0jP78Gxq6yjQhd0tdkYkotUbzByNUBNp8/PQ67TkpKeh12nR5otRUKqTQqHA3d0dpbLyR3W6fPkyAEOGDMHd3R2NRlOh7Wi19y7mXZXHURuV5Zzdi42NDc7Ozve9nfnz5zNs2DBsbGyKTJ8wYQI3btwo8vjiiy/ue3/29vZ18oK4UEFBQaVsJy0tja5du7Jy5UreeecdTp48yd69exk+fDhvvfUW6enplbKf2mjMmDGsXr2alJSU+96WSDzUEavCViEh0cOzB40dGlfvzn17G3+aeVjNe7FUWvJjnx9p49qGzIJMJgZP5ELqBXOHJdQRSrmSNRFrSpz3a8SvNHNqVn0tkeqgmR1nYqm05GTiSf6J+sfc4VTIQz6OOFmrSc/Vcizm/j/AhbpFV1DA0Q1rWfDS86bHsY1r0VXSF+uSBAUFMXXqVKZOnYq9vT0uLi588MEHRZJ7q1aton379tja2uLu7s5zzz1HYqJxdJaYmBh69TK2fHR0dEQmk/Hiiy8CYDAYmDdvHo0aNcLS0pLWrVvz119/mbZb2Jpg586dtG/fHisrK7p27UpkZCRgvIM4a9Yszpw5Y7oDvHz5ciRJ4uOPP8bb2xuNRoOHh0eRu8e3S09PR6FQcPz4cVNMTk5OdO7c2bTML7/8gpeXl+l4Cu8s3+3YCrf11ltv4eTkhLu7Ox9//HGp5/njjz9m8ODBAMjlcmQymWkbn3zyCZ6enmg0Gtq0acPWrVtN6xXG8/vvv9OzZ08sLCxYvdrY5WzJkiUEBARgYWFBs2bN+Omnn4qtd/sd8o0bN9KkSRMsLCzo1asXK1asKNKao/CO7bZt2wgICMDGxoaBAwdy48aNUo8LYM+ePXTs2BGNRkP9+vV5++230emMdWw2bdqEg4MDer0egNOnTyOTyXj77bdN648fP57nn3++XDGU5djvPGexsbEMHjwYR0dHrK2tad68OVu2bCmy3RMnTpT4Wix8Dm+/Q1/YhWHWrFm4urpiZ2fHpEmT7nohrNfr+euvv0yvhdtZWVnh7u5e5GFnV/IIT+VxZ1eLoKAgpk+fXupr97nnnmP48OFFtqHVanFxcWHlSuOoeVX13gaIi4tjyJAh2NjYYGdnxzPPPENCwn+tBAufhyVLltCoUSMsLIzDjv/111+0bNkSS0tLnJ2d6du3L9nZ2WU+T++++y4xMTEcOXKE0aNHExgYSNOmTZkwYQKnT58uliiqiLNnz9K7d29TjC+99BJZWVkAnDt3DrlcTlKSsStmSkoKcrmcZ5991rT+7Nmz6d69O3Dvc1xow4YNtGvXDgsLCxo3bsysWbNM70+Aixcv0qNHDywsLAgMDCQ4OLhY3M2bN8fDw4P169ff9zkQiYc6IDUvlQ2XNgDwYvMXqz+AwsTD5Z1Qw+9EWqms+KnvT7RwbkFafhoTtk8gKj3K3GEJdUBmQaappcOdMgoyyNRmVnNEdYu7tTsTW00E4KvjX5GeX/vuPijkMno3cwNEd4u6TpIktHl5ZX7k5+Zw5O8/Obz2V/JvfVnOz87m0F+/cnTDn+Tn5JR5W+VtEbRixQqUSiVHjx7lu+++4+uvv2bJkiWm+Vqtlk8//ZQzZ87w999/ExMTY7oA9/LyYu3atQBERkZy48YNvvvuOwDmzZvHypUrWbhwIefPn+fVV1/l+eefZ8+ePUX2/9577/HVV19x/PhxlEolY8eOBWD48OG8/vrrNG/e3HQHePjw4axdu5ZvvvmGRYsWcfHiRf7++29atmxZ4rHZ29vTpk0bQkJCAOMXf5lMxqlTp0xf+Pfs2UPPnj2LrXu3Yys8b9bW1hw5coQvvviCTz75pMQv7WBspr9s2TIA07GAsRn8V199xf/93/8RGhrKgAEDePzxx7l4sWiXsrfffpsZM2YQHh7OgAEDWL16NR9++CFz5swhPDycuXPn8sEHH7BixYoS9x8dHc3TTz/NE088wZkzZ5g4cSLvvfdeseVycnL4v//7P1atWsXevXuJi4vjjTfeKHGbANeuXeORRx6hQ4cOnDlzhgULFvDzzz8ze/ZsAB5++GEyMzM5deqU6Vy7uLiYno/CaUFBQWWOoazHfuc5mzJlCvn5+ezdu5ezZ8/y+eefF7uYLO21WJqdO3cSHh5OSEgIv/76K+vWrWPWrFmlLh8aGkp6ejrt27e/63ar2t1euyNHjuSff/4xvT8Atm3bRk5ODk8++SRQde9tg8HAkCFDSElJYc+ePQQHBxMVFVUsEXLp0iXWrl3LunXrOH36NDdu3GDEiBGMHTvW9HwMHTrU9L+w8CI9JiamxPNhMBj47bffGDlyJB4eHsXm29jY3HfroezsbAYMGICjoyPHjh3jzz//ZMeOHUydOhUwXtw7OzubzuG+ffuK/A3F3ytw99fsvn37eOGFF5gxYwZhYWEsWrSI5cuXM2fOHNNxDx06FLVazZEjR1i4cCEzZ84sMf6OHTuyb9+++zoHAEjCPaWnp0uAlJ6ebu5QSrTg9AKpxfIW0jP/PCMZDIbqD6AgR5I+dZOkj+wkKSGs+vdfAWl5adKwjcOkFstbSL1+7yXFpMeYOyShlsvX5Utd13SVWixvUezRdU1XqUBXYO4Qa70CXYH0+PrHpRbLW0ifHvrU3OFUyLZzNySfmZukrvN2muf/9QOmOj6/c3NzpbCwMCk3N9c0rSA3V/q/Zx4t0+PHcSOkgtxcaf6YZ0qcP3/MM1JBbq7047gRZdpewW1x3EvPnj2lgICAIq/FmTNnSgEBAaWuc+zYMQmQMjMzJUmSpN27d0uAlJqaalomLy9PsrKykg4ePFhk3XHjxkkjRowost6OHTtM8zdv3iwBpnP50UcfSa1bty6yja+++kpq2rSpVFBQtv+pr732mvToo49KkiRJ3377rTR8+HCpdevW0r///itJkiT5+flJ//vf/yRJkqTo6GgJkE6dOlXqsUmS8bx17969yLQOHTpIM2fOLDWO9evXS3d+7fbw8JDmzJlTbDuTJ08uEs+3335bZBlfX19pzZo1RaZ9+umnUpcuXUo8jpkzZ0otWrQosvx7771X5NiWLVsmAdKlS5dMy/z4449SvXr1Sj2md999V/L39y/y+vnxxx8lGxsbSa/XS5IkSe3atZO+/PJLSZIk6YknnpDmzJkjqdVqKTMzU7p69aoESBcuXChzDGU99jvPWcuWLaWPP/64xOOoyGtx9OjRkpOTk5SdnW2atmDBgiLHfqf169dLCoWi2P/+nj17SiqVSrK2ti7y+OWXX4ocU+Hzeee6M2bMKHF/hXEOGTKkyPJ3e+1qtVrJxcVFWrlypWn+iBEjpOHDh0uSVLXv7e3bt0sKhUKKi4szTTt//rwESEePHjWtp1KppMTERNMyJ06ckAApJqbk7/JHjhyR/P39patXr5Y4PyEhQQKkr7/+usT5tyvtudJoNJK9vX2p6/3vf/+THB0dpaysLNO0zZs3S3K5XIqPj5ckSZKGDh0qTZkyRZIkSXrllVekN998U3J0dJTCw8OlgoICycrKStq+fbskSWU7x3369JHmzp1bJI5Vq1ZJ9evXlyRJkrZt2yYplUrp2rVrpvn//vuvBEjr168vst6rr74qBQUFlXhsJX0Glka0eKjl8vX5/BrxKwCjA0ebmu9VK5Ul+HQ1/l4Dh9Usib3GnkX9FtHEsQlJuUmM2zaOq5mVU7FVePBcz7rO8fjjpY4mM7LZSHQGMYTi/VIpVLzf+X0A/oj8g/PJ580cUfk93MQVC5Wca2m5hN8QrWAEsHZwJCcjzdTS4U752dnkZKRj7eBYJfvv3Llzke8OXbp04eLFi6bm8SdOnGDw4MF4e3tja2trah0QFxdX6jYvXbpETk4O/fr1w8bGxvRYuXKlqdZBoVatWpl+r1+/PoCpK0dJhg0bRm5uLo0bN2bChAmsX7++SNPhO/Xs2ZP9+/ej1+tNdwyDgoIICQnh+vXrXLp0qdhdxLK4Pe7C2O8W950yMjK4fv063bp1KzK9W7duhIeHF5l2+x3y7OxsLl++zLhx44qc29mzZxc7t4UiIyPp0KFoQeOOHTsWW87KygpfX98yH1N4eDhdunQp8vrp1q0bWVlZpir4PXv2JCQkBEmS2LdvH0OHDiUgIID9+/ezZ88ePDw8aNKkSZliKM+x39mqYPr06cyePZtu3brx0UcfERoaWux4yvtabN26NVZWVqa/u3TpQlZWFleuXClx+dzcXDQaTYnf1UeOHMnp06eLPB5//PFS930/7vbaVSqVPPPMM6YuPdnZ2WzYsIGRI0cCVfveDg8Px8vLy9T1CSAwMBAHB4ci7wkfHx9cXV1Nf7du3Zo+ffrQsmVLhg0bxuLFi0lNTTXN79ixIxERETRo0KDE/UrlbCVW0nP1ySef3HWd8PBwWrdujbW1tWlat27dMBgMpu4Rhe8VMLZu6N27Nz169CAkJIRjx46h1WqL/b+42zk+c+YMn3zySZHnqbCWSE5Ojul8397Ko0uXLiXGb2lpSU5OThnPUOlE1Zla7p/L/5CSl0J96/r0a9jPfIH49jEOqXl5F3Sdar44ysHRwpHF/RYzZtsYotOjGb99PMsGLKO+TX1zhybUIlczrzJu2zg0Sg0rB65Ehow1EWvIKMjATm3HyGYjGddqHBpFxQqJCUV1cO/Ao40fZXPUZmYfms0vj/yCQq4wd1hlZqlW0N3PlR3hCQSHJRDocf99eIWaR6nRMH3FX/de8Ba5UoHG2rrE5IPG2hobJyeem/1VmfddWQqbBxc273d1dSUuLo4BAwbctS97YTPtzZs3F/uyf2dRRZXqv2K7t9c+KI2XlxeRkZHs2LGD4OBgJk+ezJdffsmePXuKbKtQjx49yMzMNBWLmzt3Lu7u7nz22We0bt262IVvWd25L5lMdte478ftFyuF53bx4sV06tSpyHIKxf39LyzpmMp7UXanoKAgli5dypkzZ1CpVDRr1syU+ElNTS3WzeVuMZTn2G8/Z2CsJTFgwAA2b97M9u3bmTdvHl999RXTpk0rcd9leS2Wl4uLCzk5ORQUFKBWq4vMs7e3x8/Pr8T1Cms9lFTgMC0tDXt7+3LFca/X7siRI+nZsyeJiYkEBwdjaWnJwIEDgap9b5fVnc+tQqEgODiYgwcPsn37dubPn897773HkSNHaNSo0T235+rqioODAxEREWXaf0nPlZubW9kPoBSFI2ZcvHiRsLAwunfvTkREhOm9UljL4XZ3O8dZWVnMmjWLoUOHFttXYW2MskpJSSmS7Kko0eKhFjNIBlaGGQu9PB9g5kr5hXUeYg+ANtd8cZSTs6UzS/ovwdvWm2tZ1xi3fRyJOWW/YyE82OIy4hizbQzXs69jkAzoDDrGthhLyDMh7Bm+h5BnQhjTYoxIOlSyN9q/gY3KhnPJ51h7ca25wym3/s2Nw2puD4s3cyRCVZHJZKgsLMr8MOj1tBtU8t3NdoMex6DXl3lb5W35eOTIkSJ/Hz58mCZNmqBQKIiIiCA5OZnPPvuMhx9+mGbNmhW7Y1l4AVXYQgKMdyk1Gg1xcXH4+fkVedx+N/Ne1Gp1ke0WsrS0ZPDgwXz//feEhIRw6NAhzp4teZhsBwcHWrVqxQ8//GC68O3RowenTp1i06ZNJdZ3uNuxVRY7Ozs8PDw4cOBAkekHDhwgMDCw1PXq1auHh4cHUVFRxc5taRdZ/v7+pgKbhY4dO3bfxxAQEMChQ4eKJCcOHDiAra0tnp6ewH91Hr755hvTuS5MPISEhJSrtUlFjv12Xl5eTJo0iXXr1vH666+zePHi8h3wHc6cOUNu7n/feQ8fPoyNjU2pr/HC4pRhYeUbVc3JyQkXFxdOnDhRZHpGRgaXLl2iadOm5Qv8Hrp27YqXlxe///47q1evZtiwYaYL3Kp8bwcEBHDlypUiLUbCwsJIS0u763sCjP9zu3XrxqxZszh16hRqtbrMxRALiziuXr2a69evF5uflZV111ZVZREQEMCZM2eKFLw8cOAAcrkcf39/AFq2bImjoyOzZ8+mTZs22NjYEBQUxJ49e8r9XgFo164dkZGRxZ4nPz8/5HK56XzfXrz18OHDJW7r3LlztG3btvwHfgeReKjF9l3dR3R6NLYqW55q+pR5g3ELAFsP0OVB3CHzxlJOblZu/DzgZxrYNOBK5hXGbx/Pzdyb5g5LqOFi0mMYs20M8dnxNLJvxLIBy3CxcsFSZYlKocLJwgmVQoWlytLcodY5LpYuTG1rbFn13cnvSMmrXSNE9GnmhlwG569ncC2t9iRqhaqj0ljQccgwujw9As2tu3kaa2u6PD2CjkOGodKU7+5UecTFxfHaa68RGRnJr7/+yvz585kxYwYA3t7eqNVq5s+fT1RUFBs3buTTTz8tsr6Pjw8ymYxNmzaRlJREVlYWtra2vPHGG7z66qusWLGCy5cvc/LkSebPn19qAcSSNGzYkOjoaE6fPs3NmzfJz89n+fLl/Pzzz5w7d46oqCh++eUXLC0t8fHxKXU7QUFBrF692nTh6+TkREBAgGnkg9KUdGyV6c033+Tzzz/n999/JzIykrfffpvTp0+bzn9pZs2axbx58/j++++5cOECZ8+eZdmyZXz99dclLj9x4kQiIiKYOXMmFy5c4I8//jCNInA/XXQnT57MlStXmDZtGhEREWzYsIGPPvqI1157DbnceInh6OhIq1atWL16tenCqUePHpw8eZILFy7c9fxXxrEXeuWVV9i2bRvR0dGcPHmS3bt3ExAQUKHjLlRQUMC4ceMICwtjy5YtfPTRR0ydOtV07HdydXWlXbt27N+/v9i8nJwc4uPjizxu7y7w2muvMXfuXFavXs3ly5c5evQoI0eOxNXVtcQ72vfrueeeY+HChQQHB5u6WQBV+t7u27cvLVu2ZOTIkZw8eZKjR4/ywgsv0LNnz7sW5Dxy5Ahz587l+PHjxMXFsW7dOpKSksr1/M6ZMwcvLy86derEypUrCQsL4+LFiyxdupS2bdve93t/5MiRWFhYMHr0aM6dO8fu3buZNm0ao0aNol49480ImUxGjx49irxXWrVqRX5+Pjt37iz3e+XDDz9k5cqVzJo1i/PnzxMeHs5vv/3G++8bu6z27duXpk2bMnr0aM6cOcO+fftKLTp74sQJ+vfvf1/nABDFJcuiphaXfPHfF6UWy1tIXx37ytyhGK2fbCwwufVdc0dSIVczr0p9/+wrtVjeQnri7yeklNwUc4ck1FCX0y5LvX7vJbVY3kIasn6IlJSTZO6QHjhavVZ6euPTUovlLaT3979v7nDK7ekFBySfmZuk5QeizR1KnWau4pIVVZCXK+m0BVJ2epqk0xZIBXn3v8276dmzpzR58mRp0qRJkp2dneTo6Ci9++67RYrfrVmzRmrYsKGk0WikLl26SBs3bixW6O6TTz6R3N3dJZlMJo0ePVqSJEkyGAzSt99+K/n7+0sqlUpydXWVBgwYIO3Zs0eSpJILN546dUoCpOjoaEmSjIXsnnrqKcnBwUECpGXLlknr16+XOnXqJNnZ2UnW1tZS586dixRYK0lhYccFCxaYps2YMUMCpIiICNO0kor4lXRsJRX0GzJkiGn+3WK4nV6vlz7++GOpQYMGkkqlKlL0srR4Cq1evVpq06aNpFarJUdHR6lHjx7SunXrSl1vw4YNkp+fn6TRaKSgoCBpwYIFRQrRLVu2rFhxvJJivlNISIjUoUMHSa1WS+7u7tLMmTMlrVZbZJnCcx0eHm6a1rp1a8nd3b3IcmWNobzHLkmSNHXqVMnX11fSaDSSq6urNGrUKOnmzZuSJJXttVhScckhQ4ZIH374oeTs7CzZ2NhIEyZMkPLy8u56vn766Sepc+fORab17NlTAoo9BgwYYFpGp9NJ33//vdSyZUvJyspK8vT0lIYPH26KrzQlFZcsy2s3LCxMAiQfH59ixTCr6r0tSZIUGxsrPf7445K1tbVka2srDRs2zFR8UZJKLkoZFhYmDRgwQHJ1dZU0Go3UtGlTaf78+ab5hfHc61ylpaVJb7/9ttSkSRNJrVZL9erVk/r27SutX7/edA5KK+ZZ0mv3TqGhoVKvXr0kCwsLycnJSZowYYKpSG+hb775RgKK/B8YMmSIpFQqiyxblnMsSZK0detWqWvXrpKlpaVkZ2cndezY0VRMV5IkKTIyUurevbukVqulpk2bSlu3bi1WXHLNmjWSv79/qcdVns9AmSTV8PEPa4CMjAzs7e1JT0+vlDF1K8P5m+d5dvOzKGVK/n3qX9yt3c0dEpz9C9aOA7dAmFy7Wj0UisuIY8zWMSTmJtLMqRlL+i/BXlO+vnNC3XYp9RLjt48nOS+ZJo5NWNxvMc6WzuYO64F0OvE0o/4dBcDKQStp63b/zQCry+K9UczZEk43P2dWj+9s7nDqrOr4/M7LyyM6OrrImPK1RVBQEG3atOHbb781dyhCNZszZw4LFy4stRCicHcvvvgiaWlp/P333+VaLzc3F39/f37//fdSC/kJlWvZsmXMnTuXsLCwEuvACHfXuXNnpk+fznPPPVfi/PJ8BoquFrXUivPG5kyDGg2qGUkHgMa9ABkkhkHGjXsuXhN523mzeMBinC2ciUiJYGLwRDILROV5wehC6gXGbR9Hcl4y/o7+/Nz/Z5F0MKM2bm14qomxm9nsw7Nr1cgh/QKNTSuPRKWQnqs1czSCINR1P/30E8eOHSMqKopVq1bx5ZdfMnr0aHOH9cCxtLRk5cqV3LwpuvRWly1btjB37lyRdKiAmzdvMnToUEaMKHnUtvISiYda6FrWNbbHbgdgdPMa9KFh7QwebYy/X95l1lDuR2P7xizuvxgHjQPnk8/z8o6XydaWPMyZ8OCITIlk3LZxpOSlEOAUwM8DfsbRomqGtxPKbka7Gdhr7LmQesE0tHBt0NDFmiZuNugMEiGRoqCtIAhV6+LFiwwZMoTAwEA+/fRTXn/9dT7++GNzh/VACgoKYvDgweYO44Hx559/MmzYMHOHUSu5uLjw1ltv3VctmNuJxEMt9EvYL+glPV3qd8Hfyd/c4RTl28f4sxYnHgBjE/r+i7FT23Em6QxTdk4hR3v/49cKtVNYchjjto8jLT+NFs4tWNx/seiCU0M4WjjySrtXAPjx9I+1alQa0+gW5xPMHInwoAoJCRHdLB4Q33zzDdevXycvL48LFy7wwQcfoFQqzR1WrbV8+fJyd7MQhAedSDzUMhkFGay7uA6oYa0dCvndSjxE7YYqGs+6ujRzasb/+v0PG5UNJxJOMH33dPJ0eeYOS6hm526eY/z28aTnp9PKtRX/6/8/kXSoYYY2GUorl1Zka7P5v2P/Z+5wyqxfoLGbXEhkIvm6yh+uTxAEQRAEoaYQiYda5q8Lf5Gjy8HPwY+uHl3NHU5xnh1AbQs5yXDjtLmjuW/NXZqzoO8CrJRWHLlxhFdCXqFAX2DusIRqcibpDBO2TyCzIJO2bm1Z1HcRtmpbc4cl3EEuk/N+5/eRy+T8G/Mvh2+UPA51TdOqgT1uthqyC/Qcupxs7nCE+yRqdQuCIAgPmvJ89onEQy2i1WtZHbYagBebv1hp/W0qlUIFjXoYf6/l3S0KtXFrw499fsRSacmBawd4fc/raA2iGFxddyrxFBODJ5KlzeKheg+xsO9CbNQ25g5LKEWAcwDP+j8LwJzDc2pFglAul5mKTG4PE90taqvCgmU5OaI7niAIgvBgKfzsK0vxTtG5qxb5N+ZfEnMTcbN045FGj5g7nNL59oLIzcbEQ483zB1NpWjv3p7ve3/P1J1TCbkSwsy9M/mixxco5eItVBcdjz/O5J2TydXl0tG9I/N7z8dKZWXusIR7mNp2KttithGTEcPKsJWMbzne3CHdU7/Aeqw+EseOsARmD2mBXF4DE8rCXSkUChwcHEhMNNYXsbKyqpk3BgRBEAShkkiSRE5ODomJiTg4OKBQKO65jrhqqiUkSWL5+eUAjAgYgUpRg4eEKazzcOUI5GeCpm40Te9cvzPf9vqW6bumExwbzHv732Nu97ko5Pd+owm1x7H4Y0zZOYVcXS6d63fm+97fY6m0NHdYQhnYqm15vf3rvLv/XRadWcSgRoNoYNPA3GHdVRdfZ2w0ShIz8wm9lk4bLwdzhyRUgLu7sV5HYfJBEARBEB4EDg4Ops/AexGJh1ri0PVDXEy9iKXSkmFNa/iQME6NwbERpEZD9D5oVoNbZ5RT9wbd+Troa17d/Spboregkqv4pNsnyGWi11JdcOj6Iabvmk6ePo9uHt34tte3WCgtzB2WUA6PNX6MdRfXcTzhOJ8f/Zzve39v7pDuSqNU0NPflc2hN9h+Pl4kHmopmUxG/fr1cXNzQ6sVXfEEQRCEuk+lUpWppUMhkXioJVaErQDgqSZP1Y6K+r694fjPxu4WdSjxABDkFcQXPb/gzT1vsuHyBtQKNR90/kA0ra3lDlw7wIzdM8jX5/Nwg4f5ptc3aBQac4cllJNMJuP9zu/z9Man2X1lN3uu7KGnV09zh3VX/QPrsTn0BsFhCbw1sJm5wxHug0KhKNeXMEEQBEF4UIjbtLVAZEokB68fRC6T83zg8+YOp2wKu1tc3mneOKpIP59+zOk+Bxky/rzwJ58d/UxUNK/F9l7dy/Rd08nX5xPkGcS3vb4VSYdazNfBl1GBowCYd3RejR8GN8jfDaVcxsXELKJvZps7HEEQBEEQhEonEg+1wMqwlYDxYrem91c2afgwyJWQEgUp0eaOpko82vhRPun2CQBrItbw9YmvRfKhFgq5EsIru1+hwFBAH+8+fB30NWqF2txhCfdpUutJ1LOqx7Wsayw5u8Tc4dyVvaWKTo2dAAgOizdzNIIgCIIgCJVPJB5quITsBLZEbQGMQ2jWGhZ24NnR+HsdGVazJE/4PcGHXT4EYPn55cw/Nd/MEQnlsTN2J6+GvIrWoKWfTz++7PllzS7cKpSZlcqKmR1nArD03FJiM2LNHNHd9Q80FmYKFsNqCoIgCIJQB4nEQw23JmINOknHQ/UeooVLC3OHUz6+vY0/63DiAWBY02G80/EdABafXczCMwvNHJFQFttjtvPGnjfQGXQMajiIL3p8gUoukg51SV/vvnRr0A2tQcvcI3NrdIukvoH1ADgRm8rNrHwzRyMIgiAIglC5ROKhBsvWZvNn5J9ALWvtUMjvVuIhei/o63aV7+cCnuON9m8A8OPpH1l6bqmZIxLuZmv0Vt7a+xY6ScejjR9l7sNzUcpFrd26RiaT8W7Hd1HL1Ry8fpDtsdvNHVKpGjhY0tzDDoMEu8LFkIyCIAiCINQtIvFQg627uI5MbSYN7RrSw7OHucMpv/ptwNIJ8jPg6nFzR1PlRjcfzfS20wH45sQ3rApbZeaIhJJsitrEzH0z0Ut6Hvd9nDnd5oikQx3mbefN2JZjAfji2Bdka2tu8cbC7hbbRXcLQRAEQRDqGJF4qKF0Bh2/hP0CwAvNX0Auq4VPlVwBjYOMv9fR0S3uNKHVBCa1ngQYL3J+j/jdzBEJt9twaQPv7nsXg2RgaJOhfNrtUxRyMfRdXTeuxTg8bTxJzEms0V2h+t3qbrH/UhK5BXozRyMIgiAIglB5auHV7INhR+wOrmdfx8nCicGNB5s7nIozDatZt+s83G5y68mMbWG8wzr7yGzWXVxn5ogEgPUX1/PBgQ+QkBjWdBgfdfmodib0hHKzUFrwTidjHZZVYau4mHrRzBGVLKC+LQ0cLMnTGth7Mcnc4QiCIAiCIFQa8a27BpIkiWXnlwHwbLNnsVBamDmi+9C4l/HntZOQk2LeWKqJTCbjlXav8HzA8wCsOL+CuIw4tHotKbkpaPVacrW5Zo7ywfLnhT/58OCHSEg86/8sH3T+QCQdHjA9PHvQx7sPeknP7MOza2ShSZlMRv/mxlYPYnQLQRAEQRDqEvHNuwY6nnCcsOQwNAoNw/2Hmzuc+2PfAFwDAAmiQswdTbWRyWS81eEtJreezLKBy9h4eSNBfwTR84+eBP0RxLJzy8jXi8r11eG3iN/45NAnADwf8DzvdnoXmUxm5qgEc5jZYSaWSktOJp7kn6h/zB1OiQq7W+wMT0CnN5g5GkEQBEEQhMohEg810IrzKwAY4jsEJwsnM0dTCUzdLR6MOg+FZDIZo5uPZk34GhaFLiKjIAOAjIIMFoQu4OfQn0XLhyq2Onw1c47MAWB04Gje6vCWSDo8wOrb1OelVi8B8NXxr0zvyZqkY0Mn7C1VpOZoORGbau5wBEEQBEEQKoVIPNQwUelR7Lm6BxkyRgWOMnc4lcP3VneLy7uhBjZvrkoquYpfI34tcd7qiNViNIUqtOL8Cj47+hkAY1uM5fX2r4ukg8DowNE0sm9ESl4K80/ON3c4xSgVcvo0cwNEdwtBEARBEOoOsyYe5s2bR4cOHbC1tcXNzY0nnniCyMjIIsvk5eUxZcoUnJ2dsbGx4amnniIhoeiXsbi4OB599FGsrKxwc3PjzTffRKfTFVkmJCSEdu3aodFo8PPzY/ny5VV9eBWy8vxKAHp59aKhfUPzBlNZfLqBQgMZ1yAp8t7L1yGZBZml3lXNKMggMTeRuUfmsvHyRtLz06s5urpr6bml/N/x/wNgQssJvNLuFZF0EABQKVS83+l9AH6P/J3zyefNHFFxhd0tgsMTamQtCkEQBEEQhPIya+Jhz549TJkyhcOHDxMcHIxWq6V///5kZ/83zvqrr77KP//8w59//smePXu4fv06Q4cONc3X6/U8+uijFBQUcPDgQVasWMHy5cv58MMPTctER0fz6KOP0qtXL06fPs0rr7zC+PHj2bZtW7Ue773czL3JP5eN/Y5HNx9t5mgqkcoSfLoaf3/AulvYqm2xU9uVOM9ObYejxpGt0Vt5b/97BP0exMTgifwR+Qc3c29Wc6R1x+LQxXxz4hvAOMLItLbTRNJBKKJj/Y480ugRJCRmH5qN3lCzhq7s0dQVtVJObHIOFxKyzB2OIAiCIAjCfZNJNeh2SlJSEm5ubuzZs4cePXqQnp6Oq6sra9as4emnnwYgIiKCgIAADh06ROfOnfn333957LHHuH79OvXqGe8SLVy4kJkzZ5KUlIRarWbmzJls3ryZc+fOmfb17LPPkpaWxtatW+8ZV0ZGBvb29qSnp2NnV/JFZGX44dQPLApdRCuXVvzyyC9162Lp4HzY/j749YXn15o7mmqTq81l2bllLAhdUGzey61e5plmz/BH5B/siNtRZIg/GTLaurWln08/+nj3ob5N/eoMu9ZacGYBP53+CYCpbaYysfVEM0ck1FRJOUk8/vfjZGmz+KDzBzzj/4y5Qypi7PJj7IpI5I3+TZnau4m5w6m1quvzWxAEQRCEu6tRNR7S041NzZ2cjAUVT5w4gVarpW/fvqZlmjVrhre3N4cOHQLg0KFDtGzZ0pR0ABgwYAAZGRmcP3/etMzt2yhcpnAbd8rPzycjI6PIo6rl6nL5PfJ3wNjaoU4lHQB8bxWYjDkA2jzzxlKNLFWWjGs1jpdbvWxq+WCntuPlVi8zrtU4XCxdmNxmMuseX8c/T/zDK+1eoYVzCyQkTiae5PNjn9N/bX+e3fQsS84uISY9xrwHVENJksQPp34wJR1mtJshkg7CXblauTKlzRQAvjv5HSl5NWu4X1N3C1HnQRAEQRCEOqDGVLYzGAy88sordOvWjRYtWgAQHx+PWq3GwcGhyLL16tUjPj7etMztSYfC+YXz7rZMRkYGubm5WFpaFpk3b948Zs2aVWnHVhYbL20kLT+NBjYN6OPdp1r3XS3cAsC2PmTegLhD/xWcfABoFBrGtBjDhFYTyNRmYquyRWfQoVFoiizX0L4h41qOY1zLcdzIusGuK7sIjg3mZMJJzief53zyeb47+R1+Dn709elLX+++NHVsWveSVOUkSRLfn/qeJWeXAPBG+zfqVlcloco82+xZ/r70N5GpkXx74ls+6faJuUMy6RPghkwGZ66mE5+eh7u9hblDEgRBEARBqLAa0+JhypQpnDt3jt9++83cofDOO++Qnp5uely5cqVK96c36FkZZiwqOSpwFAq5okr3ZxYyGfj2Nv7+gNV5AGPLB5VChZOFEyqFCkuV5V2Xr29Tn5EBI1k+cDm7ntnFh10+pJtHN5QyJZfSLrHwzEKe/udpHl3/KF8f/5rQpFAMkqGajqbmkCSJr098bUo6zOwwUyQdhDJTypW839lYaHL9pfWcSjxl5oj+42ZrQVsvB8BYZFIQBEEQBKE2qxGJh6lTp7Jp0yZ2796Np6enabq7uzsFBQWkpaUVWT4hIQF3d3fTMneOclH4972WsbOzK9baAUCj0WBnZ1fkUZWOxR8jsyATO7UdT/o9WaX7MqvCxMOlXeaNo5ZxsXRhWNNhLOy3kJDhIcztPpfeXr3RKDRcybzCsvPLGLllJP3+6sfcI3M5Fn8MnUF37w3XQrnaXLR6LSm5KWj1WiJSIthzdQ8A73Z6l+cDnzdzhEJt08atDUObGAsWzz48u0a9d/oFGj/DRHcLQRAEQRBqO7N2tZAkiWnTprF+/XpCQkJo1KhRkfkPPfQQKpWKnTt38tRTTwEQGRlJXFwcXbp0AaBLly7MmTOHxMRE3NxujX0eHIydnR2BgYGmZbZs2VJk28HBwaZtmEuuNhelXIm3nTdbn9rKlcwrWKmszBpTlWrcC5BB4nnIjAdbd3NHVOvYa+wZ7DuYwb6DydHmsP/afnbE7mDP1T0k5iTya8Sv/BrxK44aR3p796aPdx861++MSqEyd+j3LV+fz9JzS1kTsYaMggzs1HaMaDaC5QOXc+TGEQY1GmTuEIVa6pV2r7AzbicXUi/wa8SvjAocZe6QAGOdh8+3RnDo8k0y8rTYWdT+97EgCIIgCA8ms45qMXnyZNasWcOGDRvw9/c3Tbe3tze1RHj55ZfZsmULy5cvx87OjmnTpgFw8OBBwDicZps2bfDw8OCLL74gPj6eUaNGMX78eObOnQsYh9Ns0aIFU6ZMYezYsezatYvp06ezefNmBgwYcM84q6Iqdr4+nyWhS4pcRD3X7DnGtxpfrO9/nbKoJ9w4DU8sgDbPmTuaOiNfn8+RG0cIjg1m95XdpOenm+bZqGzo6dWTvt596dagG5bKu3fzqIlytbksPbeUhaELi82b1GoSY1uMvWf3FUG4mz8v/Mknhz7BWmXNxic24mblZu6QAOj9VQhRSdnMH9GWwa09zB1OrSNGtRAEQRCEmsGsiYfSiuItW7aMF198EYC8vDxef/11fv31V/Lz8xkwYAA//fSTqRsFQGxsLC+//DIhISFYW1szevRoPvvsM5TK/xp0hISE8OqrrxIWFoanpycffPCBaR/3UtlfXO52EfVyq5cZ02JM3b2I2vkJ7PsKWg6Dp5aYO5o6SWfQcTzhODtid7ArbhdJuUmmeRYKC7o36E4fnz709OyJrdrWNK+wBU5mQSa2amMBzOp8HUqSRI4uh8yCTLIKssjSGh/5uny6e3an9x+9ySgoPsKMndqOkGdC6kSrjuqizdcjV8goyNWhtlRi0EuoNHWwtkw5GCQDz295nrM3zzKo0SC+6PGFuUMCYN6/4SzaE8XjrT34fkRbc4dT64jEgyAIgiDUDGZNPNQWlf3FRavXEvRH0IN5ERVzAJY/AlbO8MYlkNeIMiN1lkEyEJoUyo7YHeyI28G1rGumeUq5ks71OzPUbygPez7Mz2d/LtICZ2SzkYxrNa5MLXC0Bi3ZBdlkam9LGtyWPMgqyLrrvMK/JYr/O2ri0ITve3/PoHWld6XYM3wPThZOFTtJDxidVs+JrbGc3X2V/BwdGislrXp50m6gD0rVg518CEsOY8TmERgkA4v7L6Zz/c7mDokTsSk8teAQtholJz7oh1op/meWh0g8CIIgCELNUGOG03yQZBZklph0AMgoyCBTm4mToo5eRHl2ALUN5CRD/BnwuP87eOLubenkMjlt3NrQxq0Nr7d/nYiUCIJjg9kZt5Oo9Cj2X9vPM02fYcnZJSwKXWRaL6MggwWhC5CQ6OfTj/WX1pOlzSJbm12sRUJWQRZ5+rxKi1kpU2KjtsFaZY2t2pb6VvVxsXTBTm1XarLOVmVbwpaEO2nz9ZzcHsvxzTGmafk5Oo7d+rttf58H+r0T6BzIcP/h/BrxK3MOz2Hd4+vMngRu4+WIi42Gm1n5HIlO5uEmrmaNRxAEQRAEoSJE4sEMbNW2D+5FlFINjXpA5Ba4vOu+Ew86rfFCSty9vTeZTEaAcwABzgFMbzedqDRj4qGzR2feP/B+ieusiVjDmBZj2By1mdT81Hvuw1JpiY3KBhu1jfHn7b+rbbBV2ZoSCqbkgsq2yDIWCoti3bBytbmMbDaSBaELiu1zZLOR6Aw6s18g1gZyhYyzu6+WOC9091UeGtSwegOqgaa2ncr2mO3EZMSwImwF41uON2s8CrmMvgFu/HbsCsFhCSLxIAiCIAhCrSQSD2agM+ge7Iso397GxMOlXfDw6xXejLh7e38aOzSmsUNjUnJT7t4CpyCT8S3HU2AowEb1X0uE25MKtmpbrFRWqORV87q1VFkyrtU4AFZHrK5Qd5AHVXZ6PpdPJpIQnUGnxxuTn1PycJH5OToKcnVY2qqrOcKaxU5tx+vtX+fd/e+y6MwiHmn0CB425i3q2C+wninxMOvx5qXWRxIEQRAEQaipROLBDB74iyjf3safV45AfiZoKtbCQ9y9rRz3aoHjZOHEC81fMENkRWkUGsa0GMOEVhPI1GZiqzIWwKzz75cKyMvWEnU6iYvHErgWmYokgYWNiqCRzdBYKUtMPmislCg1CuKj0nFvbG+GqGuOxxo/xtqLazmRcILPj37Od72/M2s83fxcsFIruJGex7lrGbT0fLCfH0EQBEEQah9RpcpMCi+iQp4JYc/wPYQ8E8KYFmMejIsoZ19wbAgGLcTsr/Bm8rK197x7K9xbYQuckhS2wKkpLFWWqBQqnCycUClUdXf0lwrQ5uu5cCyezT+Fsuyt/exeFcHVCGPSoV4jO9oPaoheZ6BVL88S128Z5MmVsBTWfnGCfxedJS0xp5qPoOaQyWS83+l9lDIlu67sYu/VvWaNx0KloMetLhbBYfFmjUUQBEEQBKEiRIsHMyq8aCosJFmnu1fcybc3HF9qrPPgX/poBSUx6A2c3hFHyyCvu9+9VSu4eDwBv3ZuyOSiaXJpHvgWOLWYXmsgLiyZi8cSiA69ia7AYJrn3MCaJh3q4fdQPexd/0vQtBvoAxhbBRWpizLAh5Pb45DJIOpUEjGhN2nZy5P2gxpiYf0A/W+6xc/Rj1GBo1h2fhlzj8ylo3tHLJQWZounX2A9tp6PZ3tYAq/19zdbHIIgCIIgCBUhhtMsAzEcVxUI3wS/jwQnX5h+ssyrpSflELw0jIToDB55uSWJsZkc3xJTbLn2jzTE1duWfxeexc3Hlu7DmlDfz6Hy4q+DcrW5KOXKIt0YRIuCmsdgkLgWmcrF4wlEnUoqknizc7GgSYd6NOlQD2cPm1K3cbeRYJKvZ3Fw7SXizqcAoLFW0uHRRrTo2QCF4sFqJJejzeHxvx8nISeBia0mMrXtVLPFkppdQPs5O9AbJPa91QsvJyuzxVKbiM9vQRAEQagZROKhDMQXlyqQlw6fNwJJDzPOGLte3IUkSUQcusG+3y+izdejtlTSb2wAns2cOLk1tvjd24E+XDgaz/4/L6HN0wPQpL0bnZ/0xc5ZXEwLtYskSSREZ3DhWAKXTiSSm1Fgmmdtr8avvTHZ4OZjW2mFB+POJ3Ng7SVSrmcD4FDPiq5DfWnYyuWBKm64PWY7r+95HZVcxfoh6/Gx8zFbLM/+7xCHo1L44LFAxnVvZLY4ahPx+S0IgiAINYNIPJSB+OJSRZYOhLhD8Ng30H5sqYvlZWkJWR3B5VNJAHg0caDPiwGmBMLd7t7mZBRwZGMUYQeugwQKlZy2/bxp298btYXoaSTUXJIkkXwti4vHErl4PIHM5DzTPI21Et92bjRtX4/6TRyQV1FXIoPeQPjBGxzZGEVuphaABv4OdHuqCa7edXjY39tIksTLO17mwPUDdPPoxoK+C8yWePl5fzSfbgqjUyMnfp/YxSwx1Dbi81sQBEEQagaReCgD8cWliuz5EnbPhmaPwbOrS1zkSngKO5eHkZ1egFwuo9OQxrTp513uC62kK5ns/+Mi1y+mAca7xJ2f9MW/o7uo/yDUKGmJOVw8lsDFYwmkxv9X4FGlUdCojQtN2tfDK9CpWrs9FOTqOLEtljM7rqDXGUAGzTq703mIL9YOdb8GSGxGLE9ueBKtQctXPb+if8P+ZonjSkoOD3+xG7kMTrzfD0frB3vo07IQn9+CIAiCUDOIxEMZiC8uVeTqCVjSGzR28FY0KP5rgaDT6jn8dxRndl4BjM28+49rfl93WSVJIvr0TQ6svUjGTePdYzcfW7o/05T6vmJ4OsF8slLzuHg8kUvHE0iMzTRNVyjl+LRwpkmHevi0dEalVpgxSshIzuXw31FcPJYAgFItp21/H9r28za1Mqqrfjz9IwvPLMTNyo2NT2zEWmVtljgGfruXiPhMvhrWmqceKnmEEuE/4vNbEARBEGqGCiUeGjduzLFjx3B2di4yPS0tjXbt2hEVFVVpAdYE4otLFTHo4UtfyE2FsdvAuzMAydeyCF56nuRrxr7lLXo0oOvTfpV20aXXGjiz6wrH/40pUv+hy1A/bJ3MV7VeeLDkZhVw+WQSF48lcP1SGtz6TyyTy/Bq5kiTDvVo1MYVjWXN6xIUH53OgT8vER+VDhhbEHUa4kuzznW3BVGeLo8nNjzBtaxrvNj8RV5v/7pZ4vh6eyTf77rEgOb1WDSqvVliqE3E57cgCIIg1AwVSjzI5XLi4+Nxc3MrMj0hIQFvb2/y8/MrLcCaQHxxqUJ/vgjn10OPt5CC3iV091UOrb+MXmfA0lZF71EBNGzlUiW7zsko4MiGy4QdvCHqPwiV5m41RwpydUSdSeLisUSuhqdgMPz377e+nz1N2tfDt50bVnY1vwm9JElcPpnEofWXTC2IXLxs6PZ0Ezz9Hc0cXdXYe3UvU3ZOQSlT8ufgP/Fz9Kv2GM5eTWfwD/uxVCk49WE/LFR1u6XJ/RKf34IgCIJQM5Tr6mrjxo2m37dt24a9/X/N0/V6PTt37qRhw4aVFpzwAPDtA+fXkx1+lJ3nznAlzDiEn09LZ3qPCqjSCzArOzW9RgXQIsjTVP/h+JYYwg9cF/UfhArRafWc3B7L2TtGWWnTz5sjG6I4v/86eq3BtLyrty1N2tfDr71brWttI5PJ8HvIjUatXAjdfZXjW6K5eSWLDd+colFrF7oO9cOhXt0a8rGHZw96e/Vm15VdzD4ym2UDllV7ockWDeyob2/BjfQ8Dly6SZ+AetW6f0EQBEEQhIooV4sHudxYzEwmk3HnaiqVioYNG/LVV1/x2GOPVW6UZibumFSh9GtEzRvD7vTJ5El2KFVyuj3tR/MeDar1C70kSUSdTuLg2kui/oNQIdp8Y9Lh+OaYYvPaP9IQV29b/l14Fod6VjTpUI+mHerVqQvz3MwCjm2K5ty+60gGCblcRoueDejwaCMsbFTmDq/SXM+6zpC/h5Cnz2Nu97kM9h1c7TF8uOEcKw/FMry9F58/3ara91+biM9vQRAEQagZKtTVolGjRhw7dgwXl6ppAl/TiC8uVaMgT8f+Py8SfuAGAK6uevpO7opTffMUbQPjHevQXVdF/Qeh3PQ6A8ve2k9+jq7YPI2Vkhc/60ZaUi7OHtZmG46xOqTcyObQukvEnE0GjMfe/pGGtAzyRKGsvpE4qtKSs0vYeHkjb7Z/k071O5FVkIWt2hadQYelyrLK97/vYhKjfj6Ki42aI+/2RSFaZpVKfH4LgiAIQs0gRrUoA/HFpfLFR6cTvDSMjKRcQKKd9Xo6dpeheHK+uUMDIDs9n6Mbo4rVf2g3wKfOV+8Xyi8vW4uuQM+Kdw6WuszYL7tjaVvzazdUlivhKRz46xLJ17IAsHe1pOtQPxq1can1iRetXku2Nptfwn/h14hfySjIwE5tx8hmIxnXahwaRdUOMVqgM/DQ7GAy83SsfbkLD/k4Ven+ajPx+S0IgiAINUOFK+jt3LmTnTt3kpiYiMFgKDJv6dKl9x2YUDcZ9AZObI3l2OYYJIOEjaOGvv1yabB3FUR7giRBDbgosbbXlFr/ocuTvjQV9R8EIDMlj9PBcUSdTuK5jzujsVKW2uJBXQNHp6hKXgFOPPNeByIO3eDIhijSk3L5d9FZ6vvZ031YE9x8au9FoM6gY3X4ahaFLjJNyyjIYEHoAgDGtBhTpS0f1Eo5vfzd2HjmOtvPJ4jEgyAIgiAINV6F2r3OmjWL/v37s3PnTm7evElqamqRhyCUJD0pl/VfneLoP9FIBokmHerx7AcdadC9Kyg0kHEVbl4wd5hFuHrZ8sRrbRk4sQV2LhZkpxewY3k4f31+nBuX080dnmAmqfHZ7FwZzi/vHyJ091WyUvNJiMmgZS/PEpdv1csTg/7Ba1wml8sI7ObByE860/6RhihVcm5cSufPecfZsSyMzJQ8c4dYIUq5kjURa0qctzpiNUp51SeZ+gUai0oGhyVU+b4EQRAEQRDuV4W+HS1cuJDly5czatSoyo5HqIMkSSLycDx7f7+ANk+P2kJBjxH++Hdyv7WECny6QFQIXNoJrv7mDLcYmUyGb1s3fFo4m+o/JMZmsu7LEzTpUI8uT/qK+g8PiKS4TE5sjeHyqSS4lUdo4O/AQwMa0qCpA+6N7ZABoXeMatFuoA/KB3jYQ7WFkk6PNyawuwdHNkQReSSeyCPxXDqZWCuHsM0syCSjIKPEeRkFGWRqM3FSVG0rhCB/V1QKGVE3s7mUmIWfm02V7k8QBEEQBOF+VOibXkFBAV27dq3sWIQ6KC9bS8jqSC6fTASgvp89fV8MxM7ljmbIvn2MiYfLu6DL5OoPtAyUKgXtBvjg39ndVP/h4rEEok4nifoPdZgkSVy/mMaJrbGm4V4BGrZy4aGBPrg3/m/UE6VKQdv+Pjw0qCEFuTrUlkoMeumBTjrcztbJgr5jAmnV25MDf10ydWEK23+dTkMa06xLfeSFXZgKckChhPws0NiAXgfqmjEKiK3aFju1XYnJBzu1HbYq26qPwUJFF18X9l5IYntYPH5uflW+T0EQBEEQhIqqUHHJmTNnYmNjwwcffFAVMdU4ojhVxVyNSGHH8nCy0/KRy2V0GNyIdgN8/ruwuF3CeVjQFZSWMDMGVDW/BUFSXCb7/zTWfwCwtleL+g91iCRJxJ5N5sTWGOKjjBeYMrmMJh3caNffB+cG4g7z/ZAkiejTNzmw7tKtIrPg3MCGbk/74dXEGu3NK8idvCjIzEFta4Uh5QoqFy9QVm3hxrLI1eay7NwyU02H273c6uUqr/FQaNXhWD74+xxtvR1YP7lble+vNhKf34IgCIJQM1Qo8TBjxgxWrlxJq1ataNWqFSpV0THav/7660oLsCYQX1zKR681cHjDZU7vuAKAQz0r+o0NvHsxOUmCr5pBVjy8sAEaB1VPsPdJkiSiTiVxcN0lMm4a+6u7+djS/Zmm1Pe1v8faQk1k0Bu4dDKRk1tjSb6WDYBCKSega33a9vcu3lpHuC96nYFze65xbHM0+Tk6HN2tGPpGW87susLZkOv/dVkJ8qBdvwYoFYDa/M9Bvj6fn0N/ZnXEatOoFiOajWBCqwlVPqpFofj0PDrP24lMBkfe6YObXc1P2FY38fktCIIgCDVDhRIPvXr1Kn2DMhm7du26r6BqGvHFpeySr2cRvDSM5KvGIfSaP+xBt6eblK0LwvqX4cwa6Dod+n9axZFWLp1Wb6z/sCUGbb4eoEj9B22+HrlCVqT5veiWUbPotHoiDsVzanusKYmkslDQokcDWvfxwtre/Hfa67K8LC3H1p/Ds5UnibGZHN8SU2yZDo8Y60GoLqwH2/rg2AjsPEBunvdSrjYXpVxJRkEGVkorDt44iJulGy1dW1ZbDEN+2M+Zq+nMfbIlz3Xyrrb91hbi81sQBEEQaoYK1XjYvXt3Zcch1HKSJHE25CoH111GrzVgYaOi96hmNGrtWvaN+PY2Jh4u7wJqV+Lh9voPRzZGEX6r/kPKjWyefL0dp3fEcVYUHKyRCvJ0nN97ndM748hJLwDAwkZF696etOjpiYW16h5bECpEkoyj2MQehLhDWMQe5GF7L/SBm9i5IrzEVUJDrvPQI43g+HKIO2icqFCDgzc4NjQmIhwbgtOtn44NQW1dZYdQ2J3C2dKZr49/zbLzy+jk3oklA5ZU2T7v1C+wHmeuphMcFi8SD4IgCIIg1Fi1p4y4UGNlp+eza0U4cbcK73k3d6b3C83Kf4fYtxcgg4RzkBkPtu73XKWmsbbX0HtUAC17erL/z4u06evF6eC4Indv83N0HNts/Lttf1GQ0lzysrSc2X3FlBACsHHU0KafN4HdPMTzUtn0Okg4a0w0xB6EuMOQc7PoMg4+FOTqTM/HnfJzdBTk6rFs8BBkJUBaHOgLIPmS8VESa7fbEhF3JCZs6oHsPuqxFBbAzEtnRNOnWBW+iiPxRziVeIq2bm0rvt1y6N/cnf/bfoEDl5PJytdhoxEf64IgCIIg1DwV+obSq1cvZHf5slbXuloIpYs6ncTuXyLIy9KiUMnp9pQfLXo2uOvro1TWLlC/Ndw4DZd3Q5sRlR5vdXH1tuWJ19qi10ml373dfZWHBjWs3sAEslLzOB18hfP7r6ErMADGOiTtBnjTtKM7CqXczBHWEdo8uHbC2DIh9hBcOQIFWUWXUVpAg/bg09U4pK5nR9QKFRorZYnJB42VErWlEgbMNj4Mesi4BinRkBoDqYU/Y4zT8tIgO9H4uHKkeIxKyztaSNyWmHDwvnshS10eHPgWjiyCvDTqWzgwxK8ta7Mvs+jMIhb2W1jBE1c+Tdxs8HG2IjY5h70XknikZf1q2a8gCIIgCEJ5VCjx0KZNmyJ/a7VaTp8+zblz5xg9enRlxCXUcNp8Pfv/vEjY/usAuHjZ0G9Mc5w87rNZs2/vW4mHXbU68QDGeifaPO1d797mpBcQfugGDm6WeDRxxMZR1BGoKmkJOZzcHkvk4XgMemNpGxcvGx4a2JDGbV1LHm1FKLu8DLhyFGIPQNwhY9JBX1B0GY09eHcC7y7GZINH22IX94Z8Pa16eZpaBd2uZS9PDHoJReEnl1xhTBA4eAM9i8eUm1o0EXF7ciL9KuhyISnc+ChGBnYNbiUiGhZNSjj5weEfYc/ntx1/GuMj9vK3lycHrh8gNCmUVq6tynTq7odMJqNfQD2W7I8mOCxBJB4EQRAEQaiRKpR4+Oabb0qc/vHHH5OVlVXiPKHuSIjJIHjpedITc0EGbft60+nxxihUlXCn2K8P7P/amHgwGEBeu+8+qy2Vd717a2Gj4mzIVfKytADYu1nSoIkDHk0dadBUJCIqQ9KVTE5ujeXyyUQKS+l6NHHgoYE+eAU6Vax1jgBZSf+1Zog9YOwiJRmKLmPtdqs1Q1djsqFe83sWglRpFLQb6AMYWwUV1kVpGeRJ695eKNXl+J9g6Wh8eJTQ7UFXAOlX/ktEpNzRWkKbDRlXjY/Y/f+tZ+UMr5w1tnS4g6dOz+CcfP62UrModBE/9vmx7LHeh/7N3VmyP5pdEYlo9QZUitr9f1MQBEEQhLqnQqNalObSpUt07NiRlJSUytpkjfAgV8W+czSGtIQctv98npTr2dg4aujzYiCe/o6Vt0NdAXzRyNgke+JeY9eLWkybr+fU9tgS7962f7QhAV3rczbkGtcvpJIUl8md70Z7V0saNC1MRDhg4yiGyyur6xfTOLE1lrjzyaZpDVs6025gQzHUaXlJkrGeQtytJEPsIUi+WHw5x4bg3fW/ZINT4wrXULjzf0/suWQO/32Ztv29CejqcX/Hcy+SBNk3i7aQKExMKFTw+Hz4ruTWDHFKJYO9PDFg4LfHfqO5c/OqjRXQGyQ6zNlBSnYBa8Z3oqufS5Xvs7Z4kD+/BUEQBKEmqdQqVIcOHcLCQlwY1RU6rZ6T22OLjMbQMsiTJ15ty4ltsbQf1LDyK/4r1dDwYbjwL1zaWesTD6Xdvb19VItuT/kBkJ+r48alNK5dSDMlItKTcklPyiXswA1AJCLuRZIkYs8lc3JrLDcupwPG616/9vVoN8AHF08bM0dYQ9xWFBELe2PhR7XVf/MNBrgZaRpxgtiDxloKd3JrbqzNUNiiwa7yEgKFxT0tbdWAsatManwO+/64SIOmjti5WFbavoqRycDG1fjw6lB8vr4ALByMNSTu4K204dFGg/gnejOLzizi+97fV12ctyjkMno3c+OvE1fZHpYgEg+CIAiCINQ4FUo8DB06tMjfkiRx48YNjh8/zgcffFApgQnmpc03Jh2O33anPj9HZxqdodPgRqiqqnq6Xx9j4uHyLnj4tarZRzVSqhS07e/DQ4Mamu7eGvRSsaE0NZZKGrZ0oWFL40VDWRIRdrcSEQ0ekETEnXfBDXoJlUaBwSBx+WQiJ7bGknzV2N1LrpQR0KU+bft7Y+9qdY8tP0DuKIqIhQN0mgjdXoHz6yBiizHZkHtHyzW50thlobA+g1cnsHKqtrDb9PMm5uxNblxKZ+eKcIa82tZ8dTn0OuM5u73GQ6FOE5kQ+CSborew+8puIlMi8Xfyr/KQ+gfW468TVwkOS+CjwYGiC5EgCIIgCDVKha4c7e2LNlOWy+X4+/vzySef0L9//0oJTDAvuULG2d1XS5x3NuQq7R9pWHU79+1t/Bl3GPKzQFP771LfefdWUYZ3XmmJiOsX0rh2KxGRkZRLRlIu4SUkIjyaOGDrVHcSESW1wGnVy5M2/bzZ+r9zXLk1nKtSo6BFjwa06eOFtYOokVFEQY4x6XBHUUT2fG6sz+DRBiI3G6crLY13+326GZMNnu1BfZ/FY8vBkJuLTKlEn5GBws4OdDr6jA7k99lHuX4xjTM7rtC2v3e1xVOE2uq/pOidCZyHX6OR0oKBDQfyb8y/LApdxNdBX1d5SA83ccVCJedaWi5hNzJo7iG6EwmCIAiCUHNUKPGwbNmyyo5DqGEKcnV3HY2hIFdnuoiudE6NwcEH0mIhZj/4D6ya/dQydyYiCnJ1XC9LIqKJg6l7xt0SEaW1JqgJSmuBc2xzDJIELXo0IDE2g9a9vWgZ5Fn5XYDqCoWyxKKIABxdDK9HwKAvoUE7YzcnhXnOoyE/n+QlS0hZ9QuGjAzkdnY4jRqF80sT6P5ME3aviuDwxst4BTqZr/uM0sLYSqTHG5CZYGz9kZlgnA681Ool/o35l+DYYC6mXqSJY5MqDcdSraC7nys7whMIDksQiQdBEARBEGqU+2orf+LECcLDjcOQNW/enLZtS6gcLtRK9xqNQW1ZRd0swNi/2rc3nFhm7G4hEg8lUpeQiLhxOZ1rF1K5diGNpNiM/xIRB28lIlwsTN0ybk9ElNaaoLAORVXS6w3o8vVob3voCvQU5OnRFRgw6A00but61xY4L37ejRfmdEVtUYWvy9rOYIDs5BLrEgDG6QXZ0Oml6oyqGENuLslLlnDzx5/+m5aRwc0fjSNE+I8bS/QZF2JCb7JjWRjD3m5fOSPqVERhXYwL2yBkLjRoDyP/AMDP0Y9+Pv0Ijg1mcehivuj5RZWH0795PVPi4ZW+Tat8f4IgCIIgCGVVoW/piYmJPPvss4SEhODg4ABAWloavXr14rfffsPV1bUyYxTMQKfV0zLI01TT4Xatenli0Etl6i5QYX59biUedlbhTuoWtaUSnxbO+LRwBkpIRMRlknEzj4ybN4okIvqPb0FM6M0iz3VhawKAtv19UKrlGHSSMTFQoEebd+tnYaLgjsRB4Tzd7X/nGRMKdy5n0N19YB0nD2vcG9vftQWONk9fdS1w6oL4c7DjY3hmRalFEbFwAAvzV/2XKZWkrPqlxHkpq1bhMmkivZ5vxm+fHiH5WhZHN0XR5Um/ao7yDo0ehi3JxkRpToqp9sXEVhMJjg1ma8xWJrWZRGP7xlUaRp9mbshlcP56BtfScmngUIUFOAVBEARBEMqhQpeO06ZNIzMzk/PnzxMQEABAWFgYo0ePZvr06fz666+VGqRQ/cIPXKdVL0/AeEe5uu+C06gHyBSQfAlSY8HRp2r3VweVJRFRkKfHqb41/3x/usRthO6+Stv+PiybeYDcjIIqjVcul6GyUKBUK1Bp/ntY2amxslObrwVObVaQDSHz4NBPIOkhZp+xRcOeEu6+d5poLJqoMF8CR5IkdKmpGDIySpxvyMhAn5mJlZMTQSOb8e/Cs5zcHodPSxc8/ByqN9jbufpDvRaQcA4iNkG7FwDwd/Knt1dvdl3ZxeLQxcx7eF6VhuFso+EhH0eOxaQSfD6eF7s1qtL9CYIgCIIglFWFvq1v3bqVHTt2mJIOAIGBgfz444+iuGQdkJaYw6G/owjbf4PHprWm/SN3H42hSljYg2cHuHLYeBex/Ziq32cdVywRkafj5tUs8nO0d21NkJtVgKWNypR4UCjlqDQKlBo5Ko0SlVqOykKB6lbCQFmYNFArSkwklDZdoSy9ubw2X0+rXp6mVhi3q5YWOLVRxBb49y1Iv2L8O+Bx8GgHjYMAWYlFEQvrE5hDXkQEST/+RIPPP0NuZ1di8kFuZ4fc2hpDQQGN27jSrIs7EYfi2bk8jOHvdzRvV5vmTxoTD+fWmRIPABNbT2TXlV1sid7CpNaT8LGr2iRq/0B3Y+IhPEEkHgRBEARBqDEq9C3NYDCgUhUvOqZSqTAYDPcdlGBeB/66hEEnYetkga2TBTKZrFyjMVQavz63Eg87ReKhCqgtlHj4OaDXGe7amsDaXsPjM9oYEwVqOXJF9fenV2kUtBtovGALNUMdilol7Qr8O/O/0SkcvOGR/4OmA/5bprAoYl6GsXuFXmu2pIMuKYmk778n7a+1IElkD30Sp+dHcvOnBcWWdRo5kux9+0j48kvc33uPh5/pyrXINDJu5nHgz4v0GhVQwh6qSYuhsOtTiN4LWUlgY+xyGOgcSA/PHuy9upfFoYuZ3X12lYbRL7Aec7aEcyQqhfQcLfZWotCqIAiCIAjmV6EriN69ezNjxgyuX79umnbt2jVeffVV+vTpU2nBCdUvLiyZmNCbyOUyug1rYt6x4AuH1Yzaa2wCLlQJg14ydau5U2FrAmt7DRpLpVmSDoWUKgVt+/sw5ovujP2yO2O+6G6sPyGSDkZ6HRycDz92MiYd5Ero/ipMPlI06QDGoogKNVi7GH9W4zCZhQz5+dxc9D8uDxhI2p9/gSRhO2ggmoAAnCdOxGXKFOR2xpoTcjs7XKZMwWn8OJKXL0cbG8eVlyaS8MYr9HzUBWQQduAG0WeSqv04TJwag0dbY5eW8A1FZk1sNRGATVGbuJpZcpHUytLQxZombjboDBK7IxOrdF+CIAiCIAhlVaGriB9++IGMjAwaNmyIr68vvr6+NGrUiIyMDObPn1/m7ezdu5fBgwfj4eGBTCbj77//LjL/xRdfRCaTFXkMHFh0hIOUlBRGjhyJnZ0dDg4OjBs3jqysrCLLhIaG8vDDD2NhYYGXlxdffFH11cVrI73ewP4/LgLQMsgTp/rVfzFShEdbYzPw/HS4dsK8sdRhha0JOjzaEI2VsUmLxkpJh0cb0m6gT40ZUhMwdcmwtFWbunwIwJVj8L8g2P4+aLPBuwtM2g99P/5v5IUaQpIkMrZsIWrQIyR98w2GnBwsWrbEZ81qPL/5BrW7O3KNBufx42h6YD9NDh6g6YH9OI8fh8LaGq+FC3EaMwaUSrJ27iR38jM0dUoGYPcvEeRmVm0tkrtqPtT489z6IpNbubaim0c39JKeJWeXVHkY/QLrARAcllDl+xIEQRAEQSiLCjWc9/Ly4uTJk+zYsYOIiAgAAgIC6Nu3b7m2k52dTevWrRk7dixDhw4tcZmBAweybNky098ajabI/JEjR3Ljxg2Cg4PRarWMGTOGl156iTVr1gCQkZFB//796du3LwsXLuTs2bOMHTsWBwcHXnrJvMPG1TTnQq6RGp+DhY2KDo81NHc4IFcY+6OH/W3sbuHdydwR1VmFrQkeGmSGeh5CxeWmws5P4PgyQAJLR+j3KbQZCXLztU4pTW5oKAnzPiP31CkAlPXq4fb6a9g99hiyO+KVWxpHZFA6GUeIkN3q3qewsaHezLdweGoo8Z/OJufIEeqv/4Trnd4jCzd2/xLBoEktzdNaq/mTEPwBxB6AjBtgV980a1LrSRy4foANlzfwUquX8LDxqLIw+jd356eQy4REJpKv06NRivexIAiCIAjmVa5vprt27SIwMJCMjAxkMhn9+vVj2rRpTJs2jQ4dOtC8eXP27dtX5u0NGjSI2bNn8+STT5a6jEajwd3d3fRwdHQ0zQsPD2fr1q0sWbKETp060b17d+bPn89vv/1m6gayevVqCgoKWLp0Kc2bN+fZZ59l+vTpfP311+U59DovN7OAo5uiAeg8pDGamtIv2O9W153Lu8wbxwNAtCaoRSQJQv+EHzrA8aWAZEw2TD0O7UbVuKSD9sYNrr35FjHPDCf31Clklpa4TJuK79Z/sX/88WJJh7LQ+PnhvXwZDb75Go2rMwGhS5AZdESfucn5Teeq4CjKwMELvDoBkjFheps2bm3oVL8TOoOOpeeWVmkYrRrY42arIbtAz8HLyVW6L0EQBEEQhLIo17e9b7/9lgkTJmBnV3ysd3t7eyZOnFjpF/QhISG4ubnh7+/Pyy+/THLyf1+iDh06hIODA+3btzdN69u3L3K5nCNHjpiW6dGjB2r1f0PEDRgwgMjISFJTU0vcZ35+PhkZGUUedd2RjVEU5Opw8bIhoFvV3Ykrt8I6D9dOGO/uCsKD7uYlWDkE1o2H7CRwaQovboYnfjLWbKhBDNnZJH3/PZcHPULGP/8AYP/EE/hu/RfXKVNMrRoqSiaTYTdoEL5bNtPwuUE0ivsXgP0brhD9xY8YcnPv+xjKzdTdYl2xWZNaTQJg3cV1xGfHV1kIcrmMvqK7hSAIgiAINUi5Eg9nzpwpVmPhdv379+fEicrriz9w4EBWrlzJzp07+fzzz9mzZw+DBg1Cr9cDEB8fj5ubW5F1lEolTk5OxMfHm5apV69ekWUK/y5c5k7z5s3D3t7e9PDy8qq0Y6qJkq5kcn6/sYXIw880RS43Y0HJO9l7gos/SAaI2mPuaATBfLR5EPIZLOgC0XuMo1D0fh8mHYCG3c0dXRGSwUDauvVcHjiImz8tQMrLw7L9QzT86y88PpuH6o7/yfdLbm2N2+uvE/TDNBwNieiVFhw8qeDSo4+SsX07kiRV6v7uqvkTgAyuHoW0uCKz2ru3p3299mgNWpadW1bi6pWl/63Ew46wBAyGajx+QRAEQRCEEpQr8ZCQkFDiMJqFlEolSUmVV1X82Wef5fHHH6dly5Y88cQTbNq0iWPHjhESElJp+yjJO++8Q3p6uulx5cqVKt2fOUmSZCwoKYFfezc8mjiYO6TiTN0tdpo3DkEwl6gQWNgNQuaBvgB8+8DkQ9DjTVCq77l6dco5fpyYYc9w49130SUlofL0pMF33+GzahWWLZpX6b4t/RrzyOzHUSok0hyaEi0P5Nr0GVwZP4H8qOgq3beJrft/iaDz64vNntjaOMLF2otrScqpulE4uvg6Y6NRkpiZz5mraVW2H0EQBEEQhLIoV+KhQYMGnDtXet/Z0NBQ6tevX+r8+9W4cWNcXFy4dOkSAO7u7iQmFh0uTKfTkZKSgru7u2mZhISiTU0L/y5c5k4ajQY7O7sij7rq0olErl9MQ6mS03Won7nDKVlhd4vLu4192wXhQZGVCGsnGLtWJF8Cm3rw9DJ4fq1x+MYapODKFa5On0Hs86PIO3/e2ArhjddpvHkTdgP6V1uxRwc3K7o/2wyAqCZPkG3vTfaBA0QNGULiV19hyM6u+iCa36pbVEJ3i07unWjj2oZ8fT7Lzy+vshA0SgU9m7oCsP/izSrbjyAIgiAIQlmUK/HwyCOP8MEHH5CXl1dsXm5uLh999BGPPfZYpQV3p6tXr5KcnGxKbnTp0oW0tLQi3Tt27dqFwWCgU6dOpmX27t2LVqs1LRMcHIy/v3+RQpUPIm2BnoNrjUmctgN8sHWyMHNEpfDpBgoNpF+BmxfNHY0gVD2DwVg08of2cPYPQAYdX4Kpx6DFUDDHiA2l0GdmkvDll0Q98iiZ27eDXI7D8OH4bt+G8/jxyO8Yiag6BHb3oGFLZwySnIsDPsCiZxBotSQvXsLlRx8j499/q7b7ReAQkCngxmlIvlxklkwmY1JrY62HPyL/IDm36oo/Dm3XgMUvPMT4hxuTnJVPgc5AToGuyvYnCIIgCIJQmnIlHt5//31SUlJo2rQpX3zxBRs2bGDDhg18/vnn+Pv7k5KSwnvvvVfm7WVlZXH69GlOnz4NQHR0NKdPnyYuLo6srCzefPNNDh8+TExMDDt37mTIkCH4+fkxYMAAwDiE58CBA5kwYQJHjx7lwIEDTJ06lWeffRYPD2OBxOeeew61Ws24ceM4f/48v//+O9999x2vvfZaeQ69Tjq1PY6s1HxsnDS07e9t7nBKp7YCny7G30V3C6Guiz8LS/vDplchLx3qt4YJu+CRL8HC3tzRmUg6Ham//cblAQNJ+XkpklaLddeuNFq/nvqzPkbp7Gy22GQyGUHPN8PCWkVKYgE3Br6O508/ofL0RBcfz7VXXyNuzFjyb7Weq3TWLtC4p/H388VbPXT16EpLl5bk6fNYEbaiamIAuvm5EHo1nU7zdvDQ7B20nxPMoj1R5Gv1VbZPQRAEQRCEksikct72iY2N5eWXX2bbtm2mO0YymYwBAwbw448/0qhRozJvKyQkhF69ehWbPnr0aBYsWMATTzzBqVOnSEtLw8PDg/79+/Ppp58WKRaZkpLC1KlT+eeff5DL5Tz11FN8//332NjYmJYJDQ1lypQpHDt2DBcXF6ZNm8bMmTPLHGdGRgb29vakp6fXmW4XmSl5rPnoMDqtgQETWuD3kNu9VzKnA99B8IfQpD+M/NPc0QhC5cvPMtZwOLwAJD2obY3FIzuMB4XS3NEVkbX/AImff0b+ReOFu7pRI9xmvoVNz57V1qWiLC6fSmTronPIZPDk6+2o52lB8pKfSV68GCk/H5RKnJ5/HpepU1Dc9plRKU79AhumgFtzmHyw2Oy9V/cyZecULJWWbHtqG44WldsCL7dAx8I9UXy3s3grsRl9mjCxZ2Os1DXrdVUV6uLntyAIgiDURuVOPBRKTU3l0qVLSJJEkyZN6nS3hbr4xWXb4nNcOpGIRxMHnnitbY26WChR/DljcT2VFcyMAWX1N98WhCoTsRm2vAUZV41/BzwOgz4Huxo0tC2QHxVFwuefk71nLwAKe3tcpk7F8dnhyO5SeNicdi4PI+JwPHYuFgx/vyNqCyUFV6+SMHceWbt2AaB0dcXtrTexe+yxyvtfmJsKXzYBgxYmHwG3ZkVmS5LE8E3DCU8JZ0LLCUxvN71y9ntLgc5A+znBZOQW71phZ6nk+Hv9UCvL1eixVqqLn9+CIAiCUBtV+FuHo6MjHTp0oGPHjnU66VAXXb+YyqUTichk8PDwJjU/6QBQr7mxsJ42B+IOmzsaQagcaVfg1+fgt+eMSQcHb3juDxi+qkYlHXSpqcR/OpuowY8bkw5KJU6jX8B3+zacRj1fY5MOAN2HN8XGSUPGzTwO/HWrhYanJ14//YjXooWofLzRJSVx/c23iBv1AnmRFypnx5aO/43IU0J3C5lMZhrhYk3EGtLz0ytnv7dk5mlLTDoAZOTqyMzTljhPEARBEAShKtT92x1CEQaDxN7fjU1vAx9ugIunrZkjKiOZ7LbRLUSdB6GW02vh4Hz4sRNEbga5Erq/arwz3nSAuaMzkQoKSF6+nMsDBpK6ejXo9dj07k3jfzZS7513UNjXnJoTpdFYKuk7OhBkELb/OjGh/43wYNOzJ403bsT1lRnILCzIOX6c6KFDiZ8zF31Gxv3vvMVTxp/n1pU4Ik8vr140dWxKtjab1eGr739/t7G1UGFnWXJXCjtLJbYWNTdZJAiCIAhC3SMSDw+Y8APXSb6ahcZKSafHy16Po0YoTDxc2mXeOAThflw5Bv8Lgu3vgzYbvLvApP3Q92NjIdUaQJIkMnfuJGrw4yR+9jmGjAw0/v54L1uK108/oilHLZ+aoIG/I637eAGwa1U4uZkFpnlyjQaXSZPw3bwJ2/79Qa8nddUqLg96hLT1fyMZDBXfsf8gUFpA8kVj0dA7yGVyJrYytnr4JewXMgsyK76vO+gNBsZ0Lfl5GtO1Ebr7OS5BEARBEIRyEomHB0hetpbDG6IA6PBYIyxt1GaOqJwa3ypEmnAWMhPMG4sglFduKvzzCvzcDxLOGZviP/4DvLgF3ALMHZ1JXkQEcWPGcnXKVApiY1G4uOD+6Sc0WrcW6y5dzB1ehXUe0hgnD2tyM7WErI4sNpymqkEDPL//Dq8lS1A3aoQ+OZkb77xD7MjnyQsLq9hONbbQpJ/x9xK6WwD09emLr70vmdpM1oSvqdh+SmCpVjI5yJcZfZqYWj7YWSqZ0acJk4N8H4jCkoIgCIIg1BwVLi75IKkrxan2/XGB0F1XcaxvzfD3O6BQ1MK806IecOMMPLkIWj9r7mgEobiCHOMoFHnpxuEv9VqI3gsbp0F2knGZNiOh36dgbZ4hJw25uciUSvQZGSjs7JB0Ogy5uSR98w1pf60FSUKmVuP04os4v/QSChtrs8RZ2ZLiMvnr8+MY9BJ9RgfQrEv9EpeTCgpIWbmSpJ8WIOXkgFyO47PDcZ0+HYWDQ/l2en49/PkiOPjAjDPGbmN3+Df6X97a+xZ2aju2P70da1Xlne+cAh1KuZzEzDycrNWk5WjxcLCstO3XdHXl81sQBEEQartaeOUpVETK9WzOhlwD4OFhTWpn0gFuq/MgulsINZAuDw58axzN4Es/48/934JnB2MLBxd/eHEzPPGT+ZIO+fkkL1nChW7duditOxe6dSd58RIAck6cBEnC7pFBNN6yBbfXXq0zSQcAV29bOjxm7H6w9/cLZCTnlricTK3Gefx4fLdsxu6RQWAwkLrmVy4PeoTUP/80db8w5OYiabXokpORtFoMuSVsrLzxCgAAdWlJREFUr8kAUFlDWixcO1ni/vr79KehXUMyCjL4NeLXyjnYW6zUStRKOb8evUL3z3ezdH90pW5fEARBEAShLGrp1adQHpIksf+vi0gGiUatXfAKdDJ3SBXne6tK/OVdIPooCzVJQQ7s+xr2fA5yBbgFGn/u/QKOLIRhK4y1HBp2N1uIhtxckv/3P27++BOGW8UTDRkZ3PzpJ1JX/YL7Rx/is2YNDb7+GrVnA7PFWZXa9ffGvbE92jw9u1aEIxlKb/Sncnenwddf4718OWo/X/SpqcR/8CHXXn/DeC7vTOAs+RlDfn7RjaitwH+g8fdSulso5ApeavUSACvPryRHm1Mpx3q75h52pGQXsDMisdK3LQiCIAiCcC8i8fAAiAm9yZWwFORKGd2e9jN3OPfHq5Px7mF2krGfvCDUFAolXNqJ4elfkaafQzf0D6Tp5zA8vQYu7wYXP1BWfV0VQ14e2hs3yAsLI/vgQdI3bybll9XcXLwEZDJSVv1S4nopq1dj1a4dVu3aVnmM5iRXyOk7JgClRsG1C2mc2XXlnutYd+5E4/XrcZs5E7m1NfaPPUry/xYXT+D8+CPJ/1tcvOVD4egW59eXmjAd1GgQXrZepOan8ueFP+/rGEvycBMXVAoZ0TeziUrKqvTtC4IgCIIg3I2oLlXH6bUG9t8au75NH2/sXWtG1fwKU6qh0cNwYatxWM36rcwdkSAY5WdhGP4Hyct/IWXsLAwZGcjt7HB6/jmcX/wDeX42WJUv8WDIz0efmoo+Lc34MzUVXWoq+tS0otPS/psmldTcH9A0bYLdoIGmC+Vi+8rIQJ+ZidKpFreIKiN7Vyu6P+1HyOpIDv8dhVeAE84NbO66jkylwnnMi9g99igKW1uuv/NuiculrFqFy6SJRSf69QWNHWRcgytHwKd4kU6lXMmElhP48OCHLDu3jGf8n8FSWXm1GGwtVHRq5Mz+SzfZFZFIY9e7H68gCIIgCEJlEomHOu7MritkJOViZa/moUE+5g6ncvj2MSYeLu2E7q+aOxpBgKybGGQWJC//mZs/LTRNNnZjMP7tNHYshoRE9GmppoSBPi3tv0TCbdOMyYQ0Y2HDilCpUDo4oHBwQOHoiMLREVUDD5QuLsjt7EpMPsjt7FDY2lZsf7VQYHcPokNvEns2meBlYQx7uz0K5b0bAapcXdElJ5cvgaPUQLPH4MwaY3eLEhIPAI/5Psai0EVcy7rG2gtreT7w+QodW2l6N3Nj/6Wb7AxPZPzDjSt124IgCIIgCHcjEg91WHZ6Pse3xADQ9Ulf1BZ15OkuLDAZdxgKskFdd4rfCbVQVAj8OxPZhL2k/FLycIgpv6zBefwEop94An1qavm2r1SicHBA6eiAwsHRlEgwJhUcUDreOc0RubU1shJGTzDk5uI0ahQ3f/yx2DynUaOQdDpkKlX54qulZDIZvZ5vxm+fHCX5ahZHN0XT5QnfMq2rsLMrfwKnxdBbiYe/YeBnxvofd1DJVYxvOZ5Zh2ax9NxShvkPQ6PQlPfQStUnwI1PNoVxLCaF9Fwt9pYPxnMtCIIgCIL51ZErUaEkh9dfRpuvp14jO5p2dDd3OJXH2RccvCEtDmL2Q9MB5o5IeBDptbB7jnHUCrcA9Kl3vwuuS01FWa8eyOXGhIGDI4o7kwmODreSDP9Nk9vYlJhEqAi5pSXOL00AjF0CTN1BRo3C+aUJyDWVd5FbG1jbawga6c/W/53j1LZYGrZ0ob6v/T3Xk3S68idwGgcZRzbJTjT+32rcs8RtD/EdwqLQRcRnx7Pu4jpGNBtRkUMrkY+zNb6u1lxOymbvhSQGt/aotG0LgiAIgiDcjUg81FHx0elEHI4H4OFnmiKTV86FS40gkxlbPZxYbhzdQiQehOqWGgN/jYNrxwEwePdEbu9017vgKldXGq1bi0xu3pq+co0G5/HjcJk0EX1mJgpbWySd7oFLOhTybeeGfyd3Io/Es2PZeYa/3/GercNKTeA8P7L0BI5CBQGPw8kVxu4WpSQeVAoV41uMZ/aR2fx89meeavIUakXlFSXtE1CPy0lR7IpIFIkHQRAEQRCqjRjVog6SDBL7fr8IQLMu7tRrZGfmiKpA4bCal3aaNw7hwXNuLSx82Jh0sLAnr8NnxCwKI/vAAZxGjixxFadRo5D0erMnHQrJLS2RqVQonZyQqVTILSuviGFt9PCzTbFx1JBxM48Day+VaZ3CBE7TA/tpsn8fTUJ2YxEQiPbGjdJXajHU+DNsg7HFTCmeaPIEbpZuJOQksOHyhvIcyj31aeYGwO7IRPR3GUpUEARBEAShMtWMb8FCpYo8Gk9iTAYqjYLOZeyzXOs06gEyBSRfNHa5EISqVpANG6bCX2MhPwOpQUduWk0j+u0F5F+8SPLPS3GeMB6XKVOQ2xmTfXI7O1ymTDHeBX/AL+5rMo2lkj4vBgIQtu86MWdvlmk9UwLHxYX42bO5Om0aSV99VfoKPt3B2hVyUyFqT+nxKDSMbTkWgCWhS9AaSk9SlNdDPo7YWShJy9FyKq6c9UYEQRAEQRAqSCQe6piCPB2H1l0GoP0jDbG2r6PNpy0dwLO98ffLu8waivAAuBEKi3rCqVWAjILAScTuciXpp6Wg1WLTtw+eP8xHbmX1313wgwdoemA/zuPHPbDdGGoTT39HWvfxAmDXqghyswrKtb7z2LEgk5EZvIPcs+dKXkihhMAnjL+fX3fX7T3V5CmcLZy5nn2dTZc3lSuWu1Eq5AT5G1s97IxIrLTtCoIgCIIg3I1IPNQxJ/6NJSejAHtXS1r39jJ3OFVLdLcQqpokwZFFsKQPJF9EsqlPqtubRH22g9xTp5BbW1N/7lw85883DZ8oujHUXp2faIxjfWtyMwoIWR2JJJW9K4LGzw/7xwcDkPTdd6UvWNjdInwT6PJLXcxCacGYFmMA+F/o/9AZdGWO5V76BNxKPIQnVNo2BUEQBEEQ7kYkHuqQtMQcTu80djvoNqwJClUdf3oLh9WM3gP6yvtSLggA5KTAb8/Bv2+BvgCdR1+uRnYj/vtfkHJysOrQgUYbNuAw9MlKG3VCMC+lSkG/MYHI5TKiTiUReSS+XOu7TJ0KSiXZ+/eTc/x4yQt5dQZbD8hPv2fSdFjTYThZOHE16ypboreUK5a76dnUFYVcxoWELK6k5FTadgVBEARBEEpTx69MHywH/rqEQSfhHehEw5bO5g6n6jVoBxb2kJcO10+aOxqhLoneBwu6QeQWUKjJcH2JqKXXydp3EJlKhdtbb+G9YjlqzwbmjlSoZK7etnR4rBEA+367QGZKXpnXVXt54fDUUwAkfvttyS0m5HJo/qTx93t0t7BSWTG6+WgAFocuRm/QlzmWu3GwUvOQjyMAu0R3C0EQBEEQqoFIPNQRcWHJxITeRC6X0W1YkwfjDqxcAY2DjL+LOg9CZdDrYNccWDEYMq+jt/HjetJQrs3fhD4tDU2zZjRc+xfOY8fUmBEqhMrXboA39RrZUZCnZ+eKMKRyjP7g8vIkZGo1ucdPkL3/QMkLFXa3iNgCBXdvcfCs/7M4aByIyYhhW8y2MsdxL4WjW4g6D4IgCIIgVAfxzbkO0OsN7P/DOHxmyyBPnOpbmzmialRY5+FqKc2aBaGs0uJg+aOw9wtAItvuUaI225G+fS/I5Ti/9BKN/vgdi6ZNzR2pUMXkCjl9xwSiVMu5FpnGmV1Xyryuyt0dxxEjAGOthxJbPTR4CBy8QZsNF7ffdXtWKitGBY4CYFHoIgySoewHcheFdR4OX04mO190VRMEQRAEoWqJxEMdcC7kGqnxOVjYqOjwWENzh1O9mvSHZ9fAMysgKxH0Bfe8gygIxYRtgIXd4cphDApbEjKfJu5/p9DdiEfl5YXPL6twe+1VZGq1uSMVqomDmxXdnm4CwOG/o0i+nlXmdZ1fmoDMyoq8c+fI3LGj+AIyGTS/1erh3Np7bm9EsxHYqm2JSo8iODa4zHHcja+rDd5OVhToDey7WLbhQwVBEARBECpKJB5qudzMAo5uigag85DGaKxUZo6omlk5wvVT8HUg/F8T+LIJHPgWdGXvly08wLS58M8r8McLkJdOnrIV0Qebk7L5IPD/7d13eJRl1sDh35RkJm1SSSMh9CR0QpcmvUkHFRVcELH3tq5+6+qu61rWtmIBFJSqCEoR6b230BMg9JBeJ3Xq+/0xEIkJECDJBHLu68oVMm87z0tgZs6c5zzgc++9NPz1F9xjYpwbp3CK5t1DiWjhj81qZ+3MY9isFas20Pr74zfBUaWQ8fnnKLZyejNcnm5xcjWY8q55Pi9XL8ZHV27Vg0qlovel6Rbr42V1CyGEEEJULUk83OZ2LT2NuchKQLgn0V1DnR1O9TIXwpaPYfOHUJzjeKw4Bza973hcKh/EtaQeg2m9YN9MFDtk5PfnzIIczGfOowkIIOzrrwh5523UHrVo6pIoRaVS0Wt8FHoPFzIu5LPnUpK3IvwnTUJtMGA6mYBxRTkrUgS3Av/GjiTp8ZXXPd8D0Q/g6eLJyeyTbDi/4UaGcVV9o4MAWB+fjv0G+lgIIYQQQtwoSTzcxtIv5HF0axIA3e9tilpdCxpKXkmjhV3flL9t1zeO7UL8maLAnm9hei9Ij8NsC+Lcoa6kLz8CVite/fvTcNlSvO6+29mRihrAw1tHzwciAdi/6hzJp3IrdJzGYMB/0iQA0v/3BYrFUnqHG5xu4a3z5oHoBwBH1UO5vSNuUMcGfni4asjIN3H4YsXGJYQQQghxMyTxcJtSFMXRUFKBxu0DCW3i4+yQql9x7h+VDmW25UBBBiQfAnvlNGMTd4DCLPhpPPz2IoqlmOzcGE4v86Ao/gxqT09C3/8PdT/7FK2vr7MjFTVI43aBNO0UhKLA2lnHMBdXrBmj3/iH0Pj7Yzl/npxffim7w+XpFglroSjnuucbHz0ed607cVlxbE7cfAMjKJ+rVk2PpnUAWd1CCCGEEFVLEg+3qYR9aSSdzEHrouauUY2dHY5z6L1B73OVbT6O7bNHwKctYdUbcHGf49NuUTud2wFfd4e4ZVhMOi4c60zK7ykoxcW4d+pEw6VL8B4+vHYsRStuWI/7muLpq8OYXsT2RQkVOkbt4UHAlEcByPjyK+wmU+kdAqMhsBnYLRD/23XP56P34f6o+wH4+uDXlVL1cLnPw7o46fMghBBCiKojiYfbkMVsK3nhGzMwAi8/vZMjchKbFTo9Vv62To9BWhxYzWBMhB1fwPTe8HkbWPsPRyWEJCFqB7sNNr4PswaDMRFjVgRn1kVQcPg8KldXgl7/K/VmfodLaC3rkSJuiM7dhd4PRwNwdEsSZw9XbCUIn/vvRxscjDUlhZwffyy7ww1MtwCY0GwCblo3jmQeYVvStgodcy29ogJRqeBokpGUXGnKK4QQQoiqIYmH21Ds6vPkZ5vw9NPRpl89Z4fjPK7u0P1F6PnaH5UPeh/Hz91fhLD28EoC3DfH8eLexR2yz8LWT+Cb7vBFe1j/rqPJoLgz5V6E74fBxn9jMylcjG/DxdUWbMZ89M2a0WDxIvwefhiVWv4rFNcXHuVHq95hAGyYHU9Rvvm6x6h1OgKeeAKAjG+mYS/8U9Pby9MtTm+Egszrns/fzZ97m94LwFcHv7rlqocATx1twn0AWC/TLYQQQghRReTV9m0mL6uY2FXnAOg6ugkurhonR+RkWj10fR5eOQmvnHJ87/qc43EAFz1ED4WxMx1JiDEzIXqYY3tmAmz+AL7qAlM7OT4Vzzjp1OGIShT/G3zdFc5tpSDTm9ObIjEeSAO1Gv8nHqf+gvnoGtfSaUripnUZ0QjfYHd07lpy04qwWe0U5ZmxWe1YTOUsmwn4jBqJS7162DIzyZo9p/RG/0YQ0hoUG8QtrVAMf2nxF3QaHYfSD7EzeeetDok+sqymEEIIIaqYSqmMSaJ3OKPRiLe3N7m5uRgMBqfGsmrGERL2phHaxIcRL7aV+eg3y5TnWMLu6GJHYzfbFZ9cBrWEFiMdVRJ+DZwXo7g5lmJY83+wexp2K6QlNCL7QBEALhH1qPv++7i1aePcGMVtLSupADcvFw5tSOTwxkRMhVZ07lpa9QojZmAEWpeyCeHcpUtJevU11AYDjdeuQXPlc8nWT2HtW1C/O/xleYVieH/3+8yJm0NMYAyzBs66peeCY0lGBn++Bb2LmgN/74++nPhvVzXp+VsIIYSozaTi4TaSdDKbhL1pqFTQ/b4mknS4FTovaDUWxs2Hl0/CiK+gcT9QayH1MKx7x9EPYtrdsO0zyDnv7IhFRaQfhxl9YPc0irJcOLMlsiTp4DPufhr+8oskHcQt8/LXc2hDIntXnMVU6FjhwlRoZc9vZ9m/8ly5lQ+GIUNwbdwIu9FI5nffld7YfKTj+9mtkJdSoRgmtpiIq9qV/Wn72Zu695bGEx3iRai3nmKLne2nKta7QgghhBDiRkji4TZhtyts/tExDaBZ97oEhHk5OaI7iJsPtHkAHvrZkYQY+jk07AUqDSTFwpq/O1bGmNEXdnwJxiRnRyz+TFFg/w8w7W6U5COkHw/k7LogzKl5aOvUIXz6NELeegu1u7uzIxV3ALVGxeGNieVuO7QhEbWmbFJYpdFQ59lnAcj6YTbWzCv6OfhGQFgHQIFjSyoUQ6B7IKOaOPpDfHPwmxsbwJ9jU6noHX15dQvp8yCEEEKIyieJh9tE3LYkMhPz0blr6TRMyv+rjLsftHsYJvwKL5+AIR87yp9RQeIeWPU6fNwMvhsEu6dDnsyJdrqiHPh5Iix9BlOmibNbG5IRqwWbHa+BA2mwdAme3bs7O0pxBzEXWUsqHf7MVGjFXFT+Nq9+/dA3b45SWEjmtOmlN5asbrG4wnE80vIRtGotu1J2sT91f4WPK0+fqCDA0WBSZmAKIYQQorJJ4uE2UFxgYeeS0wB0uKcBbp6uTo6olvAIgA6POOZcvxQPgz6A8M6AAue3w4qX4eMomHUP7P2uQh3pxS0yFzr6cRSkO74bk+GnCShHfiErwYsza0MpTipG7eVF6IcfUPeTj9H6+jo7anETLKZibFYLhbk52KwWLKaas9Sjq5sWnbu23G06dy2ubuVvU6lU1Hn+OQCy58/HknLFtIrmIwAVXNgJueVXU/xZsEcwIxqPAOCbQ7dW9dClkT96FzXJucXEJefd0rmEEEIIIf5MEg+3gT2/naE434JviActetZ1dji1k1cwdHoMHlkFLxyF/u9C3Xag2OHsFlj+AnzUBGaPhP2zoSi79PF/fsNsLiz/OuLqrMWw7VP4opNjicwvOsHeb7H0eJ8LuxuTutcLxWzDvUtnGi5dgvfQodIH5TZlNZvZvWQRX015qORrz9JFWM3XX76yOthtCq16hZW7reXdYZiLy694APDo1g23du1QzGYyvvr6jw2GUIi4y/Hno79UOJbJLSejVWnZnrSdg+kHK3zcn+ldNHRrHADI6hZCCCGEqHySeKjhspIKOLzxIgDd722CRiN/ZU7nHQZ3PQ2ProfnDkLft/9YDu/Uelj6NHzYBObeC/ErwFLkeMP8YRP4sLHj+7ZPHW+kRcWYC2Hf99jrtEF5bBvWUT+hPLYNs1d7El9+nYIzhah0OoLeeIN6336LS0iIsyMWN8liKmbXrwvZuWg+poICAEwFBez4eT67lyysEZUPLjoNMQMj6DCkfknlg85dS/vB9WnVK4yV3xwhK7mg3GNVKhWBl6oechYtwnzhwh8bLzeZvIHpFnU96zK00VDg1ns99L403WJdvPR5EEIIIUTlknexNZiiKGz9+SSKXaFB6wDCo/2cHZL4M9/60O15eGwzPLMfer8Jgc3BboGTqwAFtvwXNr0PxTmOY4pzHD9v+VgqH66nKAfO7wSVBnuzMWSuP8mJHr04eXd/TvToRe72E4RP/w6v/v1o8Mti/MY/hEot/63dztQaDbErl5a7bf/vS1FrasZSj1oXDW37RzDxg25M+rAbEz/oRus+4ayfHUfSyRx++Wg/aeeM5R7r3qEDHl27gtVKxhdf/LGh2QhQqSFpP2SdqXAsj7Z8FI1Kw5aLWziacfSmx9Q7ytFg8sCFHDLyTTd9HiGEEEKIP5NX6DXY2UMZXDiWhVqrouuYxs4OR1yPfyPo8Qo8uR2e2u2ohGjYy9GEsjy7vgG1GhL3QXFu9cZa0ygK5F6E47/Dpg9gwYPwaSt4PwKWv4C9qJDMmXPI+PJr7EbHmzm70UjGV1+RPXs2If96B13Dhk4ehLhZNquFU/t2s2X+9+RnZZVUOvyZqaAAU2HNSda56DRotGrcvFzRaNXoPVzoM6EZgRFeFBdY+PWTWJJOZpd77OVeD7lLl2FKSHA86FkHGvRw/Ploxasewg3hDGk4BLi1Xg/B3npa1DWgKLBBqh6EEEIIUYnK74AlnM5msbP1Z8eL0TZ96uFdR5YBvK3UiXR8FaT/UenwZ8U5kJ/qmJqRdgy8QiEwCupc+gqMdpxD712dkVc9uw0yEyD5EKRc/joMhWWbc1qK1BQnG/BwdSNrzrxyT5c1dx4BTz5Z1VGLSmazWrlw5CDxO7aQsGcHpoIC3LwMdB55HzoPj3KTDzoPD1z1bih2e42tbNF7ujD8+bb89uUhkk7msPTzgwx6rCURLfxL7efWsiVe/fqSt2Yt6Z//j7DPP3NsaD4KTm+EI79A95cqfN3JLSez7NQyNlzYQHxWPFF+UTcVf++oII5cNLI+Po2x7cNv6hxCCCGEEH/m1FdumzdvZujQoYSGhqJSqfj1119LbVcUhb///e+EhITg5uZG3759OXnyZKl9srKyePDBBzEYDPj4+PDII4+Qn59fap9Dhw7RvXt39Ho94eHhfPDBB1U9tFt2cP0FjOlFuHu70m5QhLPDETdL7w16n6ts8wGPQOBSA8S8JEePiJ1fwrJn4dt+8J96juU7Z4+ElX+D/T/AhT1QXH4Jd41jLnRUdOz9ztGAc3of+HddmNoRFk+G7Z873mQVZqKgwaSJJLuoB0nnepGwsRUJS4JJP6jDmpFRUunwZ3ajEVuedOG/HdjtNs4fOciaaV/w9eMTWPTeWxzduBZTQQEevn5EdetJcWEBMYOGlXt82wFDOXtwHz++/Vcyzp+t3uBvgKublqHPtKZ+S39sFjsrvjzEyb1lGzbWefZZUKnIW72aoqOXpkhEDwW1FlIPQ/qJCl+zgXcDBjYYCMC0Q9NuOvY+l6ZbbD6Rjtlqv+nzCCGEEEJcyakVDwUFBbRu3ZpJkyYxatSoMts/+OADPv/8c77//nsaNGjA//3f/zFgwACOHTuGXq8H4MEHHyQ5OZk1a9ZgsViYOHEiU6ZMYd48x6ejRqOR/v3707dvX77++msOHz7MpEmT8PHxYcqUKdU63ooqyDWxd8VZAO4a2QhXvRSm3LZsVsdqGJveL7ut02OOKQZPbnf0Mkg/Dulxju9pcZAeD3nJYLzo+Dq1vvTxhjBHRURgdOkKCZ1XtQytjMIsR/VC8hVVDBknHCt//JmLO3a/5hRbwinMcKXwnJGiY6ew5+UBVyQRVCrUPr5oAwJQGwzlJh/UBgMaLyeNWVyXYrdzMf4Y8Tu2cHLXNgpzc0q2uRm8adqpK5F3daduVDPUakf/ho7DxwKOng6mggJ0Hh7EDBpGuyEj+emd10k7c4rZf32OdveMpMuo+3G59HxQk2hdNQx8vCXrZsVxck8qq789iqXYRrNuoSX76Jo0wXDPPRiXLSP9s8+oN20auPtBo95wcrVjusXdf63wNae0nMLKMytZc24NJ7NP0sS3yQ3H3bKuN3W8dKTnmdh9JotuTQJu+BxCCCGEEH+mUhRFcXYQ4Oj0/csvvzBixAjAUe0QGhrKSy+9xMsvvwxAbm4uQUFBzJo1i/vvv5+4uDiaNWvGnj17aN++PQArV65k8ODBJCYmEhoayldffcUbb7xBSkoKrq6uAPz1r3/l119/JT4+vkKxGY1GvL29yc3NxWAwVP7g/2TdrGPE70whqIGB0a+0Q6WWJQFva9ZiRyPJXd84plfofRxJh+4vgvY6b5iKsi8lJOIhLd6RmEiLh/yUqx/jHX5pqsflZMTlhITnta9lLgSN1tFvQu/tSJq4ljPFR1Eg5/wfyYXkS9+NieWf1z0AQlph9WhKUbYHhReKKIo7Q9GxY2CxlNpV5eaGW+vWuMe0xS2mHW5tWqPx9MReVETmjG/JmDq1zOkDnnoK/8mPoHZzu/b4RLVRFIXkk/Ec376FEzu3kp+dVbJN7+lFk45diOzSg/DmLa/aLNJiKkat0WAqLETn7o7dZsNFp8eYkcaGWdNI2LMTAEOdQPpMeoKGMR2qZWw3ym5X2Dz/OEe3JAFw1+jGtO1Xr2S7+dw5Tg0eAjYbEfPm4h4TAwfmw6+PQ0BTR7+YG1gW9qWNL7H63GoG1h/Ihz0/vKmYX/v5ED/uvcBf7qrPP4Y1v6lz1BTV/fwthBBCiPLV2MTD6dOnadSoEbGxsbRp06Zkv549e9KmTRs+++wzvvvuO1566SWys/9o3mW1WtHr9SxcuJCRI0cyYcIEjEZjqWkcGzZsoHfv3mRlZeHr61smFpPJhMn0R0dvo9FIeHh4tbxwSTmTy6L39wEw5rX2BDWQF0p3hJI39UbQG8BmAVePmz9fUfalRMSlr8sVEvlly7lLeNe7VCER5UhGBEZBwKWExNWSI91ehNwLkLjXkVy43JPhas0wfRtAcEuU4JaYbSEUXTRTGHeKov2xmM+eLbO7tk4d3GJicG8Xg1vbGPRRkahcXMo9td1kInPadLJmz8ZuNKI2GPAbPx7/KY+i1ulu+BaKyqUoCqmnEzi+YwvHd2whLyO9ZJvO3YPGHToT2aU79Vq2QaO99SquhL27WP/d1+RlOq7TpONd9PrLFLz8a94n9IqisOOXU8SuPg9A+8H16Ti0AapLCYXk//s7OQsX4t6hA/V++B6VyehYdtdmgse3QXCLCl/reNZxxiwbgwoVvw7/lYY+N950ddXRFB6bvY9wPzc2v9KrJM7bkSQehBBCiJqhxtbwp6Q4PtENCgoq9XhQUFDJtpSUFAIDA0tt12q1+Pn5ldqnQYMGZc5xeVt5iYf33nuPt99+u3IGcgMUu8LWnxw9LKK6BEvS4U5yuXLA49KbIo3rrZ3PzRciuji+rlSY9ceUjSsrJArSIPe84ythTeljHlrsWLJy8wfg7g+BzRwJjE3vO6ZJhLZxfPp6JbWLI3ER3BqCW2L3j6Y4S0PRkeMUbo6laP+v2LLLdvPXNWmMW9tLiYaYGFzCwir8pkat0+E/+RECHn8MW14eGi8vFKtVkg5OpCgK6efOcHz7Zo7v3Epu6h+VOC56Nxq370TkXd2JaBWD9ioJpZvVuH0n6rVoxY6f57Pvt185uXs7Zw/F0vXeh2g78J4as+wmOBLrd41qjM5dy85fT7N3xVlMRVa6j22CSq0i4MknyP31Vwr37KFg+3Y8u3aFJv0gfrljusUNJB4i/SLpU68P686vY/rh6bzX/b0bjrdb4wBcNWouZBVxKj2fxoEylUkIIYQQt6bGJh6c6fXXX+fFF18s+flyxUNVO747hdQzRlx0GjqPaFTl1xN3IHe/ayQkrqiMSLvUS0KxQb3OsOHf2MfMR9X4bmw5mWh8/FESNqDe8TF0ewGaDgLfCAhuCcGtsLmGUHjoCEX7YylcuJXiw1+hmM2lLqlydUXfqiXuMe1wi2mLe5s2aHx8bml4l6dTaP38HNeo5DezomIyLpxzVDZs30J28sWSx7U6HQ1jOhLVpTv127bDxbVqk0Kuejd6PjSJZt17sWbGVJJPxLPxh+kc27yevo8+SUjjyCq9/o1qN7A+rnotmxec4PCGRMxFVnqPj8IlJASfcfeT/cNs0j/9DI+77kLVfKQj8XBkMfT+vxuabvFYq8dYd34dK86s4PHWjxNhuLEGxR46LZ0b+bP5RDrr4tIk8SCEEEKIW1ZjEw/BwcEApKamEhISUvJ4ampqydSL4OBg0tJKrzVutVrJysoqOT44OJjU1NLl55d/vrzPn+l0OnTV/CmqudjKjsWnAEcZroe3fIorKpG7H0Tc5fi6UmEOWIqw3/cTmbPmkDXp7T+mMTz0AP5/+QmVxYSl2wcU7t9P0eL9FMYuwJxwqswlNL6+uLWLwb1tDG4xbdE3b47a9RYrO0SNkZWUWJJsyEw8X/K4xsWFhm070LRLNxrFdHRKo8c6EQ0Y9/YHHF6/ms3zZpJ29hTz3nyZNv0H0+3+Cejcb2FaUyVreXcYrm5a1n0fx/GdKZiLrAyY3IKAKVPIWfgzxYcPk79+PV7dB4GLO2SfgaRYqBtT4WtE+0fTM6wnmxI3Mf3QdP7V7V83HGefqEBH4iE+jcd6SiJcCCGEELemxiYeGjRoQHBwMOvWrStJNBiNRnbt2sUTTzwBQJcuXcjJyWHfvn20a9cOgPXr12O32+nUqVPJPm+88QYWiwWXS5+OrlmzhsjIyHKnWTjLwXUXKDSa8a7jRuvesna6qCbuPtgLC8icNYOML78uedhuNDp+VkDfpi2Jjz1W5lDX+vUdiYYYx7QJ1/r1b+u54KKsnNQUxzSKHVtIP3em5HG1Rkv9NjFEdelOo/adcHUrpwlpNVOp1bTqO5BG7Tuxac53xG3ZwIFVv3Fy13bufvhRIrt0rzG/n5GdgnHVa1g1/ShnDmawfOpBBj/RCr/x48mcNo30zz7Hs1cvVE0HwNFfHNMtbiDxAI6qh/N55+lTrw9mm5l8cz5erl5Y7VbcXK7fiLV3VCBvLT3KvnPZ5BSa8XGXJKIQQgghbp5Tm0vm5+eTkJAAQNu2bfn444/p1asXfn5+1KtXj/fff5///Oc/pZbTPHToUKnlNAcNGkRqaipff/11yXKa7du3L1lOMzc3l8jISPr3789rr73GkSNHmDRpEp988kmFl9OsquZUFpMNtUaFqdCCi07LhbgsXN20hEXWnISIuPMpFjMnuna/6lKVTTZuIGHgIFxDQx2NIGPa4ta2LVp/fydEKypDyYoRl5aqvLxiBIAxI43jO7ZyfPsWUk+fLDlGrdFQr2UbIrt0p3GHzug9rrNKipOdP3KQtTO+LJkKEtGqLX0feRKf4JDrHFl9LsRnseKrw1hNNoIbGhg0vgEXhg3CnpdH6Ecf4d3QBj+Nd6xU89whUKtv6Py5plxmH5vN/Pj5GM1GDK4GHox6kEdaPYJOc/2qugGfbOZ4ah6f3d+G4W3q3uwwnUqaSwohhBA1g1MTDxs3bqRXr15lHn/44YeZNWsWiqLw1ltvMW3aNHJycujWrRtffvklTZs2Ldk3KyuLp59+mmXLlqFWqxk9ejSff/45np5/vCg+dOgQTz31FHv27CEgIIBnnnmG1157rcJxVsULF6vFxr6V5zi8IRFToRWdu5aWd4fRblAEWpea0xRN3LnsBQUU7N2HvmkTEnr1vup+TbZuQe3lJU0c7xBWs5ldvy4kduXSksRDzMBhtBs6kjXTv+D4ts0l+6pUasKbtyTyru406XgXbl631xs3q8XCniU/s+vXn7BZLGhdXOk08l7aDxtd6c0ub1bKmVyW/+8gpkIr/nU96eZ9gLwvP8E1IoKGvy5E9Uk0mPNg0mqo16nC5y2yFPHdke/4+tDXZbY90eoJJraYeN3Kh/dXxvPVxlMMax3K5+Pa3vDYagJJPAghhBA1Q41ZTrMmq+wXLhaTjf2rz7H3t7NltnUYUp+2/SNw0UnyQVQ+u8lE/ubNGFesIH/DRtRubjRet5aTd/e6asVD021bpYnjHcJiKmb3kkXsXDS/zLbOo+4nqGEjlvz334RFNyeyc3eadLoLD5/bvwIrO/kia7/9ivOHDwDgFxpG38lPEt68lXMDuyTzYj5LPzvgmG4XoKfl5n/hmnaGkH/9Ex/1ajj0I3R6HAa9X+FzWmwW7v7pbozmsv+uDa4GNt67ERfNtf9d7z2bxZivd2DQa9n/f/3Qam6s4qImkMSDEEIIUTNI4qECKvuFi81qZ+arWzEVWsts07lrmfhBNzTa2+8FnqiZFIuFgp07Mf62gry1a7Hn55dsc4moR9jnn5O3ejUZU78sc2zAU0/hP/mRktUkRM1ns1rIz8oiLyuD/MwM8rIyyc/MwFRUSJ9JT/DNExMwFRSUOU7n4cHjX8+muCAfT18/J0RetRRFIX7bJjb+MIPC3BwAmvXoTc/xj+Bu8HZucEBOWiFLPz1AXlYx7q5WWm55F29fDY3+9xLqhQ+AZzC8eAzUFUtKZxVl0fOnnlfdvum+Tfjpr/33bLMrtP/XGrILLfw4pTOdGt5+06sk8SCEEELUDDW2ueSdzFxkLTfpAGAqtGIusuLmJY28xM1TbDYK9+7DuGIFeatWYcvJKdmmDQ7GMHgwhsGD0TdvhkqlwrV+fUBF1uzZf6xqMX48/lMelSkWN+ha/RNuldVsJj8rs1RSIS8zg/ysDPIyM8nLTC95U/1nAeERFOZml5t0ADAVFGAuLrojkw4AKpWK6G5306BNe7Yu+J6Da1dybPN6Tu/bTfcHJ9KyVz9UN9hDoTL5BLoz6pUYln52gOyUQva3e5k2Bz4nZ286fnofyE+Bc9uhQfcKnc/L1QuDq+GqFQ9eLtdfIlOjVtErMpDFsRdZF592WyYehBBCCFEzSOLBCVzdtOjctVeteHB1k78WceMURaH40CFyf/uNvN9XYk1PL9mm8ffHMGAAhiGDcWvbtswbLLVOh//kRwh4/DFseXlovLxQrFZJOtwgq9nM7iWLSvdPGDSMjsPHor3O0qIWU7EjqZCZcSmZcOnPWRnkZzqSDUXG3ArFodFq8fQPwMsvAC//ADz9A/ANCsHD1w+dh8dVKx507s5fnaKq6T096Tv5KZr16MPaGVNJP3eGNdP+x9FN6+g3+UkC6tV3WmyevnpGvhTDsv8dJP08xLZ5DubOo/2jg1Afne9Y3aKCiQer3cqDUQ/y1aGvymx7MOpBrHbrdadaAPSOvpR4iEvlb4Ojb3hMQgghhBAgUy0qpCp6PMSuPsce6fEgbpGiKJiOH8f42wqMK1ZguXixZJvaYMCrfz+8Bw/GvWNHVFpJaFWla/VP6DJmHG36DyH93FnyMtNLJRMuVy4U5+dV6DpaVx1e/v54+gXg5eePV0Adx58vP+YfgJuXodylIy2mYvYsXcSOn8uPscOw0ZVWnXE7sNts7P99Kdt/mltSqdLunpF0GXU/Lnrn3QdTkZXfvjhA8ikjapuJ7qFHaKH6F7j7w0snQFOxf8smm4lvD33L3Pi5JataPBD1AJNbTa7QqhYAuUUW2v1zDVa7wsaX76Z+gMetDK3ayVQLIYQQomaQxEMFVNWqFvtXnuPQFatatOoVRsxAWdVCXJ/pzBmMK1Zg/G0F5tOnSx5Xubvj1bs3hsGD8ejWFfV1PmUXlcdmtfDVlIeuWk3w2JffM/3pSRTllS19v8xFpy+pUPDyC8ArwPHd09//0vcA9B6e5SYVKspRlbGQ/b/feFXGncqYkc6GWd+QsGcnAIY6gfSZ9AQNYzo4LSaL2cbyd9aSlOGCym6lX8B0mriuhocWQ+M+FT5PkaUIrVpLtikbTxdPDqUfolNIpxv6HRo3bSc7Tmfy93uaMalbg5sZjtNI4kEIIYSoGSTxUAFV9cLFYrKh1qgwF1lxddNitylS6SCuynLxIsbffyd3xQpMx+JKHle5uuLZsweGIUPw7NlTGkE6SUFuDl9Peeiq2yd/8S0bZk3HZjGXVCh4+dfBy8/fkWjwD8DVzf2WkgoVVdKHorAQnbt7pfahuJ0l7N3F+plfk5fhmKbUpONd9PrLFLz8A5wSj9VkYcmjM0hxj0SFnV6GL4juWheGT73hcxlNRkYvHU1KYQozB8ykfXD7Ch87Y8tp/vVbHN0aBzBncsWX9KwJJPEghBBC1AxSe+1El5MMlxtJVrB6VtQi1vR0jCtXYVyxgqLY2D82aDR4dL0Lw+DBePXpg8br+o3iRNWwWS0c27yBqK49rtk/wdPXjxGvvOmECMu6nGS4vJqDRivLpQI0bt+Jei1asePn+ez77VdO7t7O2UOxdL33IdoOvAe1pnoTw1qdC33GNWT9V9tIDu3KeuOzmHfNpfUQM2hvrDrFoDPQPaw7C08sZE7cnBtKPPSJDuJfv8Wx60wmecUWvPTy+yKEEEKIGyMVDxUgn5iI6mTNziZvzRqMK36ncPdusNsdG1Qq3Dt0wDBkCF79+6H19XVuoLWcYrdzfOdWti2YTU5qMsNffpPU0wnsXLygzL61sX/C7S793BnWzJhK8ol4AALrN6Lvo08S0jiyWuNQ7HZOjxnDUVM0F8IdUyw6drHSfkK/G66OOZ1zmuFLhqNCxW+jfiPcK7zCx/b+aCOnMwr48sEYBrcMuaHrOpM8fwshhBA1g3zGLkQ1sBcVodJqsRmNaAwGx4oRV0yJsOUXkL9+HcbfVpC/bRtY/1jxxK11awxDBuM1YCAuQYHOCF/8ybnDB9gybxappxMAcPf2wWI20WnkvajUKumfcAeoE9GAcW9/wOH1q9k8byZpZ08x782XadN/MN3un4DO3aNKl069TKVWE/Tcc5geexwXexGnI+5h9w4tJvcEuo5pfEPJh4Y+DelatyvbLm5jXtw8Xuv4WoWP7R0VyOmtZ1gXl3ZbJR6EEEIIUTNIxUMFyCcm4lbYTSYyp00ja/Yc7EYjaoMBv/Hj8X90MoV79pKzcCH5mzahmEwlx+iiojAMHoxh8CBcw8KcGL24UuqZU2yZN4tzhxzTXlz0bnQYNop2Q0bgqnckkqR/wp2nMDeHTbO/5diWDQDUjWrOqL/+gz3LFt/U0qk3SlEUzj3wIEWxsWS27sJBX0cvkei7Qrj7oSjU6oonH7Zd3Mbjax/Hw8WDtWPW4unqWaHjtp/K4IHpu/D3cGX3G33R3MA1nUmev4UQQoiaQRIPFSAvXMTNshcVkTljBhlTvyyzLeCJJ9A3b0bi088A4Fq/PoYhQzAMHoSuUaPqDlVcQ25aCtt+nEPc1o0AqDVaWvcfROeR9+Hu7ePU2ET1OX/kIGtnfEmPBydW+7Sagl27Of/ww6AGW78oNpufRlFUNIoJpN+kZmi06gqdR1EURiwZwenc07zW4TUeanb1hqhXstjsxPxzDXnFVhY/eRcx9W6PqV7y/C2EEELUDJJ4qAB54SJulmI2c6Jbd+zGsksoqg0GmmzaSObMmXj16oUuKqpaVjQQFVdozGXX4h85sHoFdptj+ktU1550vW88PkHBTo5OOIPVYgFF4evHx1+1kegT0+ZUScPO85MmUbB9B971Cyka+jCr43phtyrUa+7HwMda4uJaseaXPx3/iX/u/CdhnmEsH7kcjbpixz09bz/LDyXzVK9GvDIg6laGUm3k+VsIIYSoGSr2EYkQ4rrsJhNFhw6RNW8eSW+8wYVnn8OSllZu0gHAbjRiLyqizpNPoo+OlqRDDWIpLmbnogV8++xk9v++FLvNSkSrtjz0n88Y8uwrknSoxbQuLpiLCstNOgCYCgowFRZWybXrPP88ALnn3Ag7O4N7Hm2K1lXN+aNZLPv8AKYi67VPcMnQRkPx1nmTmJ/IxsSNFb5+n2hHj5l1cWk3GroQQgghajlpLinETVDMZopPnKT4yBGKjx6l6OgRTCdOlmoKqfH1Revnh9pguGrFgyyDWbPYrFYOr1/Njp/nUZibA0Bgg0b0eGAiEa3aODU2UXPoPDyuuXSqzt29Sq7r1qoVnr17kb9+A+kHXAmfsINhz/Xjt6kHSU7I5deP9zP0mTa4G67dY8JN68bYpmOZcXgGc47NoU+9PhW6fs+mgahVEJ+Sx8WcIur6uF3/ICGEEEIIJPEgxHUpFgumhASKjhyh+MhRio8exXT8OIrFUmZfja8v+hYt0LdojluLFtgtFvzGjydj6tQy+/qNH49itaJyqfySbHFjFEXhxM5tbPvxB7KTkwDwDgqm2/0TiOzcDZVaisPEH+w2GzGDhrHj5/lltrUdMJS8zAx8gqpm5Yc6zz1H/oYN5F1wo3jtXEJeGMOIF9uy9LMDZFzI55f/7mf4823w9L12j4n7Iu9j1pFZ7E3dS1xmHNH+0de9tp+HKzH1fNl7Lpv18WmM7xxRWcMSQgghxB1OEg9CXEGxWjGdOnUpwXCEoiNHMcXHo5jNZfbVeHujb968VKJBGxJSZsqE/5RHAciaPbv0qhZTHkWt01XLuMTVXTh6iM1zZ5Jy6iQAbgZvuowZR6s+A6pknr64/bno9HQcPhag1NKpbQcMpe2gofz4j9do0KY9PR6ciFpTsf4JFaWPjMTQqyvG9dtIX3aI8CdyCQjzZtTL7VjyaSw5qYUs/nA/w55rg0/Q1Ssvgj2C6Ve/H7+f+Z05cXN4t9u7Fbp+7+hAR+IhLlUSD0IIIYSoMGkuWQHSnOrOpNhsmE+fpujoUUei4cgRiuPjUYqLy+yr9vJyJBdKEg0tcKlbt8J9GexFRai0Wmx5eWi8vFCsVtRuUqbsTGlnT7N1/vecObAPcLyZbD90FO3vGYGrW9WUyos7y5+XTrVZrRxcu5LNs78FIKxZC+557jU8fCp3BQjT6TOcHjIYFIh4ZyLu974KQF5WMUs/O0BOaiFuBleGPduGgLCrL5d5OP0wD6x4ABe1C6vHrCbALeC61z6Rmkf/TzbjqlVz4O/9cHet2Z9fyPO3EEIIUTNI4qEC5IVLzVbypt5oRGMwlPumXrHbMZ89+0dPhiNHKY6LQymnCZzaw8NRydC8eUklg0t4uJTb3yFy01LZ/tMcjm3dCIqCWqOhVd9BdB51X6W/QRS104ld21j55adYiovw9PNn6AuvE9q0cleBSJo0jNztJ3GP8CBi1d6SxwuNZpZ+foDMxHyC6nsx6PFW6D1dMBdZcXXTYrcpuOj+qMIYv2I8B9IP8Hjrx3mqzVPXva6iKHT/YAOJ2UVMn9Cefs2CKnVclU2ev4UQQoiaQRIPFSAvXGouu8lE5rRpZM2eU3oaw+RHKNi1m8KdOx3Jhrg47OU0glO5u6NvFo1bc8d0CX3zFrjWj5Akwx2o0JjL7l9/4sCq37BdagIa2aU7Xe8fj29wqJOjE3eazMQLLP3vu2QlJaLWaOk9cQqt+g6qtNVrLEe2kXDvI2BXUe+rz/Do1b9km6nQwqZ5J+h+XxMObUjk8MZETIVWdO5aWvUKI2ZgBFoXR/Jh1dlVvLzpZfz0fqwesxqd5vrTv95acoTvd5xjXMdw3hvVqlLGU1Xk+VsIIYSoGSTxUAHywqVmshUVkTVjBhlTvyyzLeCJJ9A3b0bi08+UPKbS69FHR6Nv0QK3Fo6KBtcGDVBV8hxsUbNYiovZ//tSdi/5GXORo8KlXotWdH9gIsGNmjg5OnEnMxcVsvLLTzm5ezsAze/uS59HnsDFtXJ6u6Tc15bsg8XoG4VSf/naUkkNc5GV2DXn2bvibJnjOgypT9v+EbjoNFjtVgYtHkRKQQrv3PUOI5uMvO51N51I5+HvdhPopWPX3/rU6KWA5flbCCGEqBlq9uRMUevZ8vKwJCZiTkzEciHR8eeLidiMeUR8O4Os2XPKPS5r7lyabNqI3+TJ6Bo2RN+8ObpGDVFp5Ve+trDbbBzZsIbtP8+jIDsLgDr1G9Ljgb8Q0aptjX6zJO4Mrm7uDH3xdfYsXcTW+T9wdONa0s+dYdiLf8M78NanKASMH03OkdkUn0oif8NGvHr3KtmmcVFzeGNiuccd2pBIu0H1AdCqtTwQ9QAf7/uYOXFzGNF4xHX/bXRq4Ie7q4a0PBNHk4y0qOt9y2MRQgghxJ1N3oUJp7KbzVguXsSSmPhHgiHxYsmf7bm55R6na9oEa1YWdqOx/PMajdiLigh6+aWqDF/UQIqikLB7B1vmf0928kUAvAOD6HrfeKLu6iHTaES1UqlUdBw+hqCGjVn+2QeknTnFnNefZ8hzr1K/VdtbOrf2rgfxa/o1mXFepH/yXzzv7lny+20usmIqtJZ7nKnQirnIipuXKwCjmoziq4NfcSL7BLtTdtMppNM1r6t30dC9SQCrjqayNi5VEg9CCCGEuC5JPIhrqkjjxmtR7HasqamXEgl/TjAkYk1Lg+vM9tH4+uISFoZreBgudcNwCQvDpX4E2sBA1AZDuckHtcGAxsvrhscrbm+Jx46wee5MkhOOA+DmZaDz6HG07jdQlsYUThXRsg3j//MpS//7HqmnT7L432/R9b6H6Dhi7M1X3/g1wP/uRmQnpGA6eYq8lSsxDB4MgKubFp27ttzkg85di6vbH0//3jpvhjcazoLjC5hzbM51Ew8AfaKCWHU0lfXxaTzft+nNxS+EEEKIWkMSD+Kq7CYTmTNmlG3cOOVR1DrHHGVFUbDl5DiqFC5eSipcmhJhSUzEkpSEYrFc8zoqNzdcwy4lFMLCcA2re+nP4bjUrYvG06P8+IqK8Bs/noypU8ts8xs/HsVqReUibzbvJCXLFxYUoPPwwG6z4aLTk37+LFvnf8/p/XsAx9KY7e4ZSft7RqJzl6UxRc1gCAjk/rffZ/3Mrzm8fjVbF/xAyqkTDHzyxZv+PdV0GIvflvfIOGIg/fP/4dW/PyqtY/WKVr3C2PPb2TLHtOoVht2moLniFcCD0Q+y4PgCNiVu4pzxHBGGiGte9+6oOgAcSswlzVhMoEF/U/ELIYQQonaQxIMol72oiMw/NW60G42ON/mKHY/u3Ul5+x0siYnY8/OvfTKtFpeQEFzC6joSDHXDcAkPK0k2aPz8buoTP7WbG/5THgUga/bsqyZHxJ3Bajaze8kiYlcuLUk8tB04jHZDhrP80/fJungBlVpNqz4D6TJmnCyNKWokrasr/R97luDGTVn/3dck7NnJ3L+9wPCX38A/rN6Nn7D5CPwi3yT7hCfms2fJXbIUn9GjcNFpiBnoSB4c2vDHqhYt7w4raSx5pfre9ekR1oPNiZuZFzeP1zu9fs3LBnrpaR3mzcHEXDYcT+O+DjcRuxBCCCFqDVnVogJqW1dsu8kEKhUnu3W/6jSGJhs3kNCnL7bsbAA0dQJwvTwN4nJS4fLPwUFV2tSxZDpIXh4aL68bng4iaj6LqZjdSxaxc9H8Mts6j7qfoIaNiNu6ia73jccvtK4TIhTixiUnHGfpx++Rn5mBi07PgCeeJ7JLtxs/0XcDyVx9iLQD3riEhtJw5e+oXR39GywmG2qNCnORFRedhvPHsojfkczAx1qiVpdO+O5I2sGUNVNw07qxduxaDK7Xfr77bO1JPll7gv7Ngpg2of2Nx10NatvztxBCCFFTScWDwG42U3zoEAW7dlG4ew/2/DzqfvbZNRs32vLzqfv5Z2j9/HCpWxe13nlltpeTDFo/PwCZXnGHURQFtVpD7Mql5W6PXbWMx7+ZQ+MOXao5MiFuTUjjSMa/9ynLP/uAC0cPsfzT/5ByahTdxz2M+kaW+W0+Ct/TO8g66YslKYmchQvxe/BBgJLKBjcvV4oLLKz/IQ5ToZX4Hck06xpa6jSdQzrT2KcxCTkJ/HLyFx5u/vA1L9snOpBP1p5gy8kMii029C6yNLEQQgghyieJh1pIMZspOnKEwl27KNi9m6LYAyjFxSXbNb6+aP39r9m4Uevri0tgYHWGLe5giqJQkJ1FTkoy2alJ5KQkk5OaQk5KEhqtliHPvoKpoKDcY00FBZiLCtG6SGd9cftx9/ZhzBv/ZMv879m7bDF7ly0m9XQC9zz3Ku7ePhU7SbPhqFe+hn9UFqn7fMj4+mt8Ro0qU/ml93Ch/eD6bPs5gV1LT9O4XSCu+j9eBqhUKsY3G89b299iXtw8Hox+EK366i8TmocaCDLoSDWa2Hk6k7sj5TlBCCGEEOWTxEMtoFgslxINuyncvZvC2FiUoqJS+2j8/XHv2AGPTp1w79gRBaRxo6hUdruNvIyMS0mFS18pfyQZrGZTuce5eRlwN/ig8/AoN/mg8/CQBpLitqbWaOj50CRCGjdl5VefceHoIWa//jzDXnydkMaR1z+BVxDU74avdTNZ58KxpGeQPW8e/o88UmbXlj3DOLwxEWNGMQfWnKfj0Ialtg9uMJhP931KUkESGy5soF9Ev6teVqVS0TsqiPm7z7M+Pk0SD0IIIYS4Kkk83IEUq5Xio0cpuJxo2L8fpbCw1D4aX1/cO3YsSTa4NmpUpsGjNG6sXa62YsSNsFkt5KalkZuaTHZKMjlXVC/kpqZgt5Vd2u8ylVqNd50gvIOC8QkOxTc4BJ/gEHyCQlEUhZhBw9jxc9keDzGDhmG32WS5THHba9q5G/5h9Vjy0btkJ1/kx7deo/ekx2nVZ+D1D24+CtWZzQS0VUheA5nTpuNz331oPD1L7aZxUdNlZGNWTT9C7JrzNO9eFw+fP/4/12v1jI0cy7RD05hzbM41Ew8AfaICmb/7POvi0nh7mHLzS4MKIYQQ4o4mzSUroKY3p1KsVorj4v6YOrF3H/Y/Jxq8vS8lGjri3qkjusaNUanV1z23NG6sHaxmM7t+XVhqxYiYQcPoOHws2ktN6i6zmE3kpqY4EgopSY4pEZeqF4zp6SiK/arX0Wi1eAcGOxIKwaH4XEoy+ASHYAgIRHONJqSOVS0Wsv/368coxO3MVFjIyi8/IWHPDgBa9OpPn0mPX/v3vCATPmqCYrNxemcHzOcvEvD009R5+qkyuyqKwuIP95NyOpfou0LoPSG61Pb0wnT6L+qP1W5lwZAFNA9oftXLFplttHlnNSarnVXP9yAy2OvmBl1FavrztxBCCFFbSOKhAmraCxfFZqM4Lt5RzbBrF4X79pVZ0lLt7Y17h/Z4dOyIe6dO6Jo0qVCiQdQ+11wxYvQ4Irt0Y99vS0qqF/KzMq95Pq1Oh09QiOMrOATfS4kFn6AQPP39UatvvgFdSVVGYSE6d/ebqsoQ4nagKAq7l/zMtgWzURQ7QQ2bMOyl1zEEXGM6w5zRkLAWo9cDXJy+EbWHB43WrkHrW3Zp2ZTTuSz6YB+o4L43OhAQVjph8Lctf2PZ6WUMaTiE/3T/zzVjnTRrD+vj03hlQCRP9Wp8U+OtKjXt+VsIIYSorSTxUAFV9cKlpJrAaERjMFy1mkCx2zHFx1Owe7ejT8Pevdjz8krto/bywr19e9w7dcSjUyd0TZuiupGu6KLWslksfPXYQ1ftn/DYl98z/elJFOX90WjU1c0d35DQkuRCyffgUDx8fKXcWohKcvZQLL99/iHFeUb0XgbuefZVIlq1KX/n2Lmw5EmUgCjOrA3FFB+P3yOTCHrllXJ3XzXjCAl70wiL8mXYc21K/bs9mnmU+5ffj1alZdWYVQS6Xz3hMWfnOd789QjtInxZ9MRdtzLcSieJByGEEKJmkB4PTmI3mcicMYOs2XPK9E9QubhgOnGCwt27HX0a9u7Fnptb6ni1h8elRIOjGaQ+OkoSDeK67HYbmRfOk3QinqQTcRTlGekz6fFrrhhRXJDPXWMfROfujvelBIObl0GSC0JUg/qt2jL+vU9Z+vG/ST2dwKJ//51u4ybQYdjosv8Go4bAcldUGfHUefgp0qb/iHv79tjNZux5eWUS3F1GNOL0gXQS47M5dyST+i0DSk7V3L85MYEx7E/bz4L4BTwb8+xVY+wd5UhK7D+fTVaBGT8PmfokhBBCiNIk8eAE9qIiMmfMIGPql388ZjQ6VpBQ7OhbtSbx8cdLHaN2d8etfbuSVSf00dGorjEfXgiA4oJ8kk8eL0k0pCQcx3zFiiYVWTHC3dubNgOGVGfYQogrGOoEcv/bH7D22y85unEtW+bNIiXhBAOeeL70ii5uPtC4LxxfgWdwAe7z5pL1/Q8kvfbXchsEGwLcaN0rnNg159m+KIF6zfxQa/6Ykje+2Xj2p+1n4YmFTGk1Bb22/GlNoT5uRIcYiEs2svF4GqNiwqr4jgghhBDidiPvXJ1ApdWSNXtOuduy5sylycbJaEND0TVs6Jg60bEj+ubNJdEgrkmx28lKvkjSiTiST8STdCKezMTzZfZz0bsR0rgpoU2jCG0ajc1mkxUjhKjhtK6uDHj8OUIaR7J+5jec3L2dzMTzDHv5Dfzrhv+xY/NRcHwFil8UWT/MJuOrr0o2lSS4Af/Jj6B2c6PdoAjitieTnVLIsW3JtOhRt2T/XuG9qOtZl4v5F1l+ejljmo65anx9ogKJSzayLl4SD0IIIYQoS3o8VEBlzxG1ZmZysmu3q25vsnULGm9vVC7yZk9cnbm4iJSEEyQdjyPpZDzJJ+IpLsgvs59PUAihTaMIaRpNaNMoAupFlGnwKCtGCHH7SD55nKUf/5v8rExc9G4MfPJ5mnbq6thoyoOpnVCe3MuJHr2wG41ljlcbDDTdtrXkOebQhkS2/HgCNy8XHnqnC65ufyS5fzj6Ax/u/ZBG3o34ZfgvV51iFXs+m5FfbsdLp2Xf//XDVVszmhlLjwchhBCiZpCP0J1AYzCgNhiu+oJQkg7izxRFITctlaQTcSWJhoxzZ8ssXal1cSWoURNCI6MJbRJFaNMo3L19rnt+rasrHYaNptPIe0utGCFJByFqnpAmkYz/z2cs//R9Lhw7zLKP36PD8DF0u288ap0XNB+BLSez3OcYcFQ+2PLy0Pr5AdC8RyiHNyaSk1rI/lXn6DyiUcm+I5uMZOqBqZzKPcWO5B3cFVp+88jWYT74e7iSWWBm79ks7mocUO5+QgghhKidJPHgBIrVit/48SUlr1fyGz8exWqVxMMdpmQZyEvVBNdbBtJiNpF6OoGk43Ekn3RMmyjMzSmzn1dAHUeC4VKioU79Bjc9LeJyPO4GbwCZXiFEDebu7cOYN//F5nmz2Lf8F/Ys+ZnUUycZ8tyruEd0Q+Pjf+0Et9cfy2dqNGq6jGzE718f5sC6CzTvURcvP8f/B16uXoxsMpK5cXOZc2zOVRMParWKXlGB/LwvkXXxaZJ4EEIIIUQpMtWiAqqiVNNuMpE5bTpZs2eX2/RL3DmsZjO7fl1I7MqrT2MwZqQ7EgyXqhnSzpzCbrOVOo9aoyWoYaOS3gwhTaPw8pMX90LUdsd3bGHVV59hMRXj5V+HYc++QKA9mcy18WR8+XWZ/QOeeqqkx8NliqLw68exJJ3MoWmnIPpNbF6y7YLxAkN+GYKCwpIRS2jo3bDcOH4/nMwTc/fTIMCDDS/fXenjvBky1UIIIYSoGWp04uEf//gHb7/9dqnHIiMjiY+PB6C4uJiXXnqJBQsWYDKZGDBgAF9++SVBQUEl+58/f54nnniCDRs24OnpycMPP8x7772H9gYaNVbVCxd7UREqrRZbXh4aL69Sy5yJO4PFVMzuJYvYuahs48bOo++nQZv2LPv0P+RnZpTZ7uHjW5JgCG0aTVCDRjL1QQhRrowL51j633fJTk5Co9XSp3MozR/+J5mz5pK7/DfUeh32YhPeQ4bgN/EvaMp5Lks7Z2The3sBGPt6ewIj/tjn2fXPsuHCBu6LvI83O79Zbgx5xRZi/rkGi01h/Us9aVjHs2oGewMk8SCEEELUDDV+qkXz5s1Zu3Ztyc9XJgxeeOEFfvvtNxYuXIi3tzdPP/00o0aNYtu2bQDYbDaGDBlCcHAw27dvJzk5mQkTJuDi4sK///3vah/Ln11OMlyeZyvTK+4sNqsVtVpD7Mql5W6PXbmMjsPGYDObUanV1IloQOilBpChTaMx1Am8aiM3IYS4UkB4BA/++xN+n/oJp/buZPXW8xjzXqL9lHfxe/IJTPkF6Dw9MKelc/GVVzH074/P6FGlzhEYYSCyUzDHd6Ww7ecERrzYtuT/oPHNxrPhwgaWnlrKM22fwVvnXSYGL70LnRv6s+VkBuvi0mpE4kEIIYQQNUONTzxotVqCg4PLPJ6bm8u3337LvHnz6N27NwAzZ84kOjqanTt30rlzZ1avXs2xY8dYu3YtQUFBtGnThn/+85+89tpr/OMf/8BVPj0Wt8hqNpOblkpOahI5KclkpySTk5JEbmoKLno9w19+A1NBQbnHmgoKMBUWMOqv/8A/rB4u+qv3fBBCiOvRuXsw/KW/sXvJzxzbsoG2T/+Hvb8vJXbV8pJpXm0HDqXDf94jceIk9C2ao4+MLHWOTsMbkrA/jaSTOZw5mEHDNnUAaB/UnkjfSI5nH2fRyUVMajGp3Bh6RwU6Eg/xqTzao/wpGUIIIYSofWp84uHkyZOEhoai1+vp0qUL7733HvXq1WPfvn1YLBb69u1bsm9UVBT16tVjx44ddO7cmR07dtCyZctSUy8GDBjAE088wdGjR2nbtm251zSZTJhMppKfjVfpDC5qB3NxETkpyeSkJpf+npJMXlYGXGW2kpuXAXeDDzoPj3KTDzoPD9wMBjz9/Kt6CEKIWkKlVtNp5L1Ed+9F7O/L2Ln4x5JtpoICdi5aAAo0f/YZLj77HPUX/YzG84/KBC8/PW36hLNv5Tm2L04goqU/Go0alUrFQ80e4v+2/R/z4uYxvtl4XNRlq/R6RwXy9rJj7DmbTW6RBW83qeQTQgghRA1PPHTq1IlZs2YRGRlJcnIyb7/9Nt27d+fIkSOkpKTg6uqKj49PqWOCgoJISUkBICUlpVTS4fL2y9uu5r333ivTW0LUXDe6YkR5ivPzyUlJKpVcyE5JJjc1mYKc7Gse6+rmhk9wKD5BIfgEO758g0LxCQ4BIGbQMHb8XLbHQ8ygYdhtNlk9QghR6Tx8fIhdtazcbbGrltHpy+9JMxpJfuNN6n76SalpXTEDIzi2LYnctCKObr5Iq17hAAxqMIhP9n1CamEq686tY2CDgWXOHeHvQeNATxLS8tl8Ip2hrUOrZoBCCCGEuK3U6MTDoEGDSv7cqlUrOnXqREREBD/99BNuVdiE8fXXX+fFF18s+dloNBIeHl5l1xM3z2o2s3vJomuuGAGOju1FxtySqRB/rl4ozs+75nX0XgZ8r0gs/JFkCMXNy3DNXgwdh48FYP/v145RCCEqi6mg4JrTvMzFRWhDQshbtYrs2bPxmzChZLurXkvHoQ3ZNO84e5afJbJTMDp3F3QaHfdH3s+XB79kdtzschMPAH2iAklIy2d9fJokHoQQQggB1PDEw5/5+PjQtGlTEhIS6NevH2azmZycnFJVD6mpqSU9IYKDg9m9e3epc6SmppZsuxqdTodOlrSs8cpbMcJUUMCOn+ejKNCkYxd2Lf6R7FRH5YK5qOia5/Pw9XMkFK6sXAgOxTsoGL3HzTdJ07q60mHYaDqNvBdTYSE6d3fsNpskHYQQVUbn4XHNaV46T09877uPlLfeIvWDD9G3bIn7FdMPm3UN4dCGRLKTC9j7+zm6jm4MwNjIsUw/PJ1D6Yc4mH6Q1nValzl/n+ggvtl8mg3H07Da7Gg16qobqBBCCCFuC7dV4iE/P59Tp04xfvx42rVrh4uLC+vWrWP06NEAHD9+nPPnz9OlSxcAunTpwrvvvktaWhqBgYEArFmzBoPBQLNmzZw2DlE51JprrRixlI7DRnPh2GGK8i716FCp8PIPwDc4BJ9LUyEuJxm8g4Jx1VddFc3lqR/uBkcneJleIYSoSnarlZgB97Djih4Pl7UdcA9Wswmfe8dSsGMHeStXcvGFF2nwy2K0vr4AqDVquo5uzPIvDnJowwVa9qyLIcCNALcABjcYzJJTS5h7bC6te5ZNPMTU88HbzYWcQguxF3LoUN+vyscrhBBCiJqtRiceXn75ZYYOHUpERARJSUm89dZbaDQaxo0bh7e3N4888ggvvvgifn5+GAwGnnnmGbp06ULnzp0B6N+/P82aNWP8+PF88MEHpKSk8Oabb/LUU09JRcNtzmIqvm4pcXFBPj0nTEbv4elILgQGo5UlS4UQtYCLvYiOQ4YAsP/KVS0G3EPbQcPYMnsGvSc/Q8i//okpPh7z2bMkvfwK4dO+QaXRAFCvuR/h0b5ciMtmxy+nGPBoCwAeavYQS04tYfW51bxY8CLBHqUrCLUaNXdH1mHJgSTWxaVJ4kEIIYQQ1Oj6x8TERMaNG0dkZCT33nsv/v7+7Ny5kzp1HMt7ffLJJ9xzzz2MHj2aHj16EBwczOLFi0uO12g0LF++HI1GQ5cuXXjooYeYMGEC77zzjrOGJG5RflYmW+bN4vtXn0bn7iglLo/OwwN3b2+a9+hNo3Yd8a8bLkkHIUTtofNEO38sHVoG8MRXs3hi6jSe+GoWraID+fkfr3Jw/VrWffsVag8P6n72GSq9noJt28j4+uuSU6hUKu4a3QRUkLAvjZTTuQBE+UXRIbgDNsXG/PiyjXPBsboFwPr41KofqxBCCCFqPJWiXGUtQFHCaDTi7e1Nbm4uBoPB2eHUSunnz7Jv+S/Ebd2E3WYFYPQb/+Ri/LFSPR4u6zJmHB2Gjb7h1S2EEOKOYC6EbZ/CpvfB3R88gyA/FQozORn+CEvXnARFodv9E+g08l5yfvmV5NdfB5WKet/OwOOuu0pOtf6HOOK2JxPc0MCoV9qhUqnYcH4Dz254FoOrgTVj1uDu4l7q8rmFFmL+tQabXWHLq70I93PHGeT5WwghhKgZanTFg6jdFEXh7KFYFv377/zwytMc3bQOu81K3ajmDH/5TSJatKbTiLF0GTOupPJB5+FBlzHj6Dh8rCQdhBC1l6s7dH8Rer4GdhukHXN87/EKTe7/G707OVab2LrgB45uWofPyBH4jB0DisLFl17GcsWS052GNUTrqibltJFT+9MB6BHWg3CvcIxmI8tPLy9zeW93F9pHOPpFrIuTqgchhBCitpOKhwqQT0yql81q4fj2Lexdtpj082cBUKnUNOnclfb3jCCkcWSp/S2mYtQaTakVIyTpIIQQOCofNFooNoLeAPlpMHcspB1jk8tY9h5KQa3RMPKv/6Be02jOjnsAU1wcbm3bEvHD96guTVHbvfwMe5afwRCg54G3OqNxUTM3bi7/2f0f6hvqs2TEEtSq0p9lTNt8in+viKd7kwBmP9LJGaOX528hhBCihpCKB1FjFBfks3vJz8x4+hF+n/ox6efP4qLT03bQUB75fBpDn3+tTNIBHCtGaLQuuBu80WhdJOkghBCXubqDxhU8AhzfvcPgrmcB6GFeSGRUOHabjWUf/5uMlCTCPvsUtZcXRbGxpH38Sclp2varh4e3K8aMYg5tTARgROMReLp4ctZ4lm0Xt5W5dO+oIAB2nc4i32SthsEKIYQQoqaSxINwuty0VDZ8P51pT05ky7xZ5Gdn4eHrR7dxDzPly1n0/stjeAcGX/9EQgghrq/NOOj5V1QqGMhPhDUIw1xUxC//+QfF7m6E/PtdALJmzsS4ejUALjoNnYY3BGDf72cpzrfg4eLBqCajAJgTN6fMZRrV8SDC3x2zzc7WkxnVNDghhBBC1ESSeBBOk3LqJMs/fZ9vn3uU/SuWYCkuIiA8goFPvsDk/31LpxFj0Xt6OjtMIYS489z9V2h1P1qVleEev+MfHER+dhaL33sL17u64DdxIgDJf3sD87lzAER2DsE/zBNToZU9v50BYFzUONQqNduTtpOQnVDqEiqVSla3EEIIIQQgiQdRzRS7nVP7dvHj239l7t9e4PiOLSh2OxGt2jL69beZ8OEXNO/ZR5a+FEKIqqRSwbD/Qf3u6G05jArejaePD5mJ51n60bv4PfM0bjEx2PPzSXzueezFxajVKrqOaQzAkU0XyUktJMwrjN7hvQGYGz+3zGX6RjumW6yPT8dul5ZSQgghRG0liQdRLaxmM4fWrWTmS0/y6wf/JPHYEdQaDc2692L8+58z5o1/Ur+NY5k2IYQQ1UDrCvfNhoCmGEznGdnkAq56Ny4cO8yq6V8Q+t+P0Pj5YYqPJ/Vdx/SL8Cg/Ilr4Y7cr7PjlFAAPNXsIgGWnlpFdnF3qEh3q++Gp05KRb+LQxdzqHZ8QQgghagxJPIgqVWjMZcfP85n+9CTWTPuC7KREdO4edBg2msn/+5ZBT79EYP2Gzg5TCCFqJzdfeHAheNQhMP8Aw9raUWs0HN++mZ3rV1L3ow9BpSJn4c/kLP4FgLtGNUalVnH6QDpJJ7OJCYwh2i8ak83Ezyd+LnV6V62aHk0DAFgvy2oKIYQQtZYkHkSVyEq6yNoZU5n+1CS2L5xLYW4OXgF1uHvCo0z5ciY9HpyIl3+As8MUQgjhWx/G/QhaNyJy1jKgcx0A9ixdxAljJgHPPA1AyjvvUHz8OH6hHjTrFgrAtp8TQIHxzcYDsCB+ARabpdTpL69usS4+rZoGJIQQQoiaRhIPotIoisLF+GMs+ehfzHzxcQ6u+R2r2URQw8YMefYVJn8+g3ZDhuPq5u7sUIUQQlwprB2Mng6oaJa1kK5dmgCwftY0stu1xqNbN5TiYi4++xy2/Hw63tMAF72GtHN5nNiTysD6AwlwCyCtKI3V51aXOvXdkXVQqeBokpGU3GInDE4IIYQQziaJB3HL7HYbJ3ZuZf6bL7PgrVdJ2LMTFIWGMR249633ePDfnxDVtSdqjcbZoQohhLia6KEwwNHLoVP2TFrFRIGi8Pv//ovqiUfRhoRgPneO5Df/DzcvF9oNjABg56+nUNnU3B95PwCzj81GUf5oJBngqaNtuA8A66XqQQghhKiVJPEgbpq5uIj9vy/ju+emsOyT/5CccByNiwst+wzgLx9/xcjX3iK8WUtpGCmEELeLzk9Ch0dRqRT6mGfTMLoJVouZpV99iuebfwMXF/JWriR79hxa9w7H009HfraJg+svMDZyLK5qV45mHuVA+oFSp+1zaXWLddLnQQghhKiVJPEgrsliKsZmtVCYm4PNasFiKqYgN4etC35g+pMT2TDrG3LTUtF7Geg8ehyPfvEd/ac8g3/dcGeHLoQQ4kapVDDwP9B0IGpbMffolhEUUY/iPCO//Tofw7PPAJD6wQdYjh2m8/BGAOxbeQ692ZN7Gt0DOKoertQ7KhCArQkZFJlt1TggIYQQQtQEkngQV2U1m9m9ZBFfTXmo5Gv3kp9RqVSc3L2d4oJ8fENC6Tv5SaZM/Y6u9z6Ih4+vs8MWQghxKzRaGP0tBLfCxZTOyKC9eNcJJDctlQ2nj+LWvz9YrSS+8CING7sSGOGFpdjGnuVneCjasbTmuvPrSMpPKjllVLAXod56TFY7O05nOGtkQgghhHASSTyIcllMxez6dSE7F83HVFAAgKmggJ2LFhD7+zL6PvIUw15+g798/BWt+w3GRad3csRCCCEqjc4THvgJDGF45B1nVFQqek8vUk8nsD/IgLZ+fazJySS/9hp3jXJUPRzdmoR/cSidQzpjV+zMi5tXcjqVSkXvaEfVw7o46fMghBBC1DaSeKjlFEUhLzOD80cOcnDNCjZ8P53ln30AQOzKpeUeE7tqGaGRUTTp0AW1WhpGCiHEHckQAg/+BK5e+GVsZWQnHVoXV84ciiWhT1fQ6ynYuhXXdQto0DoAxa6wfXFCydKai08upsBSUHK6y30e1senlWo+KYQQQog7n9bZAYjqUVyQT3byRbKTk8hOvkhW0sVLP1/EajKV2jcgPILC3JySSoc/MxUUYCosxN3gXR2hCyGEcJag5nDfDzB3LKFJvzC492SWrj7Bsb07cRsznKA5P5Lxvy9o80krzh1Wce5wJkN7t6a+oT5njWdZkrCEB6IfAKBLQ3/cXDQk5xZzLNlI81B5DhFCCCFqC0k83EGsFgu5qSlkJSeSnXQ5yZBIdnIShbk5Vz1OpVbjExSMb0hdfEPqElCvAR6+/ug8PMpNPug8PNC5u1fhSIQQQtQYjXrDPZ/A0mdocn4Gvfs+z/o1+9h3eC+dB/TCb9UG8t95jWaPTuXIriy2LzrFA6Me5N973mVu3Fzuj7oftUqN3kVD18YBrI1LZX1cmiQehBBCiFpEEg9OZDEVo9ZoMBUUoPPwwG6zXbdXgmK3k5eV6ahWuKJqISv5Isa0NBTFftVjPXz98A0JxS8kDN+QUHxD6+IbEoZ3YBAabelfBYupmJhBw9jx8/wy54kZNAy7zYZG63JzAxdCCHF7iZkA2Wdhy39pm/QFeT2eZc/mPexOv0iXZpF4HztOyNrPORH4MJmJ+XTL7IyXqxfn886zJXELPcN7AtAnOpC1camsi0/jmT5NnDsmIYQQQlQbSTw4yeUVI2JXLi1JPMQMGkbH4WPRurpSnJ//R1LhigRDdnISVrPpqud10bvhF1q3pHrBN7QufiF18Q0JxdWt4lUKLjo9HYePBWD/7+XHKIQQohbp9aYj+XBkEd1zvyWv3cPE74tlt6eeLn4+eO7bQeSonhwuCid2eSJjRtzLzBPfMvvY7JLEw+VlNQ8m5pCeZ6KOl86JAxJCCCFEdVEp0uHpuoxGI97e3uTm5mIwGG75fBZTMbuXLGLnorLVBJ1H3U9Ik0h+ef/tqx6v1mjwDgy+VLFwKbFw6c8ePr6oVKpbjvHKWNUaDabCQnTu7hWqyhBCCHGHshTD7BFwfgdWr3oszu3PhePHcXf3oNPeY+issHfQp+QXqojuH8CL+ROwKTZ+HvozkX6RAAz931YOX8zlwzGtGNs+vErDreznbyGEEELcHKl4cAK1RnPNFSM6Dh+Dm5cBjVZbUrVwuYLBL7Quhjplp0ZUlctJhsuNJGV6hRBC1GIuerh/HszoizbrFMOC9rEgP4rMi4nsj4mm496jNDg8j8ONHuTkpmz6DxzM72nLmBs3l3e6vgM4qh4OX8xlXVxalScehBBCCFEzSOLBCUwFBddcMcJcXMSjX3yLi96tmiMTQgghrsPdDx5cCDP6ok+PZVTzYOYX+pGbnUVsi8bEHNqOT3hvcgihw4Uh/K5bxm+nf+O5mOfwd/OnT3Qgn607yZaT6ZisNnRaWZZZCCGEuNOpnR1AbaTz8EDn4XHVbXpPT0k6CCGEqLn8G8G4BaDRYbjwOyO7++Lq5kYGNo40CqfhkbkApMWa6OTaE7PdzE8nfgKgRag3dbx0FJht7D6T5cxRCCGEEKKaSOLBCew2GzGDhpW77fKKEUIIIUSNVq8TjPwagMCTsxg2qBVqjYYkD1dSPIwEpu0DBbqcGw4K/Bj/I2abGbVaRe9IR5PJdXFpzhyBEEIIIaqJJB6c4PKKEV3GjCupfNB5eNBlzDg6Dh8rzRuFEELcHlqMgr7/ACAi7r8MGO5YveJ0oA+6rN9R2a0Un9XQsqgLmcWZrDy7EnAsqwmwLj4V6XEthBBC3PlkVYsKqKqu2LJihBBCiNueosDy52HfLHBxZ1fYq2xdsQ6AkKIIskNHo/Ix8XXUX4nyj+THe36k0Gyj7T/XYLbaWfNCD5oEeVVJaLKqhRBCCFEzSMWDE7no9Gi0LrgbvNFoXSTpIIQQ4vajUsHg/0KjPmAppGPql7Tq0Q2AVP1ZVMWnUHJ0tEzvRlxWHPtS9+Gh09KloT8A6+JluoUQQghxp5PEgxBCCCFujUYLY2dBUAtUhWn0UX6hYeu22FUqzAXLsNuy6XpmMC42HbOPzQb+mG6xXvo8CCGEEHc8STwIIYQQ4tbpDfDAT+AVgjojnnuCYglu2Bib2o7VuBC71U7v+D5suLCBC3kX6B3lSDzsPZdFTqHZycELIYQQoipJ4kEIIYQQlcO7riP54OqJy4UtjGxdhHdgMHbyMef/SoPs7gTmGJgXN48wX3eigr2wK7DpRLqzIxdCCCFEFZLEgxBCCCEqT0grGDMTVGrc4xcwum84ek9PFFsq5qJV3Lt7ML+eXEy+Ob+k6mHn6SwnBy2EEEKIqiSJByGEEEJUrqb9YfBHAPjGfszI0d3RaLTYLWcoVOcxeKMvvyT8wpCWwUyf0I7/uyeajHwTZqudQrPVycELIYQQorJJ4kEIIYQQla/DI3DXMwCE7vsHQx4cBoDNfJhAY3P2LJ1B/QB3DiXm0vm9dbT/11rav7uGbzadxmSxOTNyIYQQQlQySTwIIYQQomr0fQeih4HNTJPDb9P1nhEA5HOcuzb58+5PM/jf+gSMRY4qB2ORlc/WneTLjaek8kEIIYS4g0jiQQghhBBVQ62GUdMgrAMU59A583NCG3cH4KLBQrM5c9DYbTSs48GAZkE0rOMBwMztZ9Cq5SWKEEIIcafQOjsAIYQQQtzBXNzg/vnwbV/IPsuosI18c7EZlqLj2Jq1YfczbfEJCaY4Px+9pyeZOQW8tuwkecUW/D11zo5eCCGEEJVAEg9CCCGEqFqedeDBn2FGX3Sp27m7RRdiU9sz9v9eIPb3ZcSuWoapoACdhwdtBw5l2oNjUdQuzo5aCCGEEJVEpSiK4uwgajqj0Yi3tze5ubkYDAZnhyOEEELcns5ug9kjsFutJI49woWjG9i5eEGZ3TqPvp/294xC5+5+S5eT528hhBCiZpAJlEIIIYSoHvW7wvCpqAMaERoZSOyqZeXuFrtyGVpXqXgQQggh7hS1KvEwdepU6tevj16vp1OnTuzevdvZIQkhhBC1S6t7ofebmAvyMRUUlLuLqaDgqtuEEEIIcfupNYmHH3/8kRdffJG33nqL/fv307p1awYMGEBaWpqzQxNCCCFql2bD0Xl6ovPwKHezzsPjqtuEEEIIcfupNYmHjz/+mEcffZSJEyfSrFkzvv76a9zd3fnuu++cHZoQQghRu6hU2CxW2g4YVu7mtgOGYbNYqzkoIYQQQlSVWpF4MJvN7Nu3j759+5Y8plar6du3Lzt27HBiZEIIIUTtZLNpiBk8is6jxpVUN+g8POg8ahwxg0dhs2ucHKEQQgghKkutWE4zIyMDm81GUFBQqceDgoKIj48vs7/JZMJkMpX8bDQaqzxGIYQQojZx1Wv55aODxAzoRccRYyk05uNu8OT8sQx+m3qEkS+3c3aIQgghhKgktSLxcKPee+893n77bWeHIYQQQtyxrFYr4c38+P2bePSeLrgbXCk0minOt9B+cARWqxWN1tXZYQohhBCiEtSKqRYBAQFoNBpSU1NLPZ6amkpwcHCZ/V9//XVyc3NLvi5cuFBdoQohhBC1gk5tp92g+rQfHIFiV8hKKkCxK7QfHEG7QfXRqe3ODlEIIYQQlaRWVDy4urrSrl071q1bx4gRIwCw2+2sW7eOp59+usz+Op0OnU5XzVEKIYQQtYirHq3VTJteAbQf3ABTkQWdmwvWojy0Khu46J0doRBCCCEqSa1IPAC8+OKLPPzww7Rv356OHTvy6aefUlBQwMSJE50dmhBCCFE7aV3R6aygsuKuLQaVCo1OCzLFQgghhLij1JrEw3333Ud6ejp///vfSUlJoU2bNqxcubJMw0khhBBCVCNXd8d3t0vJBo0kHYQQQog7jUpRFMXZQdR0RqMRb29vcnNzMRgMzg5HCCGEEBUgz99CCCFEzVArmksKIYQQQgghhBDCOSTxIIQQQgghhBBCiCojiQchhBBCCCGEEEJUGUk8CCGEEEIIIYQQospI4kEIIYQQQgghhBBVRhIPQgghhBBCCCGEqDKSeBBCCCGEEEIIIUSVkcSDEEIIIYQQQgghqowkHoQQQgghhBBCCFFltM4O4HagKAoARqPRyZEIIYQQoqIuP29ffh4XQgghhHNI4qEC8vLyAAgPD3dyJEIIIYS4UXl5eXh7ezs7DCGEEKLWUinyMcB12e12kpKS8PLyQqVSOTucamc0GgkPD+fChQsYDAZnh3PbkvtYOeQ+Vg65j5VD7mPlqKr7qCgKeXl5hIaGolbL7FIhhBDCWaTioQLUajVhYWHODsPpDAaDvLCuBHIfK4fcx8oh97FyyH2sHFVxH6XSQQghhHA+Sf8LIYQQQgghhBCiykjiQQghhBBCCCGEEFVGEg/iunQ6HW+99RY6nc7ZodzW5D5WDrmPlUPuY+WQ+1g55D4KIYQQdzZpLimEEEIIIYQQQogqIxUPQgghhBBCCCGEqDKSeBBCCCGEEEIIIUSVkcSDEEIIIYQQQgghqowkHoQQQgghhBBCCFFlJPFQC7z33nt06NABLy8vAgMDGTFiBMePHy+1T3FxMU899RT+/v54enoyevRoUlNTS+3z7LPP0q5dO3Q6HW3atClznY0bNzJ8+HBCQkLw8PCgTZs2zJ07tyqHVq2q6z5eKSEhAS8vL3x8fCp5NM5TnfdRURQ++ugjmjZtik6no27durz77rtVNbRqVZ33cdWqVXTu3BkvLy/q1KnD6NGjOXv2bBWNrHpVxn08ePAg48aNIzw8HDc3N6Kjo/nss8/KXGvjxo3ExMSg0+lo3Lgxs2bNqurhVZvquo+LFy+mX79+1KlTB4PBQJcuXVi1alW1jFEIIYQQN08SD7XApk2beOqpp9i5cydr1qzBYrHQv39/CgoKSvZ54YUXWLZsGQsXLmTTpk0kJSUxatSoMueaNGkS9913X7nX2b59O61atWLRokUcOnSIiRMnMmHCBJYvX15lY6tO1XUfL7NYLIwbN47u3btX+licqTrv43PPPceMGTP46KOPiI+PZ+nSpXTs2LFKxlXdqus+njlzhuHDh9O7d28OHDjAqlWryMjIKPc8t6PKuI/79u0jMDCQOXPmcPToUd544w1ef/11vvjii5J9zpw5w5AhQ+jVqxcHDhzg+eefZ/LkyXfMm+bquo+bN2+mX79+rFixgn379tGrVy+GDh1KbGxstY5XCCGEEDdIEbVOWlqaAiibNm1SFEVRcnJyFBcXF2XhwoUl+8TFxSmAsmPHjjLHv/XWW0rr1q0rdK3BgwcrEydOrJS4a5qqvo+vvvqq8tBDDykzZ85UvL29Kzv8GqOq7uOxY8cUrVarxMfHV1nsNUlV3ceFCxcqWq1WsdlsJY8tXbpUUalUitlsrvyBONmt3sfLnnzySaVXr14lP7/66qtK8+bNS+1z3333KQMGDKjkEdQMVXUfy9OsWTPl7bffrpzAhRBCCFElpOKhFsrNzQXAz88PcHzKZLFY6Nu3b8k+UVFR1KtXjx07dtzytS5f505Tlfdx/fr1LFy4kKlTp1ZewDVUVd3HZcuW0bBhQ5YvX06DBg2oX78+kydPJisrq3IHUENU1X1s164darWamTNnYrPZyM3NZfbs2fTt2xcXF5fKHUQNUFn38c//9+3YsaPUOQAGDBhwy//H1lRVdR//zG63k5eXd8c+zwghhBB3Ckk81DJ2u53nn3+erl270qJFCwBSUlJwdXUt00cgKCiIlJSUm77WTz/9xJ49e5g4ceKthFwjVeV9zMzM5C9/+QuzZs3CYDBUZtg1TlXex9OnT3Pu3DkWLlzIDz/8wKxZs9i3bx9jxoypzCHUCFV5Hxs0aMDq1av529/+hk6nw8fHh8TERH766afKHEKNUFn3cfv27fz4449MmTKl5LGUlBSCgoLKnMNoNFJUVFS5A3GyqryPf/bRRx+Rn5/PvffeW2nxCyGEEKLyaZ0dgKheTz31FEeOHGHr1q1Vep0NGzYwceJEpk+fTvPmzav0Ws5Qlffx0Ucf5YEHHqBHjx6Vfu6apirvo91ux2Qy8cMPP9C0aVMAvv32W9q1a8fx48eJjIys9Gs6S1Xex5SUFB599FEefvhhxo0bR15eHn//+98ZM2YMa9asQaVSVfo1naUy7uORI0cYPnw4b731Fv3796/E6G4f1XUf582bx9tvv82SJUsIDAy86WsJIYQQoupJxUMt8vTTT7N8+XI2bNhAWFhYyePBwcGYzWZycnJK7Z+amkpwcPANX2fTpk0MHTqUTz75hAkTJtxq2DVOVd/H9evX89FHH6HVatFqtTzyyCPk5uai1Wr57rvvKmsYTlfV9zEkJAStVluSdACIjo4G4Pz587cWfA1S1fdx6tSpeHt788EHH9C2bVt69OjBnDlzWLduHbt27aqsYThdZdzHY8eO0adPH6ZMmcKbb75ZaltwcHCZFUVSU1MxGAy4ublV7mCcqKrv42ULFixg8uTJ/PTTT2WmsAghhBCi5pHEQy2gKApPP/00v/zyC+vXr6dBgwaltrdr1w4XFxfWrVtX8tjx48c5f/48Xbp0uaFrbdy4kSFDhvD+++9fszz2dlRd93HHjh0cOHCg5Oudd97By8uLAwcOMHLkyEobj7NU133s2rUrVquVU6dOlTx24sQJACIiIm5xFM5XXfexsLAQtbr0U4VGowEcVSW3u8q6j0ePHqVXr148/PDD5S7Z2qVLl1LnAFizZs0N/x9bU1XXfQSYP38+EydOZP78+QwZMqRqBiSEEEKIyuXMzpaiejzxxBOKt7e3snHjRiU5Obnkq7CwsGSfxx9/XKlXr56yfv16Ze/evUqXLl2ULl26lDrPyZMnldjYWOWxxx5TmjZtqsTGxiqxsbGKyWRSFEVR1q9fr7i7uyuvv/56qetkZmZW63irSnXdxz+701a1qK77aLPZlJiYGKVHjx7K/v37lb179yqdOnVS+vXrV63jrSrVdR/XrVunqFQq5e2331ZOnDih7Nu3TxkwYIASERFR6lq3q8q4j4cPH1bq1KmjPPTQQ6XOkZaWVrLP6dOnFXd3d+WVV15R4uLilKlTpyoajUZZuXJltY63qlTXfZw7d66i1WqVqVOnltonJyenWscrhBBCiBsjiYdaACj3a+bMmSX7FBUVKU8++aTi6+uruLu7KyNHjlSSk5NLnadnz57lnufMmTOKoijKww8/XO72nj17Vt9gq1B13cc/u9MSD9V5Hy9evKiMGjVK8fT0VIKCgpS//OUvd0wirDrv4/z585W2bdsqHh4eSp06dZRhw4YpcXFx1TTSqlUZ9/Gtt94q9xwRERGlrrVhwwalTZs2iqurq9KwYcNS17jdVdd9vNrv68MPP1x9gxVCCCHEDVMpiqLcXK2EEEIIIYQQQgghxLVJjwchhBBCCCGEEEJUGUk8CCGEEEIIIYQQospI4kEIIYQQQgghhBBVRhIPQgghhBBCCCGEqDKSeBBCCCGEEEIIIUSVkcSDEEIIIYQQQgghqowkHoQQQgghhBBCCFFlJPEghBBCCCGEEEKIKiOJByHEHUNRFPr27cuAAQPKbPvyyy/x8fEhMTHRCZEJIYQQQghRe0niQQhxx1CpVMycOZNdu3bxzTfflDx+5swZXn31Vf73v/8RFhZWqde0WCyVej4hhBBCCCHuNJJ4EELcUcLDw/nss894+eWXOXPmDIqi8Mgjj9C/f3/atm3LoEGD8PT0JCgoiPHjx5ORkVFy7MqVK+nWrRs+Pj74+/tzzz33cOrUqZLtZ8+eRaVS8eOPP9KzZ0/0ej1z5851xjCFEEIIIYS4bagURVGcHYQQQlS2ESNGkJuby6hRo/jnP//J0aNHad68OZMnT2bChAkUFRXx2muvYbVaWb9+PQCLFi1CpVLRqlUr8vPz+fvf/87Zs2c5cOAAarWas2fP0qBBA+rXr89///tf2rZti16vJyQkxMmjFUIIIYQQouaSxIMQ4o6UlpZG8+bNycrKYtGiRRw5coQtW7awatWqkn0SExMJDw/n+PHjNG3atMw5MjIyqFOnDocPH6ZFixYliYdPP/2U5557rjqHI4QQQgghxG1LploIIe5IgYGBPPbYY0RHRzNixAgOHjzIhg0b8PT0LPmKiooCKJlOcfLkScaNG0fDhg0xGAzUr18fgPPnz5c6d/v27at1LEIIIYQQQtzOtM4OQAghqopWq0Wrdfw3l5+fz9ChQ3n//ffL7Hd5qsTQoUOJiIhg+vTphIaGYrfbadGiBWazudT+Hh4eVR+8EEIIIYQQdwhJPAghaoWYmBgWLVpE/fr1S5IRV8rMzOT48eNMnz6d7t27A7B169bqDlMIIYQQQog7jky1EELUCk899RRZWVmMGzeOPXv2cOrUKVatWsXEiROx2Wz4+vri7+/PtGnTSEhIYP369bz44ovODlsIIYQQQojbniQehBC1QmhoKNu2bcNms9G/f39atmzJ888/j4+PD2q1GrVazYIFC9i3bx8tWrTghRde4MMPP3R22EIIIYQQQtz2ZFULIYQQQgghhBBCVBmpeBBCCCGEEEIIIUSVkcSDEEIIIYQQQgghqowkHoQQQgghhBBCCFFlJPEghBBCCCGEEEKIKiOJByGEEEIIIYQQQlQZSTwIIYQQQgghhBCiykjiQQghhBBCCCGEEFVGEg9CCCGEEEIIIYSoMpJ4EEIIIYQQQgghRJWRxIMQQgghhBBCCCGqjCQehBBCCCGEEEIIUWUk8SCEEEIIIYQQQogq8//y8eT8aKJOMAAAAABJRU5ErkJggg==\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cols = [\"co_inventors\",\"co_applicants\",\n",
" \"foreign ownership (CH inventors)\",\n",
" \"foreign ownership (EU inventors)\",\n",
" \"foreign ownership (CH inventors; EU owned)\",\n",
" \"foreign ownership (EU inventors; CH owned)\"]\n",
"\n",
"for c in cols:\n",
" data = appln[appln[c]==True].groupby([\"appln_filing_year\"], as_index=False)[\"appln_id\"].count()\n",
" g = sns.lineplot(data, x=\"appln_filing_year\", y=\"appln_id\", marker=\"o\")\n",
"g.set_title(f\"Number of co-patents\")\n",
"g.set_ylabel(\"Count\")\n",
"g.set_xlabel(\"Year\")\n",
"g.legend(handles=g.lines,labels=[\"patents with \" + c.replace(\"_\",\"-\") for c in cols], bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 102,
"outputs": [
{
"data": {
"text/plain": "<matplotlib.legend.Legend at 0x23fc9eb87f0>"
},
"execution_count": 102,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = appln.groupby([\"appln_filing_year\",\"appln_kind\"], as_index=False)[\"appln_id\"].count()\n",
"data\n",
"g = sns.lineplot(data, x=\"appln_filing_year\", y=\"appln_id\", marker=\"o\", hue=\"appln_kind\")\n",
"g.set_title(\"Number of co-patents\")\n",
"g.set_ylabel(\"Count\")\n",
"g.set_xlabel(\"Year\")\n",
"g.legend(title=None,bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 17,
"outputs": [
{
"data": {
"text/plain": "Text(0.5, 0, 'Year')"
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = appln.groupby([\"appln_filing_year\",\"granted\"], as_index=False)[\"appln_id\"].count()\n",
"data\n",
"g = sns.lineplot(data, x=\"appln_filing_year\", y=\"appln_id\", hue=\"granted\", marker=\"o\")\n",
"g.set_title(\"Number of co-patents\")\n",
"g.set_ylabel(\"Count\")\n",
"g.set_xlabel(\"Year\")"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 46,
"outputs": [
{
"data": {
"text/plain": "<matplotlib.legend.Legend at 0x23fbf31aa60>"
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = appln.groupby([\"appln_filing_year\",\"granted\",\"appln_kind\"], as_index=False)[\"appln_id\"].count()\n",
"g = sns.lineplot(data, x=\"appln_filing_year\", y=\"appln_id\", hue=\"appln_kind\",style=\"granted\", marker=\"o\")\n",
"g.set_title(\"Number of co-patents\")\n",
"g.set_ylabel(\"Count\")\n",
"g.set_xlabel(\"Year\")\n",
"g.legend(title=None,bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 60,
"outputs": [
{
"data": {
"text/plain": " appln_filing_year granted appln_kind appln_id\n0 2011 N A 1504\n1 2011 N F 6\n2 2011 N T 11\n3 2011 N U 2\n4 2011 N W 1211\n.. ... ... ... ...\n93 2022 N A 140\n94 2022 N U 1\n95 2022 N W 4\n96 2022 Y A 1\n97 2022 Y U 4\n\n[98 rows x 4 columns]",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>appln_filing_year</th>\n <th>granted</th>\n <th>appln_kind</th>\n <th>appln_id</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>2011</td>\n <td>N</td>\n <td>A</td>\n <td>1504</td>\n </tr>\n <tr>\n <th>1</th>\n <td>2011</td>\n <td>N</td>\n <td>F</td>\n <td>6</td>\n </tr>\n <tr>\n <th>2</th>\n <td>2011</td>\n <td>N</td>\n <td>T</td>\n <td>11</td>\n </tr>\n <tr>\n <th>3</th>\n <td>2011</td>\n <td>N</td>\n <td>U</td>\n <td>2</td>\n </tr>\n <tr>\n <th>4</th>\n <td>2011</td>\n <td>N</td>\n <td>W</td>\n <td>1211</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>93</th>\n <td>2022</td>\n <td>N</td>\n <td>A</td>\n <td>140</td>\n </tr>\n <tr>\n <th>94</th>\n <td>2022</td>\n <td>N</td>\n <td>U</td>\n <td>1</td>\n </tr>\n <tr>\n <th>95</th>\n <td>2022</td>\n <td>N</td>\n <td>W</td>\n <td>4</td>\n </tr>\n <tr>\n <th>96</th>\n <td>2022</td>\n <td>Y</td>\n <td>A</td>\n <td>1</td>\n </tr>\n <tr>\n <th>97</th>\n <td>2022</td>\n <td>Y</td>\n <td>U</td>\n <td>4</td>\n </tr>\n </tbody>\n</table>\n<p>98 rows × 4 columns</p>\n</div>"
},
"execution_count": 60,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 61,
"outputs": [
{
"data": {
"text/plain": " appln_filing_year granted appln_kind appln_id sum percent\n0 2011 N A 1504 3711 0.405282\n1 2011 Y A 2207 3711 0.594718\n2 2011 N F 6 104 0.057692\n3 2011 Y F 98 104 0.942308\n4 2011 N T 11 134 0.082090\n.. ... ... ... ... ... ...\n93 2022 N A 140 141 0.992908\n94 2022 Y A 1 141 0.007092\n95 2022 N U 1 5 0.200000\n96 2022 Y U 4 5 0.800000\n97 2022 N W 4 4 1.000000\n\n[98 rows x 6 columns]",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>appln_filing_year</th>\n <th>granted</th>\n <th>appln_kind</th>\n <th>appln_id</th>\n <th>sum</th>\n <th>percent</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>2011</td>\n <td>N</td>\n <td>A</td>\n <td>1504</td>\n <td>3711</td>\n <td>0.405282</td>\n </tr>\n <tr>\n <th>1</th>\n <td>2011</td>\n <td>Y</td>\n <td>A</td>\n <td>2207</td>\n <td>3711</td>\n <td>0.594718</td>\n </tr>\n <tr>\n <th>2</th>\n <td>2011</td>\n <td>N</td>\n <td>F</td>\n <td>6</td>\n <td>104</td>\n <td>0.057692</td>\n </tr>\n <tr>\n <th>3</th>\n <td>2011</td>\n <td>Y</td>\n <td>F</td>\n <td>98</td>\n <td>104</td>\n <td>0.942308</td>\n </tr>\n <tr>\n <th>4</th>\n <td>2011</td>\n <td>N</td>\n <td>T</td>\n <td>11</td>\n <td>134</td>\n <td>0.082090</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>93</th>\n <td>2022</td>\n <td>N</td>\n <td>A</td>\n <td>140</td>\n <td>141</td>\n <td>0.992908</td>\n </tr>\n <tr>\n <th>94</th>\n <td>2022</td>\n <td>Y</td>\n <td>A</td>\n <td>1</td>\n <td>141</td>\n <td>0.007092</td>\n </tr>\n <tr>\n <th>95</th>\n <td>2022</td>\n <td>N</td>\n <td>U</td>\n <td>1</td>\n <td>5</td>\n <td>0.200000</td>\n </tr>\n <tr>\n <th>96</th>\n <td>2022</td>\n <td>Y</td>\n <td>U</td>\n <td>4</td>\n <td>5</td>\n <td>0.800000</td>\n </tr>\n <tr>\n <th>97</th>\n <td>2022</td>\n <td>N</td>\n <td>W</td>\n <td>4</td>\n <td>4</td>\n <td>1.000000</td>\n </tr>\n </tbody>\n</table>\n<p>98 rows × 6 columns</p>\n</div>"
},
"execution_count": 61,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"p_data"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 62,
"outputs": [
{
"data": {
"text/plain": "Text(0.5, 0, 'Year')"
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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+OZ6Xey65ud4U5efnJ8mNEEIIUcLkp0uJdCgWQgghRKkiyY0QQgghShVJboQQQghRqkhyI4QQQohSRZIbIYQQQpQqktwIIYQQolSR5EYIIYQQpYokN0IIIYQoVSS5EUIIIUSpIsmNEEIIIUoVlyY3f//9N507dyYiIgKVSsWvv/56x2PWr1/Pfffdh7u7O5UrV2bOnDmFHmdpYc3MRDGZMCckoJhMWDMzXR1SiWTKMmIxW8nUG7CYrZiyjK4OSRSSkvA/YzJkYTGbyEhJxmI2YTJkuTqkHErC62hNT7sWY7wtxvQ0V4eUQ0mIsbhw6dpS6enp1KtXj2effZbHH3/8jvufOnWKTp068cILL7BgwQLWrFnDoEGDKFu2LO3atSuCiEsuq8FAwsyZJM6bj1WvR+3nR1CfPgQ/Nxi1u7urwysxzCYLu/48x771FzBkmHH30lK3VTnu6xCFVqdxdXjCiUrC/4zZaGT70p/4b+UyDOnpuHt7c1+Hx2jS5Sm0bm6uDg8oGa+j1ZBFwqzZJM5fcCPG3r0Ifv451O4erg4PKBkxFicqRVEUVwcBtoWwfvnlF7p27XrbfUaOHMny5cvZv3+/vaxHjx4kJyezcuXKfF1Hr9fj7+9PSkrKPbNwpjUzk4SZM4n/+psc20JeeongQQNRe3q6ILKSxZRlZNef59ix4kyObY07VqTBI5HoPIrHBwrGDNBoISsFPPzBYgY3L1dHVWKUhP8ZkyGL7Ut/4p+fFuXY1vTJnjR+7Al0Lv7Qy/t1fJHA3r1RMjJcENkNKk8PkuYvIP6bKTm2hbw4hMBePVGuni76wG6iCosiacGi28YYPPBZ1N4+LoisaDny+V2iVgXfunUrbdu2zVbWrl07hg4dettjDAYDBoPB/liv1xdWeMWWSqslcd78XLclzptHyAvPF3FEJZAhDbXWi33rL+S6ee/6CzTsGA3f9wZDCrj72W4efuDue8t9/5zlOm9QO6mV2JwFmyfCtmmQlQweARD7PDw4DLTyDS8/7vQ/Ezx4EPpVq9CGheFWoQKaoKB8rVTsTGqNhv9WLst1264/lhHb7ekijcdqNGK6cAHTuXMYz57DHB9PyAvP5/E6zid44ECOd+yEJSmpSGO9ThMYSOU1f5E4f0Gu2xPnLyB40CCOP/tasY4xZMiQIo6q+CtRyc3ly5cpU6ZMtrIyZcqg1+vJzMzEM5dvUh9//DFjx44tqhCLJUtyMtbbJHVWvR5LSgqa4OAif3Mu1iwmuLATTq633XzCMLafgSHDnOvuhgwzxgwTngCn/i7ABVXXEiLfa4nP7e77511uNdsSmw2f3Dh1VvKNxw8MlRqcfLCkpOT5P2NOSCD+668xHD0GgNrLC11kJG4VItFFVsAtsvyNnxERqHQ6p8doSE/HkJ5++20ZGXj5+Tv1mpaUFIxnz2E6dxbjufMYz53FdO2n+dJluKkhwL1qFQKefCLv1zEpCV1EBNYiqb1RbPEpVvtNVyYEc2LinWMsE4JVn1gEMeaUnxgtej3a4OAijqx4K1HJTUG89dZbDBs2zP5Yr9cTGRnpwoiKjiUtjfhp0wkd8gJqP79c/znUfn6ovbw4O+BZ/Dt3xq9TR9Qe9+C3e0WBqwfh5AZbMnNmMxhv6qwXXAU3Lx3uXtpcExx3Ly1uXjpbDUnNLmDQ225ZejCk3nI/JXu51QwotnJDChS0ctErGIbus9XY5GbbNGjxRgFPfu9I27gJr0YN8/yf0QYHoysfiUWfivnKFawZGRiOHMFw5EjOE2o06MqWRRdZHrfICrYEqPy1RKhCBTQ+BWtOcPf2xt3bO9cEx93bG3cvx5NYxWLBfPnyjcTl7DmM58/Zfp47d9sP2OtUnp64RUaiqxCJe5WqaEND83wddWFhRP+0xOE47/xEFEg4Due2Xbv9C3GHcu5XNhylTNidY/w19xqyoqKYTHnGqLlHulg4okQlN+Hh4Vy5ciVb2ZUrV/Dz88u11gbA3d0d92LSaa0opa5dy+Wx72O+cgWv+vUI6t0r1/baoN69SP/nHzKu3a5+9hkBTz1JYI8e6MqVc0HkRSj5nC2RObXBltSkX82+3TMIoltATCuIaYXVbKZuq3L8m0ufm7qtymE1m9FEP+hYDIoCpsxbEqDbJUZ5JEymdPApA+nxtpqa3GQlQ+plWD0G3DwhrBaUqWn76RPqWNylkDUri6uffkbSwoWU/3oyQb16ET8ll/+ZPn1AUYj85mvbcQYDpgsXMJ69UYtx80/FYMB0/jym8+fJ2PpPjvNpAgLQVaiAW/ny6CpE4hZZwZYIVaiANiwM1c3NlcYMyEiAjASs/jHc1+Exti7J2efmvg6PYTWZ0Ghz1hhZMzIwnj9vbz4ynbMlLqazZzFevAgmU56vkyY0BLfyudRSVYjMUQNszcwkqE8f4r/+OtfXUTGbnVOrZcyAi7uuJTLbbbfMXGpagmIgMhYim9h+hlZHyczM8/1RMRoKpebNEYrRUOxjLG5KVHLTtGlTVqxYka1s9erVNG3a1EURFT+mq1e58uE4Uv/8E8D2zTA4mODnnweVmsR583KMWLBmZRH2xnCSFi7CdPEiCTNmkjBrNj6tWxPU6xm8mjYtHU1WGYlweuO1pqYNkHgi+3atJ1Rsdi2ZaQll6mTrB6MD7usQBSoVe9edvzFaqnV57mtfsWCjpVQqWzORmxf4lrnz/rdjMduSHDcvWx+b3BIcjwBb7c6p9bYPyJt5h0JYjewJT1h1cPMueEwlSNaRo1x8YziGY8cBMJw8RfALz4Nadcson945Rvmo3d1xj4nBPSYmx3kVqxVzXLytGefsOUznbQmFLfE5hyUxCUtyMpbkZLL27s1xvEqjQuenxs3Xgs4zCzcvAzofM24hvmjf2UPjjl1QrFb+W/W7fbRUg3aP0rhjF0hLJ+X9xzGmaTGlqTEmmTBeTcaSmJz3i6HT4RYRYUu4IiNvNLeVj8QtsjxqB2qE1J6eBD83GCDX954CjZZSFEg5fyOROb8dLu+7VgN6E60HRNx3LZFpAuWb5JrEq719CH7+OVuMOUYiPV8sRnTdNsZevQgePNjlnduLI5eOlkpLS+P4cdubSYMGDfjiiy9o3bo1QUFBVKhQgbfeeosLFy4wd+5cwDYUvHbt2rz00ks8++yzrF27lldffZXly5fneyh4aR0tpVitJP+4hKuff441NRU0GoKffZaQl160NzNZMzNRabVYUlPR+PqimM3Z/ikUi4W0DRtImj+f9C1b7eVuMTEE9noG/y5d0fiUoA87Uyac3XqjqenSHuCmP3eVBsrdZ6+ZoXxj0Ob9RmY1Gsk8ewH38uUw6DNx9/PEcO4CnhXLoS4OQ2+NGTn73FzXciQ0GQynN9ua4K4csP1MPEW218VOBYFRUKbWtcSnpu1+UCXbSKxSQFEUkuYv4Opnn6EYjWhCQoj4+GN8HmwOZgPWK8dRBUdjSU5AExCMknAKdZnKOf9OTFm2hDEz0V6zQkbiLT+v3TKTbD9NGVhMKkxpmmsJiAZjuhZT6rXHGRpQcv9Scb2T6Zn+Awh84Xl8mjYlKyUZD/8AUrdsIXnadCrO+Zbjbdrm2hFW7abgFuiGLiwAt4hwdFHRuFWuiVuNRmijqqHSOvf3e6f3njyZjbbkxd7EtB1SL+bcz7fstVqZa7fwOqDN//+kNT0NlZs7Fr0ejZ8fitFQ7EYg3Ryj2suL9E2bSV2/jrIfflg6voDegSOf3y5NbtavX0/r1q1zlPfr1485c+bQv39/Tp8+zfr167Md8/rrr3Pw4EHKly/Pu+++S//+/fN9zdKY3BhOnuTS6NFk7tgJgEedOpT94H08qlcv+DlPnCBp4SJSfvnF3tlP7e2Nf7duBD7zDO4x0U6J3amsFri4G06uszU1nd0GFkP2fUKr2xKZ6JYQ9YBtmHR+T3/TsFZNYCDa0BDMcfFYkpKKzfBgwDZaauMX+R8tZUyHuMNw5SBcPQRXD9ju39pMd53GHUKrXqvdqXEt+akJfhG2mqj8cvFwdXNCAhf/7/9I32DrAO7dsgURH36I1kcLVitsnwobPrXVdvmUgbQrtqSkxZtQqTWsfOtG4mLKvWPvHal14BVku4ZX8I37nkEo7oGYMjQYky2YEjMxxukxXU7AePESKjc3yk2YwIm2DwPk+HsEqLx2DXGffQgpZ3HzNuHmlopOfRk3bSIa9zze9t39ISjK1oQTGA1B0Tfu+5Yt2Ki+679rQxq4++T9u06Pv9a0dC2RubjL9jd9M5XGlrzc3MTkX96xv78Sznj+PCc7dkIxGin3vy/w69DB1SEVuhKT3LhCaUpurEYjCdNnkDBtGorJhMrLi7ChrxHYqxcqjXMmlLOkpZHy61KSFizAeOqUvdz7gQcI7NULn5YtnHYthykKxB+71mdmva3JKSsl+z6+ETdqZqJbgF/ZAlxGwXjmLLqy4Rx7sMVtO/VV3byp+LR72xMHvW00lcXkeBNTevyN2p0rB64lPodu/0Hu4X9Ts9a1W5mauSeQjiZgjlAUW3+kzGTbuTOTbbUl1+9nJZO2+xgXv9+HJc2ESgNh96sJrJyKyqC3JRhD98EXNW/fvDfsIEysk715T6W5KUm5nqgEZS/zDMqexLj7FugDWVEUFJOJY80fzOPvcSMqXS41F5nJkHTKVmOXdAoST0LiadvP3GpEbqb1sNXmBV5LeIKuJT+B0RBQATS5/P3n9btW62yJtb2vzDZbHLfyDMyeyEQ0uGeaTPMS99Vk4r/+Gm1YGDErVpSsmvUCkOQmD6UlucnYtYtL747GeMLWb8S7ZQvKjh5daJ2AFauV9K1bSVqwkLR16+xDPnXlyxPYsycBTzyOJiDg7i90p2/z+ks3OgCfXJ/zzdjdH6IfvJHQBFd2+MNDURRM58/bOlpv207Gtm1oAgMo/8039m/Kuam8YT2KwYBbhQoOXa9EsVoh+cy1hOfgjVqehOOgWHI/xq/8jYSnTC3b7+XfmbdvOntgKOg8bTVKt0lOyEzKI3lJuW0sVgvE7fUj8YitucHd30RE0yQ8Am7qrxFWE3p+D1/Wvf3rMPwIJJywNU/ZExW/Iq05sNUkzsq1s26BaxJNmZB0+pbE59rP5LO3/x2DLbkLiMye+NToArvn5/67bvEmlGsIi7rn3BZa/UYiExlboP/je4E1K4uTnR/DdO4cQf37U2bUSFeHVKgkuclDSU9uLKmpXJ0wgeTvFwOgCQ4m/O3/w7dDhyJrczWeP0/SokUkL/kJa4qtpkTl4YF/50cJ7NWr4M1ht/uG98CrsHUq7P/R9i3vZhp3qBB7rWamFUTUB7XjNUmmixdJv5bIpG/fhvnipWzbtWXKUGnlHxxr2eq235SrrF/H8TZt0ZUvj3+3rvh37OichK8kMBsg/mj2hOfqQdDfMunh9eHqedaKHIJJDSDt8t3FpPWwnc8zADwCMKR5cuHX8xgu2WqeAtvUI6z/o6j9Q6/tF2jfFxXwWZXbxzjiGGhc38fKajCQMH16Lp2en3N+R1iLCVLO3ZT4nLqR+CSdBvMt60Xl63d9EL6OzT6KqXwj2+9C5Eva339z7rnnQaMh+uef8ahW1dUhFRpJbvJQkpMb/Z9/cuWDDzHHxQEQ8NSThA0f7rIPUGtmJvrly0mcvwDD4RtJh2ejhgT16oVv27b5b6bJqyNsixG2pOX7XoDKdj+6pS2hqXC/7Vu+g0xXr9pqZbZvI33bdkxnz2bfQafDs25dvGOb4NUkFs8G9cFqvf035RdfxLv5A5zp0xcstm+3Kp0On4cewr9rF3yaNy8+TVZFKTMJrh6+kfCYMqDVW3nXigzdCwt72JIjtc6WcHgGZktUsiUiuW4PsP9dKIpC8uIfuDJ+PEpWFprAQMqOG4fvQzn7+9ndqWN2MZoM8a466zotCKutT1LiyRs1PmYTxD4HE2vf/rg3jtma6kpJB3VXOf/KK6Su/gvPRg2pOG9eqe1cLMlNHkpicmO6coXLH3xA2l9rAHCLiiJ87Fi8Y5u4ODIbRVHI3LWLpAUL0P+5Gsy2Kn5tWBgBPboT+NRTaENvGoJpSLM1YyQct/WZSb0M7T+GL2rc/hve8MO2ZqjIWFszgIPMiYlkbN9O+rZtZGzbjvHkLe36Gg0etWvh3SQWr/tj8WrQINchr7ZvyjNuO6zVnJCA/vffSf7l12wJnyY4GP/OnfHv1hWPatUcjr9UsRjzrhV546ito66HH+i87qo5wpyUxOXRo0ld/RcA3s2aUXb8x+jCwvJxcCH2C7pX3Ol3XUxqwEo608WLnOj0KEpmJmXHf0xAHms0lmSS3OShJCU3itVK0vffEzfhC6zp6aDVEjx4ECEvvFAs5l7IjenKVZIXLyZp8WIsCdc6W2rU+NUtQ2BtNZ7uF1Cl3dJPJj99HEacAO+QfMdhSUkh499/7U1NhqNHs++gUuFRowZesbF4xTbBq1GjfM8Um99vylmHDpHy66+k/PY7lsQbE4q516xBQNeu+D36KNogxxO1Eq+IakXS//mHiyNHYb5yBXQ6wl5/naD+/bJPipefWO+2Y/a9rATVgJV08dNnEPfFF2iCg6n0x4pSOWuxJDd5KCnJjeHYMS69O5rM3bsB8KxXj/AP3sejajFrT81MgvjjkHDMVgtzrUZGuXoC/Rk1SUe9yUy48c3MI9BIYJV0/Kp7oS5TBUIqQ5m60Kg/fF7V9g3v1qG3+fiGZ0lLI2PHDnsH4KxDh7KtcwPgXrUqXrGxeN8fa0tm/J277s7tKCYTaRs3kvLLr6SuX39jBlitFp+WLfHv2gXfli1RFYd5copKIdaKKEYjcV99RcLMWaAouEVHE/H5Z3jWquWU0IWDpAasSChGIye7dsN48iSBzzxD+Oh3XR2S00lyk4fintxYDQYSpk0jfsZMMJlQe3sTOux1Anv0uPsh1wWdV8RisnUYjD+WPYmJPwYZ8bc/TuMGQZXINJYlaY8B/c6zKCZbfxRNQAABTz1FYM8e6CIibLH9Nw+rdySqyq1uTJp2fB3q9PPQoE+2WK0ZGWTs+s/eAThr/wF7X5fr3GJi8IptgndsLF5NmhSLWhJzUhL65StI+eUXsg4csJdrAgLwe/RRW7NVzZqlts08m0KoFTGePs2FN0aQtX8/AAFPPUWZt0Y5NKuuKARSA1Yk0v/5h7P9B4BaTdSPP5S6hF6SmzwU5+Qm499/uTT6Pft8Mj4PPUT46HfRhYff/cnv9O1JUSA97qbal2M3amSSTuec2vxmvmVtQzVDqkBwlWs/K9vmvbhp5JI5KYnkJUtIWrToxmgktRrfNg8RNHAgHjWqkzBtei5ToD8HKjWZu/6zdwDO3Ls3xxo4ugoV7B2AvWKb5K9fhQsZjh0j+ddfSVm2DEvcjSTRvUoV/Lt1w7/zo9n7KonbUhSFlF9+5fKHH6JkZKD296fs++/j1+4RV4cmRJG6MGw4+hUr8KhXl6hFixxrhi3mJLnJQ6ElN3cx26olJYWrn39O8o+21XE1oSGEv/Muvo887Jxv8HmORHrTNi/M4t45J8C7mc4bgivdksBUsiUx7r4OhaOYzaStX0/iggX2hQTLfz2ZrP0Hcl2oMOTFIXjUrs35F1/KVq6NKGvvAOwdG4uurOMT9BUHitlM+pYtJP/yC2lr1qIYjbYNGg0+zZvj360rPq1bF9t+Vq5m0eu5PGYM+hV/AODVuDERn35SYv8ehLgbpitXOdmxI9b0dMLfH0vg00+7OiSnkeQmD4WS3BSwTVlRFFJXreLyh+OwxNu+uQd0707Y8GG5dwYzG6+tBJ1iu11fFTrX+9f2Uamg5+K8RyLZZ1tNtE3CdXPty/VkxtGp9fPJcPw4yb/+SuiLL3KsVes855A53b077tWq2/rMxMaiK1++1DXfWFJS0P/xBym//Ermnj32crWfH36dOhLQrRsedeqUuuddUBk7d3JhxAhbTaBGQ+grrxA8eJDrZs0WohhImDOHq+M/QePvT8zKP9AGlo55gyS5yYPTk5v8jgawWm1Jx7UkxHTuFJcnzSHt34MAuIX7U7Z7fbzKud2UnOiz3791kqz8yO9sq8Y08CtXoDljnMGckMCxB5rfdnuVTZvQBAfdUx/qhpOnbKOtli61jfi5xi0mBv+uXfHv8hi6MnexkngJppjNxH8zhfipU8FqRRcZSbnPP8OzXj1XhyaEyylmM6cefwLD0aMEPPUkZT/4wNUhOYUkN3lwenJzp3kchh2Cb5rapqxHQbFC0nFv4vb6YjWrQa0QUiON4Jqp+Z9Y183X1inPw9825ftt7/vbhk9XaHpjJFJuMRaDuSYUk4mjDzQvGes2FTHFYiH9n39so63++gsl69oigmo13k2b4t+tG75t29hXf4ebhqtfX+HYFRO7FRLj+fNcfGOEfSShf5culHn33VK/ro4QjsjYuZMzvXoDEPX9Ijzr13dtQE7gyOe3TAt5t7JSck8awFaeEXet741CVrKWS/8GkZVge9k9I3SU7VQO98jQmxKSAFuCcj05ye2+o8sLGDNszWS51S7FPm/rH+Tq5MZsJqhPn1xn/w3q0wfFbL5nkxuVRoPPAw/g88ADWNLSSF25kuRffiVz507SN28mffNm1D4++HXoQEDPHrhXqkTCzJm3TMl/Y6LBkizlt9+5PHYs1rQ01D4+hI8Zg/+jnVwdlhDFjlfDhvh37UrKr79y6f33if7xx3uquVZqbu5WPmZbtV49Sfy8n0mY9z2Yzah9fAh7YzgBTz9ddD3ZS8BcE3ea/VdkZzxzhpSlS0n5dSmmi7aJEfPsmF3QxRSLAUtaGlc++ICUpcsA8GzQgIjPPsOtfOEsFCtEaWBOSOBEh45Y9XrKvPMOQb17uTqkuyLNUnko1D43t04+13Ik6dpmXPrwY0xnbGsX+T78MGXeeQddGRcMUy4Bc00Ui3VyShjFaiVj+7+krl5N2PBheXfM3rQRlU5XovouZe7Zw4U3RmA6dw7UakKGDCFkyAuotFLxLMSdJC5cyJX3P0Dt60ulP1agDcn/TO/FjSQ3eSic0VIGrFdOoAqOsk8+Z716koQfV5EwYyZgW1U6/N138G3b1jnXFCIXd+qYXWnNX1wY/gYqtRr3qlVwr1oVj2rVcK9SpdhN165YLCTMmEHcV5PBYkEXEUHEZ5/i1bChq0MTosRQLBZOP92drAMH8O/yGBGf5NI9oYSQPjdFzGqBhJ/XZO/j0KsXQQMGkLp2Hd6xsYQOez3faxcJUVAaPz/Ufn63rbnRBgZiOnMGS1ISmbt2ZduuLVsW96pV8KhaFfeq1XCvWhX36CiXLAthunSJiyPeJGPHDgD8OnYgfMyYYpeACVHcqTQawt8bzenuPUhZuoyAJ5/Eq3FjV4dV6KTm5i5ZMzNJmDmT+K+/ybEtZMgQAnp0v2eH64qiZ/t7nJVrx+yQl14i6NkBmM5fwHD0KIajR8g6ehTD0WOYL13K/YRaLe7R0bZEp1o1e/KjLVu20Jq29CtXcem997CmpKDy8iL83Xfx79qlRDWlCVHcXHpvDMmLF+NepTLRP/9cIgdoSLNUHpyd3MgQZlHcFKRjtkWvx3DsGFlHjlxLfI5hOHoUa1parvurfX1xr1IF92pVr9X02G4a3/zPVn3rcHWrwUDCrFkkTJkKgEft2pSb8DluFSs6/iIIIbKxJCdzokNHLElJhI0YQfDAZ10dksMkucmDs5ObO04+t2VzsViwUdxbnNExW1EUzJcuXUt4jl1Leo5iOHUKzLmvNaYtWzZbsnO7pi1bAjY9R1NuYJ/enOnTF9+HHiL0lZfvrZXShShkyT/9xKW330Hl5UWlFcuds25hEZLkJg9Ob5YymTiWR81Nlc2bUEvNjShFFKMRw6lT9mQn6+hRDEeOYr58OfcDdLobTVtVq+L3aCdSlvxE/De3acrt/nSJe9MVoiRQrFbOPNOLzN278W3fnvIT/+fqkBwiyU0enJ3cGNL0JM+eQ+I3OecVCXpxCAED++PuLZ0gRelnSUmxNW1dr+E5chTDsWPZmrY0gYFUXvNXnsPVpSlXiMKTdegQp554EqxWImfOxKf5A64OKd9ktFQRUnt64v1sHwCS5y+wV7EH9O6F97N9UHvIHC3i3qDx98erUSO8GjWylymKgvniRXvHZYs+BXNSUq6JDYBVr8eSmipNuUIUEo8aNQjs1YukefO48sEHeP22DHUpbP6Vmpu7lGnK5NdjvxLpHkaT8k0xpCTh7h/I9nNbOWO8TN3QulQPqo5OI99EhQDphC+Eq1lSUznRsSOWuHhCh75GyAsvuDqkfHHk87uI5v4vvTx1njxe7XH26o/QbflT9Nv6Ct2WP8We1MN0iOnA25vf5vm/nifFkOLqUIUoFq6vI5ab6+uICSEKj8bXlzJvvglA/NRpGM9fcHFEzic1N06SacpEq9aSakrFV+eL2WrmUOIhXlzzIummdKL9o/mmzTeU9y3vtGsKUVLJOmJCuJaiKJzt15+M7dvxeeghIr/JOTdWcSMdivNQWMnN7RxJPMJLa17iSsYVgjyC+Oqhr6gbWrfQrytEcSfriAnhWobjxznZtRuYzZSf8g2+rVu7OqQ8SbNUMVItqBoLOy2kRlANErMSeXbVs/x15i9XhyWEy6k9PVHpdGiDglDpdJLYCFHE3CtXJqhfXwCujPsIa1aWiyNyHkluikCYVxhz2s+hRfkWGCwGhq0fxncHvuMeqzQTQghRzIS++CLa8HBM58+TMH26q8NxGkluioiXzosvW39J92rdUVD4fMfnjNs2DrNVOk8KIYRwDbW3N2VGjQIgYcZMjKdPuzYgJ5Hkpghp1Vrejn2bNxq9gQoVi48s5rV1r5FhynB1aEIIIe5Rvu0ewbt5cxSTicsfjisVrQqS3BQxlUpFv1r9+KLVF7hr3Pn7/N/0X9mfqxlXXR2aEEKIe5BKpSL8nbdR6XSkb9pE6p+rXR3SXZPkxkXaVmzL7HazCfII4lDiIZ5Z/gxHEo+4OiwhhBD3ILeoKIIHDwLgyscfY01Pd3FEd0eSGxeqG1qX+R3nE+0fzZWMK/Rb2Y/NFza7OiwhhBD3oODnnkNXvjzmy5eJn5JzvcSSRJIbF4v0jWReh3k0Dm9Muimdl9a8xI9Hf3R1WEIIIe4xag8Pyrz9fwAkzPkOw/HjLo6o4CS5KQb83f2Z1nYanWM6Y1EsvL/1ff63839YFaurQxNCCHEP8W3dGp+HHgKzmcvvf1BiOxdLclNM6DQ6xjUfx4v1XgRg9v7ZvPn3mxgsBhdHJoQQ4l5S5v/+D5WHBxnbt6P/fbmrwykQSW6KEZVKxZD6QxjXfBxatZZVp1cxaNUgkrKSXB2auEmmKROTxURiZiImi4lMU6arQxJCCKdxK1+OkBeeB+DKJ59gSU11cUSOk+SmGHqs0mNMf3g6vm6+7I7bTe8VvTmjP+PqsARgsBiYvX82rX5oRcsfWtLqh1Z8u/9bqWETQpQqQc8+i1tUFJb4eOImfeXqcBwmyU0x1Ti8MfM7zKecTznOpp6l14pe7Lqyy9Vh3dMyTZnM3DuTqXunojfqAdAb9UzZO4VZe2dJDY4QotRQu7lR5t13AEhasICsQ4dcHJFjJLkpxmICYpjfcT51QuqQYkhh0J+DWHFyhavDumdp1VoWHl6Y67YFhxegVWuLOCIhhCg8Pg88gG/79mC1cnns+yjWkjPIRZKbYi7EM4RZ7WbRpkIbTFYTIzeOZMbeGSW2B3tJZVWsJBuS7TU2t9Ib9aSaSl67tBBC5KXMqJGovLzI3L2blF9+cXU4+SbJTQngqfVkQssJ9K1pW5p+0n+TGLN1DCarycWRlX4Wq4U/Tv3Bs6uexVvnjZ+bX677+bn54avzLeLohBCicOnCwwl96SUArn4+AUtysmsDyidJbkoIjVrDiMYj+L/Y/0OtUvPzsZ958a8XSTVKbUFhMFlM/HLsF7os7cKbf7/Jzis7+ffyv/Ss3jPX/Z+p/oys8C6EKJWC+vbBvUplLElJXP3fRFeHky+S3JQwPav3ZFLrSXhqPfnn0j/0/aMvF9MuujqsUiPLnMWiw4vo9EsnRm8ZzRn9Gfzd/Xmp/kvcV+Y+BtcdzJC6Q+w1OH5ufjxf93n61OyDh9bDxdELIYTzqXQ6yrz7LgDJP/xA5r59Lo7ozlTKPdZ5Q6/X4+/vT0pKCn5+uTcxlAQHEw7y8pqXicuMI8QzhMltJlMruJarwyqx0k3p/HDkB7478B0JWQmArb9T/1r9earqU3jpvOz7Zpoy0aq1pJpS8dH5sOnCJibumki3yt0YUHuAq56CEEIUqosjR5KydBketWoR9cNiVBpNkV7fkc9vqbkpoWoG12Rhp4VUCaxCfGY8A1YOYP259a4Oq8RJMaQwZc8UHlnyCF/s/IKErATKepfl7di3WfnESvrV6pctsQHw1Hmi0+gI8gjCTeNGXEYcp1JOMXHXRLZd2uaiZyKEEIUrbMQI1L6+ZB04QPIPP7g6nDxJzU0Jl2ZMY/iG4Wy5uAW1Ss2bjd+kV41erg6r2IvPjGfewXksPrKYdFM6AFF+UQysM5BOMZ3QqXX5PpeiKLyz+R2WnVhGoHsgix9dTFmfsoUVuhBCuEzi/AVc+fBD1H5+VPpjBdrg4CK7tiOf35LclAImq4lx/4zjp2M/AdC7Rm/eaPQGGnXRVhmWBJfTL/Pt/m/56dhP9lmFqwZWZXCdwTxc8eECv2ZZ5iz6/tGXQ4mHqB1cmzkd5uCucXdm6EII4XKKxcKpp57CcPAQ/t26EfHxR0V2bUlu8lAakxuw1R7M3j+bibsmAtA6sjXjHxyfo0nlXnVWf5bZ+2ez9MRS+6imuiF1GVx3MC3Lt0SlUt31NS6kXaD7791JMaTwRJUnGNNszF2fUwghipvM3bs53cM2crTiwgV43XdfkVxXkps8lNbk5rqVp1by9qa3MVqN1AquxeQ2kwnxDHF1WC5zPOk4M/bNYOXplVgV2+yaTcKbMLjuYGLDY52S1Nxsy4UtvPDXCygovNf0PZ6s+qRTzy+EEMXBpXffJfnHJbhXq0b0T0tQaQt/hnZJbvJQ2pMbgP+u/sera18l2ZBMhHcE37T9hkoBlVwdVpE6EH+A6Xuns/bcWnvZg+Ue5Lm6z1E/rH6hXnvG3hlM+m8SOrWO79p/R53QOoV6PSGEKGrmpCROtu+AJSWFMm+NIqhfv0K/piQ3ebgXkhuwNcO8uOZFzujP4Kvz5ZuHv6FaQDXbEGZjKr5uvpitZjx1nq4O1al2XtnJjL0z2HxxMwAqVLSt2JbBdQZTI7hGkcRgVay8vu511p5bS7h3OIsfXUyQR1CRXFsIIYpK0g8/cHn0e6i9vYlZsQJdmbBCvZ4kN3m4V5IbgOSsZF5b9xpJhiTmtJ/DokOLWHh4IXqjHj83P3pV78XAugNLfMdXRVHYcnEL0/dOZ9dV28rpGpWGjtEdGVRnEDEBMUUeU5oxjZ7Le3Jaf5rY8FimPjxVFtYUQpQqitXK6Z49ydqzF79OnSg34fNCvV6hJjeZmZkoioKXl62j6pkzZ/jll1+oWbMmjzzySMGjLiL3UnIDYLAYOJJ4hL/P/820vdNybB9SdwgDag8okTU4VsXKunPrmLF3BgcSDgCgU+voWrkrA2oPINI30qXxnUg+Qc/lPck0ZzKg1gCGNRrm0niEEMLZMg8c4PRTT4PVSoU53+J9//2Fdq1CncSvS5cuzJ07F4Dk5GRiY2OZMGECXbp0YcqUKQWLWBQad407NYJqsOjwoly3Lzi8ALVazZ6re7iUdqlErI9ktppZfnI5Tyx7gqHrhnIg4QAeGg/61OzDH4//weimo12e2ABUCqjEBw98AMC3B75l1elVLo5ICCGcy7NWLQJ79ADg8vsfoBiNLo7IxuHkZteuXTz44IMALFmyhDJlynDmzBnmzp3LpEmTHA7g66+/JioqCg8PD2JjY9m+fXue+0+cOJFq1arh6elJZGQkr7/+OllZWQ5f916SakxFb9Tnuk1v1BOfGc/YrWN55KdHaDi/IQ8veZh+f/Rj5N8jmbhzIosPL+bv839zLOkYaca0Io7+BpPFxE9Hf+KxXx9j1MZRHE8+jo/Oh8F1BrPqyVW82fhNyniXcVl8uWkX1Y4BtWxLMry7+V1OJJ9wcURCCOFcoUNfQxMcjPHkSRLmfOfqcABwuBNARkYGvr6+APz55588/vjjqNVq7r//fs6cOePQuRYvXsywYcOYOnUqsbGxTJw4kXbt2nHkyBHCwnJ2TFq4cCGjRo1i9uzZNGvWjKNHj9K/f39UKhVffPGFo0/lnuHr5oufm1+uCY6fmx/BHsG4qd3QqrWYrWYup1/mcvrlPM9X1rssZb3LEu4dToRPhP1xWe+yhHiGFHgyPPu6TTd1elar1Cw5toQ5B+bY4wpwD6BPzT70qN7DvohlcfXqfa9yIOEA2y9vZ+i6oSzstBBfN19XhyWEEE6h8fMjbMQbJEyfgXuVyliNRqypqWj8/FDMZtSeRd/tweE+N3Xr1mXQoEF069aN2rVrs3LlSpo2bcrOnTvp1KkTly/f/kPxVrGxsTRu3JjJkycDYLVaiYyM5JVXXmHUqFE59n/55Zc5dOgQa9assZcNHz6cbdu2sWnTpnxd817rcwO2hOHb/d8yZW/OZsOb+9xYFSsJmQlcTL/IpfRLXE67fON++mUupV8ixZByx+tpVVrKeJexJT7eEYR7h1PWpywR3hH2hCi3yQUNFgMz987M1un5merP8EyNZ+i3sh+nUk4R6hlK/1r9ebLqkyVqgsLErES6/96dy+mXeSjyIf7X+n+oVbK0mxCidFAUBWuKnsTvviNxwQKsej1qPz+C+vQh+LnBqN3vfuCKI5/fDtfcjB49mmeeeYbXX3+dNm3a0LRpU8BWi9OgQYN8n8doNLJz507eeuste5laraZt27Zs3bo112OaNWvG/Pnz2b59O02aNOHkyZOsWLGCPn36OPo07imeOk8G1h0I2PrY3G60lFqlJtQrlFCvUOqF1sv1XOmmdHuiczHtYo77VzKuYFbMXEi7wIW0C+xkZ67n8Xf3v5H4eJfl6WpPs/LUSqbunWrfR2/UM3XvVBQURjYeyYW0C3Sp3KVEju4K8gjif63+R98/+rL23Fpm75/NoDqDXB2WEEI4hZKVReLcucTf1PfWqtcT//XXAAQPGlikNTgFGgp++fJlLl26RL169VCrbd8+t2/fjr+/P9WqVcvXOS5evEi5cuXYsmWLPUECePPNN9mwYQPbtuW+uvKkSZN44403UBQFs9nMCy+8kGdHZoPBgMFgsD/W6/VERkbeUzU319mbfEyp+OoKZ54bi9VCXGYcl9IvcSntku3nzbe0S6SZsvfbCXQPZOUTK3l4ycO3bTpb//R6dJr8L2ZZXC05uoSxW8eiQsXUtlNpVq6Zq0MSQoi7pphMHH2gOVZ9zvdwtZ8fVTdvQqW7u/fwQq25efbZZ/nyyy9z1NLUqlWLV155hdmzZzt6ynxbv349H330Ed988w2xsbEcP36c1157jQ8++IB3330312M+/vhjxo4dW2gxlSTXE5kgjW1CucJIFjRqDeHe4YR7h9MgLPeavFRjqr2p62LaRYwWI3qjPs9Oz6mmVHvcJdmTVZ9kf/x+fjr2E29ufJPFjy6mnE85V4clhBB3xaLX55rYgK0Gx5Kaijao6N7DHa650Wg0XLp0KUeH3/j4eMLDwzGb8zeU2Gg04uXlxZIlS+jatau9vF+/fiQnJ7N06dIcxzz44IPcf//9fPbZZ/ay+fPn89xzz5GWlmavRbqZ1NyUDCaLiVY/tCr1NTdg61vU749+HEg4QI2gGsztMBcPrYerwxJCiAIrbjU3+e7RqNfrSUlJQVEUUlNT0ev19ltSUhIrVqzIdYTT7bi5udGwYcNsnYOtVitr1qzJ1kx1s4yMjBwJjEZjG5VzuxzN3d0dPz+/bDdR/JitZnpV75Xrtl7Ve5WI+Xfyy13jzv9a/Y9A90AOJR7ig38+uO3frxBClASK2UzQbfq/BvXpg5LPig9nyXezVEBAACqVCpVKRdWqVXNsV6lUDjf/DBs2jH79+tGoUSOaNGnCxIkTSU9PZ8AA27wgffv2pVy5cnz88ccAdO7cmS+++IIGDRrYm6XeffddOnfubE9yRMmU307PpUVZn7J81vIznlv9HMtOLKNuSF26V+/u6rCEEKJA1J6eBD83GIDEefMKZbSUI/LdLLVhwwYUReGhhx7ip59+IuimtjM3NzcqVqxIRESEwwFMnjyZzz77jMuXL1O/fn0mTZpEbGwsAK1atSIqKoo5c+YAYDabGTduHPPmzePChQuEhobSuXNnxo0bR0BAQL6udy8OBS9JiqLTc3Hy7f5v+WLnF2jVWr5t922hr1guhBCFyZqZiUqrxZKaisbX16nz3BTq2lJnzpwhMjIy1/4tJYEkN6I4URSF4RuGs/rMasI8w1jceTEhniGuDksIIYqdQl8VPDk5me3bt3P16lWsVmu2bX379nX0dEVKkhtR3KSb0nlm+TOcTDlJwzINmfHIDHTq0tF5WgghnKVQk5vffvuNXr16kZaWhp+fHyqV6sbJVCoSExMLFnURkeRGFEenUk7Rc3lP0k3p9K7Rm5FNRro6JCGEKFYKdVXw4cOH8+yzz5KWlkZycjJJSUn2W3FPbIQorqL9oxn3wDgA5h+az4qTK1wckRBClFwOJzcXLlzg1Vdfxcur5KzrI0RJ0KZiG/uSDGO2juFo0lEXRySEECWTw8lNu3bt2LFjR2HEIsQ97+X6L9O0bFMyzZkMXTf0trM2CyGEuD2Hl1/o1KkTI0aM4ODBg9SpUwfdLTMOPvbYY04LToh7jUat4dMWn9L99+6cSz3H/238PyY9NElWEBdCCAc43KE4ryHgKpUKi8Vy10EVJulQLEqCgwkH6ftHXwwWAy/Wf5Eh9Ya4OiQhhHCpQu1QbLVab3sr7omNECVFzeCavHP/OwBM2T2Fv8//7eKIhBCi5Liruu6srCxnxSGEuEXXyl3pXq07CgqjNo7inP6cq0MSQogSweHkxmKx8MEHH1CuXDl8fHw4efIkAO+++y6zZs1yeoBC3MtGNh5J3dC6pBpTGbp+KJnmTFeHJIQQxZ7Dyc24ceOYM2cOn376KW5ubvby2rVrM3PmTKcGJ8S9TqfR8UXLLwjyCOJo0lHGbh0rK4gLIcQdOJzczJ07l+nTp9OrV69sK3HXq1ePw4cPOzU4IQSU8S7D5y0/R6PSsPzkchYeXujqkIQQolgr0CR+lStXzlFutVoxmUxOCUoIkV3j8MYMbzQcgM///ZxdV3a5OCIhhCi+HE5uatasycaNG3OUL1myhAYNGjglKCFETr1r9KZDVAfMipnhG4ZzNeOqq0MSQohiyeFJ/EaPHk2/fv24cOECVquVn3/+mSNHjjB37lx+//33wohRCIFtHqkxzcZwLPkYx5OPM3z9cGa3m41OIyuICyHEzRyuuenSpQu//fYbf/31F97e3owePZpDhw7x22+/8fDDDxdGjEKIa7x0XnzZ+kt8db7sjtvNZzs+c3VIQghR7Dg8Q3FJJzMUi9Jgw7kNvLz2ZQA+av4RnSt1dnFEQghRuAp1huKYmBgSEhJylCcnJxMTE+Po6YQQBdAysiUv1HsBgLFbx3I4UUYqCiHEdQ4nN6dPn851mQWDwcCFCxecEpQQ4s6G1BtC83LNMVgMDF03lBRDiqtDEkKIYiHfHYqXLVtmv79q1Sr8/f3tjy0WC2vWrCEqKsqpwQkhbk+tUjP+wfH0+L0H59POM3LjSL5+6Gs0as2dDy4GMk2ZaNVaUo2p+Lr5Yraa8dR5ujosIUQpkO8+N9dXA1epVDlmSNXpdERFRTFhwgQeffRR50fpRNLnRpQ2RxKP0HtFb7IsWTxf93lebvCyq0O6I4PFwMy9M1l4eCF6ox4/Nz96Ve/FwLoDcde4uzo8IUQxVCh9bq6v/F2hQgWuXr2abTVwg8HAkSNHin1iI0RpVC2oGqObjgZg2t5prDu7zsUR5U5RFNJN6SRlJTFz70ym7p2K3qgHQG/UM2XvFGbtnUWmSdbPEkLcHYfnuTl16lRhxCGEuAudK3Vmf/x+Fh5eyLS906gfVh8fnU+RNPlkmDJIyEwgPiuehMyEPO97aj1Z+cTK2y4hseDwAgbXHVwocQoh7h0OJzcA6enpbNiwgbNnz2I0GrNte/XVV50SmBDCMW80eoMUQwpvNnmTBYcWsOjwogI3+WSYMkjISrAnJQlZCcRnxud635GVyiN9I0nKSrLX2NxKb9STakolSBOU73MKIcStHE5u/vvvPzp27EhGRgbp6ekEBQURHx+Pl5cXYWFhktwI4SI6jY63Yt9i3sF5TNs7zV5+vclHQeGZGs9wNvXsjeTkWoKSkHktYbl2P8Oc4dC1PbWeBHkEEeIZQrBHMMGewbe9r1Pr8HPzyzXB8XPzw1fne9evhRDi3uZwcvP666/TuXNnpk6dir+/P//88w86nY7evXvz2muvFUaMQoh88tJ6sejwoly3LTy8kAG1B/DKmldIMiTd8VweGg+CPW0Jya1JSohniL08xDMEL51XvmPMNGXSq3ovpuydkmNbr+q9MFvNsqSEEOKuOJzc7N69m2nTpqFWq9FoNBgMBmJiYvj000/p168fjz/+eGHEKYTIh1Rjap5NPkmGJGoE1SDNlEaQZ1C2ROXWmhYvrRcqlcrpMXrqPBlYdyBg62NzvemsZ/WeDKgzAE+tDAcXQtwdh5MbnU5nHxYeFhbG2bNnqVGjBv7+/pw7d87pAQoh8s/XzTfPJp8wzzCmPTItlyOLlrvGnQG1BzC47mBSTal4ab3YfHEz4/4ZxwcPfFAoSZUQ4t7h8AzFDRo04N9//wWgZcuWjB49mgULFjB06FBq167t9ACFEPlntprpVb1XrtuuN/kUF546T3QaHUEeQSRnJfPmhjdZemIp684Vz6HsQoiSw+Hk5qOPPqJs2bIAjBs3jsDAQIYMGUJcXBzTp093eoBCiPy73uQzpO4Q/Nxsk1z5ufkxpO4QBtYdWGxnAA73Cadvrb4ATNgxAZPF5OKIhBAlmawKLkQpZF/awJSKr65kLG2Qbkqn08+dSMhK4M3Gb9KnZh9XhySEKEYKdVXw665evcrGjRvZuHEjcXFxBT2NEKIQ3Nzko9Poin1iA+Ct8+aVBq8AMGXPFJKzkl0bkBCixHI4uUlNTaVPnz6UK1eOli1b0rJlSyIiIujduzcpKbIqsRCi4LpW7krVwKqkGlOZsifnUHEhhMgPh5ObQYMGsW3bNn7//XeSk5NJTk7m999/Z8eOHTz//POFEaMQ4h6hUWsY0XgEAIuPLOZkykkXRySEKIkc7nPj7e3NqlWraN68ebbyjRs30r59e9LT050aoLNJnxshir9X1rzC+vPraVm+JZPbTHZ1OEKIYqBQ+9wEBwfj7++fo9zf35/AwEBHTyeEEDkMazQMrUrLhvMb2Hpxq6vDEUKUMA4nN++88w7Dhg3j8uXL9rLLly8zYsQI3n33XacGJ4S4N0X7R9O9encAPtvxGRarxcURCSFKEoebpRo0aMDx48cxGAxUqFABgLNnz+Lu7k6VKlWy7btr1y7nReok0iwlRMmQYkih488d0Rv1vNf0PZ6s+qSrQxJCuJAjn98OL7/QtWvXgsYlhBD55u/uz5B6Q/jk30/46r+vaB/VHh83H1eHJYQoAWQSPyFEsWWymnh86eOc1p9mYO2BDG041NUhCSFcpEgm8QN48cUXiY+Pv5tTCCHEbenUOoY1HAbAvIPzuJB2wcURCSFKgrtKbubPn49en3P1YSGEcJZWka2IDY/FaDUycedEV4cjhCgB7iq5ucdatIQQLqBSqRjReAQqVKw8vZLdV3e7OiQhRDF3V8mNEM6WaTRjNFtJSDNgNFvJMJpdHZIoBqoFVaNblW4AfPrvp1gVq4sjEkIUZw6PlrpZamqqs+IQAoPJwtQNJ/l2yyn0mWb8PLUMaBbNi60q4a7TuDo84WKvNHiFladWsi9+H3+c+oNOMZ1cHZIQopgqcM1NXFwcmzZtYtOmTbIquLhrmUYz36w/wZdrjqHPtNXW6DPNfLnmGN+sPyE1OIIQzxAG1RkEwMRdE8k0Z7o4IiFEceVwcpOens6zzz5LREQELVq0oEWLFkRERDBw4EAyMjIKI0ZRimWZLPx7KhGVSsW3W07lus+3W06hQsUrC3cxcslevvjzCPP/OcPqg1fYdz6Fq/osLFbp/3Uv6FOzD2W9y3I5/TJzD8x1dThCiGLK4WapYcOGsWHDBpYtW8YDDzwAwKZNm3j11VcZPnw4U6ZMcXqQovTIMlnYdTaJf04m8s/JBHafSyY62JuZ/RrZa2xupc80k5Bu4OiVNI5cyb0pVK2CUF93yvh5EObrQbi/O2V8PWyP/Wzl4X4eBHjpUKlUd/UcMo1mNGo1qVkmfD10mK1WvNzuqoVX5JOH1oOh9w1l5MaRzNo/i25VuhHmFebqsIQQxYzD78g//fQTS5YsoVWrVvayjh074unpydNPPy3Jjcgm02hLZradTOCfk4nsPpeM0ZK9M6iCQoivO36e2lwTHD9PLaG+7rzYqhJnEzO4kprFFb2Bq3rbz7g0AxarwhW9gSt6A5By23jcNGp7slPGz/1aImS7X8bXg7Br5T7u2lyToJLSL6g0J2Adojuw4PAC9sbtZfJ/k3n/gfddHZIQophx+N0uIyODMmXK5CgPCwuTZilBhtHMrjPJ/HMygX9OJrDnfDImS/Ymo3A/D+6PCSI2Jpj7Y4KJCvYiy2RhQLNovlxzLMc5BzSLxmJV6NKgXK7XtFgVEtIM15KbLFvyk2JLfG5OhBLSjRgtVs4nZXI+Ke/+Gl5uGsJvqvUp4+fBU43K89uei0xac9y+3/V+QQDPt4wpFglESUnACkqlUvFm4zfpvaI3vx7/lZ7Ve1IjuIarwxJCFCMOL7/Qpk0bgoODmTt3Lh4eHgBkZmbSr18/EhMT+euvvwolUGeR5RecK91gZueZJLadstXM7DmXjPmW/i9l/T24PyaY+2OCuD8mmApBXretFflm/YlC+1A2mq1czVbrk8WV1GsJ0bVaoCv6LFKzctYeBXm7sWlka+7/eM1ta5f+easNnSZtJMNowU2rxl2rwV2rxl2rzv5Yp8FNo8Zdp762XXNtu9q+3f2222+6r8v+WKtWkXUtscktSXytTZVik4A5w5sb3uSP03/QOLwxsx6ZddfNjUKI4q1QF8788ssvadeuHeXLl6devXoA7NmzBw8PD1atWlWwiEWJkW4ws+NMkr1mZt/5lBzJTLkAT2Jjgrg/2lYzExnkma8PHnedhudbxvBS68rZmlOcVdvgplVTPtCL8oFeee6XYTRz9Vqic1mfxVW9AauikJxhyrNfUGK6ETeNhlN619Rghvi48febrfPsmP1S68pFHFXhGdpwKGvPreXfy/+y7tw6HqrwkKtDEkIUEw4nN7Vr1+bYsWMsWLCAw4cPA9CzZ0969eqFp6en0wMUrpVmMPPv6US2XesAvO9CSo6RSeUDPYmNvlEzExmUd/KQl+u1CsE+7gC4uWCeSS83LVEhWqJCvLOVG83WPPsFhfl6MKX3fWSaLBjMVgwmK0aLFcO1x0az1VZuvvmxBYPJmv2xOZfHt5zr+vab+y8Fe7uTkGbMMwG7mprFuOWH8HTTULOsHzUj/KhZ1o8ALzfnvohFIMIngr41+zJj3wwm7JjAg+UeRKfRuTosIUQxUKD6aS8vLwYPHuzsWEQhy08n09QsEztO36iZ2X9RnyOZiQzy5P7oYGJjgomNDrqrZKYksVitefYLMlutxIT6FGlMVqtyLemxYrRa8PdwyzMBC/J2Y9upRBLTjfzMjUUoI/w9qBnhR42yfvakJzLQC7W6eDf1DKwzkJ+P/czZ1LMsOryIvrX6ujokIUQx4HCfm48//pgyZcrw7LPPZiufPXs2cXFxjBw50qkBOtu92ufmdv1ZhrSqxH9nk1h3JM6WzFxI4dYpYyoGexEbbauViY0JplzAvVtDV9j9gu5WptGcZ5+b/s2i2HEmiYMX9Ry8lMKhS6mcTcy9Gc3bTWNLdm5KeqqF++JRDJ7nzX46+hNjto7B182XFd1WEOAR4OqQhBCFwJHPb4eTm6ioKBYuXEizZs2ylW/bto0ePXpw6lTu7f3Fxb2Y3OT1gffKQ5WpU86f5+bttJdFBXtdS2SCiI0OJuIeTmZyk2E0oy3Gw6wdTcD0WSYOX0rl0CX9taRHz5ErqRjNOddvUqsgJtSHmmX97IlPzbJ+hPq6F8VTy5XFaqH77905knSEZ6o/w1uxb7ksFiFE4SnU5MbDw4NDhw4RHR2drfzkyZPUrFmTrKwsxyMuQvdCcpNlsnA2MYOTcelcSsmkZ5MKNPnor9s2VWx7qy0T/jxMnfIBxEYHE+7v4YKohTPdbQJmtlg5GZ/OwYt6W9JzLfFJSDfmun+or3u2Jq2aZX2JDvFBk0ezljPn4vnn0j8M/nMwGpWGn7v8TIx/TIHOI4Qovgp1tFRkZCSbN2/Okdxs3ryZiIgIR0/H119/zWeffcbly5epV68eX331FU2aNLnt/snJybz99tv8/PPPJCYmUrFiRSZOnEjHjh0dvnZJZrUqXEzJ5FR8Oifj0m0/49M5FZ/G+aRMrqes1cr40rZGmTw7mWYYzbzzaK0ijF4UtrvtmK3VqKlaxpeqZXzpem1+IUVRiEs1cOBaonM96TkVn05cqoG41Dj+PnpjnTkPnZpq4bZE53rSUy3cDx93rdPn4rm/7P20Kt+K9efXM2HHBL5u87XD5xBClB4OJzeDBw9m6NChmEwmHnrINvRyzZo1vPnmmwwfPtyhcy1evJhhw4YxdepUYmNjmThxIu3atePIkSOEheWcUt1oNPLwww8TFhbGkiVLKFeuHGfOnCEgIMDRp1FiJKYbORWfdiOBufbzdEI6hlyaDa7zddcSE+pN7XL+hN5h9l9fDxlhIu5MpVIR5mebxbl1tRv/nxlGM4cvZ2/WOnwplUyThT3nktlzLjnbeeYNbMK/pxKZtNa5kyEObzScTRc28ff5v9lycQvNIprd+SAhRKnkcLOUoiiMGjWKSZMmYTTaqqg9PDwYOXIko0ePdujisbGxNG7cmMmTJwNgtVqJjIzklVdeYdSoUTn2nzp1Kp999hmHDx9GpyvYB3JhNUvdTRV7ptHC6YTryUvatRoY2y05w3Tb43QaFRWDvYkJ8SY69NrPEB9iQr0J9nazzy1zp06mpWliN1E8WKwKZxLSOXhJny3pMVmUO06GuOPth3HTFmwKgE+2f8L8Q/OpEliFHx/9EY26eHV+FkIUXKH2ubkuLS2NQ4cO4enpSZUqVXB3d6xDodFoxMvLiyVLltC1a1d7eb9+/UhOTmbp0qU5junYsSNBQUF4eXmxdOlSQkNDeeaZZxg5ciQaTe5vYgaDAYPBYH+s1+uJjIx0anKTnw6cFqvC+aQMW+ISdyN5ORmXxsWUvPspRfh7EBPqQ3SIN9Eh3sSEehMT4kNEgAdaTf4+BIr7KB9xb0jOMGI0W2ny0Zrb7rPznbb25jRHpRhS6PhzR/RGPaObjuapqk8VNFQhRDFTqH1urvPx8aFx48YFPZz4+HgsFkuOdarKlCljnxzwVidPnmTt2rX06tWLFStWcPz4cV588UVMJhPvvfdersd8/PHHjB07tsBx3klutSLXq9gVFFpUCWXUz/s4m5CRY8HIm/l76ogJvZa8hHjbk5moYG883e4++Sjs2X+FyI8AL7c7Tobo7a4lOd1IgLfjEwv6u/szpN4QPvn3Eyb/N5kOUR3wcSvauYeEEK5XotoirFYrYWFhTJ8+HY1GQ8OGDblw4QKfffbZbZObt956i2HDhtkfX6+5cRaNWn3b6e7nbDnNCy0rkXhtwUY3rZro4Bu1Lzd++hBUgDdyRxWH2X+FyGsyxH5No/j7aBxv/rSXEe2q0aNxhTxHXOWme/XuLD6ymNP608zcN5OhDYc6KXIhREnhsuQmJCQEjUbDlStXspVfuXKF8PDwXI8pW7YsOp0uWxNUjRo1uHz5MkajETe3nAmCu7u7w01mjkjNynu9odQsM9P7NCTc34MIf89iP+OrEIXN003Li60qAeRoJn2+ZQyvLfqP5AwTb/+yn0XbzzL2sdo0rBiY7/Pr1DqGNxrOK2tfYd7BeTxV7SnK+eS+orwQonRy2Vd3Nzc3GjZsyJo1N9rerVYra9asoWnTprke88ADD3D8+HGs1hvNO0ePHqVs2bK5JjZFwddDh59n7jmin6eWQC83GkUFUb4ETGUvRFG53ky64+2H2flOW3a8/bC9Y/uU3g0Z07kmvh5a9l/Q88SULQz/YQ9xqYY7n/ialuVbEhsei9Fq5H87/1eIz0QIURy5tF1i2LBhzJgxg++++45Dhw4xZMgQ0tPTGTBgAAB9+/blrbduzDY6ZMgQEhMTee211zh69CjLly/no48+4qWXXnLVU7BXsefm+npDQoicvNy0uGnVBPu446ZV25tNtRo1/R+IZt0brXi6UXkAftp1noc+X8+sTacw5dF37TqVSsWIxiNQoWLV6VXsvrq7MJ+KEKKYyddoqWXLluX7hI899phDAUyePNk+iV/9+vWZNGkSsbGxALRq1YqoqCjmzJlj33/r1q28/vrr7N69m3LlyjFw4MA8R0vdqjCGgstIJCEKz39nkxi99AD7LqQAtokpxzxWi6aVgu947JgtY/jp2E/UCanD/I7zUaukn5kQJZXTh4Kr1dnfEFQqFTcfdn0+FQCLxeJovEWqsOa5Ke7rDQlRklmsCj/sOMenKw+TdG3up871Ivi/jtUp63/7tc/iM+Pp9HMnMswZfPzgxzwa82hRhSyEcDJHPr/z9TXGarXab3/++Sf169fnjz/+IDk5meTkZFasWMF9993HypUrnfIESqLbVbELIe6eRq2iZ5MKrHujFX3ur4haBb/tuUibCRuYsv4EBnPuX6pCPEMYVGcQABN3TiTTnFmUYQshXMThSfxq167N1KlTad68ebbyjRs38txzz3Ho0CGnBuhs98LCmUKUdvsvpPDesgPsPJMEQEyIN+89VouWVUNz7JtlzuKxXx/jUvolXq7/Ms/Xe76owxVCOIHTa25uduLEiVzXcvL39+f06dOOnk4IIRxWu5w/S15oyhdP1yPEx52T8en0m72d5+bu4FxiRrZ9PbQevN7wdQBm7Z/F1YyrrghZCFGEHE5uGjduzLBhw7LNT3PlyhVGjBiR52reQgjhTCqVisfvK8+6N1oyqHk0GrWKPw9eoe0XG5j411GyTDeaqtpHtaduaF0yzZl89d9XLoxaCFEUHE5uZs+ezaVLl6hQoQKVK1emcuXKVKhQgQsXLjBr1qzCiFEIIW7L10PHO4/W5I/XHqRZpWAMZisT/zpG2y828OeByyiKgkql4s3GbwKw9PhSDiUU7+ZzIcTdKdDCmYqisHr1avsaUDVq1KBt27bZRk0VV9LnRojSS1EUVuy7zIfLD3Lp2oK0LauG8l7nmsSE+vDm32/yx6k/aBzemFmPzCoR71lCCJsiWRUcICsrC3d39xL1BiHJjRClX4bRzNfrjjPj71MYLVZ0GhWDHozhiSZe9FjxOAaLgYmtJ9KmQhtXhyqEyKdC7VBstVr54IMPKFeuHD4+Ppw6ZVs08t1335VmKSFEseDlpmVEu+qser0FraqFYrIoTFl/gt5Tj9E0pBsAX+z4ApPF5OJIhRCFweHk5sMPP2TOnDl8+umn2dZzql27NjNnznRqcEIIcTeiQ7z5tn9jZvZtRGSQJ5f1Wfz2dw20ih9nU8+y6PAiV4cohCgEDic3c+fOZfr06fTq1Svbkgf16tWz98ERQojiQqVS0bZmGVa/3pJhD1fFXe1J2qWHAZi48xvOpcS5OMK7k2nKxGQxkZiZiMliItMkExUK4XByc+HCBSpXrpyj3Gq1YjJJFa8Qonjy0Gl4tU0V/hrWktblOmLJKotJSefReaNZsvM8VmuBux+6jMFiYPb+2bT6oRUtf2hJqx9a8e3+bzFY8r+CuhClkcPJTc2aNdm4cWOO8iVLltCgQQOnBCWEEIUlMsiL6X2b8Pp9wwGw+GzhzaWreXLqFvZfW5yzJMg0ZTJz70ym7p2K3qgHQG/UM2XvFGbtnSU1OOKe5vACSKNHj6Zfv35cuHABq9XKzz//zJEjR5g7dy6///57YcQohBBON7hxO/bof2fD+fV4hf/BrrNhdJ68iWeaVOCNR6oR6O1GptGMppguiKtVa1l4eGGu2xYcXsDguoOLOCIhig+Ha266dOnCb7/9xl9//YW3tzejR4/m0KFD/Pbbbzz88MOFEaMQQhSKNxoNR6vSovI+xIN1E1EUWLDtLM9+9y9pWWambjhJo3GrafjhXzQat5ppG05iMOW+SGdRUBSFI4lHmH9wPnGZcfYam1vpjXpSTalFHJ0QxUeBvoI8+OCDrF692tmxCCFEkYryj6JH9R7MPzSfNO+fWTB4Kh/8doQXW1Vi2t8n+Grtcfu++kwzX645BsDzLWOKtAbnZMpJVp1axR+n/+BUyikC3QN5vMrj+Ln55Zrg+Ln54avzLbL4hChuHK65iYmJISEhIUd5cnIyMTExTglKCCGKygv1XsDPzY/jyce5aPmb319pTosqoXy39XSu+3+75RRatcNvnQ47l3qOmftm8sSyJ+jyaxe+2fMNp1JO4aZ2o0FYAxKyEnim+jO5Hturei/MVnOhxyhEceXwV4/Tp09jseSsljUYDFy4cMEpQQkhRFHxd/fnxfovMn77eCb/N5kOUR0wGHXoM3NPDvSZZlKzTAT7uDs9lsvpl1l1ehV/nPqDAwkH7OValZamEU1pH92e1pGt8XWz1coMqjsIFSoWHF6A3qjHz82PZ6o/w8C6A3HXOD8+IUqKfCc3y5Yts99ftWoV/v7+9scWi4U1a9YQFRXl1OCEEKIoPF3tab4//D2n9aeZsW8GL9V7DT9Pba4Jjp+nFl8PndOuHZ8Zz6rTq1h1ehX/Xf3PXq5WqWkS3oT2Ue1pU6ENAR4BOY5117gzoPYABtcdTJIhCR+dD/9d/Q+d2nnxCVES5XttKfW1aliVSsWth+h0OqKiopgwYQKPPvqo86N0IllbSgiRm/Xn1vPK2lfQqXX80OkXfttpsPexudmrbSrzQstKd9XnJikridVnVrPq9Cr+vfwvCrb3VBUqGoQ1oEN0B9pWbEuIZ0i+z5lhyuCJZU9wPu08kx+aTMvIlgWOT4jiyJHP73z/d1qtVgCio6P5999/CQnJ/z+dEEIUdy3LtyS2bCzbLm1j6r6vGNfqE8DWx0afacbPU0u/plH0axrFv6eSaFkt1KHz64161p5dy8pTK/nn0j9YlBvN+3VD6tI+uj2PVHyEMt5lChS/l86LthXbMufAHOYenCvJjbin3dWq4CWR1NwIIW7nSOIRnvrtKRQU5naYS7WAOmhvmufm0CU9w37Yw9nEdGb0bUSramF5ni/dlM76c+tZeWolmy9uxmS9MYt7jaAatItqR7uodpT3Le+U+C+lXaLDzx2wKBZ+ePQHagTXcMp5hSgOCnVVcIA1a9bw6KOPUqlSJSpVqsSjjz7KX3/9VaBghRCiuKgWVI3HqzwOwKfbP8VDp8ZNqybYxx03rZra5fypUdYXk0Xhhfk72XE6Mcc5Ms2Z/Hn6T4atH0bLxS0ZtXEU68+vx2Q1UTmgMi/Vf4nfuv7GD51/YGCdgU5LbADK+pTlkYqPADDv4DynnVeIksbhmptvvvmG1157jSeffJKmTZsC8M8//7BkyRL+97//8dJLLxVKoM4iNTdCiLzEZ8bT6edOZJgz+PjBj3k0Jns/QqPZynPzdrD+SBy+Hlq+f+5+qpTxZPOFzaw8vZJ159aRab6x9EEF3wq0j25P+6j2VAmsUujx74vbxzMrnkGr0rLyiZUFbuYSorhx5PPb4eSmfPnyjBo1ipdffjlb+ddff81HH31U7IeDS3IjhLiTmftmsuzEMkY2HkmT8CakGlPxdfPFbDXjqfMk02ihz+wt/Bf3Lz7B+/H0P0S6Oc1+fIR3BO2i29E+qj01gmqgUqmKNP5+f/Rj19VdDKoziNfue61Iry1EYSnU5MbHx4fdu3fnWBn82LFjNGjQgLS0tNscWTxIciOEuBOD2UCGOYMFhxaw6PAi+xwyvar3on/t/nx74FsWHfqeFGOy/Zhgj1A6RLejfXR76obULfKE5mZrzqxh6Pqh+Ln5sfrJ1XjpvFwWixDOUqh9bh577DF++eWXHOVLly4t9sPAhRAiP6yKlYWHFjJt77QcK27P3j+bGkE1SDEmE+AeiEdmczJOP4fq/DsMqjmUeqH1XJrYALSKbEV5n/LojXqWnVh25wOEKGUcrrn58MMP+fzzz3nggQey9bnZvHkzw4cPz5ZNvfrqq86N1gmk5kYIcScmi4lWP7S67bpNa55aw774fTQIa8AVvYmnpmzhYkoWtcv5sXDw/fg5cZK/glpwaAHjt4+ngm8Ffuv2G2pV4S8ZIURhKtRmqejo6Hztp1KpOHnypCOnLhKS3Agh7iQxM5GWP9x+npgN3TcQ5BFkf3wiLo2np24lId1Ik+gg5j7bBA+dpihCva0MUwZtf2xLqimVSa0n0bpCa5fGI8TdKpRJ/K47depUgQMTQoiSwNfN16EVtyuF+vDds03oOf0ftp9K5MUFu5jWpyE6jetqS7x0XjxZ7Um+3f8tcw/OleRG3FMK/J9nNBo5cuQIZrOsPCuEKF3MVjO9qvfKddvtVtyuXc6fWf0b465Vs/bwVYb/sAeL1bVzpD5T3TYkfMeVHRxMOOjSWIQoSg4nNxkZGQwcOBAvLy9q1arF2bNnAXjllVcYP3680wMUQoii5qnzZGDdgQypOwQ/N1v1t5+bH0PqDmFg3YF46jxzPa5JdBBTezdEq1axbM9FRi/dn2MtvqIU7h3OI1EyqZ+49zic3Lz11lvs2bOH9evX4+HhYS9v27YtixcvdmpwQgjhKtdX3F7/9Ho2dN/A+qfXM6D2ANw17nke17p6GP/rXh+VChZsO8tnq44UUcS561uzLwArT63kSvoVl8YiRFFxOLn59ddfmTx5Ms2bN8823LFWrVqcOHHCqcEJIYQreeo80Wl0BHkEodPobltjc6vO9SIY17UOAN+sP8HUDa57b6wVUouGZRpiVswsOrzIZXEIUZQcTm7i4uIIC8u5WFx6errL53YQQoji4pnYCozqUB2A8X8cZuG2sy6L5XrtzQ9HfyDDlOGyOIQoKg4nN40aNWL58uX2x9cTmpkzZ9rnvRFCCAEvtKzEkFaVAHj71338tueiS+JoWb4lFXwrkGpMZemJpS6JQYii5PBQ8I8++ogOHTpw8OBBzGYzX375JQcPHmTLli1s2LChMGIUQogS68121dBnmliw7SyvL96Nj4eW1tVy1n4XJo1aQ++avflo20fMPzifp6s+jUbt2nl4hChMDtfcNG/enN27d2M2m6lTpw5//vknYWFhbN26lYYNGxZGjEIIUWKpVCre71KbzvUiMFsVhszfyfZTiUUeR5dKXfBz8+Ns6lk2nJcvoqJ0c3iG4pJOZigWQriCyWLlubk7WHckDl93LYueu5/a5fyLNIaJOycya/8sGpZpyJz2c4r02kLcrUJdOHPFihWsWrUqR/mqVav4448/HD2dEELcE3QaNd/0akiTqCBSDWb6zd7Oibi0Io2hZ/WeaFVadl7ZyYH4A0V6bSGKksPJzahRo7BYLDnKFUVh1KhRTglKCCFKI083DTP7N6J2OT8S0o30mbmNC8mZRXb9Mt5laBfdDoC5B+cW2XWFKGoOJzfHjh2jZs2aOcqrV6/O8ePHnRKUEEKUVn4eOr4b0ISYUG8upmTRZ+Y24tMMRXb9PjX7APDn6T+5nH65yK4rRFFyOLnx9/fPdbXv48eP4+3t7ZSghBCiNAv2cWf+wFjKBXhyMj6dfrO3o88yFcm1awXXolGZRpgVMwsPLyySawpR1BxObrp06cLQoUOzzUZ8/Phxhg8fzmOPPebU4IQQorSKCPBk3sAmhPi4ceCinoFz/iXTmLPJvzBcn9RvyZElMqmfKJUcTm4+/fRTvL29qV69OtHR0URHR1OjRg2Cg4P5/PPPCyNGIYQolWJCffju2Sb4emj593QSQxbsxGi2Fvp1W0Zem9TPlMovx38p9OsJUdQKNBRcURRWr17Nnj178PT0pG7durRo0aIw4nM6GQouhChudpxOpPesbWSZrDxatyxf9miARl24y9l8f/h7xm0bR3mf8vze7XeZ1E8Ue458fss8N0IIUQxsOBrHoO/+xWRR6Nkkko+61SnU9foyTBk8vORh9EY9E1tNpE3FNoV2LSGcoVDnuXn11VeZNGlSjvLJkyczdOhQR08nhBACaFk1lIndG6BWwaLt5xi/8nChXs9L58XT1Z4GZFi4KH0cTm5++uknHnjggRzlzZo1Y8mSJU4JSggh7kWd6pblo251AJi24STfrC/c6TV6Vu+JVq1l19Vd7I/fX6jXEqIoOZzcJCQk4O+fc8pwPz8/4uPjnRKUEELcq3o0qcD/dawOwKcrjzD/nzOFdq0wrzA6RHUApPZGlC4OJzeVK1dm5cqVOcr/+OMPYmJinBKUEELcy55rUYmXWlcC4N2l+1m6+0KhXUsm9ROlkdbRA4YNG8bLL79MXFwcDz30EABr1qxhwoQJTJw40dnxCSHEPemNR6qhzzQz758zDP9hD74eWh6qXsbp16kRXIMm4U3Yfnk7Cw8tZFijYU6/hhBFrUCjpaZMmcK4ceO4ePEiAFFRUYwZM4a+ffs6PUBnk9FSQoiSwmpVeP2H3SzdfRF3rZq5zzYhNibY6dfZcG4DL699GV+dL6ufWo23TmabF8VPkQ0Fj4uLw9PTEx8fn4Keosjl98WxWCyYTEUzHXppp9Pp0GhkDg0hCsJksfLCvJ2sOXwVX3cti567n9rlcvZ7vBtWxUqXX7twWn+aUU1G0atGL6eeXwhnkHlu8nCnF0dRFC5fvkxycnLRB1eKBQQEEB4eXqjzdghRWmWZLPSbvZ1tpxIJ8nbjh+ebUjnMuV8qfzjyAx/88wHlfMqxvNtymdRPFDuFntwsWbKEH374gbNnz2I0GrNt27Vrl6OnK1J3enEuXbpEcnIyYWFheHl5yYfxXVIUhYyMDK5evUpAQABly5Z1dUhClEipWSaembGNfRdSKOvvwY8vNKV8oJfTzp9pzuThJQ+TYkjhf63+R9uKbZ12biGcwZHkxuEOxZMmTeLtt9+mf//+LF26lAEDBnDixAn+/fdfXnrppQIHXRxYLBZ7YhMc7Px27XuVp6cnAFevXiUsLEyaqIQoAF8PHd8924Snp23l+NU0+szazg/PNyXU190p5/fUevJ01aeZsW8Gcw/OleRGlGgODwX/5ptvmD59Ol999RVubm68+eabrF69mldffZWUlJTCiLHIXO9j4+XlvG9Dwub6ayr9mIQouCBvN+YNbEK5AE9Oxafz9i/70GeaMJqtJKQZMJqtZBjNBT7/9Un9/rv6H3vj9joxciGKlsPJzdmzZ2nWrBlg+0aempoKQJ8+fVi0aFGBgvj666+JiorCw8OD2NhYtm/fnq/jvv/+e1QqFV27di3QdW9HmqKcT15TIZyjrL8nCwbF0qhiIB8/XocZG0/SaNxqGn74F43GrWbahpMYTJYCnTvUK5SO0R0BmHdwnjPDFqJIOZzchIeHk5iYCECFChX4559/ADh16hQF6Zu8ePFihg0bxnvvvceuXbuoV68e7dq14+rVq3ked/r0ad544w0efPBBh68phBAlWVSIN1N6N2TOltN8tfY4+kxbbY0+08yXa47xzfoTBa7B6VvTNqXH6jOruZh20WkxC1GUHE5uHnroIZYtWwbAgAEDeP3113n44Yfp3r073bp1cziAL774gsGDBzNgwABq1qzJ1KlT8fLyYvbs2bc9xmKx0KtXL8aOHVsqZ0WeM2cOAQEBTjtfq1at8lzUtH///k6p/VKpVPz66693fR4hxJ35e+r4buvpXLd9u+UUWrXDb+8AVAuqRmzZWCyKhYWHFt5FhEK4jsMdiqdPn47VagXgpZdeIjg4mC1btvDYY4/x/PPPO3Quo9HIzp07eeutt+xlarWatm3bsnXr1tse9/777xMWFsbAgQPZuHFjntcwGAwYDAb7Y71e71CM94Ivv/yyQLVuQgjXSc0y2WtsbqXPNJOaZSLYp2CdjfvW7Mu2S9v46dhPvFDvBXzcSs5cZkJAAZIbtVqN+qZvBD169KBHjx4Funh8fDwWi4UyZbJPKV6mTBkOHz6c6zGbNm1i1qxZ7N69O1/X+Pjjjxk7dmyB4rtX5LYQqhCiePP10OHnqc01wfHz1OLroSvwuZuXa060fzSnUk7xy/Ff7OtPCVFSFKze0kVSU1Pp06cPM2bMICQkJF/HvPXWW6SkpNhv586du6sYVq5cSfPmzQkICCA4OJhHH32UEydOALZ+QCqViu+//55mzZrh4eFB7dq12bBhg/349evXo1KpWL58OXXr1sXDw4P777+f/fv33/aaY8aMoX79+sybN4+oqCj8/f3p0aOHvTO3o5YvX46/vz8LFiwAcjZLtWrVildffZU333yToKAgwsPDGTNmTLZzHDt2jBYtWuDh4UHNmjVZvXp1gWIRQhSMxWplQLPoXLf1axqFPqvgIxPVKrU9oVlwaAFma8FHYAnhCi5NbkJCQtBoNFy5ciVb+ZUrVwgPD8+x/4kTJzh9+jSdO3dGq9Wi1WqZO3cuy5YtQ6vV2pOMm7m7u+Pn55ftdjfS09MZNmwYO3bsYM2aNajVarp162ZvqgMYMWIEw4cP57///qNp06Z07tyZhISEbOcZMWIEEyZM4N9//yU0NJTOnTvnOUz6xIkT/Prrr/z+++/8/vvvbNiwgfHjxzsc/8KFC+nZsycLFiygV6/bT7H+3Xff4e3tzbZt2/j00095//337QmM1Wrl8ccfx83NjW3btjF16lRGjhzpcCxCiILzdNPyYqtKvNamCn6etkp4P08trzxUmf7Nonhu7g52nU0q8Pk7x3QmwD2AC2kXWHt2rbPCFqJoKC7WpEkT5eWXX7Y/tlgsSrly5ZSPP/44x76ZmZnKvn37st26dOmiPPTQQ8q+ffsUg8Fwx+ulpKQogJKSkpLr+Q8ePKhkZmbmO/64uDgFUPbt26ecOnVKAZTx48fbt5tMJqV8+fLKJ598oiiKoqxbt04BlO+//96+T0JCguLp6aksXrxYURRF+fbbbxV/f3/79vfee0/x8vJS9Hq9vWzEiBFKbGxsvmJs2bKl8tprrymTJ09W/P39lfXr12fb3q9fP6VLly7Z9m/evHm2fRo3bqyMHDlSURRFWbVqlaLVapULFy7Yt//xxx8KoPzyyy+5xlCQ11YIcWfpBpNiMFmU+NQsxWCyKMnpBuXFBTuViiN/V6q9s0JZc+hygc89adckpfac2kqv5b2cGLEQBZPX5/et8lVzs2zZskKbfG3YsGHMmDGD7777jkOHDjFkyBDS09MZMGAAAH379rV3OL7ezHPzLSAgAF9fX2rXro2bm1uhxHizY8eO0bNnT2JiYvDz8yMqKgqwzf9zXdOmTe33tVotjRo14tChQ9nOc/M+QUFBVKtWLcc+N4uKisLX19f+uGzZsnccLn+zJUuW8Prrr7N69Wpatmx5x/3r1q2b7fHN1zt06BCRkZFERETk+nyEEEXHy02Lm1ZNsI87blo1/l5ufPZkXVpWDSXLZGXw3J38uKNgzfE9q/dEp9axJ24Pe+L2ODlyIQpPvpKbbt262ReS1Gg0Dn2o3kn37t35/PPPGT16NPXr12f37t2sXLnS3sn47NmzXLp0yWnXu1udO3cmMTGRGTNmsG3bNrZt2waQY40tZ9PpsncOVKlU2ZrC7qRBgwaEhoYye/bsfI2MutvrCSFcx8tNy8x+jXj8vnJYrAojluzlm/XHHR4VGeIZIpP6iRIpX8lNaGiofbI+RVGcPtvsyy+/zJkzZzAYDGzbto3Y2Fj7tvXr1zNnzpzbHjtnzpwim1slISGBI0eO8M4779CmTRtq1KhBUlLONu3rrxWA2Wxm586d1KhR47b7JCUlcfTo0Rz7OFOlSpVYt24dS5cu5ZVXXrmrc9WoUYNz585lSzpvfj5CCNfTadRMeKoez7e0zQX26cojjP3tIFarYwnO9Y7Fq8+s5kLaBafHKURhyFdy88ILL9ClSxc0Gg0qlYrw8HA0Gk2ut9IsMDCQ4OBgpk+fzvHjx1m7di3Dhg3Lsd/XX3/NL7/8wuHDh3nppZdISkri2WefzbbP+++/z5o1a9i/fz/9+/cnJCTE6ctI3Kpq1aqsW7eOn376Kc9J/e6kbdu2VK1alX79+rFnzx42btzI22+/7bxAhRBOoVKpeKtDDd59tCYAc7ac5tXv/8Ngzv/yDNWCqnF/2fuxKlaZ1E+UGPma52bMmDH06NGD48eP89hjj/Htt986dQbdkkKtVvP999/z6quvUrt2bapVq8akSZNo1apVtv3Gjx/P+PHj2b17N5UrV2bZsmU5hq6PHz+e1157jWPHjlG/fn1+++23IukzVK1aNdauXUurVq3QaDRMmDDB4XOo1Wp++eUXBg4cSJMmTYiKimLSpEm0b9++ECIWQtytgc2jCfFx440f9/D73kskZRiZ2rthvufC6VuzL/9c+oefjv3EkHpDZFI/UeypFAcbYceOHcuIESNK7MrZer0ef39/UlJScgwLz8rK4tSpU0RHR+Ph4eHwuU+fPk10dDT//fcf9evXz3Wf9evX07p1a5KSku6pBPFuX1shxN3beCyOF+btJN1ooVaEH98OaEyY753/H62KlW5Lu3Ey5SQjGo2gb62+RRCtENnl9fl9K4fnuXnvvffw8vIiLi6OTZs2sWnTJuLi4gocrBBCiKLxYJVQvn+uKcHebhy4qOfJKVs5HZ9+x+NkUj9R0jic3GRkZPDss88SERFBixYtaNGiBREREQwcOJCMjIzCiFHk4ezZs/j4+Nz2dvMQdSGEqFPen5+GNKNCkBdnEzN4YsoW9p5PvuNxj8Y8SqB7IBfTL7Lm7JrCD1SIu+BwcvP666+zYcMGli1bRnJyMsnJySxdupQNGzYwfPjwwoixxIiKikJRlNs2SYFtaQNFUZzWJBUREcHu3btve7t5LhohhACICvHmpyHNqBXhR0K6kR7T/2Hjsbxr4D20HnSv3h2AuQfnFkWYQhSYw31uQkJCWLJkSY5OtOvWrePpp58u9k1UhdnnRtyevLZCFD+pWSZemL+TzccT0GlUfP5UPbrUL3fb/eMz43lkySOYrCbmdZhH/bD6RResuOcVap+bjIyMHKt4A4SFhUmzlBBClCC+Hjpm929M53oRmCwKr32/m5kbT952/xDPEB6NeRSQ2htRvDmc3DRt2pT33nuPrKwse1lmZiZjx46VKfiFEKKEcddq+LJ7fQY8EAXAh8sP8fGKQ7ed7O96x+I1Z9dwPvV8UYUphEMcTm6+/PJLNm/eTPny5WnTpg1t2rQhMjKSLVu28OWXXxZGjEIIIQqRWq1i9KM1Gdm+OgDT/j7JGz/uwWTJueRKlcAqNItohlWxsuDQgqIOVYh8cTi5qV27NseOHePjjz+mfv361K9fn/Hjx3Ps2DFq1apVGDEKIYQoZCqViiGtKvH5U/XQqFX8/N8FBn23g3RDzmHffWva5rn5+djPpBpTizpUIe4oXzMU38rLy4vBgwc7OxYhhBAu9mTD8gR7u/Higl1sOBrHMzP+YXb/xgT7uNv3aRbRjEr+lTiRcoKfj/1Mv1r9XBixEDk5XHMjhBCidGtdPYyFg2MJ9NKx53wKT07dyrnEGwNGVCqVfZbi+Yfmy6R+otiR5OYetXXrVjQaDZ06dXJ1KEKIYqhBhUCWDGlGuQBPTsWn8/iULRy8qLdv7xTTiSCPIC6nX+avM3+5MFIhcpLk5h41a9YsXnnlFf7++28uXrzo6nCEEMVQpVAffn6xGdXDfYlLNdB92la2nkgAwF3jTo9qPQD47sB3ODhlmhCFSpKbe1BaWhqLFy9myJAhdOrUiTlz5rg6JCFEMVXGz4PFzzelSXQQqQYz/WZvZ8W+SwA8Xe1p3NRu7E/Yz+643a4NVIibOJzcxMTEkJCQkKM8OTmZmJgYpwRVUimKQobRXOQ3R78x/fDDD1SvXp1q1arRu3dvZs+eLd+6hBC35e+pY+6zTWhfKxyjxcpLC3cxb+tpgj2D6VypMwBzD8ikfqL4cHi01OnTp7FYLDnKDQYDFy5ccEpQJVWmyULN0auK/LoH32+Hl1v+f5WzZs2id+/eALRv356UlBQ2bNiQY0kNIYS4zkOn4ete9zF66X4WbDvLu0sPcEVvoFeTXvx07CfWnlvLudRzRPpGujpUIfKf3Cxbtsx+f9WqVfj7+9sfWywW1qxZQ1RUlFODE8535MgRtm/fzi+//AKAVqule/fuzJo1S5IbIUSeNGoVH3atTRk/D75YfZTJ644TlxpJs4gH2HJxMwsPLWRkk5GuDlOI/Cc3Xbt2BWxDAPv1yz6ngU6nIyoqigkTJjg1uJLGU6fh4PvtXHLd/Jo1axZmsznbauGKouDu7s7kyZOzJa1CCHErlUrFq22qEOLjzju/7mPxjnM0rtEU2MzPx35mSP0h+LnlvaihEIUt38mN1Wqbhjs6Opp///2XkJCQQguqpFKpVA41DxU1s9nM3LlzmTBhAo888ki2bV27dmXRokW88MILLopOCFGSPBNbgWAfN15d9B//HgomuFoEGeaL/Hz0Z/rX7u/q8MQ9zuEOxadOnZLEpoT6/fffSUpKYuDAgdSuXTvb7YknnmDWrFmuDlEIUYK0qxXO/EGx+HnoSLncDIC5B+djsppcHJm41xWommHNmjWsWbOGq1ev2mt0rps9e7ZTAhPON2vWLNq2bZtr09MTTzzBp59+yt69e6lbt64LohNClESNo4L48YVm9J2tkGZeSVzmFebt/Y1n6z/u6tDEPczh5Gbs2LG8//77NGrUiLJly6JSqQojLlEIfvvtt9tua9KkiQwHF0IUSLVwX35+sSVPLGpJunY5/9s+gzr+LWkcHezq0MQ9yuHkZurUqcyZM4c+ffoURjxCCCFKoHIBnizq8Tpdlq5CcT9PnwWL+erxJ3i4ZhlXhybuQQ73uTEajTRr1qwwYhFCCFGCRQeWoUvlx2wP/P/m+Xk7WLH3IplGM0azlYQ0A0azlQyjLLQpCpfDyc2gQYNYuHBhYcQihBCihOtf27ZauM7vIJFhmcTGBDNlwwkajVtNww//otG41UzbcBKDKedksEI4i8PNUllZWUyfPp2//vqLunXrotPpsm3/4osvnBacEEKIkqVSQCWal2vOpgubaFL/AHO21OGrtcft2/WZZr5ccwyA51vGFOvpM0TJ5fBf1d69e6lfvz4A+/fvz7ZNOhcLIYToW7Mvmy5sYsPF5WSerAu45djn2y2neKl15aIPTtwTHE5u1q1bVxhxCCGEKCXuL3s/VQKrcCzpGAb3rZDeMsc++kwzqVkmgn3cXRChKO0c7nNz3fHjx1m1ahWZmZkAMoxYCCEEYKvF71vT1vfGPXgLkLN/jZ+nFl8PXY5yIZzB4eQmISGBNm3aULVqVTp27MilS5cAGDhwIMOHD3d6gEIIIUqejtEdCfIIBm0KWr99Obb3axrFjtOJnIxLc0F0orRzOLl5/fXX0el0nD17Fi8vL3t59+7dWblypVODE0IIUTK5adx4pnpPAMpHbadCsAfVyvhSMdiTV9tUZsAD0by79ACdJm3ih3/PSe2/cCqH+9z8+eefrFq1ivLly2crr1KlCmfOnHFaYEIIIUq2p6s9zeozq3mp/ks8UO4BUo2p+Ln5YbCYMJkg3N+dE3FpvPnTXtYfvcrH3eri7yVNVeLuOVxzk56enq3G5rrExETc3aVjWHHXv39/VCpVjtvx48fvfLAQQjgg0COQb9t/y4GEA7T+oTWtfmhFqx9aMffAHLw8FOY9G8tbHaqjVatYse8yHb78m20nE1wdtigFHE5uHnzwQebOnWt/rFKpsFqtfPrpp7Ru3dqpwYnC0b59ey5dupTtFh0d7eqwhBClTKYpk7kH5jJt7zT0Rj0AeqOeKXunMGvvLAyWLJ5vWYmfX2xGVLAXF1Oy6DnjHyb8eQSTxXqHswtxew43S3366ae0adOGHTt2YDQaefPNNzlw4ACJiYls3ry5MGIUTubu7k54eLirwxBClHJatZaFh3Of0X7B4QUMrjsYgLrlA1j+6oOMWXaAH3ee56u1x9l0PJ4vuzegQnDOlgIh7sTh5KZ27docPXqUyZMn4+vrS1paGo8//jgvvfQSZcuWLYwYSw5FAVNG0V9X5wUygaIQophJNabaa2xupTfqSTIkkWnKpIJfBbzdtXz2VD1aVA3l/37Zx39nk+k4aSPjutWmS/1yRRy5KOkKNO+1v78/b7/9trNjKflMGfBRRNFf9/8ugpt3vnf//fff8fHxsT/u0KEDP/74Y2FEJoS4h/m6+eLn5pdrguPn5oePzocnlz2Jp9aTFuVb0DKyJY/UbkyDCg/y+uLd/Hs6ide+3836I3G836WWzIsj8s3h5Obbb7/Fx8eHp556Klv5jz/+SEZGBv369XNacKJwtG7dmilTptgfe3vnPzESQoj8MlvN9Kreiyl7p+TY9kz1ZziceJh0UzpJhiS+P/I93x/5Hk+tJ7FlY3mqVQvuO1uBmesT+OW/C+w4k8iXPRpwX4VAFzwTUdI4nNx8/PHHTJs2LUd5WFgYzz333L2d3Oi8bLUorriuA7y9valcWdZ0EUIULk+dJwPrDgRsfWz0Rj1+bn70qt6LgXUH4q5xZ2OPjWy/vJ2/z//NhvMbuJpxlfXn1rP+3HoAajSsyuXL0VyIq8xTUzN4vW01hrSqjEYtTfHi9hxObs6ePZvryJqKFSty9uxZpwRVYqlUDjUPCSFEaeeucWdA7QEMrjuYVFMqvjpfzFYz7hrb1CFeOi9aRbaiVWQrFEXhSNIRNpzbwN/n/2Zf/D7OpB0Fn6N4+6zCavZh8r5q/H6iMZO7dqdyaIiLn50orhxObsLCwti7dy9RUVHZyvfs2UNwcLCz4hJCCFFKeOo8AQjSBAGg0+Ted0alUlE9qDrVg6rzfL3nic+MZ9OFTfx9/m+2XNxCOmmoA3ZygZ10Wz6DKn71eKLGI7Qo34JI38giez6i+HM4uenZsyevvvoqvr6+tGjRAoANGzbw2muv0aNHD6cHKIQQ4t4U4hlC18pd6Vq5KyaLiZ1Xd/LbsTWsOLEGszqOY6m7GL99F+O3jyfGP4aW5VvSonwL6ofVR6su0HgZUUqoFAcX9DAajfTp04cff/wRrdb2x2O1Wunbty9Tp07Fzc2tUAJ1Fr1ej7+/PykpKfj5+WXblpWVxalTp4iOjsbDw8NFEZZO8toKIZzFaLYwduV6fjz0Jxrvw2i9ToPqxqR/vm6+NI9oTovIFjSPaE6AR4DLYhXOk9fn960cSm4UReHcuXOEhoZy/vx5du/ejaenJ3Xq1KFixYp3HXhRkOTGNeS1FUI429YTCby+eDeX05Jw9z1G3aoXuWzaTbIh2b6PWqWmfmh9WpRvQYvyLagcUBlVLvOCZZoy0aq1pBpT8XWz9Qu63pwmiodCS26sViseHh4cOHCAKlWq3HWgriDJjWvIayuEKAxJ6UZG/byXVQeuANC8ShADH1KzN+kf/j7/N0eTjmbbP8I7wj6nTuPwxrhr3DFYDMzcO5OFhxfmOqJLFA+OJDcONUqq1WqqVKlCQkJCiU1uhBBClB6B3m5M7d2QRdvP8f7vB9h0LJGDF9347MkevPbYa1xKu2QfZr7t0jYupl/MNqfO9Iens+nCJqbtvTHFyfX1rwAG1B4gNTglkMMLZ44fP54RI0awf//+wohHCCGEcIhKpeKZ2Ar8/kpzapT1IzHdyMDvdvDe0v0EuofRvXp3vmn7DRt7bOSrh77iqapPEeYVhofGg6qBVVl0eFGu511weIF0TC6hHO5QHBgYSEZGBmazGTc3Nzw9s2e0iYmJTg3Q2aRZyjXktRVCFAWD2cKnK48wa9MpAKqV8WVSzwZUC/fNtp+iKJzWn8ZL60XbJW1ve74N3TcQ5BFUqDGL/Cm0ZimAiRMnFjQuIYQQolC5azW8+2hNHqwSwhs/7uXIlVQem7yJtzvVoM/9Fe2diVUqFdH+0ZgspjzXv/LV+eYoF8Wfw8nNPb28ghBCiBKhVbUwVg59kBE/7mHdkThGLz3AhiNxfPpkXYJ9bnQSzmv9q17Ve2G2mm876aAovhzucwNw4sQJ3nnnHXr27MnVq1cB+OOPPzhw4IBTgxNCCCEKKsTHndn9G/Ne55q4adSsOXyV9l9uZOOxOPs+19e/GlJ3CH5utqYOPzc/htQdwsC6A6UzcQnlcHKzYcMG6tSpw7Zt2/j5559JS0sDbMsvvPfee04PUAghhCgolUrFgAeiWfryA1QJ8yEu1UCfWdv5aMUhjGbbxH/X179a//R6NnTfwPqn1zOg9gAZBl6COZzcjBo1ig8//JDVq1dnm434oYce4p9//nFqcEIIIYQz1Cjrx7KXm9P7/goATP/7JI9P2czJONsXdE+dJzqNjiCPIHQandTYlHAOJzf79u2jW7duOcrDwsKIj493SlCicKhUqjxvY8aMcXWIQghRaDzdNHzYtQ7T+zQkwEvH/gt6Ok3axB/7LpFhNGM0W0lIM2A0W8kwml0drrgLDic3AQEBXLp0KUf5f//9R7ly5QoUxNdff01UVBQeHh7Exsayffv22+47Y8YMHnzwQQIDAwkMDKRt27Z57i9uuHTpkv02ceJE/Pz8spW98cYbrg5RCCEK3SO1wln5WguaVQomIsCTJtFBTF1/gkbjVtPww79oNG410zacxGCyuDpUUUAOJzc9evRg5MiRXL58GZVKhdVqZfPmzbzxxhv07dvX4QAWL17MsGHDeO+999i1axf16tWjXbt29o7Kt1q/fj09e/Zk3bp1bN26lcjISB555BEuXLjg8LXvNeHh4fabv78/KpUqW5mPj4+rQxRCiCIR7u/B/IGxTO19H3O2nGbS2uPoM221NfpMM1+uOcY3609IDU4JVaBVwV966SXmzJmDxWJBq9VisVh45plnmDNnDhqNxqEAYmNjady4MZMnTwZs61dFRkbyyiuvMGrUqDseb7FYCAwMZPLkyflKrgpzEj9FUcg0Zzp83N3y1HrmuhBcXubMmcPQoUNJTk4unKBuIZP4CSGKI6PZSqNxq+2Jzc38PLXsePth3LQFGlgsnKxQJ/Fzc3NjxowZjB49mn3/3969x0VVp38A/8wwMNxBEQZQFLwgKireL22iCdLmjdTNxW0RwjK1xNjNFteV3DIrbTc3qTZL0M0r6bpmvUQEJE0yBUxNBVEIb4CAclHu8/39Qc4vBA1lZs7M8Hm/XvMHZ86c7/N9UOfxnOd8z+nTqKqqwpAhQx7pWVN1dXXIyMhAdHS0ZptcLkdAQADS09PbdIw7d+6gvr4enTtLv4JkdUM1Rm0dpfdxj805Bmtza72PS0Rk7Cpr6lstbICmMziVNfXN1sUh49Dm4katVmPNmjXYu3cv6urqMHHiRMTExLR4/MLDKCkpQWNjI1QqVbPtKpUK58+fb9MxXnvtNbi7uyMgoPXls2tra1FbW6v5uaKi5SqURETUMdlZmsPeSnHfMzd2llzAzxi1ubhZtWoVXn/9dQQEBMDKygrr1q1DcXExNm7cqMv4Hujtt9/G9u3bcejQofte6li9ejVWrlypl3isFFY4NueYXsa6d1wiInp4jWo1wsd6YV3yhRbvhY/1QoNaDYtHW++WJNTm4mbz5s348MMPMX/+fADAwYMHMXnyZHz66aeQyx/tF9+lSxeYmZmhqKio2faioiK4uro+8LNr167F22+/jYMHD2LQoEH33S86OhpRUVGanysqKuDh4fFI8f4amUzGy0NEREbEykKBheN7AQDijuahoroB9lYKzB3jibljPXG7tgHWFnwyuLFp82+soKAATz31lObngIAAyGQyXLt2Dd26dXukwS0sLDBs2DAkJycjODgYQNPlr+TkZLz00kv3/dy7776LVatWITExEcOHD3/gGEqlEkolr5cSEVHrlOZmmO/fE4sm9EZlTT3sLM1xPL8Mv/s4HZ2szbH9hdFQmPHsjTFp82+roaGhxaUfc3Nz1NfXtyuAqKgobNiwAZs2bcK5c+ewYMEC3L59G+Hh4QCA0NDQZg3H77zzDv72t79h48aN8PT0RGFhIQoLCzWPgSAiInpY1hYKWCjkcLJVwkIhR7dOViiuqMGJn27ivaQcqcOjh9TmMzdCCISFhTU7C1JTU4MXX3wRNjY2mm27d+9+qABmz56NGzduYMWKFSgsLISfnx/279+vaTIuKChodtnro48+Ql1dHWbNmtXsODExMVxh9yGEhYUhLCxM6jCIiAxSDycbvDNrEBZuycRHhy5ilFdnjO/rInVY1EZtXufm7pmUXxMXF9eugHRNl+vc0P0xt0RkjFb87ww2p/+EzjYW+Grxb+DmwBs4pKKTdW4MvWghIiLStmVP9UNmwU2cuVqBxduysO159t8YA/6GiIiI7sPS3AzrQ4bCVqnA8fyb+OdB9t8YAxY3RERED+DZxQZvzxwIAIhNvYi0nBsSR0S/hsUNERHRr5gyyB3Pju4OAHhlx0kUltdIHBE9CIsbIiKiNlg+uT/6u9mj7HYdFm/PQkOjWuqQ6D5Y3BAREbWBpbkZYv8wFDYWZvg+r6zVRzaQYWBxQ0RE1EZeXWywembTI3/Wp+biG/bfGCQWN0RERA9h2mB3/GFUdwjR1H9TVMH+G0PD4oaIiOgh/W1Kf/Rzs0fp7Tos3sb+G0PD4qaDGT9+PJYsWdJie3x8PBwdHfUeDxGRMbI0N0PsnCGwsTDDsbwy/Iv9NwaFxQ0REdEj6Olsi7dmNK1/80FqLo5cKJE4IrqrzY9foF8nhICortb7uDIrK8hkMr2PS0TU0U3364rvLpVh2/cFWLIjC18vfhwu9nx+ntRY3GiRqK5G9tBheh+3b2YGZNbWeh+XiIiAmKn9kVVwE+cLKxG5/SQ+nzcKZnL+h1NKvCxFRETUDnfXv7G2MEP6pVL23xgAnrnRIpmVFfpmZkgyLhERSaeXsy3eenogluw4iX+lXMBIr854rHcXqcPqsFjcaJFMJjP4y0P29vYoLy9vsf3WrVtwcHCQICIiItMQPKQrvrtUiu3HLyNy+0l8HfkbuNix/0YKvCzVwfTt2xeZmZkttmdmZsLb21uCiIiITMfr0wbAx9UOJVW1WLL9JBrVQuqQOiQWNx3MggULkJOTg8WLF+PUqVPIzs7GP/7xD2zbtg1/+tOfpA6PiMioWZqbYf2cpv6boxdLsT4lV+qQOiQWNx1Mz5498c033+D8+fMICAjAqFGjsHPnTiQkJODJJ5+UOjwiIqPX28UWq572BQC8n5yDoxe5/o2+seemAxoxYgQOHDggdRhERCbr6SHdkH6xFDtPXGnqv1n8OJztlFKH1WHwzA0REZEOrJzmC2+VLW5U1uKVHey/0ScWN0RERDpgZWGGD/8wFFbmZjiSW4LYVPbf6AuLGyIiIh3p7WKHN4N/7r85mIP0i6USR9QxsLghIiLSoZnDumHWsG5QCyByexZKqmqlDsnksbghIiLSsb9PH4A+LrYo/rn/Rs3+G51icUNERKRj1hYKTf/N4Qsl+PAQ+290icUNERGRHvRR2eHv0wcAAP6RlINjl9h/oyssboiIiPTkd8M9MHNoU//NYvbf6AyLGyIiIj16I3gAervYoqiC/Te6wuKmA5k6dep9H7Fw+PBhyGQynDp1Ss9RERF1LNYWCsTOGQpLczkOXyjBR2kXpQ7J5LC46UAiIiKQlJSEK1eutHgvLi4Ow4cPx6BBgySIjIioY+nraoe/T2ta/+a9A9n4Pq9M4ohMC4ubDmTKlClwdnZGfHx8s+1VVVVISEhARESENIEREXVAvxveDTOGdG3qv9mWhVL232gNixstEkKgvrZR7y8h2na9VqFQIDQ0FPHx8c0+k5CQgMbGRoSEhOgqNUREdA+ZTIY3gn3Ry9kGhRU1iNr5A/tvtIRPBdeihjo1PolM0/u4L6zzh7nSrE37Pvfcc1izZg3S0tIwfvx4AE2XpGbOnAkHBwcdRklERPeyUSoQ+4ehmL7+W6Tl3MC/v7mEBeN7SR2W0eOZmw7Gx8cHY8eOxcaNGwEAubm5OHz4MC9JERFJxMfVXrP+zdoD2Tiez/6b9uKZGy1SWMjxwjp/ScZ9GBEREXj55ZcRGxuLuLg49OrVC/7++o+biIiaPDPcA+kXS7Hn5DUs3paFrxY/js42FlKHZbR45kaLZDIZzJVmen/JZLKHivOZZ56BXC7H1q1bsXnzZjz33HMPfQwiItIemUyGVU8PRE9nG1wvr8GfdnL9m/ZgcdMB2draYvbs2YiOjsb169cRFhYmdUhERB2ejbJp/RulQo7U7Bv45PAlqUMyWixuOqiIiAjcvHkTQUFBcHd3lzocIiIC0M/NHq9Pa+q/WZOYjYyf2H/zKFjcdFBjxoyBEAJfffWV1KEQEdEv/H6EB6YNdkejWuClrVm4ebtO6pCMDosbIiIiAyKTyfDWjIHw6vJz/00C1795WCxuiIiIDIztz/03Fgo5Us4X49Mj7L95GCxuiIiIDFB/d3vETO0PANiVcQVFFTWoa1CjtKoWdQ1q3KlrkDhCw8V1boiIiAzUnJHdkVdyGwv8eyH+aD42peejoroB9lYKhI/1wsLxvaA0b9sK9R0JixsiIiIDJZPJEDmxDz755hI+SMnVbK+obsC65AsAgPn+PWFtwa/zX+JlKSIiIgOmVJhhU3p+q+/FHc2DQs6v8nsxI0RERAassqYeFdWt99dUVDfg1p069t/cg+exiIiIDJidpTnsrRStFjj2VgrYWiowYU0afNzsENhfhYB+Krg6WEoQqeFgcUNERGTAGtVqhI/10vTY/FLYWE+cyL+JosoaFFXWIC3nBpbvOYNB3RwQ2E+FwAEq9FXZdbjnB7K4ISIiMmBWFgosHN8LQFOPzb13S1ko5DgYNQ5JZ4uRdLYQWZdv4dSVcpy6Uo73knLg0dkKgf1cEdhfhRGenaAwM/2OFJkQokMte1hRUQEHBweUl5fD3t6+2Xs1NTXIy8uDl5cXLC1N85ReWFgYNm3aBABQKBTo3LkzBg0ahJCQEISFhUGuo8a0jpBbIiJdulPXAIVcjsqaethZmqNBrW71LqkblbVIPleEpLNFOJJbgtoGteY9BytzPOHjgsD+Kozzdoat0njOcTzo+/texjMr0ponn3wScXFxaGxsRFFREfbv34/IyEh88cUX2Lt3LxQK/rEgIjI0dwsZJ1slAMDiPvcEOdsp8fuR3fH7kd1xp64Bhy+UIOlsEVLOF6Psdh3+m3UV/826CgszOcb2dtL06ajsTec/nvwW64CUSiVcXV0BAF27dsXQoUMxevRoTJw4EfHx8Zg3b57EERIRkTZYWygQNMAVQQNc0agWyPjpJpLOFiLpbBHyS+/gUPYNHMq+gb/+9wwGezgisJ8LAvu7wltla9R9OixutEgIgYbaWr2Pq1Aq2/2H8IknnsDgwYOxe/duFjdERCbITC7DSK/OGOnVGcue6ofc4iok/Xz5KqvgFn643PRaeyAH3TtbI7C/CoH9VRjew/j6dFjcaFFDbS3+NXeW3sddvOkLmGuhj8XHxwenTp3SQkRERGTIZDIZ+qjs0Edlh4Xje6O4sgbJ54o1fToFZXfw2ZE8fHYkD47WP/fp9Gvq07Exgj4dw4+Q9EYIYdSnIYmI6NG42FkiZGR3hIzsjtu1DTh84QaSzhYj5XwRbt6px+7Mq9ideRUWCjke6+WEwP6uCOjnApd7+nSq6xpg1oamZ11jcaNFCqUSizd9Icm42nDu3Dl4eXlp5VhERGScbJQKPOnrhid93dDQqP65T6cISeeK8FPpHaRm30Bq9g0s+y/g5+GIwP4qTB7oBjcHS3ycdqnV29X1/XBPg7iIFhsbC09PT1haWmLUqFH4/vvvH7h/QkICfHx8YGlpiYEDB+Lrr7/WU6QPJpPJYG5pqfeXNs62pKSk4PTp05g5c6YWMkFERKZAYSbHqJ5OWD6lPw79eTwOvDIOrwb1hZ+HIwDg5OVbWJOYjQvFlVifmot1yRc0Kynffbjnh4cu6v3xEJIXNzt27EBUVBRiYmKQmZmJwYMHIygoCMXFxa3uf/ToUYSEhCAiIgJZWVkIDg5GcHAwzpw5o+fIjVdtbS0KCwtx9epVZGZm4q233sL06dMxZcoUhIaGSh0eEREZIJlMBm+VHRZN6I09ix7D98sm4q2nB2LaIDc81ruLQT3cU/JF/EaNGoURI0Zg/fr1AAC1Wg0PDw+8/PLL+Mtf/tJi/9mzZ+P27dvYt2+fZtvo0aPh5+eHjz/++FfH4yJ+zRfx69SpEwYPHow5c+Zg7ty5XMSPiIgeWklVLYa/efC+72csD9Csz/OojGYRv7q6OmRkZCA6OlqzTS6XIyAgAOnp6a1+Jj09HVFRUc22BQUFYc+ePa3uX1tbi9pf3J5dUVHR/sCNWHx8POLj46UOg4iITIj9rzzc087SXK/xSHpZqqSkBI2NjVCpVM22q1QqFBYWtvqZwsLCh9p/9erVcHBw0Lw8PDy0EzwREREB+P+He7YmfKwXGtTqVt/TFcl7bnQtOjoa5eXlmtfly5elDomIiMik3H24Z+TEPrC3arooZG+lQOTEPlg4vpfebweX9LJUly5dYGZmhqKiombbi4qKNI8HuJerq+tD7a9UKqHU0q3SRERE1DqluRnm+/fEogm9m61zo+/bwAGJz9xYWFhg2LBhSE5O1mxTq9VITk7GmDFjWv3MmDFjmu0PAElJSffdn4iIiPTD2kIBC4UcTrZKWCjkkizgBxjAIn5RUVGYO3cuhg8fjpEjR+L999/H7du3ER4eDgAIDQ1F165dsXr1agBAZGQk/P398d5772Hy5MnYvn07Tpw4gU8++UTKaRAREZGBkLy4mT17Nm7cuIEVK1agsLAQfn5+2L9/v6ZpuKCgoNntyWPHjsXWrVuxfPlyLFu2DH369MGePXvg6+urtZgkvjveJDGnRESkL5Kvc6NvD7pPvrGxETk5OXBxcYGTk5NEEZqm0tJSFBcXw9vbG2Zm+r/+SkRExs1o1rkxNGZmZnB0dNSsjmxtbc0HSbaTEAJ37txBcXExHB0dWdgQEZHOsbi5x927ru73+Ad6NI6Ojve9o42IiEibWNzcQyaTwc3NDS4uLqivr5c6HJNgbm7OMzZERKQ3LG7uw8zMjF/IRERERsjkVygmIiKijoXFDREREZkUFjdERERkUjpcz83dZX0qKiokjoSIiIja6u73dluW5+twxU1lZSUAwMPDQ+JIiIiI6GFVVlbCwcHhgft0uBWK1Wo1rl27Bjs7uw65QF9FRQU8PDxw+fLlX13hke6PedQO5lE7mEftYB61Q1d5FEKgsrIS7u7uzR7L1JoOd+ZGLpejW7duUochOXt7e/7l1QLmUTuYR+1gHrWDedQOXeTx187Y3MWGYiIiIjIpLG6IiIjIpLC46WCUSiViYmKgVCqlDsWoMY/awTxqB/OoHcyjdhhCHjtcQzERERGZNp65ISIiIpPC4oaIiIhMCosbIiIiMiksboiIiMiksLgxMqtXr8aIESNgZ2cHFxcXBAcHIzs7u9k+NTU1WLRoEZycnGBra4uZM2eiqKio2T6LFy/GsGHDoFQq4efn12KcQ4cOYfr06XBzc4ONjQ38/PywZcsWXU5Nr/SVx1/Kzc2FnZ0dHB0dtTwb6egzj0IIrF27Ft7e3lAqlejatStWrVqlq6nplT7zmJiYiNGjR8POzg7Ozs6YOXMm8vPzdTQz/dJGHn/44QeEhITAw8MDVlZW6NevH9atW9dirEOHDmHo0KFQKpXo3bs34uPjdT09vdFXHnfv3o3AwEA4OzvD3t4eY8aMQWJiolbmwOLGyKSlpWHRokX47rvvkJSUhPr6ekyaNAm3b9/W7PPKK6/gyy+/REJCAtLS0nDt2jXMmDGjxbGee+45zJ49u9Vxjh49ikGDBmHXrl04deoUwsPDERoain379ulsbvqkrzzeVV9fj5CQEDz++ONan4uU9JnHyMhIfPrpp1i7di3Onz+PvXv3YuTIkTqZl77pK495eXmYPn06nnjiCZw8eRKJiYkoKSlp9TjGSBt5zMjIgIuLCz7//HP8+OOP+Otf/4ro6GisX79es09eXh4mT56MCRMm4OTJk1iyZAnmzZuntS9mqekrj9988w0CAwPx9ddfIyMjAxMmTMDUqVORlZXV/kkIMmrFxcUCgEhLSxNCCHHr1i1hbm4uEhISNPucO3dOABDp6ektPh8TEyMGDx7cprGeeuopER4erpW4DY2u87h06VLx7LPPiri4OOHg4KDt8A2GrvJ49uxZoVAoxPnz53UWuyHRVR4TEhKEQqEQjY2Nmm179+4VMplM1NXVaX8iEmtvHu9auHChmDBhgubnpUuXigEDBjTbZ/bs2SIoKEjLMzAMuspja/r37y9WrlzZ7ph55sbIlZeXAwA6d+4MoKlarq+vR0BAgGYfHx8fdO/eHenp6e0e6+44pkaXeUxJSUFCQgJiY2O1F7CB0lUev/zyS/Ts2RP79u2Dl5cXPD09MW/ePJSVlWl3AgZCV3kcNmwY5HI54uLi0NjYiPLycvznP/9BQEAAzM3NtTsJA6CtPN77b196enqzYwBAUFBQu/+NNVS6yuO91Go1KisrtfI9w+LGiKnVaixZsgSPPfYYfH19AQCFhYWwsLBo0dehUqlQWFj4yGPt3LkTx48fR3h4eHtCNki6zGNpaSnCwsIQHx9v8g/i02UeL126hJ9++gkJCQnYvHkz4uPjkZGRgVmzZmlzCgZBl3n08vLCgQMHsGzZMiiVSjg6OuLKlSvYuXOnNqdgELSVx6NHj2LHjh144YUXNNsKCwuhUqlaHKOiogLV1dXanYjEdJnHe61duxZVVVV45pln2h13h3squClZtGgRzpw5gyNHjuh0nNTUVISHh2PDhg0YMGCATseSgi7z+Pzzz2POnDkYN26c1o9taHSZR7VajdraWmzevBne3t4AgM8++wzDhg1DdnY2+vbtq/UxpaLLPBYWFuL555/H3LlzERISgsrKSqxYsQKzZs1CUlISZDKZ1seUijbyeObMGUyfPh0xMTGYNGmSFqMzHvrK49atW7Fy5Ur873//g4uLyyOPdRfP3Bipl156Cfv27UNqaiq6deum2e7q6oq6ujrcunWr2f5FRUVwdXV96HHS0tIwdepU/POf/0RoaGh7wzY4us5jSkoK1q5dC4VCAYVCgYiICJSXl0OhUGDjxo3amobkdJ1HNzc3KBQKTWEDAP369QMAFBQUtC94A6LrPMbGxsLBwQHvvvsuhgwZgnHjxuHzzz9HcnIyjh07pq1pSE4beTx79iwmTpyIF154AcuXL2/2nqura4s71YqKimBvbw8rKyvtTkZCus7jXdu3b8e8efOwc+fOFpf7Hlm7u3ZIr9RqtVi0aJFwd3cXOTk5Ld6/2+j1xRdfaLadP3/+kRphU1NThY2NjVi/fr3W4jcU+srj2bNnxenTpzWvN998U9jZ2YnTp0+LsrIyrc5JCvrKY2JiogAgcnNzNdtOnjwpAIjs7GztTEZC+spjVFSUGDlyZLNt165dEwDEt99+2/6JSExbeTxz5oxwcXERr776aqvjLF26VPj6+jbbFhISYjINxfrKoxBCbN26VVhaWoo9e/ZodQ4sbozMggULhIODgzh06JC4fv265nXnzh3NPi+++KLo3r27SElJESdOnBBjxowRY8aMaXacCxcuiKysLDF//nzh7e0tsrKyRFZWlqitrRVCCJGSkiKsra1FdHR0s3FKS0v1Ol9d0Vce72Vqd0vpK4+NjY1i6NChYty4cSIzM1OcOHFCjBo1SgQGBup1vrqirzwmJycLmUwmVq5cKXJyckRGRoYICgoSPXr0aDaWsdJGHk+fPi2cnZ3Fs88+2+wYxcXFmn0uXbokrK2txauvvirOnTsnYmNjhZmZmdi/f79e56sr+srjli1bhEKhELGxsc32uXXrVrvnwOLGyABo9RUXF6fZp7q6WixcuFB06tRJWFtbi6efflpcv3692XH8/f1bPU5eXp4QQoi5c+e2+r6/v7/+JqtD+srjvUytuNFnHq9evSpmzJghbG1thUqlEmFhYSZTbOszj9u2bRNDhgwRNjY2wtnZWUybNk2cO3dOTzPVLW3kMSYmptVj9OjRo9lYqampws/PT1hYWIiePXs2G8PY6SuP9/vzOnfu3HbPQfbzRIiIiIhMAhuKiYiIyKSwuCEiIiKTwuKGiIiITAqLGyIiIjIpLG6IiIjIpLC4ISIiIpPC4oaIiIhMCosbIiIiMiksbojIIAkhEBAQgKCgoBbvffjhh3B0dMSVK1ckiIyIDB2LGyIySDKZDHFxcTh27Bj+/e9/a7bn5eVh6dKl+OCDD5o9qVgb6uvrtXo8IpIGixsiMlgeHh5Yt24d/vznPyMvLw9CCERERGDSpEkYMmQIfvvb38LW1hYqlQp//OMfUVJSovns/v378Zvf/AaOjo5wcnLClClTcPHiRc37+fn5kMlk2LFjB/z9/WFpaYktW7ZIMU0i0jI+W4qIDF5wcDDKy8sxY8YMvPHGG/jxxx8xYMAAzJs3D6GhoaiursZrr72GhoYGpKSkAAB27doFmUyGQYMGoaqqCitWrEB+fj5OnjwJuVyO/Px8eHl5wdPTE++99x6GDBkCS0tLuLm5STxbImovFjdEZPCKi4sxYMAAlJWVYdeuXThz5gwOHz6MxMREzT5XrlyBh4cHsrOz4e3t3eIYJSUlcHZ2xunTp+Hr66spbt5//31ERkbqczpEpGO8LEVEBs/FxQXz589Hv379EBwcjB9++AGpqamwtbXVvHx8fABAc+npwoULCAkJQc+ePWFvbw9PT08AQEFBQbNjDx8+XK9zISLdU0gdABFRWygUCigUTf9kVVVVYerUqXjnnXda7Hf3stLUqVPRo0cPbNiwAe7u7lCr1fD19UVdXV2z/W1sbHQfPBHpFYsbIjI6Q4cOxa5du+Dp6akpeH6ptLQU2dnZ2LBhAx5//HEAwJEjR/QdJhFJhJeliMjoLFq0CGVlZQgJCcHx48dx8eJFJCYmIjw8HI2NjejUqROcnJzwySefIDc3FykpKYiKipI6bCLSExY3RGR03N3d8e2336KxsRGTJk3CwIEDsWTJEjg6OkIul0Mul2P79u3IyMiAr68vXnnlFaxZs0bqsIlIT3i3FBEREZkUnrkhIiIik8LihoiIiEwKixsiIiIyKSxuiIiIyKSwuCEiIiKTwuKGiIiITAqLGyIiIjIpLG6IiIjIpLC4ISIiIpPC4oaIiIhMCosbIiIiMiksboiIiMik/B939eTdrZo+VQAAAABJRU5ErkJggg==\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"perc = data.groupby(['appln_filing_year',\"appln_kind\"], as_index=False)[\"appln_id\"].sum().rename(columns={\"appln_id\":\"sum\"})\n",
"p_data = data.merge(perc, on = ['appln_filing_year',\"appln_kind\"])\n",
"p_data[\"percent\"] = p_data[\"appln_id\"]/p_data[\"sum\"]\n",
"# p_data\n",
"g = sns.lineplot(p_data[p_data[\"granted\"]==\"Y\"], x=\"appln_filing_year\", y=\"percent\", hue=\"appln_kind\", marker=\"o\")\n",
"g.set_title(\"Number of co-patents\")\n",
"g.set_ylabel(\"Percent of accepted co-patents\")\n",
"g.set_xlabel(\"Year\")\n",
"g.legend(title=None,bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 54,
"outputs": [
{
"data": {
"text/plain": "appln_filing_year appln_kind \n2011 A 0 40.528160\n 5 59.471840\n F 1 5.769231\n 6 94.230769\n T 2 8.208955\n ... \n2022 A 93 99.290780\n 96 0.709220\n U 94 20.000000\n 97 80.000000\n W 95 100.000000\nName: appln_id, Length: 98, dtype: float64"
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.groupby(['appln_filing_year',\"appln_kind\"])[\"appln_id\"].apply(lambda x:100 * x / float(x.sum()))"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 49,
"outputs": [
{
"ename": "NameError",
"evalue": "name 'p_data' is not defined",
"output_type": "error",
"traceback": [
"\u001B[1;31m---------------------------------------------------------------------------\u001B[0m",
"\u001B[1;31mNameError\u001B[0m Traceback (most recent call last)",
"Cell \u001B[1;32mIn[49], line 1\u001B[0m\n\u001B[1;32m----> 1\u001B[0m \u001B[43mp_data\u001B[49m\n",
"\u001B[1;31mNameError\u001B[0m: name 'p_data' is not defined"
]
}
],
"source": [
"p_data"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 39,
"outputs": [
{
"data": {
"text/plain": " appln_filing_year granted appln_kind appln_id percent\n0 2011 N A 1504 40.528160\n1 2011 N F 6 59.471840\n2 2011 N T 11 5.769231\n3 2011 N U 2 94.230769\n4 2011 N W 1211 8.208955\n.. ... ... ... ... ...\n93 2022 N A 140 99.290780\n94 2022 N U 1 0.709220\n95 2022 N W 4 20.000000\n96 2022 Y A 1 80.000000\n97 2022 Y U 4 100.000000\n\n[98 rows x 5 columns]",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>appln_filing_year</th>\n <th>granted</th>\n <th>appln_kind</th>\n <th>appln_id</th>\n <th>percent</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>2011</td>\n <td>N</td>\n <td>A</td>\n <td>1504</td>\n <td>40.528160</td>\n </tr>\n <tr>\n <th>1</th>\n <td>2011</td>\n <td>N</td>\n <td>F</td>\n <td>6</td>\n <td>59.471840</td>\n </tr>\n <tr>\n <th>2</th>\n <td>2011</td>\n <td>N</td>\n <td>T</td>\n <td>11</td>\n <td>5.769231</td>\n </tr>\n <tr>\n <th>3</th>\n <td>2011</td>\n <td>N</td>\n <td>U</td>\n <td>2</td>\n <td>94.230769</td>\n </tr>\n <tr>\n <th>4</th>\n <td>2011</td>\n <td>N</td>\n <td>W</td>\n <td>1211</td>\n <td>8.208955</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>93</th>\n <td>2022</td>\n <td>N</td>\n <td>A</td>\n <td>140</td>\n <td>99.290780</td>\n </tr>\n <tr>\n <th>94</th>\n <td>2022</td>\n <td>N</td>\n <td>U</td>\n <td>1</td>\n <td>0.709220</td>\n </tr>\n <tr>\n <th>95</th>\n <td>2022</td>\n <td>N</td>\n <td>W</td>\n <td>4</td>\n <td>20.000000</td>\n </tr>\n <tr>\n <th>96</th>\n <td>2022</td>\n <td>Y</td>\n <td>A</td>\n <td>1</td>\n <td>80.000000</td>\n </tr>\n <tr>\n <th>97</th>\n <td>2022</td>\n <td>Y</td>\n <td>U</td>\n <td>4</td>\n <td>100.000000</td>\n </tr>\n </tbody>\n</table>\n<p>98 rows × 5 columns</p>\n</div>"
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 23,
"outputs": [
{
"data": {
"text/plain": "['A ', 'D ', 'F ', 'T ', 'U ', 'V ', 'W ']"
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sorted(appln[\"appln_kind\"].unique())"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": null,
"outputs": [],
"source": [
"for kind in sorted(appln[\"appln_kind\"].unique()):\n",
" sub_data = data[data[\"appln_kind\"]==kind]"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"# Granted patents"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"execution_count": null,
"outputs": [],
"source": [
"granted = appln[appln[\"granted\"]==\"Y\"][\"appln_id\"].unique()\n",
"appln_pers=[appln_pers[\"appln_id\"].isin(granted)]"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 93,
"outputs": [],
"source": [
"patstat_collabs = appln_pers.merge(pers, on=\"person_id\")\n",
"patstat_collabs = patstat_collabs.merge(country_defs, left_on=\"person_ctry_code\", right_on=\"ctry_code\")\n",
"patstat_collabs = patstat_collabs.groupby(\"appln_id\",as_index=False)[\"Country\"].unique().explode('Country')"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 95,
"outputs": [
{
"data": {
"text/plain": " Country count percent weight\n0 China 18189 0.849160 0.400665\n1 Taiwan Province Of China 2667 0.124510 0.058748\n2 Hong Kong, China 859 0.040103 0.018922\n3 Macao SAR (China) 13 0.000607 0.000286",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>Country</th>\n <th>count</th>\n <th>percent</th>\n <th>weight</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>China</td>\n <td>18189</td>\n <td>0.849160</td>\n <td>0.400665</td>\n </tr>\n <tr>\n <th>1</th>\n <td>Taiwan Province Of China</td>\n <td>2667</td>\n <td>0.124510</td>\n <td>0.058748</td>\n </tr>\n <tr>\n <th>2</th>\n <td>Hong Kong, China</td>\n <td>859</td>\n <td>0.040103</td>\n <td>0.018922</td>\n </tr>\n <tr>\n <th>3</th>\n <td>Macao SAR (China)</td>\n <td>13</td>\n <td>0.000607</td>\n <td>0.000286</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"execution_count": 95,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"country_collab = patstat_collabs[patstat_collabs[\"Country\"].isin(ch_names)][\"Country\"].value_counts().reset_index()\n",
"country_collab[\"percent\"] = country_collab[\"count\"]/patstat_collabs[\"appln_id\"].nunique()\n",
"country_collab[\"weight\"] = country_collab[\"count\"]/patstat_collabs[\"appln_id\"].size\n",
"country_collab"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 96,
"outputs": [
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = country_collab\n",
"g = sns.barplot(data, x=\"count\", y=\"Country\", color=\"blue\")\n",
"g.set_xlim(0,20000)\n",
"g.set_ylabel(\"Country\")\n",
"g.set_xlabel(\"Number of co-patents\")\n",
"for i in g.containers:\n",
" g.bar_label(i,)"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 97,
"outputs": [
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = country_collab\n",
"data[\"percent_round\"] = (data[\"percent\"]*100).round(2)\n",
"g = sns.barplot(data, x=\"percent_round\", y=\"Country\", color=\"blue\")\n",
"g.set_xlim(0,100)\n",
"g.set_ylabel(\"Country\")\n",
"g.set_xlabel(\"Percentage of co-patents\")\n",
"for i in g.containers:\n",
" # g.bar_label(i,fmt='%.2f%%')\n",
" g.bar_label(i,fmt='%.2f')"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 98,
"outputs": [
{
"data": {
"text/plain": " Country count percent weight\n0 Germany 7248 0.338375 0.159658\n1 Sweden 3679 0.171755 0.081041\n2 France 3450 0.161064 0.075996\n3 Netherlands 2734 0.127638 0.060224\n4 Finland 1377 0.064286 0.030332\n5 Belgium 1056 0.049300 0.023261\n6 Italy 1052 0.049113 0.023173\n7 Ireland 628 0.029318 0.013834\n8 Denmark 525 0.024510 0.011565\n9 Spain 478 0.022316 0.010529\n10 Austria 439 0.020495 0.009670\n11 Poland 277 0.012932 0.006102\n12 Luxembourg 170 0.007937 0.003745\n13 Greece 111 0.005182 0.002445\n14 Czechia 100 0.004669 0.002203\n15 Portugal 64 0.002988 0.001410\n16 Hungary 48 0.002241 0.001057\n17 Romania 48 0.002241 0.001057\n18 Cyprus 37 0.001727 0.000815\n19 Bulgaria 36 0.001681 0.000793\n20 Slovakia 32 0.001494 0.000705\n21 Malta 26 0.001214 0.000573\n22 Lithuania 15 0.000700 0.000330\n23 Croatia 13 0.000607 0.000286\n24 Slovenia 12 0.000560 0.000264\n25 Estonia 10 0.000467 0.000220\n26 Latvia 4 0.000187 0.000088",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>Country</th>\n <th>count</th>\n <th>percent</th>\n <th>weight</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>Germany</td>\n <td>7248</td>\n <td>0.338375</td>\n <td>0.159658</td>\n </tr>\n <tr>\n <th>1</th>\n <td>Sweden</td>\n <td>3679</td>\n <td>0.171755</td>\n <td>0.081041</td>\n </tr>\n <tr>\n <th>2</th>\n <td>France</td>\n <td>3450</td>\n <td>0.161064</td>\n <td>0.075996</td>\n </tr>\n <tr>\n <th>3</th>\n <td>Netherlands</td>\n <td>2734</td>\n <td>0.127638</td>\n <td>0.060224</td>\n </tr>\n <tr>\n <th>4</th>\n <td>Finland</td>\n <td>1377</td>\n <td>0.064286</td>\n <td>0.030332</td>\n </tr>\n <tr>\n <th>5</th>\n <td>Belgium</td>\n <td>1056</td>\n <td>0.049300</td>\n <td>0.023261</td>\n </tr>\n <tr>\n <th>6</th>\n <td>Italy</td>\n <td>1052</td>\n <td>0.049113</td>\n <td>0.023173</td>\n </tr>\n <tr>\n <th>7</th>\n <td>Ireland</td>\n <td>628</td>\n <td>0.029318</td>\n <td>0.013834</td>\n </tr>\n <tr>\n <th>8</th>\n <td>Denmark</td>\n <td>525</td>\n <td>0.024510</td>\n <td>0.011565</td>\n </tr>\n <tr>\n <th>9</th>\n <td>Spain</td>\n <td>478</td>\n <td>0.022316</td>\n <td>0.010529</td>\n </tr>\n <tr>\n <th>10</th>\n <td>Austria</td>\n <td>439</td>\n <td>0.020495</td>\n <td>0.009670</td>\n </tr>\n <tr>\n <th>11</th>\n <td>Poland</td>\n <td>277</td>\n <td>0.012932</td>\n <td>0.006102</td>\n </tr>\n <tr>\n <th>12</th>\n <td>Luxembourg</td>\n <td>170</td>\n <td>0.007937</td>\n <td>0.003745</td>\n </tr>\n <tr>\n <th>13</th>\n <td>Greece</td>\n <td>111</td>\n <td>0.005182</td>\n <td>0.002445</td>\n </tr>\n <tr>\n <th>14</th>\n <td>Czechia</td>\n <td>100</td>\n <td>0.004669</td>\n <td>0.002203</td>\n </tr>\n <tr>\n <th>15</th>\n <td>Portugal</td>\n <td>64</td>\n <td>0.002988</td>\n <td>0.001410</td>\n </tr>\n <tr>\n <th>16</th>\n <td>Hungary</td>\n <td>48</td>\n <td>0.002241</td>\n <td>0.001057</td>\n </tr>\n <tr>\n <th>17</th>\n <td>Romania</td>\n <td>48</td>\n <td>0.002241</td>\n <td>0.001057</td>\n </tr>\n <tr>\n <th>18</th>\n <td>Cyprus</td>\n <td>37</td>\n <td>0.001727</td>\n <td>0.000815</td>\n </tr>\n <tr>\n <th>19</th>\n <td>Bulgaria</td>\n <td>36</td>\n <td>0.001681</td>\n <td>0.000793</td>\n </tr>\n <tr>\n <th>20</th>\n <td>Slovakia</td>\n <td>32</td>\n <td>0.001494</td>\n <td>0.000705</td>\n </tr>\n <tr>\n <th>21</th>\n <td>Malta</td>\n <td>26</td>\n <td>0.001214</td>\n <td>0.000573</td>\n </tr>\n <tr>\n <th>22</th>\n <td>Lithuania</td>\n <td>15</td>\n <td>0.000700</td>\n <td>0.000330</td>\n </tr>\n <tr>\n <th>23</th>\n <td>Croatia</td>\n <td>13</td>\n <td>0.000607</td>\n <td>0.000286</td>\n </tr>\n <tr>\n <th>24</th>\n <td>Slovenia</td>\n <td>12</td>\n <td>0.000560</td>\n <td>0.000264</td>\n </tr>\n <tr>\n <th>25</th>\n <td>Estonia</td>\n <td>10</td>\n <td>0.000467</td>\n <td>0.000220</td>\n </tr>\n <tr>\n <th>26</th>\n <td>Latvia</td>\n <td>4</td>\n <td>0.000187</td>\n <td>0.000088</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"execution_count": 98,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"country_collab = patstat_collabs[~patstat_collabs[\"Country\"].isin(ch_names)][\"Country\"].value_counts().reset_index()\n",
"country_collab[\"percent\"] = country_collab[\"count\"]/patstat_collabs[\"appln_id\"].nunique()\n",
"country_collab[\"weight\"] = country_collab[\"count\"]/patstat_collabs[\"appln_id\"].size\n",
"country_collab"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 99,
"outputs": [
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = country_collab\n",
"g = sns.barplot(data, x=\"count\", y=\"Country\", color=\"blue\")\n",
"g.set_xlim(0,8000)\n",
"g.set_ylabel(\"Country\")\n",
"g.set_xlabel(\"Number of co-patents\")\n",
"for i in g.containers:\n",
" g.bar_label(i,)"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 100,
"outputs": [
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = country_collab\n",
"data[\"percent_round\"] = (data[\"percent\"]*100).round(2)\n",
"g = sns.barplot(data, x=\"percent_round\", y=\"Country\", color=\"blue\")\n",
"g.set_xlim(0,40)\n",
"g.set_ylabel(\"Country\")\n",
"g.set_xlabel(\"Percentage of co-patents\")\n",
"for i in g.containers:\n",
" # g.bar_label(i,fmt='%.2f%%')\n",
" g.bar_label(i,fmt='%.2f')"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "markdown",
"source": [
"# Pivot country - year"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 106,
"outputs": [
{
"data": {
"text/plain": " appln_id Country appln_filing_year\n0 340657036 Denmark 2012\n1 340657036 China 2012\n2 340982410 Denmark 2012\n3 340982410 China 2012\n4 341078960 Germany 2012\n... ... ... ...\n45392 575326930 China 2021\n45393 575399552 Sweden 2020\n45394 575399552 China 2020\n45395 575406608 Germany 2014\n45396 575406608 China 2014\n\n[45397 rows x 3 columns]",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>appln_id</th>\n <th>Country</th>\n <th>appln_filing_year</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>340657036</td>\n <td>Denmark</td>\n <td>2012</td>\n </tr>\n <tr>\n <th>1</th>\n <td>340657036</td>\n <td>China</td>\n <td>2012</td>\n </tr>\n <tr>\n <th>2</th>\n <td>340982410</td>\n <td>Denmark</td>\n <td>2012</td>\n </tr>\n <tr>\n <th>3</th>\n <td>340982410</td>\n <td>China</td>\n <td>2012</td>\n </tr>\n <tr>\n <th>4</th>\n <td>341078960</td>\n <td>Germany</td>\n <td>2012</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>45392</th>\n <td>575326930</td>\n <td>China</td>\n <td>2021</td>\n </tr>\n <tr>\n <th>45393</th>\n <td>575399552</td>\n <td>Sweden</td>\n <td>2020</td>\n </tr>\n <tr>\n <th>45394</th>\n <td>575399552</td>\n <td>China</td>\n <td>2020</td>\n </tr>\n <tr>\n <th>45395</th>\n <td>575406608</td>\n <td>Germany</td>\n <td>2014</td>\n </tr>\n <tr>\n <th>45396</th>\n <td>575406608</td>\n <td>China</td>\n <td>2014</td>\n </tr>\n </tbody>\n</table>\n<p>45397 rows × 3 columns</p>\n</div>"
},
"execution_count": 106,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"record_col = \"appln_id\"\n",
"patstat_collabs_y=patstat_collabs.merge(appln[[record_col,\"appln_filing_year\"]], on=\"appln_id\")\n",
"patstat_collabs_y"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 111,
"outputs": [
{
"data": {
"text/plain": " appln_filing_year Country count appln_id percent\n0 2012 China 2581 3001 0.860047\n1 2012 Germany 888 3001 0.295901\n2 2012 France 653 3001 0.217594\n3 2012 Sweden 473 3001 0.157614\n4 2012 Netherlands 406 3001 0.135288\n.. ... ... ... ... ...\n264 2022 China 4 5 0.800000\n265 2022 Netherlands 2 5 0.400000\n266 2022 Spain 2 5 0.400000\n267 2022 Hong Kong, China 1 5 0.200000\n268 2022 Czechia 1 5 0.200000\n\n[269 rows x 5 columns]",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>appln_filing_year</th>\n <th>Country</th>\n <th>count</th>\n <th>appln_id</th>\n <th>percent</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>2012</td>\n <td>China</td>\n <td>2581</td>\n <td>3001</td>\n <td>0.860047</td>\n </tr>\n <tr>\n <th>1</th>\n <td>2012</td>\n <td>Germany</td>\n <td>888</td>\n <td>3001</td>\n <td>0.295901</td>\n </tr>\n <tr>\n <th>2</th>\n <td>2012</td>\n <td>France</td>\n <td>653</td>\n <td>3001</td>\n <td>0.217594</td>\n </tr>\n <tr>\n <th>3</th>\n <td>2012</td>\n <td>Sweden</td>\n <td>473</td>\n <td>3001</td>\n <td>0.157614</td>\n </tr>\n <tr>\n <th>4</th>\n <td>2012</td>\n <td>Netherlands</td>\n <td>406</td>\n <td>3001</td>\n <td>0.135288</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>264</th>\n <td>2022</td>\n <td>China</td>\n <td>4</td>\n <td>5</td>\n <td>0.800000</td>\n </tr>\n <tr>\n <th>265</th>\n <td>2022</td>\n <td>Netherlands</td>\n <td>2</td>\n <td>5</td>\n <td>0.400000</td>\n </tr>\n <tr>\n <th>266</th>\n <td>2022</td>\n <td>Spain</td>\n <td>2</td>\n <td>5</td>\n <td>0.400000</td>\n </tr>\n <tr>\n <th>267</th>\n <td>2022</td>\n <td>Hong Kong, China</td>\n <td>1</td>\n <td>5</td>\n <td>0.200000</td>\n </tr>\n <tr>\n <th>268</th>\n <td>2022</td>\n <td>Czechia</td>\n <td>1</td>\n <td>5</td>\n <td>0.200000</td>\n </tr>\n </tbody>\n</table>\n<p>269 rows × 5 columns</p>\n</div>"
},
"execution_count": 111,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"countall = patstat_collabs_y.groupby(\"appln_filing_year\", as_index=False)[record_col].nunique()\n",
"data = patstat_collabs_y.groupby(\"appln_filing_year\", as_index=False)[\"Country\"].value_counts().merge(countall, on=\"appln_filing_year\")\n",
"data[\"percent\"] = data[\"count\"]/data[record_col]\n",
"data_ch = data[data[\"Country\"].isin(ch_names)]\n",
"data_ch"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 116,
"outputs": [
{
"data": {
"text/plain": "Text(95.7222222222222, 0.5, '')"
},
"execution_count": 116,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 1000x300 with 2 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,3))\n",
"g = sns.heatmap(pd.pivot_table(data_ch,columns=\"appln_filing_year\", index=\"Country\", values=\"count\").fillna(0).astype(int),\n",
" annot=True, fmt=\".0f\",linewidth=.5)\n",
"g.set_title(\"Number of co-patents per year\")\n",
"g.set_xlabel(\"\")\n",
"g.set_ylabel(\"\")"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 118,
"outputs": [
{
"data": {
"text/plain": "Text(95.7222222222222, 0.5, '')"
},
"execution_count": 118,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 1000x300 with 2 Axes>",
"image/png": 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Xr1/HysqKvHnzqtblz5+fkydPUr169VQ7thPkzp2bIkWKqH0W8M2ZYEuUKIGOjo7qdfbs2alXrx779+9XrduzZw+NGjUic+bMX62rRYsWaq/r169PdHQ0bm5uKTpG9PX1Ve3/kkqVKlGwYEH27dsHxM+Ae/HiRVq2bAkk/5wzd+5cunTpQnBwMNeuXWPXrl2q2D8/Dj895oUQ3yYTpQghMgxTU1MmTZoEgIaGBrq6uhQoUEAtMQgNDQVg0qRJqrKfevXqldrrbNmyJXpv7ty5k/z8N2/eEBcXx6pVq1i1alWi7bq6umqvP/9Rpqmp+dXnVgUHBzNx4kRcXV3R0NCgaNGiqsQl4X3BwcGYmpomem+ePHkIDAxUi6Nx48ZJfo6/v3+S61+/fq32o/jTugG1++G+JuHeRAMDg6+WSaj3889SFIWwsDD69u3LlStXVNvs7e1V9+h8mtQmMDAw4O7du0B8YjllyhT27dtHTEwMhQoVwtraGi0tra/ug9DQUA4fPpzonjFIfFykdP/27NmTbNmysWvXLubMmcPs2bMpXbo048aNo0KFCl98HyR9nH7p0QOfH+MJ9u/fz7x58/D19UVfX5+yZct+M3EIDQ1FURRsbGy++FkJx0WuXLnUtiV1LH3L69evKVy4cKL13zoGQ0NDKVSo0FfrTY1jO8HnM74mXLz4/J62z326HxO0bt2a/fv3c+3aNTJlysSzZ8+S9SiMz/8GEo7P169fq9qRnGMkqTZ9TlNTE0dHR9atW8fEiRPZt28fenp61K1bF0j+OefOnTtMmjSJO3fukCVLFkqVKkXBggWBxM/0S067hBAfSVInhMgwsmXLhrm5+VfL5MiRA4ARI0YkOZ18zpw5v/ne4OBgSpQooVr/8uVLvLy8MDMzQ0NDg65duyb54+W/Tu0/fPhwPD09Wb9+PdbW1ujo6BAREcFff/2lKpM/f35V8vapoKCgRHFs2LAhyR9GCT+iPpczZ06eP3+eaH1AQACQ+Ef7l+jp6aGhoaE2eQzET7hx6dIlLC0tyZkzZ5JxfPpZkyZN4t27d6ptn8YSEhKS6L2BgYGqRHLatGkcPXqUBQsWUKlSJbJmzQpAxYoVv9r27NmzU6lSpSQnqdDS+m//ZGpqatKxY0c6duxIUFAQp0+fZsWKFQwaNIjz58+r9eB8TcL+nTNnDsWKFUu0Palk+dq1a4wcORInJyd69OihSghmzZr11clpsmfPTtasWdm4cWOS24sWLcrt27eB+GPw07+bhB/6KZEzZ07VMfCpbx2D2bNnT3S8QXxPY6FChVJ0bH8+UcjXel9Tg729PUWKFOHIkSNoampSokSJZM3i+/nfQMI5wMDAgMjISCBlx8i3ODo6snTpUs6cOcPff/9No0aNVBeyknPOCQsLo2fPnqpJXkqUKIGmpianT5/m6NGjKW6PEEKdDL8UQvxUSpQogYGBAT4+Ppibm6uWfPnyMXfuXO7du/fF91pYWKCtrc3JkyfV1q9du5ahQ4eSNWtWypUrh6enp1rdpUuXZvHixarZ+5JLU1P9FHz9+nXq1auHg4OD6gd+wox6CVfey5cvz82bN9V++L569YqbN2+qXif07oWEhKi1Mzg4mIULF37xx3b58uV58eIFbm5uauv379+PtrY2FhYWyYorW7ZslC1bNtH3eObMGXr37s2rV68oX748J0+eJCwsTLU9NjaWQ4cOYW5ujo6ODiVKlFBr/6cJw7Nnz9RmNvT398fNzU2VtF2/fh0HBwfq1KmjSujc3d0JDg5W6035fB/Y29vz5MkTypYtq/pcMzMz1q9fz/Hjx5MV/5fqbteuHVOnTgXif3g7OjrSsWNH3rx5o/Y9fIulpSXa2tr4+/urfT9aWlrMmzcvyYd9u7m5ERcXx6BBg1QJXWxsrGpIacJ3ktT3ER4ejqIoap/16NEjli5dSkxMDNbW1mTOnJkjR46ovffz/Z+Uzz+vfPnyuLm58eLFC7X1+/fvJ2/evBQtWjTJeuzs7Lh165ZaYhcUFETPnj05ffp0so9tPT29RD3ZN27c+GYcn8uUKVOyy2poaODo6IirqysnTpxQDWn8FldXV7XXR48eJUuWLFhaWv6rY+RbjIyMqFixIhs3buT+/fs4OjqqtiXnnOPp6UloaCidO3emVKlSqn3/+TlOCPHvSE+dEOKnkilTJoYMGcKECRPIlCkTNWvW5M2bNyxbtgx/f/8khy4myJ07N507d2b9+vXo6Ohgb2/PrVu32Lp1KyNGjEBTU5OhQ4fSu3dvhg0bRrNmzYiNjWXt2rXcunWL/v37p6itOXLk4MaNG1y9ehU7OzssLCw4cOAApqam5M+fnxs3buDi4oKGhobqXp3OnTuzZcsWevTowYABAwBYtmwZ0dHRqiFgJiYmNGvWjPHjx/PixQvMzMx4+vQp8+fPp1ChQkleuYf4K/F//vknAwYMwNnZmUKFCnHixAl27drFwIEDVVfjk8PZ2Zl+/foxdOhQWrRoQWBgIPPmzaNOnToYGxszcOBAzpw5Q+fOnenduzfa2tps3rwZb29vVq9e/c36FUWhb9++DBkyhEyZMrFkyRJy5sypmj7ewsKCv//+m61bt1KyZEkePHjA8uXL1b7LpPZB//79adeuHX369KF9+/bo6uqyfft2XF1dWbRoUbLjT6j73r17XLlyBQsLC8qXL8/atWvJkycP1tbW+Pv7s27dOuzt7b845DcpuXLlomfPnixcuJCwsDAcHBzw9/dn4cKFaGhoUKZMmUTvSUhaJk+eTKtWrXj9+jVbtmxRPQYiPDwcPT09cuTIQWBgIKdPn6Zs2bJUr16d8uXL079/f/r370/JkiW5ffs2ixYtomrVqqp29+/fnwULFpAlSxYqVKjA6dOnk5XU5ciRAzc3Ny5evEi5cuXo1q0b+/fvp2vXrgwcOBB9fX327t3LpUuX+OOPPxIlgQm6du3K3r176dmzJ3369EFbW5vly5eTP39+mjZtio6OTrKO7Ro1anDo0CEsLS0pWrQou3fvTrKH71uyZ88OwKlTp8iZM2eS++RTjo6OqkcpJOceS4C///4bAwMD1T2DW7ZsYciQIWTNmpWsWbOm+BhJjtatWzN06FBKliyJpaWlan1yzjkJx9iKFSvQ0tJCS0uLo0ePqh4r8a37EYUQ35Au07MIIUQKfe2RBkk5dOiQ0rJlS8XMzEyxt7dX+vbtqzx48EC1/fMZ7RLExcUpq1evVurUqaOYmZkpDRo0UE1Tn+DChQtKhw4dFAsLC8XW1lbp3Lmz2kxtCbNffj7r3+ezIa5du1axs7NTLC0tlRcvXig+Pj5Knz59FFtbW8XW1lZp1aqVsm/fPqVHjx5qM0I+evRI6dKli2JhYaFUrFhRWbx4sdK2bVu1mRejo6OVJUuWKLVr11ZMTU2VatWqKRMnTlTN8vclQUFBypgxY5QKFSooZmZmSrNmzZQdO3aolUnO7JeKEv+IhlatWilmZmZKtWrVlBkzZijv3r1Tbb93757Ss2dPxcrKSrG2tla6dOmSrBnvEj7/zz//VCpXrqzY2NgoAwcOVPu+Q0JClKFDhyr29vaKlZWV0qRJE2XDhg3K+PHjlcqVK6tmL/18HyiKori7u6um8beyslJ++eUXtanek5rZUFESH6MHDhxQKlasqJiZmSlXr15VoqOjlUWLFqmOrYoVKypjx4794mykivLl41RRFGXz5s1Ko0aNFFNTU6VSpUrKsGHDVDEk1Z7NmzcrtWvXVszMzJQaNWooI0eOVI4fP64YGxsrp06dUhRFUR4+fKg0aNBAMTU1Vc1k+O7dO+WPP/5QqlWrppiamiq1atVS5s6dq7x//16tPRs3blTV7+TkpJqu/2uzX168eFGpUaOGYmpqqprC38vLSxk8eLBqv7Rt2/aLU+1/6smTJ0qfPn0UKysrxd7eXhk0aJDaZyfn2A4ICFCcnZ0VKysrxc7OTpkwYYJqxsgESR3/CTNS7tq1S1GU+JlWhw4dqpibmyuNGzdOcn98rmXLlkqvXr2+GWfCZy1fvlzp1q2bYm5urtSrV0/5888/E5X91jGS3L/lBG/fvlVMTEyUVatWJdqWnHPOpUuXFEdHR9W5q3v37sq1a9cUa2trZebMmYqifP2YF0J8mYaifOWubiGEED+UW7duERoaSvXq1VXrYmJiqFGjBo0bN2b06NHp2LrvY9SoUVy5coUTJ06kd1OESBX+/v7UrFmTRYsWUadOna+W9fHxoXbt2kyfPl1tCOT3cPjwYUaMGMHp06e/OhGSEOL7k+GXQgiRgbx8+ZIhQ4YwYMAA7O3tiYiIYPv27bx9+5ZffvklvZsnhEiB+/fv888//3D06FGKFSumeuTAj8bV1ZU7d+6wbds2HB0dJaET4gckSZ0QQmQgDRs2JDQ0lD///JM1a9agra2NpaUlmzdvpmTJkundPCFECkRGRrJu3Try5cvHvHnzvnjPYHrz8fFhw4YN2Nra8ttvv6V3c4QQSZDhl0IIIYQQQgiRgf2Yl4SEEEIIIYQQQiSLJHVCCCGEEEIIkYFJUieEEEIIIYQQGZgkdUIIIYQQQgiRgcnsl0IIIYQQQggBRAd6pqi8dp4SadSSlJGkTvx0ol89Tu8mpCltw9IpPuFkJNp5Svz08UV530rvZqQpncKWRPveT+9mpBntAmV/+viinl1L72akKZ1idkQ+OpfezUgzusZVeH/zYHo3I81ktmpCxLoR6d2MNJWl26yffh/+sOJi07sF/4okdUIIIYQQQggBoMSldwv+FUnqhBBCCCGEEAIgTpI6IYQQQgghhMiwFOmpE0IIIYQQQogMTHrqhBBCCCGEECIDk546IYQQQgghhMjAYqPTuwX/iiR1QgghhBBCCAEy/FIIIYQQQgghMjKZKEUIIYQQQgghMjLpqRNCCCGEEEKIDCyD9tRppncDhBBCCCGEEOKHEBebsiUFfH196dOnDzY2NtSqVYv169ertt27d482bdpgaWlJq1atcHd3T1HdktQJIYQQQgghBMT31KVkSYFff/2VrFmzsnv3bsaMGcOCBQs4fvw44eHh9O7dGzs7O3bv3o21tTV9+vQhPDw82XVLUieEEEIIIYQQEH9PXUqWZHr9+jU3b96kX79+FCtWjDp16lC1alUuXrzI4cOH0dXVZcSIEZQsWZKxY8eSLVs2jhw5kuz6JakTQgghhBBCCEiznrrMmTOTJUsWdu/eTXR0NJ6enty4cYOyZcty69YtbG1t0dDQAEBDQwMbGxtu3ryZ7PolqRNCCCGEEEIISLOeOl1dXSZMmMD27duxtLSkYcOGVKtWjTZt2hAQEIChoaFaeQMDA/z8/JJdv8x+KYQQQgghhBCAEhedovJRUVFERUWprdPR0UFHRydRWQ8PD2rWrEm3bt14/PgxU6ZMoWLFikRERCQqr6Ojk6jer5GkTgghhBBCCCEgxc+pW7lyJUuWLFFbN3DgQAYNGqS27uLFi+zcuZPTp0+TOXNmzM3N8ff3Z/ny5RQuXDhRAhcVFUXmzJmT3Q5J6oQQQgghhBACUjyjZZ8+fejWrZvauqR66dzd3SlatKhaolauXDlWrFiBnZ0dgYGBauUDAwMTDcn8GrmnTgghhBBCCCEgxc+p09HRQU9PT21JKqkzNDTk+fPnaj1ynp6eFCpUCEtLS9zc3FAUBQBFUbhx4waWlpbJbrYkdUIIIYQQQggBaTb7Za1atdDW1mbcuHE8ffqUEydOsGLFCpycnGjQoAFv3rxh2rRpPHnyhGnTphEREUHDhg2TXb8MvxTf9Pr1a5YvX86xY8cICgqiYMGCtG3bls6dO6OpqYmJiQkbN27EwcEh0XsvX75M586defjwYTq0PHl8/QOYMncZ12+5kzNHdpzaNMfpl+YAPPJ4xpS5y7j38AlFChVg9OA+2NtYJFmPoigsWLmB3QePERsXR6sm9RjStyuamvHXTkJfv+H32Uu4cMWNXPo5GNijE03r1/w+8c1ZwvWbd+Lj+6UFTm1bfojvKVPmLOHegycUKVSQ0b/2xd426atCQSGhTJu7lAtXbqCrq0vzhrVx7t0VLa1MAGzctodZi13U3tOlvSO/DeyVIeK7/+gJbbqpj38vZ1Kav9YuAuCW+31mLV7FI4+n5MtjQNcOrWndrEGaxpbA71UgUxau5vqd++TMrkcnx0Y4tWqsVuaF3yta9hzG0qmjKG9l+s06py5ajcczH9bN+1217vqd+8xctp5n3i8pYpSfYb2dqGib9PGemnxfBTBl3kqu375Lzux6OLVuilObZgAMGvsHJ89fUSu/5I+x1KhUPlE9QSGhTFvgwoVrN9HV0aF5g5o49+ikOka9Xvgyed4Kbt97iFF+Q37t3ZnqFe3SPD5IvRg/NXXBSp489WL9wmkfP8c/gMnzlnP1pjt5DXIzuFcnGtSskvoBfcbvVRBTFq/luvuD+GO0RQOcHON/jBw8cZ4Vm3fjFxBEmZLFGNnXCfMyJZOs5/Xbd1Rp3VttnX4OPc7uWKle7k0YzXr9xp8LJ2OUP2/aBPUJv4Bgpi7bxPW7j8iZPRsdm9XFqXldAM5cvcXiTXvw8n1Fofx5GdipJTUdrJKsJyo6msWb9vD3mStEvI+kvLkJo/p0IH+e3AD4B4Uw02UrV27fJ7OODvWrlse5cyt0dbTTNL59p64wYfn2ROs1NDS4uW0OF249ZP7mA3j7B2FRuihjejhSrGDSw8KiY2JZsv1vDp29TkxMLE2r2zG4Q2O0MsX/HUZGRfPH2t38c/k2ujradG5Sgy5Na6RleABExcQy54Q7f999gXYmTVpYFmFQtbJoaGhw4ekrFpy4i3foOywK5mJ0PQuKGWT/Yj1LzjzgyH0fIqJisStiwKi6FuTLkQWA4HeR/HHsFpeeBZAriy49KxnT3KJImsfnFxjC1DW7uHHfk5x6WenYsBqdGlcD4P5TH6au3sUTL19KFsrPuF6tKFei8Bfr2nzoDOsPnORdRCT1KloyqltLsujG9zyl1/77rlJ4T11yZc+enfXr1zNt2jRat25N7ty56devH23btkVDQ4OVK1cyceJE/vrrL0xMTHBxcSFr1qzJrl+SOvFVISEhtG3bFkNDQ6ZNm0ahQoW4c+cOU6ZMwdvbm/Hjx3/1/dbW1pw7d+47tfbfGT5xBgXyGfLX6gV4PPNm5OTZFMifFwcbS3oNHUfNyg5MG/Mr+4+eZPDYaRz8cyUGufQT1bNh+x4OHT/Nwj/GEhMTy6gpc8idS59u7R0BGPvHfCIjo9iyYja37z1i4qxFFCtcEPNyJmkb3/g/KJDfkL/WLsbjmRcjf59JgfyGONha0evXsdSs4sC0scPYf+QfBo+ZwsFtq5OMb+Tvs9DQgC0r5xH6+i0jJ89CL1s2endpB4DHMy/aOTahb9f2qvdkScENvukdn8dTL8qULsGKuVNU67S04k+RgUHB9Bs+gV9aNOaPccO4+/Ax46fNJ2+e3FSvZJ/mMQ6bMp+C+fKyfdkMPJ77MGr6Igrmy0vtKh8/e8rC1US8j0xWfTfvPuSvA8exNS+rWhcU8ppB42bSq4Mjdao6cOTUeQZPnM3+dQvIn9cg1WP61PDf51AgX17+cpkb/zc4dR4F8htSp2oFPJ55M2PsECp8cjElR3a9JOsZOXV+/DG6dCahb94wcup89LJlpXenNkRGRtF7+O+UKl6EP5fN4t5jD4ZPmsPa+ZMxL2ucpvGlZowJ3NwfsH3fEWwtyqnWxcTE0n/UFAoVzM+OVfO5etOdUdMWULJoYUqXKJpmsQEM+2MRBQ3zsH3JtPhjdMYyCubLg36O7Eyct4rfh/TEqpwx2w8cp9+4WRzbtJCsWRKfHzy9fNDPoceelTNV6zQ0NdTKvH77joET5xAc+iZNY/rU8JnLKWhowLYFE/D0esnIOS4UNDSgcP68DPljGUO7taGqnTkX3O4ybMYyts4bj0nxxD+al23Zx4lLbswY1otcObMzf90Ohv6xjC1zxwIwbPoycuhlY/2MUbwOe8fEhevQ1NRkWPdf0jS++pWsqWxVRvU6JiaWXlNWUM2mHE+8/Rg0czXdW9SmcRUb9py4TM/Jy9m/YBRZM+smjvGvIxw4fY3J/dpikDM7E1duZ87G/YzqFn+xbd7mA9zz8GbV+H68DAxh/LKtFMybi7oVkj/M7N+Y5erOlecBLGtbkfCoGEbtu0bBHFmxKpQb5x2X6F6hNI1MC7Hnthe9tl5gX+/aZNVJ/DN5+bkHnHzkyx9NbcmVVYcFJ+8xdM8VNneOT6CG7L5CnKKwun1lXoW9Z9zBG+jpalHbpGCaxvfbgk0UyJOLrdOH4Onjz6jFWyiQNxcVLYwZOGM1jarYMKVfO3a4XmTgjDUcXDQ6yf3nevk2K3YeZdrAjhjk1GP88m3M33KQMd3jf8uk1/77rlJ4T11KlCpVinXr1iW5zcLCgj179vzrumX4pfiquXPnoqOjw5o1a6hYsSKFCxemUaNGTJs2jS1btvD06dOvvl9HR4e8edP+Kuq/9fptGLfuPqRPl7YULWxEraoVqOxgy+Xrt9h35B+yZsnC+GH9KVKoIAN7dKRIoYLcffA4ybo27zjAwB4dsbEwxd7GgiF9u7F190Egvofg9IWrTBrpTOkSxWjVpB5N6tZk257DaRvfm7fcuvuAPl3bf4ivIpUd7Lh87Rb7/nYla5bMjB8+MD6+nk7x8d1/lKieqKgoDHLrM374QEoWL4qtlRn1alTB7fZdVRnP516YlCpOHoPcqiVbtuRfYUrP+OLb702JYkXU2q+fMwcA/5y5iEHuXPzatytFCxvRqE4NmjWszeFjJ9M0Pog/Rm/ff0zvjo4ULVSAWpXLU9nOkktud1RlDv5zlvDwiGTVFx0dw6T5LliWU09kbt59SKZMmejWthmFC+ajVwdHdLS1uX0/6eM9tbx+G8atew/p49SGooUKUquKA5Xtrbl8/TZRUdG88PXHrEwp8hjkUi06SfRaREVFY5BLn/G/9qVkscLYWphSr3ol3O7cB+D0xWuEvH7D9DG/Uqp4EZrVq0nTejXYuONAmsaXmjEmiI6OZtKcZViaql8QOnv5On6vApk+5leKFzHil2b1qeZgw827D9I4vnfcvv+E3h1aUNQoP7Uq2VHZzoJLbncJDHlNnw4taFq7CoULGNK3Y0tevw3D4/mLJOvy9HpJUaMC5Mmtr1oM9HOqtt9wf0jbgWMJj0jeBYzU8CbsHbcfetKrbROKFsxHzQrWVLYx4/Kt+xw+fRl7izJ0bFaHIgXz0a5xLezNy3D07NUk69r3z3kGObXEztyEkkUKMnFQF9wfP8XL9xXPfPy4/dCTKYO7UaqoEbamxvTv2IK/T19O8xgz62iTRz+Hajl09gaKojC4Q2P+On4BS+NiDPilAcUKGvJrxyZkz5qFQ2dvJKpHURS2HzuPc/tGVLEuS9kShRjXszU7jl8k/H0k4e8j2XPiMiO6tqBsiULUtjena9OabDt6Pk3jex0Rxd7bz5nQ0ArzgrlwKJYXJ/uS3HkZwg63Z1ga5aZ/tbIUM8jOrzXKkV1Xi8N3fZKsa/8dbwZWL4tdkTyUzJODCQ2tuOsbilfIO+75hXLrRTDTm9lSJr8+1Urlp1uF0my4/CRN43sTFs7tx8/p5ViHogXyUrO8GZUtTbjs/pijF2+iq6PN0E5NKVEoHyO6NCdbFl2OX7qVZF1bDp+lY6NqVLcth1mpIozv1Zp9J68QERmVbvvvu0uj59SlNUnqxBdFRUVx6NAhOnbsiK6u+tWcmjVrsn79eoyMjAC4du0aTZs2xdzcnE6dOvHiRfw/2JcvX8bEJP6Hh4+PDyYmJhw7dow6depgbm5Onz59CA0NVdW7Y8cOGjRogJmZGQ4ODkyaNInY2Ng0izGzjg5ZMuuy97Ar0TExPPXywe3OPcqULslVtzvUquJApg9DRgC2r5pPtYqJh0S9CgzC71UAtlZmqnU2FuV46feKgMBg7tx7SH7DvBgVyKe2/VYa/9jKrKsbH9+h4/HxPf8Qn3FJrt64Ta2qFdXjW7OIakn0POno6DBz4giKFIq/0vjE8zknz12i/Cc9C57PvClauFCaxvO51IoP4nvqihY2SnJblQp2TB0zJNH6t+/CUyeQr8is++EYPXoqPkbvl7jdfUjZUsUBCH39lvkum5kwpPc3aoq3etteShcvQkUbc7X1OXPoEfrmLa5nL6MoCv+cv8K7iAhKF0/bYUOqv8Ej/3z4G3yB250HlCldnKfeL9DQ0KBQgfzfrEdHR5uZ44ZQpFABAJ489eLk+SuU//A36ePrR/Eihciul031HuOSRdP8bxBSL8YEq//cjXHJolT8bCjx1ZvuONhaoPfJxZRF08bQpmn9VIslKZl1tcmiq8veo6c/HqP3HlG2VDHqV3Ogd4cWALyPjGLTnr/JrZ+DkkWT/lvz8HpB0UJf/i7OX79Ny/rVmT9+cFqEkiRdHR0y6+qwz/V8fHw+fty8/4QyJYrQrHYlfu3aOtF7wpK4yBIXF8f0Yb2oaFUucfl3ERjkysnySUMwyJVTbdvbZF6wSS2vw8JZt/8Egzs0Rkdbixf+QZiX+nge0NDQoFSR/Nx+/CzRe4PfhPEuIhLz0h/LGxctSExsLHc9vHn0/CUxsXFYmRRTbbcuU5w7j58Tl4Y/jt18gtDT1cauSB7Vuu4VjZnU2Bqf0HeYFcylWq+hoUGpvDm49SI4UT1xisK0pjZUKJb4YnVYZDQ+oeHkyqpDIf2P55nSeXNwzy+U6Ni0i09XRzv+GD11leiYWJ69fMXNh88oU8yIO4+9sDYpjoaGhio+K5Ni3Hr0PFE9sXFx3PXwwqZsCdU6i9JFiY6J5dHzl+m2/767DJrUyfBL8UVeXl6Eh4djbm6eaJuGhgYVKlRQvd6xYwczZ85EX1+f4cOHM2fOHObPn59kvStWrGDevHkoikK/fv1Yt24dQ4YM4cqVK0ydOpXZs2dTrlw53N3d+e2336hYsSL16tVLkxh1dXUYO6Qf0xasYPPO/cTGxtGiYR1aNanHn7sOYF7WmN9nLebk+csY5c/H8AE9sLFI/A9yQFAIAIYGuVXrDHLrA+AXEEhAUDCGeXKrvccgtz7+AerT16Y2XV0dxg4dwLT5y9i8Y298fI3q0qppff7cuR/zcib8PnMhJ89dxii/IcMH9cLG4uv3Y3Ud8BvXbrpTzqQ07RybAhAYHMLrN2/Zd/g446bNRVdXF8cm9ejavpXqH5IfPT7P594oikJLp368ffeOqhXsGDagB3rZsmFUIJ9aQh4UEsrfrqfp371TmsWmilFHhzGDevDH4jVs2X2Y2Lg4mtevgWPDWgDMXrGBZvWqU6rYl++PSODp9YLt+4+y02U2f+0/prbN1rws7ZrXZ+jkeWhqaBAbF8eU3/pTvHDaDhnS1dVh7ODeTFu4is07DxIbF0eLBrVo1bguf584h162rIz+YwFXb7qT3zAPA7q1o6qD7Vfr7Dp4LNdu3aWccUnatWgEgEEufQKCglEURXVM+r0KJOT12zSNL7Vj9Hzuw7a9f7NrzQK27/tbbZvPSz8K5jdk/sqNHDh+Cv2cORjQtR21q1ZIsq5Ui09HhzEDu/DH0g1s2Xs0/hitWw3HBjVUZS65udNnzAwUBWaM7J/k0EuIP0ZjYmJpP2g8r4JCsDEzYUSfTuQ1iP/RPahLGwBe+AWkaUyf0tXRZmzfjvyx8k+27HeNj692ZRzrVU1U9snzF1y+dZ82DWsk2qapqUmFzxK6LftdyZVDD+NihdDW1qKyzccLg3FxcWw7dAIHy7KfV5Wm/jp2gby5cqqG0+XOmZ1Xwa/VyvgHhZJDL/FIjJx6WdHKlIlXwa8p+SE59wsMBSD07Ts0NDTQz54Nba2PPz8NcmYnMjqG0LBwcuf4+rDjf8snNJyCObNw4I4Xay4+Jjo2juYWRehZyRiDbLq8evterbzf2whyZk48e6GmhgYViqnfS/jnNQ9yZdHB2DAnEdGxvH0fTUR0DFm0tVR1xcQphEVGkytr4uGOqUFXR5sx3Vsyfe0e/vz7LLFxcTSrXh7HWg6cvOpOycL51MrnzpkdD2+/RPW8fRdBZHQMhrlyqNZpZcpEzuxZ8Q96jaZm+uy/702JTdnDx38U0lMnvujNm/j7FbJnT/pm4U/169cPBwcHTExMaN26NQ8efPnqt7OzMxYWFlhaWtK0aVPu3IkfRpY1a1amTZtGvXr1KFSoEA0aNKBcuXI8fpy2w788n3tTo5I9W1bMZeroXzl26jwHj50kPOI9a7bsJI9BblbMnoSdlRl9ho3H1z/xj4n37+P/Qfh0yJSOdvz/R0dH8/59pOr1p9ujotP+xOH53IsalR3YsnI+U8cM5djJcxw8eoLwiAjWbP4rPr65k7GzNqfPkLFJxvepUb/2Y+3imURHRzNi4gwAnj73BuIT1SWzfqen0y+4bNjGpu170zq8VIkvOiYG7xe+REdHM2XMECaP+hW32/cYPXlOorLvIyMZMmYqeXLnok2L5M9K9V94evlQo6ItWxZPY8pv/Tl+5hIH/znLxeu3ueH+kD6dEvcUfE5RFCbNd6F/l1/Ik8Q9heER7/HxfUW/zm34c+kf9OrgyIyl6/D0SnqYXGry9PKhRqXybFk2i6kjB3Hs9AUOHj/NUy8f3kdGUrm8FStmTaCqgw0DR0/D/cHXhzKNGtSTtfOnxB+jU+YCUMXBhrB34Sxdv43o6GjcHzxh94ce+u8hNWJUFIVJc5cxoFt78ny4aPSp8Ij37DtygjdhYSz5YyzN6tVg6MRZ3/y+Uie+l9SoYMOWhZOYMqw3x89d4eCJj0OyShUrzPYlUxnQuRXj5q7k1heG9T7z9uVdeAQj+nZi9phBvAoKYcCEOcSmYS9Hcnj6+FLd3pLNc8YyZXA3jl+4xqFTl9TKhLx+y9Dpy7AqW+qLE6V86uQlNzbsOYpz51Zoaye+xj5v3Q7uezxnkFPL1ArjmxRFYfeJy7Rv8HFynQaVrDh26Tanr98jJjaW/aevctfDm+iYxKNotDJlora9OYu3/o1/UChvwyOYt3k/Wpk0iY6JJSIyCp3PYk14HR2ddn+LEVExeIW8Y+fN50xqbM3QWqZsvebJ5ise1C9rxPEHLzjzxI+YuDj23/Hinm/yetZOPvJl42UPBtUoh3YmTcwL5iKvXmZmHr/z4TPD2HzFIz6+ND6GPV+8orptOTZNdWZyv7a4Xr7NobPXeR8VhY5W4u88Konv+31k/FT7nx+POlpaRMXEpNv+++7SaPbLtCY9deKL9PX1gfjZL7+lSJGPQy2yZ89OZOSX73coWvTjDft6enpEf0hszMzMyJw5M4sWLeLJkyc8fPiQ58+fU6VK2s3cdunaTXYdPMY/u9eTWVcXszKl8Q8MYuXG7WhlykSZ0iUY2KMjAGWNS3LhqhsHjp6kd2f1m9YTnkcSFRWN7ocZohIStsy6uujo6CRK4KKio8msmzZX7T7G58auA0f5Z++m+PjKGuMfGMjKDds+xFeSgT2dPsRXigtXbnDgyD+qyU+SUqZ0/LCMKWOG0K7nYF74+lPe2oJzh7er7kEzLlmckNDXbN97iM7t0u4HSWrFp62lxbnD29DV1VVdgZw2bhhtezjzKiAIww8ThYSHRzBo1CSeeb9g0/I532UimEs37rD78Alct60gs64OpiYleRUYzJJ129DQ0GSccw8y6ya+ovy5HYdciYuLo03jOkluX7t9X3zvuVN8gliudAnuPHjMlt2HGf9r2s1geun6LXYdcuWfHas//A2Wwj8wmJWbdrBv/SI6tmpCzg+ThpQpVZx7jzzYefAoZmVKfbHOMh+Gpk4Z6Uy7vsN54euPUYF8zJ4wjHEzFuOyaQdG+Q3p2LIxm3am/T11qRXjjgPxM+u2aZr0yIVMmTKRM2d2xg/pi6amJuWMS3Lj9r1vfl//OT43d3YfOYXrlsXxx6hxCV4FhuDy516a1KoMQJ5cOcmTKydlShbj9v0n/HXoHyzLlk5U1x6XmWhoaKiO6XnjB1Or/QDuPHiClWnaT2iTlEu37rH72FmOr5sTH1/pYvgHheKy/SCNa8T3ggaFvKb3hPgRKHNH91fNevwlJy7e4LdZK2nfpDat6ldLtH3++h1s2e/KrBF9KF30+w1rv+vhzavgUBpUslKtq2xVhr6t6zFs3npiY+Mob1qKJtXsCAt/n2QdI7u1YOTCzdTrP4Usujr0cqzDnSdeZMuSmcio6ETJRMLr5JzH/q1MmhqERcYwvZktBXPG9zD6vongrxtP2d+nDn2qmDBsz1Vi4+IoXyQPTcwKExb59YuuJx75MnLfNdrZFsfRMv53ja5WJma3LM+IvdeoPP8QubPq0sWhNHNPuKOnm3YzmF6+84g9Jy5zbPkEMutoY1qyMK+C37BqtyuF8hkQFZP4O8+cRHsSLkx/nqBFxcSQWUebuDglXfbfd/cDDalMCempE19UpEgRsmfPzt27d5Pc3q9fPy5cuADwzX/APqWtnfSJ7ezZszg6OhIYGEjVqlVZtGgRNjY2KW94Ctx7+ISihQqqJVdlS5fA1y+APAa5KF5E/R/TooWN8HuVuKcn34cf/YHBIap1gR+GZOY1yE2+vAZq2xK25zVQH5KZ2pKOryS+fq/IY5Cb4kU/j69QkvGFvXvH366n1cbMl/xwr1VIaHzSn5DQJShRtDCv0nh4aWrFB6CXTX1ISYkPwxn9A+NjCHv3jt5Dx/HY8zlrF8344v13qe3eY0+KGhVQ+wezTKlivPALwMfXnyGT5mLfxAn7JvHJa78xfzB5gUuieo6cvMDdRx44NO2MfRMnVm3dww33+9g3ccLXP5B7j59i8tkMiWVLFeflqzTeh488PsT36T4sjq//KzQ1NVXJToISRQvhH5j4Xpewd+H8feKc+jH6YR8mDLGsVsGO03vW88+O1RzavIycOfQomD/padlTU2rF+PeJs9x9+AT7hu0p36Adq7bs4sad+5Rv0A5f/wDyGuSiWCEjtfNxsSJG+L0KSrvggHuPn1LUKF+iY9T3VSDuDz2491h9Qq2SRY0I/cKw1yyZddXqMdDPiX727PgHhSRZ/nu49+Q5RQqqx1e2ZBF8P3yv/kEhdB09k6joaNb88Ru5c359dMvfZy4zfOYKWjeoxoheiS+gTV+5hY17jvHHsJ7Urfx9HrmR4Pyth9iULZFoaGUvxzpcWP8Hrisn4jK+L+ERkRTMmyvJOgxyZmf1hH6cWTOFk6sm0b5BFYJfh1Ewby4Mc+cg9O07Yj65Vz4w9C2ZdbTJnjXtLpLl0cuMrpamKqEDKJZbD/+38fcr9qpkwvkhjXAd2ICV7SvzLipGreznjtzzYcTeq7SyLMpvddRvUTErkIvD/epybEB9jgyoRzEDPXJl0UlyJs3Ucs/ThyL585D5k9FCZYob4RsYgmHunASFqv+9BYW+JY9+js+rQV8vK7raWgR+Uj4mNpbXb8PJmytHuu2/7y6D9tRJUie+SEtLi0aNGrFlyxaioqLUtp04cYITJ05gaJh6P4h27NhBq1atmDx5Mm3atKFkyZJ4eXmhKEqqfcbn8uYxwOvDsLsET5/7YFQgHxblTHjoof5j5Olzb7V7qxIY5jGgQL683Lh9T7Xuxu17FMiXl7x5cmNhWoaXfq/w++QH8o0797AwTdvHGSQZn9eH+EzL8PDJZ/F5JR3f+/eR/DZxBrfvfXze4L0HT8iUSZNiRYzYuf8ITdr1VNtXDx57Urzot+/z+i9SKz6Pp8+xr+OIz8uP9xg8eOyJVqZMFDEqSFxcHL+OmYrPS1/WL51FqTSeHv5TeQ1y4fXST+3K6VPvlxQqkI9DGxaxc+Vs1QLw+7C+DOjSNlE900cPYu/qeaqyvzSpi6lxSXaunE3ePLkwNMiFp5f6bG9PvV+k+TPA8hrkTmIfvsCoQD7GTl/IuJmL1co/ePKUEkUSJ9Tv30fy2+Q53P5kdtN7j56QSVOTYoUL4vHcmx5Dx6MoCnkNcqOpqcnpS9ext058z3BqS60YZ4wdwr51i9m1ej67Vs/nl2b1MTUpya7V88lrkBuLciY8fvpcbXIpz+c+aZ64xh+j/omOUaN8edl95BQL16k//+ze42dJxhf2LpxKrXpx5ebHC4n+gcGEvHlL8cIF0i6AbzDMrY/3y1fq8fn4YpQvD+HvI+k3cT6aGpqsmz4SQ4OkE50El27dY+y8NbRrXIvRfTom2r586z52/H2amSP60LBa4me/prU7T55jZVJcbd3f528wa/1edLS1MMiZnfdR0Vy9+4Typkn3/o5Z8icXbj0kp15WsujqcM7tAblz6lGyUD5MihmhlUmT248/TtLh9vAppiULp+jicEpZFMxFZEwcz4PDVOueBr2lYM6s/H3Ph1mud9DRykTubLq8j47l2vNAtUlVPnX5WQDjDt6grU1xRtVTf47n64goum4+S2hEFHn0MqOlqclZDz9sv1BXasmbOyfe/oFqw8mfvnhFQcPcmJcuws1Hz1T/PiuKws2HT7EonfjfMU1NTUxLFsHtwcd/O28/eo5WJk2MixZMt/333WXQiVJ+oj0g0sKgQYMICwujR48eXLlyBS8vL3bs2MGoUaPo3LkzpUql3pAefX193NzcePjwIY8fP2bUqFEEBAQkSihTU43K9mhlysSEmYt45vWCU+cvs2rzDjq2bkrbFo145PGMpWu34OXzkiWrN+Pz0p8m9WoA8UPxgkM+Dk1t26IR81es44rbba643WbByvV0ah3/cOHCBfNT2d6G0VPn8vDJU3YdPMbh46dp37JxUs1Kxfgc0NLKxIQZC3nm5cOpc5dYtXE7Hds0p23LRjzyeMrSNZvj41u1EZ8XfjSpX+uT+EIByGOQmzrVK/PHvGXcf/SE6zfdmThjAR1aNUMvWzYq2VsTEBTMnCWr8fJ5yWHXU6zdsoPuHdtkiPiKFy1MkUIF+H3mQh57PuPGLXd+n7GQVs0akDNHdnYfPMqVG7eZNOpXcuhlIzAomMCgYF6/SftJNmpUsENLKxMT567gmc9LTl28xuo/99CtbTOKGOVXWwDyGeRWzZ4XHvFe9SyvfHlyq5XNmV0PXR0dihjlRytTJhwb1uLsZTc27jyI90t/Nu06xLmrN2nXLG1nTqxRqTxaWlpMmL2UZ94vOHXhCqs276SjYxNqVLbn4PHT7Dt6Ei8fX5Zv2I7bnft0+PB3Ex4eQfCHnuI8BrmoU60Cfyx04f5jT67fvsvE2Uvp4NgYvWxZMcpviMczH5au24qPrz8rNsbX1dExbf8GUzPGfHkNKFKogGpR7cNCBdDSykSj2lVRFIWpC1bi5ePLtr2HOXf5Bq2b1E3b+CrYoKWlxcT5q3jm48upSzdYvW0fHVrUp3WjWly5eY/Ne47w/IUfSzfu5M5DDzq1bADE38MTGBwKgF62rNialWHWys2qHr4Rfyyhsp0Fxmk8C+vXVLe3jP8bXLyeZy/8OHXlJqv/OkyHprVZ/dchfHwDmDqkOwCBIa8JDHmtmhn3fWQUgR/+nYiJjWXiwnXYmhnTvXVDVdnAkNdER8fg6f0Sl20H6d66ITblSqtt/148vP0oYaR+4atogbzscL2I6+XbPPcNYNSizeQz0KfKh+favY+KJvCTZwbq62Vlyba/eezly9W7T5i+bjc9mtdGU1OTLLo6NK1enqmrduH+xIsTV++w8cApOjRMPOlMaipmkJ2qJfMx/tANHvq/5oLnK9Zeekwb62IUza3HTrdn/PPwJc+Dwxi9/xr5cmShSsn47+F9dCyBYfFDTWPi4vj9sBu2hQ3oVqE0gWHvVUt0bBw5s+gQHhXDgpN38Ql9x+5bz9l324uuFdJu+DNAddtyaGXKxO8r/uLZywBOXb/Lmr2udGhQlboOlrx9955ZG/bh4ePHrA37iIiMol7F+IlwPt9/v9SrxIYDpzhx9Q7uT7yYunoXjrUrkEVXJ93233eXQXvqNJS07AYRPwVfX18WL17MuXPnCA0NpUiRIrRr14727duTKVMmTExM2LhxIw4O8VcVd+/ezZIlSzhx4gSXL1+mc+fOPHz4EB8fH2rXrs0///xDoULxw+IWL17MlStX2LRpE69evWL06NFcv34dPT09qlevjra2Nt7e3qxZsybZ7Y1+lbKJVTyeejF9kQvu9x+RSz8nHRyb0KlNMzQ0NLhx+x4zFq7kyTMvShQtzCjn3th9mCJ96dot7Pv7H47tWAtAbGwsc5etZe9hVzJlyoRjk3r82qeLaqa9oJBQJs5cxMWrN8lrkAvn3p1pVKd6itoKoG1YmuhAzxTE95zpC1bifv9hfHytmtLplxYf4rvLjAUrePL0eXx8v/bFziq+52Lpms3sO3ycY7s2APA27B0zF63k1Ln4ZyY1a1CbIf26qYbT3rjlztyla3j45CkGufXp3rENbf9F0qqdp0S6xOfrH8CMBSu46nYbDQ0NGteryfABPdDR0aHP0HGcv3w90WfbWZuzfsmsFMcX5Z3084G+GONzH2YsXYf7gyfk0s9B++YN6OTYKNHMouZ1fmHtnImUt4qf4XPZhr/Yd+w0R7csTVTnsg1/cfXWPdbN+1217uSFayzdsB2vF34UK1yQIT07UtHWItF7v0WnsCXRvveTH98zb6YvXo37g8fkypmDDi0b0al1UzQ0NNh58Djrtu3B1z+AUsULM2JAD+ws4+Nbum4r+46c4Nj2VcCHY3TpWk6dvwJAs/o1GdLbSXWM3rr7kGkLXXjq5UOp4kUYObAHVqZlkm7UV2gXKJui+FIzxk8tXbeVqzfdWb9wmtrnTJm/gtv3HlEwf14G93KibrWKKY4v6tm1lMX33IcZyzfh/tCDXDlz0L5ZXTq1bICGhganL91g4fq/8HrhR6lihRnV10l1f9zeY6cZP9eFO0e3APHPvJvjsoXTl28QFR1NzYq2jOrXhZzZs6l93gu/ABp0+ZUjGxb8q95knWJ2RD46l/z4vF4yc9VW3B89JVfO7LRrXItOzerQvN84nr1IPItgs1qVmDqkB/tczzF+4TpuH1jDrQceOP32R5L1r/njN24/8GThxl1Jbr99IPn/BgLoGlfh/c2DKXoPgH2nkcwf3k3tQeQAe09eYeWu47wOe4e9WWnG9mhF3g8zJO47dYUJy7dza3v8pETh7yOZtnoXp6/fJUtmXdrVr0yPFrVVdUVERjFt9S5cL99GL2tmujatSafGie8r/JrMVk2IWDciRe95+z6amcdvc+KxL5m1tGhrU5zelY3R0NBg7+3nuJx/xOuIKOyL5mFMfUvy6sUPJ9x324uJh924Oao5t18E03nT2STrX9W+MuWL5uFZ0FumHLnFXb9QjHJmZXCNclQrlfxHliTI0m1Wivahh48fs9bvxf2JN7lyZKNd/Sp0bFQVDQ0N7jzxYuqqnTx94U/pogUZ17MVZYvH/w77fP8BrNn7D5sPnyE6OobaDhaM6e6I7oehnamx/yB+H/6oIv5elKLyWRo6p1FLUkaSOvHTSWlSl9GkNKnLaFKa1GU0/yapy2hSmtRlNP8mqctI/k1Sl9GkNKnLaP5tUpdR/JukLqNJaVKX0fzQSd2hBSkqn6Xxr2nSjpSS2S+FEEIIIYQQAn6oIZUpIUmdEEIIIYQQQgDEZsxn7klSJ4QQQgghhBDwQ81omRKS1AkhhBBCCCEEyPBLIYQQQgghhMjQpKdOCCGEEEIIITIwSeqEEEIIIYQQIgPLoE97k6ROCCGEEEIIIUB66oQQQgghhBAiQ5OkTgghhBBCCCEyMJn9UgghhBBCCCEysNjY9G7BvyJJnRBCCCGEEEKADL8UQgghhBBCiAxNkjohhBBCCCGEyMDknjohhBBCCCGEyLiUOHlOnRBCCCGEEEJkXDL8UgghhBBCCCEyMBl+KYQQQgghhBAZmAy/FEIIIYQQQogMTIZfCiGEEEIIIUQGJkmdEEIIIYQQQmRgsbHp3YJ/RZI6IYQQQgghhAC5p04IIYQQQgghMjSZ/VIIIYQQQgghMrAM2lOnoShKxmy5EEIIIYQQQqSid9O7pKh8ttEb0qglKSM9deKno5e1eHo3IU2FhT8ll16p9G5GmgkJeyLxZXAhYU/Ik8M4vZuRZgLfPPrp4yuU2yy9m5GmfILdf/p9+DOfZ0LCnlBAv1x6NyNN+Ybeo0PRlundjDTz5/M96d2EL8ugPXWS1AkhhBBCCCEEyD11QgghhBBCCJGhSU+dEEIIIYQQQmRg8vBxIYQQQgghhMjA5OHjQgghhBBCCJGByfBLIYQQQgghhMi4lAw6/FIzvRsghBBCCCGEED+EOCVlSwpERUUxadIkypcvT6VKlZg3bx4Jjwy/d+8ebdq0wdLSklatWuHu7p6iuiWpE0IIIYQQQghI06Ru6tSpXLhwgTVr1jB37lz++usvtm/fTnh4OL1798bOzo7du3djbW1Nnz59CA8PT3bdMvxSCCGEEEIIISDNnlMXGhrKrl27WLduHRYWFgB0796dW7duoaWlha6uLiNGjEBDQ4OxY8dy5swZjhw5gqOjY7Lql546IYQQQgghhIA066m7fv06enp62Nvbq9b17t2b6dOnc+vWLWxtbdHQ0ABAQ0MDGxsbbt68mez6JakTQgghhBBCCECJU1K0REVFERYWprZERUUlqtfb2xsjIyP27t1LgwYNqF27NkuXLiUuLo6AgAAMDQ3VyhsYGODn55fsdsvwSyGEEEIIIYSAFN8nt3LlSpYsWaK2buDAgQwaNEhtXXh4OM+fP2fbtm1Mnz6dgIAAJkyYQJYsWYiIiEBHR0etvI6OTpLJ4ZdIUieEEEIIIYQQADEpe/h4nz596Natm9q6zxM0AC0tLcLCwpg7dy5GRkYAvHz5kq1bt1K0aNFECVxUVBSZM2dOdjskqRNCCCGEEEIISHFPnY6OTpJJ3Ofy5s2Lrq6uKqEDKF68OL6+vtjb2xMYGKhWPjAwMNGQzK+Re+qEEEIIIYQQAlAUJUVLcllaWhIZGcnTp09V6zw9PTEyMsLS0hI3NzdVfYqicOPGDSwtLZNdvyR1QgghhBBCCAFpNvtliRIlqFGjBqNHj+bBgwecPXsWFxcX2rdvT4MGDXjz5g3Tpk3jyZMnTJs2jYiICBo2bJjs+iWpE0IIIYQQQghI04ePz5kzhyJFitC+fXtGjhxJx44dcXJyQk9Pj5UrV3L9+nUcHR25desWLi4uZM2aNdl1yz11QgghhBBCCEH8Iw3SSvbs2Zk1a1aS2ywsLNizZ8+/rluSOiGEEEIIIYSAFPe+/SgkqRNCCCGEEEIIgLj0bsC/839zT12tWrXYvXt3ovW7d++mVq1a6dCipNt07949bGxsGD16dIpm1EkrcXFxbNiwgWbNmmFpaUnNmjWZOnUqoaGhqjJOTk4sXrz4i3WYmJhw+fLl79Da/65AwXxs3rIMLx83Hj25yPQZY9HVTTxN7d9HthIW/jTRsmzFTFWZ/gO68ejJRXz977B0+QyyZEn+s0bSUvESRdm5dx3efre4c/8Mgwb3TLLcgb+3EBL2JNGyeNl0IH4K38lTR+L+8BxPva+zaesyChbM/z1DSVJqxQfQt39X7j46h5fvTRYtnZ7h9iHAlm0rEsVYv0FNALJmzcKCxdPweH6Vp97Xmb94KtmyJX/8/vewdYcLi5fP+OL2ajUqcfbSQbz8brHnwAaKFiustr17r47cvHuKpz43WLNhIfq5cqZ1k1PkW/H1G9CNm3dP4eV3i7/2rKFEyaKqbTn1cxD45pHa8vDpj3Gu1dHRZuqssbh7nsftwWlGjhv8xbK9+nfm8u3jPPa5yuadKyleoohqW86cOfAJdldbbj8++z1CSLb/sg91dXWYPns89z0uct/jInMXTCZr1izfo9lf9f9wHm3YpDa+offUllUb5idZ1vXc7kRlTcqWSlRu2+5V/NKhRRq3PGm58uVm8PLfcLm1kSWXV9NpfDe0dbUByFvYkDFbfmft/a3Mcl2EedWvz6hYsVkV5p9ZzroH2xiyciTZc2VX295upBMrbqzH5dZG2o/ujIaGRprFlR6UOCVFy4/i/yapywi8vLzo1asXVapUYerUqT/EH8ngwYPZsGEDffv25eDBg8yYMYMbN27Qs2dPIiMjk1XHuXPnsLa2TuOWpo7NW5aRJWtm6tf9ha6dnWnYqDbjJwxLVK5D+76UKF5etbT9pTeRkZGsctkMQPPmDRgz9lecB42lcaOO2Je3Zuq00d87nEQ0NDTYvnMVQYHBVK/cjKGDxzN8xABat2maqKxTh/6YlKigWjq07UtkZBRrVm0BYPTYwTRuWo/ePYbSoG5btLW02Pjn0u8dkprUjK9p8/qMGuPMUOfxNG/shJ29FZOmjvzeISWSkhgBTMqUonf3oWqxnjxxHoA/Zo7D2sYcx+Zdad6kM7a2FkydMeZ7hvNVLVs1pm79Gl/cblSoABv/XMrWzbupW6MVQYEhasdgC8dG/D5lBONG/0HDum0pVLggs+ZO/A4tT55vxdf6l6YMHzmA4UMmUqNyM4KDQtiyfaVqu4lJKYKCQihXqpJqqVw++TOlpaVJ00dTrUZFOrXuw8DeI+jQuRUdu7RJVK5l68b8+ltfRg+dTL1qrQgJCmHdn0tU20uXKUlwUAjWZaqrlpoVm3/PUL7qv+7D30YNolLl8rRv3YsObXpToZIdYycO/Q4t/7L/h/MogLFJKY7+fQIL42qqZZjzhETlNDU1KVGyGC0bOamVffLo47T0GhoaTJ01luq1Kn/PENT8umIEull0mdR6LIsHzsWmth1thnUAYKjLKEIDQhnX9DfO7T7FEJdRGBTMk2Q9JS1L03vWQHYv2M6EFiPJllOPPnOdVdsb9WpGpeZVmd97Jgv6zqJyi2o06tXsu8T43cQoKVt+EDL88gcRGBhIjx49KFOmDHPmzCFTpkzp3ST279/PyZMnOXz4MEWKxF85LVy4MC4uLtSpU4d9+/bxyy+/fLOevHnzpnVTU4WxcQkcHGwoUaw8r17FPwBy2pT5TJs+hnFjp6uVDQl5rfp/TU1Nfv99OAvmu+B24w4Q30u3bOlajvx9AgDnQWPZd2Aj48ZOJyLi/XeKKDFDwzzcuXOfYb9OICzsHZ4ezzl9+gIVKtmxc8cBtbKhn8U4/vdhLFrgwk03dwDad3Jk9IgpXDh3BYDBA8fywOMiJUoWxdPj+fcL6hOpGV/f/l1Yvmw9R4+cBGCo8zh27VvPxHEzM8w+1NHRoWixQty4cVt1TH8qOjqaEcN+59bNuwBs3rSTbj06fJc4vkU/V05+nzKCG9dvf7GMU5c23HJzZ9mStQAM6j+Ke48vULmKPefPXcH5114sXrCKg/uPAfD7uJnMmvc7mpqaxMWl7/ia5MSXPUd2Jk2Yjeux0wAsmr+KMxcPkCdPbgIDgzE2KYnHk6dJ7tv0pK+fg3adWtK+ZS9u3oj/e3JZugFrOwu2bNihVjZ7Dj3++H0eJ1zje9+WLVzL8XO7MciTm6DAYEobl8DT4zkBr4K+exzfkhr7sE696mxc/5fqvLNuzVa6dGv7Xdr/Jf8P51GA0sYleHjvCQHf+PspUrQQOjrauF2/Q2RkVKLt+QsYssRlJkWLFSY09HUSNaS9giWNKG1jQl/brrwJjG/Djnlb6Ti2KzdP3SBf0fz87jiayIhI9j/xwayyBTV+qc2uBdsT1VWvS0MuHTzP2d2nAFg2ZAGLLriQt7AhAd6vaNCtCTvnbeXhtfsAbJ2xiV+GdeCQy77vFm9a+5F631JCeuo+4+fnx+DBg7G3t8fBwYGpU6cSFRX/R7x7926cnJxYtGgRDg4O2NnZMX36dLVhkuvXr6dq1arY2NgwdepUnJyckhz2+amwsDB69eqFgYEBS5YsUXsqfWRkJLNnz6Z69epYWVnRt29ffH19AfDx8cHExIRjx45Rp04dzM3N6dOnj9rQyHPnztG0aVMsLCzo2bMnU6ZMYdSoUcn6Lvbs2UPdunVVCV2CPHnysGHDBurVq6da5+/vT8+ePTE3N6d+/fpcuHBBte3T4Ze1atViy5Yt/PLLL5ibm9O8eXPc3d1VZa9fv0779u2xtLTEysqKXr168erVq2S197/y9w+gebMuiX4g5ciR/QvviNfJqTW5cuszb+4KIP4fNhtbC85/SHYArlxxQ0dHG3Pzsqnf8BTw9w+gR5fBhIW9A8Chgg2VKpfn3NmvD9nq0KkVuXLlZOE8FyD+qmSfHsNUPT6f+tb3lZZSKz5NTU2sbSy4cP7jPrx65SY6OtqYZaB9WLp0cRRF4dlT7yTr+m3o71y+dAOAwkWMaN2mGee/8V19L5OmjuSvbft4+ODJF8vYlrfi4oWrqtcREe+5fesudvbW6GXPhoWVqSqhA7h44RpVKzRJ94QOkhffutV/snF9/I+u7Dn06NGrI/fvPSIwMBiI74X1ePLsezQ3RcpXsOHtmzAuXbimWrd04RqGDxqfqOzGtdvZsmEnANmz69GlZzse3H9M0IcYS5uUwPMHjBFSZx+GBIfQrHl9curnIKd+Dpo0rcud2/e/S/u/5P/hPApgXKYkHh7PklXu5Qu/JBM6AHPLcrx84Uf96q15+yYslVuZPKEBIcxwmqRK6BJkzZ6V0tbGPHX3JDLi4+iqh1fvU9rGJMm6Slmb8ODKPdXrYN8ggl4EUsraGH3DXOQxysuDyx+3P7x6j7yFDdE3zJXKUaWjuBQuPwhJ6j4RFRVFly5diIiIYNOmTSxYsIBTp06pTT3q5ubG06dP2bp1K+PHj2fjxo2qBGb//v0sWrSIMWPGsH37dnx8fLh69eqXPg6Iv1I+cOBAHjx4wNy5c8mSRX0s/cSJEzl+/DgzZ85k27ZtxMTE0L9/f7UfJStWrGDevHls3ryZO3fusG7dOgC8vb3p168fDRs2ZO/evZibm7Nly5Zkfx8PHjzA3Nw8yW2Wlpbo6+urXu/du5dGjRpx6NAhzMzMGDFixBfvCVy8eDG9e/dm//79ZM+enalTpwLw9u1b+vTpQ+XKlTl48CBr1qzBy8sLFxeXZLf5v3j9+i3/uJ5RvdbQ0KB3386cOnXhK++CIUP7snTJWt69Cwfir1JnyZIZX19/VZnY2FiCg0IxMiqQNo3/F27fO80R17+4evkm+/ce+WrZwUN6s2LpelWMiqJw+tQFtau0fft3JTAwmLvuD9O03cn1X+LL+WEf+vl+vKAQGxtLcHAoBY3S/77BBN+K0bhMSd68ecvK1XO4/+QCrqd2UadutUTllq2cxe17pzE0NGDW9C/fH/u9VK1WgYqVyzN31teH8+bLl1dtHwEEvAqioFF+ihWLvxiVJ09uDh3bivvDsyxZMZMcOdPvokOC5MaXoEOnVjz1uUHbDi0ZOWySan1pk5IULJifYyd3cufBWVatm0++fOk/MqJIsUJ4e72kVdtmnLq0n/M3/mbw8D5fvaWgbceW3H9+idbtmjPut2mq9aWNS1CgYD4OHt/KNfd/WLp6Nob5kh429j2l1j78ffwsihQtxONnV3j87Ar6ufQZMfT3tGn0v/Azn0dLlipGjVqVOXftMBfdjjBm4hC0tbUTlSttXIKoqGg2blvGrYdn2H1oA1Y2H38bHT9yCue+owkODv2OrVcX/iac22duql5raGhQr0sj3M/fQd8wF6H+wWrlXweGkruAQZJ16RvmIiSJ8gYF8pDrQ+IW8urj9tcB8b8DcudPur6MSO6pywAmTpyItbW12jJx4sf7K86ePYu/vz+zZ8/GxMSEihUrMmHCBLZu3cq7d/FXrGJjY5kyZQolSpSgefPmlClThjt34ofc/fnnn3Tp0oWGDRtSunRpZs6cSebMX78heNGiRfj6+qp66T71+vVr9u3bx4QJE6hQoYJqaObTp085f/5jD4mzszMWFhZYWlrStGlTVXt27NiBhYUF/fv3p0SJEgwePBhLy6/fHPupt2/fkj178n4A1a9fH0dHR4oUKUKvXr0ICAggKCjp4TItW7akTp06FC9enG7duql66t6/f0///v0ZMGAAhQsXxtbWlnr16vH48eNktzk1TZ02GisrMyb/PueLZapVq4CRUX7Wr9umWpeQmH9+VS8yKhKdJCZdSS+dOw6gXetemFuU5Y+ZY79Yrkq1ChQ0ys+G9YmHaSRo2LgOAwf3YPLEOURHR6dFc1Psv8SX9Qv7MCoyCl2djLMPSxuXJEuWLPzjepY2Lbpz/Nhptu5wwcraTK3cwvku1K3ZGm/vl+zYszZd7+fV1dVh7sLJjBw2iffvv37fbpasWZL4O4vfRwkTvsycO5HF81fRvfNgypQpxXKX2WnW9uRISXwJTp+6QM0qzdm04S82bV1OkaKFgPie2Ow59Bg36g96dv2V/PkN+fOvlWhqpu8/7dmyZaV4ySJ06tqGoYPGM3XCXLr37kiv/p2/+J6zpy5Sv3prtm7cyZotiyhcxAiAkqWLkz27Hr+Pm0W/HsPJlz8v67cuTdcYU3MfFi9RFB8fX1o26Uyblt3JnFmHKX+k//3XCX7W82ihwgXJmi0rUVFR9Ok2lMnjZ+PYpgkTpgxPVLaUcQn09XPw56ZddPqlD48eeLBj39ofIjH9kvZjOlPcrAR/zd6CThZdoqNi1LZHR8WgpZM4gQXQzaJDTFT0Z+Wj0dLRQieLbvzryI/bE8pqf6G+DCmD9tT9X91T5+zsrDZkEODYsWNs3boVAA8PD4oVK0bOnB9nR7OxsSEmJgYvLy8ADAwM0NPTU23X09MjJib+j+Xhw4f07t1btS1nzpwUL178q23S0tJi7dq1uLu74+zsTMOGDalWLf5K+rNnz4iLi1NLxPT19SlevDgeHh6quosW/TiTlp6enupH9cOHDxP1tFlZWfH6dfLGfOvr6ye7bOHCH2ecS/h+vjSRSrFixZJsb968eWnRogXr16/n/v37PHnyhIcPH2JjY5OsNqSmyVNGMmBgN7o4DeLevUdfLNeiZSOOHzuldo9dQtyfz5qpq6NLRERE2jT4X0i450F31DRc1sxj/JgZSSZkzVs0wPX4abVeuU81alKHtRsW4bJiE5s2/JWmbU6J/xLf+y/sQx1dHcIz0D6cPWMJK5dv4HXoGwDc3R9gZWVGl+7tuDlonKpcwvCx7l2cuf/4ApWq2KfbMMzfRg3ipps7J/85982yke8jk/g70+H16zfExMaflxfOd1Hd2/rroHGcOr+P/PkN8fP7PsO6P5eS+BK88PHlhY8vo3+bQuUq9rTr0JJZ0xdTxaExiqKoEotuToO4+/g8tnaWXL3illYhfFNsTCw5cmRnYK8RvPCJv12gYKH8dOneDpelG5J8z8sXfrx84cf4UdOpWKU8bdo3Z97MZdSq1AI+ibFP16HcuH8SazsLrl+5+Z0iUpda+3DZkrUsWDINx2ZduHEt/r485/5jOHBkCzOmLcTfPyCtQki2n/U86uP9krLFKqrugbt75wGamposXjmTiWNmqo2GGu48gSxZMxP2Nv7i/qhhkylfwZrWbZuxaN73GUmUEu1GOdGwe1MWDZyDzyMvoiOjyayvq1ZGW0eLqIikf6NFRUYnSvi0dbSJiohSJXPautqq/08oG5nMCxwZgfIDJWop8X/VU2dgYEDRokXVFgODj93Furq6id4TGxur9l+dJK4uJQwzzJQpU6Ihh996LMHAgQMxMjKifv361KlTh/Hjx/P27dsvtiehLZ+ecJIaLvBv2/MpU1NT7t69m+S2efPmsWHDx3+ck5rY5Uuf9aX2+vv706xZMy5duoSpqSljxoyhW7duyW5vapkz93ecB/ekZ/ch7Nv39eEmdepW48CB42rrgoJCiIh4rzYMKlOmTOQ20E80VOx7y2toQKMmddTWPXzwBF1dHbLn0EvyPbXrVOPwAdcktzm2bsz6TYvZsG4bY0dNS7LM95Ra8QV/2IeGn+/D3Pr4+6XvD62UxKgoiiqhS/Do4RMKFsiHtrY2TZvXJ3v2j+8JeBVEcHAoBgbpd29Ey1aNaNi4Ds9euvHspRutf2lK61+a8uxl4iTF19dfbR8BGObLg79fgGo/PX7kodr25LEnEJ9gpJeUxFelqgOlSqlfGHz00IPcH/ZPRMR7tZ6iwMBggoNDKVAwX9oG8Q3+/gG8j3ivSugAPJ88S7Jno1KV8pQoVUxt3eNHnuTOrQ/A+89iDAoMJiQ4lPwFDNOk7cmRWvuwtHFJ9PSycffOA9W2O7fvkSlTJgoWSr+h+v8P51Eg0aQmjx96kiVLZnJ99tiT2NhYVUKX4Mmjp+l6DH5Jl0k9adyrOct+XcDVvy8BEOIXRM686uf0nHlzEfoqJMk6QvyC0c+r/1l5fUJeBRPsF6R6nUDfMP7/v1RfhpRBe+r+r5K6bylevDjPnj1Tm2jk5s2baGlpJZosJCmlSpVSS4LCwsJ4/vzrswB+mgxNmDCBsLAwpk+Pn2mxcOHCaGlpcfPmTVWZkJAQnj9//s0eQIDSpUsnSsq+lKQlpVmzZri6uuLtrT7Jgr+/P1u2bEFLK3U7eo8fP07OnDlZuXIlXbp0wc7ODm9v7+/6vL7RY5zp0bMDXTs7s3Pnwa+WNTDIRYkSRbl08ZraekVRuHH9NhUrlVetc3CwITo6hjt30vcG+KJFC7Ppz2UUKPDxR5+VlRkBAUEEByU+Iec2yEXxEkW4dOl6om3ValRkxao5rFq5mZHDJ6dpu5MrteJTFAW3G7epUNFWtc7ewZro6BjcM9A+XLpiptrzogDMLMrx6JEncXFxLFs5i3oNaqi2FSpUAAODXDx66EF6ad7YiWoVm1CzSnNqVmnOkcMnOHL4BDWrJJ7G/vrVmzhU+LiPsmTJjLlFOa5fvYmP90t8X/pjZvZxQgZjk5LExcXh4/Xyu8SSlJTEN2hIL/oN/HhhS1NTE3OLsjx66IFe9mw8eX6VKlUdVNvzF8iHgUEuHj/y/C6xfMmNa7fJnCUzxT95Hlsp4xJ4eyf+3vsP7kHvT4ZlampqYmpWhsePPNHLng13z/NUqvLxXJq/gCG5DXLh8cl08t9bau1Dvw/3XZuU+fi8s9LGJQDwepb05Ebfw//DebRGrcrc9byg9sw8U/MyBAeFEPRZjDsPrGPoyP6q1xoaGpQzNebJ4/Q7BpPiOPgXanesz+JBc7l44GMv8mO3RxQzK4H2Jz2mJuXL8tgt6VFIT9weYlL+43kzdwEDDArm4YnbI0JfhRDg8wqT8uU+1mVXlgCfVz9VUqfEpWz5UUhS94nKlStTuHBhRowYwcOHD7l06RJTpkyhSZMm5MiR45vvd3JyYuPGjRw7dgwPDw/GjBlDeHh4su9PyZcvH8OGDWPXrl2cOXOGbNmy0aZNG6ZMmcLly5d58OABv/32G/nz56dy5W8/C+WXX37h5s2buLi48PTpU1asWMG1a9dU7YmKiiIgIEDVC/m5Ro0aYW9vT5cuXfj777/x9vbm9OnT9OjRg5IlS9K6detkxZVc+vr6vHz5kosXL+Lt7Y2LiwvHjh1TzT6a1kxMSjJy1CDmzV3BhYtXMcyXR7VAfA9A5swfe0/LlTMmIuI9z5L4x3eVyyYG/9qLJk3rYmNrwYKFU1i/blu6T+F84/ptbrq5s3j5DEzKlKJuvepMmjaSubOXAfFTWX8aY9kPMT7/LMZMmTKxZNkMzp+7wsJ5KzE0zKNavtQT+z2kVnwAa1ZtwXlwLxo1qYO1jTlzF0xm4/rtGWof/n34H35p15y27VtQvERRfhs1kAoVbXFZsZHY2FjWr93G+InDqFDRFksrU9ZsWMThQ648uJ8+97FC/LCop55eqiUs7B1hYe946umFpqam2jG2ZdMu7CvY4DykNyZlSrF42QyeP/dRzdK3Yuk6Ro51pnrNSpialWH2/EkcPuiaro8ASEl861b9SbuOjrRq04RSpYozZ/4kMmfOzPY/9xD29h2XLl5jyvQxWNuYY2FZjlXr5vOP61nuf2XI+Pfg+eQZrkdPM3/pNMqamlC9ViUGDO7BprXb0dTUJK+hAdra8RcFN6zZRpv2LWjRqhElShVj+tzxZM6SmR3b9hH29h1XLt5g4rSRWFqbYWZRlqWrZ3Pqn3MZ5hj92j70femP6/EzzFs4BUsrU6yszZi3cAq7dx5MlFh8T/8P59GrV9x4H/GeOYsmU7JUMWrVqcr4ycNZunDNh2P04z48fuQUvft3pl7DmpQsVYw/Zo8jR84cbP9zT7rG8KmCpQrR0vkXDizfzcOr98mZV1+13L90l2DfQPrOGYhR6cI07edIScvSnNoe37OaSVuLnHn10fhwn6rr5qNUaVmDGm1rU7hMUfrNH4zbP9cI8H6l2t5+lBNlK5hStoIp7UY5cXTdofQKPW1IT13GlylTJpYtiz9p/fLLLwwdOpTatWszeXLyeiEaN25M9+7dmThxIm3atMHIyAgjI6MU/cht3749NjY2qmGYI0eOpFKlSjg7O9O+fXt0dXVZv359ksNAP2dkZMSiRYvYtWsXTZs2xc3Njdq1a6va4+bmRpUqVVSPSPichoYGy5Yto2XLlixYsIDGjRszadIkKlWqxKpVq744PPTfatiwIc2aNcPZ2ZlWrVpx+fJlRo4ciYeHx3dJ7Bo3qYuWlhYjRw3C8+lVtQXA8+lVWrVuoipvaJiH16/fJFnXzp0HmTtnOYsW/cH+A5u4eu1momfdpYe4uDg6tu1LeHg4x/7ZwcKlf+CyfCMrl8UPpX3oeYmWrRqryhsaGiQZo7WNOYWLGFGjZmUeel5SW+wrfP97IBOkVnwAu3ceYv7cFcxfNJU9+zdw7eotJo6b+V3i+JqUxHhw/zGGD/md4SMGcOHKYRo1rkOblt3x9noBwJTf57J/31HWbVrM/sNbePLYk/69R6RbbN9iVKgA955cwN7BGgBvrxd07TSQDp0cOX5qF7ly69O5w8cr6ksXr2WNy2aWuczm0LGtPHvqxaD+yXukS3r4PL4jf5/gtyETGTF6ECfP76N4iSK0btFdNbvggL4juX3rLlt3rmLfoc14e72gb89h6RmCyqDeI3nm6cWewxtZsGw661dvZa3LFgoa5cftwWns7ONjPH7kFGOGT2HoyP4cO72TYsWL0KFVb8Lfxd9zNaT/WO7cvs/G7cvYcWAdPl4vGdT759mHfXoM5e7dh2zduYotf63kpps7Qz653zU9/D+cR9+FhdO+VW8M8uTmyMkdzF08hc0bdrBs0VoKFsrP7UdnsHOwAmDl0g0sW7iWabPG4npuDyZlS/FLi+68CwtP3yA+YVvXnkxamWjp/AvLr61TW5S4OOb2nI6+YW6mHZxDlZbVmd97BkEv4y9uGduasPzaOgwKxt+O9PjGQ9aMWY7j4LZM2j2dd6/fsXL4x4n8Dq7cy6WD5xnqMorBy37j3O7THF69P13iTisZtadOQ/meY9t+cleuXKFw4cIUKBA/Fj4mJoYKFSqwdOlSHBwcvvHu1Pfo0SNiYmIoV+5jN3nv3r0xNzdn0KBBAIwcOZLhw4dnmAeEJ4de1m8PTc3IwsKfkkuv1LcLZlAhYU8kvgwuJOwJeXIYp3cz0kzgm0c/fXyFcpt9u2AG5hPs/tPvw5/5PBMS9oQC+uW+XTAD8w29R4eiLdO7GWnmz+c/Tk/n5/xrVk9R+XwnT6dRS1JGeupSkaurK87Ozty7d4/nz58zffp09PT0sLKySpf2eHl50a1bN86fP8+LFy/YsWMHFy9epG7duqrtwcHBP1VCJ4QQQgghxL+maKRs+UH8Xz3SIK05OzszefJkunXrRmRkJNbW1qxevTrVhykmV506dXj8+DFjx44lKCiI4sWLM3/+fMqUKQPET8SyfPnydGmbEEIIIYQQP5ofaUhlSkhSl4r09PSYNWtWejdDTb9+/ejXr1+S2zQ0NFJ9BkshhBBCCCEyKiXux+l9Swn5RS+EEEIIIYQQSE+dEEIIIYQQQmRoyg90n1xKSFInhBBCCCGEEEhPnRBCCCGEEEJkaHJPnRBCCCGEEEJkYBn1Cd6S1AkhhBBCCCEEEBeTMR/jLUmdEEIIIYQQQiA9dUIIIYQQQgiRock9dUIIIYQQQgiRgckjDYQQQgghhBAiA5NHGgghhBBCCCFEBhYnPXVCCCGEEEIIkXHJ8EshhBBCCCGEyMBkohQhhBBCCCGEyMDkkQZCCCGEEEIIkYHFxsrDx4UQQgghhBAiw5J76oQQQgghhBAiA5Phl0IIIYQQQgiRgckjDYQQQgghhBAiA5Phl0IIIYQQQgiRgcnwSyGEEEIIIYTIwDLq8EsNRcmo+agQQgghhBBCpJ6rRi1TVL78iz1p1JKUkZ468dPR0jFK7yakqZioFz91jBJfxvezxyjxZXwxUS/Q/oljjP7J9+H/yzH6M8cYE/UivZvwRRm1p06SOiGEEEIIIYQAYjNoUpcxH5kuhBBCCCGEEKlMUTRStPwbvXv3ZtSoUarX9+7do02bNlhaWtKqVSvc3d1TXKckdUIIIYQQQggBxKVwSalDhw5x+vRp1evw8HB69+6NnZ0du3fvxtramj59+hAeHp6ieiWpE0IIIYQQQghAQSNFS0qEhoYya9YszM3NVesOHz6Mrq4uI0aMoGTJkowdO5Zs2bJx5MiRFNUtSZ0QQgghhBBCAHFKypaUmDlzJs2bN6dUqVKqdbdu3cLW1hYNjfgEUUNDAxsbG27evJmiuiWpE0IIIYQQQgggDo0ULVFRUYSFhaktUVFRieq9ePEi165do3///mrrAwICMDQ0VFtnYGCAn59fitotSZ0QQgghhBBCkPLhlytXrsTW1lZtWblypVqdkZGRTJw4kQkTJpA5c2a1bREREejo6Kit09HRSTIx/Bp5pIEQQgghhBBCkPLJT/r06UO3bt3U1n2epC1ZsgQzMzOqVq2a6P26urqJErioqKhEyd+3SFInhBBCCCGEEJDiyU90dHQSJXGfO3ToEIGBgVhbWwOokrijR4/SpEkTAgMD1coHBgYmGpL5LZLUCSGEEEIIIQT/7jEF37Jp0yZiYmJUr+fMmQPA8OHDuXr1KqtWrUJRFDQ0NFAUhRs3btC3b98UfYYkdUIIIYQQQggBxKawpy45jIyM1F5ny5YNgKJFi2JgYMDcuXOZNm0a7dq1Y9u2bURERNCwYcMUfYZMlCKEEEIIIYQQQJxGypb/Sk9Pj5UrV3L9+nUcHR25desWLi4uZM2aNUX1SE+dEEIIIYQQQhD/SIO0NmPGDLXXFhYW7Nmz5z/VKUmdEEIIIYQQQgApfJ74D0OSOiGEEEIIIYQgbSZK+R4kqRNCCCGEEEIIIE4j7YdfpgVJ6oQQQgghhBACGX4phBBCCCGEEBmaDL8UQgghhBBCiAwsNR5TkB4kqRNCCCGEEEII0ubh499Dhn/4uImJCSYmJrx8+TLRtq1bt2JiYsLixYvToWVf5+7uTo8ePbC2tsba2pqOHTty/vz5JMuOGjUKExMTvLy8Em2rVauW6jswMTGhTJky2Nvb069fP3x9fb/ahqCgIBwdHYmOjlatu3HjBn369MHBwYHy5cvTrVs33NzcVNt3795NrVq1vljnqFGjGDVq1LfCTxYnJyeePHmSKnUll66uLi4r5xD46h7ez28w5Nc+XyxrZWXKhXMHeBP6hIsXDmFjba62vW3b5jy8f543oU/YuWM1Bga50rr5yZJaMcZEvUhy6dSp9fcI44tScx8maNWqCTFRL9KqySn2sx+nqRnfhPFDeeZ5jQD/u/y5ZTl58uRO6+Z/kxyj6jJijAnxBby6h9fzG/z6lfjat2/J3btnefP6CWdO76O8nZXa9iFD+vDo4UUCXt1j9ap5ZMuWsgcOp4Wf/RwDP3+MP3t8ael7P3w8tWT4pA5AW1ubEydOJFrv6uqKxg84g42fnx9dunTB2tqanTt3smvXLipUqEDv3r25deuWWtnIyEiOHz9OkSJF2Lt3b5L1jRkzhnPnznHu3DlOnz7N/Pnzefz4MSNHjvxqO2bPnk3Hjh3R1tYG4OjRo3Tp0oUyZcqwceNGtm3bhrGxMZ07d+b69evJim3s2LGMHTs2WWW/ZcCAAUyaNClV6kqumTPGYWtrSd16vzDQeQzjxw3B0bFxonJZs2bhwL5NnDt3BfsKDbh48Rr7920ka9YsAJS3s2LVyrlMmTafylWbkks/J2tXL/iusXxJasVoVNhKbZk9ZynPnnmzf//R7x2SmtSKL0HOnDlYMG/y92p+svzsx2lqxderZye6dW1P5y4DqVHLkYIF8uGycs73DicROUY/yqgxJsRXr94vDPpKfJUr2+Oycg7Tps3H0qoWFy9e48CBzarErVfPTkwYP4zxE2ZQvUYLChbMz6ZNS793OIn87OcY+Plj/NnjS0txKVx+FBqKomTUSV6A+J66ihUroqmpydq1a1Xrw8LCqFatGsWKFaNmzZoMGjQoHVupbuPGjezatYt9+/apre/atStFihRh8uSP/3AdO3aMCRMm0KdPHzZt2sQ///yjlqjWqlWLgQMH4ujoqFbX/v37+e2337h27RrZs2dP1AYfHx9atmzJ+fPn0dHRISwsjNq1a9OlSxf69++vVnbQoEEEBASwbds2du/ezZIlS5JMotNCw4YNmTJlCnZ2dsl+j5aO0b/6rKxZs+Dve4cmTZ04feYiAGNGD6Z2rSrUrttGrWzXLm0ZM3owxmUqqdbdv3uO6TMWsXHTX6xbu5C4uDh69BwCQKFCBfF8chnjMpV49sz7X7UvQUzUix8ixk8VK1aYO7dO0qJlN/45cfZftS3BjxbfiuWzKFumNJUr2//rdn3qv8QHGeM4/VH24e5da3ny+CkjRk0BoEnjumzetBT93Mb/MrJ4P0p8CX7mYzRBWsSo/R/2od+H+M58iG/0h/jqfBZfq1ZNKF26BDNmLAIge3Y9goMeUqlSY65eu4mb2z/s2XOYyZPnApA/vyHPn13H3KIGjx55/Ov4on+QY/RHPMfAzx9jRonvR7XOqFOKynd7sTmNWpIyP0VPXe3atbly5QphYWGqdadOncLOzo5s2bKp1kVFRTF9+nSqVq2KqakptWrVYvv27art4eHhTJgwAQcHBxwcHBg/fjyRkZEAPHnyRDVc0tzcnA4dOuDh8fGE6+HhQY8ePbCxsaFq1aosWbKEuLik83dNTU1evHjB8+fP1dbPnDkTZ2dntXUHDx7Ezs6OmjVr8uLFC65evZqs70RHR0f1WUnZvn07VapUUZU7ceIEYWFhdO7cOVHZkSNHMnXqVNVrRVFYvHgxDg4O2NnZMXPmTNW2T4dfLl68mGHDhjFx4kRsbGyoWLEiq1atUpUNCwtj9OjRVKxYETMzMxo0aICrq6vaZ9eqVYutW7cmK+b/ytLCFG1tbS5cvKZad/78FeztrRP1+Do42HD+gvq+uHDxKhUq2Kq2nz17SbXNx+clXl4vcHCwScMIvi01Y/zU7xN/48SJ8/85ofuvUju+alUrUL1aJaZ/+EH2I/jZj9PUjC8oKISGjWpTsGB+MmfOTNu2zbl50z3tg/gKOUYzfowJ8V1MRny7dh1UJXSZM2dm8OBe+PsHcO/+IwBKFC/KlSsfb3Hw83tFQEAQFRwSn2e/l5/9HAM/f4w/e3xpTYZfpiNjY2Py5cvHmTNnVOuOHz9OnTp11Mq5uLhw6tQpFi9ezJEjR2jRogVTpkwhMDAQgHHjxnH9+nWWLVvG2rVruX79OgsWLCAuLo6+fftiZGTEvn372LZtG7GxscyePRuA4OBgOnTogKGhITt27GDixIls3ryZjRs3Jtnehg0bkjlzZho1akT37t1ZvXo1jx49Il++fOTJk0dV7t27d5w+fZqaNWtSrFgxSpYsyZ49e775fXh5eeHi4kLVqlXVktpPnT17lkqVPl6VefDgASVKlEBPTy9R2UKFClGqVCnV65cvX/L06VO2bdvG5MmTWbdundp3/6mjR4+iq6vLnj176NGjB3PmzOHp06cATJs2jadPn7J27VpV8jp27FiioqJU769cuTLnzp3je3Qo5y9gSGBgsNo9hv6vAsiSJUui8eMFCuTD19dPbd2rVwEUMioQvz2/Ib6+/l/cnl5SM8YEhQsXpH27Fkz7Y0GatTu5UjM+HR0dli+fhfPgMUREvE/7xifTz36cpmZ8U6fNJyYmBq9n1wkNfkiVyg50dBqQ9kF8hRyjGT/GpOJ79YX4EtSsWYXQkEeMHzeUYcMn8u5dOAD+/gEYFcyvKpc1axZy59bHIE/63bP0s59j4OeP8WePL61l1OGXP0VSB/G9dQlDAqOiojh//jy1a9dWK1OmTBmmTZuGlZUVhQsXpm/fvkRHR/Ps2TNev37NkSNHmDBhAra2tpiamjJ58mQKFizI+/fvadeuHaNGjaJIkSKYmprSsmVL1SQeBw8eJEuWLEyZMoWSJUtSp04dBg8ezOrVq5Nsq4GBATt37qRVq1bcv3+f2bNn07RpU7p06UJQUJCqnKurK9HR0dSsWROAunXrcvToUSIiItTqmzhxomrCFXNzc1q0aEHJkiVVSefnYmJiePjwISVLllSte/v2bZIJXVK0tbWZOnUqxYsXp1GjRpQpU4YHDx4kWVZfX5+RI0dStGhRevbsib6+Pu7u8VfKy5cvz+TJkylbtizFihWje/fuhIaGqn0HJUuWJDQ0lBcv0r6bPmvWLERGRqmtS3itq6urXjZL0mV1dXW+Wtfn9XxvqRljgu7d2nP9+i2uXHUjvaVmfOPG/oqb2x2OuyZ9wSK9/OzHaWrGV6xoYSLCI2jeogu1arfixQtfVrvMTcPWf5scoxk/xpTEl+Du3Qc4VGjI75PmsGb1fBzs43s5duzcz4gRAylTphS6urrMmf078HG0TXr42c8x8PPH+LPHl9YyalL30zzSoHbt2jg7OxMTE8PFixcxNjbGwMBArUydOnU4f/48M2bMwNPTk3v37gEQGxvL8+fPiY2NxdTUVFXezs5OdS9X+/bt2bt3L+7u7qr3JvSqeXh4YGpqipbWx6/T2tqagIAA3rx5Q44cORK1N3/+/EyePJnff/+du3fvcvToUTZt2sS4ceNYvnw5AIcOHcLGxobcueNna6tXrx4rVqzg2LFjNG/eXFWXs7Mz9erV4927dyxevJgXL14wbNgwcuVK+krf69eviYuLU9uur6/PmzdvkvVdGxgYkDXrx9m5smfPrta79qlChQqRKVMm1ets2bIRExMDQIsWLXB1deWvv/7C09OTu3fvAvH7I0FCG4ODgylUqFCy2vdvvX8fmShhSXgdHh6RrLLhHxLuL27/rJ7vLTVjTODo2BgXl01p0NqUS634TE1N6NmjI1Y26heGfgQ/+3GamvGtW7uQkaOncuhw/LDudh364vnkMvblrdPtIoQcoxk/xpTEl+DVq0BevQrk1q27ONjb0Lu3E5ev3GDatAUUL16UWzdPEh0dzapVm7l16y5v37xN8zi+5Gc/x8DPH+PPHl9aU36gIZUp8dP01Nnaxo/9vX79Oq6urtStWzdRmfnz5/Pbb7+hpaVFixYt1O6nS5gBMinv3r2jdevWHDx4kBIlSuDs7MyIESNU25O6WpFwP92nCUoCFxcXLl6Mv3FVU1MTc3Nzhg8fzqhRo1TrQ0JCuHDhAteuXaNcuXKUK1eONm3ib279fBZMAwMDihYtSrly5Vi4cCEA/fv3V+t2/1TCeOpP7/kzNTXl2bNnavclJrh27RoDBw5U9RB+mqQl+NLwyKS+14SyI0aMYObMmeTIkYP27duzcuXKRGUT2vg9ZjF9+cKPPHlyq8WXP58h4eERhIa+Viv74qUv+fIZqq3Ll88QX99XH7b7Jb3dT30Iw/eWmjFC/A3TpuVM2H8gfWe8TJBa8Tm2bETu3Po8enCB0OBHHDwQn7SGBj+iffuWaR/IV/zsx2lqxZc3rwFFihhx+/Zd1TYfn5cEBgZTpGjaXiD6GjlGM36MScWX7wvx2dlaYm1lprbu/oNHGBjEX6wND4+gQ4e+5DUsR4GCFgwZOoEiRQrx7LlP2gfyBT/7OQZ+/hh/9vjSWkbtqftpkjotLS2qV6/OiRMnOHnyZKL76QC2bdvG+PHjGT58OI0aNVIlKYqiULhwYTJlyqQ2jNDV1ZWWLVty5coVXr16xcaNG+nZsyeVKlXi5cuXquSkePHi3L17Vy2JcnNzI3fu3Ojr6ydqx40bN9i0KXHPRo4cOVS9cseOHSMuLo4tW7awd+9e1dK9e3cuXbqEn59fovdD/JCNqVOncv/+fdavX59kGX19fTJlykRISIhqXdWqVcmePTubNyeewWfDhg34+fmRJUuWRNv+rbCwMA4ePMj8+fNxdnambt26vH4df6L5NEFMaGPevHlT7bO/5OYtd6Kjo6nwyc2/lSvbc+3azURJ6+XLN6hYUX1GzkoV7bh8+bpqe+XK5VXbChUqSOHCBbl8+UYaRvBtqRkjgL29NV5eL/D2TvycyPSQWvEtWboOU/Pq2Javh235evTu+xsAtuXrceDAsbQP5Ct+9uM0teILDg7l/fv3lC37caZLA4NcGBjk4tnTxM/8/F7kGM34MaYkvm7d2jN16mi1dTbWFjx48BiA6dPH4uTUhjdv3vL2bRh2tpbkzJldbRKW7+1nP8fAzx/jzx5fWotN4fKj+GmSOogfgrljxw4MDAwoXLhwou36+vqcPHkSb29vrl27pupti4qKQk9PjxYtWjBt2jRu377NnTt3mD9/PhUqVEBfX5/w8HBcXV3x8fFhx44dbNmyRTXksGnTpkRFRTFhwgQ8PDxwdXVl8eLFtG/fPskept69e3PmzBnGjh2Lu7s7z58/5/Dhw8yePZtu3boB8ffpVa1aFVtbW4yNjVVL165d0dTUTPQ4hE9ZWFjQunVrli1bhr9/4ispmpqalClThocPH6rWZcuWjTFjxrB48WIWLFiAh4cH9+/fZ/z48Zw6dYpx48albGd8g46ODlmyZOHYsWP4+Phw9uxZ1aMcPh3K+fDhQ/LkyUO+fPlS9fOTEhHxno2bdrJ06QzsbC1p1qw+Q4f0YdGSNQDky5eXzJkzA7Br9yH0c+Zg3txJlC1bmnlzJ5EtW1Z27DwAwMqVG+nUsRXdurbD3Lws69cu5NBh1//8OIP/KjVjBDAzNeH+h1ncfgSpFV9ISCgeHs9Uy8sX8RdRPDyeERb2Lt3ig5//OE2t+GJjY1m/4S9mzRhP1SoOmJqasHH9Yi5fvsG167e+1oQMEd//wzH6o8YYEfGeTZt2suSz+BYnEd/q1ZupWbMygwb2oFSp4kyYMIzy5a1YtDj+nnvfl/6MGzsEO1tLbKzNWb9hMStXbiIkJDS9wvvpzzHw88f4s8eX1mT2yx9AlSpViImJSbKXDuCPP/7g/v37NG7cmNGjR9OgQQMsLCy4f/8+EP8Q7zJlytCtWzd69eqFg4MDQ4YMwdraWvUg7GbNmrF7924mTJhAUFAQ/v7+6OnpsXr1ary8vFQzanbp0oWBAwcm2Q4bGxvWr1+Pn58f3bt3p0mTJixfvpwBAwbg5OSEv78/165do3Xr1onemy9fPmrXrv3NWTCHDBmCtrb2FydLqVq1KjduqF9ladasGUuXLuXq1au0a9eOLl268PLlS7Zs2YKVldVXPy+ldHR0mD17NkePHqVx48bMmDGDfv36kTdvXtX+gPjhtFWqVPluD5Ef/tvv3LhxB9fjO1i8cBqTJs9l796/AXjhfZNf2jQD4O3bMJq36EKVKg5cufQ3FRxsaNrcSTXG/NLl6/TrP4rx44Zy9vQ+QkJD6dFz6HeJ4VtSK0YAQ8O8hHw2lCO9pWZ8P6qf/ThNrfiGDf+dvXv/ZtPGpZxw3UXo6zc4tu6ebnElkGM048c4/Lffcbtxh+PHd7Bo4TQmfxKfzyfxud10p3WbnnTr1o4b14/TsEEtGjfuyMuX8QnqkqVrOXjwOAcObObAgc0cPuTKiJHp/5D1n/0cAz9/jD97fGkpow6/zPAPHxf/jpeXF46Ojpw9ezZVh1WmJkVRqFOnDjNnzvwuDx/PKP7rQ1d/dBJfxvezxyjxZXz/5eHjGcF/efh4RvD/coz+zDH+yA8fn1skZQ8fH+YlDx8X6ahIkSJUr16dAwcOfLtwOjl//jyGhoYpSuiEEEIIIYT4t5QULj8KSer+j40cOVLt3sAfzfLly/n999/TuxlCCCGEEOL/REa9p+6neU6dSDlDQ8OvTriS3rZs2ZLeTRBCCCGEEP9HfqT75FJCkjohhBBCCCGE4McaUpkSktQJIYQQQgghBBCXQdM6SeqEEEIIIYQQgh/rgeIpIUmdEEIIIYQQQiD31AkhhBBCCCFEhvYjzWiZEpLUCSGEEEIIIQRyT50QQgghhBBCZGgZM6WTpE4IIYQQQgghALmnTgghhBBCCCEyNBl+KYQQQgghhBAZWMZM6SSpE0IIIYQQQghAhl8KIYQQQgghRIYmwy+FEEIIIYQQIgOLTe8G/EuS1AkhhBBCCCEEoEhPnRBCCCGEEEJkXHJPnRBCCCGEEEJkYHJPnRBCCCGEEEJkYBkzpZOkTgghhBBCCCEA6akTQgghhBBCiAxN7qkTQgghhBBCiAwso85+qZneDRBCCCGEEEKIH0FcCpeU8Pf3x9nZGXt7e6pWrcr06dOJjIwEwNvbm65du2JlZUWjRo04d+5ciuqWnjrx04mJepHeTUhzP3uMEl/G97PHKPFlfNE/eYw/+z782eOD/48Yf0SxadRTpygKzs7O5MiRgy1btvD69WvGjBmDpqYmI0aMYMCAARgbG7Nr1y5cXV0ZOHAghw8fpmDBgsmqX5I68dOpULBGejchTV16eQrL/JX+196dx8W0/nEA/6SaFqmUSpuyRmlftHKFLMm+3LK79iUSClmzJQrZye7at0uupSzXGkUrpZA2bSilvZnfH90mo2ljTun+vu/7mtfrzjNnnnk+Tk3nOc9zntPYzWBMeNqj/3w+K1Xbxm4Gox6m3IaJsk1jN4MxIR/u/+fzman0aOxmMOpp6j3Yqfdr7GYw5mbSdYzQGNTYzWDMufd/YbGmY2M3g1GbEk5ChKXa2M1gzK/cYWVzmOnUvX37FmFhYXj48CFatWoFAHB2doaXlxe6d++OpKQknDp1CpKSkmjfvj0eP36M8+fPY+7cuXWqnzp1hBBCCCGEEALmbmmgoKCAAwcOcDt0FfLy8hAeHg5tbW1ISkpyy42NjREWFlbn+qlTRwghhBBCCCGo/y0NiouLUVxczFPGYrHAYrF4yqSlpWFjUznLg81m4/jx4zA3N0dmZiYUFRV5tpeXl0daWlqd20ELpRBCCCGEEEIIyle/rM9/e/fuhbGxMc9j7969tX6Ot7c3Xr58CRcXFxQUFFTpBLJYrCqdxZrQSB0hhBBCCCGEoP4rWk6fPh2TJk3iKfu+g/Y9b29vHDlyBL6+vujUqRPExMSQnZ3Ns01xcTHExcXr3A7q1BFCCCGEEEII6j/9kt9Uy5p4enri5MmT8Pb2Rt++fQEASkpKiI+P59kuKyurypTMmtD0S0IIIYQQQghB/adf1seOHTtw6tQp+Pj4wN7enluur6+P6OhoFBYWcstCQ0Ohr69f57qpU0cIIYQQQgghYO7m42/evMGuXbswdepUGBsbIzMzk/swMzODsrIylixZgri4OOzbtw8REREYMWJEneun6ZeEEEIIIYQQAqCMU9+r6uomKCgIZWVl2L17N3bv3s3zWmxsLHbt2oVly5Zh2LBh0NDQwM6dO+t843GAOnWEEEIIIYQQAqD+C6XU1bRp0zBt2rRqX9fQ0MDx48d/uH7q1BFCCCGEEEIIUO/r5H4V1KkjhBBCCCGEENR/9ctfBXXqCCGEEEIIIQQAh0OdOkIIIYQQQghpspi6po5p1KkjhBBCCCGEENA1dYQQQgghhBDSpNE1dYQQQgghhBDShNE1dYQQQgghhBDShJU10avqqFNHCCGEEEIIIQDYNFJHCCGEEEIIIU1X0+zSUaeOEEIIIYQQQgA03YVSmtV1Q3d3d2hpaVX7CA4Orva9Fy5cgK2trUAa/KO+b3+XLl1gZWWFtWvXIi8vT+Cfl5ycDC0tLSQnJwu87tpwOBycOHECDg4O0NXVhbW1Ndzd3ZGUlMSzXVhYGOzs7KCrq4uzZ8/yrSsnJwcbN26Era0t9PX10b9/fxw+fBhsduV845r2f3BwMLS0tAQXjkGiLFGcuH0IRhYG3DIdI23s+2sHbsf9jdP3j2KQk32173+Sepfvo/8IO279C9fPw82XV3At/AJmuE9hOhIPUZYozt89DhNLQ26Zahtl7D2zDU/eBuHCPydg0cOs2veHpz3i+xg4sh8AgCXGwiqfJbgfewOB4X9h/AxHxjN962fzAUDvgT3x18NTePI2CHtObYWyWmsAwKDRA/hmf5H6gNFM3xNlieJYkD8MLfS5ZWY9THD41n7cjv8bh2/th3nPmjOOmfU7zj4+gZsxV7Dt9GZodtTgu92Cdc7wO+sj0PbXhShLFKfvHIHxN7+HAKCmqYoHbwNrfX8v+99w/sGfuP/mJnac2oLWakp1/oyG8LP57sRcQ8iH+zwPCUmJKtttPbYJK7cuFVSz60yUJYqT332PdjXSxoG/duJu3N84e/8YBtfwPfqtXgN/w9PUezxlapqq2P6nN+7G/Y2/np3B2Jm/C7L5tRJliWJf4B7ometxy2aumoGbSdd5HoMmOFR5r5KaUpXtKh663boCANTbq2HDiXW4+PI8jj48jN/njIaQkFCD5QMAEZYIfG76Qce8K7esi6k2vK764PirM/C+thW6Vvo11AD0Gz8Aux/542jUKbjucoOUjBT3NZX2qlh+bDWORp3Czgf7MWz2yAbJKK3UEmN3zceqsP1Y9mQnBnqMhYiYKABg0Mrx2JRwkudhOd6Obz3NRITR390RHsG7sCJ0L+yXjkEz4crDaRllOUzyX4Q1kf5wf7Ad1pP7M56NHzExMezbuxlZGS+R9P45XOZPr3ZbAwMdPHpwBV+y4/H4UQCMDHV5Xh89ejBiXz3El+x4nDt7APLyLZlufqNig1Ovx6+iziN1y5Ytg6urKwDg2rVrOHjwIM6dO8d9XUZGptr3DhgwAL/99tuPt1JA+vfvj2XLlgEA2Gw23r9/D1dXV3z9+hUbNmwQ6GcpKyvjwYMHkJOTE2i9dbF06VLcu3cPrq6u6NatG7KysnDgwAGMHDkSR44c4Xay9u3bhzZt2uDgwYOQlZWtUs/nz58xevRoKCoqYt26dVBTU0NkZCQ8PT2RlJSE5cuX19oWQ0NDPHjQsAe+P4IlxsKanR5o37ktt0xOQQ6+x71w4ehleM7bAC09LXj4uCEr/SMeBT2pUscA/WE8zx2njUDvQbb458ZDAIDLmrkwsTLEfKdFkJSShOfuFUhLTsel41eYDYfyfBt3rUKHzu14yn0PbUT8q7dw7DsZPft1h++hDRhi44S0lPQqddjqDuR5Pm7677Ab3At3r98HACxYMRva+p0xdcRcqKi1huf25UhNTkPg1TvMBfuXIPLpm3TFxt2rsXHpFjx79AKuK+fAa88ajB84DTcuB+Lh7cp9LiIqgv3n/PDPrYeMZ6vAEhPFqh0eaPfNz6iqpgo2+K/BPq+DuH/jIWz6WWGD/xo4dp+AtOSqGYeMc4DjjFFYv2ATkt4mY8zM0dhyfCOcekxEUWERd7uuJjoYOn4Qwp5ENEi2CiwxFtbuWoH23+1HJRVFbD3mBXEJsRrfr2fSFet2r8SmZb4IffQC81bMxvrdqzDZYWatn9EQfjafQutWaCHTAoO7jUJhQeX+Ksgv4NnObnAvWPe2wJXTfwuu8XXAEmPBc+dynnzyCnLYenwTzh+9jNXz1qOznhaW+7gjK/0jHvL5Hq0gJS0FV09nnjIhISH4HtuIl2ExGGc3Bept1bB21wpkpmXhxsXaO8Q/S1RMFEv83KGppclTrtGxDfw3HMTNs7e4Zfm5+VXen5maidFGvCe7pq+YBhVNFbwMfQUxcTGsPeKJiOBIzB04D8oayljk44qvufm4coT5vxNAecb52xeijVblyR5peRm4+3vg/M6zeHLtEawHdYfbgWVw7jkTn9I+VqnDcqA1xi2dhO0uPkh9k4JZm+ZiiucMbHXeDJY4C8sOr0T0kyj4D3KFkkZrzNk8D/m5X3H96DVGs43bPR8FOV+xe+RqSMg2x6hN08EpYyNgw59Q7KCGa14nEXKu8iRCUW4B33rsFoyEyfDuOLNoD/IyczBi03QM9BiHv1YfAQCM3TkPn1OysN1hGRQ7qsJp2xx8TslE9I0QRvN9z2ujB4yN9dHHbhTaaKjhkP9WvE9MxoULATzbSUpK4MrlYzh58iImT3HBtKnj8Nflo+jU2RL5+QUwNTHA/r1bMGuOO8LDo7HVZw0OHtiKwUMnNGiehtRUV7+s80hdixYtoKCgAAUFBbRo0QLCwsLc5woKCmCxWNW+V1xcvFE6N/zaUdFeJSUlmJmZYdy4cbh161btb66nin8fYWFhgdddk8DAQFy9ehVHjhzB8OHDoaamBgMDA/j5+cHIyAhLl1aeuc3NzYWenh7U1NQgJSVVpa4tW7aAxWLB398fFhYWUFdXx4ABA7Bu3TqcOHEC7969q7U9LBYLCgoKAs0oaJodNXDg6i6oaqjwlPfoZ41PmZ+wZ+MBJL1LQeDl2/j73A30HdqLbz2fMj9xH2LiLIycPBzrF3rja+5XSMu2wCDHAdiwaDNehsUg5MFz/Ln3DHSMujCer10nTRwL2Ac1TVWecjMrY6hrqsJzsRfexb3HQb9jCA+JwhDHgXzr+Zj5ifsQlxCD4x8jsXrBBuTlfoWEpDiGOg3CpuVbERP5Grf//geHd57A75OHN5l8E2Y64dr5Gzh37DLev0mEl4cvWinJQ1ZOBkWFxTz57Yf3hZCQELat2814PqD8Z3TflZ1Q0eT9GVVUVsBfJwJwev85pCZ+wOl951CYXwhtw8586xkwqi9O7jmDR4FPkPQ2Gd5LtkK6pTT0TCvPyIuIisDNawGiQl8ymul7bTtp4tDVPVDT4N2PPfrZ4NiNAyguKqm1jrEzf8e18zdx4dhfeP8mCZs9tqGVkjxk5GRq/IyGIIh8bTtqIDMtCymJH3h+Hr8lLdsCzstnIvpFA++/jho4eHUX1Ph8j37M/ITdG/cj6V0Kbl2+jWvnbqDv0N411ue8fCaS36fwlMkptMTr6Hh4ufsg6V0KHt0OxrMHz6FvqltNLYLTpmMbbL+8FcoaylVeU++ojvioeHzO/Mx9fHuSpAKbzebZRrlNa1j3t4L3fG+UlZZB17wrWsi2wPYlfkh+m4xnd57hwoGLsB38G+P5AECtozrWX/SGUpvWPOWdTbqgrIyNv/ZeREZSOi7sPIuSomJ0MuI/C2fIzOG4tPs8gv9+jKTXiTi6/jDadNZAs2bNoN2tK6RkpLBv2S6kvk3BizuhuOr/F6wH92A0m0J7FWgYdcKZRXuRHpeMhGexuOl7DgaDrQAAih1UkBL1DnmZOdxHSWEx37osx/XB35tOIfZuOFKiE3Bh2QGYj+kNlqQYJKSbQ8OoE4L8LiIrIQ0vb4Ui9l44Olh25VsXUyQlJfDHZEcsWLACL8KicPnydWzeshuzZ06ssu2okYNQUFCIxe6eiImJxwLXlcjN/YoRw8tHm2fNmoSz567g+PFziIx8hQmT5qF/f1toaqo3aKaG1FRH6urcqatNaGgoHB0doa+vDwMDA0ydOhUZGRkAKqdfstlsmJmZ4c6dyjP3dnZ2cHNz4z738fHBwoULAQBBQUEYMmQIdHV1YWJiggULFuDr168AAD8/P7i6umLlypUwMjKChYUF9u/fX+92CwsLQ1RUlFvnrFmzMGbMGJiZmeHp06coKiqCt7c3evToAQMDA8yYMQMfPnwAALi4uPC0HQBcXV2xbNmyKtMvtbS0cPnyZQwcOBBdu3aFk5MTz3TIiIgI7r9f3759ERBQeSYlJCQEw4YNg56eHhwcHHDjxo1q85w5cwa2trbo2LEjT7mQkBBmzZqFqKgovHr1CuPGjcPTp0+xc+dOvtMji4uLERAQgDFjxkBMjPfscc+ePXH48GGoqlYenISEhHCne44dOxYpKeV/jL+dflnxb3Lz5k307t0burq6mD59OrKzs7n1nD17Fv369UPXrl3RrVs3rF69GmVlZdXmFQQjC32EPnyBKYNm85Q/ufMUni5eVbZv3qJqB/h70xZNRsiD53h2PxQAoG+mi7zcr3jxJJy7zbEdf2Ldgk0/2fraGVsY4tnD5xg/cBpPua6xDl5FvEZBfiG37MXTCOgb1/7HZ9aiqXj6IATB98vPPHbS7gARUWGEPYv8pq5w6BrqMD6tRlD5TCyNEBRwl/s8JfEDBpgOR/anHJ7tpGVbYNKcsdi2bjdKims/EBcEAwt9PH8UhukOc3jKXzwOx7aVOwEAwiLCGPh7f4iKieLlixi+9exYswc3vx3R4HAgJAQ0l27OLRo32xHxr97i2T+hgg9SAyNzA4Q+eoFJDjN4yq17W2DPpgPYsnxbrXUYWxjizrXKM+2pSR8wyGwUcv7dh9V9RkMQRL62nTSR+Dapxm3mr5iNa+dv4u3r9z/V3voysjBA6MMXmDxoFk/54ztP4emyscr2Ui2aVymrYGiuDyMLAxzadpyn/GPGJyybsRr5X8tHUPRMu8LQXA/PH4f9fIBa6JnrIvxxOOYPduEpl5SShIKyApLfplTzzur9sWQy/j55HUlvyo8T3kS/xaopa6p8r3z7+8kk7W5dEf04EkuHLuIpz/2cC2k5aXTrZwEAMLXrBvHmEkiMqfozJiElgXZd2yP4+mNu2aun0VhgNxdsNhsJL99i07T1KC0u5XmfZAtJBhJ9kyEzGwfGb0BeFu/3uXgLSYhJSUBWWR5Z7z7UWk9zeWmIt5BE4ot4btmHV4kQYYlATa8dSoqKUZxfCNORv6GZiDAU2ilD00QLqdEJgo5UI309HYiKiuLR48rRwYcPn8LMzLDK3+Ru3Yzw8NEznrJHj5/B3NyY+/r9+5Wj6snJqUhMTEG3bkYMJmhcnHr+96sQyEIpubm5mD59OiZOnIhNmzYhIyMDS5cuxb59++Dh4cHdrlmzZrCwsMDTp0/Rs2dPpKenIzExkWeY8+HDhxg/fjwSExMxb948rFixApaWlkhISMDChQtx5swZTJo0CQBw48YNODk54eLFi7h16xa8vb3Ru3dvtG3btkobv8dmsxETE4MTJ06gV6/KkZegoCCsWrUKBgYGaNu2LVauXInnz5/Dy8sLsrKy2Lx5M2bNmoXz58/D3t4eS5cuRUlJCURFRVFcXIw7d+5gx44dfD/Tz88Pnp6ekJeXx7x587B161Zs2bIFHz9+xOTJkzFo0CCsW7cOYWFhcHNzQ/v27SEvL4/p06fDxcUFNjY2CAsLg7u7O+Tl5WFiYlLlM6KiojB58mS+n6+jowMJCQlERETAz88PM2bMgKGhId/tExMTkZ+fD13dqmdAhYSEYG5uzlN29uxZ7r/RwoULsXnzZvj6+vJtx549e+Dj4wMOh4OZM2fi0KFDcHFxwdOnT7F27Vp4e3tDW1sbUVFRWLRoESwsLGBnx39uuyBcOPoX3/IPyWn4kJzGfd5SXhZ9BtviwJbDNdanpKoIu6G9MG1Q5QG4ShsVfEhKQ/8RdpjgPBaioiK4evpvHN52nPFh/rNHLvItV1CSR2Z6Fk/Zx8xPUFKpeWS1taoS+g/rgwkDK+fnt1JqhexPOSgtqfxDXTGiJysng88fs388QC0Eka+FtBRkWkpDWEQYu0/6opNOB0Q+f4n17t7ISOOtY9SEYchMz2qQaaUVLlXzM1pBVVMFf947AhERYexat4/v1EsAiHgWxfPcwckewsLCiHha3hlv014dQycMxoQ+UzF0/CDBNL6Ozh+9xLd83cLyEx+1Xf8m9c0+9Du5BR212yP6+UtsXOKDzH/3YXWf0RB+Nh8AtO2oCXEJMew9vx0a7dsgNuo1tqzw43b0TKyMYGiuj99tJ8B940JBNb1Ozh+9zLec3/eo3WBb7K/me1SUJYql3gvhvcwXJd8d+H/r8tPTUFZrjfu3HuF2wL1qtxOUq8cC+Ja36aAONpsNx7m/w7SnCb58zsWF/Rdw61zN00G1TbTRxagL1s+p7PBWjOBVYImz0N+xH54EVr9mgSDdPM5/uu6rp9H4+0gAXHe7gcPmQFhEGDtctyKVT0e2YpRPWl4Ga897QVFdERH3w3Fw9X7kf/mK7MxsZGdmc7dnibHQ29EOIYFPGclUofBLPl7/UzmdXEhICJbj7RD/KAqKHVTAZrNhO3sotH7TR352Hu4fuIbQ8/9UqacgOw+lxaWQaS2HjPjy/LIq8gCA5i1boLSoBBdXHMKQ1ZNgNakfhEWE8ezsXTw7c5fRfN9rrayIrKxPKCmpPEGQnpEJCQkJyMu3RFZW5Qi/srISXr6M5Xl/RkYmdLTLZ3wot1bEhw/pVV5XU606av1f8Z+fflmTwsJCzJo1C7Nnz4a6ujqMjY1hZ2eHuLi4KttaW1tzF9UICQmBlZUVUlNTkZWVhZycHMTExMDGxgZsNhseHh4YNWoU1NTUYG1tDUtLS546ZWVl4ebmBg0NDUyZMgWysrKIioqq8pkVrly5AkNDQxgaGkJPTw8jRoxA586dsWhR5VmpVq1awdHREV26dEFRUREuX76MFStWwNzcHJ07d8bmzZvx7t07PHz4EN27dwebzebmefDgAcTFxdGtWze+nz9p0iRYWFigU6dOcHR05LY1ICAAMjIy8PDwQLt27TBs2DC4urqisLAQJ06cgKWlJcaOHQsNDQ0MHjwYo0ePxpEjR/h+Rk5OTrXXNwoJCUFKSgrZ2dmQlZWFqKgoJCUl+U6P/PLlC4Dyabd1MXPmTHTr1g1aWloYMWIEYmL4jxQAgLOzM/T09KCvrw8HBwdERpYfUEpKSmLdunWws7ODmpoa+vXrB21tbb4/Rw1NTJyFDQfW4GPmJ1ys5Ro4B8cBiAmPRfSLV9wyyeYSUG+riqHjHLDWZSP81uzGqD+Gw3HaSKabXi1xCXEUF/NOLykpLoZoDVOpAWCo00C8DI9B5DfTuyQkxFH83dnliulkoixRAbW4fuqTT6J5+UITbmtdEHD+BpzHLwaLJQq/Y5urnNUcNsYBJ/3PVamjMWV/zMGUATOxeelW/OE6Eb8NsKn1PdqGnTFnxQz8uecMPv17IOm2yRX+Ww7jc9bnWt7965H8dx8u9JyHv8/fxILx7hAVY2HrUa8GX2iCKZod2kBaVhr+W4/AdeISFBUWYdcZX0g2lwBLjIWlmxbCa6kviqqZNtbYxMRZ8DrgiY+Zn3DhOP8TFX/MH4+YyDgE36v5+iP3KSuwYLw7Oul0gMvqOTVuyyT1DurgcDhIepMEj/ErcP3kdczb6AyrfpY1vs/eqT8eXH+Ij3yuSQPK/14v9HGFhJQETu08zUTT60y8uQSU2ijhjO9JuA92xTm/05i8ahpU2ledxiwuKQ4AmOI5HZd2n8eWWZug3kkdzr4uVbYVEhLC7C3zIN5cAhd3Nex36oAlTlDt2hbXvU9Dsb0qwAEy36Ti4KRNeHrqDoavnwKdvlVPnLPL2Ii68RT9Fo2GTGs5iLeQwMClY1FWUgph0fJxEsUOqngV9Bw7h67A6YW7ode/Gwz/nebZUCQlJVBUxPs9UPH8+9lXkhL8txUTY9VY1/f1/Jc01emXAhmpU1BQwJAhQ3D48GG8evUK8fHxiI2NhZFR1aFZa2trrFy5Erm5uXj27BmsrKzw+fNnhIaWT/XR0tKCnJwc5OTkwGKxsHv3bsTFxSEuLg7x8fEYPHgwty41NTWea9aaN2+O0tLqz+zZ2tpyp3aKiIhAXl4e4uLiPNt8O6UwISEBbDYb+vqVqzzJysqibdu2ePPmDWxsbNC7d2/cvHkT1tbWuHnzJvr27VvtdXQaGpUXHktJSXHPoLx79w7a2tpo1qyyj10xGnnw4EHcuXMHhoaVK/qVlJRUOxopIyODzMxMvq+Vlpbi06dPfBdF+V7FNjk5OTVv+K82bdpw/79FixYoKqp6PUGF6v4dunbtCnFxcWzfvp37M/T+/XtYW1vXqQ1MkZCUwKZDa9GmnRqmD5mLooLqswGArX0PXDzGe8BSWlYGKWkprJi1lrtIh5KqEoZPGIw/955hrO01KSoqhqwk7wkAURYLhQWF1byjXJ+BPXH2u1GHoqIisL7rvLH+XVWstvqYUp98ZaXlU3wv/HkFV89dBwAsmb0KtyOvQs9YB+Eh5SdgdAy6QFFZEdcvMb8oQ318zf2KuOh4xEXHo21HTQyfNBR3r92vdnsdY21sObYRT+48xQHvQwCAwWMHoplwM1w+frWhmi1QFfvw8p9Xce1c+RT15bPX4EbEZega6yAipPoTfk3FXKeFEBER4S6M4jHbEwGh52FjZ4UOXdrjVXgsntxldsTjR0lISmDzoXVQb6eGaUPm8P0ebafVFkPGOsDJdlKt9b2KKB9ZYK3cgTU7PLBtzS6emQIN5da5QDwJfILc7PJVtN/FvINqO1UMHGePh9cf8X1PM+FmsLCzwKb53tW+vth3Icx7dYO70xKe0bvGMGTGMAgJCeHc9vLO5buot+hooAX7SYOw34P3uuKysvKVsS/uOs8dfdvttgOb/96Glopy+JxRPkLUTLgZ5vrMh3EvU3iOXcEzese0/u6OsJ7cHyfmbEf662Skv07Gy8BQFOSUX96TFpMIhbbKsBjTh+/iJpdXHcEYP2cse7ITRV8LEbTjItQNOqAorwAdLHVgNron1pnPRmlRCZIj30JGSQ62c4fixeWGW1irsLCI2ymrUPE8/7uFlarbNr+goObX8/kvJPNfUMZh177RL0ggnbr09HQMHz4cOjo6sLS0xKhRo3D37l2Eh4dX2VZZWRkaGhoICQlBSEgIhg4ditTUVDx//hxFRUWwsSk/wxwTEwNHR0fY2trCxMQEEydOrDI6VXEt3LdqGjJt3rw5T4eCn2/PPFR3FqKsrIy7pP+AAQOwZMkSeHh44Pbt29i5c2e1dfNrL1DewaxOaWkpHBwcMGMG73UY1b1HT08P0dHRfF979eoVysrK+E6p/F6bNm3QokULREdHQ09Pr8rrM2fOxLhx42BpWX428tsOaW2q+3e4f/8+Zs+ejSFDhsDGxgazZ8/G6tWr61wvEySlJLH1hBfUNFUxe+QCJL2r+boJRRUFtNNqy13xssLH9I8oLCjiWXUx8U0iFFUUGWl3XWR8yER7Ld6TA60U5ZCVzv/MMVC+Sl97rXa4c523w5DxIROycjIQFhbmXgPZSlEeBfmFyM0R/C1D6qI++bI/5aCkuAQJ8ZXXiOR8/oKcz1/QWlWJ26mz6tkNz5+EITcnl9nG11HbTpqQlm2B8KeV1zK+i0vgueXB9wwt9LHpyHo8uxeClbPWcr8zew/uic56nXDrdfk0M1FRETQTboZbrwMw9rdJSE/NYDbMT6rch4ncsop9qNSIv2eCVFJcwnO9VXFRMVITU6HYWgF2g20hryCPf+LLO7QVi5f1GtgD3Tv0bZT2VmguJYmtJzb9+z3qUu33qK19d0jLtsCFx38CAJo1Kz9Bejfub2xYvAXP7odC10QH965Xrqj87nUCWGIsNG/RnHvtZEOr6NBVSIpPgoGlQbXbaxt3gYioCELvP6/ymrCIMJbtWgrj7kZYNmE5Xoa+4lNDw2qn2x4JL3kXRnsX/RZttNpU2bai05b6pvJ2Tqlvyvd3K5VW+JzxCcIiwliwczH0bAywfuJqxIZWP7NH0Aavmgjzsb1xymUnoq5XngCp6NBVyIhPQXtLHb51fP34Bfuc1kJCpjlKi0oAISEMcHPEp+RMdO5piKyEtPLyf6VGJ8B2zhBG8lQnNSUNrVrJ8fxNbq2kiPz8AmRn8/6epKR+gJIS73ekkpIiPnzI+Pf1NP6vp/Gf5v9f8CtdJ1cfApl+eevWLcjIyGDv3r2YMGECTExMkJSUVG0Hy9raGoGBgUhJSYG2tjZMTEwQGhqKBw8ecDt1ly9fhqmpKbZs2QInJyfo6enh/fv3DTrPVV1dHSIiIggLC+OWff78Ge/fv+eOlFlaWqKsrAyHDh2CuLg43+vcaqOpqYnY2FiebPPnz8eBAwfQtm1bvH//HhoaGtxHUFAQrlzhPwVw9OjRCAoK4tux27FjB3R0dKCtrV1rm0RERDBgwACcOHGiyhS227dv4/bt21BUFOyB0tmzZzF8+HCsWbMGI0eORPv27atcc9mQhISE4OXvCZU2Kpg5fD7evU6o9T06htpIS0lHegrvAXDU85cQlxCDejs1bplmRw2kfXOtSUOLDI1GF10tiIlXnoEzNNNHxPPqRzR0jXTwITmtyi0BYqPjUFpSBj3jyj+ChmZ6iA5/1Wj7rz75ysrK8DIiFp20O3DLZOVkICsng9TEyovndY10EPasYZf5r4lVHwu4ebvylGnpduLp2HyrrZYmvA6txZM7T7F8xmru6BYArJ67AWNtJ2Oi3VRMtJuKS8euICb8NSbaTUXWd9cm/orKysrwKiIWHXUq96FMxT5MarzfM0G69PgUBo6qvOeVuIQ41NuqIyH+PaYPd8bvthPg1HsynHpPxj83H+Cfmw/g1Jv/NdYNpeJ7VLWNCmYMn4e3NXyPnjl4AaO6j8fYPlMwts8U7vWGY/tMwf2bD6HSRhleBzyh0LoV9z2d9bTwKetzo3XoxruOw8Y/eW+J1F67HZLeVL+gTWfDzoiLjEMJnxVP53vNg5GNIZaO80Dkk0g+7254n9I/Qa0j70qHqu1VkZFU9aA+KyUTH9M+QqPLN7de6agGNpuNzH//Lk7fMBt61vpYN34VXgbzPwnNhN7zhsN8TC/8OXc7wq9ULuRi5zICU4/z3tNRRVsDmW/4n3wY7TMLHW10UZDzFSWFxejc0wC5mTnIiEvBl/TPaKXRGsKilTO2FNqr4FMS/xlUTAkLj0JJSQnMv1nMxMrKDCEhYVX+JgcHP4eFBe+xq6WFCYKDQ7mvW1mZcl9TU1OBuroKgoOrnpT4r2BzOPV6/CoE0qmTlZVFamoqHj9+jKSkJOzbtw83b96s0hmoYG1tjcuXL0NXVxeioqIwMTFBdHQ0srOzYWBgwK0zNjYWERERePfuHTZu3IjIyMhq62RC8+bNMXLkSHh6eiI4OBgxMTFYtGgRWrduDSur8vnRIiIisLOzw549e9CvX78funbDwcEB2dnZ2LRpExISEnDhwgUEBQXBysoKTk5OiIqKgq+vLxISEnDlyhX4+PhARUWFb109e/bEqFGjMG3aNFy8eBHJycmIjIzEggULEBYWVq/78c2dOxd5eXn4448/8PTpUyQmJuLs2bNwd3fH+PHj0aFDh9orqQdZWVm8ePECsbGxiIuLg7u7OzIzMxt0n39rkOMAGFkaYP1Cb+Tm5EFOQQ5yCnKQli2/zlBEVARyCnI8o5TtO7fFOz6rziW+ScKDW4+xfKs7Omi3R7cephg3xwkXqllcoCGEPH6B9NR0rNnqgfZabTF5zjh0NeyCi3+WT78TERWB/Hf5OnRux/egrLCgCFfOXIPHpsXQMeiCnv26Y/xMJ/y5v3GmlgL1z3d0z0k4TRmJPg490bajBtZsXYbYqDieawfbd26Ht7EJjRGHrxsXbkFeUQ4zl06FWltVDJswGH2H9cYxv/KRjvKf0ZbcjIu9FiAjNRN+q3dBRk4GcgotIafQEixxFrLSspCSkMp9fMnORVFhEVISUrlTqn413+/DE3tO4/c/hqPXwN+g2VEDK32X4HV0fIMv7y8o3+d7EPgY0xdNhrGFAdp10sSaHR7I+JCBh0FPkJacjuSEFO7ja14BvuYVIDmh/qsyCtIgR3sYWxpi3cJNyMvJg7yCHOS/+x6tyPglO5cnQ8UCN8kJKcj/WoCXYTGIiXiN5T5uaNtRA5a23eC8fAYObTvWaPmeBAZDz1wXI6YPh7KGMgaOs0fv4b1xbu95AOWLnbRU4L1Rs6aWJt6/rnrixcjGEH1H2WGf536kJqSipUJLtFRoyb0lR2MJOnULRj1NMPCPQVBUV4L95EEw6GHEva8cS4wFWQVZ7vYB/pcxeoET9KwNoNFFE9PWzsSzm8HIzsyGnrUBbEf1xpG1h5D2/gNkFWQhqyALaTlpRjMotldBr7lDcWf3X3gXEgspBRnu42XQc7Tr1gXdp9pDro0izMf2htFwG9zbXz5rQURMFFIKlfsgPzsP/RaOhlInNbQz74Ihqyfhzu7L4HA4eBUUirLSUozYOA2t2rZGl15GsJ09BA8PX2c03/cKCgpx9Ng57Ny5ESbG+hg0qC8WuEzH9h3+AAAlJQXu5UfnLwRAVkYaPltWo0uXjvDZshrNm0vi7LnywYO9e49i7JjhmDTxd+jqdsHhg9sQcC0QCQk1r8TblP1fr37Zv39/PHv2DM7OzhASEoKuri7c3Nzg5+fH94DczMwMQkJCMDYuXy61VatWaNOmDbS0tLjTCseNG4eXL19i4sSJEBMTg6mpKWbPns2z1H9DcHNzg5eXF5ydnVFcXAxLS0scPnyY57589vb2OH36NOzt7X/oM6SlpbF3716sX78ex44dg7q6OrZs2YIuXcrvYbZnzx5s3rwZ/v7+UFJSgru7OwYNqn5lujVr1kBXVxdHjx7F6tWrISUlBWtra5w7dw7q6nW/r4iCggJOnjwJPz8/LFy4ENnZ2WjTpg2cnZ3h6OhYewX1NGfOHCxZsgSjR4+GlJQUevToAUdHR7x61TjTT36z7wFhYWH4HONdjvv5ozDMGjEfeiZdsev8Vgw1+527uptcq5bVTs1bOWctXNc6Y+8lPxQVFOLcoYs443+B8RzVYbPZmDfBDat8l+LkjYNISkiBy6Ql3FE4A1Nd+F/Yif6mw7gjHfIKLfGlmnybV23HMq9FOHDeD3lfvmK39wEEXWN+Vbrq1Ddf4NU7kJZpAZcVcyAn3xIhj59j3kTeW5bIt5KrNn9jyPyQhQVj3DBv9WyMmDwUH5LSsHz6GryOKl9cSNdEBzvO+WJ4N0cUFxVz70d38RnvwgvrXLxw7Uz1t0r5VembdMXeC35wMB2JD8lpCAq4ixayLTBvxSzItWqJ0Ecv4DpxSWM384d9n2/72t0oLS3F2l0rISXdHM8ePMe8sYu5lwP8imztu0NYWBi+x3hvDxP66AVm/vs9uuf8Ngw2G82zSiY/bDYbCyctxaJ18+F/ZRcK8gtx2v8CTvufZzJCjV6Hv4bnjLUY7zoeExaOR3pSOjbM9cKr5+V/t3o49MAiH1fYqffjvqdlK1m8iX5bpS7r/uXXj8/3mof5XvO45WlJ6Rhv2Xg3eo57EQvv6RsweoETRruOQerbFKyfuAbJceUH9ZYO1pizZT5GaJQfl/y17xJExViY6+sC8ebiCAl8iv3Lyq+9M+9ffluEGRtnA6i8jVBGUjpmWU9lLIO2nQmERYTR23kYejsP43ltsaYjjs3aCrsFI9HXdRQ+JWfipPMOJD4v/x7Vd7DA6M0zsViz/LjnxubTGOo5GbPOrULR10LcP3gNDw6WrxxamFuAfU7rMGjlBMy9vA5fP31B0I6LCP4ziLFs1Vm4aBV27tiIwFtnkZPzBavXbMGlS+XtTEkKw+Q/XHD02Bnk5uZh8JAJ2LlzI6ZOGYPIyFdwGDyOe83ck+BQzJzljlUrF0JOTha3Au9h+ozFDZ6nIf1Ko2/1IcRpqut2ElINc5XfGrsJjHqSehf6rWteWa0pC0979J/PZ6Vq29jNYNTDlNswUa59Bc6mKuTD/f98PjMVZm8G3diept7j6Wj919xMus7tZP0XnXv/F7eT9V+1KeEkRFhVVxj9rygtbtxZBDXprGha+0bfiMl4VvtGDUAgI3WEEEIIIYQQ0tQ11ZE66tQRQgghhBBCCJru6pfUqSOEEEIIIYQQ0EgdIYQQQgghhDRpbE5Z7Rv9gqhTRwghhBBCCCEA2DT9khBCCCGEEEKarqZ6YwDq1BFCCCGEEEIIaKSOEEIIIYQQQpo0GqkjhBBCCCGEkCaMVr8khBBCCCGEkCaM7lNHCCGEEEIIIU0YTb8khBBCCCGEkCaMFkohhBBCCCGEkCasjM1u7Cb8EOrUEUIIIYQQQgho+iUhhBBCCCGENGk0/ZIQQgghhBBCmjAaqSOEEEIIIYSQJozuU0cIIYQQQgghTVhTvU9ds8ZuACGEEEIIIYT8CtgcTr0e9VFUVISlS5fCxMQE1tbWOHjwoMDaTSN1hBBCCCGEEAJmr6nbtGkToqKicOTIEaSmpsLNzQ0qKiro16/fT9dNnTpCCCGEEEIIAXPTL/Pz83H27Fns378fOjo60NHRQVxcHE6cOCGQTh1NvySEEEIIIYQQAGw2u16PuoqJiUFpaSkMDQ25ZcbGxggPD69XPdWhkTpCCCGEEEIIAeo9TldcXIzi4mKeMhaLBRaLxVOWmZmJli1b8pS3atUKRUVFyM7Ohpyc3I82GQAgxGmqN2MghBBCCCGEkEbk5+eHHTt28JTNmTMHc+fO5Sm7dOkStm3bhjt37nDLkpKS0Lt3b9y7dw+tW7f+qXbQSB0hhBBCCCGE/IDp06dj0qRJPGXfj9IBgJiYWJURvYrn4uLiP90O6tQRQgghhBBCyA/gN9WSHyUlJXz+/BmlpaUQESnvgmVmZkJcXBzS0tI/3Q5aKIUQQgghhBBCGNSlSxeIiIggLCyMWxYaGgpdXV00a/bzXTLq1BFCCCGEEEIIgyQkJDBkyBCsWrUKERERCAwMxMGDBzF+/HiB1E8LpRBCCCGEEEIIwwoKCrBq1SrcvHkTUlJS+OOPPzBx4kSB1E2dOkIIIYQQQghpwmj6JSGEEEIIIYQ0YdSpI4QQQgghhJAmjDp1hBBCCCGEENKEUaeOEADp6elwdnaGmZkZbGxssGHDBhQVFQEAkpKSMHHiRBgYGGDAgAF48OAB3zr++usvjBs3jqesuLgYXl5e6N69O0xNTTF79mykpaUxnocfpjLm5+fDw8MD3bp1g6mpKZYvX46vX78ynud7TOX71oEDB2Bra8tI+2vDVL6cnBxoaWnxPLp168Z4Hn6Y3IcnTpzAb7/9BiMjIzg7OyM7O5vJKHwxkS85ObnK/qt4PHv2rEFyfYupfVhUVARPT09YWFjAwsICK1asQH5+PuN5vsdUvpKSEnh7e8Pa2hrm5ubw8vJCaWkp43m+9zP5zp8/j379+sHQ0BAjR45EaGgoz+uHDx+GjY0NDA0NsXTpUhQUFDRYrm8xmbGCh4cH/Pz8GM/CD1P5fqXjGVINDiH/59hsNmfUqFGcKVOmcF6/fs159uwZp0+fPpyNGzdy2Gw2x8HBgePq6sqJj4/n7Nmzh6Ovr89JSUnhqePx48ccfX19ztixY3nKvb29Ob179+YEBwdz4uLiONOmTeMMHz6cw2azGzIioxmXLVvGGTx4MCcyMpITFRXFGTRoEMfDw6Mh4zGar0JiYiJHX1+f07Nnz4aIxIPJfCEhIRwzMzNORkYG95GVldWQ8TgcDrMZAwICOHp6epzr169zYmNjOSNGjOC4uLg0ZDzG8pWWlvLsu4yMDM6CBQs4w4cP5xQXF/8nMnI4HM7mzZs5AwcO5ERERHDCw8M5/fv353h6ejZkPMbzWVpacu7evcuJioriDB48uEnlu3fvHkdPT49z+fJlTkJCAsfX15djZGTESUtL43A4HM7169c5xsbGnNu3b3PCw8M5AwYM4KxevbpB8zGdscK+ffs4nTp14mzfvv0/le9XOZ4h1aNOHfm/Fx8fz+nUqRMnMzOTW3blyhWOtbU159GjRxwDAwPO169fua9NmDCB58vaz8+P07VrV87AgQOr/KG2tLTkBAQEcJ+np6dzOnXqxHn37h1zgfhgMuOqVas4ISEh3OdHjhzh9O/fn8E0VTGZr8KkSZM4v//+e6N06pjMd+bMGc7o0aOZD1ELJjMOGTKE4+fnx33+9OlTjr29Pae0tJTBRLwa4meUw+FwQkNDOTo6Opz4+HhmgtSAyYwODg6cY8eOcZ8fPXqUY29vz2CaqpjKx2azOYaGhpxz585xy8LCwjg6OjqcvLw8hlNV+pl88+fP56xYsYKnPjs7O87p06c5HA6H4+TkxPNv8ezZM46enh4nPz+fyUhVMJkxNzeXM3fuXI6pqSmnR48ejdKpYzLfr3I8Q6pH0y/J/z0FBQUcOHAArVq14inPy8tDeHg4tLW1ISkpyS03NjZGWFgY9/nDhw/h7+8POzs7nvez2Wx4e3vD0tKyymfm5uYKNkQtmMoIACtXroSxsTGA8qlgV69ehZmZGTNBqsFkPgC4dOkSCgoKMGLECEbaXxsm88XHx0NTU5OpptcZUxnz8vLw8uVL9OnTh1tmamqKq1evQlhYmJkwfDD9M1phy5YtGDVqFNq3by/Q9tcFkxllZWVx48YN5OTkICcnBzdv3kSXLl0Yy8IPU/k+ffqEr1+/Ql9fn1umpaWFkpISREVFMROGj5/JN2XKFEyaNKlKnbm5uSgrK0NkZCRMTEy45QYGBigpKUFMTAwzYarBVEag/O9fUVERLly4AHV1deZC1ICpfL/S8QypnkhjN4CQxiYtLQ0bGxvuczabjePHj8Pc3ByZmZlQVFTk2V5eXp5nHvnJkycBAMHBwTzbNWvWrMoX4NGjR9GyZUtoaWkJOkaNmMr4LTc3N1y6dAmqqqqYPXu2gBPUjMl8nz59wubNm3Ho0CFERkYylKBmTOZ78+YNSktLMWLECKSnp8PExARLliypUifTmMqYlJQEoHw//v7770hOToaVlRWWLVsGaWlppuJU0RC/g6GhoQgLC4OPj4+AW183TGZcvHgx5s6dy73es1OnTti9ezcTMarFVD4ZGRmIiooiPT0dHTp0AAB8+PABAPD582dGsvDzM/l0dHR4Xvvnn3+QkJAAc3NzfPnyBUVFRTzvFxERgaysbINfk8VURgDo3Lkz9u7dy3CCmjGV71c6niHVo5E6Qr7j7e2Nly9fwsXFBQUFBWCxWDyvs1gsFBcX17vewMBAHDx4EK6urlXqbGhMZJw6dSpOnz4NVVVVTJ06FWw2W5BNrhdB5lu/fj2GDh2Kjh07MtHUHyLIfG/fvkVeXh6WLFkCX19fZGRkYMaMGSgrK2Oi6XUmqIwVi/asWbMGU6dOxbZt2xAXF4fFixcz0u66YuJ38MyZM+jTpw+UlJQE2dQfJsiMiYmJUFZWxpEjR+Dv74+ioiJs3LiRiWbXmaDyiYiIoE+fPvDx8UFaWhpyc3Ph5eUFERERlJSUMNX8Wv1ovsTERCxZsgQODg7Q0dFBYWEhd/u6vL8hCSrjr4qpfL/S8QypRJ06Qr7h7e2NI0eOwNvbG506dYKYmFiVL7zi4mKIi4vXq97AwEDMnz8fY8eOxciRIwXZ5HpjKmOHDh1gYGAAX19fxMbGNsrKe4Bg892/fx9hYWENPvJYE0Hvv4CAABw/fhzGxsYwMTHB9u3b8erVK4SHhzPR/DoRZEYRkfIJKdOmTUOvXr1gbGyMdevW4c6dO0hPT2ek/bVh4newtLQUQUFBGDRokKCb+0MEmTEvLw/Lli2Dm5sbunXrBisrK6xfvx7nz59HRkYGUxFqJOh96OHhgebNm6NHjx7o3r07jIyMICMjAykpKSaaX6sfzffu3TuMHz8e6urqWLt2LQBATEyMu/3375eQkGAwRc0EmfFXxFS+X+l4hvCiTh0h//L09MShQ4fg7e2Nvn37AgCUlJSQlZXFs11WVla9pqYFBARg3rx5GD16NJYuXSrQNteXoDMWFxfjxo0byMvL45a1atUKsrKyDTptqIKg8127dg1paWmwsLCAoaEhVq5cidTUVBgaGiIkJISRDDVh4mdUQkKC54+6vLw8ZGVlG63DI+iMCgoKAIB27dpxy9q2bQsAjbIcN1PfM2FhYSgtLYWVlZVA2/sjBJ3x7du3yM/PR+fOnbll2traYLPZ/5l9KC8vj6NHjyI4OBiPHj3C2LFj8fHjR6iqqgq8/bX50XxxcXEYO3YsWrdujQMHDnC/V2RlZSEmJsbz/tLSUmRnZ3N/PxuaoDP+apjK9ysdz5CqqFNHCIAdO3bg1KlT8PHxgb29PbdcX18f0dHR3OkjQPl1K99e0F6Tx48fY/HixRgzZgyWL18u8HbXBxMZmzVrBnd3d9y9e5dblpqais+fPzf4Qg1M5Fu4cCECAgJw6dIlXLp0Cc7OzlBUVMSlS5fQtWtXRnJUh4l8eXl5MDU1xZMnT7hl6enp+Pz5M08nqKEwkVFFRQWKioo8CzK8efMGQkJCUFFREWyAWjD1PQMA4eHh0NHR4Y6KNBYmMlYcdMbHx3PL3r59CwBQU1MTVNPrhKl9uGjRIjx48ACysrKQkJDAvXv3IC8vz73GrqH8aL6MjAxMnjwZGhoa8Pf35xlhbNasGXR1dXnueRYWFgYRERGejnpDYSLjr4SpfL/S8Qzhjzp15P/emzdvsGvXLkydOhXGxsbIzMzkPszMzKCsrIwlS5YgLi4O+/btQ0RERJ1WQSwtLcXSpUthamqKqVOn8tTb0NcRMJVRREQEo0ePho+PD0JCQhAVFQUXFxf06tWrQa9BYyqfvLw8NDQ0uA95eXmIiIhAQ0OjQc/QMpVPSkoKxsbG2LBhAyIiIhAdHQ0XFxfY2Ng0+MXvTGUUEhLCxIkTsX37djx8+BAxMTFYtWoVevfu3aCjBEzlqxAXF9coK15+i6mMrVu3ho2NDZYvX46oqChERkZi+fLlsLe3h5ycXAMkK8fkPpSVlYWvry9ev36N4OBgeHp6Ytq0aWjWrOEO034mn5eXF9hsNtatW4f8/Hzu+yquaXVycoK/vz8CAwMRERGBVatWYdSoUQ0+/ZLJjL8CpvL9SsczpHq0+iX5vxcUFISysjLs3r27ympqsbGx2LVrF5YtW4Zhw4ZBQ0MDO3furNMZ/qioKKSmpiI1NRXW1tY8rx09epS7iltDYCojACxYsABCQkKYP38+8vPzYWdnBw8PDyZiVIvJfL8CJvN5eXlh48aNmDZtGoqLi9GrV68G338AsxknT56MoqIiLF68GPn5+bC1tcWqVasYSFE9pn9Gs7KyGnyJ/+8xmXHLli3cn1MhISH06tULbm5uTMSoFpP55s+fj9WrV8PJyQmSkpKYOHEiJk6cyECK6v1oPg6Hg8DAQBQWFqJfv34875szZw7mzp0Le3t7pKSkYMWKFSguLoadnR0WLVrUkPEAMJvxV8BUPhsbm1/meIZUT4jD4XAauxGEEEIIIYQQQn4MTb8khBBCCCGEkCaMOnWEEEIIIYQQ0oRRp44QQgghhBBCmjDq1BFCCCGEEEJIE0adOkIIIYQQQghpwqhTRwghhBBCCCFNGHXqCCGEEEIIIaQJo04dIYQQQgghhDRh1KkjhBBCCCGEkCaMOnWEEEIIIYQQ0oRRp44QQgghhBBCmjDq1BFCCCGEEEJIE/Y/y/DIjzy4J38AAAAASUVORK5CYII=\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,3))\n",
"g = sns.heatmap(pd.pivot_table(data_ch,columns=\"appln_filing_year\", index=\"Country\", values=\"percent\").fillna(0)*100,\n",
" annot=True, fmt=\".2f\",linewidth=.5)\n",
"g.set_title(\"Percentage of co-patents related to country per year\")\n",
"g.set_xlabel(\"\")\n",
"g.set_ylabel(\"\")"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 112,
"outputs": [
{
"data": {
"text/plain": " appln_filing_year Country count appln_id percent\n1 2012 Germany 888 3001 0.295901\n2 2012 France 653 3001 0.217594\n3 2012 Sweden 473 3001 0.157614\n4 2012 Netherlands 406 3001 0.135288\n6 2012 Finland 257 3001 0.085638\n.. ... ... ... ... ...\n262 2021 Hungary 1 127 0.007874\n263 2021 Croatia 1 127 0.007874\n265 2022 Netherlands 2 5 0.400000\n266 2022 Spain 2 5 0.400000\n268 2022 Czechia 1 5 0.200000\n\n[231 rows x 5 columns]",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>appln_filing_year</th>\n <th>Country</th>\n <th>count</th>\n <th>appln_id</th>\n <th>percent</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>1</th>\n <td>2012</td>\n <td>Germany</td>\n <td>888</td>\n <td>3001</td>\n <td>0.295901</td>\n </tr>\n <tr>\n <th>2</th>\n <td>2012</td>\n <td>France</td>\n <td>653</td>\n <td>3001</td>\n <td>0.217594</td>\n </tr>\n <tr>\n <th>3</th>\n <td>2012</td>\n <td>Sweden</td>\n <td>473</td>\n <td>3001</td>\n <td>0.157614</td>\n </tr>\n <tr>\n <th>4</th>\n <td>2012</td>\n <td>Netherlands</td>\n <td>406</td>\n <td>3001</td>\n <td>0.135288</td>\n </tr>\n <tr>\n <th>6</th>\n <td>2012</td>\n <td>Finland</td>\n <td>257</td>\n <td>3001</td>\n <td>0.085638</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>262</th>\n <td>2021</td>\n <td>Hungary</td>\n <td>1</td>\n <td>127</td>\n <td>0.007874</td>\n </tr>\n <tr>\n <th>263</th>\n <td>2021</td>\n <td>Croatia</td>\n <td>1</td>\n <td>127</td>\n <td>0.007874</td>\n </tr>\n <tr>\n <th>265</th>\n <td>2022</td>\n <td>Netherlands</td>\n <td>2</td>\n <td>5</td>\n <td>0.400000</td>\n </tr>\n <tr>\n <th>266</th>\n <td>2022</td>\n <td>Spain</td>\n <td>2</td>\n <td>5</td>\n <td>0.400000</td>\n </tr>\n <tr>\n <th>268</th>\n <td>2022</td>\n <td>Czechia</td>\n <td>1</td>\n <td>5</td>\n <td>0.200000</td>\n </tr>\n </tbody>\n</table>\n<p>231 rows × 5 columns</p>\n</div>"
},
"execution_count": 112,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_eu = data[~data[\"Country\"].isin(ch_names)]\n",
"data_eu"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 121,
"outputs": [
{
"data": {
"text/plain": "Text(95.72222222222221, 0.5, '')"
},
"execution_count": 121,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 1000x1000 with 2 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,10))\n",
"g = sns.heatmap(pd.pivot_table(data_eu,columns=\"appln_filing_year\", index=\"Country\", values=\"count\").fillna(0).astype(int),\n",
" annot=True, fmt=\".0f\",linewidth=.5)\n",
"g.set_title(\"Number of co-patents per year\")\n",
"g.set_xlabel(\"\")\n",
"g.set_ylabel(\"\")"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 123,
"outputs": [
{
"data": {
"text/plain": "Text(95.72222222222221, 0.5, '')"
},
"execution_count": 123,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 1000x1000 with 2 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,10))\n",
"g = sns.heatmap(pd.pivot_table(data_eu,columns=\"appln_filing_year\", index=\"Country\", values=\"percent\").fillna(0)*100,\n",
" annot=True, fmt=\".2f\",linewidth=.5)\n",
"g.set_title(\"Percentage of co-patents related to country per year\")\n",
"g.set_xlabel(\"\")\n",
"g.set_ylabel(\"\")"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "markdown",
"source": [
"# Let's see about 'organizations'"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": null,
"outputs": [],
"source": [
"# harmonized entities (sector and country too)"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 181,
"outputs": [],
"source": [
"pers_han = pers[[\"person_id\",\"han_id\",\"han_name\",\"psn_sector\",\"person_ctry_code\"]].drop_duplicates()\n",
"pers_han[\"psn_sector\"].fillna(\"UNKNOWN\", inplace=True)\n",
"pers_han = pers_han.sort_values(by=\"psn_sector\", ascending=True)\n",
"pers_han.drop(columns=\"person_id\", inplace=True)\n",
"pers_han = pers_han.groupby(\"han_id\", as_index=False)[[\"han_name\",\"psn_sector\",\"person_ctry_code\"]].agg(\n",
" lambda x: pd.Series.mode(x)[0])\n",
"pers_han = pers_han.merge(country_defs,left_on=\"person_ctry_code\",right_on=\"ctry_code\")"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 182,
"outputs": [
{
"data": {
"text/plain": " appln_id han_id han_name psn_sector Country\n0 352908776 1663881 L OREAL COMPANY France\n1 419627340 1663881 L OREAL COMPANY France\n2 422411429 1663881 L OREAL COMPANY France\n3 439807462 1663881 L OREAL COMPANY France\n4 441685575 1663881 L OREAL COMPANY France\n... ... ... ... ... ...\n87656 488889994 1590343 KERBEJ YUROP LTD COMPANY Malta\n87657 472247962 153591744 Van Rooij, Reinhart Cornelis UNKNOWN Latvia\n87658 505769448 157946198 VINGOVATOVS, Aleksejs UNKNOWN Latvia\n87659 481190056 3652317 VAVILOVS VALERIJS INDIVIDUAL Latvia\n87660 554759601 3652317 VAVILOVS VALERIJS INDIVIDUAL Latvia\n\n[87073 rows x 5 columns]",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>appln_id</th>\n <th>han_id</th>\n <th>han_name</th>\n <th>psn_sector</th>\n <th>Country</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>352908776</td>\n <td>1663881</td>\n <td>L OREAL</td>\n <td>COMPANY</td>\n <td>France</td>\n </tr>\n <tr>\n <th>1</th>\n <td>419627340</td>\n <td>1663881</td>\n <td>L OREAL</td>\n <td>COMPANY</td>\n <td>France</td>\n </tr>\n <tr>\n <th>2</th>\n <td>422411429</td>\n <td>1663881</td>\n <td>L OREAL</td>\n <td>COMPANY</td>\n <td>France</td>\n </tr>\n <tr>\n <th>3</th>\n <td>439807462</td>\n <td>1663881</td>\n <td>L OREAL</td>\n <td>COMPANY</td>\n <td>France</td>\n </tr>\n <tr>\n <th>4</th>\n <td>441685575</td>\n <td>1663881</td>\n <td>L OREAL</td>\n <td>COMPANY</td>\n <td>France</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>87656</th>\n <td>488889994</td>\n <td>1590343</td>\n <td>KERBEJ YUROP LTD</td>\n <td>COMPANY</td>\n <td>Malta</td>\n </tr>\n <tr>\n <th>87657</th>\n <td>472247962</td>\n <td>153591744</td>\n <td>Van Rooij, Reinhart Cornelis</td>\n <td>UNKNOWN</td>\n <td>Latvia</td>\n </tr>\n <tr>\n <th>87658</th>\n <td>505769448</td>\n <td>157946198</td>\n <td>VINGOVATOVS, Aleksejs</td>\n <td>UNKNOWN</td>\n <td>Latvia</td>\n </tr>\n <tr>\n <th>87659</th>\n <td>481190056</td>\n <td>3652317</td>\n <td>VAVILOVS VALERIJS</td>\n <td>INDIVIDUAL</td>\n <td>Latvia</td>\n </tr>\n <tr>\n <th>87660</th>\n <td>554759601</td>\n <td>3652317</td>\n <td>VAVILOVS VALERIJS</td>\n <td>INDIVIDUAL</td>\n <td>Latvia</td>\n </tr>\n </tbody>\n</table>\n<p>87073 rows × 5 columns</p>\n</div>"
},
"execution_count": 182,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"patstat_collabs = appln_pers.merge(pers, on=\"person_id\")\n",
"patstat_collabs = patstat_collabs.merge(country_defs, left_on=\"person_ctry_code\", right_on=\"ctry_code\")\n",
"org_collabs = patstat_collabs[[record_col,\"han_id\",\"han_name\",\"psn_sector\",\"Country\"]].drop_duplicates()\n",
"org_collabs[\"psn_sector\"].fillna(\"UNKNOWN\", inplace=True)\n",
"org_collabs"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 183,
"outputs": [
{
"data": {
"text/plain": " han_id count percent weight \n0 1337324 1980 0.092437 0.022740 \\\n1 62077 406 0.018954 0.004663 \n2 111166343 176 0.008217 0.002021 \n3 1912470 174 0.008123 0.001998 \n4 3697072 172 0.008030 0.001975 \n... ... ... ... ... \n21413 149475428 1 0.000047 0.000011 \n21414 149475432 1 0.000047 0.000011 \n21415 149475629 1 0.000047 0.000011 \n21416 149475736 1 0.000047 0.000011 \n21417 182805176 1 0.000047 0.000011 \n\n han_name psn_sector person_ctry_code \n0 HUAWEI TECH CO LTD COMPANY CN \\\n1 TAIWAN SEMICONDUCTOR MANUFACTURING CO LTD COMPANY TW \n2 Liu, Jinhua INDIVIDUAL CN \n3 MEDIATEK INC COMPANY TW \n4 NINGBO GEELY AUTOMOBILE R&D CO LTD COMPANY CN \n... ... ... ... \n21413 CHEN, Yuli UNKNOWN CN \n21414 CHEN, Zhi UNKNOWN CN \n21415 Du, Jun UNKNOWN CN \n21416 Chunlin, Wu UNKNOWN CN \n21417 Killine Optical Ltd UNKNOWN MO \n\n ctry_code iso_alpha3 Country organisation_flag \n0 CN CHN China \\\n1 TW TWN Taiwan Province Of China \n2 CN CHN China \n3 TW TWN Taiwan Province Of China \n4 CN CHN China \n... ... ... ... ... \n21413 CN CHN China \n21414 CN CHN China \n21415 CN CHN China \n21416 CN CHN China \n21417 MO MAC Macao SAR (China) \n\n continent eu_member epo_member oecd_member discontinued \n0 Asia \\\n1 Asia \n2 Asia \n3 Asia \n4 Asia \n... ... ... ... ... ... \n21413 Asia \n21414 Asia \n21415 Asia \n21416 Asia \n21417 Asia \n\n org \n0 HUAWEI TECH CO LTD (CN) \n1 TAIWAN SEMICONDUCTOR MANUFACTURING CO LTD (TW) \n2 Liu, Jinhua (CN) \n3 MEDIATEK INC (TW) \n4 NINGBO GEELY AUTOMOBILE R&D CO LTD (CN) \n... ... \n21413 CHEN, Yuli (CN) \n21414 CHEN, Zhi (CN) \n21415 Du, Jun (CN) \n21416 Chunlin, Wu (CN) \n21417 Killine Optical Ltd (MO) \n\n[21418 rows x 17 columns]",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>han_id</th>\n <th>count</th>\n <th>percent</th>\n <th>weight</th>\n <th>han_name</th>\n <th>psn_sector</th>\n <th>person_ctry_code</th>\n <th>ctry_code</th>\n <th>iso_alpha3</th>\n <th>Country</th>\n <th>organisation_flag</th>\n <th>continent</th>\n <th>eu_member</th>\n <th>epo_member</th>\n <th>oecd_member</th>\n <th>discontinued</th>\n <th>org</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>1337324</td>\n <td>1980</td>\n <td>0.092437</td>\n <td>0.022740</td>\n <td>HUAWEI TECH CO LTD</td>\n <td>COMPANY</td>\n <td>CN</td>\n <td>CN</td>\n <td>CHN</td>\n <td>China</td>\n <td></td>\n <td>Asia</td>\n <td></td>\n <td></td>\n <td></td>\n <td></td>\n <td>HUAWEI TECH CO LTD (CN)</td>\n </tr>\n <tr>\n <th>1</th>\n <td>62077</td>\n <td>406</td>\n <td>0.018954</td>\n <td>0.004663</td>\n <td>TAIWAN SEMICONDUCTOR MANUFACTURING CO LTD</td>\n <td>COMPANY</td>\n <td>TW</td>\n <td>TW</td>\n <td>TWN</td>\n <td>Taiwan Province Of China</td>\n <td></td>\n <td>Asia</td>\n <td></td>\n <td></td>\n <td></td>\n <td></td>\n <td>TAIWAN SEMICONDUCTOR MANUFACTURING CO LTD (TW)</td>\n </tr>\n <tr>\n <th>2</th>\n <td>111166343</td>\n <td>176</td>\n <td>0.008217</td>\n <td>0.002021</td>\n <td>Liu, Jinhua</td>\n <td>INDIVIDUAL</td>\n <td>CN</td>\n <td>CN</td>\n <td>CHN</td>\n <td>China</td>\n <td></td>\n <td>Asia</td>\n <td></td>\n <td></td>\n <td></td>\n <td></td>\n <td>Liu, Jinhua (CN)</td>\n </tr>\n <tr>\n <th>3</th>\n <td>1912470</td>\n <td>174</td>\n <td>0.008123</td>\n <td>0.001998</td>\n <td>MEDIATEK INC</td>\n <td>COMPANY</td>\n <td>TW</td>\n <td>TW</td>\n <td>TWN</td>\n <td>Taiwan Province Of China</td>\n <td></td>\n <td>Asia</td>\n <td></td>\n <td></td>\n <td></td>\n <td></td>\n <td>MEDIATEK INC (TW)</td>\n </tr>\n <tr>\n <th>4</th>\n <td>3697072</td>\n <td>172</td>\n <td>0.008030</td>\n <td>0.001975</td>\n <td>NINGBO GEELY AUTOMOBILE R&amp;D CO LTD</td>\n <td>COMPANY</td>\n <td>CN</td>\n <td>CN</td>\n <td>CHN</td>\n <td>China</td>\n <td></td>\n <td>Asia</td>\n <td></td>\n <td></td>\n <td></td>\n <td></td>\n <td>NINGBO GEELY AUTOMOBILE R&amp;D CO LTD (CN)</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>21413</th>\n <td>149475428</td>\n <td>1</td>\n <td>0.000047</td>\n <td>0.000011</td>\n <td>CHEN, Yuli</td>\n <td>UNKNOWN</td>\n <td>CN</td>\n <td>CN</td>\n <td>CHN</td>\n <td>China</td>\n <td></td>\n <td>Asia</td>\n <td></td>\n <td></td>\n <td></td>\n <td></td>\n <td>CHEN, Yuli (CN)</td>\n </tr>\n <tr>\n <th>21414</th>\n <td>149475432</td>\n <td>1</td>\n <td>0.000047</td>\n <td>0.000011</td>\n <td>CHEN, Zhi</td>\n <td>UNKNOWN</td>\n <td>CN</td>\n <td>CN</td>\n <td>CHN</td>\n <td>China</td>\n <td></td>\n <td>Asia</td>\n <td></td>\n <td></td>\n <td></td>\n <td></td>\n <td>CHEN, Zhi (CN)</td>\n </tr>\n <tr>\n <th>21415</th>\n <td>149475629</td>\n <td>1</td>\n <td>0.000047</td>\n <td>0.000011</td>\n <td>Du, Jun</td>\n <td>UNKNOWN</td>\n <td>CN</td>\n <td>CN</td>\n <td>CHN</td>\n <td>China</td>\n <td></td>\n <td>Asia</td>\n <td></td>\n <td></td>\n <td></td>\n <td></td>\n <td>Du, Jun (CN)</td>\n </tr>\n <tr>\n <th>21416</th>\n <td>149475736</td>\n <td>1</td>\n <td>0.000047</td>\n <td>0.000011</td>\n <td>Chunlin, Wu</td>\n <td>UNKNOWN</td>\n <td>CN</td>\n <td>CN</td>\n <td>CHN</td>\n <td>China</td>\n <td></td>\n <td>Asia</td>\n <td></td>\n <td></td>\n <td></td>\n <td></td>\n <td>Chunlin, Wu (CN)</td>\n </tr>\n <tr>\n <th>21417</th>\n <td>182805176</td>\n <td>1</td>\n <td>0.000047</td>\n <td>0.000011</td>\n <td>Killine Optical Ltd</td>\n <td>UNKNOWN</td>\n <td>MO</td>\n <td>MO</td>\n <td>MAC</td>\n <td>Macao SAR (China)</td>\n <td></td>\n <td>Asia</td>\n <td></td>\n <td></td>\n <td></td>\n <td></td>\n <td>Killine Optical Ltd (MO)</td>\n </tr>\n </tbody>\n</table>\n<p>21418 rows × 17 columns</p>\n</div>"
},
"execution_count": 183,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# China\n",
"org_collabs_ch = org_collabs[org_collabs[\"Country\"].isin(ch_names)][\"han_id\"].value_counts().reset_index()\n",
"org_collabs_ch[\"percent\"] = org_collabs_ch[\"count\"]/org_collabs[record_col].nunique()\n",
"org_collabs_ch[\"weight\"] = org_collabs_ch[\"count\"]/org_collabs[record_col].size\n",
"org_collabs_ch = org_collabs_ch.merge(pers_han, on='han_id')\n",
"org_collabs_ch[\"org\"] = org_collabs_ch[\"han_name\"].str.strip() + \" (\"+org_collabs_ch[\"person_ctry_code\"]+\")\"\n",
"org_collabs_ch"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 184,
"outputs": [
{
"data": {
"text/plain": "<matplotlib.legend.Legend at 0x24295d9dd00>"
},
"execution_count": 184,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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55ZfcvHmT48ePKwtWpKSkULlyZWbOnEm9evUAiIiIwMfHh169ejFgwACtuoaFhbF7926tPfTU18+6bUFW27dvZ+nSpVy6dAlTU1OqV6/OoEGDlMUtgoODs13xqGrVqgQFBSl1s7OzIywsTKvcwIED2blzp1KPgIAAjh07RlBQkFImPj6e+fPnExoayv379ylWrBht27bFx8cHPb3/dmxJSEhg3rx57N69m3v37mFra0ujRo3o0aOHsgxwdHQ0Xl5efPfddwwaNEijLs9e29HRUclTqVTkz5+fihUrMnDgQCpWrKjkeXp60rdvX1q0aKFxvuDgYAIDAwkPD891WwICAggMDNR5TwEmT55MixYtyMjIYO3atfzyyy9cvXoVCwsLatasSZ8+fTQWLfH29ubYsWMa58ifPz8uLi6MHj2a8uXL67yOp6cnN27cYPXq1VqLyBw6dIju3bvTvHlzpkyZopHn7e3NmTNnOHz4sMbG7Xm977qey5zen6yaNGmisTBLTn+DAJcuXWLu3LlERETw+PFjHB0d6dWrF7Vr11ba9Ow9zCosLIzNmzdrPbdqWduj6/01NjamRIkS+Pn50aBBA+C/v+mLFy8qdbh16xY7duzQWLxGfV/DwsKUTXMBNmzYwPr16/nnn3/IyMjAycmJbt26PXdxmVu3bjF37lwOHTrEw4cPKVmyJF26dOGbb77RKHfnzh0CAgLYv38/Dx8+xN7enhYtWtC5c+dsVz7V9fegTs9p5bS+ffvSvHlzvLy8lDQ9PT0KFChA5cqVGTp0KCVLlsyxXc/6995DLtyQ4PFte/gwnnnz5vDJJ/9t7xIWFoqRkTF9+vRHpVLRv/9g/vjjCPv376NhwyasW7eaL79syDffZG4qPWCAP/369SQuLu6VzIcRQgjx4XprweOoUaMYPHgwADt37mTZsmVs3LhRybewyFyqNjIykidPnvDkyRMiIiKoXr26zvM5OTlhampKVFSUEjzGxMRw48YNzMzMiIyMVI49f/48ycnJGvua7dixgxIlSrB161b69++v9QH54cOH/PTTT0ydOjXXbdy3bx9jx45l/PjxVKpUiYcPHzJ//nw6derErl27lMDA1tZWo+1qhoaGGq9jYmL4+++/NYKV5ORkfvvttxzrERsbS9u2bbGxsWHSpEnY2dlx5swZJk6cyPXr1xkzZgwAiYmJdOjQAUNDQyZMmECpUqW4dOkSM2fO5NChQwQFBZE//39Dt5YtW0azZs0oU6ZMjtcPCAjAzc2N9PR07t+/z8qVK+ncuTO//vprtoHXy7TF19eXdu3aAZnPj5+fH4cPH1bOYW6e+eFo5MiRHDx4kMGDB1OtWjXu3bvHkiVLaN26NStXrtQIrHx9fZVNVDMyMrh+/TqTJk2ib9++7N69WyMAz8rQ0JDw8HCt4HHfvn06g7CYmBgiIyOxsbFhz549tGzZUqtMbu97bqnfn6yMjY2V35/3N3jy5Em6detGkyZNWLx4Mfnz5yc0NJTevXszffp0vv76awICAkhJSVHqHxkZSUBAgHKOQoUK5anObm5uGsfHxsayePFiBg0axI4dO7JdefT69essWLCA/v3753j+UaNGsXPnTvz9/alZsyZpaWns27eP/v37M23aNL766iudx129epUOHTrg7u7O7NmzKVy4MEePHmXs2LE8ePBAeYZu3bpFu3btKF26NLNmzaJIkSKcOXOG6dOn88cff7Bw4cJsnyldGjZsSK1atZRzt27dmg0bNijDEE1NTYmNjQVQ0tPS0oiJiSEgIIBOnToRHByMjY1Nrq8p3g2BgbP48suG3Lv33zY1586dpWLFSsr/Y1QqFa6ulTh7NoqGDZsQGXlCGd4KUKxYcTZu3IaO/yUJIYQQGnL/6eQVMzc3x9raGmtra8zNzdHX11deW1tbK1sG7NixAw8PD6pVq0ZISEi25zMwMODTTz8lKipKSYuIiMDFxYWqVasSERGhpJ86dYry5ctjaWkJZPZE7tmzh169enHr1i2dPSTFixdny5YtOfaePCskJIQWLVrQuHFj7O3tcXZ2ZsaMGSQmJnLw4EGl3LNtV/+o66fm4eGh1eNw9OhRypYtm2M9ZsyYgZGREUuXLqVGjRrY29vTsGFDJk2axJo1a7hy5QoAs2fPJjk5mdWrV1OrVi3s7OyoU6cOa9as4cGDB1q9PTY2NkyYMOG598HCwgJra2uKFCmCk5MTU6ZMwcnJiZkzZz732BdpS/78+ZV7qP4SIut9NTY2Zt++fWzfvp2VK1fSsmVL7Ozs+PTTTwkICMDd3Z2RI0dqXNfU1FQ53sbGhsqVKzNq1Cj+/fdf/v7772zrq+s9U/fgffrpp1rld+7cSfny5fH09Mz2ec/tfc8t9fuT9UcdYEPOf4MZGRmMGDGChg0bMmHCBJydnSlZsiQ9evTA29ubqVOnkpaWhqWlpXJuU1NTDA0NNa6nr6+fpzo/e3z58uWVvQoPHDiQ7XHFixdnyZIlXL16NdsyBw8eZNOmTSxbtoyOHTvi4OBA6dKl6dGjB7169dLY3/JZ48ePp0KFCkpAXqJECdq2bYu/vz8BAQE8fPgQgIkTJ2Jvb8+SJUvw8PBQnuPVq1dz/Phx1q1bl6f7YWxsrNwLdSBeqFAhJS3rlz7qdFtbWypVqsTcuXMxNTVl4cKFebqmePuOHz/G6dORdOnSTSP9/v17WFlZa6QVLFiIu3fvkJCQQELCQ9LS0hg0qC9Nm37J8OGDuHv3zpusuhBCiPfUWwsecyM9PZ3du3fj4eFB3bp12bNnD0lJSdmW9/Dw4MyZM8rriIgIqlatStWqVfnjjz+U9NOnT1O1alXl9ZEjR0hISMDLy4tKlSrp/NBetWpV6tevz/jx45UelOfR09Pj9OnTPHr031LC+fLlIyQkRBnOlxdeXl5agUhYWJgy9FaX5ORkduzYQceOHbX2satbty4rVqygePHipKWlERwcjI+PjzI8Vc3c3BwfHx+Cg4NJS0tT0keMGMGff/7J1q1b89QOlUpF69atOXz4ME+ePMn1cbltS26sX78eT09PypUrp1W33r17c/bsWc6fP5/jOdRfcOQU+NSpU4fo6Gj++ecfJe3UqVNYWFjoHCa4fft2qlSpQt26dfnzzz+Jjo7WKvOi9/1FPO9v8OTJk1y9elXpUcuqR48eBAQE5KkH7WXo6+tjYGCQ42b3zZo1o3z58jkG3xs3bqR27dpavbEAPj4+rFy5Uudxt2/f5ujRo3Tp0kWrV7lVq1YsXrwYU1NT7t27R3h4ON27d9d6dooVK0aLFi1Yv359Tk19pfLly0ezZs3Yu3fvG7umeHlPnz5lypRJDBo0jHz5jJ/Je6K1Z6uRkRHJySk8fpz59zt79nQaNPian36aSXJyCkOHDiA9Pf2N1V8IIcT76Z0OHiMiIrh79y5169albt26PHnyhNDQ0GzLe3h4cO7cOeUfwKzB45kzZ5QPvZGRkRrB444dO3B3d8fCwgIvLy92796tM0gdNWoUN2/eZPny3C0q0KFDB86ePcsXX3zBwIED2bBhAzExMTg4OGjMZcstT09Pzpw5w71794DMD/bh4eE5Bo/Xrl0jKSkJV1dXrTyVSkX16tUxMjLi6tWrJCYm6iwHULlyZeLi4rh27ZqS9sknn9ChQwemTp1KQkJCntpStmxZUlJScuwBetG25MbZs2ezbauzszMmJiYavdjPunPnDrNmzaJcuXKULl0623LqOWVZg/69e/fqfM+uXbvG2bNnqVu3LlWrVsXMzEznFxkvc9/z6nl/gxcuXCB//vw6h9AWKlQIFxcXncNzX7WkpCTmzJlDcnJyjl/M6OnpMW7cOI4ePcrOnTt1ljl16hSVK1fWmWdmZpbtENuLFy+SkZGh87kyMTHBw8MDAwMDzp07l205yPxbu3DhAsnJydm241UrW7YsMTExJCYmvrFripcTGBjIJ584Ua1aDa28zEBR8/lJTk7G2Dif8oVF48bN+OqrRnzyiTNjx07k8uV/OHfujNa5hBBCiKze6eBx+/btODo6Ym9vj7W1NZ9++mmOi+x8+umnJCcn888//3Dz5k1u376Nu7s75cqVw9zcnJMnT3Lv3j1u3rypzHd88uSJRu9dgwYNSEpK0hmkFi1alD59+jBv3jxu3rz53PpXr16dNWvWUL16dcLDwxk9ejR169ZlwoQJGt/w3rx5Ezc3N62fZ3uWihcvjqOjI/v37wcyP+RaWlrmuNCFephc1mGIusTFxQH/zTV9VoECBTTKqakXF/r5559zPP+z1PXJ2iv7PLltS27Ex8dn21aVSoWZmZlGWxcuXKi8LxUrVqRevXoYGhqycOHC5w65fLbHOLve4u3bt2NpaUmVKlUwNDSkTp06bNmyRec5X/S+69K9e3eN5y7rgjDP+xtMSEh4oS9CXtbx48eV+n766adUrlyZw4cPs3jxYo1Fb3RxdXWlXbt2TJ48WWewFBsbqzFkPDk5WetvU9fff26fz/j4eOC/v6lnZfe39jq9yN+jeLt27NjBoUMHqF+/FvXr1yI0dBehobuoX78WVlY2PHhwX6P8gwf3KVzYCgsLSwwMDHBwKKnkWVhYUqCABTExMW+4FUIIId4372zwmJycrNVD06BBAyIiIrIN3PLly4eLiwtRUVHKfEdTU1NUKhVVqlTh5MmTnDp1irJlyyq9B/v37+fRo0fKKoQODg6UL18+2/lmXbp0wd7enh9++CFX7XBzc2Pu3LkcO3aMJUuW8PXXX7NmzRpWrVqllLGxsSEkJETrR9eqjupVISFz0ZWceh0B5UOw+gPr88rdvXtXZ/6dO3c0yqmZmZkxYsQI1q1bx9mzZ3O8RlbqD+3qwMPAwEDnkKn09HRlGGJu25IbFhYW2bY1NTWVBw8eaLS1Xbt2hISEsH79epo2bYqVlRUDBw7M1TBZLy8vTp8+zYMHD7h06RJPnz7V2eu0Y8cO6tSpowSjDRo04Nq1axw/flyr7PPue27up9oPP/yg8dyph2Xm5m/Q0tLylfV+5lRndb6ai4sLISEhBAcHM2jQIPLnz0/Xrl2zXfX4WQMHDiQ9PZ3Zs2dr5VlYWCiBIGTOr1Tfm4ULF5KUlKSznurnJeuxuqi/tFCPIHhWdn9rr5P67zHr3EjxbgsKCmL16l9Zvnwty5evpWbNL6hZ8wuWL1+Ls7MLZ85EkfH/u2dnZGRw5sxpnJ1dMTAwwNHxEy5d+p9yrri4OOLj4yhatFh2lxNCCCGAdzh4/O2335QtGZycnHBycmLq1KlkZGRk2xsDUKVKFc6ePcuxY8c0PkhWrVqVU6dOcfr0aY2VL3fs2AFkbumhvs7//vc/IiIiuHXrltb5DQwMGDt2LOHh4UoPoC6PHj1iwoQJ3L59G8gMbGvVqsWMGTNo2LAhv//+u8Y5HRwctH509eh4eXlx9OhRHj9+TFhYGPXr18/hLkKJEiUwNzfn3LlzOvN79erF77//joODA5aWltmWO3v2LJaWlhpbWKg1atSI6tWrM27cuFzPmbl48SKGhoZKr6m5ubnOXqCEhASlVyS3bcmNihUrZnue8+fPk5aWphHgWVhY4ODgQLly5Zg4cSKlS5fmu+++y1XgZGdnR9myZTlw4EC2Af+FCxe4dOkSW7duVZ5Dde9idl9k5HTfc3M/1YoUKaLx3Knf49z8DTo7O5OUlKQxp1Pt+vXrfPvtt8rfwPMUKFBA5/1UB2NZe+qMjY1xcHCgVKlS+Pj40KNHD4YNG8bp06dzfa2hQ4eyZs0aLly4oJFXsWJFIiMjldcqlUq5N1m3AXqWs7MzKpVKZzCflJRE165duXDhAq6urujr62f7ZcvZs2dxdHTM9RDsV+HixYsUK1bsrfQiixdTvHhx7O1LYGdnj52dPaam+TE1zY+dnT1163qRmJjA7NkzuHLlMrNnz+DJk8d4emb+e9GuXUc2bvyF8PB9XL16hR9/HE/ZsuVxcnJ+y60SQgjxrntng8edO3dSunRptmzZonzrv2XLFqpUqZLjqqseHh6cP3+e06dPawWPf//9N6dOnVLmOyYmJnLo0CF69Oih0fOi7hXMLkj18PCgefPmTJw4Mdt6GBsbs23bNnbv3q2VZ25unuetCdScnJwoVKgQa9asISUlBWfnnP+xNzAwoGHDhqxZs0ZrDkx4eDjh4eHY2NhgYGBAixYtWLp0qdbQtcTERJYvX06LFi2yXYzk+++/58KFCzkG9lkFBwfj6empLHzj6Oio8YFd7fTp0zg5OeWpLbnRtm1bwsLCdAaQgYGBODs7K9d9lkqlYsKECcTHxzNjxoxcXc/Ly4sDBw5kO2R1586dFChQgM2bN2s8i40aNWLXrl3ZLiyU3X3Pzf18ntz8Dbq4uFCmTBlWrFihdbw6MLO2ttbK08XR0ZHLly9r9SyfPn0aExOTHIdnd+vWjXLlyjF69GiNRZ1y0qxZMzw8PPjxxx810tu1a8eBAwd0Phs5DesrVKgQn3/+OStXrlR6fNQ2bdrE8ePHKVq0KIUKFaJevXrMmzdPq663bt1i48aNtGnTJldteBWSk5PZunVrttuPiPdP/vxmTJ36M1FRkXTr5s25c2eYNm02JiYmANStWw8/v0HMmzebbt06kZ6expQpM97I/GQhhBDvt7e2z2NOHj9+THh4OH379tXaB7Bjx44MGDCAyMhInashuru7c/HiRVJTUzXyy5UrR1paGmfOnFF6Hvfu3UtaWho+Pj5aH3Br1arF5s2b6dmzp846DhkyhK+//jrbNujr69OzZ09mzpxJcnIy9erVIzU1ld9//51t27ZpbISelpamcwilSqXCyspKK93T05N58+bp3ANQFz8/P1q3bk23bt3w8/PD1taWiIgIpk2bho+Pj7LVR9++fYmIiMDb25vBgwdTqlQprly5wowZM7C2tsbPzy/ba5QqVYpvv/2W+fPnaw3ljI+P5+7du6Snp3Pv3j2WLVvGuXPn2LRpk1Kmffv2tG/fnvnz59OwYUOePHnC3r172b9/P7/++mue2/I8devWpU2bNvTo0QN/f3+qVKlCbGwsy5cv59SpUxrDinUpVqwY3333HbNnz6Zt27Z88sknOZb38vJixYoV5MuXT2vPR8jsAW/SpAkVKlTQSO/SpQs7duxg3759Orf2yO6+e3t7M2jQIOzt7alZsyYPHz5k06ZNXL16NVfPTV7+Br///nu6d++Onp4e7du3x8DAgG3btrFq1SpmzZqV62043N3dKV++PP3792fgwIEUKlSI8+fPM2XKFDp16qS172lW+vr6jBkzhg4dOrB27Vq8vb1zdc2xY8fSrFkzjbTatWvTvn17unbtip+fH59//jkZGRns27ePhQsXUrZs2WyHlI4YMYL27dvTv39/vv32W8zNzdm/fz+zZs1i8ODBypDVUaNG0aFDB7p3707v3r0pVqwY586dY+rUqVStWpUOHTpkW+cnT55w6NAhjTQLCwsqVaqUqzY/ePCAfPnykZ6ezs2bNwkICODx48d07949V8erOVgV4HFyap6OEa9GKRvt+dpZ920EcHJyYdmyNdmeo2nT5jRt2vxVV00IIcQH7p0MHsPDw0lJSeGbb77RyqtXrx7W1tZs3rxZZ/Bobm6Og4MDJiYmyresgDLv8X//+58SkG3fvp0vvvhCZ89I+/bt6dmzJ6dOndJZx0KFCjFo0CC+//77bNvRrVs3LCwsWLduHfPnzwcye2oWL16Mi4uLUu727dvUrFlT63h9fX3++usvrXQvLy9Wr1793PmOatbW1qxbt46AgAD8/f2Ji4ujRIkS9OvXj/bt2yvl8ufPT1BQEIsWLWLcuHHExMRQpEgRGjVqRI8ePbS28HhWz5492b59u1a6OujU09OjcOHCuLu788svv2isUurq6srChQuZO3cuixYtQqVS4eTkxJIlSzQCqty2JTcmTJiAq6srq1atYvz48ZiZmVGzZk02btyoc3jus3x9fdm0aRMTJ05k7dq1OZZ1cXGhQIEC1KhRQyuYOnXqFNHR0bRq1UrruIoVK+Ls7MzmzZt1Bo+g+77Xq1ePyZMns3TpUn766ScMDQ1xc3Nj9erVueoJzMvfYPXq1Vm5ciXz5s2jS5cuJCcn4+joyMKFC5WN63NDT0+PJUuWMG3aNPr06UN8fDy2tra0bds2V4FN5cqVadq0KXPmzKFRo0a5umaZMmXw9fXV2uNw9OjRVK5cmbVr1zJnzhxSUlIoW7YsAwYMoG3btlpbxaiVLVuWtWvXEhAQQK9evXj06BGlS5dm0qRJNGnSRClXpEgR1q9fz7x58/D39+fBgwfY29vTrl07OnfunOP2Jvfv39e6H+7u7rneG7J169ZA5v9fbGxsqFGjBhMmTMjzaIgxbT7LU3nxaqWlpZOenvH8gkIIIcQrpMp4dnyVEEII8RyxsR/PyqwFC+Z/59qbnp7xyoNHlQqsrMy5dy+Bj+GTgbT3w/UxtRWkvR+yV9lW9ble1jvZ8yiEEEK8rFcRYKmnAaalpX/wH1KEEEKI55HgUQghRJ4VLPjub+uRnpZGbNxjJYBMTk6mW7dODBw4FHd3DyZNGseuXdpD7d3dPZgzZwEA+/fvY8mSBdy+fRtX10oMGzYaW9uib7QdQgghxLtCgkchhBB5dn/rWJJvn3/b1ciWoVVprFpMQU9PRXp6Bk+fPmX8+NFcuXJZKdO/vz89e/ZVXt+6dYt+/b6jVat2AJw5c5qxY0fx/fffU66cM4GBsxk7diQLFy5/4+0RQggh3gUSPAohPnqOjo6sWrVKY3sftYCAAI4dO6axQvKrEB0djZeXF2FhYdjZ2eHp6Unfvn1p0aLFS9X3TUm5f5WUdzh4zOrKlcuMHz9aawsVMzMzjb0tJ00aR926XnzxRR0A1q1bzZdfNqRdu3bcu5fAgAH+9OvXk7i4uGxX3BVCCCE+ZO/sPo9CCPEu8PX1JSAg4LVfZ+PGjTRs2PC1X+djdOrUSdzdK+fYY3j8+DFOnYqkR48+Slpk5Alq166rvC5WrDgbN26TwFEIIcRHS3oehRAiB/nzv5m5fXndKkPkXvPm2tvgPGv16hU0bNiYIkVsAUhISCAh4SFpaWl069aNv/46j5OTM4MHD8fa2uZ1V1kIIYR4J0nPoxBC5CAgIABvb28AgoOD8fT01Mj39vZ+JT2Tnp6eBAcHK+ecP38+3bp1o2LFinz55Zf89ttvGuWPHz9OkyZNcHV1pVOnTty4cQOAiIgIHB0dNcoOHz6c4cOHA5CRkcGCBQvw9PTExcWFmjVrEhgY+NL1f5/duBHNyZPHadmyrZL2+HESALNmTadJkyZMnTqT5OQUhg4dQHp6+tuqqhBCCPFWSfAohBDvoAULFtCoUSO2b99OhQoVGDNmjEbQsmHDBkaPHs3GjRuJj49n+vTpuTpvSEgIK1euZNKkSezevZs+ffoQEBDAuXPnXldT3nkHD4ZTtmx5SpUqraTp6+sD0KRJM7755hs++cSZsWMncvnyP5w7d+ZtVVUIIYR4qyR4FEKId1Dt2rVp0aIFJUqUoFevXty6dYu7d+8q+b169aJatWo4OjrSqlUrLly4kKvzFi1alMmTJ1OjRg3s7Oxo37491tbW/O9//3tdTXnnRUQcVRbJUbOwsMTAwIASJUpqpBUoYMGdOzFvtoJCCCHEO0LmPAohxDuoZMmSyu/qFUFTU1OVtBIlSii/m5ub8/Tp01ydt3r16pw+fZoZM2bwzz//cP78ee7evfvRDsXMyMjg/Pm/8PHx1Ug3MDDA0fETLl36L6iOi4sjPj4OW9tib7qaQgghxDtBeh6FECKXVCqVVlrWgC4njx490hgaqt42wsBA93d4hoaGWmlZt5rQ09P9v+/n1XHDhg106dKFp0+f0qBBA1asWIGtrW2u2vAhun37FklJjyhZspRWXrt2Hdm48Rd27drF1atX+PHH8ZQtWx4nJ+e3UFMhhBDi7ZOeRyGEyCVDQ0MePXqkvM7IyCA6OjpXxx47dozBgwdz4sQJVCoViYmJqFQqLCwsXnkdARITE5Uey+joaKUnc926dfTp04dvv/0WgIcPH3L//n2tPRA/Fg8ePADA3LyAVl7duvVITExg2rRp3Lt3Dze3ykyZMkNngC6EEEJ8DCR4FEIIICoqSmvoZ5UqVTReu7i4EBcXR1BQEHXq1CEoKIj4+HglPzk5mfj4eAoVKqQsuKLm6upKWloaK1euxNPTk7lz5+Lu7o6JickrbUe5cuUwNjZmwYIFtG3blj179vDXX38pwWPBggU5evQoXl5ePHr0iJ9//pmUlBSSk5PzdB3DwiXJSHn8Suv+KhlaldaZfvjwcY3Xzs4uWmlZNW3aHF9fH+7dS+Ajja+FEEIIhQSPQggBOlcrDQ0N1XhdsmRJhg0bxvz585k1axYtWrTgyy+/VPIjIyPx8fEhLCwMOzs7jWOtrKyYOnUqM2fO5Oeff6ZixYpMmTLllbfDzMyMiRMn8vPPPxMUFET9+vXp2LEjsbGxAIwcOZKRI0fSrFkzChcuzNdff42JiQnnz5/P03UKNx3/yuv+qqWnpZGeLhGfEEII8aqoMj7WsUpCCPEaDBs2DH9/f6ytrd92VV6r2NhHzy/0lqWnZ7x08KhSgZWV+UfR8/gxtRWkvR+yj6mtIO39kL3KtqrP9bJkwRwhhHhFrl27xoMHDz74wFEIIYQQHycZtiqEEK+Ivb098+fPf9vVeCMKFsz/tqvwXGlp6cTFJZGenkFycjLdunVi4MChuLt7MGnSOHbt2q51jLu7B3PmLNBI27VrFwMGDMhxbqQQQgjxMZDgUQjxznB0dARg//79FCumuZfeunXrGDduHH379sXPz4/g4GBGjBih8zxVq1YlKCiI6OhovLy8lHQ9PT0KFChA5cqVGTp0qMZeip6envTt25cWLVponMvb25szZ85w+PBhZfVSb29vjh07lm07wsLC2Lx5M4GBgTrzmzdvzpQpUwgODiYwMJDw8HAlLyMjg2HDhhEeHk5QUBCffPKJxrHqNqnnVQ4fPpywsDB2795N4cKFNco6OjqyatUqqlWrpqSFhISwZs0aLl26RP78+fn8888ZMGAARYsWzbY9ukxc/zsXbj7I0zFvUikbC37oUAs9PRWPHz9h/PjRXLlyWcnv39+fnj37Kq9v3bpFv37f0apVO43zJCQkMGnSpDdWbyGEEOJdJsGjEOKdYmhoSHh4OJ06ddJI37dvn9YWCba2tmzcuFHnObLasGEDRYsWJS0tjZiYGAICAujUqRPBwcHY2NhkW5eYmBgiIyOxsbFhz549tGzZEoCAgABSUlIAWLZsGZGRkQQEBCjHFSpUCAA3NzeNdDVjY+Nsrzl16lRCQ0NZunSpVuCYnYcPH/LTTz8xderUHMtNnjyZkJAQ/P39qVq1KnFxccyePZtOnTqxYcMGpd658e+9h1y48e4Gj2pXrlxmzJiRWluRmJmZKV8GAEyaNI66db344os6GuXmzp2Nvb09d+/efRPVFUIIId5pMudRCPFO8fDw0OiJg8w9CyMjI3FyctJI19fXx9raWuvH0tJSo1yhQoWwtrbG1taWSpUqMXfuXExNTVm4cGGOddm5cyfly5fH09OTkJAQJd3S0lK5lqmpKYaGhhrXV2/T8Wy6+sfcXPeE9aVLlxIUFERgYCCVK1fO5R2D4sWLs2XLlhx7Q48fP87KlSuZO3curVu3xsHBQbkXqamprFy5MtfXe5+cPHkCd/fKLFy4PNsyx48f49SpSHr06KORHhl5gsjIE/Ts2fN1V1MIIYR4L0jwKIR4p3h5eXHs2DESExOVtAMHDuDh4UH+/K9mnl2+fPlo1qwZe/fuzbHc9u3bqVKlCnXr1uXPP/8kOjr6lVxfl5CQEGbOnMmMGTOoWbNmno6tWrUq9evXZ/z48UqPqK7zV6xYEQ8PD410ExMT5s+fT8eOHV+47u+yli1b06/f4Bx7e1evXkHDho0pUsRWSUtOTmbq1EkMGjQsx2OFEEKIj4kEj0KId0r58uUpUqQIhw4dUtL27t1LvXr1Xul1ypYtS0xMjEaQmtW1a9c4e/YsdevWpWrVqpiZmWn0Pr5Khw4dYvTo0TRr1kxj38i8GDVqFDdv3mT5ct09bBcuXMDV1VVnnpOTU47Ddz9kN25Ec/LkcVq2bKuRvmLFEsqXr0C1atXfUs2EEEKId48Ej0KId46Xl5cydDU5OZkjR45oLHyjdvPmTdzc3LR+tm7d+txrqIeOPnqke7/C7du3Y2lpSZUqVTA0NKROnTps2bIlT+04fvy4zvodP/7fqp2xsbH0798fNzc3tm/fzpUrV/J0DbWiRYvSp08f5s2bx82bN7XyExISNOb4iUwHD4ZTtmx5SpUqraRdvnyJrVs307//4LdYMyGEEOLdIwvmCCHeOV5eXvTr14/U1FSOHj1K+fLltVYSBbCxsSEoKEgrXVfZZ6l7HLMbCrtjxw7q1KmjzF9s0KAB27Zt4/jx41pDP7Pj4uLC9OnTtdKLFCmi/J6UlESvXr3o27cvrVu3ZsSIEaxduxY9vbx/t9elSxe2bNnCDz/8wLx58zTyLC0tefjwYZ7P+aGLiDiqtUjOgQPhJCQ8pG3bbwBIT08HoH79WgwZMpIGDb5+w7UUQggh3g0SPAoh3jnqxWJOnDjBvn37qF+/vs5yBgYGODg4vNA1Ll68SLFixXT2xl24cIFLly5x+fJltm3bppEXEhKS6+DR2Nj4ufWztbVlwIABAEycOJE2bdqwYsUKfH19c9eQLAwMDBg7diydOnVi//79GnnOzs6cPXtW53ErV67k3r17DB78cfW0ZWRkcP78X/j4aN7rVq3aKgGiSgXXrl1iyJAhLF++Nk8r0gohhBAfGhm2KoR45xgYGFC7dm3Cw8PZv3//K5/vmJyczNatW/nqq6905u/cuZMCBQqwefNmQkJClJ9GjRqxa9cunjx58srqou7ZhMyeys6dOzN79uwXHr7q4eFB8+bNmThxokZ6kyZNiIqK4sSJExrpjx49YuXKlaSlpb3Q9d5nt2/fIinpESVLltJIL1DAAjs7e+VH3VNsZ2ePqemrWbRJCCGEeB9J8CiEeCd5eXmxYcMGChcujL29vc4yaWlp3L17V+vn3r17GuUePHjA3bt3lX0be/bsyePHj+nevbvO8+7YsYMmTZpQoUIFypcvr/x06dKFxMRE9u3bl6s2pKSk6KzfgwfZ74/Yr18/rKysGDFihDJcMq+GDBmiNZfTzc2N1q1b07t3bzZu3Mi1a9c4duwY3bt3R09PL9t78SFTvw/m5gXeck2EEEKI94MMWxVCvJNq1qxJampqjr2Ot2/f1rmthb6+Pn/99ZfyunXr1kq6jY0NNWrUYMKECTqHIJ46dYro6GhatWqllVexYkWcnZ3ZvHkzjRs3fm4bIiMjddavRIkS2W4TYmJiwvjx4+nWrRsrV66ka9euz73OswoVKsSgQYP4/vvvNdLHjx9PmTJlWLlyJT/88AMFChTg888/5+eff6ZgwYJ5uoaDVQEeJ6fmuW5vSikbC620w4ePa7x2dnbRStOlWrVqHDlynIyMV1Y9IYQQ4r2kysiQfw6FEEJ8eNLS0omLSyI9/cX/mVOpwMrKnHv3Ej744PFjaitIez9kH1NbQdr7IXuVbVWf62VJz6MQQog8i43VvcXJuyQ9PeOlAkchhBBCaJI5j0IIIT44EjgKIYQQr570PAohhMizggXf7VVHnx2ympycTLdunRg4cCju7h5MmjSOXbu2ax3n7u7BnDkLyMjIYM2alWzZEszDh/FUqODEgAFDKFWq9JtuihBCCPHOkODxPeDo6Ejjxo2ZMWOGRnpwcDCBgYGEh4cD4O3tTdWqVfHz8yMiIgIfHx8mTJhA27ZtNY4bPnw4AFOmTFHSrl+/zoIFCzh8+DD379/H2toaLy8v+vbti6WlJQABAQEEBgYqxxgZGVG6dGkGDRpE7dq1Na5x5swZAgMDOXHiBOnp6Tg6OtKtW7dcbbmwd+9eVq1axcWLF3n69Clly5alQ4cOtGzZUinj7e3NsWPHdB4/efJkWrRooVXfrJo3b86UKVO07qHaL7/8wvjx4wkODuaTTz7RyJs/fz7Lli1j586dWFtba507KSmJzz77DCcnJ9auXauRp35fLl68qHVc1vfP0dFR980BihcvrtT36tWrzJkzhyNHjvD06VNKly5Nhw4dNBZ7CQ4OZsSIEVSrVo1Vq1Zpna9NmzacPn2asLAw7OzsAEhISGDevHns3r2be/fuYWtrS6NGjejRowempqYAREdH4+XlpZxHT0+PwoUL06xZMwYOHIiBQeb/XrI+b+pjsl4rK3VddalatSpBQUFa6ep7mpWhoSE2NjY0b94cPz8/jbxNmzYxZ84cnjx5Qvfu3fn222818j09Pblx4wYAKpUKExMTHB0d6dOnD7Vq1dJZN7X4+Hjmz59PaGgo9+/fp1ixYrRt2xYfHx/09P4b6JGb+5tdO599dnS1Pyv1s571mVKpVOTPn5+KFSsycOBAKlasmGO7dJm4/ncu3Mx+1di3qZSNBT90qIWenor09AyePn3K+PGjuXLlslKmf39/evbsq7y+desW/fp9R6tW7QDYsmUTv/yympEjx1Kx4icEBs7H378fa9ZsxNjY+I23SQghhHgXSPD4nti+fTutWrWiRo0aeTpu5syZ1K9fP8eNrS9cuEDnzp1xcXFh5syZFC1alH///ZfZs2fTtWtXNmzYoAQCbm5uBAQEAPD48WP27NmDn58fO3fuVIKB3377jd69e9OmTRsGDhxIvnz52L9/P4MHD6ZXr1707Nkz27rMmzePefPm0bt3b8aNG4eRkRGHDx9m8uTJxMfHa2yc7uvrq3MjdXPz/yYDZ61vVs/78NemTRs2bNjAxIkTNQLAW7dusXDhQoYPH64zcAQIDw/H2tqakydPcv369Wy3mcjJ4cOHld/9/Pxwc3NT2qreF/D8+fP4+PhQq1YtFi9ejKWlJREREUybNo2oqCgmTJignMPQ0JATJ07w8OFDChT4b1uCmJgYrY3jExMT6dChA4aGhkyYMIFSpUpx6dIlZs6cyaFDhwgKCiJ//v96nTZs2EDRokVJS0vjypUrDB8+HAsLC3r06JHndgPY2tqyceNGrXRDQ8Mcj8t6zx4/fkxYWBg//fQT9vb2fPPNNwD8888/jB07lsDAQFQqFb169VIC/axGjhxJw4YNSU9PJz4+npCQEL777juWLFnCZ599pvP6sbGxtG3bFhsbGyZNmoSdnR1nzpxh4sSJXL9+nTFjxgB5v7/P4+bmptH2mjVrEhAQgJubG6D5rKvT09PTuX//PitXrqRz5878+uuvlC9fPtfXBPj33kMu3Hg3g8esrly5zPjxo3l2bTgzMzPMzMyU15MmjaNuXS+++KIOADt3bqddu058/nktrKzMGTJkBF99VZczZ05RpUr1N9kEIYQQ4p0hweN7onjx4kyYMIEtW7ZgZGSU6+Py58/PtGnTmDx5crZlRo8eTaVKlVi4cCEqlQqAYsWK4erqqvQSffnll0DmB/isQVP37t3ZtGkT4eHh+Pj48PTpU4YPH46vry8DBw5UypUqVQo7OzsGDBhAnTp1qFChglY9Ll68SGBgINOnT6dhw4ZKevv27TE1NWXSpEn4+PgogaypqWm2AZzas/XNLT09PcaOHUvbtm3Ztm0bTZo0AeCnn36iQoUKWr25WW3fvp169epx5MgRQkJCtHq+ciNrnQ0NDXW2dfjw4dSuXZvp06craSVKlKBChQq0adMGT09P6tSpA4CNjQ36+vocPHhQaQtAWFgYFStWJDIyUkmbPXs2ycnJ/Prrr0ovmJ2dHZUrV6ZJkyYEBgYybNgwpXyhQoWUutna2tKxY0d27dr1wsGjvr7+C71nzx7TtWtXDh06xN69e5Xg8fLly5iYmPDFF1+gUqkwNTXl+vXrWsGjubm5cr4iRYowdOhQ7t69y+TJk9m2bZvO68+YMQMjIyOWLl1Kvnz5ALC3t8fY2JjevXvTqVMnSpUqlef7+zxGRkZabbewsNB5D7OmFylSROkNnjlzJgsWLMj1Nd8np06dxN29Mj169KFePe1tUwCOHz/GqVORrFu3SUnr02cARYsW1SiXkZFBYmLia62vEEII8S6TBXPeEwMGDCAmJoalS5fm6bhRo0axefNmTpw4oTP/4sWLnDlzBj8/PyVwVDMzM2PTpk3Ur18/x2tkHWYXHh5OXFyc1lBAgAYNGlCmTBk2bdqklQewefNmypQpoxE4qn399dds3bpVCRzfhIoVK9K6dWumT5/OkydP+PPPP9m3bx8TJkzQuldq8fHxHD58GA8PD+rWrUtISIhWj8erEBUVxYULF3T24rq6ulK7dm3Wr1+vke7l5aU1PDcsLExjKHFaWhrBwcH4+PhoDZ80NzfHx8eH4OBg0tLSsq2biYnJizTptTAyMlJ6agEqVarEkydPWLVqFatXr0ZfX5/q1XPXi9S2bVv+/vtv/v33X6285ORkduzYQceOHZXAUa1u3bqsWLGC4sWLv5L7+yqpVCpat27N4cOHefLkyRu55pvWvHkr+vUbnONog9WrV9CwYWOKFLFV0ipV+hQbmyLK623bQkhLS6NixU9fZ3WFEEKId5oEj++JIkWK0K9fPxYsWMD169dzfZyXlxd169Zl3LhxpKZqb+h9+vRpTExMcHFx0Xm8nZ2dxlytrDIyMti3bx9Xr15VAsyzZ89SsmRJjaGjWbm7u3PmzBmdeadOncLd3V1nnpGREba2tjrzXqdBgwbx9OlTVq1axZQpU+jatWuOw/tCQ0PR19fns88+w8vLi+joaI4ff/4m5Hl19uxZTE1NKVOmjM58d3d3oqKiNNK8vLz47bffSElJATLn3UVGRvLFF18oZa5evUpiYiKurq46z1u5cmXi4uK4du2azvxbt26xYcMGmjZt+iLNemXS0tLYs2cPR44c4auvvlLSbWxs8PX1ZcqUKaxYsYLly5djYaG9mbwu6nt96dIlrbxr166RlJSk876pVCqqV6+OkZHRS9/f16Fs2bKkpKRw9erVN3bNd8mNG9GcPHmcli2zH01w+vRpAgNn0b69N4ULW73B2gkhhBDvFhm2+h7x9vYmODiYSZMm5WmI2ejRo2nUqBErV66kW7duGnmxsbGYm5tr9KTNmTOH5cuXK6+bNGmizJ87fvy4MpcqOTmZ1NRUfHx8lOFd8fHxGnPqnmVhYUFsbKzOvNjYWGVxHrV69epx//595fXixYvx8PAAYOHChSxbtkzrPFmHYGatb1ZZz5MTS0tLBg8ezLhx4yhatCh9+vTJsfyOHTv47LPPMDExwdXVFVtbWzZv3kyVKlWee628iI+P13rfsrKwsCAuLk4jzd3dHX19ff78808+++wzDhw4QJUqVTR6wNTHZBdQqd/buLg4Zfhj48aNUalUpKen8+TJExwcHGjWrNkLt+3mzZs637Px48fnGJRmPebp06cUK1aMESNGaPRkb9y4kVWrVuHg4EBKSgr29vYkJyejp6f33F5t9Rcijx5p72/48OFDjTLZycv9fVNyatfH4ODBcMqWLZ/tKqpnz0bh79+f6tU/49tvs5+vLYQQQnwMJHh8j+jr6zNu3Dg6dOjAvn37cn1c8eLF6d27N4GBgTRq1Egjr0CBAiQkJGikeXt7Kx/+p0+fTnJyspLn4uKizLFLSUnh/Pnz/PDDD1hYWNC3b18sLCy4d+9etnW5c+cOBQsW1JlnYWGhfAhXW7FihTKEr0GDBhrD+dq1a4e3t3eObc9a36yKFCmio7RurVq1Yvbs2fj6+uY49O3u3bscO3aMiRMnApk9TvXr1yc4OJgxY8ZgYmKiBCjp6elaPbrp6em5HpZrYWHBgwcPdJ4HMu/zs4G4vr4+devWJTw8nM8++4x9+/ZprX6rPubu3bs4ODjoPG/WcgCLFi2iSJEipKenc+/ePebPn0+HDh3YunVrnubnqtnY2OhcVbVw4cI5HhcSEgL8tyiOl5cXHTt2VPIjIyMZN24cc+fOxdXVlW+++YYxY8ZQqVIlgoKCtIb0Pks91y3rIitq6vsRHx+f4zle5P6+bjm162MQEXFUWSTnWSdPHmfYsIHUrFmT0aMnZjsKQwghhPhYyL+E7xl3d3datmzJpEmTePz4ca6P69q1K0WLFmXSpEka6ZUqVeLx48dcuHBBSStYsCAODg44ODhorfpobGys5JUtW5YmTZrg6+urfNivVKkSN2/ezLZ38dy5c9kOkX124RbIHDarvt6zLCwslLysP9nVN+tPXpbaV6lUGBkZPfeYXbt2kZaWxpgxY3BycsLJyYk1a9bw6NEj9u7dC/zXs/RswA5orYSak0qVKpGSksLff/+tM//s2bM6h0aq5z0mJydz5MgRja02ABwcHLC0tOTcuXPZntfS0lJjBdlixYrh4OBAqVKlqFKlClOmTOHKlSscOXIkV215loGBgc737HnBjbqcp6cns2fPZtWqVRo96Lt27eLzzz+ndu3aFCpUiJkzZ7J3717mzp2rMXQ3O+otMsqVK6eVV6JECczNzbO9b7169eL3339/ofv7ul28eBFDQ0NKliz5xq75rsjIyOD8+b9wda2klXf58iWGDx9M9eqfMWvWrDc631oIIYR4V0nw+B7y9/cnKSkpT4vnGBoaMnbsWEJDQzX2R3RycsLV1ZV58+ZpHZORkcHdu3efe+6MjAzS09MB+OKLL7C2ttZ5vt27d/PPP/9o7NeYVatWrfjf//5HWFiYVl5MTMxz6/G27dy5kxo1ahASEqL8bNmyhRIlSii9YurA9dSpUxrHPnz4kCtXrmjtKZkdZ2dnXFxcmDNnjlZeVFQUBw8epHXr1lp5n3/+Offu3WPVqlVUqFBBawsXAwMDWrRowdKlS7WGMSYmJrJ8+XJatGiR4wdp9QJBb2rRF13c3d3p0KEDs2bNUvZsNDEx4cGD/7aW8PDwoGXLliQkJFCzpu5VOLPatGkTzs7OOgM7AwMDGjZsyJo1azR66iFzEanw8HBsbGxeyf191YKDg/H09NRa6OdjcPv2LZKSHlGyZCmtvGnTfsTGpgh+fgOJjY3l/v173L9/j6dPP8yFhYQQQojckK9S30MFCxbE39+f0aNHU7x48VwfV61aNZo2bcrWrVs10qdMmULnzp3p2bMnXbp0wd7ensuXL7NkyRL+/PNPvv/+e6VsSkqKElBmZGRw8eJFVq1axddffw1k9vRNnjyZXr16kZGRQevWrTE1NWX//v38/PPP9OvXL9sAqUKFCgwePJhBgwbx3XffUa9ePfLly8fhw4eZN28etra2Gu1NSkrSGdyamJgovVRZ65uVvr6+Ejg9efKEQ4cOaeRbWFhQqZJ2b0R2oqOjiYyMZPbs2VoL6rRt25YZM2YQExNDkSJFaNOmDePHj2fs2LGULVuWmzdvEhAQgIuLi865ftmZPHkyPj4+DB48mC5dulCwYEH+/PNPpk2bRuvWrfH09NQ6xtTUlM8++4x58+bRr18/neft27cvEREReHt7M3jwYEqVKsWVK1eYMWMG1tbWWluPPHjwQAk84uLimDVrFgULFsxxFdM///yTy5cva6TVqlULyAw6db1nKpUKK6vcL1bSv39/du7cyZQpUwgICKBp06YsXbqUwMBAmjRpwh9//MG2bdtwdnZm3LhxlCxZkrJlywKZPcN3794lIyOD2NhYNm7cyM6dO3XOsVXz8/OjdevWdOvWDT8/P2xtbZV9N318fJRz5/X+PuvZZzVfvnxUq1YtV/ckPj6eu3fvKkOMly1bxrlz57JdAflDp/4ywdxcs8f//v17nDmTueBUixaNNfJGjhxLw4ZNEEIIIT5GEjy+p1q1asWmTZuUOVK5NWzYMA4cOKCRVrZsWTZv3syiRYsYOXKkMl+uRo0abNq0SSPYi4yMVHpp9PT0sLa2plmzZhqBSI0aNVi3bh1z586lc+fOPH36lE8++YRp06ZpzbF7lq+vLxUqVGD58uWsWrWKpKQkHBwc6NChAz4+PhoLkixbtkznh/lWrVopw3Oz1jerEiVKKENJ79+/T/fu3TXy3d3dWbduXY51zWrnzp0ULFhQZ8DWokULZs+ezZYtW+jRowfDhg3DwsKCH374gdu3b2NhYUGdOnUYMmRItgvg6FK+fHk2bNhAYGAgvXr1IjExkdKlSzNw4ECdvY5qXl5e7N+/P9v3In/+/AQFBbFo0SLGjRunBL2NGjWiR48eWltMZL2WmZkZlStXZtmyZTkOMx0+fLhWmnoo5+3bt3W+Z/r6+vz111/ZnvNZBQoUYNCgQYwePZrff/+dzz77jLlz5zJ16lQWLFhAyZIl+emnn6hduza9e/fm4sWLSoD3448/8uOPP6JSqShUqBBOTk6sWLEix0WWrK2tWbduHQEBAfj7+xMXF0eJEiXo168f7du3V8rl9f4+69lntUiRIloBZXbUgamenh6FCxfG3d2dX375hdKldS8WkxMHqwI8TtZewfldUMpG94JEhw9rrnzs7OyilQZQuLCVkq5SgZWVOffuJfAadt0RQggh3iuqjNexCZ0QQrxHMjIy8hS4i3dfWlo6cXFJpKe/3D9xH1Pw+DG1FaS9H7KPqa0g7f2Qvcq2qs/1sqTnUQjx0ZPAMe9iY9/trT3S0zNeOnAUQgghhCZZMEcIIcR7Jz09g9TUdFJT00lKekL79q04duyYknb06O907tweT8/P6dy5PUePaq7+Gxl5gi5dOuDl9Tk9enThf//TvXKxEEIIIf4jPY9CCCHyrGDB/M8v9Bqlp6URG/eYx4+fMH78aK5c+W8Bpujo64wc6U+PHr2pWbM2v/12gJEj/Vm7dhNFixbj5s0b+Pv3o2PHztSv/xVr1wYxYsRg1q0LxtDQ8K21SQghhHjXSfAohBAvwdPTU9kOJKu8Lrr0IiIiIvDx8dFIMzQ0xMbGhubNmz935VY19QJGU6ZMyfW1728dS/Lt87mv7CtkaFUaqxZT+PffK4wZM5Jnp+7fuRND06YtaNu2IwDt2nVi5cpl/PXXOYoWLcamTb/i5OSCr28PAPr3H4yPT1uuXr1CuXLlta4nhBBCiEwSPAohxEsaOXIkDRs21Eh7kz1Yhw8fVn5//PgxYWFh/PTTT9jb2/PNN9889/hRo0bl+Zop96+S8paCR7WTJ0/g7l6ZHj36UK/efyv0urt74O6euTJuamoqu3dvJyUlGScnZyBzyGrW7TaMjY1Zv37Lm628EEII8R6S4FEIIV6Subk51tbWb+36z167a9euHDp0iL179+YqeMy6Bc77pGXL1qSmpmebHx19nY4dW5GWlkbPnn0pWrQYADdv3sDY2JjRo4dx+nQkpUqVZuDAoZQqlfctS4QQQoiPiSyYI4QQr1FiYiIjRoygRo0auLi48NVXX7Fv3z4l39HRkS1bttC4cWNcXFzo0KED169ff+nrGhkZoa+vD0BwcLDWHqTe3t4EBAQAmcNWde29+b6ztCzI4sUrGTRoGMuWLeLAgTAgs3d2/vwAPv3UjenT52BjU4QBA3qTlJT0lmsshBBCvNskeBRCiNdo0qRJXLlyhWXLlrF9+3Y8PDwYNWoUycnJSpmAgABGjRpFcHAwsbGxzJo164Wvl5aWxp49ezhy5AhfffXVK2jB+8vMzIzy5SvQokVrGjduxsaNvwKgr6/P559/QatW7XB0rMCwYaNJT0/n8OFDb7nGQgghxLtNhq0KIcRLGjt2LBMnTtRIO3LkCKamplSpUoWuXbtSvnzmQiy+vr5s2LCB+/fvU7RoUSBzmGmNGjUAaN++PWvWrMnT9d3c3JTfnz59SrFixRgxYoTWPMyPxeXL/5CQ8JBKlf67LyVLliYy8gQAhQtbUaKEg5JnaGiIrW1R7ty5/cbrKoQQQrxPJHgUQoiX1K9fPxo0aKCRZmJiAsA333zDvn37WL9+PZcvX+bcuXNAZg+hmoPDf4GMmZkZKSkpebp+SEgIAP/88w9jx47Fy8uLjh07vkhTPghHjvzGrl3bWLNmIyqVCoCLF8/j4FAKACcnFy5d+p9SPiUlhVu3bihzIoUQQgihmwSPQgjxkgoXLqwRAGY1dOhQIiMjadasGe3bt8fa2pq2bdtqlHnZlVnV13ZwcMDS0pKOHTtia2tL165dAZQAKqvU1NSXuua77Msvv2b16uXMnx9AkybfcOzYH4SG7mLBguUAtGnTgb59u7N580Y8PKqydu0qjIzy8dlntd5yzYUQQoh3m8x5FEKI1yQxMZHt27fz888/069fP+rXr098fDyA1t6Er4q7uzsdOnRg1qxZyv6ThoaGPHr0SCmTkZFBdHT0a7n+u8DGpggzZgRy6tRJunRpz+bNG5g4cQqOjhUAcHZ2YcKEyWzYsI7Ondtx9eoVpk+fo/QWCyGEEEI36XkUQojXxMjICBMTE0JDQylUqBBXrlxhwoQJABoL5uTkwYMH5MuXj/z58+f6uv3792fnzp1MmTKFgIAAXFxciIuLIygoiDp16hAUFKQEsS/KsHBJMlIev9Q5XvjaVtpbahw+fFzjtYuLK4sWrcj2HLVq1aFWrTqvuGZCCCHEh02CRyGEeE2MjIyYNm0aP/30E0FBQdjZ2dGrVy9mzZrF+fPnKVOmzHPP0apVK5o3b46fn1+ur1ugQAEGDRrE6NGj+f333/nss88YNmwY8+fPZ9asWbRo0YIvv/zyZZpG4abjX+r4l5WelkZ6+uvpvRVCCCGEbqqM1zV2SgghxEv7448/iIqKokePHm+7KhpiYx89v9BrlJ6e8UaCR5UKrKzMuXcvgQ/9X8uPqa0g7f2QfUxtBWnvh+xVtlV9rpclcx6FEOIdFhQURN26dd92Nd4pbypwFEIIIYQmGbYqhBDvsFmzZr30aqyvQ8GCuZ+D+aqlp6URG/eY9PQMkpOT6datEwMHDsXd3QOAiIijzJs3h+vXr2FvX4KePftSo8bnyvG//LKa9evXER8fR6VKbgwcOBR7+xJvqzlCCCHEe0OCRyGEeIe9i4EjwP2tY0m+ff6NX9fQqjRWLaagp6fi8eMnjB8/mitXLiv50dHXGTnSnx49elOzZm1+++0AI0f6s3btJooWLUZo6C5WrFjC2LE/YGdXgmXLFjFs2ECNPSGFEEIIoZsEj0IIoYOjoyOrVq2iWrVqr+X8jx49YtGiRezcuZOYmBiKFClCo0aN6NGjB6ampgBER0fj5eVFWFgYdnZ2r6UeAAEBARw7doygoKBcH5Ny/yopbyF4VLty5TJjxozU2vLkzp0YmjZtQdu2HQFo164TK1cu46+/zlG0aDESExPp1asfNWrUBKBjx8506dKeuLhYChYs9MbbIYQQQrxPJHgUQog37NGjR3Ts2BF9fX3Gjh1LyZIluXTpEjNnzuTQoUMEBQWRP39+ihYtyuHDhylU6PUGNb6+vnh7e7/Wa7xqJ0+ewN29Mj169KFevZpKuru7hzJ8NTU1ld27t5OSkoyTkzMALVq0VsomJiYSHLyeUqVKY2lZ8M02QAghhHgPSfAohBBv2Ny5c3ny5AmbN29WNqa3s7OjcuXKNGnShMDAQIYNG4a+vj7W1tavvT552UPyXdGyZWtSU9OzzY+Ovk7Hjq1IS0ujZ8++FC1aTCN/+/YtTJkyESMjI2bMCJAhq0IIIUQuyGqrQgiRRwEBAVo9dZ6engQHBz/32LS0NIKDg+ncubMSOKqZm5vTuXNngoODSUtLIzo6GkdHR6KjowG4dOkS3bp1w83NDVdXVzp06MA///wDQEREBJ6enqxdu5ZatWrx6aefMmTIEJKTk8nIyKBTp074+Pgo15ozZw516tQhMTFRZ3ved5aWBVm8eCWDBg1j2bJFHDgQppHv4VGNZctW06TJN4wYMZibN2+8pZoKIYQQ7w8JHoUQ4g26du0asbGxVKxYUWd+5cqViYuL49q1axrp6enp9OzZk+LFi7NlyxZ++eUX0tLSmDZtmlLmzp077NmzhyVLlhAQEEBoaCghISGoVCrGjx9PZGQke/bs4dKlSyxatIiJEydiZmb2Wtv7tpiZmVG+fAVatGhN48bN2LjxV418W1tbypevwIABQ7CxKcKuXdvfUk2FEEKI94cEj0II8QbFxsYC2Q8VLVCggEY5tSdPntCuXTuGDx9OiRIlcHZ2pnnz5ly6dEkpk5KSwujRo3F0dKRWrVrUqlWLM2fOAFCmTBm+++47pk6dyqhRo2jatCm1atV6HU18qy5f/ofTpyM10kqWLE18fBwAJ08e59q1q0qeSqXCwaGUki+EEEKI7EnwKIQQb5ClpSUAMTExOvMfPnwIZA5hzcrU1JT27dsTEhLCyJEjadeuHT/++CPp6Zrz/hwcHJTfzczMSE1NVV736NEDAwMDrly5wogRI15Fc945R478xk8//aCxCuvFi+dxcCgFwOrVK/nllzVKXlpaGv/7399KvhBCCCGyJ8GjEELkka7FVbIGaTkpUaIElpaWnD17Vmd+ZGQkpqamlCqlGcw8evSIVq1asX37dkqXLk2/fv0YOnSo1vFGRkYar7MGUQ8ePODu3bs8evSI8+ff3jYbr9OXX37N/fv3mD8/gOvXr7Fp03pCQ3fh7d0VgBYtWrFr13ZCQ3dz7dpVpk+fQnLyU77+uvFbrrkQQgjx7pPVVoUQIo8MDQ159OiR8vrRo0c8ePAgV8caGBjQsmVLli9fTtu2bTEzMyMsLIzFixczcOBAVq1aRfPmzTEw0Pzf87Fjx7hz5w7btm1T8g4fPqy1z2FOJk6cSNWqVXF0dGTMmDFs27ZNK9h839nYFGHGjEDmzJnBpk2/UrRoMSZOnIKjYwUAataszeDBw1m2bBF37sTg4uLKzJmByt6aQgghhMieBI9CCJGNqKgonj59qpFWpUoVXF1dmT17Nrt27aJChQoEBgaip/ffQI4nT56QkJCQ7TYbffv25Y8//sDHx4dBgwZRunRprK2t8fHxwdzcnH79+mkdY2lpSVJSEvv27cPFxYWjR4+yZs2aXC94Exoaym+//caOHTsoXLgwW7ZsYe7cuQwcODAPd+Q/hoVLkpHy+IWOfRmGVqW10g4fPq7x2sXFlUWLVmR7jsaNm9G4cbNXXTUhhBDigyfBoxBCZGP69OlaaaGhodSoUYMuXbrw/fffo6enR9euXblz545SZufOnYwYMYKLFy/qPK+pqSlBQUEsWrSIcePGERMTg7W1Nd7e3pw8eZLu3bszZcoU8uXLpxzj5uZGnz59GD9+PE+fPsXR0ZHvv/+eUaNGZTt/Ui0xMZGJEyfSvXt37O3tARg+fDj+/v40atToRW4NhZuOf6HjXoX0tDTS03Pf4yqEEEKIV0OVkZcxT0IIIXLF19eXZcuW5fm4lJQUgoODqVWrFsWKFXv+AW9JbOyj5xd6TdLTM95Y8KhSgZWVOffuJfCh/2v5MbUVpL0fso+prSDt/ZC9yraqz/WypOdRCCFesePHj2Nra/tCxxoaGtK2bdtXXKP325sMFoUQQgiRPQkehRDiFfv000+pXLny267Ga1WwoO59Kl+HtLR04uKSSE/PIDk5mW7dOjFw4FDc3T2UMtHR1/HxaUd4+BGNYzt3bs8///xPI23Vql8oXbrsG6m7EEII8SGR4FGI18DR0VHjdcGCBalXrx4jRoxQNocfPnw4mzdv1nl837598fPzIyIiAh8fH51z56Kjo/Hy8iIsLAw7OzsCAgI4duwYQUFBSh0aN27MjBkzNI4LDg4mMDCQ8PBwJS0pKYlFixaxe/dubt68iYmJCdWqVcPPz49y5cqRlpZGlSpV+P777/nmm2+U477//nt+/fVXVq1aRbVq1ZT0Ll26UK5cOUaNGqV1L7JS1x1g1apV/PLLL1y7dg0LCwtq167NwIEDsba2Vu5Ddpo3b86UKVM00p69d97e3ty6dYsdO3ZozCV89j4++74YGRlhb29P27Zt8fHx0blNh1p6ejpBQUFs2rSJf//9l0KFCuHl5UXfvn2V/R0hc/uMtWvX8ssvv3D16lUsLCyoWbMmffr0UeYk6uLo6Kh1r9Xp2SlevDjh4eF4e3tz7NgxJd3Y2JjSpUvTtWtXmjZtmu3x2Zm4/ncu3MzdCrMvo5SNBT90qIWenorHj58wfvxorly5rFEmJuY2Q4cOIDlZc3GjtLQ0rl+/RmDgIuztSyjpFhaWr73eQgghxIdIgkchXpOAgADc3NxIT0/n1q1bfP/990ydOpXx4/9baOTrr79m1KhRWse+qm0Dtm/fTqtWrahRo0a2ZR49ekSHDh1ISkpi+PDhVKhQgdjYWNasWUO7du0ICQnB3t4eNzc3oqKiNILHiIgIbGxsiIiIUAKa9PR0oqKi6NSpk1JOfS+eVahQISAzcFy6dCljx46lfPny3Llzh+nTp/Ptt9+yefNm3NzcOHz4sHJczZo1Nc5pbGycq/tx/fp1FixYQP/+/XMsl/V9SUpK4o8//mDKlCk8fPgQPz+/bI/r378/586dw9/fH1dXV27evMlPP/3Et99+y5o1a5SgdeTIkRw8eJDBgwdTrVo17t27x5IlS2jdujUrV67MMRjUJeu98fPzw83NDV9fXwD09fWVPF9fX3x9fcnIyCAhIYGwsDBGjBhBamoqLVq0yNM1/733kAs3Xn/wqHblymXGjBmptTXJoUMHmDp1EoULW2kdc+vWTVJTU/jkE2eNLwyEEEII8WIkeBTiNbGwsFC2aihSpAjfffcd48eP1wgejY2Ns93O4VUoXrw4EyZMYMuWLdnu5zd37lzu37/Pzp07KVCggHLc5MmTuXXrFitWrGDMmDF4eHgQFhamHBcTE8ONGzfo168fBw8eVNL//vtvkpKSNIZtZr0XumzevJmuXbvi6ekJgJ2dHTNnzqR27dpERUXx6aefah3/vHNmdz+WLFlCs2bNKFmyZLblnn1fHBwc0NPTY/z48bRp04YiRYpoHbN161b279/Pzp07KVEis5fL3t6eRYsWUa9ePbZs2UKbNm3Yt28f27dvJzg4mHLlyintDQgIoE+fPowcOZJNmzblqV1Z62poaIipqanOe5M13cbGhjJlypCUlMS0adNo1KjROx1gnTx5Anf3yvTo0Yd69Woq6UePHubbb3tSooQD/fr11Djm6tXL2NgUeafbJYQQQrxP9J5fRAjxKpiYmLzxaw4YMICYmBiWLl2qMz89PV0J3NSBY1ZTp05lyJAhQOb+hhcuXCA5ORmAP/74AxcXF+rUqcPp06d5/Dhzz7/Tp09Trlw5ChYsmOt6qlQqjh8/rpwbwNbWlp07d1KhQoVcn+d5mjVrRvny5ZkwYUKej23atCmGhoYcOnRIZ/7mzZupX7++EjiqWVlZsXLlSho0aADA+vXr8fT0VAJHNZVKRe/evTl79iznz5/Pc/1eVNu2bXnw4AEnTpx4Y9d8ES1btqZfv8FavczDho3mm29a6jzm6tUrGBgYMnToAJo2/ZK+fXvw119n30R1hRBCiA+SBI9CvAEPHjwgKCjoheaWvYwiRYrQr18/FixYwPXr17Xyr127xoMHD/Dw8NBxdGbvlPrDesWKFVGpVFy4cAHIHLJatWpVypUrh7m5OSdPngTg1KlTWnPynsfHx4e9e/dSu3ZtRowYwZYtW4iLi6NMmTK5HpKaG3p6eowbN46jR4+yc+fOPB2bL18+7OzsuHTpks78Cxcu4OrqqjOvUqVKypzHs2fPZlvO2dkZExMToqKi8lS3l1G0aFFMTU2zbdf77Nq1f0lMfEjjxt8wbdpsSpYsRf/+vYmJuf22qyaEEEK8l2TYqhCvSffu3dHX1ycjI4PHjx9jaWnJuHHjNMps27aNPXv2aB27Y8eOV7bHn7e3N8HBwUyaNIkFCxZo5MXGxgKZQ0DVfv/9d/r06aO8LlasGDt27MDIyIiKFSty5swZKlasSEREBBMmTEClUlGlShUiIiL4/PPPOXXqFAMGDNC4jvpeZFW5cmWWLFkCwDfffEPBggVZuXIl27ZtIzg4GCMjI3r37k2vXr1eyX1Qc3V1pV27dkyePJkvvvgiT8eamZnx6JHu/Q0TEhIwN3/+/knx8fEa9zsrlUqFmZkZcXFxearXyzI3N8+2Xe+zoUNH8fTpE/LnNwOgfPnhnDlzmj17duLj4/uWayeEEEK8fyR4FOI1+eGHH6hUqRIZGRnExsayevVq2rdvz7Zt2yhcuDAAnp6e+Pv7ax1rY2Pzyuqhr6/PuHHj6NChA/v27dPIUw9VffjwoZLm5uZGSEgIAKGhoaxbt07J8/DwICoqijp16hATE4O7uzsAVatWZffu3cTHx3P16lWqVKmicR31vcjq2R7F2rVrU7t2bRITE/njjz/45ZdfmDVrFmXLlqV+/fovdxOeMXDgQEJDQ5k9ezadO3fO9XGJiYmYmZnpzLO0tCQ+Pv6557CwsODu3bs681JTU3nw4IHGyqxvwqNHj7Jt1/vMwMAAA4P/2qVSqShRomS2918IIYQQOZNhq0K8JkWKFMHBwYGSJUvi5ubG5MmTefz4Mbt27VLK5M+fHwcHB60fAwPt73UePXrEuXPnlNfqVSd1lX2Wu7s7LVu2ZNKkScrcRMhcCMbS0pLIyEglzcTERKmHOshV8/Dw4OzZs/z555+4uLgo8zirVq3KmTNniIyMpHTp0soqqs/ei6w/6kVnbt26xdixY5X5jmZmZtSrV4/Fixfz6aef8vvvvz+3fXlVoEABhg4dypo1a5RhuM/z9OlTrl69qjVXUc3Z2Vnj/clq5syZrFy5Esgc/ptdufPnz5OWlpbtsNbXITo6msTExGzb9T7z8/uOZcsWKa/T09P555//4eDg8BZrJYQQQry/JHgU4g3R09MjIyODtLS0Fzr+2LFjeHt7K0FjYmIiKpUq2yGQz/L39ycpKUlj8RwDAwNatmzJypUrSUxM1DomJiZG47WbmxvXrl3T2JoDoFy5cpiamrJt2zaqVq2ap3YZGRmxYcMGrYVo1EM4nw1EX5VmzZrh4eHBjz/+mKvy27ZtQ6VSUbduXZ35TZs2Zd++fVpzS2NiYlizZo0S5Ldt25awsDCdAWRgYCDOzs44OTnlsTUvbtOmTVhbW2c77/V99vnntVi/fi2HDx/k2rWrzJw5lcTERBo2bPK2qyaEEEK8l2TYqhCvSXx8vDI87tGjRyxbtoy0tDRlOwqAJ0+e6BxCZ2RkpBUUurq6kpaWxsqVK/H09GTu3Lm4u7vnehXXggUL4u/vz+jRoylevLiS7ufnx4kTJ2jXrh19+/bF2dmZ2NhYNmzYwMaNG2ncuLFS1szMjHLlyrF7927mzp2rpKvnPYaFhekMxrLei6wKFChA4cKFadeuHSNHjuTu3bt8/vnnJCQksG/fPs6cOcPEiRNz1b4XMXbsWJo1a6aVnvV9SUpK4rfffmPmzJn06tUr22C2YcOGBAcH07lzZ4YMGYKLiwuXL19m2rRplClThlatWgFQt25d2rRpQ48ePfD396dKlSrExsayfPlyTp06xapVq3Ksc1RUFE+fPtVIq1KlSq6eg6SkJKVdDx8+ZPfu3SxevJhJkyblqgf7fdO2bUeSk5P5+edpxMY+wMnJhVmz5mJqmv9tV00IIYR4L314nxaEeEdk3UzexMQEFxcXFi9ejL29vZK+a9cujWGsajVq1GDFihUaaVZWVkydOpWZM2fy888/U7FiRaZMmZKnOrVq1YpNmzZx584djboFBQWxcuVK5s2bx7///qssjhMQEEC9evU0zuHh4cHff/+Nm5ubRnrVqlXZs2eP1nzHZ+9FVlOnTqVZs2aMHDmS4sWLs3btWqZMmYKBgQFVqlRh9erVr2zhIF3KlCmDr68vCxcu1EjP+r6YmZlRqlQpRo8eTYsWLbI9l0qlYt68eSxatIhZs2Zx69YtrKysqFevHn369NHYa3DChAm4urqyatUqxo8fj5mZGTVr1mTjxo0az4cu06dP10oLDQ3N1VDMZcuWsWzZMiBzjma5cuWYM2eOxhcaueVgVYDHyal5Pi6vStlo96wfPnxcK83d3UMrXaVS4ePjK4vjCCGEEK+IKkM9Bk4IIYR4B6WlpRMXl0R6+pv/50qlAisrc+7dS+BD/9fyY2orSHs/ZB9TW0Ha+yF7lW1Vn+tlSc+jEEKIPIuNfXNbe6SnZ7yVwFEIIYQQmmTBHCGEEO8sCRyFEEKId4f0PAohhMizggXfzKIz6WlpxMY9Jj09g+TkZLp168TAgUNxd/9vddjo6Ov4+LQjPPyI1vGhobvYunUzgYGLtPKEEEIIkTcSPAohPgiOjo4A7N+/X2uRnXXr1jFu3Dj69u2Ln58fw4cPB8jzgkMv6vr168ydO5fDhw+TmJhI6dKl6dChg7ICK0BwcDCBgYGEh4e/kTq9rPtbx5J8+/xrvYahVWmsWkxBT0/F48dPGD9+NFeuXNYoExNzm6FDB5Cc/FTr+JMnjzN16iQqVHhzW58IIYQQHzIJHoUQHwxDQ0PCw8Pp1KmTRvq+fftQqVTK61GjRr2xOl24cIHOnTtTs2ZN5s+fj4WFBREREUybNo2oqCgmTJgAZG71UadOnTdWr5eVcv8qKa85eFS7cuUyY8aM5Nn13Q4dOsDUqZMoXNhK65hlyxaxevUK7OxyXr1WCCGEELkncx6FEB8MDw8PrZ67xMREIiMjcXL6r/fJ3Nwcc/OXX3EsN0aPHs0XX3zBjBkzcHV1pUSJErRu3ZolS5awYcMGDhw4AICxsXG2e0h+7E6ePIG7e2UWLlyukX706GG+/bYn/fsP1jrmzz8jmDEjgNq1874NiRBCCCF0k+BRCPHB8PLy4tixYyQmJippBw4cwMPDg/z5/5ujN3z4cGXoakZGBgsWLMDT0xMXFxdq1qxJYGCgUjY9PZ0lS5bg5eVFxYoV8fb25uLFi7mqz4ULFzhz5gw9e/bUynN1daV27dqsX78eyBy2qt5vMSIiAk9PT9auXUutWrX49NNPGTJkCMnJycrxW7dupV69elSqVInBgwczaNAgAgICOHHiBE5OTjx48EApe/bsWSpVqkRiYiLe3t4EBAQoedHR0Tg6OhIdHZ2rNr0NLVu2pl+/wRgbG2ukDxs2mm++aanzmPnzl+LmVvlNVE8IIYT4aEjwKIT4YJQvX54iRYpw6NAhJW3v3r3Uq1cv22NCQkJYuXIlkyZNYvfu3fTp04eAgADOnTsHwNy5c1m2bBkjR45k8+bNFC9enG+//ZakpKTn1uf06dOYmZlRpkwZnfmVK1cmKipKZ96dO3fYs2cPS5YsISAggNDQUEJCQgA4fvw4I0eO5NtvvyU4OBgTExN27twJgLu7O0WKFGHv3r3KuXbt2kXt2rUxMzN7bp2FEEIIIbIjwaMQ4oPi5eWlDF1NTk7myJEjeHl5ZVu+aNGiTJ48mRo1amBnZ0f79u2xtrbmf//7HxkZGaxevZr+/fvj5eVFmTJlmDhxIvr6+mzduvW5dYmNjcXU1DTbfAsLC+Li4nTmpaSkMHr0aBwdHalVqxa1atXizJkzQOYCQA0bNqRdu3aUKVOGcePGYWtrC4BKpaJhw4bs3r1bOdfu3btp1KjRc+srhBBCCJETCR6FEB8ULy8vfvvtN1JTUzl69Cjly5encOHC2ZavXr06BQsWZMaMGfTu3Zu6dety9+5d0tPTuX//PnFxcVSqVEkpb2hoiIuLC//8889z62Jpacn9+/dJTU3Vmf/w4cMcewMdHByU383MzJTzXLx4EVdXVyXPwMAAFxcX5XXjxo05duwYsbGxREVFERsb+14txiOEEEKId5MEj0KID0rlypnz3E6cOMG+ffuoX79+juU3bNhAly5dePr0KQ0aNGDFihVKL16+fPl0HpOWlkZ6evpz61KpUiXS0tI4f173qqSRkZE4Oztne7yRkZHGa/Vqo/r6+lorj2Z9/cknn1CiRAn27dvHnj178PLyyrEtQgghhBC5IcGjEOKDYmBgQO3atQkPD2f//v05zneEzCGgffr0YeTIkXzzzTcULFiQ+/fvk5GRgbm5OVZWVpw6dUopn5KSwrlz5yhVqtRz6/LJJ59QsWJF5s6dq6RNnTqVwYMH89tvv3HgwAFat26d5zaWLVtWmZMJ6AxQGzduzP79+zl48KDGkFUjIyMePXqkvL5+/Xqery+EEEKIj5MEj0KID46XlxcbNmygcOHC2NvnvM9fwYIFOXr0KFeuXOHs2bMMHDiQlJQUZWXTLl26MGfOHMLDw/nnn38YM2YMT58+pWHDhgAkJCRkO28RYNKkSURGRjJo0CDOnDnDV199xfnz5/n222/59NNP+eqrr/Lcvk6dOrFjxw42bNjA5cuX+fHHH7lx44bGXpaNGzfm8OHD3L17l88//1xJd3FxYdeuXURFRREVFcWcOXPyfH0hhBBCfJwM3nYFhBDiVatZsyapqanP7XUEGDlyJCNHjqRZs2YULlyYr7/+GhMTE6Unz9fXl8TERMaMGUNiYiJubm4EBQUpezJOmjSJGzduEBQUpPP85cuXZ+PGjQQGBtKzZ08SExNxcHCgR48eBAcHM3jwYCZOnJin9rm5uTF27Fjmzp1LbGwsX331FW5ubhgaGiplHBwcKFu2LE5OThrpXbt25e+//6ZTp04UKVKEUaNG8d133+Xp+gCGhUuSkfI4z8fl6RpWpbXSDh8+rpXm7u6hMx2gW7e8t00IIYQQuqkynp04I4QQIteSk5Pp168fCxYsyPOxsbGxBAcH4+vrq9Fr+DxRUVGYmZlRuvR/wVWjRo3o1q0bLVq0ADL3p6xbty4//fQT1atXz3Pd3hXpaWnExj0mPf3t/FOlUoGVlTn37iXwof9r+TG1FaS9H7KPqa0g7f2Qvcq2qs/1sqTnUQghXsKyZcto0KDBCx1bsGBBunXrlufjIiMjWb16NT/99BPW1tbs2LGDW7duUatWLQAOHDjA4cOHMTY2pmrVqi9Ut+eJjX30/EKvQHp6xlsLHIUQQgihSYJHIYR4Cd26ddMYFvomdOzYkejoaPz8/EhISOCTTz5h8eLFWFtbA7B06VKuXLnCrFmz0NN7P6e2Zw0ak5OT6datEwMHDsXd3QOAmzdv8NNPkzh3Lgpb26L06zeYqlX/62H95ZfVrF+/jvj4OCpVcmPgwKHY25d4K20RQgghPhQSPAohxEt404EjZK4oO2rUKEaNGqUzP7v5l69SwYL5X+v509LSiYtL4vHjJ4wfP5orVy4reRkZGYwY4U+ZMmVZsiSI3347wMiR/qxevRFbW1tCQ3exYsUSxo79ATu7EixbtohhwwayZs3GPA0PFkIIIYSmDzZ4TEpKYtGiRezevZubN29iYmJCtWrV8PPzo1y5cgBER0fj5eVFWFgYdnZ2GscPHz4cgClTpmilb968mb1791KihOa32I6OjjRu3JgZM2ZopAcHBxMYGEh4ePgL1U9NT0+PAgUKULlyZYYOHUrJkiU1rnP16lXmzJnDkSNHePr0KaVLl6ZDhw60atVKoy4jRoxg2bJlGiswAnh7e1O1alX8/PyUtPPnz7Nw4UKOHz9OXFwcxYoVo2HDhvTs2RNjY+Ns739ycjJLlixhy5Yt3Lx5EysrK7y8vOjdu7ey0AiAp6cnN27cUF4bGBhgb29Pu3bt6NKlCwABAQEEBgZq3QdPT08GDhyIjY2NknfmzBkCAwM5ceIE6enpODo60q1btxwXTlG/p35+fvTt21cjLzExkerVq2NjY6Px/uXlXj/btp49e/LNN99o3IO+ffvSokULnc+Krrrq0rdvX433Tte9e9bkyZMpXrw4Pj4+OvOLFy9OeHh4jn8rutqaVdWqVTWCmUuXLjF37lwiIiJ4/Pgxjo6O9OrVi9q1a2scl5d7XK1aNVatWqV17TZt2nD69Ols6w0QHx/P/PnzCQ0N5f79+xQrVoy2bdvi4+Oj0WuXkJDAvHnz2L17N/fu3cPW1pZGjRrRo0cPTE1NlXKOjo4a59fT08PS0pKaNWsyZswYChQoAOTu2X+Wo6Mjq1atolq1alrp2VG/h97e3hw7dkxJNzY2pnTp0nTt2pWmTZtme3x2Jq7/nQs3H+T5uNwoZWPBDx1q8e+/VxgzZqTWnpYnTx7n5s1oFixYhomJCSVLluL48T/ZsWML3bp9R2JiIr169aNGjZoAdOzYmS5d2hMXF0vBgoV0XVIIIYQQufBBBo+PHj2iQ4cOJCUlMXz4cCpUqEBsbCxr1qyhXbt2hISEPHf5fl2ePn2qBI0hISH069dPq8z27dtp1aoVNWrUeGX127BhA0WLFiUtLY2YmBgCAgLo1KkTwcHBSuB0/vx5fHx8qFWrFosXL8bS0pKIiAimTZtGVFQUEyZM0KjDhAkT2LZtm9Ym5FkdOXKEXr160aBBA+bPn0/hwoU5f/48M2bM4MKFC9kuEJKamsp3331HdHQ0/v7+uLi4cP36dQIDA2ndujVr166lSJEiSvmRI0cq2x6kpqbyxx9/MGrUKCwtLZUgy83NjYCAACCz1yEmJoYRI0bg7++vBA2//fYbvXv3pk2bNgwcOJB8+fKxf/9+Bg8eTK9evejZs2e2bTU0NCQ8PFwreDxw4ACpqakaaXm517a2tmzcuBHIfH6OHTvG6NGjcXBwwM3NLdv65OTrr7/W2eOUNYBR8/X1pV27dkDmPDk/Pz8OHz6s5Jubm3P69GkAjXQ1fX39XNcra1uzytozd/LkSbp160aTJk1YvHgx+fPnJzQ0lN69ezN9+nS+/vprIG/32NDQkBMnTvDw4UMlMAOIiYnh7NmzOdY5NjaWtm3bYmNjw6RJk7Czs+PMmTNMnDiR69evM2bMGCDzS4QOHTpgaGjIhAkTKFWqFJcuXWLmzJkcOnSIoKAg8uf/rycuICBAeX9TU1M5e/Yso0ePZvLkyUyePFkpl5tnPzeyvnd+fn64ubnh6+sLaL6Hvr6++Pr6kpGRQUJCAmFhYYwYMYLU1FRloZ3c+vfeQy7ceD3Bo9rJkydwd69Mjx59qFevppJ+7twZypevgImJiZJWsWIlzp07A0CLFv/tnZmYmEhw8HpKlSqNpWXB11pfIYQQ4kP3QQaPc+fO5f79++zcuVP5MFm8eHEmT57MrVu3WLFihfKhMC8OHjyIoaEhHTp0ICgoCD8/P60hUMWLF2fChAls2bIl28Asr/UrVKiQMpfJ1taWuXPn0qRJExYuXKiUGz58OLVr12b69OnKcSVKlKBChQq0adMGT09P6tSpA4CFhQX37t1j0aJFWsGSWnJyMqNGjaJ58+aMHz9eSS9WrBiOjo58+eWXnD17FhcXF61jV69ezfnz59m2bZtS7+LFi+Pu7k779u2ZNGmSxt5y5ubmSjmA5s2bs337dkJDQ5UP0IaGhhplbGxs6NWrF4MGDSI+Ph5jY2OGDx+Or68vAwcOVMqVKlUKOzs7BgwYQJ06dahQoYLO9lauXJmIiAhiYmI0Att9+/bx6aefcufOHSUtL/daX19fo952dnbs2LGD3bt3v3DwaGxsrHHOnOTPn18JaiwsLACyPTa358zOs219VuZQwxE0bNhQI/jr0aMHDx48YOrUqTRo0AB9ff083WMbGxv09fU5ePAgTZo0UcqHhYVRsWJFIiMjs63TjBkzMDIyYunSpeTLlw8Ae3t7jI2N6d27N506daJUqVLMnj2b5ORkfv31VyVIt7Ozo3LlyjRp0oTAwECGDRumnNfCwkLjXhQtWpRLly6xbNkyjeAxN89+bmQ9h6GhIaampjrfi6zpNjY2lClThqSkJKZNm0ajRo2Ue/CuaNmyNamp6Vrp9+/fw8rKSiOtUKHCGn+nANu3b2HKlIkYGRkxY0aADFkVQgghXtL7uZJCDtLT09m8eTNdu3bV6IVQmzp1KkOGDHmhc2/fvh0PDw/q1q3LjRs3+PPPP7XKDBgwgJiYGJYuXfra6pcvXz6aNWvG3r17gcxl+y9cuKCzZ83V1ZXatWuzfv16Jc3MzIz+/fuzaNEirl27pvMahw8fJiYmRmfvqp2dHbt379YZOEJmT2mLFi20PrwaGRnRo0cP9u3bR2xsbI5tNDAweO5cMn19fVQqldJrGBcXx7fffqtVrkGDBpQpU4ZNmzZle66iRYvi5OSkMVw0OTmZw4cP4+npqaTl9V7roquH8GNw8uRJrl69qvSIZdWjRw8CAgLQ09N7oXvs5eWlNdQ3LCwsx+HKycnJ7Nixg44dO2oFTXXr1mXFihUUL16ctLQ0goOD8fHx0XrvzM3N8fHxITg4mLS0tBzbb2RklKue3Nw8+69S27ZtefDgASdOnHhj13xZT548wdBQ88s5Q0NDUlKSNdI8PKqxbNlqmjT5hhEjBnPz5g2EEEII8eI+uODx2rVrPHjwAA8PD535NjY2Oc7Vy86jR484ePAgdevWpWTJkpQpU0bn3LMiRYooe75dv379tdWvbNmyxMTEkJiYyNmzZzE1NaVMmTI6y7q7uxMVFaWR1rFjR8qUKaM1nFXt9OnTlCxZksKFC+vMz27Yb1JSEv/88w+urq468ytXrkxaWhrnzp3TmZ+SkkJoaChHjhzRmO/5rKtXr7Jo0SJq1KiBqakpZ8+epWTJkpib696/xt3dnTNnzmR7Psicg5Y1ADl69Chly5bV6OF4kXud1YkTJ/j9999p1KhRjnX5EF24cIH8+fPrvHeFChXCxcUFlUr1QvfYy8uL3377jZSUFCBzfmJkZCRffPFFtvW5du0aSUlJOp9VlUpF9erVMTIy4urVqyQmJub4TMfFxWX7RQxkDsNds2YNX375ZbZlcvvsv2pFixbF1NSUS5cuvbFrviwjo3xagWJKSorW/zttbW0pX74CAwYMwcamCLt2bX+T1RRCCCE+OB/csFV1j5Z6iB7A77//Tp8+fZTXxYoVY8eOHXk67759+0hJSaFu3boA1K9fn6CgIL7//nuNeTeQufBMcHAwkyZN0poX+Krqpw6SHj16RHx8PObm5tkOybKwsCAuLk4jTV9fn3HjxtGuXTt2797NV199pVXPrHWEzOGae/bsUV5/9913Wr1DCQkJZGRkaB2rpu5tzVqfsWPHMnHiRCCzR8HY2JjOnTtrLOJx/PhxZZhnSkoKqampeHh48MMPPwCZi57o6snNeg+e19tZr149Fi5cSFJSEqampuzbt4/69etrlMnrvb5586ZGvVNSUvjyyy9xcnLKsS452bZtm8b7oLZjxw6KFSv2wufVNYxW13ucnaxtzWr8+PE0bdqUhIQEzMzMnnueF3me3d3d0dfX588//+Szzz7jwIEDVKlSJcde3ocPHwJk+4WDmvpaeXmmu3fvrvQypqSkkD9/fho3bqw1qiA3z/6bYG5uzqNHb2bfxlfB2tqaK1f+0Uh78OA+hQtnftFz8uRxrKysKFGiJJD5ZYCDQyni4+PecE2FEEKID8sHFzyqP8ipPxhC5ofikJAQAEJDQ1m3bh3w30Iez67kB5nDS7POWdyxYwfu7u7KSqENGjRgwYIFhIaG0qxZM41j1YFZhw4d2Ldv3wvXLyeJiYlA5pw2CwsLHjx4QHp6us493e7cuYOlpaVWeqVKlWjdujWTJ09WNhfPWs+EhASNNH9/f3r16qX8ru7lyUr9Afvu3bs6662ek5S1Pv369VM2Wc+XLx/W1tZaw/tcXFyU+W96enoUKlRIY4ES9TzO7Ny5c4eCBXNeLKNChQpYW1tz+PBh6tWrR3h4OOvWreP48eMa18nLvbaxsVFWGk1NTeXKlStMmTKFMWPGaMx9ywtPT0/8/f210rOuOvsi1M9gVtkFTLpkbWtW6t5rS0tLrWdKlxd5nvX19albty7h4eF89tln7Nu3L8chq+r6QGawmptyd+/excHBQWd9spYD+OGHH6hUqRIPHjzgp59+wtDQkIEDB2r1jOXm2X8THj16lKvA/l3h7OzK6tUrefr0CfnyZd7TqKhTVKz4KQCrV6/E1taWoUMzF5ZKS0vjf//7m9at272tKgshhBAfhA9u2KqDgwOWlpYai2SYmJjg4OCAg4ODxjBM9YclXR9oHz58qPRIxMbG8vvvv3P8+HGcnJxwcnKidevM1fx0feCGzJ6Qli1bMmnSJB4/fvxC9cvJxYsXKVasGGZmZlSqVImUlBT+/vtvnWXPnj2b7ZC7wYMHk5ycrKxkqlapUiWuXLmi0ZtiZWWl1DO7obXGxsaUL18+22GpZ8+eRV9fX6PnrXDhwsp5bW1tdX54NjY2VsrY29trBI7q+t68eTPb3sVz585lO0czK/XQ1VOnTlGoUCGt7Vjyeq8NDAyUepcpU4Z69eoxYMAANm/erHwBkFf58+dXzpn1x8Dg5b4L0nVOXV86ZCdrW7P+qP/OnJ2dlWHNz7p+/Trffvstt2/ffuHnWT3vMTk5OVdDP0uUKIG5uXm2z2qvXr34/ffflfuQ0zNtaWmpMZS7SJEiyoq6CxYs4OrVqzrnMufm2X/doqOjSUxMVLYIeh98+qk7NjZF+PHH8Vy+/A9BQSv4669zNGqU+UVeixat2LVrO6Ghu7l27SrTp08hOfkpX3/d+C3XXAghhHi/fXDBo4GBAS1btmTlypU6P5zHxMQov+fPnx97e3ut1RjVc/LUAU5oaCjp6emsWbOGkJAQ5cfX15c//viD27dv66yLv78/SUlJGovn5KV+2UlOTmbr1q3KUFNnZ2dcXFw0VjBVi4qK4uDBg0qw+ywLCwuGDh1KUFCQxpytL774AhsbG53bcSQnJ+c4BLRdu3Zs2LBBqy2pqanMnz+fevXqaez1+Cp88cUXWFtbM2/ePK283bt3888//9CyZcvnnsfLy4uDBw+yd+9erSGr8HL3Wi0jI4OMjAzS07VXkfyQubi4UKZMGVasWKGVt2bNGi5cuIC1tfUL3+PPP/+ce/fusWrVKipUqPDcZ8zAwICGDRuyZs0akpM158+Fh4cTHh6OjY0NBgYGtGjRgqVLl2oN7UxMTGT58uW0aNEi2+Dd0tKS0aNHEx4ezs6dO3Os09uwadMmrK2ts52H/S7S19dnypQZ3L9/n2+/9SY0dCc//jgNW1tbAGrWrM3gwcNZtmwRXbp05MaN68ycGfjRLlYlhBBCvCof3LBVyNzn7MSJE7Rr146+ffvi7OxMbGwsGzZsYOPGjTRu/N+3z506dWL27NlYWlpSqVIl7t+/z7JlyzAyMlKCh+3bt1OrVi0qV66scZ0uXbqwatUqtmzZwnfffadVj4IFC+Lv78/o0aMpXrz4C9UP4MGDB+TLl4/09HRu3rxJQEAAjx8/pnv37kqZyZMn4+Pjw+DBg+nSpQsFCxbkzz//ZNq0abRu3VpjxdBnNW/enI0bN2oMz8yXLx9Tp06lZ8+exMfH06ZNG6ytrTl//jzz5s3j2rVrODs76zxf+/btOXjwIN7e3gwZMgRnZ2du3rzJ3LlzSUhI0LlH4csyNjZm8uTJ9OrVi4yMDFq3bo2pqSn79+/n559/pl+/fnzyySfPPU+VKlVIS0vj119/Zc2aNTrL5OVep6WlKUN4MzIyuHbtGvPmzaNmzZrZztF88uQJhw4d0kizsLCgUqVKSr6uYcFGRkZ5Gmb6rOyGGmftDf/zzz+5fPmyRr56yHPWtmalUqmwsrJCpVLx/fff0717d/T09Gjfvj0GBgZs27aNVatWMWvWLKXn7UWeZ1NTUz777DPmzZunc5VgXfz8/GjdujXdunXDz88PW1tbZT9JHx8fypYtC0Dfvn2JiIjA29ubwYMHU6pUKa5cucKMGTOwtrbGz88vx+t8+eWXfP7550ydOpW6detqzZPOi6ioKJ4+faqRVqVKlVydMykpSXmPHj58yO7du1m8eDGTJk3Kc8+1g1UBHienPr/gCyhlo/0cHz58XOO1nZ09gYGLsj1H48bNaNy4Wbb5QgghhMi7DzJ4NDExISgoiJUrVzJv3jz+/fdfjIyMqFixIgEBARpzobp06YK+vj7z5s3j+vXrmJqaUr16dYKCgjA2NiYmJobjx4/r7AUpUqQIXl5ebN68WWfwCNCqVSs2bdqksf9YXuoHKL0s+vr62NjYUKNGDSZMmKDRs1K+fHk2bNhAYGAgvXr1IjExkdKlSzNw4MDn9oQBjBs3jubNm2ukVa1alU2bNrFo0SIGDBjA/fv3sbGxoVatWsyePVtrSKeanp4e8+bNY8WKFcyaNYvr169TqFAh6tWrx4wZM155r6NajRo1WLduHXPnzqVz5848ffqUTz75hGnTpj13/puagYEBX3zxBSdPnsw22MzLvb59+zY1a2Zubq6np4elpSX16tXT2IvyWffv39f4YgAyh0Gr58Lu2rWLXbt26Wy/rl693FLX81kHDx5Ufh8+fLhWvno4Z9a2ZqWvr89ff/0FQPXq1ZXnvkuXLiQnJ+Po6MjChQs15t2+6PPs5eXF/v37c/1+W1tbs27dOgICAvD39ycuLo4SJUrQr18/2rdvr5TLnz8/QUFBLFq0iHHjxin7gTZq1IgePXrkqkdr1KhRNGvWjAULFuT4/j9P1r0v1UJDQ3XOx3zWsmXLWLZsGZDZI1quXDnmzJmT45dL2RnT5rM8H5MXaWnppKdrz0cXQgghxNujytC1WowQQgiRg9jY17s6a3p6xjsRPKpUYGVlzr17CXzo/1p+TG0Fae+H7GNqK0h7P2Svsq3qc72sD7LnUQghxPvlXQkWhRBCCJE9CR6FEELkWcGC+Z9fKA/S09KIjXvMrVu3mDFjCqdORVKgQAHatGlPmzYdADh27A/mzp3NzZvRODm5MnjwUGUvRyGEEEK8fhI8CiGEyLP7W8eSfPv8KzmXoVVprFpMQU9Pxfffj8DW1palS4O4evUy48ePpkiRotjbl2DIkP54e3elQYOv2L59C/369WLt2k2yiqoQQgjxhnxwW3UIIYQujo6ORERE6MwLCAjA29s71+c6e/Ys3bp1w83NDTc3Nzp27MiRI0eU/ODg4BdahCY3oqOjcXR0JDo6+rWcP7dS7l8l5fb5V/NzL3MF34cPH3Lu3Bk6d+6GvX0JatWqQ7VqNThx4hghIRtxda3Et9/2pESJkvTq1Q8zMzNCQ7UXjxJCCCHE6yHBoxDio+fr60tAQECuyt6+fZvOnTvj5ubGxo0b2bRpE9WrV6dHjx6cPn36Ndf0w5YvXz6MjY3ZsWMbqampXLt2lTNnoihf3pGbN2/g5PTf9kAqlYrSpcty7tyZt1hjIYQQ4uMiw1aFEB+9/PlzP38vNDQUOzs7+vbtq6Sp927dtGmTsh+nyLt8+fIxaNAwfv55Khs3/kJaWhoNGzahceNviIo6rbWP6J07/8fencfVnP0PHH+1h4oUskRlqaFFSJYSFcYSxj5mythlyTKMlD1k37Jkzb6MpexkHQyyDGPfZV+j7Nru749+3a/rFkXU8H4+Hvcx3XPO55z3uYN69zmfcx6ke16qEEIIIbKe3HkUQnz3MrNsVVNTkzt37nDjxg2V8rFjx+Ln56d8r1AoCAkJwdnZmUqVKjF27FhlXXx8PMHBwbi6ulKuXDnc3d1ZtWqVsv7t27eMHz8eNzc3ypcvT9euXbl3757KeDt37sTT0xMHBwe6du1KXFwckPaSWW9vb+Wd1Y+Nnd2io69TrZors2eHERAwlD17dhEZuRV399rs2bOTv//eT2JiIlu3buL8+bMkJCRkd8hCCCHEd0OSRyGEyIR69eqhr69P/fr1ad++PfPmzePSpUsUKlQIU1NTZbu7d+9y/fp1Vq5cyYgRIwgLC2Pfvn0AzJkzh7179xISEsK2bdto0qQJQUFBPH78GIChQ4eyY8cOxo4dy8qVK0lMTKRbt24kJycr+w8PD2fSpEksXryYs2fPMnfu3AzF/7Gxs9PRo1Fs2rSegIAh2NiUpX59L379tS2LFs2nSpVqtGvXiUGD/sDdvRrbtm3hxx8bZOqusRBCCCE+jySPQgiRCSYmJqxZs4ZmzZpx/vx5xo8fj5eXF23btiUmJkbZTkdHh5EjR2JpaUn9+vWxsbHhwoULANjY2DBq1CjKly+Pubk5Xbt2JSEhgejoaOLi4li/fj1DhgyhSpUq2NjYMGHCBK5fv66yKU///v2xt7fHwcGBevXqKfv+mA+Nnd0uXDhPsWLm6OnpK8vKlLHm/v2Uu65t23Zg+/a/WL9+G1OnzuTVq1eYmRXJrnCFEEKI744kj0IIkUlmZmaMGDGCv//+mzVr1tCpUydOnjzJoEGDlG1MTExUjpAwNDQkPj4eAE9PT96+fcuYMWPo3LmzcplpUlIS0dHRJCcnqzw7mS9fPiwtLbl69aqyrHjx4ip9v337NkOxf2js7GZqWoA7d26pLEW9cSOawoWLsmPHNqZOnYiuri7Gxvl5+/YNJ04co0KFStkYsRBCCPF9keRRCCEyYc6cORw6dAhIef7Rzs6Ofv364e/vrywH0NLSUrtWoVAAMHnyZPr374+2tjZNmjRReeZQT08vzXGTkpJUlq1qaqb9z7eGhoZaWWJiovLrD42d3Vxda6Ctrc2YMUHcvHmDAwf2sWRJGM2bt8LcvATr16/lr792c+vWTYYNG0TBgoWoUqVadocthBBCfDdkt1UhhMiEf/75h5MnT1K1alWVciMjI/Lnz5+hPlauXMmwYcOoV68eAFeuXAFSkktzc3O0tbU5efIkrq6uADx9+pQbN25gaWn50b51dHR4+fKl8r1CoVA5E/JDY2c3AwNDpkyZxdSpE+jUyYd8+Yxp27YDjRs3RUNDg99/92f69CnExcVRsaIT48ZNTTeJFkIIIUTWk+RRCPHdOHXqlNryTicnJ7V2jx49wtDQEH19fbW6zp074+PjQ2BgID///DOGhoacPXuW8ePH06FDhwzFkS9fPvbs2YOtrS0PHjxg9OjRQMpOqHny5KFFixYEBQURFBRE3rx5mTBhAmZmZlSvXp2HDx9+sG9bW1tiY2NZsmQJNWvWZMmSJcqdWD82dmbomFigSHidqWvS7cvUSvm1paUVU6bMTLNdgwaNaNCgUZaMKYQQQojMk+RRCPHdmDBhglpZZGSkWpmLiwvBwcE0bdpUra5ChQosXLiQWbNm0b59e16/fo2FhQXdu3enRYsWGYpj9OjRDBs2jAYNGlCoUCFatGiBlpYW58+fp0aNGgwYMEB59Ed8fDzVqlVj4cKF6OrqfrRvCwsLBgwYwKxZs5gyZQpNmzalbt26GR47o0waDc9w24xITkoiOTn7734KIYQQIn0aipywVkkIIXKQtWvXoq+vT4MGDbI7lBzr6dOXH2+UCcnJihyZPGpogKmpIY8fP+db/275Pc0VZL7fsu9priDz/ZZl5VxT+/pc8rCIEEK8Izk5mfDwcJydnbM7FCGEEEKIHEWWrQohxDs0NTUJCwtDR0cnu0PJ0YyN82Rpf8lJSVy4eJ3x44M5efIERkZGtGz5My1btqFHj86cPPmP2jX163sREDA0S+MQQgghRPokeRRCiPdI4vhxMRuGEn//fJb0pWNqhWnTMQwe7E+hQmbMn7+E6OhrDB8+iEKFCjN69HiVsx/PnTvDkCEDado0Y8+YCiGEECJrSPIohMjxEhISCA0NJSIiggcPHmBqakrdunXp2bMnBgYG2Rrbq1evaNiwIY6OjkycOFGlzt/fnytXrrBq1SoCAwMBGDNmzGePaW1tzeLFi7N1aW1CTDQJWZQ8AsTFxXHmzGn++CMQc/PimJsXx9m5KsePH8HNrZayXVJSErNnz6RNGx9sbMpm2fhCCCGE+Dh55lEIkeNNmDCByMhIRo4cybZt2wgODubvv/+mX79+2R0auXPnZsSIEWzatIm//vpLWb5z5042b97M2LFj0dLSIjAwUJlACnX6+vro6+uzefNGEhMTuXkzmtOnT1GmjLVKu61bN/L8eRy//NI2myIVQgghvl+SPAohcrzw8HB69epF1apVKVasGFWrVmXYsGHs2bPno+cefg0uLi789NNPDB06lBcvXhATE8PgwYPx8/OjZMmSABgaGmJo+Pm7nH2r9PT06NfPnw0b1uHhUZ02bZpTpUo1GjZsomyjUChYunQxLVr8TO7cubMvWCGEEOI7JcmjECLH09DQ4PDhwyQnJyvLHB0d2bx5M8bGxgC8ffuW8ePH4+bmRvny5enatSv37t0D4Pbt21hbWxMZGYmnpyd2dnZ06dKF2NhYZX8HDhzAy8sLe3t7OnbsSFBQEP7+/hmO0d/fn/j4eEJCQhg9ejTFixenffv2KvWp/YWEhPD7778zdOhQKlSoQNWqVZk7d66ybXJyMhMmTMDZ2RlnZ2dmzpxJ7dq1iYqKUrY5duwYXl5e2NnZ8euvv3Lnzh0AoqKisLZWvVv37tgKhYLQ0FDc3d2xtbXFxcWF6dOnZ3ieX1J09HWqVXNl9uwwAgKGsmfPLiIjtyrrT5w4zqNHD2jU6KdsjFIIIYT4fknyKITI8Xx8fFiyZAnu7u4MHTqU7du38+bNG0qVKqXc3Gbo0KHs2LGDsWPHsnLlShITE+nWrZtKwhkaGsqkSZNYunQpp0+fJiwsDIBbt27h6+tLvXr1iIiIwM7OjmXLlmUqxnz58jFo0CCWLFnCzp07CQ4ORktLK93227dvR09Pj/DwcDp06MCECRO4fv06ALNnzyYiIoKJEycSFhbG3r17uXXrlsr1q1evZtCgQaxZs4a4uDgmTJiQoTgjIiJYtGgRo0aNYtu2bXTv3p2QkBDOnj2bqflmtUOHDrFhQwQBAUOwsSlL/fpe/PprWxYtmq9ss2fPLqpUqYaRUd5sjFQIIYT4fn1S8jht2jSuXr2a1bEIIUSaunfvzvjx4zEzM+PPP//Ez88PV1dX1q5dC6RstrJ+/XqGDBlClSpVsLGxUSZjf//9t7IfPz8/7O3tcXBwwMvLi9OnTwMpiZi9vT3dunXDysqKXr164eDgkOk4q1Spgo6ODmZmZhQrVuyDbfPly8eAAQMoUaIEHTt2JF++fJw5cwaA5cuX07t3b1xcXChbtixjxoxB8d7pwL6+vjg7O2NtbU3z5s25cOFChmIsXLgwwcHByiXAP//8MwUKFODy5cuZnm9WOnPmDObm5ujp6SvLypSx5v79e8r3UVEHcXWtmQ3RCSGEEAI+MXk8d+4cTZo0oVGjRsyePVvtN+JCCJHVGjVqxMqVKzl48CATJkygdOnSBAYGcubMGaKjo0lOTlZJ+PLly4elpaXKL7pKlCih/NrAwEB5/MPFixexs7NTGa98+fKZjnHYsGFYWVnx6NEjQkNDP9i2WLFiKncm8+TJQ2JiIk+ePOHhw4cq8VhZWZE3r+rdtuLFiyu/NjQ05O3btxmKsUqVKhgbGzNx4kS6detGrVq1ePTokcod2uxQsGBBbt++rXIkx40b0RQuXBSA2NhY7t69g51d5pN6IYQQQmSNT0oeQ0NDOXToEO3ateOff/6hfv36tGjRgoULF/LgwYOsjlEI8R27cOGCyvEWxsbGeHl5sWTJEszMzDh8+DB6enppXpuUlKSSFKV3fqOWlpbanb3333/M5s2b2bVrF6NGjaJXr17MmTOHS5cupds+rVgUCgXa2tppjv/+e03NtP/51tDQUCtLTExUfr169Wp+++033r59S506dVi4cCFmZmbpT+wrcXd3R1tbmzFjgrh58wYHDuxjyZIwmjdvBcC1a1fQ1dWjSJGi2RypEEII8f365GceDQwM+Omnn5g9ezYHDx6kevXqTJ48mVq1auHt7c2mTZuyMk4hxHcqKSmJsLAwzp07p1Kuq6uLvr4++fPnx9zcHG1tbU6ePKmsf/r0KTdu3MDS0vKjY5QuXVrtmb/MPAP4+PFjRowYQceOHSlbtize3t788MMPBAYGkpSUlOF+AIyMjChYsKDK+Ldu3eLZs2cZuj41KX3x4oWy7Pbt28qvV6xYQffu3QkICKBJkyYYGxsTExOT6WQ5qxkaGjJ9eigxMY/p1MmHkJBJtG3bgcaNmwLw9OkTDA0N0kyOhRBCCPF1aH/OxSdOnGDbtm1ERkYSFxdHnTp1qF+/Po8ePWLSpEns27ePcePGZVWsQojvULly5ahZsybdunXj999/x9HRkcePHxMeHk58fDx16tQhT548tGjRgqCgIIKCgsibNy8TJkzAzMyM6tWrf/Q4j5YtWzJ//nzmzJlD7dq12b59O8eOHVMuDY2PjycuLo78+fOnuQnOsGHDyJ8/P927dwdS7goGBQXRrFkzFi1apLLrakZ4e3szbdo0ihQpgrGxMSNHjgTSvqv4vtKlS6Ovr09oaCitWrVi+/btnDt3DgsLCyDlzu2hQ4fw8PDg5cuXTJ48mYSEBOLj4zMVo46JBYqE15m6Jt2+TK0AsLS0YsqUmWm28fCog4dHnSwZTwghhBCf5pOSx5EjR7Jz505iYmKoUaMG/fv3x8PDQ2XpWJ48eRg0aFCWBSqE+H5NmTKF0NBQpk+fzt27d8mdOzcuLi4sXboUAwMDAAYMGMDYsWPx8/MjPj6eatWqsXDhQnR1dT/af9GiRZk2bRpjx45l2rRpVK9eHQ8PD+VdvBMnTuDj48OuXbvUNsLZuHEju3btYtmyZSpj2djY0KFDB6ZNm4anp2em5tu+fXsePnxIz5490dLSonPnzhw7dizdZbfvMjAwICgoiMmTJ7NkyRJq167NL7/8wtOnTwEICAggICCAxo0bY2JiQr169ciVKxfnz5/PVIwmjYZnqv3HJCclkZycvXc/hRBCCPFhGopPWKvUvn17GjRoQJ06ddI99PrmzZvcvn2batWqfXaQQgjxJV26dInExETKli2rLOvcuTN2dnb07NkTSElO+/XrR4ECBb54PPv27cPW1pb8+fMD8OTJE6pWrZpm8ppdnj59maX9JScrcmTyqKEBpqaGPH78nGxe2fvFfU9zBZnvt+x7mivIfL9lWTnX1L4+1yc981ioUCHq1q2rljjGxcXh5+cHpOwEKImjEOK/4ObNm7Rr146///6bO3fusHr1ag4dOkTt2rWV9U+ePPkqiSPAqlWrCAgI4MqVK1y9epVhw4ZhZ2eXYxLHrJZTE0chhBBCqMrwstUTJ05w48YNIOWQ6XLlyimXi6W6du0aBw4cyNoIhRDiC/P09OTy5csEBgYSExODpaUlkydPxsbGBgBzc3NmzZr11eIZMmQIw4cPp3Xr1igUCqpWrcqMGTO+2vgZYWycJ8v6SkpO4uKF64wfH8zJkycwMjKiZcufadmyDQAHDx5gzpyZ3LlziyJFitKpky8uLm5ZNr4QQgghMibDyWOuXLkICQlBoVCgUCiYN2+eylbxGhoa5M6dm379+n2RQIUQ3wdra2sWL16Ms7OzWl1ISAhHjhxhyZIlWTLWpk2bmD9/PleuXCF37txUqVKFvn37Ks+D9Pf3B2DMmDHKIzS+hkKFCjFzZtobx7x9+5a5c+eyceNG7t27R8GCBWnUqBGdO3dGX18fSDn2okePHjRt2vSLxRi8M5hLj9M/iiSjLIwtGFp3KIMH+1OokBnz5y8hOvoaw4cPolChwhQtWozAwP5069aLqlWrExV1iEGDBjB37mJKly6TBTMRQgghREZl+KchGxsbdu3aBaTsBDh9+nS1Q6uFEOJLat++Pd7e3lnS186dOxk6dCjDhw/HwcGBZ8+eMWvWLH799Ve2bt2qtrIiJ4iPj8fHx4fXr18zcOBASpYsydWrVxk1ahTnzp0jNDT0q8VyM/Ymlx59fvIIKY88nDlzmj/+CMTcvDjm5sVxdq7K8eNHOHfuDBUqONGiRWsAihUz5++/97F79w5JHoUQQoiv7JN+lZ5Vv/UXQojMyJMn65ZKRkRE0LRpUxo2bKgsmzhxIlWqVOGvv/6iQYMGWTZWVpk/fz63bt1iy5Yt5MuXD0hZUmtmZkaTJk34+++/qV69evYG+Qn09fXR19dn8+aN+Pr25O7d25w+fYrOnX2xtXUgISFB7ZqXL1+k0ZMQQgghvqQMb5jzww8/EBMTA6Tchfzhhx/SfQkhxJcQEhKivPO4bt065XmIzs7OVKpUieDg4Awfdq+pqcm///7Ly5f/2zVUT0+PiIgI3Nz+9zzdixcv6NOnDw4ODtSsWZONGzcq6+Lj4xk5ciTOzs44OzvTr18/YmNjAbh9+zbW1tZERkbi6emJnZ0dXbp0UdYDHDhwAC8vL+zt7enYsSNBQUHKpbJpCQ8Pp2nTpsrEMZWNjQ1Lly6lfPnyyrLLly/TunVr7OzsaNKkicpRHPfu3aNr1644ODjg7u7O9OnTSUpKytDn9iXo6enRr58/Gzasw8OjOm3aNKdKlWo0bNgECwtLlTuM165d5fjxo1SsWDnb4hVCCCG+VxlOHhctWqRcprp48WIWLVqU7ksIIb6GEydOcP36dVasWMHgwYNZvHgxBw8ezNC1bdq04cyZM9SoUYM+ffqwevVqHjx4QIkSJVSWrO7YsYNy5cqxadMm6tWrR0BAAM+fPwdg0qRJnDlzhrlz57J48WJevHhBr169VMYJDQ1l0qRJLF26lNOnTxMWFgbArVu38PX1pV69ekRERGBnZ8eyZcvSjff169fcuHEDOzu7NOsrVaqkcmd2zZo1dOzYkQ0bNpA3b16GDh0KgEKhoEePHpiYmBAeHk5wcDAbN278qkte0xIdfZ1q1VyZPTuMgICh7Nmzi8jIrSptYmNjGTToD+zsHHB1lQ1zhBBCiK8tw8tWK1f+3295w8PDCQwMVHsmKC4ujsGDB6u0FUKILyUpKYmgoCAMDAywsrJi4cKFnD59OkNLN6tUqcKyZcuYN28eu3fvZsuWLWhpadG6dWsGDRqk3BDM0dGRjh07AtCtWzcWLFjAtWvXKFOmDEuXLmXt2rVYW1sDMG7cOJydnbl48aIykfPz88Pe3h4ALy8vTp8+DcDq1auxt7enW7duAPTq1euDie+zZ88A0j1b930///wznp6eQMpz6n379gXg8OHD3L17l9WrV6OpqYmVlRUDBgxg4MCBdO/ePUN9Z7VDhw6xYUME4eGb0dPTx8amLI8ePWTRovnUqVMPgCdPYujTpzvJyQqCgsaqbNgmhBBCiK9DjuoQQvxnmZiYqPw7ZGBgQGJiYoavd3R0ZMaMGbx9+5YjR44QERHBsmXLKF68OL/99huQ8kxhqtTE7e3bt9y6dYuEhARat26t0mdycjLR0dGUK1cOQLlza2p8qc/vXbx4Ue0uYvny5YmLi1PGlqpixYrKozpS6z/m/bjfvn0LwNWrV4mNjaVixYoqMb9584anT59ibGycof6z0pkzZzA3N0dPT19ZVqaMNYsXLwDg0aOH+Pl1BWD69NnZEqMQQggh5KgOIcR/mK6urlpZRp55fPnyJRMnTqRz586YmZmhp6eHq6srrq6uJCcnc/DgQWXyqKWlleYYqc8ILl++nNy5c6vUm5iYKJ9t1NHRSTMGLS0ttVjffR8REaH8Wl9fHz09PUqXLs3Zs2epV6+eWn8BAQFUq1ZNuQFQWnEDJCYmYmVlleZRIBm9q5nVChYsyO3bt0lISFB+XjduRFO4cFFev37N77/3RFNTk2nTQjExMc2WGIUQQgiRiWceU4/q2L17N05OTqxfv57du3crX7t27WLjxo20adPmS8YrhBCfTV9fn40bN7Jt2za1OkNDQ/Lnz//RPszNzdHS0iI2NpYSJUoon5UMDg5Wbi72IamJ4LvefZ/aZ4kSJShUqBAAjRo1Yt26dcolrKkuXLhAeHh4hpI/S0tL7t69S/78+ZX93759m2nTpqGhofHR678Ed3d3tLW1GTMmiJs3b3DgwD6WLAmjefNWLF68gDt3bhMYOAyAmJjHxMQ85sUL2W1VCCGE+NrkqA4hRI5z6tQp5TLLVE5OTpnqIz4+nri4OPLnz692F05LS4uuXbsyadIk4uPj8fT0JDExkYMHD7Jx48YM/RtnYGBAixYtGDZsGCNGjMDExITg4GDu3r1LsWLFuHfv3gevb9myJfPnz2fOnDnUrl2b7du3c+zYMYoXL57uNT4+PmzevFn5DKOVlRVnzpxh7NixuLu7U6NGjY/G7eLiQtGiRenfvz99+vTh+fPnDB48mGrVqqV7t/JLMzQ0ZPr0UCZOHEenTj7ky2dM27YdaNy4Kb/80py3b9/SufNvKtfUq9dQmVAKIYQQ4uv4pOTx3LlzjBw5ktOnT6f5fNG7W8ILIURmTZgwQa0sMjIyU32cOHECHx8fdu3aRbFixdTqO3ToQN68eVmxYgWzZs0CwNbWlrlz52Jra5uhMfz9/Rk7dix+fn4kJCTg5OTEnDlzMpSEFS1alGnTpjF27FimTZtG9erV8fDwSHeZK6TcMV20aBEzZsxg+PDhPH78mMKFC9O8eXM6duyYoTuHWlpazJo1i6CgIFq2bEnu3Ln58ccfGTBgQIbmnKp4vuK8SXyTqWvSYmFsAYClpRVTpqgvpV2+fO1njyGEEEKIrKGhyOihaO9o0qQJhoaGtGvXTm3THEB2WxVC5AgDBgygX79+FChQILtDUXPp0iUSExMpW7assqxz587Y2dnRs2fPbIzs60tKTiL26WuSkzP97eiL09AAU1NDHj9+Tua/W/63fE9zBZnvt+x7mivIfL9lWTnX1L4+1yfdebx27RobN25U2UVQCCFykps3b/LkyZMcmThCSnyBgYFMmjQJCwsLDh48yKFDh5RHauR0T5++zLK+kpMVOTJxFEIIIYSqT0oef/jhB65evSrJoxAixzI3N1cuR82JPD09uXz5MoGBgcTExGBpacnkyZOxsbHJ7tC+KkkchRBCiP+OT0oeGzduzKBBg2jatCklSpRQe0anSZMmWRGbEEJ8Mg0NDbS1P+mfuK/G19cXX1/f7A7jkxgb58mSflKXrN67d4+JE8dw8uQJjIyMaNnyZ1q2VN29+99/TzJy5FBWr16fJWMLIYQQInM+6SerefPmoa+vz5YtW9TqNDQ0JHkUQnxx7u7u3LlzB0j5dydXrlxYW1vTvXt3XF1dszm6j7t9+zYeHh5qG/qsXr2awYMHM2rUKJo1a/bBPtatW8f06dPZvXv3B9tFRUXh4+PDxYsXsyR2gOCdwVx6fOmz+rAwtmBo3aFoamowZMhAzMzMmD9/CdHR1xg+fBCFChXGza0WAFevXmHw4AFpnu0phBBCiK8jw8nj0aNHcXR0RFtbO90fVF6/fs2iRYuyLDghhPiQgIAA6tevT3JyMnFxcURERNClSxfmzZtHtWrVsju8TNu5cydDhw7F39//o4ljZjg6OnLgwIEs6w/gZuxNLj36vOQx1bNnzzh79jQDBgRibl4cc/PiODtX5fjxI7i51SIiYi0zZkylSJGivHwp5zsKIYQQ2UUzow19fHyIi4tTKfPy8lI5y+zly5dMnTo166ITQogPMDQ0pECBAhQqVIgyZcrwxx9/0KBBA4KDg7M7tEw7duwYffv2xdfXl99++y1L+9bV1c2xGwcB6Onpoa+vz+bNG0lMTOTmzWhOnz5FmTLWAERFHWTQoGG0atXmIz0JIYQQ4kvKcPKY1oket2/fVjvn8RNO/hBCiCzTqlUrLl26xI0bNwCIi4tj8ODBVKtWjYoVK9K/f3+VX4RdvXqVDh06UKFCBVxdXZk+fTrJyckAhISE8PvvvzN06FAqVKhA1apVmTt3rvLa5ORkJkyYgLOzM87OzsycOZPatWsTFRWVqZgvXbqEr68vrVq1Ujum4969e3Tt2hUHBwfc3d2ZPn06SUlJan20bNmSadOmqZS1bt2amTNnEhUVhbV1SiJ2+/ZtrK2tiYyMxNPTEzs7O7p06UJsbGymYs5Kenp69O07gA0b1uHhUZ02bZpTpUo1GjZsAkBw8ETc3NyzLT4hhBBCpMhw8phRGTmkWgghvpSSJUsCcOXKFQB69OjB+fPnCQ0NJSwsjKtXr+Lv7w/AkydPaNOmDQULFmT16tUMHTqUpUuXsnjxYmV/27dvR09Pj/DwcDp06MCECRO4fv06ALNnzyYiIoKJEycSFhbG3r17uXXrVqbivXfvHh07diRfvnwEBASo1CkUCnr06IGJiQnh4eEEBwezceNGQkND1fqpX78+O3bsUL5/8OABJ0+epEGDBmmOGxoayqRJk1i6dCmnT58mLCwsU3Fntejo61Sr5srs2WEEBAxlz55dREZuzdaYhBBCCKEqy5NHIYTIToaGKQfgvnz5kgsXLnDkyBHGjx+Pvb099vb2jB8/nt27d3Pt2jU2bdpErly5CAoKomTJknh6etKrVy/mzZun7C9fvnwMGDCAEiVKKJO8M2fOALB8+XJ69+6Ni4sLZcuWZcyYMZlefdG7d2+KFSvG7du3Wb9edRfRw4cPc/fuXYKCgrCyssLZ2ZkBAwaoJLep6tWrx5UrV4iOjgYgMjKSsmXLpnukkp+fH/b29jg4OODl5cXp06czFXdWOno0ik2b1hMQMAQbm7LUr+/Fr7+2ZdGi+dkWkxBCCCHUSfIohPimvHiRsqGKgYEB165dw8jICEtLS2V9yZIlyZs3L9euXePq1auUK1dO5UgPR0dHHj16xLNnzwAoVqwYWlpayvo8efKQmJjIkydPePjwIXZ2dso6Kysr8ubNm6l4S5cuzcKFC2nTpg2jR4/m4cOHyrqrV68SGxtLxYoVcXR0xNHRkT59+hAbG8vTp09V+ilUqBCVKlUiMjISSEke69evn+647yaVBgYGJCQkZCrurHThwnmKFTNHT09fWVamjDX379/7wFVCCCGE+NoydVTH1q1bMTAwUL5PTk5mx44d5M+fH4Dnz59nbXRCCJFJqcdRlC5dOt2jKZKSkkhKSkJPT0+tLvV5x9TnCt8/xxZSlpOmJpzv32nM7J3H4cOHo6urS58+fdi1axdDhgxRLktNTEzEysqKmTNnql2Xeof1XfXr12fNmjU0a9aMf/75hzFjxqQ7blrzyi6mpgW4c+cWCQkJyrhu3IimcOGi2RyZEEIIId6V4eSxSJEiLFiwQKXMxMSEpUuXqpQVLlw4ayITQohPsHbtWsqVK4e5uTnx8fE8e/aMa9euYWVlBaQ8C/nixQssLS158uQJkZGRKknLiRMnyJ8/P/ny5fvgOEZGRhQsWJCzZ89iY2MDwK1bt5R3LDMq9a6mgYEBQ4cOpWvXrkRERNCkSRMsLS25e/cu+fPnVyaLf//9N+vWrWPcuHFqfdWtW5dRo0axevVq7OzsKFr0v5F8ubrWYPr0KYwZE0Tbth24efMGS5aE0alTt+wOTQghhBDvyHDy+LFDqIUQ4mt7/vw5jx49QqFQ8PTpU9asWcOWLVuUv+gqWbIkNWrUYMCAAQwePBhIudPn5OREmTJlKFKkCCEhIQwZMoSOHTty/fp1QkJCaNOmTYY2//L29mbatGkUKVIEY2NjRo4cCfxv47Dnz5+TlJT00UQ0Va1atahXrx6jR4+mWrVquLi4ULRoUfr370+fPn14/vy5cufYd5fSpsqfPz/Ozs7Mnj2b3r17Z2jMnMDAwJApU2YxdeoEOnXyIV8+Y9q27UDjxk2zOzQhhBBCvCNTy1aFECInGT16NKNHj0ZDQ4P8+fNTtmxZFi5cSKVKlZRtxo4dy8iRI/ntt9/Q0tLCw8ODgQMHAil3++bNm8eoUaNo0qQJ+fPnp23btnTp0iVD47dv356HDx/Ss2dPtLS06Ny5M8eOHVPexRw1ahR37txhyZIlGZ7ToEGDqF+/vnL56qxZswgKCqJly5bkzp2bH3/8kQEDBqR7fYMGDTh48CD16tXL8Jifoni+4rxJfPNZfVgYWyi/trS0YsoU9eW576pf34v69b0+a0whhBBCfDoNhRzMKIQQn2Tfvn3Y2toqn/t+8uQJVatWZdeuXRQrVoz4+Hj8/PzSPFpDpEhKTiL26WuSk3PmtyINDTA1NeTx4+d8698tv6e5gsz3W/Y9zRVkvt+yrJxral+fS+48CiHEJ1q1ahXLly+nX79+aGhoMHXqVOzs7ChWrBgACxYsoE6dOtkc5Zfx9OnLLOknOVmRYxNHIYQQQqiSozqEEOITDRkyBE1NTVq3bk3Lli1JTk5mxowZyvoOHTrQtKk8t5cRDx7c548/elOnjhvNm3vx55/LlXWXLl2gU6e2eHhUp2NHHy5cOJ+NkQohhBDfL7nzKIQQn6hQoUJpHqORKicdh5HVjI3zZEk/SUnJxMa+YsiQgZiZmTF//hKio68xfPggChUqTOXKVejfvxe1a9cjMHAYERFr+eOP3qxaFUGuXLmyJAYhhBBCZMx3d+cxISGBkJAQPDw8sLW1pWbNmgQHBysPFgfw9/fH399f7drbt29jbW3N7du3Vcpv3bqFtbU1/fv3V7smJCQEW1tbLl++rFbn7u7OunXrVMqioqLo3LkzVapUwc7ODi8vLxYsWKA8ey6r44uKisLa2lqtPK2xUvufNGlSmvP09vZWvn/x4gWjRo2iRo0a2NraUqdOHaZPn058fLyyvbW1dbqvdevWqcwnNc70XqkxWltbExUV9cH4vL29P9jX7du3PxhfWp/9uzZv3kyLFi1wcHCgatWq9OzZkwsXLqh9run1n5iYqNbnunXrVNrY2NhQoUIF/Pz8uHr1qrJdRub/frm1tTWHDh1Sq0vrc6pQoQI+Pj5cunRJrV1ERIRaH1evXsXa2jrNsVM/g5s3b6rVAcTFxTFmzBjc3d1xcHCgXr16LFy4UOXvwof+X6b+3Upv7vC/zyujf77S+jv7zz//0KVLF5ydnXFycqJdu3acOHEizfE+NOf0/t+lxdvbm5CQEOB/f4dXrVqV5njv//1Nff3www84OzvTrVs3oqOjMzTuu4L+PMgvUzZ91mvQ8v1oaWny4sVzzp49Tdu2HTA3L46ra02cnaty/PgRdu2KRFdXn+7de2FhYUmvXr+TO3du9uzZmemYhRBCCPF5vrs7jxMmTODgwYOMHDkSc3Nzbt26xahRo7hx48Ynb2qxZcsWihcvzs6dO3n58iV58qj+Rj4hIYHhw4ernYn5vvDwcAYNGsQvv/xC3759MTQ05Pjx40yYMIE7d+4ojxrI6vgya8GCBTRu3JiSJUum28bf35/Y2FimTJlCwYIFuXDhAiNGjODp06cMHjyY9u3b07p1ayDlXL2ePXty4MAB5fWGhoY8fvxY+d7R0VGl3sXFhZCQEBwdHQHQ19fPcPwhISEkJCQo53LixAnlD+KAcvMTR0dHlfJUHxorJCSEBQsW0Lt3b2rVqsWLFy9YuXIlrVu3ZtasWVStWlXZtl69egQGBqr1kXr4/PvMzMxYs2YNkHIQfWxsLEFBQfj6+rJt2zY0NTP/u6BNmzZRvHhxIiIiVGJL1b59e9q3b68cM/XvS48ePVTG1NHRYffu3TRp0kTl+p07d6Z55MXbt2/ZsWOHcmw/Pz+V+qdPn9KqVSsKFizIqFGjKFasGKdPnyYoKIhbt26p/F14N8Z3pZ6LmBGf+udr+/bt9OvXj/bt29O3b1+0tbX5888/8fHxYeHChVSsWDHDc/5ckyZNonbt2so/v+lZvXo1hQsXJikpiQcPHhASEsKvv/7KunXrKFiwYIbHu/H4GRfuPPncsAHQ09NDX1+fzZs34uvbk7t3b3P69Ck6d/bl7Nkz2Ns7KP8caWhoYGfnwJkzp2TnVSGEEOIr++7uPIaHh9OrVy+qVq1KsWLFqFq1KsOGDWPPnj08fPjwk/rctGkTv/76Kzo6Omzfvl2tvlChQpw4cSLNOzOpHj9+TFBQEL169SIgIAAbGxuKFi1Ko0aNmDRpEsuXLycmJuaLxJdZBQsWZMSIEenWP3/+nJ07dxIYGEiFChUoVqwYnp6e/P7776xZs4bk5GTy5MlDgQIFKFCgAHnz5gVQvi9QoIDaD+u6uroq9QB58+ZVvs9MopAvXz7ldblz50ZHR0el79Tz894v/9hYZ8+eZebMmcyYMYO2bdtSvHhxypYty4gRI2jevDkDBw7k7du3yvb6+vpp9p8eLS0tZZuCBQtSpkwZfv/9d27cuMHFixczPP9347158ya+vr5ERkby8qX6Bii5c+dWGbNixYoEBgZy48YNlbuPlSpV4sCBA8o7y6l27txJ+fLl1fr966+/0NHRoU2bNkRERPD+ps8TJ05EV1eX+fPnU7VqVczNzalfvz6jRo1i2bJlXL9+Pc0YP/Rn6EM+5c/XixcvGDJkCL6+vvTp0wdra2tKlizJwIEDqVmzJuPHj8/UnD9Xnjx51MZMS/78+SlQoABmZmY4ODgwY8YMcufOzezZs7M0nszQ09Ojb98BbNiwDg+P6rRp05wqVarRsGETYmIeY2qq+vfC2Dg/jx592r/XQgghhPh0313yqKGhweHDh1WWvjk6OrJ582aMjY0z3d+VK1e4dOkSzs7OuLq6Eh4ertamRIkS/Prrr4wbN45nz56l2c/WrVvR1tamXbt2anWVKlVi+/btmJiYfJH4MmvgwIEcPXqUDRs2pFmvoaGBhoYGBw8eVCmvU6cO4eHhGTp8/b9ozZo1lCtXjmrVqqnVdevWjQcPHrB///4sHfPdRDezNm3ahI2NDXXr1iUhIYHIyMgMXaerq6syNqT8HdLT0+Pw4cPKsgcPHnDjxg2cnZ3THLtSpUrUqlWLO3fucPToUWVdfHw8mzdv5pdffkFPT0/lulq1arFw4UKKFi2aqbl+Cbt37+bFixf4+Pio1Q0YMICRI0eqlH1ozlkhMDCQ8PBwjh8/nqnr9PT0aNy4MTt27MjSeDIrOvo61aq5Mnt2GAEBQ9mzZxeRkVt5+/aN8s9cKl1dXeLjE7IpUiGEEOL79d0ljz4+PixZsgR3d3eGDh3K9u3befPmDaVKlfrkH8CLFi2KjY0NHh4eHD16lDt37qi169mzJ9ra2kycODHNfk6ePIm9vX26MRQvXjzTsWUmvsz44YcfaNOmDePGjeP58+dq9QYGBvz000+MGzeOH3/8keDgYP766y+0tLSwsrL6ZpPHM2fOYGdnl2Zd/vz5sbCw4NSpU1k23oMHD5g6dSpWVlZYWlpm6lqFQsHWrVupVasWefLkoWrVqhn6xcLDhw+ZMmUKpUuXxsrKSlmuqalJzZo12b17t7Js586duLq6qi3DffnyJX/99Re1atXCwsKCkiVLqox98+ZNXr16leZnqaGhQZUqVdSSiexw4cIFrKysMDAwUKsrVqwYpUqVUr7/2JyzgoeHB7Vq1WLYsGFpPjf7IaVKleLBgwcqz35/TUePRrFp03oCAoZgY1OW+vW9+PXXtixaNP//E0XVO9rx8fHo6+ul05sQQgghvpTvLnns3r0748ePx8zMjD///BM/Pz9cXV1Zu3atSruNGzfi6Oio8mrYsKFaf1u2bMHd3R0ANzc3dHV101yeamBgwMCBA/nzzz/TTCBiY2OVyzdT+fj4qIz/7p2+rI4vs3r37g3A5MmT06wfOXIkgwYNQl9fn4ULF9K5c2dq1arF3r17P3vsr+XYsWNqn7GjoyPHjh1Ls31cXBxGRkbp9pc3b15iY2OV79P6f7hv3750r797966ynb29PTVq1ODx48dMmjRJ5S5gp06d1Pp9f0ni8ePHuXfvHp6enkDKXeEjR46o/WJh9uzZKmN6enqio6PD7NmzVcaElORlz549yve7du2idu3aavPYuXMnCQkJ1KpVC4DatWuzfft2Xr9+DaC8O5/Rpcjvxvju60t7/vx5moljWj4256wyaNAgbt26xaJFizJ1XepnndbS5a/hwoXzFCtmjp7e/5Yalyljzf379zA1LciTJ6pL9p88icHExPRrhymEEEJ89767DXMAGjVqRKNGjXj69CkHDhxg6dKlBAYGYm1tja2tLZCyq2K/fv1Urnvw4IHKro2nTp3ixo0byh/A8+TJQ7Vq1Vi/fj3du3dXG7devXqsWbOGYcOGsXr1apU6IyMjtbt448aNUz4j5+3trXI34UvElxmpyXC/fv3SPMdOU1MTb29vvL29efDgAfv27SMsLAw/Pz927NhBoUKFPmv89Ghra6ssSU6VnJyc7kY06bG1tWXChAlq5enFnjdvXpVNft738OFDKleurHyf1v/DD21YUrBgQZYsWQKkfL558+ZNM1kdOXIkDg4OKmVLlixReS5y8+bNFC1alLJlywIpid+QIUNYv3493bp1U7Zr3bo13t7exMfHs2jRIg4ePEifPn3SXDZavXp1YmNjOXv2LObm5pw8eZKQkBC1nYY3b95MhQoVlBu71KlTh9DQUCIjI2ncuDH58uUDUpLxjEiNMT0f+jORWv8p8uXLl+4y9Pd9bM5ZpWjRonTr1o3p06fToEGDDF+XesfxczfT+lSmpgW4c+cWCQkJytUXN25EU7hwUcqVs2Xp0kUoFAo0NDRQKBScPv0vPj7qmyQJIYQQ4sv6rpLHCxcuEBERody63tjYGC8vL+rWrUudOnU4fPiwMnnMkycPJUqUULn+/TstmzdvBlDZ6TE5ORmFQsHx48dVdlpMNWTIELy8vFi+fLlKuYODA6GhoSQlJSnHMTMzU9a//wPul4ovMxo0aKBMhl1dXZXlUVFR/PPPP/j6+gIpyVaLFi2oXbs2bm5u/PPPP9SrV++zxk6PoaFhmkvvnj9/nqlNdSBlQ5v3P+MPcXBwSPd5s0ePHnH//n2VpZhp/T/8EG1t7Qy1L1SokFq7d+9qJyUlsW3bNp4+fapMHiHlz8b7yWPevHmVfQUFBdGpUye6dOnCxo0b1T7PXLlyUa1aNXbv3o2FhQWVK1dWS0aePn3KwYMHSUxMVBkbICIigsaNG1O8eHEMDQ05e/Ys9vb2avPz9fXF29tb+WzpuzGmJa1fzMD/7nB+6G7xh5QrV44FCxbw4sULtTuQx44dY+HChYwfP543b958dM5ZqV27dkRERDBq1KgMJ4MXL16kSJEiGb6TmtVcXWswffoUxowJom3bDty8eYMlS8Lo1KkbtWp5EBo6nalTJ9K4cVPWr1/HmzevcXdXv6sthBBCiC/ru1q2mpSURFhYGOfOnVMp19XVRV9f/6Nb3L8rOTmZrVu30rhxYyIiIpSv8PBwDAwM0l0aWqJECTp37szUqVNVkpwGDRoQHx+vllRCyl2BzC4n+9T4MmvIkCFcuHCB9evXK8vi4uKYOXMmjx49UmmbO3dutLS0MvU5Z5a1tXWaZ+z9+++/aj+4Z7XmzZtz8eJFdu5UP39u1qxZmJqaUqNGjS8aQ0YcOnSIJ0+eMG3aNJU/G/7+/kRHR/PPP/+keZ2GhgYjRowgLi4u3Wd3U5euprdkNTIykuTkZJYtW6Yydvv27Tl8+DD3799HW1ub+vXrs2zZMrVn3Xbv3s3u3bszdaSEtbU1165dU7uT+e+//5IrVy4sLCwy3Ne7XF1dMTQ0TPMInkWLFnH//n1y5cqVoTlnJR0dHYYOHUpkZCRHjhz5aPv4+Hg2bNjAjz/+mKVxZIaBgSFTpswiJuYxnTr5EBIyibZtO9C4cVPy5DFg3LjJnDp1gg4dvDl79jTjx08lV65c2RavEEII8b36ru48litXjpo1a9KtWzd+//13HB0defz4MeHh4cTHx1OnTp0M93Xs2DHlMtEyZcqo1DVq1IiNGzcyaNCgNK/t3LkzGzZs4MaNG8qyAgUKMHLkSPz9/blz5w5eXl4YGRlx/PhxZsyYgUKhUNmA40vGlxmWlpZ07NiRWbNmKZcy1qpVi5IlS9KuXTv69u1LmTJluH//PosWLcLS0hInJ6fPHjc93t7e9O3bF3Nzc1xcXHj27Blr164lOjqaZs2aZaqvhIQEtQQYSDcBtrGxoVevXvTv35++fftSs2ZNXr16xerVq1m7di2zZs1S2z00O2zevJnSpUur/XkvUaIEoaGhREREUKFChTSvLVKkCF26dGHq1Km0atWKH374QaW+Vq1aDB06lJs3bzJkyBC16zdt2oSrq6vaXe/ffvuNxYsXs379erp06ULPnj1p0aIFHTp0oGfPnpiZmREVFcX48ePx8fFR+bvw6tWrNP8/5cqVCwMDAypUqECZMmXo1asXffr0IX/+/Jw/f54xY8Yoj7D5FHny5CEgIICBAwfy5s0bvLy8lL8A2rt3r3KJcUbnDClLzd89zgXAyckp04mSs7MzjRo1SnNH5CdPnqCnp0dycjJ3794lJCSE169f06lTp0yNUcLUiNfxmduY532WBf93R9zS0oopU2am2a5sWVsWLFj2WWMJIYQQ4vN9V8kjwJQpUwgNDWX69OncvXuX3Llz4+LiwtKlSzO1ZGvTpk1YW1unuSPkzz//zPLly9O8AwUpdzqHDBlChw4dVMrr16+Pubk58+bNo0uXLsTGxlK0aFFq165Nu3btPngG4KfGZ2r6+ZtOdO3alU2bNinf6+josHDhQqZNm0ZQUBCPHj0ib968eHp6EhQU9EmH2WeUp6cnwcHBzJ8/n7Fjx6Kjo4OjoyNLly7N1OcHcOLECVxcXNTKixcvnu6xBl26dMHKyooFCxYwefJkdHV1qVy5MqtWrcLGxuaT5pSV4uPj2bFjBz169FCr09PTo2nTpqxZs4bAwMB0+2jfvj1r164lKChI7U65iYkJ9vb2aGtrqyXYDx484NixY0ybNk2tz0KFCuHh4UF4eDhdunShQIECrFixgpCQEPr160dsbCzFixfHz8+Pn3/+WeXaBQsWsGDBArU+mzdvzqhRo9DU1GTevHmMHz+e7t27ExcXh5mZGa1atcp0wvS+Ro0aYWRkxNy5c1m2bNn/H2Bvx7Jly7C3t8/UnIE0n7GNjIzM1PLmVAMGDEhzg6oWLVoAKb8EKViwIFWrVmXEiBGZXhEwuKX6kTSfIikpmeTkrD3zUgghhBBfhoYiq0+qFkII8c17+jRrdmZNTlbk6ORRQwNMTQ15/Pg53/p3y+9priDz/ZZ9T3MFme+3LCvnmtrX5/qunnkUQgghhBBCCPFpvrtlq0IIIT6fsXHWHOuxds0aAtJYJq2hocH+/Uf56689zJkzg4cPH1CqVBl69+6PtXX2LwEXQgghvkeSPAohhMi0mA1Dib9//rP60DG1okHDYTiUdyIxMeXczcTERHr18qVaNReuXbvK8OGD6N9/IPb25Vm1ahl//NGLVavWo6+vnxXTEEIIIUQmyLJVIcR3q3PnzgwcOFClLHWzqZCQEJXymTNnZvmZjJm1bt063N3d0613d3dn3bp1QMrOw+/PISPXZVRCTDQJ989/3uvxNfT19TExMVW+IiO3olAo6Nq1J0ePHsbS0op69RpStGgxunbtQUxMDNHR1zIVqxBCCCGyhiSPQojvVqVKlTh9+rRKWVRUFAULFiQqKkql/OTJk1SuXPlrhpdpa9asoX79+l/tuqz27Fkcy5YtomvXHujq6mJklJfr169x6tRJkpOT2bx5I3ny5KFIkWLZHaoQQgjxXZLkUQjx3apYsSJXr17l5cv/7RwaFRVFhw4dOHnyJG/evFGW//vvvzk+ecyfP/8nLef81OuyWnj4GkxNC1CrlicAHh51qFatOt26daRWrarMmDGFkSPHYmRklM2RCiGEEN8nSR6FEN8tOzs7dHR0OHv2LAD379/n7t27tGjRAkNDQ/755x8Arl+/TlxcHJUqVUKhUBAaGoq7uzu2tra4uLgwffp0ZZ/e3t7MmjWLDh06YG9vT926ddm/f7+y/unTp/To0QNHR0c8PDxYsWIF1tbWWTKfDy0/XblyJe7u7jg6OuLt7c3FixczdN3XolAo2LRpPc2atVKWPXsWR0xMDH36/MHs2Qv58ccGjB49gqdPn2RjpEIIIcT3S5JHIcR3S1dXFwcHB06dOgXA4cOHsbW1JU+ePDg5OSmXrp48eZLSpUtjbGxMREQEixYtYtSoUWzbto3u3bsTEhKiTEABQkNDadCgAZs2bcLGxobBgweTnJyyIUzfvn158uQJK1asYMiQIcyYMeOLz3P37t1Mnz6dwYMHEx4eTsWKFfHx8SEuLu6Lj51RFy6c4+HDB3h41FGWzZo1jZIlS9GsWUtsbH7gjz8C0dfXZ/PmDdkYqRBCCPH9kuRRCPFdq1SpkjJ5jIqKwtnZGYDKlSurJI+pS1YLFy5McHAwVatWpVixYvz8888UKFCAy5cvK/t0c3OjadOmFC9eHF9fX+7du8ejR4+4fv06Bw8eZOzYsdjY2ODm5kaPHj2++BznzZtHly5dqFWrFhYWFvTu3ZuiRYuyYUPOScKiog5RvnwFlSWpFy9eoFSp0sr3mpqalCpVhvv372dHiEIIIcR3T5JHIcR37d1Nc6KiopRJYuXKlTlz5gzx8fGcPHkSJycnAKpUqYKxsTETJ06kW7du1KpVi0ePHinvLAJYWFgovzYwMABSjqC4ePEi+fLlw9zcXFlfvnz5LzxDuHr1KuPHj8fR0VH5unDhAtHR0V987Iw6d+4MdnYOKmUmJgWIjr6uUnbz5g2KFCnyNUMTQgghxP+Tcx6FEN81R0dHHj58yOnTp3n48CEVKlQAoHTp0hgaGnL06FGuXLmiTCpXr17N6NGjadGiBXXq1GHAgAH4+Pio9Kmjo6M2jkKhQFtbG4VC8eUn9Z6kpCQCAgKoWrWqSnlqYpsTXLt2lTp16qmUNWrUhFGjhmNjUxZbW3s2bozgwYN71KvXMJuiFEIIIb5vkjwKIb5ruXPn5ocffmDVqlXY2dmRK1cuADQ0NHBycmLdunVYWFiQP39+AFasWEH37t3p2LEjAM+ePSMmJiZDSWHJkiWJi4vj1q1byruPZ86c+UIz+x9LS0vu379PiRIllGUDBw7E09MTDw+PLz5+Rjx58gRDQ9VdVD086vD69SuWLAnj4cOHlC5dhqlTQzE2zp9NUQohhBDfN0kehRDfPScnJ1auXKl2B7Fy5cpMmDCBJk2aKMuMjY05dOgQHh4evHz5ksmTJ5OQkEB8fPxHx7G0tMTFxYWAgAACAwOJiYlh2rRpKm2ePHmCnp4eefLkSbOPN2/esG/fPpWyvHnz4uDgkGZ7gHbt2hEYGIiFhQUVKlRg1apVbN26lS5dunw05vTomFigSHj9ydcD6JhaKb/evfvvNNs0bNiEhg2bfNY4QgghhMgakjwKIb57FStWZMGCBcrNclJVrlyZ169fq5zvGBAQQEBAAI0bN8bExIR69eqRK1cuzp8/n6GxgoODGTx4MC1btqRQoUI0bdqUefPmKeubN2/OTz/9RM+ePdO8PiYmhk6dOqmUVahQgRUrVqQ7Zv369Xn8+DHTpk3j8ePHlCpVilmzZqk8m5lZJo2Gf/K170pOSiI5+esv5RVCCCFE5mkosuMBHCGE+A69fv2agwcPUqNGDeVzkVu3bmX8+PHs3r0bSDku5NSpU3Tu3Dk7Q/2op09fZkk/ycmKHJ08amiAqakhjx8/51v/bvk9zRVkvt+y72muIPP9lmXlXFP7+lyy26oQQnwlenp6BAQEMGPGDG7dusWJEyeYMWMGdevWVbZZsmQJtWrVysYov56cnjgKIYQQQpUsWxVCiK9EU1OTGTNmMG7cOMLCwjAwMKBRo0b06dNH2WbKlClp7taa0xgbp/1MZmYkJyWxdNkqRo1SXwKroaHB/v1H8ffvy4EDqs94jh07merVXT97fCGEEEJkjiSPQgjxFVWqVIk///wz3fr/QuIIELNhKPH3M/acZ1p0TK0wbTqG2rXrUrny/44QSUxMpFcvX6pVcwEgOvo6Q4YEUbGik7LN+7uyCiGEEOLrkORRCCG+IGtraxYvXqy2GQ9ASEgIR44cYcmSJRnuLyoqivnz53Pq1ClevnyJhYUFP/30E7/99huaml/vSYSEmGgSPiN5TKWvr4+2tq7y/ZIlYSgUCrp27Ul8fDz37t3FxqYsJiamnz2WEEIIIT6PPPMohBDZpH379oSEhGS4fXh4OO3bt8fCwoKFCxeybds2OnXqxMKFCxk1atQXjPTrePYsjmXLFtG1aw90dXW5efMGAEWKFM3myIQQQggBcudRCCGyTXpnOabl8ePHBAUF0atXL5WdWIsWLUqRIkXw9vamW7dumJiYfIlQv4rw8DWYmhagVi1PAG7cuI6BgQFBQUM4efI4BQsWon37LlStWj2bIxVCCCG+T3LnUQghsklISAje3t4Zart161a0tbVp166dWl2lSpXYvn27MnGMj49n5MiRODs74+zsTL9+/YiNjQXg9u3bWFtbExkZiaenJ3Z2dnTp0kVZn10UCgWbNq2nWbNWyrIbN6J58+YNzs5VmTAhhCpVquPv35cLF85lY6RCCCHE90uSRyGE+A84efIk9vb26W6oU7x4ceXXkyZN4syZM8ydO5fFixfz4sULevXqpdI+NDSUSZMmsXTpUk6fPk1YWNgXjf9jLlw4x8OHD/DwqKMs++23joSHb6V+fS9Kly5Dhw5dcHauxvr14dkYqRBCCPH9kmWrQgjxHxAbG0u+fPlUynx8fDh9+rTy/fDhw6lduzZLly5l7dq1WFtbAzBu3DicnZ25ePGicqmsn58f9vb2AHh5ean0kx2iog5RvnwFjIz+t5OqpqamynsACwsLrl+/9rXDE0IIIQSSPAohxH+CkZERz58/VykbN24cb9++BcDb25vExERu3bpFQkICrVu3VmmbnJxMdHQ05cqVA6BEiRLKOgMDAxISEr7wDD7s3Lkz2Nk5qJSNGjUMDQ0NAgKGKssuX76ElVWprx2eEEIIIZDkUQgh/hMcHBwIDQ0lKSkJLS0tAMzMzJT12top/5wnJSUBsHz5cnLnzq3Sh4mJifLZxpx2nuS1a1epU6eeSpmLSw2GDg3A0bEidnYO7NixjVOnTvLHH4HZFKUQQgjxfZNnHoUQ4j+gQYMGxMfHs3z5crW6Fy9e8PLlSwDMzc3R0tIiNjaWEiVKUKJECQwMDAgODiYmJuZrh51hT548wdBQdYmqm5s7v//uz6JFC/DxacX+/X8xcWIIhQsXyaYohRBCiO+b3HkUQogv7NSpU8rlpamcnJzU2j169AhDQ0P09fXV6goUKMDIkSPx9/fnzp07eHl5YWRkxPHjx5kxYwYKhYJSpUphYGBAixYtGDZsGCNGjMDExITg4GDu3r1LsWLFuHfvXpbMScfEAkXC60+/3tRK5f3u3X+n2c7LqwleXk0+eRwhhBBCZB1JHoUQ4gubMGGCWllkZKRamYuLC8HBwTRt2jTNfurXr4+5uTnz5s1THq9RtGhRateuTbt27ShQoAAA/v7+jB07Fj8/PxISEnBycmLOnDnK5a5ZwaTR8M/uIzkpieRkRRZEI4QQQoivQUOhUMh3biGEyAHWrl2Lvr4+DRo0yO5QPurp05ef3UdysiLHJ48aGmBqasjjx8/51r9bfk9zBZnvt+x7mivIfL9lWTnX1L4+lzzzKIQQOUBycjLh4eE4OztndyhCCCGEEGmSZatCCJEDaGpqEhYWluN2QU2PsXGez+5j7Zo1BASq75yqoaHB/v1HiYzcyoIFc3n48AFlyljj59eXsmVtP3tcIYQQQnwaSR6FEN+U27dv4+HhkW79xYsX8ff3B2DMmDFfK6wM0dHRwd3dnTt37qRZv3jxYu7cucP06dPZvXv3V45OVcyGocTfP//J1+uYWtGg4TAcyjuRmJgMQGJiIr16+VKtmgv//nuCMWOCGDBgELa29oSHr6Ffv16sWbNR7QgSIYQQQnwdkjwKIb4phQsX5sCBAyplr1+/pm3btpQqlfMPl1+zZo3yrMZUgwcP5uzZs9jY2KSbWH5tCTHRJHxG8gigr6+PiYmpMnlcsiQMhUJB1649OXBgH23bdqBu3foAtGvXkZUrlxIdfU3uPgohhBDZRJJHIcQ3RUtLS7nraKo//viDV69eMXr06GyKKuPy58+v8n7NmjXs3buXefPmkTdv3myK6st79iyOZcsWMWDAIHR1dXF391TWvX37hlWrlmNsnB8LC6sP9CKEEEKIL0k2zBFCfNO2bNnC+vXrGTFihEpS+eLFC/r06YODgwM1a9Zk48aNyroHDx7g5+eHk5MTtra2/PTTTxw/fhxIWRZrbW1NZGQknp6e2NnZKY/NSHXgwAG8vLywt7enY8eOBAUFKZfKZsbNmzcZNWoUv/zyCy4uLspyhUJBSEgIzs7OVKpUibFjxyrr4uPjCQ4OxtXVlXLlyuHu7s6qVauU9e7u7ixbtoyWLVtiZ2dH48aNOXPmTKZjy2rh4WswNS1ArVqeKuXHjh2hdu0ahIXNxc+vryxZFUIIIbKRJI9CiG/WgwcPGD58OE2aNKFu3boqdTt27KBcuXJs2rSJevXqERAQwPPnzwHo168fSUlJrFy5koiICAoVKsSwYcNUrg8NDWXSpEksXbqU06dPExYWBsCtW7fw9fWlXr16REREYGdnx7JlyzIde1JSEn/88QdmZmb0799fpe7u3btcv36dlStXMmLECMLCwti3bx8Ac+bMYe/evYSEhLBt2zaaNGlCUFAQjx8/Vl4fEhJC586d2bBhA4aGhowcOTLT8WUlhULBpk3radaslVqdlVVJ5s9fQocOXRg9ejhnzpzOhgiFEEIIAZI8CiG+UQqFgoCAAPLkycPgwYPV6h0dHenYsSPm5uZ069aN+Ph4rl27hkKhwNPTk8GDB1OyZElKlSrFL7/8wpUrV1Su9/Pzw97eHgcHB7y8vDh9OiWpWb16Nfb29nTr1g0rKyt69eqFg4NDpuOfM2cOZ86cYfz48ejr66vU6ejoMHLkSCwtLalfvz42NjZcuHABABsbG0aNGkX58uUxNzena9euJCQkEB0drbz+p59+wtPTE0tLS9q1a5ftdx4vXDjHw4cP8PCoo1aXP78JpUtb89tvHXFycmb9+rXZEKEQQgghQJ55FEJ8o5YuXcrBgwdZvHgxBgYGavXm5ubKrw0NUw7Nffv2LRoaGvz8889s2bKFf/75h+vXr3PmzBmSk5NVri9RooTyawMDAxISEoCU3Vzt7OxU2pYvX564uLgMx3727FlmzJhBt27dsLVV3xzGxMREZfmmoaEh8fHxAHh6evL3338zZswYrl27xrlz5wBUNuGxsLBIM/bsEhV1iPLlK2BkZKQsO3/+LJqaWlhb2yjLLCwsiY6+nh0hCiGEEAK58yiE+AZdvXqVCRMm0K5dO5ycnNJso6WlpVamUChITk6mffv2LFiwgCJFitChQwfGjRun1ja98xi1tLRQKBRq/WbU27dv6d+/P7a2tnTp0iVTsQNMnjyZ/v37o62tTZMmTVSed/xY7Nnl3Lkz2Nmp3p3dtGk9s2dPVym7ePECJUpYfs3QhBBCCPEOufMohPimJCYm8scff1CiRAl69+6d6euvXLnC0aNHOXTokHLn09RnFjOSBJYuXVq5uU6qs2fPqtzp/JDx48dz7949QkND00wSP2blypUMGzaMevXqASiX22Ymgf3arl27Sp069VTKGjVqSufObfnzzxVUrVqdyMitnDt3lkGDhmdTlEIIIYSQ5FEI8U2ZNWsWFy9eZO7cuWkuFX3/KIz3GRkZoampyebNm3F3d+f06dOEhIQAKJeGfkjLli2ZP38+c+bMoXbt2mzfvp1jx45RvHhxZR9xcXHkz59fLTk8dOgQS5cu5ffffydXrlw8evRIpT51ee2H5MuXjz179mBra8uDBw+Ux5NkJPbs8uTJEwwNjVTKrK1tGD16AnPmzCA0dDpWViWZNCmEAgUKZlOUQgghhJDkUQjxTTly5AgJCQn89ttvadbv2rXrg9ebmZkxbNgwZsyYwaRJk7C0tGTQoEEMGDCAc+fOqZ0h+b6iRYsybdo0xo4dy7Rp06hevToeHh7KpaInTpzAx8eHXbt2UaxYMZVrjx07hkKhYMKECUyYMEGt7+Dg4A+ODTB69GiGDRtGgwYNKFSoEC1atEBLS4vz589To0aNj16fUTomFigSXn/69ab/O69x9+6/02xTvbor1au7fvIYQgghhMhaGoqcvJZJCCH+Yy5dukRiYiJly5ZVlnXu3Bk7Ozt69uwJwIABA+jXr99HE9FvXXJSEk9jX5OcnHO/DWlogKmpIY8fP+db/275Pc0VZL7fsu9priDz/ZZl5VxT+/pccudRCCGy0M2bNwkMDGTSpElYWFhw8OBBDh06RN++fZX1T548+c8njk+fvvzsPpKTFTk6cRRCCCGEKkkehRAiC3l6enL58mUCAwOJiYnB0tKSyZMnY2OTcuSEubk5s2bNyuYos58kjkIIIcR/jySPQgiRxXx9ffH19U2zTkNDA23t//4/vcbGeT7r+qSkZJYtW8moUeq7p2poaLB//1Hl+3//PcnIkUNZvXr9Z40phBBCiM/z3/8JRgjxn+Pv7094eHi69YsXL8bZ2RmAvXv3Mn/+fM6dO4eOjg4VK1akT58+lCpVCoB169Yxffp0du/eneHx//nnH2bPns3JkydJTk7G1tYWPz8/HB0dVdqdPn2a6dOnc/z4cZKTk7G2tqZDhw54enoq24SEhDB9+nSaNm2qtqGNQqHA1dWVR48ecfHiRQCsra0B2LNnD0WKFFFpv2LFCoYNG0aPHj2Uz0e+y9/fH4AxY8aolX/s87xz5w4DBw5Ulmlra2NiYkKdOnXo3bs3BgYG6V6flqA/D3Lh7pNMXZPKsmBeRrZxpXbtulSuXFVZnpiYSK9evlSr5qIsu3r1CoMHD0BXV/eTxhJCCCFE1pHkUQjx1QUGBvL7778DsGXLFhYsWMCaNWuU9Xnz5gVg0aJFTJ48GT8/P4YNG0ZCQgJz587ll19+YeXKlVhaZv7A+O3bt9OvXz/at29P37590dbW5s8//8THx4eFCxdSsWJFAPbv30+3bt1o2bIlffr0QU9Pjz179vD777/j6+tL165dlX3q6Ojw119/kZycjKamprL85MmTPH78WC0GHR0ddu/eza+//qpSvnPnTjQ0NDI9p4x8nnfu3MHMzExZHh8fz5UrVxg1ahSXLl1i4cKFKrF/zI3Hz7hw59OSx1T6+vpoa/8vKVyyJAyFQkHXrimJc0TEWmbMmEqRIkV5+fLFZ40lhBBCiM8nyaMQ4qszNDRUnlloaGiIlpaW2gYyt27dYvz48YwaNYrGjRsry8ePH0/Lli2ZPn06EydOzNS4L168YMiQIfj6+tKtWzdl+cCBA7l79y7jx49n5cqVvH37Fn9/f9q3b0+fPn2U7SwtLSlWrBi9e/emZs2ayucYy5Yty+XLlzl58iQVKlRQtt+5cyfly5fnxIkTKnFUqlRJLXl88eIFJ06cUNmlNaMy8nkCauVFixbF3NwcLy8vduzYQd26dTM9dlZ59iyOZcsWMWDAIOVdxqiogwwaNIyXL1+yYMGcbItNCCGEECky/mtmIYT4ijZt2kS+fPnw8vJSKdfU1GTs2LH07t07033u3r2bFy9e4OPjo1Y3YMAARo4cqWwXGxtLx44d1drVqVOHkiVLsnbtWmWZnp4eLi4uaktnd+7cqbLENZWHhwdHjhzhxYv/3U3bu3cvlSpVIk+ez3uWMLOsrKyoVKkSO3bs+Krjvi88fA2mpgWoVet/n1dw8ETc3NyzMSohhBBCvEuSRyFEjnThwgVsbW3TXEpZsmRJzM3NP6lPKyurNJ/vK1asmPI5yjNnzmBhYaG8m/e+ChUqcPr0aZUyDw8PleTxypUrvHnzBltbW7Xry5QpQ6FChdi3b5+ybMeOHWkmml9DqVKluHr1araMDSnPhm7atJ5mzVplWwxCCCGE+DhJHoUQOdLz588zvYlLVvUZFxeHkZFRuvV58+bl6dOnKmVubm5ER0dz48YNIOWuo4eHR7rPML6bbMbHx/P333/j4eGR0alkKQMDA16+/PxzGz/VhQvnePjwAR4edbItBiGEEEJ8nCSPQogcKV++fDx79ixb+sybN2+aG92kevjwIcbGxiplxsbGVKxYUZkQ7ty5k9q1a6fbh4eHB/v37ycxMZFDhw5RpkwZTExMMjiTrPXy5cssT9QzIyrqEOXLV/hgwi6EEEKI7CfJoxAiRypXrhznzp1DoVA/SH7Lli0qx05kps/o6GiVZw1THTt2jB49evD69WscHBy4e/eu2t3FVGfPnk1zOWrq3cQHDx5w69YtnJyc0o0ldVfX48ePfzTR/NIuXrxI6dKls238c+fOYGfnkG3jCyGEECJjJHkUQuRIP/74I7GxsWzatEmlPCkpibCwMF69epXpPl1dXTE0NGTp0qVqdYsWLeL+/fvkypWLGjVqUKBAAWbOnKnWbtu2bVy9epVmzZqp1Xl4ePDPP/8QHh5OzZo10dZOf0NrbW1t3Nzc2L17N3v27Mm25x2jo6M5duwYP/74Y7aMD3Dt2lUsLDJ/7IoQQgghvi45qkMIkSMVLVqUHj16EBgYSExMDDVr1uTZs2eEhoZy8+ZNlWM63rx5o7L5DKQsPXVwUL2blSdPHgICAhg4cCBv3rzBy8uL+Ph4li9fzt69e1myZAmQcv5gcHAwvr6+KBQKWrRoQe7cudmzZ4/y3MkffvhBLWZzc3OsrKyYM2cO48aN++gcPTw8GDhwIObm5hneAOjBgwdqcy1evDgWFhYfvTYpKYlHjx4BkJCQwLlz5xg7dixVq1alVq1aGRr/S3jy5AmGhrJkVQghhMjpJHkUQuRYXbt2xczMjCVLljBt2jT09fWpWLEiK1asoHjx4sp2MTExdOrUSeXaChUqsGLFCrU+GzVqhJGREXPnzmXZsmVoaGhgZ2fHsmXLsLe3V7arWrUqK1asYMaMGbRt25a3b9/yww8/MH78+A/eJXR3d2fhwoVUr179o/NzcXEhMTExU3cdDx48yMGDB1XKunbtqnIeZXru37+Pi4sLkHK8SJEiRfDy8krzSJKPKWFqxOv4xExfB2BZMK/K+927//5g+/r1vahf3+uDbYQQQgjx5Wko0nqgSAghhPiCkpKSiY19RXJyzv4WpKEBpqaGPH78nG/9u+X3NFeQ+X7Lvqe5gsz3W5aVc03t63PJnUchhBCZ9uzZ60++NjlZQVJSco5PHIUQQgihSpJHIYQQmWZklOuTr01OSuLBwzimTp3Ejh3b0NHRoWHDxnTu3A0NDQ38/fty4IDqc51jx06menXXzw1bCCGEEJ9BkkchhBCZFrNhKPH3z2f6Oh1TK0ybjmHq1AkcPXqUSZNCePXqFcOGBVCokBlNmjQjOvo6Q4YEUbHi/446kQ11hBBCiOwnR3UIIXKMzp07q53fuGnTJqytrQkJCVEpnzlzJo0bN/6a4X2Ut7e3Ms6QkBC8vb2zpN8bN27QuHFj7OzsmDJlSpb0+bkSYqJJuH8+86/H14iNjWXDhvUMGBBI2bK2VKpUmVatfuXcuTPEx8dz795dbGzKYmJiqnzp6upm95SFEEKI757ceRRC5BiVKlViw4YNKmVRUVEULFiQqKgoevbsqSw/efIklStX/tohZlj79u2zLHlMPZdy8+bN5M2b9yOtc77jx49jYGCAo2NFZZm3928AXLlyGYAiRYpmR2hCCCGE+AC58yiEyDEqVqzI1atXefnypbIsKiqKDh06cPLkSd68eaMs//fff3N08pgnTx7y5cuXJX29ePECGxsbihcv/k0kj7du3aJw4cJs3bqJNm2a0aJFYxYunEdycjI3blzHwMCAoKAhNG5cl06dfDh06MNHeQghhBDi65DkUQiRY9jZ2aGjo8PZs2eBlHMJ7969S4sWLTA0NOSff/4B4Pr168TFxVGpUiUUCgWhoaG4u7tja2uLi4sL06dPV/bp7e3NrFmz6NChA/b29tStW5f9+/cr658+fUqPHj1wdHTEw8ODFStWYG1t/dlzeX/Z6urVq/nxxx+xtbXF2dmZ4cOHk5SUBIC/vz/BwcH07t0bBwcH3NzciIiIUNatW7eOiIgIrK2tuX37NvHx8YwcORJnZ2ecnZ3p168fsbGxANy+fRtra2siIyPx9PTEzs6OLl26KOsBDhw4gJeXF/b29nTs2JGgoCD8/f0/e84Z9erVK27dusWGDesICBhKjx69WLNmJatWLefGjWjevHmDs3NVJkwIoUqV6vj79+XChXNfLT4hhBBCpE2SRyFEjqGrq4uDgwOnTp0C4PDhw9ja2pInTx6cnJyIiooCUpasli5dGmNjYyIiIli0aBGjRo1i27ZtdO/enZCQEGUCChAaGkqDBg3YtGkTNjY2DB48mOTkZAD69u3LkydPWLFiBUOGDGHGjBlZPq8jR44wcuRI+vbty7Zt2xg+fDhr1qxh165dyjbLli2jXLlybNq0iTp16jB06FCeP39OYGAg9erVo169ehw4cIDChQszadIkzpw5w9y5c1m8eDEvXrygV69eKmOGhoYyadIkli5dyunTpwkLCwNS7vr5+vpSr149IiIisLOzY9myZVk+5w/R1tbm5csXDB06Cltbe9zc3PHxac/69ev47beOhIdvpX59L0qXLkOHDl1wdq7G+vXhXzVGIYQQQqiT5FEIkaNUqlRJmTxGRUXh7OwMQOXKlVWSx9Qlq4ULFyY4OJiqVatSrFgxfv75ZwoUKMDly5eVfbq5udG0aVOKFy+Or68v9+7d49GjR1y/fp2DBw8yduxYbGxscHNzo0ePHlk+p9y5czNq1Cjq1KlDsWLF+PHHHylbtqxKjNbW1nTq1Alzc3N69erFmzdvuHz5MoaGhujr66Ovr0+BAgWIj49n6dKlDB8+HHt7e6ytrRk3bhxHjhzh4sWLyv78/Pywt7fHwcEBLy8vTp8+DaTcAbW3t6dbt25YWVnRq1cvHBwcsnzOH1KgQAH09PQwMyusLDM3L8HDhw/Q1NTEyEh1Z1ULCwseP374VWMUQgghhDpJHoUQOUqlSpWUiU5UVJQySaxcuTJnzqTsxnny5EmcnFKOcahSpQrGxsZMnDiRbt26UatWLR49eqS8swgpyUcqAwMDABITE7l48SL58uXD3NxcWV++fPksn5OtrS02NjZMmzYNPz8/6taty7///puhGN9369YtEhISaN26NY6Ojjg6OuLm5kZycjLR0dHKdiVKlFDpLyEhAYCLFy9iZ2en0ueXmPOHODg48PbtW27evKEsu3HjOoULF2bUqGGMHj1cpf3ly5coXtziq8YohBBCCHWSPAohchRHR0cePnzI6dOnefjwIRUqVACgdOnSGBoacvToUa5cuaJMKlevXs1vv/3G27dvqVOnDgsXLsTMzEylTx0dHbVxFAoF2traKBSKT4714sWLxMXFqfSppaWl1m7//v00bdqUx48f4+rqyrRp05Tz+liM70t9TnL58uVEREQoX5GRkVSvXv2D/QFoaWmp9fs5n8GnsLKyonp1F0aPHs7ly5eIijrE0qWLaNKkOS4uNYiM3MrWrZu4ffsWYWFzOXXqJM2bt/qqMQohhBBCnRzVIYTIUXLnzs0PP/zAqlWrsLOzI1euXABoaGjg5OTEunXrsLCwIH/+/ACsWLGC7t2707FjRwCePXtGTExMhhKikiVLEhcXx61bt5R3H8+cOZPhWH18fBg+fDg//vgjAM+fP8fY2Fit3erVq2nWrBlDhw4FUu4o3rx5kypVqmR4rFTm5uZoaWkRGxvLDz/8AEBMTAyBgYEMHDgwzeT1XaVLl+b48eMqZWfPnlW5+/o1DB8+ivHjx9KtW0f09fVp1qwlzZu3QkNDg99/92fRogU8fHgfCwsrJk4MoXDhIl81PiGEEEKok+RRCJHjODk5sXLlSnx8fFTKK1euzIQJE2jSpImyzNjYmEOHDuHh4cHLly+ZPHkyCQkJxMfHf3QcS0tLXFxcCAgIIDAwkJiYGKZNm6bS5smTJ+jp6ZEnT54041y+fDnW1tacOHGCK1eupJkQ5suXjxMnTnDx4kU0NTWZPXs2jx49ylCM7zMwMKBFixYMGzaMESNGYGJiQnBwMHfv3qVYsWLcu3fvg9e3bNmS+fPnM2fOHGrXrs327ds5duwYxYsXz1QcOiYWKBJeZzp+HVOr/5+HIYMHj0izjZdXE7y8mmS6byGEEEJ8WZI8CiFynIoVK7JgwQLlZjmpKleuzOvXr1XOdwwICCAgIIDGjRtjYmJCvXr1yJUrF+fPn8/QWMHBwQwePJiWLVtSqFAhmjZtyrx585T1zZs356effqJnz55q1wYGBjJo0CCaNm2KsbExo0aNwtLSUq1djx49GDhwIK1atcLAwAA3Nzd+/vnnDMf4Pn9/f8aOHYufnx8JCQk4OTkxZ86cj951BChatCjTpk1j7NixTJs2jerVq+Ph4ZHuMtf0mDQa/vFG6UhOSiI5+esulRVCCCHE59NQfO2HXYQQIod4/fo1Bw8epEaNGsrkaevWrYwfP57du3cDKceFnDp1is6dO2dnqFnm0qVLJCYmUrZsWWVZ586dsbOzSzNBTs/Tpy8/OYbkZMV/JnnU0ABTU0MeP37Ot/7d8nuaK8h8v2Xf01wh/fkqFAoSExOyL7AvREMDjI3z8PTpy2/+/29m5qqlpY2mZvrb2aT+OflccudRCPHd0tPTIyAggJ9//plmzZrx+PFjZsyYQd26dZVtlixZQu/evbMvyCx28+ZNAgMDmTRpEhYWFhw8eJBDhw7Rt2/fLz72fylpFEKI/7LExARiYu6jUCR/vPF/0JMnmio7ln/LMjPXXLkMMDLKj4aGxheLR5JHIcR3S1NTkxkzZjBu3DjCwsIwMDCgUaNG9OnTR9lmypQpmV7SmZN5enpy+fJl5TOelpaWTJ48GRsbm0z1Y2ys/gzoxyQnJfE09jV79uwmMLC/Sl3Nmu6MHDmOv/7aw5w5M3j48AGlSpWhd+/+WFtnLjYhhPieKRQK4uKeoKmpSd68BdDQ+PYOV9DS0iAp6fv4ZWRG5qpQKIiPf8uLF08ByJvX5IvFI8tWhRBCZFrMhqHE38/4M5s6plaYNh3D06cvmT9/LufOneGPPwKV9bq6ejx69JCOHX3o338g9vblWbVqGX/9tZtVq9ajr6//JabxUd/T8rfvaa4g8/2WfU9zBfX5JiUl8ujRHfLmNSVXrsz/ou+/QFtbk8TE7+POY2bm+uLFM168eErBguZqS1hl2aoQ4rt1+/ZtPDw80q2/ePEi/v7+AIwZM+ZrhZVh7u7u3LlzJ826xYsXc+fOHaZPn6587jInSoiJJiETyeO7btyIxsqqFCYmpirlW7ZswNLSinr1GgLQtWsP1q1bTXT0NWxsyqbVlRBCiPekLnHU0pIf8783urp6QMovEDQ1db/IGPKnSgjxn1O4cGEOHDigUvb69Wvatm1LqVKlsimqjFuzZg1JSUkqZYMHD+bs2bPY2Nikm1h+K6Kjr1GpUmW1ciOjvFy/fo1Tp05ia2vP5s0byZMnD0WKFMuGKIUQ4r/tSz73JnKmr/H/XJJHIcR/jpaWFgUKFFAp++OPP3j16hWjR4/OpqgyLn/+/Crv16xZw969e5k3bx558+bNpqi+DoVCwc2bN4iKOsTixWEkJydRq5YnHTt2xcOjDn//vY9u3TqipaWFhoYG48dPwcjIKLvDFkIIIQTw7T1BK4T47mzZsoX169czYsQIlaTyxYsX9OnTBwcHB2rWrMnGjRuVdQ8ePMDPzw8nJydsbW356aefOH78OJCyLNba2prIyEg8PT2xs7OjS5cuxMbGKq8/cOAAXl5e2Nvb07FjR4KCgpRLZTPj5s2bjBo1il9++QUXFxdluUKhICQkBGdnZypVqsTYsWOVdfHx8QQHB+Pq6kq5cuVwd3dn1apVynp3d3eWLVtGy5YtsbOzo3Hjxpw5c0ZZf+vWLX777TccHBzw8vJi/vz5uLu7Zzr2T3H//j3evHmDrq4uQUHBdO/emx07tjFjxlSePYsjJiaGPn3+YPbshfz4YwNGjx7B06dPvkpsQgjxLdPU1EBbW/OrvTQ1P+0u2LNnzwgJmUyLFo3w8KjOL780588/l6vsOPrixXNmzJhKs2YNcXevRqtWTZg7dxavX79Wtrl37y4uLpXw9HTh7du3auPMmhWCi0sltmxJ+dlg/vzZuLhUUr5q1KhM/foejB49nMePH6tcO2rUMFxcKnHnzm21fl1cKjFsWKBa+ZYtG2ne3AuAoUMDaNq0AW/evFFr17t3N3x925NTt6WR5FEI8Z/24MEDhg8fTpMmTVSO2ADYsWMH5cqVY9OmTdSrV4+AgACeP38OQL9+/UhKSmLlypVERERQqFAhhg0bpnJ9aGgokyZNYunSpZw+fZqwsDAgJfny9fWlXr16REREYGdnx7JlyzIde1JSEn/88QdmZmb076+6++jdu3e5fv06K1euZMSIEYSFhbFv3z4A5syZw969ewkJCWHbtm00adKEoKAglW9uISEhdO7cmQ0bNmBoaMjIkSMBSExMpEuXLhgZGbF27Vo6d+7M9OnTMx37pypcuAhbtuwiIGAopUtb4+ZWCz+/vmzYEM6sWdMoWbIUzZq1xMbmB/74IxB9fX02b97w1eITQohvkaamBvny5cbYOM9Xe+XLlzvTCWRcXCydO7fl4sXz+PsPZsmSP2nfvjOLF4cxdeoEAF69ekmXLh04fvwof/wRyLJla+jVqx8HDuyje/dOvHr1SqXPxMREjh07ojbW/v171ZZ52tras379Ntav38a6dVuYNCmE8+fPMmLEIGWbt2/fsm/fHooWLca2bZvTnMfOnds5fvxouvPs2bMPL168YPHiBSrlf/21m5Mn/6F//4Acu+xYlq0KIf6zFAoFAQEB5MmTh8GDB6vVOzo60rFjRwC6devGggULuHbtGvb29nh6elK3bl3MzMwA+OWXX+jcubPK9X5+ftjb2wPg5eXF6dOnAVi9ejX29vZ069YNgF69enHw4MFMxz9nzhzOnDnDypUr1XYT1dHRYeTIkeTOnRtLS0vmzJnDhQsXqFGjBjY2NlSpUoXy5csD0LVrV2bMmEF0dDSmpimb0Pz00094enoC0K5dO3r16gXA4cOHuXfvHn/++ScGBgaUKlWKS5cusXlz2t8AvwQjI9WluSVKWBIf/5YLF87TokVrZbmmpialSpXh/v37Xy02IYT4FmlqaqClpcmg5fu5/jDui49nWTAvI9u4oqmpkanzfUNDp6Ojo8PEiSHo6aVs/lKkSFH09PQZOPB3mjVrRXj4GhISEggNDSNXrlxAyi8m7e3L4+PTirCwuXTv3kvZp4NDBQ4c2Ef16q7Ksujo67x69YqCBQupjK+tra2ymZupqSlt23Zg2LBAnj17hpGREYcP/42Ojg4//dSctWtTktv3E73ChYswadJYFi5ckeZxX6amBWjfvhNz5syiYcPGFClSlLdv3xASMpnWrX/Fyirn7t8gdx6FEP9ZS5cu5eDBg4wdOxYDAwO1enNzc+XXhoYp21O/ffsWDQ0Nfv75Zw4fPsyQIUPw9vbGz89P7RDeEiVKKL82MDAgISEBSNnN1c7OTqVtaiKXUWfPnmXGjBl069YNW1tbtXoTExNy586tEn98fDyQclbj27dvGTNmDJ07d1YuOX13Ex4LC4t0Y7e0tFT5vDIb++c4fPgg9et7qCzVuXz5Ennz5sXUtCDR0ddV2t+8eYMiRYp8tfiEEOJbdv1hHBfuPPnir09JUOPj49m5M5JmzVoqE8dU1au7MnXqLMzMCrNlywZatvxZmTimMjAwoEWLn9myZYPK90NX1xocPLhfZRno/v17cXWtmaG7e6nP4KcmgTt2bMfe3pHq1Wtw795dTp78R+2aTp18efToEcuXL0633+bNW1OsWDFmzpwKwPLlS9DU1KRdu44fjSk7SfIohPhPunr1KhMmTKBdu3Y4OTml2UZLS0utTKFQkJycTPv27VmwYAFFihShQ4cOjBs3Tq1tWr8tTO33/WcRMvNswtu3b+nfvz+2trZ06dIlU7EDTJ48mf79+6OtrU2TJk1Unnf80rF/Ljs7B/T09BgzJoibN6M5dOhvZs6cSps2PjRq1IQNGyLYtm0zt2/fYtasEB48uKc8ukMIIcS3686d27x+/Qobm3JqdRoaGlSoUIm7d+/w8uVLypZVbwNgb1+euLg4lWcRK1Vy5uXLF5w/f1ZZtm/fHmrUcPtoTLdu3WTp0kVUrOhErly5ePXqFYcOHaB6dVfMzYtjYWHJ1q2b1K4zNS1Ahw6dWbx4AXfvpr2Dura2Nn37DuCvv/awb99eli9fwu+/+6Onlz3nGmeULFsVQvznJCYm8scff1CiRAl69+6d6euvXLnC0aNHOXTokHLn09RnFjOSSJUuXVq5uU6qs2fPqtzp/JDx48dz7949QkND00wSP2blypUMGzaMevXqASnzgYzHHh0dzYsXL5R3H8+ePfuRq7JOnjx5mDgxhGnTJtKhgw+5c+emceOmtGnjg4aGBq9fv2LJkjAePnxI6dJlmDo1FGPj/B/vWAghxH/aixcpexKktZIo1bNnKXc0U1cTvS+1/NmzOOXyUz09PZycqnDgwD7KlrXl0aOH3L59G0fHSmrXnzp1ktq1U5a3JiYmkpiYiIODI/7+KY/G7N+/l8TERKpXrwFAjRq1WLNmFX37DlB7/KR589Zs2bKJKVMmMG7c5DTjLV++AnXq/MjgwQOoWdMDZ+eq6c49p5DkUQjxnzNr1iwuXrzI3LlziYtTXxrz/lEY7zMyMkJTU5PNmzfj7u7O6dOnCQkJAVAuDf2Qli1bMn/+fObMmUPt2rXZvn07x44do3jx4so+4uLiyJ8/v1pyeOjQIZYuXcrvv/9Orly5ePTokUp9et8Q35UvXz727NmDra0tDx48UB5PkpHYq1atSuHChRk8eDA9evTg8uXLLF68ONNHhOiYWKBIeP3xhqntTa2UX1tZlWTKlJlptmvYsAkNGzbJVCxCCCH++1K/Dz1//izdNqnPzMfExFC4sPoZwI8fP1Jpl8rV1Y1Vq5bRuXM39u//i2rVqqOtrZ4GWVv/wNChKRvMaWpqki+fscojJDt3bsfOzoF8+fIB4ObmzuLFC/jrr93UrVtfpS8tLS369fOnW7eO7Nu3N905eXu3Z/v2rbRr1yndNjmJJI9CiP+cI0eOkJCQwG+//ZZm/a5duz54vZmZGcOGDWPGjBlMmjQJS0tLBg0axIABAzh37pzaGZLvK1q0KNOmTWPs2LFMmzaN6tWr4+HhoVwqeuLECXx8fNi1axfFiql+czt27BgKhYIJEyYwYcIEtb6Dg4M/ODbA6NGjGTZsGA0aNKBQoUK0aNECLS0tzp8/T40aNT54raamJiEhIQwePJjGjRtjZWVF06ZNlTu5ZpRJo+GZag+QnJSUqY0ThBBCfD+KFCmGgYEBFy+e54cf1Jel+vv3pVmzVhgZ5eXixfPY2jqotblw4Tx58+alSJGiPHr0UFlerZorY8eO5N69u+zfv5cmTZqlGYOenh7FiqW9iiguLpajR6NISkrCzc1ZpW7r1k1qySOkPKrRoEEjpk6dQJs2PumO+e5/czpJHoUQ/zlLliz5aJsxY8aolV28eFH5datWrWjVqpVKfcOGDdNsC9CzZ0/l15cuXcLMzIzt27cryzp37qxMOp2dnWnSpEma3wh69uyp0ld6mjZtqvL+3TlXrFhR5czK1PFT7d69W6XO2dlZOZ+YmBju3r3L8uXLlfXz5s2jYMGCH43pXU+fvsxUe4DkZIUkj0IIIdKkra2Nh0cd1q79kwYNGqs8u3/gwD4OHNhHly49aNCgEUuXLqZevUYqdwVfvXrJqlVLqVfPS+2uYr58+bC1tScycivnz58lOHhipuPbu3c3CoWCGTPmqiyt3bJlE3/+uZyHDx+o7d4K4Ovbk/3797Jy5dJMj5kTSfIohBCZdPPmTQIDA5k0aRIWFhYcPHiQQ4cO0bdvX2X9kydPPnoHM7v4+voSEBCAm5sbN27cYNGiRXTt2vWLjimJoxBCZD/Lgpl7ROFrj9O+fWc6dWpL3749aN++MwULFuLEiWPMmDGNFi1+xtLSinbtOnHixDF69uxC167dMTe34NataGbNmo6JiSkdOqS9EZ2LixthYXOpWLGS2vOJGbFz53acnatib19epbx1619YvXoF27dvwdu7ndp1efPmw9e3J2PGjMTMrHCmx81pJHkUQohM8vT05PLlywQGBhITE4OlpSWTJ0/GxsYGSDkiZNasWdkcZdpMTEyYMmUKU6dOJTg4GFNTU3799VfatGmTqX6MjfNkqn1yUhJPY1+zZ89uAgP7q9TVrOnOyJH/2+323r27+Pi0YuzYyVSooL6hgRBCiMxJTlaQlJTMyDauH2+cRZKSkjP9S0MTE1NmzZrPggVzGDFiMHFxcRQtWpSOHbvQpElzAHLnzs3MmXNZuHABEyaM4dGjRxQoUABPz7r8+utvakd4pHJ1dWPGjCm4utbM9FweP37Ev/+eIChorFqdqWkBXF3d2Lp1U5rJI0CDBo3ZvHmD2j4H/0Uaiq+5R7sQQnxAXFwcs2bNIjIykpiYGIoUKUKrVq3w8fFBUzPlZCFvb28qV66stvQzKioKHx8f5fJMb29vjhw5kuY4wcHBNG3aFH9/f3bt2sW2bdswMTFRaWNtbc3ixYtxdlZ9rmHevHmsWLFC5bnKhw8f4urqSuXKlVWWlx47doxff/2Vw4cPKx+uDwkJYfr06SxcuJCqVVV3VXN3d6dQoUIsX75c5eyp9+cGsHjxYlauXMnNmzfJmzcvbm5u9OnTR3m3MyQkhCNHjqS5xPfdua1bt47p06erLXX9mJgNQ4m/fz5DbXVMrTBtOoanT18yf/5czp07wx9/BCrrdXX1VDYK+v13P6KiDjJtWmi2J48aGmBqasjjx8/51r9bfk9zBZnvt+x7miuozzchIZ6YmHuYmBRGR0dX2U5TUwNNzY+fa5hVvuSKE21tTRITkz/e8BuQmbmm9/8e/vfn5LPj+ewehBAiCzx9+pRWrVpRsGBBRo0aRbFixTh9+jRBQUHcunWLwYMHZ7rP9u3b0759e7XydxOVZ8+eMXbs2DTPeUxLpUqVGD9+PE+ePFHu6hoVFUXBggU5efIkb9++VT7rePLkSaytrZWJI8CmTZsoXrw4ERERaskjwD///MPatWtp3rx5ujEsXryY+fPnM3ToUMqUKcPDhw+ZMGECHTt2JDw8XJlof0kJMdEkZDB5fNeNG9FYWZVSbqH+vsjIrbx6lfnnKYUQQnyYPD4gssKX/wlDCCEyYOLEiejq6jJ//nyqVq2Kubk59evXZ9SoUSxbtozr169nus/cuXNToEABtde7zzoULVqU9evXp3uX8n3lypUjV65cnD59WlkWFRVFkyZNMDAw4J9//lGWnzx5EicnJ+X7s2fPcvPmTXx9fYmMjOTlS/UkqWjRokyYMIHY2Nh0YwgPD6ddu3a4u7tTrFgxKlSowKRJk7hw4QKnTp3K0DyyS3T0NczNi6dZFxcXy8yZ0+jfP+ArRyWEEEKIjJDkUQiR7eLj49m8eTO//PKL2g6ltWrVYuHChRQtWvSLjF25cmVq167N8OHDSUhI+Gh7HR0dHBwc1JJHZ2dnnJycOHz4sLL85MmTVK5cWfl+06ZN2NjYULduXRISEoiMjFTrv0OHDujr66d5jEcqDQ0Njh07pnKuo5mZGVu2bFE+d5kTKRQKbt68QVTUIVq3bkrLlo2ZNStE+bmHhEymXr2GWFmVzOZIhRBCCJEWSR6FENnu5s2bvHr1Cjs7O7U6DQ0NqlSpgq6ubhpXZo3AwEDu3r1LWFhYhtpXqlRJeYfv3r173Lt3jwoVKlC5cmWioqIAuHPnDo8fP1beeVQoFGzdupVatWqRJ08eqlatSnh4uFrfuXLlIjAwkDVr1nDixIk0x/fx8WHHjh24ubkxcOBA1q9fT2xsLCVLlvykHeS+lvv37/HmzRt0dXUJCgqme/fe7NixjRkzpnL0aBSnTp3kt986ZHeYQgghhEiHPPMohMh2z549A1SfRfyQ2bNns2DBApWypKSkDLUD1JKywoUL0717d6ZPn07Dhg0pUqTIB8evVKmS8pzEqKgobG1tyZ07N5UrV2bMmDG8evWKf//9l9KlS2NsbAzA8ePHuXfvHp6engDUqVOHwYMHc+fOHbW7qrVr18bNzY1hw4axbt06tfGbNGmCsbExixYtYuPGjaxbtw5dXV26deuGr6+vst2xY8dwdHT84Fy+psKFi7Blyy4MDY3Q0NCgdGlrFIpkBg0awN9/76Nfv4Ho6eXc5FcIIYT43knyKITIdqkbysTFxWWofevWrfH29lYp+/fff+nfv/9H26Xnt99+Y/369YwcOZKZM2d+sG358uV5/vw5t27dUi5ZBShdujSGhoacOnWKEydOqDzvuHnzZooWLUrZsmUB8PDwYMiQIaxfv55u3bqpjTFo0CAaNmzIkiVL+OGHH9Tq3dzccHNz48WLFxw+fJiVK1cyZcoUSpUqRe3atQGwtbVNc/lrnTp1MvSZfAlGRqpnf5UoYQmkHM8xaNAfKnX9+vWiXr0G8gykEEIIkUPIslUhRLYrXrw4hoaGnD17Ns16X19fDh48qHyfN29eSpQoofIqVKiQ2nVptStRokSaY2hrazN06FB2797Nnj17Phhvrly5KFeuHGfOnOHIkSPK5xo1NDRwcnLi5MmTnDp1Spk8JiUlsW3bNu7evUvZsmUpW7YsLi4uJCcns379+jTHMDc3p0uXLkybNo2HDx8qy+/du8fQoUOVzzsaGBjg6enJ3LlzwcMOnAAAQodJREFUKV++vMrnpK+vn+H5fw2HDx+kfn0P3rx5oyy7fPkSRkZ5WbkynLCw5coXgL//IDp27Jpd4QohhBDiPZI8CiGynba2NvXr12fZsmUqm8AA7N69m927d1OwYMEvHkelSpX46aefCAoK+mjbihUrcuDAAR48eECFChWU5ZUrV+bs2bOcO3dOmVQeOnSIJ0+eMG3aNCIiIpQvf39/oqOjVXZofVfHjh0pWLAgkydPVpbp6uqyevVq9u3bp9JWQ0MDAwMD5fEhOZGdnQN6enqMGRPEzZvRHDr0NzNnTuWXX3woVsxc5QUpBy8bG+fc+QghhBDfG0kehRA5Qs+ePXnx4gUdOnTgyJEj3Lx5k9WrV+Pv74+Pjw+lSpXKdJ+vXr3i0aNHaq8XL16ke03//v3TPELjfU5OTmzZsgU7Ozty5cqlLK9cuTL79+/H3NwcExMTIGXJaunSpalTpw5lypRRvtq0aUO+fPmIiIhIcwxdXV2GDh3KnTt3lGUmJia0bt2agIAAVqxYwc2bNzl79ixTp07l9OnTNGvWLIOfzteXJ08eJk4MITb2KR06+DBmTBCNGv1EmzY+2R2aEEIIITJAnnkUQuQIBQoUYMWKFYSEhNCvXz9iY2MpXrw4fn5+/Pzzz5/U54IFC9LcMKd58+aMGjUqzWvy589P3759GTJkyAf7rlChAm/evFE5igNSnnvMlSuXcslqfHw8O3bsoEePHmp96Onp0bRpU9asWUNgYGCa41StWpWGDRuyadMmZVlAQABFixZl+fLljBkzBm1tbZycnFi6dOlHN/vJKjomFigSXmesramV8msrq5JMmfLhZ0oBDhw49smxCSGEUKepqYGmpsZXGy85WUFysiLD7Xv06IyjY0UcHSvi59eV/v0DaNy4qUqbUaOGATB06Aju3btLixaNlHWampoYGBji4FCebt16qZwp3Ly5F+3bd8bevjytW//E5MnTcXKqohZD797dKFasOP36+SuvqV/fi3/+OYaf3/8eo9DS0sLIKC+VK1ehe/de5M+f8svi1JhWr95A4cKq349TYw8MHKZWvnXrJlatiqBo0WIqdS4ulZgxYw4ODhXIKSR5FELkGIULF2b06NEfbLNkyZI0y52dnbl48eJH271rzJgxaZa3atWKVq1affDavHnzcv78ebVyDQ0NDh06pHyvq6vLsWPpJ0IDBgxgwIABQMoS3bRMnDiRiRMnKt9ra2vToUMHOnRI/1iLnj17plv37ufUtGlTmjZtmm7b9Jg0Gp6p9slJSZn6IUIIIUTW0dTUwDhfLjS1tL7amMlJSTyNff3J//bPnj0DNzd35aZ66Zk7dxEFCxYiKSmJR48esWDBHHr06Mz8+UsxNTVVaVusmDk//FCWv/7ao5Y8xsbGcuLEcdq165zuWOvXbwMgMTGRu3fvMHPmVPz8fJk7d5HKKqSMevv2Lfv27aFo0WJs27aZDh26ZLqPr02SRyGEEJn29OnHl/a+K7O/gRZCCJF1NDU10NTS4vE6fxIeX/vi4+mYWmHadAyamhqf/G9/njx5mDlzKgEBQz/YLl8+Y0xMUpLEggULMXr0eNq2bc2SJQvo0+cPtfaennVZvnwxffsOQFPzf0/w7d27iwIFCmJv75DuWKnjABQqZMa4cVNp06YZERFr+fnnXzM7RQ4f/hsdHR1++qk5a9f+Sfv2ndHQ+Hp3hz+FPPMohBDii0lOVpCYmCyJoxBC5AAJj6+RcP/8l39lQYLaq9fvbN26iVOnTmbqOj09PX78sQH79u1Ns97Dow5Pnz7l9OlTKuV79uzEw6NOppI3Y2NjatSoyb59H96lPT07dmzH3t6R6tVrcO/eXU6eTHsDvZxEkkchhBCZZmycJ2OvfLlUnrHp37+X8rmPHj064+JSSe01enTmlsQKIYT49ri4uFG9uisTJ44hMTExU9daWFjy6NFDXr5U3yDP1LQA5ctX4K+/dinLnj59wsmT/1C79o+ZjtPCworo6OuZvu7Vq1ccOnSA6tVdMTcvjoWFJVu3bvr4hdlMkkchhMgga2troqKi0qwLCQnB29v7s8fo27cvbm5uvH6tvhlNu3btaN26NQpF9t/Fi9kwlHtzWn7w9XidP5paWsrkcefO7Rw69Leyj9Gjx7N+/TblKzh4Ajo6OjRt2iK7piWEECIH6d27P3fu3ObPP1dk6ro8eQyAlAQtLbVr/6hyZ3Lv3t2UKGFBqVKlMx2jgYEBr15l7lEOgP3795KYmEj16jUAqFGjFnv37lY5CzknkuRRCCGyQPv27QkJCfnsfgYMGMDz588JDQ1VKY+MjOTo0aOMGDEiRzwPkRATnallS8+exTFz5jR++KGssszIKC8mJqaYmJiSL58xs2fPpE0bH2xsyqY1pBBCiO+MmVlh2rbtSFjYXB4+fJDh61KTudy5c6dZ7+bmTkzMYy5cOAfA7t07PumuI8DLly+Uyaq2dsp2MsnJyWrtkpOTlfWQ8gtVOzsH5YZAbm7uvHr1kr/+SnvzvJxCkkchhMgCefLk+eiOcBlRqFAhevbsSVhYGLdu3QLgzZs3jBkzhnbt2lGmTJnPHiM7TJ8+hbp162NhYZVm/datG3n+PI5ffmn7lSMTQgiRk/38868UKlSIqVMnZPiaK1cuU6iQmTKpe5+RkRHOzlX56689PHkSw6lTJ/H0rPtJ8V29egUrq5LA/+54prVc9sWL5xgYGAIQFxfL0aNR/PvvCdzcnHFzc6Zz55Tvfzl96aokj0IIkQXeXba6bt063N3dVeq9vb0zfGfS29ubEiVKMH78eADmzZuHpqYm3bt3B+DBgwf4+fnh5OSEra0tP/30E8ePHwfg9u3bWFtbExkZiaenJ3Z2dnTp0oXY2Fhl/wcOHMDLywt7e3s6duxIUFAQ/v7+n/sRpOvYsSP8++8Jfvst7aNFFAoFS5cupkWLn9P9LbEQQojvk7a2Nn37DuCvv/ZkaEOZhIQEIiO3UquW5wfbeXrWZf/+v9i//y/Kli2ndi5jRjx7Fsf+/XupVcsDSLnTWaRIUc6cOa3SLikpiYsXL1C6tDWQskxWoVAwY8ZcwsKWKV+tW//KP/8cy9Rd1q9NjuoQQogcRltbmyFDhuDt7c3OnTuZP38+06ZNQ19fH4B+/fphZGTEypUrUSgUTJgwgWHDhrFx40ZlH6GhoUyaNAmFQoGvry9hYWH06dOHW7du4evri6+vLz/++CMbN25k1qxZNGnS5IvM5e3bt4wZM4q+fQegp6efZpsTJ47z6NEDGjX66YvEIIQQIoWOadqrP3L6OBUqVKJu3Xps376V8uUrqNTFxj5FV1eX5ORkHjy4z/z5s3nz5s1HV7K4uLgxduwoIiLW0LBhkwzFERPzGEg55/HWrZvMmhVCwYKFVK5v3rwVc+fOwsjIiHLl7Hjy5AkrVy5FR0cXN7eaQMqSVWfnqtjbl1fpv3XrX1i9egXbt2/B27sdAOfOneH1a9XnIMuXr6D8meBrk+RRCCFyICcnJ7y8vOjVqxd169bF1dUVSLlL5+npSd26dTEzMwPgl19+oXNn1UON/fz8sLe3B8DLy4vTp1N+C7p69Wrs7e3p1q0bAL169eLgwYNfbB7Tp0/nhx/K4uxcNd02e/bs+r/27jyu5uz/A/jrtijtG0qRQoXSSkw1kX3JMLKEsi+hZmQpMrZkK8ZUKGTfxppRZsj2ta8lQoslIkvSntZ7fn/06zPu3Fu3iErv5+PR49E9n/M5n/O+t9vnvu/nfM5Bly4/QElJ+av1gxBCGjI+n4FfWgqNn1d9u2OWltboMk0zZvyKK1cuC5VPnlyWJEpKSkJdXQNWVp0xb54PVFVVK21PVlYWtrY/4ty5KDg49KpSH376qey+SGlpaTRp0hQ2Nj9i7NiJkJGR4eoMHz4KEhIS2LEjDKmpryAn1xgWFp0QFBQKGRlZvH+fhtjYGPj6rhZqX0OjCezs7PH33xFc8rhhQ6BQvQMHjkFHp0WV+lzTKHkkhJA6atq0afjrr7+44aoAwOPx4OzsjJMnTyI6OhrPnj1DXFyc0M35urq63O8KCgooLi4GACQkJMDExESgrpmZGbKysr5KDJGRkXj//j169SpLfouKigCULcYcFXUJAHDjxlVMmDClwjYIIYR8GT6fISPzo8DSSd/imNVJHoODN3O/X758W2i7mpo6/vnn3/UUtbSai6wnyuHDJ0SWL168HIsXLxe7j4WFVZWPBQBOTiPh5DRS5DYNjSa4ePFmhfsuX76G+/3y5duQkpJASYnwBDy1hZJHQgipYaJmQ63uGlUAuG8yP/1Gk8/nY8KECcjOzkb//v3h4OCA4uJizJw5U2BfaWlpkW1KSkoKLfXxNZf+2L17N9LTs1FaWnaMTZvKvkF1c/MAAGRmZiI19RVMTEy/Wh8IIYRUP5kjRBRKHgkhpIZJS0sjL+/fNZ8YY3j58mWNtP348WPcunUL165dg5qaGgBg79693HHEadu2LTe5TrkHDx6gRYuvM/xFW1sbcnIq3LemcnLyAMANt3n69DEaNZJB8+baX+X4hBBCCKk5lDwSQkg13Lt3D4WFhQJlnTp1EnhsbGyMzMxM7N69G926dcPu3bsFhoUWFRUhKysLampqkJSUrNbxlZSUICEhgcjISDg4OOD+/fvcLK7lQ0IrM3z4cISFhWHz5s3o1asXTp06hdu3b6Nly5bV6kdNycj4AEVFhTqxdiUhhBBCKkfJIyGEVENAgPA6U6dPnxZ43KpVK3h5eWHTpk1Yv349fv75Z/Tp8+/6UTExMXB1dcXZs2eho6NTreNrampiyZIl2LBhA9atWwc9PT0sXLgQXl5eePjwIZo0aVLp/tra2ggMDMTq1asRGBgIGxsb9OjRo8JhrhWRVm8FVvyx8joiZtvz8Vki8LhHj97o0aN3tY5NCCGEkNrBY1/zZhdCCCEieXl5Yc6cOWKTvZqWmJiIkpIStG/fniubMmUKTExM4O7uXuPH45eWIiPzY729z4bHAzQ0FPH+fQ6+97NlQ4oVoHi/Zw0pVkA43uLiIqSnv4a6uhakpRvVdve+iro2iczXVJ1YK3vty/9Ovrg/X9wCIYSQannx4gU+fPjwzRPH8mP7+Phg3bp1aNWqFa5evYpr167B09OzWu1kZOSJrwSaoIEQQgj5nlDySAgh31iLFi2wadOmWjl2z549kZSUBB8fH6Snp0NPTw+///47jIyMavxYohLHuXN/gYqKKjd89fTpv7Ft2xa8e/cWBgaG8PDwRPv2xjXeF0IIIYR8OUoeCSHkG+PxeJCSqr1/v25ubnBzc/uiNlRV5cXWKeWXIjPj3yGrZ86cwrVrV9Cv30AAQGxsDFat8oWX10IYG3fEsWOHMWfOLzh8+ATk5OS+qH+EEEIIqXkStd0BQkj9lJWVhVWrVsHBwQGmpqbo168fduzYIbBYvYuLCzcT6Kdu3LgBQ0PDCsvXr18vtM3b2xudOnVCenq60DZDQ0PcuHFDoCwqKgouLi7o3LkzTE1NMXToUBw5cqTacb5+/RoLFy7Ejz/+CDMzMwwePBjh4eECdRwcHHD06FGhfY8ePQoHBwfu8afPx8uXL2FoaChyCQ9vb294e3tX2q/o6GhMnToV1tbW6NSpE8aPH4+YmBhue3XaF/X8ibPyzEqMPzC+wp+lp5ZCUkKSW5A6OzsLGzcGol27f++1TE9Px9ixE9GnT39oa+tg/PhJyM7OQnLy02r1hRBCCCHfBiWPhJBqy8jIwLBhwxAXFwc/Pz9ERETA3d0doaGh8PPz++x2IyMj0bJlS/z1118i1yzMzs7G6tWrxbazceNGzJo1C127dsX+/fsREREBJycnrFy5Etu2batyf5KTkzF06FBkZmbijz/+wF9//QVnZ2csXry4Wu3UtFOnTmHs2LEwMjLCrl27cODAARgYGMDV1VVoDcev5UXmCySmJVb4k5yRLFA/OHg9+vTpj1at/p2B1cGhJ8aOnQgAKCwswJ9/7oOqqppAHUIIITVDQoIHKSmJb/ZT/uVhVTk5OeLkyRNC5SdPnoCTkyMAwNbWCkuW+FRap7xedPRtgTrXr1+Fvb01wsJCueO5uU0U+rwRHX0btrZWAmW5ubnYsOEPDB06EA4OP2DEiMHYsmUTPn78d9bxMWOGY/v2LQL77d69Hba2VkJxrVrli/nzZ1crprqChq0SQqpt7dq1aNSoEcLCwiAjIwOg7D4+WVlZTJ8+HWPGjIGenl612iwuLsapU6fg5eUFHx8f3Lx5E9bW1gJ1tLW1cfz4cTg5OaFz584i20lISEBwcDACAgLQv39/rtzZ2RlycnLw8/ODq6trlYaNLl26FEZGRggKCuLWIWzZsiWKioqwbt06ODk5QUlJqVpxfqnc3FwsWrQIbm5umD59Olc+f/58pKamwt/fHwcOHPimfRLnzp1biI2Nwa5dBxAQsEpo++3bN+HpOROMMSxa5EtDVgkhpIZJSPCgotoYkhLVW1v4S/z31oWacubMKQwePARmZlbiK/+/Bw/i8NtvXvj55+GYOHEqV37/fiwiI//CwIE/Vbhvfn4eZsyYBElJKcyb54OWLXXx7NlThIZuwLVrVxAcvBlycnIwNTXDo0cPBPaNjr4NDY0miI6+jf79/00E4+LuY9CgwQIxOToOhqWl4LrRdRElj4SQaikqKkJkZCTmzZvHJY7lunfvjh07dkBbW7va7V65cgU5OTno0aMHDh48iPDwcKHksXPnzsjNzcXSpUsRHh4ucm3CY8eOoXXr1gKJY7l+/frB2tq6SonjmzdvcO3aNWzevFloAXsnJye0a9euVpKcc+fOITc3F66urkLbvLy8UFBQ8M37VJnCwkL4+6+Ap6cXZGRkRdbR12+NsLDduHLlElasWAotLW0YG5t8454SQsj3S0KCB0kJSSw9tVRoZMjX0Eq1FRb3WQwJCV6NJ49aWs3h778KO3bsr9IaxS9eJGPevF/QvXtPeHgIziyupdUcISFB+PHHblBSUha5/5YtISgqKsK2bdvRuHFjbr+OHc3g6joC27dvwYwZv8DU1BxBQb9z+xUXF+P+/VhMnuyGP//cx5Xn5ubi+fNnMDOzEOjHunWrqxxTbaJhq4SQannx4gXy8/NhYiL84Z7H46FLly5o1Kj660pFRkbCwsICysrK6NGjB/755x/k5+cL1fPx8UFqaiq2b98usp27d+/CwsJC5LZGjRpBU1OzSv1JSEgAY0xknI0bN4aVlVWtTHoTHx8PfX19KCgoCG3T0dFBmzZtvnmfKhMWthmGhu1gbd21wjpqaupo29YQ48ZNQqdO1jh+vPr3phJCCBEvOSO50lsOaurnayaokye7IS0tDfv27RJb9/37NHh6usPc3BJeXguFvgweOXIMGjWSwaZNwvMzAEBpaSlOnvwLw4Y5c4ljOQUFBQwb5oyTJ/9CaWkpTE3NkZHxAW/evAYAPHz4AAoKihgw4Cekp7/Hy5cp/18eB3l5BbRpY/BZMdU2uvJICKmW7OxsAICiYtUWmg0NDRW6P7C0tFTgcUFBAc6ePQsPDw8AQO/evREQEIDTp09j8ODBAnW1tLQwY8YMBAcHY+DAgWjevLnA9oyMDKioqAiU9ezZU2CinS1btsDKqvLhLtWNc/HixfD19RUoKykpEbuW48CBA4VOZkVFRXB0FH2fQ05OjsjEsabar2lRUaeQnp6OXr3suGMDwIULZxEYGAIJCUkYGv67TEirVnpITn72TfpGCCGk/tHQaILJk6ciJGQDevXqi+bNRY92ys3NhafnTGRnZ8PHZykkJYWH7DZu3Bi//DIHCxfOw4ABg2Bs3FFge0rKC+Tl5QlM9vapjh3NkJWVhVevXqJlS11oamrh4cMH0NTUQkzMbZiZWUBBoSxRjI6+DR2dFoiLuwdTUzNISPx7DU9DowkmTpyCzZs3VhpTXUDJIyGkWsoTs6ysrCrVHzlyJFxcXATKYmNjMXfuXO7x+fPnkZeXhx49egAAdHV1YWBggPDwcKHkEQDGjRuH48ePY/ny5di4caPANmVlZS7xK7djxw4uYe3du7dQ8ipKeZzZ2dlQU1MTW9/DwwO9e/cWKDt9+jT2799f6X6bN29Gs2bNBMoCAgIq7dd/46vJ9mvaxo2bUVhYzD3etCkQAODm5oH9+3fj9etUrFsXzG1PSIiHgUHNrzlJCCHk+zF8uDMiIk5g/foArFnzu8g6AQEr0bRpM/D5pThwYA/Gj58ssp69fXd07WqDgIBVCAvbLbAtO7vss46iouj5Dcq/YC6vZ2pqjkePHsDBoSeio2+jZ88+AABzc0tER9/GoEFD8OBBHKyshOdtcHIaiZMnIyqNqS6gYauEkGpp2bIlFBUV8eDBA5Hb3dzccPXqVe6xsrIydHV1BX7+m8xERkYCAPr06YP27dujffv2SEpKwo0bN/D69WuhY0hJSWHx4sU4d+4czp8/L7CtY8eOAktWAGXDOcuPXVUdOnQAj8dDXFyc0Lb8/HyMHz8e8fHxXJm6urpQnOrq6mKP07x5c6H95OUrXkOxQ4cOSE5ORm5urtC227dvY+bMmQKzv1W3/ZqmpdUcOjotuB85OXnIyclDR6cFBg36GXfu3MLBg/uRkvICYWGhePjwAYYPd/5m/SOEEFI3SElJCSz3VY7P5wvdJiIpKYk5c7xx7dplXLx4QWR7qqqqWLcuGBMnTsPOnWF4/DipwmP/+utcpKQ8x5EjfwqUl98HKWqZMKBsWOyn9cqTx6KiIsTF3Ye5uSWAsuTx/v1YMMbw8GEczM2Fb6+pSkx1ASWPhJBqkZKSQv/+/bF3715uCGK5c+fO4dy5c2jatGmV28vNzcXFixcxZcoUhIeHcz+7dpWN+z9+/LjI/aysrDBkyBChoaJOTk5ISkrC2bNnhfZ5+/ZtlfulpqYGGxsb7Ny5U2ga7yNHjuD27dvQ0tKqcns1xc7ODoqKitizZ4/Qtp07d+LNmzdC92XUVYaGRlixIgCRkccxdqwzrl27gnXrgtCkSdX/fgghhHwfFBQUkZcn/MVobm4OFBSEbyExMTHFgAGD8McfAQJfmpabOXMWlJSUMHy4M1q3bosVK5agpKRE5LGbN9eGi8t4bN0aivfv33PlOjotoKSkjISERyL3i49/BGVlZW6YqZmZORIS4hEXdw/Kyspo0aIlgLKk8v37NMTE3AGfX4q2bYXXuq5KTHUBDVslhFSbu7s7hg0bhokTJ8Ld3R2ampq4ceMG/P394erqWq1JW6KiolBaWgpXV1eh+wPt7Oxw7NgxTJs2TeS+c+fORb9+/QTKjIyMMHv2bHh6emLq1Kno2bMnZGRkcPnyZWzcuBGamprcbLA5OTkoLS0Vukey3Pz58+Hs7IxffvkFkyZNgqKiIs6fP4/169dj9uzZUFYWPTPb1yQvL48FCxZg/vz5KCgogKOjI4qKirBv3z5cuHABu3fvFt9IDWip0hIFJRXP7NpKtZXIch+fJQKPbWzsYGNjV4M9I4QQUh+1bt0GcXH3MWKEYPnDhw8qTLbc3Nxx6dIFHDgg/IVq+T2OkpKS8PZeiEmTXLFnzw6MGzdJZFujR4/F6dN/Y8uWf2+HkZKSwoABg7B//24MHPiTwCzr+fl5+PPPPejXz5G7MtqyZSvIysoiKuof7qojAO6+x7/+OoaOHc1E3n9ZlZjqAkoeCSHV1qRJE+zfvx9BQUGYM2cOMjMz0bJlS3h4eMDZuXpDDiMiIvDjjz+KnFjG2dkZ06ZNw927d0Xuq6amBk9PTyxatEigfMKECTAyMsL27duxa9cu5OfnQ1dXF6NGjYKrqyt3j4Kfnx9evXpVYcLVpk0b7Nu3D0FBQXBzc0NeXh709fXh5+f3zSacEWXQoEFQUlLCli1bsHfvXvB4PJiYmGDv3r3o2LGj+AZqwPye88XWKeWX1vgU7YQQQj5fRV/s1YXjDBnihGnTJmDnzjD06NEbhYWF+N//zuHKlYsICRE9w7qysgrc3NyxatVyaGpWPBqobVtDjBgxGjt2bIWdXTe0bi38Jbe0tDQ8Pb3w66/TBcrHj5+M6OjbcHefimnTZqBFi1ZISUnGpk3BUFfXEFg3EgBMTc1w5swpeHjMFig3N7dEePjhCu+9rG5MtYXH/jseixBCGoiioiJ4eHggJCSktrtS72Rk5Imtw+ezep888niAhoYi3r/Pwfd+tmxIsQIU7/esIcUKCMdbXFyE9PTXUFfXgrR02dJZEhI8qKg2hqRExVe8alopvxSZGR+rdR64des6tm/fiqSkRPB4PBgYGGLSpGncmoi2tlYIDAxB586dUVJSdn8kYwzTp09EWloaDh8+IVDPwuLfmdULCwvg6joS8vIK2Lx5B0aOHIIJE6agf3/BL4OXLPHBmTOncPnyba4sPz8fe/bswNmzp5GWloYmTZqgZ88+GDNmnNCtIgcP7kdg4FocOHAMOjotuPIrVy7By2sWQkN3oEMHY65cVF8/jSk8PJKLVRxRr3258r+TL0XJIyGkwQoJCUHTpk3x888/13ZX6h1KHr8/DSlWgOL9njWkWIGqJY9AWQIpIcGrpKWa9TXPAVJSElVOqOq76sT6LZJHGrZKCGmwJk6cCGlp6druRr2kqip+xtbSUj4yM/O5Dw9z5/4CFRVV7r7Hq1cvY/PmjXj1KgXNm2tj8mQ32Nraf81uE0JIg/U9fKFHah8lj4SQBosSx8/ne/Aq4lM/VLhdr6kylo+yg4QED3w+w5kzp3Dt2hX06zcQAPD4cRJ8fOZi+vRf0LWrDW7cuIaFC72wZcsutG1r8K3CIIQQQkg1UPJISANTXFyMkJAQhIeH4+3bt9DQ0ECfPn3g7u4OBQUFAIC3tzeOHTsmcv+ZM2fC3d0dQUFBuHnzZoWTzbi4uODmzZtC5c2aNcPFixeFyoOCghAcHCxUDgBDhgzBqlWrcPToUQQHB+PcuXMi61Wl3+UuXLiAsLAwPHz4ENLS0rC0tMSsWbO4mWINDUXP7AYA2traFfbh8ePH2LBhA27cuIGPHz/C0NAQbm5usLcXvKKWnJyMwMBAXLlyBYWFhdDX18eoUaPg5ORU4XEres4re+4AYOXKldDW1oarqytXJikpCRUVFdja2mLevHnQ0NCocH9Rnr/PRvyripPHT2VnZ2HjxkC0a9eeK4uK+gcWFp0wbNhIAGXToV+5chHnzkVR8kgIIYTUUZQ8EtLABAQE4OrVq1i+fDlatGiBlJQU+Pn54fnz5wITx/Tr1w8+Pj5C+386TbU4EyZMwIQJEwTKKpue2tzcHEFBQULlsrKyVT5mVfq9c+dO/P777/Dw8MCSJUtQXFyMLVu2YPTo0Thw4AD09PRw+fJlrr67uzvMzc25WCqKITo6GhMnToSjoyO2bNkCeXl5nD59GtOnT0dAQAC3rMijR4/g6uoKOzs7bNmyBSoqKtxSJ/fu3cOyZcuqHC9Q9jyPHFmWhMXExMDd3V2g/4qKioiNjQUArrykpAQpKSlYs2YNxo4di0OHDlXrta2O4OD16NOnP7eYMgD06zcQxcXFQnVFrfFFCCGEkLqBkkdCGphjx45hxYoV6Nq1KwBAR0cHS5YswejRo/Hu3Ts0bVq2QLusrKzI5TOqQ05OrlptSEtLf/ExxfU7JSUF/v7+8PPzw08//cSV+/v7Y/jw4QgODsbatWsF2pCWlhYbC2MM8+fPR//+/QWSvylTpuDDhw9Ys2YNevfu/f/rTXnD3t4eAQEBXL2WLVvCyMgIw4cPh4ODA7p161blmOXl5SEvX3YPYvnakxX19dNyLS0tbN68GX379sWBAweEEv2acPv2TcTGxmDXrgMICFjFlbdqpSdQ7+nTJ7hz5xZ++mlojfeBEEIaIpoTs+H5Fq+5xFc/AiGkTuHxeLh+/Tr4/H9n7jI3N0dkZCRUVVVrsWffRkREBFRUVITWaZSQkMDq1avx66+/fla70dHRSE5OFpmATZkyBUFBQZCQkMC9e/cQHx+PadOmCdUzMTGBvb09Dh48+Fl9+Bxqamro2bMnoqKiarztwsJCrFrlB09PL8jIVHz1ODMzEwsXzoOJiSns7GjCHEII+RISEmUf70tLS2q5J+RbKyoqBABISn6964N05ZGQBsbV1RWBgYE4c+YM7O3t8cMPP8DW1pa71+97Fx8fD2NjY+7k+qnWrVt/Ubvy8vIi21BTU4OamhoAIC4uDnJychUey8LCArt27frsfnyONm3a4MyZMzXebnBwMNq1aw9r664V1vnwIR2zZs0An8/g67ta5OtCCCGk6iQkJCEtLYvc3ExISkqCx/v+/q/y+TyUljaMK6tViZUxhqKiQuTmZqBxY4Wvei6l5JGQBmbGjBlo0aIF9u3bh4MHD+LAgQOQl5eHj48Phg79d8jgiRMncOrUKaH9IyMj0bx58yodKzQ0FNu2bRMoO3z4cIWJ0+3bt2Fubi5UvmXLFlhZWYnYQ5i4fufk5HCJXE3KycnhJhyqTFZWFhQVFcHjiV5rS1lZGZmZmTXcu8opKioiL0/8uo3VFRkZiffv36NXLzsAQFFREQDgwoWziIq6hLS0d/DwKLsCGxwc2iCufBNCyNfG4/GgrKyG9PQ3+PDhbW1356uQkJAQGEH1PatOrI0bK0BJqeY/43yKkkdCGqBBgwZh0KBByMjIwOXLl7Fnzx74+PjA0NAQxsbGAAAHBwfMmTNHaN/yeyKrYuTIkXBxcREo09LSqrC+sbGxwH2A5Zo1a1blY4rrt4qKCrKzs6vcXlWpqKggJydHbD1lZWV8+PABfD5f5DeD7969g4qKSo33rzK5ublVSnyra/fu3UhPz+a+Md20KRAA4ObmgY8fP2L2bHdISEggMDAE6urVm+2VEEJIxaSkpNG0qQ5KSoQnJqvveLyytYYzMvLwvd/WWZ1YJSWlvsnoHUoeCWlA4uPjER4eDm9vbwCAqqoqHB0d0adPH/Tu3RvXr1/nkkd5eXno6up+0fGUlZWr1YasrOwXH1Ncvzt06IDt27eDMSZ09e/kyZO4dOkSVq5cWe3jdujQAfn5+Xjy5InQldWUlBQsXboUy5cvh6mpKYqLi5GYmAgjIyOhduLi4mBiYlLt43+JhIQEtG3btsbb1dbWhpycCkpKyr4xlZMrm9RHR6cFQkM34NWrlwgKCgUApKe/BwDIyMh+lUSWEEIaGh6PB2npRrXdjRrH45V9XpCWLm4QyWNdi/X7GwRNCKlQaWkptm/fjocPHwqUN2rUCLKysl9lOGdd07dvX2RmZiIiIkKgvPy5yc/P/6x2jY2N0bp1a+zYsUNo2969exEfH48mTZqgQ4cOMDY2RmBgoFC9e/fu4X//+x+GDRv2WX34HJmZmThz5gz69u37zY4JAP/73zkUFhZiypRx+OmnvtzPH38IX3kmhBBCSN1AVx4JaUA6dOiAbt26Yfr06Zg9ezbMzc3x/v17HDt2DEVFRejduzdXt6CgAGlpaUJtNGrUiFsOIjMzExcvXhTY3rRpU5FX1KqiuLhY5DElJSW5xLagoEDomMrKyjA1Na1Sv7W1tTFz5kz4+PggPT0d3bp1Q3Z2NkJCQvDixQusXbv2s/rO4/GwaNEiTJ48GRISEnB2doaUlBROnDiBXbt2Yf369dz6kCtXroSrqytmz56NcePGQVVVFbdu3YK/vz+GDRsGBweHCo/zpc95+XNTUlKC5ORk+Pv7Q0tLq9oJq66GEj4WVTyTn15TZaEyH58l3O/79h2p1vEIIYQQUvsoeSSkgVm/fj1CQkIQHByM1NRUyMnJwdbWFnv27BEYLvj333/j77//Ftq/a9eu3NW1xMRETJ48WWC7o6OjyPsWqyImJga2trZC5S1btuSWkkhPTxc6poWFBfbv31/lfk+bNg2amprYvXs3AgMDISsrC0tLS+zfvx8tW7b8rL4DQJcuXbBz505s3LgR48aNQ1FREQwNDREaGgo7OzuunoGBAQ4dOoTg4GC4ubkhNzcX+vr6mDVrltgk7kuf8/LnV1paGpqamujevTvc3NwgIyNTrVh/G/6D2DqlpXzw+XVknA0hhBBCvhiP0QqihBBCqikjQ/zsrIyxep888niAuroi0tNz6sz9Jl9LQ4oVoHi/Zw0pVoDi/Z7VZKzlbX1xnyh5JIQQQgghhBAiDk2YQwghhBBCCCFELEoeCSGEEEIIIYSIRckjIYQQQgghhBCxKHkkhBBCCCGEECIWJY+EEEIIIYQQQsSi5JEQQgghhBBCiFiUPBJCCCGEEEIIEYuSR0IIIYQQQgghYlHySAghhBBCCCFELEoeCSGEVElhYSEWLFgAKysr2NraYtu2bbXdpS/y9u1beHh4oHPnzrCzs8PKlStRWFgIAFi+fDkMDQ0Ffvbs2cPtGxERgZ49e8LU1BQzZszAhw8faiuMKomKihKKx8PDAwDw8OFDDBs2DKamphg6dCji4uIE9q1vsR49elQoVkNDQxgZGQEA3NzchLadP3+e23/Hjh2ws7ODubk5FixYgI8fP9ZWKGIVFRVh4MCBuHHjBleWkpKCcePGwczMDP3798fly5cF9rl69SoGDhwIU1NTuLq6IiUlRWB7XY1fVKx3797FyJEjYW5ujj59+uDQoUMC+wwaNEjotU5MTAQAMMYQEBCALl26oHPnzlizZg34fP43jakyouL9kv9L9S1eb29vke9jV1dXbh8rKyuh7Xl5eQDq5vmqsnNOvXrfMkIIIaQKli1bxhwdHVlcXBw7ffo0Mzc3Z3///Xdtd+uz8Pl8Nnz4cDZp0iSWmJjIbt26xXr16sVWrVrFGGNs3LhxLDQ0lL179477yc/PZ4wxFhsbyzp27MiOHTvGHj16xMaMGcOmTJlSm+GItXHjRjZ16lSBeLKyslheXh6zsbFhq1atYo8fP2a+vr7shx9+YHl5eYyx+hnrx48fBeJMTU1lvXr1Yn5+fowxxnr16sWOHz8uUKewsJAxxtg///zDLC0t2blz51hsbCzr378/W7p0aW2GU6GCggI2Y8YMZmBgwK5fv84YK/u7dnR0ZLNnz2aPHz9mISEhzNTUlL169YoxxtirV6+YmZkZCwsLY4mJieyXX35hAwcOZHw+nzFWd+MXFeu7d++YlZUVW7t2LXv27BmLiIhgJiYm7Pz584wxxkpKSpiJiQm7efOmwGtdXFzMGGMsLCyM2dvbs1u3brFr164xW1tbtnXr1toKUYCoeBn7sv9L9S3e7OxsgThjYmKYsbExi4qKYowx9ubNG2ZgYMBevHghUK/8b7muna8qO+fUt/ctJY+EEELEysvLYyYmJgIfZDZs2MDGjBlTi736fI8fP2YGBgYsLS2NKztx4gSztbVljDFmZ2fHLl26JHLfuXPnMi8vL+5xamoqMzQ0ZC9evPi6nf4Cs2fPZmvXrhUqP3ToEHNwcOA+hPD5fNarVy925MgRxlj9jPW/QkJCWM+ePVlhYSErLCxk7dq1Y0+fPhVZd9SoUSwwMJB7fOvWLdaxY0fuA3pdkZSUxAYNGsQcHR0FPnBfvXqVmZmZcck/Y4yNHTuWi2n9+vUC79n8/Hxmbm7O7V8X468o1n379rG+ffsK1P3tt9+Yp6cnY4yx5ORkZmRkxAoKCkS2a29vz/2dM8ZYeHg46969+1eKouoqipexL/u/VB/j/dSECRPYnDlzuMdXrlxhNjY2IuvWxfNVZeec+va+pWGrhBBCxIqPj0dJSQnMzc25MktLS8TGxtapoU9V1aRJE2zduhUaGhoC5bm5ucjNzcXbt2/RqlUrkfvGxsbCysqKe6ylpYXmzZsjNjb2a3b5izx58kRkPLGxsbC0tASPxwMA8Hg8WFhY4O7du9z2+hbrpzIzM7FlyxbMnj0bjRo1wtOnT8Hj8dCiRQuhuqWlpbh//75AvGZmZiguLkZ8fPy37LZYN2/ehLW1Nf7880+B8tjYWLRv3x5ycnJcmaWlZYWvZ+PGjdGhQwfcvXu3zsZfUazlw/7+Kzc3FwDw+PFjaGlpQUZGRqjO27dv8fr1a3Tq1Ikrs7S0xKtXr/Du3bsajqB6Kor3S/4v1cd4P3Xt2jXcunULnp6eXNnjx4+hp6cnsn5dPF9Vds6pb+9bqa/SKiGEkO9KWloaVFVV0ahRI65MQ0MDhYWFyMzMhJqaWi32rvqUlJRgZ2fHPebz+dizZw+6dOmCJ0+egMfjISQkBBcvXoSKigrGjx+PIUOGAADevXuHpk2bCrSnrq6ON2/efNMYqooxhmfPnuHy5csIDQ1FaWkp+vbtCw8PD6SlpaFNmzYC9dXV1ZGUlASg/sX6X/v370fTpk3Rt29fAMDTp0+hoKCAefPm4ebNm9DU1IS7uzvs7e2RnZ2NwsJCgXilpKSgoqJS5+IdNWqUyPK0tLRKX6/KttfV+CuKVUdHBzo6Otzj9PR0REZGwt3dHUDZFybS0tKYOnUq4uLioKenh3nz5qFjx45IS0sDAIFYyz/Uv3nzRug5+pYqivdL/i/Vx3g/tXnzZgwZMgRaWlpc2ZMnT/Dx40e4uLjg2bNnaNeuHRYsWAA9Pb06eb6q7JxT3963dOWREEKIWB8/fhQ4EQPgHhcVFdVGl2qUv78/Hj58iFmzZnFXp/T19bF582YMGzYMv/32G6KiogAABQUFIp+Luvo8pKamcq/f+vXr4eXlhRMnTmDNmjUVvq7lsdS3WD/FGMOhQ4cwZswYruzp06coKCiAra0ttm7dCnt7e7i5ueH+/fsoKCgAgHobL1Dx+7S8/5Vtr8/xFxQUwN3dHRoaGhgxYgQA4NmzZ8jKysKwYcOwefNmtG7dGmPHjsXr169FxlrX/599yf+l+hhvuZSUFFy/fh0uLi4C5U+fPkVWVhbc3NywceNGyMrKYty4ccjNza0X56tPzzn17X1LVx4JIYSIJSMjI3QiKn8sKytbG12qMf7+/ti5cyd+//13GBgYoG3btujevTtUVFQAAEZGRkhOTsb+/fvRq1evCp+Lxo0b10LvxdPW1saNGzegrKwMHo+Hdu3agc/nY+7cuejcubPIWMpf0/oW66fu37+Pt2/fYsCAAVzZ9OnT4eLiAmVlZQBlr+2DBw9w8OBBzJo1C4Dwh8v6Ei9Q9nplZmYKlFXl9VRSUuKGd9a3+PPy8jB9+nQkJydj3759XF99fX1RUFAABQUFAMCSJUsQHR2N48eP44cffgBQFtt/466rsQ4ePPiz/y99mjjVl3jLnTp1Cu3atRMaIREWFobi4mLIy8sDAAICAmBvb4/z58/X+fPVf8859e19S1ceCSGEiNWsWTNkZGSgpKSEK0tLS4OsrCyUlJRqsWdfxtfXF9u3b4e/vz/69OkDoOy+v/IPaOX09fXx9u1bAGXPxfv37wW2v3//Hk2aNPkmff4cKioq3H2NANC6dWsUFhaiSZMmImMpHwJVH2Mtd+nSJVhZWXGJIgBISEgIPAb+fW1VVFQgIyMjEG9JSQkyMzPrRbxAxa9XVV7P+hh/bm4uJk6ciKSkJOzcuVPgfkApKSkucQTAXbV7+/YtmjVrBgDccM5Pf6+rsX7J/6X6GG+5S5cuoUePHkLljRo14hJHoCzB0tHR4V7funq+EnXOqW/vW0oeCSGEiNWuXTtISUlxN/ADwJ07d2BiYgIJifp5KgkODsaBAwewbt06gatTf/zxB8aNGydQNz4+Hvr6+gAAU1NT3Llzh9v2+vVrvH79Gqampt+k39V16dIlWFtbC6z79ejRI6ioqMDS0hIxMTFgjAEoG+oZHR3NxVLfYv3UvXv3YGFhIVDm7e2N+fPnC5SVv7YSEhIwMTERiPfu3buQkpLi1ois60xNTfHgwQNuKBtQ9j6t6PX8+PEjHj58CFNT03oXP5/Px8yZM/Hy5Uvs3r0bbdu2Fdju4uKC4OBggfoJCQnQ19dHs2bN0Lx5c4FY79y5g+bNm9fq/X+V+ZL/S/UxXqDs/9H9+/eF3seMMfTs2RNHjx7lyvLz8/H8+XPo6+vX2fNVReeceve+/SpzuBJCCPnu/Pbbb2zAgAEsNjaWRUVFMQsLC3bq1Kna7tZnefz4MWvXrh37/fffBdYIe/fuHYuNjWXt27dnW7duZc+fP2d79+5lxsbGLDo6mjHGWHR0NOvQoQM7ePAgt57a1KlTazmiiuXk5DA7Ozvm6enJnjx5wi5cuMBsbW3Z5s2bWU5ODuvSpQvz9fVlSUlJzNfXl9nY2HBTxte3WD/VvXt3FhERIVB26tQp1qFDB3bs2DGWnJzMgoKCWMeOHVlKSgpjjLGIiAhmYWHBoqKiWGxsLBswYADz9fWtje5X2afLG5SUlLD+/fuzX3/9lSUmJrLQ0FBmZmbGrReXkpLCTExMWGhoKLdenKOjI7dUS12P/9NY//zzT2ZkZMTOnz8v8P7NyMhgjDG2bds2Zmlpyc6cOcOePHnCFi9ezH744QeWk5PDGGMsNDSU2drasuvXr7Pr168zW1tbtm3bttoKTaRP4/3S/0v1LV7Gyv5eDQwM2Lt374Tq+vr6sm7durHr16+zxMRENmPGDDZw4EBWUlLCGKt756vKzjn17X1LySMhhJAqyc/PZ/PmzWNmZmbM1taWbd++vba79NlCQ0OZgYGByB/GGIuKimKOjo7MxMSE9e3bV+hDx5EjR5i9vT0zMzNjM2bMYB8+fKiNMKosMTGRjRs3jpmZmTEbGxsWFBTEffCIjY1lgwcPZiYmJszJyYk9ePBAYN/6Fms5ExMTdvHiRaHygwcPst69ezNjY2M2ZMgQdvPmTYHtoaGhrGvXrszS0pLNnz+/wnUC64r/fuBOTk5mo0ePZsbGxmzAgAHsypUrAvUvXLjAevfuzTp27MjGjh0rtGZnXY7/01gnTJgg8v1bvh4en89nmzZtYt26dWPGxsZs9OjRLCEhgWurpKSErVixgllZWTFra2vm7+/PvSfqiv++tl/yf6k+xnv37l1mYGDACgsLheoWFBSwlStXMhsbG2ZqasqmTp3KUlNTue117Xwl7pxTn963PMb+f6wKIYQQQgghhBBSgfp5owohhBBCCCGEkG+KkkdCCCGEEEIIIWJR8kgIIYQQQgghRCxKHgkhhBBCCCGEiEXJIyGEEEIIIYQQsSh5JIQQQgghhBAiFiWPhBBCCCGEEELEouSREEIIIYQQQohYlDwSQgghpMEzNDTE7NmzhcqPHj0KBweHr3JMBwcHHD169Ku0XRVnz57Fjz/+CFNTU1y6dKnW+iFOUVERDh48WGPtXbt2DU+ePKmx9ghpSCh5JIQQQggBEBERgWvXrtV2N76ZwMBA2Nra4uTJk+jUqVNtd6dCkZGRCAkJqbH2xo0bh/fv39dYe4Q0JJQ8EkIIIYQA0NbWxrJly1BUVFTbXfkmcnJyYGlpCW1tbcjKytZ2dyrEGKvtLhBC/h8lj4QQQgghAH799Ve8ffsWYWFhIre/fPkShoaGePnyJVcWFBQEFxcXAGVDXF1cXLBp0yZ06tQJNjY2CA8Pxz///IPu3bvDysoK/v7+Am0mJSVh8ODBMDExwcSJE5Gamspte/36NaZNmwZTU1M4ODggODgYpaWl3LFGjhyJGTNmwNLSEn/99ZdQfwsLC+Hv7w97e3uYmZlh2rRpeP36NYCyIbOvXr3CggULKhyWe+/ePTg7O8PU1BR9+vRBZGQkty0mJgbOzs4wMzODg4MD9u/fX+lza2hoiEOHDqFnz54wNzfH7NmzkZeXx20/dOgQ+vbtC2NjY1hbW2Pp0qUoLS3FjRs3MH/+fLx69Yp77hlj2LBhA2xtbWFlZYVp06YJPG+GhoY4fvw4Bg4cCGNjY4waNQopKSlc3ADg6uqKoKAgFBcXY+HChbC2toa5uTmmTZuGt2/fVhoLIQ0ZJY+EEEIIIQCaNWsGDw8PhISEcMlGdcXExCAlJQWHDx/GgAEDsGTJEuzatQubNm2Ct7c3tm7diocPH3L19+/fj0mTJuHIkSMoKSmBl5cXgLKrbTNnzoS6ujqOHTuGlStX4sSJEwLDN2NiYtCmTRscPHgQtra2Qn1ZvHgxoqKisHr1ahw4cAAlJSWYPn06+Hw+Dh8+DE1NTSxYsACHDx8W2jc9PR0TJkxAu3btcOzYMUydOhVeXl6Ij4/HkydPMHbsWHTq1AlHjx6Fu7s7Vq9ejaioqEqfmz/++AMLFy7Erl27kJiYiEWLFgEAbt68ieXLl8PT0xP//PMPli5disOHD+Ps2bMwNzfHggULoKmpicuXL0NLSwt79uzBiRMnsHbtWvz5559QV1fHhAkTUFxczB0rKCgIPj4+OHr0KDIyMrB+/XoA4GINCgrChAkTsHfvXty6dQvbtm3D4cOHkZeXhxUrVlTx1Sak4aHkkRBCCCHk/7m4uEBXVxd+fn6ftT9jDAsXLoSuri5GjBiBjx8/wt3dHUZGRnBycoK6ujqePn3K1Xd2dsbAgQNhYGAAPz8/3Lx5E0+ePMH169eRmpoKX19f6Ovrw9raGl5eXti1axe3L4/Hg5ubG1q3bg01NTWBfmRlZeH48eNYtGgRunTpAiMjIwQEBODZs2e4cuUK1NTUICkpCUVFRaF9gbL7DJWVlbFw4ULo6+vj559/xuzZs1FQUICDBw+iffv28PT0hL6+PoYMGYIxY8Zg69atlT43kydPRrdu3WBiYgIfHx/8/fffyMnJgZycHPz8/NC7d2/o6Oigb9++aN++PZKSktCoUSMoKipCUlISTZo0gaSkJLZu3Yp58+bB2toarVu3xrJly5CVlSUw6c/48ePRtWtXGBgYwNnZGXFxcQDAxaqsrAx5eXm8fPkSMjIy0NbWRuvWrbFq1SpMmTKl+i88IQ2EVG13gBBCCCGkrpCUlMSSJUswatQonDlzptr7q6urQ05ODgAgIyMDANDR0eG2y8rKCtxT2bFjR+53HR0dqKio4OnTp3j79i0yMzNhaWnJbefz+SgoKEBGRgZ3rIruVUxOTgafz4epqSlXpqKiAj09PTx58gR2dnaVxvHs2TO0b98eEhL/XmcYP348ACA4OFig3wBgbm6OAwcOcL+Xs7S05JJKCwsLrtzY2BilpaV49uwZOnbsCFlZWQQGBuLx48dISEjA8+fPRV5NzcvLw5s3bzBr1iyBvhUUFCA5OZl7rKury/2uoKAgcFXyUyNGjEBkZCRsbW3RuXNn9OzZEz///HOlzw0hDRklj4QQQgghn7CwsMDQoUPh5+eHSZMmceU8Hk+obklJicBjKSnhj1ai9isnKSkp8JjP50NaWholJSXQ19fHxo0bhfZRVFQE8G9yKkpF20pLS8Hn8yvcr5yoOCprm8/nc/djhoeHc+WfJrfS0tIC9QFAQkICly5dwowZMzB48GDY2dlhxowZWLp0aYX9B8qGwOrp6QlsU1ZWFnmsyrRt2xbnzp3DhQsXcOHCBaxbtw4RERHYu3dvpa8bIQ0VDVslhBBCCPmPOXPmID8/X2DynPKE5NOJXj6dPOdzJCYmcr8nJycjOzsbenp60NPTQ2pqKtTU1KCrqwtdXV28fPkSgYGBVUpqWrRoASkpKdy9e5cry8jIwPPnz4WSLlFatWqFhIQEgZlOf/31V2zduhV6enqIjY0VqB8TE8O1W95fXV1dNGvWjKvz6NEj7ve4uDhIS0tDT08Phw4dwtChQ7Fs2TIMGzYMrVu3xosXL7hjfxqvkpIS1NXVkZaWxh1DS0sL/v7+ePbsmdi4/is8PBznz59Hv379sHr1amzduhV37txBenp6tdsipCGg5JEQQggh5D9UVVUxZ84cvHr1iivT0NCAlpYWwsLCkJKSgqNHj+LChQtfdJzt27fj9OnTiI+Px/z589G9e3fo6urC1tYW2tramDt3LhISEnD79m389ttvaNy4sdDVSlHk5eUxbNgw+Pr64saNG4iPj8fcuXOhqakJGxsbsfs7OjoiMzMTa9asQXJyMo4ePYqzZ8/CxsYGo0aNwqNHj7Bu3To8e/YMx44dw759+zB69OhK2wwMDMTNmzcRGxuL5cuXY8iQIZCXl4eKigpiYmKQkJCApKQkeHt7Iy0tjRve27hxY2RlZSE5ORklJSUYN24c1q9fj3PnziE5ORkLFy5EdHQ09PX1q/Scy8nJISkpCTk5OcjJyYGfnx+uXbuGlJQUnDhxApqamlBVVa1SW4Q0NDRslRBCCCFEBCcnJxw5cgTv3r0DUDbE0s/PD76+vujfvz+6du2KadOm4eLFi599jPHjx2P9+vV4+fIlfvzxRyxbtgxA2XDWTZs2wdfXF8OHD4ecnBz69u3LzcZaFV5eXli9ejU8PDxQVFSEH374ATt27ECjRo3E7qukpITQ0FCsWLECu3fvRosWLbB27Vq0a9cOABAaGoo1a9Zg27ZtaN68Oby9vTF06NBK2xw8eDC8vb2RnZ2NAQMGwMfHBwAwc+ZMzJ8/HyNGjICCggLs7e3h7OzMXans0qULdHV14ejoiH379mHixInIy8vDokWLkJubC2NjY4SFhQkMW62Mi4sL1qxZgxcvXsDb2xtv3rzB3LlzkZWVBWNjY2zatKlKCTohDRGP0cqrhBBCCCHkKzI0NMSuXbtgbW1d210hhHwBGrZKCCGEEEIIIUQsSh4JIYQQQgghhIhFw1YJIYQQQgghhIhFVx4JIYQQQgghhIhFySMhhBBCCCGEELEoeSSEEEIIIYQQIhYlj4QQQgghhBBCxKLkkRBCCCGEEEKIWJQ8EkIIIYQQQggRi5JHQgghhBBCCCFiUfJICCGEEEIIIUSs/wNRLmqXNqf0RwAAAABJRU5ErkJggg==\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = org_collabs_ch[0:25]\n",
"g = sns.barplot(data, x=\"count\", y=\"han_name\", hue=\"psn_sector\", dodge=False)\n",
"g.set_ylabel(\"Entity\")\n",
"g.set_xlabel(\"Number of co-patents\")\n",
"for i in g.containers:\n",
" g.bar_label(i,)\n",
"g.legend(title=None)"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 185,
"outputs": [
{
"data": {
"text/plain": "<matplotlib.legend.Legend at 0x24285bfa8b0>"
},
"execution_count": 185,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = sns.barplot(data, x=\"count\", y=\"han_name\", hue=\"Country\", dodge=False)\n",
"g.set_ylabel(\"Entity\")\n",
"g.set_xlabel(\"Number of co-patents\")\n",
"for i in g.containers:\n",
" g.bar_label(i,)\n",
"g.legend(title=None, loc=4)"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 186,
"outputs": [
{
"data": {
"text/plain": " han_id count percent weight han_name \n0 13378 1821 0.085014 0.020913 TELEFON AB LM ERICSSON PUBL \\\n1 68848 471 0.021989 0.005409 ALCATEL LUCENT \n2 2562294 445 0.020775 0.005111 NOKIA TECH LTD \n3 228842 403 0.018814 0.004628 BASF SE \n4 2125445 372 0.017367 0.004272 NOKIA CORP \n... ... ... ... ... ... \n19100 107891047 1 0.000047 0.000011 Goldacker, Thorsten \n19101 176254977 1 0.000047 0.000011 Dietrich, Tiantian \n19102 176256380 1 0.000047 0.000011 LAJFELD Ferdinand \n19103 176327671 1 0.000047 0.000011 GALEANO Karolina \n19104 174748097 1 0.000047 0.000011 Chen, Yunzheng \n\n psn_sector person_ctry_code ctry_code iso_alpha3 Country \n0 COMPANY SE SE SWE Sweden \\\n1 COMPANY FR FR FRA France \n2 COMPANY FI FI FIN Finland \n3 COMPANY DE DE DEU Germany \n4 COMPANY FI FI FIN Finland \n... ... ... ... ... ... \n19100 INDIVIDUAL DE DE DEU Germany \n19101 UNKNOWN DE DE DEU Germany \n19102 UNKNOWN DE DE DEU Germany \n19103 UNKNOWN DE DE DEU Germany \n19104 UNKNOWN DE DE DEU Germany \n\n organisation_flag continent eu_member epo_member oecd_member \n0 Europe Y Y Y \\\n1 Europe Y Y Y \n2 Europe Y Y Y \n3 Europe Y Y Y \n4 Europe Y Y Y \n... ... ... ... ... ... \n19100 Europe Y Y Y \n19101 Europe Y Y Y \n19102 Europe Y Y Y \n19103 Europe Y Y Y \n19104 Europe Y Y Y \n\n discontinued \n0 \n1 \n2 \n3 \n4 \n... ... \n19100 \n19101 \n19102 \n19103 \n19104 \n\n[19105 rows x 16 columns]",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>han_id</th>\n <th>count</th>\n <th>percent</th>\n <th>weight</th>\n <th>han_name</th>\n <th>psn_sector</th>\n <th>person_ctry_code</th>\n <th>ctry_code</th>\n <th>iso_alpha3</th>\n <th>Country</th>\n <th>organisation_flag</th>\n <th>continent</th>\n <th>eu_member</th>\n <th>epo_member</th>\n <th>oecd_member</th>\n <th>discontinued</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>13378</td>\n <td>1821</td>\n <td>0.085014</td>\n <td>0.020913</td>\n <td>TELEFON AB LM ERICSSON PUBL</td>\n <td>COMPANY</td>\n <td>SE</td>\n <td>SE</td>\n <td>SWE</td>\n <td>Sweden</td>\n <td></td>\n <td>Europe</td>\n <td>Y</td>\n <td>Y</td>\n <td>Y</td>\n <td></td>\n </tr>\n <tr>\n <th>1</th>\n <td>68848</td>\n <td>471</td>\n <td>0.021989</td>\n <td>0.005409</td>\n <td>ALCATEL LUCENT</td>\n <td>COMPANY</td>\n <td>FR</td>\n <td>FR</td>\n <td>FRA</td>\n <td>France</td>\n <td></td>\n <td>Europe</td>\n <td>Y</td>\n <td>Y</td>\n <td>Y</td>\n <td></td>\n </tr>\n <tr>\n <th>2</th>\n <td>2562294</td>\n <td>445</td>\n <td>0.020775</td>\n <td>0.005111</td>\n <td>NOKIA TECH LTD</td>\n <td>COMPANY</td>\n <td>FI</td>\n <td>FI</td>\n <td>FIN</td>\n <td>Finland</td>\n <td></td>\n <td>Europe</td>\n <td>Y</td>\n <td>Y</td>\n <td>Y</td>\n <td></td>\n </tr>\n <tr>\n <th>3</th>\n <td>228842</td>\n <td>403</td>\n <td>0.018814</td>\n <td>0.004628</td>\n <td>BASF SE</td>\n <td>COMPANY</td>\n <td>DE</td>\n <td>DE</td>\n <td>DEU</td>\n <td>Germany</td>\n <td></td>\n <td>Europe</td>\n <td>Y</td>\n <td>Y</td>\n <td>Y</td>\n <td></td>\n </tr>\n <tr>\n <th>4</th>\n <td>2125445</td>\n <td>372</td>\n <td>0.017367</td>\n <td>0.004272</td>\n <td>NOKIA CORP</td>\n <td>COMPANY</td>\n <td>FI</td>\n <td>FI</td>\n <td>FIN</td>\n <td>Finland</td>\n <td></td>\n <td>Europe</td>\n <td>Y</td>\n <td>Y</td>\n <td>Y</td>\n <td></td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>19100</th>\n <td>107891047</td>\n <td>1</td>\n <td>0.000047</td>\n <td>0.000011</td>\n <td>Goldacker, Thorsten</td>\n <td>INDIVIDUAL</td>\n <td>DE</td>\n <td>DE</td>\n <td>DEU</td>\n <td>Germany</td>\n <td></td>\n <td>Europe</td>\n <td>Y</td>\n <td>Y</td>\n <td>Y</td>\n <td></td>\n </tr>\n <tr>\n <th>19101</th>\n <td>176254977</td>\n <td>1</td>\n <td>0.000047</td>\n <td>0.000011</td>\n <td>Dietrich, Tiantian</td>\n <td>UNKNOWN</td>\n <td>DE</td>\n <td>DE</td>\n <td>DEU</td>\n <td>Germany</td>\n <td></td>\n <td>Europe</td>\n <td>Y</td>\n <td>Y</td>\n <td>Y</td>\n <td></td>\n </tr>\n <tr>\n <th>19102</th>\n <td>176256380</td>\n <td>1</td>\n <td>0.000047</td>\n <td>0.000011</td>\n <td>LAJFELD Ferdinand</td>\n <td>UNKNOWN</td>\n <td>DE</td>\n <td>DE</td>\n <td>DEU</td>\n <td>Germany</td>\n <td></td>\n <td>Europe</td>\n <td>Y</td>\n <td>Y</td>\n <td>Y</td>\n <td></td>\n </tr>\n <tr>\n <th>19103</th>\n <td>176327671</td>\n <td>1</td>\n <td>0.000047</td>\n <td>0.000011</td>\n <td>GALEANO Karolina</td>\n <td>UNKNOWN</td>\n <td>DE</td>\n <td>DE</td>\n <td>DEU</td>\n <td>Germany</td>\n <td></td>\n <td>Europe</td>\n <td>Y</td>\n <td>Y</td>\n <td>Y</td>\n <td></td>\n </tr>\n <tr>\n <th>19104</th>\n <td>174748097</td>\n <td>1</td>\n <td>0.000047</td>\n <td>0.000011</td>\n <td>Chen, Yunzheng</td>\n <td>UNKNOWN</td>\n <td>DE</td>\n <td>DE</td>\n <td>DEU</td>\n <td>Germany</td>\n <td></td>\n <td>Europe</td>\n <td>Y</td>\n <td>Y</td>\n <td>Y</td>\n <td></td>\n </tr>\n </tbody>\n</table>\n<p>19105 rows × 16 columns</p>\n</div>"
},
"execution_count": 186,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Eu\n",
"org_collabs_eu = org_collabs[~org_collabs[\"Country\"].isin(ch_names)][\"han_id\"].value_counts().reset_index()\n",
"org_collabs_eu[\"percent\"] = org_collabs_eu[\"count\"]/org_collabs[record_col].nunique()\n",
"org_collabs_eu[\"weight\"] = org_collabs_eu[\"count\"]/org_collabs[record_col].size\n",
"org_collabs_eu = org_collabs_eu.merge(pers_han, on='han_id')\n",
"org_collabs_eu"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 187,
"outputs": [
{
"data": {
"text/plain": "<matplotlib.legend.Legend at 0x2429909cf40>"
},
"execution_count": 187,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = org_collabs_eu[0:25]\n",
"g = sns.barplot(data, x=\"count\", y=\"han_name\", hue=\"psn_sector\", dodge=False)\n",
"g.set_ylabel(\"Entity\")\n",
"g.set_xlabel(\"Number of co-patents\")\n",
"for i in g.containers:\n",
" g.bar_label(i,)\n",
"g.legend(title=None)"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 188,
"outputs": [
{
"data": {
"text/plain": "<matplotlib.legend.Legend at 0x2429b918ca0>"
},
"execution_count": 188,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = sns.barplot(data, x=\"count\", y=\"han_name\", hue=\"Country\", dodge=False)\n",
"g.set_ylabel(\"Entity\")\n",
"g.set_xlabel(\"Number of co-patents\")\n",
"for i in g.containers:\n",
" g.bar_label(i,)\n",
"g.legend(title=None, loc=4)"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "markdown",
"source": [
"# Patent classes?"
],
"metadata": {
"collapsed": false
}
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 0
}