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blabla/PATSTAT/patstat_analysis_demo.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 161,
"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": 162,
"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": 163,
"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": 164,
"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": 165,
"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": 165,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"country_defs"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 166,
"outputs": [
{
"data": {
"text/plain": " appln_id appln_auth appln_nr appln_kind appln_filing_date \n0 330225325 EP 11150195 A 2011-01-05 \\\n1 330322632 EP 11150485 A 2011-01-10 \n2 330350961 EP 11150683 A 2011-01-12 \n3 330374780 WO 2011050339 W 2011-01-12 \n4 330424360 WO 2011050199 W 2011-01-10 \n\n appln_filing_year appln_nr_original ipr_type receiving_office \n0 2011 11150195 PI \\\n1 2011 11150485 PI \n2 2011 11150683 PI \n3 2011 EP2011/050339 PI EP \n4 2011 EP2011/050199 PI EP \n\n internat_appln_id ... earliest_publn_date earliest_publn_year \n0 0 ... 2011-07-13 2011 \\\n1 0 ... 2012-07-11 2012 \n2 0 ... 2012-07-18 2012 \n3 0 ... 2011-07-21 2011 \n4 0 ... 2012-07-19 2012 \n\n earliest_pat_publn_id granted docdb_family_id inpadoc_family_id \n0 335277427 Y 43754737 330225325 \\\n1 364719889 Y 43991052 330322632 \n2 364923578 N 43881056 330350961 \n3 335927718 N 43923624 330374780 \n4 365345607 N 43533009 330424360 \n\n docdb_family_size nb_citing_docdb_fam nb_applicants nb_inventors \n0 4 16 1 1 \n1 2 5 1 2 \n2 7 12 2 5 \n3 2 8 5 4 \n4 4 13 3 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>330225325</td>\n <td>EP</td>\n <td>11150195</td>\n <td>A</td>\n <td>2011-01-05</td>\n <td>2011</td>\n <td>11150195</td>\n <td>PI</td>\n <td></td>\n <td>0</td>\n <td>...</td>\n <td>2011-07-13</td>\n <td>2011</td>\n <td>335277427</td>\n <td>Y</td>\n <td>43754737</td>\n <td>330225325</td>\n <td>4</td>\n <td>16</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1</th>\n <td>330322632</td>\n <td>EP</td>\n <td>11150485</td>\n <td>A</td>\n <td>2011-01-10</td>\n <td>2011</td>\n <td>11150485</td>\n <td>PI</td>\n <td></td>\n <td>0</td>\n <td>...</td>\n <td>2012-07-11</td>\n <td>2012</td>\n <td>364719889</td>\n <td>Y</td>\n <td>43991052</td>\n <td>330322632</td>\n <td>2</td>\n <td>5</td>\n <td>1</td>\n <td>2</td>\n </tr>\n <tr>\n <th>2</th>\n <td>330350961</td>\n <td>EP</td>\n <td>11150683</td>\n <td>A</td>\n <td>2011-01-12</td>\n <td>2011</td>\n <td>11150683</td>\n <td>PI</td>\n <td></td>\n <td>0</td>\n <td>...</td>\n <td>2012-07-18</td>\n <td>2012</td>\n <td>364923578</td>\n <td>N</td>\n <td>43881056</td>\n <td>330350961</td>\n <td>7</td>\n <td>12</td>\n <td>2</td>\n <td>5</td>\n </tr>\n <tr>\n <th>3</th>\n <td>330374780</td>\n <td>WO</td>\n <td>2011050339</td>\n <td>W</td>\n <td>2011-01-12</td>\n <td>2011</td>\n <td>EP2011/050339</td>\n <td>PI</td>\n <td>EP</td>\n <td>0</td>\n <td>...</td>\n <td>2011-07-21</td>\n <td>2011</td>\n <td>335927718</td>\n <td>N</td>\n <td>43923624</td>\n <td>330374780</td>\n <td>2</td>\n <td>8</td>\n <td>5</td>\n <td>4</td>\n </tr>\n <tr>\n <th>4</th>\n <td>330424360</td>\n <td>WO</td>\n <td>2011050199</td>\n <td>W</td>\n <td>2011-01-10</td>\n <td>2011</td>\n <td>EP2011/050199</td>\n <td>PI</td>\n <td>EP</td>\n <td>0</td>\n <td>...</td>\n <td>2012-07-19</td>\n <td>2012</td>\n <td>365345607</td>\n <td>N</td>\n <td>43533009</td>\n <td>330424360</td>\n <td>4</td>\n <td>13</td>\n <td>3</td>\n <td>2</td>\n </tr>\n </tbody>\n</table>\n<p>5 rows × 26 columns</p>\n</div>"
},
"execution_count": 166,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"appln.head()"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 166,
"outputs": [],
"source": [],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 167,
"outputs": [
{
"data": {
"text/plain": "appln_id 64266\nappln_nr 63242\nappln_nr_original 62651\ndtype: int64"
},
"execution_count": 167,
"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": 168,
"outputs": [],
"source": [
" # only first submissions\n",
"appln = appln[appln[\"appln_nr\"]==appln[\"appln_nr_original\"]]\n",
"appln_pers = appln_pers[appln_pers[\"appln_id\"].isin(appln[\"appln_id\"])]"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 169,
"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... ... ... ... ... ... ...\n106442 65263479 504779814 2 0 Latvia EU\n106443 65263479 544264361 2 0 Latvia EU\n106444 69866789 481190056 2 0 Latvia EU\n106445 80730412 554759601 2 0 Latvia EU\n106446 84881241 569497458 0 1 Latvia EU\n\n[106447 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>106442</th>\n <td>65263479</td>\n <td>504779814</td>\n <td>2</td>\n <td>0</td>\n <td>Latvia</td>\n <td>EU</td>\n </tr>\n <tr>\n <th>106443</th>\n <td>65263479</td>\n <td>544264361</td>\n <td>2</td>\n <td>0</td>\n <td>Latvia</td>\n <td>EU</td>\n </tr>\n <tr>\n <th>106444</th>\n <td>69866789</td>\n <td>481190056</td>\n <td>2</td>\n <td>0</td>\n <td>Latvia</td>\n <td>EU</td>\n </tr>\n <tr>\n <th>106445</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>106446</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 </tbody>\n</table>\n<p>106447 rows × 6 columns</p>\n</div>"
},
"execution_count": 169,
"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": 170,
"outputs": [
{
"data": {
"text/plain": "Text(0.5, 0, 'Year')"
},
"execution_count": 170,
"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": 171,
"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": 172,
"outputs": [
{
"data": {
"text/plain": "<matplotlib.legend.Legend at 0x169596040a0>"
},
"execution_count": 172,
"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": [
"cols = [\"co_inventors\",\"co_applicants\",\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": 173,
"outputs": [
{
"data": {
"text/plain": "<matplotlib.legend.Legend at 0x16953bb12b0>"
},
"execution_count": 173,
"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": 174,
"outputs": [
{
"data": {
"text/plain": "Text(0.5, 0, 'Year')"
},
"execution_count": 174,
"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": 175,
"outputs": [
{
"data": {
"text/plain": "<matplotlib.legend.Legend at 0x1691af2f3d0>"
},
"execution_count": 175,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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RFPLy8ggODq7WAlZVZbVaMZvNtX4eoS6DwWBftfdSJNGuhDNnztCiRQu1wxBCCCFENZw8eZLmzZvX2vEVRSE5OZns7OxaO4dwLN7e3gQGBl6yA1YS7Urw8PAASv9RPT09VY5GCCGEEJWRm5tLixYt7O/jtaUsyQ4ICMDV1VW+/W7AFEWhsLCQ1NRUAIKCgi7aXhLtSij7h/H09JREWwghhKhnajPxtVqt9iTb19e31s4jHIeLiwsAqampBAQEXHQYiUyGFEIIIYSoprIx2a6uripHIupS2fN9qTH5kmgLIYQQQlwmGS7SuFT2+ZZEWwghhBBCiFogibYQQgghhKg1ixYtwtvbu8aOFxUVxQMPPHDB/ZMnT2b8+PGXfR6NRsOyZcsu6xgyGVIIIYQQQjQYc+bMQVEUtcMAJNEWQgghhBANiJeXl9oh2MnQESGEEEKIRmrFihUMGDAAb29vfH19GTt2LHFxcQAkJiai0Wj4+uuv6d+/P87OznTs2JGYmBj77deuXYtGo+G3336jc+fOODs707dvX/bv33/Bc86aNYuuXbuyZMkSQkJC8PLy4sYbbyQvL69a9+G3337Dy8uLL7/8Ejh/6EhUVBT33Xcfjz32GD4+PgQGBjJr1qxyxzh69CiDBg3C2dmZ9u3bs3LlymrF8l+SaAshhBBCNFIFBQU89NBDbN++nVWrVqHVarnmmmuw2Wz2No8++igPP/wwu3btol+/flx11VVkZGSUO86jjz7KW2+9xbZt2/D39+eqq666aOm7uLg4li1bxvLly1m+fDkxMTHMnj27yvEvXbqUm266iS+//JKJEydesN3ixYtxc3Njy5YtvP7667zwwgv2ZNpmszFhwgSMRiNbtmxh7ty5PP7441WOpSKSaAshhBBCNFLXXnstEyZMICIigq5du7JgwQL27dvHwYMH7W1mzJjBtddeS7t27fj444/x8vJi/vz55Y7z3HPPMXz4cDp16sTixYtJSUnhp59+uuB5bTYbixYtomPHjgwcOJBbb72VVatWVSn2Dz/8kHvvvZdff/2VsWPHXrRt586dee6552jdujW33XYbPXv2tJ/v77//5vDhw3z++ed06dKFQYMG8corr1QplguRMdpCCCGEEI3U0aNHefbZZ9myZQvp6en2nuwTJ07Qvn17APr162dvr9fr6dmzJ4cOHSp3nHPb+Pj4EBkZeV6bc4WEhODh4WG/HhQUZF/WvDK+//57UlNT2bBhA7169bpk+86dO5e7fu75Dh06RIsWLQgODq7w/lwO6dEWQgjhcIpMFkwWGxn5JZgsNgpNFrVDEqJBuuqqq8jMzOTTTz9ly5YtbNmyBQCTyVSr5zUYDOWuazSacsNVLqVbt274+/uzYMGCSlUYudzzVZck2kIIIRxKidnK3Jh4er68kh4v/U3Pl1fySUw8JWar2qEJ0aBkZGQQGxvL008/zdChQ2nXrh1ZWVnntdu8ebP9d4vFwo4dO2jXrt0F22RlZXHkyJHz2tSk8PBw1qxZw88//8zMmTMv61jt2rXj5MmTJCUl2bede38uhwwdEUII4TCKTBbmxsQzZ9VR+7bcIov9+rTBYbga5a1LiJrQpEkTfH19mTdvHkFBQZw4cYInnnjivHYffvghrVu3pl27drzzzjtkZWVx++23l2vzwgsv4OvrS9OmTXnqqafw8/OrkUVjLqZNmzasWbOGqKgo9Ho97777brWOM2zYMNq0acOkSZN44403yM3N5amnnqqRGKVHWwghhMPQabUs3JhQ4b6FGxPQa+VtS4iaotVq+frrr9mxYwcdO3bkwQcf5I033jiv3ezZs5k9ezZdunThn3/+4ZdffsHPz++8Nvfffz89evQgOTmZX3/9FaPRWOv3ITIyktWrV/PVV1/x8MMPV+sYWq2Wn376iaKiInr37s0dd9zByy+/XCPxaRRHWTrHgeXm5uLl5UVOTg6enp5qhyOEEA1WRn4JPV76+4L7dzw9DF93pzqMSNRndfH+XVxcTEJCAqGhoTg7O9fKOdSSmJhIaGgou3btomvXrhW2Wbt2LdHR0WRlZdXoMuuOrrLPu3QNCCGEcBgezgY8XSoeGuLposfD2VDhPiGEcESSaAshhHAIyTnFbI7PYFK/kAr3T+kfiqUOqgQIIdRz4sQJ3N3dL3g5ceKE2iFWicwoEUIIobrMAhO3zt+CTYHv7+6HVqNh4cYEcosseLromdQvhHuiwnE26NQOVYhGIyQk5JKl86KioipVXq+ygoOD2b1790X31yeSaAshhFBVXrGZSQu2cjQ1nyAvZ4rNVqYNDmN6dAR5xWZcjXrWHU3jyy3HmTogTO1whRC1SK/XExERoXYYNUYSbSGEEKopNluZung7+07n4ONmZMnUPgR5u9j3+7o7sfpwCtOW7MDZoOWqzsEEeDasCWdCiIZLxmgLIYRQhcli454vdrA1IRMPJz2f396biAD389pFRwbQvaU3xWZbufraQgjh6CTRFkIIUeesNoWHvt3Nmtg0nA1aFkzpRcdmXhW21Wg0PD6qLQBfbztJQnpBXYYqhBDVJom2EEKIOqUoCk8v28fyvUkYdBrm3tKDXiE+F71NnzBfoiP9sdoU3vwrto4iFUKIyyOJthBCiDqjKAqv/nGYr7aeRKuBd/+vG1GRAZW67WOj2qLRwG97k9h7Krt2AxVCiBogibYQQog68+GaY8xbFw/A7AmdGdM5qNK3bRfkyTVdmwHw2orDtRKfEELUJEm0hRBC1InFGxN5868jADwztj039GpR5WM8OLwNRp2WDccyWH80raZDFKJR2rRpEzqdjjFjxqgdSoMjibYQQoha98OOUzz3ywEA7h/amqkDQqt1nBY+rkzs2xIo7dW22WpuoQwhGqv58+czc+ZM1q1bx5kzZ9QOp0GRRFsIIUSt+vNAMo/9sBeAKVeE8MCw1pd1vBnREbg76dl/Opff9iXVRIhCNFr5+fl888033HPPPYwZM4ZFixapHVKDIom2EEKIWvPP0XRmLt2F1aZwXY/mPDOmPRqN5rKO6evuxJ0DS1eIfPOvWMxWW02EKkSNURSFQpNFlUtVl0P/9ttvadu2LZGRkdxyyy0sWLCgRpdUb+xkZUghhBC1YsfxLO5ash2T1cbojoHMntAJrfbykuwydwwMZcnmRI5nFPL11hPc2i+kRo4rRE0oMltp/+yfqpz74AsjcTVWPr2bP38+t9xyCwCjRo0iJyeHmJgYoqKiainCxkV6tIUQQtS4Q0m5TFm4lUKTlYGt/Xj3xq7odTX3luPmpOe+oaVDUOasOkZBiaXGji1EYxEbG8vWrVu56aabANDr9fzf//0f8+fPVzmyhkN6tIUQQtSohPQCbp2/ldxiCz1bNeGTW3vgpNfV+Hlu7NWSz9YncCKzkAX/JDBz6OWN/RaiprgYdBx8YaRq566s+fPnY7FYCA4Otm9TFAUnJyc++OADvLwqXq1VVJ4k2kIIIWrMmewibvlsC+n5JbQP8mT+5F5V+hq7Kox6LQ+PaMP9X+/mk3XxTOzbCh83Y62cS4iq0Gg0tfZ3X1MsFguff/45b731FiNGjCi3b/z48Xz11VfcfffdKkXXcMjQESGEEDUiPb+EW+Zv4XR2EWF+bnw+tTdeLoZaPedVnYPpEOxJfomFD9ccq9VzCdGQLF++nKysLKZOnUrHjh3LXa699loZPlJDJNEWQghx2XKKzNw2fyvxaQU083bhizv64OfuVOvn1Wo1PDaqLQBLNh3nVFZhrZ9TiIZg/vz5DBs2rMLhIddeey3bt29n7969KkTWsDj29xpCCCEcXqHJwtRF2ziYlIufuxNf3NGHYG+XOjv/oNZ+9A/3ZWNcBm+vPMLbN3Sts3MLUV/9+uuvF9zXu3dvKfFXQ1Tt0X711Vfp1asXHh4eBAQEMH78eGJjY8u1KS4uZvr06fj6+uLu7s61115LSkpKuTYnTpxgzJgxuLq6EhAQwKOPPorFUn4G+tq1a+nevTtOTk5ERERIQXYhhKgBJRYr05bsYPvxLDyd9SyZ2ptQP7c6jUGj0fD42V7tn3ad5nBybp2eXwghLkTVRDsmJobp06ezefNmVq5cidlsZsSIERQUFNjbPPjgg/z666989913xMTEcObMGSZMmGDfb7VaGTNmDCaTiY0bN7J48WIWLVrEs88+a2+TkJDAmDFjiI6OZvfu3TzwwAPccccd/PmnOjUuhRCiIbBYbTzw9W7WH03H1ahj4ZTetAvyVCWWLi28ubJTIIoCb6yIvfQNhBCiDmgUB/puIC0tjYCAAGJiYhg0aBA5OTn4+/uzdOlSrrvuOgAOHz5Mu3bt2LRpE3379uWPP/5g7NixnDlzhqZNmwIwd+5cHn/8cdLS0jAajTz++OP89ttv7N+/336uG2+8kezsbFasWHHJuHJzc/Hy8iInJwdPT3XeRIQQwpHYbAqP/bCX73ecwqjTsmByLwa09lM1pvi0fIa/sw6rTeHbaf3oHeqjajxCfXXx/l1cXExCQgKhoaE4OzvXyjmE46ns8+5QkyFzcnIA8PEpfXHcsWMHZrOZYcOG2du0bduWli1bsmnTJgA2bdpEp06d7Ek2wMiRI8nNzeXAgQP2Nuceo6xN2TH+q6SkhNzc3HIXIYQQpRRF4cXfDvL9jlPotBreu6mb6kk2QJi/Ozf0bAHA7D8OyRhTIYTqHCbRttlsPPDAA1xxxRV07NgRgOTkZIxGI97e3uXaNm3alOTkZHubc5Pssv1l+y7WJjc3l6KiovNiefXVV/Hy8rJfWrRoUSP3UQghGoJ3/z7Kwg2JALx+bWdGdQxUN6BzPDCsNc4GLTtPZLPyYMqlbyCEELXIYRLt6dOns3//fr7++mu1Q+HJJ58kJyfHfjl58qTaIQkhhEP4bH08c1YdBeD5qztwbY/mKkdUXlNPZ26/IhSAN/6MxWqTXm0hhHocItGeMWMGy5cvZ82aNTRv/u+LdmBgICaTiezs7HLtU1JSCAwMtLf5bxWSsuuXauPp6YmLy/klqJycnPD09Cx3EUKIxu7bbSd56bdDADwyog2T+oeoG9AFTBscjpeLgaOp+fyw85Ta4QghGjFVE21FUZgxYwY//fQTq1evJjQ0tNz+Hj16YDAYWLVqlX1bbGwsJ06coF+/fgD069ePffv2kZqaam+zcuVKPD09ad++vb3Nuccoa1N2DCGEEBf3+74knvixdPGKuwaFMT06QuWILszLxcD06HAA3l15hGKzVeWIhBCNlaqJ9vTp0/niiy9YunQpHh4eJCcnk5ycbB837eXlxdSpU3nooYdYs2YNO3bsYMqUKfTr14++ffsCMGLECNq3b8+tt97Knj17+PPPP3n66aeZPn06Tk6lq5LdfffdxMfH89hjj3H48GE++ugjvv32Wx588EHV7rsQQtQXa2NTuf/rXdgUuKl3C54c3RaNRqN2WBd1W78QgrycOZNTzJJNx9UORwjRSKmaaH/88cfk5OQQFRVFUFCQ/fLNN9/Y27zzzjuMHTuWa6+9lkGDBhEYGMiPP/5o36/T6Vi+fDk6nY5+/fpxyy23cNttt/HCCy/Y24SGhvLbb7+xcuVKunTpwltvvcVnn33GyJEj6/T+CiFEfbMtMZO7v9iB2aowtnMQL43v5PBJNoCzQceDw9sA8MGaY+QUmVWOSAjRGDlUHW1HJXW0hRCN0f7TOdw0bzN5JRaiI/355NaeGPUOMbWnUqw2hVHvruNoaj73RoXz2NnVI0XjIXW0L27y5MksXrz4vO1Hjx4lIsJxh4c5gnpZR1sIIYRjOJaaz20LtpJXYqF3qA8f39KjXiXZADqthkdHRgKwYEMCKbnFKkckhOMZNWoUSUlJ5S7/nTMnqq9+vWoKIYSodSczC7nlsy1kFpjo1MyL+ZN64mzQqR1WtQxv35QerZpQbLbZyxIKIf7l5OREYGBguYtOVz//3x2RXu0AhBBCOI7UvGJunb+F5NxiIgLcWXx7bzycDWqHVW0ajYbHR7Xlhk828c22k9wxIJQwf3e1wxINnaKAuVCdcxtcoR7Mo2gsJNEWQggBQHahidvmbyUxo5AWPi58MbUPPm5GtcO6bL1DfRjaNoBVh1N5869YPprYQ+2QRENnLoRXgtU59//OgNGt0s2XL1+Ou/u/Hz5Hjx7Nd999VxuRNUqSaAshhKCgxMLkhds4nJxHgIcTX07tS6BX/ZrYdTGPjopkdWwqv+9LZs/JbLq08FY7JCEcQnR0NB9//LH9uptb5ZN0cWmSaAshRCNXbLZy15Lt7D6ZjbergSVT+9DS11XtsGpU20BPrunWjB93nua1FYf58o4+9aJMoainDK6lPctqnbsK3NzcpMJILZJEWwghGjGz1cbMr3ax4VgGbkYdi6f0JjLQQ+2wasVDw9uwfE8SG+MyWH80nUFt/NUOSTRUGk2Vhm+IhkuqjgghRCNTZLJgsthIzy/BalO4vkdz2gV58NmkXg16SEXzJq7c0rcVAK+tOIzNJstICCFql/RoCyFEI1JitjI3Jp6FGxPILbLg6aJnUr8Qvr+7P25ODf8tYcaQCL7dfpIDZ3L5de8ZxnVtpnZIQogGTHq0hRCikSgyWfhobRxzVh0lt8gCQG6RhfdXH2PeungKTRaVI6x9Pm5Gpg0KA+Ctv45gsthUjkgI9SxatIhly5apHUaDJom2EEI0EjqtloUbEyrct3BjAnpt43hLmDowFD93J05kFvL1thNqhyOEaMAax6uqEEII8orN9p7s/8otspBXbK7jiNThatRz/9DSKgvvrTpKQUnD78kXQqhDEm0hhGgkPJwNeLpUPA7b00Vfr1eArKobe7ekla8r6fkm5v9TcS+/EEJcLkm0hRCikcgvMTOpX0iF+6b0D8ViazzjlQ06LY+MiATgk5g4MvJLVI5ICNEQSaIthBCNgKIovL4ilsn9Q7hvSIS9Z9vTRc/9Q1tzb1Q4rsaGX3XkXGM6BdGxmScFJisfrDmmdjhCiAaocb2qCiFEI/XngWS+3naSPSez+eKOPswY0pq8YjMezgYsNhtOBp3aIdY5rVbD46Pacuv8rXy5+QS3XxFKC5+GtSKmEEJd0qMthBANXEGJhed/PQjA8PZN8XV3wqjX2n82tp7scw1s7c8VEb6YrDbeWXlE7XCEEA2MJNpCCNHAvbfqKEk5xbTwceHe6Ai1w3E4j49qC8BPu09zKClX5WiEEA2JJNpCCNGAHUnJs1fVmHVVB5wb4RCRS+nc3JsxnYJQFHjjz1i1wxFCNCCSaAshRAOlKApPL9uPxaYwon1ThrZrqnZIDuuRkZHotBpWH05lS3yG2uEIIRoISbSFEKKB+mnXabYmZOJi0PHsVe3VDsehhfq5cWOvFgDMXnEYRVFUjkiI2qXRaC56mTVrltohNgiNdwaMEEI0YDmFZl75/RAA9w1tTfMmUk3jUu4f2pofd55m14ls/jqYwsgOgWqHJEStSUpKsv/+zTff8OyzzxIb++/QKXd3dzXCanCkR1sIIRqgN/+KJT3fRESAO1MHhKodTr0Q4OnM7QNCgNKx2hZr41nARzQ+gYGB9ouXlxcajabcNkm0a4b0aAshRAOz91Q2X2w5DsAL4zpg1EufSmVNGxzOl1tOcCw1nx93nuaGs8NJhKgKRVEoshSpcm4XvQsajUaVc4vzSaIthBANiNWm8Myy/SgKjO8aTP9wP7VDqlc8nQ3MiI7gpd8O8fbKI1zdNVgqtYgqK7IU0WdpH1XOveXmLbgaZKiYo5BuDiGEaEC+2nqCPady8HDS878x7dQOp166pW8rgr2cSc4tZvHGRLXDEULUY9KjLYQQDUR6fgmvrzgMlJarC/BwVjmi+snZoOPB4W149Pu9fLQ2jht7t8TLxaB2WKIecdG7sOXmLaqdWzgOSbSFEKKBePX3w+QWW+gQ7MktfVupHU69NqF7cz5dH8+RlHzmxsTZV48UojI0Go0M3xCADB0RQogGYWtCJj/sPIVGAy+N74hOK5OhLodOq+HRkaXJ9cINCSTnFKsckRCiPpJEWwgh6jmz1cYzy/YDcGOvlnRr2UTliBqGYe0C6NmqCcVmG3NWHVE7HCFEPSSJthBC1HOLNiQSm5KHj5uRx0ZGqh1Og6HRaHhidGmv9rfbTxGXlq9yRELUjsmTJ5Odna12GA2SJNpCCFGPJeUU8c7fpb2tT4xqSxM3o8oRNSw9Q3wY1i4Aq03hzT9jL30DIYQ4hyTaQghRj724/CCFJis9WjXhuh7N1Q6nQXp0ZFs0GvhjfzK7T2arHY4Qoh6RRFsIIeqpmCNp/L4vGZ1Ww0vjO6KVCZC1IjLQgwndSj/EzP7jEIqiqByREKK+kERbCCHqoWKzled+Lp0AObl/CO2CPFWOqGF7aEQbjHotm+MziTmSpnY4Qoh6QhJtIYSohz6JiScxo5Cmnk48MKy12uE0eM28XbjtbG3y11bEYrNJr7YQ4tIk0RZCiHrmeEYBH649BsDTY9rj4SyrFtaF6dEReDjpOZSUy697z6gdjhCiHpBEWwgh6hFFUXjulwOYLDYGRPgxtnOQ2iE1Gk3cjEwbHAbAW38dwWSxqRyREMLRSaIthBD1yJ8HUlgbm4ZRp+WFcR3QaGQCZF26fUAo/h5OnMgs5KutJ9QORwjh4CTRFkKIeqKgxMILvx4AYNrgMML83VWOqPFxNeq5f2hrwv3daeXrisliIyO/BJPFRqHJonZ4QggHo1c7ACGEEJXz3uqjnMkppoWPC9OjI9QOp9H6v14tGNMpiAUbErjv613kFlnwdNEzpX8o90aF42TQqR2iEMJBSI+2EELUA0dS8pi/PgGAWVd1wFmSOdVYrDYWbkzg/dXHyC0q7cXOLbIwZ9VRPlobJz3bot6IiorigQceOG/7okWL8Pb2rvN4GiJJtIUQwsEpisLTy/ZjsSkMb9+Uoe2aqh1So6bTalm0MbHCfQs3JqDXylurEKKUvBoIIYSDW7b7NFsTMnE2aHnuqvZqh9Po5RWb7T3Z/5VbZCGv2FzHEQkhHJWM0RZCCAeWU2Tm5d8OAXDf0NY0b+KqckTCw9mAp4u+wmTb00Uvdc0FiqKgFBWpcm6Ni4tUI3IgkmgLIYQDe+uvWNLzTYT7u3HHgDC1wxGA1WZjSv9Q5qw6et6+Kf1DsdhsGOUL40ZNKSoitnsPVc4duXMHGlf5QO4oJNEWQggHte9UDks2HwfgxfEdMeoleXMELkY990aFA6VjsqXqiBDiQiTRFkIIB2S1KTy9bB+KAuO6BtM/3E/tkMQ5nAw6pg0OY3p0BKl5xfi4GSk22yTJFkDp8I3InTtUO3dleXp6kpOTc9727OxsvLy8ajKsRksSbSGEcEBfbzvBnlM5eDjpeerKdmqHIyrgaix9C31n5VHWxKby4LDW3NovRN2ghEPQaDT1YvhGZGQkf/3113nbd+7cSZs2bVSIqOGR7yGFEMLBpOeX8PqKWAAeHtGGAE9nlSMSFxPm70ZmgYm1sWlqhyJEldxzzz0cOXKE++67j7179xIbG8vbb7/NV199xcMPP6x2eA2CJNpCCOFgZv9xmJwiMx2CPbmlbyu1wxGXEB0ZAMDGuAyKzVaVoxGi8sLCwli3bh2HDx9m2LBh9OnTh2+//ZbvvvuOUaNGqR1egyBDR4QQwoFsTcjk+x2ngNIJkHqd9Ic4unZBHjT1dCIlt4StCZkMauOvdkhCVFqvXr0qHD4iaoa8ggshhIMwW208s2w/ADf1bkH3lk1UjkhUhkajYfDZ5FqGjwghziWJthBCOIjFGxOJTcmjiauBx0a2VTscUQVlw0fWHklVORIhhCORRFsIIRxAUk4R76w8AsCTo9vRxM2ockSiKq5o7YdeqyE+rYATGYVqhyOEcBCSaAshhAN4afkhCkxWerRqwnU9mqsdjqgiT2cD3VuVDvWRXm0hRBlJtIUQQmUxR9L4bV8SWg28OK4jWq1G7ZBENURFyjhtIUR5kmgLIYSKis1Wnvu5dALk5P6htA/2VDkiUV3/lvlLlzJ/QghAEm0hhFDVvHXxJGYUEuDhxIPDW6sdjrgMbQM9CPR0pthsY2tCptrhCCEcgCTaQgihkuMZBXyw5hgAz4xtj4ezQeWIxOU4t8zfmlgZpy2EkERbCCFUoSgKs345gMliY0CEH2M7B6kdkqgBZeO0Y2ScthACSbSFEEIVfx5IYU1sGgadhufHdUCjkQmQDYG9zF+6lPkTQkiiLYQQda7QZOGFXw8AMG1QOOH+7ipHJGqKp7OBHlLmT9QTkydPRqPRoNFoMBgMNG3alOHDh7NgwQJsNpva4TUIkmgLIUQde2/VMc7kFNO8iQvToyPUDkfUsKiz1UfWHJZEWzi+UaNGkZSURGJiIn/88QfR0dHcf//9jB07FovFonZ49Z4k2kIIUYeOpuTx2fp4AJ6/ugMuRp3KEYmaFt22dJz2pvgMKfMnHJ6TkxOBgYE0a9aM7t2787///Y+ff/6ZP/74g0WLFqkdXr0nibYQQtQRRVF4etl+LDaF4e2bMrRdU7VDErUgsum/Zf62SJm/RklRFMwlVlUuiqJcdvxDhgyhS5cu/PjjjzXwaDRuerUDEEKIxmLZ7tNsScjE2aDluavaqx2OqCUajYaoSH++3naSNYdT7SX/RONhMdmYd3+MKue+a85gDE6X/01Z27Zt2bt3bw1E1Lip2qO9bt06rrrqKoKDg9FoNCxbtqzc/nMH6ZddRo0aVa5NZmYmEydOxNPTE29vb6ZOnUp+fn65Nnv37mXgwIE4OzvTokULXn/99dq+a0IIUU5OkZmXfzsEwMwhrWnexFXliERtspf5OyJl/kT9pCiKVEOqAar2aBcUFNClSxduv/12JkyYUGGbUaNGsXDhQvt1JyencvsnTpxIUlISK1euxGw2M2XKFO666y6WLl0KQG5uLiNGjGDYsGHMnTuXffv2cfvtt+Pt7c1dd91Ve3dOCCHO8fZfsaTnmwj3d+POgWFqhyNq2RURpWX+EtILOJ5RQCtfN7VDEnVIb9Ry15zBqp27Jhw6dIjQ0NAaOVZjpmqiPXr0aEaPHn3RNmWD9Cty6NAhVqxYwbZt2+jZsycA77//PldeeSVvvvkmwcHBfPnll5hMJhYsWIDRaKRDhw7s3r2bt99+WxJtIUSd2HcqhyWbjwPw4riOGPUyPaah83A20DOkCZvjM1kbm8ak/pJoNyYajaZGhm+oZfXq1ezbt48HH3xQ7VDqPYd/tV+7di0BAQFERkZyzz33kJGRYd+3adMmvL297Uk2wLBhw9BqtWzZssXeZtCgQRiNRnubkSNHEhsbS1ZWVoXnLCkpITc3t9xFCCGqw2pTeHrZPmwKXN0lmP4RfmqHJOqIvcyfLMcuHFhJSQnJycmcPn2anTt38sorrzBu3DjGjh3LbbfdpnZ49Z5DJ9qjRo3i888/Z9WqVbz22mvExMQwevRorNbScknJyckEBASUu41er8fHx4fk5GR7m6ZNy8/sL7te1ua/Xn31Vby8vOyXFi1a1PRdE0I0El9vO8GeUzm4O+l5ekw7tcMRdahsnPamOCnzJxzXihUrCAoKIiQkhFGjRrFmzRree+89fv75Z3S6+tsr7ygcuurIjTfeaP+9U6dOdO7cmfDwcNauXcvQoUNr7bxPPvkkDz30kP16bm6uJNtCiCrLyC/h9RWxADw8og0Bns4qRyTqUmRTD4K8nEnKKWZzfIa9h1sIR7Fo0SKplV3LHLpH+7/CwsLw8/Pj2LFjAAQGBpKaWv4rOYvFQmZmpn1cd2BgICkpKeXalF2/0NhvJycnPD09y12EEKKq3l91lJwiM+2DPLm1byu1wxF1rKzMH8DaWKk+IkRjVK8S7VOnTpGRkUFQUBAA/fr1Izs7mx07dtjbrF69GpvNRp8+fext1q1bh9lstrdZuXIlkZGRNGnSpG7vgBCiwSsyWTBZbKTmFfPY6LbMu7UHb17fGb2uXr3cihoyuE1pL/ZaGactRKOk6it/fn4+u3fvZvfu3QAkJCSwe/duTpw4QX5+Po8++iibN28mMTGRVatWMW7cOCIiIhg5ciQA7dq1Y9SoUdx5551s3bqVDRs2MGPGDG688UaCg4MBuPnmmzEajUydOpUDBw7wzTffMGfOnHJDQ4QQoiaUmK3MjYmn58sr6f3yKvq+uor9Z3II93dXOzShkisifDHoNCRmFJKYXqB2OEKIOqZqor19+3a6detGt27dAHjooYfo1q0bzz77LDqdjr1793L11VfTpk0bpk6dSo8ePVi/fn25Wtpffvklbdu2ZejQoVx55ZUMGDCAefPm2fd7eXnx119/kZCQQI8ePXj44Yd59tlnpbSfEKJGFZksfLQ2jjmrjpJbZAEgt8jCe6uO8dHaOApNFpUjFGrwcDbQs5UPIL3aQjRGqk6GjIqKQlGUC+7/888/L3kMHx8f++I0F9K5c2fWr19f5fiEEKKydFotCzcmVLhv4cYEpkdH1HFEwlFERfqzKT6DNbFpTL5CFgARojGRQYNCCFED8orN9p7s/8otspBXbK5wn2j4yqqNbI6XMn9CNDaSaAshRA3wcDbg6VLxl4SeLno8nA11HJFwFG2auhPs5UyJxcam+IxL30AI0WBIoi2EEDUgNa+YSf1CKtw3pX8oFputbgMSDkOj0TD4bK92jJT5E6JRkURbCCEu0+nsImYs3cXk/iHcNzTC3rPt6aLn/qGtuTcqHFejQ68PJmpZWT1tWY5diMZFXvmFEOIyWKw27v9qF7tPZvPMz/t547ouzIhuTV6xGQ9nAxabDSeDLGPc2F0R4YdBp+F4RiEJ6QWE+rmpHZIQDUZUVBRdu3bl3XffVTuU80iPthBCXIZ3/j7C9uNZeDjpeWJUO9yc9Bj1WnzdnTDqtdKTLQBwd9LTK0TK/AlRJioqigceeEDtMGqdJNpCCFFN646k8dHaOABmX9uZlr6uKkckHJksxy7qO5PJpHYI9Y4k2kIIUQ2pucU89O1uFAUm9mnJmM5BaockHFxZmb9N8RkUmaTMn1BfXl4eEydOxM3NjaCgIN55551yPc0hISG8+OKL3HbbbXh6etoX+3v88cdp06YNrq6uhIWF8cwzz2A2/1vCdNasWXTt2pUlS5YQEhKCl5cXN954I3l5eQBMnjyZmJgY5syZg0ajQaPRkJiYCMD+/fsZPXo07u7uNG3alFtvvZX09HT7sQsKCrjttttwd3cnKCiIt956q24erGqSRFsIIarIalN44JvdpOebaBvowTNj26sdkqgHWgeUlvkzWWxsljJ/wgE89NBDbNiwgV9++YWVK1eyfv16du7cWa7Nm2++SZcuXdi1axfPPPMMAB4eHixatIiDBw8yZ84cPv30U955551yt4uLi2PZsmUsX76c5cuXExMTw+zZswGYM2cO/fr148477yQpKYmkpCRatGhBdnY2Q4YMoVu3bmzfvp0VK1aQkpLCDTfcYD/uo48+SkxMDD///DN//fUXa9euPS9mRyKDB4UQooo+XHOMjXEZuBp1fHBzd5xlsqOoBI1GQ1TbAJZuOcHa2FSi2waoHZJoxPLy8li8eDFLly5l6NChACxcuJDg4OBy7YYMGcLDDz9cbtvTTz9t/z0kJIRHHnmEr7/+mscee8y+3WazsWjRIjw8PAC49dZbWbVqFS+//DJeXl4YjUZcXV0JDAy03+aDDz6gW7duvPLKK/ZtCxYsoEWLFhw5coTg4GDmz5/PF198YY958eLFNG/evIYelZonibYQQlTB5vgM3v37CAAvje9IRIC7yhGJ+iSqjT9Lt5xgTWwasxQFjUajdkiikYqPj8dsNtO7d2/7Ni8vLyIjI8u169mz53m3/eabb3jvvfeIi4sjPz8fi8WCp6dnuTYhISH2JBsgKCiI1NSLTwTes2cPa9aswd39/NfVuLg4ioqKMJlM9OnTx77dx8fnvJgdiSTaQghRSRn5Jdz/9S5sClzXozkTujtuL4pwTP3Plvk7kVla5i/MXz6oCcfm5la+FOWmTZuYOHEizz//PCNHjsTLy4uvv/76vLHSBkP51XA1Gg22SyzclZ+fz1VXXcVrr7123r6goCCOHTtWzXuhHhmjLYQQlWCzKTz83R5ScksI93fjhXEd1A5J1EPuTnp6h5aV+ZPqI0I9YWFhGAwGtm3bZt+Wk5PDkSNHLnq7jRs30qpVK5566il69uxJ69atOX78eJXPbzQasVrLTwru3r07Bw4cICQkhIiIiHIXNzc3wsPDMRgMbNmyxX6brKysS8asJkm0hRCiEj77J561sWk46bV8OLG71McW1RbVpnRs9tojkmgL9Xh4eDBp0iQeffRR1qxZw4EDB5g6dSparfaiQ5pat27NiRMn+Prrr4mLi+O9997jp59+qvL5Q0JC2LJlC4mJiaSnp2Oz2Zg+fTqZmZncdNNNbNu2jbi4OP7880+mTJmC1WrF3d2dqVOn8uijj7J69Wr279/P5MmT0WodN5113MiEEMJB7DyRxesrYgF47qoOtA30vMQthLiwsnram6XMn1DZ22+/Tb9+/Rg7dizDhg3jiiuuoF27djg7O1/wNldffTUPPvggM2bMoGvXrmzcuNFejaQqHnnkEXQ6He3bt8ff358TJ04QHBzMhg0bsFqtjBgxgk6dOvHAAw/g7e1tT6bfeOMNBg4cyFVXXcWwYcMYMGAAPXr0qPZjUNs0iqIoagfh6HJzc/Hy8iInJ+e8wf5CiIYtp9DMle+t53R2EWM7B/H+Td1kApu4LIqiMOC1NZzOLmLB5J4MadtU7ZAarLp4/y4uLiYhIYHQ0NCLJqj1QUFBAc2aNeOtt95i6tSpaofj0Cr7vEuPthB1oMhkwWSxkZFfgslio9BkUTskUQmKovDYD3s4nV1EK19XXp3QSZJscdk0Go2sEikcwq5du/jqq6+Ii4tj586dTJw4EYBx48apHFnDIYMMhahlJWYrc2PiWbgxgdwiC54ueqb0D+XeqHCcpP6yQ/t803H+PJCCQafhg5u64+FsuPSNhKiEqMgAvtxygrWxaShS5k+o6M033yQ2Nhaj0UiPHj1Yv349fn5+aofVYEiiLUQtKjJZmBsTz5xVR+3bcoss9uvTBofJpDoHtf90Di//dgiA/13Zjk7NvVSOSDQk/cN9Meq0nMgsJD69gHAp8ydU0K1bN3bs2KF2GA2aDB0RohbptFoWbkyocN/CjQnoHXimdGOWX2JhxtKdmKw2hrdvyuT+IWqHJBoYNyc9vUKbADJ8RIiGTN7lhaglVptCVqGJ3KKKx2PnFlnIKCjhn6Np5Bab6zg6cSGKovC/H/eRmFFIM28X3rius3ytL2pFdOTZMn+xF18tTwhRf0miLUQNK7FY+XrrCa79eCMezno8XSoeGuLposfLxcB9X++m2wsrufbjjcz5+yi7TmRhtUkxILV8u/0kv+w5g06r4b2buuLtalQ7JNFAlU2I3JKQKROkhWigZHCoEDVo6ZYTvPv3EVLzSgDYEp/J5P4hvLfq/GVjp/QPJT6tAG9XA5kFJnYcz2LH8Sze+fsIXi4G5tzYlaizPV6ibsQm5/HcLwcAeGREJD1a+agckWjIwv3daebtwunsIjbFZTC0nZT5E6KhkURbiBqUmldMal4JgZ7O3DEwlN5hPvQP90WD5oJVR1Y/HMWprELWH01n/dE0/jmaTk6RmRBfN/tx31l5hNxiM4Pa+NM31BcXo1QrqWmFptJx2cVmG4Pa+DNtUJjaIYkGTqPREN3Wny82l1YfkURbiIZHEm0hqulkZiGfrY/H192J+4a2BmBSvxCCvVwY1y0YJ/2/yfC0wWFMj44gr9iMh7MBi81WrrRf8yau3NS7JTf1bonFauPAmVxa+boCpWOGv952gpTcEhZuSMSo09IrtAmDWvszsLU/7YI8ZAxxDZj1ywGOpuYT4OHE2zd0QauVx1TUvqg2AXyx+QRrYlOlzJ8QDZAk2kJU0eHkXD6JieeXPWew2hQ8nPTcPiAUdyc9TdyM3NCrxXm3KSvh5+vuBIDxItMj9DotXVp426/bFJh1VQfWHU1j3ZF0TmcXseFYBhuOZfDqH4fx93DilWs6Mby99IZV17Jdp/l2+ym0GphzYzf8zj5PQtS2/hGlZf5OZRURl1ZARICU+ROiIZHJkEJU0rbETG5ftI1R767np12nsdoUBrb245Nbe+BWi0M5dFoNozsF8eqEzvzzeDSrHh7Mc1e1JzrSHxeDjrSzQ1XKzP8ngdl/HGZjXDolFmutxdVQxKfl89RP+wCYOaQ1/cJ9VY5INCauRj29Q0vnAkj1EVHXJk+ejEajYfbs2eW2L1u2TL5dqSHSoy3EJWQVmLjz8+1sP54FgEYDV3YK4u5B4XW+iIlGoyHc351wf3emXBFKicXKjuNZdAj2tLf5ausJjqXmMzcmDlejjr5hvgxq7cfANv6E+bnJi+c5is1WZizdRYHJSt8wH/sQICHqUlSkP/8cSyfmSBp3DJS5AaJuOTs789prrzFt2jSaNGmidjgNjvRoC1GBc8vrebsaKDJbMeq03NS7JasfjuLDm7s7xEqBTnod/cP97OOJFUVhRnQEE7o1w8/diUKTldWHU5n160GGvhXDgNfW8Me+pAqPVWSyYLLYyMgvwWSxNYpyY6/8foiDSbn4uBmZc2M3dDIuW6igrLrQlngp8yfq3rBhwwgMDOTVV19VO5QGSXq0xUUVmSzotNpyk/ga8pLhRSYr32w7wafrE/jg5m50a9kEjUbD69d1xt/diYBzhmg4Io1Gw/huzRjfrRk2m8Lh5LyzY7vT2J6YxensIrxcDPb2324/SZHJyvU9m/NJTPwFK6M0RH/sS+LzTccBePuGLjR18OdWNFzh/m40b+LCqawiNh7LYJjMt6j3FEWhuLhYlXM7OztX6ZtLnU7HK6+8ws0338x9991H8+bNazG6xqfhZkzispWYrcxtJMlXdqGJzzcdZ9HGRDILTAAs2Xycbi1Lv0brEKx+73VVabUa2gd70j7Yk7sHh1NosrAlPpMeIf9+NfjV1hPcGxXOx2vjeH/1v7W+c4sszFl1FCitmNLQPlydzCzksR/2AnD34HCpVy5UpdFoiIo8W+bvSKok2g1AcXExAwcOVOXc69evx8XFpUq3ueaaa+jatSvPPfcc8+fPr6XIGicZOiIqVGSy8NHaOOasOmpfQrws+fpobVyD+XozKaeIl5YfpP/s1by98giZBSZa+Ljw4viOvHJNJ7XDq1GuRj3RbQPKlR2c3D+EAa39WbwpscLbLNyYgF7bsF4mTBYbM77aRV6xhe4tvXl4RBu1QxLinOXY01AUWRlW1L3XXnuNxYsXc+jQIbVDaVAaVjeVqDE6rZaFGxMq3LdwYwLToyOw2pR6Pab1p12neOz7vZitpW9q7YI8uXtwGGM6BaHXNazk8kLGdW1GRn6J/cPUf+UWWcgrNuPr7sSCfxJYeTCFXqE+9A7xoXsr73rZ0/3mX7HsOZmNl4uB927qhqGRPNfCsfULlzJ/DYmzszPr169X7dzVMWjQIEaOHMmTTz7J5MmTazaoRqz+vUuKOpFXbL5o8pWaV8zdS3bQqbkXr07oXLq92MyR5DzC/N3xcTPWZbiVllVgosnZ2Hq09MFqU+gT6sM9UeEMbuPfKCtyeDgb8HTRV/h8e7ro8XAuHdO9/mgam+Iz2BSfAZSWHewY7EmvEB96hfrQK8THYZ/3MqsPpzBvXTwAr1/XmeZNXFWOSIhSrkY9fcJ8WH80nbWxqZJo13MajabKwzccwezZs+natSuRkZFqh9JgSKItKnSp5MvHzciZnGJ6hvjYt+8+kc1tC7YCpZU6Qv3cCPNzJ8zfjXB/N0L93Gkd4F7nK+4pisL6o+l8vDaO4xkFxDwWjUGnpaWvK6sfjiLEz+3SB2nArDYbU/qH2sdkn2tK/1AsNhtGtDw1pj1D22WwLTGTbQmZnMkpZs+pHPacyuGzfxK4tntz3rqhCwA5hWbySswOlcgm5RTx8Ld7gNIhMyM7BKockRDlRUUGnE20pcyfUEenTp2YOHEi7733ntqhNBiSaIvzWKw2LJdIvlDg5+lXlBs6UmS20szbhdPZRWQXmtl1IptdJ7Lt+3VaDYdeGIXx7G0+WH0UTxeDPRkP9HSuVhJ+ocooVpvCH/uT+HhtHAfO5AKg12rYfTKbXmc/IDT2JBvAxajn3qhwgItOfI0IcCciwJ1b+rYC4FRWYWnSnZjFtoRM+oT++6Fr+b4zPPXTfoK9nOl5tse7d4iPKh+0oPRv+v6vdpNVaKZjM0+evLJtnccgxKVERfrz4nLYmpBJQYkFNyd5ixZ174UXXuCbb75RO4wGQ/6LRTkWq42ZX+2iW0vvSyZfrv95ExjZIZCRHQIpMllJzCggPq2A+LR84tMLiE8vQFEUjHqt/TxzVh21j48GcDHoCPFzI8zfjTA/N8Z1DSYiwOOi8V6oMsqdA8O498sdrDuabj/2Tb1bMnVgKM2869/XebXNyaBj2uAwpkdHlPvAcrHqMs2buNK8iSvXdCstBXXuBK6UnGL0Wg1ncor5Zc8ZftlzBij9pqNnqyZEtw1gYp9WtXunzjFn1VG2Jmbi7qTng5u6l5sQKoSjCPNzo4WPCyczi9gYl8FwqT4iatmiRYvO2xYSEkJJSUndB9NASaIt7Kw2hYe/28Mf+5NZdSiVEe0Dq5x8AbgYdbQL8qRdkOcF25RYbEy5ItSeiJ/IKKTIbOVQUi6Hkkp7n7u3bGJPtN9fdZT1x9IJ9y8djhLq50a3lt58vul4uV73ssooNkXhlr6t2Hs6h8n9Q5jUL8Q+NltUrGxio6+7EwDGKhYlOnd8+0MjIrk7KpxdJ7LZmpDJtsRMdp3IJrvQzN+HUtFoNPZEOzWvmC82n6B3iA/dWnpftBevOnXd/zmazgdrSksXvjKhk3yLIRyWRqMhqk0ASzYfZ21sqiTaQjQAkmgLAGw2hSd+2MvPu8+g12r4cGL3cglJdZOvC3Fz0vO/K9vZr5utNk5lFZUm3mmlPeCRgf/2Zu86WZqwbU3IBMDHzcg/j0dfsDLK4k2JbP3fMDY+MaReVsZoCFyNeq6I8OOKCD+g9DnefzqHbYmZhPj++7e1JT6T985+WCqbYNkzpHRyZa+QJva/verUdU/LK+GBb3ajKHBT75Zc3SW4lu+1EJcnuq3/2US7tMxfY5ygLURDUq0MJCwsjG3btuHr61tue3Z2Nt27dyc+Pr5GghN1Q1EUnvl5P9/tOIVOq+G9m7rVeU+KQacl1M+NUD83hrY7f/9joyK5uksw8Wn5xKUXoNgUMvJNF62MUlBisSdpQn0GnZZuLZvYFwEqE+jlzPiuwWw7u3Jl2QTL+f+UfojqEOzJd9P68cm6+Aq/vYCKF9Wx2RQe/GY36fklRDb14Lmr2tfyPRTi8vUL88Oo13I6u4i4tPxLDp8TQji2aiXaiYmJWK3W87aXlJRw+vTpyw5K1B1FUXhh+UG+3HICjaZ0KeorOwWpHdZ52gZ60jaw/FAUk8VWqbJ0wrH1Ott7DXA6u4htCZlsPVvZ5GhqPoFezuh1l67r/l8fx8Txz7F0XAw6Pri5G84NbDVT0TC5GHX0CS0t87fmcJok2kLUc1VKtH/55Rf773/++SdeXv8uS221Wlm1ahUhISE1FpyofW/9dYSFGxIBeO3azozr2kzdgKqgsmXpRP3RzNuFZt2aMb5b6d9hVoGJvGLLJeu6ly2qU2ZrQiZv/RULwAvjOtC6qSQrov6wl/k7ksqdg6TMnxD1WZUS7fHjxwOlEzYmTZpUbp/BYCAkJIS33nqrxoITta9HSBOc9FqeGdueG3q2UDucKqlsWTpRfzVxM9LEzVilby8yC0zc99UubApM6NaM63o0r8uQhbhs0WfL/G1LyJIyf0LUc1X677XZbACEhoaybds2/Pz8aiUoUXeiIwOIeTSaQK/qLdmqtuqUpRP1z8W+vZjUL4SYI6nsPpnN9KgIHvluD8m5xYT5ufHi+I4ymUzUO6F+brT0ceVEZqGU+ROinqvWx+SEhIrHSor6Yf4/Cfi5G+3DROprkl3mcsvSCcd3sW8vbr8ihAkfbyIuLZ/E9AJWH07FqNfywc3dpSdQ1EsajYaoSH8+33ScNVLmT4h6rdrvQqtWrWLVqlWkpqbae7rLLFiw4LIDE7Xj802JvLj8IBpN6Up/HYK9Ln0jIRzAhb69cDHoeHRkJAs2JLBifzIAz4xtT4if4yz/LkRVRUcG8Pmm48RImT8h6rVqdf09//zzjBgxglWrVpGenk5WVla5i3BM32w7wbM/HwDgnsHhtL/IgjJCOCJXox6jXouvuxNGvRZXox6NRkO/cF+ScoqwKnBlp0D6hDSh7yur+CQmDrPVdukDC+Fg+ob52sv8HUvNVzscIUQ1VatHe+7cuSxatIhbb721puMRteSnXad44sd9AEwdEMqjIyOlh0Q0CIqi8OSPezmZWUQLHxdendCZ91YdJbfYwqt/HOaHnad4aXwneof6qB2qEJXmYtTRN8yXdUfSWBObKpVzRI1TFIXhw4ej0+n4888/y+376KOP+N///sf+/ftp3lwmlF+OavVom0wm+vfvX9OxiFry294kHv52D4oCt/ZtxdNj2kmSLRqML7ac4Pd9yRh0Gj64qTteLgaeurIdb1zXGR83I0dS8rnhk0088t0eMvJL1A5XiEqLauMPwNrYNJUjEQ2RRqNh4cKFbNmyhU8++cS+PSEhgccee4z3339fkuwaUK1E+4477mDp0qU1HYuoBX8dSOb+r0tLnf1fzxY8f3UHSbJFg3HgTA4vLj8IwOOj2tKlhTcAWq2G63u2YNVDg7mpd2nZyu93nGLIWzEs3XICm01RK2QhKi26bQAA2xIzyS+puI68EJejRYsWzJkzh0ceeYSEhAQURWHq1KmMGDFCRi3UkGoNHSkuLmbevHn8/fffdO7cGYOh/Ap8b7/9do0EJy7f8YxCLDaFCd2a8cqETmi1kmSLhiG/xMLMpbswWWwMbRvA1AGh57Vp4mbk1Qmdub5nC576aT+HknJ5etk+erRqQmSgfBUvHFuonxutfF05nlHIxmPpjOgQqHZIooqKioouut9gMKDXl6ZiZrMZi+XCH6g0Gg3OzqVVwhRFobi4+Lw2Li4uVY5x0qRJ/PTTT9x+++1MmDCB/fv3c+DAgSofR1SsWon23r176dq1KwD79+8vt096Sx3LnYPCCA9wY1Brf3SSZIt6rshkQafVkldsxs1JzxOj27JgQwJvXt/loq893Vs24dcZV/D5puOk55fYk2ybTaHQbMVdygAKBxXVxp/Fm46zJjZNEu16aODAgRfdP3v2bIYNGwaUjotesmTJBdu2b9+ezz//HIDs7GyGDx9+Xpvt27dXK8558+bRoUMH1q1bxw8//IC/v3+1jiPOV613lzVr1tR0HKIGbU3IxNWoo2Oz0tJ9Q9pKDVZR/5WYrcyNiS9XR3tSvxAWTO5lr6V+MXqdltv/0+v9/c5TvPVXLM+Mbc+YTkHSUSAcTlRkAIs3HScmNlXK/IlaExAQwLRp01i2bJl9FXBRM6Qbp4HZcTyLKQu3otVq+P7u/vL1uGgQikwW5sbEl1sZMrfIwvurj6HVaJg2OKxSyfa5FEXh660nSMktYcbSXXzT+iQvjOtIqJ9bTYcvRLX1DfPFSa/lTE4xR1PzaSPVR+qV9evXX3T/uUNv7733Xu66664Ltj33Q5a3t/clj11Ver3ePoxF1JxqPaLR0dEX/VS9evXqagckqm/vqWwmL9hKgcnKgAg/WvnKgh2iYdBptSzcWPGKtAs3JjA9OqLKx9RoNCy9sy9zY+L4aG0c64+mM/KdddwdFc69UeE4G3SXG7YQl62szF/MkTTWxqZKol3PVGXMtMFgOG/O24VoNJpqjccWda9aVUe6du1Kly5d7Jf27dtjMpnYuXMnnTp1qukYRSUcPJPLrfO3kldioXeoD/Nu6yGJgmgwcovN5BZVPEkot8hCXrG5Wsd1Nuh4YFgb/npgEIPa+GOy2nhv1VFGvruOtbGplxOyEDUmKrJ0vOyaw1LmT4j6plo92u+8806F22fNmkV+vqxgVdeOpuRxy/wt5BSZ6dbSu9JjVoVwdIqi8NeBFAa28cPTRV9hsu3posfDuXK9QBcS4ufG4im9+H1fMi8sP8DxjEIe/2EvMY9GywdWobroyACe//Ug24+XlvmTybtC1B/V6tG+kFtuuYUFCxbU5CHFJcSn5XPzZ1vILDDRqZkXi6b0lhdh0SAcS83nlvlbmPbFDjYcS2dSv5AK203pH4rFdvnLrGs0GsZ0DmLVw1FMHRDKc1d1sCfZ+SUWLLKUu1BJiJ8bIb6umK0KG46lqx2OaKBmzZrF7t271Q6jwanRRHvTpk32Go+ibizZfJy0vBLaBnqwZGpvvFwur2dPCLUVmiy8tuIwo+esY8OxDJz0WpKyi5keHcH9Q1vj6VL6QdLTRc/9Q1tzb1R4jX6D4+6k55mx7bmyU5B92/O/HGDs+/+w43hmjZ1HiKqIiixdvEaGNAlRv1Tr3WnChAnlriuKQlJSEtu3b+eZZ56pkcBE5Tw9pj0eTnom9Q/B29WodjhCVJuiKPx5IIUXlx/kdHbpIg9D2gYw66oOtDw7sXfa4DCmR0eQV2zGw9mAxWbDqZaHdmQVmPj7UApZhWau/XgTN/ZqweOj2tLETf7fRN0ZHOnPoo2JrI1NkzJ/QtQj1Uq0vby8yl3XarVERkbywgsvMGLEiBoJTFxYSm4xWo0Gfw8ndFoND42IVDskIS5LYnoBs349wNrY0slezbxdmHV1B4a3L18Dvqzn2tfdCQBjzX4pV6EmbkZWPRzF7D8O8e32U3y97SR/HkjmydHtuK5Hc1ltVdSJfmfL/CXlFHMkJV9KtwpRT1Qr0V64cGFNxyEqKS2vhJs/3QzA0jv70tRThuqI+qvYbOWjtXHMjYnDZLFh1GmZNjiMe6MicDE6ziREHzcjr1/Xhet7tuDpn/YTm5LHYz/s5dvtJ3lxfEfaBXmqHaJo4JwNOvqF+7I2trTMnyTaQtQPl9UdtGPHDr744gu++OILdu3aVVMxiQvILDBxy2dbiEsroMhkxWSRyVmi/lp1KIXh78Tw3qqjmCw2Brb2Y8UDA3l4RKRDJdnn6hXiw/L7BvDUle1wNerYfjyLt/6KLdemyGTBZLGRkV+CyWKj0FRxWUIhqiqqzdkyfzJO2yEpiqJ2CKIOVfb5rlaPdmpqKjfeeCNr167F29sbgOzsbKKjo/n666/x9/evzmHFReQUmrl1/hZiU/II8HBi6Z19aeFT+wvSFJks6LTacmNipXSguBwnMwt5/teD/H0oBYAgL2eeGdue0R0D68W4U4NOy52DwhjTOYhX/zjMo+cM3SquYJn4Kf1DuTcqvNbHkouGLyoyAH49yPbELPtrslBf2SIzhYWFsohMI1JYWAhwyUWGqpUxzZw5k7y8PA4cOEC7du0AOHjwIJMmTeK+++7jq6++qs5hxQXkFZu5beFWDpzJxc/dyNI7+xJSB8tEl0jSIGpQicXKvJh4PlhzjBKLDb1Ww9SBodw3pDVu9bAkZbC3C+/f1M1+vaDEwtyYON5ffcy+LbfIYl82vjrLxAtxrhA/N0L93EhIL2DDsQxGdQxUOyQB6HQ6vL29SU0t/abB1dW1XnQaiOpRFIXCwkJSU1Px9vZGp7t4PlStV/0VK1bw999/25NsgPbt2/Phhx/KZMgaVlBiYcrCbew5mY23q4Ev7uhDRIB7rZ+3yGRhbky8PUkASRpE9cUcSeO5n/eTmFHaA9A3zIcXx3WkdQNaTlqv07B4U2KF+6q7TLwQ/zW4jT8J6QXEHEmVRNuBBAaWPhdlybZo+Ly9ve3P+8VUK1Oy2WwVdpUbDAZsVVg4Yt26dbzxxhvs2LGDpKQkfvrpJ8aPH2/frygKzz33HJ9++inZ2dlcccUVfPzxx7Ru3dreJjMzk5kzZ/Lrr7+i1Wq59tprmTNnDu7u/yaje/fuZfr06Wzbtg1/f39mzpzJY489Vp27XudeW3GY7cez8HDW88XUPrQNrJtJVzqtloUbEyrcJ0mDqKwz2UW8uPwgf+xPBiDAw4mnxrTj6i7BDa7HJ7/Ycsll4suqpQhRXVFny/ytOSxl/hyJRqMhKCiIgIAAzGaz2uGIWmYwGC7Zk12mWon2kCFDuP/++/nqq68IDg4G4PTp0zz44IMMHTq00scpKCigS5cu3H777efV5gZ4/fXXee+991i8eDGhoaE888wzjBw5koMHD9oXxpk4cSJJSUmsXLkSs9nMlClTuOuuu1i6dCkAubm5jBgxgmHDhjF37lz27dvH7bffjre3N3fddVd17n6denh4JPFpBTw8og0dm3ld+gaXqdhsZcX+JHqG+EjSIKrNZLGxYEMC7606SqHJik6rYVK/EB4c3rrBjiv1cDbU6jLxQgD0DfPF2aAlObeY2JS8Out8EZWj0+kqnYCJxqFaifYHH3zA1VdfTUhICC1atADg5MmTdOzYkS+++KLSxxk9ejSjR4+ucJ+iKLz77rs8/fTTjBs3DoDPP/+cpk2bsmzZMm688UYOHTrEihUr2LZtGz179gTg/fff58orr+TNN98kODiYL7/8EpPJxIIFCzAajXTo0IHdu3fz9ttvO2yiXVZNxKjX4uVqYMnU3rXea1FstrJ0ywk+jonDalP45/HoiyYNLkYdMbGpDD67WpkQZTbGpfPszwc4lpoPQK+QJrwwruGXwLPabEzpH1puuFWZyf1CKLZYMeprv+63aNicDTr6hfmyJjaNtbFpkmgL4eCq9arfokULdu7cyW+//cYDDzzAAw88wO+//87OnTtp3rx5jQSWkJBAcnIyw4YNs2/z8vKiT58+bNq0CShd8t3b29ueZAMMGzYMrVbLli1b7G0GDRqE0fjvKm4jR44kNjaWrKysCs9dUlJCbm5uuUtdsVht3P/1Lu75YgfFZitArSbZxWYr8/9JYODra3hh+UHS8kpwMehIzilmSv/QCm8zqV8I/xxNZ9LCbdz5+Xb7Kn6icUvJLea+r3Zx86dbOJaaj6+bkTev78K30/o1+CQbwMWo596o8POWiZ85JILbB4RikIVtRA2R5diFqD+q1KO9evVqZsyYwebNm/H09GT48OEMHz4cgJycHDp06MDcuXMZOHDgZQeWnFw6prNp0/IrwzVt2tS+Lzk5mYCA8j2qer0eHx+fcm1CQ0PPO0bZviZNmpx37ldffZXnn3/+su9DVVltCg99u4c/9idj1Gk5mJRL95bnx1cTikxWvtxynE/WxZOWVwKUrsY3Y0gE13ZvjlGv5d6ocIDzqo7cExXO55sS0Ws1rDyYwj9H07lvaGumDgiVHrtGyGK1sWhjIu/+fZT8EgtaDdzStxUPj4jEy6VxDZdwMujOWyY+p6h0vKaLTB4WNSQqsrSErpT5E8LxVemV/9133+XOO+/E0/P83ikvLy+mTZvG22+/XSOJtpqefPJJHnroIfv13Nxc+xCZ2mKzKTz+w15+2XMGvVbDRxO710qSXZZgz42JJz3/3wR75pAIJpxNsMtUlDRYbDacDTruGhTO4DYBPLNsP1sTM3ltxWF+3HmKF8d3pG+Yb43HLRzTtsRMnlm2n8PJeQB0beHNS+M71sl8Akf132Xi/T3+nctQbLby8Hd7uHtQOJ2aN97HSFyeVr5uhPm5EZ9ewIZj6YzqGKR2SEKIC6hSor1nzx5ee+21C+4fMWIEb7755mUHBf+WyklJSSEo6N8XkZSUFLp27Wpv899SOhaLhczMTPvtAwMDSUlJKdem7PqFyrI4OTnh5FT7E/3OXQzGzUnPiPZN2XsqmweHtWFY+6aXPkCVznV+gt28iQszos9PsM/136TBeM5oo8hAD76Z1pcfdp7mld8PcTQ1nxvnbWZC92b878p2+MlkyQYrLa+EV/84xI87TwPg7WrgiVFtuaFnC7QyROKC3lt1lN/2JrH2cCqf3NqTAa391A5J1FODI/2JTy9gbWyaJNpCOLAqJdopKSkXXQFHr9eTlpZ22UEBhIaGEhgYyKpVq+yJdW5uLlu2bOGee+4BoF+/fmRnZ7Njxw569OgBlA5vsdls9OnTx97mqaeewmw222NfuXIlkZGRFQ4bqSsVLQYzqV8IP917RY0u3lFosvDl5hN8si6O9HwTUJpgl/VgG3SXN9RDo9FwXY/mDGsXwOt/xvLV1hP8uPM0qw6l8tioSG7q1VISrwbEalP4cstx3vgzlrxiCxoN3NirBY+NbEsTN+OlD9DI3RMVzu6T2WyMy2DKoq28dUNXru4SrHZYoh6Kigxg4YZE1sZKmT8hHFmVsqxmzZqxf//+C+7fu3dvud7nS8nPz2f37t3s3r0bKJ0AuXv3bk6cOIFGo+GBBx7gpZde4pdffmHfvn3cdtttBAcH22ttt2vXjlGjRnHnnXeydetWNmzYwIwZM7jxxhvtZQdvvvlmjEYjU6dO5cCBA3zzzTfMmTOn3NCQulZksvDR2jjmrDpqr+qRW2Th/dXHmLcunkJTxWX1qqLQZOHTdfEMen0NL/9+iPR8Ey18XHj92s6seSSK/+vV8rKT7HN5uxp55ZpO/HBPf9oHeZJTZOapn/Zzzccb2X86p8bOI9Sz80QWV3/wD8/+fIC8Ygsdm3ny4z39eXVCZ0myK8nD2cDCKb0Y0zkIs1Xhvq92sXBDxfXqhbiYPqE+9jJ/ZUO3hBCOR6MoilLZxjNnzmTt2rVs27bNXse6TFFREb179yY6Opr33nuvUsdbu3Yt0dHR522fNGkSixYtsi9YM2/ePLKzsxkwYAAfffQRbdq0sbfNzMxkxowZ5Rasee+99y64YI2fnx8zZ87k8ccfr+zdJjc3Fy8vL3Jyciocn15VJouNni+vvGDpvO1PDa/2pMJCk4UvNh/nk5h4MgpKe7Bb+rgyIzqCa7o3q9Hk+kIsVhtLNh/nrb+O2CfH3dYvhIdGtMFTJu3UO5kFJl5fcZivt50EwNNZz6MjI7m5Tyt08m1FtdhsCs//eoDFm44DMD06nEdGREqvpKiS2xdtY/XhVB4f1ZZ7zk5eF+XV9Pu3EFVVpUQ7JSWF7t27o9PpmDFjBpGRkQAcPnyYDz/8EKvVys6dO8+rFFLf1fQ/akZ+CT1e+vuC+3c8PazKi8EUmiws2XSceev+k2APieCabnWTYP9XSm4xLy4/yPK9SUDpqoBPj23PVZ2DJKFwQOfOGfBwNmCx2lh9OJWnf95PdmFp5YzrejTnidFtZfx9DVAUhQ/XHOPNv44AcN+QCB4aEalyVKI++XxTIs/+fIA+oT58M62f2uE4JEm0hdqqNBi4adOmbNy4kXvuuYcnn3ySshxdo9EwcuRIPvzwwwaXZNeGmlxBrqDEwpLNx/n0Pwn2zCERjFcpwS7T1NOZD27uzv/1SuPZnw+QkF7AfV/t4tttJ3lhXAfC/N0vfRBRJy40Z2By/xB83ZwI9HTmxfEd6RXio3aoDYZGo2HGkNb4uTvxzt9HuLZHzaxBIBqPqDYBwAG2H88it9gs3xgK4YCq1KN9rqysLI4dO4aiKLRu3VrViYW1raY/EReZLMyNia9wBbn7h7Zm2uAwe7WPCylLsOetiyfzbILdyrd0iIjaCXZFis1W5q2L54M1xzBZbBh1Wu4eHMa90RE4Gxr+crXn9RbbbJd8juvKxf4eZw6JYFzXYEJ83dA72N9UQ1Jostj/Hmw2hQKTRWoji0oZ8tZa4tMK+Hhid0Z3kuoj/yU92kJt1U60G5Pa+EctMVv5aG3ceYvB3BsVjtNFEs+CEgufbzrOp+vLJ9gzh7RmfNdgh0+GjmcU8OzPB4g5UlqdpqWPK8+P60B0A17KvbrPdRmz1Uax2UqR2UqJ2UaR2UqRyWrf9u9PG0WmsnalP+3bzVaKTVaKLdazbWyUmK046bX8cG9/+r66qlbmDIiqURSFF5YfZMOxdBbf3psgLxe1QxIO7oVfD7JgQwL/17MFr13XWe1wHI4k2kJtjtGl1ghdaDGYCyVe+SUWPt+UyKfr4sk6O1425GyCPa4eJNhlWvm6sWhKL1bsT+b5Xw9yIrOQKQu3MbpjIM9e1b7BJRYV9RbnFlmYs+ooiqIwONKf91YdqzA5Lj6bNFtstfdZOLKpBxn5pgqT7LJY84rNVZ4zIKons8DE7/uSSMkt4dqPNvL51N5EBHioHZZwYFGR/izYkMDaI6lS5k8IBySJtoouthhMmfwSC4s3JvLZ+n8T7FA/N2YOieDqLvUnwT6XRqNhdKcgBrbx592VR1i4MZE/9icTcySNB4e1YfIVIQ439KUqLFYbB5Ny2XMym+t6tGDhxorLty3alMjdUeHsO51j/3biUlwMOlyMOpz1WpyNOlwMOpwN//50Nmj/bVNu37/bnfSlP10MOtycdDT1dK6xOQPi8vi6O/HDPf25bcFW4tMKuG7uJhZM7lUrq8SKhqF3qA8uBh0puSUcSsqjfbD02grhSCTRdlBlCfan6+PtFR/qe4L9X+5Oep4e255rezTnqZ/2sfNENi//fogfdp7ipfEd6VlPJt6ZrTb2nc5hS3wmWxIy2J6YRX6JhcimHkRFBlyit9jC7AmdMFltpYmwQYfT2Z+lybLWnkQ76bW10ltVZLIwpX9ohWO0p/QPxWKzVfghUNSO5k1c+f7u/kxZtI09J7O5+dPNfDyxB9FtG+7wKlF9zgYd/cN9WXU4lbVHUiXRFsLByBjtSqitMV4VTZBTFIVFG4+XS7DD/NyYOTSCqzo3jAS7Ijabwnc7TvLqH4ft9/uGns15YnQ7fBxsMZQSi5U9J3PYEp/BloRMdhzPoshsLdfGw1nPkMgAXruuM71f+dvhxz9f7jhyUfMKTRbu+WInMUfS0Gk1vH5tZ6lMIiq0ZFMiz/x8gN6hPnwrZf7KkTHaQm2SaFdCXU2GnNw/hMn9Q7l+7ibi0vIJ83PjvqGtuapLcKNZGCSzwMRrfxzmm+2li6N4uxp4cnRbru/RQrWl3IvNVnaeyLL3WO86kU2JxVauTRNXA71Dfegd6kufUB/aBXmi02pqpMJMXSk0WdA7aGWUxspstfHY93v5addp3Iw6Yh6Llhrm4jwnMwsZ+PoadFoNO58ZjpeLDPcqI4m2UJsk2pVQl+X9Zg6JoHeIDxkFpkaVYP/X9sRMnl623760cI9WTXhpfEfaBdX+C2VBiYUdx7PYkpDBlvhM9pzKxmwt/2/i526kT6gvfcJ86BPqS+sA9wt+EJDeYnE5bDaF1/48zBXhfgxq4692OMJBlZX5+2hid66UMn92kmgLtUmiXQn1aQn2hsRstbF4YyJvrzxCocmKTqthSv8QHhjeBnenmutpzS02sz0x82yPdSb7Tudg/U+lj0BPZ3tS3TvUh3B/tyqNl5beYlGT1sSmckW4n7xOCLsXlx9k/j8J3NCzOa9f10XtcByGJNpCbfJOr4K8YrOUU6sEg07LHQPDGNM5iBeXH+T3fcl89k8Cy/cm8exV7RndMbBakwOzC01sTShNqrckZHDwTC7/raDXzNuFPmE+9D3ba93Sx/WyJiJWpsKMEJXx8+7T3P/1bga18efjid1xq8EPnaL+ior0Z/4/CayNTZMyf0I4EHmFVkFNLsHeGAR5ufDRxB6siU3luZ8PcCKzkHu/3MngNv68MqEjPq7Gi666mJ5fUppYn528WDYc5Vwhvq72oSC9Q31o3sS1Lu+iEJXm6WLAxaBj3ZE0bv5sCwsn93K4CcOi7pWV+UvNK+FgUi4dgr3UDkkIgSTaqrDabFJOrRqiIwPo96AvH605xtyYeE5lFeFs0PFxTByLNiaWG/9816AwPl0fz/K9SRxLzT/vWBEB7vQO9aFPqA99w3xp6umswj0SouqiIwNYemcfbj9b/u+6j0sXtpEPh42bk/6cMn+xaZJoC+EgZIx2JTjSEuyiVHxaPhn5JtYdTeP91cfO2z9zSASdmnlx15IdALQN9KBPqA99wkrHWEvlBlHfHUvN57b5WziTU0xTTycW396btoEyBrUxW7L5OM8s20/vEB++vVvK/IGM0Rbqk0S7EmrrH1UmyF2eS00q3fq/YWyKS6driyY0ka/WRQOUlFPEpAVbOZKSj4eznvmTetE7tH4s9CRqnpT5O58k2kJtMj5BRa5GPUa9Fl93J4x6rSTZVXSpSaUFJRai2zaVJFs0WEFeLnw3rT89WzUhr9jC8YwCtUMSKmrh40q4vxtWm8I/R9PVDkcIgSTaoh4rm1RaEZlUKhoLL1cDX9zRh7m3dOf6ni3UDkeoLDoyAIC1sakqRyKEAEm0RT1WNqm0ImWTSoVoDJwNOkZ1/HeRko3H0vlwzTFkZGDjE1WWaB9Jk+dfCAcgYxVEveVi1HNvVDiATCoV4qzUvGLuWrKD/BILKbnFPHdVh0a7wmxj1Cu0Ca5GHWl5JRw4k0vHZlJ9RAg1SaIt6jUng45pg8OYHh1RblKpJNmisQrwcOaREW14fvlBPt90nIx8E2//Xxec9PI/0RiUlfn7+1AqMUfSJNEWQmUydETUezKpVIjyJl8Ryvs3dcOg0/DbviSmLNxGXrFZ7bBEHYmScdpCOAxJtIUQogEa2zmYRVN642bUsTEugxvnbSY1r1jtsEQdiIr0B2DniWxyCuUDlhBqkkRbCCEaqCsi/PhmWj/83I0cOJPLdR9vIqvApHZYopY1b+JKRIA7VpvC+mNpaocjRKMmibYQQjRgHZt58f3d/Wnp48qgNn54uxooMlkwWWxk5JdgstgoNFVcj17UX1FtSnu118ZKoi2EmmQwqxBCNHAhfm4sm34FXi4GTBYbc2PipVJPAxfdNoDP/kkg5kgaNpuCVirPCKEK6dEWQohGwMfNiMli5aO1ccxZddS+qmpukYU5q47y0do46dluQHqG/Fvm72BSrtrhCNFoSaIthBCNhE6rZeHGhAr3LdyYgF4rbwkNRWmZPz9Aqo8IoSZ5VRVCiEYir9hs78n+r9wii5QAbGCi256tPnI8S+VIhGi8ZIy2EEI0Eh7OBjxd9BUm254uejycDSpEJWrLsHZNCfBw4ooIP9LzS/A8u6CXrDUgRN2R/zYhhGgkrDYbU/qHMmfV0fP2Te4XgsVmwyhfdDYY3i4G9p7K4eHv9sjEVyFUIq+oQgjRSLgY9dwbFc79Q1vj6VLaz+LpomfmkAgm9Q/h1z1nVI5Q1JQik4WP1sbx/upjMvFVCBVJj7YQQjQiTgYd0waHMT06grxiMx7OBk5kFnLDJ5sJ8HDiuh4t0EkpuHrvUhNfp0dH1HFEQjROkmgLIUQjUzZG19fdCYBwfzfuGxrBlZ2CJMluICoz8bXs+RdC1B4ZOiKEEI2cRqNhXNdmGHSlbwnFZqtUIKnnyia+VkQmvgpRdyTRFkIIYXcmu4jr527iga93Y7Mpaocjqqls4mtFpvQPxWKz1XFEQjROkmgLIYSwS88v4UhKHqsOp/L2yiNqhyOq6UITX+8bGsG9UeFS4k+IOqJRFEW6LC4hNzcXLy8vcnJy8PT0VDscIYSoVT/tOsWD3+wB4IObuzG2c7DKEYnqKjRZ0Gu1ZBaY8HTRc+BMLr1CfNQOq87I+7dQm/RoCyGEKOeabs25a1AYAI9+t5cDZ3JUjkhUl6tRj1GvxWSxMuC1Ndw0bzNZBSa1wxKi0ZBEWwghxHkeH9WWga39KDJbuevzHWTkl6gdkrgMLX3dCPR0xmJT+G1fktrhCNFoSKIthBDiPDqthg9u6k6Iryuns4u498udmK0yga4+G9+tdAjQz7tPqxyJEI2HJNpCCCEq5OVq4NPbeuJm1JFXbCG7UEr+1WdXd2mGRgPbErM4lVWodjhCNAqSaAshhLig1k09+OKOPnx/Tz/8PWSBk/os0MuZvqG+APy8+4zK0QjROEiiLYQQ4qK6tWxiLwdnttpISC9QOSJRXecOH5GiY0LUPkm0hRBCVEp2oYlJC7Zy/dxNJOUUqR2OqIZRHYMw6rQcScnncHKe2uEI0eBJoi2EEKJSDLrSeszp+SVMW7KDYrNV7ZBEFXm5GBjSNgCAZTIpUohaJ4m2EEKISnFz0vPpbT1p4mpg76kcnvxxnww/qIfGdS0dPvLr7jPYbPL8CVGbJNEWQghRaS18XPlwYnd0Wg0/7TrN/H8S1A5JVFF02wA8nPWcySlma2Km2uEI0aBJoi2EEKJK+of78cyYdgC88vsh1h1JUzkiURXOBh2jOwYCUlNbiNomibYQQogqm9Q/hBt6NsemwIylO0mUSiT1yviuzQD4bW8SJRYZay9EbZFEWwghRJVpNBpeHN+Rbi29aeJmxGKTVSPrkz5hvjT1dCK32EJMrHwjIURtkURbCCFEtTjpdcy7tSc/T7+CiAAPtcMRVaDTari6S1lNbVm8RojaIom2EEKIavP3cMLb1QiAzaawKS5D5YhEZY07O3zk70Mp5BWbVY5GiIZJEm0hhBCXzWpTmL50Jzd9upnf9yWpHY6ohA7BnoT7u1FisbFif7La4QjRIEmiLYQQ4rLptBqaebsA8PC3eziUlKtyROJSNBqNfVKkDB8RonZIoi2EEKJGPDG6LQNb+1FktnLn59vJLDCpHZK4hLLhIxvj0knNLVY5GiEaHkm0hRBC1Ai9Tsv7N3WjpY8rp7KKmP7lTsxWqUbiyFr6utK9pTc2BX7ZI73aQtQ0SbSFEELUGG9XI59N6ombUcem+Axe/u2Q2iGJSxjfrbRXWxJtIWqeJNpCCCFqVJumHrz9f10BWLQxkW+3nVQ3IHFRV3YKQqfVsPdUDvFp+WqHI0SDIom2EEKIGjeyQyAPDmtDgIcTEU3d1Q5HXISfuxMDW/sBsEwmRQpRoyTRFkIIUStmDongj/sH0r1lE7VDEZfwb/WR0yiKonI0QjQckmgLIYSoFVqtBl93JwAUReGXPWcoNltVjkpUZHj7prgYdBzPKGT3yWy1wxGiwZBEWwghRK2b/cdh7vtqF//7cZ/0mDogNyc9Izo0BaSmthA1SRJtIYQQtW5QG390Wg0/7jrN/H8S1A5HVKBs+MjyvWewSFlGIWqEJNpCCCFq3RURfjx1ZTsAXvn9EP8cTVc5IvFfA1r74eNmJD3fxIa4DLXDEaJBkERbCCFEnZhyRQjX9WiOTYHpS3dyPKNA7ZDEOQw6LWM6BQHw867TKkcjRMMgibYQQog6odFoeGl8R7q28CanyMydn28nv8SidljiHOO7BQPw54FkikwycVWIy+XQifasWbPQaDTlLm3btrXvLy4uZvr06fj6+uLu7s61115LSkpKuWOcOHGCMWPG4OrqSkBAAI8++igWi7ywCyGEGpwNOj65tQcBHk4cScnn0e/2qB2SOEf3lk1o4eNCgcnKykMpl76BEOKiHDrRBujQoQNJSUn2yz///GPf9+CDD/Lrr7/y3XffERMTw5kzZ5gwYYJ9v9VqZcyYMZhMJjZu3MjixYtZtGgRzz77rBp3RQghBNDU05lPbu2Bv4cTN/ZuqXY44hwajYZxXc7W1JbhI0JcNo3iwHWWZs2axbJly9i9e/d5+3JycvD392fp0qVcd911ABw+fJh27dqxadMm+vbtyx9//MHYsWM5c+YMTZuWli2aO3cujz/+OGlpaRiNxkrFkZubi5eXFzk5OXh6etbY/RNCiMas2GzF2aBTOwzxH8dS8xj29jr0Wg1bnxqGj1vl3isdkbx/C7U5fI/20aNHCQ4OJiwsjIkTJ3LixAkAduzYgdlsZtiwYfa2bdu2pWXLlmzatAmATZs20alTJ3uSDTBy5Ehyc3M5cOBA3d4RIYQQ5ZybZP+65wyHk3NVjEaUiQjwoEOwJxabwu/7ktQOR4h6zaET7T59+rBo0SJWrFjBxx9/TEJCAgMHDiQvL4/k5GSMRiPe3t7lbtO0aVOSk5MBSE5OLpdkl+0v23chJSUl5ObmlrsIIYSoHd9tP8nMr3Zx5+fbySowqR2OAMZ1LZ0U+fNuGT4ixOVw6ER79OjRXH/99XTu3JmRI0fy+++/k52dzbffflur53311Vfx8vKyX1q0aFGr5xNCiMZsWLumtPRx5WRmEdOX7pTFUhzA1V2aodHAtsQsTmUVqh2OEPWWQyfa/+Xt7U2bNm04duwYgYGBmEwmsrOzy7VJSUkhMDAQgMDAwPOqkJRdL2tTkSeffJKcnBz75eTJkzV7R4QQQtg1cTPy6W09cTXq2BiXwcu/H1I7pEYv0MuZvqG+gCzJLsTlqFeJdn5+PnFxcQQFBdGjRw8MBgOrVq2y74+NjeXEiRP069cPgH79+rFv3z5SU1PtbVauXImnpyft27e/4HmcnJzw9PQsdxFCCFF7IgM9ePuGrgCsO5JOQnoBJouNjPwSTBYbhSYpy1rXympq/7z7NA5cN0EIh+bQVUceeeQRrrrqKlq1asWZM2d47rnn2L17NwcPHsTf35977rmH33//nUWLFuHp6cnMmTMB2LhxI1Ba3q9r164EBwfz+uuvk5yczK233sodd9zBK6+8Uuk4ZNayEELUjcUbExnbOYhFGxNZvCmR3CILni56pvQP5d6ocJykSkmdySky0+ulvzFZbfx+30DaB9e/9z95/xZq06sdwMWcOnWKm266iYyMDPz9/RkwYACbN2/G398fgHfeeQetVsu1115LSUkJI0eO5KOPPrLfXqfTsXz5cu655x769euHm5sbkyZN4oUXXlDrLgkhhLiI63s0Z25MHO+vPmbflltkYc6qowBMGxyGq9Gh37oaDC8XA0PaBrDiQDI/7zldLxNtIdTm0D3ajkI+EQshRN0wWWz0fHkluUXnDxXxdNGz/anhGPX1atRjvbZifxJ3f7GTYC9n/nl8CFqtRu2QqkTev4Xa5NVKCCGEw8grNleYZENpz3ZesbmOI2rcoiID8HDWcyanmK2JmWqHI0S9I4m2EEIIh+HhbMDTpeKhIZ4uejycDXUcUePmbNAxumNplS6pqS1E1UmiLYQQwmFYbTam9A+tcN+kfiHSo62C8V2bAfDb3iRKLFaVoxGifpFEWwghhMNwMeq5Nyqc+4e2tvdse7romTkkgsn9Q7hryQ4OnMlROcrGpU+YL009ncgttrA2Nk3tcISoV2QyZCXIZAohhKhbhSYLeq2WvGIzHs4GisxWHv9hDyv2p+DhrGfRlF70aOWjdpiNxsu/HeTT9Qlc2SmQjyb2UDucSpP3b6E26dEWQgjhcFyNeox6Lb7uThj1WrxcDLx+XRd6hTQhr9jCLZ9t5Z+j6WqH2WiMOzt85O9DqTJ8R4gqkERbCCFEveDpbODz2/swsLUfRWYrty/aRkJ6gdphNQodgj0J93fDZLGxYn+y2uEIUW9Ioi2EEKLecDHq+GxST0Z1COTOQaGE+rmpHVKjoNFo7JMif959RuVohKg/JNEWQghRrzjpdXw4sTuPjIi0b8suNKkYUeNQNnxkY1w6qbnFKkcjRP0gibYQQoh6R6fVoNGUrlJ4LDWPoW/F8ElMnMpRNWwtfV3p3tIbmwK/7JFebSEqQxJtIYQQ9dqqQ6lkFJh49Y/DvPVXLFJMq/aM7ybDR4SoCkm0hRBC1GvTBofz+Ki2ALy/+hjP/3oQm02S7dowplMQOq2GfadziEvLVzscIRyeJNpCCCHqvXuiwnlxXAcAFm1M5PEf9mKVZLvG+bo7MbC1HyC92kJUhiTaQgghGoRb+4Xw9g1d0Gk1fLfjFPd9tQuTxaZ2WA3Ov9VHTsswHSEuQRJtIYQQDcaE7s358ObuGHVaftuXxMINCWqH1OAMb98UF4OO4xmF7D6ZrXY4Qjg0SbSFEEI0KKM6BvLZpJ6M6RTElCtC1Q6nwXFz0jOiQ1NAho8IcSmSaAshhGhwBrXx58OJ3THqS9/mMvJLyCqQWts1pWz4yPK9Z7BYZXiOEBciibYQQogGLafIzG0LtvJ/8zbJQis1ZEBrP3zcjKTnm/jnWLra4QjhsCTRFkII0aBlFpjIyDdxJCWf6z/ZxMnMQrVDqvcMOi1jOwcB8IsMHxHigiTRFkII0aCF+rnx3d39aOnjyvGMQq6fu4ljqVID+nKN6xoMwJ8HkikyWVWORgjHJIm2EEKIBq+Fjyvf3d2P1gHuJOcW83+fbGL/6Ry1w6rXurdsQgsfFwpMVlYeSlE7HCEckiTaQgghGoWmns58M60fnZp5kVFg4qZPN7PjeKbaYdVbGo2GcV3O1tTedVrlaIRwTJJoCyGEaDR83Ix8eWcfeoU0Ia/Ywiu/H5ZFVy7D+G6lw0dijqSRKVVdhDiPJNpCCCEaFU9nA5/f3oeJfVryya090Gg0aodUb0UEeNAh2BOLTeG3fUlqhyOEw5FEWwghRKPjYtTx8jWd8HN3AsBstbFRytRVS1lN7V92y/ARIf5LEm0hhBCNmtWm8NC3e5g4fwtfbD6udjj1zlVdgtFoYFtiFqeypHSiEOeSRFsIIUSjpgF8XA0oCjy9bD9zY+LUDqleCfRypm+oLyBLsgvxX5JoCyGEaNS0Wg2zru7A9OhwAGb/cZg3/4yVSZJVUDYp8ufdp+VxE+IckmgLIYRo9DQaDY+ObMvjo9oC8MGaYzz/60FsNkkaK2NUxyCMOi1HUvI5lJSndjhCOAxJtIUQQoiz7okK58VxHQBYtDGRx37Yi8VqUzkqx+flYmBI2wCgtFdbCFFKEm0hhBDiHLf2C+HtG7qg02pYdSiFpJxitUOqF8qGj/yy54x8EyDEWXq1AxBCCCEczYTuzXFz0hPs5UILH1e1w6kXoiID8HDWk5RTzNbETPqG+aodkhCqkx5tIYQQogIjOwTSqbmX/fq3206SV2xWMSLH5mzQMbpjICDDR4QoI4m2EEIIcQkL/kngsR/2MvGzLWTJUuMXVLZ4zW97kyixWFWORgj1SaIthBBCXELvUB983IzsPZXD/83bRGqujNuuSJ8wX5p6OpFbbGFtbJra4QihOkm0hRBCiEvo2MyLb6f1JdDTmSMp+Tzy3R6yCkyYLDYy8kswWWwUmixqh6k6nVbD1V3+raktRGMnibYQQghRCREBHnx3dz8GRvjxzv91ZcGGBHq+vJIeL/1Nz5dX8klMPCVmGS4x7uzwkb8PpZIrY9pFIyeJthBCCFFJLXxcef/mbizamMj7q4+RW1Tai51bZGHOqqN8tDau0fdsdwj2JCLAHZPFxp/7k9UORwhVSaIthBBCVIGrUc/iTYkV7lu4MQG9tnG/tWo0GsbZh4+cUTkaIdTVuF8NhBBCiCrKKzbbe7L/K7fIIiUA+Xf4yMa4dJk4Kho1SbSFEEKIKvBwNuDpUvF6b54uetyd9I1+ZcSWvq50b+mNTSldKVKIxkoSbSGEEKIKrDYbU/qHVrhvUr8QYo6kccv8LZzKKqzjyBzL+G6lvdoyfEQ0ZpJoCyGEEFXgYtRzb1Q49w9tbe/Z9nTRc//Q1kwbFMa7q46wMS6DUe+u5+utJ1CUxtm7PaZTEDqthn2nc4hLy1c7HCFUoVEa6ytAFeTm5uLl5UVOTg6enp5qhyOEEMIBFJos6LVa8orNeDgbsNhsuBr1JKQX8Mh3e9hxPAuAqEh/Zk/oTKCXs8oR170pC7eyJjaN+4ZE8NCIyDo/v7x/C7VJj7YQQghRDa5GPUa9Fl93J4x6La7G0t7tUD83vp3Wj/9d2RajXsva2DQmfra5UY7bLpsU+fOeM422Z180bpJoCyGEEDVMp9Vw16Bwfps5gC7NvXhidDu0Wo3aYdW54e2b4mLQcTyjkN0ns9UOR4g6J4m2EEIIUUtaN/Xgp3uvYHj7pvZtr/5xiN/2JqkYVd1xc9IzokPpfZdJkaIxkkRbCCGEqEXn9mRvisvgk5h4pi/dyYylO8kqMKkYWd0Yf3b4yPK9Z7BYbSpHI0TdkkRbCCGEqCM9WjXhviER6LQalu9NYvg761h5MEXtsGrVgNZ++LgZSc838c+xdLXDEaJOSaIthBBC1BGjXstDIyL56d7+RAS4k55fwp2fb+ehb3eTU9QwV5Q06LSM7RwEyPAR0fhIoi2EEELUsc7NvVk+cwDTBoWh0cCPO08z8p119pKADU1Z9ZE/DyRTZLKqHI0QdUcSbSHqQJG5CLPVTGZRJmarmSJzkdohCSFU5mzQ8eSV7fj+7n6E+LqSV2wmwMNJ7bBqRfeW3rTwcaHQZGXloYY9VEaIc0miLS6qPiSIjh5jibWEBfsXEPVtFIO/HUzUt1Es3L+QEmuJ2qEJIRxAj1Y+/HH/IBbf3psWPq4AmCw2dhzPVDmymqPRaBjX5WxN7V2nVY5GiLqjVzsA4bjKEsSlh5eSa8rF0+jJxLYTmdp5Kk46x+h1USNGRVEw28wUWYpwM7ih15b+G8Vnx5NelE6xtZgiSxEl1hI6+3VmefxyPtn7if32uaZcPt77MQoKkztOxs3gVitxCiHqDxejjp4hPvbrH6w5xnurjjK5fwiPjYq0L4ZTn43vFswHa44RcySNzAITPm5GtUMSotbV//9cUSuKzEUs2L+AuXvn2reVJYgAUzpOwcXgolZ4wMVjVFC4qe1NJBcm08KjBR5GDwD2pu0lLjuOIksRxdZiii3F//60FNPSsyV3dLoDgKT8JO5fc799f4m1pPR2lmIUSlc4+/6q74n0KV1W+J2d77D25Fp7LE2cmrDi2hV8dfirCuNfengpUzpO4eplV+OidyHQNZBAt38vUS2icNGr+xg7miJzEXqtnjxTHh5GDyw2i+p/h0LUNEVRyC4sLfu3aGMia2NTefP6LuUS8fooIsCDDsGeHDiTy2/7kri1byu1QxKi1kmiLeyyi7NJL0on25RNJ79OLD28tMJ2Xx7+kjs638Ejax8h15SLDRuKomBTbNgUGwoKrnpX5g7/NwGe9MckCi2F/7ZRlHK3u6/7fYwMGQnAkoNLWHRgkX2fglLudi08W/DN2G/Qa/UXjLEsib175d28NOAlBjUfBMAvcb/wTew3F3wMejTtYU+0AQ5lHrroY1Zk+XeYSjP3ZoR7heOsd8ZZ70yYVxg5phxyTbkV3jbXlEtWSRZ6jZ6DGQc5mHGw3P5/bvzHnmjPXDWTzJLM85Lxsuu+Lr5oNZc3EszRk9j68A2LEDVBo9HwwriODG3XlMe/30tiRiHXf7KJOweG8dDwNjgbdGqHWG3juzbjwJlcft51WhJt0ShIoq2iukhsii3FpBelV3jJLM7k3eh37QnaDctvIKkgidberXlvyHsXTRBzSnKIz4nnaPbRCtuU9SCXOZJ1hHxz/gXjzDf9u6/QXEhqYeoF2xaaCwHIM+VdNMbskmzaNGlTLgFt06QNg5sPxlnvjJPOCRe9C846Z5z0pb8HuwXb2/q4+PDR0I9w1jvjonfBSed03u8GrcHe/oneT5wXh9lqxtPoWWGcnkZP/F38mT1wNqfzT5NcmExyQeklszgTT6Onve3+jP2kF6Wzl70V3t/pXadzd5e7AdiRsoN1p9aVS8QD3QLxdvJGo6l4CWhHT2LrwzcsQtS0wW38+fPBQbzw60F+2HmKeeviWX04lbeu70KXFt5qh1ctV3UJ5pU/DrH9eBYnMwvtY9KFaKgk0VbJ5SQ2VpuVrJIsMooySC9KJ60ojfSidDKKMoj0iWR8xHgA1p9az72r7r3osXJLcvF29gbAz8WPQksh7gZ3/Fz8Lpogejl5cVfnuzDbzGg1WrQaLRqNBi2lv5+bgAK8FfUWiqKUttFo0Wl0aNDYb9vco7m97YTWExjUfNB5xyy7bdmxPYwel0xiPxv5WbntN0TewA2RN1z0MSnjpHNiYPOBlWp7IRabhYltJ9oTwnNNbDsRq81KG582tPFpc9HjvD/kfZIKkuyJeHJBsj0xTy9KJ9At0N52e/J2FuxfcN4xnHXONHVrSluftrw5+E2g9Cvq5IJkfjz6I3P3zqWJUxNae7cmvSi9wiS20FxIsbUYs9WM2fafy9kPFWHeYUDpNySbkzdjtpqx2Cz2duf+fku7W+wfyhYfWExCTkL5dlYzTjonXhrw0kW/YZnaeSqbzmzC08kTP2c/fFx8zvsbFP8q+5BfaC7E1eDqcN9eiH95uRh464YujOoYyJM/7uNYaj5P/riP5TMHlFtxsr4I9HKmb6gvm+Iz+GXPGaZHR6gdkhC1ShJtFVxqbPF1ba5jd9pue8/zTW1vIsA1AIAn1j/BioQVWJWK65COaDXCnmj7uJSO53PSOeHn4lfu4uvii5+LHwbdv8nIktFL0Gl19hgvlSCOCh1V6fvcP7h/pdv6u/rj7+p/yXaXSmItNku5+6cGF4MLUztPBUoTwur2Fnf060hHv44V7rPYLNiUf5c17uTfiYntJpKUn2RPxjOLMym2FnM89zjuBnd72zxTHl5OXmw4s4G5A+bQq3lfSrIzcfL2YeupTXx0eD53dP53KM0zG57hr+N/XTDO4a2G83bU2wCcyj/FozGPXvR+XRV2lT3RXndqHVuTt57Xpizxv9i3F+lF6byx7Y1y37BsumkT7sbS+/r+rvcxW832v/tzL55Gzwv29FeHow/BMVlNpGadJNirBdqcPPA2kpp9kiC/EIw6mZzmqIa3b/r/7d15fBT1/fjx18yeSTab3Zxc4RTkEhEURAREUaqWr3hUi4AYTgGt1n7V2lot9tGftdpWq9h6IFTBA6p+PdqCyqUiWkQRQUBEDjlCyJ1N9pyZ3x+z2STkAGU3G+T9fDzmMbszszOf+ezs7Hs+8/l8hrO7eJn35lamj+geC7JrCzBOJuPP6sD6b0p4fdMB5lzQ46RLvxDfhQTaSXA8dYt//9HvKQuaDy44r8N5sUDbrtrRDA0FBa/TS3ZKNjkpObEAom9W39i6enl78eGED3HZXMd1IqsNsiF+AWIinQxpBPNCp6B/ATMGzKAmUkOq1SxBjFf6ans9qXVeh/MaXdiEtBCHqw9TWFPYYHpAC0AEnhz1ODXPLmb34rvRKytR3W56TprIk1MfpzpcHQvAardlVa3YVFtsXPs601nXWCvdns7gvMGx+TbVhs1ia/C+fmPP8aeNZ2j7oQ3mW1UrabY0clJzWrx7keXMwuv0kpuSS0mgJPa5Wq/tfI0j/iNN5p9NtfGLs3/BxD4TAfj08Kd8dOijBhektb+xY31nbaEKjmEYRPQIAc1swBvUggQjQdJsaWTYM1DCYZwvLeebxUti37Vn0kSM6QUEbDpOm7NV0vlDoPv9KFYrWmUlFrcbIxJBTUncRZU3zc4jPz0r9t4wDKYu2sCgzl5mX9ADq+Xk6LH3R/3b85v/28pXh31sO1RF3w7uY39IiJOUYhiGkexEtHWVlZVkZGRQUVGB233iJ4RSfymjlo5qdv6Kq1cw/7P5BLQA2SnZXHv6tfTw9ADgSI0ZLHid3kYBViLESufCVaTb2l7pHJwcaWztP+TvIlJTTckzCyh9ovGdgcw5s8maPg1rqhm0RvSIWe2nlUug/GE/C7cs5G+b/4bXYV5gFvuLKQuWMXvA7AbVW3RDb1AlCsxqKUU1RRzxH4lVuapfSn7/efdzZc8rAXjy8yd5fNPjTaYj3Z5On8w+LBi7ADADnUVbF5GVksU5eec0qILTVBp9YR/lwXKCWpBAJEBIC8UC4kAkQF5aXuwiqbC6kMVfLq4LmCPBWOAc0AIEI0H+euFfY3d/5q6cy4bCDQS1YIM7HLUK+hXws76zWvyuM6dP4+3CNXRxd6F3Zu9WOcc0p63fGdCDQUqeeorS5xfHLlgyJ08ma+YMVEfrXFSt3lFEwcINAAzolMGffnImPfPSj/GptuGm5zeyfGshs0Z25+7L+iRsO/H+/xbiu5JA+zjE+4ca1sJcsPSCZkvn1ly7JulVHkT8xPsP2TAMjFAIIxBADwQxggEUux1bO7OetlZVRc2GDeb8YAgjGEAPBDBqXweDZM+YgcXjMdMXCLBz5Cj0ysbHo+p20/P992LpjJSVEdiyFYs7HTU9HUt6Oqrb3SqBRUgLcahkDx0y8gmUl+D0ZHHwBKs8BLUgJf4SXHZXrPHpe/vfY823a2LtHmrbQYT1MAD9svrx0o9fAqAiWMH5L50f68px+tvTmdt7epNVcP7xo3/w+49/zys7X2k2PRfmX8ijFz4KwLaSbVz7VtPtCVTdIC0ASy5/kW6dzwDgjiWTsXz4KS6/gcsPrgCk+yE9oOAKQFZ6Hn3+tZyd549o/rt+by0L7v8JG7XdPDz3DVydzfr2S7YtIcuZRU9vTzq7Oye8/ntQC/LM5mfabONc3e+n5JlnKJ7/RKN52XPnkjV9WqtcSBuGweubDnLv61uoDESwW1V+cXEvpo/ojqWN199evuUQNy3+lPYZTtbddWHC6ptLoC2STaqOJEH9usVHl3y1lbrFtdpySWyttpJGIxJBr6mJDn70mhqs2VmUL11G8RN1f8h6ZSXF8+eDoeMaM4bypUsxAkH0YDQYDpjBcLt7f4PzdLOP7kPz5lH57/9gBAIYwcZPlHRddBH5881S2PD+/eyfM7fFtHquviYWaGulpU0GXrVp1crKUKNBfGDrl3w7Y0aj5RSbLRZ4d122FEv0D634b39Dq6hEdadjcaWb4/S6IN3arh1Wr/cYOWuyRgxSX17BNw0uWCZhnTkTvmdvZw6Lgw6uDg2mjew0MtYdZC3DMKgMVVLiL4kF3ACaoTGu+zgcFge+kK/lKjiRavLS8vA6vDgsDmwWGynYcYcsuAMq6X447WudXf22odutlAfLueur08n+thJHdRhHdQh7dLBF+1gu3PNXdsy+Gk3XGBHuQs+VnzSxl2ZZiiPXhV5V1eJ3HSkp4aItCud/pfFx1l8pH282Bl69+A8M2abxXy8UZVoId8jGnt+JrPbd6ZLRlb6ZffE4PVhVKxbFglW1xobaKkC10491R6Qt9jBjGAaEwyj26AWdxULp84ubXLb0+efJmjkD3e+PnYd0vx/F6Yz7nSBFURh/VkeG9cjil69sZvWOIzzwn+28/eVhHv7JmXTLTiNcXYPFboudH7VQGFta8nv6uOD0XNKdVg5VBPh4dynDemQlO0lCJIQE2kmQYkth+oDpXN5xTFxL5+JNDwYpeeaZpN4aPZbvk0YjFEL3+xsFxbq/BkVRcI0yq/UYus6RR/+K7jeXM+ovW1OD7veT98u7cI0wg5Gihx6m9B//iG3H4vVy2sp3KV3czB/y4iVkTZ9O1Yq30crKGs2vP80IBNErKhqvRFXNP3Bb3YWZmu7GeeYAVLsDxelEdTpQ7A4UpwPV4URxOLCk1zWItGRlobrdzZZyWuoFworViqN3b/SqKrSqKvSqKjAMjHAYrbQUrbS0wUVOxf+9Tmjv3ib3HyD75pvJudm8KKh4618UPfxwLBBX011Y0t2o6S68111H1dtvU1yvyoN5wfIEGJBx1ZUEt29vsG5n377YOphBdHDXLkK7dzebDtXlIu3ccwEIBWsoXfVutHpG7QON6qprBCIB3u/hpTzVwBf24d5bQla5TkbnEBWvvtSgWoZeWRl7nzV9Ghs+/j/ueOEIrgCxoaEt3FS9msJMMyD71acaXXY3f9Nxw951PL32IwDyiw2u7KtQlQI+J/hSFHz1XnfpnMafoncgmvuurVlZbOwQwlID/6x5hy/WrwRg8rcaI76sTUcEKAQKqbF/QqEX1nVSWHiJebWjGAYeH5S7wGgmsIwF4IoVi1oXmGc5slh46cJYG5au7q70yOjBropd7KncE+vDv9RfitfpjW8j1q1bCX2zm0hRkTkcKSJcVESk6AiRoiIyxl9B+9/+FgC9oqLlC5bi4tjFJsDeiZMIfPUVlowMLB4PFq/HHHs8WL1e0oafT9q5QwHQysuJlJZi8XqxuN0olmNfRea5nTx74zks/eRbfvfWNjbuLeMP//mSv107gLIFCyhbXHd+9E6aRPasmUk/hzttFi7t346ln+znjc8PSKAtfrAk0E6SpkvnJmOdOeN7l87FU1O3RmMlsUDm1AK04mIMTQddazg2dNA0nP36xQJA/+bNaBWV5jK6DrqOoWmxsaNbN5x9zYacoW+/pXrdhxi6Bs2sP/umm1pOo6GTOmwYRQ/+kcwpN5AxbhwAJQsXUfTgg83utzU3l57vrTXfKAolCxZAJNLs8pGSkthrtbaUyGpFTU3F0bs3kbKylkuLq6rIvuUW9GqfGQQ7HagOB4rDiaNnz9iyOT+7hawZ01HsDjNwdjrN5WyN73zYO3Wk28vmQ3l0Q8cf8VMVqqI6XB0bf1a9keqyasJ6mGs6j8MzaWKT9XY9kyaiaRH+uvFv5p0Wuw3rb8fUNVjEiiOkY/dHcAQi2P0aBw6ujZVipv74fKylZ6BWB1Cr/SjVfhRfDfhqwOcj7HZSHa7GptqIlBQTKSwkUtiwwabF6yXvjjsoXbykyXwsXbyYrOnT2PObextcnPjuKqBs9ECqw9W4//EvOvxzXTPfIhzKszFvjpfqcDVKTYDn/lzXq489OtS/6bz0WpXPe5gNz2Ys1xi1x4NtaiZlzaSxfPEScm66CXdaFqcV7ms0v9oB1SkK1akqbquLkNOBRbHw6dAgu/sY+NOsBNNsBFJthFx2gml2wml2LBYb56gWVEXF2sHKprMsDUqO3aoFb/S9y+ZCj4TJnDypySoPmZMnoesaO248n4rgGeTpEbL0CBEjgm94KWvyysk4UoP7SA3ekiCeCo3UEHQ/DME0G9kpmUT0CPYjlTw+P0TQCoc9cNirUOiFwnrjYneYiNr4d5VuS6fEX8KZOWdy/+Bfk+nKiZXEllYd4d5Pf88R/xFuWXkL31Z9S3tXezq4OtAxraM5dpnjDq4OZNo85vFUGzhHh/rBc6fH/oqjh9n+pfiJv+FbubLZYyRSVNeYVs3IaPmCJTMTpV4gGykvg0gEraQErd45I/aZ1NRYoF317rscuuc35gxFMdcXDcotXi/W3Fza3z8v9tmqNWtQU1KxeD1c1cXDeXPP5ZdvbOP/XdqL4iefouSou2m1773TpiW9ZHv8wI4s/WQ//9p8iN/+Tz8c1jbw5ydEnEmgnQTHCmJbqt+n+XzoVVUYwSB6MBirZmAEg+iBAFaPh9RzzgEgUlpK+csvR+vxRqsmROv06tEqCu1/d3+s1O/g3b+iet06lJQUur/26jFvje756YQmS2JrOf7zAtYs84mFNb+9F+3LHc0um1EwhdzevbAoFgJbt1IYLTlqTtasWWBt4fZttLQ4fOAA4UN1gZuaUq9HBZsNNTUVNSXFHKemYs3Ojs1WFIWsG6eAxVpvGXOspKSgpqbhOK1HgzRl33RT3e1lwAiHj/mHnHn9hEbzDMMgpIco9xdTHa7GZ/Phw4cv5MNX7sMXjr4OH/W63rTqUDW+sC/2uPim9PT05IL8C0ibOgkwA8L6PVGkTp1EqeHjvf3vNftwokbW1HvtpmGE2mhHH4EXHgHAVWPQvsCOO2CQ7tdwBQ1cATgtrxPdKitbvmCpqOBg/3aUfVN3PL6y+x98rj4PwEXVOqM6Np+MIk+E0kApAA4FtnfE7O8dUAELZn/uFkVBRWGotx1nZXhJzR9KjwM7ieRqRMrLW0yj7vPxuyseJ5j3X6wZHmyZmdg8mdgyPCjWulPxZS1k14kKhANkTC/AAMrqXeR7J08iY3oBEauFe869p/EHxzSepAeDhPfvJ7RvH52dTq4aNgyAV197AF19HkfEoHMxdC6uPf7qjkP3PxdhdOnI12Vfs++FBWQpbtK69sDT4XRybZk8dv6fKXnqKXbWOx69kyfx2Iw/E1Y0tMNFdCzx4/XtItW3C6XKIOCDz1PgjgvNYC2vxsZjj/qPTnYD4UOFsUDb2a8vus+HNTcXa24Ottzc6OvokFOvy1FNI3Py5Ng5u77MyZMBUNS6HkB6/Oc/aOXlaGVl5vio1ykDB8aWNSIaanp67G6RXlFBqKIConeGzHSYgbZhGBz42a0YoVCDNMzr2BHvxDfZ2czdtLLFi8m+aRZaZSVqenrSutcb2j2LPLeDw5VB/ru7hBE9c5OSDiESSRpDHod4N6YwwmG+Gn5+8w2S1q5hz/UTiRQVYQSDdJo/n7ShQwAzGK547bVm1502fDidFzyDYRiUf7WVwit+0mJaXv31+ezJMxt1XfPs15yxzY+jV086PfEEu8Zc3OznTvvgfXbOmkb1rq/QFcxBNcdG9PWvb7BQmWaewG95Q6NTsVE3v97yuqqwvrfCO4PMP6bT9xtc8bGBriigKuiqgnHU8OXUETw08F52Dj+/+TS+/x7PrfgDm9hPVXYKFsWCPWxg1xQ0hw3FZkNRFCyKJfYQHVVVG76PPlCn/vv60y2qpdl5qqIyvtOlVC9aQkkTJYhZc+fguOE67tn4O3whX4MS56pwFRG9+ZL078qqWHHZXaTZ0ki3p5tjWzq5abnccfYdTF0xlTm9pzGk0zCCFWU4Mrz899v1PLFjAQvHPstza++hyp5C2OEyHyZTtptw2W7CWqjeQ2iig6ETttqJ5PQyH2yjBQmX7yGMQkSBsKIQRiF0nI2fBucO5tmLnmq5Ed8H7zN15Uw2H/4El66Tqhu4dJ00Qyet07m4XO1JtaXi2rWGtJJdpOkGabpOmmGOY5/pdSlp4x4jzZaG7cBGeHZsy4m7fRu4zQtVPRxi5/AW0rjufVRb9CKs8AvYsADSciAtG1Kz6r2OvrckphwkpIU4VLyHDp58wtVV2NLSOVi+j/bZ3eJWbc0IhwkfOkTVN19xaMdnVHyzg9C+fdgOFuMtj9DnvxtQHQ5e2PYCWTN/R+d6PS92mv84/i1bKflb4zssWXNmk9K3L/tvvqXJ7ZZlO7j31myKaopQdJ1Ff9aoSIMyF5SmK+bYZY59GXYC3duTldM5VgpeWyLe0dWRLGdWiwFobSPnijffQnU60ANBMsb9mKyZ8amWYYTDaBUVsWA8Eg3MAbw/Mc/reijEvik31gXvFRWg68d1Du+x8l32z55NaO8+rNnZWHNzSRk4kLy77oytu+bjj7Hm5GDNzcXi8TS4eIiXlzbs5aKuGWR50hJSj1waQ4pkO6VKtOfPn89DDz1EYWEhZ555Jo899hhDhgxp9XRoxyidi5SWghaJ3WIsqyjkUNnXVIQqIFxMitWCZrei2VQiVpWwTSFkhaDFYA9bWPzSSKpCVaRUh7n+THNeyIY5tkbfR4fPfOvx6eafyTMjDJznWujZPo2HcnNbrrfrdvPcrX3YXBxGN3Q0Q0M39NigGWYVkdTo9L+P1zAMw5zeQgkrwI5OCn/sVP8PzoCjPjM4VGHW420pjRkZvJ9VwsaiL+Fwi5tMCK/Dy1WnXUVqwSTzwufo0uKCSVgcTj4v+jzWZ3pTXLZ6ATIqLtWOS7WZY8WCS7HiMhRcKLhy+uDqMAiXzYXryNe4tr2FKxLGEQmihPxQHYDIYQgHQLXCnA/xh6s5v/0wZn9wW+Nu6c6Yia5HmLHxVbjwHjh7qpmo9/8MH/+z+Z3PyIepy8zXhgGPDgBbGjjSweECRzqG3YVmdxGxpxHuO45wZlczMC/+inD1YSJWJ2GrHT1a5aGl6i16JMxTlzyFXbGCHgEtFB3CkJoJtY2Le+8Gf6k5XQvXLVO7fEYnqO0WMCMfLr4/Ou+odWoh0MNgr+urm4C/xWoZBPxQG2gXbYeNC5vPP0WFe47UBdv/+gXoWl0gnpZd73XOdwrM7Qa0S81DtTjAqqJabLRLbYc9jkUuis2GvXNnsjp3JuuChsXhhq7HArbTPKexd1g/tu8+QGpRJR2MDNKGDePg3b9qcr1li5eQvWY1ZHkpi1Tic9uo8TgJelIJZaZzzsDLePcnMwlrYZbvWc67/bbh1wL4Qj4qQhWU+kspDpi9yRhEIPwtHPy26XxS7bEAPBaEp5mve3h6YFEsOG+cQubsuQRrwjhSbVT7fQQUDTUcOOH+yBWbzQyA691lO5pqt9P1xbpnMhi6bv6HVFRgPcY53JqZSeRIMUYwaN75O3AANbUuuI0cOsS3M2bWfchqNdOTkxMbsm+aha19ewDCBw6A1YY1K7PBHZpjuXZAO0qefIqdixs2co7XBYsQyXbKBNovv/wyt99+O3//+98ZOnQojzzyCGPHjmXHjh3k5rbu7SrVfYwGSdnZPPojnX2jUvCpIUr3/YrQoWjg2d+AMxRAiw5HC0KwGoCqVIVnf+wkw5ERe2y62+42H/ARfT3c4W44z+HGY/ccV2Dzh5F/+F77Xxtw1w/QNUND13V0ooG63sT8eoE8cOz6ppEw086YxiRtUuPt6WbAX7vdJtNTe8FQm15dQ9OC6JEQmh5C18JomjnWUzLQFdVcrvIgWqiK3LSOlAfLmPXuTdx5+a0MmbW6QWnxH9+dwjMXP809tnz0impc4RCuSAhXOIgrVIMrEiLVMFDvPmAGpwDzh8KR7Y32N2bkHTDYbNTHgS2weVnzy0b7SE4JB5nW+3oAlux4iZ3lO3Hb3cw+YybTel+PI+iD3uPAlVf32W4jYcy8aNDsBrsrGkTXDvVKjhQFbvui0eYVzBOQFWgQkqTlNVo2EKrGM70AaFy9xTO9gIgVnLWlsaodrM2UzGZ2A7o1nyf1ZXSE4bce37KAmppCVoFZBaf0qJ5RsgomoTrrVQfL7Q2j7oLqYqgphuqS6PgI1JSa+Vc/cN68DIJNNIatdekfYegs8/WWV2HLKw0D8dpS83YDiKipbFp9hC/WfE6wJoIj1cqACzow6OKOWHU/2BPbo0f9UtEh7Ycw5I/mBZthGJT6S9FqalquJuSv4an7z+Hd/aswG2b6okMRz442H+Zis9j46NBHvLHrjWbTMSh3EHMHzuWA7wDbS7fz1jdvoRs6YT1MUAsS0kPsqdzDnso9DT7ndXh5/YrXsSo2tq4uYsuaTbF87HdBBwZe0gnDokOgEix2c0hASXBTFFWNNbIMV9e0eH7UdIPTVq8iUlwcrb9+BIu7rg9uPRjEcfrpRI4cQSsthUikURuKrKkFsdeHfnMv1R9+CKqKJSuzQUBuzckh9eyzcQ0fDhCr6hIJRyh/dkETvTI9ASh4pk5Nej1yIU7UKVN1ZOjQoZxzzjk8/rjZBZqu6+Tn53PLLbfwy1/+ssXPxvvWk+bzUfrswgYnl1rZc+bgvfEGrl18GRWhChRANQxcBrgMcOvR1zq4otPTdWLza6enG5Cmg8MwA5omv+Tmvnl7OqGfLsKRn0/5gkWNA5tpNxLcuxvbP+dCyAeoZjCFCopqrlapP63eWFEBJTotOigqRmyaWjev0fu6zxrWVOwTH8CSkkbpswspXVKXxsyJE83GmjU+Qk9PN0tv0SE1F2zREpKqg+AvN0sJDb1ubJhjJcUDudGnbAYrYe96c15zuo00g02A/f81Ayinm8g1C7j9vTupDleTnurF48qm3FdMVU0ZabY0/jzqIazLpprbaM5pY8DqqFt3qBoUi5kfqqXh6/R24G4fTXcV+IrqLaeCYkFRreYfvxJd/qxJsPyXBM+8Fkv7QdQEK0l1uNEOfopj81K49EH4bDFEGnWRcXyOq4ZICwvZnDBoCprTQaXLQm770whVlGLPyOTwoZ1kVBtY/EHYZKZRaXD81Ft/bDrRY6mJ6bXpaLCOevNiyxy1LgXoeQnK/nVYug3E0mcUenkZqseL9uUatL2bMToNh11rjlp3E9vCgEgI7PUCjIOfmd97xG+OwzXmEKqGUA30vwbaDzA///U7KHvWNs5Hpwflzk/YtK6ET/7duEHm2Zd1ZuDwLIzHLoFQVd3+9b/GLOk3DNi1Eo7saD5/MjpCj4vMFfrLYce/6/bx6P0F6H6BeWGGAfs/gVQv9hueOGY1ob0b3qTqv89QQwS/EaFGjxAwNM4z7GTqBhg6bwy4nC/KduDX/NQU78SvBalRDAIKBBSF8wIR7qqoATS+7nsZvyhZ3zjPMKu6AZxb7cdnUcloN5A7rnyGz98/wsYm8nHwZZ0ZOCIX5fkbYM97cN4tMOhGc5e3vQnrH49eDNrqjW3mXZcUL8ql9Rprr3nQzBuL3bwwttqjy0YvJvPPhcyu5rJle6B8f9368nphzcun5NmFlC5+oe78OOl6sqYVmA25leMrazMiEbSyMiKlpWglpURKS9BKS/H89KexUueDd9yJ//PPQW/8sCSAjKuvJmfObAB869Zx5C+PcNqqlewcdUGL37Vqb+ai+ThJ1RGRbKdEoB0KhUhNTeWf//wn48ePj02fMmUK5eXlvP766w2WDwaDBOv1VVxZWUl+fn7cfqh6KITuq6bs+ecbBYjeyZNRU5x8feFFLTY0bA327t3Jvf3npJ13HpGyMqxeL9XrPqToL38h9M03SU1bbdd5e28sIHvmjEZpLH76abosWsjXF41Jej6K+LJ4vVhzsokcKW6z321bTKPF66X76jUs+tVHBGsa1/93pFq58f+dyzejL0hqmjvNf5zAlq0UN1FHO3v2bJz9mq+j3RpOlnyEtn0OP5565D0/XIc1M/OEtiOBtki2U6LqSHFxMZqmkZfX8JZ0Xl4e27c3vg3/wAMPMG/evEbT40WvqmLv5BvIvf3n9FyzusEJcO+kSeQ//RS2Th0xAtEW87GSoNo1KE1Or2u4c9TyylHL1xedphy9DYsNvWgPh+67B2tWHkqWF6O0jEhpEUqgCluH9mZdVQCM6HqMhtuu97Zu1dFljaM/YzT6zNG7G9sWCrbuPc2nFG7ezP6bb2kysNHKy0np3YHwznLzo3ZXrLoEkaBZxzZWMnl0KaNqlgrVbtPQG84/HgagWtCdHsqCZZQHK9ANDVWx4HFk4HV4UQPloLVQUh5b1XFcD3/fS2bFAk63WXfZXx4tubdAigdSvGZpu95EGo9re8de6JiX+ooCzgwo2xvtOrIc/UgNqhZCdUXM78rTBQLl0e/pWJs3mphuNPP2GImrTbxqMUtmfUVmHW+bE72yAjXFiWL1QKDCrMIRrDoqL42W09ns2xbS1Uza7V07EKz0NxkcAgRrIgSrAji6tCcUKq/7eIPzSsP2Eo2/u6N+I008Cr7h4pa6Ves6KColzyyg0xPzzZ5R6hVEeCdOxHvDZPbPmYPF6zHrydff7tHqN+xs1LD46JNNvVJ2M+Hm+yYOTnu3bsfOx0o/tq5dzS5M6zP06Dprv/f6648el/UfVhYJNl62/mcsdvPYg7r2A+aJB6xOIvu+5uBtc80+ubNz0IqPxM6PamoaTebbUY7vZ34856f6x42B6vFizclpsRql6nI1mi7EyeaUCLS/q7vvvpvbb7899r62RDteVHc6keLiJgNE1e3GmptDt2Ut1K1tDaEaWPcIrH0QUovM+rm+w1BTYtYtHX5bw1vbSVC/6zytrKxB6ZHqdmPNySF/YQsN9lqRP+zHqlqpCleRbksnokda/el2xxSqMesFByrNwFs7qrFfMtU/Ho/WRo5HtBA81BMCB8z60PV/M04P3LGpYfCXjCRGdByp1mZLYp1eF11eav4R8a0i6INtb+KdOJ7sOTehVVZhcaejVRRi3bucrouermuzkCTHzMfMdLrVa6SYFLHjsRzzAUPb6uY5PXDHF8k/HquryZw4scm7F5kTJ2KEw3CCVUeESLbWaaGRZNnZ2VgsFg4fbtj1xOHDh2kXfbR0fQ6HA7fb3WCIq4gW62tVKysj+NXOWJCYOXkyRI5dwplw9lQYcbsZxOgaFH1pjkfdZU5PdlADGKEgmZMmNjkvc9JEjFDjR5UnS4otBZvFRqYz03z0dlsLssH8Ti12s+Gcxd52gmxoeDzW9gri9LSp4xEtUtcgsabE/M3URB9OMnSWOT/J9EiEAaM7NTlvwOhO6C08nKnVKBbofTm2zc+hLvwRtnduNcebn4Pel9eVgieRrhmc0Uw+njG6E7rWBmpk1j8ej9ZGjkfFYiFzagHZs2ejRv9nVbeb7NmzyZxacFxPxRSirTsl6miD2RhyyJAhPPbYY4DZGLJz587cfPPNrd4YEur6YG3UO0Fb69KoLZdyAnowQMmTT1Far8Fm5qSJZM2a1bbyUcRHGz8eiQSiXR8+aZYkOj1mUDPidrCeWHdv8RIJa3y6fC+bV++v63VkdCcG/agLVlsbCWwiQSjeafYSU1Ns9p5Suhuye9Y1DE6ySFhj4/K9fFEvH88Y3YnBbSof2/7xqIdChHbvxt65M5HSUqyZmYT27cPerdsJN4QEqaMtku+UCbRffvllpkyZwpNPPsmQIUN45JFHWLp0Kdu3b29Ud/toifqh6n4/itWKVlWFJT0dIxJp9omQonl6tQ/F7og97MAIBVHTpG6fSJK2fjEAhAMhVKuVkD+MPcWGHolgc7axW/S1+RisBkda28zHoIZqUQj5I9hTrOiagc3RRoLsWifB8Rj7L6ypwZKaGtf/Qgm0RbKdMnW0r7vuOo4cOcK9995LYWEhAwcOZPny5ccMshOp9kRS26pasdlaWlw0ozaotmZlAZKPIslqq7GkRR80kuR6sE2pDapT0s3SYUtz/Y4nU20+pkbT1hbzMRpUp6SbaUvQwzxPzElwPMb+CzMyADmHix+WU6ZE+0TIFbEQQghx8pH/b5Fsp0RjSCGEEEIIIVqbBNpCCCGEEEIkgATaQgghhBBCJIAE2kIIIYQQQiSABNpCCCGEEEIkgATaQgghhBBCJIAE2kIIIYQQQiSABNpCCCGEEEIkgATaQgghhBBCJEBbfGBsm1P78MzKysokp0QIIYQQx6v2f1segi2SRQLt41BVVQVAfn5+klMihBBCiO+qqqqKjIyMZCdDnIIUQy7zjknXdQ4ePEh6ejqKoiQ7Oa2usrKS/Px8vv32W9xud7KTc9KSfIwPycf4kHyMD8nH+EhUPhqGQVVVFR06dEBVpbasaH1Son0cVFWlU6dOyU5G0rndbvkjiQPJx/iQfIwPycf4kHyMj0Tko5Rki2SSyzshhBBCCCESQAJtIYQQQgghEkACbXFMDoeD++67D4fDkeyknNQkH+ND8jE+JB/jQ/IxPiQfxQ+VNIYUQgghhBAiAaREWwghhBBCiASQQFsIIYQQQogEkEBbCCGEEEKIBJBAWwghhBBCiASQQPsU8MADD3DOOeeQnp5Obm4u48ePZ8eOHQ2WCQQCzJ07l6ysLFwuF1dffTWHDx9usMzPfvYzBg8ejMPhYODAgY22s2bNGq644grat29PWloaAwcOZMmSJYnctVbVWvlY39dff016ejoejyfOe5M8rZmPhmHw8MMP06tXLxwOBx07duT3v/99onatVbVmPq5YsYJzzz2X9PR0cnJyuPrqq9mzZ0+C9qx1xSMfP//8cyZMmEB+fj4pKSn06dOHRx99tNG21qxZw6BBg3A4HJx22mksWrQo0bvXalorH1999VUuvvhicnJycLvdDBs2jBUrVrTKPgrxfUigfQpYu3Ytc+fO5aOPPuKdd94hHA5zySWXUF1dHVvm5z//OW+++SbLli1j7dq1HDx4kKuuuqrRuqZOncp1113X5HY+/PBDBgwYwCuvvMLmzZspKCjghhtu4K233krYvrWm1srHWuFwmAkTJjBixIi470sytWY+3nrrrTzzzDM8/PDDbN++nTfeeIMhQ4YkZL9aW2vl4+7du7niiiu48MIL2bRpEytWrKC4uLjJ9ZyM4pGPGzduJDc3l8WLF7N161Z+/etfc/fdd/P444/Hltm9ezeXX345o0ePZtOmTdx2221Mnz79BxMktlY+vvfee1x88cX8+9//ZuPGjYwePZpx48bx2Wefter+CnHcDHHKKSoqMgBj7dq1hmEYRnl5uWGz2Yxly5bFltm2bZsBGOvXr2/0+fvuu88488wzj2tbl112mVFQUBCXdLc1ic7HO++805g0aZKxcOFCIyMjI97JbzMSlY9ffvmlYbVaje3btycs7W1JovJx2bJlhtVqNTRNi0174403DEVRjFAoFP8dSbITzcdac+bMMUaPHh17f+eddxr9+vVrsMx1111njB07Ns570DYkKh+b0rdvX2PevHnxSbgQcSYl2qegiooKADIzMwGzFCEcDjNmzJjYMr1796Zz586sX7/+hLdVu50fmkTm46pVq1i2bBnz58+PX4LbqETl45tvvkn37t1566236NatG127dmX69OmUlpbGdwfaiETl4+DBg1FVlYULF6JpGhUVFTz//POMGTMGm80W351oA+KVj0ef+9avX99gHQBjx4494XNsW5WofDyarutUVVX9YP9nxMlPAu1TjK7r3HbbbQwfPpz+/fsDUFhYiN1ub1QPOC8vj8LCwu+9raVLl7JhwwYKCgpOJMltUiLzsaSkhBtvvJFFixbhdrvjmew2J5H5+M0337B3716WLVvGc889x6JFi9i4cSPXXHNNPHehTUhkPnbr1o23336bX/3qVzgcDjweD/v372fp0qXx3IU2IV75+OGHH/Lyyy8zc+bM2LTCwkLy8vIaraOyshK/3x/fHUmyRObj0R5++GF8Ph/XXntt3NIvRDxZk50A0brmzp3Lli1b+OCDDxK6ndWrV1NQUMDTTz9Nv379ErqtZEhkPs6YMYPrr7+ekSNHxn3dbU0i81HXdYLBIM899xy9evUCYMGCBQwePJgdO3Zw+umnx32byZLIfCwsLGTGjBlMmTKFCRMmUFVVxb333ss111zDO++8g6Iocd9mssQjH7ds2cIVV1zBfffdxyWXXBLH1J08WisfX3jhBebNm8frr79Obm7u996WEIkkJdqnkJtvvpm33nqL1atX06lTp9j0du3aEQqFKC8vb7D84cOHadeu3Xfeztq1axk3bhx/+ctfuOGGG0402W1OovNx1apVPPzww1itVqxWK9OmTaOiogKr1cqzzz4br91IukTnY/v27bFarbEgG6BPnz4A7Nu378QS34YkOh/nz59PRkYGf/zjHznrrLMYOXIkixcvZuXKlXz88cfx2o2ki0c+fvnll1x00UXMnDmTe+65p8G8du3aNerx5fDhw7jdblJSUuK7M0mU6Hys9dJLLzF9+nSWLl3aqEqOEG2JBNqnAMMwuPnmm3nttddYtWoV3bp1azB/8ODB2Gw2Vq5cGZu2Y8cO9u3bx7Bhw77TttasWcPll1/Ogw8+2OLtvpNRa+Xj+vXr2bRpU2y4//77SU9PZ9OmTVx55ZVx259kaa18HD58OJFIhF27dsWmffXVVwB06dLlBPci+VorH2tqalDVhn8VFosFMO8anOzilY9bt25l9OjRTJkypckuJIcNG9ZgHQDvvPPOdz7HtlWtlY8AL774IgUFBbz44otcfvnlidkhIeIlmS0xReuYPXu2kZGRYaxZs8Y4dOhQbKipqYktc9NNNxmdO3c2Vq1aZXzyySfGsGHDjGHDhjVYz86dO43PPvvMmDVrltGrVy/js88+Mz777DMjGAwahmEYq1atMlJTU4277767wXZKSkpadX8TpbXy8Wg/tF5HWisfNU0zBg0aZIwcOdL49NNPjU8++cQYOnSocfHFF7fq/iZKa+XjypUrDUVRjHnz5hlfffWVsXHjRmPs2LFGly5dGmzrZBWPfPziiy+MnJwcY9KkSQ3WUVRUFFvmm2++MVJTU4077rjD2LZtmzF//nzDYrEYy5cvb9X9TZTWysclS5YYVqvVmD9/foNlysvLW3V/hTheEmifAoAmh4ULF8aW8fv9xpw5cwyv12ukpqYaV155pXHo0KEG6xk1alST69m9e7dhGIYxZcqUJuePGjWq9XY2gVorH4/2Qwu0WzMfDxw4YFx11VWGy+Uy8vLyjBtvvPEHc+HXmvn44osvGmeddZaRlpZm5OTkGP/zP/9jbNu2rZX2NLHikY/33Xdfk+vo0qVLg22tXr3aGDhwoGG3243u3bs32MbJrrXysbnjdcqUKa23s0J8B4phGMb3KwsXQgghhBBCNEfqaAshhBBCCJEAEmgLIYQQQgiRABJoCyGEEEIIkQASaAshhBBCCJEAEmgLIYQQQgiRABJoCyGEEEIIkQASaAshhBBCCJEAEmgLIYQQQgiRABJoCyF+MAzDYMyYMYwdO7bRvCeeeAKPx8P+/fuTkDIhhBCnIgm0hRA/GIqisHDhQj7++GOefPLJ2PTdu3dz55138thjj9GpU6e4bjMcDsd1fUIIIX44JNAWQvyg5Ofn8+ijj/K///u/7N69G8MwmDZtGpdccglnnXUWl156KS6Xi7y8PCZPnkxxcXHss8uXL+f888/H4/GQlZXFj3/8Y3bt2hWbv2fPHhRF4eWXX2bUqFE4nU6WLFmSjN0UQghxElAMwzCSnQghhIi38ePHU1FRwVVXXcXvfvc7tm7dSr9+/Zg+fTo33HADfr+fu+66i0gkwqpVqwB45ZVXUBSFAQMG4PP5uPfee9mzZw+bNm1CVVX27NlDt27d6Nq1K3/6058466yzcDqdtG/fPsl7K4QQoi2SQFsI8YNUVFREv379KC0t5ZVXXmHLli28//77rFixIrbM/v37yc/PZ8eOHfTq1avROoqLi8nJyeGLL76gf//+sUD7kUce4dZbb23N3RFCCHESkqojQogfpNzcXGbNmkWfPn0YP348n3/+OatXr8blcsWG3r17A8Sqh+zcuZMJEybQvXt33G43Xbt2BWDfvn0N1n322We36r4IIYQ4OVmTnQAhhEgUq9WK1Wqe5nw+H+PGjePBBx9stFxt1Y9x48bRpUsXnn76aTp06ICu6/Tv359QKNRg+bS0tMQnXgghxElPAm0hxClh0KBBvPLKK3Tt2jUWfNdXUlLCjh07ePrppxkxYgQAH3zwQWsnUwghxA+IVB0RQpwS5s6dS2lpKRMmTGDDhg3s2rWLFStWUFBQgKZpeL1esrKyeOqpp/j6669ZtWoVt99+e7KTLYQQ4iQmgbYQ4pTQoUMH1q1bh6ZpXHLJJZxxxhncdttteDweVFVFVVVeeuklNm7cSP/+/fn5z3/OQw89lOxkCyGEOIlJryNCCCGEEEIkgJRoCyGEEEIIkQASaAshhBBCCJEAEmgLIYQQQgiRABJoCyGEEEIIkQASaAshhBBCCJEAEmgLIYQQQgiRABJoCyGEEEIIkQASaAshhBBCCJEAEmgLIYQQQgiRABJoCyGEEEIIkQASaAshhBBCCJEAEmgLIYQQQgiRAP8f3xgUpH2fGx0AAAAASUVORK5CYII=\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": 176,
"outputs": [
{
"data": {
"text/plain": " appln_filing_year granted appln_kind appln_id\n0 2011 N A 892\n1 2011 N F 6\n2 2011 N T 10\n3 2011 N U 1\n4 2011 Y A 966\n.. ... ... ... ...\n70 2021 Y F 1\n71 2021 Y U 30\n72 2022 N A 6\n73 2022 N U 1\n74 2022 Y U 4\n\n[75 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>892</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>10</td>\n </tr>\n <tr>\n <th>3</th>\n <td>2011</td>\n <td>N</td>\n <td>U</td>\n <td>1</td>\n </tr>\n <tr>\n <th>4</th>\n <td>2011</td>\n <td>Y</td>\n <td>A</td>\n <td>966</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>70</th>\n <td>2021</td>\n <td>Y</td>\n <td>F</td>\n <td>1</td>\n </tr>\n <tr>\n <th>71</th>\n <td>2021</td>\n <td>Y</td>\n <td>U</td>\n <td>30</td>\n </tr>\n <tr>\n <th>72</th>\n <td>2022</td>\n <td>N</td>\n <td>A</td>\n <td>6</td>\n </tr>\n <tr>\n <th>73</th>\n <td>2022</td>\n <td>N</td>\n <td>U</td>\n <td>1</td>\n </tr>\n <tr>\n <th>74</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>75 rows × 4 columns</p>\n</div>"
},
"execution_count": 176,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 177,
"outputs": [
{
"data": {
"text/plain": "<matplotlib.legend.Legend at 0x1696b530850>"
},
"execution_count": 177,
"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": [
"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": 178,
"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": [],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"execution_count": 179,
"outputs": [],
"source": [
"# Granted patents\n",
"# 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": 180,
"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": 181,
"outputs": [
{
"data": {
"text/plain": " Country count percent weight\n0 China 22137 0.888073 0.415765\n1 Taiwan Province Of China 2593 0.104024 0.048700\n2 Hong Kong, China 581 0.023308 0.010912\n3 Macao SAR (China) 17 0.000682 0.000319",
"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>22137</td>\n <td>0.888073</td>\n <td>0.415765</td>\n </tr>\n <tr>\n <th>1</th>\n <td>Taiwan Province Of China</td>\n <td>2593</td>\n <td>0.104024</td>\n <td>0.048700</td>\n </tr>\n <tr>\n <th>2</th>\n <td>Hong Kong, China</td>\n <td>581</td>\n <td>0.023308</td>\n <td>0.010912</td>\n </tr>\n <tr>\n <th>3</th>\n <td>Macao SAR (China)</td>\n <td>17</td>\n <td>0.000682</td>\n <td>0.000319</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"execution_count": 181,
"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": 182,
"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(0,30000)\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": 183,
"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": 184,
"outputs": [
{
"data": {
"text/plain": " Country count percent weight\n0 Germany 9725 0.390139 0.182650\n1 France 4381 0.175753 0.082282\n2 Sweden 3667 0.147110 0.068872\n3 Netherlands 2900 0.116340 0.054466\n4 Finland 1644 0.065953 0.030877\n5 Belgium 1028 0.041240 0.019307\n6 Italy 1000 0.040117 0.018781\n7 Denmark 705 0.028283 0.013241\n8 Spain 678 0.027199 0.012734\n9 Austria 484 0.019417 0.009090\n10 Ireland 469 0.018815 0.008809\n11 Poland 289 0.011594 0.005428\n12 Greece 234 0.009387 0.004395\n13 Luxembourg 146 0.005857 0.002742\n14 Portugal 111 0.004453 0.002085\n15 Hungary 75 0.003009 0.001409\n16 Czechia 72 0.002888 0.001352\n17 Bulgaria 69 0.002768 0.001296\n18 Romania 68 0.002728 0.001277\n19 Slovakia 43 0.001725 0.000808\n20 Cyprus 35 0.001404 0.000657\n21 Slovenia 28 0.001123 0.000526\n22 Croatia 25 0.001003 0.000470\n23 Malta 15 0.000602 0.000282\n24 Estonia 11 0.000441 0.000207\n25 Lithuania 8 0.000321 0.000150\n26 Latvia 6 0.000241 0.000113",
"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>9725</td>\n <td>0.390139</td>\n <td>0.182650</td>\n </tr>\n <tr>\n <th>1</th>\n <td>France</td>\n <td>4381</td>\n <td>0.175753</td>\n <td>0.082282</td>\n </tr>\n <tr>\n <th>2</th>\n <td>Sweden</td>\n <td>3667</td>\n <td>0.147110</td>\n <td>0.068872</td>\n </tr>\n <tr>\n <th>3</th>\n <td>Netherlands</td>\n <td>2900</td>\n <td>0.116340</td>\n <td>0.054466</td>\n </tr>\n <tr>\n <th>4</th>\n <td>Finland</td>\n <td>1644</td>\n <td>0.065953</td>\n <td>0.030877</td>\n </tr>\n <tr>\n <th>5</th>\n <td>Belgium</td>\n <td>1028</td>\n <td>0.041240</td>\n <td>0.019307</td>\n </tr>\n <tr>\n <th>6</th>\n <td>Italy</td>\n <td>1000</td>\n <td>0.040117</td>\n <td>0.018781</td>\n </tr>\n <tr>\n <th>7</th>\n <td>Denmark</td>\n <td>705</td>\n <td>0.028283</td>\n <td>0.013241</td>\n </tr>\n <tr>\n <th>8</th>\n <td>Spain</td>\n <td>678</td>\n <td>0.027199</td>\n <td>0.012734</td>\n </tr>\n <tr>\n <th>9</th>\n <td>Austria</td>\n <td>484</td>\n <td>0.019417</td>\n <td>0.009090</td>\n </tr>\n <tr>\n <th>10</th>\n <td>Ireland</td>\n <td>469</td>\n <td>0.018815</td>\n <td>0.008809</td>\n </tr>\n <tr>\n <th>11</th>\n <td>Poland</td>\n <td>289</td>\n <td>0.011594</td>\n <td>0.005428</td>\n </tr>\n <tr>\n <th>12</th>\n <td>Greece</td>\n <td>234</td>\n <td>0.009387</td>\n <td>0.004395</td>\n </tr>\n <tr>\n <th>13</th>\n <td>Luxembourg</td>\n <td>146</td>\n <td>0.005857</td>\n <td>0.002742</td>\n </tr>\n <tr>\n <th>14</th>\n <td>Portugal</td>\n <td>111</td>\n <td>0.004453</td>\n <td>0.002085</td>\n </tr>\n <tr>\n <th>15</th>\n <td>Hungary</td>\n <td>75</td>\n <td>0.003009</td>\n <td>0.001409</td>\n </tr>\n <tr>\n <th>16</th>\n <td>Czechia</td>\n <td>72</td>\n <td>0.002888</td>\n <td>0.001352</td>\n </tr>\n <tr>\n <th>17</th>\n <td>Bulgaria</td>\n <td>69</td>\n <td>0.002768</td>\n <td>0.001296</td>\n </tr>\n <tr>\n <th>18</th>\n <td>Romania</td>\n <td>68</td>\n <td>0.002728</td>\n <td>0.001277</td>\n </tr>\n <tr>\n <th>19</th>\n <td>Slovakia</td>\n <td>43</td>\n <td>0.001725</td>\n <td>0.000808</td>\n </tr>\n <tr>\n <th>20</th>\n <td>Cyprus</td>\n <td>35</td>\n <td>0.001404</td>\n <td>0.000657</td>\n </tr>\n <tr>\n <th>21</th>\n <td>Slovenia</td>\n <td>28</td>\n <td>0.001123</td>\n <td>0.000526</td>\n </tr>\n <tr>\n <th>22</th>\n <td>Croatia</td>\n <td>25</td>\n <td>0.001003</td>\n <td>0.000470</td>\n </tr>\n <tr>\n <th>23</th>\n <td>Malta</td>\n <td>15</td>\n <td>0.000602</td>\n <td>0.000282</td>\n </tr>\n <tr>\n <th>24</th>\n <td>Estonia</td>\n <td>11</td>\n <td>0.000441</td>\n <td>0.000207</td>\n </tr>\n <tr>\n <th>25</th>\n <td>Lithuania</td>\n <td>8</td>\n <td>0.000321</td>\n <td>0.000150</td>\n </tr>\n <tr>\n <th>26</th>\n <td>Latvia</td>\n <td>6</td>\n <td>0.000241</td>\n <td>0.000113</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"execution_count": 184,
"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": 185,
"outputs": [
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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m5uZvvC4wMFBjr8r0nkYhRM6qUaMG586d0yhr164dJUqUYODAgWhra2e4Jn37r/TRgWfPnqGlpYVKpVLqpH/+0G1IhRDiQ0jSmE1OnjxJWloakydPVnoDVq9enaU2TE1NcXBwYNeuXVSrVi3D+TJlyhAdHY2Ojk6WXoDX19fXGM4WQnwapqamfPPNNxplxsbGWFpa8s0333D9+nVWrVpFrVq1sLKy4s6dO4wbNw5DQ0Nq164NQM2aNenfvz/du3enZ8+epKWlMW7cOHR0dDT+f+LChQskJyfz+PFjnj59SkREBAClS5f+VI8rhPjCSdKYTZycnEhJSWHGjBnUq1dPY4JMVgQFBdGlSxfy58+Pn58fT58+5dChQ/Ts2RNvb28qVqxIgwYNmDBhAsWKFePevXts2rSJhg0b4unpmQNPJoTIKQYGBhw4cIBp06bx5MkTrK2tqVKlCocPHyZ//vwAlChRgr///pvhw4dTsWJFtLS08PDwYOvWrdja2ipt1a5dm5s3byqfPTw8AJDX1oUQ2UWSxmzi7u7OlClTGD9+PIGBgVSpUoWxY8fSpk2bLLXTtm1bXrx4wdSpU+nXrx/58uXjxx9/BF4NZW/evJnBgwfTrl07Hj58iI2NDVWqVMHa2jonHksIkc1ef72kQIECbN68+Z3X1KxZk5o1a761TlRU1EdGJoQQbyezp79CuT37SgghhBBZl9u/37JOoxBCCCGEeCdJGoUQX5Q5c+bg5uZGnjx5yJMnDxUrVmTLli0adY4cOUL16tUxNjYmT548VKlShefPn2vU2bRpExUqVMDQ0JC8efPSoEED5VxISEim+9KrVCplCS0hhPjSyDuNuSgqKgpHR0dOnz6dKzMcXV1vyuLe4oty44YDhQoVYty4cTg7O6NWqwkNDaV+/fqcPn2aUqVKceTIEXx9fQkMDGTGjBno6Ohw5swZZdUDgLVr19KxY0fGjBlD9erVefnyJefPn1fO//TTT/j6+mrc29/fnxcvXigTWIQQ4kvzVb/T+PDhQ4YOHcqmTZt48OABefPmxd3dnaFDh1K5cuUcv39uJY3p70TIjjDiS3PjhkOm5RYWFkycOJGAgAC+/fZbatasyciRIzOt+/LlSxwcHBg+fDgBAQHvdd+HDx9SsGBBFi1aROvWrT80fCGEeCt5pzEXNW7cmNOnTxMaGsqVK1cICwvDy8uLR48e5XZoQohskJqaysqVK0lMTKRixYrExMRw7Ngx8ufPT6VKlbC2tqZq1aocPHhQuebUqVPcvXtXWdrG1tYWPz8/jZ7Gf1uyZAlGRkbKSgdCCPEl+mqTxtjYWA4cOMD48eOpVq0ahQsXpnz58gQGBvLDDz/Qr18/6tatq9SfNm0aKpWKrVu3KmVOTk4sXLhQ+bxw4UJcXFwwMDCgRIkSzJ49W+Oex48fx8PDAwMDAzw9PTl9+nSGuM6fP4+fnx8mJiZYW1vTunVrZe9qeLVvba9evRgwYAAWFhbY2NgQFBSUjd+MEP99586dw8TEBH19fbp06cL69espWbIk169fB16th9qxY0e2bt1KmTJlqFGjBlevXgXQqPPbb7+xceNG8ubNi5eXF48fP870fosWLaJFixbv3NVJCCH+y77apNHExAQTExM2bNigbNf1uvTeh9TUVAD27dtHvnz5lDXW7t69S2RkJF5eXgAsX76coUOHMnr0aC5evMiYMWMYMmQIoaGhwKstAOvWrUvJkiU5efIkQUFB9OvXT+OesbGxVK9eHQ8PD06cOMHWrVt58OABTZs21agXGhqKsbExx44dY8KECYwYMYIdO3a88VmTkpKIj4/XOIT4khUvXpyIiAiOHTtG165dadu2LRcuXFC23evcuTPt2rXDw8ODqVOnUrx4cRYvXgyg1Bk8eDCNGzembNmyBAcHo1KpWLNmTYZ7HTlyhIsXL773ULYQQvxXfbVJo46ODiEhIYSGhmJubk7lypUZNGgQZ8+eBeD777/n6dOnnD59GrVazf79+/nll1+UpHHv3r0ULFhQ2Zd62LBhTJ48mUaNGuHo6EijRo3o06cP8+bNA2DFihWkpaWxaNEiSpUqRd26denfv79GTDNnzsTDw4MxY8ZQokQJPDw8WLx4MXv27OHKlStKPTc3N4YNG4azszNt2rTB09OTXbt2vfFZx44di5mZmXLIvtPiS6enp4eTkxNly5Zl7NixuLu78/vvvys7qJQsWVKjvouLC7du3QLItI6+vj5FihRR6rxu4cKFlC5dmrJly+bU4wghxGfhq00a4dU7jffu3SMsLAxfX1/27t1LmTJlCAkJwdzcHHd3d/bu3cu5c+fQ09OjU6dOnD59moSEBPbt20fVqlUBSExMJDIykoCAAKUH08TEhFGjRhEZGQnAxYsXcXNzw8DAQLl/xYoVNeI5c+YMe/bs0WijRIkSAEo78CppfJ2tre1bl/kIDAwkLi5OOW7fvv1xX5wQ/zFpaWkkJSXh4OBAgQIFuHz5ssb5K1euULhwYQDKli2Lvr6+Rp2UlBSioqKUOukSEhJYvXq19DIKIb4KX/2SOwYGBsoWXUOGDKFDhw4MGzYMf39/vLy82Lt3L/r6+lStWhULCwtcXFw4ePAg+/bt45dffgFe/XAALFiwgAoVKmi0r62t/d6xJCQkUK9ePcaPH5/h3Ot7zOrq6mqcU6lUypBaZvT19dHX13/vOIT4LwsMDMTPzw97e3uePn3KihUr2Lt3L9u2bUOlUtG/f3+GDRuGu7s7pUuXJjQ0lEuXLvHnn38CkCdPHrp06cKwYcOws7OjcOHCTJw4EYAmTZpo3GvVqlW8fPmSVq1affLnFEKIT+2rTxr/rWTJkmzYsAF49V7j4sWL0dHRUdZk8/Ly4o8//uDKlSvK+4zW1tYUKFCA69ev07Jly0zbdXFxYenSpbx48ULpbTx69KhGnTJlyrB27VocHBzQ0ZH/aIT4EDExMbRp04b79+9jZmaGm5sb27ZtU/Zu7t27Ny9evKBPnz48fvwYd3d3duzYQdGiRZU2Jk6ciI6ODq1bt+b58+dUqFCB3bt3kzdvXo17LVq0iEaNGmFubv4pH1EIIXLFV7tO46NHj2jSpAnt27fHzc0NU1NTTpw4Qc+ePalTpw6LFi3iyZMn5MuXD5VKxfnz5ylRogQbNmzgxx9/JH/+/Ny7d09pb+HChfTq1Ytx48bh6+tLUlISJ06c4MmTJ/Tt25eEhAQcHR2VRYWjoqL4+eefuXbtmrJO47179yhdujRVq1ZVZkdfu3aNlStXsnDhQrS1tfHy8qJ06dJMmzZNuXeDBg0wNzcnJCTkvZ5d1mkUX6o3rdMohBBfgtxep/Gr7c4yMTGhQoUKTJ06lcjISFJSUrCzs6Njx44MGjQIgLx58+Lq6sqDBw+UdwurVKlCWlqa8j5jug4dOmBkZMTEiRPp378/xsbGuLq60rt3b+V+f//9N126dMHDw4OSJUsyfvx4GjdurLRRoEABDh06xMCBA6lVqxZJSUkULlwYX19fjd0qhBBCCCE+ta+2p/Frltv/UhFCCCFE1uX277d0XwkhhBBCiHeSpFEI8UHGjh1LuXLlMDU1JX/+/DRo0CDDUjaRkZE0bNgQKysr8uTJQ9OmTXnw4IFGncePH9OyZUvy5MmDubk5AQEByooE6c6ePcv333+PgYEBdnZ2TJgwIcefTwghhKYv/p3GkJAQevfuTWxs7H+q7ddFRUXh6OioTJjJLq6uN2UijPggN244sG/fPrp37065cuV4+fIlgwYNolatWly4cAFjY2MSExOpVasW7u7u7N69G4AhQ4ZQr149jh49qryn27JlS+7fv8+OHTtISUmhXbt2dOrUiRUrVgCvhmNq1aqFt7c3c+fO5dy5c7Rv3x5zc3M6deqUa9+BEEJ8bT6LnkZ/f39UKhXjxo3TKN+wYQMqleq923FwcNCYVSyEyDlbt27F39+fUqVK4e7uTkhICLdu3eLkyZMAHDp0iKioKEJCQnB1dcXV1ZXQ0FBOnDihJJEXL15k69atLFy4kAoVKvDdd98xY8YMVq5cqaxOsHz5cpKTk1m8eDGlSpWiWbNm9OrViylTpuTaswshxNfos0ga4dUi2+PHj+fJkye5Hcp7SUlJye0QhPisxMXFAWBhYQG82vNcpVJpLCxvYGCAlpYWBw8eBF7t22xubo6np6dSx9vbGy0tLY4dO6bUqVKlCnp6ekodHx8fLl++/J/5/wshhPgSfDZJo7e3NzY2NowdO/aNdQ4ePMj333+PoaEhdnZ29OrVi8TERODVots3b96kT58+qFSqDD2U27Ztw8XFBRMTE3x9fbl//77G+YULF+Li4oKBgQElSpRg9uzZyrmoqChUKhWrVq2iatWqGBgYsHz58gzxRUZGUr9+faytrTExMaFcuXLs3LlTo46DgwNjxoyhffv2mJqaYm9vz/z58zXqHD9+HA8PDwwMDPD09OT06dMa5588eULLli2xsrLC0NAQZ2dngoOD3/LtCpGz0tLS6N27N5UrV+abb74B4Ntvv8XY2JiBAwfy7NkzEhMT6devH6mpqcr//qKjo8mfP79GWzo6OlhYWBAdHa3Usba21qiT/jm9jhBCiJz32SSN2trajBkzhhkzZnDnzp0M5yMjI/H19aVx48acPXuWVatWcfDgQXr06AHAunXrKFSoECNGjOD+/fsaSeGzZ8+YNGkSS5cuZf/+/dy6dYt+/fop55cvX87QoUMZPXo0Fy9eZMyYMQwZMoTQ0FCNGH799Vd+/vlnLl68iI+PT4YYExISqF27Nrt27eL06dP4+vpSr149bt26pVFv8uTJSjLYrVs3unbtqkwgSEhIoG7dupQsWZKTJ08SFBSkESu8ei/swoULbNmyhYsXLzJnzhzy5cv3xu82KSmJ+Ph4jUOI7NS9e3fOnz/PypUrlTIrKyvWrFnD33//jYmJCWZmZsTGxlKmTBlZd1QIIf6DPquJMA0bNqR06dIMGzaMRYsWaZwbO3YsLVu2VBbLdnZ2Zvr06VStWpU5c+ZgYWGBtrY2pqam2NjYaFybkpLC3LlzlW3CevTowYgRI5Tzw4YNY/LkyTRq1AgAR0dHLly4wLx582jbtq1Sr3fv3kqdzLi7u+Pu7q58HjlyJOvXrycsLExJbgFq165Nt27dABg4cCBTp05lz549FC9enBUrVpCWlsaiRYswMDCgVKlS3Llzh65duyrX37p1Cw8PD2VIz8HB4a3f69ixYxk+fPhb6wjxoXr06MHGjRvZv38/hQoV0jhXq1YtIiMj+eeff9DR0cHc3BwbGxuKFCkCgI2NDTExMRrXvHz5ksePHyv/O7axsckw4zr987//ty6EECLnfHb/3B8/fjyhoaFcvHhRo/zMmTOEhIRgYmKiHD4+PqSlpXHjxo23tmlkZKSxr6ytra3yQ5WYmEhkZCQBAQEabY8aNYrIyEiNdl5/7yozCQkJ9OvXDxcXF8zNzTExMeHixYsZehrd3NyUv1UqlcYP58WLF3Fzc1P2pwaoWLGixvVdu3Zl5cqVlC5dmgEDBnD48OG3xhUYGEhcXJxy3L59+631hXgfarWaHj16sH79enbv3o2jo+Mb6+bLlw9zc3N2795NTEwMP/zwA/Dqv9uxsbHK5BmA3bt3k5aWRoUKFZQ6+/fv13iPeMeOHRQvXjzDXtBCCCFyzmfV0wivtunz8fEhMDAQf39/pTwhIYHOnTvTq1evDNfY29u/tU1dXV2NzyqVivSNcNLXg1uwYIHyI5VOW1tb47OxsfFb79OvXz927NjBpEmTcHJywtDQkB9//JHk5OR3xpOWlvbWtl/n5+fHzZs32bx5Mzt27KBGjRp0796dSZMmZVpfX19fYzKCENmhe/furFixgr/++gtTU1Pl/UIzMzMMDQ0BCA4OxsXFBSsrK44cOcLPP/9Mnz59KF68OAAuLi74+vrSsWNH5s6dS0pKCj169KBZs2YUKFAAgBYtWjB8+HACAgIYOHAg58+f5/fff2fq1Km58+BCCPGV+uySRoBx48ZRunRp5YcFoEyZMly4cAEnJ6c3Xqenp0dqamqW7mVtbU2BAgW4fv06LVu2/OCY4dUSI/7+/jRs2BB4lZBGRUVlqQ0XFxeWLl3KixcvlN7Go0ePZqhnZWVF27Ztadu2Ld9//z39+/d/Y9IoRE6YM2cO8GoS2uuCg4OVf/BdvnyZwMBAHj9+jIODA4MHD6ZPnz4a9ZcvX06PHj2oUaMGWlpaNG7cmOnTpyvnzczM2L59O927d6ds2bLky5ePoUOHyhqNQgjxiX2WSaOrqystW7bU+OEYOHAg3377LT169KBDhw4YGxtz4cIFduzYwcyZM4FX7/bt37+fZs2aoa+v/9bJIa8bPnw4vXr1wszMDF9fX5KSkjhx4gRPnjyhb9++7x23s7Mz69ato169eqhUKoYMGZKlHkR41asyePBgOnbsSGBgIFFRURmSwaFDh1K2bFlKlSpFUlISGzduxMXFJUv3EeJjvc+29ePGjcuw/uq/WVhYKAt5v4mbmxsHDhzIUnxCCCGy12f3TmO6ESNGaCRcbm5u7Nu3jytXrvD999/j4eHB0KFDlSGs9GuioqIoWrQoVlZW732vDh06sHDhQoKDg3F1daVq1aqEhIS89R2tzEyZMoW8efNSqVIl6tWrh4+PD2XKlMlSGyYmJvz999+cO3cODw8PBg8ezPjx4zXq6OnpERgYiJubG1WqVEFbW1tj1qoQQgghRHZTqd+nu0B8UeLj4zEzMyMuLo48efLkdjhCCCGEeA+5/fv92fY0CiGEEEKIz8dn+U7j58jLy4vSpUu/997WUVFRODo6cvr0aUqXLp2jsTk4ONC7d29lDcv35ep6Ey0t05wJ6itw44YDAPv372fixImcPHmS+/fvs379eho0aKBR9+LFiwwcOJB9+/bx8uVLSpYsydq1azPM/Fer1dSuXZutW7dm2g7Ao0ePcHd35+7duzx58gRzc/OceUAhhBDiNdLT+C/+/v7KNoSvHxMmTGDkyJG5HZ74DCUmJuLu7s6sWbMyPR8ZGcl3331HiRIl2Lt3L2fPnmXIkCEaa3GmmzZtWoYtMP8tICBAY61PIYQQ4lOQnsZM+Pr6ZtjL2crKKsO6jULAq3Uz/fz83nh+8ODB1K5dmwkTJihlry82ny4iIoLJkydz4sQJbG1tM21rzpw5xMbGMnToULZs2fLxwQshhBDvSXoaM6Gvr4+NjY3GUaNGDY3hXwcHB8aMGUP79u0xNTXF3t6e+fPnv7HN1NRUAgICcHR0xNDQkOLFi/P7779r1PH396dBgwZMmjQJW1tbLC0t6d69u8ZOGDExMdSrVw9DQ0McHR1Zvnx5tj+/yD5paWls2rSJYsWK4ePjQ/78+alQoQIbNmzQqPfs2TNatGjBrFmz3rg13oULFxgxYgRLliyRvZuFEEJ8cvLL8xEmT56Mp6cnp0+fplu3bnTt2pXLly9nWjctLY1ChQqxZs0aLly4wNChQxk0aBCrV6/WqLdnzx4iIyPZs2cPoaGhhISEEBISopz39/fn9u3b7Nmzhz///JPZs2dn2LtXfD5iYmJISEhg3Lhx+Pr6sn37dho2bEijRo3Yt2+fUq9Pnz5UqlSJ+vXrZ9pOUlISzZs3Z+LEie/cAUkIIYTICTI8nYmNGzdiYmKifH7T0GPt2rXp1q0b8Grx8alTp7Jnzx6NnWzS6erqMnz4cOWzo6MjR44cYfXq1TRt2lQpz5s3LzNnzkRbW5sSJUpQp04ddu3aRceOHbly5Qpbtmzh+PHjlCtXDoBFixa9c2HvpKQkkpKSlM/x8fHv8S2I7JC+1mj9+vWVnVBKly7N4cOHmTt3LlWrViUsLIzdu3dz+vTpN7YTGBiIi4sLrVq1+iRxCyGEEP8mPY2ZqFatGhEREcrx+s40r3t9MoJKpcLGxuatvX6zZs2ibNmyWFlZYWJiwvz587l165ZGnVKlSmm8O2lra6u0efHiRXR0dChbtqxyvkSJEu+cPTt27FjMzMyUw87O7q31RfbJly8fOjo6lCxZUqPcxcVF+c9+9+7dREZGYm5ujo6ODjo6r/4t17hxY2WLvt27d7NmzRrlfI0aNZT2hw0b9ukeSAghxFdLehozYWxs/NY9rtPp6upqfFapVG/cNnDlypX069ePyZMnU7FiRUxNTZk4cSLHjh374DbfV2BgoMZ2iPHx8ZI4fiJ6enqUK1cuw2sLV65coXDhwgD8+uuvdOjQQeO8q6srU6dOpV69egCsXbuW58+fK+fDw8Np3749Bw4cyHRSjRBCCJHdJGn8RA4dOkSlSpWU4Wx4tRRLVpQoUYKXL19y8uRJZXj68uXLxMbGvvU6fX199PX1sxyzeD8JCQlcu3ZN+Xzjxg0iIiKwsLDA3t6e/v3789NPP1GlShWqVavG1q1b+fvvv9m7dy+AMtnq3+zt7ZWtLP+dGP7zzz/Aqx5LWadRCCHEpyDD05+Is7MzJ06cYNu2bVy5coUhQ4YQHh6epTaKFy+Or68vnTt35tixY5w8eZIOHTpgaGiYQ1GL93HixAk8PDzw8PAAoG/fvsre6AANGzZk7ty5TJgwAVdXVxYuXMjatWv57rvvcjNsIYQQIkukp/ET6dy5M6dPn+ann35CpVLRvHlzunXrluW19oKDg+nQoQNVq1bF2tqaUaNGMWTIkByKWrwPLy8v3rWFe/v27Wnfvv17t/mu9t7nnkIIIUR2Uqnll+erk9sbngshhBAi63L791uGp4UQQgghxDtJ0ii+CPv376devXoUKFAAlUqVYccVtVrN0KFDsbW1xdDQEG9vb65evaqcj4qK0tixp2jRogwbNozk5GSNdrZt28a3336LqakpVlZWNG7cmKioqE/whEIIIUTukncaP5C/vz+xsbEZkpO3cXBwoHfv3hrbEeYmV9ebaGmZ5nYYH+3GDQcSExNxd3enffv2NGrUKEOdCRMmMH36dEJDQ3F0dGTIkCH4+Phw4cIFDAwMuHTpEmlpacybNw8nJyfOnz9Px44dSUxMZNKkSf//PjeoX78+ffv2Zfny5cTFxdGnTx8aNWrEqVOnPvVjCyGEEJ/UV5k0+vv7Exoaqny2sLCgXLlyTJgwQWPB7uwWHh6OsbFxjrX/NfPz83vjzj1qtZpp06bx22+/Kdv0LVmyBGtrazZs2ECzZs3w9fXF19dXuaZIkSJcvnyZOXPmKEnjyZMnSU1NZdSoUcrez/369aN+/fqkpKRkWGNTCCGE+JJ8tcPTvr6+3L9/n/v377Nr1y50dHSoW7dujt7TysoKIyOjHL2HyOjGjRtER0fj7e2tlJmZmVGhQgWOHDnyxuvi4uKwsLBQPpctWxYtLS2Cg4NJTU0lLi6OpUuX4u3tLQmjEEKIL95XmzTq6+sriyqXLl2aX3/9ldu3b/Pw4UMAbt++TdOmTTE3N8fCwoL69eu/9d21p0+f0rJlS4yNjbG1tWXq1Kl4eXlpDEU7ODgwbdo04NU7dCqVioiICOV8bGwsKpVKWfR57969qFQqtm3bhoeHB4aGhlSvXp2YmBi2bNmCi4sLefLkoUWLFjx79iybv6EvR3R0NADW1tYa5dbW1sq5f7t27RozZsygc+fOSpmjoyPbt29n0KBB6OvrY25uzp07d1i9enXOBS+EEEJ8Jr7apPF1CQkJLFu2DCcnJywtLUlJScHHxwdTU1MOHDjAoUOHMDExwdfXN8PEiHR9+/bl0KFDhIWFsWPHDg4cOJBt77kFBQUxc+ZMDh8+rCSz06ZNY8WKFWzatInt27czY8aMN16flJREfHy8xiHe7O7du/j6+tKkSRM6duyolEdHR9OxY0fatm1LeHg4+/btQ09Pjx9//FHWTBRCCPHF+yrfaQTYuHEjJiYmACQmJmJra8vGjRvR0tJixYoVpKWlsXDhQlQqFfBqUW1zc3P27t1LrVq1NNp6+vQpoaGhrFixgho1aij1CxQokC2xjho1isqVKwMQEBBAYGAgkZGRFClSBIAff/yRPXv2MHDgwEyvHzt2LMOHD8+WWP6L0rfoe/DgAba2tkr5gwcPKF26tEbde/fuUa1aNSpVqsT8+fM1zs2aNQszMzMmTJiglC1btgw7OzuOHTvGt99+m3MPIYQQQuSyr7ansVq1akRERBAREcHx48fx8fHBz8+PmzdvcubMGa5du4apqSkmJiaYmJhgYWHBixcvMt0v+vr166SkpFC+fHmlzMzMjOLFi2dLrK9PzrG2tsbIyEhJGNPLYmJi3nh9YGAgcXFxynH79u1sieu/wtHRERsbG3bt2qWUxcfHc+zYMSpWrKiU3b17Fy8vL8qWLUtwcLAy2SXds2fPMpRpa2sDkJaWloNPIIQQQuS+r7an0djYGCcnJ+XzwoULMTMzY8GCBSQkJFC2bFmWL1+e4TorK6tsuX968vH6sGZKSkqmdV+fZKFSqTJMulCpVG9NWvT19dHX1/+YcD97CQkJXLt2Tfl848YNIiIisLCwwN7ent69ezNq1CicnZ2VJXcKFChAgwYNgP9LGAsXLsykSZOUd1vh/3oq69Spw9SpUxkxYgTNmzfn6dOnDBo0iMKFCyv7TgshhBBfqq82afw3lUqFlpYWz58/p0yZMqxatYr8+fO/1zY9RYoUQVdXl/DwcOzt7YFXM2+vXLlClSpVMr0mPfm8f/++knC8PilGZM2JEyeoVq2a8rlv374AtG3blpCQEAYMGEBiYiKdOnUiNjaW7777jq1bt2JgYADAjh07uHbtGteuXaNQoUIabacn9tWrV2fFihVMmDCBCRMmYGRkRMWKFdm6dSuGhoaf6EmFEEKI3PHVJo1JSUnKzNknT54wc+ZMEhISqFevHuXLl2fixInUr1+fESNGUKhQIW7evMm6desYMGBAhqTC1NSUtm3b0r9/fywsLMifPz/Dhg1DS0tLeSfy3wwNDfn2228ZN24cjo6OxMTE8Ntvv+X4c3+pvLy83joZRaVSMWLECEaMGJHpeX9/f/z9/d95n2bNmtGsWbMPDVMIIYT4z/pq32ncunUrtra22NraUqFCBcLDw1mzZg1eXl4YGRmxf/9+7O3tadSoES4uLgQEBPDixYs39jxOmTKFihUrUrduXby9valcuTIuLi5KT1ZmFi9ezMuXLylbtqwyfCqEEEII8TlSqWWtkByRmJhIwYIFmTx5MgEBAbkdjob4+HjMzMyIi4t7r+F3IYQQQuS+3P79/mqHp7Pb6dOnuXTpEuXLlycuLk4ZBk3ftk4IIYQQ4r/sqx2ezgmTJk3C3d0db29vEhMTOXDgAPny5cvtsL54+/fvp169ehQoUACVSsWGDRs0zqvVaoYOHYqtrS2GhoZ4e3tz9epVjTqPHz+mZcuW5MmTB3NzcwICAkhISNCoc/bsWb7//nsMDAyws7PTWK9RCCGE+NJJT2M28fDw4OTJk9nerr+/P7GxsRkSoezg6noTLS3TbG/3U7pxw4HExETc3d1p3749jRo1ylBnwoQJTJ8+ndDQUGW5HR8fHy5cuKC8c9qyZUvu37/Pjh07SElJoV27dnTq1IkVK1YAr4YEatWqhbe3N3PnzuXcuXO0b98ec3NzOnXq9EmfWQghhMgNkjTmoNcTPi8vL0qXLq3sPS2yj5+fH35+fpmeU6vVTJs2jd9++015VWDJkiVYW1uzYcMGmjVrxsWLF9m6dSvh4eF4enoCMGPGDGrXrs2kSZMoUKAAy5cvJzk5mcWLF6Onp0epUqWIiIhgypQpkjQKIYT4KsjwtPii3bhxg+joaLy9vZUyMzMzKlSowJEjRwA4cuQI5ubmSsII4O3tjZaWFseOHVPqVKlSBT09PaWOj48Ply9f5smTJ5/oaYQQQojcI0njJ+Dv78++ffv4/fffUalUqFQqoqKiSE1NJSAgAEdHRwwNDSlevDi///77G9tZsmQJlpaWJCUlaZQ3aNCA1q1b5/Rj/Celr8VpbW2tUW5tba2ci46OJn/+/BrndXR0sLCw0KiTWRuv30MIIYT4kknS+An8/vvvVKxYkY4dO3L//n3u37+PnZ0daWlpFCpUiDVr1nDhwgWGDh3KoEGDWL16dabtNGnShNTUVMLCwpSymJgYNm3aRPv27d94/6SkJOLj4zUOIYQQQoiskKTxEzAzM0NPTw8jIyNsbGywsbFBW1sbXV1dhg8fjqenJ46OjrRs2ZJ27dq9MWk0NDSkRYsWBAcHK2XLli3D3t4eLy+vN95/7NixmJmZKYednV12P+JnK33f6AcPHmiUP3jwQDlnY2NDTEyMxvmXL1/y+PFjjTqZtfH6PYQQQogvmSSNuWzWrFmULVsWKysrTExMmD9/Prdu3Xpj/Y4dO7J9+3bu3r0LQEhICP7+/m/crhAgMDCQuLg45bh9+3a2P8fnytHRERsbG3bt2qWUxcfHc+zYMSpWrAhAxYoViY2N1Zj9vnv3btLS0qhQoYJSZ//+/aSkpCh1duzYQfHixcmbN+8nehohhBAi90jSmItWrlxJv379CAgIYPv27URERNCuXTuSk5PfeI2Hhwfu7u4sWbKEkydP8r///e+deybr6+uTJ08ejeNLkpCQQEREBBEREcCryS8RERHcunULlUqlbNEYFhbGuXPnaNOmDQUKFKBBgwYAuLi44OvrS8eOHTl+/DiHDh2iR48eNGvWjAIFCgDQokUL9PT0CAgI4H//+x+rVq3i999/p2/fvrn01EIIIcSnJUvufCJ6enqkpqZqlB06dIhKlSrRrVs3pSwyMvKdbXXo0IFp06Zx9+5dvL29v6rh5sycOHGCatWqKZ/TE7m2bdsSEhLCgAEDSExMpFOnTsTGxvLdd9+xdetWjX3Bly9fTo8ePahRowZaWlo0btyY6dOnK+fNzMzYvn073bt3p2zZsuTLl4+hQ4fKcjtCCCG+GpI0fiIODg4cO3aMqKgoTExMsLCwwNnZmSVLlrBt2zYcHR1ZunQp4eHhODo6vrWtFi1a0K9fPxYsWMCSJUs+0RN8vry8vHjbFuoqlYoRI0YoWztmxsLCQlnI+03c3Nw4cODAB8cphBBC/JfJ8PQn0q9fP7S1tSlZsiRWVlbcunWLzp0706hRI3766ScqVKjAo0ePNHod38TMzIzGjRtjYmKiDLEKIYQQQuQklfptXTTis1WjRg1KlSqlMYT6vuLj4zEzMyMuLu6Le79RCCGE+FLl9u+3DE//xzx58oS9e/eyd+9eZs+endvhCCGEEOIrIUnjf4yHhwe3bt2iXr16FC9e/KPacnW9iZaWaTZF9uFu3HDAwcGBmzdvZjjXrVs3Zs2axYsXL/jll19YuXIlSUlJ+Pj4MHv2bI1dWjJbduiPP/6gWbNmORq/EEII8TX4Yt9pTF+7UKVSoauri7W1NTVr1mTx4sWkpaXldngfLCoqCnt7e43Zwl+C8PBwZbec+/fvs2PHDuDVLjgAffr04e+//2bNmjXs27ePe/fu0ahRowztBAcHa7Qj73wKIYQQ2eOL7mn09fUlODiY1NRUHjx4wNatW/n555/5888/CQsLQ0fnv/X4ycnJ6Onp5XYYOcLKykrj87hx4yhatChVq1YlLi6ORYsWsWLFCqpXrw68Sg5dXFw4evQo3377rXKdubm57NAihBBC5IAvtqcRXi1qbWNjQ8GCBSlTpgyDBg3ir7/+YsuWLYSEhAAQGxtLhw4dsLKyIk+ePFSvXp0zZ84obQQFBVG6dGmWLl2Kg4MDZmZmNGvWjKdPnyp1vLy86NmzJ7179yZv3rxYW1uzYMECEhMTadeuHaampjg5ObFlyxblmtTUVAICAnB0dMTQ0JDixYvz+++/a8Tv7+9PgwYNGD16NAUKFHjjcPTChQsxNzfX2PXkvyw5OZlly5bRvn17VCoVJ0+eJCUlBW9vb6VOiRIlsLe358iRIxrXdu/enXz58lG+fHkWL1781qV4hBBCCPH+vuikMTPVq1fH3d2ddevWAa+GP2NiYtiyZQsnT56kTJky1KhRg8ePHyvXREZGsmHDBjZu3MjGjRvZt28f48aN02g3NDSUfPnycfz4cXr27EnXrl1p0qQJlSpV4tSpU9SqVYvWrVvz7NkzANLS0ihUqBBr1qzhwoULDB06lEGDBmXYd3rXrl1cvnyZHTt2sHHjxgzPM2HCBH799Ve2b99OjRo1svvryhUbNmwgNjZW2ekmOjoaPT09zM3NNepZW1sTHR2tfB4xYgSrV69mx44dNG7cmG7dujFjxoxPGLkQQgjx5fpvjc9mkxIlSnD27FkOHjzI8ePHiYmJQV9fH4BJkyaxYcMG/vzzT2W3j7S0NEJCQjA1fTVppHXr1uzatYvRo0crbbq7u/Pbb78Br/Z6HjduHPny5aNjx44ADB06lDlz5nD27Fm+/fZbdHV1GT58uHK9o6MjR44cYfXq1TRt2lQpNzY2ZuHChZkOSw8cOJClS5eyb98+SpUq9cbnTUpKIikpSfkcHx+f5e/sU1q0aBF+fn7KFn7va8iQIcrfHh4eJCYmMnHiRHr16pXdIQohhBBfna8yaVSr1ahUKs6cOUNCQgKWlpYa558/f66xnZ+Dg4OSMALY2toSExOjcY2bm5vyt7a2NpaWlri6uipl6bN8X79u1qxZLF68mFu3bvH8+XOSk5MpXbq0Rruurq6ZJoyTJ08mMTGREydOUKRIkbc+79ixYzUS1M/ZzZs32blzp9ITDGBjY0NycjKxsbEavY0PHjx46/uLFSpUYOTIkSQlJSn/KBBCCCHEh/nqhqcBLl68iKOjIwkJCdja2hIREaFxXL58mf79+yv1dXV1Na5XqVQZZmBnVuf1svTlYNKvW7lyJf369SMgIIDt27cTERFBu3btSE5O1mjH2Ng402f4/vvvSU1NzTCcnZnAwEDi4uKU4/bt2++8JrcEBweTP39+6tSpo5SVLVsWXV1djXc2L1++zK1bt6hYseIb24qIiCBv3rySMAohhBDZ4Kvrady9ezfnzp2jT58+FCpUiOjoaHR0dHBwcPikcRw6dIhKlSppbBv4eu/mu5QvX54ePXrg6+uLjo4O/fr1e2NdfX39/0TilJaWRnBwMG3bttWY2W5mZkZAQAB9+/bFwsKCPHny0LNnTypWrKjMnP7777958OAB3377LQYGBuzYsYMxY8a89XsRQgghxPv7opPGpKQkoqOjNZbcGTt2LHXr1qVNmzZoaWlRsWJFGjRowIQJEyhWrBj37t1j06ZNNGzYEE9PzxyLzdnZmSVLlrBt2zYcHR1ZunQp4eHhODo6vncblSpVYvPmzfj5+aGjo0Pv3r1zLN5PYefOndy6dYv27dtnODd16lS0tLRo3LixxuLe6XR1dZk1axZ9+vRBrVbj5OTElClTlHdKhRBCCPFxvuikcevWrdja2qKjo0PevHlxd3dn+vTptG3bFi2tVyPzmzdvZvDgwbRr146HDx9iY2NDlSpVNHYayQmdO3fm9OnT/PTTT6hUKpo3b063bt00luV5H9999x2bNm2idu3aaGtr07NnzxyKOOfVqlXrjUvkGBgYMGvWLGbNmpXpeV9fX3x9fXMyPCGEEOKrplLLQnZfndze8FwIIYQQWZfbv99f5UQYIYQQQgiRNZI0CiGEEEKId/qi32n8EgQFBbFhwwYiIiKyvW1X15toaZm+u2IOunHDAYC7d+8ycOBAtmzZwrNnz3ByciI4OFiZjJS+ZNG/TZgwQVke6cqVK/Tv359Dhw6RnJyMm5sbI0eOpFq1ap/kWYQQQogvmfQ0foSHDx/StWtX7O3tlX2ufXx8OHToULbdo1+/fl/MntJv8uTJEypXroyuri5btmzhwoULTJ48mbx58yp17t+/r3EsXrwYlUpF48aNlTp169bl5cuX7N69m5MnT+Lu7k7dunU1thoUQgghxIeRiTAfoUqVKiQnJzN27FiKFCnCgwcP2LVrF6VKleKHH37I7fDeKP1FWnv7s59FT+Ovv/7KoUOHOHDgwHtf16BBA54+faok1P/88w9WVlbs37+f77//HoCnT5+SJ08eduzYgbe3d47EL4QQQnwqMhHmPyo2NpYDBw4wfvx4qlWrRuHChSlfvjyBgYFKwqhSqZgzZw5+fn4YGhpSpEgR/vzzT412Bg4cSLFixTAyMqJIkSIMGTKElJQU5XxQUJDG1oL+/v40aNCASZMmYWtri6WlJd27d9e45r8mLCwMT09PmjRpQv78+fHw8GDBggVvrP/gwQM2bdpEQECAUmZpaUnx4sVZsmQJiYmJvHz5knnz5pE/f37Kli37KR5DCCGE+KJJ0viBTExMMDExYcOGDSQlJb2x3pAhQ2jcuDFnzpyhZcuWNGvWjIsXLyrnTU1NCQkJ4cKFC/z+++8sWLCAqVOnvvXee/bsITIykj179hAaGkpISAghISFvrJ+UlER8fLzG8Tm5fv06c+bMwdnZmW3bttG1a1d69epFaGhopvVDQ0MxNTWlUaNGSplKpWLnzp2cPn0aU1NTDAwMmDJlClu3btUY5hZCCCHEh5Hh6Y+wdu1aOnbsyPPnzylTpgxVq1alWbNmuLm5Aa8SmS5dujBnzhzlmm+//ZYyZcpo7GbyukmTJrFy5UpOnDgBZJwI4+/vz969e4mMjERbWxuApk2boqWlxcqVKzNtMygoiOHDh2co/1yGp/X09PD09OTw4cNKea9evQgPD+fIkSMZrilRogQ1a9ZkxowZSplaraZBgwakpKQwePBgDA0NWbhwIWFhYYSHh2Nra/tJnkcIIYTIKTI8/R/WuHFj7t27R1hYGL6+vuzdu5cyZcpo9PpVrFhR45qKFStq9DSuWrWKypUrY2Njg4mJCb/99hu3bt16631LlSqlJIwAtra2xMTEvLF+YGAgcXFxynH79u0sPmnOsrW1pWTJkhplLi4umX4PBw4c4PLly3To0EGjfPfu3WzcuJGVK1dSuXJlJTE3NDR8Y4+lEEIIId6fJI0fycDAgJo1azJkyBAOHz6Mv78/w4YNe69rjxw5QsuWLalduzYbN27k9OnTDB48mOTk5Ldep6urq/FZpVKRlpb2xvr6+vrkyZNH4/icVK5cmcuXL2uUXblyhcKFC2eou2jRIsqWLYu7u7tG+bNnzwCU7SHTaWlpvfW7EUIIIcT7kaQxm5UsWZLExETl89GjRzXOHz16FBcXFwAOHz5M4cKFGTx4MJ6enjg7O3Pz5s1PGu/noE+fPhw9epQxY8Zw7do1VqxYwfz58+nevbtGvfj4eNasWZOhlxFe9eDmzZuXtm3bcubMGWXNxhs3blCnTp1P9ShCCCHEF0sW9/5Ajx49okmTJrRv3x43NzdMTU05ceIEEyZMoH79+kq9NWvW4OnpyXfffcfy5cs5fvw4ixYtAsDZ2Zlbt26xcuVKypUrx6ZNm1i/fn1uPVKuKVeuHOvXrycwMJARI0bg6OjItGnTaNmypUa9lStXolarad68eYY28uXLx9atWxk8eDDVq1cnJSWFUqVK8ddff2XolRRCCCFE1knS+IFMTEyoUKECU6dOJTIykpSUFOzs7OjYsSODBg1S6g0fPpyVK1fSrVs3bG1t+eOPP5T393744Qf69OlDjx49SEpKok6dOgwZMoSgoKBceqrcU7duXerWrfvWOp06daJTp05vPO/p6cm2bduyOzQhhBBCILOnc5RKpWL9+vU0aNAgt0PRkNuzr4QQQgiRdbn9+y3vNAohhBBCiHeSpFF8MuPGjUOlUtG7d2+lLDo6mtatW2NjY4OxsTFlypRh7dq1mV6flJRE6dKlUalUyrqVQgghhPg05J3GHPSxI/9RUVE4Ojpy+vRpja0Es4ur680cW9z7xg0Hjc/h4eHMmzdPWfg8XZs2bYiNjSUsLIx8+fKxYsUKmjZtyokTJ/Dw8NCoO2DAAAoUKMCZM2dyJGYhhBBCvJn0NL7BkSNH0NbWzvblWkJCQjA3N3+vunZ2dty/f59vvvkmW2P41BISEmjZsiULFizIsKXf4cOH6dmzJ+XLl6dIkSL89ttvmJubc/LkSY16W7ZsYfv27UyaNOlThi6EEEKI/0+SxjdYtGgRPXv2ZP/+/dy7d++T3z85ORltbW1sbGzQ0flvdwh3796dOnXq4O3tneFcpUqVWLVqFY8fPyYtLY2VK1fy4sULvLy8lDoPHjygY8eOLF26FCMjo08YuRBCCCHSSdKYiYSEBFatWkXXrl2pU6eOxraAmfUUbtiwAZVKpXw+c+YM1apVw9TUlDx58lC2bFlOnDjB3r17adeuHXFxcahUKlQqlbK8joODAyNHjqRNmzbkyZOHTp06ERUVpfH+XmpqKgEBATg6OmJoaEjx4sX5/fffc/jb+DgrV67k1KlTjB07NtPzq1evJiUlBUtLS/T19encuTPr16/HyckJeDXE7+/vT5cuXfD09PyUoQshhBDiNf/tLqwcsnr1akqUKEHx4sVp1aoVvXv3JjAwUCMxfJuWLVvi4eHBnDlz0NbWJiIiAl1dXSpVqsS0adMYOnSosm2eiYmJct2kSZMYOnToG7chTEtLo1ChQqxZswZLS0sOHz5Mp06dsLW1pWnTpm+MJykpiaSkJOVzfHz8ez3Hx7p9+zY///wzO3bswMDAINM6Q4YMITY2lp07d5IvXz42bNhA06ZNOXDgAK6ursyYMYOnT58SGBj4SWIWQgghROYkaczEokWLaNWqFQC+vr7ExcWxb98+jSHTt7l16xb9+/enRIkSwKudX9KZmZmhUqmwsbHJcF316tX55ZdflM9RUVEa53V1dRk+fLjy2dHRkSNHjrB69eq3Jo1jx47VuO5TOXnyJDExMZQpU0YpS01NZf/+/cycOZPLly8zc+ZMzp8/T6lSpQBwd3fnwIEDzJo1i7lz57J7926OHDmCvr6+Rtuenp60bNmS0NDQT/pMQgghxNdKhqf/5fLlyxw/flzZqk5HR4effvpJ2frvffTt25cOHTrg7e3NuHHjiIyMfK/r3mf4ddasWZQtWxYrKytMTEyYP38+t27deus1gYGBxMXFKcft27ffK56PVaNGDc6dO0dERIRypCd7ERERPHv2DAAtLc3/Gmpra5OWlgbA9OnTOXPmjHL95s2bAVi1ahWjR4/+JM8hhBBCCOlpzGDRokW8fPmSAgUKKGVqtRp9fX1mzpyJlpZWhqV0UlJSND4HBQXRokULNm3axJYtWxg2bBgrV66kYcOGb723sbHxW8+vXLmSfv36MXnyZCpWrIipqSkTJ07k2LFjb71OX18/Q0/dp2Bqapph5rexsTGWlpZ88803pKSk4OTkROfOnZk0aRKWlpZs2LCBHTt2sHHjRgDs7e01rk8fzi9atCiFChX6NA8ihBBCCEkaX/fy5UuWLFnC5MmTqVWrlsa5Bg0a8Mcff1C4cGGePn1KYmKikuRlttB0sWLFKFasGH369KF58+YEBwfTsGFD9PT0SE1N/aD4Dh06RKVKlejWrZtS9r69mJ8jXV1dNm/ezK+//kq9evVISEjAycmJ0NBQateundvhCSGEEOI1kjS+ZuPGjTx58oSAgADMzMw0zjVu3JhFixaxbds2jIyMGDRoEL169eLYsWMas6ufP39O//79+fHHH3F0dOTOnTuEh4fTuHFj4NUs6YSEBHbt2oW7uztGRkbvvYyMs7MzS5YsYdu2bTg6OrJ06VLCw8NxdHTMtu8gp+3du1fjs7Oz8xt3gMmMg4PDRy+aLoQQQoisk3caX7No0SK8vb0zJIzwKmk8ceIEd+7cYdmyZWzevBlXV1f++OMPZdkcePU+3qNHj2jTpg3FihWjadOm+Pn5KRNRKlWqRJcuXfjpp5+wsrJiwoQJ7x1f586dadSoET/99BMVKlTg0aNHGr2OQgghhBA5RaWWbpuvTnx8PGZmZsTFxZEnT57cDkcIIYQQ7yG3f7+lp1EIIYQQQryTJI05xMvLi969e+f4fYKCgihduvQHXevqehNHx6hsPzIzbtw4VCpVhu/kyJEjVK9eHWNjY/LkyUOVKlV4/vy5cv7UqVPUrFkTc3NzLC0t6dSpEwkJCR/0vEIIIYT4cJI0ZsLf358GDRrkdhhfjPDwcObNm4ebm5tG+ZEjR/D19aVWrVocP36c8PBwevTooazbeO/ePby9vXFycuLYsWNs3bqV//3vf/j7++fCUwghhBBfN5k9nUXJycno6enldhj/GQkJCbRs2ZIFCxYwatQojXN9+vShV69e/Prrr0pZ8eLFlb83btyIrq4us2bNUhLJuXPn4ubmxrVr15T9qYUQQgiR86Sn8R28vLzo0aMHvXv3Jl++fPj4+ABw/vx5/Pz8MDExwdramtatW/PPP/+8sZ2lS5fi6emJqakpNjY2tGjRgpiYGOX83r17UalU7Nq1C09PT4yMjKhUqZKyR3W6cePGYW1tjampKQEBAbx48SJnHjybdO/enTp16uDt7a1RHhMTw7Fjx8ifPz+VKlXC2tqaqlWrcvDgQaVOUlISenp6GjvGGBoaAmjUE0IIIUTOk6TxPYSGhqKnp8ehQ4eYO3cusbGxVK9eHQ8PD06cOMHWrVt58ODBW/d/TklJYeTIkZw5c4YNGzYQFRWV6TDr4MGDmTx5MidOnEBHR4f27dsr51avXk1QUBBjxozhxIkT2NraMnv27Jx45GyxcuVKTp06xdixYzOcu379OvDqncyOHTuydetWypQpQ40aNbh69Srwai/u6OhoJk6cSHJyMk+ePFF6Je/fv//pHkQIIYQQMjz9PpydnTXWUxw1ahQeHh6MGTNGKVu8eDF2dnZcuXKFYsWKZWjj9eSvSJEiTJ8+nXLlypGQkKBsjQcwevRoqlatCsCvv/5KnTp1ePHiBQYGBkybNo2AgAACAgKUOHbu3PnO3sakpCSSkpKUz/Hx8Vn8BrLu9u3b/Pzzz+zYsQMDA4MM59P3lu7cuTPt2rUDwMPDg127drF48WLGjh1LqVKlCA0NpW/fvgQGBqKtrU2vXr2wtrbOsF+1EEIIIXKW/PK+h7Jly2p8PnPmDHv27MHExEQ5SpQoAbx5W7+TJ09Sr1497O3tMTU1VRLDW7duadR7fbKIra0tgDKMffHiRSpUqKBRv2LFiu+Mf+zYsZiZmSmHnZ3dO6/5WCdPniQmJoYyZcqgo6ODjo4O+/btY/r06ejo6GBtbQ1AyZIlNa5zcXHR+E5atGhBdHQ0d+/e5dGjRwQFBfHw4UOKFCmS488ghBBCiP8jPY3vIX2P6XQJCQnUq1eP8ePHZ6ibnui9LjExER8fH3x8fFi+fDlWVlbcunULHx8fkpOTNerq6uoqf6tUKuD/euU+VGBgIH379lU+x8fH53jiWKNGDc6dO6dR1q5dO0qUKMHAgQMpUqQIBQoUyPDO5pUrV/Dz88vQXnqSuXjxYgwMDKhZs2bOBS+EEEKIDCRp/ABlypRh7dq1ODg4oKPz7q/w0qVLPHr0iHHjxinJ2okTJ7J8XxcXF44dO0abNm2UsqNHj77zOn19ffT19bN8v49hamrKN998o1FmbGyMpaWlUt6/f3+GDRuGu7s7pUuXJjQ0lEuXLvHnn38q18ycOZNKlSphYmLCjh076N+/P+PGjcPc3PxTPo4QQgjx1ZOk8QN0796dBQsW0Lx5cwYMGICFhQXXrl1j5cqVLFy4EG1tbY369vb26OnpMWPGDLp06cL58+cZOXJklu/7888/4+/vj6enJ5UrV2b58uX873//+88O1fbu3ZsXL17Qp08fHj9+jLu7Ozt27KBo0aJKnePHjzNs2DASEhIoUaIE8+bNo3Xr1rkYtRBCCPF1kqTxAxQoUIBDhw4xcOBAatWqRVJSEoULF8bX1zfTCRpWVlaEhIQwaNAgpk+fTpkyZZg0aRI//PBDlu77008/ERkZyYABA3jx4gWNGzema9eubNu2LbseLUft3bs3Q9mvv/6qsU7jvy1ZsiQHIxJCCCHE+1Kp1Wp1bgchPq3c3vBcCCGEEFmX27/fMntaCCGEEEK8kySNQgghhBDinSRpzCEhISGfZIZvVFQUKpWKiIiILF/r6noTR8eoLB3wat3HcuXKYWpqSv78+WnQoEGGpXOio6Np3bo1NjY2GBsbKzPOX3fq1Clq1qyJubk5lpaWdOrUiYSEhA/9KoQQQgiRgyRpfAt/f39UKhUqlQo9PT2cnJwYMWIEL1++zO3QctW+ffvo3r07R48eZceOHaSkpFCrVi0SExOVOm3atOHy5cuEhYVx7tw5GjVqRNOmTTl9+jQA9+7dw9vbGycnJ44dO8bWrVv53//+l+nWikIIIYTIfTJ7+h18fX0JDg4mKSmJzZs30717d3R1dQkMDMzt0HLN1q1bNT6HhISQP39+Tp48SZUqVQA4fPgwc+bMoXz58gD89ttvTJ06lZMnT+Lh4cHGjRvR1dVl1qxZyozzuXPn4ubmxrVr13Bycvq0DyWEEEKIt5KexnfQ19fHxsaGwoUL07VrV7y9vQkLC+PJkye0adOGvHnzYmRkhJ+fH1evXn1jO5GRkdSvXx9ra2tMTEwoV64cO3fu1Kjj4ODAmDFjaN++Paamptjb2zN//nyNOsePH8fDwwMDAwM8PT2VnrvcFBcXB4CFhYVSVqlSJVatWsXjx49JS0tj5cqVvHjxAi8vL+DVfth6enoaSxQZGhoCcPDgwU8XvBBCCCHeiySNWWRoaEhycjL+/v6cOHGCsLAwjhw5glqtpnbt2qSkpGR6XUJCArVr12bXrl2cPn0aX19f6tWrl2Hv6cmTJyvJYLdu3ejatavyvmBCQgJ169alZMmSnDx5kqCgIPr165fjz/w2aWlp9O7dm8qVK2vsALN69WpSUlKwtLREX1+fzp07s379eqUHsXr16kRHRzNx4kSSk5N58uSJsl7j/fv3c+VZhBBCCPFmkjS+J7Vazc6dO9m2bRv29vaEhYWxcOFCvv/+e9zd3Vm+fDl3795lw4YNmV7v7u5O586d+eabb3B2dmbkyJEULVqUsLAwjXq1a9emW7duODk5MXDgQPLly8eePXsAWLFiBWlpaSxatIhSpUpRt25d+vfv/87Yk5KSiI+P1ziyS/fu3Tl//jwrV67UKB8yZAixsbHs3LmTEydO0LdvX5o2barsR12qVClCQ0OZPHkyRkZG2NjY4OjoiLW1daYLpAshhBAid8k7je+wceNGTExMSElJIS0tjRYtWtCoUSM2btxIhQoVlHqWlpYUL16cixcvZtpOQkICQUFBbNq0ifv37/Py5UueP3+eoafRzc1N+VulUmFjY0NMTAwAFy9exM3NDQMDA6VOxYoV3/kMY8eOZfjw4Vl67vfRo0cPNm7cyP79+ylUqJBSHhkZycyZMzl//jylSpUCXiXNBw4cYNasWcydOxeAFi1a0KJFCx48eICxsTEqlYopU6b8Z7dFFEIIIb5k0qXzDtWqVSMiIoKrV6/y/PlzQkNDUalUWW6nX79+rF+/njFjxnDgwAEiIiJwdXUlOTlZo56urq7GZ5VKRVpa2kc9Q2BgIHFxccpx+/btj2pPrVbTo0cP1q9fz+7du3F0dNQ4/+zZM4AMPYba2tqZPkv6e56rVq3CwMCAmjVrflR8QgghhMh+H5Q0tm3blv3792d3LJ8lY2NjnJycsLe3R0fnVcesi4sLL1++5NixY0q9R48ecfnyZUqWLJlpO4cOHcLf35+GDRvi6uqKjY0NUVFRWYrFxcWFs2fP8uLFC6Xs6NGj77xOX1+fPHnyaBwfo3v37ixbtowVK1ZgampKdHQ00dHRPH/+HIASJUrg5ORE586dOX78OJGRkUyePJkdO3bQoEEDpZ2ZM2dy6tQprly5wqxZs+jRowdjx479JOtbCiGEECJrPihpjIuLw9vbG2dnZ8aMGcPdu3ezO67PmrOzM/Xr16djx44cPHiQM2fO0KpVKwoWLEj9+vXfeM26deuIiIjgzJkztGjRIss9iC1atEClUtGxY0cuXLjA5s2bmTRpUnY8UpbMmTOHuLg4vLy8sLW1VY5Vq1YBr3pLN2/ejJWVFfXq1cPNzY0lS5YQGhpK7dq1lXaOHz9OzZo1cXV1Zf78+cybN49evXp98ucRQgghxLt90DuNGzZs4OHDhyxdupTQ0FCGDRuGt7c3AQEB1K9fP8MQ65coODiYn3/+mbp165KcnEyVKlXYvHnzG599ypQptG/fnkqVKpEvXz4GDhyY5QkpJiYm/P3333Tp0gUPDw9KlizJ+PHjady4cXY80ntTq9XvrOPs7JxhB5h/W7JkSXaFJIQQQogcplK/TwbwDqdOnSI4OJiFCxdiYmJCq1at6NatG87OztkRo8hm8fHxmJmZERcX99FD1UIIIYT4NHL79/ujJ8Lcv3+fHTt2sGPHDrS1talduzbnzp2jZMmSTJ06NTtiFEIIIYQQueyDksaUlBTWrl1L3bp1KVy4MGvWrKF3797cu3eP0NBQdu7cyerVqxkxYkR2xyty0dixYylXrhympqbkz5+fBg0aKAuPp+vcuTNFixbF0NAQKysr6tevz6VLlzJt79GjRxQqVAiVSkVsbOwneAIhhBBCfKgPeqfR1taWtLQ0mjdvzvHjxyldunSGOtWqVZNZsJ85V9ebaGmZvlfdGzcc2LdvH927d6dcuXK8fPmSQYMGUatWLS5cuICxsTEAZcuWpWXLltjb2/P48WOCgoKoVasWN27cQFtbW6PNgIAA3NzcvrqJVEIIIcR/0Qe907h06VKaNGmiscj0lyY6OpqxY8eyadMm7ty5g5mZGU5OTrRq1Yq2bdtiZGSU2yF+sPR3Iuztz2Ypafy3hw8fkj9/fvbt20eVKlUyve7s2bO4u7tz7do1ihYtqpTPmTOHVatWMXToUGrUqMGTJ0/kHxlCCCHEW+T2O41Z7mlMSUmhXbt2eHh4aOw1/CW5fv06lStXxtzcnDFjxuDq6oq+vj7nzp1j/vz5FCxYkB9++CHDdSkpKV/FzPF0cXFxAFhYWGR6PjExkeDgYBwdHbGzs1PKL1y4wIgRIzh27BjXr1//JLEKIYQQ4uNk+Z1GXV1d7O3tSU1NzYl4PgvdunVDR0eHEydO0LRpU1xcXChSpAj169dn06ZN1KtXD3i1W8ucOXP44YcfMDY2ZvTo0QD89ddflClTBgMDA4oUKcLw4cN5+fKl0n5sbCwdOnTAysqKPHnyUL16dc6cOaMRw99//025cuUwMDAgX758NGzYUDmXlJREv379KFiwIMbGxlSoUIG9e/fm/BfzmrS0NHr37k3lypUz/ONh9uzZmJiYYGJiwpYtW9ixYwd6enpK7M2bN2fixInY29t/0piFEEII8eE+aCLM4MGDGTRoEI8fP87ueHLdo0eP2L59O927d1fe0/u317cRDAoKomHDhpw7d4727dtz4MAB2rRpw88//8yFCxeYN28eISEhSkIJ0KRJE2JiYtiyZQsnT56kTJky1KhRQ/k+N23aRMOGDalduzanT59m165dlC9fXrm+R48eHDlyhJUrV3L27FmaNGmCr68vV69ezTTepKQk4uPjNY6P1b17d86fP8/KlSsznGvZsiWnT59m3759FCtWjKZNmyq72AQGBuLi4kKrVq0+OgYhhBBCfELqD1C6dGm1iYmJWl9fX12sWDG1h4eHxvFfdvToUTWgXrdunUa5paWl2tjYWG1sbKweMGCAWq1WqwF17969NerVqFFDPWbMGI2ypUuXqm1tbdVqtVp94MABdZ48edQvXrzQqFO0aFH1vHnz1Gq1Wl2xYkV1y5YtM43v5s2bam1tbfXdu3cz3DcwMDDTa4YNG6YGMhz29mfVDg433ut4Xffu3dWFChVSX79+PdP7vS4pKUltZGSkXrFihVqtVqvd3d3VWlpaam1tbbW2trZaS0tLDai1tbXVQ4cOfWd7QgghxNcqLi5ODajj4uJy5f4fNHu6fv36Gr1tX4Pjx4+TlpZGy5YtSUpKUso9PT016p05c4ZDhw5p9Cympqby4sULnj17xpkzZ0hISMDS0lLjuufPnxMZGQlAREQEHTt2zDSOc+fOkZqaSrFixTTKk5KSMrSZLjAwkL59+yqf4+PjNd4xfF9qtZqePXuyfv169u7di6Oj43tdo1arle9s7dq1yh7VAOHh4UoP7esTZYQQQgjxefmgpDEoKCibw/h8ODk5oVKpMqw/WKRIEQAMDQ01yv89hJ2QkMDw4cNp1KhRhrYNDAxISEjA1tY203cQ02cP//se/25fW1ubkydPZljCxsTEJNNr9PX10dfXf2Ob76t79+6sWLGCv/76C1NTU6KjowEwMzPD0NCQ69evs2rVKmrVqoWVlRV37txh3LhxGBoaKntO/zsx/OeffwBwcXGR2dNCCCHEZ+yDksYiRYoQHh6eoWcrNjaWMmXK/KdnxFpaWlKzZk1mzpxJz5493/he45uUKVOGy5cv4+Tk9Mbz0dHR6Ojo4ODgkGkdNzc3du3aRbt27TKc8/DwIDU1lZiYGL7//vssxfax5syZA4CXl5dGeXBwMP7+/hgYGHDgwAGmTZvGkydPsLa2pkqVKhw+fJj8+fN/0liFEEIIkb0+KGmMiorKdPZ0UlISd+7c+eigctvs2bOpXLkynp6eBAUF4ebmhpaWFuHh4Vy6dImyZcu+8dqhQ4dSt25d7O3t+fHHH9HS0uLMmTOcP3+eUaNG4e3tTcWKFWnQoAETJkygWLFi3Lt3T5n84unpybBhw6hRowZFixalWbNmvHz5ks2bNzNw4ECKFStGy5YtadOmDZMnT8bDw4OHDx+ya9cu3NzcqFOnTo59L+p3LOlZoEABNm/enKU2vby83tmuEEIIIXJflpLGsLAw5e9t27ZhZmamfE5NTWXXrl3v9Z7b565o0aKcPn2aMWPGEBgYyJ07d9DX16dkyZL069ePbt26vfFaHx8fNm7cyIgRIxg/fjy6urqUKFGCDh06AK9mXm/evJnBgwfTrl07Hj58iI2NDVWqVMHa2hp4lUitWbOGkSNHMm7cOPLkyaOxeHZwcDCjRo3il19+4e7du+TLl49vv/2WunXr5uwXI4QQQoivVpZ2hNHSerVCj0qlytA7pKuri4ODA5MnT5bk5TOX2yvKCyGEECLrcvv3O0s9jWlpaQA4OjoSHh5Ovnz5ciQoIYQQQgjxefmgxb1v3Ljx1SaM/v7+NGjQILfDyBaurjdxdIzKcKTbv38/9erVo0CBAqhUKjZs2PDGtrp06YJKpWLatGkZzm3atIkKFSpgaGhI3rx5v5jvTwghhPiafNBEGIBdu3axa9cuYmJilB7IdIsXL36vNvz9/YmNjX1rMiJyT2JiIu7u7rRv3z7TJYTSrV+/nqNHj1KgQIEM59auXUvHjh0ZM2YM1atX5+XLl5w/fz4nwxZCCCFEDvigpHH48OGMGDECT09PbG1tv7qFvnNDcnKysn/zp+Ln54efn99b69y9e5eePXuybdu2DDO3X758yc8//8zEiRMJCAhQykuWLJkj8QohhBAi53zQ8PTcuXMJCQnh2LFjbNiwgfXr12scHyskJCTDQs8bNmxQklO1Wo23tzc+Pj7KhJzHjx9TqFAhhg4dqlyzcOFCXFxcMDAwoESJEsyePVs5FxUVhUqlYvXq1Xz//fcYGhpSrlw5rly5Qnh4OJ6enpiYmODn58fDhw8zxDh8+HCsrKzIkycPXbp0ITk5WTmXlJREr169yJ8/PwYGBnz33XeEh4e/9/PBqwXUS5cuzcKFC3F0dMTAwACAS5cu8d1332FgYEDJkiXZuXPnO4eOc0paWhqtW7emf//+lCpVKsP5U6dOcffuXbS0tPDw8MDW1hY/Pz/paRRCCCH+gz4oaUxOTqZSpUrZHct7U6lUhIaGEh4ezvTp04FX79QVLFhQSRqXL1/O0KFDGT16NBcvXmTMmDEMGTKE0NBQjbaGDRvGb7/9xqlTp9DR0aFFixYMGDCA33//nQMHDnDt2jWNRBReDc1fvHiRvXv38scff7Bu3TqGDx+unB8wYABr164lNDSUU6dO4eTkhI+PD48fP87Sc167do21a9eybt06IiIiSE1NpUGDBhgZGXHs2DHmz5/P4MGDP+QrzBbjx49HR0eHXr16ZXo+fZH3oKAgfvvtNzZu3EjevHnx8vLK8nchhBBCiNz1QcPTHTp0YMWKFQwZMiS743lvBQsWZN68ebRp04bo6Gg2b97M6dOn0dF59UjDhg1j8uTJyrt4jo6OXLhwgXnz5tG2bVulnX79+uHj4wPAzz//TPPmzdm1axeVK1cGICAggJCQEI176+npsXjxYoyMjChVqhQjRoygf//+jBw5kufPnzNnzhxCQkKUod0FCxawY8cOFi1aRP/+/d/7GZOTk1myZAlWVlYAbN26lcjISPbu3YuNjQ0Ao0ePpmbNmm9tJykpSWO/7Pj4+PeO4U1OnjzJ77//zqlTp974ekL6u66DBw+mcePGwKs1JgsVKsSaNWvo3LnzR8chhBBCiE/jg5LGFy9eMH/+fHbu3Imbmxu6uroa56dMmZItwb1LkyZNWL9+PePGjWPOnDk4OzsDryZwREZGEhAQQMeOHZX6L1++1FiQHF5t2ZcufXFtV1dXjbKYmBiNa9zd3TEyMlI+V6xYkYSEBG7fvk1cXBwpKSlK0gmv1rAsX748Fy9ezNLzFS5cWEkYAS5fvoydnZ2SMAKUL1/+ne2MHTtWoyc0Oxw4cICYmBjs7e2VstTUVH755RemTZtGVFQUtra2gOY7jPr6+hQpUoRbt25lazxCCCGEyFkflDSePXuW0qVLA2R4Py07JsVoaWllWDw8JSUlQ71nz55x8uRJtLW1uXr1qlKekJAAvOrhq1ChgsY12traGp9fT3jTY/932b9nh3+s932+rO57/SaBgYH07dtX+RwfH4+dnd1Htdm6dWu8vb01ynx8fGjdurWyZ3bZsmXR19fn8uXLfPfdd8Cr54yKiqJw4cIfdX8hhBBCfFoflDTu2bMnu+PQYGVlxdOnT0lMTFQSp4iIiAz1fvnlF7S0tNiyZQu1a9emTp06VK9eHWtrawoUKMD169dp2bJltsd35swZnj9/jqGhIQBHjx7FxMQEOzs78uXLh56eHocOHVISo5SUFMLDw+ndu3eWnu/fihcvzu3bt3nw4IHSK/r6BJs30dfXR19fP8vPmZCQwLVr15TPN27cICIiAgsLC+zt7bG0tNSor6uri42NDcWLFwdQJgkNGzYMOzs7ChcuzMSJE4FXvcRCCCGE+O/44HUas0tcXFyGhKlkyZIYGRkxaNAgevXqxbFjxzK8V7hp0yYWL17MkSNHKFOmDP3796dt27acPXuWvHnzMnz4cHr16oWZmRm+vr4kJSVx4sQJnjx5otHr9iGSk5MJCAjgt99+IyoqimHDhtGjRw+0tLQwNjama9eu9O/fX0muJkyYwLNnz5RlZypUqPDO58tMzZo1KVq0KG3btmXChAk8ffqU3377DcieHt5/O3HiBNWqVVM+p39vbdu2fa94ASZOnIiOjg6tW7fm+fPnVKhQgd27d5M3b95sj1cIIYQQOeeDksZq1aq9NUnZvXv3e7e1d+9ePDw8NMoCAgJYtmwZ/fv3Z8GCBdSoUYOgoCA6deoEwMOHDwkICCAoKIgyZcoAr5bA2b59O126dGHVqlV06NABIyMjJk6cSP/+/TE2NsbV1VXp7fsYNWrUwNnZmSpVqpCUlETz5s0JCgpSzo8bN05Zjubp06d4enqybds2JVGysLB46/O9iba2Nhs2bKBDhw6UK1eOIkWKMHHiROrVq6csyZOdvLy8Mgyjv01UVFSGMl1dXSZNmsSkSZOyMTIhhBBCfGoqdVaygv+vT58+Gp9TUlKIiIjg/PnztG3blt9//z3bAhRvd+jQIb777juuXbtG0aJF3+ua3N7wXAghhBBZl9u/3x/U0zh16tRMy4OCgpRJKCJnrF+/HhMTE5ydnbl27Ro///wzlStXfu+EUQghhBDiQ3zQ4t5v0qpVq/fed1p8mKdPn9K9e3dKlCiBv78/5cqV46+//srtsIQQQgjxhcvWpPHIkSM58m6d+D9t2rThypUrvHjxgjt37hASEkLZsmWZNm1alttydb2Jo2OUcqTbv38/9erVo0CBApluUbhu3Tpq1aqFpaUlKpUq05nf8+fPx8vLizx58qBSqYiNjc1yfEIIIYT4fHxQ0tioUSONo2HDhnz77be0a9fus9/lw9/fH5VKhUqlQk9PDycnJ0aMGMHLly8/qs0GDRpkX5C5LDExEXd3d2bNmvXG89999x3jx49/YxvPnj3D19eXQYMG5VSYQgghhPiEPuidxn/vqqKlpUXx4sUZMWIEtWrVypbAcpKvry/BwcEkJSWxefNmunfvjq6uLoGBgVlqJzU1NUeWusltfn5+yhaImWndujWQ+WzpdOmz1Pfu3ZuNkQkhhBAit3xQT2NwcLDGsWjRIsaNG/efSBjh1WLXNjY2FC5cmK5du+Lt7U1YWBhPnjyhTZs25M2bFyMjI/z8/DR2mgkJCcHc3JywsDBKliyJvr4+7du3JzQ0lL/++kvpwdy7dy979+7NMCwbERGBSqXSSLYWLFiAnZ0dRkZGNGzYkClTpmBubq6cj4yMpH79+lhbW2NiYkK5cuXYuXPnJ/iWhBBCCCH+z0ct7n3y5EllP+VSpUplWG/xv8LQ0JBHjx7h7+/P1atXCQsLI0+ePAwcOJDatWtz4cIFZWvBZ8+eMX78eBYuXIilpSW2trY8f/6c+Ph4goODgVfrMB4+fPid9z106BBdunRh/Pjx/PDDD+zcuZMhQ4Zo1ElISKB27dqMHj0afX19lixZQr169bh8+bLGvs9CCCGEEDnpg5LGmJgYmjVrxt69e5VesdjYWKpVq8bKlSuxsrLKzhhzjFqtZteuXWzbtg0/Pz82bNjAoUOHqFSpEgDLly/Hzs6ODRs2KNvepaSkMHv2bNzd3ZV2DA0NSUpKwsbGJkv3nzFjBn5+fvTr1w+AYsWKcfjwYTZu3KjUcXd317jXyJEjWb9+PWFhYfTo0eO97pOUlERSUpLyOT4+PktxCiGEEEJ80PB0z549efr0Kf/73/94/Pgxjx8/5vz588THx9OrV6/sjjHbbdy4ERMTEwwMDPDz8+Onn37C398fHR0dKlSooNSztLSkePHiSm8qgJ6eHm5ubtkSx+XLlylfvrxG2b8/JyQk0K9fP1xcXDA3N8fExISLFy9y69at977P2LFjMTMzUw47O7tsiV8IIYQQX48PShq3bt3K7NmzcXFxUcpKlizJrFmz2LJlS7YFl1OqVatGREQEV69e5fnz54SGhr73hBZDQ8P3qqul9eqrfX3DnZSUlCzH2q9fP9avX8+YMWM4cOAAERERuLq6kpyc/N5tBAYGEhcXpxy3b9/OchxCCCGE+Lp90PB0Wlqa8o7f63R1dUlLS/vooHKasbExTk5OGmUuLi68fPmSY8eOKcPTjx494vLly5QsWfKt7enp6ZGamqpRlj5Ef//+fWXP6X+vZ1i8eHHCw8M1yv79+dChQ/j7+9OwYUPgVc/j22YtZ0ZfXx99ff33rp+QkMC1a9eUzzdu3CAiIgILCwvs7e15/Pgxt27d4t69e8CrHlMAGxsbZYg+Ojqa6OhopZ1z585hamqKvb09FhYWWYpfCCGEELnvg3oaq1evzs8//6wkDQB3796lT58+1KhRI9uC+5ScnZ2pX78+HTt25ODBg5w5c4ZWrVpRsGBB6tev/9ZrHRwcOHv2LJcvX+aff/4hJSUFJycn7OzsCAoK4urVq2zatInJkydrXNezZ082b97MlClTuHr1KvPmzWPLli0aPZnOzs6sW7eOiIgIzpw5Q4sWLXI8MT9x4gQeHh7KxKa+ffvi4eHB0KFDAQgLC8PDw4M6deoA0KxZMzw8PJg7d67Sxty5c/Hw8KBjx44AVKlSBQ8PD8LCwnI0diGEEELkjA9KGmfOnEl8fDwODg4ULVqUokWL4ujoSHx8PDNmzMjuGD+Z4OBgypYtS926dalYsSJqtZrNmzdn2qv6uo4dO1K8eHE8PT2xsrLi0KFD6Orq8scff3Dp0iXc3NwYP348o0aN0riucuXKzJ07lylTpuDu7s7WrVvp06ePxq46U6ZMIW/evFSqVIl69erh4+NDmTJlcuT503l5eaFWqzMcISEhwKvFzDM7HxQUpLQRFBSUaR1/f/8cjV0IIYQQOUOlfv2luyxQq9Xs3LmTS5cuAa+Gd729vbM1uK9Rx44duXTpEgcOHMixe8THx2NmZkZcXBx58uTJsfsIIYQQIvvk9u93lnoad+/eTcmSJYmPj0elUlGzZk169uxJz549KVeuHKVKlcrRZOdLNGnSJM6cOcO1a9eYMWMGoaGhtG3bNrfDEkIIIYTQkKWkcdq0aXTs2DHT7NbMzIzOnTszZcqUbAvua3D8+HFq1qyJq6src+fOZfr06XTo0CFXYnFwcFB2tXn96N69O/Bq2Prf57p06ZIrsQohhBDi08rS8HThwoXZunWrxlI7r7t06RK1atXK0hqC4tNL7962tz+LlpYpADduOPDw4UONWeDnz5+nZs2a7NmzBy8vL7y8vChWrBgjRoxQ6hgZGckQtxBCCPEJ/KeGpx88ePDWSSE6Ojo8fPjwo4PKCf7+/jRo0CBDeWZ7RH+trKyslGVzbGxs2LhxI0WLFqVq1apKHSMjI406kjAKIYQQX4csJY0FCxbk/Pnzbzx/9uxZbG1tPzookVFqauonXQMzOTmZZcuW0b59e40lgJYvX06+fPn45ptvCAwM5NmzZ58sJiGEEELkniwljbVr12bIkCG8ePEiw7nnz58zbNgw6tatm23BfWpBQUGULl1ao2zatGk4ODgon9N7LCdNmoStrS2WlpZ0795dY7eX+/fvU6dOHQwNDXF0dGTFihU4ODgwbdo0pc6UKVNwdXXF2NgYOzs7unXrRkJCgnI+JCQEc3NzwsLCKFmyJPr6+hw8eBBdXV2io6M1Yuzduzfff/99tn4XGzZsIDY2VmOJnBYtWrBs2TL27NlDYGAgS5cupVWrVtl6XyGEEEJ8nrK0I8xvv/3GunXrKFasGD169KB48eLAq3cZZ82aRWpqKoMHD86RQD8ne/bswdbWlj179nDt2jV++uknSpcurSxk3aZNG/755x/27t2Lrq4uffv2JSYmRqMNLS0tpk+fjqOjI9evX6dbt24MGDCA2bNnK3WePXvG+PHjWbhwIZaWltjZ2VGkSBGWLl1K//79gVdbEy5fvpwJEya8Md6kpCSSkpKUz/Hx8e98xkWLFuHn50eBAgWUsk6dOil/u7q6YmtrS40aNYiMjKRo0aLvbFMIIYQQ/2HqLIqKilL7+fmptbS01CqVSq1SqdRaWlpqPz8/9fXr17Pa3CfTtm1btba2ttrY2FjjMDAwUAPqJ0+eqIcNG6Z2d3fXuG7q1KnqwoULa7RTuHBh9cuXL5WyJk2aqH/66Se1Wq1WX7x4UQ2ow8PDlfNXr15VA+qpU6e+Mb41a9aoLS0tlc/BwcFqQB0REaFRb/z48WoXFxfl89q1a9UmJibqhISEN7Y9bNgwNZDhsLc/q3ZwuKF2cLihUT8qKkqtpaWl3rBhwxvbVKvV6oSEBDWg3rp161vrCSGEEOLjxcXFqQF1XFxcrtw/yzvCFC5cmM2bN/PPP/9w7Ngxjh49yj///MPmzZtxdHTMtmQ2J1SrVo2IiAiNY+HChVlup1SpUmhrayufbW1tlZ7Ey5cvo6Ojo7Fri5OTk7L/dLqdO3dSo0YNChYsiKmpKa1bt+bRo0ca7wjq6enh5uamcZ2/vz/Xrl3j6NGjwKth7KZNm2JsbPzGeAMDA4mLi1OO27dvv/X5goODyZ8/v7JN4Juk76Ut77EKIYQQX74sDU+/Lm/evJQrVy47Y8lxxsbGODk5aZTduXNH+VtLSwv1v1Ygev1dxXT/nkGuUqmyNEklKiqKunXr0rVrV0aPHo2FhQUHDx4kICCA5ORkjIyMADA0NNSYhAKQP39+6tWrR3BwMI6OjmzZsoW9e/e+9X76+vro6+u/V2xpaWkEBwfTtm1bdHT+778ekZGRrFixgtq1a2NpacnZs2fp06cPVapUyZDYCiGEEOLL88FJ45fIysqK6Oho1Gq1kqyl96a9r+LFi/Py5UtOnz5N2bJlAbh27RpPnjxR6pw8eZK0tDQmT56Mltarzt7Vq1e/9z06dOhA8+bNKVSoEEWLFqVy5cpZivFtdu7cya1bt2jfvr1GuZ6eHjt37mTatGkkJiZiZ2dH48aN+e2337Lt3kIIIYT4fEnS+BovLy8ePnzIhAkT+PHHH9m6dStbtmzJ0lqEJUqUwNvbm06dOjFnzhx0dXX55ZdfNHoNnZycSElJYcaMGdSrV49Dhw4xd+7c976Hj48PefLkYdSoURoLbWeHWrVqZehtBbCzs2Pfvn3Zei8hhBBC/Hdk+Z3GL5mLiwuzZ89m1qxZuLu7c/z4cfr165fldpYsWYK1tTVVqlShYcOGdOzYEVNTUwwMDABwd3dnypQpjB8/nm+++Ybly5czduzY925fS0sLf39/UlNTadOmTZbjE0IIIYTIqixtIyg+zJ07d7Czs1Mmv2SHgIAAHj58SFhYWJavze1tiIQQQgiRdbn9+y3D0zlg9+7dJCQk4Orqyv379xkwYAAODg5UqVLlo9uOi4vj3LlzrFix4oMSRiGEEEKIDyHD0zkgJSWFQYMGUapUKRo2bIiVlZWy0PfHql+/PrVq1aJLly7UrFkzG6L9Pw4ODqhUqgxH9+7defz4MT179qR48eIYGhpib29Pr169iIuLy9YYhBBCCPF5kuHpXBQUFMSGDRveOkPby8uL0qVLa2xB+LHSu7ft7c+ipWXKjRsOADx8+JDU1FSl3vnz56lZsyZ79uwhX758DBs2DH9/f0qWLMnNmzfp0qULbm5u/Pnnn9kWmxBCCCEyJ8PTuSw6OprRo0ezadMm7t69S/78+SldujS9e/fOtvcPP8a6deuypYfyfVhZWWl8HjduHEWLFqVq1aqoVCrWrl2rnCtatCijR4+mVatWvHz5UmNNRyGEEEJ8eb7qX/qoqCgqV66Mubk5EydOxNXVlZSUFLZt20b37t25dOlSboeIhYVFrtw3OTmZZcuW0bdv3wwLjKdL/5eOJIxCCCHEl++rfqexW7duqFQqjh8/TuPGjSlWrBilSpWib9++HD16lJCQkEzf8QsKClLaWLhwIS4uLhgYGFCiRAlmz56tcY87d+7QvHlzLCwsMDY2xtPTk2PHjmnUWbp0KQ4ODpiZmdGsWTOePn2qnPPy8qJ3794adT09PTE1NcXGxoYWLVooWxhmpw0bNhAbG4u/v3+m5//55x9GjhxJp06dsv3eQgghhPj8fLVJ4+PHj9m6dSvdu3fPdN9mc3NzfvrpJ+7fv68cf/zxBzo6OsoOLMuXL2fo0KGMHj2aixcvMmbMGIYMGUJoaCgACQkJVK1albt37xIWFsaZM2cYMGCAxpaDkZGRbNiwgY0bN7Jx40b27dvHuHHj3hh3SkoKI0eO5MyZM2zYsIGoqKg3JnbpkpKSiI+P1zjeZdGiRfj5+VGgQIEM5+Lj46lTpw4lS5bUSKCFEEII8eX6ascVr127hlqtpkSJEm+sY2hoiKGhIfAquevevTtjxoxRZi0PGzaMyZMn06hRIwAcHR25cOEC8+bNo23btqxYsYKHDx8SHh6uDDP/e+/rtLQ0QkJCMDU1BaB169bs2rWL0aNHZxrT69v7FSlShOnTp1OuXDkSEhIwMTHJ9JqxY8cyfPjw9/laALh58yY7d+5k3bp1Gc49ffoUX19fTE1NWb9+/Sd731IIIYQQueur7WnMyqTxuLg46tatS506dejfvz8AiYmJREZGEhAQgImJiXKMGjWKyMhI4NW+1R4eHm99L9HBwUFJGAFsbW3fOtx88uRJ6tWrh729PaamplStWhWAW7duvfGawMBA4uLilOP27dtvfd7g4GDy589PnTp1NMrj4+OpVasWenp6hIWFKTvcCCGEEOLL99X2NDo7O6NSqd452SU1NZWffvqJPHnyMH/+fKU8ISEBgAULFlChQgWNa7S1tQGUXsq3+XdPnUql0hi+fl1iYiI+Pj74+PiwfPlyrKysuHXrFj4+PiQnJ7/xHvr6+ujr678zFnjV8xkcHEzbtm01JrikJ4zPnj1j2bJlGsPcVlZWyjMLIYQQ4sv01SaNFhYW+Pj4MGvWLHr16pXhvcbY2FjMzc3p06cP586d48SJExo9a9bW1hQoUIDr16/TsmXLTO/h5ubGwoULefz4cbbMgr506RKPHj1i3Lhx2NnZAXDixImPbvd1O3fu5NatWxrD4ACnTp1SJvD8e4j9xo0bODg4ZGscQgghhPi8fLXD0wCzZs0iNTWV8uXLs3btWq5evcrFixeZPn06FStWJDg4mNmzZzN37lxUKhXR0dFER0crvYzDhw9n7NixTJ8+nStXrnDu3DmCg4OZMmUKAM2bN8fGxoYGDRpw6NAhrl+/ztq1azly5MgHxWtvb4+enh4zZszg+vXrhIWFMXLkyGz7PgBq1aqFWq2mWLFiGuVeXl6o1epMD0kYhRBCiC/fV500FilShFOnTlGtWjV++eUXvvnmG2rWrMmuXbuYM2cO+/btIzU1lR9++AFbW1vlmDRpEgAdOnRg4cKFBAcH4+rqStWqVQkJCcHR0REAPT09tm/fTv78+alduzaurq6MGzfug4dyraysCAkJYc2aNZQsWZJx48YpsXyIc+cKK7vBCCGEEEK8jWwj+BXK7W2IhBBCCJF1uf37/VX3NAohhBBCiPcjSeMHCAkJwdzc/JPca+/evahUKmJjY7O9bVfXmzg6Rimf7969S6tWrbC0tMTQ0BBXV1eNiTYPHjzA39+fAgUKYGRkhK+vL1evXs32uIQQQgjx+fnqkkZ/f3+NLQEtLS3x9fXl7NmzuR1apipVqsT9+/cxMzPL0fs8efKEypUro6ury5YtW7hw4QKTJ08mb968wKt1LRs0aMD169f566+/OH36NIULF8bb25vExMQcjU0IIYQQue+rXHLH19eX4OBgAKKjo/ntt9+oW7fuWxfIzg0pKSno6elhY2OT4/caP348dnZ2yvcCKBN6AK5evcrRo0c5f/48pUqVAmDOnDnY2Njwxx9/0KFDhxyPUQghhBC556vraYRXi13b2NhgY2ND6dKl+fXXX7l9+zYPHz7MdDg4IiIClUpFVFTUG9scNWoU+fPnx9TUlA4dOvDrr79SunRp5Xx4eDg1a9YkX758mJmZUbVqVU6dOqXRhkqlYs6cOfzwww8YGxszevToDPE8evSI5s2bU7BgQYyMjHB1deWPP/746O8kLCwMT09PmjRpQv78+fHw8GDBggXK+aSkJACNtSq1tLTQ19fn4MGDH31/IYQQQnzevsqk8XUJCQksW7YMJycnLC0tP6iN5cuXM3r0aMaPH8/Jkyext7dnzpw5GnWePn1K27ZtOXjwIEePHsXZ2ZnatWvz9OlTjXpBQUE0bNiQc+fOZVhgG+DFixeULVuWTZs2cf78eTp16kTr1q05fvz4B8We7vr168yZMwdnZ2e2bdtG165d6dWrF6GhoQCUKFECe3t7AgMDefLkCcnJyYwfP547d+5w//79j7q3EEIIIT5/X+Xw9MaNGzExMQFebc1na2vLxo0b0dL6sBx6xowZBAQE0K5dOwCGDh3K9u3blUXAAapXr65xzfz58zE3N2ffvn3UrVtXKW/RooXSDrxK5l5XsGBB+vXrp3zu2bMn27ZtY/Xq1ZQvXz7T+JKSkpSeQkDZ/u91aWlpeHp6MmbMGAA8PDw4f/48c+fOpW3btujq6rJu3ToCAgKwsLBAW1sbb29v/Pz8srSPtxBCCCH+m77KnsZq1aoRERFBREQEx48fx8fHBz8/P27evPlB7V2+fDlDwvbvzw8ePKBjx444OztjZmZGnjx5SEhIyPAepaen51vvlZqaysiRI3F1dcXCwgITExO2bdv21vcxx44di5mZmXKkb0H4OltbW0qWLKlR5uLiotFu2bJliYiIIDY2lvv377N161YePXpEkSJF3hqzEEIIIf77vsqk0djYGCcnJ5ycnChXrhwLFy4kMTGRBQsWKL2Nr/eepaSkfPQ927ZtS0REBL///juHDx8mIiICS0tLkpOTM8T2NhMnTuT3339n4MCB7Nmzh4iICHx8fDK087rAwEDi4uKU4/bt2xnqVK5cmcuXL2uUXblyhcKFC2eoa2ZmhpWVFVevXuXEiRPUr1//rTELIYQQ4r/vqxye/jeVSoWWlhbPnz/HysoKgPv37yvLzURERLz1+uLFixMeHk6bNm2UsvDwcI06hw4dYvbs2dSuXRuA27dv888//2Q51kOHDlG/fn1atWoFvBpWvnLlSoZewtfp6+ujr6//1nb79OlDpUqVGDNmDE2bNuX48ePMnz+f+fPnK3XWrFmDlZUV9vb2nDt3jp9//pkGDRpQq1atLD+HEEIIIf5bvsqkMSkpiejoaODV+oQzZ84kISGBevXq4eTkhJ2dHUFBQYwePZorV64wefLkt7bXs2dPOnbsiKenJ5UqVWLVqlWcPXtWY9jW2dmZpUuX4unpSXx8PP3798fQ0DDLsTs7O/Pnn39y+PBh8ubNy5QpU3jw4MFbk8b3Ua5cOdavX09gYCAjRozA0dGRadOm0bJlS6XO/fv36du3Lw8ePMDW1pY2bdowZMiQj7qvEEIIIf4bvsqkcevWrdja2gJgampKiRIlWLNmDV5eXgD88ccfdO3aFTc3N8qVK8eoUaNo0qTJG9tr2bIl169fp1+/frx48YKmTZvi7++vMaN50aJFdOrUiTJlymBnZ8eYMWM0JrS8r99++43r16/j4+ODkZERnTp1okGDBsTFxWW5rX+rW7euxqScf+vVqxe9evX66PsIIYQQ4r9HpZaprzmiZs2a2NjYsHTp0twOJYPc3vBcCCGEEFmX27/fX2VPY3Z79uwZc+fOxcfHB21tbf744w927tzJjh07cjs0IYQQQohs8VXOns5uKpWKzZs3U6VKFcqWLcvff//N2rVr8fb2zu3QsuTu3bu0atUKS0tLDA0NcXV15cSJE8r5hIQEevToQaFChTA0NKRkyZLMnTs3FyMWQgghxKciPY3ZwNDQkJ07d+ZI2yEhIfTu3VtjW8Ps4up6Ey0tU27ccODJkydUrlyZatWqsWXLFmVJnfQZ5AB9+/Zl9+7dLFu2DAcHB7Zv3063bt0oUKAAP/zwQ7bHJ4QQQojPx1fR0+jv749KpUKlUqGrq4ujoyMDBgzgxYsXuR3aO/30009cuXIlx+8zfvx47OzsCA4Opnz58jg6OlKrVi2KFi2q1Dl8+DBt27bFy8sLBwcHOnXqhLu7+0dvYSiEEEKIz99XkTQC+Pr6cv/+fa5fv87UqVOZN28ew4YNy+2w3snQ0JD8+fPn+H3CwsLw9PSkSZMm5M+fHw8PDxYsWKBRp1KlSoSFhXH37l3UajV79uzhypUrsk6jEEII8RX4apJGfX19bGxssLOzo0GDBnh7eysTVZKSkujVqxf58+fHwMCA7777TmNx7r1796JSqdi2bRseHh4YGhpSvXp1YmJi2LJlCy4uLuTJk4cWLVrw7Nkz5bqtW7fy3XffYW5ujqWlJXXr1iUyMlI5HxUVhUqlYt26dVSrVg0jIyP+X3v3HldT9v8P/HVKne5XXemqhG5KMcolMnJrMA3GNCmMWxkal6EZ5DIUg1wmzdR3VGOiYci4jBpSjFBKEZokUvNR+EQnhUpn/f7wsz9t3ZQu0vv5eOzH4+y93nuttff26LytffZe1tbWuHDhAhcTEREBFRUVbj03Nxfjx4+HlpYWFBQUYG9v3yK3xm/fvo2QkBCYmpoiLi4O8+bNw4IFCxAZGcnF7Ny5E3369EH37t0hLS2NUaNGITg4GEOGDHnr9gkhhBDybus0SWNN165dw/nz5yEtLQ0A+Prrr3Hw4EFERkbi8uXLMDExgYuLCx49esTbb/Xq1fjhhx9w/vx5FBQUYPLkydi2bRv27t2L48eP46+//sLOnTu5+PLycixatAipqamIj4+HhIQEJk6cCLFYzKv322+/xZIlS5CRkYGePXti6tSpePHiRZ19Lysrw5gxYxAfH4/09HSMGjUKrq6uDc49XVFRgdLSUt7yOrFYDFtbW2zYsAE2NjaYPXs2Zs2axXvQZefOnbh48SKOHDmCtLQ0bNmyBT4+Pq32e05CCCGEvENYJ+Dp6ckkJSWZvLw8EwqFDACTkJBgv//+OysrK2NSUlIsKiqKi6+srGS6urps06ZNjDHGEhISGAB26tQpLiYgIIABYLm5udy2OXPmMBcXl3r78fDhQwaAZWZmMsYYu3PnDgPA/u///o+LuX79OgPAsrKyGGOMhYeHM2Vl5QaPz9zcnO3cubPecn9/fwag1qKvf5UZGt5hjDGmr6/PZs6cydtv165dTFdXlzHG2NOnT5mUlBQ7duwYL2bmzJkNHjMhhBBCWoZIJGIAmEgkapf2O81I47Bhw5CRkYHk5GR4enpi+vTpcHNzQ25uLqqqquDo6MjFSklJoX///sjKyuLVYWVlxX3W0tKCnJwcb6pALS0tPHjwgFvPycnB1KlTYWxsDCUlJRgaGgJArVHBmvW+mqmmZj01lZWVYcmSJejduzdUVFSgoKCArKysBkca/fz8IBKJuKWgoKBWjKOjI7Kzs3nbbt68CQMDAwBAVVUVqqqqICHB/ycjKSlZa+SUEEIIIe+fTvPKHXl5eZiYmAAAdu/eDWtra/z888+wt7d/4zqkpKS4z6+exK5JIBDwEihXV1cYGBggLCwMurq6EIvFsLCwQGVlZYP1Aqg3EVuyZAlOnjyJzZs3w8TEBLKysvjkk09q1VmTUCiEUChs8Ni++uorODg4YMOGDZg8eTJSUlIQGhqK0NBQAICSkhKGDh3KzZltYGCAM2fO4JdffsHWrVsbrJsQQgghHV+nSRprkpCQwDfffINFixbh1q1bkJaWRlJSEm9U7dKlS/D19W12G8XFxcjOzkZYWBgGDx4MADh37txb9z0pKQleXl6YOHEigJcjj3l5eW9dr729PWJiYuDn54e1a9fCyMgI27Ztg7u7OxcTHR0NPz8/uLu749GjRzAwMMD69esxd+7ct26fEEIIIe+2Tpk0AsCkSZOwdOlShISEYN68eVi6dCnU1NSgr6+PTZs24enTp5g5c2az61dVVYW6ujpCQ0Oho6OD/Px8LF++/K37bWpqikOHDsHV1RUCgQArV65ssdvD48aNw7hx4+ot19bWRnh4eIu0RQghhJCOpdMmjV26dMH8+fOxadMm3LlzB2KxGB4eHnjy5Ans7OwQFxfHmw2lqSQkJBAdHY0FCxbAwsICZmZm2LFjB5ycnN6q31u3bsWMGTPg4OCArl27YtmyZXU+DU0IIYQQ0pIEjDHW3p0gbau0tBTKysoQiURQUlJq7+4QQggh5A209/d3p3l6mhBCCCGENB8ljaSWwMBACAQC3oNAc+bMQY8ePSArKwsNDQ2MHz8e//zzT/t1khBCCCFtipLGGgQCAQ4fPtymbTo5OTX4lLaXlxcmTJjQKm1bWt6tte3SpUv46aefeO+OBIB+/fohPDwcWVlZiIuLA2MMI0eORHV1dav0jRBCCCHvlk6VND58+BDz5s2Dvr4+Nxe1i4sLkpKS2rtr9dq+fTsiIiLapK2ysjK4u7sjLCys1kNAs2fPxpAhQ2BoaAhbW1t89913KCgoaJHX/RBCCCHk3depkkY3Nzekp6cjMjISN2/exJEjR+Dk5ITi4uL27lq9lJWVoaKi0iZt+fj4YOzYsRgxYkSDceXl5QgPD4eRkRH09PTapG+EEEIIaV+dJmksKSnB33//jY0bN2LYsGEwMDBA//794efnh48++qjOfTIzMzF8+HDIyspCXV0ds2fPRllZGQDgr7/+goyMDEpKSnj7LFy4EMOHDwfw8gXfU6dORbdu3SAnJwdLS0vs27evwX4eP34cysrKiIqKAlD79nRsbCwGDRoEFRUVqKurY9y4ccjNzW3mWfmf6OhoXL58GQEBAfXG7Nq1CwoKClBQUMCJEydw8uRJSEtLv3XbhBBCCHn3dZqk8VWyc/jwYVRUVDQaX15eDhcXF6iqquLSpUs4cOAATp06hfnz5wMAnJ2doaKigoMHD3L7VFdX47fffuNmUXn+/Dn69euH48eP49q1a5g9ezY8PDyQkpJSZ5t79+7F1KlTERUVxZuJ5fV+LVq0CKmpqYiPj4eEhAQmTpzY4Au+KyoqUFpayltqKigowMKFCxEVFQUZGZl663F3d0d6ejrOnDmDnj17YvLkyXj+/Hm98YQQQgh5j7BO5Pfff2eqqqpMRkaGOTg4MD8/P3blyhWuHACLiYlhjDEWGhrKVFVVWVlZGVd+/PhxJiEhwYqKihhjjC1cuJANHz6cK4+Li2NCoZA9fvy43j6MHTuWLV68mFsfOnQoW7hwIfvhhx+YsrIyS0xM5MV7enqy8ePH11vfw4cPGQCWmZlZb4y/vz8DUGvR17/KGGMsJiaGAWCSkpLcAoAJBAImKSnJXrx4UavOiooKJicnx/bu3Vtvu4QQQghpOSKRiAFgIpGoXdrvNCONwMvfNN67dw9HjhzBqFGjkJiYCFtb2zofNMnKyoK1tTXk5eW5bY6OjhCLxcjOzgbwcuQtMTER9+7dAwBERUVh7Nix3G8Qq6ursW7dOlhaWkJNTQ0KCgqIi4tDfn4+r63ff/8dX331FU6ePImhQ4c2eAw5OTmYOnUqjI2NoaSkBENDQwCoVWdNfn5+EIlE3FJQUMArd3Z2RmZmJjIyMrjFzs4O7u7uyMjIgKSkZK06GWNgjL3RqC0hhBBCOr5OlTQCgIyMDD788EOsXLkS58+fh5eXF/z9/ZtVl729PXr06IHo6Gg8e/YMMTExvNvK33//PbZv345ly5YhISEBGRkZcHFxQWVlJa8eGxsbaGhoYPfu3WCNTNDj6uqKR48eISwsDMnJyUhOTgaAWnXWJBQKoaSkxFtqUlRUhIWFBW+Rl5eHuro6LCwscPv2bQQEBCAtLQ35+fk4f/48Jk2aBFlZWYwZM6app40QQgghHVCnSxpf16dPH5SXl9fa3rt3b1y5coVXlpSUBAkJCZiZmXHb3N3dERUVhaNHj0JCQgJjx47lxY8fPx6ff/45rK2tYWxsjJs3b9Zqq0ePHkhISMAff/yBL7/8st6+FhcXIzs7GytWrICzszN69+6Nx48fN/fQ35iMjAz+/vtvjBkzBiYmJpgyZQoUFRVx/vx5aGpqtnr7hBBCCGl/Xdq7A22luLgYkyZNwowZM2BlZQVFRUWkpqZi06ZNGD9+fK14d3d3+Pv7w9PTE6tXr8bDhw/x5ZdfwsPDA1paWry41atXY/369fjkk08gFAq5MlNTU/z+++84f/48VFVVsXXrVty/fx99+vSp1V7Pnj2RkJAAJycndOnSBdu2basVo6qqCnV1dYSGhkJHRwf5+flYvnx5y5yg1yQmJnKfdXV18eeff7ZKO4QQQgjpGDpN0qigoIABAwYgKCgIubm5qKqqgp6eHmbNmoVvvvmmVrycnBzi4uKwcOFC2NvbQ05ODm5ubti6dSsvzsTEBP3790dKSkqtRG/FihW4ffs2XFxcICcnh9mzZ2PChAkQiUR19tHMzAynT5+Gk5MTJCUlsWXLFl65hIQEoqOjsWDBAlhYWMDMzAw7duyAk5PTW50bQgghhJDGCFhjP6Ij753S0lIoKytDJBLV+n0jIYQQQt5N7f393el/00gIIYQQQhpHSWMnZml5FwAQEhICKysr7snqgQMH4sSJE1yck5MTBAIBb5k7d257dZsQQggh7YCSxnoUFRXhyy+/hLGxMYRCIfT09ODq6or4+Pj27lqL6969OwIDA5GWlobU1FQMHz4c48ePx/Xr17mYWbNmobCwkFs2bdrUjj0mhBBCSFvrNA/CNEVeXh4cHR2hoqKC77//HpaWlqiqqkJcXBx8fHzwzz//tEq7lZWV7TKXs6urK299/fr1CAkJwcWLF2Fubg7g5YNB2trabd43QgghhLwbaKSxDt7e3hAIBEhJSYGbmxt69uwJc3NzLFq0CBcvXsSMGTMwbtw43j5VVVXQ1NTEzz//DODlLd358+dj/vz5UFZWRteuXbFy5Urey7sNDQ2xbt06TJs2DUpKSpg9ezYSExMhEAhQUlLCxWVkZEAgECAvLw8AcPfuXbi6ukJVVRXy8vIwNzdvsVfiVFdXIzo6GuXl5Rg4cCC3PSoqCl27doWFhQX8/Pzw9OnTFmmPEEIIIR0DjTS+5tGjR4iNjcX69et5Uwi+oqKigi+++AJDhgxBYWEhdHR0AADHjh3D06dPMWXKFC42MjISM2fOREpKClJTUzF79mzo6+tj1qxZXMzmzZuxatUqblaa16f4q4uPjw8qKytx9uxZyMvL48aNG1BQUHir487MzMTAgQPx/PlzKCgoICYmhnuf5GeffQYDAwPo6uri6tWrWLZsGbKzs3Ho0KG3apMQQgghHQclja+5desWGGPo1atXvTEODg4wMzPDnj178PXXXwMAwsPDMWnSJF7ypqenh6CgIAgEApiZmSEzMxNBQUG8pHH48OFYvHgxt/4mSWN+fj7c3NxgaWkJADA2Nm4wvqKigjdHdGlpaa0YMzMzZGRkQCQS4ffff4enpyfOnDmDPn36YPbs2VycpaUldHR04OzsjNzcXPTo0aPR/hJCCCGk46Pb069509dWfvHFFwgPDwcA3L9/HydOnMCMGTN4MR988AEEAgG3PnDgQOTk5KC6uprbZmdn1+Q+LliwAN999x0cHR3h7++Pq1evNhgfEBAAZWVlbtHT06sVIy0tDRMTE/Tr1w8BAQGwtrbG9u3b66xvwIABAF4m2IQQQgjpHChpfI2pqSkEAkGjD7tMmzYNt2/fxoULF/Drr7/CyMgIgwcPbnJ7r98Cl5B4eUlqJq9VVVW8mC+++AK3b9+Gh4cHMjMzYWdnh507d9bbhp+fH0QiEbe8yWimWCzmjU7WlJGRAQDcrXlCCCGEvP8oaXyNmpoaXFxcEBwcjPLy8lrlrx5QUVdXx4QJExAeHo6IiAhMnz69VmxycjJv/eLFizA1NYWkpGS97WtoaAAACgsLuW2vkrSa9PT0MHfuXBw6dAiLFy9GWFhYvXUKhULuHYyvlpr8/Pxw9uxZ5OXlITMzE35+fkhMTIS7uztyc3Oxbt06pKWlIS8vD0eOHMG0adMwZMgQWFlZ1dsmIYQQQt4vlDTWITg4GNXV1ejfvz8OHjyInJwcZGVlYceOHbwnir/44gtERkYiKysLnp6eterJz8/HokWLkJ2djX379mHnzp1YuHBhg22bmJhAT08Pq1evRk5ODo4fP15rDmpfX1/ExcXhzp07uHz5MhISEtC7d+9mH++DBw8wbdo0mJmZwdnZGZcuXUJcXBw+/PBDSEtL49SpUxg5ciR69eqFxYsXw83NDUePHm12e4QQQgjpeOhBmDoYGxvj8uXLWL9+PRYvXozCwkJoaGigX79+CAkJ4eJGjBgBHR0dmJubQ1dXt1Y906ZNw7Nnz9C/f39ISkpi4cKFvIdK6iIlJYV9+/Zh3rx5sLKygr29Pb777jtMmjSJi6muroaPjw/+/fdfKCkpYdSoUQgKCmr28b56TVBd9PT0cObMmWbXTQghhJD3g4C96ZMfpJaysjJ069YN4eHh+Pjjj3llTk5O6Nu3L7Zt29Y+nWtAe094TgghhJCma+/vbxppbAaxWIz//ve/2LJlC1RUVPDRRx+1d5cIIYQQQloV/aaxGfLz86GlpYW9e/di9+7d6NKl4+beAQEBsLe3h6KiIjQ1NTFhwgRkZ2fzYoqKiuDh4QFtbW3Iy8vD1tYWBw8ebKceE0IIIaQ9UNJYg0AgwOHDhxuNMzQ0BGMMBQUFcHZ2rjMmMTGxRW5N5+XlQSAQ1PkEdUs4c+YMfHx8cPHiRZw8eRJVVVUYOXIk78nxadOmITs7G0eOHEFmZiY+/vhjTJ48Genp6a3SJ0IIIYS8ezpV0vjw4UPMmzcP+vr6EAqF0NbWhouLC5KSktq7a/XS09NDYWEhLCwsWqX+2NhYeHl5wdzcHNbW1oiIiEB+fj7S0tK4mPPnz+PLL79E//79YWxsjBUrVkBFRYUXQwghhJD3W8e9r9oMbm5uqKysRGRkJIyNjXH//n3Ex8ejuLi4vbtWL0lJSWhra7dZeyKRCMDL91W+4uDggN9++w1jx46FiooK9u/fj+fPn8PJyanN+kUIIYSQ9tVpRhpLSkrw999/Y+PGjRg2bBgMDAzQv39/+Pn51fsgS2ZmJoYPHw5ZWVmoq6tj9uzZKCsrAwD89ddfkJGR4V72/crChQsxfPhwbv3cuXMYPHgwZGVloaenhwULFvBu/RoaGmLDhg2YMWMGFBUVoa+vj9DQUK789dvT1dXVmDlzJoyMjCArKwszM7N6p/trKrFYDF9fXzg6OvJGNvfv34+qqiqoq6tDKBRizpw5iImJgYmJSYu0SwghhJB3X6dJGhUUFKCgoIDDhw/XOz1eTeXl5XBxcYGqqiouXbqEAwcO4NSpU5g/fz4AwNnZGSoqKrwHQqqrq/Hbb7/B3d0dAJCbm4tRo0bBzc0NV69exW+//YZz585xdbyyZcsW2NnZIT09Hd7e3pg3b16th1FeEYvF6N69Ow4cOIAbN25g1apV+Oabb7B///56j6WiogKlpaW8pS4+Pj64du0aoqOjedtXrlyJkpISnDp1CqmpqVi0aBEmT56MzMzMRs8jIYQQQt4TrBP5/fffmaqqKpORkWEODg7Mz8+PXblyhSsHwGJiYhhjjIWGhjJVVVVWVlbGlR8/fpxJSEiwoqIixhhjCxcuZMOHD+fK4+LimFAoZI8fP2aMMTZz5kw2e/ZsXh/+/vtvJiEhwZ49e8YYY8zAwIB9/vnnXLlYLGaamposJCSEMcbYnTt3GACWnp5e73H5+PgwNze3esv9/f0ZgFqLSCTi1dG9e3d2+/Zt3r63bt1iANi1a9d4252dndmcOXPqbZMQQgghLUskEtX6/m5LnWakEXj5m8Z79+7hyJEjGDVqFBITE2Fra4uIiIhasVlZWbC2toa8vDy3zdHREWKxmBsFdHd3R2JiIu7duwcAiIqK4n73BwBXrlxBREQEN8qpoKAAFxcXiMVi3Llzh6u35hzOAoEA2traePDgQb3HERwcjH79+kFDQwMKCgoIDQ1Ffn5+vfF+fn4QiUTcUlBQwJUxxjB//nzExMTg9OnTMDIy4u379OlTAICEBP+fiqSkJMRicb1tEkIIIeT90qmSRgCQkZHBhx9+iJUrV+L8+fPw8vKCv79/s+qyt7dHjx49EB0djWfPniEmJoa7NQ28nDFmzpw5yMjI4JYrV64gJycHPXr04OKkpKR49QoEgnoTsujoaCxZsgQzZ87EX3/9hYyMDEyfPh2VlZX19lMoFEJJSYm3vOLj44Nff/0Ve/fuhaKiIoqKilBUVIRnz54BAHr16gUTExPMmTMHKSkpyM3NxZYtW3Dy5ElMmDChOaeNEEIIIR1Qp3p6ui59+vSp892MvXv3RkREBMrLy7nRxqSkJEhISMDMzIyLc3d3R1RUFLp37w4JCQmMHTuWK7O1tcWNGzda9IGRpKQkODg4wNvbm9uWm5vb7PpezaX9+pPQ4eHh8PLygpSUFP78808sX74crq6uKCsrg4mJCSIjIzFmzJhmt0sIIYSQjqXTjDQWFxdj+PDh+PXXX3H16lXcuXMHBw4cwKZNmzB+/Pha8e7u7pCRkYGnpyeuXbuGhIQEfPnll/Dw8ICWlhYv7vLly1i/fj0++eQTCIVCrmzZsmU4f/485s+fj4yMDOTk5OCPP/6o9SBMU5iamiI1NRVxcXG4efMmVq5ciUuXLjW7PsZYnYuXlxevzYMHD+L+/fsoLy/HlStX4OHh0ew2CSGEENLxdJqRRgUFBQwYMABBQUHIzc1FVVUV9PT0MGvWLHzzzTe14uXk5BAXF4eFCxfC3t4ecnJycHNzw9atW3lxJiYm6N+/P1JSUmrNAGNlZYUzZ87g22+/xeDBg8EYQ48ePTBlypRmH8ecOXOQnp6OKVOmQCAQYOrUqfD29saJEyeaXSchhBBCSGMEjDHW3p0gbau0tBTKysoQiUS83zcSQggh5N3V3t/fneb2NCGEEEIIaT5KGju5gIAA2NvbQ1FREZqampgwYUKtF4s7OTlBIBDwlrlz57ZTjwkhhBDSHihp7AAMDQ1r/V6ypZw5cwY+Pj64ePEiTp48iaqqKowcOZI31SEAzJo1C4WFhdyyadOmVukPIYQQQt5NneZBmKYoKirC+vXrcfz4cfznP/+BpqYm+vbtC19fXzg7O7dauxEREfD19a01n/WlS5d4LxlvSbGxsbX6oKmpibS0NAwZMoTbLicnB21t7VbpAyGEEELefTTS+Jq8vDz069cPp0+fxvfff4/MzEzExsZi2LBh8PHxqXOfqqqqVu2ThoYG5OTkWrWNV0QiEQBATU2Ntz0qKgpdu3aFhYUF/Pz8uJliCCGEENI5UNL4Gm9vbwgEAqSkpMDNzQ09e/aEubk5Fi1ahIsXLwJ4OWNLSEgIPvroI8jLy2P9+vUAXr4ou0ePHpCWloaZmRn27NnDq3vr1q2wtLSEvLw89PT04O3tjbKyMgBAYmIipk+fDpFIxP1ucPXq1QBq355uqJ63IRaL4evrC0dHR1hYWHDbP/vsM/z6669ISEiAn58f9uzZg88///yt2yOEEEJIB9IuM16/o4qLi5lAIGAbNmxoMA4A09TUZLt372a5ubns7t277NChQ0xKSooFBwez7OxstmXLFiYpKclOnz7N7RcUFMROnz7N7ty5w+Lj45mZmRmbN28eY4yxiooKtm3bNqakpMQKCwtZYWEhe/LkCWOMMQMDAxYUFPRG9dTl+fPnTCQScUtBQUGdE57PnTuXGRgYsIKCggaPPz4+ngFgt27dajCOEEIIIS1HJBLV+f3dVihprCE5OZkBYIcOHWowDgDz9fXlbXNwcGCzZs3ibZs0aRIbM2ZMvfUcOHCAqaurc+vh4eFMWVm5VtzrSWNj9bzO39+fAai11PxH5+Pjw7p3785u375dbz2vlJWVMQAsNja20VhCCCGEtIz2Thrp9nQNrAnvObezs+OtZ2VlwdHRkbfN0dERWVlZ3PqpU6fg7OyMbt26QVFRER4eHiguLm7y7wObWo+fnx9EIhG3FBQUcGWMMcyfPx8xMTE4ffo0jIyMGm0/IyMDAKCjo9OkfhNCCCGk46KksQZTU1MIBAL8888/jcY29WnmvLw8jBs3DlZWVjh48CDS0tIQHBwMAKisrGzVeoRCIZSUlHjLKz4+Pvj111+xd+9eKCoqoqioCEVFRXj27BkAIDc3F+vWrUNaWhry8vJw5MgRTJs2DUOGDIGVlVWTzgEhhBBCOi5KGmtQU1ODi4sLgoODa72nEECtV+HU1Lt3byQlJfG2JSUloU+fPgCAtLQ0iMVibNmyBR988AF69uyJe/fu8eKlpaVRXV3dYB/fpJ6mCAkJgUgkgpOTE3R0dLjlt99+4/p06tQpjBw5Er169cLixYvh5uaGo0ePNrtNQgghhHQ89J7G1wQHB8PR0RH9+/fH2rVrYWVlhRcvXuDkyZMICQnh3W6uaenSpZg8eTJsbGwwYsQIHD16FIcOHcKpU6cAACYmJqiqqsLOnTvh6uqKpKQk/Pjjj7w6DA0NUVZWhvj4eFhbW0NOTq7Wq3bepJ6maOyWvJ6eHs6cOdPs+gkhhBDyfqCRxtcYGxvj8uXLGDZsGBYvXgwLCwt8+OGHiI+PR0hISL37TZgwAdu3b8fmzZthbm6On376CeHh4XBycgIAWFtbY+vWrdi4cSMsLCwQFRWFgIAAXh0ODg6YO3cupkyZAg0NjTpnXXmTegghhBBCWpqANeXpD/JeKC0thbKyMkQiEe/3jYQQQgh5d7X39zeNNBJCCCGEkEZR0viOyMvLg0Ag4F5n01bOnj0LV1dX6OrqQiAQ4PDhw7xyLy8vboaaV8uoUaPatI+EEEIIaX+UNL6FVwnV3Llza5X5+PhAIBDAy8urWXUnJiZCIBA0+MR2SygvL4e1tTX32p66jBo1CoWFhdyyb9++Vu0TIYQQQt499PT0W9LT00N0dDSCgoIgKysLAHj+/Dn27t0LfX39du5d40aPHo3Ro0c3GCMUCqGtrd1GPSKEEELIu4hGGt+Sra0t9PT0cOjQIW7boUOHoK+vDxsbG25bbGwsBg0aBBUVFairq2PcuHHIzc2ts868vDwMGzYMAKCqqsobsWxKPS0lMTERmpqaMDMzw7x581BcXNyq7RFCCCHk3UNJYwuYMWMGwsPDufXdu3dj+vTpvJjy8nIsWrQIqampiI+Ph4SEBCZOnAixWFyrPj09PRw8eBAAkJ2djcLCQmzfvr3J9bSEUaNG4ZdffkF8fDw2btyIM2fOYPTo0Y2+hJwQQggh7xe6Pd0CPv/8c/j5+eHu3bsAXs4EEx0djcTERC7Gzc2Nt8/u3buhoaGBGzduwMLCglcmKSkJNTU1AICmpiZUVFSaVc8rFRUVqKio4NZLS0vf+Ng+/fRT7rOlpSWsrKzQo0cPJCYmwtnZ+Y3rIYQQQkjHRiONLUBDQwNjx45FREQEwsPDMXbsWHTt2pUXk5OTg6lTp8LY2BhKSkowNDQEAOTn5zeprebUExAQAGVlZW7R09NrUps1GRsbo2vXrrh161az6yCEEEJIx0MjjS1kxowZmD9/PgDU+SSyq6srDAwMEBYWBl1dXYjFYlhYWKCysrJJ7TSnHj8/PyxatIhbLy0tbXbi+O+//6K4uBg6OjrN2p8QQgghHRMljS1k1KhRqKyshEAggIuLC6+suLgY2dnZCAsLw+DBgwEA586da7A+aWlpAOD9drA59QAvn34WCoV1lpWVlfFGDe/cuYOMjAyoqalBTU0Na9asgZubG7S1tZGbm4uvv/4aJiYmtY6REEIIIe83ShpbiKSkJLKysrjPNamqqkJdXR2hoaHQ0dFBfn4+li9f3mB9BgYGEAgEOHbsGMaMGQNZWdlm1dOY1NRU7kltANyIpKenJ0JCQnD16lVERkaipKQEurq6GDlyJNatW1dvEkoIIYSQ9xMljS2ovnkgJSQkEB0djQULFsDCwgJmZmbYsWMHnJyc6q2rW7duWLNmDZYvX47p06dj2rRpiIiIaHI9jXFyckJD04/HxcU1u25CCCGEvD8ErKGMgbyX2nvCc0IIIYQ0XXt/f9PT04QQQgghpFGUNBJCCCGEkEZR0vgOy8vLg0AgQEZGRqu1cfbsWbi6ukJXVxcCgQCHDx/mlR86dAgjR46Eurp6q/eFEEIIIe8uShr/Py8vLwgEglrLqFGjGt3X0NAQ27Zta/E+6enpobCwsN6ZXlpCeXk5rK2t63y35KvyQYMGYePGja3WB0IIIYS8++jp6RpGjRrFm0MaQLu+WkZSUhLa2tqt2sbo0aMxevToess9PDwAvBz1JIQQQkjnRSONNQiFQmhra/MWVVVVMMawevVq6OvrQygUQldXFwsWLADw8pU1d+/exVdffcWNTr5y8OBBmJubQygUwtDQEFu2bOG1Z2hoiA0bNmDGjBlQVFSEvr4+QkNDufLXb09XV1dj5syZMDIygqysLMzMzLB9+/bWPzGEEEII6fQoaXwDBw8eRFBQEH766Sfk5OTg8OHDsLS0BPDyN3/du3fH2rVrUVhYiMLCQgBAWloaJk+ejE8//RSZmZlYvXo1Vq5ciYiICF7dW7ZsgZ2dHdLT0+Ht7Y158+YhOzu7zn6IxWJ0794dBw4cwI0bN7Bq1Sp888032L9/f6sePyGEEEII3Z6u4dixY1BQUOBt++abbyAjIwNtbW2MGDECUlJS0NfXR//+/QEAampqkJSUhKKiIu9W8tatW+Hs7IyVK1cCAHr27IkbN27g+++/h5eXFxc3ZswYeHt7AwCWLVuGoKAgJCQkwMzMrFb/pKSksGbNGm7dyMgIFy5cwP79+zF58uR6j6uiogIVFRXcemlpaRPOCiGEEEIIjTTyDBs2DBkZGbxl7ty5mDRpEp49ewZjY2PMmjULMTExePHiRYN1ZWVlwdHRkbfN0dEROTk5vPmkraysuM8CgQDa2tp48OBBvfUGBwejX79+0NDQgIKCAkJDQ5Gfn99gXwICAqCsrMwtenp6DcYTQgghhLyOksYa5OXlYWJiwlvU1NSgp6eH7Oxs7Nq1C7KysvD29saQIUNQVVX11m1KSUnx1gUCAcRicZ2x0dHRWLJkCWbOnIm//voLGRkZmD59OiorKxtsw8/PDyKRiFsKCgreut+EEEII6Vzo9vQbkpWVhaurK1xdXeHj44NevXohMzMTtra2kJaW5o0eAkDv3r2RlJTE25aUlISePXtCUlKyWX1ISkqCg4MDdzsbAHJzcxvdTygU1vsUeFlZGW7dusWt37lzBxkZGVBTU4O+vj4ePXqE/Px83Lt3DwC431u+elCIEEIIIZ0DJY01VFRUoKioiLetS5cuOHbsGKqrqzFgwADIycnh119/haysLAwMDAC8fAr67Nmz+PTTTyEUCtG1a1csXrwY9vb2WLduHaZMmYILFy7ghx9+wK5du5rdP1NTU/zyyy+Ii4uDkZER9uzZg0uXLsHIyKjZdaampmLYsGHc+qJFiwAAnp6eiIiIwJEjRzB9+nSu/NNPPwUA+Pv7Y/Xq1c1ulxBCCCEdC92eriE2NhY6Ojq8ZdCgQVBRUUFYWBgcHR1hZWWFU6dO4ejRo1BXVwcArF27Fnl5eejRowc0NDQAALa2tti/fz+io6NhYWGBVatWYe3atbyHYJpqzpw5+PjjjzFlyhQMGDAAxcXFvFHH5nBycgJjrNby6ilvLy+vOsspYSSEEEI6FwFjjLV3J0jbKi0thbKyMkQiEZSUlNq7O4QQQgh5A+39/U0jjYQQQgghpFGUNHZi1dXVWLlyJTfDTI8ePbBu3TrQ4DMhhBBCXtfpkkaBQIDDhw83GOPl5YUJEya0SX8a4+TkBF9f31apOygoCCEhIfjhhx+QlZWFjRs3YtOmTdi5c2ertEcIIYSQjuu9fHray8sLJSUldSaHhYWFUFVVBfBybmcjIyOkp6ejb9++bdvJN3To0KFa73JsKSkpKRg/fjzGjh0L4OVT4Pv27UNKSkqrtEcIIYSQjqvTjTRqa2vX+87Cd5GamhoUFRVbpe7+/fsjPj4eN2/eBABcuXIF586dw+jRo1ulPUIIIYR0XJ0uaax5e/rV+w1tbGwgEAjg5OTEi928eTN0dHSgrq4OHx8f3gwwdd3mVlFR4V5VA7ycS7pnz56Qk5ODsbExVq5cyatj9erV6Nu3L/bs2QNDQ0MoKyvj008/xZMnT7iY129P79mzB3Z2dtxc15999lmD0w42ZNGiRfj000/Rq1cvSElJwcbGBr6+vnB3d29WfYQQQgh5f3W6pLGmV7dhT506hcLCQhw6dIgrS0hIQG5uLhISEhAZGYmIiAheQvgmFBUVERERgRs3bmD79u0ICwtDUFAQLyY3NxeHDx/GsWPHcOzYMZw5cwaBgYH11llVVYV169bhypUrOHz4MPLy8hp992NFRQVKS0t5C/Dy1ndUVBT27t2Ly5cvIzIyEps3b0ZkZGSTjpMQQggh77/38jeNb+rVi7jV1dVrTYmnqqqKH374AZKSkujVqxfGjh2L+Ph4zJo1643rX7FiBffZ0NAQS5YsQXR0NL7++mtuu1gsRkREBHcL2sPDA/Hx8Vi/fn2ddc6YMYP7bGxsjB07dsDe3h5lZWVQUFCoc5+AgACsWbOm1vZVq1bBz8+Pm+XF0tISd+/eRUBAADw9Pd/4OAkhhBDy/uvUI40NMTc3580RraOj0+TbwL/99hscHR2hra0NBQUFrFixAvn5+bwYQ0ND3m8WG2snLS0Nrq6u0NfXh6KiIoYOHQoAteqtyc/PDyKRiFsKCgoAAE+fPoWEBP+fgKSkJMRicZOOkxBCCCHvP0oa6/H6E8sCgYCXTAkEglrvM6z5e8ULFy7A3d0dY8aMwbFjx5Ceno5vv/0WlZWVTWqnpvLycri4uEBJSQlRUVG4dOkSYmJiAKBWvTUJhUIoKSnxFgAYPXo01q9fj+PHjyMvLw8xMTHYunUrJk6cWG9dhBBCCOmcOvXtaWlpaQAvX3LdVBoaGigsLOTWc3Jy8PTpU279/PnzMDAwwLfffsttu3v37lv0Fvjnn39QXFyMwMBA6OnpAQBSU1ObXd+mTZvw/fffw9vbGw8ePICuri7mzJmDVatWvVU/CSGEEPL+eW+TRpFIhIyMDN42dXV13rqmpiZkZWURGxuL7t27Q0ZGBsrKym9U//Dhw/HDDz9g4MCBqK6uxrJly3ijhqampsjPz0d0dDTs7e1x/PhxblSwufT19SEtLY2dO3di7ty5uHbtGtatW9fs+hQVFbFt2zZs27btrfpFCCGEkPffe3t7OjExETY2Nrzl9YdBunTpgh07duCnn36Crq4uxo8f/8b1b9myBXp6ehg8eDA+++wzLFmyBHJyclz5Rx99hK+++grz589H3759cf78eaxcufKtjklDQwMRERE4cOAA+vTpg8DAQGzevPmt6iSEEEIIeRMCRhMNdzqlpaVQVlaGSCTift9ICCGEkHdbe39/v7cjjYQQQgghpOVQ0viO8/LywoQJE1qt/v/85z/4/PPPoa6uDllZWVhaWr7VwzWEEEIIeT+9tw/CtAYvLy+UlJTUmj7wTURERMDX1xclJSVN2m/79u21Xu3TUh4/foyhQ4di2LBhOHHiBDQ0NJCTkwNVVdVWaY8QQgghHRclje+4N32auzm2bdsGPT09hIeHc9tezcdNCCGEEFIT3Z5uIVu3boWlpSXk5eWhp6cHb29vlJWVAXj5JPf06dMhEokgEAggEAiwevVqfPPNNxgwYECtuqytrbF27VoAtW9Px8bGYtCgQVBRUYG6ujrGjRuH3NzcZvX5xIkTsLOzw6RJk6CpqQkbGxuEhYU1qy5CCCGEvN8oaWwhEhIS2LFjB65fv47IyEicPn2am2PawcEB27Ztg5KSEgoLC1FYWIglS5bA3d0dKSkpvKTv+vXruHr1Kj777LM62ykvL8eiRYuQmpqK+Ph4SEhIYOLEic2a+i8vLw8hISEwNTVFXFwc5s2bhwULFiAyMrJ5J4EQQggh7y26Pd1CfH19uc+Ghob47rvvMHfuXOzatQvS0tJQVlaGQCCAtrY2F2dubg5ra2vs3buXe4djVFQUBgwYABMTkzrbcXNz463v3r0bGhoauHHjBiwsLOrcp6KiAhUVFdx6aWkpAEAsFsPOzg4bNmwAANjY2ODatWv48ccf4enp2fSTQAghhJD3Fo00tpBTp07B2dkZ3bp1g6KiIjw8PFBcXMybWrAu7u7u2Lt3LwCAMYZ9+/bB3d293vicnBxMnToVxsbGUFJSgqGhIQAgPz+/3n0CAgKgrKzMLa+mINTW1kafPn14sb17926wLkIIIYR0TpQ0toC8vDyMGzcOVlZWOHjwINLS0hAcHAwAqKysbHDfqVOnIjs7G5cvX8b58+dRUFCAKVOm1Bvv6uqKR48eISwsDMnJyUhOTm60HT8/P4hEIm4pKCgAAAwYMADZ2dm82Js3b8LAwOCNjpsQQgghnQfdnm4BaWlpEIvF2LJlCyQkXubh+/fv58VIS0ujurq61r7du3fH0KFDERUVhWfPnuHDDz+EpqZmne0UFxcjOzsbYWFhGDx4MADg3LlzjfZPKBRCKBTW2u7t7Y2RI0diw4YNmDx5MlJSUhAaGorQ0NBG6ySEEEJI50JJYxOJRCJkZGTwtnXt2hVVVVXYuXMnXF1dkZSUhB9//JEXY2hoiLKyMsTHx8Pa2hpycnLcXNXu7u7w9/dHZWUlgoKC6m1bVVUV6urqCA0NhY6ODvLz87F8+fJmH0u/fv0QExMDPz8/rF27FkZGRti2bVuDt8cJIYQQ0jnR7ekmSkxMhI2NDW/Zs2cPtm7dio0bN8LCwgJRUVEICAjg7efg4IC5c+diypQp0NDQwKZNm7iyTz75hPv9Y0Ozv0hISCA6OhppaWmwsLDAV199he+///6tjmfcuHHIzMzE8+fPkZWVhVmzZr1VfYQQQgh5PwlYa003Qt5Z7T3hOSGEEEKarr2/v+n2dCf06v8Jr169QwghhJB336vv7fYa76OksRMqLi4GAO7VO4QQQgjpOIqLi1t1muH6UNLYCampqQF4+W7H9vhHR/6ntLQUenp6KCgooJ8KtDO6Fu8Wuh7vDroW7w6RSAR9fX3ue7ytUdLYCb16LZCysjL9AXhHKCkp0bV4R9C1eLfQ9Xh30LV4d7z6Hm/zdtulVUIIIYQQ0qFQ0kgIIYQQQhpFSWMnJBQK4e/vX+csMaRt0bV4d9C1eLfQ9Xh30LV4d7T3taD3NBJCCCGEkEbRSCMhhBBCCGkUJY2EEEIIIaRRlDQSQgghhJBGUdLYyQQHB8PQ0BAyMjIYMGAAUlJS2rtLHV5AQADs7e2hqKgITU1NTJgwAdnZ2byY58+fw8fHB+rq6lBQUICbmxvu37/Pi8nPz8fYsWMhJycHTU1NLF26FC9evODFJCYmwtbWFkKhECYmJoiIiGjtw+uwAgMDIRAI4Ovry22j69C2/vOf/+Dzzz+Huro6ZGVlYWlpidTUVK6cMYZVq1ZBR0cHsrKyGDFiBHJycnh1PHr0CO7u7lBSUoKKigpmzpyJsrIyXszVq1cxePBgyMjIQE9PD5s2bWqT4+soqqursXLlShgZGUFWVhY9evTAunXreFPR0bVoPWfPnoWrqyt0dXUhEAhw+PBhXnlbnvsDBw6gV69ekJGRgaWlJf7888+mHQwjnUZ0dDSTlpZmu3fvZtevX2ezZs1iKioq7P79++3dtQ7NxcWFhYeHs2vXrrGMjAw2ZswYpq+vz8rKyriYuXPnMj09PRYfH89SU1PZBx98wBwcHLjyFy9eMAsLCzZixAiWnp7O/vzzT9a1a1fm5+fHxdy+fZvJycmxRYsWsRs3brCdO3cySUlJFhsb26bH2xGkpKQwQ0NDZmVlxRYuXMhtp+vQdh49esQMDAyYl5cXS05OZrdv32ZxcXHs1q1bXExgYCBTVlZmhw8fZleuXGEfffQRMzIyYs+ePeNiRo0axaytrdnFixfZ33//zUxMTNjUqVO5cpFIxLS0tJi7uzu7du0a27dvH5OVlWU//fRTmx7vu2z9+vVMXV2dHTt2jN25c4cdOHCAKSgosO3bt3MxdC1az59//sm+/fZbdujQIQaAxcTE8Mrb6twnJSUxSUlJtmnTJnbjxg22YsUKJiUlxTIzM9/4WChp7ET69+/PfHx8uPXq6mqmq6vLAgIC2rFX758HDx4wAOzMmTOMMcZKSkqYlJQUO3DgABeTlZXFALALFy4wxl7+UZGQkGBFRUVcTEhICFNSUmIVFRWMMca+/vprZm5uzmtrypQpzMXFpbUPqUN58uQJMzU1ZSdPnmRDhw7lkka6Dm1r2bJlbNCgQfWWi8Vipq2tzb7//ntuW0lJCRMKhWzfvn2MMcZu3LjBALBLly5xMSdOnGACgYD95z//YYwxtmvXLqaqqspdn1dtm5mZtfQhdVhjx45lM2bM4G37+OOPmbu7O2OMrkVbej1pbMtzP3nyZDZ27FhefwYMGMDmzJnzxv2n29OdRGVlJdLS0jBixAhum4SEBEaMGIELFy60Y8/ePyKRCMD/5vhOS0tDVVUV79z36tUL+vr63Lm/cOECLC0toaWlxcW4uLigtLQU169f52Jq1vEqhq4fn4+PD8aOHVvrXNF1aFtHjhyBnZ0dJk2aBE1NTdjY2CAsLIwrv3PnDoqKinjnUllZGQMGDOBdDxUVFdjZ2XExI0aMgISEBJKTk7mYIUOGQFpamotxcXFBdnY2Hj9+3NqH2SE4ODggPj4eN2/eBABcuXIF586dw+jRowHQtWhPbXnuW+JvFyWNncR///tfVFdX874MAUBLSwtFRUXt1Kv3j1gshq+vLxwdHWFhYQEAKCoqgrS0NFRUVHixNc99UVFRndfmVVlDMaWlpXj27FlrHE6HEx0djcuXLyMgIKBWGV2HtnX79m2EhITA1NQUcXFxmDdvHhYsWIDIyEgA/zufDf1NKioqgqamJq+8S5cuUFNTa9I16+yWL1+OTz/9FL169YKUlBRsbGzg6+sLd3d3AHQt2lNbnvv6Yppybbq8cSQhpFE+Pj64du0azp07195d6XQKCgqwcOFCnDx5EjIyMu3dnU5PLBbDzs4OGzZsAADY2Njg2rVr+PHHH+Hp6dnOvetc9u/fj6ioKOzduxfm5ubIyMiAr68vdHV16VqQJqGRxk6ia9eukJSUrPWk6P3796Gtrd1OvXq/zJ8/H8eOHUNCQgK6d+/ObdfW1kZlZSVKSkp48TXPvba2dp3X5lVZQzFKSkqQlZVt6cPpcNLS0vDgwQPY2tqiS5cu6NKlC86cOYMdO3agS5cu0NLSouvQhnR0dNCnTx/ett69eyM/Px/A/85nQ3+TtLW18eDBA175ixcv8OjRoyZds85u6dKl3GijpaUlPDw88NVXX3Ej8nQt2k9bnvv6YppybShp7CSkpaXRr18/xMfHc9vEYjHi4+MxcODAduxZx8cYw/z58xETE4PTp0/DyMiIV96vXz9ISUnxzn12djby8/O5cz9w4EBkZmby/jCcPHkSSkpK3BfvwIEDeXW8iqHr95KzszMyMzORkZHBLXZ2dnB3d+c+03VoO46OjrVePXXz5k0YGBgAAIyMjKCtrc07l6WlpUhOTuZdj5KSEqSlpXExp0+fhlgsxoABA7iYs2fPoqqqios5efIkzMzMoKqq2mrH15E8ffoUEhL8r3tJSUmIxWIAdC3aU1ue+xb52/XGj8yQDi86OpoJhUIWERHBbty4wWbPns1UVFR4T4qSpps3bx5TVlZmiYmJrLCwkFuePn3KxcydO5fp6+uz06dPs9TUVDZw4EA2cOBArvzVq15GjhzJMjIyWGxsLNPQ0KjzVS9Lly5lWVlZLDg4mF710oiaT08zRtehLaWkpLAuXbqw9evXs5ycHBYVFcXk5OTYr7/+ysUEBgYyFRUV9scff7CrV6+y8ePH1/mqERsbG5acnMzOnTvHTE1Nea8aKSkpYVpaWszDw4Ndu3aNRUdHMzk5uU7/mpeaPD09Wbdu3bhX7hw6dIh17dqVff3111wMXYvW8+TJE5aens7S09MZALZ161aWnp7O7t69yxhru3OflJTEunTpwjZv3syysrKYv78/vXKHNGznzp1MX1+fSUtLs/79+7OLFy+2d5c6PAB1LuHh4VzMs2fPmLe3N1NVVWVycnJs4sSJrLCwkFdPXl4eGz16NJOVlWVdu3ZlixcvZlVVVbyYhIQE1rdvXyYtLc2MjY15bZDaXk8a6Tq0raNHjzILCwsmFApZr169WGhoKK9cLBazlStXMi0tLSYUCpmzszPLzs7mxRQXF7OpU6cyBQUFpqSkxKZPn86ePHnCi7ly5QobNGgQEwqFrFu3biwwMLDVj60jKS0tZQsXLmT6+vpMRkaGGRsbs2+//Zb3eha6Fq0nISGhzu8IT09Pxljbnvv9+/eznj17MmlpaWZubs6OHz/epGMRMFbjlfCEEEIIIYTUgX7TSAghhBBCGkVJIyGEEEIIaRQljYQQQgghpFGUNBJCCCGEkEZR0kgIIYQQQhpFSSMhhBBCCGkUJY2EEEIIIaRRlDQSQgghhJBGUdJICCFvIC8vDwKBABkZGe3dFc4///yDDz74ADIyMujbt297d4cQ8p6jpJEQ0iF4eXlBIBAgMDCQt/3w4cMQCATt1Kv25e/vD3l5eWRnZyM+Pr69u9NkAoEAhw8fbvF6ExMTIRAIUFJS0uJ1E9KZUdJICOkwZGRksHHjRjx+/Li9u9JiKisrm71vbm4uBg0aBAMDA6irq7dgrwghpDZKGgkhHcaIESOgra2NgICAemNWr15d61bttm3bYGhoyK17eXlhwoQJ2LBhA7S0tKCiooK1a9fixYsXWLp0KdTU1NC9e3eEh4fXqv+ff/6Bg4MDZGRkYGFhgTNnzvDKr127htGjR0NBQQFaWlrw8PDAf//7X67cyckJ8+fPh6+vL7p27QoXF5c6j0MsFmPt2rXo3r07hEIh+vbti9jYWK5cIBAgLS0Na9euhUAgwOrVq+utZ9OmTTAxMYFQKIS+vj7Wr1/PlWdmZmL48OGQlZWFuro6Zs+ejbKysvpOL4D/neOffvoJenp6kJOTw+TJkyESibiYS5cu4cMPP0TXrl2hrKyMoUOH4vLly1z5q+sxceJECAQC3vX5448/YGtrCxkZGRgbG2PNmjV48eIF79j/7//+DxMnToScnBxMTU1x5MgRAC9/RjBs2DAAgKqqKgQCAby8vAAAv//+OywtLbljHTFiBMrLyxs8VkLI/1DSSAjpMCQlJbFhwwbs3LkT//7771vVdfr0ady7dw9nz57F1q1b4e/vj3HjxkFVVRXJycmYO3cu5syZU6udpUuXYvHixUhPT8fAgQPh6uqK4uJiAEBJSQmGDx8OGxsbpKamIjY2Fvfv38fkyZN5dURGRkJaWhpJSUn48ccf6+zf9u3bsWXLFmzevBlXr16Fi4sLPvroI+Tk5AAACgsLYW5ujsWLF6OwsBBLliypsx4/Pz8EBgZi5cqVuHHjBvbu3QstLS0AQHl5OVxcXKCqqopLly7hwIEDOHXqFObPn9/o+bt16xb279+Po0ePIjY2Funp6fD29ubKnzx5Ak9PT5w7dw4XL16EqakpxowZgydPngB4mVQCQHh4OAoLC7n1v//+G9OmTcPChQtx48YN/PTTT4iIiOAlugCwZs0aTJ48GVevXsWYMWPg7u6OR48eQU9PDwcPHgQAZGdno7CwENu3b0dhYSGmTp2KGTNmICsrC4mJifj444/BGGv0WAkh/x8jhJAOwNPTk40fP54xxtgHH3zAZsyYwRhjLCYmhtX8U+bv78+sra15+wYFBTEDAwNeXQYGBqy6uprbZmZmxgYPHsytv3jxgsnLy7N9+/Yxxhi7c+cOA8ACAwO5mKqqKta9e3e2ceNGxhhj69atYyNHjuS1XVBQwACw7OxsxhhjQ4cOZTY2No0er66uLlu/fj1vm729PfP29ubWra2tmb+/f711lJaWMqFQyMLCwuosDw0NZaqqqqysrIzbdvz4cSYhIcGKiorqrdff359JSkqyf//9l9t24sQJJiEhwQoLC+vcp7q6mikqKrKjR49y2wCwmJgYXpyzszPbsGEDb9uePXuYjo4Ob78VK1Zw62VlZQwAO3HiBGOMsYSEBAaAPX78mItJS0tjAFheXl69x0UIaRiNNBJCOpyNGzciMjISWVlZza7D3NwcEhL/+xOopaUFS0tLbl1SUhLq6up48OABb7+BAwdyn7t06QI7OzuuH1euXEFCQgIUFBS4pVevXgBe/v7wlX79+jXYt9LSUty7dw+Ojo687Y6Ojk065qysLFRUVMDZ2bnecmtra8jLy/PaEIvFyM7OBgDescydO5eL09fXR7du3bj1gQMH8va7f/8+Zs2aBVNTUygrK0NJSQllZWXIz89vsM9XrlzB2rVree3OmjULhYWFePr0KRdnZWXFfZaXl4eSklKta1WTtbU1nJ2dYWlpiUmTJiEsLOy9+m0sIW2hS3t3gBBCmmrIkCFwcXGBn58f93u1VyQkJGrdcqyqqqpVh5SUFG9dIBDUuU0sFr9xv8rKyuDq6oqNGzfWKtPR0eE+10zSWpOsrOxb11HzFUNKSkpvvJ+npyeKi4uxfft2GBgYQCgUYuDAgY0++FNWVoY1a9bg448/rlUmIyPDfW7qtZKUlMTJkydx/vx5/PXXX9i5cye+/fZbJCcnw8jI6I2Pi5DOjEYaCSEdUmBgII4ePYoLFy7wtmtoaKCoqIiXOLbkuxUvXrzIfX7x4gXS0tLQu3dvAICtrS2uX78OQ0NDmJiY8JamJIpKSkrQ1dVFUlISb3tSUhL69OnzxvWYmppCVla23tfx9O7dG1euXOE9DJKUlAQJCQmYmZkBAO8YNDU1ubj8/Hzcu3ePW7948SJvv6SkJCxYsABjxoyBubk5hEIh74Eg4GXiV11dzdtma2uL7OzsWufPxMSENzLcEGlpaQCoVbdAIICjoyPWrFmD9PR0SEtLIyYm5o3qJIRQ0kgI6aAsLS3h7u6OHTt28LY7OTnh4cOH2LRpE3JzcxEcHIwTJ060WLvBwcGIiYnBP//8Ax8fHzx+/BgzZswAAPj4+ODRo0eYOnUqLl26hNzcXMTFxWH69Om1EpjGLF26FBs3bsRvv/2G7OxsLF++HBkZGVi4cOEb1yEjI4Nly5bh66+/xi+//ILc3FxcvHgRP//8MwDA3d0dMjIy8PT0xLVr15CQkIAvv/wSHh4e3MMyDdXt6emJK1eu4O+//8aCBQswefJkaGtrA3iZsO7ZswdZWVlITk6Gu7t7rZFPQ0NDxMfHo6ioiLtVvGrVKvzyyy9Ys2YNrl+/jqysLERHR2PFihVvfNwGBgYQCAQ4duwYHj58iLKyMiQnJ2PDhg1ITU1Ffn4+Dh06hIcPH3IJPyGkcZQ0EkI6rLVr19a6Jdm7d2/s2rULwcHBsLa2RkpKSr1PFjdHYGAgAgMDYW1tjXPnzuHIkSPo2rUrAHCjg9XV1Rg5ciQsLS3h6+sLFRWVNx4le2XBggVYtGgRFi9eDEtLS8TGxuLIkSMwNTVtUj0rV67E4sWLsWrVKvTu3RtTpkzhfvsnJyeHuLg4PHr0CPb29vjkk0/g7OyMH374odF6TUxM8PHHH2PMmDEYOXIkrKyssGvXLq78559/xuPHj2FrawsPDw8sWLCAN1IJAFu2bMHJkyehp6cHGxsbAICLiwuOHTuGv/76C/b29vjggw8QFBQEAwODNz7mbt26Yc2aNVi+fDm0tLQwf/58KCkp4ezZsxgzZgx69uyJFStWYMuWLRg9evQb10tIZydgr//4hxBCCGnA6tWrcfjw4XdqSkVCSOujkUZCCCGEENIoShoJIYQQQkij6PY0IYQQQghpFI00EkIIIYSQRlHSSAghhBBCGkVJIyGEEEIIaRQljYQQQgghpFGUNBJCCCGEkEZR0kgIIYQQQhpFSSMhhBBCCGkUJY2EEEIIIaRRlDQSQgghhJBG/T9zRZCeiIMAJQAAAABJRU5ErkJggg==\n"
},
"metadata": {},
"output_type": "display_data"
},
{
"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(0,10000)\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": 186,
"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(0,50)\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": 187,
"outputs": [
{
"data": {
"text/plain": " appln_id Country appln_filing_year\n0 330225325 Germany 2011\n1 330225325 China 2011\n2 330322632 Germany 2011\n3 330322632 China 2011\n4 330350961 Sweden 2011\n... ... ... ...\n53239 575355937 China 2017\n53240 575399552 Sweden 2020\n53241 575399552 China 2020\n53242 575406608 Germany 2014\n53243 575406608 China 2014\n\n[53244 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>330225325</td>\n <td>Germany</td>\n <td>2011</td>\n </tr>\n <tr>\n <th>1</th>\n <td>330225325</td>\n <td>China</td>\n <td>2011</td>\n </tr>\n <tr>\n <th>2</th>\n <td>330322632</td>\n <td>Germany</td>\n <td>2011</td>\n </tr>\n <tr>\n <th>3</th>\n <td>330322632</td>\n <td>China</td>\n <td>2011</td>\n </tr>\n <tr>\n <th>4</th>\n <td>330350961</td>\n <td>Sweden</td>\n <td>2011</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>53239</th>\n <td>575355937</td>\n <td>China</td>\n <td>2017</td>\n </tr>\n <tr>\n <th>53240</th>\n <td>575399552</td>\n <td>Sweden</td>\n <td>2020</td>\n </tr>\n <tr>\n <th>53241</th>\n <td>575399552</td>\n <td>China</td>\n <td>2020</td>\n </tr>\n <tr>\n <th>53242</th>\n <td>575406608</td>\n <td>Germany</td>\n <td>2014</td>\n </tr>\n <tr>\n <th>53243</th>\n <td>575406608</td>\n <td>China</td>\n <td>2014</td>\n </tr>\n </tbody>\n</table>\n<p>53244 rows × 3 columns</p>\n</div>"
},
"execution_count": 187,
"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": 188,
"outputs": [
{
"data": {
"text/plain": " appln_filing_year Country count appln_id percent\n0 2011 China 1719 1969 0.873032\n5 2011 Taiwan Province Of China 195 1969 0.099035\n9 2011 Hong Kong, China 75 1969 0.038090\n24 2011 Macao SAR (China) 3 1969 0.001524\n27 2012 China 2101 2425 0.866392\n31 2012 Taiwan Province Of China 297 2425 0.122474\n37 2012 Hong Kong, China 60 2425 0.024742\n53 2013 China 1970 2226 0.884996\n58 2013 Taiwan Province Of China 221 2226 0.099281\n63 2013 Hong Kong, China 47 2226 0.021114\n73 2013 Macao SAR (China) 4 2226 0.001797\n79 2014 China 2172 2427 0.894932\n84 2014 Taiwan Province Of China 236 2427 0.097239\n91 2014 Hong Kong, China 39 2427 0.016069\n105 2014 Macao SAR (China) 1 2427 0.000412\n106 2015 China 2079 2378 0.874264\n111 2015 Taiwan Province Of China 275 2378 0.115643\n117 2015 Hong Kong, China 48 2378 0.020185\n130 2015 Macao SAR (China) 1 2378 0.000421\n132 2016 China 2201 2477 0.888575\n137 2016 Taiwan Province Of China 255 2477 0.102947\n144 2016 Hong Kong, China 54 2477 0.021801\n160 2016 Macao SAR (China) 2 2477 0.000807\n161 2017 China 2417 2654 0.910701\n166 2017 Taiwan Province Of China 211 2654 0.079503\n171 2017 Hong Kong, China 55 2654 0.020723\n188 2018 China 2596 2859 0.908010\n193 2018 Taiwan Province Of China 252 2859 0.088143\n199 2018 Hong Kong, China 68 2859 0.023785\n215 2019 China 2460 2725 0.902752\n220 2019 Taiwan Province Of China 269 2725 0.098716\n228 2019 Hong Kong, China 61 2725 0.022385\n238 2019 Macao SAR (China) 4 2725 0.001468\n243 2020 China 1718 1963 0.875191\n248 2020 Taiwan Province Of China 249 1963 0.126847\n254 2020 Hong Kong, China 59 1963 0.030056\n269 2020 Macao SAR (China) 2 1963 0.001019\n271 2021 China 694 813 0.853629\n274 2021 Taiwan Province Of China 133 813 0.163592\n286 2021 Hong Kong, China 13 813 0.015990\n297 2022 China 10 11 0.909091\n300 2022 Hong Kong, China 2 11 0.181818",
"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>2011</td>\n <td>China</td>\n <td>1719</td>\n <td>1969</td>\n <td>0.873032</td>\n </tr>\n <tr>\n <th>5</th>\n <td>2011</td>\n <td>Taiwan Province Of China</td>\n <td>195</td>\n <td>1969</td>\n <td>0.099035</td>\n </tr>\n <tr>\n <th>9</th>\n <td>2011</td>\n <td>Hong Kong, China</td>\n <td>75</td>\n <td>1969</td>\n <td>0.038090</td>\n </tr>\n <tr>\n <th>24</th>\n <td>2011</td>\n <td>Macao SAR (China)</td>\n <td>3</td>\n <td>1969</td>\n <td>0.001524</td>\n </tr>\n <tr>\n <th>27</th>\n <td>2012</td>\n <td>China</td>\n <td>2101</td>\n <td>2425</td>\n <td>0.866392</td>\n </tr>\n <tr>\n <th>31</th>\n <td>2012</td>\n <td>Taiwan Province Of China</td>\n <td>297</td>\n <td>2425</td>\n <td>0.122474</td>\n </tr>\n <tr>\n <th>37</th>\n <td>2012</td>\n <td>Hong Kong, China</td>\n <td>60</td>\n <td>2425</td>\n <td>0.024742</td>\n </tr>\n <tr>\n <th>53</th>\n <td>2013</td>\n <td>China</td>\n <td>1970</td>\n <td>2226</td>\n <td>0.884996</td>\n </tr>\n <tr>\n <th>58</th>\n <td>2013</td>\n <td>Taiwan Province Of China</td>\n <td>221</td>\n <td>2226</td>\n <td>0.099281</td>\n </tr>\n <tr>\n <th>63</th>\n <td>2013</td>\n <td>Hong Kong, China</td>\n <td>47</td>\n <td>2226</td>\n <td>0.021114</td>\n </tr>\n <tr>\n <th>73</th>\n <td>2013</td>\n <td>Macao SAR (China)</td>\n <td>4</td>\n <td>2226</td>\n <td>0.001797</td>\n </tr>\n <tr>\n <th>79</th>\n <td>2014</td>\n <td>China</td>\n <td>2172</td>\n <td>2427</td>\n <td>0.894932</td>\n </tr>\n <tr>\n <th>84</th>\n <td>2014</td>\n <td>Taiwan Province Of China</td>\n <td>236</td>\n <td>2427</td>\n <td>0.097239</td>\n </tr>\n <tr>\n <th>91</th>\n <td>2014</td>\n <td>Hong Kong, China</td>\n <td>39</td>\n <td>2427</td>\n <td>0.016069</td>\n </tr>\n <tr>\n <th>105</th>\n <td>2014</td>\n <td>Macao SAR (China)</td>\n <td>1</td>\n <td>2427</td>\n <td>0.000412</td>\n </tr>\n <tr>\n <th>106</th>\n <td>2015</td>\n <td>China</td>\n <td>2079</td>\n <td>2378</td>\n <td>0.874264</td>\n </tr>\n <tr>\n <th>111</th>\n <td>2015</td>\n <td>Taiwan Province Of China</td>\n <td>275</td>\n <td>2378</td>\n <td>0.115643</td>\n </tr>\n <tr>\n <th>117</th>\n <td>2015</td>\n <td>Hong Kong, China</td>\n <td>48</td>\n <td>2378</td>\n <td>0.020185</td>\n </tr>\n <tr>\n <th>130</th>\n <td>2015</td>\n <td>Macao SAR (China)</td>\n <td>1</td>\n <td>2378</td>\n <td>0.000421</td>\n </tr>\n <tr>\n <th>132</th>\n <td>2016</td>\n <td>China</td>\n <td>2201</td>\n <td>2477</td>\n <td>0.888575</td>\n </tr>\n <tr>\n <th>137</th>\n <td>2016</td>\n <td>Taiwan Province Of China</td>\n <td>255</td>\n <td>2477</td>\n <td>0.102947</td>\n </tr>\n <tr>\n <th>144</th>\n <td>2016</td>\n <td>Hong Kong, China</td>\n <td>54</td>\n <td>2477</td>\n <td>0.021801</td>\n </tr>\n <tr>\n <th>160</th>\n <td>2016</td>\n <td>Macao SAR (China)</td>\n <td>2</td>\n <td>2477</td>\n <td>0.000807</td>\n </tr>\n <tr>\n <th>161</th>\n <td>2017</td>\n <td>China</td>\n <td>2417</td>\n <td>2654</td>\n <td>0.910701</td>\n </tr>\n <tr>\n <th>166</th>\n <td>2017</td>\n <td>Taiwan Province Of China</td>\n <td>211</td>\n <td>2654</td>\n <td>0.079503</td>\n </tr>\n <tr>\n <th>171</th>\n <td>2017</td>\n <td>Hong Kong, China</td>\n <td>55</td>\n <td>2654</td>\n <td>0.020723</td>\n </tr>\n <tr>\n <th>188</th>\n <td>2018</td>\n <td>China</td>\n <td>2596</td>\n <td>2859</td>\n <td>0.908010</td>\n </tr>\n <tr>\n <th>193</th>\n <td>2018</td>\n <td>Taiwan Province Of China</td>\n <td>252</td>\n <td>2859</td>\n <td>0.088143</td>\n </tr>\n <tr>\n <th>199</th>\n <td>2018</td>\n <td>Hong Kong, China</td>\n <td>68</td>\n <td>2859</td>\n <td>0.023785</td>\n </tr>\n <tr>\n <th>215</th>\n <td>2019</td>\n <td>China</td>\n <td>2460</td>\n <td>2725</td>\n <td>0.902752</td>\n </tr>\n <tr>\n <th>220</th>\n <td>2019</td>\n <td>Taiwan Province Of China</td>\n <td>269</td>\n <td>2725</td>\n <td>0.098716</td>\n </tr>\n <tr>\n <th>228</th>\n <td>2019</td>\n <td>Hong Kong, China</td>\n <td>61</td>\n <td>2725</td>\n <td>0.022385</td>\n </tr>\n <tr>\n <th>238</th>\n <td>2019</td>\n <td>Macao SAR (China)</td>\n <td>4</td>\n <td>2725</td>\n <td>0.001468</td>\n </tr>\n <tr>\n <th>243</th>\n <td>2020</td>\n <td>China</td>\n <td>1718</td>\n <td>1963</td>\n <td>0.875191</td>\n </tr>\n <tr>\n <th>248</th>\n <td>2020</td>\n <td>Taiwan Province Of China</td>\n <td>249</td>\n <td>1963</td>\n <td>0.126847</td>\n </tr>\n <tr>\n <th>254</th>\n <td>2020</td>\n <td>Hong Kong, China</td>\n <td>59</td>\n <td>1963</td>\n <td>0.030056</td>\n </tr>\n <tr>\n <th>269</th>\n <td>2020</td>\n <td>Macao SAR (China)</td>\n <td>2</td>\n <td>1963</td>\n <td>0.001019</td>\n </tr>\n <tr>\n <th>271</th>\n <td>2021</td>\n <td>China</td>\n <td>694</td>\n <td>813</td>\n <td>0.853629</td>\n </tr>\n <tr>\n <th>274</th>\n <td>2021</td>\n <td>Taiwan Province Of China</td>\n <td>133</td>\n <td>813</td>\n <td>0.163592</td>\n </tr>\n <tr>\n <th>286</th>\n <td>2021</td>\n <td>Hong Kong, China</td>\n <td>13</td>\n <td>813</td>\n <td>0.015990</td>\n </tr>\n <tr>\n <th>297</th>\n <td>2022</td>\n <td>China</td>\n <td>10</td>\n <td>11</td>\n <td>0.909091</td>\n </tr>\n <tr>\n <th>300</th>\n <td>2022</td>\n <td>Hong Kong, China</td>\n <td>2</td>\n <td>11</td>\n <td>0.181818</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"execution_count": 188,
"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": 189,
"outputs": [
{
"data": {
"text/plain": "Text(95.7222222222222, 0.5, '')"
},
"execution_count": 189,
"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": 190,
"outputs": [
{
"data": {
"text/plain": "Text(95.7222222222222, 0.5, '')"
},
"execution_count": 190,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 1000x300 with 2 Axes>",
"image/png": 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M1I798uXLExoayrFjx1Rpv79OvH37lvfv31OiRIkoj/NSpUqRI0cODbaSEL8P6UoqhEhWc+bMIUuWLKRKlQpra2uyZs2q+hF6//59FEXBxcUlymV/HBHT3t4+0oAKDx8+JGvWrGqVqx/dv3+f9+/fY2VlFeX8iEFXInz/ozWCmZlZpOcRo3Pz5k0GDx7MoUOH+PDhg9q8iGfInjx5AkDmzJnV5qdKlSpSl6X79+9z+/btSD/8oiv/9yLWkzVr1kjzsmXLxokTJ2IOJgqvXr3iw4cP5MqVK8Z0T548oVChQpGmR3S5ffLkCbly5cLPz0/tuURDQ0O17pRRHR9ZsmRh/fr1qr/9/PwYMWIEa9eujbQ9YntuD+J+LKZPnz7Se/fMzMy4du1arOtycnKiV69eTJ06FQ8PD0qUKEHNmjVp1qxZrN1IIerzICHHSFhYGDNmzGDu3Lk8fvxY7VnYiC7fMbl//z6A6hnVqLx//56goCA+f/4c5TbOmjWrWkU/rp48eYKLi4vq2hLh+2MtOhHd22M6npPiPIrw4/UmopKo6fUGwo+pH2lra9O0aVPmzZunGqDIw8MDAwMD1TPSsYnt3Hvw4AGKojBkyBCGDBkSZR6+vr5qlcuoyhoVTct///59rl27ptGxv2PHDkaPHs2VK1fUnr2N6h2ampZTiN+JVAyFEMmqYMGCUbYqQfgPUi0tLXbv3h3lHeSI54cifH+3Ny7CwsKwsrJSu/P8vR9/UER3N1tRlFjX9e7dO0qVKoWpqSkjR47E2dkZAwMDLl26RP/+/SMNhqBp+V1dXZk6dWqU8x0cHOKc56+kbt26ai06LVq0UBvURBMNGzbk1KlT9O3bFzc3N0xMTAgLC6Ny5coabfO4HosJOUYApkyZQsuWLdm6dSv79u2jW7dujBs3jjNnzkQ7IEeEqM6DhBwjY8eOZciQIbRu3ZpRo0aRLl06tLW16dGjh8bbDmDSpEm4ublFmcbExETjgZJ+d1paWlEeB1ENPgUJP5Yg+mvjX3/9xaRJk9iyZQuNGzdm9erVVK9eXaMbEJqI2Pd9+vSJttX3x5tfcbmOa1L+sLAwKlSoQL9+/aLMI0uWLAAcP36cmjVrUrJkSebOnYutrS26urosXbo00iBDcS2nEL8LqRgKIX5Zzs7OKIqCk5OT6ss7PnmcPXuWL1++RPvOPWdnZw4cOECxYsUS7cs+qjvMED5645s3b/jvv/8oWbKkavr3o7ACODo6AuF33MuUKaOaHhISgqenJ7lz51Yr/9WrVylXrly0641OxHru3r2r6lYY4e7du6r5cWFpaYmpqWmUoxP+uO67d+9Gmh7RnTZi3VOmTFFrHbGzs1NLH9Ei9b179+6pWlbfvn3LwYMHGTFiBEOHDo1xuei2X2Ici5quK4Krqyuurq4MHjyYU6dOUaxYMebPn8/o0aPjvK6EHCMbN26kTJkyLF68WG36u3fvVAP0QMzbDsDU1JTy5ctHux5LS0sMDQ2j3C9RHSdRia4Mjo6OXLt2jbCwMLVWwx+PtZjKf+PGjUiVmO/zjyhnbOeRmZlZlN1AY2q1jE1c92mEXLlykTdvXjw8PEifPj1eXl7MmjVL4+VjO/cyZcoEhLeox7Tv40uT8js7O/Pp06dY179p0yYMDAzYu3cv+vr6qulLly5N9HIL8auSZwyFEL+sunXroqOjw4gRIyLdHVcURe1VA9GpV68er1+/Zvbs2ZHmReTZsGFDQkNDGTVqVKQ0ISEh8XrZecS7t35cNuLu//fxBAcHM3fuXLV0+fPnx9zcnIULFxISEqKa7uHhEakLWcOGDXn+/DkLFy6MVI7Pnz9HO7JfxHqsrKyYP3++WovN7t27uX37dqSR+DShra1N7dq12b59OxcuXIg0PyL2qlWrcu7cOU6fPq2a5+/vz4IFC8iYMaPq+R13d3fKly+v+vz4XM+WLVvUnlM6d+4cZ8+epUqVKkDU2xyI8kXo0e23xDgWNV3Xhw8f1PY5hFcStbW1492qlpBjREdHJ1LMGzZsiPRsWHTxuLu74+zszOTJk/n06VOk/F+9eqVaT6VKldiyZQteXl6q+bdv32bv3r0xB/hdGaLqGly1alVevnzJunXrVNNCQkKYNWsWJiYmlCpVKto8K1asSOrUqRk3bhyBgYFq8yK2S1zOI2dnZ+7cuaOKG+Dq1atRvrpDU9Fte000b96cffv2MX36dMzNzVXnjSZiO/esrKwoXbo0//77L97e3pGW/34bxFds5W/YsCGnT5+O8hh69+6d6lzT0dFBS0tLreXW09Mz1lGdhfiTSIuhEOKX5ezszOjRoxk4cKDqVQ2pU6fm8ePHbN68mXbt2tGnT58Y8/jrr79YsWIFvXr14ty5c5QoUQJ/f38OHDhAp06dqFWrFqVKlaJ9+/aMGzeOK1euULFiRXR1dbl//z4bNmxgxowZ1K9fP05ld3NzQ0dHhwkTJvD+/Xv09fUpW7YsRYsWxczMjBYtWtCtWze0tLRYuXJlpB/eenp6DB8+nK5du1K2bFkaNmyIp6cny5Ytw9nZWa2FoHnz5qxfv54OHTpw+PBhihUrRmhoKHfu3GH9+vXs3bs32u66urq6TJgwgVatWlGqVCkaN26sGmY/Y8aM9OzZM05xRxg7diz79u2jVKlSqtcjeHt7s2HDBk6cOEHatGkZMGAAa9asoUqVKnTr1o106dKxfPlyHj9+zKZNmyI9DxadzJkzU7x4cTp27EhQUJDqB2JE1zFTU1NKlizJxIkT+fLlC/b29uzbty9SKy2EV2Ig/NUHjRo1QldXlxo1aiTKsfgjZ2dn0qZNy/z580mdOjXGxsYUKlSIq1ev0qVLFxo0aECWLFkICQlh5cqV6OjoUK9evTitI0JCjpHq1aszcuRIWrVqRdGiRbl+/ToeHh6q1qDY4nFycmLRokVUqVKFnDlz0qpVK+zt7Xn+/DmHDx/G1NSU7du3AzBixAj27NlDiRIl6NSpk6ryljNnTo2ez3R3d2fdunX06tWLAgUKYGJiQo0aNWjXrh3//vsvLVu25OLFi2TMmJGNGzdy8uRJpk+fTurUqaPN09TUlGnTpvH3339ToEABmjRpgpmZGVevXiUgIIDly5fH6Txq3bo1U6dOpVKlSrRp0wZfX1/mz59Pzpw5Iz1zrKmI47Zbt25UqlQJHR0dGjVqpNGyTZo0oV+/fmzevJmOHTtG27MiKrGdexD+HHnx4sVxdXWlbdu2ZMqUCR8fH06fPs2zZ8/U3ocZH7GVv2/fvmzbto3q1aurXivk7+/P9evX2bhxI56enlhYWFCtWjWmTp1K5cqVadKkCb6+vsyZM4fMmTNrdOwJ8Uf4uYOgCiFEuLi8+mDTpk1K8eLFFWNjY8XY2FjJli2b0rlzZ+Xu3buqNKVKlVJy5swZ5fIBAQHKP//8ozg5OSm6urqKjY2NUr9+feXhw4dq6RYsWKC4u7srhoaGSurUqRVXV1elX79+yosXL1RpHB0dlWrVqkVaR1RD0C9cuFDJlCmTaqj9iFdXnDx5UilcuLBiaGio2NnZKf369VMNvf7j6y1mzpypODo6Kvr6+krBggWVkydPKu7u7krlypXV0gUHBysTJkxQcubMqejr6ytmZmaKu7u7MmLECOX9+/exbWJl3bp1St68eRV9fX0lXbp0StOmTdWGoVeUuO0zRVGUJ0+eKH/99ZdiaWmp6OvrK5kyZVI6d+6sBAUFqdI8fPhQqV+/vpI2bVrFwMBAKViwoLJjxw6N8o8YMn/SpEnKlClTFAcHB0VfX18pUaKEcvXqVbW0z549U+rUqaOkTZtWSZMmjdKgQQPlxYsXCqAMGzZMLe2oUaMUe3t7RVtbO9KrKxJyLP74OgJFCX/1QI4cOZRUqVKpXvXw6NEjpXXr1oqzs7NiYGCgpEuXTilTpoxy4MCBWLdJTOeBpsdIVK+r6N27t2Jra6sYGhoqxYoVU06fPh3lMR9VPBEuX76s1K1bVzE3N1f09fUVR0dHpWHDhsrBgwfV8jh69Kji7u6u6OnpKZkyZVLmz5+vDBs2TKPXVXz69Elp0qSJkjZtWgVQ294+Pj5Kq1atFAsLC0VPT09xdXWN9GqNmGzbtk0pWrSoYmhoqJiamioFCxZU1qxZo5ZGk/NIURRl1apVSqZMmRQ9PT3Fzc1N2bt3b7Svq5g0aVKk5X88bkNCQpSuXbsqlpaWipaWlmpbxZTH96pWraoAyqlTpzTaFnE59xQl/Dz/66+/FBsbG0VXV1ext7dXqlevrmzcuFGVJq7Xl7iU/+PHj8rAgQOVzJkzK3p6eoqFhYVStGhRZfLkyUpwcLAq3eLFixUXFxdFX19fyZYtm7J06dIojz1A6dy5c5zLKcSvTktR4vD0shBCiGQVFhaGpaUldevWjbJbYEri6emJk5MTkyZNinNrnRDimzp16nD9+nUePHigUfpf7dyLa/mFEFGTZwyFEOIXFRgYGKmL6YoVK/Dz86N06dLJUyghxB/F29ubnTt30rx58+QuSrz87uUX4lcizxgKIcQv6syZM/Ts2ZMGDRpgbm7OpUuXWLx4Mbly5dL4PWNCCBGVx48fc/LkSRYtWoSuri7t27dP7iLFye9efiF+RVIxFEKIX1TGjBlxcHBg5syZ+Pn5kS5dOv766y/Gjx8f6QXmQggRF0ePHqVVq1ZkyJCB5cuXY2Njk9xFipPfvfxC/IrkGUMhhBBCCCGESOHkGUMhhBBCCCGESOGkYiiEEEIIIYQQKZxUDIUQQgghhBAihZPBZ4QQQgghhBAigb68fqRxWl2LTElYkviRiqEQ3wl6eCa5i5Bo9J0LE3TvRHIXI1HoZylO8JNLyV2MRKPnmI/gFzeTuxiJRs8u5x9z7ug7Fyb46dXkLkai0XPIE6cfKr86XYtMf0w8uhaZ+OJzN7mLkWh0rbMS/Ohcchcj0ehlKkjQjf3JXYxEoZ+rwh9z3sCvWaFSCQtN7hIkiFQMhRBCCCGEECKhlLDkLkGCSMVQCCGEEEIIIRIqTCqGQgghhBBCCJGiKdJiKIQQQgghhBApnLQYCiGEEEIIIUQKJy2GQgghhBBCCJHChX5J7hIkiFQMhRBCCCGEECKhpCupEEIIIYQQQqRsMviMEEIIIYQQQqR00mIohBBCCCGEECmctBgKIYQQQgghRAoXFprcJUgQqRgKIYQQQgghREJJi6EQQgghhBBCpHDyjKEQQgghhBBCpHDSYiiEEEIIIYQQKZy0GAohhBBCCCFEyqaEfUnuIiSIVAyFEEIIIYQQIqGkxVAIIYQQQgghUjh5xlAIIYQQQgghUjh5j6EQQgghhBBCpHC/eYuhdnIXQKQsWlpabNmyJdr5R44cQUtLi3fv3v20MgkhhBBCCJFgYWGaf35B0mIoEtXLly8ZM2YMO3fu5Pnz51hZWeHm5kaPHj0oV65crMsXLVoUb29v0qRJ8xNKq7nQ0DDmeWxmx+FTvHn7Hst0aalVvgTtGtdES0sLgNxVW0S5bM/W/6NV/apRzlu38yDrdx7ihc9rAJwd7WnfuBYlCuRRpQkKDmbywrXsOXaG4C8hFM3nyuDOf2FuFv9tFBoaxrw1W9lx+Axv3n2Np1wx2v2vuioegEdPXzBt2UYu3rhHSGgozg52TB3YCVsr82jz/vApgFkr/+Pg6Uu8/+iPnZU5/do2okT+3JHSLt6wixkrNtG0Znn6t20c71jmrtzIzoMneP32HZbmZtSqUIr2TeuoYgn4HMi0xWs4dOoC7z98xN7Giqa1K9GweoVo892y7yhDJs9Xm6anq8vFnStUfyuKwpwVG9m0+xAfP/njljMrQ7q1xtHeNl6xhMcTytzl69i5/xiv/d5haWFGrUplaN+8gSqe137vmLZgJacvXOHjJ3/cc+dgYLe/cUxvp9E6dh86Qb9RUylTrCAzRw9QTU9ovlHHkzTnzvcWr9/BjGUbaFqrIv3bN1VNHzlrKWcu3+SV3zuMDAzIkyMzPVs1xMkhfvGEhoYxd8V6dh48Hr5vzNNRq1Ip2jetp36sLfLg0Mnz3461OlVoWKNijHmv3LST9dv34e37mrRpTKlQohA9/m6Cvp6eKo3Paz+mLVzFiXNXCAwKwsHOhtF9O5Ezq3O84gHw9w9g1sIVHDx2Gr+378iWxZkBPdrjmj0rAPuPnGT9lp3cuvuA9x8+snHpbLJliX19ew8dZ/bCFTx/6YNjent6dmxFyaIFVfNzFasS5XK9OrWhddP6SRaPoijMWbSSjdv38PGjP3lz52BIny44OthHm2doaChzF3uwY98hXr95i6VFOmpXrUD7lo1V+z0++cYaS0AAsxZ5cPD4GfzeviebSyYGdGuLa3aXb+tcspqN2/fx8ZM/eV2zM6RXRxxjOL4XrtrAgWOnefzkOQb6erjlykbPDi1wypBeleb1m7dMnreU0xeuEBDwmYwO9rRr3pAKpYvGO5bQ0DDmevzHzkMnef32PZbpzKhVoQTtG9dSbUPXKs2jXLZXm0a0ql8tynlzV/3HPI/NatMyprdl+8KJALz/+Ik5K//j9KXreL96g1kaU8oWyUeXv+qT2tgoQfHMW7+LHcfO8+bdByzN0lCrTCHa1a+simfwrJVsO3JWbbmibtmZP6RztPmu23Oc9XuP8+KVHwDODja0b1CFEvlyqqW7evcRM1fv4Pp9T3S0tcma0Z75QzpjoK8XVbaxSorzJrY8If7Xl1/ab95iKBVDkWg8PT0pVqwYadOmZdKkSbi6uvLlyxf27t1L586duXPnTqx56OnpYWNj8xNKGzdLNu5k/a5DjO7VFmdHe27e92TotEWYGBvStFb4D75Dq2aoLXPiwjWGzVhChWL5o83X2iIdPVo1JIOdNYoC2w6eoPuoGayfNZLMjuFf1BMXrOb4+atMHtiF1MaGjJ23kp6jZ7JiypD4x7NpN+t3HWF0z9Y4Z7Dn5gNPhs5YgomRIU1rlgfgqbcvLfqPp06FEnRqUgsTI0MeeL1AT0832ny/fAmh/ZAppEubmikDOmJlboa37xtSm0T+Ar5x7zEb9hwlS8b0UeQUh1jWb2P9jv2M6dsRZ0cHbt57xJAp80ltbETTOpUBmDh/Jeeu3mR8/87YWVty6uI1xsxagqW5GWWKRL9/TIwM2b5k6rcJWurzl6zfzuotexjdtyP2NpbMXr6B9gPHs3XRJLUf9HGKZ81m1m/dy5gBXXF2ysDNuw8YMmE2qY2NaVqvGoqi0H3IeFKlSsXM0QMwNjJixYZttO0znC1LZ2JkaBBj/s9f+jJ53jLy5c6hNj2h+UYbTxKdOxFu3HvEht2HyeLkEGlejswZqVq6CLZW5rz/6M88j820HzyJ3UumoKMT9w4zS9ZtYf32/Yzp1xnnjOnDj7VJc78ea+EV2InzlnPuyg3GD+iKnY0lpy5cY8zMRViap6NM0ajj2XnwBNMXrWZkn4645czCk2feDJ40Fy0tLfp1DK80v//4ib+6D6GAW07mjRuEWRpTvJ57Y5raOM5xfG/o+Bk8eOTJuKF9sLIwZ/veQ7TtPoitHv9ibWnB58BA8uXOSaWyJRk+YUbsGQKXr9+i3/DxdG/filLFCrJr3xG6DRzFhqWzcMmUEYAj2zzUljl+5gJDx02nQuliSRrPEo8NeGzcxpjBvbG3tWH2whW07zWYrav+RT+aH9WLV21g3ZadjBncm8xOjty8c4/BY6ZhYmJMswa1AOKVb6yxTJjNg8dPGPdPT6ws0rF93xHa9hrC1hVzsLY0Z8nq//DYtIMxA7tjb2fN7EUetO8zjK0r5kS7zgtXbtC4TjVyZXMhJDSUGQtW0q53+DIR5/jAMdP4+Mmf2WMHkzatKbv2H6X38ImsWzCF7PH80b5kww7W7zzImN7tw68D9x4zZNpCUhsb0rRWJQAOe8xSW+b4hWsMm76I8sUKxJh3Zkd7Fo79doNLR0dH9W/fN2955feW3n83xjmDPS98XzNq9jJevXnH1MHd4hULwJIt+1m/9zijuzbH2cGWmw+9GDp7Vfh3aLXSqnTF8uZgVOdmqr/1dGP+2W1tnpYezWqRwdYSBYVth8/SfcIC1k8aQOYM4Tccr959RMfRc2lTpyID2zRAR0ebe57P0dbWijHvmCTFeRNbnkC8ri+/vCRqCQwNDWX48OGsWrWKly9fYmdnR8uWLRk8eLDaDaphw4axcOFC3r17R7FixZg3bx4uLi4ar0e6kopE06lTJ7S0tDh37hz16tUjS5Ys5MyZk169enHmzBlVutevX1OnTh2MjIxwcXFh27Ztqnk/diVdtmwZadOmZe/evWTPnh0TExMqV66Mt7e3apnz589ToUIFLCwsSJMmDaVKleLSpUuJGtvVW/cpUzgfJQu6YW9tScXiBSiSNxc37j1SpbFIl1btc/jMZQrkzk56W6to8y1dKC8lCuTB0d6GjOlt6NaiPkYGBly78xCAj/4BbN53jD5tm1DILQc5XJwY1fNvrtx+wNU7D+Ifz+0HlCnsRskCebC3tqBisfwUccvJjfuPVWlmrfyPEu6u9GrVgOzOjjjYWlGmkBvmaU2jzXfzgRO8/+TP9H+6kDeHC/bWFuR3zUrWH360B3wOZOCUhQzv2gJTk4T9sL1y6x5liuSnZKF82NtYUrFkIYq65+b63W/b5+qte9QsX5ICeXJgb2NJg2rlyJLJketft3N0tLS01PerWVrVPEVRWLV5N+2a1KFs0fxkzeTI2H6dePXmLYdOXoh/PDfvUqZYQUoWyY+9jRUVSxWlaH43rt+5D8CTZ95cu3WPIT3akSubC04Z7BnSsz1BQcHsPnQ8xrxDQ0MZMHoanVs2Ir2ttdq8hOQbk6Q6d+DrcTRxPsO7tY7yOKpfpQz5XbNhb21JjswZ6fpXPV6+8uOF76t4xXLl5j3KFM1PycL5wvdNycLhx9qdH461iqUo4JYTexsrGlQvTxZnR7U0kfK9dZe8ubJSrVxx7G2sKJo/D1XKFOPGd8ssWbsVG0tzRvfthGu2zKS3DU/nYBf/G2mBQUEcOHqCXp3bkN/NlQzp7ejcphkZ0tuxbvNOAGpWLkfH1k0pUiCvxvmuWr+VYoXy07ppfZwzZqBru7/IkcWZ1Ru3q9JYmKdT+xw+foaC+XLjkIDW9tjiURSFleu30K5FI8qWKELWzE6MHdIH39dvOHj8VLT5XrlxmzIlClOqaEHsba2pWKYERQvm4/qtuwDxzjfWWI6dolfHluR3yxUeS+smZLC3Zd2W3eHr3LCNds0bUrZEYbI6OzH2n574vvHj4Ikz0eb77+QR1K5SjsxOGciW2Ykxg7rj7fOKW99dL6/cvEOTetVxzZEFBzsb2rf4H6lNjLl5L+brZUyu3P7hOlCiIEXz5eL63ZiuAxcpmDs7DrFcB3R0dNSWM0uTWjXPJaMD0wZ3p3ThfDjYWVPILSddW9TnyNnLhITGf5CQq3cfUaZAbkq658LeypyKRfJSJE82bjx4opZOL1UqLMxMVR/TKG6Sfq90AVdKuOfE0c6KjHbWdGtaEyMDfa7d+/bdPHHpfzSpWpo2dSuSOYMtTvbWVCqWDz3d6G/axiQpzhtNri0Qv+vLLy+JupJOmDCBefPmMXv2bG7fvs2ECROYOHEis2Z9u6EyceJEZs6cyfz58zl79izGxsZUqlSJwMBAjdcjFUORKPz8/NizZw+dO3fG2DjyD7S0adOq/j1ixAgaNmzItWvXqFq1Kk2bNsXPzy/avAMCApg8eTIrV67k2LFjeHl50adPH9X8jx8/0qJFC06cOMGZM2dwcXGhatWqfPz4MdHiy5PDhbNXbuH57CUAdx95cfnWPYpH0T0S4M3b9xw/f5U6FUtqvI7Q0DB2Hz3D58Ag8mTPDMCt+56EhIRS2O1b646Tgx22luZcux3/imGe7Jk5e/U2ns+/xvP4KZdvP6C4uysAYWFhHLtwDUd7GzoMnUqpZj1o0ns0h07HXOE+cvYKebI5M3a+B6Wb96RO5yEsXL+T0FD1C+CY+R6UyJ9bLa74csuRhbNXbuD5LPxmwd2HT7h04w7FC7h9izdHFo6cuYjPaz8UReHclZs8ee5NUfeo91+EgM+BVGzWlfJNOtN12GQeeD5VzXv20pfXfu8onC+XalpqYyNcszlz9fb9+MeTMytnL13D8+mL8HgePObSjdsULxj+xRn8Jfzlud+3SGpra6Orq8ul6zG3ys9fsYF0ZmmoW618pHkJyTcmSXnujJm7ghIF81A4b85Y0wYEBrFl/3HsbSyxsYi+K3RM3HJm4ezlG3g++7pvHnpy6cZd1b6Br8faqe+PtRs8eeZN0WjiBXDLkZVb9x6pKo9PX/hw/NxlShT6lu+R0xfIkSUTvUZOpVT9v2nQvh8bdx6IVxwRQkNCCQ0NQ/+HXgD6+npcunYz3vlevXmbIvnd1KYVLeTO1Zu3o0z/2u8tx06do271SvFeJ8Qez7MXL3n95i1F8n/brqlNjMmdIytXb0R/jLvlys7ZC1fw9HoGwJ37j7h07SYlCoe3AMc33xhjCY2IRb01Rl9fj0vXb/HM24fXfm8pkv/bYwepTYzJnT0LV2/c1Xg9nz75A5DG9Ftlyi1nNvYcOs77Dx8JCwtj18FjBAcHU9AtV3TZxMote8R14Ot1+tETLt2M/jrw+u17jp+7Sp1KpWLN2+v5S8o27UrlVr3oP2Eu3r6vY0z/yf8zJkaGpPquZTGu8mTNxNnrd/F84QPAXc9nXL7ziOJ51b/TLty8T6lWA6jRdSSj/l3Lu4+fNF5HaGgYu09c4HNgMHmyOgHw5v1Hrt/3JF0aE5oPmkLp1gNpNWQ6l27Hv9KeFOdNUl1bfgdK6BeNP3Fx6tQpatWqRbVq1ciYMSP169enYsWKnDt3Lny9isL06dMZPHgwtWrVInfu3KxYsYIXL17EOLbHj6QrqUgUDx48QFEUsmXLFmvali1b0rhx+PNkY8eOZebMmZw7d47KlStHmf7Lly/Mnz8fZ+fwLixdunRh5MiRqvlly5ZVS79gwQLSpk3L0aNHqV69enxDUtOmQTX8Az5Tq/0AdLS1CQ0Lo+tf9ahWJupnLrYeOIGRoQHli7nHmve9x09p3nsUwcFfMDI0YPqQbjhnCO+3//rte3RTpYrUGmJuZsrrt+/jH0/9KuHxdBz8LZ7mdahWujAAfu8/EvA5iMUbd9G1WR16tKzPyYs36DluLovH9CW/a9Yo83328hXnrt2mWunCzB3WHS9vX8bMW0VIaAgdG4d3udp97Cy3Hz5hzdT4d4VVi+V/NfkU8JmabXqrYunWsiHVyxVXpRnUuSUjpi+kfJPOpNLRQUtbi+E92pI/d/Zo882Y3paRvduTJVMGPvoHsHzDTpr3GMbmhZOwsTTnjV/49jdPq/6sp7lZGl6/fRf/eJrUDY+nRddv8bRpQvUK4T+QnDLYY2ttwfSFqxjauwNGBvqs2Lgdn1dveP3mbbT5Xrp+m/92HWDjoqlRzo9vvrHGk0Tnzu6jZ7j94AlrZgyLMd3aHQeZtmQdnwODyJjelgVj+qIbS3euaGNpVJtP/p+p2arnt33TqhHVy5VQpRnUpTUjpv1L+UYdvh1rPduTP3f0N0GqlSvOuw8f+KvHEFAgJDSUhtUr0LZJXVWaZ96+rN++n7/qV6Nt4zrcuPuQ8XOWoqubiloVS8crHmNjI/Lkys78ZWvI5JgB83Rp2XXgKFdv3CFDAlruXr95i3k6M7VpFunMoj2Otu0+gJGRIeVLJawbaWzxvPYLX/+PZTOPoWwAfzdviH9AADWatPu239u1oHql8O+e+OYbYyxGRuTJmY35y9eRyTE95mZp2XXwGFdv3g2P5Wu+5t/1YghfZ1pVeWITFhbG+FmLyOuaHZdMjqrpU0b0o8/wSRSr3pRUOjoYGOgzffQgMiTgWeM2DauHX9fa9f+2DVvUp3rZqPf5tgPHv14HYu5O7prVmVG925ExvS2v/d4xz2MzLfqOZvO8cRgbGUZK//b9R/5ds4X6VcrEOxaANnUq4B8QSK1uo9HR1iI0TKFrk+pUK/mt22uxvNkpVzgP9lbmPHv5mpmrt9Np9DxWju0dY1f2e0+e03zQFIKDQzAy0Gd6v7Y4O4Sfj8++jkcwb90uereoQ9aM6dl+9Bxth8/iv2mDcLSLuXU1Kklx3iTVteW3EIdnDIOCgggKClKbpq+vj76+fqS0RYsWZcGCBdy7d48sWbJw9epVTpw4wdSp4d/pjx8/5uXLl5Qv/+3Gb5o0aShUqBCnT5+mUaNGGpVJKoYiUSiKonHa3Lm/3SE0NjbG1NQUX1/faNMbGRmpKoUAtra2aul9fHwYPHgwR44cwdfXl9DQUAICAvDy8oo2z+hOxujsPX6OnYdPM75fB5wz2HP3kRcTF3iED3RSvnik9Fv2H6damSIaPWfmlN6WDbNH8ck/gP0nzjN4ykKWTByoqhwmhb0nzrPz6BnG92n7LZ5Fa1WD0IR97eJQplBemtcOfw4sW6YMXLnzgPV7jkRbMVQUhXRpTBnauQU6OtrkyJwR3zdvWfbfXjo2rsXLV35MWLiWBSN7RbqTGO9Yjp5h58ETTBjQBeeM6bn78AkT5q0I3zcVwytTq7fu5dqdB8wa0QdbawsuXr/DmNlLsTQ3o0g+1yjzdcuRBbccWdT+rvV3HzbsPEjXlg0TpexRxnPkFDsPHGPC4J44Z3Tg7oPHTJizJHygk8pl0E2Vimkj+jNs0hyK1/wLHW1tCrvnpnihfNGeh/4Bnxk0dgbD+3TCLE3UXYHjk69G8STBufPy1Rsm/OvBgjF9Yz3HqpUpQpG8OXnl947l/+2mz7g5rJg8OF7PgO49epqdh04wYVA3nB0duPvQkwlzl4UPEPS1crZ6y26u3b7PrFH9sLW25OK124yZtTj8WIumhfr8lZssXL2Zwd3+xjWbC09fvGT8nKXMX7WRDs3CB2IJU8LImcWZ7m2aAJDdxYkHnl6s374/3hVDgHFD+jB03DTK1m6Gjo422bNkpkr5UmpdC5Pa5h37qF6xTLyfxfteUsSz59Axduw7zITh/cjs5Mid+4+YMONfrCzSUatq9ANYJdS4wT0ZOn4mZeu2Co/FxZkq5Upw6278W4e+N3rafB489mLF7PFq02cv9uDjJ38WTRtF2jSmHDp+hj7DJ7J81jiyOGeM17r2HjvLzsOnmNCvI86O6bn76AkT/vVQDULzo837jlGtTNFYz9PvB2rL6pQB16zOVGrRk73Hz1K3Umm1tJ/8P9N52GQyZbCnY7M68YpDFc+pS+w8fp7xPVrg7GDL3cfPmbh049dBaMJvsFYp/q1Sm8XRniyO9lTtPJzzN+9TOHfU36EATnbWbJg8kE8Bn9l/+jKDZ69kycjuODvYooSFX4vrVyxO7bJFAMieyYGz1+6y5dBpujerFa94kuK8+RWuLckiDl1Ex40bx4gRI9SmDRs2jOHDh0dKO2DAAD58+EC2bNnQ0dEhNDSUMWPG0LRp+IBrL1+G98qxtlZ/TMTa2lo1TxNSMRSJwsXFBS0tLY0GmNH9oR+8lpaWqiKiafrvf6i2aNGCN2/eMGPGDBwdHdHX16dIkSIEBwdHm2d0J+PA5lG3Wk5dvI42DapRpVT4BT+LkwPevq9ZvH5HpB+3F2/cxfOZN5MGdIp2/erxpSKDXfiJnMPFiRv3H+OxdR9Du7bCwiwNX0JC+PDJX63V8M3bD1gkYFTSqUs30KZ+VaqULBQeT8b0eL96w+INu6hVrhhmpqlJpaODcwb1O3uZHGy5fCv6i7qFWRpSpdJRuxvqlN6O12/f8+VLCLceeOL37gP/6/GtxTc0LIyLN++xdschLvz3b5wHBZmy0IM2jWpR5WsLVBanDLzwecWitduoVbEUgUHBzFi6lhnDelGyUD4AsmZy5O7DJyzfuCPaiuGPdFOlIptzRp6+CL/AmqcL3/5v3r3H0vzbndQ3b9+TLZ4/ngCmzF9Om8Z1qVI2/LjKkskxPJ7V/1Grcvhd7pxZndm4aCofP/nzJSSEdGnT0KRjf3JEMzrl0xcvef7Sl66DxqqmhX09h9zK1Wf7itk42NvEOV9NJMW5c+v+1+Oo67fWwtCwMC7euMva7Qe4sHWx6jhKbWxEamMjHO1tyJMtM8UaduTgqYtULV0kzrFMWbDq67EW3sqRJdPXY23NFmpVLB1+rC1Zw4zhfSlZ+PtjzZPlG7ZHWzGcvWwdNcqXpF7Vcqp8AwIDGTltAe2a1EVbWxvLdGY4O6oP1JQpQ3oOHD8bVZYay5DejmVzJhHwORB//wAsLdLRe8g40ifg2UULczPe/NBq9drvLRbmZpHSXrxyg8dez5g0cmC81/e9mOKx+Nri8cYvfGTRCG/83pLVJfpjfMqcxfzdrCFVy5cGIIuzE94vfVm0cj21qlaId76xxmJvy7JZ49RjGTYxPJav2/LN23c/rPMdWTNnijXvMdPmc/TUBZbPGouNlYVqutdzb1b/t5Mty2eT2SkDANkyO3Hp2i3WbN7FsD6afa/9aMritbRpWJ0qX8+7LE4OvPB9zaL12yNVDCOuA5MHRj96Z3RMTYxxtLfB62sXzwj+AZ/pMGQiRoaGzBjSHd1UCfv5O3XFFtrUqaCq/GVxtMf7tR+L/9uvqhj+KL2NBWamJjx9+SrGiqGubioy2FoCkMM5AzceeOGx8whDOzTGwiz8xp5zevXzM1N6G7xfx79nR1KcN0lxbfktxKHFcODAgfTq1UttWnSNFOvXr8fDw4PVq1eTM2dOrly5Qo8ePbCzs6NFi6hH9o4PqRiKRJEuXToqVarEnDlz6NatW6TnDN+9e6f2nGFiOnnyJHPnzqVq1fBRAZ8+fcrr1zE/YxDtyfjscpTpA4OC0PphxC9tbW2UKCq0m/cdI0fmjGTNlCEuYaiEhSkEfwkBIIdLRlKl0uHslVtUKB7eReXxM2+8X70h99fnEOMjMChY7bUU8DWer5UFXd1U5HTJqHouLMKT5z7YWkb/fJZbjszsPnqWsLAwtLXDf5g/efESy3Rp0NVNRaE82dk0W71CPnT6UpzS29CqfpV4jRQZGBSM9g+x6Ghro3y9OIeEhBASEoqWlnre2trahIVp3hIWGhrG/cdPKVHQDYD0NlZYpEvL2cs3VBXBT/4BXL/zkP/F8BqM2OMJijS63PfxfC/115sFT5694Oa9h3RpHfUrP5wy2PPfkmlq02YtXkNAwGf6d22NzQ+vH9E0X03jSexzp5BbDjbNHaM2bei0RTilt6VVg2rRHkcK4fv7y9fzK64CA4PQ/uE40tHWVt3FVx1rUcQbFkOr6+cotpHO1/MnYjG3nFlVz51G8Hz2Altry3jF8iMjQwOMDA14/+Ejp85dpFen1vHOK0/O7Jy5eIXm//vWKnP6/GXy5Izcdfu/HXvJkdWFbC6xV2biIqp4IipUZy5eUQ2J/8nfn2u37tKwTtSvQ4Dw/R7TPo1vvnGO5eMnTp2/TK8OLUhva41FOjPOXLyq2naf/AO4dvseDWtH/SoQCO/VMXb6vxw8foalM8ZG+pEeGBjekybq74f4j7YY/XU68nnx394j5HBxIut33Vs1FfA5kKfevtQo962L6if/z7QfPBE93VTMGtYz3iNGfy/8O/TH7xStGLfRyzdveffRX1W501SY8u03gb2VOVbp0uD5Qr2X1RNvX4rlTfgz+4l53sSU5x8tDi2G0XUbjUrfvn0ZMGCAqkuoq6srT548Ydy4cbRo0UI1or+Pjw+2tt9u6vv4+ODm5qZxmaRiKBLNnDlzKFasGAULFmTkyJHkzp2bkJAQ9u/fz7x587h9O+qBBxLKxcWFlStXkj9/fj58+EDfvn0xNIz8bMH3ojsZg6JIC1CqUF4Wrt2OraU5zo723Hn4hJWb91K7ovqdzk8Bn9l3/Bx9/o76h/TfAydQrmg+GtcIrzjMWLqeYvlzY2tljn9AILuPnObC9TvMHxU+uE5qYyPqVCzJ5IVrSJPaBBMjA8bNX0We7JnJky3+FcNSBfKwcP1ObC3T4ZzBnjuPvFi5ZR+1K3xrwWlZtzJ9J84nX64sFHTNxslLNzh67iqLx/ZTpRk0dRHW5mZ0b1EPgP9VKcPaHYeYsHANjauXw+uFD4s27KJJ9fCWEGMjQ1x+aPUwNNAnjalJpOkax1I4HwvWbMHWyhxnRwfuPPBkxX+7qP21G5GJsRH5c2dn6kIPDPT1sLWy4ML122w/cIy+7b+9N2vQxLlYmZvRo034vpu3ahN5srngYG/Nx08BLNuwHW/fV9T7+myKlpYWzepU4d/VW8hgb4O9jRWzl23A0tyMshq8ZiHaeIoUYMGqjdhaWeDslIE79x+xYsN2alf59izt3iOnSJfWFBsrC+4/8mLC7MWULVaQot8NuDNo7AysLM3p0bYZ+np6uDip/8iKqPx9P12TfOMcTxKcO8ZGhrhkjOY4+jr9mbcve46dpWi+XJilMcXntR+LN+xAX0+X4t91P4tTLEXcWbD6v/B9kzF9+LG2aQe1v7bkhh9rOZi6YBUGenrYWlty4dottu8/St8O3+7oDho/GyuLdPT4O7xbaOnC7qzYtJPsmZ1wzeaC14uXzF62jlKF3VWV3L/qVaN59yEsXP0flUoV5fqdB2zadZChPdvFK5YIJ89eRFEUMmZIj9ezF0yZsxinDOmpXS28C/n7Dx/xfumL7+s3ADz+OgCLhbkZFubhrQcDR03GysKcnh1bAdCsYS1ade7HsjWbKFm0ILsPHOXmnfsM76/+eoBP/v7sO3ycPl3aJigGTePR0tKiecPaLFi+Fsf09uGveFi4EisLc8qV+PbMa5tuAyhXsihN6tcEoHSxQixcvhZbaysyOzly+94DVqz7jzpft5Gm+cY5lnOXwmNxsMfruTdT5i3DKYM9tauWD19ng5osWLEex/R22NtaM3uxB1bm6ShX/FuLVZsegylXojBN6oU/bz962nx2HTjGzLH/YGxkqHpGzMTECAN9fZwc05PB3paRk+fQp1Nr0qRJzaHjZzh94Qpzxsf/ufBShdxYsHZb+LnjaM+dB09Y8d8eav8wyNQn/8/sP36OPm2bRJnP3wPGUbZofprUDP8OnbxwNaUK5cXO2oJXb94yZ9V/6GhrU6VUEVV+7f+ZwOegYMb37YB/wGf8Az4DYJbGNF43IwFK5Xdl4aa92Fqa4exgy53Hz1i5/TC1y4Zv+4DPQcxbv4vyRdywSGvK05evmbZyCxlsLCjm9u0Gyd/DZ1KuYB4aVw1/7GHGqq0Uy5sTW0sz/D8Hsvv4BS7cvM/8IeEttVpaWrSoVZ5563aSJaM92TKmZ9uRszx+7sOUPm3iFQskzXkT27UFNLu+/HaS6D2GAQEBqhvuEXR0dFQ97pycnLCxseHgwYOqiuCHDx84e/YsHTt21Hg9UjEUiSZTpkxcunSJMWPG0Lt3b7y9vbG0tMTd3Z158+Yl2XoXL15Mu3btyJcvHw4ODowdO1Zt1NLEMLBDM2av/I8xc1bg9/4DlunSUr9KaTo0qa2Wbs/R8GHCq5SOuivJM29f3r7/NiqZ3/uPDJ6ykFd+7zAxNiSLkwPzR/WhyHcjXfZr1wRtLW16jZlF8JcvFHN35Z9OfyUsnvZNmO2xhTHzVuH3/mN4PJVL0aFRTVWackXyMaRTcxZv2MWEBWvIaG/D1IGdyJfz2/twXr7yU7sLbGOZjvkjezJx0Trqdx2GlbkZTWuUp3W96O9gJ9Sgzi2ZvXw9o2ctxe9rt876VcvRsVk9VZpJg7oxfclaBoyfzfuPn7C1sqRry//RsPq3h7S9fV+r3SX/8NGf4dMX8vrtO0xNjMnh4sTK6SPUuvO1bliDz4FBjJi+iI+fAsibKyvzxw5I0B3pQd3+ZvaS1YyesQC/tx+wtDCjfo2KdPyrgSrN6zdvmTR3afgL483TUqNiaTo0b6CWj7fva7S04/ajR5N84yqpzp3Y6OnpcunmPVZt3ceHT/6Yp02De66srJgyJMZXrsRkUJfWzF62jtEzF3091tJRv1oFOjb/9kL2SYN7MH3xagaMmxl+rFlb0rV1YxrW+NaKHL5vvh1r7ZrVQ0tLi1lL1+L72g+zNKaUKuJOt+9aanNly8z0EX2Yvmg181duwt7Win4dW6gNfBMfHz/5M33+UnxevSaNaWoqlCpOt/YtVF3tDh8/w+Cx3wYs6jss/Hm0jq2b0rlN+PvZvH181a4DeV1zMGF4f2YtWM6Mf5fhmN6emeOGqN5hGGH3gaMoClStUDpBMcQlntZNG/D5cyDDJ87k46dP5Mudk/lTRqk93/j0uTdv339Q/T2oZ0dmLVzB6Mlz8PvadbNBrap0bPWt8qJJvnGPJYDpC1aEx5I6NRVKFaFb2+bfYmlSl8+BgQyfPIePn/zJ55qD+ZOHq8fy4qVaLOu27AagVbdBausaPbA7tauUQzdVKuZNHMa0f5fTeeAoPn8OxMHeljGDelAyhne+xmZQx7+YvWITo+csw+/dByzTmVG/ahk6NlF/1m/30dMooOpy+qOn3r68+/BtxHGf1370nzCXdx8+YZYmNflyZsFj2jDSfT3Hbz/05NrXZzKrtlH/XbBn2VTs49niPvDvBsxes4MxC9bh9+ETlmZpqF+hGB0ahH/XaWtrcf/Jc7YdOcvHgM9YmaWhSJ5sdGlcXe21Es9evubtx+9/E3xi8KwVvHr7ARMjA7I42jN/SCeK5PlWmWxevQzBwV+YtHQT7z8FkDWjPf8O7YKDTfx7DyTFeRNbnqDZ9eW3k0TvMaxRowZjxowhQ4YM5MyZk8uXLzN16lRatw5vgdXS0qJHjx6MHj0aFxcXnJycGDJkCHZ2dtSuXVvj9WgpCRlVQIg/TNDD6N//9LvRdy5M0L0TyV2MRKGfpTjBTxL33ZTJSc8xH8Ev/pwhu/Xscv4x546+c2GCn15N7mIkGj2HPHx5/Sj2hL8JXYtMf0w8uhaZ+OKj+aslfnW61lkJfnQuuYuRaPQyFSToxv7kLkai0M9V4Y85byD83PlVfd45XeO0htV6aJz248ePDBkyhM2bN+Pr64udnR2NGzdm6NCh6H29GR3xgvsFCxbw7t07ihcvzty5c8mSJUssuX8jLYZCCCGEEEIIkVBJ1JU0derUTJ8+nenTp0ebRktLi5EjR6q90i2upGIohBBCCCGEEAkVGr/BzX4VUjEUQgghhBBCiIRKomcMfxapGAohhBBCCCFEQiVRV9KfRSqGQgghhBBCCJFQ0mIohBBCCCGEECmcVAyFEEIIIYQQIoX7zd8CKBVDIYQQQgghhEgoaTEUQgghhBBCiBROKoZCCCGEEEIIkcLJqKRCCCGEEEIIkcKFhiZ3CRJEKoZCCCGEEEIIkVDSlVQIIYQQQgghUjipGAohhBBCCCFECifPGAohhBBCCCFEyqaEyXsMhRBCCCGEECJlk66kQgghhBBCCJHCSVdSIYQQQgghhEjhpCupEEIIIYQQQqRw0pVUCCGEEEIIIVI4qRgKIYQQQgghRAoXGprcJUgQqRgKIYQQQgghRELJM4ZCCCGEEEIIkcLJqKRCCCGEEEIIkcL95i2GWoqi/N4RCCGEEEIIIUQy8x/XQuO0xgOXJ2FJ4kdaDIX4jplJ5uQuQqJ5++kBxkYZk7sYicI/wBNDQ8fkLkai+fz5CQYGGZK7GIkmMNDrj9k/nz8/+WPOG/gzz50/Zf/4B3j+MbFAeDymxpmSuxiJ5oP/oz/mOh0Y6EWNDNWTuxiJZrvXjuQuQvR+8xZDqRgKIYQQQgghRELJM4ZCCCGEEEIIkcJJi6EQQgghhBBCpHDygnshhBBCCCGESOHkBfdCCCGEEEIIkcJJV1IhhBBCCCGESNkU6UoqhBBCCCGEECmctBgKIYQQQgghRAonFUMhhBBCCCGESOHkPYZCCCGEEEIIkcJJi6EQQgghhBBCpGyKVAyFEEIIIYQQIoWTiqEQQgghhBBCpHAh8oJ7IYQQQgghhEjZpMVQCCGEEEIIIVI2Rfm9K4bayV0AIYQQQgghhPjthSmaf+Lo+fPnNGvWDHNzcwwNDXF1deXChQuq+YqiMHToUGxtbTE0NKR8+fLcv38/TuuQiqEQQgghhBBCJFQSVQzfvn1LsWLF0NXVZffu3dy6dYspU6ZgZmamSjNx4kRmzpzJ/PnzOXv2LMbGxlSqVInAwECN1yNdSYUQQgghhBAigZLqdRUTJkzAwcGBpUuXqqY5OTl9W6+iMH36dAYPHkytWrUAWLFiBdbW1mzZsoVGjRpptB5pMRRCCCGEEEKIhIpDi2FQUBAfPnxQ+wQFBUWZ7bZt28ifPz8NGjTAysqKvHnzsnDhQtX8x48f8/LlS8qXL6+aliZNGgoVKsTp06c1Lr5UDIUQQgghhBAiocI0/4wbN440adKofcaNGxdlto8ePWLevHm4uLiwd+9eOnbsSLdu3Vi+fDkAL1++BMDa2lptOWtra9U8TUjFUPx0WlpabNmyJdr5R44cQUtLi3fv3v20MgkhhBBCCJEQSpii8WfgwIG8f/9e7TNw4MAo8w0LCyNfvnyMHTuWvHnz0q5dO9q2bcv8+fMTtfwpumLYsmVLateuHWn6r1QxKV26ND169FCbNmPGDPT19Vm7dm3yFCoGL1++pGvXrmTKlAl9fX0cHByoUaMGBw8e1DiPokWL4u3tTZo0aZKwpAnX+u8mnDizgycvrvDkxRX2HtxA+QolY1ymQ6eWnLu0jxevbnDjznHGjP8HfX091fyixQqwZv0Cbt0/ydtPD6havXwMuSWePn06cez4Vl763MDT8wJr1y3AxSWTxsvXr18D/wBP1q5boDbdP8Azyk+PHu0SOwQ1ffp04sSJbfj63uTJk4usXx97PNmzu7BmzXzu3DnB589P6NKldaQ0xYoVZOPGxTx6dI7Pn59Qo0bFpApBTfHiBdm0aQmPHp0nMNBLo/Xq6ekxYkRf7t07xfv397l79yQtWjRUzc+ePQtr1szn7t2TBAZ60aVLm6QMQSU++wagbt2qXLlykLdv73L+/F4qVSqjmpcqVSpGjx7A+fN7ef36No8enWPRoqnY2lolZShA/M6d7Nld8Fg9j1u3T+Af4EnnzpGPNW1tbYYM7cXNW8d5/eYO128cpf+ArkkVhkpS7B+Az5+fRPnp2bN9UoUSr31Ts1Yljp/YxvMX1/B9dYvTZ3bRuHEdtTTGxkZMmTqCe/dP8/rNHS5c3E+bv5smWRwR4hNPy1aN2Ld/Pc+eX+XZ86vs2LEK9/x5ok0/Y+aYaI/JxNbm76acOruLZ95XeeZ9lQOHNlKhYqkYl6ldpwoXLu3H981tTp/bTcVKpdXm16hZiS3bluPpdZEP/o9wzZ09CSNQlxTXaYC6datx9eoh3r27x4UL+yKdW4khZ8GcDFkylGXnl7PdaweFKxZWm29gZED7kR1YenYZG+9tYs7BuVRuViXGPDNkycDA+QNZdHIx2712ULNNzUhptLW1adq7GYtOLGLjvU0sOL6Q/3XT7Fm4X1aIovFHX18fU1NTtY++vn6U2dra2pIjRw61admzZ8fLywsAGxsbAHx8fNTS+Pj4qOZpIkVXDH9Hw4YNY9CgQWzdulXjB0l/Fk9PT9zd3Tl06BCTJk3i+vXr7NmzhzJlytC5c2eN89HT08PGxgYtLa0kLG3CvXj+khFDJ1GmRC3KlqzN8WOn8Vg3n2zZXaJMX79BDYaN7MvEcbMo5F6Jrp0GUqdeVYYM76NKY2RkyI0bt+nba/jPCeKr4iUKseDflZQpXYcaNZqjq5uKbdtXYGRkGOuyGTKkZ+y4QZw4cTbSvExOBdQ+Hdr3JSwsjC1bdidFGColShRi/vwVlCpVm+rVm5EqlS47dqyMMR4jI0MeP/ZiyJAJeHv7RpnG2NiI69dv06PHkKQqejRlM+L69Vv06DFY42U8POZSunQxOnToR+7cZfjrr67cu/fouzwNePzYi8GDx0cbb1KIz74pXNid5ctnsXz5egoXrsb27ftYv34BOXJkAcL3nZtbLsaPn0mRItVo1Kg9WbJkYsOGxUkeT3zOHUMjQzwfezF0yARevox62/fq3YG//25Gr15DyZe3PEMGj6dnz/Z07NgyiSIJlxT7ByBjxvxqn3bt+hAWFsbmzbuSLJb47Ju3fu+ZOHEOZcvUoVDByqxcsYH5/06ifPlvN/3GTxhMhQqlaNO6J/nylmfOnCVMnTqCqtWS9kZefOIpWaIwGzZso2qVxpQtU5dnz73Ztm0ltnbWkdLWqFmJggXz8uKF5t3OEuL5c2+GD51IqeK1KF2iNkePnmbNun+j/Q4tWCgfS5bNYMWK9RQvWp2d2/exeu18sn93nBkbG3L61AWGDpnwU2L4XlJcpwsXdmfFilksW7aOQoWqsn37XjZsWKh2biUGAyMDHt96xPzBUbc+tRn6N/lK52NK9yl0KtuRbYu30mFkBwpWKBhtnvoG+rz0esny8cvx8/WLMk29jvWo2rwK84fOp1PZjiwbt4y6HepSo1WNRIkrOcSlxTAuihUrxt27d9Wm3bt3D0dHRyB8IBobGxu1hpgPHz5w9uxZihQpovF6tJTf/U2MCdCyZUvevXsXqVvjkSNHKFOmDG/fviVt2rQAbNq0iaFDh/LgwQNsbW3p2rUrvXv3Vi2TMWNG2rVrx4MHD9iwYQNmZmYMHjyYdu2+tYycOnWKTp06cefOHXLlysXgwYOpU6cOly9fxs3NLcoyli5dGjc3N6ZNm0a3bt1YtWoVO3fupGjRokB40/Lo0aNZsGABr169Inv27IwfP57KlSsD4ZU1JycnNm3axKxZszh79iwuLi7Mnz9f7UBZuHAhI0eO5M2bN1SqVIkSJUowcuTIOLWaVq1alWvXrnH37l2MjY3V5r179061LbW0tFi4cCE7d+5k79692NvbM2XKFGrWrBnl9l+2bBk9evRg3bp19OjRg6dPn1K8eHGWLl2Kra0tAOfPn2fQoEFcvnyZL1++qLZZvnz5NC4/gJlJ5jil/9EjrwsMHTyBVSs2RJo3ccowsmR1pnb1v1TTRo0dSP78eahSMXIl/+2nBzRt1IFdOw7EqyxvPz3A2ChjvJa1sEjHE69LVKzQkJMnz0WbTltbm33717NixXqKFS1ImrSmNPpf9K2Ba9ctILWJMdWqxe3uun+AJ4aGjnFa5nsWFul4+vQy5cs3iDGeCHfunGD27CXMnr0k2jSfPz+hYcO2bN++L87l+fz5CQYGGeK8HEBgoBcNGvwd43orVCjFypWzyZ69OG/fvo81z7t3TzJr1hJmz45fRSow0Cve+0eTfbNy5WyMjIyoV+9bK8bRo5u5evUW3br9E+Uy7u65OXFiO1myFOHp0xcal+fz5yfxPm9A83Mnwq3bJ5gzewlz5qgfaxs3LcbX9zWdOvZXTfNYPY/Az4G0adNT4/L8jHMnPvtn/foFmJiYULVqkziVJyH7J677JsLJUzvYs+cQo0ZOBeD8+b1s3LSDCeNnqdKcOLmdffuOMHLEFI3z9Q/w/KnHGoRfs5+/uErvXsNYvfo/1XRbO2uOHt1CrZp/sem/pVEek7HxD/DE1FjzniZRefL0EoP/Gc/KFesjzVu6fCbGxkY0rP+3atrBw5u4du02PburV8YyZLDnxu3jFCtSjevXbserLB/8HyX7dXrlyjkYGxtRt24r1bSjR7dw7dotunYdFKfy1MhQXaO02712MObv0ZzZd0Y1bfb+ORzffpx1M7/1VJu2czoXD19g1eRVsea56ORiti3ZyrbF29SmD106lLev3jGr30zVtIHzBxIUGMzUHtGfS9u9dmgUS3J4W6+0xmnNNh3ROO358+cpWrQoI0aMoGHDhpw7d462bduyYMECmjYN/001YcIExo8fz/Lly3FycmLIkCFcu3aNW7duYWBgoNF6pMVQAxcvXqRhw4Y0atSI69evM3z4cIYMGcKyZcvU0k2ZMoX8+fNz+fJlOnXqRMeOHVW1+w8fPlCjRg1cXV25dOkSo0aNon///lGsLbKQkBCaNWvGxo0bOXr0qKpSCOHdSqdMmcLkyZO5du0alSpVombNmpFeaPnPP//Qp08frly5QpYsWWjcuDEhISEAnDx5kg4dOtC9e3euXLlChQoVGDNmTJy2kZ+fH3v27KFz586RKoWAqlIYIeLAvnbtGlWrVqVp06b4+UV9RwkgICCAyZMns3LlSo4dO4aXlxd9+nxrafv48SMtWrTgxIkTnDlzBhcXF6pWrcrHjx/jFEd8aWtrU7d+NYyMjTh/7nKUac6duYSbWy7yuecGwDGjAxUqlWL/vqM/pYxxYWqaGoC3b9/FmG7goO68evWGFcsjf4n/yMrKgsqVy7B8+brEKGKcaBrPn6J69QpcunSdXr068vDhOa5fP8K4cf9gYBB1F5XkpMm+KVQoH4cPn1Cbtn//MQoViv7Gj6lpasLCwnj37kOilFNTiXWsnTlzkdKli5E5c/hw5K6u2SlaJD/79h1JYAnjJin2T/i1oOxPvxbEZ9+ULl0UF5dMnDzxreJ15uxFqlUrr2p1K1myCJkzO3HwwPFELW9s4hOPkZEhurq6+H23jJaWFosXTWP6tAXcvh23l2EnFm1tberVr46RsSHnzl2KMk3BQvk4cvik2rSDB45TsFDen1HERKfJdbpw4XwcOqR+bh04EPO1LyncvnibQhUKks7aHADXIq7YOdlx+VjUv3c0zvfCbfIUy4Odkx0AGbM7kb1ADi4euZjgMieXpGoxLFCgAJs3b2bNmjXkypWLUaNGMX36dFWlEKBfv3507dqVdu3aUaBAAT59+sSePXs0rhSCvMeQHTt2YGJiojYtNDRU7e+pU6dSrlw5hgwJ7z6WJUsWbt26xaRJk2jZsqUqXdWqVenUqRMA/fv3Z9q0aRw+fJisWbOyevVqVUuZgYEBOXLk4Pnz57Rt2zbWMkYMR3v16lWyZcumNm/y5Mn0799f1a10woQJHD58mOnTpzNnzhxVuj59+lCtWjUgvFKWM2dOHjx4QLZs2Zg1axZVqlRRVbSyZMnCqVOn2LFD8zsyDx48QFGUSOWLTsuWLWncuDEAY8eOZebMmZw7d07V0vmjL1++MH/+fJydnQHo0qULI0eOVM0vW7asWvoFCxaQNm1ajh49SvXqmt0li48cObOw9+AGDAz08f8UQPPGHbl750GUaTdu2E46CzN271+LlpYWurq6LFnkwdTJ85KsfPGhpaXFxElDOXXqPLdu3Ys2XZEi+WnRoiFFClfVKN+mTevx8aM/W7fuTayiakRLS4tJk4bFGs+fxMkpA0WL5icwMIj//a8t5ubpmDlzNObmZrRr1yf2DH4STfeNtbUlvr6v1ab5+r7G2toyyvT6+vqMHj2Q9eu38fHjp0Qtc0w0PXc0MWXyPExTp+bylYOEhoaio6PDiOGTWbduayKVNnZJtX+aNQu/FmzZsidRyxuTuOwbU9PU3H9wBn19PUJDw+jZY7Daj/PevYYze/Y4Hjw4y5cvXwgLC6NL54FxaoVMqPgea6NGD8Db24fDh75VsHr37khISAhz5y6NYcmkkSNnVg4c2oiBgT6fPgXQNIbvUGtrizgdZ786Ta7T4efWK7XlfHxe/fSY/x06ny7ju7L8/HJCvoSghCnMGjCLm+duJijfjXM3YpTaiHmH5xMWGoa2jjYrJ63k6JYjiVPw5BCWdFlXr149xt+0WlpajBw5Uu33cVyl+IphmTJlmDdP/Yf52bNnadasmerv27dvq14WGaFYsWJMnz5d9YUNkDt3btV8LS0tbGxs8PUNf37k7t275M6dW63WXrBg9H2zv1e8eHGuXLnCkCFDWLNmDalShe+2Dx8+8OLFC4oVKxapbFevXlWb9n3ZIrpf+vr6ki1bNu7evUudOuoP1xcsWDBOFcO49kj+vjzGxsaYmpqqtlVUjIyMVJVCCI/h+/Q+Pj4MHjyYI0eO4OvrS2hoKAEBAaqHcn8UFBQU6V0x0T3wG5P79x5TsmhNTE1NqFW7CnMXTKJ65SZRfrEVK1GIXn060qfncC5euIJTJkfGTxxCn/6+TJ4wJ4rck8e06aPIkSMr5cvXjzaNiYkxixZPo0vngbx581ajfJv/1ZB167ZE+46epDJ9+ihy5sxCuXLRx/On0dbWRlGgZctufPgQ3mrer98o1qyZT7du/xAY+HP3QXSSYt+kSpWKVavmoKWlFW03xqSiybmjqXr1qvO/RrVo1bI7t2/fI3fuHEyYOBRvbx88PDYlQmljl1Tnzl/JcC2Iy775+PETRQpXxcTEmNKlizJu/BAeP37K8ePhXes6dmxBgYJu1K/fhqdezylWvCBTp40Mr3D90KKVVOJzrPXu3ZH69WtQpXIj1bZ3y5uLTp1bUbRotaQqaozu33tE8SLVMTVNTa06VZj/7ySqVG4cbeXwT/K7XKcBarSsQda8WRnZeiSvnvmSs1AuOozqgJ/PG66euBp7BtEoXr0EpWqXZnLXyXjde0KmnJn4e1hb/HzecGjjoUSM4OdRkrBi+DOk+IqhsbExmTOrP1f27NmzeOWlq6ur9reWlhZhYQk/QlxdXZkyZQrly5fnf//7H+vWrVNVDuNTtohBXRKjbBFcXFzQ0tLizp07cS5PRJliKk9U6b+vjLZo0YI3b94wY8YMHB0d0dfXp0iRIgQHB0eZ37hx4xgxYoTatGHDhmlU9u99+fKFx4+eAHD1yk3yurvSoVMLenaLPDjJP0N6sH7NFlZ+7XZ56+Y9jI2MmDZrNFMmzo1z5TopTJk6gipVylKxQkNePI9+AIJMmRzJmNGBDRsXqaZpa4f3TH//4QFuecry+PG3SnnRogXImtWZFn91SbrCR2HatJFUrVqO8uUb8jyGeP40L1/68uLFS9WPDYA7dx6gra2Nvb0tDx96Jl/hvorLvvHxeYWVlYXaNCsrC3x81O+kp0qVCg+POWTIYE+VKo1/amuhpueOpsaMHciUKfPYuHE7ADdv3sUhgz29+3T6KRXDpNg/AMWKFSBr1sw0b/7zrgVx3TeKovDo63X92rVbZM2WmT59OnH8+BkMDPQZPqIvjRq1Z++ewwDcuHGH3Llz0L1Hu59SMYzPsda9e1t69e5I9epNuXHj2/d0saIFsbQ05+7dU6ppqVKlYtz4f+jcpTU5shdP9PJ/78uXL6ptfeXKDfK556Zjp5b06BZ5ABcfn9caH2e/A02u0+HnlnrroLW15U+NWU9fj+b9/mJsuzFcOHQBAM87nmTK4USddnUTVDFs9U8rNs7dyPHtxwB4cvcJlvZWNOjU4LetGCZli+HPIM8YaiB79uycPKl+sT958iRZsmRRtRbGJmvWrFy/fl3tDun58+c1LoObmxsHDx7k2LFjNGzYkC9fvmBqaoqdnV2UZftxSNvYyvZjWeJSNoB06dJRqVIl5syZg7+/f6T5Sf3qj5MnT9KtWzeqVq1Kzpw50dfX5/Xr19Gmj8u7Y+JCW1sbPT29KOcZGhpGqvyGhoV3W/4VRmCdMnUENWtWomqVJjx5EvPNkbt3H1Igf0WKFK6q+uzceYBjR09TpHBVnj3zVkvfosX/uHTpGtevx28QgPiYNm0kNWtWonLlxjx58vSnrfdXcPr0BWxtrTE2NlJNc3FxIjQ0lOfPvWNY8ueI6745e/YSpUur94woV64EZ89+exYpolLo7OxEtWpN8fN7l9jFjlZczh1NhV8v1G8WhYWGoa2d9NeKpNg/EVq0+B8XL/68a0Fi7BttbW30vr5WSFdXFz09vUjPB4WGhqH9E67j8YmnZ8/29B/Qldq1WnD50nW1eWvW/EehgpXVruUvXrxk+rQF1Kr5VzQ5Jh1tbS21Vzh979zZS5QqXVRtWpmyxTh3NmHPuSUXTa7TZ85cokwZ9XOrbNniUZ5bSUVHVwddPd1Ix3xYWMKvR/qG+ig//C4KCwtDS/v3rZ4oYZp/fkUpvsVQE71796ZAgQKMGjWK//3vf5w+fZrZs2czd+5cjfNo0qQJ//zzD+3atWPAgAF4eXkxefJkQPNKQZ48eTh06BDlypWjYcOGrF+/nr59+zJs2DCcnZ1xc3Nj6dKlXLlyBQ8PD43L1rVrV0qWLMnUqVOpUaMGhw4dYvfu3XGurMyZM4dixYpRsGBBRo4cSe7cuQkJCWH//v3MmzeP27eT7oeAi4sLK1euJH/+/Hz48IG+fftiaBj9EN76+vrx6jr6vaHD+3Bg/1GePn1B6tTG1G9Qk+IlClGvVvjoYfMWTML7hQ8jh4fv5z27D9GpS2uuXbvFhfNXyZTJkUGDe7Jn9yFVhdHY2AinTN9GEHR0dCCXa3bevX0XqbKVmKZNH0XDhrX4X8O2fPrkr3p+4f37D6ruLAsXTuHFCx+GDZtIUFBQpOda3n8d5OPH6alTm1CnblUGDozbgEYJMX36aP73v5o0aBB9PIsWTeXFi5cMHToRCP/Bl/3rMOl6enrY2dmQO3cOPn3yV93RNjY2wtk5o2o9GTM6kDt3Dt6+fRenkS/jKrb1jhrVHzs7G9VolWvXbmHgwG4sWDCFUaOmYmFhxrhx/7B8+XpV/N/Hq6urh52ddaR4k0J89s2cOUvZt28d3bu3ZffuQzRoUIN8+Vzp3HkAEF4pXL16Hnnz5qJu3dbo6Oio8vXze8eXL1+SLJ64njvw47GmG+W2373rIP36debp0+fcvnWfPG456dK1DSujGPE4MSXF/omQOrUJdetWY8CA0UkaQ4T47Js+fTpx6dI1Hj16gr6+HpUqlaFx4zp0/zrq5cePnzh27Axjxgzk8+dAvLyeUaJEYZo0qZvkccUnnl69OjB4SE9ateyOl9cz1TKfPvnj7x+An9+7SDdRvnwJwcfnFffvPyIpDRvRl/37jvDs6QtMUpvQoGFNSpQoTJ1aLQH4d+FkXrzwYcSwSQDMm7uM3XvX0KVbG/buOUz9+jXIm8+Vbl2/dRk3M0tDegc7bG3DBwaKeM+jj88rfH2iv1mcGJLiOj1nzhL271+vOrcaNqyJu3vuSOdWQhkYGWCb0Vb1t7WDNU45nPj07hOvXrzi+unrtPqnNUGBwbx67kuuQrkoU68si0d+6zXUc1ov3rx8w4oJywFIpZsKBxeH8H/rpcLc2hynHE4E+gfi/ST898z5A+do2PV/vHrxCq97XmTK6Uztv2uzf/3+RI3vp/pFK3yakoqhBvLly8f69esZOnQoo0aNwtbWlpEjR6oNPBMbU1NTtm/fTseOHXFzc8PV1ZWhQ4fSpEmTOI0W5OrqqqocNmjQgPXr1/P+/Xt69+6Nr68vOXLkYNu2bbi4RP0eoKgUK1aM+fPnM2LECAYPHkylSpXo2bMns2fPVqWJeO3F4cOHKV26dJT5ZMqUiUuXLjFmzBh69+6Nt7c3lpaWuLu7R3qOM7EtXryYdu3akS9fPhwcHBg7dqzaqKVJwcLSnHkLJmFtY8WHDx+5eeMO9Wq1Uo2alt7BTq2FcPKEOSiKwj9DemFrZ82b137s2X2IUd8Nb+6Wz5Udu79V6sdOCP/CW71qE507aDaKbXy0a9ccgL371EcJbN+uD6tWbfwaj32kFgxN1G9QAy0tLTas3xZ74kTSvn14PPv3q4+W2rZtb1U8Dj/sH1tba86e/fZ+xZ4929OzZ3uOHTtNpUrhgzvly5ebfd9to4kThwKwcuWGJB3Uxd09N/v2fYtl0qRhqvW2bdsbGxsrHBzsVPP9/QOoWrUp06aN5NSpHfj5vWXjxh0MHz5JlcbOzppz574N/tGrVwd69erAsWOnqVjxf0kWS3z2zZkzF2nZshvDhvVhxIi+PHjgScOG7VQ3IezsbFQvk/4+JoCKFf+nejYsKcTn3LG1teb0mW/v7+vRsz09erbn2LEzVKkcfqz17j2MoUN7M336KCwtLfD29mHJktWMGzuTpJQU+ydCg6/XgvU/6VoQn31jZGzItOmjsLe35fPnQO7de0ib1j3ZtOnbM/ctW3RlxMh+LFk6HTOztHh5PWfE8EksWhj7sP0/O56/2zZDX1+f1WvU3083Zsx0xo6ZnqTljY2lpTn/LpyCjY0lHz585MaNu9Sp1ZLDXwf6SZ9e/Tg7d/YSbVr1YMjQ3gwb3oeHDz1p0qgDt787zqpUK8/8f79d55atCH+lyLgxMxg3dkaSxpMU1+kzZy7SokU3hg/vw8iR/XjwwJMGDdom+kBqmXO7MG79ONXffw8LHxjx4IYDTO89nYldJtCifwv6zOyDSVoTXj3zZeXElexe9e0709LOUq31L511Ombu+fZKl7od6lG3Qz2un77OoP+F99D6d+i/NO3TjI6jO5HGIg1+Pn7s8djN2hnfXovxu/lVWwI1laLfY5jcPDw8aNWqFe/fv4+xdSs5tG3bljt37nD8ePjw24cPH6Zu3bo8evQIMzOzZC5d0knoewx/JQl5j+GvJqHvYvvVJOQ9hr+ihLzH8FeT0PcY/mr+xHPnT9k/CX2P4a8mMd5j+CtJyHsMfzVxeY/h7+BXfo+hT5lSGqe1Pvzrva5MWgx/ohUrVpApUybs7e25evUq/fv3p2HDhr9EpXDy5MlUqFABY2Njdu/ezfLly9W6yu7atYtBgwb90ZVCIYQQQggh4k1J/jEjEkIqhj/Ry5cvGTp0KC9fvsTW1pYGDRrE+UXySeXcuXNMnDiRjx8/kilTJmbOnMnff/+tmj9p0qQYlhZCCCGEECJl+927kkrF8Cfq168f/fr1S+5iRGn9+vWxJxJCCCGEEEJESQmTFkMhhBBCCCGESNGkxVAIIYQQQgghUjhFnjEUQgghhBBCiJRNWgyFEEIIIYQQIoWTZwyFEEIIIYQQIoX73d8OLxVDIYQQQgghhEigsBDt5C5CgkjFUAghhBBCCCESSFoMhRBCCCGEECKFk2cMhRBCCCGEECKFk9dVCCGEEEIIIUQKJ6+rEEIIIYQQQogULkxaDIUQQgghhBAiZZOupEIIIYQQQgiRwsngM0IIIYQQQgiRwsnrKoQQQgghhBAihQsNlRfcCyGEEEIIIUSKJs8YCiGEEEIIIUQKJ11JhRBCCCGEECKFk9dVCCGEEEIIIUQKJ11JhRBCCCGEECKFk66kQgghhBBCCJHC/e5dSbUU5Xev2wohhBBCCCFE8jpvX0fjtAWeb07CksSPtBgK8Z1UevbJXYREExL8/I+J50+KBSSeX9mfFAtIPL+yPykWkHh+ZX9SLBAez6/qd28xlIqhEEIIIYQQQiRQqFQMhRBCCCGEECJlk1FJhRBCCCGEECKFC0vuAiSQVAyFEEIIIYQQIoEUpMVQCCGEEEIIIVK0sN/8XQ9SMRRCCCGEEEKIBAqTFkMhhBBCCCGESNl+966k2sldACGEEEIIIYT43YXF4ZMQ48ePR0tLix49eqimBQYG0rlzZ8zNzTExMaFevXr4+PjEKV+pGAohhBBCCCFEAiloafyJr/Pnz/Pvv/+SO3dutek9e/Zk+/btbNiwgaNHj/LixQvq1q0bp7ylYiiEEEIIIYQQCZTULYafPn2iadOmLFy4EDMzM9X09+/fs3jxYqZOnUrZsmVxd3dn6dKlnDp1ijNnzmicv1QMhRBCCCGEECKBQtHS+BMfnTt3plq1apQvX15t+sWLF/ny5Yva9GzZspEhQwZOnz6tcf4y+IwQQgghhBBCJFBYHOp7QUFBBAUFqU3T19dHX18/yvRr167l0qVLnD9/PtK8ly9foqenR9q0adWmW1tb8/LlS43LJC2GQgghhBBCCJFAYWhp/Bk3bhxp0qRR+4wbNy7KfJ8+fUr37t3x8PDAwMAgycovLYZCCCGEEEIIkUBxeb/9wIED6dWrl9q06FoLL168iK+vL/ny5VNNCw0N5dixY8yePZu9e/cSHBzMu3fv1FoNfXx8sLGx0bhMUjEUQgghhBBCiASKy6AyMXUb/VG5cuW4fv262rRWrVqRLVs2+vfvj4ODA7q6uhw8eJB69eoBcPfuXby8vChSpIjGZZKKoRBCCCGEEEIkUJhW0rzgPnXq1OTKlUttmrGxMebm5qrpbdq0oVevXqRLlw5TU1O6du1KkSJFKFy4sMbrkYqhEEIIIYQQQiRQXLqSJrZp06ahra1NvXr1CAoKolKlSsydOzdOeUjFUAghhBBCCCESKL7vJ4yPI0eOqP1tYGDAnDlzmDNnTrzzlIqhEEIIIYQQQiRQXF5X8SuSiqEQQgghhBBCJFB8X1z/q5D3GIpYlSxZktWrV8dpmSNHjqClpcW7d++iTTN8+HDc3NwSVrgf3Lp1i/Tp0+Pv75+o+QohhBBCCBGTMC3NP7+iP7Ji2LJlS7S0tOjQoUOkeZ07d0ZLS4uWLVv+/ILF0dWrV6lZsyZWVlYYGBiQMWNG/ve//+Hr6xsp7bhx49DR0WHSpEmR5i1btgwtLS20tLTQ1tbG1taW//3vf3h5ecVahm3btuHj40OjRo3Upl++fJkGDRpgbW2NgYEBLi4utG3blnv37mkcX58+fTh48KDG6TWRI0cOChcuzNSpUxM13+h07NCCB/fO8OnDQ06d2E6B/G4xlC0L69ct4MG9M4QEP6db178jpRk6pBchwc/VPjeuH03CCNTFJR6AevWqc+P6UT59eMjlSweoUrlspDTDh/Xh6ZNLfHz/gL2715I5s1MSlT6yxN4/2trajBjel/t3T/Px/QPu3j7JP4N6JF0A30mKfRNhzuzx0cacVCSemOMxNjZixvTReD66wMf3D7h29TDt2jZPwgi+ScnXAfiz4vnVv3cSO5a45pnYUvKxBr9+PD9DWBw+v6I/smII4ODgwNq1a/n8+bNqWmBgIKtXryZDhgzJWDLNvHr1inLlypEuXTr27t3L7du3Wbp0KXZ2dlG2hi1ZsoR+/fqxZMmSKPMzNTXF29ub58+fs2nTJu7evUuDBg1iLcfMmTNp1aoV2trfDpUdO3ZQuHBhgoKC8PDw4Pbt26xatYo0adIwZMgQjWM0MTHB3Nxc4/SaatWqFfPmzSMkJCTR8/5egwY1mTxpGKNGT6VAocpcvXaLXTs9sLSMOiYjQ0MeP/Ji0OCxeHv7RJvvjZt3sHdwU31Kla6dRBGoi2s8RQrnx2PlHJYuXUP+gpXYtm0vmzYuJmfOrKo0fft0okvn1nTqMoCixWvgHxDArh0eGr+352fGo8n+6de3M+3b/UX3HoPJlbs0A/8ZS5/eHenSuXVShpIk+yZCrVqVKVQoH8+feydpDN+TeGKPZ/KkYVSqWJoWLbuSK3dpZs5cxMwZo6levcJvF8vvdB340+L5lb93kiKWuOaZmFL6sfarx/OzKHH4/JKUP1CLFi2UWrVqKbly5VJWrVqlmu7h4aHkzp1bqVWrltKiRQvV9N27dyvFihVT0qRJo6RLl06pVq2a8uDBA7U8nz59qjRq1EgxMzNTjIyMFHd3d+XMmTOKoijKgwcPlJo1aypWVlaKsbGxkj9/fmX//v1qy/v5+SnNmzdX0qZNqxgaGiqVK1dW7t27F20MmzdvVlKlSqV8+fIl1niPHDmi2NvbK8HBwYqdnZ1y8uRJtflLly5V0qRJozZt5syZCqC8f/8+2nx9fX0VLS0t5caNG6pp/v7+ioWFhVK7du0ol3n79q2iKIpy+PBhBVAOHDiguLu7K4aGhkqRIkWUO3fuqNIOGzZMyZMnj+rviP02adIkxcbGRkmXLp3SqVMnJTg4WJVmxYoViru7u2JiYqJYW1srjRs3Vnx8fNTKEBQUpOjr6ysHDhyINrbo6Ojaafw5e/aiMnvOEtXfqfTslWfPXigDB42JddnHj72Unr2GRpo+YuRk5fKVG3EqR3SfpI5n3fqtyo4d+9WmnTlzUZn/7wrV3y9evFT69huh+tvMPKvy+fNnpXHTDkkaS1Ltnx079iuLl6xWm7bpvx3KKo+Nv92+0dG1Uxwc8ylPn75QXPOUjjbmlBbPzzjWNInn+o3bytBhE9XSXLh4VRkzdvpvt28S6zrwp8Xzq1zXEut751f4Dk1InnKs/V7x/KoW2TfV+PMr+mNbDAFat27N0qVLVX8vWbKEVq1aRUrn7+9Pr169uHDhAgcPHkRbW5s6deoQFhbe0Pvp0ydKlSrF8+fP2bZtG1evXqVfv35q86tWrcrBgwe5fPkylStXpkaNGmpdNVu2bMmFCxfYtm0bp0+fRlEUqlatypcvX6Isu42NDSEhIWzevBlFifm+wuLFi2ncuDG6uro0btyYxYsXx5je19eXzZs3o6Ojg46OTrTpTpw4gZGREdmzZ1dN27t3L69fv6Zfv35RLpM2bVq1v//55x+mTJnChQsXSJUqFa1bx9yycvjwYR4+fMjhw4dZvnw5y5YtY9myZar5X758YdSoUVy9epUtW7bg6ekZqVuwnp4ebm5uHD9+PMZ1JYSuri758uXm4KFv61AUhYOHTlC4sHuC8nbJ7ISX50Xu3TnFiuWzcHCwS2hxYxWfeAoXcldLD7Bv/xFVeienDNjaWnPw0AnV/A8fPnLu3GUKF0rYNopNUu2f02cuULZMcVxcMgGQO3cOihUtyJ69hxNc5ugkxb4B0NLSYvnSmUyZOo9btzTvAp5QEo9m8Zw+fYHq1StgZ2cDQOlSRcnikon9+5Oui59cB/68eDT1s793kiKWpNw+SbHuP+1Y+5Xj+Zl+966kf/SopM2aNWPgwIE8efIEgJMnT7J27dpI7/2oV6+e2t9LlizB0tKSW7dukStXLlavXs2rV684f/486dKlAyBz5syq9Hny5CFPnjyqv0eNGsXmzZvZtm0bXbp04f79+2zbto2TJ09StGhRADw8PHBwcGDLli1RduksXLgwgwYNokmTJnTo0IGCBQtStmxZ/vrrL6ytrVXpPnz4wMaNGzl9+rQq5hIlSjBjxgxMTExU6d6/f4+JiQmKohAQEABAt27dMDY2jnb7PXnyBGtra7VupPfv3wcgW7Zs0S73vTFjxlCqVCkABgwYQLVq1QgMDMTAwCDK9GZmZsyePRsdHR2yZctGtWrVOHjwIG3btgVQq1hmypSJmTNnUqBAAT59+qQWr52dnWq/JwULi3SkSpUKX5/XatN9fV+RLatzvPM9d+4yrf/uyb17D7G1sWLI4F4cObSZPHnL8ulT0g2oE594bGws8fF9pTbNx+c1NtaW4fOtrb5O+yGN72tsbKwSq+hRSqr9M2HibExNTbh5/SihoaHo6OgwZOgE1qzZnNAiRysp9g2Ed4sNCQlh1uyYbyQlNolHs3i69xjC/HkT8fK8yJcvXwgLC6N9x34cP3E28YP4Sq4Df148mkiO752kiCWptk9SrftPO9Z+5Xh+pl+1wqepP7piaGlpSbVq1Vi2bBmKolCtWjUsLCwipbt//z5Dhw7l7NmzvH79WtUS6OXlRa5cubhy5Qp58+ZVVQp/9OnTJ4YPH87OnTvx9vYmJCSEz58/q1oMb9++TapUqShUqJBqGXNzc7Jmzcrt27ejLf+YMWPo1asXhw4d4uzZs8yfP5+xY8dy7NgxXF1dAVizZg3Ozs6qiqmbmxuOjo6sW7eONm3aqPJKnTo1ly5d4suXL+zevRsPDw/GjBkT4/b7/PlzpApcbK2XP8qdO7fq37a2tkB4i2V0z3nmzJlTrRXT1taW69evq/6+ePEiw4cP5+rVq7x9+1ZtX+XIkUOVztDQUFUBjkpQUBBBQUFq036FPu7ftzxdv36bs+cu8+jBWRrUr8HSZWuTsWQCoEGDGjRuVJdmf3Xm1q175MmTk6mTR/DC24eVKzckd/E0li+vK127tKFAocrJXZRE8afFA9ClcysKFcpH7ToteeL1jBLFCzFrxhi8X/hEuisvRELI944QiUf5RUcb1dQf3ZUUwluYli1bxvLly6PtxlijRg38/PxYuHAhZ8+e5ezZ8DuywcHBQHglIyZ9+vRh8+bNjB07luPHj3PlyhVcXV1VyyeEubk5DRo0YPLkydy+fRs7OzsmT56smr948WJu3rxJqlSpVJ9bt25FGoRGW1ubzJkzkz17dnr16kXhwoXp2LFjjOu2sLDg7du3atOyZMkCwJ07dzQqv66ururfWlrhZ0tEZS629BHLRKT39/enUqVKmJqa4uHhwfnz59m8Obyl5sdt7efnh6WlJdEZN24cadKkUfuMGzdOo5gAXr/2IyQkBCtr9RsNVlaWvPzhblhCvH//gXv3H5E5c8ZEyzMq8Ynn5ctXWFupb2NrawtV+pc+vl+n/ZDGyoKXLyOPrJuYkmr/TBg3hImTZrN+/TZu3LiDh8cmZsxcSP9+XRJa5Gglxb4pXrwQVlYWPH54jsCAJwQGPCFjRgcmTRzKg3tnkiaQrySe2OMxMDBg9KgB9O07gh0793P9+m3mzlvG+g3b6NWzfdIEglwH4M+LJz5+xvdOUsTys7ZPYq37TzvWfuV4fqbfvSvpH18xrFy5MsHBwXz58oVKlSpFmv/mzRvu3r3L4MGDKVeuHNmzZ49UGcqdOzdXrlzBz88vynWcPHmSli1bUqdOHVxdXbGxscHT01M1P3v27ISEhKgqnN+v9/tWrtjo6enh7OysGpX0+vXrXLhwgSNHjnDlyhXV58iRI5w+fTrGytuAAQNYt24dly5dijZN3rx5efnypdr2qFixIhYWFkycODHKZWJ6b2FC3blzhzdv3jB+/HhKlChBtmzZonx1B8CNGzfImzdvtHkNHDiQ9+/fq30GDhyocVm+fPnCpUvXKFumuGqalpYWZcsU58yZi5oHFQtjYyOcMzni7Z20F834xHPm7EXKli2uNq18uZKq9I8fe+Ht7aOWZ+rUJhQsmJczZxNvG0UlqfaPkZEhYWHqreahoaFq3a0TW1Lsm1Uem8jrXh73AhVVn+fPvZkydR5VqzdNslhA4oHY49HVTYWenl6km2ihoWG/3bH2u10H/rR44uNnfO8kRSw/a/sk1rr/tGPtV47nZwqNw+dX9Ed3JQXQ0dFRddeMaqAVMzMzzM3NWbBgAba2tnh5eTFgwAC1NI0bN2bs2LHUrl2bcePGYWtry+XLl7Gzs6NIkSK4uLjw33//UaNGDbS0tBgyZIjaF7qLiwu1atWibdu2/Pvvv6ROnZoBAwZgb29PrVq1oiz3jh07WLt2LY0aNSJLliwoisL27dvZtWuXakCdxYsXU7BgQUqWLBlp+QIFCrB48eIo32sI4a/zqFOnDkOHDmXHjh1RpsmbNy8WFhacPHmS6tWrA2BsbMyiRYto0KABNWvWpFu3bmTOnJnXr1+zfv16vLy8WLs2abqeZMiQAT09PWbNmkWHDh24ceMGo0aNipTO09OT58+fU758+Wjz0tfXT3DX0WkzFrJ08TQuXrrG+fOX6da1LcbGhixbvg6ApUtm8OKFN/8MHg+Et4bmyBHe4qqnp4u9nQ158uTk0yd/Hj70BGDi+CHs2LmfJ17PsLO1YdjQ3oSGhrF23ZYElTUp4pk1azGHDm6kZ4/27Np9gP81rIW7e246dPo2MNHMWYsYNLAb9x88wtPzKSOG9+XFCx+2bt37y8Wjyf7ZsXM/Awd04+nT59y8dRc3t1z06N6OZcuTtrtVYu8bP7+3+Pmp3wD78iWEly9fce/ewySNReKJPZ6PHz9x9Ogpxo8fzOfPgTzxekbJEkVo3qweffqO/K1igd/rOvCnxfMrf+8kRSyx5fkrxfOnHWu/ejw/y6/64npN/fEVQwh/h190tLW1Wbt2Ld26dSNXrlxkzZqVmTNnUrp0aVUaPT099u3bR+/evalatSohISHkyJGDOXPmADB16lRat25N0aJFsbCwoH///nz48EFtPUuXLqV79+5Ur16d4OBgSpYsya5duyJ1nYyQI0cOjIyM6N27N0+fPkVfXx8XFxcWLVpE8+bNCQ4OZtWqVfTv3z/K5evVq8eUKVMYO3ZstLH37NmTIkWKcO7cOQoWLBhpvo6ODq1atcLDw0NVMQSoVasWp06dYty4cTRp0oQPHz7g4OBA2bJlGT16dLTrSyhLS0uWLVvGoEGDmDlzJvny5WPy5MnUrFlTLd2aNWuoWLEijo6OSVYWgA0btmFpkY7hQ/tgY2PJ1as3qVa9Gb6+4Q9rZ3CwU7tBYGdnzcXz+1R/9+7dkd69O3L06CnKVQgfgMg+vS2rVs7B3NyMV6/8OHnqHMVK1OD166hbq5MzntNnLtDsry6MHNGP0aP6c//BY+rVb8PNm3dVaSZNnouxsRHz504kbVpTTp48T7UazSI93/krxKPJ/uneYzAjhvdj1syxWFmZ8+KFDwsXrWLU6Gm/VCya7JvkJPHEHk+TZp0YM3ogK5bPIl26tDzxes6QoRP5d8GK3y6W3+k68KfF8yt/7yRFLLHl+SvF86cda796PD/Lr9pFVFNaSlxHExEpysuXL8mZMyeXLl1K8opWYggODsbFxYXVq1dTrFixOC+fSs8+CUqVPEKCn/8x8fxJsYDE8yv7k2IBiedX9ifFAhLPr+xPigXC4/lVTcnQTOO0vb1WJWFJ4uePf8ZQJIyNjQ2LFy9Weyfjr8zLy4tBgwbFq1IohBBCCCFEfClx+PyKUkRXUpEwtWvXTu4iaCxz5sxq75gUQgghhBDiZ5BnDIUQQgghhBAihfvdnzGUiqEQQgghhBBCJNCv2kVUU1IxFEIIIYQQQogECvvNq4ZSMRRCCCGEEEKIBPpVX1yvKakYCiGEEEIIIUQCyTOGQgghhBBCCJHCyaikQgghhBBCCJHCyTOGQgghhBBCCJHC/d7VQqkYCiGEEEIIIUSCyTOGQgghhBBCCJHCSVdSIYQQQgghhEjhfu9qoVQMhRBCCCGEECLBpCupEEIIIYQQQqRw0pVUCCGEEEIIIVK40OQuQAJJxVAIIYQQQgghEkiRFkMhhBBCCCGESNnkGUMhhBBCCCGESOHkGUMhhBBCCCGESOF+72qhVAyFEEIIIYQQIsGkxVAIIYQQQgghUjh5xlAIIYQQQgghUjgZlVQIIYQQQgghUrjfvcVQS1GU37tqK4QQQgghhBDJrEXGehqnXe65KQlLEj/SYijEd7JbFUzuIiSa277nyG9bIrmLkSgueB//4/bNnxZPXptiyV2MRHH55UlyWhdK7mIkmps+Z8lkkTe5i5FoHr2+jIule3IXI1Hcf3Xxj7sOFLArmdzFSDTnXxyjvEOl5C5GojjwdC+p9OyTuxiJJiT4eXIXIVphv3l7m3ZyF0AIIYQQQgghfndKHD5xMW7cOAoUKEDq1KmxsrKidu3a3L17Vy1NYGAgnTt3xtzcHBMTE+rVq4ePj0+c1iMVQyGEEEIIIYRIoDAUjT9xcfToUTp37syZM2fYv38/X758oWLFivj7+6vS9OzZk+3bt7NhwwaOHj3KixcvqFu3bpzWI11JhRBCCCGEECKBkmpU0j179qj9vWzZMqysrLh48SIlS5bk/fv3LF68mNWrV1O2bFkAli5dSvbs2Tlz5gyFCxfWaD3SYiiEEEIIIYQQCRQWh09CvH//HoB06dIBcPHiRb58+UL58uVVabJly0aGDBk4ffq0xvlKi6EQQgghhBBCJFBcuogGBQURFBSkNk1fXx99ff2Y1xEWRo8ePShWrBi5cuUC4OXLl+jp6ZE2bVq1tNbW1rx8+VLjMkmLoRBCCCGEEEIkkBKH/8aNG0eaNGnUPuPGjYt1HZ07d+bGjRusXbs20csvLYZCCCGEEEIIkUBx6SI6cOBAevXqpTYtttbCLl26sGPHDo4dO0b69OlV021sbAgODubdu3dqrYY+Pj7Y2NhoXCZpMRRCCCGEEEKIBApVwjT+6OvrY2pqqvaJrmKoKApdunRh8+bNHDp0CCcnJ7X57u7u6OrqcvDgQdW0u3fv4uXlRZEiRTQuv7QYCiGEEEIIIUQCJXRQmeh07tyZ1atXs3XrVlKnTq16bjBNmjQYGhqSJk0a2rRpQ69evUiXLh2mpqZ07dqVIkWKaDwiKUjFUAghhBBCCCESLKleVzFv3jwASpcurTZ96dKltGzZEoBp06ahra1NvXr1CAoKolKlSsydOzdO65GKoRBCCCGEEEIkUFxfXK8pRYk9XwMDA+bMmcOcOXPivR6pGAohhBBCCCFEAmlSgfuVScVQCCGEEEIIIRIoqZ4x/FmkYiiEEEIIIYQQCZRUzxj+LFIxFEIIIYQQQogESqpnDH8WqRgKIYQQQgghRALJM4ZCCCGEEEIIkcKF/uZPGUrFUAghhBBCCCESKExaDIUQQgghhBAiZfu9q4Wg/bNWlDFjRqZPn/6zVvdLGz58OG5ubsldjDhZsGABDg4OaGtrJ2g/Llu2jLRp08aYpmXLltSuXTve6xBCCCGEEOJnC0PR+PMr0rhiqKWlFeNn+PDhMS5//vx52rVrl9DyJqrSpUurym9gYECOHDmYO3dukq+3T58+HDx4MMnXE5vQ0FCmTZuGq6srBgYGmJmZUaVKFU6ePKmW7sOHD3Tp0oX+/fvz/PnzGPfj4cOHqVq1Kubm5hgZGZEjRw569+7N8+fPNS7XjBkzWLZsWXzD+mmMjI0YOKonBy9u5fKTY6zeuYhcbtljXKZJ6/rsOLGOy0+OsevUBmo1rBopTaUa5dh5cj1XvI6z9chqSpYrmuhlz1s4D1OXj2f35c1c8D5OqcolVPN0UunQ9Z8OrD20jOMP97H78mZGzPwHC2vzGPNs2bUZy3cv4Oj9vey7vo3JS8fi6OyglubfTTO54H1c7TNwQu9Ejw+SZv9UqFaaDfuWc/b+QS4+Psp/h1ZRs0GVJCn/9+Iay9iZQ7ntey7SZ/uxtao0bbu1YP3eZVx4dJgTN/cwa/kkMjpnSPSy5yuch+krJrDvylYuvzxJ6e+ONYCyVUsxd+00Dt/axeWXJ8mS0yXWPGv8ryqXX55U+5zxPBQpnZOLI9OXT+DYvb2cenSAVXsWYWNvnaB43Au7MWflZA5f3cFNn7OUrVIyUpou/dpx5NpOLnoeZdGGWWRwcogip2/+7taCdXuWcu7hIY7d3M3MZRMj7QsHR3tmLJ3A8Zt7OPvgEFMWjMHcMl2CYonKsUs7efT6cqTPiAkDokyfKlUquvZpx+Hz27j97Aw7j6yjZFn1a1b3fu0j5bf/9H+JXvYfaWtr02NARw5d2MZ1r5McPLeVzr3+jnW5mvWqsO3wGq49OcnJG3sZN2Moac3SqOZnzpqJ2Usncvjidu6/ukjL9o2TMgw18bmuVa9Xic2HPbjkeYxj13cxevpgtXiWb54X5fVivsfURC173kJ5mLp8HLsu/cf5F8coVbm4ap5OKh26/NOBNQeXcezBXnZd+o/hMwbF+r0DYGljwchZg9l/YzvHH+5nzcFlZM+dVTXf0MiQvmN6sOPCRo4/3M+6Iyuo27xmgmJxLZSLUUtGsPbCag483UvRSkUipcmQ2YGRS4az9eZ/bL+7lTk7ZmJlZxltnsUrF2POzllsubGJ7Xe3Mn/PXMrXLZfgfBOiY4cWPLh3hk8fHnLqxHYK5HeLMX29etW5cf0onz485PKlA1SpXDZSmuHD+vD0ySU+vn/A3t1ryZzZKUnKnlxSTMXQ29tb9Zk+fTqmpqZq0/r06RPj8paWlhgZGSW4wImtbdu2eHt7c+vWLRo2bEjnzp1Zs2ZNlGmDg4MTZZ0mJiaYm8d+sUtKiqLQqFEjRo4cSffu3bl9+zZHjhzBwcGB0qVLs2XLFlVaLy8vvnz5QrVq1bC1tY12P/77//buPC6m9Y8D+Gfad1urtEhFukll61qy84vsW3JLdkkURUTKTnZZs15bZV+zpEIqpIVKG6JduVqktJzfHzGMJkozkb7v+5rX6zrzzHOeT2dmzjznOec5e/eif//+UFRUxJkzZxAbG4s9e/YgLy8PmzZtqnHbmjRp8sNRxd/Bqi1L8bdJVyyaswLDe09EcGAYDp72hLwi9y/oCZNHw36pDTw37odZrwnYuWEflq1zRO+BX3aOHTvrwWPvSpw5cRGj+v0D/2tB2HFkI7TaafC07eISYkiMTcL6JVV3/GLiYminpw2vLUcwaeBUOE5dCrU2qth8ZN136zQ07gjfQ+dgPWQm5oy3h5CQEHae2gwxcTGOcmePXcSgDsPZj+0rd/M022f82D7v/svH3q2HYG46FSP6TMS5k5ewetsydO/TjS8ZfjbLmqWb0POv/7EfvfWH4t3bPPhd+nJAqvPfhjhx0BcT/jcVU8fNhbCQIA747IC4hBjXOn+WuIQ4EmKSsNaZ+3eAuIQYIh9EY/uq2r0PCvIL0V/PjP0w7TSa4/lWaso4eGE3XiSlYPooW4zrY4X9mw+jpKTkp7NUtlcc8TGJWLV4I9fnp9r+A4tp4+DmtB7mplPxoagY+7y3QURUpNo6Oxsb4OSh0zA3nYrpY+0gJCSE/d7b2dtCXEIM+3y2g2EYTBkzB5PMpkNYRBie/3qAxWLVKc+3RgyYhC7t+7Mf/4yaBQC4evEm1/ILltjA3Go03Jw3YGD30Thx5DT2HNmE9nptOcrFxyVx1DtuyBSetpubGXZWMJ88Bu7OGzC4+xhsXLkd0+ZawnL6hGpfY9hFHxs83XD6xAWY9hwLu6mL0MFAF6s3u7DLiIuL4fXLNHis3IHsrBy+5/habb8LDLp0wLqdK3Dm+AWY9ZqA+dOc0cFAF+6bl7DL2Fkv4vi+MOs5AWVlZfC7yNsD2OISYkiIScaGJVuqPFe539HCga1H8M+gaXCa5gK1NqrYdHjtd+uUbiIFrwueKCsrw7xJThjf2xJb3T2Rn1fALmO/Yg6Me3fB8rmrMM7kH5za7wvH1fPRa2D3n84iJi6G53HPscNlJ9fnldSUsPXsZrxOeo0F4xwxY+AsHNt2Ah9Lqv8dWfCuACd2nITdiPmYMXAWrvvcgOOmBehkYlSnen/W2LHD4LHRFStXbUbnroMRFR2Lq1eOQ06O++9X426dcPxfTxw6dBKdugzCxYvXceb0AejqfvkucFxoA9s5U2Bjuxh/9zDD+6IiXL18HKKiojxv/6/CMEyNH7+jGncMFRUV2Y8mTZqAxWKx//3+/XtYWFhAQUEBUlJS6Ny5M27dusXx+q9PJV24cCGGDh3Kfm7r1q1gsVjw8/NjL9PU1ISXlxeAytHGAQMGQFZWFk2aNIGJiQkeP37MUT+LxYKXlxdGjhwJCQkJaGlp4eLFiz/MJSEhAUVFRWhoaGDFihUcr+vduzdsbW0xf/58yMrKYtCgQQCAoKAgdOnSBaKiolBSUsLixYtRVlYGoPKUy5YtW6KignNWouHDh2PKlMod4benkn4+ddLDwwNKSkpo0aIF5syZg9LSUnaZkpISLFq0CCoqKhAVFYWmpiYOHDjAfv7p06f43//+BykpKSgoKOCff/5BTk71OywfHx+cPn0aR48exbRp09C6dWvo6+tj3759GDZsGKZNm4b379/j8OHD0NPTAwBoaGiAxWLh5cuXVepLTU2FnZ0d7OzscPDgQfTu3Rvq6uro1asXvLy8sHz5co7y169fh46ODqSkpDB48GBkZGRU+Xt81rt3b9jZ2cHJyQnNmzeHoqJilRHqzZs3Q09PD5KSklBRUYGNjQ0KCwurzV9XomKiGDC0Dzzcd+BRaARevUiF58b9ePXiNcwnj+b6mmFj/wfvo+dw7cItpKak4+r5m/D59zymzbVkl7GcPgH3bofioOcxPE98ie3r9yIu+hkmTh3H0/bfvx2G3eu9EHjtbpXn3he8x5wJDrh1KQApya/x9HEsNizZgvb67aCgLF9tnXYTF+KyzzU8T3iJxNhkrJi/BkqtFKGjz/kDsfhDMXLfvGU/3hcW8TQbwL/t8/D+Y9y6GojniS/x+mUa/t3vjYTYJBh10ed5hrpkKSx4j5zsXPbjr446kGkqjXMnL7HLzJgwD+e9ryAp/jniYxLhbOeOlipK0O3w/dGH2gq+HYpd6/cj4Nodrs9fOX0d+zYfQujdh7WrmGE43kdvc/7jeNrWeQbu+Ydg28pdiH+aiNSUNATduIf/ct79ZJJK926HYPu6vfC/FsT1+X9mTMDeLYcQ4HcHCbFJcLZdAXkFWfT7n0m1dc40n4/z3leQHP8C8bGJWDqvclu079AOAGDQWR/KKkpYarcSiXHJSIxLxpK5btDV10HXnp3qlOdbb3P/43jv9B3YEy+fv0JYcDjX8iPGDcXuLQcQeOseXqek4fghXwTeCsY0m384ypWXlXPU+9/bdzxtNzeGnfXh7xeIwJv3kPY6A36X/BEcGIoOBrrVvsagUwekvcrA0f2nkPoqHeFhkTh19Cw6GH55zZPIWKx324Yr52/w5Qd5dX7mu6BjJz2kvc7AMS8fpL1Kx+OwKHgfPQc9g/bsMnnv8jm2zd8mXVD8oRjXL/G2Y3g/IAx7Nngh0I/7fsd2wgKO/c7GpVt/uN+xmmOBrPRsuNuvQ2xkHNJfZyAs6CHSUtLZZTp0+gtXfP3wOCQSGamZOHf8EhJjk9H+ByOt3/Mw8BEObTyCYL/7XJ+f4jQZYbcfYP+aA0iKSUZGSgZCbobiXW5etXVGhUYj2O8+XiW9RkZKBs4dPI/ncc/xV2fdOtX7s+znTYfXgRM4ctQHcXGJsJmzGEVFH2A9mfuBlblzp+L69UBs2rwHz54lwXXFRkREPIXNbGt2Gbu507Bm7TZcunQDT57EYbL1PLRsqYDhwwfxvP2/SqMZMfyewsJCmJqawt/fHxERERg8eDDMzMzw6tUrruVNTExw7949lJeXA6jsaMnKyiIwMBAAkJaWhuTkZPTu3RsAUFBQACsrK9y7dw+hoaHQ0tKCqakpCgoKOOp1c3PDuHHjEB0dDVNTU1hYWODt27e1yiIuLs4xMnjkyBGIiIggODgYe/bsQVpaGkxNTdG5c2dERUVh9+7dOHDgAFatWgUAGDt2LHJzcxEQEMCu4+3bt/Dz84OFhUW16w0ICEBycjICAgJw5MgRHD58mON0SktLS5w8eRLbt29HXFwc9u7dCykpKQDAu3fv0LdvXxgYGODRo0fw8/NDVlYWxo2rvjNx4sQJaGtrw8zMrMpzCxYsQG5uLm7evInx48ezO/kPHjxARkYGVFSqnhbl6+uLjx8/wsnJiev6vh4BLCoqgoeHB/7991/cuXMHr169+uGI85EjRyApKYmwsDBs2LAB7u7uuHnzyxFsAQEBbN++HTExMThy5Ahu375dbVt4QVBQEEJCQij55kdBcXEJDLty7ySIiAjjYzFn+ZIPJdAz0IWQkCAAQL+THkLuPOAocy8wFB076fGw9bUnJSOJiooKFObVvLMtJS0JAMj/L59j+f9GDcStmEvwDjiCOUtmQlSc90cK+bV9vtWtZ2eot1HDo9AI3jSci5/J8q3RE4ch5M4DpKdmVltGWqby+yTvHe9/YPCDuKQ4rj46g2vhZ7Hl8DpotP1yOhKLxUKP/n/j1fPX8Dy5Gf5PL+Po1X1VTmPltVZqLSGnIIvQrz7DhQXvEf04Bvq1+AxLS3/eFpWfHRFRYTAMw7FvKin5iIqKChjy8aCEsLAQho81xekTF6otIyIizOW9WYxOXQ04lqlrqCLk6Q0EPrqELXtWo6WyIl/a/LXHD6Ng3LML1DUqT8ttp6sFoy4dccef+495AIh4FA1FZQWY9K8cTWoh1xyDzfoh8FZwta+pLz/zXRD56AkUWyqwL0loIdccg8z64s6t6v8GoycOw9VzN/GhqJh3jf8JNdnv9BzYHXFR8Vi71w3Xoy/g2A0vjJg4lKNM9KOn6DWwO+QUZQEARn8bQFVDBWFBtTwYVUMsFgtd+3ZB6os0rDu2Gr4R3thxcRvX002/x6B7R7Rqo4LosKc8rbcmhIWFYWjYAf63v3TiGYaB/+176NbNiOtrunU14igPADduBrLLt26tCiUlBfjfvsd+Pj+/AA8eRKBbV+51NkRMLf77HfGkY6ivr4+ZM2fir7/+gpaWFlauXIk2bdpUO2LXs2dPFBQUICIiAgzD4M6dO1iwYAG7YxgYGAhlZWVoamoCAPr27YtJkyahXbt20NHRwb59+1BUVISgIM4jtpMnT4a5uTk0NTWxZs0aFBYW4sGDB9+unqvy8nIcO3YM0dHR6Nv3yznRWlpa2LBhA9q2bYu2bdti165dUFFRwc6dO9GuXTuMGDECbm5u2LRpEyoqKtjX6Z04cYJdx+nTpyErK4s+ffpUu/5mzZqx6xw6dCiGDBnCvg4xISEBPj4+OHjwIEaOHAkNDQ3069cP48ePBwDs3LkTBgYGWLNmDdq1awcDAwMcPHgQAQEBSEhI4Lq+hIQE6OhwP1r2eXlCQgLExcXZp73KyclBUVERgoJVfyQnJiZCRkYGSkpK3/szAwBKS0uxZ88edOrUCYaGhrC1tf3hNZcdOnSAq6srtLS0YGlpiU6dOnG8Zv78+ejTpw/U1dXRt29frFq1Cj4+Pj9sy88qel+EiIfRmO0wBXIKshAQEIDZmMHo2EkPcgqyXF9zLyAUYyYNZ48C6OrrYPSk4RAREUaz5k0BALLyLZDzhvNgRu6bt5CV5/21RDUlIiqCuS6zcf38rRqP7rFYLCxwt0Pkg2gkx79gL/c7dxPLbFdi5uh5OLTjGExHD8TKnct43mZ+bR+gssP76EUgotPuY8/xzVi9xAP3g2r2PVNfWb4mpyCLnv2McfpY9WdQsFgsOK90QHhYJBKfPedl8/kiJSkFbvZrMd9qMVxs3cESYOHwpT2QV6o8na65bDNISknAeu4k3A8Iw+zx9gi4egebDq6BkXFHvrVL9tMpVnX5DLNYLCxaZY/HYVFI+rQtosKf4kNRMRYss4WYuCjEJcTguKLylNOavAd+1gDTPpBpIo3Tpy5VW+ZuQAimzJ4EdQ3Vyg65SVcMGtKXo12R4U/hOHc5rMfNwTLHNWilqgzvywchKcXfy0v2bjuMK+dv4HrIGcSmh+HC7RM4vO8kLp65Vu1rHj+IwoLZLti6fy1i08MQGnsTBfmFcFu0nq9trYmf+S6IeBANp9nLsXn/akSn3ce9GD8U5Bdi5eINXMvrGbSHdntNnD5e/cGA+iAiKgLbpbNw47z/d/c7yqpKGG05HK9fpGLuxIU4c+QCFqychyFjB7PLbHTZhucJKbj6+CxCUm5j+/GN2LBkCyLCovjS9qayTSEhJYEJNuPxMPARFls4I9gvGCv2LUeHbt8/QCQpLYFLz87D7/kVrD68Ep7LPfH47uM611tbsrLNISQkVOVU6ezsN1BU4H7asqKiHLKy33Asy8rKYZdXVJD/tOybMtk5UFSsflS4oWnop5Ly5HYVhYWFWLFiBa5cuYKMjAyUlZXhw4cP1Y4YNm3aFPr6+ggMDISIiAhEREQwY8YMuLq6orCwEEFBQTAx+XLaTVZWFlxcXBAYGIjs7GyUl5ejqKioSv0dOnRg/7+kpCRkZGSQnZ393bbv2rULXl5e+PjxIwQFBWFvb4/Zs2eznzcy4jyKERcXB2NjY47rOrp3747CwkKkpqZCVVUVFhYWmD59Onbt2gVRUVEcP34cEyZMgIBA9f1wXV1djg6XkpISnjx5AgCIjIyEoKAgx9/ka1FRUQgICGCPIH4tOTkZ2traXF/HyzclwzA1vtZFQkICbdq0Yf9bSUnph9vp623L7TW3bt3C2rVr8ezZM+Tn56OsrAzFxcUoKiriek1kSUlJlWuNanuO+6I5rli9dRnuPLmKsrIyxEbH48q5G9D91LH41u7NByEr3wKnrh0Ei1X5Y/GC9xVMm2v52973RlBIEOv2uoHFYmHdoppfJ7porQPatGuNacPncCw/d+zLD8zkZ8+Rk5WLPae3QVmtJcepP7zAr+3zvrAIo/pOgoSkOLr17IxF7vPxOiUND+8/5lrvr8jytRHjh6AgrxD+1wKrLbN8vRO02mnAwuz3miCsOtHhMYgOj2H/O+rhE5y5ewJj/hmBXRv2s79rA/3u4vg+bwBAQkwi9DvrYYzlCISHRP6KZteIyzpHaLXVwD/DZrKX/Zf7Dg7TlmDZBidYTBuHiooKXD13EzFRz6pctsBL4yxGIMg/GNmZb6ot475kI9ZsWYabIWfBMAxevUzF6ZMXMXbicHaZIP8vo23PYhMRGf4E9yKvYsjwgfA5fp5v7TcdPgDDRg+Gw8ylSIx/Dp2/tLF01QJkZ77BOe/LXF+jqd0aLqsXwtNjP+4GhEBOQQ6LXOfB3cMZS+av5Ftba6q23wVttFtjyWoH7Np0APcCQiGnIAtH17lYsdEZLvarqpQfbTEM8bGJeBIRy+8o1RIUEsTaz/udxd/f7wgICCAuOh671u0HACQ8TYRGu9YY9c8wXPGtvDxp/JTR0DNqDwerxchIzYRBt45wWmOPnKwcPLjL/RTpuhAQqPwtFHIjBGe8zgEAkmOfo32n9hg6aQiiQ59U+9qiwg+YOdgG4hJiMOhhgFnLZiIjJRNRodF1qpfUn9/1FNGa4knHcOHChbh58yY8PDygqakJcXFxjBkz5ruTtfTu3RuBgYEQFRWFiYkJmjdvDh0dHdy7dw9BQUFYsODLTIVWVlbIzc3Ftm3boKamBlFRURgbG1epX1hYmOPfLBbrhztNCwsLLF26FOLi4lBSUqrSeZOUlKzpn4HNzMwMDMPgypUr6Ny5M+7evYstW6pebF3TtouLi3/3tYWFhTAzM8P69VWPaFY3gqetrY24uDiuz31eXl2Hsrr68vLykJGR8cNRQ25Zf9RJ/d7f5+XLlxg6dChmz56N1atXo3nz5rh37x6mTp2Kjx8/cu0Yrl27Fm5ubhzLXF1dv9uGb71+mQbLEbMgLiEGKSlJvMnOxeZ9q5Gawn0G1pLiErjMX4UVC9eihVwLvMnKwTjLkSgsKGRfH5WTnQvZb2YabCHXHDnZtTslmhcEhQSxbp87FFspYvbYeTUeLXRaPR89+htjxsi5yM6o/gclADx9XPnjQ6V1K553DPmxfYDKgyCvXqQCAJ49TUQbrdaYMW8yXzuGtc3ytdETzXDR9xpKS8u4Pu+ydiFMBvTAP8NnIivj+wdofldlZeWIf5oAldbKAID/3r5DaWkZnie85Cj3PPElDLp04FIDb+S8yQUAyMo1R052Lnt5C7nmeBaT+MPXL11TuS2sRlTdFveDwvC/rqPRtHkTlJeVoyC/EEFPruLaed5+bj5r2UoJ3U26Yvbk75/m/zb3P8yydICIqAiaNWuCrMw3WLTcDq++894syC/Ei+RXUPvBbK11tWjFPOzdXjlqCAAJcUlQVlHCzHnW1XYMZ86zxuMHUfDy/BcAEB+bhA9FH3Dq8gFsWbsbb+p5splv1fa7YMY8Kzx+EI2DnscAAAmf8hy/tB/b1u7Gm6/ep+ISYjAdMRA71u+tlyzcfO4UKiorwGbc/B/ud3Kyc6t8zl8mpqCvaeWBdFExEdgsng7HqUsR7B8KAEiKew5tXU1MmjWBLx3DvLf5KCstQ0piCsfyV4mvOa4X5IZhGKS/rPxMJ8c+h6qmCsxtxyMqNLpO9dZWTs5blJWVQf6bkWh5eTlkZnHfr2dmvoGCPOdoooKCLLt8Zlb2p2VyyMz88v2mIC+LyKgY/CnKGf4drKsPPDmVNDg4GJMnT8bIkSOhp6cHRUVFrhOUfO3zdYb+/v7sawl79+6NkydPIiEhgb3sc/12dnYwNTWFrq4uREVFvzuxSm00adIEmpqaUFZW/u6I3mc6OjoICQnh6MgEBwdDWloarVq1AgCIiYlh1KhROH78OE6ePIm2bdvC0NDwp9uop6eHioqKKqfOfmZoaIiYmBioq6tDU1OT41Fdx3bChAlITEzEpUtVTxHatGkTWrRogQEDBtS4jWPGjIGIiAg2bOB+esq7d+9qXFdthYeHo6KiAps2bUK3bt2gra2N9PTv/1hydnZGXl4ex8PZ2fmn1v+hqBhvsnMh00Qa3ft0g78f90k2PisrK0dWRjYqKipgOmIAAm8Es99PUY+eoFvPzhzl/zbpishH9Xsk8HOnULV1K9iMt0feN9cJVsdp9Xz0/l8vzB47H+mvM35Yvu1flbcmyMnK/UHJn8fL7cMNS4AFERHhap/npdpm6fy3IdQ0VHGmmmvEXNYuRH/T3rAeZYO0V/zpYNQHAQEBaLZrw34flZWWITYyDmrf3PJBTUMFGd+5zrKuUlPS8SYrB12/+gxLSkmig6Euon7wGV66ZiH6mZpgyug5SHtV/Wfn3ds8FOQXomsPIzSXbYaA699/D/yssROHITfnLQJuVJ0ohJuPJR+RlfkGQkJCGDS0H259Z4RaQlIcquqt+D6jp5i4GJgKzs9ueXkFe+SFG3EJsSoHlD/Ph8Db+V/rpqbfBZV/A848FeWf/v3NWT6DzPpBREQYl0774Vf43ClUbd0Kc2q434l6+KTKbZFUNVSQmZYFoPJ2KsIiwlXeBxXlFWDV4DffzygrLUN8VAJaabTiWN5KQxnZabU7+CYgIADhT/sXXtb7I6WlpXj8OBp9+3yZlZvFYqFvnx4IDeXemQ4NC0ffvj04lvXv14td/sWLV8jIyOKoU1paCl26GCA0jPcd9F+loV9jyJMRQy0tLZw9exZmZmZgsVhYtmzZD0fqevXqhYKCAly+fBnr1lVOg9+7d2+MGTMGSkpKHKNVWlpa+Pfff9GpUyfk5+fD0dHxh6No/GJjY4OtW7di7ty5sLW1RXx8PFxdXeHg4MDRsbSwsMDQoUMRExODSZMm1Wmd6urqsLKywpQpU7B9+3bo6+sjJSUF2dnZ7Fts7N+/H+bm5uyZO5OSknDq1Cl4eXlxvSZwwoQJ8PX1hZWVFTZu3Ih+/fohPz8fnp6euHjxInx9fWs1WqqiooItW7bA1tYW+fn5sLS0hLq6OlJTU3H06FFISUnV6pYVtaGpqYnS0lLs2LEDZmZm7ImCvkdUVLTO0yN379MNLODTke9WWOhqhxeJL9kzP9ovtYGCkjwW264AUDn5gp5he0SHx0CmqTQmz5oIrXZtsHjul5HLo/tP4ej5vZg8eyKCbgbDdORA6OrrwHXBmjq19VviEuLs0RWg8joNbV3NytnpsnKxYf9KtNXThr3lIggKCLDvl5b3rvKIJQDs8tmKwGt34HOo8n5ki9Y6YPDI/lhgvQRFhUXs1xQWFKKk+COU1Vpi8KgBCPYPQd7bfGi1bwMHt7kID4lEUlwyT/MB/Nk+0+2sEBMVh1cvUyEiIoJe/f/GsLGmcHfi7/VHtc3y2RiLYYh69ITrdYPL1zthyKhBsLVciPfviyArX3l9XEF+IUqK63ZLh69Vvte+/JBRVm0JbV0t5L/LR2ZaFmSaSkNRWRHynyaGUNes7MzlZuci99O1eit3uCA7Iwc71lR+rmc4WCM6PAavX6RCuokUrGwmQqmVIs6d+HKg68iuE1i/1x2PQyPxKPgx/u7bDb0Gdsf0UXPrlEdCQhyqX+VppdoS7XS1kPcuHxlpWfh33ynMtLfGqxevkfoqHXMXzUR2Vg7HLKYHTu+E/9VAnDh4GgCwbJ0jTEcNwlwrRxQVvmefNVBQ8J69LUZMGIrniS/xX85/0O+kB+dVDji69yReJnO/ZKMuWCwWxpgPx9lTl9mdos88PFciKyMbG1ftAADoG/4FRSV5xD6Nh6KSPOY5zYSAgAD27jjMfo2zmz38r99B2ut0KCjKY/6iWSgvr8Cls/ztgATcuIvZ9lOQnpaJxGfJaK/XDlNmWXBMprPAxRYKinJwsq08Y+T29btYtdkFEyeP+XQqqSyWrlqAqPCn7I6ssLAQNNtW3kJIWEQYCory0PlLG+/fF7HPJuCX2n4XBFy/C/fNSzFh8mjc+5THeaUDosKfVhn9HG0xHP7XgvDuP/5MQPXtfqelCud+Z/3+lWj3eb8jKMh9v+O9BQF+d+H7ab9zcp8vDlzchclzJ+HWpQDoGuhg5CQzrHH0AFB56n/4/QjYLZuN4uISZKZmwdBYH6ZjBmGrG/dbTdSEmIQYlNVbsv+tpKKINu01UPCuANnpb+Cz1xcunkvwJOwpIkOi0NmkE4z7d8OCcY7s1yza4oiczBwcWH8IAGA+ZzzioxORkZIOYRFhdOnbBf1H9cO2JTvYr6lJvbyyZdt+HDqwBeGPo/HwYQTs5k6HpKQ4Dh+pPD3/0MFtSE/PwFKXyt/wO3YcwG3/07CfPxNXr93C+HHDYWTUAbNsvkwEuH2HF5Y42yEx6TlevnwNtxWOSE/PwoUL13ne/l/ld700qKZ40jHcvHkzpkyZgr///huysrJYtGgR8vO/f6SnWbNm0NPTQ1ZWFtq1qzw3vlevXqioqKhyLd2BAwcwY8YMGBoaQkVFBWvWrPnhLJb8oqysjKtXr8LR0RH6+vpo3rw5pk6dChcXF45yffv2RfPmzREfH4+JEyfWeb27d+/GkiVLYGNjg9zcXKiqqmLJksr7ELVs2RLBwcFYtGgRBg4ciJKSEqipqWHw4MHVjoKyWCz4+Phg69at2LJlC2xsbCAmJgZjY2MEBgaie/fa39/HxsYG2tra8PDwwMiRI/Hhwweoq6tj6NChcHBwqFP+79HX18fmzZuxfv16ODs7o1evXli7di0sLS1//OI6kJaWgr2LDRSV5JH3Lh83Lt/G1jW7UVZW+UNKTkEWSl/dTFtAUACTZ1ugdRs1lJWVISw4HOZDpnKMrEU+fALHWcswz3kW7JfYIOX5a8y1cuT5hCDt9dti79kvOxsHt8ofy5e8r2Gfx0H2De9P+h/meN3MUXPZ12e1Um+Jps2/3CR57OSRAIB9X9ULACvmrcFln2soKy1Dl56dYD5tLMQlxJCVno3bV4JwYOsRnmb7jB/bR0JCHMvXO0FBSR7FxSV4kZSCRTbLce3CrSrr/5VZgMpJcgYM6Yu1LtwPyJhbjwEAHL3AedqY81w3nPe+wrO2t+/YDl5nv/wAW+huBwC46H0VrvNWw2RQT7hvW8p+fv1edwDAHo8D2OtxEACgqKyAiq+O+Es3kcbyTYvQQq458vMKEBcdj8lmMzlOKQu4dgerF23ElLn/wGmVPVKSX8Fx6lJEPoiuUx7djjo4fO7LPRcXudsDAM6fuoyl81biwM5/IS4hjhUezpCWkcLjB1GYOWEex20NVNSU0fSrCY0mfNoWR85zHtBaaufO3hatNVVhv9QGTZrKIO11BvZtPYQje7nfc7euupt0hbKKEnxPnK/yXMtWihwHfkXFROGwZA5U1ZTx/n0RAm8Fw8FmGQryv8wkqdhSAdv2rUXTZk3wNvc/PAqLxOjBlnib+1+V+nnJffEGzHeejRXrF6OFbDNkZ+bg1NEz2Omxn11GXkEWLVt9mSH17KlLkJSSwKSp47DYzR75+QUIvfsQG923f3mNohwuBnz520+ztcQ0W0uEBT/CpBFfrg3lh9p+F5z3vgJJKUlYTBkLpxXzUJBfgNB7j7DJnbNTpN5GFZ26dcTUsbZ8a7uOflvsPfPl7/h5v3PZ+xr2bToEk0GVI0knbh3ieN3M0XZ4/Gm/o/zNfic26hkcpy7FHOeZmGZvhfTXmdi8fAf8zn2ZtXzpbDfMWTIDK3cug0xTGWSmZWL3+v04c/TnJ9hp20Ebm3y/3Mt0tmvl/T6v+97ARodNCPa7j21LtmPCnAmY4z4br5NT4TZzJZ4+/HLKpLyyHCq+Ou1QTEIMdqttIacki5Lij3id9Brr5m1A4KUvB5VqUi+v+PpehJxsc6xYvhCKinKIiorBkKGTkJ1deUBBVYXz1mwhoY8wydIW7m5OWLVyERKTXmD0mKmIiYlnl9nosQuSkhLYs2sDmjaVQXDwQwwxm1Tn+8v+Tn7XkcCaYjG/67Q4hPwCOvJdfnUTeCYu+wE6KfF3ev768ijj7h+3bf60PAaKP3+z6N9JRGYwdBW6/upm8ExMVhg0ZA1+XLCBeJ4TAS25P2Nq+8Q34X/c90Dnlr1+dTN45mH6HfRX+TPur3fr9XUIiSj/uGADUfbxx9fX/yq1+UzHZfNvRvOfxZMRQ0IIIYQQQghpzBr6iCF1DAkhhBBCCCGkjugaQ0IIIYQQQghp5GjEkBBCCCGEEEIaORoxJIQQQgghhJBGroIp/3Gh3xh1DAkhhBBCCCGkjiroVFJCCCGEEEIIadwa+l0AqWNICCGEEEIIIXVEI4aEEEIIIYQQ0sjRiCEhhBBCCCGENHI0KykhhBBCCCGENHJ0H0NCCCGEEEIIaeToVFJCCCGEEEIIaeRo8hlCCCGEEEIIaeTKKyp+dRPqhDqGhBBCCCGEEFJHdCopIYQQQgghhDRydCopIYQQQgghhDRyNGJICCGEEEIIIY0c3ceQEEIIIYQQQho5uo8hIYQQQgghhDRyDX3EUOBXN4AQQgghhBBCGjqGYWr8+Bmenp5QV1eHmJgYunbtigcPHvC0/dQxJIQQQgghhJA6YmrxX215e3vDwcEBrq6uePz4MfT19TFo0CBkZ2fzrP3UMSSEEEIIIYSQOqqoqKjxo7Y2b96M6dOnw9raGu3bt8eePXsgISGBgwcP8qz91DEkhBBCCCGEkDpiavEoKSlBfn4+x6OkpIRrvR8/fkR4eDj69+/PXiYgIID+/fsjJCSEhwEIIfWmuLiYcXV1ZYqLi391U3jiT8rzJ2VhGMrzO/uTsjAM5fmd/UlZGIby/M7+pCz1xdXVtUp/0dXVlWvZtLQ0BgBz//59juWOjo5Mly5deNYmFsM08OlzCGlA8vPz0aRJE+Tl5UFGRuZXN6fO/qQ8f1IWgPL8zv6kLADl+Z39SVkAyvM7+5Oy1JeSkpIqI4SioqIQFRWtUjY9PR3Kysq4f/8+jI2N2cudnJwQFBSEsLAwnrSJbldBCCGEEEIIIfWouk4gN7KyshAUFERWVhbH8qysLCgqKvKsTXSNISGEEEIIIYT8pkRERGBkZAR/f3/2soqKCvj7+3OMINYVjRgSQgghhBBCyG/MwcEBVlZW6NSpE7p06YKtW7fi/fv3sLa25tk6qGNISD0SFRWFq6trjU8d+N39SXn+pCwA5fmd/UlZAMrzO/uTsgCU53f2J2X5XY0fPx5v3rzB8uXLkZmZiY4dO8LPzw8KCgo8WwdNPkMIIYQQQgghjRxdY0gIIYQQQgghjRx1DAkhhBBCCCGkkaOOISGEEEIIIYQ0ctQxJIQQQgghhJBGjjqGhNTC2rVr0blzZ0hLS0NeXh4jRoxAfHw8R5ni4mLMmTMHLVq0gJSUFEaPHl3lhqR2dnYwMjKCqKgoOnbsWGU9xcXFmDx5MvT09CAkJIQRI0Y06DyBgYEYPnw4lJSUICkpiY4dO+L48eMNNk98fDz69OkDBQUFiImJQUNDAy4uLigtLW1wWb6WlJQEaWlpNG3alGc5PquvPC9fvgSLxaryCA0NbZB5AIBhGHh4eEBbWxuioqJQVlbG6tWrG1yWFStWcN02kpKSPMtSn3kA4Pr16+jWrRukpaUhJyeH0aNH4+XLlw02j4+PDzp27AgJCQmoqalh48aNv12WqKgomJubQ0VFBeLi4tDR0cG2bduqrCswMBCGhoYQFRWFpqYmDh8+zNMs9ZknIyMDEydOhLa2NgQEBDB//nyeZ6nPPGfPnsWAAQMgJycHGRkZGBsb4/r163zJRGqHOoaE1EJQUBDmzJmD0NBQ3Lx5E6WlpRg4cCDev3/PLmNvb49Lly7B19cXQUFBSE9Px6hRo6rUNWXKFIwfP57resrLyyEuLg47Ozv079+/wee5f/8+OnTogDNnziA6OhrW1tawtLTE5cuXG2QeYWFhWFpa4saNG4iPj8fWrVuxf/9+uLq6Nrgsn5WWlsLc3Bw9e/bkWYav1XeeW7duISMjg/0wMjJqsHnmzZsHLy8veHh44NmzZ7h48SK6dOnS4LIsXLiQY5tkZGSgffv2GDt2LM+y1GeeFy9eYPjw4ejbty8iIyNx/fp15OTkcK2nIeS5du0aLCwsMGvWLDx9+hS7du3Cli1bsHPnzt8qS3h4OOTl5XHs2DHExMRg6dKlcHZ25mjnixcvMGTIEPTp0weRkZGYP38+pk2bxvPOR33lKSkpgZycHFxcXKCvr8/TDL8iz507dzBgwABcvXoV4eHh6NOnD8zMzBAREcG3bKSGGELIT8vOzmYAMEFBQQzDMMy7d+8YYWFhxtfXl10mLi6OAcCEhIRUeb2rqyujr6//3XVYWVkxw4cP52Wzq1UfeT4zNTVlrK2tedLu6tRnHnt7e6ZHjx48aTc3/M7i5OTETJo0iTl06BDTpEkTXje/Cn7lefHiBQOAiYiI4FfTueJXntjYWEZISIh59uwZ39r+rfr63ERGRjIAmDt37vCs7dzwK4+vry8jJCTElJeXs5ddvHiRYbFYzMePH3kf5BN+5TE3N2fGjBnDsWz79u1Mq1atmIqKCt6G+KSuWT6zsbFh+vTpw/63k5MTo6ury1Fm/PjxzKBBg3icgBO/8nzNxMSEmTdvHk/bXZ36yPNZ+/btGTc3N940nPw0GjEkpA7y8vIAAM2bNwdQeaSstLSUY5SvXbt2UFVVRUhIyC9pY23UZ568vDz2evilvvIkJSXBz88PJiYmdWvwd/Azy+3bt+Hr6wtPT0/eNfgH+L1thg0bBnl5efTo0QMXL17kTaO/g195Ll26BA0NDVy+fBmtW7eGuro6pk2bhrdv3/I2wFfq63Pj5eUFbW1tvo1Sf8avPEZGRhAQEMChQ4dQXl6OvLw8/Pvvv+jfvz+EhYV5G+Ir/MpTUlICMTExjmXi4uJITU1FSkoKD1peFa+yfLs/CQkJqXK2zaBBg/i+H+ZXnl+lvvJUVFSgoKDgt8jc2FHHkJCfVFFRgfnz56N79+7466+/AACZmZkQERGpco2WgoICMjMzf0Era64+8/j4+ODhw4ewtrauS5O/qz7y/P333xATE4OWlhZ69uwJd3d3XjS9Cn5myc3NxeTJk3H48GHIyMjwstnV4mceKSkpbNq0Cb6+vrhy5Qp69OiBESNG8LVzyM88z58/R0pKCnx9fXH06FEcPnwY4eHhGDNmDC8jsNXX90BxcTGOHz+OqVOn1rXJ38XPPK1bt8aNGzewZMkSiIqKomnTpkhNTYWPjw8vI3DgZ55Bgwbh7Nmz8Pf3R0VFBRISErBp0yYAlde48Rqvsty/fx/e3t6YMWMGe1lmZiYUFBSq1JGfn48PHz7wNsgn/MzzK9RnHg8PDxQWFmLcuHE8az/5OUK/ugGENFRz5szB06dPce/evV/dFJ6orzwBAQGwtrbG/v37oaury7f11Eceb29vFBQUICoqCo6OjvDw8ICTkxPP18PPLNOnT8fEiRPRq1cvntddHX7mkZWVhYODA/vfnTt3Rnp6OjZu3Ihhw4bxfH0Af/NUVFSgpKQER48ehba2NgDgwIEDMDIyQnx8PNq2bcvT9dXX98C5c+dQUFAAKysrvq6Hn3kyMzMxffp0WFlZwdzcHAUFBVi+fDnGjBmDmzdvgsVi8Xyd/P4uSE5OxtChQ1FaWgoZGRnMmzcPK1asgIAA78cReJHl6dOnGD58OFxdXTFw4EAetq72KE9VNclz4sQJuLm54cKFC5CXl//pdRHeoBFDQn6Cra0tLl++jICAALRq1Yq9XFFRER8/fsS7d+84ymdlZUFRUbGeW1lz9ZUnKCgIZmZm2LJlCywtLeva7GrVVx4VFRW0b98e5ubmWLduHVasWIHy8vK6Np8Dv7Pcvn0bHh4eEBISgpCQEKZOnYq8vDwICQnh4MGDvIrB9is+O127dkVSUlKd6qgOv/MoKSlBSEiI3SkEAB0dHQDAq1ev6tb4b9TntvHy8sLQoUOrjOrwEr/zeHp6okmTJtiwYQMMDAzQq1cvHDt2DP7+/ggLC+NVDDZ+52GxWFi/fj0KCwuRkpKCzMxM9iRHGhoaPMnwGS+yxMbGol+/fpgxYwZcXFw4nlNUVKwyK2tWVhZkZGQgLi7O0ywA//PUt/rKc+rUKUybNg0+Pj58nWiP1Bx1DAmpBYZhYGtri3PnzuH27dto3bo1x/NGRkYQFhaGv78/e1l8fDxevXoFY2Pj+m7uD9VnnsDAQAwZMgTr16/n2ykyv3L7VFRUoLS0FBUVFXWq57P6yhISEoLIyEj2w93dHdLS0oiMjMTIkSN5kqU+83ATGRkJJSWlOtXxrfrK0717d5SVlSE5OZm9LCEhAQCgpqZWxxSV6nvbvHjxAgEBAXw7jbS+8hQVFVUZSRMUFAQAnn0PAPW/fQQFBaGsrAwRERGcPHkSxsbGkJOTq3MOgHdZYmJi0KdPH1hZWXG9dYuxsTFHHQBw8+ZNnu+H6ytPfanPPCdPnoS1tTVOnjyJIUOG8CcQqb1fM+cNIQ3T7NmzmSZNmjCBgYFMRkYG+1FUVMQuM2vWLEZVVZW5ffs28+jRI8bY2JgxNjbmqCcxMZGJiIhgZs6cyWhrazMRERFMREQEU1JSwi4TExPDREREMGZmZkzv3r3ZZRpintu3bzMSEhKMs7Mzx3pyc3MbZJ5jx44x3t7eTGxsLJOcnMx4e3szLVu2ZCwsLBpclm/xa1bS+spz+PBh5sSJE0xcXBwTFxfHrF69mhEQEGAOHjzYIPOUl5czhoaGTK9evZjHjx8zjx49Yrp27coMGDCgwWX5zMXFhWnZsiVTVlbGswy/Io+/vz/DYrEYNzc3JiEhgQkPD2cGDRrEqKmpcayroeR58+YNs3v3biYuLo6JiIhg7OzsGDExMSYsLOy3yvLkyRNGTk6OmTRpEkcd2dnZ7DLPnz9nJCQkGEdHRyYuLo7x9PRkBAUFGT8/P55lqc88DMOwt5eRkREzceJEJiIigomJiWmQeY4fP84ICQkxnp6eHGXevXvH0zyk9qhjSEgtAOD6OHToELvMhw8fGBsbG6ZZs2aMhIQEM3LkSCYjI4OjHhMTE671vHjxgl1GTU2Na5mGmMfKyorr8yYmJg0yz6lTpxhDQ0NGSkqKkZSUZNq3b8+sWbOG+fDhQ4PL8i1+dQzrK8/hw4cZHR0dRkJCgpGRkWG6dOnCMbV6Q8vDMAyTlpbGjBo1ipGSkmIUFBSYyZMn8/SgSn1mKS8vZ1q1asUsWbKEZ+3/lXlOnjzJGBgYMJKSkoycnBwzbNgwJi4urkHmefPmDdOtWzdGUlKSkZCQYPr168eEhob+dllcXV251qGmpsaxroCAAKZjx46MiIgIo6GhwbGOhpinJmUaSp7q3otWVlY8zUNqj8UwDANCCCGEEEIIIY0WXWNICCGEEEIIIY0cdQwJIYQQQgghpJGjjiEhhBBCCCGENHLUMSSEEEIIIYSQRo46hoQQQgghhBDSyFHHkBBCCCGEEEIaOeoYEkIIIYQQQkgjRx1DQgghhBBCCGnkqGNICCGEEEIIIY0cdQwJIYQQQgghpJGjjiEhhBBCCCGENHLUMSSEEEIIIYSQRu7/3hYl4loni9wAAAAASUVORK5CYII=\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": 191,
"outputs": [
{
"data": {
"text/plain": " appln_filing_year Country count appln_id percent\n1 2011 Germany 745 1969 0.378365\n2 2011 France 407 1969 0.206704\n3 2011 Netherlands 220 1969 0.111732\n4 2011 Sweden 209 1969 0.106145\n6 2011 Finland 166 1969 0.084307\n.. ... ... ... ... ...\n298 2022 Spain 4 11 0.363636\n299 2022 Germany 3 11 0.272727\n301 2022 Netherlands 2 11 0.181818\n302 2022 Italy 1 11 0.090909\n303 2022 Denmark 1 11 0.090909\n\n[262 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>2011</td>\n <td>Germany</td>\n <td>745</td>\n <td>1969</td>\n <td>0.378365</td>\n </tr>\n <tr>\n <th>2</th>\n <td>2011</td>\n <td>France</td>\n <td>407</td>\n <td>1969</td>\n <td>0.206704</td>\n </tr>\n <tr>\n <th>3</th>\n <td>2011</td>\n <td>Netherlands</td>\n <td>220</td>\n <td>1969</td>\n <td>0.111732</td>\n </tr>\n <tr>\n <th>4</th>\n <td>2011</td>\n <td>Sweden</td>\n <td>209</td>\n <td>1969</td>\n <td>0.106145</td>\n </tr>\n <tr>\n <th>6</th>\n <td>2011</td>\n <td>Finland</td>\n <td>166</td>\n <td>1969</td>\n <td>0.084307</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>298</th>\n <td>2022</td>\n <td>Spain</td>\n <td>4</td>\n <td>11</td>\n <td>0.363636</td>\n </tr>\n <tr>\n <th>299</th>\n <td>2022</td>\n <td>Germany</td>\n <td>3</td>\n <td>11</td>\n <td>0.272727</td>\n </tr>\n <tr>\n <th>301</th>\n <td>2022</td>\n <td>Netherlands</td>\n <td>2</td>\n <td>11</td>\n <td>0.181818</td>\n </tr>\n <tr>\n <th>302</th>\n <td>2022</td>\n <td>Italy</td>\n <td>1</td>\n <td>11</td>\n <td>0.090909</td>\n </tr>\n <tr>\n <th>303</th>\n <td>2022</td>\n <td>Denmark</td>\n <td>1</td>\n <td>11</td>\n <td>0.090909</td>\n </tr>\n </tbody>\n</table>\n<p>262 rows × 5 columns</p>\n</div>"
},
"execution_count": 191,
"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": 192,
"outputs": [
{
"data": {
"text/plain": "Text(95.72222222222221, 0.5, '')"
},
"execution_count": 192,
"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": 193,
"outputs": [
{
"data": {
"text/plain": "Text(95.72222222222221, 0.5, '')"
},
"execution_count": 193,
"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": 194,
"outputs": [],
"source": [
"# harmonized entities (sector and country too)"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 195,
"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": 196,
"outputs": [
{
"data": {
"text/plain": " appln_id han_id han_name psn_sector Country\n0 340314532 2125445 NOKIA CORP COMPANY Finland\n1 413601768 2125445 NOKIA CORP COMPANY Finland\n2 332888018 2125445 NOKIA CORP COMPANY Finland\n3 333546132 2125445 NOKIA CORP COMPANY Finland\n4 334765473 2125445 NOKIA CORP COMPANY Finland\n... ... ... ... ... ...\n106442 504779814 3652317 VAVILOVS VALERIJS INDIVIDUAL Latvia\n106443 544264361 3652317 VAVILOVS VALERIJS INDIVIDUAL Latvia\n106444 481190056 3652317 VAVILOVS VALERIJS INDIVIDUAL Latvia\n106445 554759601 3652317 VAVILOVS VALERIJS INDIVIDUAL Latvia\n106446 569497458 184881241 ZAVORONKOVS, ALEKSANDRS UNKNOWN Latvia\n\n[106421 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>340314532</td>\n <td>2125445</td>\n <td>NOKIA CORP</td>\n <td>COMPANY</td>\n <td>Finland</td>\n </tr>\n <tr>\n <th>1</th>\n <td>413601768</td>\n <td>2125445</td>\n <td>NOKIA CORP</td>\n <td>COMPANY</td>\n <td>Finland</td>\n </tr>\n <tr>\n <th>2</th>\n <td>332888018</td>\n <td>2125445</td>\n <td>NOKIA CORP</td>\n <td>COMPANY</td>\n <td>Finland</td>\n </tr>\n <tr>\n <th>3</th>\n <td>333546132</td>\n <td>2125445</td>\n <td>NOKIA CORP</td>\n <td>COMPANY</td>\n <td>Finland</td>\n </tr>\n <tr>\n <th>4</th>\n <td>334765473</td>\n <td>2125445</td>\n <td>NOKIA CORP</td>\n <td>COMPANY</td>\n <td>Finland</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>106442</th>\n <td>504779814</td>\n <td>3652317</td>\n <td>VAVILOVS VALERIJS</td>\n <td>INDIVIDUAL</td>\n <td>Latvia</td>\n </tr>\n <tr>\n <th>106443</th>\n <td>544264361</td>\n <td>3652317</td>\n <td>VAVILOVS VALERIJS</td>\n <td>INDIVIDUAL</td>\n <td>Latvia</td>\n </tr>\n <tr>\n <th>106444</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>106445</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 <tr>\n <th>106446</th>\n <td>569497458</td>\n <td>184881241</td>\n <td>ZAVORONKOVS, ALEKSANDRS</td>\n <td>UNKNOWN</td>\n <td>Latvia</td>\n </tr>\n </tbody>\n</table>\n<p>106421 rows × 5 columns</p>\n</div>"
},
"execution_count": 196,
"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": 197,
"outputs": [
{
"data": {
"text/plain": " han_id count percent weight \n0 1337324 1723 0.069122 0.016190 \\\n1 3697072 270 0.010832 0.002537 \n2 62077 204 0.008184 0.001917 \n3 1912470 130 0.005215 0.001222 \n4 2607939 101 0.004052 0.000949 \n... ... ... ... ... \n29061 151900860 1 0.000040 0.000009 \n29062 151899043 1 0.000040 0.000009 \n29063 151898719 1 0.000040 0.000009 \n29064 151894061 1 0.000040 0.000009 \n29065 183287157 1 0.000040 0.000009 \n\n han_name psn_sector person_ctry_code \n0 HUAWEI TECH CO LTD COMPANY CN \\\n1 NINGBO GEELY AUTOMOBILE R&D CO LTD COMPANY CN \n2 TAIWAN SEMICONDUCTOR MANUFACTURING CO LTD COMPANY TW \n3 MEDIATEK INC COMPANY TW \n4 SELF ELECT CO LTD COMPANY CN \n... ... ... ... \n29061 LI, FAHONG UNKNOWN CN \n29062 ZHANG, YI UNKNOWN CN \n29063 XU, EASON UNKNOWN CN \n29064 WENG, RAN INDIVIDUAL CN \n29065 LEFEBVRE, Marc René André Louis UNKNOWN MO \n\n ctry_code iso_alpha3 Country organisation_flag \n0 CN CHN China \\\n1 CN CHN China \n2 TW TWN Taiwan Province Of China \n3 TW TWN Taiwan Province Of China \n4 CN CHN China \n... ... ... ... ... \n29061 CN CHN China \n29062 CN CHN China \n29063 CN CHN China \n29064 CN CHN China \n29065 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... ... ... ... ... ... \n29061 Asia \n29062 Asia \n29063 Asia \n29064 Asia \n29065 Asia \n\n org \n0 HUAWEI TECH CO LTD (CN) \n1 NINGBO GEELY AUTOMOBILE R&D CO LTD (CN) \n2 TAIWAN SEMICONDUCTOR MANUFACTURING CO LTD (TW) \n3 MEDIATEK INC (TW) \n4 SELF ELECT CO LTD (CN) \n... ... \n29061 LI, FAHONG (CN) \n29062 ZHANG, YI (CN) \n29063 XU, EASON (CN) \n29064 WENG, RAN (CN) \n29065 LEFEBVRE, Marc René André Louis (MO) \n\n[29066 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>1723</td>\n <td>0.069122</td>\n <td>0.016190</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>3697072</td>\n <td>270</td>\n <td>0.010832</td>\n <td>0.002537</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>2</th>\n <td>62077</td>\n <td>204</td>\n <td>0.008184</td>\n <td>0.001917</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>3</th>\n <td>1912470</td>\n <td>130</td>\n <td>0.005215</td>\n <td>0.001222</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>2607939</td>\n <td>101</td>\n <td>0.004052</td>\n <td>0.000949</td>\n <td>SELF ELECT 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>SELF ELECT 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>29061</th>\n <td>151900860</td>\n <td>1</td>\n <td>0.000040</td>\n <td>0.000009</td>\n <td>LI, FAHONG</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>LI, FAHONG (CN)</td>\n </tr>\n <tr>\n <th>29062</th>\n <td>151899043</td>\n <td>1</td>\n <td>0.000040</td>\n <td>0.000009</td>\n <td>ZHANG, YI</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>ZHANG, YI (CN)</td>\n </tr>\n <tr>\n <th>29063</th>\n <td>151898719</td>\n <td>1</td>\n <td>0.000040</td>\n <td>0.000009</td>\n <td>XU, EASON</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>XU, EASON (CN)</td>\n </tr>\n <tr>\n <th>29064</th>\n <td>151894061</td>\n <td>1</td>\n <td>0.000040</td>\n <td>0.000009</td>\n <td>WENG, RAN</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>WENG, RAN (CN)</td>\n </tr>\n <tr>\n <th>29065</th>\n <td>183287157</td>\n <td>1</td>\n <td>0.000040</td>\n <td>0.000009</td>\n <td>LEFEBVRE, Marc René André Louis</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>LEFEBVRE, Marc René André Louis (MO)</td>\n </tr>\n </tbody>\n</table>\n<p>29066 rows × 17 columns</p>\n</div>"
},
"execution_count": 154,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": " han_id count percent weight \n0 1337324 1723 0.069122 0.016190 \\\n1 3697072 270 0.010832 0.002537 \n2 62077 204 0.008184 0.001917 \n3 1912470 130 0.005215 0.001222 \n4 2607939 101 0.004052 0.000949 \n... ... ... ... ... \n29061 151900860 1 0.000040 0.000009 \n29062 151899043 1 0.000040 0.000009 \n29063 151898719 1 0.000040 0.000009 \n29064 151894061 1 0.000040 0.000009 \n29065 183287157 1 0.000040 0.000009 \n\n han_name psn_sector person_ctry_code \n0 HUAWEI TECH CO LTD COMPANY CN \\\n1 NINGBO GEELY AUTOMOBILE R&D CO LTD COMPANY CN \n2 TAIWAN SEMICONDUCTOR MANUFACTURING CO LTD COMPANY TW \n3 MEDIATEK INC COMPANY TW \n4 SELF ELECT CO LTD COMPANY CN \n... ... ... ... \n29061 LI, FAHONG UNKNOWN CN \n29062 ZHANG, YI UNKNOWN CN \n29063 XU, EASON UNKNOWN CN \n29064 WENG, RAN INDIVIDUAL CN \n29065 LEFEBVRE, Marc René André Louis UNKNOWN MO \n\n ctry_code iso_alpha3 Country organisation_flag \n0 CN CHN China \\\n1 CN CHN China \n2 TW TWN Taiwan Province Of China \n3 TW TWN Taiwan Province Of China \n4 CN CHN China \n... ... ... ... ... \n29061 CN CHN China \n29062 CN CHN China \n29063 CN CHN China \n29064 CN CHN China \n29065 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... ... ... ... ... ... \n29061 Asia \n29062 Asia \n29063 Asia \n29064 Asia \n29065 Asia \n\n org \n0 HUAWEI TECH CO LTD (CN) \n1 NINGBO GEELY AUTOMOBILE R&D CO LTD (CN) \n2 TAIWAN SEMICONDUCTOR MANUFACTURING CO LTD (TW) \n3 MEDIATEK INC (TW) \n4 SELF ELECT CO LTD (CN) \n... ... \n29061 LI, FAHONG (CN) \n29062 ZHANG, YI (CN) \n29063 XU, EASON (CN) \n29064 WENG, RAN (CN) \n29065 LEFEBVRE, Marc René André Louis (MO) \n\n[29066 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>1723</td>\n <td>0.069122</td>\n <td>0.016190</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>3697072</td>\n <td>270</td>\n <td>0.010832</td>\n <td>0.002537</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>2</th>\n <td>62077</td>\n <td>204</td>\n <td>0.008184</td>\n <td>0.001917</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>3</th>\n <td>1912470</td>\n <td>130</td>\n <td>0.005215</td>\n <td>0.001222</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>2607939</td>\n <td>101</td>\n <td>0.004052</td>\n <td>0.000949</td>\n <td>SELF ELECT 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>SELF ELECT 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>29061</th>\n <td>151900860</td>\n <td>1</td>\n <td>0.000040</td>\n <td>0.000009</td>\n <td>LI, FAHONG</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>LI, FAHONG (CN)</td>\n </tr>\n <tr>\n <th>29062</th>\n <td>151899043</td>\n <td>1</td>\n <td>0.000040</td>\n <td>0.000009</td>\n <td>ZHANG, YI</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>ZHANG, YI (CN)</td>\n </tr>\n <tr>\n <th>29063</th>\n <td>151898719</td>\n <td>1</td>\n <td>0.000040</td>\n <td>0.000009</td>\n <td>XU, EASON</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>XU, EASON (CN)</td>\n </tr>\n <tr>\n <th>29064</th>\n <td>151894061</td>\n <td>1</td>\n <td>0.000040</td>\n <td>0.000009</td>\n <td>WENG, RAN</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>WENG, RAN (CN)</td>\n </tr>\n <tr>\n <th>29065</th>\n <td>183287157</td>\n <td>1</td>\n <td>0.000040</td>\n <td>0.000009</td>\n <td>LEFEBVRE, Marc René André Louis</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>LEFEBVRE, Marc René André Louis (MO)</td>\n </tr>\n </tbody>\n</table>\n<p>29066 rows × 17 columns</p>\n</div>"
},
"execution_count": 197,
"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": 198,
"outputs": [
{
"data": {
"text/plain": "<matplotlib.legend.Legend at 0x1690cb0b8b0>"
},
"execution_count": 155,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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xOEnliZiYmCAiIgIxMTFS6y06Hjx4AAB4+fIlAgICYGxsDCUlJRgYGGD06NF49OgRJ2/Rc1T52ohMnjwZPB5PbA+kx48fY/To0TAwMICSkhKMjY3h7++P3NxcTrqq90FXVxeDBw/Gw4cP2TSiZ0e0H2PVz1VJuwbKysoS01e+tqJDR0cHvXr1wrVr18TSXrp0CZ06dYKamhoaN26MQYMGSRz1MTExYfNTUVGBiYkJhgwZgj///FNqPSq7c+cORo0ahaZNm4LP58PU1BTe3t5ITU3lpDty5AicnJygoaEBVVVVtG3bVuxnVBJnZ2cEBARIvQaSjqSkJM71lZeXR4MGDeDo6IilS5dCKBTK1DZSN8ePH4evry9sbW1hZ2eHmJgYPHr0CJcvXwYAyMvLQ09Pj3MkJCRgyJAhUFdXBwCcOHECN2/exI4dO2Bvb4+ePXti2bJl2LBhA4qLi+uzeYQQQr5x1Ln8AigrK2PlypWcjpWs7t27h+3bt1eb5uDBg2jfvj0KCgoQGxuLjIwMHD9+HAMHDsSCBQvE/tg8deoUsrOzkZWVhSVLliA4OBhRUVFsfEpKChwdHVFcXIyjR48iMzMTwcHBiImJgZubW7V//Lx8+RLt27dHdHQ0Zs6ciQsXLuDKlSsIDg5GWloa4uLiOOnHjh0r9i3/qlWrOGmio6PF0gwYMEBqHYKCgmBoaIjJkyezYSUlJRg5ciR8fHzQp0+faq9nZGQkpk6dijNnzuDp06fVppXE09OTU9cOHTqItdPQ0JC9VqdOncLmzZtx584dxMfH486dO2jbti3u3bvHydfQ0BDx8fF4+/YtG/bu3TvExcXByMiIk/bevXto06YNsrKysGvXLty5cwebN2/G6dOn0aFDB7GOt6h+T58+xcGDB/H48WP4+PjUuu2VaWpqit23yh1WaW7fvo3s7Gz88ccfKCoqYkd4KvP09ISGhgZSU1ORmJgIFxcXqfktXboU2dnZuH37NrZv3w4tLS24uroiODi42nqkpqaidevWyMzMxJYtW3Dz5k0kJCTA2toagYGBbLr169ejf//+6NSpEy5cuIB//vkHXl5emDBhAmbOnFljeyvr2LEj53oNGTIEPXr04IR17NgRwP+u77///otz585h3Lhx2L59O+zt7ev03JK6Ef1+bdiwocT4y5cvIz09HX5+fmzY+fPn0bJlS+jq6rJh7u7uyM/Px40bNz5uhQkhhJBq0II+XwBXV1fcuXMHoaGhYh2nmkydOhWLFi3C0KFDwefzxeILCwvh5+eH3r17Y//+/Zw4Gxsb+Pn5iY1KamtrQ09PDwBgbGyM6OhoXLlyhU3r5+cHGxsb7N+/H3Jycmw6S0tLODg4IDw8HHPmzJFY33nz5uHRo0fIzMyEgYEBG25sbIzu3buL1UVVVZWtizRaWlo1pqlMQUEB27dvh4ODA3777TcMGjQIwcHByMvLQ3h4eLXnFhQUYPfu3UhNTUVOTg5iYmIwb948mcsGABUVFaio/G9hFCUlJYntnD9/Pp4+fYo7d+6wcUZGRvjjjz9gYWGByZMn49ixY2z67777Dnfv3sX+/fsxbNgwAMD+/fthZGQEU1NTTt6TJ0+GkpISTpw4wdbFyMgIDg4OaNasGebPn49Nmzax6SvXT19fH1OmTMH48eNr1e6qeDxere6bSOPGjdl7HhAQgH79+uHWrVto1aoVm0ZOTg4//PADbGxsAAC2trZS89PQ0OBc3y5dukBfXx8LFy7EoEGDYGVlJXYOwzDw9fWFhYUFkpOT2Z8DALC3t4e/vz+AitHhwMBABAQEICQkhE0TGBgIJSUlTJs2DYMHD4ajo6NMbVdSUuJcMxUVFRQVFUm8jpWvr76+PmxsbNC3b1/Y2tpi9uzZ2LFjh8QyioqKUFRUxH7Oz8+XqW5EXHl5OQICAtCpUye0aNFCYprIyEjY2NiwXwoAQE5ODqdjCYD9nJOT8/EqTAghhNSARi6/APLy8ggJCcH69evx77//1urcgIAAlJaWYv369RLjT5w4gdzcXMyePVtqHpWn31aVmpqKy5cvs3/8pqen4+bNm5gxYwbnD2oAsLOzg6urK3bt2iUxr/LycuzevRs+Pj6cjqWsdfmQrK2tERoaiokTJ+KPP/5AaGgooqOja9xkds+ePbC2toaVlRV8fHwQFRUl1iH+EMrLyxEfH49hw4aJdRxUVFQwadIk/PHHH2IjjKNHj0Z0dDT7OSoqCqNGjeKkefnyJf744w9MmjSJ08kFAD09PQwbNgy7d++W2q6XL19iz549MneIPhahUMhOf1ZSUuLE9e/fH8uXL2enF9eWv78/GIbBwYMHJcanp6fjxo0bCAwMFPs5ACq+8ACA3377DSUlJRJHKMePHw91dXWpPy8fQ+PGjTFs2DAcOnRIbDq9SGhoKAQCAXsYGhp+svp9bSZPnozr16+zz2lVb9++RVxcHGfUkhBCCPmcUefyCzFw4EDY29tj0aJFtTpPVVUVixYtQmhoqMR3qTIzMwGAM/py6dIlqKurs0fVdww7duwIdXV1KCkpoW3bthgyZAhGjBjByU80IlSVjY0Nm6aqFy9eIC8vT2wkqHXr1mxdvL29OXEbN27k1FVdXR07d+7kpPH29hZLU/WdREn8/f3RokUL9OrVCxMnTqx26qRIZGQkOx20R48eEAqF+Ouvv2o8r7ZE16q668wwDO7cucMJ9/HxwdmzZ/Hw4UM8fPgQf//9t9j01aysLDAMU23er169wosXL9gw0X1QU1ODtrY2bt++zZkqXRdCoVDsvokWNKlO06ZNoa6uDi0tLcTFxaFfv36wtrZm40WLn0yaNAlOTk64efMmGxcWFiZ1BKmyhg0bonHjxlI7p1lZWQDAKVeSzMxMCAQC6Ovri8UpKSnBzMxM6s/Lx2JtbY3Xr1+LvVsrEhQUBKFQyB6PHz/+pPX7WkyZMgVHjhxBYmIimjZtKjHNb7/9hjdv3rC/X0X09PTw7NkzTpjoc11G+wkhhJAPhabFfkFWrlyJrl271vo9LD8/P4SFhWHlypWcqXfStGrVil1oxcLCQmyhk927d8PGxgYlJSW4fv06pk6digYNGnAWHfqQo3UJCQkoLi7GnDlzOO8LAsCwYcMwf/58TljV6WLh4eFwdXXlhEkbGa2Mx+Nh/vz5SEpKwoIFC2pMf/v2bVy8eBEJCQkAKqbXenp6IjIyEs7OzjWeXxe1vc46Ojro3bs3YmJiwDAMevfujUaNGr133pXvw7NnzxASEoLu3bvj8uXL0NDQqFUdRTQ0NHDlyhVOWNWRVEmSk5OhqqqKlJQUhISEYPPmzWxceXk55s6di2XLlmHSpEnQ0dFBly5dcOTIEbRv3x7Xrl1D586dZaofwzBSR9I/xmj1pyKqu7S28fl8iVPsiWwYhsHUqVORkJCApKQksSnplUVGRqJfv37Q0dHhhHfo0AHBwcF4/vw5GjduDAA4efIkNDU10bx5849af0IIIaQ61Ln8gnTp0gXu7u4ICgoSW9mzOgoKCggODoavry+mTJnCibOwsABQ0TFq3749gIo/Hs3NzaXmZ2hoyMbb2Njg7t27+PHHH7F48WJYWloCADIyMuDg4CB2bkZGBpumKh0dHWhpaXH2fAPALjajoaEhtsqqQCCotq5AxTf5NaWRRkFBgfPf6kRGRqK0tJTTcWUYBnw+Hz///DMEAgE7rVYoFLJTI0Xy8vIgEAhkqpfoWmVkZEiMz8jIAI/Hk9ju0aNHs8/Bhg0bxOLNzc3B4/GQkZGBgQMHSsy7QYMGnD94K98Hc3NzREZGQl9fH7t378aYMWNkalNVcnJydbpvpqam0NLSgpWVFZ4/fw5PT0+cOXMGAPD8+XPk5OSwz6afnx9ev34NV1dXbNu2Dfv27cPp06drLCM3NxcvXryQ2jEQPeO3bt2S+HNQOZ1QKMTTp0/FvvAoLi7G3bt3ZRox/5AyMjKgqakJbW3tT1rut2Ly5MmIi4vDwYMHoaGhwb4jKRAIOF+e3LlzB2fOnMHvv/8ulkf37t3RvHlzDB8+HKtWrUJOTg4WLFiAyZMnU8efEEJIvaJpsV+YFStW4PDhwzh//nytzhs8eDBsbW2xZMkSTnj37t3RsGFDrFy5ss51kpeXR2lpKYqLi2Fvbw9ra2uEh4ejvLyck+7q1as4deqU2NRWETk5OQwZMgQ7duz44larLC0txfbt2xEWFob09HT2uHr1KgwMDNj35iwsLCAnJ8duOyBy7949CIVCqR3vqkTXKi4uTmwBj7dv32Ljxo1wd3eXuAJljx49UFxcjJKSEri7u4vFa2trw83NDRs3bhQbKc7JycHOnTvh6elZ7fuv8vLybF3qk+idNtFocoMGDaCiosJ2NoGK95LnzJkDb29vdO3aFe3atasx37Vr10JOTk7qqsP29vZo3rw5wsLCxH4OALBfknh4eEBRURFhYWFiaTZv3ozCwkKpPy8fw/PnzxEXF4cBAwZIfFeUvL9NmzZBKBTC2dkZ+vr67LF7925OuqioKDRt2hTdu3cXy0NeXh5HjhyBvLw8OnToAB8fH4wYMQJLly79VM0ghBBCJKKRyy9My5YtMWzYMKxbt67W565YsUKsM6Guro5t27bB09MTvXv3xrRp02BhYYGCggIcP34cwP86CiK5ubnIyclBaWkprl27hrVr18LFxYUdlYuMjISbmxs8PDwQFBQEPT09XLhwAYGBgejQoQNnX76qQkJCkJSUhHbt2mHp0qVo06YN1NTU8M8//+D8+fNi78O9efNGrHPF5/PRoEED9nNeXp5YGg0NDaipqbGfr127xpm+yePxYGdnJ7WeVR05cgSvXr2Cn5+f2Oijh4cHIiMjMWHCBGhoaGDMmDEIDAyEgoICWrZsicePH2POnDlo3749Z0XImoSEhOD06dNwc3PDqlWr0KJFC9y/fx8LFixASUmJxFFJoOJ+ikY8q95bkZ9//hkdO3aEu7s7li9fDlNTU9y4cQOzZs1CkyZNxLbhqHwfnj17hmXLlkFZWVniH8aVVR2lBv63civDMBJXvmzcuLHMHR9VVVWMHTsWixYtwoABA8Dn8+Hv748lS5ZAVVUVPXr0QE5ODtLT06Gmpobk5GTcvn2b897v69evkZOTg5KSEty/fx87duzAtm3bEBoaKnVklcfjITo6Gq6urujcuTPmz58Pa2trFBQU4PDhwzhx4gT++usvGBkZYdWqVQgMDISysjKGDx8ORUVFHDx4EPPmzUNgYGCNCyO9ePFCbL9QfX19senhVYmuL8MwyMvLw/nz5xESEgKBQCC2ry75cGSdMh0SElLtawzGxsYSRzUJIYSQ+kRfTX+Bli5dKnE0pCZdu3ZF165dxd6hHDhwIM6dOwdVVVWMGDECVlZW6Nq1K/7880/Ex8eL7evo6uoKfX19mJiYYNy4cejVqxfnW/eOHTsiJSUF8vLy6NmzJ8zNzREUFISRI0fi5MmT1U7b0tbWxsWLFzFixAisXr0a7dq1Q8uWLbF48WJ4enril19+4aT/5ZdfON/+6+vri430jBo1SixN1dVzu3TpAgcHB/Zo3bp1ra5tZGQkXF1dJU5r9fDwQGpqKv755x8AFaNeI0eOxJw5c2BrawtfX1+0atUKhw8frtVquNra2khJSYGLiwvGjx+PZs2aYciQIWjWrBkuXboEMzMzqedqampWu/KthYUFUlNTYWZmxuY5btw4uLi44Pz582IjopXvg4uLC/777z/8/vvvErfpqMzLy4tz3R0cHNiFSfLz88Xum76+Pp4/fy7zNQIqFk7JyMjA3r17AQDBwcEIDw/H1q1b0apVKwwdOhSGhoZ48OAB2rVrh969e+O///5jz1+4cCH09fVhbm6O4cOHQygU4vTp01K30xFp164dUlNTYW5ujrFjx8LGxgb9+vXDjRs3EBERwaYLCAhAQkICkpOT0aZNG7Ro0QJxcXHYtGkTfvrppxrbFxcXJ3YNq/6cSCK6vk2aNEGHDh2wZcsWjBw5EmlpaRIXGCKEEEIIqQmP+ZJXniCEEFKv8vPzIRAIIBQKa9yqhxBCCCGfh4/17zeNXBJCCCGEEEIIeW/UuSSEEEIIIYQQ8t5oQR9CCCHvrcuCXZDn17wP6Zfm8uoR9V0FQggh5ItBI5eEEEJINUJDQ9G2bVtoaGigcePGGDBggNhKx+/evcPkyZOhra0NdXV1eHh4sItTVZWbm4umTZuCx+OJ7d1LCCGEfMmoc0kIIYRU46+//sLkyZORkpKCkydPoqSkBN27d0dhYSGbZvr06Th8+DD27t2Lv/76C0+fPsUPP/wgMT8/Pz+0atXqU1WfEEII+WTqrXPJ4/GqPRYvXsymtba2Bp/Pl7jnnbOzM7tv4ty5c2Ftbc2Jv3XrFng8Hnx9fTnhMTEx4PP5nE3ed+3aBXl5eUyePFmsnKSkJPB4PNja2qKsrIwTp6WlhZiYGKltffPmDYKCgtCsWTMoKytDR0cHTk5OOHjwIKcdkq7DhAkTxK5ZSkoKJ/+ioiJoa2uDx+MhKSmJk/7AgQOctImJiejVqxe0tbWhqqqK5s2bIzAwEE+ePGHTlJWVITw8HC1btoSysjIaNGiAnj174u+//xa7hjweDz169OCE5+XlSayL6FBTU4OFhQV8fX1x+fJlsTy1tLQkXkdJ7dm3bx+cnZ0hEAigrq6OVq1aYenSpXj58qXUayo6nJ2d2XzOnTuHXr16oUGDBlBWVkbLli2xZs0asXtd+XxNTU20bduWcx+lqe29Exk/fjzk5eXZbTQqW7x4sdgzAgDp6eng8Xh48OABgP89u5JGSExMTDjbYki6Tt9//z3nnOp+HoHqnzFfX99q74mJiYnEelVus729Pfu5cn6KioowNTXF7Nmz8e7dO855VZ8dHo8HZWVlPHz4kJNuwIABYr8rcnJy4O/vD3NzcygrK0NXVxedOnXCpk2b8ObNG4nXQCQ/P5/d41JZWRl6enpwdXXF/v37Ofsd3rhxA0OGDIGOjg74fD4sLS2xcOHCGvOvej1Ebavpd+uDBw84YRoaGrC1tcXkyZORlZVVbZnfouPHj8PX1xe2traws7NDTEwMHj16xP7+EgqFiIyMxJo1a9C1a1e0bt0a0dHROHfunNjP/KZNm5CXl4eZM2fWR1MIIYSQj6reOpfZ2dnsERERAU1NTU6Y6B/es2fP4u3btxg0aBBiY2OrzdPFxQW3b9/m/NGbmJgIQ0NDsT/cExMT0b59e6io/O8docjISMyePRu7du0S++NU5N69e9i+fXut2jphwgTs378f69evx61bt3D8+HEMGjQIubm5nHRjx47lXIPs7GysWrWKk8bQ0BDR0dGcsISEBKirq9dYjy1btsDV1RV6enrYt28fbt68ic2bN0MoFCIsLAxAxQbfXl5eWLp0Kfz9/ZGRkYGkpCQYGhrC2dlZrHOnoKCAU6dOITExscbyo6OjkZ2djRs3bmDDhg0oKCiAo6Njra+nyPz58+Hp6Ym2bdvi2LFjuH79OsLCwnD16lX8+uuv2L9/P3sdL168CAA4deoUG7Z//34AFdfPyckJTZs2RWJiIm7dugV/f38sX74cXl5eYpuei9qRmpqKTp06YdCgQbh27VqN9a3tvXvz5g3i4+Mxe/ZsREVFSUyjrKyMyMjID9ohELVPdBw6dIiNq+nnsaZnbO3atZy8q5Z36dKlWte3R48eyM7Oxr179xAeHo4tW7Zg0aJFNZ7H4/GwcOHCatPcu3cPDg4OOHHiBEJCQpCWlobz589j9uzZOHLkCE6dOiX13Ly8PHTs2BHbt29HUFAQrly5gjNnzsDT0xOzZ8+GUCgEAKSkpMDR0RHFxcU4evQoMjMzERwcjJiYGLi5uaG4uLhW10PW363A/34erl69ipCQEGRkZMDOzg6nT5+uVZnfGtG9E+33evnyZZSUlMDV1ZVNY21tDSMjI5w/f54Nu3nzJpYuXYrt27dDTo4mDhFCCPn61NuCPnp6euz/CwQC8Hg8TphIZGQkhg4dCicnJ/j7+1e7cfn3338PRUVFJCUlwcvLC0DFqM3kyZMRHByMBw8esCMjSUlJGDVqFHvu/fv3ce7cOezbtw+JiYnYv38/hg4dKlbG1KlTsWjRIgwdOhR8Pl+mth46dAhr165Fr169AFSMyrRu3VosnaqqqsRrUNnIkSOxbt06REREsB3jqKgojBw5EsuWLZN63r///otp06Zh2rRpCA8PZ8NNTEzQpUsXdlRrz549+O2333Do0CH07duXTbd161bk5uZizJgxcHNzg5qaGgBATU0NQ4YMwdy5c3HhwoVq666lpcW2z8TEBN27d8fIkSMxZcoU9O3bFw0aNKj2/MouXryIkJAQREREwN/fn9MeNzc35OXlcUZARV8WaGtrc65xYWEhxo4di379+mHr1q1s+JgxY6Crq4t+/fphz5498PT0FGuHnp4eli1bhrVr1yIxMREtW7asts61vXd79+5F8+bNMXfuXBgYGODx48cwNDTkpLGyskLjxo0xf/587NmzR4YrV7PK96mq6n4eZXnGBAIBBAKBzOXJgs/ns+cbGhrC1dUVJ0+exMqVK6s9b8qUKVizZg1mzZqFFi1aSEwzadIkKCgoIDU1lX3mAcDMzAz9+/cX++Khsnnz5uHBgwfIzMyEgYEBG25paQlvb28oKyuDYRj4+fnBxsYG+/fvZzscxsbGsLS0hIODA8LDw6v9vVeVLL9b//vvPwDcnwczMzP07dsX3bp1g5+fH+7evQt5eXmx/IuKilBUVMR+zs/Pl7luX4Py8nIEBASgU6dO7HOTk5MDJSUlsVkXurq67JedRUVF8Pb2xurVq2FkZIR79+596qoTQgghH91n/dXp69evsXfvXvj4+MDNzQ1CoRDJyclS06upqaFt27acUbSkpCR069YNnTp1YsPv3buHR48ewcXFhU0XHR2N3r17QyAQwMfHB5GRkRLLCAgIQGlpKdavXy9zO/T09PD777/j9evXMp8jTevWrWFiYoJ9+/YBAB49eoQzZ85g+PDh1Z63d+9eFBcXY/bs2RLjRX8UxcXFwdLSktOxFAkMDERubi5OnjzJCV+8eDGuXbuG3377rdbtmT59Ol6/fi2WZ0127twJdXV1TJo0SWK8tKm1VZ04cQK5ubkSp6j17dsXlpaW2LVrl8RzS0tL2edESUmpxrJqe+8iIyPh4+MDgUCAnj17Sp16vWLFCuzbtw+pqak11uF91PTzKOsz9jFdv34d586dk+l+dOrUCX369MHcuXMlxufm5uLEiROYPHkyp2NZGY/HkxheXl6O+Ph4DBs2jNOxFFFXV4eCggLS09Nx8+ZNzJgxQ2wky87ODq6urlKfv49BTk4O/v7+ePjwodiUdZHQ0FD2SwKBQCD2hcfXbvLkybh+/Tri4+NrdV5QUBBsbGzg4+PzkWpGCCGE1L/PunMZHx8PCwsL2NraQl5eHl5eXlI7fSIuLi7sFNibN2/i3bt3cHBwQJcuXdjwpKQkKCsro3379gAq/hCMiYlh/9H38vLC2bNncf/+fbH8VVVVsWjRIoSGhrJTo2qydetWnDt3Dtra2mjbti2mT58u9v4iAGzcuBHq6uqcY+fOnWLpRo8ezU6TjImJQa9evaCjo1NtHbKysqCpqQl9ff1q02VmZsLGxkZinCg8MzOTE25gYAB/f3/Mnz8fpaWl1eZflegdWdH7gbLKysqCmZkZFBUVa3VeVaK2SGuztbW1WHu9vb2hrq4OPp+P6dOnw8TEBEOGDJGpPFnvXVZWFlJSUtgRUx8fH0RHR0scKfvuu+8wZMiQWo1uVUfUPtEhmgpd08+jrM/Yh3bkyBGoq6uz78o+f/4cs2bNkunc0NBQHD9+XOKXVnfu3AHDMLCysuKEN2rUiL020q75f//9h1evXom9A15VTc+fjY2N2PP3sdX0MxkUFAShUMgejx8//oS1q19TpkzBkSNHkJiYiKZNm7Lhenp6KC4uFnuv+dmzZ+zI8J9//om9e/dCQUEBCgoK6NatG4CK50mWadyEEELIl+Cz7lxGRUVxvuX18fHB3r17qx0BdHZ2RmZmJrKzs5GUlITvv/8e8vLycHJy4nQuO3bsyE5rPXnyJAoLC9lpq40aNYKbm5vU99z8/Pygra1d47Q7kS5duuDevXs4ffo0Bg0ahBs3bqBz585iUyGHDRuG9PR0ztGvXz+x/Hx8fHD+/Hncu3cPMTExGD16dI11YBhG6iiLpLS1NWfOHLx48ULqNaupLFnrVvW8D6U2+YWHhyM9PR3Hjh1D8+bNsW3bNvbdq5rIeu+ioqLg7u6ORo0aAQB69eoFoVCIP//8U2L65cuXIzk5GSdOnJC5HdKI2ic63Nzc2DpV9/NYm2fsQ3JxcUF6ejouXLiAkSNHYtSoUfDw8JDp3ObNm2PEiBFSRy8luXjxItLT02Fra8uZHlpZbZ/PD/08v4+afib5fD40NTU5x9eOYRhMmTIFCQkJ+PPPP2FqasqJb926NRQVFTnvqt6+fRuPHj1Chw4dAFQsPnb16lX252rbtm0AgOTkZImLyBFCCCFfos+2c3nz5k2kpKRg9uzZ7De97du3Zxc5kaZTp05QUlJCYmIiEhMT4eTkBABo27Yt/vvvP9y7dw9JSUno2rUre05kZCRevnwJFRUVtqzff/8dsbGxKC8vFytDQUEBwcHBWLt2LZ4+fSpTexQVFdG5c2fMmTMHJ06cwNKlS7Fs2TLOYh0CgQDm5uacQ0NDQywvbW1t9OnTB35+fnj37h169uxZY/mWlpYQCoXsIirVpcvIyJAYJwq3tLQUi9PS0kJQUBCWLFlS4wqXkvIU/bGmqamJwsJCsesuGhEQva9naWmJe/fuoaSkROayJBG1pbo2V22vnp4ezM3N0b17d0RHR8PT0xPPnz+XqTxZ7l1ZWRliY2Nx9OhR9nlUVVXFy5cvpXbemzVrhrFjx2Lu3LliHRXRH/+SRtpF70FKap/oUFNTk+nnUdZnTBaampoy11dNTQ3m5uaws7NDVFQULly4UOMMh8qWLFmCK1euiC1WZW5uDh6PJ7afoZmZGczNzTmLgVWlo6MDLS0t3Lp1q9qy6/L8fWxVfyZJxVTYHTt2IC4uDhoaGsjJyUFOTg672rhAIICfnx9mzJiBxMREXL58GaNGjUKHDh3YGTLNmjVDixYt2EN0fW1sbNC4ceN6axshhBDyIX22ncvIyEh06dKF801veno6ZsyYUe0fjioqKnB0dERSUhL++usvdrsJRUVFtG/fHpGRkXj8+DH7vmVubi4OHjyI+Ph4TjlpaWl49eqV1JGgwYMHw9bWFkuWLKlT+5o3b47S0lKpq9LWZPTo0UhKSsKIESMkLrpR1aBBg6CkpCS2+qyIqPPm5eWFrKwsHD58WCxNWFgYtLW12ZGsqqZOnQo5OTmsXbtW5naIVrMUrbJoZWWF0tJSpKenc9JduXIFwP/+GB86dCgKCgqwcePGattTk+7du6Nhw4bsarmVHTp0CFlZWfD29pZ6frt27dC6dWsEBwfLVB5Q870TvZ+blpbGeSZ37dqF/fv3S23bwoULkZmZKfbli4WFBeTk5MTeobt37x6EQqFMnRdZfh5lfcZkYWVlJfGdvytXrlRbXzk5OcybNw8LFizgbDNUHUNDQ0yZMgXz5s3jbD0jetZ//vlnzn6GspCTk4OXlxd27twp8QuogoIClJaWwt7eHtbW1ggPDxf7QuXq1as4depUtc/fh1ZeXo5169bB1NQUDg4On6zcz92mTZsgFArh7OwMfX199ti9ezebJjw8HH369IGHhwe6dOkCPT09dkVqQggh5FtRb6vFVqekpAS//vorli5dKraK45gxY7BmzRrcuHEDtra2Es93cXFhV6v87rvv2HAnJyf89NNP7MI/APDrr79CW1sbQ4YMEZsG1qtXL0RGRort4yiyYsUKuLu719geZ2dneHt7o02bNtDW1sbNmzcxb948uLi4cKaUvXnzRmzvQD6fL3EV1R49euDFixcyT0kzNDREeHg4pkyZgvz8fIwYMQImJib4999/sX37dqirqyMsLAxeXl7Yu3cvRo4cidWrV6Nbt27Iz8/Hhg0bcOjQIezdu1fq4ibKyspYsmSJ1CleeXl5yMnJQVFRETIzM7FlyxYcOHAA27dvZxd7sbW1Rffu3TF69GiEhYXBzMwMt2/fRkBAADw9PdGkSRMAgKOjI2bPns3unzhw4EAYGBjgzp072Lx5M77//nvOKrLSqKmpYcuWLfDy8sK4ceMwZcoUaGpq4vTp05g1axYGDRpU4/uUAQEBGDhwIGbPns3Wrzo13bvIyEj07t0bdnZ2nPDmzZtj+vTp2Llzp8RrrKurixkzZmD16tWccA0NDYwZMwaBgYFQUFBAy5Yt8fjxY8yZMwft27dHx44dq61vbX4eZXnGZDF9+nR07twZwcHB+OGHH1BWVoZdu3bh/PnzUr9QEBk8eDBmzZqFDRs2yLyXYFBQEH755Rfcv3+fszLwxo0b0alTJ7Rp0waLFy9Gq1atICcnh0uXLuHWrVsSV30WCQ4ORlJSEhwdHREcHIw2bdpAUVERycnJCA0NxaVLl6ClpYXIyEi4ubnBw8MDQUFB0NPTw4ULFxAYGIgOHTqw+/hK8/btW7EvYzQ0NNCsWbMa252bm4ucnBy8efMG169fR0REBC5evIijR4/K9KXVt0KWacvKysrYsGEDNmzYIFOezs7On9V0aEIIIeRD+CxHLg8dOoTc3FwMHDhQLM7GxgY2NjbVjl66uLjg9evX6NSpExQU/td/dnJywuvXr9ktS4CK98gGDhwo8f0iDw8PHDp0iF22v6quXbuia9euNS5i4+7ujtjYWHTv3h02NjaYOnUq3N3dxbaO+OWXXzjfiuvr60sdteDxeGjUqJFMq2KKTJo0CSdOnGA7Y9bW1hgzZgw0NTXZP8J5PB727NmDefPmITw8HFZWVujcuTMePnyIpKQkDBgwoNoyRo4cCTMzM4lxo0aNgr6+PqytrTFx4kSoq6vj4sWLYlu+7N69G05OThg/fjxsbW0xbdo09O/fn31HSWTlypWIi4vDhQsX4O7uDltbW8yYMQOtWrXCyJEjZb4ugwYNQmJiIh49eoTOnTvDysoK4eHhmD9/PuLj42t8j7BHjx4wNTWVefSyunv37NkzHD16VOI7g3Jychg4cGC1z/7MmTMl7pu5du1ajBw5EnPmzIGtrS18fX3RqlUrHD58uMb21ebnUZZnTBYdO3bEsWPHcOzYMXTq1AnOzs44d+4cTp8+LXXbEBEFBQVMmTIFq1atknnEsWHDhpgzZ47YTIJmzZohLS0Nrq6uCAoKgp2dHdq0aYP169dj5syZ1W7/07BhQ6SkpMDHxwfLly+Hg4MDOnfujF27dmH16tXs9N6OHTsiJSUF8vLy6NmzJ8zNzREUFISRI0fi5MmTNW55lJmZCQcHB84xfvx4mdrt6uoKfX19tGzZEnPnzoWNjQ3++ecfzkrahBBCCCGy4jH01SkhhJA6ys/Ph0AggFAo/CYW9yGEEEK+Bh/r3+/PcuSSEEIIIYQQQsiXhTqXhBBCCCGEEELe22e5oA8hhJAvS5cFuyDPl749y6dyefWI+q4CIYQQ8s2ikUtCCCFfnTNnzqBv374wMDAAj8cT28d08eLFsLa2hpqaGho0aABXV1dcuHCBk+bly5cYNmwYNDU1oaWlBT8/PxQUFHzCVhBCCCFfFupcEkII+eoUFhbCzs5O6tYglpaW+Pnnn3Ht2jWcPXsWJiYm6N69O168eMGmGTZsGG7cuIGTJ0/iyJEjOHPmDMaNG/epmkAIIYR8cahzSQj57Pj6+oLH42HChAlicZMnTwaPx4Ovr69Y+qpH5T1qTUxM2HAVFRWYmJhgyJAh+PPPPzn5P3jwADweT2zvSKBiWyF5eXlcunSJk7a6IyYmBklJSVLjRXvbLl68GPb29pzykpOToaWlhYCAAIl7Ilatq+hz48aN8fr1a05ae3t7LF68mBN2584djBo1Ck2bNgWfz4epqSm8vb2RmpoqVtaXpmfPnli+fLnELXQAYOjQoXB1dYWZmRlsbW2xZs0a5Ofn459//gEAZGRk4Pjx49i2bRscHR3x/fffY/369YiPj8fTp08/ZVMIIYSQLwZ1LgkhnyVDQ0PEx8fj7du3bNi7d+8QFxcHIyMjsfQ9evRAdnY259i1axcnzdKlS5GdnY3bt29j+/bt0NLSgqurq0x7lD569Ajnzp3DlClTEBUVxdaxcnmBgYGwtbXlhHl6erJ53L59W6yOjRs3llje0aNH4e7ujhkzZiAiIqLG/Ugre/36NX766adq06SmpqJ169bIzMzEli1bcPPmTSQkJMDa2hqBgYEyl/U1KC4uxtatWyEQCGBnZwcAOH/+PLS0tNCmTRs2naurK+Tk5MSmzxJCCCGkAi3oQwj5LH333Xe4e/cu9u/fj2HDhgEA9u/fDyMjI5iamoql5/P50NPTqzZPDQ0NNo2RkRG6dOkCfX19LFy4EIMGDYKVlZXUc6Ojo9GnTx9MnDgR7du3x5o1a6CiosIpU11dHQoKClLr0bhxY2hpadXUdMTFxWHUqFEICwvDlClTakxf1dSpU7FmzRpMnjxZYueVYRj4+vrCwsICycnJkJP73/eM9vb28Pf3l5p3UVERioqK2M/5+fm1rt/n4siRI/Dy8sKbN2+gr6+PkydPolGjRgCAnJwcsWunoKCAhg0bsqPNhBBCCOGikUtCyGdr9OjRiI6OZj9HRUVh1KhRH7QMf39/MAyDgwcPSk3DMAyio6Ph4+MDa2trmJub47fffvug9RDZsGEDRo0ahaioqDp1LAHA29sb5ubmWLp0qcT49PR03LhxA4GBgZyOpUh1HeDQ0FAIBAL2MDQ0rFMdPwcuLi5IT0/HuXPn0KNHDwwZMgTPnz+v72oRQgghXyzqXBJCPls+Pj44e/YsHj58iIcPH+Lvv/+Gj4+PxLRHjhyBuro65wgJCamxjIYNG6Jx48Z48OCB1DSnTp3Cmzdv4O7uztYrMjKy1u1p2rQpp362trac+IyMDEyZMgWbNm1iR2vrgsfjYcWKFdi6dSvu3r0rFp+VlQUAsLa2rnXeQUFBEAqF7PH48eM617O+qampwdzcHO3bt0dkZCQUFBTY+6qnpyfW0SwtLcXLly9rHCEnhBBCvlU0LZYQ8tnS0dFB7969ERMTA4Zh0Lt3b3baYlUuLi7YtGkTJ6xhw4YylcMwTLXvNEZFRcHT0xMKChW/Mr29vTFr1izcvXsXzZo1k7E1FQv0aGhosJ8VFRU58U2bNoWWlhZWr16Nnj17Ql9fX+a8q3J3d8f333+PH3/8EXFxcZw4SYsDyYrP54PP59f5/M9ZeXk5O+W3Q4cOyMvLw+XLl9G6dWsAwJ9//ony8nI4OjrWZzUJIYSQzxZ1Lgkhn7XRo0ez00OlbSsB/G8UqrZyc3Px4sULie9xAhV7HSYkJKCkpITTeS0rK0NUVJRMiwGJmJqaVjvlVENDA6dOnYKbmxtcXFyQmJj4Xh3MFStWoEOHDpg1axYn3NLSEgBw69YtODg41Dn/z1lBQQHu3LnDfr5//z7S09PRsGFDaGtrIzg4GP369YO+vj7+++8/bNiwAU+ePMHgwYMBADY2NujRowfGjh2LzZs3o6SkBFOmTIGXlxcMDAzqq1mEEELIZ42mxRJCPms9evRAcXExSkpK2GmpH9LatWshJyeHAQMGSIzfuXMnmjZtiqtXryI9PZ09wsLCEBMTg7Kysg9anwYNGuDUqVPQ1NSEs7Pze2170a5dO/zwww+YO3cuJ9ze3h7NmzdHWFgYysvLxc7Ly8urc5mfi9TUVDg4OLCd5xkzZsDBwQELFy6EvLw8bt26BQ8PD1haWqJv377Izc1FcnIyZ6ryzp07YW1tjW7duqFXr174/vvvsXXr1vpqEiGEEPLZo5FLQshnTV5eHhkZGez/S1NUVCS2iqeCggJnGu3r16+Rk5ODkpIS3L9/Hzt27MC2bdsQGhoqddQzMjISgwYNQosWLTjhhoaGCAoKwvHjx9G7d2+Z2vL8+XO8e/eOE6atrS02PVZLSwsnT56Eu7s7nJ2dkZSUVOfRsuDgYNja2rJTeoGKdzKjo6Ph6uqKzp07Y/78+bC2tkZBQQEOHz6MEydO4K+//qpTeZ8LZ2fnaqf/7t+/v8Y8GjZsKDalmBBCCCHS0cglIeSzp6mpCU1NzWrTHD9+HPr6+pzj+++/56RZuHAh9PX1YW5ujuHDh0MoFOL06dOYM2eOxDwvX76Mq1evwsPDQyxOIBCgW7dutVrYx8rKSqyOly9flphWIBDgxIkTaNSoEZycnPDkyROZy6nM0tISo0ePFuvUtmvXDqmpqTA3N8fYsWNhY2ODfv364caNG4iIiKhTWYQQQgj5tvGY91nZgRBCyDctPz8fAoEAQqGwxi8ACCGEEPJ5+Fj/ftPIJSGEEEIIIYSQ90adS0IIIYQQQggh740W9CGEEPLeuizYBXm+ykcv5/LqER+9DEIIIYTUDY1cEkII+eKcOXMGffv2hYGBAXg8Hg4cOMCJZxiGXcBJRUUFrq6uyMrK4qQJDg5Gx44doaqqWu3+o4QQQgiRDXUuCSGEfHEKCwthZ2eHDRs2SIxftWoV1q1bh82bN+PChQtQU1ODu7s7Z9Xc4uJiDB48GBMnTvxU1SaEEEK+atS5JOQb9+LFC0ycOBFGRkbg8/nQ09ODu7s7/v77bzaNiYkJeDye2LFixQoAwIMHD8Dj8ZCeni6xjJiYGInnb9u2TWq9JKXn8XiIj48HACQlJYHH4yEvL0/i+YsXL5Z4vrW1NSfdnTt3MGrUKDRt2hR8Ph+mpqbw9vZGamqq1HpXPh48eCC1Dfv27YOzszMEAgHU1dXRqlUrLF26FC9fvmTTvH37FosWLYKlpSX4fD4aNWqEwYMH48aNG1LzBSRfc19f32rramJiAqBiD0hRGJ/PR5MmTdC3b1+Z9n78XPTs2RPLly/HwIEDxeIYhkFERAQWLFiA/v37o1WrVti+fTuePn3KGeFcsmQJpk+fjpYtW37CmhNCCCFfL+pcEvKN8/DwQFpaGmJjY5GZmYlDhw7B2dkZubm5nHRLly5FdnY255g6darM5WhqaoqdP2zYsGrPiY6OFjtnwIABMpdpa2srdv7Zs2fZ+NTUVLRu3RqZmZnYsmULbt68iYSEBFhbWyMwMBCenp6cczt06ICxY8dywgwNDSWWPX/+fHh6eqJt27Y4duwYrl+/jrCwMFy9ehW//vorAKCoqAiurq6IiorC8uXLkZmZid9//x2lpaVwdHRESkqKzG0FgLVr13LqVvUaXrp0iU0rasfdu3exb98+NG/eHF5eXhg3blytyvwc3b9/Hzk5OXB1dWXDBAIBHB0dcf78+XqsGSGEEPJ1owV9CPmG5eXlITk5GUlJSXBycgIAGBsbo127dmJpNTQ0oKenV+eyeDxerc/X0tJ6rzIVFBSkns8wDHx9fWFhYYHk5GTIyf3vuzZ7e3v4+/tDRUUFKir/W6RGSUkJqqqqNdbp4sWLCAkJQUREBPz9/dlwExMTuLm5saOtEREROH/+PNLS0mBnZweg4vrv27cPjo6O8PPzw/Xr18Hj8WRqr0AggEAg4IRJu4aV29G0aVO0b98e1tbWGD16NIYMGcLpmFVWVFSEoqIi9nN+fr5MdfuUcnJyAAC6urqccF1dXTaOEEIIIR8ejVwS8g1TV1eHuro6Dhw4wOkwfAvS09Nx48YNBAYGcjqWIu+zwMvOnTuhrq6OSZMmSYwX5R0XFwc3Nze2YykiJyeH6dOn4+bNm7h69Wqd61FbI0eORIMGDaqdHhsaGsp2YgUCgdSRW0IIIYR8e6hzScg3TEFBATExMYiNjYWWlhY6deqEefPm4Z9//hFLO2fOHLYzKjqSk5NlLksoFHLOlWVE0tvbW6zMR48eyVzmtWvXxM6fMGECALArh1Z9B/NDyMrKgpmZGRQVFatNl5mZCRsbG4lxovDMzMwPXj9p5OTkYGlpWe17pEFBQRAKhezx+PHjT1Y/WYmerWfPnnHCnz179l4j4YQQQgipHk2LJeQb5+Hhgd69eyM5ORkpKSk4duwYVq1ahW3btsHX15dNN2vWLM5nAGjSpInM5WhoaODKlSvsZ0mjhVWFh4eLTc80MDCQuUwrKyscOnSIE6apqQmgYlrsx1KbvD9mPeqCYZhqp+Hy+Xzw+fxPWKPaMzU1hZ6eHk6fPg17e3sAFdN3L1y4QCvDEkIIIR8RdS4JIVBWVoabmxvc3Nzw448/YsyYMVi0aBGnM9moUSOYm5vXuQw5Oblan6+np/deZSopKUk939LSEgBw69YtODg41LkMaXmfPXsWJSUl1Y5eWlpaIiMjQ2KcKFxUz0+hrKwMWVlZaNu27Scrs64KCgpw584d9vP9+/eRnp6Ohg0bwsjICAEBAVi+fDksLCxgamqKH3/8EQYGBpwFoR49eoSXL1/i0aNHKCsrY1feNTc3h7q6+iduESGEEPLlo2mxhBAxzZs3R2FhYX1X46Oyt7dH8+bNERYWhvLycrF4aVucyGLo0KEoKCjAxo0bJcaL8vby8sKpU6fE3qssLy9HeHg4mjdvLvY+5scUGxuLV69ewcPD45OVWVepqalwcHBgvxiYMWMGHBwcsHDhQgDA7NmzMXXqVIwbNw5t27ZFQUEBjh8/DmVlZTaPhQsXwsHBAYsWLUJBQQGbX2pqar20iRBCCPnS0cglId+w3NxcDB48GKNHj0arVq2goaGB1NRUrFq1Cv379+ekff36tdhKm6qqquw0UwC4ffu2WBm2trZ1rl9eXp5YmRoaGlBTU2M/X7t2DRoaGuxnHo/HdshKS0vFzufxeNDV1QWPx0N0dDRcXV3RuXNnzJ8/H9bW1igoKMDhw4dx4sQJ/PXXX3Wqt6OjI2bPno3AwEA8efIEAwcOhIGBAe7cuYPNmzfj+++/h7+/P6ZPn46DBw+ib9++CAsLg6OjI549e4aQkBBkZGTg1KlTNa4UK+2a1/S+55s3b5CTk4PS0lL8+++/SEhIQHh4OCZOnAgXF5c6tftTcnZ2rnZKMY/Hw9KlS7F06VKpaWJiYhATE/MRakcIIYR8m6hzScg3TF1dHY6OjggPD8fdu3dRUlICQ0NDjB07FvPmzeOkXbhwITsqJDJ+/Hhs3ryZ/ezl5SVWxvss+DJq1CixsNDQUMydO5f93KVLF068vLw8SktLAQA3btyAvr4+J57P5+Pdu3cAgHbt2iE1NRXBwcEYO3Ys/vvvP+jr66Njx46IiIioc70BYOXKlWjdujU2bNiAzZs3o7y8HM2aNcOgQYMwcuRIABXTkf/880+EhIRg3rx5ePjwITQ0NODi4oKUlBS0aNGixnKkXfOmTZtWe94vv/yCX375BUpKStDW1kbr1q2xe/duDBw4sG4NJoQQQsg3j8d8bqtJEEII+WLk5+dDIBBAKBRyRrEJIYQQ8vn6WP9+0zuXhBBCCCGEEELeG3UuCSGEEEIIIYS8N3rnkhBCyHt7vKI9NJTlP3o5RguvffQyCCGEEFI3NHJJCCHki3PmzBn07dsXBgYG4PF4OHDgACeeYRgsXLgQ+vr6UFFRgaurK7KysjhpgoOD0bFjR6iqqkJLS+vTVZ4QQgj5SlHnkhBCyBensLAQdnZ22LBhg8T4VatWYd26ddi8eTMuXLgANTU1uLu7sysFA0BxcTEGDx6MiRMnfqpqE0IIIV816lwSQj4rvr6+GDBggNR4ExMTzjYhJiYm4PF4SElJ4aQLCAiAs7Oz1Hz09fWxYsUKTtjcuXPB4/GQlJTECXd2dsbw4cM5Ye7u7pCXl8elS5cktoHH44nlf+DAAc6+lUlJSeDxeMjLy5P4GQDKysoQHh6Oli1bQllZGQ0aNEDPnj3x999/c/KOiYkBj8dDjx49OOF5eXkS25SYmIg+ffpAR0cHysrKaNasGTw9PXHmzBmx9nyOevbsieXLl0vcOoVhGERERGDBggXo378/WrVqhe3bt+Pp06ecEc4lS5Zg+vTpaNmy5SesOSGEEPL1os4lIeSLp6ysjDlz5tTqHGdnZ4kdLkNDQ074u3fvkJKSgq5du7Jhjx49wrlz5zBlyhRERUVJrdPKlSvx6tWrWtWrMoZh4OXlhaVLl8Lf3x8ZGRlISkqCoaEhnJ2dxaaCKigo4NSpU0hMTKw2340bN6Jbt27Q1tbG7t27cfv2bSQkJKBjx46YPn16nev7ubh//z5ycnLg6urKhgkEAjg6OuL8+fP1WDNCCCHk60adS0LIF2/cuHFISUnB77//LvM5Li4u+Pvvv1FaWgoAeP36NdLS0jBnzhxO5/L8+fMoKiqCi4sLGxYdHY0+ffpg4sSJ2LVrF96+fSuWv6urK/T09BAaGlrndu3Zswe//fYbtm/fjjFjxsDU1BR2dnbYunUr+vXrhzFjxqCwsJBNr6amhtGjR2Pu3LlS83z06BECAgIQEBCA2NhYdO3aFcbGxmjVqhX8/f2Rmppa5/p+LnJycgAAurq6nHBdXV02jhBCCCEfHnUuCSFfPFNTU0yYMAFBQUEoLy+X6RwXFxcUFBSw01qTk5NhaWkJDw8PXLhwgX03LzExESYmJjAxMQFQMZoYHR0NHx8fWFtbw9zcHL/99ptY/vLy8ggJCcH69evx77//1qldcXFxsLS0RN++fcXiAgMDkZubi5MnT3LCFy9ejGvXrkmsEwDs27cPJSUlmD17tsT4ytN2JSkqKkJ+fj7nIIQQQggBqHNJCPlKLFiwAPfv38fOnTtlSm9hYYEmTZqwo5RJSUlwcnKCnp4ejIyM2OmTSUlJnFHLU6dO4c2bN3B3dwcA+Pj4IDIyUmIZAwcOhL29PRYtWlSnNmVmZsLGxkZinCg8MzOTE25gYAB/f3/Mnz+fHZWtmqempib09PTYsH379kFdXZ09rl2Tvt1HaGgoBAIBexgaGtalaR+VqG3Pnj3jhD979ozTbkIIIYR8WNS5JIR8FXR0dDBz5kwsXLgQxcXFMp1T+b3LpKQkdgEgJycnJCUl4e3bt7hw4QKncxkVFQVPT08oKFRsE+zt7Y2///4bd+/elVjGypUrERsbi4yMjDq1i2GYWp8zZ84cvHjxQur7oFVHJ93d3ZGeno6jR4+isLAQZWVlUvMOCgqCUChkj8ePH9e6fh+bqakp9PT0cPr0aTYsPz8fFy5cQIcOHeqxZoQQQsjXjTqXhJCvxowZM/D27Vts3LhRpvSi9y5zc3ORlpYGJycnABWdy8TERJw7dw7FxcXsYj4vX75EQkICNm7cCAUFBSgoKKBJkyYoLS2V2pHr0qUL3N3dERQUVOv2WFpaSu2UisItLS3F4rS0tBAUFIQlS5bgzZs3nDgLCwsIhULOu4fq6uowNzeHsbFxjXXi8/nQ1NTkHPWhoKAA6enpSE9PB1CxiE96ejoePXoEHo+HgIAALF++HIcOHcK1a9cwYsQIGBgYcFYifvToEXtOWVkZm19BQUG9tIkQQgj50lHnkhDy1VBXV8ePP/6I4OBgvH79usb0Li4uKCwsxJo1a2BhYYHGjRsDqOgQXrx4EceOHWOnzwLAzp070bRpU1y9epXtiKSnpyMsLAwxMTFSR/xWrFiBw4cP13qlUi8vL2RlZeHw4cNicWFhYdDW1oabm5vEc6dOnQo5OTmsXbuWEz5o0CAoKipi5cqVtarL5yY1NRUODg5wcHAAUPHFgoODAxYuXAgAmD17NqZOnYpx48ahbdu2KCgowPHjx6GsrMzmsXDhQjg4OGDRokUoKChg8/saFjUihBBC6oNCfVeAEEKqEgqF7IiUiLa2tkzv940bNw7h4eGIi4uDo6NjtWnNzMxgZGSE9evXY9iwYWy4oaEhDAwMsHXrVnh7e7PhkZGRGDRoEFq0aMHJx9DQEEFBQTh+/Dh69+4tVk7Lli0xbNgwrFu3rsb6V+bl5YW9e/di5MiRWL16Nbp164b8/Hxs2LABhw4dwt69e6GmpibxXGVlZSxZsgSTJ0/mhBsZGSEsLAz+/v54+fIlfH19YWpqipcvX2LHjh0AKhYj+tw5OztXO2WYx+Nh6dKlWLp0qdQ0MTExiImJ+Qi1I4QQQr5NNHJJCPnsJCUlsaNIomPJkiUynauoqIhly5axq73WxMXFBa9fv2bftxRxcnLC69ev2fctL1++jKtXr8LDw0MsD4FAgG7dukld2AcAli5dKraSreiz6P3Nqng8Hvbs2YN58+YhPDwcVlZW6Ny5Mx4+fIikpCTOFE9JRo4cCTMzM7HwqVOn4sSJE3jx4gUGDRoECwsL9OrVC/fv38fx48fRsmXLavMlhBBCCJGEx9RltQhCCCHvLT4+HmPHjpVpCu/nKj8/HwKBAEKhsN7evySEEEJI7Xysf79pWiwhhHxiRUVFuHv3Ln7++Wd069atvqtDCCGEEPJB0LRYQgj5xI4dOwZHR0eoqanV+j1MQgghhJDPFU2LJYQQUmeiaTV2UzdDnq/ywfO/vHrEB8+TEEII+dZ9rGmxNHJJCCHks1ZWVoYff/wRpqamUFFRQbNmzbBs2TKpq8VOmDABPB4PERERn7aihBBCyDeO3rkkhBDyWVu5ciU2bdqE2NhY2NraIjU1FaNGjYJAIMC0adM4aRMSEpCSkgIDA4N6qi0hhBDy7aKRS0I+AV9fX/B4PPbQ1tZGjx498M8//3DSVU5T+YiPjwdQsUUHj8dDXl5erT7b2tqirKyMU5aWlpbYHn9paWnw9PSEvr4++Hw+jI2N0adPHxw+fJgdJdLX18eKFSs4582dOxc8Hg9JSUmccGdnZwwfPhxAxZ6CktpWeVP7Fy9eYOLEiTAyMgKfz4eenh7c3d3x999/s22p7qhafuXreuDAAc5nZWVlPHz4kJNuwIAB8PX1ZT9Xvm+KiorQ1dWFm5sboqKixLYVkSQ/Px/z58+HtbU1lJWVoaenB1dXV+zfv58z6nbjxg0MGTIEOjo64PP5sLS0xMKFC/HmzZtq81+8eDHs7e3F2lrdsXjxYjx48IATpqGhAVtbW0yePBlZWVk1tutTO3fuHPr374/evXvDxMQEgwYNQvfu3XHx4kVOuidPnmDq1KnYuXMnFBUV66m2hBBCyLeLOpeEfCI9evRAdnY2srOzcfr0aSgoKKBPnz5i6aKjo9l0oqOm/Qxrcu/ePWzfvr3aNAcPHkT79u1RUFCA2NhYZGRk4Pjx4xg4cCAWLFgAoVAIoKLDWLUTl5iYCENDQ074u3fvkJKSgq5du7JhmpqaYm2r3MHz8PBAWloaYmNjkZmZiUOHDsHZ2Rm5ubno2LEj57whQ4Zwrml2djY6duwo8zXh8XhYuHBhjelEZTx48ADHjh2Di4sL/P390adPH5SWlko9Ly8vDx07dsT27dsRFBSEK1eu4MyZM/D09MTs2bPZ65mSkgJHR0cUFxfj6NGjyMzMRHBwMGJiYuDm5obi4mKZ2wSAcz0iIiLErvnMmTPZtKdOnUJ2djauXr2KkJAQZGRkwM7ODqdPn65VmR9bx44dcfr0aWRmZgIArl69irNnz6Jnz55smvLycgwfPhyzZs2Cra1tfVWVEEII+abRtFhCPhHRSBwA6OnpYe7cuejcuTNevHgBHR0dNp2Wlhab7kOZOnUqFi1ahKFDh4LP54vFFxYWws/PD71798b+/fs5cTY2NvDz82NH2lxcXBAYGIjS0lIoKCjg9evXSEtLQ3h4OPbu3cued/78eRQVFcHFxYUN4/F4UtuWl5eH5ORkJCUlwcnJCQBgbGyMdu3asWkqn6uiooKioqI6X6spU6ZgzZo1mDVrFlq0aCE1XeX71qRJE3z33Xdo3749unXrhpiYGIwZM0biefPmzcODBw+QmZnJmaJpaWkJb29vKCsrg2EY+Pn5wcbGBvv374ecnBzbbktLSzg4OCA8PBxz5syRuV2Vr4dAIJB4zf/77z8AgLa2NhtnZmaGvn37olu3bvDz88Pdu3chLy8vc7kf09y5c5Gfnw9ra2vIy8ujrKwMwcHBGDZsGJtm5cqVUFBQEJsmSwghhJBPh0YuCakHBQUF2LFjB8zNzaGtrf3RywsICEBpaSnWr18vMf7EiRPIzc3F7NmzpebB4/EAVHQuCwoKcOnSJQBAcnIyLC0t4eHhgQsXLuDdu3cAKkYzTUxMYGJiIlMd1dXVoa6ujgMHDqCoqKgWraubTp06oU+fPpg7d26tz+3atSvs7OzEOuIi5eXliI+Px7BhwyS++6eurg4FBQWkp6fj5s2bmDFjBtuxFLGzs4Orqyt27dpV6/rVlZycHPz9/fHw4UNcvnxZYpqioiLk5+dzjo9tz5492LlzJ+Li4nDlyhXExsbip59+QmxsLADg8uXLWLt2LTv1mhBCCCH1gzqXhHwiR44cYTtQGhoaOHToEHbv3i3WqfD29mbTiY5Hjx69V9mqqqpYtGgRQkND2emYlYmmG1pZWbFhly5d4tThyJEjAAALCws0adKEnQIrGmnU09ODkZERzp8/z4ZXHrUEAKFQKNY20dRGBQUFxMTEIDY2FlpaWujUqRPmzZsn9l7qhxQaGorjx48jOTm51udaW1vjwYMHEuP+++8/vHr1CtbW1tXmIbruNjY2EuNtbGzYNJ+KqM7S2hYaGgqBQMAehoaGH71Os2bNwty5c+Hl5YWWLVti+PDhmD59OkJDQwFUfMHx/PlzGBkZQUFBAQoKCnj48CECAwNl/nKDEEIIIe+POpeEfCIuLi5IT09Heno6Ll68CHd3d/Ts2VNsUZnw8HA2nej4ECtf+vn5QVtbGytXrpQpfatWrdjyCwsLOe8XVn7vMikpCc7OzgAAJycnJCUl4e3bt7hw4YJY51JDQ0Osbdu2bWPjPTw88PTpUxw6dAg9evRAUlISvvvuO7GFhz6U5s2bY8SIEXUavWQYRuooWW23D/6cthsW1UVa24KCgiAUCtnj8ePHH71Ob968EfsSRl5enl1Uafjw4fjnn3/EfmZmzZqFP/7446PXjxBCCCEV6J1LQj4RNTU1mJubs5+3bdsGgUCAX375BcuXL2fD9fT0OOk+FAUFBQQHB8PX1xdTpkzhxFlYWAAAbt++jfbt2wOoeNdQWj1Ei9rk5uYiLS2NfUfSyckJW7ZsQZcuXVBcXMxZzAeomHZZU9uUlZXh5uYGNzc3/PjjjxgzZgwWLVrEWcX1Q1qyZAksLS05q8nKIiMjA6amphLjdHR0oKWlhVu3blWbh6WlJZuXg4ODxDJEaT6VjIwMAJDaNj6fL/G93Y+pb9++CA4OhpGREWxtbZGWloY1a9Zg9OjRACreHa06vVxRURF6enqc0XhCCCGEfFw0cklIPeHxeJCTk8Pbt28/WZmDBw+Gra0tlixZwgnv3r07GjZsKPOopouLCwoLC7FmzRpYWFigcePGAIAuXbrg4sWLOHbsGDt99n01b94chYWF752PNIaGhpgyZQrmzZsntl2LNH/++SeuXbsGDw8PifFycnLw8vLCzp078fTpU7H4goIClJaWwt7eHtbW1ggPDxfb2uTq1as4deoUvL29a9+oOiovL8e6detgamoqsbNbX9avX49BgwZh0qRJsLGxwcyZMzF+/HgsW7asvqtGCCGEkEpo5JKQT6SoqAg5OTkAgFevXuHnn39GQUEB+vbty0mXl5fHphPR0NCAmpraB6nHihUr4O7uzglTV1fHtm3b4Onpid69e2PatGmwsLBAQUEBjh8/DgCclUPNzMxgZGSE9evXc1bsNDQ0hIGBAbZu3SqxU8QwjFjbAKBx48Z49eoVBg8ejNGjR6NVq1bQ0NBAamoqVq1ahf79+3+QtksTFBSEX375Bffv34enpycnTnTfysrK8OzZMxw/fhyhoaHo06cPRowYITXP4OBgJCUlwdHREcHBwWjTpg0UFRWRnJyM0NBQXLp0CVpaWoiMjISbmxs8PDwQFBQEPT09XLhwAYGBgejQoQMCAgKqrfvbt2+Rnp7OCdPQ0ECzZs1qbHdubi5ycnLw5s0bXL9+HREREbh48SKOHj362awUC1S0JyIiAhERETKfI+2dUUIIIYR8PNS5JOQTOX78OPT19QFU/LFsbW2NvXv3su8riowaNUrs3NDQUInvBYpGuxQUZP9R7tq1K7p27YoTJ05wwgcOHIhz585h5cqVGDFiBF6+fAmBQIA2bdogPj5ebE9OFxcXxMbGitXfyckJMTExYu9bAkB+fj57DSrLzs5GgwYN4OjoiPDwcNy9exclJSUwNDTE2LFjMW/ePJnbVxcNGzbEnDlzJJYjum8KCgpo0KAB7OzssG7dOowcOVLsPcCqeaakpGDFihVYvnw5Hj58iAYNGqBly5ZYvXo1BAIBgIo9HFNSUrBkyRL07NkTr1+/hpGREUaOHImgoKAap6BmZmaKjTJ269YNp06dqrHdrq6uACoWfDI2NoaLiwu2bt36UaZlE0IIIeTrx2M+p5UkCCG1Eh8fj7Fjx+L169f1XRXyjcrPz4dAIIBQKISmpmZ9V4cQQgghMvhY/37TyCUhX6CioiLcvXsXP//8M7p161bf1SGEEEIIIYQW9CHkS3Ts2DE4OjpCTU0N69atq+/qEEIIIYQQQtNiCSGE1J1oWo3d1M2Q56t88Pwvr5a+aBIhhBBC6uZjTYulkUtCCCGEEEIIIe+NOpeEEEI+a2VlZfjxxx9hamoKFRUVNGvWDMuWLYO0iTcTJkwAj8er1dYlhBBCCHl/X33nMicnB/7+/jA3N4eysjJ0dXXRqVMnbNq0CW/evGHT8Xg8HDhwQOx8X19fDBgwQCx8165dkJeXx+TJk8XikpKSwOPxYGtrK7Ypu5aWFmJiYjhhaWlp8PT0hL6+Pvh8PoyNjdGnTx8cPnyY/ePpwYMH4PF47KGhoQFbW1tMnjwZWVlZYnV4+/YtFi1aBEtLS/D5fDRq1AiDBw/GjRs3OOkWL14MHo+HCRMmcMLT09PB4/HE9orbt28funbtigYNGkBFRQVWVlYYPXo00tLSxOpQ1ZEjR+Dk5AQNDQ2oqqqibdu2Yteiaju1tbXRvXt3Tv7Ozs5svLKyMpo3b46NGzfWqf1VicqXl5fHkydPOHHZ2dlQUFCQeF1iY2PRtm1bqKqqQkNDA05OTjhy5Agnjei5EB0qKiqwtbXF1q1bOemqPnPSnkERExMTTr6iY8WKFVLbV90RExMjVtfKh2ifysWLF8Pe3l5qvSrfp8pH1WctMTERvXr1gra2NlRVVdG8eXMEBgZyrn9ZWRnCw8PRsmVLKCsro0GDBujZsyf+/vtvTl4xMTHg8XiwsbERq8/evXvB4/FgYmIitc4fs048Hg9ycnLQ19eHp6cnHj16JPV6SXuuq6r6e0v081zdAVQ8U6LPioqK0NXVhZubG6KiotjtbT4nK1euxKZNm/Dzzz8jIyMDK1euxKpVq7B+/XqxtAkJCUhJSYGBgUE91JQQQgj5tn3Vnct79+7BwcEBJ06cQEhICNLS0nD+/HnMnj0bR44ckWkfOGkiIyMxe/Zs7Nq1C+/evZNa/vbt26vN5+DBg2jfvj0KCgoQGxuLjIwMHD9+HAMHDsSCBQsgFAo56U+dOoXs7GxcvXoVISEhyMjIgJ2dHU6fPs2mKSoqgqurK6KiorB8+XJkZmbi999/R2lpKRwdHZGSksLJU1lZGZGRkRI7qZXNmTMHnp6esLe3x6FDh3D79m3ExcXBzMwMQUFB1Z67fv169O/fH506dcKFCxfwzz//wMvLCxMmTMDMmTPF0ova+ccff6CgoAA9e/ZEXl4eGz927FhkZ2fj5s2bGDJkCCZPnoxdu3bVqf2SNGnSROzexcbGokmTJmJpZ86cifHjx8PT0xP//PMPLl68iO+//x79+/fHzz//LJb+9u3bbN3Hjx+PiRMncu5fXSxduhTZ2dmcY+rUqWLpDA0NOWkCAwNha2vLCfP09BSra+WjcePGMtdLdJ8qH6tWrWLjt2zZAldXV+jp6WHfvn24efMmNm/eDKFQiLCwMAAAwzDw8vLC0qVL4e/vj4yMDCQlJcHQ0BDOzs5iXwqpqanh+fPnOH/+PCc8MjISRkZGNdb5Y9RJU1MT2dnZePLkCfbt24fbt29j8ODBUq+XpOdaFjNnzuRc66ZNm4o9GyI9evRAdnY2Hjx4gGPHjsHFxQX+/v7o06cPSktLZS7zUzh37hz69++P3r17w8TEBIMGDUL37t1x8eJFTronT55g6tSp2LlzJxQVFeuptoQQQsg3jPmKubu7M02bNmUKCgokxpeXl7P/D4BJSEgQSzNy5Eimf//+nLB79+4xKioqTF5eHuPo6Mjs3LmTE5+YmMgAYGbNmsUYGhoy7969Y+MEAgETHR3NMAzDFBQUMNra2szAgQOltkFUx/v37zMAmLS0NE58WVkZ4+zszBgbGzOlpaUMwzDMihUrGB6Px6Snp4ulbdOmDdO8eXM230WLFjF2dnaMm5sbM3jwYDZtWloaA4C5f/8+wzAMc/78eQYAs3bt2mrrKcmjR48YRUVFZsaMGWJx69atYwAwKSkpUtv5999/MwCY48ePMwzDME5OToy/vz8nHwsLC8bLy6vW7a9KVP6CBQsYCwsLTpylpSXz448/Srwu69atE8trxowZjKKiIvPo0SOGYf73XLx69YqTrlmzZsyqVavYz1WfOUnPYGXGxsZMeHi41PjqiO5/VdLqKsu5IpLuU2WPHz9mlJSUmICAAInxorLj4+MZAMyhQ4fE0vzwww+MtrY2+zMeHR3NCAQCZsqUKcyYMWM4ZfH5fGbu3LmMsbFxvdSpMtFzLxQK2bCanmtJpP3eEpH2bEh7pk6fPs0AYH755RepeVYlFAoZAIzd1M3MdzNjP/jBMAwTHBzMGBsbM7dv32YYhmHS09OZxo0bMzt27GDrUVZWxri4uDARERHVtp0QQggh//v3u/LfIh/CVztymZubixMnTmDy5MlQU1OTmEY0Ray2oqOj0bt3bwgEAvj4+CAyMlJiuoCAAJSWlkqcugUAJ06cQG5uLmbPni21rJrqKCcnB39/fzx8+BCXL18GAMTFxcHNzQ12dnZiaadPn46bN2/i6tWrnLgVK1Zg3759SE1NlVjOrl27oK6ujkmTJtW6nr/99htKSkokjlCOHz8e6urq1Y7OqKhUrEBZXFxcbRpRfF3aX1W/fv3w6tUrnD17FgBw9uxZvHr1Cn379uWkE12X8ePHi+URGBiIkpIS7Nu3T2IZDMPg+PHjePToERwdHautz9do7969KC4ulvr8a2lpAai4n5aWlmLXHqi4xrm5uTh58iQnfPTo0dizZw879T0mJgY9evSArq5uvdVJ5Pnz50hISIC8vDzk5eWrrU/l5/pT6Nq1K+zs7LB//36paYqKipCfn885Pra5c+fCy8sL1tbWUFRUhIODAwICAjBs2DA2zcqVK6GgoIBp06Z99PoQQgghRLKvtnN5584dMAwDKysrTnijRo2grq4OdXV1zJkzp9b5lpeXIyYmBj4+PgAALy8vnD17Fvfv3xdLq6qqikWLFiE0NFRseisAZGZmAgCnjpcuXWLrp66uLvbeniTW1tYAwL4HmJmZKfGdMwBsuKhske+++w5DhgyRek0yMzNhZmYGBQUFNmzNmjWcukpqo+hcgUAAfX19sTglJSWYmZmJ1UckLy8Py5Ytg7q6Otq1aycWX1ZWhh07duCff/5B165d2fJq2/6qFBUV4ePjg6ioKABAVFQUfHx8xKbaZWZmolmzZlBSUhLLw8DAAJqammJlNW3aFOrq6lBSUkLv3r2xaNEidOnSpdr61GTOnDmce6Guro7k5OT3yrNyXUWHra1trc7fuHGjWL127twJAMjKyoKmpqbE56KyutxPBwcHmJmZ4bfffgPDMIiJicHo0aNrrO/HqpNQKIS6ujrU1NSgq6uLxMTEar/4kvRcfyrW1tZi7xRXFhoaCoFAwB6GhoYfvU579uzBzp07ERcXhytXriA2NhY//fQTYmNjAQCXL1/G2rVr2fdbCSGEEFI/FGpO8nW5ePEiysvLMWzYMBQVFdX6/JMnT6KwsBC9evUCUNFZFS2EsWzZMrH0fn5+CAsLw8qVKxESElJj/q1atUJ6ejoAwMLCQqZ3n5j/X/Sn8h9VTB22L12+fDlsbGxw4sQJmd6rGz16NPr164cLFy7Ax8enTmVK07FjR8jJyaGwsBBmZmbYvXs3Z9Rp48aN2LZtG4qLiyEvL4/p06dj4sSJbPyHqMvo0aPRsWNHhISEYO/evTh//rzE+1HbspKTk6GhoYGioiJcvHgRU6ZMQcOGDTn1r61Zs2bB19eXEybp/dDaEtVVpLbvsQ0bNgzz58/nhInuI8MwMncE6nI/R48ejejoaBgZGbE/s5Lega1azseok4aGBq5cuYKSkhIcO3YMO3fuRHBwsFi6mp7rT6GmaxAUFIQZM2awn/Pz8z96B3PWrFns6CUAtGzZEg8fPkRoaChGjhyJ5ORkPH/+nPNObVlZGQIDAxEREVFtZ5kQQgghH85X27k0NzcHj8fD7du3OeFmZmYA/jfVUkRDQ0PiyFteXh4EAgH7OTIyEi9fvuScX15ejn/++QdLliyBnBx3MFhBQQHBwcHw9fXFlClTOHEWFhYAKhZNad++PQCAz+fD3Ny8Vm3NyMgAAJiamgIALC0t2TBpaS0tLcXimjVrhrFjx2Lu3LliU30tLCxw9uxZlJSUsB0MLS0taGlp4d9//622fpaWlhAKhXj69KnYCo7FxcW4e/cuXFxcOOG7d+9G8+bNoa2tzU5FrEzUaVFRUYG+vj7nute1/VW1bNkS1tbW8Pb2ho2NDVq0aMF2/CuXdfbsWRQXF4uNXj59+hT5+fliZZmamrJtsrW1xYULFxAcHPxenYhGjRrV+rmRReW61oVAIJBaL9FzkZ2dXe1IYV3v57BhwzB79mwsXrwYw4cP54y6V1fWx6iTnJwcex1sbGxw9+5dTJw4Eb/++qtYnaU9159KRkYG+7tEEj6fDz6f/wlrBLx580bsWsjLy7Mr2w4fPhyurq6ceHd3dwwfPhyjRo36ZPUkhBBCvnVf7bRYbW1tuLm54eeff0ZhYWGN6a2srNh3FkXKyspw9epV9o/E3NxcHDx4EPHx8UhPT2ePtLQ0vHr1CidOnJCY9+DBg2Fra4slS5Zwwrt3746GDRti5cqVdWxlRcd23bp1MDU1hYODA4CKqbqnTp0Se6+wvLwc4eHhaN68udj7iCILFy5EZmYm4uPjOeHe3t4oKCiocWsESTw8PKCoqMiutFnZ5s2bUVhYCG9vb064oaEhmjVrJrVjI+q0NGnSROyPzvdpf1WjR49GUlKS1CmVXl5eKCgowJYtW8TifvrpJygqKsLDw6PaMuTl5fH27VuZ6vM1GTRoEJSUlDirx1YmWh3Yy8sLWVlZOHz4sFiasLAw9me9qoYNG6Jfv37466+/ZJoS+ynqJDJ37lzs3r0bV65c4YRX91x/Cn/++SeuXbtW4zP7qfXt2xfBwcE4evQoHjx4gISEBKxZswYDBw4EUPH7vkWLFpxDUVERenp6Yq9GEEIIIeTj+WpHLoGKKWadOnVCmzZtsHjxYrRq1QpycnK4dOkSbt26hdatW7NpZ8yYAT8/P1hbW8PNzQ2FhYVYv349Xr16hTFjxgAAfv31V2hra2PIkCFi08Z69eqFyMhI9OjRQ2JdVqxYAXd3d06Yuro6tm3bBk9PT/Tu3RvTpk2DhYUFCgoKcPz4cQAQW/AjNzcXOTk5ePPmDa5fv46IiAhcvHgRR48eZdNOnz4dBw8eRN++fREWFgZHR0c8e/aM3brk1KlTUqe96erqYsaMGVi9ejUnvEOHDggMDERgYCAePnyIH374gd3WIjIykt3DTxIjIyOsWrUKgYGBUFZWxvDhw6GoqIiDBw9i3rx5CAwM/KAL2rxP+6saO3YsBg8eLLWT26FDB/j7+2PWrFkoLi7GgAEDUFJSgh07dmDt2rWIiIgQmzL4/PlzvHv3jp0W++uvv2LQoEHV1kMoFIqNmmpra7N5v379mt1/UkRVVRWampoytVMaUV2rlisavX779q1YvTQ0NNCsWTMAFSNOVevF5/PRoEEDGBoaIjw8HFOmTEF+fj5GjBgBExMT/Pvvv9i+fTvU1dURFhYGLy8v7N27FyNHjsTq1avRrVs35OfnY8OGDTh06BD27t0r9d3FmJgYbNy4Edra2jK191PUSVTOwIEDsXDhQpneq67O/fv3xe6BhYVFteUDFQvz5OTkoKysDM+ePcPx48cRGhqKPn36YMSIEe9Vpw9t/fr1+PHHHzFp0iQ8f/4cBgYGGD9+PBYuXFjfVSOEEEJIZR907dnP0NOnT5kpU6YwpqamjKKiIqOurs60a9eOWb16NVNYWMhJu3PnTqZ169aMhoYGo6ury/Tq1Yu5evUqG9+yZUtm0qRJEsvZvXs3o6SkxLx48ULqNg7du3dnALBbkYhcunSJGTRoENO4cWNGQUGB0dbWZtzd3Zn4+HixrUhEh6qqKmNjY8NMmjSJycrKEqtPYWEhM3/+fMbc3JxRVFRkGjZsyHh4eDDXrl3jpJO0nYRQKGQaNWrE2XKjcjudnZ0ZgUDAKCoqMk2bNmWGDh3KbiVSnYMHDzKdO3dm1NTUGGVlZaZ169ZMVFQUJ420LVcqq2mLC4aRvf1V1VR+1S1aRCIjI5nWrVszysrKjJqaGtO5c2exbSpEz4XoUFBQYExNTZmZM2dytsuRtBVJ5fNEh5+fH8MwFVsuSIofP358tW1lmJq3IpF0nD9/nj1XUny3bt0Yhqm4T5Li3d3dOWWdPHmScXd3Zxo0aMAoKysz1tbWzMyZM5mnT5+yaUpKSpjVq1cztra2jJKSEqOpqcm4u7szZ8+e5eQladuPysLDw6vdiuRT1km0jc2FCxfY61XTc12VtHuUnJzMMEz1W5FUfg51dHQYV1dXJioqiikrK6tVHT7FViSEEEII+bA+1lYkPIb5gKuwEEII+abk5+dDIBBAKBS+90g5IYQQQj6Nj/Xv91f7ziUhhBBCCCGEkE+HOpeEEEIIIYQQQt7bV72gDyGEkE/DbbMbFFTq/k/K31P//oC1IYQQQkh9oJFLQgghhBBCCCHvjTqXhBBSjx48eAAejye2nUh1Fi9eDHt7+49Wp/r05MkT+Pj4QFtbGyoqKmjZsiVSU1Mlpp0wYQJ4PB4iIiKqzXPx4sXg8Xicw9ra+iPUnhBCCPm2UeeSEPJN8vX1xYABA6TGm5iYcDotPB4PBw4cqHU+klTOS7RfbIsWLWqVx9fo1atX6NSpExQVFXHs2DHcvHkTYWFhaNCggVjahIQEpKSkwMDAQKa8bW1tkZ2dzR5nz5790NUnhBBCvnn0ziUhhNQjeXl56Onp1Xc1PgsrV66EoaEhoqOj2TBTU1OxdE+ePMHUqVPxxx9/oHfv3jLlraCgQNeZEEII+cho5JIQQupR1WmxSUlJ4PF4OH36NNq0aQNVVVV07NgRt2/fFjv3119/hYmJCQQCAby8vPD69Ws2rurIKwDY29tj8eLF7Oc1a9agZcuWUFNTg6GhISZNmoSCgoKP0UwxSmeUwP+Dzx5Dhw7Fpk2b8OLFCxgZGUFVVRUODg745ZdfOOeVl5dj+PDhmDVrFmxtbWUuLysrCwYGBjAzM8OwYcPw6NGjD90kQggh5JtHnUtCCPkMzZ8/H2FhYUhNTYWCggJGjx7Nib979y4OHDiAI0eO4MiRI/jrr7+wYsWKWpUhJyeHdevW4caNG4iNjcWff/6J2bNnV3tOUVER8vPzOUdd8N7yOMezZ89QUFCArKwsyMnJoUuXLpg4cSKmTZuG2NhY9ryVK1dCQUEB06ZNk7ksR0dHxMTE4Pjx49i0aRPu37+Pzp07czrjhBBCCHl/NC2WEEI+Q8HBwXBycgIAzJ07F71798a7d++grKwMoGIELyYmBhoaGgCA4cOH4/Tp0wgODpa5jICAAPb/TUxMsHz5ckyYMAEbN26Uek5oaCiWLFlShxbVjGEYaGhooFmzZmjYsCHGjRuH69evY/PmzRg5ciQuX76MtWvX4sqVK+DxeDLn27NnT/b/W7VqBUdHRxgbG2PPnj3w8/P7GE0hhBBCvkk0ckkIIZ+hVq1asf+vr68PAHj+/DkbZmJiwnYsRWkqx8vi1KlT6NatG5o0aQINDQ0MHz4cubm5ePPmjdRzgoKCIBQK2ePx48e1KlOEUWE4h66uLlRUVNCoUSPo6upCR0cHAGBjY8NOYU1OTsbz589hZGQEBQUFKCgo4OHDhwgMDISJiYnMZWtpacHS0hJ37typU90JIYQQIhmNXBJCiAw0NDQgFArFwvPy8iAQCD54eYqKiuz/i0bpysvLJcaL0lSOl5OTA8MwnDQlJSXs/z948AB9+vTBxIkTERwcjIYNG+Ls2bPw8/NDcXExVFVVJdaLz+eDz+fXvWH/r7hLMedz3NQ4DB06FI8fP0ZcXBwbnpmZCWNjYwAVo7Ourq6c89zd3TF8+HCMGjVK5rILCgpw9+5dDB8+/D1aQAghhJCqaOSSEEJkYGVlhcuXL3PCysrKcPXqVVhaWtZTraTT0dFBdnY2+zk/Px/3799nP1++fBnl5eUICwtD+/btYWlpiadPn9ZHVVnTp09HSkoKQkJCcOfOHcTFxWHr1q2YPHkyAEBbWxstWrTgHIqKitDT04OVlRWbT7du3fDzzz+zn2fOnIm//voLDx48wLlz5zBw4EDIy8vD29v7k7eREEII+ZrRyCUh5JslFArZVVpFtLW1YWhoKJZ2xowZ8PPzg7W1Ndzc3FBYWIj169fj1atXGDNmzCeqsey6du2KmJgY9O3bF1paWli4cCHk5eXZeHNzc5SUlGD9+vXo27cv/v77b2zevLkeawy0bdsWCQkJCAoKwtKlS2FqaoqIiAgMGzasVvncvXsX//33H/v533//hbe3N3Jzc6Gjo4Pvv/8eKSkp7NRbQgghhHwY1LkkhHyzkpKS4ODgwAnz8/PDtm3bxNJ6e3uDYRisWbMGc+fOhaqqKlq3bo0zZ85AV1eXTbd48WLExMTgwYMHEssUTV1VUPi4v36DgoJw//599OnTBwKBAMuWLeOMXNrZ2WHNmjVYuXIlgoKC0KVLF4SGhmLEiBEftV416dOnD/r06SNzeknXuWpYfHz8e9aKEEIIIbLgMVVfyiGEEFJnI0eOBI/HQ0xMjMT4nJwc6Ovr49KlS2jTps2nrdxHkJ+fD4FAAKFQCE1NzfquDiGEEEJk8LH+/aaRS0II+UAYhkFSUhLOnj0rMe7hw4f46aefoKurixYtWtRDDQkhhBBCPh7qXBJCyAfC4/Hw8OFDiXFCoRBWVlawsbFBfHw8u18lIYQQQsjXgjqXhBDyCWhpaaGoqKi+q/HRdFmwC/J8lffK4/Lq+n3fkxBCCCHvh7YiIYQQQgghhBDy3qhzSQgh5LPy5MkT+Pj4QFtbGyoqKmjZsiVSU1PZ+GfPnsHX1xcGBgZQVVVFjx49kJWVVY81JoQQQghAncvPXlJSEng8ntTDxcUFQMXS+zweT2zPPgBwdnZGQEAA57OkvCZMmMCm4fF4OHDggNTPIuPHj4e8vDz27t0rFrd48WKxfAEgPT0dPB5PbLuAffv2oWvXrmjQoAFUVFRgZWWF0aNHIy0trcbrlJiYiD59+kBHRwfKyspo1qwZPD09cebMGTZNddcyJyeHU+eqh7W1tdTr+d9//0FPTw8hISFi9RoyZAjat2+PsrIysbja3DMAuHHjBoYMGQIdHR3w+XxYWlpi4cKFePPmDSediYkJIiIiJF4nUZmiQ0NDA7a2tpg8ebLYH+cxMTHQ0tLifObxeOjRowcnXV5eHng8HpKSkjjhstwToGKhm19++QUdOnSApqYm1NXVYWtrC39/f9y5c4dNV/neyMvLw9DQEOPGjcPLly/F2nnu3Dn06tULDRo0gLKyMlq2bIk1a9Zw7kNtrr+JiQlbtpqaGr777juJz3xV+/btg7OzMwQCAdTV1dGqVSssXbqUU+e3b99i0aJFsLS0BJ/PR6NGjTB48GDcuHGj2rwl1d/X17fa3xcmJiZs+0RhfD4fTZo0Qd++fbF///4a2/SxvXr1Cp06dYKioiKOHTuGmzdvIiwsDA0aNABQ8bwMGDAA9+7dw8GDB5GWlgZjY2O4urqisLCwnmtPCCGEfNuoc/mZ69ixI7Kzs8WOLVu2gMfjYdKkSXXKd+zYsWJ5rlq1qlZ5vHnzBvHx8Zg9ezaioqIkplFWVkZkZGSNowpz5syBp6cn7O3tcejQIdy+fRtxcXEwMzNDUFBQtedu3LgR3bp1g7a2Nnbv3o3bt28jISEBHTt2xPTp08XS3759W6ztjRs3ZuNtbW3F4iWt/inSqFEjbN26FUuWLMG1a9fY8L179+LIkSOIjY3lbF5fFykpKXB0dERxcTGOHj2KzMxMBAcHIyYmBm5ubiguLq5VfqdOnUJ2djauXr2KkJAQZGRkwM7ODqdPn672PAUFBZw6dQqJiYnVppP1njAMg6FDh2LatGno1asXTpw4gZs3byIyMhLKyspYvnw5J1/RvXn06BGio6Nx/PhxTJw4kZMmISEBTk5OaNq0KRITE3Hr1i34+/tj+fLl8PLyQl13X1q6dCmys7ORlpaGtm3bwtPTE+fOnZOafv78+fD09ETbtm1x7NgxXL9+HWFhYbh69Sp+/fVXAEBRURFcXV0RFRWF5cuXIzMzE7///jtKS0vh6OiIlJSUWtVx7dq1nOcWAKKjo9nPly5dYtOKfgfcvXsX+/btQ/PmzeHl5YVx48bV4ep8OCtXroShoSGio6PRrl07mJqaonv37mjWrBkAICsrCykpKdi0aRPatm0LKysrbNq0CW/fvsWuXbvqte6EEELIt44W9PnMKSkpQU9PjxOWkZGBmTNnYt68eRg8eHCd8lVVVRXLt7b27t2L5s2bY+7cuTAwMMDjx49haGjISWNlZYXGjRtj/vz52LNnj8R8UlJSsGrVKqxduxbTpk1jw42MjNC6detqOwOPHj1CQEAAAgICsGbNGk5cq1atOPmJNG7cmDMiV5WCgkKtr02/fv0wdOhQjBw5EhcuXEBeXh4mT56MFStWwMrKqlZ5VcUwDPz8/GBjY4P9+/dDTq7iOyFjY2NYWlrCwcEB4eHhmDNnjsx5amtrs200MzND37590a1bN/j5+eHu3btSO8NqamoYMmQI5s6diwsXLkhMU5t7snv3bsTHx+PgwYPo168fG25kZIT27duL3fvK96ZJkyYYPHgwoqOj2fjCwkKMHTsW/fr1w9atW9nwMWPGQFdXF/369cOePXvg6ekpy2Xi0NDQgJ6eHvT09LBhwwbs2LEDhw8fRseOHcXSXrx4ESEhIYiIiIC/vz8bbmJiAjc3N+Tl5QEAIiIicP78eaSlpcHOzg5AxX3dt28fHB0d4efnh+vXr4PH48lUR4FAAIFAwAnT0tKS+DxX/h3QtGlTtG/fHtbW1hg9ejSGDBkCV1dXmcr80A4dOgR3d3cMHjwYf/31F5o0aYJJkyZh7NixAMAuilR5tV05OTnw+XycPXsWY8aMqZd6E0IIIYRGLr84eXl56N+/P5ydnbFs2bJ6rUtkZCR8fHwgEAjQs2dPqZvGr1ixAvv27eO8M1XZrl27oK6uLnUUtro/rPft24eSkhLMnj271ud+aGvXrkVubi6WLVuGSZMmoUWLFpg6dep755ueno6bN29ixowZbMdSxM7ODq6uru89YiMnJwd/f388fPgQly9frjbt4sWLce3aNfz2228S42tzT3bt2gUrKytOx1Ja2qoePHiAP/74A0pKSmzYiRMnkJubi5kzZ4ql79u3LywtLT/I6JaCggIUFRWljhjv3Lmz2mda9OVGXFwc3Nzc2I6liJycHKZPn46bN2/i6tWr711fWY0cORINGjSodnpsUVER8vPzOceHdO/ePWzatAkWFhb4448/MHHiREybNg2xsbEAAGtraxgZGSEoKAivXr1CcXExVq5ciX///ZcdrSWEEEJI/aDO5RekvLwcQ4cOhYKCAnbu3CnxD++OHTtCXV2dcyQnJ4ul27hxo1i6nTt3ylwX0dQ00QiQj48PoqOjJY4yfvfddxgyZIjUkbXMzEyYmZlBQeF/A+lr1qzh1E0oFEo9V1NTkzMys2/fPs65laeqAhWjNJXjbW1tOfHXrl0TuzZV3xuVRFNTE9HR0QgJCcGJEycQHR0tU+e2pnuWmZkJALCxsZF4vo2NDZvmfYjeK636LmxVBgYG8Pf3x/z581FaWioWX5t7kpmZKTayGxAQwKZr2rQpJ050b1RUVGBqaoobN25wnquarpW1tfV7X6vi4mKEhoZCKBSia9euEtNkZWXBzMwMioqK1eaVmZlZ7X0VpflU5OTkYGlpWe0zEBoayo6QCgQCsdkK76u8vBzfffcdQkJC4ODggHHjxmHs2LHYvHkzAEBRURH79+9HZmYmGjZsCFVVVSQmJqJnz55iX74QQggh5NOiabFfkHnz5uH8+fO4ePEiNDQ0JKbZvXu32B+rw4YNE0s3bNgwzJ8/nxOmq6src12ioqLg7u6ORo0aAQB69eoFPz8//Pnnn+jWrZtY+uXLl8PGxgYnTpzgvN8ozejRo9GvXz9cuHABPj4+1U6NrdqBc3d3R3p6Op48eQJnZ2exxXSSk5M5169qB8DKygqHDh3ihGlqatZYZwDo2rUr2rdvD3t7exgbG8t0jqz3rK7vCspKlL8sHeI5c+Zgy5YtiIqKwpAhQ8Tia3tPKps/fz6mTJmC/fv3iy2SJLo37969w44dO5Ceni5xdPhjXKs5c+ZgwYIFePfuHdTV1bFixQr07t1bYtralP+x72ttMQxT7TMQFBSEGTNmsJ/z8/M/aAdTX18fzZs354TZ2Nhg37597OfWrVsjPT0dQqEQxcXF0NHRgaOjI9q0afPB6kEIIYSQ2qPO5RciPj4eP/30E44ePQoLCwup6QwNDWFubs4JU1ER39hcIBCIpZNVWVkZYmNjkZOTwxltLCsrQ1RUlMTOZbNmzTB27FjMnTsXkZGRnDgLCwucPXsWJSUlbEdPS0sLWlpa+Pfff6uti4WFBYRCIXJyctiRMnV1dZibm3PqVpmpqWm171wqKSnV+doAFVMmpZUtSU33zNLSEkDFu7YODg5i52dkZLBp3kdGRgaAiutTEy0tLQQFBWHJkiXo06cPJ64298TCwgK3b9/mhOno6EBHR0filxCV742oc7dkyRJ2injlayXpXciMjAy24yL6wkDSqHheXp7Yu4uzZs2Cr68v1NXVoaurW20HzNLSUuyZlpZOdN0l1bVymz6FsrIyZGVloW3btlLT8Pl88Pn8j1aHTp06iT0TmZmZEr+sEd2jrKwspKam1vurAoQQQsi3juYQfQHS09Ph5+eHFStWwN3dvb6rg99//x2vX79GWloa0tPT2WPXrl3Yv38/u1hJVQsXLkRmZibi4+M54d7e3igoKMDGjRtrXZdBgwZBUVERK1eurEtTvgj29vawtrZGeHg4ysvLOXFXr17FqVOn4O3t/V5llJeXY926dTA1NZXYgZVk6tSpkJOTw9q1aznhtbkn3t7euH37Ng4ePFinei9YsAA//fQTnj59CgDo3r07GjZsiLCwMLG0hw4dQlZWFnutGjZsiEaNGom9Y5qfn487d+6IdeoaNWoEc3Nz6Onp1Ti6O3To0GqfadHPiJeXF06dOiX2XmV5eTnCw8PRvHlzsfcxP6bY2Fi8evUKHh4en6zMqqZPn46UlBSEhITgzp07iIuLw9atWzF58mQ2zd69e5GUlMRuR+Lm5oYBAwage/fu9VZvQgghhNDI5Wfvv//+w4ABA+Ds7AwfHx92P0YReXl56Ojo1DrfN2/eiOXF5/PZveSqExkZid69e4v90du8eXNMnz4dO3fu5PwhKKKrq4sZM2Zg9erVnPAOHTogMDAQgYGBePjwIX744QcYGhoiOzsbkZGR4PF4Ut+lMjIyQlhYGPz9/fHy5Uv4+vrC1NQUL1++xI4dOwBAbOXT58+f4927d5wwbW1tdoSptLRU7NrweDzOtOEXL16I7Y+or69fq6nFsuLxeIiMjISbmxs8PDwQFBQEPT09XLhwAYGBgejQoYPYnphPnjwRq1/lkZ/c3Fzk5OTgzZs3uH79OiIiInDx4kUcPXpU5m1TlJWVsWTJErF7XZt74uXlhf3798PLywtBQUFwd3eHrq4uHj58iN27d9dYlw4dOqBVq1YICQnBzz//DDU1NWzZsoXdUmPKlCnQ1NTE6dOnMWvWLAwaNIgzjXfGjBkICQmBrq4u2rdvzy7IpKOjgx9++EGm6yCJo6MjZs+ejcDAQDx58gQDBw6EgYEB7ty5g82bN+P777+Hv78/pk+fjoMHD6Jv374ICwuDo6Mjnj17xm4Pc+rUqRo7slVH+YCKLVtqet9T9DugtLQU//77LxISEhAeHo6JEyey++fWh7Zt2yIhIQFBQUFYunQpTE1NERERwZkqnp2djRkzZuDZs2fQ19fHiBEj8OOPP9ZbnQkhhBDy/xjyWYuJiWEASD2MjY0ZhmGY+/fvMwCYtLQ0sTycnJwYf39/zmdJebm7uzMMwzBlZWUMAObw4cPsOQCYhIQEJicnh1FQUGD27Nkjsb4TJ05kHBwcGIZhmEWLFjF2dnaceKFQyDRq1IgBwNy/f58Tt3v3bsbZ2ZkRCASMoqIi07RpU2bo0KFMSkpKjdfp5MmTTM+ePZmGDRsyCgoKjK6uLjNgwADm+PHjbJrExESp1/H8+fNsnSXF8/n8Gq/fsmXLJF5vaWpzzxiGYf755x/Gw8ODadiwIaOoqMg0a9aMWbBgAVNYWMhJZ2xsLLF+v/76K1um6FBVVWVsbGyYSZMmMVlZWZx8oqOjGYFAIPUzwzBMaWkp07x5cwYAk5iYyImT5Z4wTMXztnnzZsbR0ZFRU1NjlJSUGDMzM2bs2LHMzZs32XSSnieGYZhdu3YxfD6fefToERt25swZxt3dndHU1GSUlJQYW1tb5qeffmJKS0vF6r9u3TqmZcuWjKqqKtO0aVPG09NT7Nk0NjZmwsPDxcquye7du5kuXbowGhoajJqaGtOqVStm6dKlzKtXr9g0hYWFzPz58xlzc3NGUVGRadiwIePh4cFcu3at2ryr3svKx+PHjxmG+d/PbVWVn2ElJSVGX1+f6dOnD7N///5at1EoFDIAGLupm5nvZsa+10EIIYSQT0P077dQKPyg+fIY5jNbTYLUu5ycHOjr6+PSpUu0QAYhpFr5+fkQCAQQCoUyL3xFCCGEkPr1sf79pmmxhMUwDB4+fIiffvoJurq6aNGiRX1XiRBCCCGEEPKFoM4lYQmFQlhZWcHGxgbx8fFQVlau7yoRQgghhBBCvhDUuSQsLS0tFBUV1Xc1CCFfILfNblBQqf0/KX9P/fsj1IYQQggh9YG2IiGEEEIIIYQQ8t6oc0kIIaReLV68GDwej3NYW1uz8Tk5ORg+fDj09PSgpqaG7777Dvv27avHGhNCCCFEEupcEkI+qZycHEydOhVmZmbg8/kwNDRE3759cfr0aTaNiYkJIiIixM5dvHgx7O3tOZ+rdkqqdkycnZ3B4/EQ/3/s3XtcjOn/P/DXrTRDh0kpFaWTKZWzFVoqSg7rtClSaMU6rxSSY1oqx1rn01R8sGHR2l3r3CgUQgkRbaFVWFSKUpnfH37dX7eZMtNB7L6fj8f9eJjrvu7ret/3TOqa6xQTwykrIiICxsbGcse9ZcsWqKuro7y8nE0rKipC48aN4eDgwMkrFovBMAwyMzPZtMTERCgpKWHQoEFSZWdnZ4NhGOjq6uLly5eccx07dkRQUFC1saWmpmLIkCHQ1dUFn8+HsbExRo4ciSdPnnDK/3DvU+Dd83l/n9QPX38q1tbWyM3NZY9z586x58aOHYs7d+7gyJEjSEtLw7fffgt3d3dcu3btk8dJCCGEkKpR45IQ8slkZ2ejS5cuOHPmDFatWoW0tDQcO3YMjo6OmDZtWo3K/LBR8mHDBAD4fD4WLlyIsrKyGsfu6OiIoqIiJCcns2kJCQnQ09PDxYsXUVJSwqbHxcXByMgIZmZmbJpIJMKMGTMQHx+PR48eyazj5cuXWL16tUJxPX36FH379oWWlhaOHz+O9PR0REVFwcDAAMXFxQreZcNRVlaGnp4eezRv3pw9d+HCBcyYMQPdunWDqakpFi5cCE1NTVy5cqUBIyaEEELIh6hxSQj5ZKZOnQqGYXDp0iW4urpCKBTC2toafn5+SEpKqlGZHzZKPmyYAICHhwfy8/Oxffv2GsduYWEBfX19iMViNk0sFmPo0KEwMTHhxC8Wi+Ho6Mi+Lioqwr59+zBlyhQMGjQI0dHRMuuYMWMG1q5dy/Y4yuP8+fMoKCjAjh070KlTJ5iYmMDR0RHh4eEwMTFR+D4byt27d2FgYABTU1N4enriwYMH7LmePXti3759eP78Od6+fYuYmBiUlJRI9RgTQgghpGHVqHH5JX0bTgj5PDx//hzHjh3DtGnToKqqKnVeU1Oz3urW0NDAggULEBwcXKv/vxwdHREXF8e+jouLg4ODA+zt7dn0169f4+LFi5zG5f79+2FpaQkLCwt4eXkhMjISEolEqnwPDw+Ym5sjODhY7pj09PRQXl6Ow4cPyyyzrpWWlqKwsJBz1JatrS2io6Nx7NgxbN68GVlZWejVqxc7RHj//v0oKyuDtrY2eDweJk2ahMOHD8Pc3LzWdRNCCCGk7tSocdmiRQuMHz9eaugZIYRU5d69e5BIJJz5kNUJCAiAmpoa5wgJCZHKl5aWJpVv8uTJUvmmTp0KPp+PtWvX1vgeHB0dcf78eZSXl+Ply5e4du0a7O3t0bt3b7ZHMzExEaWlpZzGpUgkgpeXFwCgf//+KCgowNmzZ6XKZxgGYWFh2LZtG2e+ZnW6d++O+fPnY/To0WjevDkGDBiAVatW4fHjx1J5e/bsKfWsEhISFHoGoaGhEAgE7GFoaKjQ9bIMGDAAbm5uaN++PVxcXHD06FHk5+dj//79AIBFixYhPz8fp06dQnJyMvz8/ODu7o60tLRa100IIYSQulOjxuXu3bvx/Plz9OnTB0KhEGFhYVXOISKEEAAK96rNmTMHKSkpnENWo9HCwkIqn6yePx6Ph+DgYKxevRr//PNPje7BwcEBxcXFuHz5MhISEiAUCqGjowN7e3t23qVYLIapqSmMjIwAAHfu3MGlS5fg4eEB4N0w3pEjR0IkEsmsw8XFBV9//TUWLVokdS4kJITTMKwcOrp8+XLk5eVhy5YtsLa2xpYtW2BpaSnV+Nq3b5/Us+ratatCzyAwMBAFBQXs8fDhQ4Wul4empiaEQiHu3buHzMxMbNiwAZGRkejbty86dOiAJUuWoGvXrti4cWOd100IIYSQmlN8x2sAw4YNw7Bhw/D06VP873//Q3R0NBYtWgQXFxeMHz8eQ4YMgbJyjYomhPxLtWnTBgzD4Pbt23Llb968udSwRy0tLal8Kioqcg+P9PLywurVq7Fs2TKFVoqtZG5ujlatWiEuLg4vXryAvb09AMDAwACGhoa4cOEC4uLi0KdPH/YakUiE8vJyGBgYsGkSiQQ8Hg8bNmyAQCCQqicsLAw9evTAnDlzOOmTJ0+Gu7s7+/r9MrW1teHm5gY3NzeEhISgU6dOWL16NXbu3MnmMTQ0lHpWTZo0UegZ8Hg88Hg8ha5RVFFRETIzMzFmzBi8evUKANCoEfe7UCUlJbx9+7Ze4yCEEEKIYmq1oI+Ojg78/Pxw/fp1rF27FqdOncKIESNgYGCAxYsXs38UEEKIlpYWXFxcsHHjRpnzHvPz8+s9hkaNGiE0NBSbN29GdnZ2jcpwdHSEWCyGWCzmLCjTu3dv/Pnnn7h06RI7JLa8vBy7du3CmjVrOL2FqampMDAwwM8//yyzjm7duuHbb7/FvHnzOOlaWlowNzdnj6q+xFNRUYGZmdkXMz9+9uzZOHv2LLKzs3HhwgUMHz4cSkpK8PDwgKWlJczNzTFp0iRcunQJmZmZWLNmDU6ePIlhw4Y1dOiEEEIIeU+tuhcfP36MnTt3Ijo6Gvfv38eIESPg4+ODnJwcrFixAklJSThx4kRdxUoI+cJt3LgRdnZ26NatG4KDg9G+fXuUl5fj5MmT2Lx5M9LT0xUus7y8HHl5eZw0hmHQokULmfkHDRoEW1tbbN26tco81ancNqWsrIztuQQAe3t7TJ8+HW/evGEbl7///jtevHgBHx8fqR5KV1dXiEQimUN9gXdDXa2trT86CuT3339HTEwMRo0aBaFQCIlEgt9++w1Hjx5FVFSUwvfXEHJycuDh4YFnz55BR0cHX3/9NZKSkqCjowMAOHr0KObNm4fBgwejqKgI5ubm2LlzJwYOHNjAkRNCCCHkfTVqXB46dAhRUVE4fvw4rKysMHXqVHh5eXFWe+zZsyfatm1bV3ESQv4FTE1NcfXqVSxfvhz+/v7Izc2Fjo4OunTpgs2bN9eozJs3b0JfX5+TxuPxOPtOfmjFihXo2bMnJy07OxsmJibsCrBVcXR0xOvXr2FpaclpnNrb2+Ply5fsliXAuyGxTk5OMoe+urq6YuXKlbh+/To0NDSkzguFQowfPx7btm2rMhYAsLKyQtOmTeHv74+HDx+Cx+OhTZs22LFjB8aMGVPttZ+LmJiYas+3adMGBw8e/ETREEIIIaSmGEkN1q4XCAQYNWoUJkyYgK+++kpmntevX2PlypVYsmRJrYMkhJD6FhcXh2+//RZ//fUXmjVr1tDhfDEKCwshEAhQUFAgs5FMCCGEkM9Pff3+rlHPZW5uLpo2bVptniZNmlDDkhDyxTh69Cjmz59PDUtCCCGEkBqqUc+lkpIScnNzoaury0l/9uwZdHV1UVFRUWcBEkII+XxRzyUhhBDy5fmsei6rao+WlpZCRUWlVgERQgj58jwM6w51vpLC1xktTvt4JkIIIYR8ERRqXK5btw7Au5UYd+zYATU1NfZcRUUF4uPjYWlpWbcREkIIIYQQQgj57CnUuAwPDwfwrudyy5YtUFL6v2+pVVRUYGxsjC1bttRthIQQQv7VgoKCsHTpUk6ahYUFbt++za7iK8v+/fvh5ub2KUIkhBBCiBwaKZI5KysLWVlZsLe3R2pqKvs6KysLd+7cwfHjx2Fra1tfsRJCSJW2bNkCdXV1lJeXs2lFRUVo3Lix1NYiYrEYDMMgMzMTwLvRGLGxsVJlent7Y9iwYQrHEhcXh4EDB0JbWxtNmzaFlZUV/P398ffff3Pqz8/Pl7rW2NgYERER7Gt5Y3NwcADDMFLbekRERMDY2Jh9HR0dzdk26mPlfirW1tbIzc1lj3PnzgEADA0NOem5ublYunQp1NTUMGDAgE8eJyGEEEKqplDjslJcXBytqEgI+aw4OjqiqKgIycnJbFpCQgL09PRw8eJFzr6XcXFxMDIygpmZWZ3HsXXrVjg5OUFPTw8HDx7ErVu3sGXLFhQUFGDNmjV1Xt/7+Hw+Fi5ciLKysnqtpz4oKytDT0+PPZo3bw7g3QJy76fr6enh8OHDcHd350zNIIQQQkjDk3tYrJ+fH3788UeoqqrCz8+v2rxr166tdWCEEKIICwsL6OvrQywWo3v37gDe9RAOHToUZ86cQVJSEtuDKRaL4ejoWOcx5OTk4IcffsAPP/zATiMA3vVG9u7dW2ZPZV3y8PDAkSNHsH37dkydOrVe66prd+/ehYGBAfh8Pnr06IHQ0FAYGRlJ5bty5QpSUlKwcePGBoiSEEIIIdWRu3F57do19tvwq1evgmGYeguKEEJqwtHREXFxcZg3bx6Adz2Uc+fORUVFBeLi4uDg4IDXr1/j4sWLGD9+fJ3Xf+DAAbx58wZz586Veb664ah1QUNDAwsWLEBwcDDGjRsHVVXVOq+jtLQUpaWl7OvCwsJal2lra4vo6GhYWFiww1579eqFGzduQF1dnZNXJBKhbdu26NmzZ63rJYQQQkjdkrtxGRcXx/5bLBbXRyyEEFIrjo6O8PX1RXl5OV6/fo1r167B3t4eZWVl7GJjiYmJKC0trZeey7t370JDQwP6+vpy5W/VqpVU2qtXr2oVw9SpU/HTTz9h7dq1WLRoUa3KkiU0NFRq8Z3aen/uZPv27WFra4vWrVtj//798PHxYc+9fv0ae/furZf7IoQQQkjt1WjO5fjx4/Hy5Uup9OLi4nrpDSCEEHk4ODiguLgYly9fRkJCAoRCIXR0dGBvb8/OuxSLxTA1NZU55LK2JBKJQqM6EhISkJKSwjkMDAxqFQOPx0NwcDBWr16Nf/75p1ZlyRIYGIiCggL2ePjwYZ3XoampCaFQiHv37nHSf/nlF7x69Qpjx46t8zoJIYQQUns1alzu3LkTr1+/lkp//fo1du3aVeugCCGkJszNzdGqVSvExcUhLi4O9vb2AAADAwMYGhriwoULiIuLQ58+fTjXqauro6CgQKq8/Px8CAQCuesXCoUoKChAbm6uXPlNTExgbm7OOZSVuQNKahKbl5cXWrdujWXLlskdu7x4PB40NDQ4R10rKipCZmamVA+wSCTCkCFDoKOjU+d1EkIIIaT2FGpcFhYWoqCgABKJBC9fvkRhYSF7vHjxAkePHoWurm59xUoIIR/l6OgIsVgMsVjM2YKkd+/e+PPPP3Hp0iWpIbEWFha4cuUKJ62iogKpqakQCoVy1z1ixAioqKhg5cqVMs/XZEGfmsTWqFEjhIaGYvPmzcjOzla4zk9t9uzZOHv2LLKzs3HhwgUMHz4cSkpK8PDwYPPcu3cP8fHxmDBhQgNGSgghhJDqyD3nEng3VIlhGDAMI/OPGoZh6nwuDiGEKMLR0RHTpk1DWVkZ23MJAPb29pg+fTrevHkj1bj08/ODj48PLC0t4ezsjOLiYqxfvx4vXrxQqDFjaGiI8PBwTJ8+HYWFhRg7diyMjY2Rk5ODXbt2QU1NTeHtSGoa26BBg2Bra4utW7eiRYsWnHMVFRVISUnhpPF4PLRt21ah2OpKTk4OPDw88OzZM+jo6ODrr79GUlISp4cyMjISrVq1Qr9+/RokRkIIIYR8nEKNy7i4OEgkEvTp0wcHDx6ElpYWe05FRQWtW7eu9XwhQgipDUdHR7x+/RqWlpacRpW9vT1evnzJblnyPg8PD0gkEqxduxbz5s1D06ZN0aVLF8THx3PKCAoKQnR0dLW9gVOnToVQKMTq1asxfPhwvH79GsbGxvjmm28+uo2TLPLGJsuKFStkrqpaVFSETp06cdLMzMyk5jh+KjExMR/NExISgpCQkE8QDSGEEEJqipFIJBJFL7p//z4MDQ3RqFGNpmwSQsgXady4cWAYBtHR0Q0dymejsLAQAoEABQUF9TL/khBCCCF1r75+fyvUc1mpdevWyM/Px6VLl/DkyRO8ffuWc55W8iOE/NtIJBKIxWKcO3euoUMhhBBCCPks1ahx+dtvv8HT0xNFRUXQ0NDgLL3PMAw1Lgkh/zoMw+D+/fsNHQYhhBBCyGerRuNa/f39MX78eBQVFSE/Px8vXrxgj+fPn9d1jIQQQgghhBBCPnM16rn8+++/8cMPP6Bp06Z1HQ8hhJAvUO+FP0OJ10Th666sopEuhBBCyL9FjXouXVxckJycXNexEEII+Q8KCgpit7mqPCwtLTl5EhMT0adPH6iqqkJDQwO9e/fG69evGyhiQgghhMhSo8bloEGDMGfOHAQFBeHgwYM4cuQI5/hcPX36FFOmTIGRkRF4PB709PTg4uKC8+fPs3mMjY0REREhdW1QUBA6duwolZ6TkwMVFRXY2NjIrJNhGPD5fKm5WsOGDYO3tzcnLS8vDzNnzoS5uTn4fD5atGgBOzs7bN68Ga9evarXGGNjY2WeAwBvb28MGzaM85phGISFhXHyxcbGcubfAsD27dvRoUMHqKmpQVNTE506dUJoaCh7Hx/+Qfn+Ufl8KuOLjo6uNj/DMMjOzpaKt5JYLAbDMMjPz4eDg0O15Tg4OFQb44f3/qGbN2/C3d0dOjo64PF4EAqFWLx4Med9rKr8Vq1aVVnu+3+EKysrw9jYGLNmzUJRUREAIDs7GwzDSO1hCAAODg7w9fWVSv/555+hpKSEadOmVfnMKg8dHR0MHDgQaWlpnHyVn4nJkydLlTFt2jTO+/m+xMREKCkpYdCgQTLv982bN1i5ciU6dOiApk2bonnz5rCzs0NUVBTKyso4dX949O/fny2nqs945Wel8rlVd0RHR3M+Q5UkEgm2bdsGW1tb9nPetWtXRERESL3ftf1Z/NCH/xdUfp6SkpI4+Xx9fdnPNCD9OWrevDl69+6NiIgIlJaWyl1/XbK2tkZubi57vL9wUmJiIvr3749+/frh0qVLuHz5MqZPn04rlhNCCCGfmRoNi504cSIAIDg4WOocwzCoqKioXVT1xNXVFW/evMHOnTthamqKx48f4/Tp03j27FmNy4yOjoa7uzvi4+Nx8eJF2NraSuVhGAaLFy/Gzp07qyznr7/+gp2dHTQ1NRESEoJ27dqBx+MhLS0N27ZtQ8uWLTFkyJB6i1FRfD4fK1aswKRJk9CsWTOZeSIjI+Hr64t169bB3t4epaWluH79Om7cuAEAuHz5MvtZuXDhAlxdXXHnzh12OeQmTbhD7EaOHMlpMHz77bewsbHhfA7f33S9OocOHcKbN28AAA8fPkS3bt1w6tQpWFtbA3i3b2ul4OBg9jNfSV1dvcqyk5KS4OTkBCcnJ/zxxx9o0aIFLl26BH9/f5w+fRpxcXHVlq+kpFRt7NbW1jh16hTKy8tx/vx5jB8/Hq9evcLWrVvluvcPiUQizJ07F1u3bsWaNWvA5/Ol8lS+L48ePcKcOXMwaNAg3Lt3j3MfhoaGiImJQXh4OPvelZSUYO/evTAyMqqy7hkzZkAkEuHRo0ecfXLfvHkDFxcXpKam4scff4SdnR00NDSQlJSE1atXo1OnTuyXKf3790dUVBSnbB6PJ/czMDQ0RG5uLvt69erVOHbsGE6dOsWmCQQCXLx4UeraMWPG4NChQ1i4cCE2bNgAHR0dpKamIiIiAsbGxpwvOurjZ/FDfD4fAQEBOHv2bLX5Kj9Hb9++xbNnzyAWi7Fs2TL873//g1gsrvYzXh+UlZWhp6cn89ysWbPwww8/YN68eWyahYXFpwqNEEIIIXKqUePyw61HvgT5+flISEiAWCyGvb09gHdbqnTr1q3GZUokEkRFRWHTpk1o1aoVRCKRzD8Wp0+fjrVr12LOnDlV9lhMnToVysrKSE5OhqqqKptuamqKoUOHogbbkSoUo6KcnJxw7949hIaGYuXKlTLzHDlyBO7u7vDx8WHTKhtvALchqKWlBQDQ1dWFpqamzPKaNGnCaXCqqKigadOmVf5BWp3K+oB3DSAA0NbWllmWurq63HVIJBL4+Pigbdu2OHToENuz0rp1awiFQnTq1Anh4eEICAioUfkA94/wkSNH4vTp0zhy5EiNGpdZWVm4cOECDh48iLi4OBw6dAijR4+Wylf5vujp6cHX1xdDhgzB7du30b59ezZP586dkZmZiUOHDsHT0xPAu0a8kZERTExMpMosKirCvn37kJycjLy8PERHR2P+/Pns+YiICMTHxyM5ORmdOnVi001NTeHm5sZ+OQCAHYlQU0pKSpzr1dTUqm3sVNq/fz/27NmD2NhYDB06lE03NjbGkCFDUFhYyKbV18/ih77//nts2bIFR48excCBA6vM9/79GRgYoF27dnB2dkaHDh2wYsUKLFu2rM5jq87du3dhYGAAPp+PHj16IDQ0FEZGRnjy5AkuXrwIT09P9OzZE5mZmbC0tMTy5cvx9ddff9IYCSGEEFI9hcYUDRw4EAUFBezrsLAwzvCwZ8+ewcrKqs6Cq0tqampQU1NDbGxsnQ37iouLw6tXr+Dk5AQvLy/ExMSguLhYKp+dnR2++eYbzrfu73v27BlOnDiBadOmcRqW7/twuGldx6goJSUlhISEYP369cjJyZGZR09PD0lJSf+p7RtSUlJw69Yt+Pn5SQ3Z69ChA5ycnPDzzz/XaZ1NmjThNLQUERUVhUGDBkEgEMDLywsikaja/AUFBYiJiQHA7d2tNH78eE4PYmRkJL777juZZe3fvx+WlpawsLCAl5cXIiMjOV+i7NmzB05OTpyGZaXGjRtX+bPyKe3ZswcWFhachmUlhmEgEAjY1/X1s/ghExMTTJ48GYGBgQp/EWhpaYkBAwbg0KFDVeYpLS1FYWEh56gtW1tbREdH49ixY9i8eTOysrLQq1cvvHz5En/99ReAd0N5J06ciGPHjqFz587o27cv7t69W+u6CSGEEFJ3FGpcHj9+nNMwCwkJ4Ww9Ul5ejjt37tRddHVIWVkZ0dHR2LlzJzQ1NWFnZ4f58+fj+vXrUnkDAgLYxmjlERISIpVPJBJh1KhRUFJSgo2NDUxNTXHgwAGZ9YeGhuLYsWNISEiQOnfv3j1IJBKpYV7Nmzdn63+/p6u+YlTU8OHD0bFjRyxZskTm+SVLlkBTUxPGxsawsLCAt7c39u/f/8X1fMt61rLeRwDIyMgAALRt21bm+bZt27J5qip/3bp1csd25coV7N27F3369OGk9+zZ86Mxv337FtHR0fDy8gIAjBo1CufOnUNWVpZUPa1atWLnE+7duxdDhgyRWnAFALy8vHDu3Dncv38f9+/fx/nz59nyPyQSidhz/fv3R0FBAWco5927d2XWIcvvv/8u189DXbt7967cwzPr82fxQwsXLkRWVhb27Nmj8LWWlpbIzs6u8nxoaCgEAgF7GBoa1iLSdwYMGAA3Nze0b98eLi4uOHr0KPLz8zn/X0yaNAnfffcd2/tvYWGByMjIWtdNCCGEkLqjUOPyw6GZNR2q2VBcXV3x6NEjHDlyBP3794dYLEbnzp0RHR3NyTdnzhykpKRwjg8XKsnPz8ehQ4c4fzhX1/NjZWWFsWPHVtl7KculS5eQkpICa2trqd7W+oixJlasWIGdO3ciPT1d6py+vj4SExORlpaGmTNnory8HOPGjUP//v2/qAamrGfdtWvXaq9R5Gfjw/LHjq1+a4a0tDSoqamhSZMm6NatG3r06IENGzZw8uzbt++jMZ88eRLFxcXs0MnmzZvD2dlZ5h/sCQkJuHLlCqKjoyEUCrFlyxaZseno6GDQoEGIjo5me0WbN28ule/OnTu4dOkSPDw8ALz78mfkyJGcz6Yiz9DR0fGjPw/1Qd4YP8XP4vt0dHQwe/ZsLF68WOFebYlEUu1IicDAQBQUFLDHw4cPaxuuFE1NTQiFQty7dw/6+voAIDUqpm3btnjw4EGd100IIYSQmqvRnMsvGZ/Ph7OzM5ydnbFo0SJMmDABS5Ys4axk2bx5c5ibm3Oue3+OHgDs3bsXJSUlnDlTEokEb9++RUZGBoRCoVTdS5cuhVAolFoN0tzcHAzDSPX6mpqaApBe2KY+Y1RU79694eLigsDAQJmrgQKAjY0NbGxsMHXqVEyePBm9evXC2bNn4ejoWOv6ZdHQ0JA5FDc/Px9KSkoKD6eU9ayrUvlM09PTZQ7nTE9Pl3ruipQPvFvI5MiRI1BWVoaBgYHM4amGhoZSZX74ORKJRHj+/Dkn/e3bt7h+/TqWLl3KGdZrYmICTU1NWFhY4MmTJxg5ciTi4+Nlxjd+/HhMnz4dALBx40aZeUQiEcrLyzkL+EgkEvB4PGzYsAECgQBCoRC3b9/+yNN4R1VVtdpnqK6uzhnSXyk/P58zdFVR8sb4KX4WP+Tn54dNmzZh06ZNCl2Xnp4uc45sJR6Pp9BiSTVRVFSEzMxMjBkzBsbGxjAwMJD6/zEjIwMDBgyo1zgIIYQQohiFei4rl67/MO1LZmVlVaN5TyKRCP7+/pyektTUVPTq1avKoVqGhoaYPn065s+fz1lRV1tbG87OztiwYUOdzsGqSYw1ERYWht9++w2JiYkfzVvZ+1Afc80qWVhY4ObNm1K9vVevXoWJiQkaN25cb3V37NgRlpaWCA8Pl+qdTU1NxalTp9jeuppSUVGBubk5jI2NZTYs5fHs2TP8+uuviImJ4Xw+rl27hhcvXuDEiRNVXjtt2jTcuHEDhw8flnm+f//+ePPmDcrKyuDi4iJ1vry8HLt27cKaNWukPpsGBgbsnNTRo0fj1KlTuHbtmlQZZWVlCn2GLCwscOXKFU5aRUUFUlNTa9WwGz16NDIyMvDrr79KnZNIJGyD9lP9LL5PTU0NixYtwvLly/Hy5Uu5rrl9+zaOHTsGV1fXeompKrNnz8bZs2eRnZ2NCxcuYPjw4VBSUoKHhwcYhsGcOXOwbt06/PLLL7h37x4WLVqE27dvcxYLI4QQQkjDU6jnUiKRwNvbm/3WuqSkBJMnT2Z7ghpqfzR5PHv2DG5ubhg/fjzat28PdXV1JCcnY+XKlTIX46hOSkoKrl69ij179kjNCfPw8EBwcDCWLVsGZWXpxxsYGIjt27cjKysLI0eOZNM3bdoEOzs7dO3aFUFBQWjfvj0aNWqEy5cv4/bt2+jSpcsni1FR7dq1g6enp9RcwSlTpsDAwAB9+vRBq1atkJubi2XLlkFHRwc9evSodb1V8fT0RHBwMMaOHYu5c+dCIBAgPj4eERERVa5sW52XL18iLy+Pk9a0aVN2y5T3MQwDkUgEZ2dnuLq6IjAwEHp6erh48SL8/f3Ro0cPmXtNfmr/+9//oK2tDXd3d6kviAYOHAiRSMTZ9uV9TZs2xcSJE7FkyRIMGzZM6nolJSV2mLSsbVV+//13vHjxAj4+PlK9hq6urhCJRJg8eTJ8fX3xxx9/oG/fvvjxxx/x9ddfsz+3K1asgEgkYrciKS0tlXqPKvdvBN714vn4+MDS0hLOzs4oLi7G+vXr8eLFC0yYMEH+B/cBd3d3HD58GB4eHli4cCH69esHHR0dpKWlITw8HDNmzICxsbFCP4tZWVlS+5S2adOmRgsYff/99wgPD8fevXulVqYtLy9HXl6e1FYkHTt2xJw5cxSuqzZycnLg4eGBZ8+eQUdHB19//TWSkpLYFaV9fX1RUlKCWbNm4fnz5+jQoQNOnjwJMzOzTxonIYQQQqqnUM/luHHjoKuryy7k4OXlBQMDA/a1rq7uR+eLNRQ1NTXY2toiPDwcvXv3ho2NDRYtWoSJEydKzVf7GJFIBCsrK5mLjQwfPhxPnjzB0aNHZV6rpaWFgIAAdvuLSmZmZrh27RqcnJwQGBiIDh06oGvXrli/fj1mz56NH3/88ZPFWBPBwcFSPXVOTk5ISkqCm5sbhEIhXF1dwefzcfr0aWhra9dZ3R/S1NREQkICysrKMGTIEHTs2BHr1q3D2rVrMWnSJIXLW7x4MfT19TnH3Llzq8zfs2dPJCUlQUlJCQMGDIC5uTkCAwMxbtw4nDx5st6HFMojMjISw4cPlznywNXVFUeOHME///xT5fXTp09Henp6lQvSaGhoyGx8A+8+m05OTjKHo7q6uiI5ORnXr18Hj8fDyZMn2T04u3fvjq+++grr1q3DDz/8wNnW59ixY1Lv0fvbVHh4eGDHjh2IjIxEly5d0L9/f+Tl5SE+Ph4tWrSo8j4/hmEY7N27F2vXrkVsbCzs7e3Rvn17BAUFYejQoXBxcVH4Z9HPzw+dOnXiHLJ6b+XRuHFj/Pjjj1L/3wDAzZs3oa+vDyMjIzg4OGD//v0IDAxEQkIC1NTUalRfTcXExODRo0coLS1FTk4OYmJipBqO8+bNw8OHD1FcXIwLFy7QNiSEEELIZ4iRfGmr8hBCCPlsFBYWQiAQoKCgoMovFAghhBDyeamv398K9VwSQgghhBBCCCGyUOOSEEIIIYQQQkitUeOSEEIIIYQQQkit/ef2uSSEEFL3HoZ1hzpfenXg6hgtTqunaAghhBDSEKjnkhBCSIMJCgpi91CuPGStrCuRSDBgwAAwDIPY2NhPHyghhBBCPooal4SQz05eXh5mzJgBU1NT8Hg8GBoaYvDgwTh9+jSbx9jYGBEREVLXBgUFsftfVr7+sPHyYQPGwcEBDMMgJiaGU1ZERASMjY2rjLN79+6YPHkyJ23Lli1gGAbR0dGcdG9vb/Tq1YuTNmnSJCgpKcnc0qUy7g/LT0lJAcMwyM7OZtMOHz6M7t27QyAQQF1dHdbW1pz9VKOjo6GpqSnzHj5srDVE483a2hq5ubnsce7cOak8ERERMrfOIYQQQsjngxqXhJDPSnZ2Nrp06YIzZ85g1apVSEtLw7Fjx+Do6Ihp06bVqMwPGy+yGjB8Ph8LFy5EWVmZ3OU6OjpCLBZz0uLi4mBoaCiVLhaL0adPH/b1q1evEBMTg7lz5yIyMlJm+Xw+HyKRCHfv3q0yhtOnT2PkyJFwdXXFpUuXcOXKFSxfvlyh+2hoysrK0NPTY4/mzZtzzqekpGDNmjVVPidCCCGEfB6ocUkI+axMnToVDMPg0qVLcHV1hVAohLW1Nfz8/JCUlFSjMj9svMhqwHh4eCA/Px/bt2+Xu1xHR0fcuXMHeXl5bNrZs2cxb948TuMyKysL9+/fh6OjI5t24MABWFlZYd68eYiPj8fDhw+lyrewsICjoyMWLFhQZQy//fYb7OzsMGfOHFhYWEAoFGLYsGHYuHGj3PfR0O7evQsDAwOYmprC09MTDx48YM+9evUKo0ePxsaNG6Gnp9eAURJCCCHkY6hxSQj5bDx//hzHjh3DtGnToKqqKnW+qqGddUFDQwMLFixAcHAwiouL5brGzs4OjRs3RlxcHADg1q1beP36NXx8fPDs2TNkZWUBeNebyefz0aNHD/ZakUgELy8vCAQCDBgwQGoYbaWwsDAcPHgQycnJMs/r6enh5s2buHHjhgJ3W3OlpaUoLCzkHLVha2uL6OhoHDt2DJs3b0ZWVhZ69eqFly9fAgBmzZqFnj17YujQoXURPiGEEELqETUuCSGfjXv37kEikchc0EWWgIAAqKmpcY6QkBCpfGlpaVL5PpzLCLzrNeXz+Vi7dq1c9auqqqJbt25sL6VYLMbXX38NHo+Hnj17ctJ79OgBHo8H4F1PXVJSEkaOHAkA8PLyQlRUFCQSiVQdnTt3hru7OwICAmTGMGPGDHz11Vdo164djI2NMWrUKERGRqK0tJSTr6CgQOoZqKmpyXWf7wsNDYVAIGAPQ0NDhct434ABA+Dm5ob27dvDxcUFR48eRX5+Pvbv348jR47gzJkzMufWEkIIIeTzQ41LQshnQ1bjqjpz5sxBSkoK55DVaLSwsJDKFxwcLJWPx+MhODgYq1evxj///CNXDA4ODpxGpIODAwDA3t6ek/7+kNjIyEi4uLiwQ3MHDhyIgoICnDlzRmYdy5YtQ0JCAk6cOCF1TlVVFX/88Qfu3buHhQsXQk1NDf7+/ujWrRtevXrF5lNXV5d6BikpKXLd4/sCAwNRUFDAHrKG89aGpqYmhEIh7t27hzNnziAzMxOamppQVlaGsvK73bNcXV3Z50wIIYSQzwc1Lgkhn402bdqAYRjcvn1brvzNmzeHubk559DS0pLKp6KiIpVPV1dXZpleXl5o3bo1li1bJlcMjo6OyMjIwN9//w2xWAx7e3sA/9e4zMzMxMOHD9nFfCoqKrBz50788ccfbIOpadOmeP78eZUL1piZmWHixImYN29elQ1wMzMzTJgwATt27MDVq1dx69Yt7Nu3jz3fqFEjqWdgbm4u1z2+j8fjQUNDg3PUpaKiImRmZkJfXx/z5s3D9evXpRrD4eHhiIqKqtN6CSGEEFJ7yg0dACGEVNLS0oKLiws2btyIH374QWreZX5+fr3OuwTeNcJCQ0Px7bffYsqUKR/N37NnT6ioqGDTpk0oKSlBly5dAABfffUVnj59isjISHb4LAAcPXoUL1++xLVr16CkpMSWc+PGDXz33XdV3uPixYthZmYmtV2KLMbGxmjatKncc0cb0uzZszF48GC0bt0ajx49wpIlS6CkpAQPDw/o6OjIXMTHyMgIJiYmDRAtIYQQQqpDjUtCyGdl48aNsLOzQ7du3RAcHIz27dujvLwcJ0+exObNm5Genq5wmeXl5ZwVXYF3+zm2aNFCZv5BgwbB1tYWW7durTJPpSZNmqB79+5Yv3497Ozs2AajiooKJ71x48YA3i3kM2jQIHTo0IFTjpWVFWbNmoU9e/bI3HKlRYsW8PPzw6pVqzjpQUFBePXqFQYOHIjWrVsjPz8f69atQ1lZGZydnat/MJ+BnJwceHh44NmzZ9DR0cHXX3+NpKQk6OjoNHRohBBCCFEQDYslhHxWTE1NcfXqVTg6OsLf3x82NjZwdnbG6dOnsXnz5hqVefPmTejr63OO1q1bV3vNihUrUFJSIlf5jo6OePnypdQ8QHt7e7x8+ZKdb/n48WP88ccfcHV1lSqjUaNGGD58OEQiUZX1zJ49W2oRHnt7e/z1118YO3YsLC0tMWDAAOTl5eHEiROwsLCQK/6GFBMTg0ePHqG0tBQ5OTmIiYmBmZlZlfklEgmGDRv26QIkhBBCiNwYiaIraBBCCCH/X2FhIQQCAQoKCup8/iUhhBBC6kd9/f6mnktCCCGEEEIIIbVGjUtCCCGEEEIIIbVGjUtCCCGEEEIIIbVGq8USQgipNectzlBuotivlPMzztdTNIQQQghpCNRzSQghpMEEBQWBYRjOYWlpyZ6fNGkSzMzM0KRJE+jo6GDo0KG4fft2A0ZMCCGEkKpQ45IQQkiDsra2Rm5uLnucO3eOPdelSxdERUUhPT0dx48fh0QiQb9+/VBRUdGAERNCCCFEFmpcEkJIPfP29q52b0ZjY2NERESwrxmGQWxsrMLlyFJVWQAgFouleg0rj7y8PIXqqQ1lZWXo6emxR/Pmzdlz33//PXr37g1jY2N07twZy5Ytw8OHD5Gdnf3J4iOEEEKIfGjOJSGE/MfduXNHao8rXV3dT1b/3bt3YWBgAD6fjx49eiA0NBRGRkZS+YqLixEVFQUTExMYGhp+svgIIYQQIh9qXBJCyH+crq4uNDU15cpbWlqK0tJS9nVhYWGt6ra1tUV0dDQsLCyQm5uLpUuXolevXrhx4wbU1dUBAJs2bcLcuXNRXFwMCwsLnDx5EioqKrWqlxBCCCF1j4bFEkIIkVtoaCgEAgF71LYHccCAAXBzc0P79u3h4uKCo0ePIj8/H/v372fzeHp64tq1azh79iyEQiHc3d1RUlJS21shhBBCSB2jxiUhhPzHtWrVCmpqauxhbW1dZd7AwEAUFBSwx8OHD+s0Fk1NTQiFQty7d49NEwgEaNOmDXr37o1ffvkFt2/fxuHDh+u0XkIIIYTUHg2LJYSQ/7iEhAR2CCoANG7cuMq8PB4PPB6v3mIpKipCZmYmxowZI/O8RCKBRCLhDM0lhBBCyOeBGpeEEPKZUVdXR0FBgVR6fn4+BAJBnddnYmIi95zLujZ79mwMHjwYrVu3xqNHj7BkyRIoKSnBw8MDf/31F/bt24d+/fpBR0cHOTk5CAsLQ5MmTTBw4MAGiZcQQgghVaNhsYQQ8pmxsLDAlStXOGkVFRVITU2FUChsoKjqR05ODjw8PGBhYQF3d3doa2sjKSkJOjo64PP5SEhIwMCBA2Fubo6RI0dCXV0dFy5c+KSr2RJCCCFEPtRzSQghn0BBQQFSUlI4adra2jIXxPHz84OPjw8sLS3h7OyM4uJirF+/Hi9evMCECRMUrjsrK0uq7jZt2rD/fvLkidQCOdra2tUOj60rMTExVZ4zMDDA0aNH6z0GQgghhNQNalwSQsgnIBaL0alTJ06aj48PduzYIZXXw8MDEokEa9euxbx589C0aVN06dIF8fHxaNGiBZsvKCgI0dHRyM7OrrZuPz8/qbSEhAT23xYWFlLnExMT0b1794/dFiGEEEIIi5FIJJKGDoIQQojixo0bB4ZhEB0d3WAxFBYWQiAQoKCgABoaGg0WByGEEELkV1+/v6nnkhBCvkASiQRisRjnzp1r6FAIIYQQQgBQ45IQQr5IDMPg/v37DR0GIYQQQgiLGpeEEEJq7WFYd6jzleTOb7Q4rR6jIYQQQkhDoK1ICCGEfBbCwsLAMAx8fX3ZtMzMTAwfPhw6OjrQ0NCAu7s7Hj9+3HBBEkIIIaRK1LgkhBDS4C5fvoytW7eiffv2bFpxcTH69esHhmFw5swZnD9/Hm/evMHgwYPx9u3bBoyWEEIIIbJQ45IQ8q/n7e2NYcOGVXne2NgYERER7GuGYRAbG6twObJ8WJas13w+X2r+5LBhw+Dt7f3RusViMRiGQX5+PgAgOjoampqacsVSycXFBUpKSrh8+bKcd1W3ioqK4Onpie3bt6NZs2Zs+vnz55GdnY3o6Gi0a9cO7dq1w86dO5GcnIwzZ840SKyEEEIIqRo1LgkhpIExDIPFixc3SN0PHjzAhQsXMH36dERGRjZIDNOmTcOgQYPg5OTESS8tLQXDMODxeGwan89Ho0aNaJVcQggh5DNEjUtCCGlg06dPx+7du3Hjxo1PXndUVBS++eYbTJkyBT///DNev35dbf7S0lIUFhZyjtqIiYnB1atXERoaKnWue/fuUFVVRUBAAF69eoXi4mLMnj0bFRUVyM3NrVW9hBBCCKl71LgkhJAGZmdnh2+++Qbz5s37pPVKJBJERUXBy8sLlpaWMDc3xy+//FLtNaGhoRAIBOxhaGhY4/ofPnyImTNnYs+ePeDz+VLndXR0cODAAfz2229QU1ODQCBAfn4+OnfujEaN6NcXIYQQ8rmhrUgIIeQzEBoaivbt2yMhIQG9evWSmef333+HmpoaJ62ioqLGdZ46dQqvXr2Ci4sLAMDLywsikQhjxoyp8prAwED4+fmxrwsLC2vcwLxy5QqePHmCzp07s2kVFRWIj4/Hhg0bUFpain79+iEzMxP//PMPlJWVoampCT09PZiamtaoTkIIIYTUH2pcEkLIZ8DKygpjx47FvHnzcP78eZl5HB0dsXnzZk7axYsX4eXlVaM6IyMjMXLkSCgrv/tV4OHhgTlz5iAzMxNmZmYyr+HxeJw5kLXRt29fpKVx97v87rvvYGlpiYCAACgp/d++mc2bNwcAnDlzBk+ePMGQIUPqJAZCCCGE1B1qXBJCyAfU1dVRUFAglZ6fnw+BQFBv9S5duhRCoVDmiq4AoKqqCnNzc05aTk4O57WGhgaKi4vx9u1bztDRytVkK+N//vw5Dh8+jLKyMk6DtaKiApGRkVi+fHkd3FH11NXVYWNjw0lTVVWFtrY2mx4VFYW2bdtCR0cHiYmJmDlzJmbNmgULC4t6j48QQgghiqFJK4QQ8gELCwtcuXKFk1ZRUYHU1FQIhcJ6q9fQ0BDTp0/H/Pnzazzc1cLCAuXl5UhJSeGkX716FQDY+Pfs2YNWrVohNTUVKSkp7LFmzRpER0fXarhtXbpz5w6GDRuGtm3bIjg4GAsWLMDq1asbOixCCCGEyEA9l4SQ/4SCggKpBpe2trbM+YJ+fn7w8fGBpaUlnJ2dUVxcjPXr1+PFixeYMGFCvcYZGBiI7du3IysrCyNHjlT4emtra/Tr1w/jx4/HmjVrYGpqijt37sDX1xcjR45Ey5YtAQAikQgjRoyQ6jk0NDREYGAgjh07hkGDBtXJPSlCLBZzXoeFhSEsLOyTx0EIIYQQxVHPJSHkP0EsFqNTp06cY+nSpTLzenh4YMeOHYiMjESXLl3Qv39/5OXlIT4+Hi1atGDzBQUFwdjYuMo63759CwDsnEZ5aGlpISAgACUlJXJf86F9+/bB3t4ekyZNgrW1NX744QcMHToUO3bsAPBuIZ3U1FS4urpKXSsQCNC3b1+IRKIa108IIYSQ/yZGIpFIGjoIQgj5Eo0bNw4MwyA6Olrm+by8POjr6+Py5cvo2rXrpw3uEyksLIRAIEBBQQE0NDQaOhxCCCGEyKG+fn/TsFhCCKkBiUQCsViMc+fOyTx3//59rF69Gi1atJAaekoIIYQQ8m9EjUtCCKkBhmFw//59mecKCgpgYWGBtm3bIiYmBnw+/xNHRwghhBDy6VHjkhBC6pimpiZKS0sbOoxPynmLM5SbyPcr5fwM2ft4EkIIIeTLRgv6EEIIaXBhYWFgGAa+vr5smoODAxiG4RyTJ09uuCAJIYQQUi3quSSEEMLy9vZGfn4+YmNjP1mdly9fxtatW9G+fXupcxMnTkRwcDD7umnTpp8sLkIIIYQohnouCSGkhry9vaV61hiGwb1799g8oaGhUFJSwqpVq6Suj46OBsMw6N+/Pyc9Pz8fDMNI7flYHbFYzIlBR0cHAwcORFpamkL39NNPP1W5+m19KCoqgqenJ7Zv345mzZpJnW/atCn09PTYg1akJYQQQj5f1LgkhJBa6N+/P3JzczmHiYkJez4yMhJz585FZGSkzOuVlZVx6tQpxMXF1Uk8d+7cQW5uLo4fP47S0lIMGjQIb968kft6gUAATU3NOolFHtOmTcOgQYPg5OQk8/yePXvQvHlz2NjYIDAwEK9evfpksRFCCCFEMdS4JISQWuDxeJyeNT09PSgpKQEAzp49i9evXyM4OBiFhYW4cOGC1PWqqqoYP3485s2bVyfx6OrqQk9PD507d4avry8ePnyI27dvAwCCgoLQsWNHTv6IiAgYGxuzr729vTFs2LAqyy8tLUVhYSHnqKmYmBhcvXoVoaGhMs+PHj0au3fvRlxcHAIDA/G///0PXl5eNa6PEEIIIfWL5lwSQkg9EYlE8PDwQOPGjeHh4QGRSISePXtK5QsKCoK5uTl++eUXjBgxok7qLigoQExMDABARUWlTsoE3g3zXbp0aa3LefjwIWbOnImTJ09WuVXL999/z/67Xbt20NfXR9++fZGZmQkzM7Nax0AIIYSQukU9l4QQUgu///471NTU2MPNzQ0AUFhYiF9++YXtafPy8sL+/ftRVFQkVYaBgQFmzpyJBQsWoLy8vFbxtGrVCmpqatDU1MTevXsxZMgQWFpa1qrM9wUGBqKgoIA9Hj58WKNyrly5gidPnqBz585QVlaGsrIyzp49i3Xr1kFZWRkVFRVS19ja2gIAZ04rIYQQQj4f1LgkhJBacHR0REpKCnusW7cOAPDzzz/DzMwMHTp0AAB07NgRrVu3xr59+2SWExAQgKdPn1Y5N1NeCQkJuHLlCqKjoyEUCrFly5ZalfchHo8HDQ0NzlETffv2RVpaGufZde3aFZ6enkhJSWGHFr8vJSUFAKCvr1+bWyCEEEJIPaFhsYQQUguqqqowNzeXSheJRLh58yaUlf/vv9m3b98iMjISPj4+Uvk1NTURGBiIpUuX4ptvvqlxPCYmJtDU1ISFhQWePHmCkSNHIj4+HgDQqFEjSCQSTv6ysrIa11Ub6urqsLGx4aSpqqpCW1sbNjY2yMzMxN69ezFw4EBoa2vj+vXrmDVrFnr37i1zyxJCCCGENDzquSSEkDqWlpaG5ORkiMViTs+cWCxGYmIiu8DOh2bMmIFGjRrhp59+qpM4pk2bhhs3buDw4cMAAB0dHeTl5XEamJW9gZ8bFRUVnDp1Cv369YOlpSX8/f3h6uqK3377raFDI4QQQkgVqOeSEELqmEgkQrdu3dC7d2+pc1999RVEIpHMfS/5fD6WLl2KadOm1UkcTZs2xcSJE7FkyRIMGzYMDg4OePr0KVauXIkRI0bg2LFj+PPPPz+bvSPf39fT0NAQZ8+ebbhgCCGEEKIw6rkkhJA69ObNG+zevRuurq4yz7u6umLXrl1VDkcdN24cTE1NpdIdHBzg7e2tcDzTp09Heno6Dhw4gLZt22LTpk3YuHEjOnTogEuXLmH27NkKl0kIIYQQIgsj+XACDiGEkM9O69atsXTp0ho1MOtTYWEhBAIBCgoKPpseUEIIIYRUr75+f1PPJSGEfOZu3rwJgUCAsWPHNnQohBBCCCFVojmXhBDymbO2tsb169cbOgxCCCGEkGpR45IQQkit9V74M5R4TeTKe2UV9cASQggh/0Y0LJYQQkiDCgsLA8Mw8PX1lTonkUgwYMAAMAyD2NjYTx4bIYQQQuRHjUtCCCEN5vLly9i6dSvat28v83xERAQYhvnEURFCCCGkJqhxSb5YDMNUezg6OqJx48Y4d+4c57ri4mKYmpqyWzAUFhZiwYIFsLS0BJ/Ph56eHpycnHDo0CHOZvM3b96Eu7s7dHR0wOPxIBQKsXjxYrx69araOIOCgmTGZ2lpyeZxcHCQ2WvzsXuNiYlh80gkEmzbtg22trZQU1ODpqYmunbtioiICLx69QrGxsbVPq+qViF9+vQppkyZAiMjI/B4POjp6cHFxQXnz59n8xgbGyMiIkLmvXfs2FEqPScnByoqKrCxsanyfvl8Pu7fv89JHzZsmFSceXl5mDlzJszNzcHn89GiRQvY2dlh8+bNnPemPmL8WE9aXl4eZsyYAVNTU/B4PBgaGmLw4ME4ffo0J9+FCxcwcOBANGvWDHw+H+3atcPatWtRUVFRbfne3t4YNmwY+zo7O/ujPxfR0dEQi8Xs60aNGkEgEKBTp06YO3cucnNzq62zLhUVFcHT0xPbt29Hs2bNpM6npKRgzZo1iIyM/GQxEUIIIaTmaM4l+WK9/0fwvn37sHjxYty5c4dNU1NTw+LFi+Ht7Y3U1FSoqqoCAObOnYsmTZpg2bJlyM/Px9dff42CggIsW7YMX331FZSVlXH27FnMnTsXffr0gaamJpKSkuDk5AQnJyf88ccfaNGiBS5dugR/f3+cPn0acXFxUFFRqTJWa2trnDp1ipOmrKzYj19UVBT69+/PSdPU1GT/PWbMGBw6dAgLFy7Ehg0boKOjg9TUVERERMDY2BiXL19mGysXLlyAq6sr7ty5wy4/3aSJ7Plyrq6uePPmDXbu3AlTU1M8fvwYp0+fxrNnzxSK/33R0dFwd3dHfHw8Ll68CFtbW6k8DMNg8eLF2LlzZ5Xl/PXXX7Czs4OmpiZCQkLQrl078Hg8pKWlYdu2bWjZsiWGDBlSbzFWJzs7m41t1apVaNeuHcrKynD8+HFMmzYNt2/fBgAcPnwY7u7u+O677xAXFwdNTU2cOnUKc+fORWJiIvbv3y93z52hoSHn52L16tU4duwY57MnEAhw8eJFAGDf/8LCQly9ehUrV66ESCSCWCxGu3btFLrfmpg2bRoGDRoEJycnLFu2jHPu1atXGD16NDZu3Ag9Pb16j4UQQgghtUeNS/LFev8PToFAAIZhpP4IDQkJwbFjxxAQEIANGzYgLi4OO3bswIULF8Dn8+Hn54fs7GxkZGTAwMCAvU4oFMLDwwN8Ph8SiQQ+Pj5o27YtDh06hEaN3nX4t27dGkKhEJ06dUJ4eDgCAgKqjFVZWbnWfyBrampWWcb+/fuxZ88exMbGYujQoWy6sbExhgwZwu5lVElLSwsAoKury2mgfig/Px8JCQkQi8Wwt7cH8O6+u3XrVuP7kEgkiIqKwqZNm9CqVSuIRCKZDbfp06dj7dq1mDNnTpW9h1OnToWysjKSk5PZLw8AwNTUFEOHDkVNt/GVN8bqTJ06FQzD4NKlS5zYrK2tMX78eADvetEnTpyIIUOGYNu2bWyeCRMmoEWLFhgyZAj279+PkSNHylWnkpIS5zOipqZW7Wev8v3X09ODUCjE0KFD0alTJ0yZMkWqx79SaWkpSktL2deFhYVyxfahmJgYXL16FZcvX5Z5ftasWejZsyfn80wIIYSQzxsNiyX/anw+H7t27cK2bdvw66+/Yvz48Zg/fz66dOmCt2/fIiYmBp6enpyGZaXKP8xTUlJw69Yt+Pn5sQ3LSh06dICTkxN+/vnnT3VLMu3ZswcWFhYy/xBnGIbTsFSEmpoa1NTUEBsby2lQ1EZcXBxevXoFJycneHl5ISYmBsXFxVL57Ozs8M0332DevHkyy3n27BlOnDiBadOmcRpv76vpXD15Y6zK8+fPcezYsSpjq2zQnzhxAs+ePWOHaL9v8ODBEAqFn/Sz1aRJE0yePBnnz5/HkydPZOYJDQ2FQCBgD0NDQ4XrefjwIWbOnIk9e/aAz+dLnT9y5AjOnDkjcxgzIYQQQj5f1Lgk/3pdu3ZFYGAgvv32W2hra2PBggUAgH/++QcvXrzgzH2UJSMjAwDQtm1bmefbtm3L5qlKWloa21CrPCZPnqzQfXh4eEiV8eDBAwDA3bt3YWFhoVB58lBWVkZ0dDR27twJTU1N2NnZYf78+TL3XAwICJCKLyQkRCqfSCTCqFGjoKSkBBsbG5iamuLAgQMy6w8NDcWxY8eQkJAgde7evXuQSCRS9928eXO2/g97k+sjRlkqY6vtZ8vS0vKjn626Vhlzdna2zPOBgYEoKChgj4cPHypcx5UrV/DkyRN07twZysrK7FD0devWQVlZGSdPnkRmZiY0NTXZ88C7IdoODg41vTVCCCGE1DMaFkv+ExYtWoTg4GDMmzeP/UNV0SGTNR1iCQAWFhY4cuQIJ61yrqO8wsPD4eTkxEmr7HGtTWwf4+rqikGDBiEhIQFJSUn4888/sXLlSuzYsYOzuM6cOXOkFttZt24d4uPj2df5+fk4dOgQZ8ill5cXRCKRzAWFrKysMHbsWMybN4+zgFB1Ll26hLdv38LT01Oqt7U+YpTlU3626lplLFX1+vJ4PPB4vFrV0bdvX6SlpXHSvvvuO1haWiIgIADNmzfHpEmTOOfbtWuH8PBwDB48uFZ1E0IIIaT+UOOS/CdUNijfX0RHR0cHmpqa7MIqVREKhQCA9PR0dOrUSep8eno6m6cqKioqMDc3VzRsDj09vSrLEAqFH72P2uDz+XB2doazszMWLVqECRMmYMmSJZzGVvPmzaXiq5zbWWnv3r0oKSnhzF+USCR4+/YtMjIyZD7HpUuXQigUSq3Mam5uDoZhOIs4Ae/mWwKyFyiqrxg/1KZNGzAMo9Bnq2fPnlLn09PTYWVl9dH66lJ6ejqAd/N164u6urrUPFpVVVVoa2uz6bLmiRoZGcHExKTe4iKEEEJI7dCwWPKf1ahRI4waNQp79uzBo0ePpM4XFRWhvLwcHTt2hKWlJcLDw/H27VtOntTUVJw6dQoeHh6fKmyZRo8ejYyMDPz6669S5yQSCQoKCuq0PisrK4XmIFYSiUTw9/dHSkoKe6SmpqJXr15VbjdhaGiI6dOnY/78+ZytObS1teHs7IwNGzbUKJa6jPFDWlpacHFxwcaNG2XGlp+fDwDo168ftLS0sGbNGqk8R44cwd27dz/pZ+v169fYtm0bevfuDR0dnU9WLyGEEEL+HahxSf7Tli9fDkNDQ9ja2mLXrl24desW7t69i8jISHTq1AlFRUVgGAYikQi3bt2Cq6srLl26hAcPHuDAgQMYPHgwevToUe0elQBQXl6OvLw8zvH48WNOnqdPn3IaNCkpKZw8+fn5UmVUNlzc3d0xcuRIeHh4ICQkBMnJybh//z5+//13ODk5IS4urkbP59mzZ+jTpw92796N69evIysrCwcOHMDKlSsVXsUzJSUFV69exYQJE2BjY8M5PDw8sHPnTpSXl8u8NjAwEI8ePZLazmXTpk0oLy9H165dsW/fPqSnp+POnTvYvXs3bt++DSUlpU8W44c2btyIiooKdOvWDQcPHsTdu3eRnp6OdevWoUePHgDe9dZt3boVv/76K77//ntcv34d2dnZ7BDcESNGwN3dvdp6CgoKpD438s6DfPLkCfLy8nD37l3ExMTAzs4O//zzDzZv3izX9XVJLBZXu4CPRCLh7OlJCCGEkM8PDYsl/2laWlpISkpCWFgYli1bhvv376NZs2Zo164dVq1axa6y2rNnTyQlJWHp0qUYMGAAXr58CSMjI4wbNw6BgYEfnYN28+ZN6Ovrc9J4PB5KSkrY13v37sXevXs5eX788UcsXLgQwLs5aR8KDQ3FvHnzwDAM9u7di23btiEyMhLLly+HsrIy2rRpg7Fjx8LFxaVGz0dNTQ22trYIDw9HZmYmysrKYGhoiIkTJ2L+/PkKlSUSiWBlZSVzkZvhw4dj+vTpOHr0qMx9KbW0tBAQECBVp5mZGa5du4aQkBAEBgYiJycHPB4PVlZWmD17NqZOnfrJYvyQqakprl69iuXLl8Pf3x+5ubnQ0dFBly5dOI23ESNGIC4uDsuXL0evXr1QUlKCNm3aYMGCBfD19f3oirdisVhquLaPjw927Njx0RgtLCzAMAzU1NRgamqKfv36wc/Pj/aVJIQQQkiNMJLPaSUJQgghX5TKPVQLCgoUXqSKEEIIIQ2jvn5/07BYQgghhBBCCCG1Ro1LQgghhBBCCCG1RnMuCSGE1JrzFmcoN/n4r5TzM+Tbr5QQQgghXx7quSSEENKgwsLCwDAMZ9XlSZMmwczMDE2aNIGOjg6GDh1ar3u5EkIIIaT2qHFJCCGkwVy+fBlbt25F+/btOeldunRBVFQU0tPTcfz4cUgkEvTr14+z1ykhhBBCPi/UuCSE1EheXh5mzJgBU1NT8Hg8GBoaYvDgwTh9+jSbx9jYWObehUFBQejYsaNUek5ODlRUVGBjYyOzToZhwOfzcf/+fU76sGHD4O3tLRXfzJkzYW5uDj6fjxYtWsDOzg6bN2/Gq1evFL7fgwcPwsHBAQKBAGpqamjfvj2Cg4Px/PlzAEB0dDQ0NTWrjDs2Nlbu15W8vb0/urejRCLBtm3bYGtrCzU1NWhqaqJr166IiIhg77Oq552dnQ2GYZCSkiLzdX0rKiqCp6cntm/fjmbNmnHOff/99+jduzeMjY3RuXNnLFu2DA8fPkR2dvYniY0QQgghiqM5l4QQhWVnZ8POzg6amppYtWoV2rVrh7KyMhw/fhzTpk2r8fDF6OhouLu7Iz4+HhcvXoStra1UHoZhsHjxYuzcubPKcv766y82vpCQELRr1w48Hg9paWnYtm0bWrZsKddelZUWLFiAFStWYNasWQgJCYGBgQHu3r2LLVu24H//+x9mzpxZo/utC2PGjMGhQ4ewcOFCbNiwATo6OkhNTUVERASMjY0/2jhtSNOmTcOgQYPg5OSEZcuWVZmvuLgYUVFRMDExgaGh4SeMkBBCvmwVFRUoKytr6DBIA2jcuDGUlJQ+eb3UuCSEKGzq1KlgGAaXLl2Cqqoqm25tbY3x48fXqEyJRIKoqChs2rQJrVq1gkgkktm4nD59OtauXYs5c+ZU2cM5depUKCsrIzk5mROfqakphg4dCkW297106RJCQkIQERHBaUQaGxvD2dkZ+fn58t9kHdu/fz/27NmD2NhYDB06lBPbkCFDUFhYWOd1lpaWorS0lH1d0zpiYmJw9epVXL58uco8mzZtwty5c1FcXAwLCwucPHkSKioqNaqPEEL+SyQSCfLy8hr0dxRpeJqamtDT0wPDMJ+sTmpcEkIU8vz5cxw7dgzLly/nNNwqVTU09GPi4uLw6tUrODk5oWXLlujZsyfCw8Ol6rCzs0NGRgbmzZuH33//XaqcZ8+e4cSJEwgJCZEZHwCF/pPds2cP1NTUMHXqVJnna3q/dWHPnj2wsLDgNCwrMQwDgUBQ53WGhoZi6dKltSrj4cOHmDlzJk6ePAk+n19lPk9PTzg7OyM3NxerV6+Gu7s7zp8/X+01hBBCwDYsdXV10bRp00/auCANTyKR4NWrV3jy5AkAQF9f/5PVTY1LQohC7t27B4lEAktLS7nyBwQEYOHChZy0N2/ewMrKipMmEokwatQoKCkpwcbGBqampjhw4IDUXErgXQOnffv2SEhIQK9evWTGZ2FhwUlv3rw5SkpKALwbjrlixQq54r979y5MTU3RuHHjj+YtKCiAmpqaXOV+yMPDQ2r4SmlpKQYNGlRtbB/eZ1XS0tKkYlOkB7dSYGAg/Pz82NeFhYUKD1W9cuUKnjx5gs6dO7NpFRUViI+Px4YNG1BaWgolJSUIBAIIBAK0adMG3bt3R7NmzXD48GF4eHgoHDchhPxXVFRUsA1LbW3thg6HNJAmTZoAAJ48eQJdXd1PNkSWGpeEEIUo2iCZM2eOVANx3bp1iI+PZ1/n5+fj0KFDOHfuHJvm5eUFkUgks3FpZWWFsWPHYt68eTh/Xr59Ey9duoS3b9/C09OTM6zzYxS5X3V1dVy9elUqvU2bNh+9Njw8HE5OTpy0gICAaldHVSQ2CwsLHDlyhJP2999/w8HBQe4yAIDH44HH4yl0zYf69u2LtLQ0Ttp3330HS0tLBAQEyPwFKJFIIJFIFHrvCCHkv6hyjmXTpk0bOBLS0Co/A2VlZdS4JIR8ntq0aQOGYeRetKd58+YwNzfnpGlpaXFe7927FyUlJZw5lhKJBG/fvkVGRgaEQqFUuUuXLoVQKJRaZdXc3BwMw+DOnTucdFNTUwD/902evIRCIc6dO4eysrKP9l42atRI6l7lpaenJ3Wturp6tfNlhEKh3O+DioqKVPnKyg3zK0BdXV1qvqyqqiq0tbVhY2ODv/76C/v27UO/fv2go6ODnJwchIWFoUmTJhg4cGCDxEwIIV8aGgpLGuIzQFuREEIUoqWlBRcXF2zcuBHFxcVS52uyeIBIJIK/vz9SUlLYIzU1Fb169UJkZKTMawwNDTF9+nTMnz+f07unra0NZ2dnbNiwQWZ8iho9ejSKioqwadMmmecbcrGE0aNHIyMjA7/++qvUOYlEgoKCggaIqvb4fD4SEhIwcOBAmJubY+TIkVBXV8eFCxegq6vb0OERQgghpArUuCSEKGzjxo2oqKhAt27dcPDgQdy9exfp6elYt24devTooVBZKSkpuHr1KiZMmAAbGxvO4eHhgZ07d6K8vFzmtYGBgXj06BFOnTrFSd+0aRPKy8vRtWtX7Nu3D+np6bhz5w52796N27dvKzQ0xNbWFnPnzoW/vz/mzp2LxMRE3L9/H6dPn4abm1u1W6LUN3d3d4wcORIeHh4ICQlBcnIy7t+/j99//x1OTk6Ii4trsNgUJRaL2T1RDQwMcPToUTx+/Bhv3rzBw4cP2cWLCCGEEPL5omGxhBCFmZqa4urVq1i+fDn8/f2Rm5sLHR0ddOnSBZs3b1aoLJFIBCsrK5kLBA0fPhzTp0/H0aNHZe5LqaWlhYCAAMyfP5+TbmZmhmvXriEkJASBgYHIyckBj8eDlZUVZs+ezVn51dvbG9nZ2RCLxVXGuGLFCnTp0gUbN27Eli1b8PbtW5iZmWHEiBEYN26cQvdblxiGwd69e7Ft2zZERkZi+fLlUFZWRps2bTB27Fi4uLg0WGyEEEI+L13m7Pqk9V1ZNbZG1+Xl5WH58uX4448/8Pfff0NXVxcdO3aEr68v+vbtCwC4cOECli1bhsTERLx+/Rpt2rTBd999h5kzZ3K+QK4cFpqYmIju3buz6aWlpTAwMMDz588RFxfHrj/w/jBSDQ0N2NjY4Mcff0SfPn3Y9JycHJiamkIoFOLGjRtS8TMMAx6Phzt37qB169Zs+rBhw6CpqYmoqCg4OztDSUkJx48f51y7adMmzJ8/Hzdu3ECrVq1q9PwaGiOpyXKBhBDyL2Fvbw9HR0cEBQU1dChfpMLCQggEAhQUFEBDQ6OhwyGEkP+8kpISZGVlwcTEhLN105fQuMzOzoadnR00NTURHByMdu3aoaysDMePH8e2bdtw+/ZtHD58GO7u7vjuu+8wdepUaGpq4tSpU5g7dy769u2L/fv3s41EhmFgaGiIAQMGYOvWrWw9MTExCAgIwIMHD6Qal1FRUejfvz/++ecfLFiwACdPnsSNGzfYtRuWLVuG27dvIz4+HgcOHJDak5thGPD5fLi7u3NGN1U2LqOjo/Hw4UO0a9cOK1aswKRJkwAAWVlZaNeuHTZv3owxY8Yo/OxkqeqzANTf728aFksI+c8qKChAZmYmZs+e3dChEEIIIf95U6dOBcMwuHTpElxdXSEUCmFtbQ0/Pz8kJSWhuLgYEydOxJAhQ7Bt2zZ07NgRxsbGmDBhAnbu3IlffvkF+/fv55Q5btw4xMTE4PXr12xaZGRklSOPNDU1oaenBxsbG2zevBmvX7/GyZMnAbxbzyAqKgpjxozB6NGjIRKJZJYxffp07N69W2bPJvBu3YiffvoJs2fPRlZWFiQSCXx8fNCvX786a1g2FGpcEkL+swQCAXJycmq8NyUhhBBC6sbz589x7NgxTJs2DaqqqlLnNTU1ceLECTx79kzml8KDBw+GUCjEzz//zEnv0qULjI2NcfDgQQDAgwcPEB8fL1cjrnKF+Tdv3gAA4uLi8OrVKzg5OcHLywsxMTEyFw+0s7PDN998g3nz5lVZ9rhx49C3b1+MHz8eGzZswI0bNzi9q18qmnNJCCGk1nov/BlKvOq3eanp/BtCCCH/fvfu3YNEIpG5BkOljIwMAEDbtm1lnre0tGTzvG/8+PGIjIyEl5cXoqOjMXDgQOjo6FQbz6tXr7Bw4UIoKSnB3t4ewLt1IkaNGgUlJSXY2NjA1NQUBw4ckLknd2hoKNq3b4+EhAT06tVLZh3btm2DtbU14uPjcfDgwY/G9CWgnktCCCENJiwsDAzDwNfXl00rKSnBtGnToK2tDTU1Nbi6uuLx48cNFyQhhJB6p8gyMIouGePl5YXExET89ddfiI6Oxvjx46vM6+HhATU1Nairq+PgwYMQiURo37498vPzcejQIXh5eXHKrWporJWVFcaOHVtt76Wuri4mTZqEtm3bYtiwYQrd0+eKei4JIYQ0iMuXL2Pr1q1o3749J33WrFn4448/cODAAQgEAkyfPh3ffvstzp8/30CREkIIqW9t2rQBwzC4fft2lXmEQiEAID09HT179pQ6n56eDisrK6l0bW1tfPPNN/Dx8UFJSQkGDBiAly9fyqwjPDwcTk5OEAgEnJ7EvXv3oqSkhLOAj0Qiwdu3b5GRkcHG9r6lS5dCKBQiNja2yntSVlaGsvK/p0lGPZfkP8fb2xsMw2Dy5MlS56ZNmwaGYTjDG54+fYopU6bAyMgIPB4Penp6cHFxwfnz5yEWi8EwTLVH5RYXOTk5UFFRgY2Njcy43r9GQ0MDX331FX799deP3s/Zs2fRp08faGlpoWnTpmjTpg3GjRvHzg+oLsa8vDwAQFBQEBiGQf/+/aXKX7VqFRiGYVdSq8zfsWNHTr7CwkIsWLAAlpaW4PP50NPTg5OTEw4dOsT5hvHmzZtwd3eHjo4OeDwehEIhFi9ejFevXnHKMzY2BsMwSEpK4qT7+vpKxVJ5P8rKymjevDl69+6NiIgIlJaWSpVZuZfi+2TdT15eHmbMmAFTU1PweDwYGhpi8ODBOH36tELv++vXr7FkyRIIhULweDw0b94cbm5uuHnzplQMldcqKSnB0NAQ33//PZ4/fy4Vb3WxV5bz4ec7JSUFDMMgOzubk37w4EE4ODhAIBBATU0N7du3R3Bw8Efrra2ioiJ4enpi+/btaNasGZteUFAAkUiEtWvXok+fPujSpQuioqJw4cIFqc8CIYSQfw8tLS24uLhg48aNMucx5ufno1+/ftDS0sKaNWukzh85cgR3796Fh4eHzPLHjx8PsViMsWPHVrvftZ6eHszNzaWGqIpEIvj7+yMlJYU9UlNT0atXL0RGRsosy9DQENOnT8f8+fNRUVFR3e3/a1DjkvwnGRoaSq0cVlJSgr1798LIyIiT19XVFdeuXcPOnTuRkZGBI0eOwMHBAc+ePUPPnj2Rm5vLHu7u7ujfvz8nrfKbtejoaLi7u6OwsBAXL16UGVdUVBRyc3ORnJwMOzs7jBgxAmlpaVXex61bt9C/f3907doV8fHxSEtLw/r166GioiL1n9idO3c4ceXm5kJXV5c9r6+vj7i4OOTk5HCui4yMlHomH8rPz0fPnj2xa9cuBAYG4urVq4iPj8fIkSMxd+5cFBQUAACSkpJga2uLN2/e4I8//kBGRgaWL1+O6OhoODs7sw3iSnw+HwEBAdXWDQDW1tbIzc1llxR3c3NDaGgoevbsWeU3k9XJzs5Gly5dcObMGaxatQppaWk4duwYHB0dMW3aNLnf99LSUjg5OSEyMhLLli1DRkYGjh49ivLyctja2ko1lt6/j6ioKBw7dgxTpkxROH4+nw+RSIS7d+9Wm2/BggUYOXIkvvrqK/z555+4ceMG1qxZg9TUVPzvf/9TuF5FTJs2DYMGDYKTkxMn/cqVKygrK+OkW1pawsjICImJifUaEyGEkIa1ceNGVFRUoFu3bjh48CDu3r2L9PR0rFu3Dj169ICqqiq2bt2KX3/9Fd9//z2uX7+O7OxsiEQieHt7Y8SIEXB3d5dZdv/+/fH06VMEBwcrHFdKSgquXr2KCRMmwMbGhnN4eHhg586dKC8vl3ltYGAgHj16hFOnTilc75fo39MHS4gCOnfujMzMTBw6dAienp4AgEOHDsHIyAgmJiZsvvz8fCQkJEAsFrOTuVu3bo1u3bqxefT09Nh/N2nSBKWlpZw04P+Wrt60aRNatWoFkUgktS8S8H/LX+vp6eHHH3/ETz/9hLi4OLRr107mfZw4cQJ6enpYuXIlm2ZmZiazB1JXVxeamppVPhNdXV106dIFO3fuxIIFCwC826T4n3/+gZubG27dulXltfPnz0d2djYyMjJgYGDApguFQnh4eIDP57PLbLdt2xaHDh1Co0bvvttq3bo1hEIhOnXqhPDwcE5j8vvvv8eWLVtw9OhRDBw4sMr6lZWV2WduYGCAdu3awdnZGR06dMCKFSuwbNmyKq+V5f2l0N9fsc7a2hrjx4+HioqKXO/7ihUrkJiYiGvXrqFDhw7s/R48eBC2trbw8fHBjRs32P243r+Pli1bws3NDVFRUQrFDgAWFhbQ1dXFggULpJZkr3Tp0iWEhIQgIiICM2fOZNONjY3h7OyM/Px8mdeVlpZyeoQLCwsVji8mJgZXr17F5cuXpc7l5eVBRUVF6rPaokULtqedEEKI4r6ERdVMTU1x9epVLF++HP7+/sjNzYWOjg66dOmCzZs3AwBGjBiBuLg4LF++HL169UJJSQnatGmDBQsWwNfXl/2d+iGGYdC8efMaxSUSiWBlZSVzsaHhw4dj+vTpOHr0KIYMGSJ1XktLCwEBAZg/f36N6v7SUM8l+c8aP3485w/3yMhIfPfdd5w8ampqUFNTQ2xsrNQQS0XIu3R1pfLycnaCuIqKSpX59PT0kJubi/j4+BrH9r7x48cjOjqafR0ZGQlPT89qY3j79i1iYmLg6enJaVhWUlNTg7KyMlJSUnDr1i34+fmxDctKHTp0gJOTk9Ty4SYmJpg8eTICAwPx9u1bhe7F0tISAwYMwKFDhxS6Tp6l0OW1d+9etpH7vkaNGmHWrFm4desWUlNTZV6bnZ2N48ePV/vsqxMWFoaDBw8iOTlZ5vk9e/ZATU0NU6dOlXm+qvsMDQ2FQCBgD0NDQ4XievjwIWbOnIk9e/ZIbehMCCGE6OvrY8OGDcjOzkZpaSlycnLw66+/cqbE9OrVC8eOHUNBQQFKS0tx48YN+Pv7Sw13lUgkVS6Uo6mpCYlEwim3qvzr16+Xms5SSU9PDxUVFWzDUlYZgYGBkEgknL+xKgUFBSElJUVm2V8ialyS/ywvLy+cO3cO9+/fx/3793H+/HnOCmDAu56k6Oho7Ny5E5qamrCzs8P8+fNx/fp1heqqaunqD1WuUMbj8TBr1iwYGxtXObwDANzc3ODh4QF7e3vo6+tj+PDh2LBhg8zepFatWrGNZTU1NVhbW0vl+eabb1BYWIj4+HgUFxdj//791a6oBgD//PMPXrx4Ue3S4cDHlw9v27atzOXDFy5ciKysLOzZs6fa8mWxtLSUmmP4MfIshS6vjIyMau+3Mk+ltLQ0qKmpoUmTJjAxMcHNmzflGhYsS+fOneHu7l7l9Xfv3oWpqSkaN26sULmBgYEoKChgj4cPHyp0/ZUrV/DkyRN07tyZXcTg7NmzWLduHZSVldGiRQu8efNGquf08ePHUj3DhBBCCPm8UOOS/Gfp6Ohg0KBBiI6ORlRUFAYNGiRzuISrqysePXqEI0eOoH///hCLxejcubPMb59kUWTp6vDwcKSkpODPP/+ElZUVduzYAS0trSrLVlJSQlRUFHJycrBy5Uq0bNkSISEh7Ny99yUkJHAmoR89elSqvMaNG8PLywtRUVE4cOAAhEKh1EqeH1J0OXBF8+vo6GD27NlYvHix1JxMeeqqanhMddfUJUXKs7CwQEpKCi5fvoyAgAC4uLhgxowZNa572bJlSEhIwIkTJ2oV1/t4PB40NDQ4hyL69u2LtLQ0zmexa9eu8PT0ZP/duHFjnD59mr3mzp07ePDgAXr06FGjmAkhhBDyaVDjkvynVQ4D3blzZ7U9dHw+H87Ozli0aBEuXLgAb29vLFmyRK463l+6urKnJiAgAOfOnZPqqatcoaxfv36IiorCyJEj8eTJk4/W0bJlS4wZMwYbNmzAzZs3UVJSgi1btnDymJiYwNzcnD1at24ts6zx48fjwIED2Lhx40d7LYF3jT9NTc1qlw4HuMuHy5Keni5zGW8A8PPzw+vXr7Fp06aPxvNhme/PodXQ0GAXF3pffn4+BAIBAPmWQpeXUCis9n4r81RSUVGBubk5bGxsEBYWBiUlJSxdurTG9ZuZmWHixImYN2+eVGNSKBTir7/+QllZWY3Lrwl1dXWpxRBUVVWhra0NGxsbCAQC+Pj4wM/PD3Fxcbhy5Qq+++479OjRA927d/+ksRJCCCFEMdS4JP9p/fv3x5s3b1BWVgYXFxe5r7Oysqp2zuT7arJ0NQB069YNXbp0wfLly+WOCwCaNWsGfX19ueP7kLW1NaytrXHjxg2MHj36o/kbNWqEUaNGYc+ePXj06JHU+aKiIpSXl6Njx46wtLREeHi41PzJ1NRUnDp1qsrlw9XU1LBo0SIsX75c7tVfb9++jWPHjsHV1ZVNs7CwwJUrV6TyXr16lW3kybMUurxGjRqFU6dOSc2rfPv2LcLDw2FlZSU1H/N9CxcuxOrVq2U+V3ktXrwYGRkZiImJ4aSPHj0aRUVFVTbYFbnPuhYeHo5vvvkGrq6u6N27N/T09BSeO0sIIYSQT48al+Q/TUlJCenp6bh165bMPY+ePXuGPn36YPfu3bh+/TqysrJw4MABrFy5EkOHDv1o+bVZuhp4t6fj1q1b8ffff8s8v3XrVkyZMgUnTpxAZmYmO0fv5s2bGDx4MCfvkydPkJeXxzmq6rU6c+YMcnNz5V68Zvny5TA0NIStrS127dqFW7du4e7du4iMjESnTp1QVFQEhmEgEolw69YtuLq64tKlS3jw4AEOHDiAwYMHo0ePHvD19a2yju+//x4CgQB79+6VOldeXo68vDw8evSI3Y7F3t4eHTt2xJw5c9h8s2bNwh9//IHly5cjPT0dN27cwIIFC5CYmMhZMfVjS6HLa9asWejWrRsGDx6MAwcO4MGDB7h8+TJcXV2Rnp4OkUhU7bDdHj16oH379ggJCZG7zg+1aNECfn5+WLduHSfd1tYWc+fOhb+/P+bOnYvExETcv38fp0+fhpubG3bu3FnjOhUlFos5+4/y+Xxs3LgRz58/R3FxMQ4dOkTzLQkhhJAvADUuyX9edfPG1NTUYGtri/DwcPTu3Rs2NjZYtGgRJk6ciA0bNny07I8tXf3kyROZcx8r9e/fHyYmJlX2Xnbr1g1FRUWYPHkyrK2tYW9vj6SkJMTGxrJbp1SysLCAvr4+55DViwcAqqqqCq2KqqWlhaSkJHh5eWHZsmXo1KkTevXqhZ9//hmrVq1ih5z27NkTSUlJUFJSwoABA2Bubo7AwECMGzcOJ0+eBI/Hq7KOxo0b48cff0RJSYnUuZs3b0JfXx9GRkZwcHDA/v37ERgYiISEBKipqbH5evbsiT///BN//vkn7Ozs4ODggAsXLuD06dOwsbFh81Uuhe7o6Ah/f3/Y2NjA2dkZp0+fZpdClwefz8eZM2cwduxYzJ8/H+bm5ujfvz+UlJSQlJQk1zDPWbNmYceOHQovnPO+2bNnc55DpRUrVmDv3r24ePEiXFxcYG1tDT8/P7Rv3x7jxo2rcX2EEEII+W9iJHW9egUhhJD/jMLCQggEAhQUFCi8uA8hhJC6V1JSgqysLJiYmNCWT/9x1X0W6uv3N/VcEkIIIYQQQgipNWpcEkIIIYQQQgipNeWGDoAQQsiXr/fCn6HEa1Jtniurxn6iaAghhBDSEKhxSQghpMGEhYUhMDAQM2fOZFeMLSkpgb+/P2JiYlBaWgoXFxds2rQJLVq0aNhgCSHkC/YguN0nrc9ocZrC13h7eyM/Px+xsbHw9vbGzp07ERoainnz5rF5YmNjMXz4cHb/ZrFYDEdHRwAAwzBQV1eHqakpnJ2dMWvWLOjr67PXBgUFITY2FikpKZgxYwZOnTolcz/qBw8ewMTEBIcPH8aQIUPAMAwOHz6MYcOGsfVUatq0KQwMDGBnZ4cZM2agS5cu7Lno6Gj4+vrK3N7rwzIrubi44NSpU0hKSsJXX31V5fP5XNGwWEIIIQ3i8uXL2Lp1K9q3b89JnzVrFn777TccOHAAZ8+exaNHj/Dtt982UJSEEEIaCp/Px4oVK/DixYuP5r1z5w4ePXqEy5cvIyAgAKdOnYKNjQ3S0mQ3cn18fHD79m1cuHBB6lx0dDR0dXUxcODAKuuLiopCbm4ubt68iY0bN6KoqIjdkq2mHjx4gAsXLmD69OnV7oX+OaPGJflX8Pb2BsMwCAsL46THxsZK7SNYUVGB8PBwtGvXDnw+H82aNcOAAQNw/vx5Tr7o6Gip7TjS09NhaGgINzc3vHnzRmYeAHj9+jW0tLTQvHlzlJaWfjT+V69eITAwEGZmZuDz+dDR0YG9vT1+/fVXNo+Dg4PMfSBrGoOxsTEYhkFSUhIn3dfXFw4ODpy0wsJCLFq0CNbW1mjSpAm0tbXx1VdfYeXKlZz/8Osjxvf3P/xQUFAQGIZhD4FAgF69euHs2bMy7/XDo/Lzkp2dDYZhkJKSIrOequKvjkQiwbZt22Braws1NTVoamqia9euiIiIwKtXr9h8z58/h6+vL1q3bg0VFRUYGBhg/PjxePDgQbXli8ViMAzD+TbUwcFB5n1WHpXv6/vPo0mTJjA2Noa7uzvOnDmj0D3WRlFRETw9PbF9+3Y0a9aMTS8oKIBIJMLatWvRp08fdOnSBVFRUbhw4YLUZ5UQQsi/m5OTE/T09BAaGvrRvLq6utDT04NQKMSoUaNw/vx56OjoYMqUKTLzd+zYEZ07d5ZqxEkkEkRHR2PcuHFQVq56kKempib09PRgbGyMfv364ZdffoGnpyemT58uV2NYlqioKHzzzTeYMmUKfv75Z7x+/bpG5TQkalySfw15vt2SSCQYNWoUgoODMXPmTKSnp0MsFsPQ0BAODg7VDjO4fPkyevXqhf79+2Pfvn1QUVGpMu/BgwdhbW0NS0tLuYYuTJ48GYcOHcL69etx+/ZtHDt2DCNGjMCzZ88+em1tYuDz+QgICKi2nOfPn6N79+6IiorC7NmzcfHiRVy9ehXLly/HtWvXsHfv3nqN8WOsra2Rm5uL3NxcJCYmok2bNvjmm29QUFDAyRccHMzmqzxmzJhR49g/ZsyYMfD19cXQoUMRFxeHlJQULFq0CL/++itOnDgB4P+e7alTp7Blyxbcu3cPMTExuHfvHr766iv89ddfCtV56NAh9t4uXboEADh16hSbdujQITZv5fO4c+cOdu3aBU1NTTg5OVW5p2pdmzZtGgYNGgQnJydO+pUrV1BWVsZJt7S0hJGRERITEz9JbIQQQj4PSkpKCAkJwfr165GTk6PQtU2aNMHkyZNx/vx5PHnyRGYeHx8f7N+/H8XFxWyaWCxGVlYWxo8fr3C8s2bNwsuXL3Hy5EmFr5VIJIiKioKXlxcsLS1hbm6OX375ReFyGhrNuST/Gk5OTrh37x5CQ0OxcuVKmXn279+PX375BUeOHMHgwYPZ9G3btuHZs2eYMGECnJ2doaqqyrnuzJkzGDp0KKZOnYoVK1Z8NBaRSAQvLy9IJBKIRCKMHDmy2vxHjhzBTz/9xA6/MDY25ozZrwl5Yvj++++xZcsWHD16tMqhH/Pnz8eDBw+QkZEBAwMDNr1169bo168farNVrqLPSRZlZWXo6ekBAPT09BAcHIyoqChkZGRw5iqoq6uz+erb/v37sWfPHsTGxmLo0KFsurGxMYYMGYLCwkIAwIIFC/Do0SPcu3ePjc3IyAjHjx9HmzZtMG3aNPz5559y16ulpcX+u6SkBACgra0t877ffx5GRkbo3bs39PX1sXjxYowYMQIWFhaK37icYmJicPXqVVy+fFnqXF5eHlRUVKR6ilu0aIG8vLx6i4kQQsjnafjw4ejYsSOWLFkCkUik0LWWlpYA3o1Q0tXVlTo/evRo+Pv748CBA/D29gbwrvfw66+/hlAoVDjW9+tT1KlTp/Dq1Su4uLgAALy8vCASiTBmzBiFy2pI1HNJ/jXk+XZr7969EAqFnIZlJX9/fzx79kzq26bDhw9j0KBBWLhwoVwNy8zMTCQmJsLd3R3u7u5ISEjA/fv3q71GT08PR48excuXLz9avjzkjcHExASTJ09GYGAg3r59K3X+7du32LdvH7y8vDgNy/d9OOy4rmNURGlpKaKioqCpqVmvjaOP2bNnDywsLDgNy0qVw3ffvn2LmJgYeHp6SjX+mjRpgqlTp+L48eN4/vz5pwobM2fOhEQi4QzH/lBpaSkKCws5hyIePnyImTNnYs+ePbS5NyGEELmsWLECO3fulLn4TnUqvwCv6m8VTU1NfPvtt+zQ2MLCQhw8eBA+Pj41ivNj9VUnMjISI0eOZIfienh44Pz588jMzKxRLA2FGpfkX+X9b7dkycjIQNu2bWWeq0zPyMhg04qKiuDm5oY5c+Z8dPhopcjISAwYMADNmjWDlpYWXFxcEBUVVe0127Ztw4ULF9i5jLNmzZKaAwoAmzZtgpqaGueYPHlyrWJYuHAhsrKysGfPHqlzT58+RX5+vlRDrUuXLmz9Hh4e9R5jddLS0th6mjRpgtWrV+Pnn3+GhoYGJ19AQIBUXAkJCQrXJ4+7d+9+tHFb+Wyr+zxKJBLcu3evPkKUSUtLC7q6utV+4xoaGgqBQMAehoaGCtVx5coVPHnyBJ07d4aysjKUlZVx9uxZrFu3DsrKymjRogXevHkjtbLe48ePP1nPMyGEkM9L79694eLigsDAQIWuq2yMGhsbV5nHx8cHCQkJuHfvHvbt2wclJSW4ubnVKM7K+kxMTAAAGhoaKC4ulvoCv/J3nEAgAPBumszhw4exadMm9ndjy5YtUV5e/sUt7EONS/Kv87FvtxQZxtmkSRM4Oztj+/btcn1bVlFRgZ07d8LLy4tN8/LyQnR0tMyewUq9e/fGX3/9hdOnT2PEiBG4efMmevXqhR9//JGTz9PTEykpKZwjODi4VjHo6Ohg9uzZWLx4Md68efPRewTe9eampKTAxcVFarJ5fcRYHQsLC7aeK1euYMqUKXBzc0NycjIn35w5c6Ti6tq1q0J1yUuRz1hthhXXB4lEUu03roGBgSgoKGCPhw8fKlR+3759kZaWJvU+VH5uunbtisaNG+P06dPsNXfu3MGDBw/Qo0ePGt8XIYSQL1tYWBh+++03ueffv379Gtu2bUPv3r2ho6NTZT5HR0eYmJggKioKUVFRGDVqlNT0KHlFRERAQ0ODXTfAwsIC5eXlUgsGXr16FQDYobd79uxBq1atkJqayvn9uGbNGkRHR6OioqJG8TQEmnNJ/nXe/3arcvx8JaFQWGUjsTL9/TH2SkpKiI2NxbfffgtHR0fExcVV2dMEAMePH8fff/8tNXewoqICp0+fhrOzc5XXNm7cGL169UKvXr0QEBCAZcuWITg4GAEBAeziQQKBAObm5pzrPpxDUJMY/Pz8sGnTJmzatImTrqOjA01NTdy5c4eTbmRkBODdvL0Pe5jqK8aqqKiocOrr1KkTYmNjERERgd27d7PpzZs3l4qrvgiFQty+fbvaPJXPtrrPI8MwnyxmAHj27BmePn3KfuMqC4/HA4/Hq3Ed6urqsLGx4aSpqqpCW1ubTffx8YGfnx+0tLSgoaGBGTNmoEePHujevXuN6yWEEPJla9euHTw9PbFu3TqZ5588eYKSkhK8fPkSV65cwcqVK/HPP/9wFrOThWEYjB8/HmvXrsWLFy8QHh4uVzz5+fnIy8tDaWkpMjIysHXrVsTGxrKL5AHvFh3s168fxo8fjzVr1sDU1BR37tyBr68vRo4ciZYtWwJ4twbFiBEjpH4/GhoaIjAwEMeOHcOgQYMAvFtV/cPGqra2tsIjieoLNS7Jv1JYWBg6duwoNTRx1KhRGD16NH777TepeZdr1qyBtra2VMOGx+Ph0KFDGDFiBBwdHXHmzBlYWVnJrFckEmHUqFFYsGABJ3358uUQiUQKNZqsrKxQXl6OkpKSalemrYsY1NTUsGjRIgQFBWHIkCFseqNGjeDu7o7du3dj8eLFVc67VFRdPidZlJSUGnT57tGjR2PUqFH49ddfpeZdSiQSFBYWQiAQwN3dHXv27EFwcDBnyOfr16+xadMmuLi4cBbpqW8//fQTGjVqJLWh86cWHh6ORo0awdXVFaWlpXBxcZH64oMQQohijBbL3u/xSxIcHIx9+/bJPGdhYQGGYaCmpgZTU1P069cPfn5+ck2p8Pb2xpIlS2BtbQ1bW1u5Yvnuu+8AvFt5v2XLlvj6669x6dIldO7cmZNv3759WLJkCSZNmoRHjx6hVatWGD58OBYtWgTg3XSR1NRUbN++XaoOgUCAvn37QiQSsY1LsViMTp06cfL5+Phgx44dcsVd36hxSf6Vqvp2a9SoUThw4ADGjRuHVatWoW/fvigsLMTGjRtx5MgRHDhwQOZQCB6Ph4MHD8LNzY1tYFpbW3PyPH36FL/99huOHDki9c3T2LFjMXz4cDx//lxmY8HBwQEeHh7o2rUrtLW1cevWLcyfPx+Ojo5ScwerU5sYvv/+e4SHh2Pv3r2c/1hDQkIgFovRrVs3BAcHo2vXrlBVVcX169eRmJgoVU99xihLeXk5u4roy5cvsW/fPty6dUtqjuzLly+lVhtt2rQp5/l+2EMLgH2fKyoqpL4p5PF4Mnuy3d3dcfjwYXh4eGDhwoXo168fdHR0kJaWhvDwcMyYMQPDhg1DSEgI21O7cuVK2NjYICsrCwsXLkRZWRk2btz40ftPS0uDuro6+5phGHTo0OGj11U+j7KyMmRlZWH37t3YsWMHQkNDP2lvKfDuF+X7+Hw+Nm7cKNf9E0II+feIjo6W+e9KxsbGUvtiOzg4yD3FJCgoCEFBQVLprVq1qnbo6YflKzKlRVNTEz/99BN++uknmee7dOlSbXlHjx5l/x0dHS3zuXxOqHFJ/rVkfbvFMAz279+PiIgIhIeHY+rUqeDz+ejRowfEYjHs7OyqLE9FRQW//PIL3N3d2Qbm+3bt2gVVVVX07dtX6tq+ffuiSZMm2L17N3744Qep8y4uLti5cyfmz5+PV69ewcDAAN988w0WL16s0D3XJobGjRvjxx9/xOjRoznp2trauHTpElasWIFVq1YhKysLjRo1Qps2bTBy5Ej4+vp+shhluXnzJvT19QG8ayyamZlh8+bNGDt2LCff4sWLpZ7npEmTsGXLFvb1qFGjpMqvnFNYVFQk9U2hmZmZzAV3GIbB3r17sW3bNkRGRmL58uVQVlZGmzZtMHbsWHaZcW1tbSQlJSE4OBiTJk1CXl4etLS0MGDAAOzevZsdflyd3r17c14rKSmhvLz8o9dVPg8VFRXo6emhe/fuOH36NBwdHT96LSGEEEKILIzkc1tNghBCyBejcohvQUGBQr3shBBC6kdJSQmysrJgYmJCWz79x1X3Waiv39+0WiwhhBBCCCGEkFqjxiUhhBBCCCGEkFqjOZeEEEJqrffCn6HEa1JtniurxlZ7nhBCCCFfNuq5JIQQ8sls3rwZ7du3h4aGBjQ0NNCjRw/8+eef7PnMzEwMHz4cOjo60NDQgLu7Ox4/ftyAERNCCCFEXtS4JIQQ8sm0atUKYWFhuHLlCpKTk9GnTx8MHToUN2/eRHFxMfr16weGYXDmzBmcP38eb968weDBg/H27duGDp0QQgghH0GNyy9AYmIilJSU2M1T35ednQ2GYaT233vfmzdvsHLlSnTo0AFNmzZF8+bNYWdnh6ioKJSVlX20Lm9vbzAMU+VhbGwM4N0+Q7LOT548mS2LYRjExsbKfe/GxsaIiIiQea6qsry9vaU2gb937x6+++47tGrVCjweDyYmJvDw8EBycjKnPFlHTEwMgHd78TEMA2tra6m9kDQ1NREdHc3mqe74cE+/SmfPnkWfPn2gpaWFpk2bok2bNhg3bhzevHnDqT8/P1/u5xQaGgolJSWsWrVK6lx0dDQYhkH//v056fn5+TLjjIuLwzfffAMdHR3w+XyYmZlh5MiRiI+PZ/PUR4yamppS6e97/9kqKyvDyMgIfn5+nH2wKu/1w+P9ldNkfW7kib868nzuAOD3WQ9evwAAMdhJREFU33+Hvb091NXV0bRpU3z11Vdy7WPl4ODA2QpG3s/f+89DSUkJzZo1g62tLYKDg1FQUKDQPSpq8ODBGDhwINq0aQOhUIjly5dDTU0NSUlJOH/+PLKzsxEdHY127dqhXbt22LlzJ5KTk6W2/iGEEELI54cal18AkUiEGTNmID4+Ho8ePVLo2jdv3sDFxQVhYWH4/vvvceHCBVy6dAnTpk3D+vXrcfPmzY/W9dNPPyE3N5c9ACAqKop9ffnyZfb6iRMncvLm5uZi5cqVtXwCtZOcnIwuXbogIyMDW7duxa1bt3D48GFYWlrC39+fk/f9+6o8Pmxw/PXXX9i1a5fMunr27Mm51t3dHf379+ek9ezZU+q6W7duoX///ujatSvi4+ORlpaG9evXQ0VFpdpNfT8mMjISc+fORWRkpMzzysrKOHXqFOLi4qotZ9OmTejbty+0tbWxb98+3LlzB4cPH0bPnj0xa9asGscnT4zyqHzfsrKysGnTJvzvf//DsmXLOHk0NDSk3tv79+/XKvbqyPu5W79+PYYOHQo7OztcvHgR169fx6hRozB58mTMnj1boToV+fxVPo+cnBxcuHAB33//PXbt2oWOHTsq/P9MTVVUVCAmJgbFxcXo0aMHSktLwTAMeDwem4fP56NRo0Y4d+7cJ4mJEEIIITVHC/p85oqKirBv3z4kJycjLy8P0dHRmD9/vtzXR0REID4+HsnJyZwN4E1NTeHm5sb2ilVXl0AggEAg4JSrqakJPT09qfqaNm0qM72hSCQSeHt7o02bNkhISECjRv/3fUrHjh0xc+ZMTv6q7ut9M2bMwJIlSzB69GjOH8EA2A3pKzVp0gSlpaUfLfPEiRPQ09PjNMTNzMykehUVcfbsWbx+/RrBwcHYtWsXLly4INWwVVVVhbu7O+bNm4eLFy/KLOfBgwfw9fWFr68v1q5dyznXvn17/PDDD/Uaozzef98MDQ0xdOhQXL16lZOHYZhP9tmU93P38OFD+Pv7w9fXFyEhIWwef39/qKio4IcffoCbmxtsbW3lqleRz9/7z0NfXx9t27bF4MGDYW1tjblz52L37t01und5pKWloUePHigpKYGamhoOHz4MKysr6OjoQFVVFQEBAQgJCYFEIsG8efNQUVHBfrFFCCGEkM8X9Vx+5vbv3w9LS0tYWFjAy8sLkZGRkEgkcl+/Z88eODk5cRqWlRo3bgxVVdU6q+tzlJKSgps3b8Lf35/zB36ljw25lMXX1xfl5eVYv359HUT4jp6eHnJzczlDTGtLJBLBw8MDjRs3hoeHB0Qikcx8QUFBSEtLwy+//CLz/MGDB1FWVoa5c+fKPM8wTL3HqIiMjAycOXNG7gZZfZD3c/fLL7+grKxMZg/lpEmToKamhp9//rm+w2Xp6urC09MTR44cqbLHvLS0FIWFhZxDURYWFkhJScHFixcxZcoUjBs3Drdu3YKOjg4OHDiA3377DWpqahAIBMjPz0fnzp1lPkdCCCHys1tv90mPmvhwukel96fJBAUFSU27At797mUYBtnZ2QBkTx17+fIlHB0dYWVlhZycHDaPrq4uXr58ySmvY8eOCAoK4qTdvHkT7u7u0NHRAY/Hg1AoxOLFi/Hq1Ss2z6hRo6Q6B44dOwaGYaTKCwoKgpGRESdeeWP5XNFv68+cSCSCl5cXAKB///4oKCjA2bNn5b7+7t27sLS0/CR1Ae+GT6qpqXGOPXv2KFRGXbp79y4AyP0MPDw8pOJ/8OABJ0/Tpk2xZMkShIaG1tn8NDc3N3h4eMDe3h76+voYPnw4NmzYIPMP91atWn00xsLCQvzyyy/s++nl5YX9+/ejqKhIqjwDAwPMnDkTCxYsQHl5udT5jIwMaGhocHq/Dh48yKk/LS2tXmP8mMr3jc/nw8LCAtbW1ggMDOTkKSgokIppwIABCtclD3k/dxkZGRAIBNDX15c6p6KiAlNTU2RkZNRLjFWxtLTEy5cv8ezZM5nnQ0ND2dEMAoEAhoaGCtehoqICc3NzdOnSBaGhoejQoQN++uknAEC/fv2QmZmJJ0+e4J9//sH//vc//P333zA1Na3VfRFCCPn34PP5EIlE7O9beTx9+hSOjo4oLi5GQkICWrVqxZ57+fIlVq9eXe31SUlJsLW1xZs3b/DHH38gIyMDy5cvR3R0NJydndnRgI6Ojjh//jznb6q4uDgYGhrKXM/C0dGRkyZPLJ8zalx+xu7cuYNLly7Bw8MDwLv5cSNHjlSod0fense6qAsAPD09kZKSwjmGDBmiUBl1SdGe1/DwcKn4DQwMpPL5+PhAW1sbK1asqJM4lZSUEBUVhZycHKxcuRItW7ZESEgIrK2tpYYDJiQkfDTGn3/+GWZmZujQoQOAd994tW7dGvv27ZNZf0BAAJ4+fVrlvMcPeyddXFyQkpKCP/74A8XFxVK9XPURY3Uq37fU1FT8/vvvyMjIwJgxYzh51NXVpWLasWOHwnXJ40vu8a+Mvaoe6cDAQBQUFLDHw4cPa13n27dvOQswAUDz5s2hqamJM2fO4MmTJw36/wghhJDPi4WFBRwdHbFgwQK58j98+BC9evWCQCDAmTNnoK2tzTk/Y8YMrF27Fk+ePJF5vUQigY+PD9q2bYtDhw6hW7duaN26Ndzc3PDbb78hMTER4eHhAN41LouKijiL94nFYnYKUklJCQCgpKQEFy9elGpcfiyWzx01Lj9jIpEI5eXlMDAwgLKyMpSVlbF582YcPHhQ7h4zoVCI27dvf5K6AEAgEMDc3JxzqKury329ItTV1WXGlp+fz84RFQqFACDXMwDeDU/9MH5lZempycrKyli+fDl++umnOl38pGXLlhgzZgw2bNiAmzdvoqSkBFu2bOHkMTEx+WiMIpEIN2/eZN9LZWVl3Lp1q8rGo6amJgIDA7F06VLO0A4AaNOmDQoKCpCXl8emqampwdzcHK1bt5ZZXn3EWJ3K983CwgKDBg3C0qVLsW/fPty7d4/N06hRI6mYWrZsqXBd8pD3cycUClFQUCDzM/TmzRtkZmayZX0q6enp0NDQkPrFW4nH47F7VFYeiggMDER8fDyys7ORlpaGwMBAiMVieHp6Ani3OFNSUhIyMzOxe/duuLm5YdasWbCwsKj1vRFCCPn3CAsLw8GDB6VWYP/QnTt3YGdnBysrKxw9ehRqampSeTw8PGBubo7g4GCZZaSkpODWrVvw8/OTmqbRoUMHODk5sdNYhEIhDAwM2MUSX758iatXr8LNzQ3GxsZITEwEAFy4cAGlpaVSjcuPxfK5o8blZ6q8vBy7du3CmjVrOD0tqampMDAwkHse1ujRo3Hq1Clcu3ZN6lxZWRmKi4vrrK5PzcLCAleuXOGkVVRUIDU1lf2DvGPHjrCyssKaNWtk7pMna8sMebm5ucHa2hpLly6tcRnVadasGfT19VFcXKzQdWlpaUhOToZYLOa8n2KxGImJiVU2eGbMmIFGjRqxwxMrjRgxAo0bN66zXtraxCgvJSUlAMDr16/rIlyFyfu5c3V1RePGjbFmzRqpPFu2bEFxcTE7muBTePLkCfbu3Ythw4bV2xzHJ0+eYOzYsbCwsEDfvn1x+fJlHD9+HM7OzgDe/REwbNgwtG3bFsHBwViwYMEXPTyIEEJI/ejcuTPc3d0REBBQbb6xY8fC3NwcBw4ckFqIsRLDMAgLC8O2bduQmZkpdb5yikrbtm1lXt+2bVvONBZHR0d2CGxCQgKEQiF0dHTQu3dvNl0sFsPExETqi/qPxfK5o9ViP1O///47Xrx4AR8fH6mVWl1dXSESiTgTme/cuSNVhrW1NXx9ffHHH3+gb9+++PHHH/H1119DXV0dycnJWLFiBUQiEbKzsxWqqzqvXr3i9HAB73o6mjVrxr7OysqS2pezTZs2nMWF3vf3339L5W/dujX8/Pzg4+MDS0tLODs7o7i4GOvXr8eLFy8wYcIEAO9+QKOiouDk5IRevXphwYIFsLS0RFFREX777TecOHGCM680Pz9fKn51dfUqYwsLC4OLi0u1z0QeW7duRUpKCoYPHw4zMzOUlJRg165duHnzpsILB4lEInTr1g29e/eWOvfVV19BJBLJ3FOSz+dj6dKlmDZtGifdyMgIa9aswcyZM/H8+XN4e3vDxMQEz58/Z1cUrWzM1XeMVal8396+fYu7d+8iODgYQqGQ80tAIpFIvbfAu0VsKhtSBQUFUp81bW1tdl5hVZ/F9z/fgPyfOyMjI6xcuRL+/v7g8/kYM2YMGjdujF9//RXz58+Hv7//Rxcmevr0qVRM+vr6aNGiRbXXVT4PiUSC/Px8JCYmIiQkBAKBAGFhYdVeWxsfG2ofFhZWr/UTQgj591i2bBnatm2LEydOQFdXV2aeIUOGIDY2FocOHYKbm1uVZbm4uODrr7/GokWLsHfvXpl55J32UrkwUVlZGcRiMRwcHAAA9vb22Lp1K4B3jcsPey0VieVzRT2XnymRSAQnJyepxh7wrsGXnJyM69evs2mjRo1Cp06dOMfjx4/B4/Fw8uRJzJ07F1u3bkX37t3x1VdfYd26dfjhhx9gY2OjcF3V2b59O/T19TnHhz0vfn5+UrHK6lmttHr1aqn8f/zxBzw8PLBjxw5ERkaiS5cu6N+/P/Ly8hAfH8/5w7pbt25ITk6Gubk5Jk6ciLZt22LIkCG4efMmIiIiOHV99913UvFX17jr06cP+vTpI3MhHEV069YNRUVFmDx5MqytrWFvb4+kpCTExsbC3t5e7nLevHmD3bt3w9XVVeZ5V1dX7Nq1C2VlZTLPjxs3TubCKTNmzMCJEyfw9OlTjBgxAm3atMHAgQORlZWFY8eOoV27dp8sRlkq37dWrVrBw8MD1tbW+PPPPzlDcQsLC6XeW319fc6cBrFYLPVZe79nuqrPoizyfu58fX1x+PBhJCQkoGvXrrCxscHevXuxefNmuXrs9u7dKxXT9u3bP3pd5fNo2bIlevToga1bt2LcuHG4du2azAWGCCGEkPqmoaHx0SlP7zMzM8PEiRMxb968Kht+CxYswOLFizF69Gjs37+/2vrDwsKwb98+qb9LK0fEpaeny7wuPT2dM42lcuGgy5cvIy4ujv1bzt7eHhcvXsTz589x8eJF9OnTR+FYPneM5EteeYIQQkiDKiwshEAgQEFBgcLzLwkhhNS9kpISZGVlwcTEBHw+n02v6fYgNXV+xnmFr5kzZw5OnDiB1NRUTvrYsWORm5uLkydPIigoCLGxseyoncePH8PMzAzTpk3DypUrkZWVBWNjY2RnZ8PExATXrl1Dx44dsXz5cgQFBWH37t0YOXIkAEjlAd5NeyosLMTjx48xbNgwBAUFQSKRwMrKCmpqarh48SJn6khqaio6deqE0NBQzhBdIyMjjB49GmvWrEFOTg7b8WFmZoZRo0YhJCQEf//9N7vgobyxKKKqzwJQf7+/aVgsIYQQQgghpMFNmTIFGzZswA8//IAJEyaAx+Phjz/+X3v3HldT9v8P/LVP6XQx3UQXl1xKijQyhjTkki4GYUw+9KDGDIMad5PGkHggDAaDYcZtxgwzfOQ67sklCSnXnKGPNOhiEMXQbf3+8Gt/7TkhkqjX8/E4j8fZa629zlqr1Tnnffbea+/AunXrsG3bthL3sbS0xJgxY557Oc3EiROho6ODgIAAFBUVPXVNg+nTp6Np06aKs58kScKKFSvQpUsXfPTRRwgLC4OVlRXi4+MxduxYuLm5ad2fs2PHjliyZAns7OwUZ9R5eHhg0aJF8sI/z1JSW950b09LiYiIiIjopbzMkcTXrWHDhjh06BAmTpwIT09P5OXloUmTJtiwYQN8fHyeut+4ceOwdOlS+TYfTzNhwgSoVCoMGDAAQgi0bdtWq0zjxo0xaNAgLF++XJHetm1bHDt2DBEREfD19UVOTg7q1auHwMBAhIWFaS0W1LFjR/z000/y9ZbFPDw8sGrVKvTv3/85o/H0trzJeFosERG9tOLTat6f9T50DZ79e+Xb8MWGiOht96xTIalqqYjTYrmgDxEREREREZUZg0siordY/fr1tVY9fpMtXboUzZs3h7GxMYyNjeHm5oadO3fK+SkpKejVqxdq1qwJY2Nj+Pv7IzMzswJbTERERKXF4JKI3hpBQUGQJAmSJKFatWqwtLREly5dsHLlShQVFWmVP3r0KLp27QozMzPo6+vD2dkZ8+bNQ2FhoaKcJEnQ19fH1atXFek9e/ZEUFCQIi0jIwMjR46EnZ0d9PX1YWlpCXd3dyxduhQPHjwodV9SU1MhSZLiHpU5OTno2LEjnJyccO3atVLVc+LECQwZMqTUr1vR6tSpg8jISCQkJODkyZPo1KkT/Pz8cP78edy/fx9eXl6QJAnR0dGIjY1FXl4eunfvXuLfl4iIiN4sXNCHiN4qPj4+WLVqFQoLC5GZmYldu3Zh5MiR2LhxI7Zu3SqvqBYVFQV/f3988sknOHDgAExNTbFv3z58+eWXiIuLw++//w5JkuR6JUnC5MmTsWbNmqe+9v/+9z+4u7vD1NQUM2bMgLOzM9RqNc6ePYvly5ejdu3a6NGjx0v16+bNm/D19YVKpcLhw4dRo0aNUu1Xs2bNl3q9itK9e3fF9vTp07F06VIcO3YM169fR2pqKhITE+XrP9asWQMzMzNER0fD09OzIppMREREpcQjl0T0VlGr1bCyskLt2rXh6uqKr776Clu2bMHOnTuxevVqAMD9+/cxePBg9OjRA8uXL8e7776L+vXr47PPPsOaNWuwceNGrRsph4SEYO3atTh37txTX3v48OHQ1dXFyZMn4e/vD0dHRzRs2BB+fn7YsWOHVuBUWn/99RfatWsHExMTREdHy4FlSkoK/Pz8YGlpierVq6NVq1bYt2+fYt8nT4sdN24cunXrJud9++23kCQJu3btktPs7Ozw448/AgA6dOigtXR6SUdry0thYSHWr1+P+/fvw83NDY8ePYIkSYoV9/T19aFSqXDkyJHX0iYiosqCa3ZSRcwBBpdE9Nbr1KkTXFxcsGnTJgDAnj17cOvWLYwbN06rbPfu3dG4cWOsW7dOke7u7o5u3bphwoQJJb7GrVu3sGfPHgQHB8PIyKjEMk8eCS0tjUYDd3d3ODk54Y8//kD16tXlvNzcXHTt2hX79+9HYmIifHx80L17d6SlpZVYl4eHB44cOSKf9nvw4EFYWFggJiYGAHD9+nWkpKRoLYv+Ih49eoR79+4pHi/q7NmzqF69OtRqNYYOHYqoqCg4OTmhTZs2MDIyQmhoKB48eID79+9j3LhxKCwsRHp6+ku3mYioKqlWrRoAvNClGlQ5Fc+B4jnxOvC0WCKqFJo0aYIzZ84AAP78808AgKOj41PLFpd50syZM9G8eXMcPnwY7dq1U+RdvnwZQgg4ODgo0i0sLOT7agUHB2PWrFkv1O6BAwfC3d0dGzZsgI6OjiLPxcUFLi4u8va0adMQFRWFrVu3IiQkRKuudu3aIScnB4mJiWjZsiUOHTqE8ePHY/PmzQCAmJgY1K5dG3Z2di/UxifNnDkTERERL70/ADg4OCApKQl3797Fxo0bERgYiIMHD8LJyQkbNmzAsGHDsHDhQqhUKvTr1w+urq5QqfhbKBFRaejo6MDU1BRZWVkAAENDw5f68ZPeXkIIPHjwAFlZWTA1NdX6flGeGFwSUaUghND68HzR00GcnJwwcOBATJgwAbGxpbsn4/Hjx1FUVISAgAA8evTohV4PAHr06IHNmzdj06ZN+PjjjxV5ubm5mDJlCnbs2IH09HQUFBTgn3/+eeqRS1NTU7i4uCAmJgZ6enrQ09PDkCFDEB4ejtzcXBw8eBAeHh4v3MYnhYWFYcyYMfL2vXv3ULdu3ReqQ09PTw5wW7ZsiRMnTmDBggVYtmwZvLy8kJKSgr///hu6urowNTWFlZUVGjZsWKZ2ExFVJVZWVgAgB5hUNRV/hr5ODC6JqFJITk5GgwYNAACNGzeW09q2bVtiWScnpxLriYiIQOPGjeWjfcXs7OwgSRI0Go0ivTjoMTAweKl2T5w4Ec2bN0f//v0hhIC/v7+cN27cOOzduxfffPMN7OzsYGBggD59+iAvL++p9XXo0AExMTFQq9Xw8PCAubk5HB0dceTIERw8eBBjx46Vy6pUKq0APD8//5ntVavVimsiX4WioiKtwNzCwgIAEB0djaysrJdeKImIqCqSJAnW1taoVavWc9/XqXKqVq3aaz1iWYzBJRG99aKjo3H27FmMHj0aAODl5QVzc3PMnTtXK7jcunUrLl26hGnTppVYV926dRESEoKvvvoKjRo1ktNr1KiBLl264LvvvsMXX3zx1OsuX8akSZOgUqkQEBAAIQT69u0LAIiNjUVQUBB69eoF4PGRzNTU1GfW5eHhgZUrV0JXVxc+Pj4AHgec69atw59//qm43rJmzZqKaxkLCwtx7tw5dOzY8ZX17d/CwsLg6+uLevXqIScnB7/++itiYmKwe/duAMCqVavg6OiImjVrIi4uDiNHjsTo0aO1TkcmIqLn09HRqZAAg6ouXsRCRG+VR48eISMjA9evX8epU6cwY8YM+Pn5oVu3bhg4cCAAwMjICMuWLcOWLVswZMgQnDlzBqmpqVixYgWCgoLQp08fxRHCfwsLC8ONGze0VmZdsmQJCgoK8N577+G3335DcnIyNBoN1q5di4sXL5bpA3zixImYNm0aAgIC5MWG7O3tsWnTJiQlJeH06dPo37//c+/32L59e+Tk5GD79u1yINmhQwf88ssvsLa2lo/qAo8XQtqxYwd27NiBixcvYtiwYcjOzn7pPpRGVlYWBg4cCAcHB3Tu3BknTpzA7t270aVLFwCPFzjq2bMnHB0dMXXqVEycOBHffPNNubaJiIiIXg0euSSit8quXbtgbW0NXV1dmJmZwcXFBQsXLkRgYKBi0Zc+ffrgwIEDmD59Otq1a4eHDx/C3t4eEydOxKhRo565uIG5uTlCQ0Px1VdfKdIbNWqExMREzJgxA2FhYbh27RrUajWcnJwwbtw4DB8+XC4bFBSE1NRUeaXW0pgwYQJUKhUGDBgAIQTmzZuHQYMGoW3btrCwsEBoaOhzV2c1MzODs7MzMjMz0aRJEwCPA86ioiKt6y0HDRqE06dPY+DAgdDV1cXo0aPL9aglAKxYseKZ+ZGRkYiMjCzXNhAREVH5kARvgkNE9Mp5eHigY8eOmDJlSkU3pVzdu3cPJiYmuHv3LoyNjSu6OURERFQK5fX5zSOXRESv2N27d5GSkoIdO3ZUdFPKXfHvky9zv0siIiKqGMWf26/6OCODSyKiV8zExATXrl2r6Ga8Frdu3QKAF74dCREREVW8nJwcmJiYvLL6GFwSEdFLMzc3BwCkpaW90g+nt1XxfT//+usvnib8/3FMlDge2jgmShwPbRwTpVcxHkII5OTkwMbG5pW2jcElERG9tOJFlExMTPiB/wRjY2OOx79wTJQ4Hto4JkocD20cE6Wyjkd5/CjMW5EQERERERFRmTG4JCIiIiIiojJjcElERC9NrVYjPDwcarW6opvyRuB4aOOYKHE8tHFMlDge2jgmSm/yePA+l0RERERERFRmPHJJREREREREZcbgkoiIiIiIiMqMwSURERERERGVGYNLIiIiIiIiKjMGl0RE9FIWL16M+vXrQ19fH61bt8bx48cruknlYubMmWjVqhXeeecd1KpVCz179oRGo1GU6dChAyRJUjyGDh2qKJOWloYPP/wQhoaGqFWrFsaPH4+CgoLX2ZVXZsqUKVr9bdKkiZz/8OFDBAcHo0aNGqhevTo++ugjZGZmKuqoTONRv359rfGQJAnBwcEAqsb8OHToELp37w4bGxtIkoTNmzcr8oUQmDx5MqytrWFgYABPT09cunRJUeb27dsICAiAsbExTE1N8emnnyI3N1dR5syZM2jXrh309fVRt25dzJ49u7y79lKeNR75+fkIDQ2Fs7MzjIyMYGNjg4EDB+LGjRuKOkqaV5GRkYoyb8t4AM+fI0FBQVr99fHxUZSpKnMEQInvKZIkYc6cOXKZN3GOMLgkIqIX9ttvv2HMmDEIDw/HqVOn4OLiAm9vb2RlZVV00165gwcPIjg4GMeOHcPevXuRn58PLy8v3L9/X1Fu8ODBSE9Plx9PfoAXFhbiww8/RF5eHo4ePYo1a9Zg9erVmDx58uvuzivTtGlTRX+PHDki540ePRrbtm3Dhg0bcPDgQdy4cQO9e/eW8yvbeJw4cUIxFnv37gUAfPzxx3KZyj4/7t+/DxcXFyxevLjE/NmzZ2PhwoX4/vvvER8fDyMjI3h7e+Phw4dymYCAAJw/fx579+7F9u3bcejQIQwZMkTOv3fvHry8vGBra4uEhATMmTMHU6ZMwfLly8u9fy/qWePx4MEDnDp1CpMmTcKpU6ewadMmaDQa9OjRQ6vs1KlTFfPmiy++kPPepvEAnj9HAMDHx0fR33Xr1inyq8ocAaAYh/T0dKxcuRKSJOGjjz5SlHvj5oggIiJ6Qe+//74IDg6WtwsLC4WNjY2YOXNmBbbq9cjKyhIAxMGDB+U0Dw8PMXLkyKfu88cffwiVSiUyMjLktKVLlwpjY2Px6NGj8mxuuQgPDxcuLi4l5mVnZ4tq1aqJDRs2yGnJyckCgIiLixNCVL7x+LeRI0eKRo0aiaKiIiFE1ZsfAERUVJS8XVRUJKysrMScOXPktOzsbKFWq8W6deuEEEJcuHBBABAnTpyQy+zcuVNIkiSuX78uhBBiyZIlwszMTDEmoaGhwsHBoZx7VDb/Ho+SHD9+XAAQV69eldNsbW3F/Pnzn7rP2zoeQpQ8JoGBgcLPz++p+1T1OeLn5yc6deqkSHsT5wiPXBIR0QvJy8tDQkICPD095TSVSgVPT0/ExcVVYMtej7t37wIAzM3NFem//PILLCws0KxZM4SFheHBgwdyXlxcHJydnWFpaSmneXt74969ezh//vzrafgrdunSJdjY2KBhw4YICAhAWloaACAhIQH5+fmK+dGkSRPUq1dPnh+VcTyK5eXlYe3atRg0aBAkSZLTq9r8eNKVK1eQkZGhmBMmJiZo3bq1Yk6Ymprivffek8t4enpCpVIhPj5eLtO+fXvo6enJZby9vaHRaHDnzp3X1JvycffuXUiSBFNTU0V6ZGQkatSogRYtWmDOnDmKU6Ur43jExMSgVq1acHBwwLBhw3Dr1i05ryrPkczMTOzYsQOffvqpVt6bNkd0y6VWIiKqtP7++28UFhYqvggDgKWlJS5evFhBrXo9ioqKMGrUKLi7u6NZs2Zyev/+/WFrawsbGxucOXMGoaGh0Gg02LRpEwAgIyOjxPEqznvbtG7dGqtXr4aDgwPS09MRERGBdu3a4dy5c8jIyICenp7Wl2RLS0u5r5VtPJ60efNmZGdnIygoSE6ravPj34r7UFIfn5wTtWrVUuTr6urC3NxcUaZBgwZadRTnmZmZlUv7y9vDhw8RGhqKfv36wdjYWE4fMWIEXF1dYW5ujqNHjyIsLAzp6emYN28egMo3Hj4+PujduzcaNGiAlJQUfPXVV/D19UVcXBx0dHSq9BxZs2YN3nnnHcXlBcCbOUcYXBIREZVScHAwzp07p7i+EIDimh9nZ2dYW1ujc+fOSElJQaNGjV53M8udr6+v/Lx58+Zo3bo1bG1t8fvvv8PAwKACW1bxVqxYAV9fX9jY2MhpVW1+UOnl5+fD398fQggsXbpUkTdmzBj5efPmzaGnp4fPP/8cM2fOhFqtft1NLXf/+c9/5OfOzs5o3rw5GjVqhJiYGHTu3LkCW1bxVq5ciYCAAOjr6yvS38Q5wtNiiYjohVhYWEBHR0dr9c/MzExYWVlVUKvKX0hICLZv344DBw6gTp06zyzbunVrAMDly5cBAFZWViWOV3He287U1BSNGzfG5cuXYWVlhby8PGRnZyvKPDk/Kut4XL16Ffv27cNnn332zHJVbX4U9+FZ7xlWVlZaC4IVFBTg9u3blXbeFAeWV69exd69exVHLUvSunVrFBQUIDU1FUDlG49/a9iwISwsLBT/J1VtjgDA4cOHodFonvu+ArwZc4TBJRERvRA9PT20bNkS+/fvl9OKioqwf/9+uLm5VWDLyocQAiEhIYiKikJ0dLTWKUYlSUpKAgBYW1sDANzc3HD27FnFF6PiL5NOTk7l0u7XKTc3FykpKbC2tkbLli1RrVo1xfzQaDRIS0uT50dlHY9Vq1ahVq1a+PDDD59ZrqrNjwYNGsDKykoxJ+7du4f4+HjFnMjOzkZCQoJcJjo6GkVFRXIw7ubmhkOHDiE/P18us3fvXjg4OLx1pzsWB5aXLl3Cvn37UKNGjefuk5SUBJVKJZ8aWpnGoyTXrl3DrVu3FP8nVWmOFFuxYgVatmwJFxeX55Z9I+ZIuS0VREREldb69euFWq0Wq1evFhcuXBBDhgwRpqamitUuK4thw4YJExMTERMTI9LT0+XHgwcPhBBCXL58WUydOlWcPHlSXLlyRWzZskU0bNhQtG/fXq6joKBANGvWTHh5eYmkpCSxa9cuUbNmTREWFlZR3SqTsWPHipiYGHHlyhURGxsrPD09hYWFhcjKyhJCCDF06FBRr149ER0dLU6ePCnc3NyEm5ubvH9lGw8hHq+YXK9ePREaGqpIryrzIycnRyQmJorExEQBQMybN08kJibKq59GRkYKU1NTsWXLFnHmzBnh5+cnGjRoIP755x+5Dh8fH9GiRQsRHx8vjhw5Iuzt7UW/fv3k/OzsbGFpaSkGDBggzp07J9avXy8MDQ3FsmXLXnt/n+dZ45GXlyd69Ogh6tSpI5KSkhTvK8Wreh49elTMnz9fJCUliZSUFLF27VpRs2ZNMXDgQPk13qbxEOLZY5KTkyPGjRsn4uLixJUrV8S+ffuEq6ursLe3Fw8fPpTrqCpzpNjdu3eFoaGhWLp0qdb+b+ocYXBJREQvZdGiRaJevXpCT09PvP/+++LYsWMV3aRyAaDEx6pVq4QQQqSlpYn27dsLc3NzoVarhZ2dnRg/fry4e/euop7U1FTh6+srDAwMhIWFhRg7dqzIz8+vgB6VXd++fYW1tbXQ09MTtWvXFn379hWXL1+W8//55x8xfPhwYWZmJgwNDUWvXr1Eenq6oo7KNB5CCLF7924BQGg0GkV6VZkfBw4cKPH/JDAwUAjx+HYkkyZNEpaWlkKtVovOnTtrjdWtW7dEv379RPXq1YWxsbH45JNPRE5OjqLM6dOnxQcffCDUarWoXbu2iIyMfF1dfCHPGo8rV6489X3lwIEDQgghEhISROvWrYWJiYnQ19cXjo6OYsaMGYpAS4i3ZzyEePaYPHjwQHh5eYmaNWuKatWqCVtbWzF48GCtHyyryhwptmzZMmFgYCCys7O19n9T54gkhBDlc0yUiIiIiIiIqgpec0lERERERERlxuCSiIiIiIiIyozBJREREREREZUZg0siIiIiIiIqMwaXREREREREVGYMLomIiIiIiKjMGFwSERERERFRmTG4JCIiIiIiojJjcElERET0mqSmpkKSJCQlJVV0U2QXL15EmzZtoK+vj3fffbeim0NEbzEGl0RERFRlBAUFQZIkREZGKtI3b94MSZIqqFUVKzw8HEZGRtBoNNi/f39FN+eFSZKEzZs3v/J6Y2JiIEkSsrOzX3ndRJUVg0siIiKqUvT19TFr1izcuXOnopvyyuTl5b30vikpKfjggw9ga2uLGjVqvMJWEVFVw+CSiIiIqhRPT09YWVlh5syZTy0zZcoUrVNEv/32W9SvX1/eDgoKQs+ePTFjxgxYWlrC1NQUU6dORUFBAcaPHw9zc3PUqVMHq1at0qr/4sWLaNu2LfT19dGsWTMcPHhQkX/u3Dn4+vqievXqsLS0xIABA/D333/L+R06dEBISAhGjRoFCwsLeHt7l9iPoqIiTJ06FXXq1IFarca7776LXbt2yfmSJCEhIQFTp06FJEmYMmXKU+uZPXs27OzsoFarUa9ePUyfPl3OP3v2LDp16gQDAwPUqFEDQ4YMQW5u7tOGF8D/jfGyZctQt25dGBoawt/fH3fv3pXLnDhxAl26dIGFhQVMTEzg4eGBU6dOyfnFf49evXpBkiTF32fLli1wdXWFvr4+GjZsiIiICBQUFCj6/uOPP6JXr14wNDSEvb09tm7dCuDx6csdO3YEAJiZmUGSJAQFBQEANm7cCGdnZ7mvnp6euH///jP7SlRVMLgkIiKiKkVHRwczZszAokWLcO3atTLVFR0djRs3buDQoUOYN28ewsPD0a1bN5iZmSE+Ph5Dhw7F559/rvU648ePx9ixY5GYmAg3Nzd0794dt27dAgBkZ2ejU6dOaNGiBU6ePIldu3YhMzMT/v7+ijrWrFkDPT09xMbG4vvvvy+xfQsWLMDcuXPxzTff4MyZM/D29kaPHj1w6dIlAEB6ejqaNm2KsWPHIj09HePGjSuxnrCwMERGRmLSpEm4cOECfv31V1haWgIA7t+/D29vb5iZmeHEiRPYsGED9u3bh5CQkOeO3+XLl/H7779j27Zt2LVrFxITEzF8+HA5PycnB4GBgThy5AiOHTsGe3t7dO3aFTk5OQAeB58AsGrVKqSnp8vbhw8fxsCBAzFy5EhcuHABy5Ytw+rVqxUBMQBERETA398fZ86cQdeuXREQEIDbt2+jbt26+O9//wsA0Gg0SE9Px4IFC5Ceno5+/fph0KBBSE5ORkxMDHr37g0hxHP7SlQlCCIiIqIqIjAwUPj5+QkhhGjTpo0YNGiQEEKIqKgo8eTXovDwcOHi4qLYd/78+cLW1lZRl62trSgsLJTTHBwcRLt27eTtgoICYWRkJNatWyeEEOLKlSsCgIiMjJTL5Ofnizp16ohZs2YJIYSYNm2a8PLyUrz2X3/9JQAIjUYjhBDCw8NDtGjR4rn9tbGxEdOnT1ektWrVSgwfPlzednFxEeHh4U+t4969e0KtVosffvihxPzly5cLMzMzkZubK6ft2LFDqFQqkZGR8dR6w8PDhY6Ojrh27ZqctnPnTqFSqUR6enqJ+xQWFop33nlHbNu2TU4DIKKiohTlOnfuLGbMmKFI+/nnn4W1tbViv6+//lrezs3NFQDEzp07hRBCHDhwQAAQd+7ckcskJCQIACI1NfWp/SKqynjkkoiIiKqkWbNmYc2aNUhOTn7pOpo2bQqV6v++TllaWsLZ2Vne1tHRQY0aNZCVlaXYz83NTX6uq6uL9957T27H6dOnceDAAVSvXl1+NGnSBMDj6yOLtWzZ8pltu3fvHm7cuAF3d3dFuru7+wv1OTk5GY8ePULnzp2fmu/i4gIjIyPFaxQVFUGj0QCAoi9Dhw6Vy9WrVw+1a9eWt93c3BT7ZWZmYvDgwbC3t4eJiQmMjY2Rm5uLtLS0Z7b59OnTmDp1quJ1Bw8ejPT0dDx48EAu17x5c/m5kZERjI2Ntf5WT3JxcUHnzp3h7OyMjz/+GD/88EOlunaXqKx0K7oBRERERBWhffv28Pb2RlhYmHw9XTGVSqV1qmN+fr5WHdWqVVNsS5JUYlpRUVGp25Wbm4vu3btj1qxZWnnW1tby8yeDufJkYGBQ5jqevPWKsbFxqfcLDAzErVu3sGDBAtja2kKtVsPNze25Cxjl5uYiIiICvXv31srT19eXn7/o30pHRwd79+7F0aNHsWfPHixatAgTJ05EfHw8GjRoUOp+EVVWPHJJREREVVZkZCS2bduGuLg4RXrNmjWRkZGhCDBf5b0pjx07Jj8vKChAQkICHB0dAQCurq44f/486tevDzs7O8XjRQJKY2Nj2NjYIDY2VpEeGxsLJyenUtdjb28PAwODp96mxNHREadPn1YsahMbGwuVSgUHBwcAUPShVq1acrm0tDTcuHFD3j527Jhiv9jYWIwYMQJdu3ZF06ZNoVarFQsbAY8DxMLCQkWaq6srNBqN1vjZ2dkpjjQ/i56eHgBo1S1JEtzd3REREYHExETo6ekhKiqqVHUSVXYMLomIiKjKcnZ2RkBAABYuXKhI79ChA27evInZs2cjJSUFixcvxs6dO1/Z6y5evBhRUVG4ePEigoODcefOHQwaNAgAEBwcjNu3b6Nfv344ceIEUlJSsHv3bnzyySdagc7zjB8/HrNmzcJvv/0GjUaDCRMmICkpCSNHjix1Hfr6+ggNDcWXX36Jn376CSkpKTh27BhWrFgBAAgICIC+vj4CAwNx7tw5HDhwAF988QUGDBggL/rzrLoDAwNx+vRpHD58GCNGjIC/vz+srKwAPA5sf/75ZyQnJyM+Ph4BAQFaR1Lr16+P/fv3IyMjQz5FdfLkyfjpp58QERGB8+fPIzk5GevXr8fXX39d6n7b2tpCkiRs374dN2/eRG5uLuLj4zFjxgycPHkSaWlp2LRpE27evCn/MEBU1TG4JCIioipt6tSpWqdCOjo6YsmSJVi8eDFcXFxw/Pjxp66k+jIiIyMRGRkJFxcXHDlyBFu3boWFhQUAyEcbCwsL4eXlBWdnZ4waNQqmpqalPupWbMSIERgzZgzGjh0LZ2dn7Nq1C1u3boW9vf0L1TNp0iSMHTsWkydPhqOjI/r27Stfm2hoaIjdu3fj9u3baNWqFfr06YPOnTvju+++e269dnZ26N27N7p27QovLy80b94cS5YskfNXrFiBO3fuwNXVFQMGDMCIESMURz4BYO7cudi7dy/q1q2LFi1aAAC8vb2xfft27NmzB61atUKbNm0wf/582NralrrPtWvXRkREBCZMmABLS0uEhITA2NgYhw4dQteuXdG4cWN8/fXXmDt3Lnx9fUtdL1FlJol/X1BARERERFTOpkyZgs2bN7/S042JqGLxyCURERERERGVGYNLIiIiIiIiKjOeFktERERERERlxiOXREREREREVGYMLomIiIiIiKjMGFwSERERERFRmTG4JCIiIiIiojJjcElERERERERlxuCSiIiIiIiIyozBJREREREREZUZg0siIiIiIiIqs/8HoLE8LfQMbnsAAAAASUVORK5CYII=\n"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<matplotlib.legend.Legend at 0x16962050640>"
},
"execution_count": 198,
"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_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": 199,
"outputs": [
{
"data": {
"text/plain": "<matplotlib.legend.Legend at 0x169069f7fd0>"
},
"execution_count": 156,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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tFiepPBETExNERkYiNjZWar1Fx/379wEAL168QEBAAIyNjaGkpAQDAwOMHj0aDx8+5OQteo6qXhuRyZMng8fjie2B9OjRI4wePRoGBgZQUlKCsbEx/P39kZeXx0lX/T7o6upi8ODBePDgAZtG9OyI9mOs/rk6addAWVlZYvqq11Z06OjooFevXrh69apY2osXL6JTp05QU1ND48aNMWjQIImjPiYmJmx+KioqMDExwZAhQ/Dnn39KrUdVt2/fxqhRo9C0aVPw+XyYmprC29sbaWlpnHSHDx+Gk5MTNDQ0oKqqirZt24r9jEri7OyMgIAAqddA0pGcnMy5vvLy8mjQoAEcHR0RHBwMoVAoU9vIuzl27Bh8fX1ha2sLOzs7xMbG4uHDh7h06RIAQF5eHnp6epwjMTERQ4YMgbq6OgDg+PHjuHHjBrZv3w57e3v07NkTS5cuxfr161FSUlKfzSOEEPKNo87lF0BZWRkrVqzgdKxkdffuXWzbtq3GNAcOHED79u1RWFiIuLg4ZGZm4tixYxg4cCAWLFgg9sfmyZMnkZOTg+zsbCxZsgQhISGIjo5m41NTU+Ho6IiSkhIcOXIEWVlZCAkJQWxsLNzc3Gr84+fFixdo3749YmJiMHPmTJw/fx6XL19GSEgI0tPTER8fz0k/duxYsW/5V65cyUkTExMjlmbAgAFS6xAUFARDQ0NMnjyZDSstLcXIkSPh4+ODPn361Hg9o6KiMHXqVJw+fRpPnjypMa0knp6enLp26NBBrJ2GhobstTp58iQ2bdqE27dvIyEhAbdv30bbtm1x9+5dTr6GhoZISEjAmzdv2LC3b98iPj4eRkZGnLR3795FmzZtkJ2djZ07d+L27dvYtGkTTp06hQ4dOoh1vEX1e/LkCQ4cOIBHjx7Bx8enzm2vSlNTU+y+Ve2wSnPr1i3k5OTgjz/+QHFxMTvCU5Wnpyc0NDSQlpaGpKQkuLi4SM0vODgYOTk5uHXrFrZt2wYtLS24uroiJCSkxnqkpaWhdevWyMrKwubNm3Hjxg0kJibC2toagYGBbLp169ahf//+6NSpE86fP49//vkHXl5emDBhAmbOnFlre6vq2LEj53oNGTIEPXr04IR17NgRwP+u77///ouzZ89i3Lhx2LZtG+zt7d/puSXvRvT7tWHDhhLjL126hIyMDPj5+bFh586dQ8uWLaGrq8uGubu7o6CgANevX/+4FSaEEEJqQAv6fAFcXV1x+/ZthIWFiXWcajN16lQsWrQIQ4cOBZ/PF4svKiqCn58fevfujX379nHibGxs4OfnJzYqqa2tDT09PQCAsbExYmJicPnyZTatn58fbGxssG/fPsjJybHpLC0t4eDggIiICMyZM0difefNm4eHDx8iKysLBgYGbLixsTG6d+8uVhdVVVW2LtJoaWnVmqYqBQUFbNu2DQ4ODvjtt98waNAghISEID8/HxERETWeW1hYiF27diEtLQ25ubmIjY3FvHnzZC4bAFRUVKCi8r+FUZSUlCS2c/78+Xjy5Alu377NxhkZGeGPP/6AhYUFJk+ejKNHj7Lpv/vuO9y5cwf79u3DsGHDAAD79u2DkZERTE1NOXlPnjwZSkpKOH78OFsXIyMjODg4oFmzZpg/fz42btzIpq9aP319fUyZMgXjx4+vU7ur4/F4dbpvIo0bN2bveUBAAPr164ebN2+iVatWbBo5OTn88MMPsLGxAQDY2tpKzU9DQ4Nzfbt06QJ9fX0sXLgQgwYNgpWVldg5DMPA19cXFhYWSElJYX8OAMDe3h7+/v4AKkeHAwMDERAQgNDQUDZNYGAglJSUMG3aNAwePBiOjo4ytV1JSYlzzVRUVFBcXCzxOla9vvr6+rCxsUHfvn1ha2uL2bNnY/v27RLLKC4uRnFxMfu5oKBAproRcRUVFQgICECnTp3QokULiWmioqJgY2PDfikAALm5uZyOJQD2c25u7serMCGEEFILGrn8AsjLyyM0NBTr1q3Dv//+W6dzAwICUFZWhnXr1kmMP378OPLy8jB79mypeVSdfltdWloaLl26xP7xm5GRgRs3bmDGjBmcP6gBwM7ODq6urti5c6fEvCoqKrBr1y74+PhwOpay1uVDsra2RlhYGCZOnIg//vgDYWFhiImJqXWT2d27d8Pa2hpWVlbw8fFBdHS0WIf4Q6ioqEBCQgKGDRsm1nFQUVHBpEmT8Mcff4iNMI4ePRoxMTHs5+joaIwaNYqT5sWLF/jjjz8wadIkTicXAPT09DBs2DDs2rVLartevHiB3bt3y9wh+liEQiE7/VlJSYkT179/fyxbtoydXlxX/v7+YBgGBw4ckBifkZGB69evIzAwUOznAKj8wgMAfvvtN5SWlkocoRw/fjzU1dWl/rx8DI0bN8awYcNw8OBBsen0ImFhYRAIBOxhaGj4yer3tZk8eTKuXbvGPqfVvXnzBvHx8ZxRS0IIIeRzRp3LL8TAgQNhb2+PRYsW1ek8VVVVLFq0CGFhYRLfpcrKygIAzujLxYsXoa6uzh7V3zHs2LEj1NXVoaSkhLZt22LIkCEYMWIEJz/RiFB1NjY2bJrqnj9/jvz8fLGRoNatW7N18fb25sRt2LCBU1d1dXXs2LGDk8bb21ssTfV3EiXx9/dHixYt0KtXL0ycOLHGqZMiUVFR7HTQHj16QCgU4q+//qr1vLoSXauarjPDMLh9+zYn3MfHB2fOnMGDBw/w4MED/P3332LTV7Ozs8EwTI15v3z5Es+fP2fDRPdBTU0N2trauHXrFmeq9LsQCoVi9020oElNmjZtCnV1dWhpaSE+Ph79+vWDtbU1Gy9a/GTSpElwcnLCjRs32Ljw8HCpI0hVNWzYEI0bN5baOc3OzgYATrmSZGVlQSAQQF9fXyxOSUkJZmZmUn9ePhZra2u8evVK7N1akaCgIAiFQvZ49OjRJ63f12LKlCk4fPgwkpKS0LRpU4lpfvvtN7x+/Zr9/Sqip6eHp0+fcsJEn99ltJ8QQgj5UGha7BdkxYoV6Nq1a53fw/Lz80N4eDhWrFjBmXonTatWrdiFViwsLMQWOtm1axdsbGxQWlqKa9euYerUqWjQoAFn0aEPOVqXmJiIkpISzJkzh/O+IAAMGzYM8+fP54RVny4WEREBV1dXTpi0kdGqeDwe5s+fj+TkZCxYsKDW9Ldu3cKFCxeQmJgIoHJ6raenJ6KiouDs7Fzr+e+irtdZR0cHvXv3RmxsLBiGQe/evdGoUaP3zrvqfXj69ClCQ0PRvXt3XLp0CRoaGnWqo4iGhgYuX77MCas+kipJSkoKVFVVkZqaitDQUGzatImNq6iowNy5c7F06VJMmjQJOjo66NKlCw4fPoz27dvj6tWr6Ny5s0z1YxhG6kj6xxit/lREdZfWNj6fL3GKPZENwzCYOnUqEhMTkZycLDYlvaqoqCj069cPOjo6nPAOHTogJCQEz549Q+PGjQEAJ06cgKamJpo3b/5R608IIYTUhDqXX5AuXbrA3d0dQUFBYit71kRBQQEhISHw9fXFlClTOHEWFhYAKjtG7du3B1D5x6O5ubnU/AwNDdl4Gxsb3LlzBz/++CMWL14MS0tLAEBmZiYcHBzEzs3MzGTTVKejowMtLS3Onm8A2MVmNDQ0xFZZFQgENdYVqPwmv7Y00igoKHD+W5OoqCiUlZVxOq4Mw4DP5+Pnn3+GQCBgp9UKhUJ2aqRIfn4+BAKBTPUSXavMzEyJ8ZmZmeDxeBLbPXr0aPY5WL9+vVi8ubk5eDweMjMzMXDgQIl5N2jQgPMHb9X7YG5ujqioKOjr62PXrl0YM2aMTG2qTk5O7p3um6mpKbS0tGBlZYVnz57B09MTp0+fBgA8e/YMubm57LPp5+eHV69ewdXVFVu3bsXevXtx6tSpWsvIy8vD8+fPpXYMRM/4zZs3Jf4cVE0nFArx5MkTsS88SkpKcOfOHZlGzD+kzMxMaGpqQltb+5OW+62YPHky4uPjceDAAWhoaLDvSAoEAs6XJ7dv38bp06fx+++/i+XRvXt3NG/eHMOHD8fKlSuRm5uLBQsWYPLkydTxJ4QQUq9oWuwXZvny5Th06BDOnTtXp/MGDx4MW1tbLFmyhBPevXt3NGzYECtWrHjnOsnLy6OsrAwlJSWwt7eHtbU1IiIiUFFRwUl35coVnDx5Umxqq4icnByGDBmC7du3f3GrVZaVlWHbtm0IDw9HRkYGe1y5cgUGBgbse3MWFhaQk5Njtx0QuXv3LoRCodSOd3WiaxUfHy+2gMebN2+wYcMGuLu7S1yBskePHigpKUFpaSnc3d3F4rW1teHm5oYNGzaIjRTn5uZix44d8PT0rPH9V3l5ebYu9Un0TptoNLlBgwZQUVFhO5tA5XvJc+bMgbe3N7p27Yp27drVmu+aNWsgJycnddVhe3t7NG/eHOHh4WI/BwDYL0k8PDygqKiI8PBwsTSbNm1CUVGR1J+Xj+HZs2eIj4/HgAEDJL4rSt7fxo0bIRQK4ezsDH19ffbYtWsXJ110dDSaNm2K7t27i+UhLy+Pw4cPQ15eHh06dICPjw9GjBiB4ODgT9UMQgghRCIaufzCtGzZEsOGDcPatWvrfO7y5cvFOhPq6urYunUrPD090bt3b0ybNg0WFhYoLCzEsWPHAPyvoyCSl5eH3NxclJWV4erVq1izZg1cXFzYUbmoqCi4ubnBw8MDQUFB0NPTw/nz5xEYGIgOHTpw9uWrLjQ0FMnJyWjXrh2Cg4PRpk0bqKmp4Z9//sG5c+fE3od7/fq1WOeKz+ejQYMG7Of8/HyxNBoaGlBTU2M/X716lTN9k8fjwc7OTmo9qzt8+DBevnwJPz8/sdFHDw8PREVFYcKECdDQ0MCYMWMQGBgIBQUFtGzZEo8ePcKcOXPQvn17zoqQtQkNDcWpU6fg5uaGlStXokWLFrh37x4WLFiA0tJSiaOSQOX9FI14Vr+3Ij///DM6duwId3d3LFu2DKamprh+/TpmzZqFJk2aiG3DUfU+PH36FEuXLoWysrLEP4yrqj5KDfxv5VaGYSSufNm4cWOZOz6qqqoYO3YsFi1ahAEDBoDP58Pf3x9LliyBqqoqevTogdzcXGRkZEBNTQ0pKSm4desW573fV69eITc3F6Wlpbh37x62b9+OrVu3IiwsTOrIKo/HQ0xMDFxdXdG5c2fMnz8f1tbWKCwsxKFDh3D8+HH89ddfMDIywsqVKxEYGAhlZWUMHz4cioqKOHDgAObNm4fAwMBaF0Z6/vy52H6h+vr6YtPDqxNdX4ZhkJ+fj3PnziE0NBQCgUBsX13y4cg6ZTo0NLTG1xiMjY0ljmoSQggh9Ym+mv4CBQcHSxwNqU3Xrl3RtWtXsXcoBw4ciLNnz0JVVRUjRoyAlZUVunbtij///BMJCQli+zq6urpCX18fJiYmGDduHHr16sX51r1jx45ITU2FvLw8evbsCXNzcwQFBWHkyJE4ceJEjdO2tLW1ceHCBYwYMQKrVq1Cu3bt0LJlSyxevBienp745ZdfOOl/+eUXzrf/+vr6YiM9o0aNEktTffXcLl26wMHBgT1at25dp2sbFRUFV1dXidNaPTw8kJaWhn/++QdA5ajXyJEjMWfOHNja2sLX1xetWrXCoUOH6rQarra2NlJTU+Hi4oLx48ejWbNmGDJkCJo1a4aLFy/CzMxM6rmampo1rnxrYWGBtLQ0mJmZsXmOGzcOLi4uOHfunNiIaNX74OLigv/++w+///67xG06qvLy8uJcdwcHB3ZhkoKCArH7pq+vj2fPnsl8jYDKhVMyMzOxZ88eAEBISAgiIiKwZcsWtGrVCkOHDoWhoSHu37+Pdu3aoXfv3vjvv//Y8xcuXAh9fX2Ym5tj+PDhEAqFOHXqlNTtdETatWuHtLQ0mJubY+zYsbCxsUG/fv1w/fp1REZGsukCAgKQmJiIlJQUtGnTBi1atEB8fDw2btyIn376qdb2xcfHi13D6j8nkoiub5MmTdChQwds3rwZI0eORHp6usQFhgghhBBCasNjvuSVJwghhNSrgoICCAQCCIXCWrfqIYQQQsjn4WP9+00jl4QQQgghhBBC3ht1LgkhhBBCCCGEvDda0IcQQsh7e7S8PTSUJS8Q9SUzWni1vqtACCGEfDFo5JIQQgipQVhYGNq2bQsNDQ00btwYAwYMEFvp+O3bt5g8eTK0tbWhrq4ODw8PdnGq6vLy8tC0aVPweDyxvXsJIYSQLxl1LgkhhJAa/PXXX5g8eTJSU1Nx4sQJlJaWonv37igqKmLTTJ8+HYcOHcKePXvw119/4cmTJ/jhhx8k5ufn54dWrVp9quoTQgghn0y9dS55PF6Nx+LFi9m01tbW4PP5Eve8c3Z2ZvdNnDt3LqytrTnxN2/eBI/Hg6+vLyc8NjYWfD6fs8n7zp07IS8vj8mTJ4uVk5ycDB6PB1tbW5SXl3PitLS0EBsbK7Wtr1+/RlBQEJo1awZlZWXo6OjAyckJBw4c4LRD0nWYMGGC2DVLTU3l5F9cXAxtbW3weDwkJydz0u/fv5+TNikpCb169YK2tjZUVVXRvHlzBAYG4vHjx2ya8vJyREREoGXLllBWVkaDBg3Qs2dP/P3332LXkMfjoUePHpzw/Px8iXURHWpqarCwsICvry8uXboklqeWlpbE6yipPXv37oWzszMEAgHU1dXRqlUrBAcH48WLF1KvqehwdnZm8zl79ix69eqFBg0aQFlZGS1btsTq1avF7nXV8zU1NdG2bVvOfZSmrvdOZPz48ZCXl2e30ahq8eLFYs8IAGRkZIDH4+H+/fsA/vfsShohMTEx4WyLIek6ff/995xzavp5BGp+xnx9fWu8JyYmJhLrVbXN9vb27Oeq+SkqKsLU1BSzZ8/G27dvOedVf3Z4PB6UlZXx4MEDTroBAwaI/a7Izc2Fv78/zM3NoaysDF1dXXTq1AkbN27E69evJV4DkYKCAnaPS2VlZejp6cHV1RX79u3j7Hd4/fp1DBkyBDo6OuDz+bC0tMTChQtrzb/69RC1rbbfrffv3+eEaWhowNbWFpMnT0Z2dnaNZX6Ljh07Bl9fX9ja2sLOzg6xsbF4+PAh+/tLKBQiKioKq1evRteuXdG6dWvExMTg7NmzYj/zGzduRH5+PmbOnFkfTSGEEEI+qnrrXObk5LBHZGQkNDU1OWGif3jPnDmDN2/eYNCgQYiLi6sxTxcXF9y6dYvzR29SUhIMDQ3F/nBPSkpC+/btoaKiwoZFRUVh9uzZ2Llzp9gfpyJ3797Ftm3b6tTWCRMmYN++fVi3bh1u3ryJY8eOYdCgQcjLy+OkGzt2LOca5OTkYOXKlZw0hoaGiImJ4YQlJiZCXV291nps3rwZrq6u0NPTw969e3Hjxg1s2rQJQqEQ4eHhACo3+Pby8kJwcDD8/f2RmZmJ5ORkGBoawtnZWaxzp6CggJMnTyIpKanW8mNiYpCTk4Pr169j/fr1KCwshKOjY52vp8j8+fPh6emJtm3b4ujRo7h27RrCw8Nx5coV/Prrr9i3bx97HS9cuAAAOHnyJBu2b98+AJXXz8nJCU2bNkVSUhJu3rwJf39/LFu2DF5eXmKbnovakZaWhk6dOmHQoEG4erX297Lqeu9ev36NhIQEzJ49G9HR0RLTKCsrIyoq6oN2CETtEx0HDx5k42r7eaztGVuzZg0n7+rlXbx4sc717dGjB3JycnD37l1ERERg8+bNWLRoUa3n8Xg8LFy4sMY0d+/ehYODA44fP47Q0FCkp6fj3LlzmD17Ng4fPoyTJ09KPTc/Px8dO3bEtm3bEBQUhMuXL+P06dPw9PTE7NmzIRQKAQCpqalwdHRESUkJjhw5gqysLISEhCA2NhZubm4oKSmp0/WQ9Xcr8L+fhytXriA0NBSZmZmws7PDqVOn6lTmt0Z070T7vV66dAmlpaVwdXVl01hbW8PIyAjnzp1jw27cuIHg4GBs27YNcnI0cYgQQsjXp94W9NHT02P/XyAQgMfjccJEoqKiMHToUDg5OcHf37/Gjcu///57KCoqIjk5GV5eXgAqR20mT56MkJAQ3L9/nx0ZSU5OxqhRo9hz7927h7Nnz2Lv3r1ISkrCvn37MHToULEypk6dikWLFmHo0KHg8/kytfXgwYNYs2YNevXqBaByVKZ169Zi6VRVVSVeg6pGjhyJtWvXIjIyku0YR0dHY+TIkVi6dKnU8/79919MmzYN06ZNQ0REBBtuYmKCLl26sKNau3fvxm+//YaDBw+ib9++bLotW7YgLy8PY8aMgZubG9TU1AAAampqGDJkCObOnYvz58/XWHctLS22fSYmJujevTtGjhyJKVOmoG/fvmjQoEGN51d14cIFhIaGIjIyEv7+/pz2uLm5IT8/nzMCKvqyQFtbm3ONi4qKMHbsWPTr1w9btmxhw8eMGQNdXV3069cPu3fvhqenp1g79PT0sHTpUqxZswZJSUlo2bJljXWu673bs2cPmjdvjrlz58LAwACPHj2CoaEhJ42VlRUaN26M+fPnY/fu3TJcudpVvU/V1fTzKMszJhAIIBAIZC5PFnw+nz3f0NAQrq6uOHHiBFasWFHjeVOmTMHq1asxa9YstGjRQmKaSZMmQUFBAWlpaewzDwBmZmbo37+/2BcPVc2bNw/3799HVlYWDAwM2HBLS0t4e3tDWVkZDMPAz88PNjY22LdvH9vhMDY2hqWlJRwcHBAREVHj773qZPnd+t9//wHg/jyYmZmhb9++6NatG/z8/HDnzh3Iy4sv0FNcXIzi4mL2c0FBgcx1+xpUVFQgICAAnTp1Yp+b3NxcKCkpic260NXVZb/sLC4uhre3N1atWgUjIyPcvXv3U1edEEII+eg+669OX716hT179sDHxwdubm4QCoVISUmRml5NTQ1t27bljKIlJyejW7du6NSpExt+9+5dPHz4EC4uLmy6mJgY9O7dGwKBAD4+PoiKipJYRkBAAMrKyrBu3TqZ26Gnp4fff/8dr169kvkcaVq3bg0TExPs3bsXAPDw4UOcPn0aw4cPr/G8PXv2oKSkBLNnz5YYL/qjKD4+HpaWlpyOpUhgYCDy8vJw4sQJTvjixYtx9epV/Pbbb3Vuz/Tp0/Hq1SuxPGuzY8cOqKurY9KkSRLjpU2tre748ePIy8uTOEWtb9++sLS0xM6dOyWeW1ZWxj4nSkpKtZZV13sXFRUFHx8fCAQC9OzZU+rU6+XLl2Pv3r1IS0urtQ7vo7afR1mfsY/p2rVrOHv2rEz3o1OnTujTpw/mzp0rMT4vLw/Hjx/H5MmTOR3Lqng8nsTwiooKJCQkYNiwYZyOpYi6ujoUFBSQkZGBGzduYMaMGWIjWXZ2dnB1dZX6/H0McnJy8Pf3x4MHD8SmrIuEhYWxXxIIBAKxLzy+dpMnT8a1a9eQkJBQp/OCgoJgY2MDHx+fj1QzQgghpP591p3LhIQEWFhYwNbWFvLy8vDy8pLa6RNxcXFhp8DeuHEDb9++hYODA7p06cKGJycnQ1lZGe3btwdQ+YdgbGws+4++l5cXzpw5g3v37onlr6qqikWLFiEsLIydGlWbLVu24OzZs9DW1kbbtm0xffp0sfcXAWDDhg1QV1fnHDt27BBLN3r0aHaaZGxsLHr16gUdHZ0a65CdnQ1NTU3o6+vXmC4rKws2NjYS40ThWVlZnHADAwP4+/tj/vz5KCsrqzH/6kTvyIreD5RVdnY2zMzMoKioWKfzqhO1RVqbra2txdrr7e0NdXV18Pl8TJ8+HSYmJhgyZIhM5cl677Kzs5GamsqOmPr4+CAmJkbiSNl3332HIUOG1Gl0qyai9okO0VTo2n4eZX3GPrTDhw9DXV2dfVf22bNnmDVrlkznhoWF4dixYxK/tLp9+zYYhoGVlRUnvFGjRuy1kXbN//vvP7x8+VLsHfDqanv+bGxsxJ6/j622n8mgoCAIhUL2ePTo0SesXf2aMmUKDh8+jKSkJDRt2pQN19PTQ0lJidh7zU+fPmVHhv/880/s2bMHCgoKUFBQQLdu3QBUPk+yTOMmhBBCvgSfdecyOjqa8y2vj48P9uzZU+MIoLOzM7KyspCTk4Pk5GR8//33kJeXh5OTE6dz2bFjR3Za64kTJ1BUVMROW23UqBHc3Nykvufm5+cHbW3tWqfdiXTp0gV3797FqVOnMGjQIFy/fh2dO3cWmwo5bNgwZGRkcI5+/fqJ5efj44Nz587h7t27iI2NxejRo2utA8MwUkdZJKWtqzlz5uD58+dSr1ltZclat+rnfSh1yS8iIgIZGRk4evQomjdvjq1bt7LvXtVG1nsXHR0Nd3d3NGrUCADQq1cvCIVC/PnnnxLTL1u2DCkpKTh+/LjM7ZBG1D7R4ebmxtappp/HujxjH5KLiwsyMjJw/vx5jBw5EqNGjYKHh4dM5zZv3hwjRoyQOnopyYULF5CRkQFbW1vO9NCq6vp8fujn+X3U9jPJ5/OhqanJOb52DMNgypQpSExMxJ9//glTU1NOfOvWraGoqMh5V/XWrVt4+PAhOnToAKBy8bErV66wP1dbt24FAKSkpEhcRI4QQgj5En22ncsbN24gNTUVs2fPZr/pbd++PbvIiTSdOnWCkpISkpKSkJSUBCcnJwBA27Zt8d9//+Hu3btITk5G165d2XOioqLw4sULqKiosGX9/vvviIuLQ0VFhVgZCgoKCAkJwZo1a/DkyROZ2qOoqIjOnTtjzpw5OH78OIKDg7F06VLOYh0CgQDm5uacQ0NDQywvbW1t9OnTB35+fnj79i169uxZa/mWlpYQCoXsIio1pcvMzJQYJwq3tLQUi9PS0kJQUBCWLFlS6wqXkvIU/bGmqamJoqIisesuGhEQva9naWmJu3fvorS0VOayJBG1paY2V2+vnp4ezM3N0b17d8TExMDT0xPPnj2TqTxZ7l15eTni4uJw5MgR9nlUVVXFixcvpHbemzVrhrFjx2Lu3LliHRXRH/+SRtpF70FKap/oUFNTk+nnUdZnTBaampoy11dNTQ3m5uaws7NDdHQ0zp8/X+sMh6qWLFmCy5cviy1WZW5uDh6PJ7afoZmZGczNzTmLgVWno6MDLS0t3Lx5s8ay3+X5+9iq/0ySyqmw27dvR3x8PDQ0NJCbm4vc3Fx2tXGBQAA/Pz/MmDEDSUlJuHTpEkaNGoUOHTqwM2SaNWuGFi1asIfo+trY2KBx48b11jZCCCHkQ/psO5dRUVHo0qUL55vejIwMzJgxo8Y/HFVUVODo6Ijk5GT89ddf7HYTioqKaN++PaKiovDo0SP2fcu8vDwcOHAACQkJnHLS09Px8uVLqSNBgwcPhq2tLZYsWfJO7WvevDnKysqkrkpbm9GjRyM5ORkjRoyQuOhGdYMGDYKSkpLY6rMios6bl5cXsrOzcejQIbE04eHh0NbWZkeyqps6dSrk5OSwZs0amdshWs1StMqilZUVysrKkJGRwUl3+fJlAP/7Y3zo0KEoLCzEhg0bamxPbbp3746GDRuyq+VWdfDgQWRnZ8Pb21vq+e3atUPr1q0REhIiU3lA7fdO9H5ueno655ncuXMn9u3bJ7VtCxcuRFZWltiXLxYWFpCTkxN7h+7u3bsQCoUydV5k+XmU9RmThZWVlcR3/i5fvlxjfeXk5DBv3jwsWLCAs81QTQwNDTFlyhTMmzePs/WM6Fn/+eefOfsZykJOTg5eXl7YsWOHxC+gCgsLUVZWBnt7e1hbWyMiIkLsC5UrV67g5MmTNT5/H1pFRQXWrl0LU1NTODg4fLJyP3cbN26EUCiEs7Mz9PX12WPXrl1smoiICPTp0wceHh7o0qUL9PT02BWpCSGEkG9Fva0WW5PS0lL8+uuvCA4OFlvFccyYMVi9ejWuX78OW1tbiee7uLiwq1V+9913bLiTkxN++uknduEfAPj111+hra2NIUOGiE0D69WrF6KiosT2cRRZvnw53N3da22Ps7MzvL290aZNG2hra+PGjRuYN28eXFxcOFPKXr9+LbZ3IJ/Pl7iKao8ePfD8+XOZp6QZGhoiIiICU6ZMQUFBAUaMGAETExP8+++/2LZtG9TV1REeHg4vLy/s2bMHI0eOxKpVq9CtWzcUFBRg/fr1OHjwIPbs2SN1cRNlZWUsWbJE6hSv/Px85Obmori4GFlZWdi8eTP279+Pbdu2sYu92Nraonv37hg9ejTCw8NhZmaGW7duISAgAJ6enmjSpAkAwNHREbNnz2b3Txw4cCAMDAxw+/ZtbNq0Cd9//z1nFVlp1NTUsHnzZnh5eWHcuHGYMmUKNDU1cerUKcyaNQuDBg2q9X3KgIAADBw4ELNnz2brV5Pa7l1UVBR69+4NOzs7Tnjz5s0xffp07NixQ+I11tXVxYwZM7Bq1SpOuIaGBsaMGYPAwEAoKCigZcuWePToEebMmYP27dujY8eONda3Lj+Psjxjspg+fTo6d+6MkJAQ/PDDDygvL8fOnTtx7tw5qV8oiAwePBizZs3C+vXrZd5LMCgoCL/88gvu3bvHWRl4w4YN6NSpE9q0aYPFixejVatWkJOTw8WLF3Hz5k2Jqz6LhISEIDk5GY6OjggJCUGbNm2gqKiIlJQUhIWF4eLFi9DS0kJUVBTc3Nzg4eGBoKAg6Onp4fz58wgMDESHDh3YfXylefPmjdiXMRoaGmjWrFmt7c7Ly0Nubi5ev36Na9euITIyEhcuXMCRI0dk+tLqWyHLtGVlZWWsX78e69evlylPZ2fnz2o6NCGEEPIhfJYjlwcPHkReXh4GDhwoFmdjYwMbG5saRy9dXFzw6tUrdOrUCQoK/+s/Ozk54dWrV+yWJUDle2QDBw6U+H6Rh4cHDh48yC7bX13Xrl3RtWvXWhexcXd3R1xcHLp37w4bGxtMnToV7u7uYltH/PLLL5xvxfX19aWOWvB4PDRq1EimVTFFJk2ahOPHj7OdMWtra4wZMwaamprsH+E8Hg+7d+/GvHnzEBERASsrK3Tu3BkPHjxAcnIyBgwYUGMZI0eOhJmZmcS4UaNGQV9fH9bW1pg4cSLU1dVx4cIFsS1fdu3aBScnJ4wfPx62traYNm0a+vfvz76jJLJixQrEx8fj/PnzcHd3h62tLWbMmIFWrVph5MiRMl+XQYMGISkpCQ8fPkTnzp1hZWWFiIgIzJ8/HwkJCbW+R9ijRw+YmprKPHpZ0717+vQpjhw5IvGdQTk5OQwcOLDGZ3/mzJkS981cs2YNRo4ciTlz5sDW1ha+vr5o1aoVDh06VGv76vLzKMszJouOHTvi6NGjOHr0KDp16gRnZ2ecPXsWp06dkrptiIiCggKmTJmClStXyjzi2LBhQ8yZM0dsJkGzZs2Qnp4OV1dXBAUFwc7ODm3atMG6deswc+bMGrf/adiwIVJTU+Hj44Nly5bBwcEBnTt3xs6dO7Fq1Sp2em/Hjh2RmpoKeXl59OzZE+bm5ggKCsLIkSNx4sSJWrc8ysrKgoODA+cYP368TO12dXWFvr4+WrZsiblz58LGxgb//PMPZyVtQgghhBBZ8Rj66pQQQsg7KigogEAggFAo/CYW9yGEEEK+Bh/r3+/PcuSSEEIIIYQQQsiXhTqXhBBCCCGEEELe22e5oA8hhJAvy6Pl7aGhXP+LABktvFrfVSCEEEK+WTRySQgh5Ktz+vRp9O3bFwYGBuDxeGL7mC5evBjW1tZQU1NDgwYN4OrqivPnz3PSvHjxAsOGDYOmpia0tLTg5+eHwsLCT9gKQggh5MtCnUtCCCFfnaKiItjZ2UndGsTS0hI///wzrl69ijNnzsDExATdu3fH8+fP2TTDhg3D9evXceLECRw+fBinT5/GuHHjPlUTCCGEkC8OdS4JIZ8dX19f8Hg8TJgwQSxu8uTJ4PF48PX1FUtf/ai6R62JiQkbrqKiAhMTEwwZMgR//vknJ//79++Dx+OJ7R0JVG4rJC8vj4sXL3LS1nTExsYiOTlZarxob9vFixfD3t6eU15KSgq0tLQQEBAgcU/E6nUVfW7cuDFevXrFSWtvb4/Fixdzwm7fvo1Ro0ahadOm4PP5MDU1hbe3N9LS0sTK+tL07NkTy5Ytk7iFDgAMHToUrq6uMDMzg62tLVavXo2CggL8888/AIDMzEwcO3YMW7duhaOjI77//nusW7cOCQkJePLkyadsCiGEEPLFoM4lIeSzZGhoiISEBLx584YNe/v2LeLj42FkZCSWvkePHsjJyeEcO3fu5KQJDg5GTk4Obt26hW3btkFLSwuurq4y7VH68OFDnD17FlOmTEF0dDRbx6rlBQYGwtbWlhPm6enJ5nHr1i2xOjZu3FhieUeOHIG7uztmzJiByMjIWvcjrerVq1f46aefakyTlpaG1q1bIysrC5s3b8aNGzeQmJgIa2trBAYGylzW16CkpARbtmyBQCCAnZ0dAODcuXPQ0tJCmzZt2HSurq6Qk5MTmz5LCCGEkEq0oA8h5LP03Xff4c6dO9i3bx+GDRsGANi3bx+MjIxgamoqlp7P50NPT6/GPDU0NNg0RkZG6NKlC/T19bFw4UIMGjQIVlZWUs+NiYlBnz59MHHiRLRv3x6rV6+GiooKp0x1dXUoKChIrUfjxo2hpaVVW9MRHx+PUaNGITw8HFOmTKk1fXVTp07F6tWrMXnyZImdV4Zh4OvrCwsLC6SkpEBO7n/fM9rb28Pf319q3sXFxSguLmY/FxQU1Ll+n4vDhw/Dy8sLr1+/hr6+Pk6cOIFGjRoBAHJzc8WunYKCAho2bMiONhNCCCGEi0YuCSGfrdGjRyMmJob9HB0djVGjRn3QMvz9/cEwDA4cOCA1DcMwiImJgY+PD6ytrWFubo7ffvvtg9ZDZP369Rg1ahSio6PfqWMJAN7e3jA3N0dwcLDE+IyMDFy/fh2BgYGcjqVITR3gsLAwCAQC9jA0NHynOn4OXFxckJGRgbNnz6JHjx4YMmQInj17Vt/VIoQQQr5Y1LkkhHy2fHx8cObMGTx48AAPHjzA33//DR8fH4lpDx8+DHV1dc4RGhpaaxkNGzZE48aNcf/+falpTp48idevX8Pd3Z2tV1RUVJ3b07RpU079bG1tOfGZmZmYMmUKNm7cyI7Wvgsej4fly5djy5YtuHPnjlh8dnY2AMDa2rrOeQcFBUEoFLLHo0eP3rme9U1NTQ3m5uZo3749oqKioKCgwN5XPT09sY5mWVkZXrx4UesIOSGEEPKtommxhJDPlo6ODnr37o3Y2FgwDIPevXuz0xarc3FxwcaNGzlhDRs2lKkchmFqfKcxOjoanp6eUFCo/JXp7e2NWbNm4c6dO2jWrJmMralcoEdDQ4P9rKioyIlv2rQptLS0sGrVKvTs2RP6+voy512du7s7vv/+e/z444+Ij4/nxElaHEhWfD4ffD7/nc//nFVUVLBTfjt06ID8/HxcunQJrVu3BgD8+eefqKiogKOjY31WkxBCCPlsUeeSEPJZGz16NDs9VNq2EsD/RqHqKi8vD8+fP5f4HidQuddhYmIiSktLOZ3X8vJyREdHy7QYkIipqWmNU041NDRw8uRJuLm5wcXFBUlJSe/VwVy+fDk6dOiAWbNmccItLS0BADdv3oSDg8M75/85KywsxO3bt9nP9+7dQ0ZGBho2bAhtbW2EhISgX79+0NfXx3///Yf169fj8ePHGDx4MADAxsYGPXr0wNixY7Fp0yaUlpZiypQp8PLygoGBQX01ixBCCPms0bRYQshnrUePHigpKUFpaSk7LfVDWrNmDeTk5DBgwACJ8Tt27EDTpk1x5coVZGRksEd4eDhiY2NRXl7+QevToEEDnDx5EpqamnB2dn6vbS/atWuHH374AXPnzuWE29vbo3nz5ggPD0dFRYXYefn5+e9c5uciLS0NDg4ObOd5xowZcHBwwMKFCyEvL4+bN2/Cw8MDlpaW6Nu3L/Ly8pCSksKZqrxjxw5YW1ujW7du6NWrF77//nts2bKlvppECCGEfPZo5JIQ8lmTl5dHZmYm+//SFBcXi63iqaCgwJlG++rVK+Tm5qK0tBT37t3D9u3bsXXrVoSFhUkd9YyKisKgQYPQokULTrihoSGCgoJw7Ngx9O7dW6a2PHv2DG/fvuWEaWtri02P1dLSwokTJ+Du7g5nZ2ckJye/82hZSEgIbG1t2Sm9QOU7mTExMXB1dUXnzp0xf/58WFtbo7CwEIcOHcLx48fx119/vVN5nwtnZ+cap//u27ev1jwaNmwoNqWYEEIIIdLRyCUh5LOnqakJTU3NGtMcO3YM+vr6nOP777/npFm4cCH09fVhbm6O4cOHQygU4tSpU5gzZ47EPC9duoQrV67Aw8NDLE4gEKBbt251WtjHyspKrI6XLl2SmFYgEOD48eNo1KgRnJyc8PjxY5nLqcrS0hKjR48W69S2a9cOaWlpMDc3x9ixY2FjY4N+/frh+vXriIyMfKeyCCGEEPJt4zHvs7IDIYSQb1pBQQEEAgGEQmGtXwAQQggh5PPwsf79ppFLQgghhBBCCCHvjTqXhBBCCCGEEELeGy3oQwgh5L11WbAT8nyVj17OpVUjPnoZhBBCCHk3NHJJCCHki3P69Gn07dsXBgYG4PF42L9/PyeeYRh2AScVFRW4uroiOzubkyYkJAQdO3aEqqpqjfuPEkIIIUQ21LkkhBDyxSkqKoKdnR3Wr18vMX7lypVYu3YtNm3ahPPnz0NNTQ3u7u6cVXNLSkowePBgTJw48VNVmxBCCPmqUeeSkG/c8+fPMXHiRBgZGYHP50NPTw/u7u74+++/2TQmJibg8Xhix/LlywEA9+/fB4/HQ0ZGhsQyYmNjJZ6/detWqfWSlJ7H4yEhIQEAkJycDB6Ph/z8fInnL168WOL51tbWnHS3b9/GqFGj0LRpU/D5fJiamsLb2xtpaWlS6131uH//vtQ27N27F87OzhAIBFBXV0erVq0QHByMFy9esGnevHmDRYsWwdLSEnw+H40aNcLgwYNx/fp1qfkCkq+5r69vjXU1MTEBULkHpCiMz+ejSZMm6Nu3r0x7P34uevbsiWXLlmHgwIFicQzDIDIyEgsWLED//v3RqlUrbNu2DU+ePOGMcC5ZsgTTp09Hy5YtP2HNCSGEkK8XdS4J+cZ5eHggPT0dcXFxyMrKwsGDB+Hs7Iy8vDxOuuDgYOTk5HCOqVOnylyOpqam2PnDhg2r8ZyYmBixcwYMGCBzmba2tmLnnzlzho1PS0tD69atkZWVhc2bN+PGjRtITEyEtbU1AgMD4enpyTm3Q4cOGDt2LCfM0NBQYtnz58+Hp6cn2rZti6NHj+LatWsIDw/HlStX8OuvvwIAiouL4erqiujoaCxbtgxZWVn4/fffUVZWBkdHR6SmpsrcVgBYs2YNp27Vr+HFixfZtKJ23LlzB3v37kXz5s3h5eWFcePG1anMz9G9e/eQm5sLV1dXNkwgEMDR0RHnzp2rx5oRQgghXzda0IeQb1h+fj5SUlKQnJwMJycnAICxsTHatWsnllZDQwN6enrvXBaPx6vz+VpaWu9VpoKCgtTzGYaBr68vLCwskJKSAjm5/33XZm9vD39/f6ioqEBF5X+L1CgpKUFVVbXWOl24cAGhoaGIjIyEv78/G25iYgI3Nzd2tDUyMhLnzp1Deno67OzsAFRe/71798LR0RF+fn64du0aeDyeTO0VCAQQCAScMGnXsGo7mjZtivbt28Pa2hqjR4/GkCFDOB2zqoqLi1FcXMx+LigokKlun1Jubi4AQFdXlxOuq6vLxhFCCCHkw6ORS0K+Yerq6lBXV8f+/fs5HYZvQUZGBq5fv47AwEBOx1LkfRZ42bFjB9TV1TFp0iSJ8aK84+Pj4ebmxnYsReTk5DB9+nTcuHEDV65ceed61NXIkSPRoEGDGqfHhoWFsZ1YgUAgdeSWEEIIId8e6lwS8g1TUFBAbGws4uLioKWlhU6dOmHevHn4559/xNLOmTOH7YyKjpSUFJnLEgqFnHNlGZH09vYWK/Phw4cyl3n16lWx8ydMmAAA7Mqh1d/B/BCys7NhZmYGRUXFGtNlZWXBxsZGYpwoPCsr64PXTxo5OTlYWlrW+B5pUFAQhEIhezx69OiT1U9Womfr6dOnnPCnT5++10g4IYQQQmpG02IJ+cZ5eHigd+/eSElJQWpqKo4ePYqVK1di69at8PX1ZdPNmjWL8xkAmjRpInM5GhoauHz5MvtZ0mhhdREREWLTMw0MDGQu08rKCgcPHuSEaWpqAqicFvux1CXvj1mPd8EwTI3TcPl8Pvh8/iesUd2ZmppCT08Pp06dgr29PYDK6bvnz5+nlWEJIYSQj4g6l4QQKCsrw83NDW5ubvjxxx8xZswYLFq0iNOZbNSoEczNzd+5DDk5uTqfr6en915lKikpST3f0tISAHDz5k04ODi8cxnS8j5z5gxKS0trHL20tLREZmamxDhRuKien0J5eTmys7PRtm3bT1bmuyosLMTt27fZz/fu3UNGRgYaNmwIIyMjBAQEYNmyZbCwsICpqSl+/PFHGBgYcBaEevjwIV68eIGHDx+ivLycXXnX3Nwc6urqn7hFhBBCyJePpsUSQsQ0b94cRUVF9V2Nj8re3h7NmzdHeHg4KioqxOKlbXEii6FDh6KwsBAbNmyQGC/K28vLCydPnhR7r7KiogIRERFo3ry52PuYH1NcXBxevnwJDw+PT1bmu0pLS4ODgwP7xcCMGTPg4OCAhQsXAgBmz56NqVOnYty4cWjbti0KCwtx7NgxKCsrs3ksXLgQDg4OWLRoEQoLC9n80tLS6qVNhBBCyJeORi4J+Ybl5eVh8ODBGD16NFq1agUNDQ2kpaVh5cqV6N+/Pyftq1evxFbaVFVVZaeZAsCtW7fEyrC1tX3n+uXn54uVqaGhATU1Nfbz1atXoaGhwX7m8Xhsh6ysrEzsfB6PB11dXfB4PMTExMDV1RWdO3fG/PnzYW1tjcLCQhw6dAjHjx/HX3/99U71dnR0xOzZsxEYGIjHjx9j4MCBMDAwwO3bt7Fp0yZ8//338Pf3x/Tp03HgwAH07dsX4eHhcHR0xNOnTxEaGorMzEycPHmy1pVipV3z2t73fP36NXJzc1FWVoZ///0XiYmJiIiIwMSJE+Hi4vJO7f6UnJ2da5xSzOPxEBwcjODgYKlpYmNjERsb+xFqRwghhHybqHNJyDdMXV0djo6OiIiIwJ07d1BaWgpDQ0OMHTsW8+bN46RduHAhOyokMn78eGzatIn97OXlJVbG+yz4MmrUKLGwsLAwzJ07l/3cpUsXTry8vDzKysoAANevX4e+vj4nns/n4+3btwCAdu3aIS0tDSEhIRg7diz+++8/6Ovro2PHjoiMjHznegPAihUr0Lp1a6xfvx6bNm1CRUUFmjVrhkGDBmHkyJEAKqcj//nnnwgNDcW8efPw4MEDaGhowMXFBampqWjRokWt5Ui75k2bNq3xvF9++QW//PILlJSUoK2tjdatW2PXrl0YOHDguzWYEEIIId88HvO5rSZBCCHki1FQUACBQAChUMgZxSaEEELI5+tj/ftN71wSQgghhBBCCHlv1LkkhBBCCCGEEPLe6J1LQggh763Lgp2Q56t89HIurRrx0csghBBCyLuhkUtCCCFfnNOnT6Nv374wMDAAj8fD/v37OfEMw2DhwoXQ19eHiooKXF1dkZ2dzUkTEhKCjh07QlVVFVpaWp+u8oQQQshXijqXhBBCvjhFRUWws7PD+vXrJcavXLkSa9euxaZNm3D+/HmoqanB3d2dXSkYAEpKSjB48GBMnDjxU1WbEEII+apR55IQ8lnx9fXFgAEDpMabmJhwtgkxMTEBj8dDamoqJ11AQACcnZ2l5qOvr4/ly5dzwubOnQsej4fk5GROuLOzM4YPH84Jc3d3h7y8PC5evCixDTweTyz//fv3c/atTE5OBo/HQ35+vsTPAFBeXo6IiAi0bNkSysrKaNCgAXr27Im///6bk3dsbCx4PB569OjBCc/Pz5fYpqSkJPTp0wc6OjpQVlZGs2bN4OnpidOnT4u153PUs2dPLFu2TOLWKQzDIDIyEgsWLED//v3RqlUrbNu2DU+ePOGMcC5ZsgTTp09Hy5YtP2HNCSGEkK8XdS4JIV88ZWVlzJkzp07nODs7S+xwGRoacsLfvn2L1NRUdO3alQ17+PAhzp49iylTpiA6OlpqnVasWIGXL1/WqV5VMQwDLy8vBAcHw9/fH5mZmUhOToahoSGcnZ3FpoIqKCjg5MmTSEpKqjHfDRs2oFu3btDW1sauXbtw69YtJCYmomPHjpg+ffo71/dzce/ePeTm5sLV1ZUNEwgEcHR0xLlz5+qxZoQQQsjXjTqXhJAv3rhx45Camorff/9d5nNcXFzw999/o6ysDADw6tUrpKenY86cOZzO5blz51BcXAwXFxc2LCYmBn369MHEiROxc+dOvHnzRix/V1dX6OnpISws7J3btXv3bvz222/Ytm0bxowZA1NTU9jZ2WHLli3o168fxowZg6KiIja9mpoaRo8ejblz50rN8+HDhwgICEBAQADi4uLQtWtXGBsbo1WrVvD390daWto71/dzkZubCwDQ1dXlhOvq6rJxhBBCCPnwqHNJCPnimZqaYsKECQgKCkJFRYVM57i4uKCwsJCd1pqSkgJLS0t4eHjg/Pnz7Lt5SUlJMDExgYmJCYDK0cSYmBj4+PjA2toa5ubm+O2338Tyl5eXR2hoKNatW4d///33ndoVHx8PS0tL9O3bVywuMDAQeXl5OHHiBCd88eLFuHr1qsQ6AcDevXtRWlqK2bNnS4yvOm1XkuLiYhQUFHAOQgghhBCAOpeEkK/EggULcO/ePezYsUOm9BYWFmjSpAk7SpmcnAwnJyfo6enByMiInT6ZnJzMGbU8efIkXr9+DXd3dwCAj48PoqKiJJYxcOBA2NvbY9GiRe/UpqysLNjY2EiME4VnZWVxwg0MDODv74/58+ezo7LV89TU1ISenh4btnfvXqirq7PH1atXpdYpLCwMAoGAPQwNDd+laR+VqG1Pnz7lhD99+pTTbkIIIYR8WNS5JIR8FXR0dDBz5kwsXLgQJSUlMp1T9b3L5ORkdgEgJycnJCcn482bNzh//jyncxkdHQ1PT08oKFRuE+zt7Y2///4bd+7ckVjGihUrEBcXh8zMzHdqF8MwdT5nzpw5eP78udT3QauPTrq7uyMjIwNHjhxBUVERysvLpeYdFBQEoVDIHo8ePapz/T42U1NT6Onp4dSpU2xYQUEBzp8/jw4dOtRjzQghhJCvG3UuCSFfjRkzZuDNmzfYsGGDTOlF713m5eUhPT0dTk5OACo7l0lJSTh79ixKSkrYxXxevHiBxMREbNiwAQoKClBQUECTJk1QVlYmtSPXpUsXuLu7IygoqM7tsbS0lNopFYVbWlqKxWlpaSEoKAhLlizB69evOXEWFhYQCoWcdw/V1dVhbm4OY2PjWuvE5/OhqanJOepDYWEhMjIykJGRAaByEZ+MjAw8fPgQPB4PAQEBWLZsGQ4ePIirV69ixIgRMDAw4KxE/PDhQ/ac8vJyNr/CwsJ6aRMhhBDypaPOJSHkq6Guro4ff/wRISEhePXqVa3pXVxcUFRUhNWrV8PCwgKNGzcGUNkhvHDhAo4ePcpOnwWAHTt2oGnTprhy5QrbEcnIyEB4eDhiY2OljvgtX74chw4dqvNKpV5eXsjOzsahQ4fE4sLDw6GtrQ03NzeJ506dOhVycnJYs2YNJ3zQoEFQVFTEihUr6lSXz01aWhocHBzg4OAAoPKLBQcHByxcuBAAMHv2bEydOhXjxo1D27ZtUVhYiGPHjkFZWZnNY+HChXBwcMCiRYtQWFjI5vc1LGpECCGE1AeF+q4AIYRUJxQK2REpEW1tbZne7xs3bhwiIiIQHx8PR0fHGtOamZnByMgI69atw7Bhw9hwQ0NDGBgYYMuWLfD29mbDo6KiMGjQILRo0YKTj6GhIYKCgnDs2DH07t1brJyWLVti2LBhWLt2ba31r8rLywt79uzByJEjsWrVKnTr1g0FBQVYv349Dh48iD179kBNTU3iucrKyliyZAkmT57MCTcyMkJ4eDj8/f3x4sUL+Pr6wtTUFC9evMD27dsBVC5G9Llzdnauccowj8dDcHAwgoODpaaJjY1FbGzsR6gdIYQQ8m2ikUtCyGcnOTmZHUUSHUuWLJHpXEVFRSxdupRd7bU2Li4uePXqFfu+pYiTkxNevXrFvm956dIlXLlyBR4eHmJ5CAQCdOvWTerCPgAQHBwstpKt6LPo/c3qeDwedu/ejXnz5iEiIgJWVlbo3LkzHjx4gOTkZM4UT0lGjhwJMzMzsfCpU6fi+PHjeP78OQYNGgQLCwv06tUL9+7dw7Fjx9CyZcsa8yWEEEIIkYTHvMtqEYQQQt5bQkICxo4dK9MU3s9VQUEBBAIBhEJhvb1/SQghhJC6+Vj/ftO0WEII+cSKi4tx584d/Pzzz+jWrVt9V4cQQggh5IOgabGEEPKJHT16FI6OjlBTU6vze5iEEEIIIZ8rmhZLCCHknYmm1dhN3QR5vsoHz//SqhEfPE9CCCHkW/expsXSyCUhhJDPWnl5OX788UeYmppCRUUFzZo1w9KlS6WuFjthwgTweDxERkZ+2ooSQggh3zh655IQQshnbcWKFdi4cSPi4uJga2uLtLQ0jBo1CgKBANOmTeOkTUxMRGpqKgwMDOqptoQQQsi3i0YuCfkEfH19wePx2ENbWxs9evTAP//8w0lXNU3VIyEhAUDlFh08Hg/5+fl1+mxra4vy8nJOWVpaWmJ7/KWnp8PT0xP6+vrg8/kwNjZGnz59cOjQIXaUSF9fH8uXL+ecN3fuXPB4PCQnJ3PCnZ2dMXz4cACVewpKalvVTe2fP3+OiRMnwsjICHw+H3p6enB3d8fff//NtqWmo3r5Va/r/v37OZ+VlZXx4MEDTroBAwbA19eX/Vz1vikqKkJXVxdubm6Ijo4W21ZEkoKCAsyfPx/W1tZQVlaGnp4eXF1dsW/fPs6o2/Xr1zFkyBDo6OiAz+fD0tISCxcuxOvXr2vMf/HixbC3txdra03H4sWLcf/+fU6YhoYGbG1tMXnyZGRnZ9fark/t7Nmz6N+/P3r37g0TExMMGjQI3bt3x4ULFzjpHj9+jKlTp2LHjh1QVFSsp9oSQggh3y7qXBLyifTo0QM5OTnIycnBqVOnoKCggD59+oili4mJYdOJjtr2M6zN3bt3sW3bthrTHDhwAO3bt0dhYSHi4uKQmZmJY8eOYeDAgViwYAGEQiGAyg5j9U5cUlISDA0NOeFv375FamoqunbtyoZpamqKta1qB8/DwwPp6emIi4tDVlYWDh48CGdnZ+Tl5aFjx46c84YMGcK5pjk5OejYsaPM14TH42HhwoW1phOVcf/+fRw9ehQuLi7w9/dHnz59UFZWJvW8/Px8dOzYEdu2bUNQUBAuX76M06dPw9PTE7Nnz2avZ2pqKhwdHVFSUoIjR44gKysLISEhiI2NhZubG0pKSmRuEwDO9YiMjBS75jNnzmTTnjx5Ejk5Obhy5QpCQ0ORmZkJOzs7nDp1qk5lfmwdO3bEqVOnkJWVBQC4cuUKzpw5g549e7JpKioqMHz4cMyaNQu2trb1VVVCCCHkm0bTYgn5REQjcQCgp6eHuXPnonPnznj+/Dl0dHTYdFpaWmy6D2Xq1KlYtGgRhg4dCj6fLxZfVFQEPz8/9O7dG/v27ePE2djYwM/Pjx1pc3FxQWBgIMrKyqCgoIBXr14hPT0dERER2LNnD3veuXPnUFxcDBcXFzaMx+NJbVt+fj5SUlKQnJwMJycnAICxsTHatWvHpql6roqKCoqLi9/5Wk2ZMgWrV6/GrFmz0KJFC6npqt63Jk2a4LvvvkP79u3RrVs3xMbGYsyYMRLPmzdvHu7fv4+srCzOFE1LS0t4e3tDWVkZDMPAz88PNjY22LdvH+Tk5Nh2W1pawsHBAREREZgzZ47M7ap6PQQCgcRr/t9//wEAtLW12TgzMzP07dsX3bp1g5+fH+7cuQN5eXmZy/2Y5s6di4KCAlhbW0NeXh7l5eUICQnBsGHD2DQrVqyAgoKC2DRZQgghhHw6NHJJSD0oLCzE9u3bYW5uDm1t7Y9eXkBAAMrKyrBu3TqJ8cePH0deXh5mz54tNQ8ejwegsnNZWFiIixcvAgBSUlJgaWkJDw8PnD9/Hm/fvgVQOZppYmICExMTmeqorq4OdXV17N+/H8XFxXVo3bvp1KkT+vTpg7lz59b53K5du8LOzk6sIy5SUVGBhIQEDBs2TOK7f+rq6lBQUEBGRgZu3LiBGTNmsB1LETs7O7i6umLnzp11rt+7kpOTg7+/Px48eIBLly5JTFNcXIyCggLO8bHt3r0bO3bsQHx8PC5fvoy4uDj89NNPiIuLAwBcunQJa9asYadeE0IIIaR+UOeSkE/k8OHDbAdKQ0MDBw8exK5du8Q6Fd7e3mw60fHw4cP3KltVVRWLFi1CWFgYOx2zKtF0QysrKzbs4sWLnDocPnwYAGBhYYEmTZqwU2BFI416enowMjLCuXPn2PCqo5YAIBQKxdommtqooKCA2NhYxMXFQUtLC506dcK8efPE3kv9kMLCwnDs2DGkpKTU+Vxra2vcv39fYtx///2Hly9fwtrausY8RNfdxsZGYryNjQ2b5lMR1Vla28LCwiAQCNjD0NDwo9dp1qxZmDt3Lry8vNCyZUsMHz4c06dPR1hYGIDKLziePXsGIyMjKCgoQEFBAQ8ePEBgYKDMX24QQggh5P1R55KQT8TFxQUZGRnIyMjAhQsX4O7ujp49e4otKhMREcGmEx0fYuVLPz8/aGtrY8WKFTKlb9WqFVt+UVER5/3Cqu9dJicnw9nZGQDg5OSE5ORkvHnzBufPnxfrXGpoaIi1bevWrWy8h4cHnjx5goMHD6JHjx5ITk7Gd999J7bw0IfSvHlzjBgx4p1GLxmGkTpKVtftgz+n7YZFdZHWtqCgIAiFQvZ49OjRR6/T69evxb6EkZeXZxdVGj58OP755x+xn5lZs2bhjz/++Oj1I4QQQkgleueSkE9ETU0N5ubm7OetW7dCIBDgl19+wbJly9hwPT09TroPRUFBASEhIfD19cWUKVM4cRYWFgCAW7duoX379gAq3zWUVg/RojZ5eXlIT09n35F0cnLC5s2b0aVLF5SUlHAW8wEqp13W1jZlZWW4ubnBzc0NP/74I8aMGYNFixZxVnH9kJYsWQJLS0vOarKyyMzMhKmpqcQ4HR0daGlp4ebNmzXmYWlpyebl4OAgsQxRmk8lMzMTAKS2jc/nS3xv92Pq27cvQkJCYGRkBFtbW6Snp2P16tUYPXo0gMp3R6tPL1dUVISenh5nNJ4QQgghHxeNXBJST3g8HuTk5PDmzZtPVubgwYNha2uLJUuWcMK7d++Ohg0byjyq6eLigqKiIqxevRoWFhZo3LgxAKBLly64cOECjh49yk6ffV/NmzdHUVHRe+cjjaGhIaZMmYJ58+aJbdcizZ9//omrV6/Cw8NDYrycnBy8vLywY8cOPHnyRCy+sLAQZWVlsLe3h7W1NSIiIsS2Nrly5QpOnjwJb2/vujfqHVVUVGDt2rUwNTWV2NmtL+vWrcOgQYMwadIk2NjYYObMmRg/fjyWLl1a31UjhBBCSBU0cknIJ1JcXIzc3FwAwMuXL/Hzzz+jsLAQffv25aTLz89n04loaGhATU3tg9Rj+fLlcHd354Spq6tj69at8PT0RO/evTFt2jRYWFigsLAQx44dAwDOyqFmZmYwMjLCunXrOCt2GhoawsDAAFu2bJHYKWIYRqxtANC4cWO8fPkSgwcPxujRo9GqVStoaGggLS0NK1euRP/+/T9I26UJCgrCL7/8gnv37sHT05MTJ7pv5eXlePr0KY4dO4awsDD06dMHI0aMkJpnSEgIkpOT4ejoiJCQELRp0waKiopISUlBWFgYLl68CC0tLURFRcHNzQ0eHh4ICgqCnp4ezp8/j8DAQHTo0AEBAQE11v3NmzfIyMjghGloaKBZs2a1tjsvLw+5ubl4/fo1rl27hsjISFy4cAFHjhz5bFaKBSrbExkZicjISJnPkfbOKCGEEEI+HupcEvKJHDt2DPr6+gAq/1i2trbGnj172PcVRUaNGiV2blhYmMT3AkWjXQoKsv8od+3aFV27dsXx48c54QMHDsTZs2exYsUKjBgxAi9evIBAIECbNm2QkJAgtieni4sL4uLixOrv5OSE2NhYsfctAaCgoIC9BlXl5OSgQYMGcHR0REREBO7cuYPS0lIYGhpi7NixmDdvnsztexcNGzbEnDlzJJYjum8KCgpo0KAB7OzssHbtWowcOVLsPcDqeaampmL58uVYtmwZHjx4gAYNGqBly5ZYtWoVBAIBgMo9HFNTU7FkyRL07NkTr169gpGREUaOHImgoKBap6BmZWWJjTJ269YNJ0+erLXdrq6uACoXfDI2NoaLiwu2bNnyUaZlE0IIIeTrx2M+p5UkCCF1kpCQgLFjx+LVq1f1XRXyjSooKIBAIIBQKISmpmZ9V4cQQgghMvhY/37TyCUhX6Di4mLcuXMHP//8M7p161bf1SGEEEIIIYQW9CHkS3T06FE4OjpCTU0Na9eure/qEEIIIYQQQtNiCSGEvDvRtBq7qZsgz1f54PlfWiV90SRCCCGEvJuPNS2WRi4JIYQQQgghhLw36lwSQgj5rJWXl+PHH3+EqakpVFRU0KxZMyxduhTSJt5MmDABPB6vTluXEEIIIeT9ffWdy9zcXPj7+8Pc3BzKysrQ1dVFp06dsHHjRrx+/ZpNx+PxsH//frHzfX19MWDAALHwnTt3Ql5eHpMnTxaLS05OBo/Hg62trdim7FpaWoiNjeWEpaenw9PTE/r6+uDz+TA2NkafPn1w6NAh9o+n+/fvg8fjsYeGhgZsbW0xefJkZGdni9XhzZs3WLRoESwtLcHn89GoUSMMHjwY169f56RbvHgxeDweJkyYwAnPyMgAj8cT2ytu79696Nq1Kxo0aAAVFRVYWVlh9OjRSE9PF6tDdYcPH4aTkxM0NDSgqqqKtm3bil2L6u3U1tZG9+7dOfk7Ozuz8crKymjevDk2bNjwTu2vTlS+vLw8Hj9+zInLycmBgoKCxOsSFxeHtm3bQlVVFRoaGnBycsLhw4c5aUTPhehQUVGBra0ttmzZwklX/ZmT9gyKmJiYcPIVHcuXL5favpqO2NhYsbpWPUT7VC5evBj29vZS61X1PlU9qj9rSUlJ6NWrF7S1taGqqormzZsjMDCQc/3Ly8sRERGBli1bQllZGQ0aNEDPnj3x999/c/KKjY0Fj8eDjY2NWH327NkDHo8HExMTqXX+mHXi8XiQk5ODvr4+PD098fDhQ6nXS9pzXV3131uin+eaDqDymRJ9VlRUhK6uLtzc3BAdHc1ub/M5WbFiBTZu3Iiff/4ZmZmZWLFiBVauXIl169aJpU1MTERqaioMDAzqoaaEEELIt+2r7lzevXsXDg4OOH78OEJDQ5Geno5z585h9uzZOHz4sEz7wEkTFRWF2bNnY+fOnXj79q3U8rdt21ZjPgcOHED79u1RWFiIuLg4ZGZm4tixYxg4cCAWLFgAoVDISX/y5Enk5OTgypUrCA0NRWZmJuzs7HDq1Ck2TXFxMVxdXREdHY1ly5YhKysLv//+O8rKyuDo6IjU1FROnsrKyoiKipLYSa1qzpw58PT0hL29PQ4ePIhbt24hPj4eZmZmCAoKqvHcdevWoX///ujUqRPOnz+Pf/75B15eXpgwYQJmzpwpll7Uzj/++AOFhYXo2bMn8vPz2fixY8ciJycHN27cwJAhQzB58mTs3LnzndovSZMmTcTuXVxcHJo0aSKWdubMmRg/fjw8PT3xzz//4MKFC/j+++/Rv39//Pzzz2Lpb926xdZ9/PjxmDhxIuf+vYvg4GDk5ORwjqlTp4qlMzQ05KQJDAyEra0tJ8zT01OsrlWPxo0by1wv0X2qeqxcuZKN37x5M1xdXaGnp4e9e/fixo0b2LRpE4RCIcLDwwEADMPAy8sLwcHB8Pf3R2ZmJpKTk2FoaAhnZ2exL4XU1NTw7NkznDt3jhMeFRUFIyOjWuv8MeqkqamJnJwcPH78GHv37sWtW7cwePBgqddL0nMti5kzZ3KuddOmTcWeDZEePXogJycH9+/fx9GjR+Hi4gJ/f3/06dMHZWVlMpf5KZw9exb9+/dH7969YWJigkGDBqF79+64cOECJ93jx48xdepU7NixA4qKivVUW0IIIeQbxnzF3N3dmaZNmzKFhYUS4ysqKtj/B8AkJiaKpRk5ciTTv39/Ttjdu3cZFRUVJj8/n3F0dGR27NjBiU9KSmIAMLNmzWIMDQ2Zt2/fsnECgYCJiYlhGIZhCgsLGW1tbWbgwIFS2yCq47179xgATHp6Oie+vLyccXZ2ZoyNjZmysjKGYRhm+fLlDI/HYzIyMsTStmnThmnevDmb76JFixg7OzvGzc2NGTx4MJs2PT2dAcDcu3ePYRiGOXfuHAOAWbNmTY31lOThw4eMoqIiM2PGDLG4tWvXMgCY1NRUqe38+++/GQDMsWPHGIZhGCcnJ8bf35+Tj4WFBePl5VXn9lcnKn/BggWMhYUFJ87S0pL58ccfJV6XtWvXiuU1Y8YMRlFRkXn48CHDMP97Ll6+fMlJ16xZM2blypXs5+rPnKRnsCpjY2MmIiJCanxNRPe/Oml1leVcEUn3qapHjx4xSkpKTEBAgMR4UdkJCQkMAObgwYNiaX744QdGW1ub/RmPiYlhBAIBM2XKFGbMmDGcsvh8PjN37lzG2Ni4XupUlei5FwqFbFhtz7Uk0n5viUh7NqQ9U6dOnWIAML/88ovUPKsTCoUMAMZu6ibmu5lxH/xgGIYJCQlhjI2NmVu3bjEMwzAZGRlM48aNme3bt7P1KC8vZ1xcXJjIyMga204IIYSQ//37XfVvkQ/hqx25zMvLw/HjxzF58mSoqalJTCOaIlZXMTEx6N27NwQCAXx8fBAVFSUxXUBAAMrKyiRO3QKA48ePIy8vD7Nnz5ZaVm11lJOTg7+/Px48eIBLly4BAOLj4+Hm5gY7OzuxtNOnT8eNGzdw5coVTtzy5cuxd+9epKWlSSxn586dUFdXx6RJk+pcz99++w2lpaUSRyjHjx8PdXX1GkdnVFQqV6AsKSmpMY0o/l3aX12/fv3w8uVLnDlzBgBw5swZvHz5En379uWkE12X8ePHi+URGBiI0tJS7N27V2IZDMPg2LFjePjwIRwdHWusz9doz549KCkpkfr8a2lpAai8n5aWlmLXHqi8xnl5eThx4gQnfPTo0di9ezc79T02NhY9evSArq5uvdVJ5NmzZ0hMTIS8vDzk5eVrrE/V5/pT6Nq1K+zs7LBv3z6paYqLi1FQUMA5Pra5c+fCy8sL1tbWUFRUhIODAwICAjBs2DA2zYoVK6CgoIBp06Z99PoQQgghRLKvtnN5+/ZtMAwDKysrTnijRo2grq4OdXV1zJkzp875VlRUIDY2Fj4+PgAALy8vnDlzBvfu3RNLq6qqikWLFiEsLExseisAZGVlAQCnjhcvXmTrp66uLvbeniTW1tYAwL4HmJWVJfGdMwBsuKhske+++w5DhgyRek2ysrJgZmYGBQUFNmz16tWcukpqo+hcgUAAfX19sTglJSWYmZmJ1UckPz8fS5cuhbq6Otq1aycWX15eju3bt+Off/5B165d2fLq2v7qFBUV4ePjg+joaABAdHQ0fHx8xKbaZWVloVmzZlBSUhLLw8DAAJqammJlNW3aFOrq6lBSUkLv3r2xaNEidOnSpcb61GbOnDmce6Guro6UlJT3yrNqXUWHra1tnc7fsGGDWL127NgBAMjOzoampqbE56Kqd7mfDg4OMDMzw2+//QaGYRAbG4vRo0fXWt+PVSehUAh1dXWoqalBV1cXSUlJNX7xJem5/lSsra3F3imuKiwsDAKBgD0MDQ0/ep12796NHTt2ID4+HpcvX0ZcXBx++uknxMXFAQAuXbqENWvWsO+3EkIIIaR+KNSe5Oty4cIFVFRUYNiwYSguLq7z+SdOnEBRURF69eoFoLKzKloIY+nSpWLp/fz8EB4ejhUrViA0NLTW/Fu1aoWMjAwAgIWFhUzvPjH/v+hP1T+qmHfYvnTZsmWwsbHB8ePHZXqvbvTo0ejXrx/Onz8PHx+fdypTmo4dO0JOTg5FRUUwMzPDrl27OKNOGzZswNatW1FSUgJ5eXlMnz4dEydOZOM/RF1Gjx6Njh07IjQ0FHv27MG5c+ck3o+6lpWSkgINDQ0UFxfjwoULmDJlCho2bMipf13NmjULvr6+nDBJ74fWlaiuInV9j23YsGGYP38+J0x0HxmGkbkj8C73c/To0YiJiYGRkRH7MyvpHdjq5XyMOmloaODy5csoLS3F0aNHsWPHDoSEhIilq+25/hRquwZBQUGYMWMG+7mgoOCjdzBnzZrFjl4CQMuWLfHgwQOEhYVh5MiRSElJwbNnzzjv1JaXlyMwMBCRkZE1dpYJIYQQ8uF8tZ1Lc3Nz8Hg83Lp1ixNuZmYG4H9TLUU0NDQkjrzl5+dDIBCwn6OiovDixQvO+RUVFfjnn3+wZMkSyMlxB4MVFBQQEhICX19fTJkyhRNnYWEBoHLRlPbt2wMA+Hw+zM3N69TWzMxMAICpqSkAwNLSkg2TltbS0lIsrlmzZhg7dizmzp0rNtXXwsICZ86cQWlpKdvB0NLSgpaWFv79998a62dpaQmhUIgnT56IreBYUlKCO3fuwMXFhRO+a9cuNG/eHNra2uxUxKpEnRYVFRXo6+tzrvu7tr+6li1bwtraGt7e3rCxsUGLFi3Yjn/Vss6cOYOSkhKx0csnT56goKBArCxTU1O2Tba2tjh//jxCQkLeqxPRqFGjOj83sqha13chEAik1kv0XOTk5NQ4Uviu93PYsGGYPXs2Fi9ejOHDh3NG3Wsq62PUSU5Ojr0ONjY2uHPnDiZOnIhff/1VrM7SnutPJTMzk/1dIgmfzwefz/+ENQJev34tdi3k5eXZlW2HDx8OV1dXTry7uzuGDx+OUaNGfbJ6EkIIId+6r3ZarLa2Ntzc3PDzzz+jqKio1vRWVlbsO4si5eXluHLlCvtHYl5eHg4cOICEhARkZGSwR3p6Ol6+fInjx49LzHvw4MGwtbXFkiVLOOHdu3dHw4YNsWLFindsZWXHdu3atTA1NYWDgwOAyqm6J0+eFHuvsKKiAhEREWjevLnY+4giCxcuRFZWFhISEjjh3t7eKCwsrHVrBEk8PDygqKjIrrRZ1aZNm1BUVARvb29OuKGhIZo1aya1YyPqtDRp0kTsj873aX91o0ePRnJystQplV5eXigsLMTmzZvF4n766ScoKirCw8OjxjLk5eXx5s0bmerzNRk0aBCUlJQ4q8dWJVod2MvLC9nZ2Th06JBYmvDwcPZnvbqGDRuiX79++Ouvv2SaEvsp6iQyd+5c7Nq1C5cvX+aE1/Rcfwp//vknrl69Wusz+6n17dsXISEhOHLkCO7fv4/ExESsXr0aAwcOBFD5+75FixacQ1FREXp6emKvRhBCCCHk4/lqRy6ByilmnTp1Qps2bbB48WK0atUKcnJyuHjxIm7evInWrVuzaWfMmAE/Pz9YW1vDzc0NRUVFWLduHV6+fIkxY8YAAH799Vdoa2tjyJAhYtPGevXqhaioKPTo0UNiXZYvXw53d3dOmLq6OrZu3QpPT0/07t0b06ZNg4WFBQoLC3Hs2DEAEFvwIy8vD7m5uXj9+jWuXbuGyMhIXLhwAUeOHGHTTp8+HQcOHEDfvn0RHh4OR0dHPH36lN265OTJk1Knvenq6mLGjBlYtWoVJ7xDhw4IDAxEYGAgHjx4gB9++IHd1iIqKordw08SIyMjrFy5EoGBgVBWVsbw4cOhqKiIAwcOYN68eQgMDPygC9q8T/urGzt2LAYPHiy1k9uhQwf4+/tj1qxZKCkpwYABA1BaWort27djzZo1iIyMFJsy+OzZM7x9+5adFvvrr79i0KBBNdZDKBSKjZpqa2uzeb969Yrdf1JEVVUVmpqaMrVTGlFdq5crGr1+8+aNWL00NDTQrFkzAJUjTtXrxefz0aBBAxgaGiIiIgJTpkxBQUEBRowYARMTE/z777/Ytm0b1NXVER4eDi8vL+zZswcjR47EqlWr0K1bNxQUFGD9+vU4ePAg9uzZI/XdxdjYWGzYsAHa2toytfdT1ElUzsCBA7Fw4UKZ3quuyb1798TugYWFRY3lA5UL8+Tm5qK8vBxPnz7FsWPHEBYWhj59+mDEiBHvVacPbd26dfjxxx8xadIkPHv2DAYGBhg/fjwWLlxY31UjhBBCSFUfdO3Zz9CTJ0+YKVOmMKampoyioiKjrq7OtGvXjlm1ahVTVFTESbtjxw6mdevWjIaGBqOrq8v06tWLuXLlChvfsmVLZtKkSRLL2bVrF6OkpMQ8f/5c6jYO3bt3ZwCwW5GIXLx4kRk0aBDTuHFjRkFBgdHW1mbc3d2ZhIQEsa1IRIeqqipjY2PDTJo0icnOzharT1FRETN//nzG3NycUVRUZBo2bMh4eHgwV69e5aSTtJ2EUChkGjVqxNlyo2o7nZ2dGYFAwCgqKjJNmzZlhg4dym4lUpMDBw4wnTt3ZtTU1BhlZWWmdevWTHR0NCeNtC1XqqptiwuGkb391dVWfvUtWkSioqKY1q1bM8rKyoyamhrTuXNnsW0qRM+F6FBQUGBMTU2ZmTNncrbLkbQVSdXzRIefnx/DMJVbLkiKHz9+fI1tZZjatyKRdJw7d449V1J8t27dGIapvE+S4t3d3TllnThxgnF3d2caNGjAKCsrM9bW1szMmTOZJ0+esGlKS0uZVatWMba2toySkhKjqanJuLu7M2fOnOHkJWnbj6oiIiJq3IrkU9ZJtI3N+fPn2etV23NdnbR7lJKSwjBMzVuRVH0OdXR0GFdXVyY6OpopLy+vUx0+xVYkhBBCCPmwPtZWJDyG+YCrsBBCCPmmFBQUQCAQQCgUvvdIOSGEEEI+jY/17/dX+84lIYQQQgghhJBPhzqXhBBCCCGEEELe21e9oA8hhJBPo8uCnZDnq9SeUIpLqz6vRYQIIYQQUnc0ckkIIYQQQggh5L1R55IQQurR/fv3wePxxLYTqcnixYthb2//0epUnx4/fgwfHx9oa2tDRUUFLVu2RFpamsS0EyZMAI/HQ2RkZI15Ll68GDwej3NYW1t/hNoTQggh3zbqXBJCvkm+vr4YMGCA1HgTExNOp4XH42H//v11zkeSqnmJ9ott0aJFnfL4Gr18+RKdOnWCoqIijh49ihs3biA8PBwNGjQQS5uYmIjU1FQYGBjIlLetrS1ycnLY48yZMx+6+oQQQsg3j965JISQeiQvLw89Pb36rsZnYcWKFTA0NERMTAwbZmpqKpbu8ePHmDp1Kv744w/07t1bprwVFBToOhNCCCEfGY1cEkJIPao+LTY5ORk8Hg+nTp1CmzZtoKqqio4dO+LWrVti5/76668wMTGBQCCAl5cXXr16xcZVH3kFAHt7eyxevJj9vHr1arRs2RJqamowNDTEpEmTUFhY+DGaKUb91lFoXvuNPYYOHYqNGzfi+fPnMDIygqqqKhwcHPDLL79wzquoqMDw4cMxa9Ys2NraylxednY2DAwMYGZmhmHDhuHhw4cfukmEEELIN486l4QQ8hmaP38+wsPDkZaWBgUFBYwePZoTf+fOHezfvx+HDx/G4cOH8ddff2H58uV1KkNOTg5r167F9evXERcXhz///BOzZ8+u8Zzi4mIUFBRwjnchV1oEuZL/HU+fPkVhYSGys7MhJyeHLl26YOLEiZg2bRri4uLY81asWAEFBQVMmzZN5rIcHR0RGxuLY8eOYePGjbh37x46d+7M6YwTQggh5P3RtFhCCPkMhYSEwMnJCQAwd+5c9O7dG2/fvoWysjKAyhG82NhYaGhoAACGDx+OU6dOISQkROYyAgIC2P83MTHBsmXLMGHCBGzYsEHqOWFhYViyZMk7tKh2DMNAQ0MDzZo1Q8OGDTFu3Dhcu3YNmzZtwsiRI3Hp0iWsWbMGly9fBo/Hkznfnj17sv/fqlUrODo6wtjYGLt374afn9/HaAohhBDyTaKRS0II+Qy1atWK/X99fX0AwLNnz9gwExMTtmMpSlM1XhYnT55Et27d0KRJE2hoaGD48OHIy8vD69evpZ4TFBQEoVDIHo8ePapTmSIVimqoUPrfoaurCxUVFTRq1Ai6urrQ0dEBANjY2LBTWFNSUvDs2TMYGRlBQUEBCgoKePDgAQIDA2FiYiJz2VpaWrC0tMTt27ffqe6EEEIIkYxGLgkhRAYaGhoQCoVi4fn5+RAIBB+8PEVFRfb/RaN0FRUVEuNFaarGy8nJgWEYTprS0lL2/+/fv48+ffpg4sSJCAkJQcOGDXHmzBn4+fmhpKQEqqqqEuvF5/PB5/PfvWH/r9CqJ+dz0qoRGDp0KB49eoT4+Hg2PCsrC8bGxgAqR2ddXV0557m7u2P48OEYNWqU7GUXFuLOnTsYPnz4e7SAEEIIIdXRyCUhhMjAysoKly5d4oSVl5fjypUrsLS0rKdaSaejo4OcnBz2c0FBAe7du8d+vnTpEioqKhAeHo727dvD0tIST548qY+qsqZPn47U1FSEhobi9u3biI+Px5YtWzB58mQAgLa2Nlq0aME5FBUVoaenBysrKzafbt264eeff2Y/z5w5E3/99Rfu37+Ps2fPYuDAgZCXl4e3t/cnbyMhhBDyNaORS0LIN0soFLKrtIpoa2vD0NBQLO2MGTPg5+cHa2truLm5oaioCOvWrcPLly8xZsyYT1Rj2XXt2hWxsbHo27cvtLS0sHDhQsjLy7Px5ubmKC0txbp169C3b1/8/fff2LRpUz3WGGjbti0SExMRFBSE4OBgmJqaIjIyEsOGDatTPnfu3MF///3Hfv7333/h7e2NvLw86Ojo4Pvvv0dqaio79ZYQQgghHwZ1Lgkh36zk5GQ4ODhwwvz8/LB161axtN7e3mAYBqtXr8bcuXOhqqqK1q1b4/Tp09DV1WXTLV68GLGxsbh//77EMkVTVxUUPu6v36CgINy7dw99+vSBQCDA0qVLOSOXdnZ2WL16NVasWIGgoCB06dIFYWFhGDFixEetV2369OmDPn36yJxe0nWuHpaQkPCetSKEEEKILHhM9ZdyCCGEvLORI0eCx+MhNjZWYnxubi709fVx8eJFtGnT5tNW7iMoKCiAQCCAUCiEpqZmfVeHEEIIITL4WP9+08glIYR8IAzDIDk5GWfOnJEY9+DBA/z000/Q1dVFixYt6qGGhBBCCCEfD3UuCSHkA+HxeHjw4IHEOKFQCCsrK9jY2CAhIYHdr5IQQggh5GtBnUtCCPkEtLS0UFxcXN/V+Gi6LNgJeb7Ke+VxaVX9vu9JCCGEkPdDW5EQQgghhBBCCHlv1LkkhBDyWXn8+DF8fHygra0NFRUVtGzZEmlpaWz806dP4evrCwMDA6iqqqJHjx7Izs6uxxoTQgghBKDO5WcvOTkZPB5P6uHi4gKgcul9Ho8ntmcfADg7OyMgIIDzWVJeEyZMYNPweDzs379f6meR8ePHQ15eHnv27BGLW7x4sVi+AJCRkQEejye2XcDevXvRtWtXNGjQACoqKrCyssLo0aORnp5e63VKSkpCnz59oKOjA2VlZTRr1gyenp44ffo0m6ama5mbm8upc/XD2tpa6vX877//oKenh9DQULF6DRkyBO3bt0d5eblYXF3uGQBcv34dQ4YMgY6ODvh8PiwtLbFw4UK8fv2ak87ExASRkZESr5OoTNGhoaEBW1tbTJ48WeyP89jYWGhpaXE+83g89OjRg5MuPz8fPB4PycnJnHBZ7glQudDNL7/8gg4dOkBTUxPq6uqwtbWFv78/bt++zaarem/k5eVhaGiIcePG4cWLF2LtPHv2LHr16oUGDRpAWVkZLVu2xOrVqzn3oS7X38TEhC1bTU0N3333ncRnvrq9e/fC2dkZAoEA6urqaNWqFYKDgzl1fvPmDRYtWgRLS0vw+Xw0atQIgwcPxvXr12vMW1L9fX19a/x9YWJiwrZPFMbn89GkSRP07dsX+/btq7VNH9vLly/RqVMnKCoq4ujRo7hx4wbCw8PRoEEDAJXPy4ABA3D37l0cOHAA6enpMDY2hqurK4qKiuq59oQQQsi3jTqXn7mOHTsiJydH7Ni8eTN4PB4mTZr0TvmOHTtWLM+VK1fWKY/Xr18jISEBs2fPRnR0tMQ0ysrKiIqKqnVUYc6cOfD09IS9vT0OHjyIW7duIT4+HmZmZggKCqrx3A0bNqBbt27Q1tbGrl27cOvWLSQmJqJjx46YPn26WPpbt26Jtb1x48ZsvK2trVi8pNU/RRo1aoQtW7ZgyZIluHr1Khu+Z88eHD58GHFxcZzN699FamoqHB0dUVJSgiNHjiArKwshISGIjY2Fm5sbSkpK6pTfyZMnkZOTgytXriA0NBSZmZmws7PDqVOnajxPQUEBJ0+eRFJSUo3pZL0nDMNg6NChmDZtGnr16oXjx4/jxo0biIqKgrKyMpYtW8bJV3RvHj58iJiYGBw7dgwTJ07kpElMTISTkxOaNm2KpKQk3Lx5E/7+/li2bBm8vLzwrrsvBQcHIycnB+np6Wjbti08PT1x9uxZqennz58PT09PtG3bFkePHsW1a9cQHh6OK1eu4NdffwUAFBcXw9XVFdHR0Vi2bBmysrLw+++/o6ysDI6OjkhNTa1THdesWcN5bgEgJiaG/Xzx4kU2reh3wJ07d7B37140b94cXl5eGDdu3DtcnQ9nxYoVMDQ0RExMDNq1awdTU1N0794dzZo1AwBkZ2cjNTUVGzduRNu2bWFlZYWNGzfizZs32LlzZ73WnRBCCPnW0YI+nzklJSXo6elxwjIzMzFz5kzMmzcPgwcPfqd8VVVVxfKtqz179qB58+aYO3cuDAwM8OjRIxgaGnLSWFlZoXHjxpg/fz52794tMZ/U1FSsXLkSa9aswbRp09hwIyMjtG7dusbOwMOHDxEQEICAgACsXr2aE9eqVStOfiKNGzfmjMhVp6CgUOdr069fPwwdOhQjR47E+fPnkZ+fj8mTJ2P58uWwsrKqU17VMQwDPz8/2NjYYN++fZCTq/xOyNjYGJaWlnBwcEBERATmzJkjc57a2tpsG83MzNC3b19069YNfn5+uHPnjtTOsJqaGoYMGYK5c+fi/PnzEtPU5Z7s2rULCQkJOHDgAPr168eGGxkZoX379mL3vuq9adKkCQYPHoyYmBg2vqioCGPHjkW/fv2wZcsWNnzMmDHQ1dVFv379sHv3bnh6espymTg0NDSgp6cHPT09rF+/Htu3b8ehQ4fQsWNHsbQXLlxAaGgoIiMj4e/vz4abmJjAzc0N+fn5AIDIyEicO3cO6enpsLOzA1B5X/fu3QtHR0f4+fnh2rVr4PF4MtVRIBBAIBBwwrS0tCQ+z1V/BzRt2hTt27eHtbU1Ro8ejSFDhsDV1VWmMj+0gwcPwt3dHYMHD8Zff/2FJk2aYNKkSRg7diwAsIsiVV1tV05ODnw+H2fOnMGYMWPqpd6EEEIIoZHLL05+fj769+8PZ2dnLF26tF7rEhUVBR8fHwgEAvTs2VPqpvHLly/H3r17Oe9MVbVz506oq6tLHYWt6Q/rvXv3orS0FLNnz67zuR/amjVrkJeXh6VLl2LSpElo0aIFpk6d+t75ZmRk4MaNG5gxYwbbsRSxs7ODq6vre4/YyMnJwd/fHw8ePMClS5dqTLt48WJcvXoVv/32m8T4utyTnTt3wsrKitOxlJa2uvv37+OPP/6AkpISG3b8+HHk5eVh5syZYun79u0LS0vLDzK6paCgAEVFRakjxjt27KjxmRZ9uREfHw83Nze2YykiJyeH6dOn48aNG7hy5cp711dWI0eORIMGDWqcHltcXIyCggLO8SHdvXsXGzduhIWFBf744w9MnDgR06ZNQ1xcHADA2toaRkZGCAoKwsuXL1FSUoIVK1bg33//ZUdrCSGEEFI/qHP5BamoqMDQoUOhoKCAHTt2SPzDu2PHjlBXV+ccKSkpYuk2bNgglm7Hjh0y10U0NU00AuTj44OYmBiJo4zfffcdhgwZInVkLSsrC2ZmZlBQ+N9A+urVqzl1EwqFUs/V1NTkjMzs3buXc27VqapA5ShN1XhbW1tO/NWrV8WuTfX3RiXR1NRETEwMQkNDcfz4ccTExMjUua3tnmVlZQEAbGxsJJ5vY2PDpnkfovdKq78LW52BgQH8/f0xf/58lJWVicXX5Z5kZWWJjewGBASw6Zo2bcqJE90bFRUVmJqa4vr165znqrZrZW1t/d7XqqSkBGFhYRAKhejatavENNnZ2TAzM4OiomKNeWVlZdV4X0VpPhU5OTlYWlrW+AyEhYWxI6QCgUBstsL7qqiowHfffYfQ0FA4ODhg3LhxGDt2LDZt2gQAUFRUxL59+5CVlYWGDRtCVVUVSUlJ6Nmzp9iXL4QQQgj5tGha7Bdk3rx5OHfuHC5cuAANDQ2JaXbt2iX2x+qwYcPE0g0bNgzz58/nhOnq6spcl+joaLi7u6NRo0YAgF69esHPzw9//vknunXrJpZ+2bJlsLGxwfHjxznvN0ozevRo9OvXD+fPn4ePj0+NU2Ord+Dc3d2RkZGBx48fw9nZWWwxnZSUFM71q94BsLKywsGDBzlhmpqatdYZALp27Yr27dvD3t4exsbGMp0j6z1713cFZSXKX5YO8Zw5c7B582ZER0djyJAhYvF1vSdVzZ8/H1OmTMG+ffvEFkkS3Zu3b99i+/btyMjIkDg6/DGu1Zw5c7BgwQK8ffsW6urqWL58OXr37i0xbV3K/9j3ta4YhqnxGQgKCsKMGTPYzwUFBR+0g6mvr4/mzZtzwmxsbLB37172c+vWrZGRkQGhUIiSkhLo6OjA0dERbdq0+WD1IIQQQkjdUefyC5GQkICffvoJR44cgYWFhdR0hoaGMDc354SpqIhvbC4QCMTSyaq8vBxxcXHIzc3ljDaWl5cjOjpaYueyWbNmGDt2LObOnYuoqChOnIWFBc6cOYPS0lK2o6elpQUtLS38+++/NdbFwsICQqEQubm57EiZuro6zM3NOXWrytTUtMZ3LpWUlN752gCVUyallS1JbffM0tISQOW7tg4ODmLnZ2ZmsmneR2ZmJoDK61MbLS0tBAUFYcmSJejTpw8nri73xMLCArdu3eKE6ejoQEdHR+KXEFXvjahzt2TJEnaKeNVrJeldyMzMTLbjIvrCQNKoeH5+vti7i7NmzYKvry/U1dWhq6tbYwfM0tJS7JmWlk503SXVtWqbPoXy8nJkZ2ejbdu2UtPw+Xzw+fyPVodOnTqJPRNZWVkSv6wR3aPs7GykpaXV+6sChBBCyLeO5hB9ATIyMuDn54fly5fD3d29vquD33//Ha9evUJ6ejoyMjLYY+fOndi3bx+7WEl1CxcuRFZWFhISEjjh3t7eKCwsxIYNG+pcl0GDBkFRURErVqx4l6Z8Eezt7WFtbY2IiAhUVFRw4q5cuYKTJ0/C29v7vcqoqKjA2rVrYWpqKrEDK8nUqVMhJyeHNWvWcMLrck+8vb1x69YtHDhw4J3qvWDBAvz000948uQJAKB79+5o2LAhwsPDxdIePHgQ2dnZ7LVq2LAhGjVqJPaOaUFBAW7fvi3WqWvUqBHMzc2hp6dX6+ju0KFDa3ymRT8jXl5eOHnypNh7lRUVFYiIiEDz5s3F3sf8mOLi4vDy5Ut4eHh8sjKrmz59OlJTUxEaGorbt28jPj4eW7ZsweTJk9k0e/bsQXJyMrsdiZubGwYMGIDu3bvXW70JIYQQQiOXn73//vsPAwYMgLOzM3x8fNj9GEXk5eWho6NT53xfv34tlhefz2f3kqtJVFQUevfuLfZHb/PmzTF9+nTs2LGD84egiK6uLmbMmIFVq1Zxwjt06IDAwEAEBgbiwYMH+OGHH2BoaIicnBxERUWBx+NJfZfKyMgI4eHh8Pf3x4sXL+Dr6wtTU1O8ePEC27dvBwCxlU+fPXuGt2/fcsK0tbXZEaaysjKxa8Pj8TjThp8/fy62P6K+vn6dphbLisfjISoqCm5ubvDw8EBQUBD09PRw/vx5BAYGokOHDmJ7Yj5+/FisflVHfvLy8pCbm4vXr1/j2rVriIyMxIULF3DkyBGZt01RVlbGkiVLxO51Xe6Jl5cX9u3bBy8vLwQFBcHd3R26urp48OABdu3aVWtdOnTogFatWiE0NBQ///wz1NTUsHnzZnZLjSlTpkBTUxOnTp3CrFmzMGjQIM403hkzZiA0NBS6urpo3749uyCTjo4OfvjhB5mugySOjo6YPXs2AgMD8fjxYwwcOBAGBga4ffs2Nm3ahO+//x7+/v6YPn06Dhw4gL59+yI8PByOjo54+vQpuz3MyZMna+3IVh/lAyq3bKntfU/R74CysjL8+++/SExMREREBCZOnMjun1sf2rZti8TERAQFBSE4OBimpqaIjIzkTBXPycnBjBkz8PTpU+jr62PEiBH48ccf663OhBBCCPl/DPmsxcbGMgCkHsbGxgzDMMy9e/cYAEx6erpYHk5OToy/vz/ns6S83N3dGYZhmPLycgYAc+jQIfYcAExiYiKTm5vLKCgoMLt375ZY34kTJzIODg4MwzDMokWLGDs7O068UChkGjVqxABg7t27x4nbtWsX4+zszAgEAkZRUZFp2rQpM3ToUCY1NbXW63TixAmmZ8+eTMOGDRkFBQVGV1eXGTBgAHPs2DE2TVJSktTreO7cObbOkuL5fH6t12/p0qUSr7c0dblnDMMw//zzD+Ph4cE0bNiQUVRUZJo1a8YsWLCAKSoq4qQzNjaWWL9ff/2VLVN0qKqqMjY2NsykSZOY7OxsTj4xMTGMQCCQ+plhGKasrIxp3rw5A4BJSkrixMlyTxim8nnbtGkT4+joyKipqTFKSkqMmZkZM3bsWObGjRtsOknPE8MwzM6dOxk+n888fPiQDTt9+jTj7u7OaGpqMkpKSoytrS3z008/MWVlZWL1X7t2LdOyZUtGVVWVadq0KePp6Sn2bBobGzMRERFiZddm165dTJcuXRgNDQ1GTU2NadWqFRMcHMy8fPmSTVNUVMTMnz+fMTc3ZxQVFZmGDRsyHh4ezNWrV2vMu/q9rHo8evSIYZj//dxWV/UZVlJSYvT19Zk+ffow+/btq3MbhUIhA4Cxm7qJ+W5m3HsdhBBCCPk0RP9+C4XCD5ovj2E+s9UkSL3Lzc2Fvr4+Ll68SAtkEEJqVFBQAIFAAKFQKPPCV4QQQgipXx/r32+aFktYDMPgwYMH+Omnn6Crq4sWLVrUd5UIIYQQQgghXwjqXBKWUCiElZUVbGxskJCQAGVl5fquEiGEEEIIIeQLQZ1LwtLS0kJxcXF9V4MQ8gXqsmAn5Pni2x7V5tKqER+hNoQQQgipD7QVCSGEEEIIIYSQ90adS0IIIfVq8eLF4PF4nMPa2pqNz83NxfDhw6Gnpwc1NTV899132Lt3bz3WmBBCCCGSUOeSEPJJ5ebmYurUqTAzMwOfz4ehoSH69u2LU6dOsWlMTEwQGRkpdu7ixYthb2/P+Vy9U1K9Y+Ls7Px/7N15XI3p/z/w11E6peWkhWpE6ykiSwgNFSX7MhEpNPaRJYVkTaisNfbtVIyS3ZhhsnYqSxKiIaKRZRQGlYq0nN8fft3fbudU57Saz7yfj8f9eDjXfd3X9b7vc+ec61zLDQ6Hg+joaFZZoaGhMDAwkDrunTt3QlVVFSUlJUxafn4+mjZtCjs7O1ZeoVAIDoeDjIwMJu3atWuQk5PD4MGDxcrOzMwEh8NBixYt8OHDB9a+Tp06wd/fv8rY7ty5g2HDhqFFixZQVFSEgYEBxowZg9evX7PK//rZp8CX61PxOalfv24oFhYWyMrKYrbLly8z+yZMmICHDx/i1KlTSE1NxQ8//AAXFxfcvn27weMkhBBCSOWocUkIaTCZmZmwsrLCpUuXsH79eqSmpiImJgb29vbw9PSsUZlfN0q+bpgAgKKiIpYuXYri4uIax25vb4/8/HwkJyczaQkJCdDR0cH169fx6dMnJj02NhatW7eGsbExkyYQCDB79mzEx8fj5cuXEuv48OEDNmzYIFNcb968Qb9+/aChoYGzZ88iLS0N4eHh0NPTQ0FBgYxn2Xjk5eWho6PDbFpaWsy+q1evYvbs2ejevTuMjIywdOlSqKur4+bNm40YMSGEEEK+Ro1LQkiDmTlzJjgcDpKSkuDs7Aw+nw8LCwt4e3sjMTGxRmV+3Sj5umECAK6ursjJycGePXtqHLuZmRl0dXUhFAqZNKFQiOHDh8PQ0JAVv1AohL29PfM6Pz8fhw4dwk8//YTBgwcjIiJCYh2zZ8/Gpk2bmB5HaVy5cgW5ubnYu3cvOnfuDENDQ9jb2yMkJASGhoYyn2djefToEfT09GBkZAQ3Nzc8e/aM2derVy8cOnQI7969Q1lZGaKjo/Hp0yexHmNCCCGENK4aNS7/Tb+GE0K+De/evUNMTAw8PT2hrKwstl9dXb3e6lZTU8OSJUsQEBBQq/+/7O3tERsby7yOjY2FnZ0dbG1tmfSPHz/i+vXrrMbl4cOHYW5uDjMzM7i7uyMsLAwikUisfFdXV5iYmCAgIEDqmHR0dFBSUoITJ05ILLOuFRUVIS8vj7XVlrW1NSIiIhATE4MdO3bgyZMn6N27NzNE+PDhwyguLoampia4XC6mT5+OEydOwMTEpNZ1E0IIIaTu1Khx2bJlS0yaNEls6BkhhFTm8ePHEIlErPmQVfH19YWKigprCwwMFMuXmpoqlm/GjBli+WbOnAlFRUVs2rSpxudgb2+PK1euoKSkBB8+fMDt27dha2uLPn36MD2a165dQ1FREatxKRAI4O7uDgAYMGAAcnNzERcXJ1Y+h8NBcHAwdu/ezZqvWZUePXpg8eLFGDduHLS0tDBw4ECsX78er169Esvbq1cvsWuVkJAg0zUICgoCj8djNn19fZmOl2TgwIEYPXo0LC0t4eTkhDNnziAnJweHDx8GACxbtgw5OTm4cOECkpOT4e3tDRcXF6Smpta6bkIIIYTUnRo1Lg8cOIB3796hb9++4PP5CA4OrnQOESGEAJC5V23BggVISUlhbZIajWZmZmL5JPX8cblcBAQEYMOGDfjnn39qdA52dnYoKCjAjRs3kJCQAD6fD21tbdja2jLzLoVCIYyMjNC6dWsAwMOHD5GUlARXV1cAX4bxjhkzBgKBQGIdTk5O+P7777Fs2TKxfYGBgayGYfnQ0TVr1iA7Oxs7d+6EhYUFdu7cCXNzc7HG16FDh8SuVdeuXWW6Bn5+fsjNzWW258+fy3S8NNTV1cHn8/H48WNkZGRg69atCAsLQ79+/dCxY0esWLECXbt2xbZt2+q8bkIIIYTUnHxNDhoxYgRGjBiBN2/e4JdffkFERASWLVsGJycnTJo0CcOGDYO8fI2KJoT8jzI1NQWHw8GDBw+kyq+lpSU27FFDQ0Msn4KCgtTDI93d3bFhwwasXr1appViy5mYmKBVq1aIjY3F+/fvYWtrCwDQ09ODvr4+rl69itjYWPTt25c5RiAQoKSkBHp6ekyaSCQCl8vF1q1bwePxxOoJDg5Gz549sWDBAlb6jBkz4OLiwryuWKampiZGjx6N0aNHIzAwEJ07d8aGDRuwb98+Jo++vr7YtVJSUpLpGnC5XHC5XJmOkVV+fj4yMjIwfvx4FBYWAgCaNGH/FionJ4eysrJ6jYMQQgghsqnVgj7a2trw9vbG3bt3sWnTJly4cAGjRo2Cnp4eli9fznwpIIQQDQ0NODk5Ydu2bRLnPebk5NR7DE2aNEFQUBB27NiBzMzMGpVhb28PoVAIoVDIWlCmT58++OOPP5CUlMQMiS0pKcH+/fuxceNGVm/hnTt3oKenh4MHD0qso3v37vjhhx+waNEiVrqGhgZMTEyYrbIf8RQUFGBsbPyvmR8/f/58xMXFITMzE1evXsXIkSMhJycHV1dXmJubw8TEBNOnT0dSUhIyMjKwceNGnD9/HiNGjGjs0AkhhBBSQa26F1+9eoV9+/YhIiICT58+xahRozB58mS8ePECa9euRWJiIs6dO1dXsRJC/uW2bdsGGxsbdO/eHQEBAbC0tERJSQnOnz+PHTt2IC0tTeYyS0pKkJ2dzUrjcDho2bKlxPyDBw+GtbU1du3aVWmeqpQ/NqW4uJjpuQQAW1tbzJo1C58/f2Yal7///jvev3+PyZMni/VQOjs7QyAQSBzqC3wZ6mphYVHtKJDff/8d0dHRGDt2LPh8PkQiEX777TecOXMG4eHhMp9fY3jx4gVcXV3x9u1baGtr4/vvv0diYiK0tbUBAGfOnMGiRYswdOhQ5Ofnw8TEBPv27cOgQYMaOXJCCCGEVFSjxuXx48cRHh6Os2fPol27dpg5cybc3d1Zqz326tULbdu2ras4CSH/A4yMjHDr1i2sWbMGPj4+yMrKgra2NqysrLBjx44alXnv3j3o6uqy0rhcLuu5k19bu3YtevXqxUrLzMyEoaEhswJsZezt7fHx40eYm5uzGqe2trb48OED88gS4MuQWAcHB4lDX52dnbFu3TrcvXsXampqYvv5fD4mTZqE3bt3VxoLALRr1w7NmjWDj48Pnj9/Di6XC1NTU+zduxfjx4+v8thvRXR0dJX7TU1NcezYsQaKhhBCCCE1xRHVYO16Ho+HsWPHYsqUKejWrZvEPB8/fsS6deuwYsWKWgdJCCH1LTY2Fj/88AP++usvNG/evLHD+dfIy8sDj8dDbm6uxEYyIYQQQr499fX5XaOey6ysLDRr1qzKPEpKStSwJIT8a5w5cwaLFy+mhiUhhBBCSA3VqOdSTk4OWVlZaNGiBSv97du3aNGiBUpLS+ssQEIIId8u6rkkhBBC/n2+qZ7LytqjRUVFUFBQqFVAhBBC/n36LD0IOa5sjzUBgJvrJ9RDNIQQQghpDDI1Ljdv3gzgy0qMe/fuhYqKCrOvtLQU8fHxMDc3r9sICSGEEEIIIYR882RqXIaEhAD40nO5c+dOyMnJMfsUFBRgYGCAnTt31m2EhBBC/qf5+/tj5cqVrDQzMzM8ePCAWcVXksOHD2P06NENESIhhBBCpNBElsxPnjzBkydPYGtrizt37jCvnzx5gocPH+Ls2bOwtraur1gJIaRSO3fuhKqqKkpKSpi0/Px8NG3aVOzRIkKhEBwOBxkZGQC+jMY4efKkWJkeHh4YMWKEzLHExsZi0KBB0NTURLNmzdCuXTv4+Pjg77//ZtWfk5MjdqyBgQFCQ0OZ19LGZmdnBw6HI/ZYj9DQUBgYGDCvIyIiWI+Nqq7chmJhYYGsrCxmu3z5MgBAX1+flZ6VlYWVK1dCRUUFAwcObPA4CSGEEFI5mRqX5WJjY2lFRULIN8Xe3h75+flITk5m0hISEqCjo4Pr16+znnsZGxuL1q1bw9jYuM7j2LVrFxwcHKCjo4Njx47h/v372LlzJ3Jzc7Fx48Y6r68iRUVFLF26FMXFxfVaT32Ql5eHjo4Os2lpaQH4soBcxXQdHR2cOHECLi4urKkZhBBCCGl8Ug+L9fb2xqpVq6CsrAxvb+8q827atKnWgRFCiCzMzMygq6sLoVCIHj16APjSQzh8+HBcunQJiYmJTA+mUCiEvb19ncfw4sULzJkzB3PmzGGmEQBfeiP79OkjsaeyLrm6uuLUqVPYs2cPZs6cWa911bVHjx5BT08PioqK6NmzJ4KCgtC6dWuxfDdv3kRKSgq2bdvWCFESQgghpCpSNy5v377N/Bp+69YtcDiceguKEEJqwt7eHrGxsVi0aBGALz2UCxcuRGlpKWJjY2FnZ4ePHz/i+vXrmDRpUp3Xf+TIEXz+/BkLFy6UuL+q4ah1QU1NDUuWLEFAQAAmTpwIZWXlOq+jqKgIRUVFzOu8vLxal2ltbY2IiAiYmZkxw1579+6NP//8E6qqqqy8AoEAbdu2Ra9evWpdLyGEEELqltSNy9jYWObfQqGwPmIhhJBasbe3h5eXF0pKSvDx40fcvn0btra2KC4uZhYbu3btGoqKiuql5/LRo0dQU1ODrq6uVPlbtWolllZYWFirGGbOnImff/4ZmzZtwrJly2pVliRBQUFii+/UVsW5k5aWlrC2tkabNm1w+PBhTJ48mdn38eNHREVF1ct5EUIIIaT2ajTnctKkSfjw4YNYekFBQb30BhBCiDTs7OxQUFCAGzduICEhAXw+H9ra2rC1tWXmXQqFQhgZGUkccllbIpFIplEdCQkJSElJYW16enq1ioHL5SIgIAAbNmzAP//8U6uyJPHz80Nubi6zPX/+vM7rUFdXB5/Px+PHj1npR48eRWFhISZMoGdjEkIIId+iGjUu9+3bh48fP4qlf/z4Efv37691UIQQUhMmJiZo1aoVYmNjERsbC1tbWwCAnp4e9PX1cfXqVcTGxqJv376s41RVVZGbmytWXk5ODng8ntT18/l85ObmIisrS6r8hoaGMDExYW3y8uwBJTWJzd3dHW3atMHq1auljl1aXC4XampqrK2u5efnIyMjQ6wHWCAQYNiwYdDW1q7zOgkhhBBSezI1LvPy8pCbmwuRSIQPHz4gLy+P2d6/f48zZ86gRYsW9RUrIYRUy97eHkKhEEKhkPUIkj59+uCPP/5AUlKS2JBYMzMz3Lx5k5VWWlqKO3fugM/nS133qFGjoKCggHXr1kncX5MFfWoSW5MmTRAUFIQdO3YgMzNT5job2vz58xEXF4fMzExcvXoVI0eOhJycHFxdXZk8jx8/Rnx8PKZMmdKIkRJCCCGkKlLPuQS+DFXicDjgcDgSv9RwOJw6n4tDCCGysLe3h6enJ4qLi5meSwCwtbXFrFmz8PnzZ7HGpbe3NyZPngxzc3M4OjqioKAAW7Zswfv372VqzOjr6yMkJASzZs1CXl4eJkyYAAMDA7x48QL79++HioqKzI8jqWlsgwcPhrW1NXbt2oWWLVuy9pWWliIlJYWVxuVy0bZtW5liqysvXryAq6sr3r59C21tbXz//fdITExk9VCGhYWhVatW6N+/f6PESAghhJDqydS4jI2NhUgkQt++fXHs2DFoaGgw+xQUFNCmTZtazxcihJDasLe3x8ePH2Fubs5qVNna2uLDhw/MI0sqcnV1hUgkwqZNm7Bo0SI0a9YMVlZWiI+PZ5Xh7++PiIiIKnsDZ86cCT6fjw0bNmDkyJH4+PEjDAwMMGTIkGof4ySJtLFJsnbtWomrqubn56Nz586sNGNjY7E5jg0lOjq62jyBgYEIDAxsgGgIIYQQUlMckUgkkvWgp0+fQl9fH02a1GjKJiGE/CtNnDgRHA4HERERjR3KNyMvLw88Hg+5ubn1Mv+SEEIIIXWvvj6/Zeq5LNemTRvk5OQgKSkJr1+/RllZGWs/reRHCPlfIxKJIBQKcfny5cYOhRBCCCHkm1SjxuVvv/0GNzc35OfnQ01NjbX0PofDocYlIeR/DofDwdOnTxs7DEIIIYSQb1aNxrX6+Phg0qRJyM/PR05ODt6/f89s7969q+sYCSGEEEIIIYR842rUc/n3339jzpw5aNasWV3HQwgh5F+oz9KDkOMqyXzczfU00oUQQgj5X1GjnksnJyckJyfXdSyEEEL+g/z9/ZnHXJVv5ubmrDzXrl1D3759oaysDDU1NfTp0wcfP35spIgJIYQQIkmNGpeDBw/GggUL4O/vj2PHjuHUqVOs7Vv15s0b/PTTT2jdujW4XC50dHTg5OSEK1euMHkMDAwQGhoqdqy/vz86deoklv7ixQsoKCigffv2EuvkcDhQVFQUm6s1YsQIeHh4sNKys7Mxd+5cmJiYQFFRES1btoSNjQ127NiBwsLCeo3x5MmTEvcBgIeHB0aMGMF6zeFwEBwczMp38uRJ1vxbANizZw86duwIFRUVqKuro3PnzggKCmLO4+svlBW38utTHl9ERESV+TkcDjIzM8XiLScUCsHhcJCTkwM7O7sqy7Gzs6syxq/P/Wv37t2Di4sLtLW1weVywefzsXz5ctb7WFn5rVq1qrTcil/C5eXlYWBggHnz5iE/Px8AkJmZCQ6HI/YMQwCws7ODl5eXWPrBgwchJycHT0/PSq9Z+aatrY1BgwYhNTWVla/8npgxY4ZYGZ6enqz3s6Jr165BTk4OgwcPlni+nz9/xrp169CxY0c0a9YMWlpasLGxQXh4OIqLi1l1f70NGDCAKaeye7z8Xim/blVtERERrHuonEgkwu7du2Ftbc3c5127dkVoaKjY+13bv8Wvff1/Qfn9lJiYyMrn5eXF3NOA+H2kpaWFPn36IDQ0FEVFRVLXX5csLCyQlZXFbBUXTrp27RoGDBiA/v37IykpCTdu3MCsWbNoxXJCCCHkG1OjYbFTp04FAAQEBIjt43A4KC0trV1U9cTZ2RmfP3/Gvn37YGRkhFevXuHixYt4+/ZtjcuMiIiAi4sL4uPjcf36dVhbW4vl4XA4WL58Ofbt21dpOX/99RdsbGygrq6OwMBAdOjQAVwuF6mpqdi9eze+++47DBs2rN5ilJWioiLWrl2L6dOno3nz5hLzhIWFwcvLC5s3b4atrS2Kiopw9+5d/PnnnwCAGzduMPfK1atX4ezsjIcPHzLLISspsYfYjRkzhtVg+OGHH9C+fXvWfVjxoetVOX78OD5//gwAeP78Obp3744LFy7AwsICwJfntpYLCAhg7vlyqqqqlZadmJgIBwcHODg44PTp02jZsiWSkpLg4+ODixcvIjY2tsry5eTkqozdwsICFy5cQElJCa5cuYJJkyahsLAQu3btkurcvyYQCLBw4ULs2rULGzduhKKiolie8vfl5cuXWLBgAQYPHozHjx+zzkNfXx/R0dEICQlh3rtPnz4hKioKrVu3rrTu2bNnQyAQ4OXLl6zn5H7+/BlOTk64c+cOVq1aBRsbG6ipqSExMREbNmxA586dmR9TBgwYgPDwcFbZXC5X6mugr6+PrKws5vWGDRsQExODCxcuMGk8Hg/Xr18XO3b8+PE4fvw4li5diq1bt0JbWxt37txBaGgoDAwMWD901Mff4tcUFRXh6+uLuLi4KvOV30dlZWV4+/YthEIhVq9ejV9++QVCobDKe7w+yMvLQ0dHR+K+efPmYc6cOVi0aBGTZmZm1lChEUIIIURKNWpcfv3okX+DnJwcJCQkQCgUwtbWFsCXR6p07969xmWKRCKEh4dj+/btaNWqFQQCgcQvi7NmzcKmTZuwYMGCSnssZs6cCXl5eSQnJ0NZWZlJNzIywvDhw1GDx5HKFKOsHBwc8PjxYwQFBWHdunUS85w6dQouLi6YPHkyk1beeAPYDUENDQ0AQIsWLaCuri6xPCUlJVaDU0FBAc2aNav0C2lVyusDvjSAAEBTU1NiWaqqqlLXIRKJMHnyZLRt2xbHjx9nelbatGkDPp+Pzp07IyQkBL6+vjUqH2B/CR8zZgwuXryIU6dO1ahx+eTJE1y9ehXHjh1DbGwsjh8/jnHjxonlK39fdHR04OXlhWHDhuHBgwewtLRk8nTp0gUZGRk4fvw43NzcAHxpxLdu3RqGhoZiZebn5+PQoUNITk5GdnY2IiIisHjxYmZ/aGgo4uPjkZycjM6dOzPpRkZGGD16NPPjAABmJEJNycnJsY5XUVGpsrFT7vDhw4iMjMTJkycxfPhwJt3AwADDhg1DXl4ek1Zff4tfmzZtGnbu3IkzZ85g0KBBleareH56enro0KEDHB0d0bFjR6xduxarV6+u89iq8ujRI+jp6UFRURE9e/ZEUFAQWrdujdevX+P69etwc3NDr169kJGRAXNzc6xZswbff/99g8ZICCGEkKrJNKZo0KBByM3NZV4HBwezhoe9ffsW7dq1q7Pg6pKKigpUVFRw8uTJOhv2FRsbi8LCQjg4OMDd3R3R0dEoKCgQy2djY4MhQ4awfnWv6O3btzh37hw8PT1ZDcuKvh5uWtcxykpOTg6BgYHYsmULXrx4ITGPjo4OEhMT/1OPb0hJScH9+/fh7e0tNmSvY8eOcHBwwMGDB+u0TiUlJVZDSxbh4eEYPHgweDwe3N3dIRAIqsyfm5uL6OhoAOze3XKTJk1i9SCGhYXhxx9/lFjW4cOHYW5uDjMzM7i7uyMsLIz1I0pkZCQcHBxYDctyTZs2rfRvpSFFRkbCzMyM1bAsx+FwwOPxmNf19bf4NUNDQ8yYMQN+fn4y/xBobm6OgQMH4vjx45XmKSoqQl5eHmurLWtra0RERCAmJgY7duzAkydP0Lt3b3z48AF//fUXgC9DeadOnYqYmBh06dIF/fr1w6NHj2pdNyGEEELqjkyNy7Nnz7IaZoGBgaxHj5SUlODhw4d1F10dkpeXR0REBPbt2wd1dXXY2Nhg8eLFuHv3rlheX19fpjFavgUGBorlEwgEGDt2LOTk5NC+fXsYGRnhyJEjEusPCgpCTEwMEhISxPY9fvwYIpFIbJiXlpYWU3/Fnq76ilFWI0eORKdOnbBixQqJ+1esWAF1dXUYGBjAzMwMHh4eOHz48L+u51vStZb0PgJAeno6AKBt27YS97dt25bJU1n5mzdvljq2mzdvIioqCn379mWl9+rVq9qYy8rKEBERAXd3dwDA2LFjcfnyZTx58kSsnlatWjHzCaOiojBs2DCxBVcAwN3dHZcvX8bTp0/x9OlTXLlyhSn/awKBgNk3YMAA5ObmsoZyPnr0SGIdkvz+++9S/T3UtUePHkk9PLM+/xa/tnTpUjx58gSRkZEyH2tubo7MzMxK9wcFBYHH4zGbvr5+LSL9YuDAgRg9ejQsLS3h5OSEM2fOICcnh/X/xfTp0/Hjjz8yvf9mZmYICwurdd2EEEIIqTsyNS6/HppZ06GajcXZ2RkvX77EqVOnMGDAAAiFQnTp0gURERGsfAsWLEBKSgpr+3qhkpycHBw/fpz1xbmqnp927dphwoQJlfZeSpKUlISUlBRYWFiI9bbWR4w1sXbtWuzbtw9paWli+3R1dXHt2jWkpqZi7ty5KCkpwcSJEzFgwIB/VQNT0rXu2rVrlcfI8rfxdfkTJlT9aIbU1FSoqKhASUkJ3bt3R8+ePbF161ZWnkOHDlUb8/nz51FQUMAMndTS0oKjo6PEL+wJCQm4efMmIiIiwOfzsXPnTomxaWtrY/DgwYiIiGB6RbW0tMTyPXz4EElJSXB1dQXw5cefMWPGsO5NWa6hvb19tX8P9UHaGBvib7EibW1tzJ8/H8uXL5e5V1skElU5UsLPzw+5ubnM9vz589qGK0ZdXR18Ph+PHz+Grq4uAIiNimnbti2ePXtW53UTQgghpOZqNOfy30xRURGOjo5wdHTEsmXLMGXKFKxYsYK1kqWWlhZMTExYx1WcowcAUVFR+PTpE2vOlEgkQllZGdLT08Hn88XqXrlyJfh8vthqkCYmJuBwOGK9vkZGRgDEF7apzxhl1adPHzg5OcHPz0/iaqAA0L59e7Rv3x4zZ87EjBkz0Lt3b8TFxcHe3r7W9UuipqYmcShuTk4O5OTkZB5OKelaV6b8mqalpUkczpmWliZ23WUpH/iykMmpU6cgLy8PPT09icNT9fX1xcr8+j4SCAR49+4dK72srAx3797FypUrWcN6DQ0Noa6uDjMzM7x+/RpjxoxBfHy8xPgmTZqEWbNmAQC2bdsmMY9AIEBJSQlrAR+RSAQul4utW7eCx+OBz+fjwYMH1VyNL5SVlau8hqqqqqwh/eVycnJYQ1dlJW2MDfG3+DVvb29s374d27dvl+m4tLQ0iXNky3G5XJkWS6qJ/Px8ZGRkYPz48TAwMICenp7Y/4/p6ekYOHBgvcZBCCGEENnI1HNZvnT912n/Zu3atavRvCeBQAAfHx9WT8mdO3fQu3fvSodq6evrY9asWVi8eDFrRV1NTU04Ojpi69atdToHqyYx1kRwcDB+++03XLt2rdq85b0P9THXrJyZmRnu3bsn1tt769YtGBoaomnTpvVWd6dOnWBubo6QkBCx3tk7d+7gwoULTG9dTSkoKMDExAQGBgYSG5bSePv2LX799VdER0ez7o/bt2/j/fv3OHfuXKXHenp64s8//8SJEyck7h8wYAA+f/6M4uJiODk5ie0vKSnB/v37sXHjRrF7U09Pj5mTOm7cOFy4cAG3b98WK6O4uFime8jMzAw3b95kpZWWluLOnTu1atiNGzcO6enp+PXXX8X2iUQipkHbUH+LFamoqGDZsmVYs2YNPnz4INUxDx48QExMDJydneslpsrMnz8fcXFxyMzMxNWrVzFy5EjIycnB1dUVHA4HCxYswObNm3H06FE8fvwYy5Ytw4MHD1iLhRFCCCGk8cnUcykSieDh4cH8av3p0yfMmDGD6QlqrOejSePt27cYPXo0Jk2aBEtLS6iqqiI5ORnr1q2TuBhHVVJSUnDr1i1ERkaKzQlzdXVFQEAAVq9eDXl58cvr5+eHPXv24MmTJxgzZgyTvn37dtjY2KBr167w9/eHpaUlmjRpghs3buDBgwewsrJqsBhl1aFDB7i5uYnNFfzpp5+gp6eHvn37olWrVsjKysLq1auhra2Nnj171rreyri5uSEgIAATJkzAwoULwePxEB8fj9DQ0EpXtq3Khw8fkJ2dzUpr1qwZ88iUijgcDgQCARwdHeHs7Aw/Pz/o6Ojg+vXr8PHxQc+ePSU+a7Kh/fLLL9DU1ISLi4vYD0SDBg2CQCBgPfalombNmmHq1KlYsWIFRowYIXa8nJwcM0xa0mNVfv/9d7x//x6TJ08W6zV0dnaGQCDAjBkz4OXlhdOnT6Nfv35YtWoVvv/+e+bvdu3atRAIBMyjSIqKisTeo/LnNwJfevEmT54Mc3NzODo6oqCgAFu2bMH79+8xZcoU6S/cV1xcXHDixAm4urpi6dKl6N+/P7S1tZGamoqQkBDMnj0bBgYGMv0tPnnyROw5paampjVawGjatGkICQlBVFSU2Mq0JSUlyM7OFnsUSadOnbBgwQKZ66qNFy9ewNXVFW/fvoW2tja+//57JCYmMitKe3l54dOnT5g3bx7evXuHjh074vz58zA2Nm7QOAkhhBBSNZl6LidOnIgWLVowCzm4u7tDT0+Ped2iRYtq54s1FhUVFVhbWyMkJAR9+vRB+/btsWzZMkydOlVsvlp1BAIB2rVrJ3GxkZEjR+L169c4c+aMxGM1NDTg6+vLPP6inLGxMW7fvg0HBwf4+fmhY8eO6Nq1K7Zs2YL58+dj1apVDRZjTQQEBIj11Dk4OCAxMRGjR48Gn8+Hs7MzFBUVcfHiRWhqatZZ3V9TV1dHQkICiouLMWzYMHTq1AmbN2/Gpk2bMH36dJnLW758OXR1dVnbwoULK83fq1cvJCYmQk5ODgMHDoSJiQn8/PwwceJEnD9/vt6HFEojLCwMI0eOlDjywNnZGadOncI///xT6fGzZs1CWlpapQvSqKmpSWx8A1/uTQcHB4nDUZ2dnZGcnIy7d++Cy+Xi/PnzzDM4e/TogW7dumHz5s2YM2cO67E+MTExYu9RxcdUuLq6Yu/evQgLC4OVlRUGDBiA7OxsxMfHo2XLlpWeZ3U4HA6ioqKwadMmnDx5Era2trC0tIS/vz+GDx8OJycnmf8Wvb290blzZ9YmqfdWGk2bNsWqVavE/r8BgHv37kFXVxetW7eGnZ0dDh8+DD8/PyQkJEBFRaVG9dVUdHQ0Xr58iaKiIrx48QLR0dFiDcdFixbh+fPnKCgowNWrV+kxJIQQQsg3iCP6t63KQwgh5JuRl5cHHo+H3NzcSn9QIIQQQsi3pb4+v2XquSSEEEIIIYQQQiShxiUhhBBCCCGEkFqjxiUhhBBCCCGEkFr7zz3nkhBCSN3rs/Qg5Ljiz+Stys313+YCcIQQQgipGeq5JIQQ0mj8/f2ZZyiXb5JW1hWJRBg4cCA4HA5OnjzZ8IESQgghpFrUuCSEfHOys7Mxe/ZsGBkZgcvlQl9fH0OHDsXFixeZPAYGBggNDRU71t/fn3n+ZfnrrxsvXzdg7OzswOFwEB0dzSorNDQUBgYGlcbZo0cPzJgxg5W2c+dOcDgcREREsNI9PDzQu3dvVtr06dMhJycn8ZEu5XF/XX5KSgo4HA4yMzOZtBMnTqBHjx7g8XhQVVWFhYUF63mqERERUFdXl3gOXzfWGqPxZmFhgaysLGa7fPmyWJ7Q0FCJj84hhBBCyLeDGpeEkG9KZmYmrKyscOnSJaxfvx6pqamIiYmBvb09PD09a1Tm140XSQ0YRUVFLF26FMXFxVKXa29vD6FQyEqLjY2Fvr6+WLpQKETfvn2Z14WFhYiOjsbChQsRFhYmsXxFRUUIBAI8evSo0hguXryIMWPGwNnZGUlJSbh58ybWrFkj03k0Nnl5eejo6DCblpYWa39KSgo2btxY6XUihBBCyLeBGpeEkG/KzJkzweFwkJSUBGdnZ/D5fFhYWMDb2xuJiYk1KvPrxoukBoyrqytycnKwZ88eqcu1t7fHw4cPkZ2dzaTFxcVh0aJFrMblkydP8PTpU9jb2zNpR44cQbt27bBo0SLEx8fj+fPnYuWbmZnB3t4eS5YsqTSG3377DTY2NliwYAHMzMzA5/MxYsQIbNu2TerzaGyPHj2Cnp4ejIyM4ObmhmfPnjH7CgsLMW7cOGzbtg06OjqNGCUhhBBCqkONS0LIN+Pdu3eIiYmBp6cnlJWVxfZXNrSzLqipqWHJkiUICAhAQUGBVMfY2NigadOmiI2NBQDcv38fHz9+xOTJk/H27Vs8efIEwJfeTEVFRfTs2ZM5ViAQwN3dHTweDwMHDhQbRlsuODgYx44dQ3JyssT9Ojo6uHfvHv78808ZzrbmioqKkJeXx9pqw9raGhEREYiJicGOHTvw5MkT9O7dGx8+fAAAzJs3D7169cLw4cPrInxCCCGE1CNqXBJCvhmPHz+GSCSSuKCLJL6+vlBRUWFtgYGBYvlSU1PF8n09lxH40muqqKiITZs2SVW/srIyunfvzvRSCoVCfP/99+ByuejVqxcrvWfPnuByuQC+9NQlJiZizJgxAAB3d3eEh4dDJBKJ1dGlSxe4uLjA19dXYgyzZ89Gt27d0KFDBxgYGGDs2LEICwtDUVERK19ubq7YNVBRUZHqPCsKCgoCj8djNn19fZnLqGjgwIEYPXo0LC0t4eTkhDNnziAnJweHDx/GqVOncOnSJYlzawkhhBDy7aHGJSHkmyGpcVWVBQsWICUlhbVJajSamZmJ5QsICBDLx+VyERAQgA0bNuCff/6RKgY7OztWI9LOzg4AYGtry0qvOCQ2LCwMTk5OzNDcQYMGITc3F5cuXZJYx+rVq5GQkIBz586J7VNWVsbp06fx+PFjLF26FCoqKvDx8UH37t1RWFjI5FNVVRW7BikpKVKdY0V+fn7Izc1lNknDeWtDXV0dfD4fjx8/xqVLl5CRkQF1dXXIy8tDXv7L07OcnZ2Z60wIIYSQbwc1Lgkh3wxTU1NwOBw8ePBAqvxaWlowMTFhbRoaGmL5FBQUxPK1aNFCYpnu7u5o06YNVq9eLVUM9vb2SE9Px99//w2hUAhbW1sA/9e4zMjIwPPnz5nFfEpLS7Fv3z6cPn2aaTA1a9YM7969q3TBGmNjY0ydOhWLFi2qtAFubGyMKVOmYO/evbh16xbu37+PQ4cOMfubNGkidg1MTEykOseKuFwu1NTUWFtdys/PR0ZGBnR1dbFo0SLcvXtXrDEcEhKC8PDwOq2XEEIIIbUn39gBEEJIOQ0NDTg5OWHbtm2YM2eO2LzLnJycep13CXxphAUFBeGHH37ATz/9VG3+Xr16QUFBAdu3b8enT59gZWUFAOjWrRvevHmDsLAwZvgsAJw5cwYfPnzA7du3IScnx5Tz559/4scff6z0HJcvXw5jY2Oxx6VIYmBggGbNmkk9d7QxzZ8/H0OHDkWbNm3w8uVLrFixAnJycnB1dYW2trbERXxat24NQ0PDRoiWEEIIIVWhxiUh5Juybds22NjYoHv37ggICIClpSVKSkpw/vx57NixA2lpaTKXWVJSwlrRFfjyPMeWLVtKzD948GBYW1tj165dleYpp6SkhB49emDLli2wsbFhGowKCgqs9KZNmwL4spDP4MGD0bFjR1Y57dq1w7x58xAZGSnxkSstW7aEt7c31q9fz0r39/dHYWEhBg0ahDZt2iAnJwebN29GcXExHB0dq74w34AXL17A1dUVb9++hba2Nr7//nskJiZCW1u7sUMjhBBCiIxoWCwh5JtiZGSEW7duwd7eHj4+Pmjfvj0cHR1x8eJF7Nixo0Zl3rt3D7q6uqytTZs2VR6zdu1afPr0Sary7e3t8eHDB7F5gLa2tvjw4QMz3/LVq1c4ffo0nJ2dxcpo0qQJRo4cCYFAUGk98+fPF1uEx9bWFn/99RcmTJgAc3NzDBw4ENnZ2Th37hzMzMykir8xRUdH4+XLlygqKsKLFy8QHR0NY2PjSvOLRCKMGDGi4QIkhBBCiNQ4IllX0CCEEEL+v7y8PPB4POTm5tb5/EtCCCGE1I/6+vymnktCCCGEEEIIIbVGjUtCCCGEEEIIIbVGjUtCCCGEEEIIIbVGq8USQgiptT5LD0KOqyTTMTfXT6inaAghhBDSGKjnkhBCSKPx9/cHh8Nhbebm5sz+6dOnw9jYGEpKStDW1sbw4cPx4MGDRoyYEEIIIZWhxiUhhJBGZWFhgaysLGa7fPkys8/Kygrh4eFIS0vD2bNnIRKJ0L9/f5SWljZixIQQQgiRhBqXhBBSzzw8PKp8NqOBgQFCQ0OZ1xwOBydPnpS5HEkqKwsAhEKhWK9h+ZadnS1TPbUhLy8PHR0dZtPS0mL2TZs2DX369IGBgQG6dOmC1atX4/nz58jMzGyw+AghhBAiHZpzSQgh/3EPHz4Ue8ZVixYtGqz+R48eQU9PD4qKiujZsyeCgoLQunVrsXwFBQUIDw+HoaEh9PX1Gyw+QgghhEiHGpeEEPIf16JFC6irq0uVt6ioCEVFRczrvLy8WtVtbW2NiIgImJmZISsrCytXrkTv3r3x559/QlVVFQCwfft2LFy4EAUFBTAzM8P58+ehoKBQq3oJIYQQUvdoWCwhhBCpBQUFgcfjMVttexAHDhyI0aNHw9LSEk5OTjhz5gxycnJw+PBhJo+bmxtu376NuLg48Pl8uLi44NOnT7U9FUIIIYTUMWpcEkLIf1yrVq2goqLCbBYWFpXm9fPzQ25uLrM9f/68TmNRV1cHn8/H48ePmTQejwdTU1P06dMHR48exYMHD3DixIk6rZcQQgghtUfDYgkh5D8uISGBGYIKAE2bNq00L5fLBZfLrbdY8vPzkZGRgfHjx0vcLxKJIBKJWENzCSGEEPJtoMYlIYR8Y1RVVZGbmyuWnpOTAx6PV+f1GRoaSj3nsq7Nnz8fQ4cORZs2bfDy5UusWLECcnJycHV1xV9//YVDhw6hf//+0NbWxosXLxAcHAwlJSUMGjSoUeIlhBBCSOVoWCwhhHxjzMzMcPPmTVZaaWkp7ty5Az6f30hR1Y8XL17A1dUVZmZmcHFxgaamJhITE6GtrQ1FRUUkJCRg0KBBMDExwZgxY6CqqoqrV6826Gq2hBBCCJEO9VwSQkgDyM3NRUpKCitNU1NT4oI43t7emDx5MszNzeHo6IiCggJs2bIF79+/x5QpU2Su+8mTJ2J1m5qaMv9+/fq12AI5mpqaVQ6PrSvR0dGV7tPT08OZM2fqPQZCCCGE1A1qXBJCSAMQCoXo3LkzK23y5MnYu3evWF5XV1eIRCJs2rQJixYtQrNmzWBlZYX4+Hi0bNmSyefv74+IiAhkZmZWWbe3t7dYWkJCAvNvMzMzsf3Xrl1Djx49qjstQgghhBAGRyQSiRo7CEIIIbKbOHEiOBwOIiIiGi2GvLw88Hg85ObmQk1NrdHiIIQQQoj06uvzm3ouCSHkX0gkEkEoFOLy5cuNHQohhBBCCABqXBJCyL8Sh8PB06dPGzsMQgghhBAGNS4JIYTUWp+lByHHVZI6/831E+oxGkIIIYQ0BnoUCSGEkG9CcHAwOBwOvLy8mLSMjAyMHDkS2traUFNTg4uLC169etV4QRJCCCGkUtS4JIQQ0uhu3LiBXbt2wdLSkkkrKChA//79weFwcOnSJVy5cgWfP3/G0KFDUVZW1ojREkIIIUQSalwSQv7neXh4YMSIEZXuNzAwQGhoKPOaw+Hg5MmTMpcjyddlSXqtqKgoNn9yxIgR8PDwqLZuoVAIDoeDnJwcAEBERATU1dWliqWck5MT5OTkcOPGDSnPqm7l5+fDzc0Ne/bsQfPmzZn0K1euIDMzExEREejQoQM6dOiAffv2ITk5GZcuXWqUWAkhhBBSOWpcEkJII+NwOFi+fHmj1P3s2TNcvXoVs2bNQlhYWKPE4OnpicGDB8PBwYGVXlRUBA6HAy6Xy6QpKiqiSZMmtEouIYQQ8g2ixiUhhDSyWbNm4cCBA/jzzz8bvO7w8HAMGTIEP/30Ew4ePIiPHz9Wmb+oqAh5eXmsrTaio6Nx69YtBAUFie3r0aMHlJWV4evri8LCQhQUFGD+/PkoLS1FVlZWreolhBBCSN2jxiUhhDQyGxsbDBkyBIsWLWrQekUiEcLDw+Hu7g5zc3OYmJjg6NGjVR4TFBQEHo/HbPr6+jWu//nz55g7dy4iIyOhqKgotl9bWxtHjhzBb7/9BhUVFfB4POTk5KBLly5o0oQ+vgghhJBvDT2KhBBCvgFBQUGwtLREQkICevfuLTHP77//DhUVFVZaaWlpjeu8cOECCgsL4eTkBABwd3eHQCDA+PHjKz3Gz88P3t7ezOu8vLwaNzBv3ryJ169fo0uXLkxaaWkp4uPjsXXrVhQVFaF///7IyMjAP//8A3l5eairq0NHRwdGRkY1qpMQQggh9Ycal4QQ8g1o164dJkyYgEWLFuHKlSsS89jb22PHjh2stOvXr8Pd3b1GdYaFhWHMmDGQl//yUeDq6ooFCxYgIyMDxsbGEo/hcrmsOZC10a9fP6SmprLSfvzxR5ibm8PX1xdycnJMupaWFgDg0qVLeP36NYYNG1YnMRBCCCGk7lDjkhBCvqKqqorc3Fyx9JycHPB4vHqrd+XKleDz+RJXdAUAZWVlmJiYsNJevHjBeq2mpoaCggKUlZWxho6WryZbHv+7d+9w4sQJFBcXsxqspaWlCAsLw5o1a+rgjKqmqqqK9u3bs9KUlZWhqanJpIeHh6Nt27bQ1tbGtWvXMHfuXMybNw9mZmb1Hh8hhBBCZEOTVggh5CtmZma4efMmK620tBR37twBn8+vt3r19fUxa9YsLF68uMbDXc3MzFBSUoKUlBRW+q1btwCAiT8yMhKtWrXCnTt3kJKSwmwbN25ERERErYbb1qWHDx9ixIgRaNu2LQICArBkyRJs2LChscMihBBCiATUc0kI+U/Izc0Va3BpampKnC/o7e2NyZMnw9zcHI6OjigoKMCWLVvw/v17TJkypV7j9PPzw549e/DkyROMGTNG5uMtLCzQv39/TJo0CRs3boSRkREePnwILy8vjBkzBt999x0AQCAQYNSoUWI9h/r6+vDz80NMTAwGDx5cJ+ckC6FQyHodHByM4ODgBo+DEEIIIbKjnktCyH+CUChE586dWdvKlSsl5nV1dcXevXsRFhYGKysrDBgwANnZ2YiPj0fLli2ZfP7+/jAwMKi0zrKyMgBg5jRKQ0NDA76+vvj06ZPUx3zt0KFDsLW1xfTp02FhYYE5c+Zg+PDh2Lt3L4AvC+ncuXMHzs7OYsfyeDz069cPAoGgxvUTQggh5L+JIxKJRI0dBCGE/BtNnDgRHA4HEREREvdnZ2dDV1cXN27cQNeuXRs2uAaSl5cHHo+H3NxcqKmpNXY4hBBCCJFCfX1+07BYQgipAZFIBKFQiMuXL0vc9/TpU2zYsAEtW7YUG3pKCCGEEPK/iBqXhBBSAxwOB0+fPpW4Lzc3F2ZmZmjbti2io6OhqKjYwNERQgghhDQ8alwSQkgdU1dXR1FRUWOH0aD6LD0IOa6SVHlvrp9Qz9EQQgghpDHQgj6EEEIaXXBwMDgcDry8vJg0Ozs7cDgc1jZjxozGC5IQQgghVaKeS0IIIQwPDw/k5OTg5MmTDVbnjRs3sGvXLlhaWortmzp1KgICApjXzZo1a7C4CCGEECIb6rkkhJAa8vDwEOtZ43A4ePz4MZMnKCgIcnJyWL9+vdjxERER4HA4GDBgACs9JycHHA5H7JmPVREKhawYtLW1MWjQIKSmpsp0Tj///HOlq9/Wh/z8fLi5uWHPnj1o3ry52P5mzZpBR0eH2WhFWkIIIeTbRY1LQgiphQEDBiArK4u1GRoaMvvDwsKwcOFChIWFSTxeXl4eFy5cQGxsbJ3E8/DhQ2RlZeHs2bMoKirC4MGD8fnzZ6mP5/F4UFdXr5NYpOHp6YnBgwfDwcFB4v7IyEhoaWmhffv28PPzQ2FhYYPFRgghhBDZUOOSEEJqgcvlsnrWdHR0ICcnBwCIi4vDx48fERAQgLy8PFy9elXseGVlZUyaNAmLFi2qk3hatGgBHR0ddOnSBV5eXnj+/DkePHgAAPD390enTp1Y+UNDQ2FgYMC89vDwwIgRIyotv6ioCHl5eaytpqKjo3Hr1i0EBQVJ3D9u3DgcOHAAsbGx8PPzwy+//AJ3d/ca10cIIYSQ+kVzLgkhpJ4IBAK4urqiadOmcHV1hUAgQK9evcTy+fv7w8TEBEePHsWoUaPqpO7c3FxER0cDABQUFOqkTODLMN+VK1fWupznz59j7ty5OH/+fKWPapk2bRrz7w4dOkBXVxf9+vVDRkYGjI2Nax0DIYQQQuoW9VwSQkgt/P7771BRUWG20aNHAwDy8vJw9OhRpqfN3d0dhw8fRn5+vlgZenp6mDt3LpYsWYKSkpJaxdOqVSuoqKhAXV0dUVFRGDZsGMzNzWtVZkV+fn7Izc1ltufPn9eonJs3b+L169fo0qUL5OXlIS8vj7i4OGzevBny8vIoLS0VO8ba2hoAWHNaCSGEEPLtoMYlIYTUgr29PVJSUpht8+bNAICDBw/C2NgYHTt2BAB06tQJbdq0waFDhySW4+vrizdv3lQ6N1NaCQkJuHnzJiIiIsDn87Fz585alfc1LpcLNTU11lYT/fr1Q2pqKuvade3aFW5ubkhJSWGGFleUkpICANDV1a3NKRBCCCGkntCwWEIIqQVlZWWYmJiIpQsEAty7dw/y8v/332xZWRnCwsIwefJksfzq6urw8/PDypUrMWTIkBrHY2hoCHV1dZiZmeH169cYM2YM4uPjAQBNmjSBSCRi5S8uLq5xXbWhqqqK9u3bs9KUlZWhqamJ9u3bIyMjA1FRURg0aBA0NTVx9+5dzJs3D3369JH4yBJCCCGEND7quSSEkDqWmpqK5ORkCIVCVs+cUCjEtWvXmAV2vjZ79mw0adIEP//8c53E4enpiT///BMnTpwAAGhrayM7O5vVwCzvDfzWKCgo4MKFC+jfvz/Mzc3h4+MDZ2dn/Pbbb40dGiGEEEIqQT2XhBBSxwQCAbp3744+ffqI7evWrRsEAoHE514qKipi5cqV8PT0rJM4mjVrhqlTp2LFihUYMWIE7Ozs8ObNG6xbtw6jRo1CTEwM/vjjj2/m2ZEVn+upr6+PuLi4xguGEEIIITKjnktCCKlDnz9/xoEDB+Ds7Cxxv7OzM/bv31/pcNSJEyfCyMhILN3Ozg4eHh4yxzNr1iykpaXhyJEjaNu2LbZv345t27ahY8eOSEpKwvz582UukxBCCCFEEo7o6wk4hBBCvjlt2rTBypUra9TArE95eXng8XjIzc39ZnpACSGEEFK1+vr8pp5LQgj5xt27dw88Hg8TJkxo7FAIIYQQQipFcy4JIeQbZ2Fhgbt37zZ2GIQQQgghVaLGJSGEkFrrs/Qg5LhKUuW9uZ56YAkhhJD/RTQslhBCSKMKDg4Gh8OBl5eX2D6RSISBAweCw+Hg5MmTDR4bIYQQQqRHjUtCCCGN5saNG9i1axcsLS0l7g8NDQWHw2ngqAghhBBSE9S4JP9aHA6nys3e3h5NmzbF5cuXWccVFBTAyMiIeQRDXl4elixZAnNzcygqKkJHRwcODg44fvw462Hz9+7dg4uLC7S1tcHlcsHn87F8+XIUFhZWGae/v7/E+MzNzZk8dnZ2EnttqjvX6OhoJo9IJMLu3bthbW0NFRUVqKuro2vXrggNDUVhYSEMDAyqvF6VrUL65s0b/PTTT2jdujW4XC50dHTg5OSEK1euMHkMDAwQGhoq8dw7deoklv7ixQsoKCigffv2lZ6voqIinj59ykofMWKEWJzZ2dmYO3cuTExMoKioiJYtW8LGxgY7duxgvTf1EWN1PWnZ2dmYPXs2jIyMwOVyoa+vj6FDh+LixYusfFevXsWgQYPQvHlzKCoqokOHDti0aRNKS0urLN/DwwMjRoxgXmdmZlb7dxEREQGhUMi8btKkCXg8Hjp37oyFCxciKyuryjrrUn5+Ptzc3LBnzx40b95cbH9KSgo2btyIsLCwBouJEEIIITVHcy7Jv1bFL8GHDh3C8uXL8fDhQyZNRUUFy5cvh4eHB+7cuQNlZWUAwMKFC6GkpITVq1cjJycH33//PXJzc7F69Wp069YN8vLyiIuLw8KFC9G3b1+oq6sjMTERDg4OcHBwwOnTp9GyZUskJSXBx8cHFy9eRGxsLBQUFCqN1cLCAhcuXGClycvL9ucXHh6OAQMGsNLU1dWZf48fPx7Hjx/H0qVLsXXrVmhra+POnTsIDQ2FgYEBbty4wTRWrl69CmdnZzx8+JBZflpJSfJ8OWdnZ3z+/Bn79u2DkZERXr16hYsXL+Lt27cyxV9RREQEXFxcEB8fj+vXr8Pa2losD4fDwfLly7Fv375Ky/nrr79gY2MDdXV1BAYGokOHDuByuUhNTcXu3bvx3XffYdiwYfUWY1UyMzOZ2NavX48OHTqguLgYZ8+ehaenJx48eAAAOHHiBFxcXPDjjz8iNjYW6urquHDhAhYuXIhr167h8OHDUvfc6evrs/4uNmzYgJiYGNa9x+PxcP36dQBg3v+8vDzcunUL69atg0AggFAoRIcOHWQ635rw9PTE4MGD4eDggNWrV7P2FRYWYty4cdi2bRt0dHTqPRZCCCGE1B41Lsm/VsUvnDweDxwOR+xLaGBgIGJiYuDr64utW7ciNjYWe/fuxdWrV6GoqAhvb29kZmYiPT0denp6zHF8Ph+urq5QVFSESCTC5MmT0bZtWxw/fhxNmnzp8G/Tpg34fD46d+6MkJAQ+Pr6VhqrvLx8rb8gq6urV1rG4cOHERkZiZMnT2L48OFMuoGBAYYNG8Y8y6ichoYGAKBFixasBurXcnJykJCQAKFQCFtbWwBfzrt79+41Pg+RSITw8HBs374drVq1gkAgkNhwmzVrFjZt2oQFCxZU2ns4c+ZMyMvLIzk5mfnxAACMjIwwfPhw1PQxvtLGWJWZM2eCw+EgKSmJFZuFhQUmTZoE4Esv+tSpUzFs2DDs3r2byTNlyhS0bNkSw4YNw+HDhzFmzBip6pSTk2PdIyoqKlXee+Xvv46ODvh8PoYPH47OnTvjp59+EuvxL1dUVISioiLmdV5enlSxfS06Ohq3bt3CjRs3JO6fN28eevXqxbqfCSGEEPJto2Gx5H+aoqIi9u/fj927d+PXX3/FpEmTsHjxYlhZWaGsrAzR0dFwc3NjNSzLlX8xT0lJwf379+Ht7c00LMt17NgRDg4OOHjwYEOdkkSRkZEwMzOT+EWcw+GwGpayUFFRgYqKCk6ePMlqUNRGbGwsCgsL4eDgAHd3d0RHR6OgoEAsn42NDYYMGYJFixZJLOft27c4d+4cPD09WY23imo6V0/aGCvz7t07xMTEVBpbeYP+3LlzePv2LTNEu6KhQ4eCz+c36L2lpKSEGTNm4MqVK3j9+rXEPEFBQeDxeMymr68vcz3Pnz/H3LlzERkZCUVFRbH9p06dwqVLlyQOYyaEEELIt4sal+R/XteuXeHn54cffvgBmpqaWLJkCQDgn3/+wfv371lzHyVJT08HALRt21bi/rZt2zJ5KpOamso01Mq3GTNmyHQerq6uYmU8e/YMAPDo0SOYmZnJVJ405OXlERERgX379kFdXR02NjZYvHixxGcu+vr6isUXGBgolk8gEGDs2LGQk5ND+/btYWRkhCNHjkisPygoCDExMUhISBDb9/jxY4hEIrHz1tLSYur/uje5PmKUpDy22t5b5ubm1d5bda085szMTIn7/fz8kJuby2zPnz+XuY6bN2/i9evX6NKlC+Tl5Zmh6Js3b4a8vDzOnz+PjIwMqKurM/uBL0O07ezsanpqhBBCCKlnNCyW/CcsW7YMAQEBWLRoEfNFVdYhkzUdYgkAZmZmOHXqFCutfK6jtEJCQuDg4MBKK+9xrU1s1XF2dsbgwYORkJCAxMRE/PHHH1i3bh327t3LWlxnwYIFYovtbN68GfHx8czrnJwcHD9+nDXk0t3dHQKBQOKCQu3atcOECROwaNEi1gJCVUlKSkJZWRnc3NzEelvrI0ZJGvLeqmvlsVTW68vlcsHlcmtVR79+/ZCamspK+/HHH2Fubg5fX19oaWlh+vTprP0dOnRASEgIhg4dWqu6CSGEEFJ/qHFJ/hPKG5QVF9HR1taGuro6s7BKZfh8PgAgLS0NnTt3FtuflpbG5KmMgoICTExMZA2bRUdHp9Iy+Hx+tedRG4qKinB0dISjoyOWLVuGKVOmYMWKFazGlpaWllh85XM7y0VFReHTp0+s+YsikQhlZWVIT0+XeB1XrlwJPp8vtjKriYkJOBwOaxEn4Mt8S0DyAkX1FePXTE1NweFwZLq3evXqJbY/LS0N7dq1q7a+upSWlgbgy3zd+qKqqio2j1ZZWRmamppMuqR5oq1bt4ahoWG9xUUIIYSQ2qFhseQ/q0mTJhg7diwiIyPx8uVLsf35+fkoKSlBp06dYG5ujpCQEJSVlbHy3LlzBxcuXICrq2tDhS3RuHHjkJ6ejl9//VVsn0gkQm5ubp3W165dO5nmIJYTCATw8fFBSkoKs925cwe9e/eu9HET+vr6mDVrFhYvXsx6NIempiYcHR2xdevWGsVSlzF+TUNDA05OTti2bZvE2HJycgAA/fv3h4aGBjZu3CiW59SpU3j06FGD3lsfP37E7t270adPH2hrazdYvYQQQgj530CNS/KftmbNGujr68Pa2hr79+/H/fv38ejRI4SFhaFz587Iz88Hh8OBQCDA/fv34ezsjKSkJDx79gxHjhzB0KFD0bNnzyqfUQkAJSUlyM7OZm2vXr1i5Xnz5g2rQZOSksLKk5OTI1ZGecPFxcUFY8aMgaurKwIDA5GcnIynT5/i999/h4ODA2JjY2t0fd6+fYu+ffviwIEDuHv3Lp48eYIjR45g3bp1Mq/imZKSglu3bmHKlClo3749a3N1dcW+fftQUlIi8Vg/Pz+8fPlS7HEu27dvR0lJCbp27YpDhw4hLS0NDx8+xIEDB/DgwQPIyck1WIxf27ZtG0pLS9G9e3ccO3YMjx49QlpaGjZv3oyePXsC+NJbt2vXLvz666+YNm0a7t69i8zMTGYI7qhRo+Di4lJlPbm5uWL3jbTzIF+/fo3s7Gw8evQI0dHRsLGxwT///IMdO3ZIdXxdEgqFVS7gIxKJWM/0JIQQQsi3h4bFkv80DQ0NJCYmIjg4GKtXr8bTp0/RvHlzdOjQAevXr2dWWe3VqxcSExOxcuVKDBw4EB8+fEDr1q0xceJE+Pn5VTsH7d69e9DV1WWlcblcfPr0iXkdFRWFqKgoVp5Vq1Zh6dKlAL7MSftaUFAQFi1aBA6Hg6ioKOzevRthYWFYs2YN5OXlYWpqigkTJsDJyalG10dFRQXW1tYICQlBRkYGiouLoa+vj6lTp2Lx4sUylSUQCNCuXTuJi9yMHDkSs2bNwpkzZyQ+l1JDQwO+vr5idRobG+P27dsIDAyEn58fXrx4AS6Xi3bt2mH+/PmYOXNmg8X4NSMjI9y6dQtr1qyBj48PsrKyoK2tDSsrK1bjbdSoUYiNjcWaNWvQu3dvfPr0CaampliyZAm8vLyqXfFWKBSKDdeePHky9u7dW22MZmZm4HA4UFFRgZGREfr37w9vb296riQhhBBCaoQj+pZWkiCEEPKvUv4M1dzcXJkXqSKEEEJI46ivz28aFksIIYQQQgghpNaocUkIIYQQQgghpNZoziUhhJBaex7cA6qK1S+g1Hp5arV5CCGEEPLvRD2XhBBCGlVwcDA4HA5r1eXp06fD2NgYSkpK0NbWxvDhw+v1Wa6EEEIIqT1qXBJCCGk0N27cwK5du2BpaclKt7KyQnh4ONLS0nD27FmIRCL079+f9axTQgghhHxbqHFJCKmR7OxszJ49G0ZGRuByudDX18fQoUNx8eJFJo+BgYHEZxf6+/ujU6dOYukvXryAgoIC2rdvL7FODocDRUVFPH36lJU+YsQIeHh4iMU3d+5cmJiYQFFRES1btoSNjQ127NiBwsJCmc/32LFjsLOzA4/Hg4qKCiwtLREQEIB3794BACIiIqCurl5p3CdPnpT6dTkPD49qn+0oEomwe/duWFtbQ0VFBerq6ujatStCQ0OZ86zsemdmZoLD4SAlJUXi6/qWn58PNzc37NmzB82bN2ftmzZtGvr06QMDAwN06dIFq1evxvPnz5GZmdkgsRFCCCFEdtS4JITILDMzE1ZWVrh06RLWr1+P1NRUxMTEwN7eHp6enjUuNyIiAi4uLsjLy8P169cl5uFwOFi+fHmV5fz111/o3Lkzzp07h8DAQNy+fRvXrl3DwoUL8fvvv+PChQsyxbVkyRKMGTMG3bp1wx9//IE///wTGzduxJ07d/DLL7/IVFZdGz9+PLy8vDB8+HDExsYiJSUFy5Ytw6+//opz5841amzV8fT0xODBg+Hg4FBlvoKCAoSHh8PQ0BD6+voNFB0hhBBCZEUL+hBCZDZz5kxwOBwkJSVBWVmZSbewsMCkSZNqVKZIJEJ4eDi2b9+OVq1aQSAQwNraWizfrFmzsGnTJixYsKDSHs6ZM2dCXl4eycnJrPiMjIwwfPhwyPJ436SkJAQGBiI0NBRz585l0g0MDODo6IicnBzpT7KOHT58GJGRkTh58iSGDx/Oim3YsGHIy8ur8zqLiopQVFTEvK5pHdHR0bh16xZu3LhRaZ7t27dj4cKFKCgogJmZGc6fPw8FBYUa1UcIIYSQ+kc9l4QQmbx79w4xMTHw9PRkNdzKVTY0tDqxsbEoLCyEg4MD3N3dER0djYKCArF8NjY2GDJkCBYtWiSxnLdv3+LcuXOVxgd86f2UVmRkJFRUVDBz5kyJ+2t6vnUhMjISZmZmrIZlOQ6HAx6PV+d1BgUFgcfjMVtNehKfP3+OuXPnIjIyEoqKipXmc3Nzw+3btxEXFwc+nw8XFxd8+vSpNuETQgghpB5R45IQIpPHjx9DJBLB3Nxcqvy+vr5QUVFhbYGBgWL5BAIBxo4dCzk5ObRv3x5GRkY4cuSIxDKDgoIQExODhISESuMzMzNjpWtpaTH1+/r6ShU7ADx69AhGRkZo2rRptXlzc3PFzlVFRUWqelxdXcWOi4yMrDa2r8+zMqmpqWLlW1hYSHVsRX5+fsjNzWW258+fy1zGzZs38fr1a3Tp0gXy8vKQl5dHXFwcNm/eDHl5eWbRHh6PB1NTU/Tp0wdHjx7FgwcPcOLECZnrI4QQQkjDoGGxhBCZyDKkFAAWLFggttjO5s2bER8fz7zOycnB8ePHcfnyZSbN3d0dAoFA7FgAaNeuHSZMmIBFixbhypUrUsWRlJSEsrIyuLm5sYZ1VkeW81VVVcWtW7fE0k1NTas9NiQkRGzuoa+vb5Wro8oSm5mZGU6dOsVK+/vvv2FnZyd1GQDA5XLB5XJlOuZr/fr1Q2oq+3mXP/74I8zNzeHr6ws5OfHnZYpEIohEIpneO0IIIYQ0LGpcEkJkYmpqCg6HI/UzB7W0tGBiYsJK09DQYL2OiorCp0+fWHMsRSIRysrKkJ6eDj6fL1buypUrwefzxVZZNTExAYfDwcOHD1npRkZGAAAlJSWp4i7H5/Nx+fJlFBcXV9t72aRJE7FzlZaOjo7YsaqqqlXO6eTz+VK/DwoKCmLly8s3zkeAqqqq2HxZZWVlaGpqon379vjrr79w6NAh9O/fH9ra2njx4gWCg4OhpKSEQYMGNUrMhBBCCKkeDYslhMhEQ0MDTk5O2LZtm8Q5kTVZ4EYgEMDHxwcpKSnMdufOHfTu3RthYWESj9HX18esWbOwePFiVu+epqYmHB0dsXXrVonxyWrcuHHIz8/H9u3bJe5vzAV9xo0bh/T0dPz6669i+0QiEXJzcxshqtpTVFREQkICBg0aBBMTE4wZMwaqqqq4evUqWrRo0djhEUIIIaQS1LgkhMhs27ZtKC0tRffu3XHs2DE8evQIaWlp2Lx5M3r27ClTWSkpKbh16xamTJmC9u3bszZXV1fs27cPJSUlEo/18/PDy5cvxR4tsn37dpSUlKBr1644dOgQ0tLS8PDhQxw4cAAPHjyQOOyyMtbW1li4cCF8fHywcOFCXLt2DU+fPsXFixcxevRo7Nu3T6bzrUsuLi4YM2YMXF1dERgYiOTkZDx9+hS///47HBwcEBsb22ixyUooFDLPRNXT08OZM2fw6tUrfP78Gc+fP2cWLyKEEELIt4sal4QQmRkZGeHWrVuwt7eHj48P2rdvD0dHR1y8eBE7duyQqSyBQIB27dpJXCBo5MiReP36Nc6cOSPxWA0NDfj6+oqtIGpsbIzbt2/DwcEBfn5+6NixI7p27YotW7Zg/vz5WLVqFZPXw8Oj2nmHa9euRVRUFK5fvw4nJydYWFjA29sblpaWmDhxokznW5c4HA6ioqKwadMmnDx5Era2trC0tIS/vz+GDx8OJyenRouNEEIIIf89HJGsq3MQQsj/EFtbW9jb28Pf37+xQ/lXysvLA4/HQ25uLtTU1Bo7HEIIIYRIob4+v2lBH0LIf1Zubi4yMjJw+vTpxg6FEEIIIeRfjxqXhJD/LB6PhxcvXjR2GIQQQggh/xOocUkIIaTWngf3gKpi1QsltV6eWuV+QgghhPy70YI+hBBCGk1wcDA4HA68vLyYtE+fPsHT0xOamppQUVGBs7MzXr161XhBEkIIIUQq1LgkhBDSKG7cuIFdu3bB0tKSlT5v3jz89ttvOHLkCOLi4vDy5Uv88MMPjRQlIYQQQqRFjUvyn+Ph4QEOh4MZM2aI7fP09ASHw4GHhweT9ubNG/z0009o3bo1uFwudHR04OTkhCtXrkAoFILD4VS5CYVCAMCLFy+goKCA9u3bS4yr4jFqamro1q0bfv3112rPJy4uDn379oWGhgaaNWsGU1NTTJw4EZ8/fwaAKmPMzs4GAPj7+4PD4WDAgAFi5a9fvx4cDof1uA5/f3906tSJlS8vLw9LliyBubk5FBUVoaOjAwcHBxw/fhwVF6W+d+8eXFxcoK2tDS6XCz6fj+XLl6OwsJBVnoGBATgcDhITE1npXl5eYrGUn4+8vDy0tLTQp08fhIaGoqioSKzM8mcpViTpfLKzszF79mwYGRmBy+VCX18fQ4cOxcWLF2V63z9+/IgVK1aAz+eDy+VCS0sLo0ePxr1798RiKD9WTk4O+vr6mDZtGt69eycWb1Wxl5fz9f2dkpICDoeDzMxMVvqxY8dgZ2cHHo8HFRUVWFpaIiAgoNp6ays/Px9ubm7Ys2cPmjdvzqTn5uZCIBBg06ZN6Nu3L6ysrBAeHo6rV6+K3QuEEEII+bZQ45L8J+nr6yM6OhofP35k0j59+oSoqCi0bt2aldfZ2Rm3b9/Gvn37kJ6ejlOnTsHOzg5v375Fr169kJWVxWwuLi4YMGAAK61Xr14AgIiICLi4uCAvLw/Xr1+XGFd4eDiysrKQnJwMGxsbjBo1Cqmplc9Tu3//PgYMGICuXbsiPj4eqamp2LJlCxQUFFBaWsrK+/DhQ1ZcWVlZaNGiBbNfV1cXsbGxYgvchIWFiV2Tr+Xk5KBXr17Yv38//Pz8cOvWLcTHx2PMmDFYuHAhcnNzAQCJiYmwtrbG58+fcfr0aaSnp2PNmjWIiIiAo6Mj0yAup6ioCF9f3yrrBgALCwtkZWXh2bNniI2NxejRoxEUFIRevXrhw4cP1R7/tczMTFhZWeHSpUtYv349UlNTERMTA3t7e3h6ekr9vhcVFcHBwQFhYWFYvXo10tPTcebMGZSUlMDa2lqssVTxPMLDwxETE4OffvpJ5vgVFRUhEAjw6NGjKvMtWbIEY8aMQbdu3fDHH3/gzz//xMaNG3Hnzh388ssvMtcrC09PTwwePBgODg6s9Js3b6K4uJiVbm5ujtatW+PatWv1GhMhhBBCaocW9CH/SV26dEFGRgaOHz8ONzc3AMDx48fRunVrGBoaMvlycnKQkJAAoVAIW1tbAECbNm3QvXt3Jo+Ojg7zbyUlJRQVFbHSAEAkEiE8PBzbt29Hq1atIBAIYG1tLRaXuro6dHR0oKOjg1WrVuHnn39GbGwsOnToIPE8zp07Bx0dHaxbt45JMzY2ltgD2aJFC6irq1d6TVq0aAErKyvs27cPS5YsAQBcvXoV//zzD0aPHo379+9XeuzixYuRmZmJ9PR06OnpMel8Ph+urq5QVFSESCTC5MmT0bZtWxw/fhxNmnz5batNmzbg8/no3LkzQkJCWI3JadOmYefOnThz5gwGDRpUaf3y8vLMNdfT00OHDh3g6OiIjh07Yu3atVi9enWlx0oyc+ZMcDgcJCUlQVlZmUm3sLDApEmToKCgINX7vnbtWly7dg23b99Gx44dmfM9duwYrK2tMXnyZPz555/gcDhi5/Hdd99h9OjRCA8Plyl2ADAzM0OLFi2wZMkSHD58WGKepKQkBAYGIjQ0FHPnzmXSDQwM4OjoiJycHInHFRUVsXqE8/LyZI4vOjoat27dwo0bN8T2ZWdnQ0FBQexebdmyJdPTTgghhJBvE/Vckv+sSZMmsb64h4WF4ccff2TlUVFRgYqKCk6ePCk2xFIWsbGxKCwshIODA9zd3REdHY2CgoJK85eUlEAgEAAAFBQUKs2no6ODrKwsxMfH1zi2iiZNmoSIiAjmdVhYGNzc3KqMoaysDNHR0XBzc2M1LMupqKhAXl4eKSkpuH//Pry9vZmGZbmOHTvCwcEBBw8eZKUbGhpixowZ8PPzQ1lZmUznYm5ujoEDB+L48eMyHffu3TvExMTA09OT1bAsV1UD/WtRUVFMI7eiJk2aYN68ebh//z7u3Lkj8djMzEycPXu2ymtfleDgYBw7dgzJyckS90dGRkJFRQUzZ86UuL+y8wwKCgKPx2M2fX19meJ6/vw55s6di8jISCgqKsp0LCGEEEK+bdS4JP9Z7u7uuHz5Mp4+fYqnT5/iypUrcHd3Z+WRl5dHREQE9u3bB3V1ddjY2GDx4sW4e/euTHUJBAKMHTsWcnJyaN++PYyMjHDkyBGxfK6urlBRUQGXy8W8efNgYGAAFxeXSssdPXo0XF1dYWtrC11dXYwcORJbt26V2JvUqlUrprGsoqICCwsLsTxDhgxBXl4e4uPjUVBQgMOHD2PSpElVnts///yD9+/fw9zcvMp86enpAIC2bdtK3N+2bVsmT0VLly7FkydPEBkZWWX5kpibm4vNMazO48ePIRKJqj0faaSnp1d5vuV5yqWmpkJFRQVKSkowNDTEvXv3pBoWLEmXLl3g4uJS6fGPHj2CkZERmjZtKlO5fn5+yM3NZbbnz5/LdPzNmzfx+vVrdOnSBfLy8pCXl0dcXBw2b94MeXl5tGzZEp8/fxbrOX316pVYzzAhhBBCvi3UuCT/Wdra2hg8eDAiIiIQHh6OwYMHQ0tLSyyfs7MzXr58iVOnTmHAgAEQCoXo0qULq4evKjk5OTh+/Dir4eru7s70TFYUEhKClJQU/PHHH2jXrh327t0LDQ2NSsuWk5NDeHg4Xrx4gXXr1uG7775DYGAgM3evooSEBKSkpDDbmTNnxMpr2rQp3N3dER4ejiNHjoDP54ut5Pm1iov1SEPW/Nra2pg/fz6WL18uNidTmrrKh5zKckxdkqU8MzMzpKSk4MaNG/D19YWTkxNmz55d47pXr16NhIQEnDt3rlZxVcTlcqGmpsbaZNGvXz+kpqay7sWuXbvCzc2N+XfTpk1x8eJF5piHDx/i2bNn6NmzZ41iJoQQQkjDoDmX5D9t0qRJmDVrFgBg27ZtleZTVFSEo6MjHB0dsWzZMkyZMgUrVqxgrSpbmaioKHz69Ik1x1IkEqGsrAzp6eng8/lMuo6ODkxMTGBiYoLw8HAMGjQI9+/fZy28I8l3332H8ePHY/z48Vi1ahX4fD527tyJlStXMnkMDQ2lGtI5adIkWFtb488//6y21xL40vhTV1fHgwcPqsxXfp5paWno3Lmz2P60tDTWtajI29sb27dvx/bt26uN5+syK86hVVNTYxYXqignJwc8Hg8AYGpqCg6HU+35SIPP5yMtLa3S2MrzlFNQUICJiQmAL8NaBw8ejJUrV2LVqlU1qt/Y2BhTp07FokWLxH7M4PP5uHz5MoqLi2XuvawNVVVVsRWTlZWVoampyaRPnjwZ3t7e0NDQgJqaGmbPno2ePXuiR48eDRYnIaTulJaWori4uLHDIOQ/pWnTppCTk2vweqlxSf7TBgwYgM+fP4PD4cDJyUnq49q1a4eTJ09KlVcgEMDHx0esITpz5kyEhYUhODhY4nHdu3eHlZUV1qxZg59//lnq2Jo3bw5dXd0q53RWxcLCAhYWFrh79y7GjRtXbf4mTZpg7Nix+OWXX7BixQqxeZf5+flQVFREp06dYG5ujpCQEIwdO5Y17/LOnTu4cOECgoKCJNahoqKCZcuWwd/fH8OGDZPqPB48eICYmBj4+fkxaWZmZrh586ZY3lu3bsHMzAwAoKGhAScnJ2zbtg1z5swRm3eZk5Mj9bzLsWPHYsmSJbhz5w5r3mVZWRlCQkLQrl07sfmYFS1duhR9+/bFTz/9JHE+qzSWL18OY2NjREdHs9LHjRuHzZs3Y/v27awFfcrJcp51LSQkBE2aNIGzszOKiorg5OQk8w8LhJDGJxKJkJ2dXekCYYSQ+lW+UKSso7hqgxqX5D9NTk6O6UGS9OvO27dvMXr0aEyaNAmWlpZQVVVFcnIy1q1bh+HDh1dbfkpKCm7duoXIyEixOXyurq4ICAjA6tWrIS8v+U/Ry8sLI0eOxMKFC/Hdd9+J7d+1axdSUlIwcuRIGBsb49OnT9i/fz/u3buHLVu2sPK+fv0anz59YqVpampK7LW6dOkSiouLpW5crFmzBkKhENbW1lizZg0ztDEhIQFBQUG4ceMG1NXVIRAI4OjoCGdnZ/j5+UFHRwfXr1+Hj48PevbsCS8vr0rrmDZtGkJCQhAVFSW20m5JSQmys7NRVlaGt2/fQigUYvXq1ejUqRMWLFjA5Js3bx569+6NNWvW4IcffkBpaSkOHjyIa9eusRov27Ztg42NDbp3746AgABYWlqipKQE58+fx44dOyrtjfzavHnz8Ouvv2Lo0KHYuHEjrK2t8erVKwQGBiItLQ0XLlyo8j/8nj17wtLSEoGBgdi6datUdX6tZcuW8Pb2xvr161np1tbWWLhwIXx8fPD3339j5MiR0NPTw+PHj7Fz5058//33Ehud9aH8maDlFBUVsW3btipHExBCvn3lDcsWLVqgWbNmDfoFl5D/MpFIhMLCQrx+/RrAl8fNNRRqXJL/vKrmjKmoqMDa2hohISHIyMhAcXEx9PX1MXXqVCxevLjasgUCAdq1aydxcZiRI0di1qxZOHPmTKW9cQMGDIChoSHWrFkjseeme/fuuHz5MmbMmIGXL18yC/WcPHmSeXRKufKeuYquXbsmcaihpFVSq6KhoYHExEQEBwdj9erVePr0KZo3b44OHTpg/fr1zJDTXr16ITExEStXrsTAgQPx4cMHtG7dGhMnToSfnx+4XG6ldTRt2hSrVq2S2Jt679496OrqQk5ODjweD+3atYOfnx9++uknVpm9evXCH3/8gYCAAGzcuBFNmjRBhw4dcPHiRdZQTSMjI9y6dQtr1qyBj48PsrKyoK2tDSsrK+zYsUPq66KoqIhLly4hMDAQixcvxtOnT6Gqqgp7e3skJiaKDQ+VZN68efDw8ICvr6/MK7OWmz9/Pnbs2CH248LatWthZWWFbdu2YefOnSgrK4OxsTFGjRqFiRMn1qguQggBvgyFLW9YampqNnY4hPznKCkpAfjSudCiRYsGGyLLEdX16hWEEEL+M/Ly8sDj8ZCbmyvz4j6EkP9dnz59wpMnT2BgYMB8ySWENKyPHz8iMzMThoaGYo//qq/Pb1otlhBCCCGE1AsaCktI42mMvz9qXBJCCCGEEEIIqTWac0kIIaTW+iw9CDlu1UPfbq6f0EDREEJI/eJwODhx4gRGjBghcb9QKIS9vT3ev3/faCtvE9IYqHFJCCGk0QQHB8PPzw9z585FaGgogC9ztXx8fBAdHc16FEnLli0bN1hCSJ2wWrC/QeuryQ9b2dnZWLNmDU6fPo2///4bLVq0QKdOneDl5YV+/fpVe3yvXr2QlZXFLGhHyH8FDYslhBDSKG7cuIFdu3bB0tKSlT5v3jz89ttvOHLkCOLi4vDy5Uv88MMPjRQlIeS/JjMzE1ZWVrh06RLWr1+P1NRUxMTEwN7eHp6enlKVoaCg0ODPFyTkW0CNS/I/wcPDAxwOB8HBwaz0kydPiv3HXlpaipCQEHTo0AGKiopo3rw5Bg4ciCtXrrDyRUREiA1lSUtLg76+PkaPHo3Pnz9LzAN8WZ1LQ0MDWlpaKCoqqjb+wsJC+Pn5wdjYGIqKitDW1oatrS1+/fVXJo+dnZ3E50DWNAYDAwNwOBwkJiay0r28vGBnZ8dKy8vLw7Jly2BhYQElJSVoamqiW7duWLduHd6/f1+vMZb3Zkni7+8PDofDbDweD71790ZcXJzEc/16K79fMjMzweFwkJKSIrGeyuKvikgkwu7du2FtbQ0VFRWoq6uja9euCA0NRWFhIZPv3bt38PLyQps2baCgoAA9PT1MmjQJz549q7J8oVAIDofDeji5nZ2dxPMs38rf14rXQ0lJCQYGBnBxccGlS5dkOsfayM/Ph5ubG/bs2YPmzZsz6bm5uRAIBNi0aRP69u0LKysrhIeH4+rVq2L3KiGE1IeZM2eCw+EgKSkJzs7O4PP5sLCwgLe3N+v/oX/++QcjR45Es2bNYGpqilOnTjH7vv4/uvxz5OzZs2jbti1UVFQwYMAAZGVlMcfcuHEDjo6O0NLSAo/Hg62tLW7dutVg501IXaDGJfmfoaioiLVr17IaO18TiUQYO3YsAgICMHfuXKSlpUEoFEJfXx92dnY4efJkpcfeuHEDvXv3xoABA3Do0CEoKChUmvfYsWOwsLCAubl5lWWWmzFjBo4fP44tW7bgwYMHiImJwahRo/D27dtqj61NDIqKivD19a2ynHfv3qFHjx4IDw/H/Pnzcf36deYZkLdv30ZUVFS9xlgdCwsLZGVlISsrC9euXYOpqSmGDBmC3NxcVr6AgAAmX/k2e/bsGsdenfHjx8PLywvDhw9HbGwsUlJSsGzZMvz66684d+4cgP+7thcuXMDOnTvx+PFjREdH4/Hjx+jWrRv++usvmeo8fvw4c25JSUkAgAsXLjBpx48fZ/KWX4+HDx9i//79UFdXh4ODA9asWVN3F6EKnp6eGDx4MBwcHFjpN2/eRHFxMSvd3NwcrVu3xrVr1xokNkLIf9e7d+8QExMDT09Pic98rvhD48qVK+Hi4oK7d+9i0KBBcHNzw7t37yotu7CwEBs2bMAvv/yC+Ph4PHv2DPPnz2f2f/jwARMnTsTly5eRmJgIU1NTDBo0CB8+fKjTcySkPtGcS/I/w8HBAY8fP0ZQUBDWrVsnMc/hw4dx9OhRnDp1CkOHDmXSd+/ejbdv32LKlClwdHQU+0C5dOkShg8fjpkzZ2Lt2rXVxiIQCODu7g6RSASBQIAxY8ZUmf/UqVP4+eefMWjQIABfepasrKyqrae2MUybNg07d+7EmTNnmLq/tnjxYjx79gzp6enQ09Nj0tu0aYP+/fujNo/KlfU6SSIvLw8dHR0AgI6ODgICAhAeHo709HR069aNyaeqqsrkq2+HDx9GZGQkTp48ieHDhzPpBgYGGDZsGPLy8gAAS5YswcuXL/H48WMmttatW+Ps2bMwNTWFp6cn/vjjD6nr1dDQYP796dMnAICmpqbE8654PVq3bo0+ffpAV1cXy5cvx6hRo2BmZib7iUspOjoat27dwo0bN8T2ZWdnQ0FBQaynuGXLlsjOzq63mAghBAAeP34MkUgEc3PzavN6eHjA1dUVABAYGIjNmzcjKSkJAwYMkJi/uLgYO3fuhLGxMQBg1qxZCAgIYPb37duXlX/37t1QV1dHXFwchgwZUtNTIqRBUc8l+Z8hJyeHwMBAbNmyBS9evJCYJyoqCnw+n9WwLOfj44O3b9/i/PnzrPQTJ05g8ODBWLp0qVQNy4yMDFy7dg0uLi5wcXFBQkICnj59WuUxOjo6OHPmTJ39OiltDIaGhpgxYwb8/PxQVlYmtr+srAyHDh2Cu7s7q2FZUU3nk9TkOlWnqKgI4eHhUFdXr9fGUXUiIyNhZmbGaliWKx++W1ZWhujoaLi5uYk1/pSUlDBz5kycPXu2yl/B69rcuXMhEolYw7G/VlRUhLy8PNYmi+fPn2Pu3LmIjIwUe6AzIYQ0Nll+MK04X1xZWRlqamp4/fp1pfmbNWvGNCwBQFdXl5X/1atXmDp1KkxNTcHj8aCmpob8/Pxqp0kQ8i2hxiX5nzJy5Eh06tQJK1askLg/PT0dbdu2lbivPD09PZ1Jy8/Px+jRo7FgwYJqh4+WCwsLw8CBA9G8eXNoaGjAyckJ4eHhVR6ze/duXL16lZnLOG/ePLE5oACwfft2qKiosLYZM2bUKoalS5fiyZMniIyMFNv35s0b5OTkiDXUrKysmPrLf7WtzxirkpqaytSjpKSEDRs24ODBg1BTU2Pl8/X1FYsrISFB5vqk8ejRo2obt+XXtqr7USQS4fHjx/URokQaGhpo0aIFMjMzK80TFBQEHo/HbPr6+jLVcfPmTbx+/RpdunSBvLw85OXlERcXh82bN0NeXh4tW7bE58+fWXNJgS9fuhqq55kQ8t9lamoKDoeDBw8eVJu3adOmrNccDkfiD7VV5a/YmJ04cSJSUlLw888/4+rVq0hJSYGmpiY+f/4s41kQ0niocUn+56xduxb79u1DWlqaxP2y/CqppKQER0dH7Nmzp9LyKiotLcW+ffvg7u7OpLm7uyMiIqLKD5w+ffrgr7/+wsWLFzFq1Cjcu3cPvXv3xqpVq1j53NzckJKSwtoqDqmpSQza2tqYP38+li9fLvUH2IkTJ5CSkgInJyd8/Pix3mOsipmZGVPPzZs38dNPP2H06NFITk5m5VuwYIFYXF27dpWpLmnJco/VZlhxfRCJRFX2Rvv5+SE3N5fZnj9/LlP5/fr1Q2pqqtj7UH7fdO3aFU2bNsXFixeZYx4+fIhnz56hZ8+eNT4vQgiRRvmPndu2bUNBQYHY/q9/+KpLV65cwZw5czBo0CBYWFiAy+Xin3/+qbf6CKkPNOeS/M/p06cPnJyc4OfnBw8PD9Y+Pp9faSOxPJ3P5zNpcnJyOHnyJH744QfY29sjNja20p4mADh79iz+/vtvsbmDpaWluHjxIhwdHSs9tmnTpujduzd69+4NX19frF69GgEBAfD19WUWD+LxeDAxMWEd16JFi1rH4O3tje3bt2P79u2sdG1tbairq+Phw4es9NatWwP4Mm/v6w/a+oqxMgoKCqz6OnfujJMnTyI0NBQHDhxg0rW0tMTiqi98Pr/aX73Lr21V9yOHw2mwmAHg7du3ePPmDQwNDSvNw+VyweVya1yHqqoq2rdvz0pTVlaGpqYmkz558mR4e3tDQ0MDampqmD17Nnr27IkePXrUuF5CCJHWtm3bYGNjg+7duyMgIACWlpYoKSnB+fPnsWPHDql+bK4JU1NT/PLLL+jatSvy8vKwYMECKCkp1UtdhNQXalyS/0nBwcHo1KmT2NDEsWPHYty4cfjtt9/E5l1u3LgRmpqaYg0bLpeL48ePY9SoUbC3t8elS5fQrl07ifUKBAKMHTsWS5YsYaWvWbMGAoFApkZTu3btUFJSgk+fPlW5Mm1dxKCiooJly5bB398fw4YNY9KbNGkCFxcXHDhwAMuXL6903qWs6vI6SSInJyfWo9qQxo0bh7Fjx+LXX38Vm3cpEomQl5cHHo8HFxcXREZGIiAggDXk8+PHj9i+fTucnJxYi/TUt59//hlNmjTBiBEjGqxOSUJCQtCkSRM4OzujqKgITk5OYj98EEL+vW6un9DYIVTJyMiIWRXdx8cHWVlZ0NbWhpWVFXbs2FFv9QoEAkybNg1dunSBvr4+AgMDWavJEvJvQI1L8j+pQ4cOcHNzw+bNm1npY8eOxZEjRzBx4kSsX78e/fr1Q15eHrZt24ZTp07hyJEjEpce53K5OHbsGEaPHs00MC0sLFh53rx5g99++w2nTp0S65mZMGECRo4ciXfv3klsLNjZ2cHV1RVdu3aFpqYm7t+/j8WLF8Pe3l5s7mBVahPDtGnTEBISgqioKFhbWzPpgYGBEAqFzC+4Xbt2hbKyMu7evYtr166J1VOfMUpSUlLCrCL64cMHHDp0CPfv3xebI/vhwwex1UabNWvGur5f99ACYN7n0tJSsedgcrlciT3ZLi4uOHHiBFxdXbF06VL0798f2traSE1NRUhICGbPno0RI0YgMDCQ6aldt24d2rdvjydPnmDp0qUoLi7Gtm3bqj3/1NRUqKqqMq85HA46duxY7XHl16O4uBhPnjzBgQMHsHfvXgQFBTVobynw5XlwFSkqKmLbtm1SnT8hhNQHXV1dbN26FVu3bpW4X9KUhq+fO1wxj4eHh9hoqhEjRrDydO7cWWwV7VGjRtUgekIaDzUuyf+sgIAAHDp0iJXG4XBw+PBhhIaGIiQkBDNnzoSioiJ69uwJoVAIGxubSstTUFDA0aNH4eLiwjQwK9q/fz+UlZXRr18/sWP79esHJSUlHDhwAHPmzBHb7+TkhH379mHx4sUoLCyEnp4ehgwZguXLl8t0zrWJoWnTpli1ahXGjRvHStfU1ERSUhLWrl2L9evX48mTJ2jSpAlMTU0xZswYeHl5NViMkty7dw+6uroA/m8lvh07dmDCBPYv48uXLxe7ntOnT8fOnTuZ12PHjhUrv3xOYX5+Pjp37szaZ2xsLHHBHQ6Hg6ioKOzevRthYWFYs2YN5OXlYWpqigkTJsDJyQnAl2ubmJiIgIAATJ8+HdnZ2dDQ0MDAgQNx4MABZvhxVfr06cN6LScnh5KSkmqPK78eCgoK0NHRQY8ePXDx4kXY29tXeywhhBBCiCQc0be2mgQhhJB/jfIhvrm5uTL1shNC/rd9+vQJT548gaGhIT12iJBGUtXfYX19ftNqsYQQQgghhBBCao0al4QQQgghhBBCao3mXBJCCKm1PksPQo5b9ZL53/oKkYQQQgipHeq5JIQQ0mB27NgBS0tLqKmpQU1NDT179sQff/zB7M/IyMDIkSOhra0NNTU1uLi44NWrV40YMSGEEEKkRY1LQgghDaZVq1YIDg7GzZs3kZycjL59+2L48OG4d+8eCgoK0L9/f3A4HFy6dAlXrlzB58+fMXToUJSVlTV26IQQQgipBjUu/wWuXbsGOTk5DB48WGxfZmYmOByO2PP3Kvr8+TPWrVuHjh07olmzZtDS0oKNjQ3Cw8NRXFxcbV0eHh7gcDiVbgYGBgC+PNNJ0v4ZM2YwZXE4HJw8eVLqczcwMEBoaKjEfZWV5eHhIfYQ+MePH+PHH39Eq1atwOVyYWhoCFdXVyQnJ7PKk7RFR0cD+PIsPg6HAwsLC5SWlrLKV1dXR0REBJOnqu3rZ/qVi4uLQ9++faGhoYFmzZrB1NQUEydOxOfPn1n1V3yOVnXXKSgoCHJycli/fr3YvoiICHA4HAwYMICVnpOTIzHO2NhYDBkyBNra2lBUVISxsTHGjBmD+Ph4Jk99xKiuri6WXlHFaysvL4/WrVvD29sbRUVFYuf69VZx5TRJ94008VdFmvsOAH7//XfY2tpCVVUVzZo1Q7du3RAREVFt+XZ2dqxHwUh7/1W8HnJycmjevDmsra0REBCA3Nxcmc5RVkOHDsWgQYNgamoKPp+PNWvWQEVFBYmJibhy5QoyMzMRERGBDh06oEOHDti3bx+Sk5PFHv1DCCGEkG8PNS7/BQQCAWbPno34+Hi8fPlSpmM/f/4MJycnBAcHY9q0abh69SqSkpLg6emJLVu24N69e9XW9fPPPyMrK4vZACA8PJx5XfGBv1OnTmXlzcrKwrp162p5BWonOTkZVlZWSE9Px65du3D//n2cOHEC5ubm8PHxYeWteF7l29cNjr/++gv79++XWFevXr1Yx7q4uGDAgAGstF69eokdd//+fQwYMABdu3ZFfHw8UlNTsWXLFigoKIg1ZGURFhaGhQsXIiwsTOJ+eXl5XLhwAbGxsVWWs337dvTr1w+ampo4dOgQHj58iBMnTqBXr16YN29ejeOTJkZplL9vT548wfbt2/HLL79g9erVrDxqampi7+3Tp09rFXtVpL3vtmzZguHDh8PGxgbXr1/H3bt3MXbsWMyYMQPz58+XqU5Z7r/y6/HixQtcvXoV06ZNw/79+9GpUyeZ/5+pqdLSUkRHR6OgoAA9e/ZEUVEROBwOuFwuk0dRURFNmjTB5cuXGyQmQgghhNQcLejzjcvPz8ehQ4eQnJyM7OxsREREYPHixVIfHxoaivj4eCQnJ7MeAG9kZITRo0czvWJV1cXj8cDj8VjlqqurQ0dHR6y+Zs2aSUxvLCKRCB4eHjA1NUVCQgKaNPm/31M6deqEuXPnsvJXdl4VzZ49GytWrMC4ceNYX4IBMA+kL6ekpISioqJqyzx37hx0dHRYDXFjY2OxXkVZxMXF4ePHjwgICMD+/ftx9epVsYatsrIyXFxcsGjRIly/fl1iOc+ePYOXlxe8vLywadMm1j5LS0vMmTOnXmOURsX3TV9fH8OHD8etW7dYeTgcToPdm9Led8+fP4ePjw+8vLwQGBjI5PHx8YGCggLmzJmD0aNHw9raWqp6Zbn/Kl4PXV1dtG3bFkOHDoWFhQUWLlyIAwcO1OjcpZGamoqePXvi06dPUFFRwYkTJ9CuXTtoa2tDWVkZvr6+CAwMhEgkwqJFi1BaWsr8sEUIId8yAwMD5jPzv87f3x8nT56scnTdt2b37t1YtWoV/v77b2zatKnG72NERAS8vLwkjuQq5+HhgZycHJlG9P0bUOPyG3f48GGYm5vDzMwM7u7u8PLygp+fHzgcjlTHR0ZGwsHBgdWwLNe0aVM0bdq0zur6FqWkpODevXuIiopifcEvV92QS0m8vLxw4MABbNmyReaepcro6OggKysL8fHx6NOnT52UKRAI4OrqiqZNm8LV1RUCgUBiw83f3x8mJiY4evQoRo0aJbb/2LFjKC4uxsKFCyXWU5v7Q9oYZZGeno5Lly7Bw8OjVuXUhrT33dGjR1FcXCzxPpo+fToWL16MgwcPSt24rK0WLVrAzc0NYWFhKC0thZycnFieoqIi1pDjvLw8mesxMzNDSkoKcnNzcfToUUycOBFxcXFo164djhw5gp9++gmbN29GkyZN4Orqii5duki8joSQf6dnAR0atL7Wy1OlzlvdZ9qKFSvg7+9f6f4bN25AWVlZ6voagp2dHeLi4gAAXC4XRkZGmDVrFmbOnFmv9c6fPx+zZ8+u1zqkUVpais2bNyMsLAyPHj2CkpISevTogaVLl8LGxobJl5eXh1mzZmHTpk1wdnYW61ipKDY2FuvXr8f169fx8eNHGBgYYODAgfD29sZ3330nVVw///wzRCJRrc/vW0Of1t84gUAAd3d3AMCAAQOQm5vL/AchjUePHsHc3LxB6gK+DJ9UUVFhbZGRkTKVUZcePXoEAFJfA1dXV7H4nz17xsrTrFkzrFixAkFBQXU2P2306NFwdXWFra0tdHV1MXLkSGzdulXiF/dWrVpVG2NeXh6OHj3KvJ/u7u44fPgw8vPzxcrT09PD3LlzsWTJEpSUlIjtT09Ph5qaGqv369ixY6z6U1PZH9x1HWN1yt83RUVFmJmZwcLCAn5+fqw8ubm5YjENHDhQ5rqkIe19l56eDh6PB11dXbF9CgoKMDIyQnp6er3EWBlzc3N8+PABb9++lbg/KCiIGc3A4/Ggr68vcx0KCgowMTGBlZUVgmETIAAAMd1JREFUgoKC0LFjR/z8888AgP79+yMjIwOvX7/GP//8g19++QV///03jIyManVehBAijYrTCEJDQ8WmVFT3o7K2tjaaNWvWQNFKr3za0v379+Hi4gJPT08cPHhQYt6Ko9pqQ0VFBZqamnVSVk2JRCKMHTsWAQEBmDt3LtLS0iAUCqGvrw87OztWr+GzZ89QXFyMwYMHQ1dXt9L3cdeuXXBwcICOjg6OHTuG+/fvY+fOncjNzcXGjRuljo3H49Wok+NbR43Lb9jDhw+RlJQEV1dXAF/mx40ZMwYCgUDqMqT9RaQu6gIANzc3pKSksLZhw4bJVEZdkvUXoZCQELH49fT0xPJNnjwZmpqaWLt2bZ3EKScnh/DwcLx48QLr1q3Dd999h8DAQFhYWIgNB0xISKg2xoMHD8LY2BgdO3YE8GUoZps2bXDo0CGJ9fv6+uLNmzeVznv8+pdcJycnpKSk4PTp0ygoKBCbF1ofMVal/H27c+cOfv/9d6Snp2P8+PGsPKqqqmIx7d27V+a6pPFv/iWyPPbKfr338/NDbm4usz1//rzWdZaVlbF6QwFAS0sL6urquHTpEl6/ft2o/48QQv47dHR0mI3H4zFTCHR0dFBQUAA3Nze0bNkSKioq6NatGy5cuMA6vuLib/Pnz8eQIUOYfaGhoeBwOIiJiWHSTExMmM+iGzduwNHREVpaWuDxeLC1tZU4xWPv3r0YOXIks/jfqVOnqj2v8mlLRkZG8Pf3Zx1nZ2eHWbNmwcvLC1paWnBycgLwZepK9+7dweVyoauri0WLFjE/Qu/evRt6enpiK3kPHz4ckyZNAvBlZFSnTp2YfeUL523YsAG6urrQ1NSEp6cna3HJoqIi+Pr6Ql9fH1wuFyYmJqzvon/++ScGDhwIFRUVtGzZEuPHj8c///xT6XkfPnwYR48exf79+zFlyhQYGhqiY8eO2L17N4YNG4YpU6agoKCAWUgO+DJ1jMPhIDMzU6y8Fy9eYM6cOZgzZw7CwsJgZ2cHAwMD9OnTB3v37sXy5ctZ+c+ePYu2bdtCRUWFWQPh6+tRzs7ODnPmzMHChQuhoaEBHR0dsV7yTZs2oUOHDlBWVoa+vj5mzpxZox/l6xM1Lr9hAoEAJSUl0NPTg7y8POTl5bFjxw4cO3ZM6h4zPp+PBw8eNEhdwJdfYUxMTFibqqqq1MfLQlVVVWJsOTk5zFAGPp8PAFJdA+DLh8rX8cvLi48el5eXx5o1a/Dzzz/X6eIn3333HcaPH4+tW7fi3r17+PTpE3bu3MnKY2hoWG2MAoEA9+7dY95LeXl53L9/v9LGo7q6Ovz8/LBy5UoUFhay9pmamiI3NxfZ2dlMmoqKCkxMTNCmTRuJ5dVHjFUpf9/MzMwwePBgrFy5EocOHcLjx4+ZPE2aNBGLSdqhK7KS9r7j8/nIzc2VeA99/vwZGRkZTFkNJS0tDWpqapX+2szlcplnVJZvsvDz80N8fDwyMzORmpoKPz8/CIVCuLm5AfiyOFNiYiIyMjJw4MABjB49GvPmzYOZmVmtz40QQmojPz8fgwYNwsWLF3H79m0MGDAAQ4cOFRuZU87W1haXL19mfoCNi4uDlpYWsxr733//jYyMDNjZ2QEAPnz4gIkTJ+Ly5ctITEyEqakpBg0ahA8fPrDKXblyJVxcXHD37l0MGjQIbm5uePfunUznoqSkxOqh3LdvHxQUFHDlyhXs3LkTf//9NwYNGoRu3brhzp072LFjBwQCAbNY3ujRo/H27VvWgoDv3r1DTEwM8/+5JLGxscjIyEBsbCz27duHiIgI1uroEyZMwMGDB7F582akpaVh165dUFFRAfDl+13fvn3RuXNnJCcnIyYmBq9evYKLi0ul9UVFRYHP52Po0KFi+3x8fPD27VucP38eY8aMYX4oSEpKQlZWlsSROUeOHMHnz58rnSpUsSeysLAQGzZswC+//IL4+Hg8e/as2p7vffv2QVlZGdevX8e6desQEBCA8+fPM/ubNGmCzZs34969e9i3bx8uXbpUaSyNhRqX36iSkhLs378fGzduZPW03LlzB3p6epUOZfjauHHjcOHCBdy+fVtsX3FxMQoKCuqsroZmZmaGmzdvstJKS0tx584d5gt5p06d0K5dO2zcuFHic/KqmmhdndGjR8PCwgIrV66scRlVad68OXR1dVFQUCDTcampqUhOToZQKGS9n0KhENeuXau0wTN79mw0adKEGZ5YbtSoUWjatGmd9dLWJkZplc8V/PjxY12EKzNp7ztnZ2c0bdpU4jCanTt3oqCggBlN0BBev36NqKgojBgxot7mOL5+/RoTJkyAmZkZ+vXrhxs3buDs2bNwdHQE8GUUxYgRI9C2bVsEBARgyZIl2LBhQ73EQgghsujYsSOmT5+O9u3bw9TUFKtWrYKxsXGlPYe9e/fGhw8fcPv2bYhEIsTHx8PHx4dpXAqFQnz33XcwMTEBAPTt2xfu7u4wNzdH27ZtsXv3bhQWFopNUfLw8ICrqytMTEwQGBiI/Px8JCUlSXUOpaWlOHDgAO7evYu+ffsy6aampli3bh3MzMxgZmaG7du3Q19fH1u3boW5uTlGjBiBlStXMp9rzZs3x8CBAxEVFcWUcfToUWhpacHe3r7S+ps3b86UOWTIEAwePBgXL14E8GWqyOHDhxEWFoaRI0fCyMgI/fr1w5gxYwAAW7duRefOnREYGAhzc3N07twZYWFhiI2NrXQKSXp6Otq2bStxX3l6eno6lJSUmB9VtbW1oaOjI3HdgUePHkFNTU3idJavFRcXY+fOnejatSu6dOmCWbNmMedaGUtLS6xYsQKmpqaYMGECunbtyjrGy8sL9vb2MDAwQN++fbF69WocPny42lgaEi3o8436/fff8f79e0yePFlsQrGzszMEAgHr+ZEPHz4UK8PCwgJeXl44ffo0+vXrh1WrVuH777+HqqoqkpOTsXbtWggEAmRmZspUV1UKCwtZPVzAl56O5s2bM6+fPHkitnKYqalppRPg//77b7H8bdq0gbe3NyZPngxzc3M4OjqioKAAW7Zswfv37zFlyhQAX4aPhIeHw8HBAb1798aSJUtgbm6O/Px8/Pbbbzh37hzrP+2cnByx+FVVVSuNLTg4mBk+Uhu7du1CSkoKRo4cCWNjY3z69An79+/HvXv3sGXLFpnKEggE6N69u8SFgbp16waBQCDxmZKKiopYuXIlPD09WemtW7fGxo0bMXfuXLx79w4eHh4wNDTEu3fvmBVFJf0HXB8xVqb8fSsrK8OjR48QEBAAPp/P+kARiURi7y3wZRGb8oZUbm6u2L2mqanJ/HpZ2b1Y8f4GpL/vWrdujXXr1sHHxweKiooYP348mjZtil9//RWLFy+Gj49PtYv5vHnzRiwmXV1dtGzZssrjyq+HSCRCTk4Orl27hsDAQPB4PAQHB1d5bG1UN9Q+ODi4XusnhJCays/Ph7+/P06fPo2srCyUlJTg48ePlfZcqquro2PHjhAKhVBQUICCggKmTZuGFStWID8/H3FxcbC1tWXyv3r1CkuXLoVQKMTr169RWlqKwsJCsfItLS2ZfysrK0NNTQ2vX7+uMvbt27dj7969+Pz5M+Tk5DBv3jz89NNPzH4rKytW/rS0NPTs2ZM1RcLGxgb5+fl48eIFWrduDTc3N0ydOhXbt28Hl8tFZGQkxo4dW+WPkxYWFqzvDLq6usy6DSkpKZCTk2Ndk4ru3LmD2NhYpiezoqpG+tTlVBWRSCT1QobNmjWDsbEx81pXV7fa96nieyvpmAsXLiAoKAgPHjxAXl4eSkpK8OnTJxQWFn4zc32p5/IbJRAI4ODgIHGlKmdnZyQnJ+Pu3btM2tixY9G5c2fW9urVK3C5XJw/fx4LFy7Erl270KNHD3Tr1g2bN2/GnDlz0L59e5nrqsqePXugq6vL2r7uefH29haLVVLParkNGzaI5T99+jRcXV2xd+9ehIWFwcrKCgMGDEB2djbi4+NZX6y7d++O5ORkmJiYYOrUqWjbti2GDRuGe/fuMfMiyv34449i8VfVuOvbty/69u0rcSEcWXTv3h35+fmYMWMGLCwsYGtri8TERJw8ebLS/2Ql+fz5Mw4cOABnZ2eJ+52dnbF//37W/IaKJk6cKHHhlNmzZ+PcuXN48+YNRo0axQzVefLkCWJiYph5Cg0RoyTl71urVq3g6uoKCwsL/PHHH6yhuHl5eWLv7df/aQuFQrF7rWLPdGX3oiTS3ndeXl44ceIEEhIS0LVrV7Rv3x5RUVHYsWOHVD12UVFRYjHt2bOn2uPKr8d3332Hnj17YteuXZg4cSJu374t1S+yhBDyXzN//nycOHECgYGBzNoCHTp0qHIBHDs7OwiFQqYhqaGhgbZt2+Ly5ctijcuJEyciJSUFP//8M65evYqUlBRoamqKlV9xpX/gyw+akkbJVFS+JsaTJ09QUFCATZs2sRqBNVnhdujQoRCJRDh9+jSeP3+OhISEKofEVhe7kpJSlcfm5+dj6NChYusnPHr0qNKV9vl8PtLS0iTuK0+XZfpJ+XQWaR6PJelcq2voVnV9MjMzMWTIEFhaWuLYsWO4efMmtm3bBqDuFmGqC9Rz+Y367bffKt3XvXt31s1Z3Y3K5XKxaNEiLFq0qNZ1VVVf+TCPqsj665GkydQVjRs3DuPGjau2HD6fj3379lWZp7rY7OzsJOY5e/ZspcdUnEdQlc6dO+OXX36pUf0A+zpVNbF94cKFzNh8Dw8Pscd1yMnJ4d69exKPdXBwgIODQ6PH+DVp7ilpyvl63sfXqrsXJZHmvgOAYcOG1WjBmur+5io7H2muh6ziV7vKPP+SEEL+Ta5cuQIPDw+MHDkSwJfGTnWfDba2tggLC4O8vDzz7Go7OzscPHgQ6enpzHzL8vK3b9+OQYMGAfjyLOSqPi9lUb4mhrTatm2LY8eOsXrqrly5AlVVVbRq1QrAlxFPP/zwAyIjI/H48WOYmZmhS5cuNY6xQ4cOKCsrQ1xcnMTvG126dMGxY8dgYGAgcT0MScaOHYtx48bht99+E5t3uXHjRmhqajLTMqQxatQoLFq0COvWrUNISIjY/pycnHpbAfbmzZsoKyvDxo0bmR8GvrUhsQD1XBJCCCGEEFItU1NTHD9+nFmXYty4cdX2GPbp0wcfPnzA77//zjQk7ezsEBkZCV1dXVavmampKX755RekpaXh+vXrcHNzq7Y3r77MnDkTz58/x+zZs/HgwQP8+uuvWLFiBby9vVk9nm5ubjh9+jTCwsKq7bWsjoGBASZOnIhJkybh5MmTePLkCYRCIdOA8vT0xLt37+Dq6oobN24gIyMDZ8+exY8//ii2an25sWPHYuTIkZg4cSIzFezu3buYPn06Tp06hb1798rUa6uvr4+QkBD8/PPPmDx5MuLi4vD06VNcuXIF06dPx6pVq2p1DapiYmKC4uJibNmyBX/99Rf+X3v3HRXV0f8P/H1B2QUNTZCmYAERFDdijCKxK4ixx+BjOAIx0dhiN4hGET0i9miiRhNbYqJRH7FGbIgFO4LdjfKIRAU0KNVGmd8f/rhfbxYrIArv1zmcszszd3ZmmGX3w7135tdff9VZ9PFtwDOXRERERPTG2E8+9+JCb6F58+ahf//+aNGiBSwsLBAUFFTkftRPMzMzg5ubG1JTU+W9j1u1aoWCggKd216WL1+OgQMHwt3dHTVr1kRYWNgLVxctLXZ2dvjzzz8xbtw4aDQamJub44svvsC3336rKNeuXTuYm5tDq9W+1JVkL7JkyRJMmDABQ4YMQVpaGuzt7TFhwgQAT/bljomJQVBQELy8vPDo0SM4ODigU6dOz7zPU5IkrF+/Ht999x3mz5+PIUOGQK1Ww8PDA9HR0fD09HzlNg4ZMgT16tXDnDlz0LNnTzx48AC1atVCly5dMHr06GL1/3k0Gg3mzZuHmTNnIjg4GK1atcKMGTPg7+9faq/5OiTxLm/IRkREZSozMxMmJibQfP0j9FXP/w977Oy36wOQiErPw4cPce3aNdSuXRtqtbqsm0NUIT3vfVj4+Z2RkVGit7XwslgiIiIiIiIqNgaXRETvsFq1aumsevw2W7JkCRo1agRjY2MYGxvDw8MDO3fulPMTEhLQs2dPWFpawtjYGL6+vkhNTS3DFhMREdHLYnBJRO+MwMBASJIESZJQuXJlWFlZoWPHjlixYkWRiyocOXIEnTt3hpmZGdRqNdzc3DBv3jydG/8lSYJarcb169cV6T169NBZVTUlJQUjRoyAo6Mj1Go1rKys4OnpiSVLluD+/fsv3ZfExERIkqTYozIrKwtt27aFq6srbty48VL1nDx5EgMHDnzp1y1rNWrUQHh4OGJjY3Hq1Cm0a9cO3bt3x4ULF5CTkwMvLy9IkoSoqCjExMTg8ePH6Nq16wsXzSAiIqKyxwV9iOid0qlTJ6xcuRL5+flITU1FZGQkRowYgY0bN2Lr1q3y8uQRERHw9fXF559/jv3798PU1BR79+7FN998g6NHj2L9+vWKjZAlScLkyZOfu3XI//73P3h6esLU1BRhYWFwc3ODSqXCuXPnsGzZMtjZ2b3WliIAcOfOHfj4+EBPTw+HDh1CtWrVXuo4S0vL13q9svLvpeCnT5+OJUuW4NixY7h58yYSExMRFxcn3/+xevVqmJmZISoq6oVb4RAREVHZ4plLInqnqFQqWFtbw87ODu7u7pgwYQK2bNmCnTt3yvs65uTkYMCAAejWrRuWLVuG999/H7Vq1cKXX36J1atXY+PGjTp7Qw0bNgxr1qzB+fPnn/naQ4YMQaVKlXDq1Cn4+vrCxcUFderUQffu3bFjxw6dwOll/f3332jZsiVMTEwQFRUlB5YJCQno3r07rKysULVqVTRt2hR79+5VHPv0ZbFjx45Fly5d5LzvvvsOkiQhMjJSTnN0dMTPP/8M4Mly+CNHjlTUV9TZ2tKSn5+PdevWIScnBx4eHnj06BEkSYJKpZLLqNVq6Onp4fDhw2+kTURUsrhuJFHZKYv3H4NLInrntWvXDhqNBps2bQIA7N69G2lpaUUu4d61a1fUq1cPa9euVaR7enqiS5cuGD9+fJGvkZaWht27d2Po0KHP3BPr6TOhL0ur1cLT0xOurq74888/UbVqVTkvOzsbnTt3xr59+xAXF4dOnTqha9euSEpKKrKu1q1b4/Dhw/JlvwcOHICFhQWio6MBADdv3kRCQoJi0+5X9ejRI2RmZip+XtW5c+dQtWpVqFQqDBo0CBEREXB1dUXz5s1RpUoVBAUF4f79+8jJycHYsWORn5+P5OTk124zEb15lStXBoBXul2AiEpW4fuv8P34JvCyWCIqF+rXr4+zZ88CAP766y8AgIuLyzPLFpZ52owZM9CoUSMcOnQILVu2VORdvXoVQgg4Ozsr0i0sLPDw4UMATzZ4njlz5iu129/fH56entiwYQP09fUVeRqNBhqNRn4+bdo0REREYOvWrRg2bJhOXS1btkRWVhbi4uLQpEkTHDx4EOPGjcPmzZsBANHR0bCzs4Ojo+MrtfFpM2bMQGho6GsfDwDOzs6Ij49HRkYGNm7ciICAABw4cACurq7YsGEDBg8ejIULF0JPTw99+/aFu7v7M/cwI6K3k76+PkxNTXH79m0AgJGR0Wv9A46IXp0QAvfv38ft27dhamqq8/2iNDG4JKJyQQih88XlVS8HcXV1hb+/P8aPH4+YmJiXOubEiRMoKCiAn58fHj169EqvBwDdunXD5s2bsWnTJnz66aeKvOzsbEyZMgU7duxAcnIy8vLy8ODBg2eeuTQ1NYVGo0F0dDQMDAxgYGCAgQMHIiQkBNnZ2Thw4IDOpt2vKjg4WLFJdGZmJmrWrPlKdRgYGMgBbpMmTXDy5EksWLAAS5cuhZeXFxISEvDPP/+gUqVKMDU1hbW1NerUqVOsdhPRm2dtbQ0AcoBJRG9W4Wfom8TgkojKhUuXLqF27doAgHr16slpLVq0KLKsq6trkfWEhoaiXr168tm+Qo6OjpAkCVqtVpFeGPQYGhq+VrsnTpyIRo0a4bPPPoMQAr6+vnLe2LFjsWfPHsyZMweOjo4wNDRE79698fjx42fW16ZNG0RHR0OlUqF169YwNzeHi4sLDh8+jAMHDmDMmDFyWT09PZ0APDc397ntValUinsiS0JBQYFOYG5hYQEAiIqKwu3bt197oSQiKjuSJMHGxgbVq1d/4d8WIipZlStXfqNnLAsxuCSid15UVBTOnTuHUaNGAQC8vLxgbm6OuXPn6gSXW7duxZUrVzBt2rQi66pZsyaGDRuGCRMmoG7dunJ6tWrV0LFjR/zwww/4+uuvn3nf5euYNGkS9PT04OfnByEE+vTpAwCIiYlBYGAgevbsCeDJmczExMTn1tW6dWusWLEClSpVQqdOnQA8CTjXrl2Lv/76S3G/paWlpeJexvz8fJw/fx5t27Ytsb79W3BwMHx8fGBvb4+srCz8/vvviI6Oxq5duwAAK1euhIuLCywtLXH06FGMGDECo0aN0rkcmYjeHfr6+mXyJZeI3jzexEJE75RHjx4hJSUFN2/exOnTpxEWFobu3bujS5cu8Pf3BwBUqVIFS5cuxZYtWzBw4ECcPXsWiYmJWL58OQIDA9G7d2/FGcJ/Cw4Oxq1bt3RWZl28eDHy8vLwwQcf4I8//sClS5eg1WqxZs0aXL58uVhfniZOnIhp06bBz89PXmzIyckJmzZtQnx8PM6cOYPPPvvshfs9tmrVCllZWdi+fbscSLZp0wa//fYbbGxs5LO6wJOFkHbs2IEdO3bg8uXLGDx4MNLT01+7Dy/j9u3b8Pf3h7OzM9q3b4+TJ09i165d6NixI4AnCxz16NEDLi4umDp1KiZOnIg5c+aUapuIiIioZPDMJRG9UyIjI2FjY4NKlSrBzMwMGo0GCxcuREBAgGLRl969e2P//v2YPn06WrZsiYcPH8LJyQkTJ07EyJEjn7uwhLm5OYKCgjBhwgRFet26dREXF4ewsDAEBwfjxo0bUKlUcHV1xdixYzFkyBC5bGBgIBITE+WVWl/G+PHjoaenh379+kEIgXnz5qF///5o0aIFLCwsEBQU9MLVWc3MzODm5obU1FTUr18fwJOAs6CgQOd+y/79++PMmTPw9/dHpUqVMGrUqFI9awkAy5cvf25+eHg4wsPDS7UNREREVDokwQ2IiIhKXOvWrdG2bVtMmTKlrJtSqjIzM2FiYoKMjAwYGxuXdXOIiIjoJZTW5zfPXBIRlbCMjAwkJCRgx44dZd2UUlf4/8nX2e+SiIiIykbh53ZJn2dkcElEVMJMTExw48aNsm7GG5GWlgYAr7wdCREREZW9rKwsmJiYlFh9DC6JiOi1mZubAwCSkpJK9MPpXVW47+fff//Ny4T/P46JEsdDF8dEieOhi2OiVBLjIYRAVlYWbG1tS7RtDC6JiOi1FS6iZGJiwg/8pxgbG3M8/oVjosTx0MUxUeJ46OKYKBV3PErjn8LcioSIiIiIiIiKjcElERERERERFRuDSyIiem0qlQohISFQqVRl3ZS3AsdDF8dEieOhi2OixPHQxTFRepvHg/tcEhERERERUbHxzCUREREREREVG4NLIiIiIiIiKjYGl0RERERERFRsDC6JiIiIiIio2BhcEhHRa1m0aBFq1aoFtVqNZs2a4cSJE2XdpFIxY8YMNG3aFO+99x6qV6+OHj16QKvVKsq0adMGkiQpfgYNGqQok5SUhI8//hhGRkaoXr06xo0bh7y8vDfZlRIzZcoUnf7Wr19fzn/48CGGDh2KatWqoWrVqvjkk0+QmpqqqKM8jUetWrV0xkOSJAwdOhRAxZgfBw8eRNeuXWFrawtJkrB582ZFvhACkydPho2NDQwNDdGhQwdcuXJFUebu3bvw8/ODsbExTE1N8cUXXyA7O1tR5uzZs2jZsiXUajVq1qyJWbNmlXbXXsvzxiM3NxdBQUFwc3NDlSpVYGtrC39/f9y6dUtRR1HzKjw8XFHmXRkP4MVzJDAwUKe/nTp1UpSpKHMEQJF/UyRJwuzZs+Uyb+McYXBJRESv7I8//sDo0aMREhKC06dPQ6PRwNvbG7dv3y7rppW4AwcOYOjQoTh27Bj27NmD3NxceHl5IScnR1FuwIABSE5Oln+e/gDPz8/Hxx9/jMePH+PIkSNYvXo1Vq1ahcmTJ7/p7pSYBg0aKPp7+PBhOW/UqFHYtm0bNmzYgAMHDuDWrVvo1auXnF/exuPkyZOKsdizZw8A4NNPP5XLlPf5kZOTA41Gg0WLFhWZP2vWLCxcuBA//vgjjh8/jipVqsDb2xsPHz6Uy/j5+eHChQvYs2cPtm/fjoMHD2LgwIFyfmZmJry8vODg4IDY2FjMnj0bU6ZMwbJly0q9f6/qeeNx//59nD59GpMmTcLp06exadMmaLVadOvWTafs1KlTFfPm66+/lvPepfEAXjxHAKBTp06K/q5du1aRX1HmCADFOCQnJ2PFihWQJAmffPKJotxbN0cEERHRK/rwww/F0KFD5ef5+fnC1tZWzJgxowxb9Wbcvn1bABAHDhyQ01q3bi1GjBjxzGP+/PNPoaenJ1JSUuS0JUuWCGNjY/Ho0aPSbG6pCAkJERqNpsi89PR0UblyZbFhwwY57dKlSwKAOHr0qBCi/I3Hv40YMULUrVtXFBQUCCEq3vwAICIiIuTnBQUFwtraWsyePVtOS09PFyqVSqxdu1YIIcTFixcFAHHy5Em5zM6dO4UkSeLmzZtCCCEWL14szMzMFGMSFBQknJ2dS7lHxfPv8SjKiRMnBABx/fp1Oc3BwUHMnz//mce8q+MhRNFjEhAQILp37/7MYyr6HOnevbto166dIu1tnCM8c0lERK/k8ePHiI2NRYcOHeQ0PT09dOjQAUePHi3Dlr0ZGRkZAABzc3NF+m+//QYLCws0bNgQwcHBuH//vpx39OhRuLm5wcrKSk7z9vZGZmYmLly48GYaXsKuXLkCW1tb1KlTB35+fkhKSgIAxMbGIjc3VzE/6tevD3t7e3l+lMfxKPT48WOsWbMG/fv3hyRJcnpFmx9Pu3btGlJSUhRzwsTEBM2aNVPMCVNTU3zwwQdymQ4dOkBPTw/Hjx+Xy7Rq1QoGBgZyGW9vb2i1Wty7d+8N9aZ0ZGRkQJIkmJqaKtLDw8NRrVo1NG7cGLNnz1ZcKl0exyM6OhrVq1eHs7MzBg8ejLS0NDmvIs+R1NRU7NixA1988YVO3ts2RyqVSq1ERFRu/fPPP8jPz1d8EQYAKysrXL58uYxa9WYUFBRg5MiR8PT0RMOGDeX0zz77DA4ODrC1tcXZs2cRFBQErVaLTZs2AQBSUlKKHK/CvHdNs2bNsGrVKjg7OyM5ORmhoaFo2bIlzp8/j5SUFBgYGOh8SbayspL7Wt7G42mbN29Geno6AgMD5bSKNj/+rbAPRfXx6TlRvXp1RX6lSpVgbm6uKFO7dm2dOgrzzMzMSqX9pe3hw4cICgpC3759YWxsLKcPHz4c7u7uMDc3x5EjRxAcHIzk5GTMmzcPQPkbj06dOqFXr16oXbs2EhISMGHCBPj4+ODo0aPQ19ev0HNk9erVeO+99xS3FwBv5xxhcElERPSShg4divPnzyvuLwSguOfHzc0NNjY2aN++PRISElC3bt033cxS5+PjIz9u1KgRmjVrBgcHB6xfvx6GhoZl2LKyt3z5cvj4+MDW1lZOq2jzg15ebm4ufH19IYTAkiVLFHmjR4+WHzdq1AgGBgb46quvMGPGDKhUqjfd1FL3n//8R37s5uaGRo0aoW7duoiOjkb79u3LsGVlb8WKFfDz84NarVakv41zhJfFEhHRK7GwsIC+vr7O6p+pqamwtrYuo1aVvmHDhmH79u3Yv38/atSo8dyyzZo1AwBcvXoVAGBtbV3keBXmvetMTU1Rr149XL16FdbW1nj8+DHS09MVZZ6eH+V1PK5fv469e/fiyy+/fG65ijY/CvvwvL8Z1tbWOguC5eXl4e7du+V23hQGltevX8eePXsUZy2L0qxZM+Tl5SExMRFA+RuPf6tTpw4sLCwU75OKNkcA4NChQ9BqtS/8uwK8HXOEwSUREb0SAwMDNGnSBPv27ZPTCgoKsG/fPnh4eJRhy0qHEALDhg1DREQEoqKidC4xKkp8fDwAwMbGBgDg4eGBc+fOKb4YFX6ZdHV1LZV2v0nZ2dlISEiAjY0NmjRpgsqVKyvmh1arRVJSkjw/yut4rFy5EtWrV8fHH3/83HIVbX7Url0b1tbWijmRmZmJ48ePK+ZEeno6YmNj5TJRUVEoKCiQg3EPDw8cPHgQubm5cpk9e/bA2dn5nbvcsTCwvHLlCvbu3Ytq1aq98Jj4+Hjo6enJl4aWp/Eoyo0bN5CWlqZ4n1SkOVJo+fLlaNKkCTQazQvLvhVzpNSWCiIionJr3bp1QqVSiVWrVomLFy+KgQMHClNTU8Vql+XF4MGDhYmJiYiOjhbJycnyz/3794UQQly9elVMnTpVnDp1Sly7dk1s2bJF1KlTR7Rq1UquIy8vTzRs2FB4eXmJ+Ph4ERkZKSwtLUVwcHBZdatYxowZI6Kjo8W1a9dETEyM6NChg7CwsBC3b98WQggxaNAgYW9vL6KiosSpU6eEh4eH8PDwkI8vb+MhxJMVk+3t7UVQUJAivaLMj6ysLBEXFyfi4uIEADFv3jwRFxcnr34aHh4uTE1NxZYtW8TZs2dF9+7dRe3atcWDBw/kOjp16iQaN24sjh8/Lg4fPiycnJxE37595fz09HRhZWUl+vXrJ86fPy/WrVsnjIyMxNKlS994f1/keePx+PFj0a1bN1GjRg0RHx+v+LtSuKrnkSNHxPz580V8fLxISEgQa9asEZaWlsLf319+jXdpPIR4/phkZWWJsWPHiqNHj4pr166JvXv3Cnd3d+Hk5CQePnwo11FR5kihjIwMYWRkJJYsWaJz/Ns6RxhcEhHRa/n++++Fvb29MDAwEB9++KE4duxYWTepVAAo8mflypVCCCGSkpJEq1athLm5uVCpVMLR0VGMGzdOZGRkKOpJTEwUPj4+wtDQUFhYWIgxY8aI3NzcMuhR8fXp00fY2NgIAwMDYWdnJ/r06SOuXr0q5z948EAMGTJEmJmZCSMjI9GzZ0+RnJysqKM8jYcQQuzatUsAEFqtVpFeUebH/v37i3yfBAQECCGebEcyadIkYWVlJVQqlWjfvr3OWKWlpYm+ffuKqlWrCmNjY/H555+LrKwsRZkzZ86Ijz76SKhUKmFnZyfCw8PfVBdfyfPG49q1a8/8u7J//34hhBCxsbGiWbNmwsTERKjVauHi4iLCwsIUgZYQ7854CPH8Mbl//77w8vISlpaWonLlysLBwUEMGDBA5x+WFWWOFFq6dKkwNDQU6enpOse/rXNEEkKI0jknSkRERERERBUF77kkIiIiIiKiYmNwSURERERERMXG4JKIiIiIiIiKjcElERERERERFRuDSyIiIiIiIio2BpdERERERERUbAwuiYiIiIiIqNgYXBIREREREVGxMbgkIiIiekMSExMhSRLi4+PLuimyy5cvo3nz5lCr1Xj//ffLujlE9A5jcElEREQVRmBgICRJQnh4uCJ98+bNkCSpjFpVtkJCQlClShVotVrs27evrJvzyiRJwubNm0u83ujoaEiShPT09BKvm6i8YnBJREREFYparcbMmTNx7969sm5KiXn8+PFrH5uQkICPPvoIDg4OqFatWgm2iogqGgaXREREVKF06NAB1tbWmDFjxjPLTJkyRecS0e+++w61atWSnwcGBqJHjx4ICwuDlZUVTE1NMXXqVOTl5WHcuHEwNzdHjRo1sHLlSp36L1++jBYtWkCtVqNhw4Y4cOCAIv/8+fPw8fFB1apVYWVlhX79+uGff/6R89u0aYNhw4Zh5MiRsLCwgLe3d5H9KCgowNSpU1GjRg2oVCq8//77iIyMlPMlSUJsbCymTp0KSZIwZcqUZ9Yza9YsODo6QqVSwd7eHtOnT5fzz507h3bt2sHQ0BDVqlXDwIEDkZ2d/azhBfB/Y7x06VLUrFkTRkZG8PX1RUZGhlzm5MmT6NixIywsLGBiYoLWrVvj9OnTcn7h76Nnz56QJEnx+9myZQvc3d2hVqtRp04dhIaGIi8vT9H3n3/+GT179oSRkRGcnJywdetWAE8uX27bti0AwMzMDJIkITAwEACwceNGuLm5yX3t0KEDcnJynttXooqCwSURERFVKPr6+ggLC8P333+PGzduFKuuqKgo3Lp1CwcPHsS8efMQEhKCLl26wMzMDMePH8egQYPw1Vdf6bzOuHHjMGbMGMTFxcHDwwNdu3ZFWloaACA9PR3t2rVD48aNcerUKURGRiI1NRW+vr6KOlavXg0DAwPExMTgxx9/LLJ9CxYswNy5czFnzhycPXsW3t7e6NatG65cuQIASE5ORoMGDTBmzBgkJydj7NixRdYTHByM8PBwTJo0CRcvXsTvv/8OKysrAEBOTg68vb1hZmaGkydPYsOGDdi7dy+GDRv2wvG7evUq1q9fj23btiEyMhJxcXEYMmSInJ+VlYWAgAAcPnwYx44dg5OTEzp37oysrCwAT4JPAFi5ciWSk5Pl54cOHYK/vz9GjBiBixcvYunSpVi1apUiIAaA0NBQ+Pr64uzZs+jcuTP8/Pxw9+5d1KxZE//9738BAFqtFsnJyViwYAGSk5PRt29f9O/fH5cuXUJ0dDR69eoFIcQL+0pUIQgiIiKiCiIgIEB0795dCCFE8+bNRf/+/YUQQkRERIinvxaFhIQIjUajOHb+/PnCwcFBUZeDg4PIz8+X05ydnUXLli3l53l5eaJKlSpi7dq1Qgghrl27JgCI8PBwuUxubq6oUaOGmDlzphBCiGnTpgkvLy/Fa//9998CgNBqtUIIIVq3bi0aN278wv7a2tqK6dOnK9KaNm0qhgwZIj/XaDQiJCTkmXVkZmYKlUolfvrppyLzly1bJszMzER2dractmPHDqGnpydSUlKeWW9ISIjQ19cXN27ckNN27twp9PT0RHJycpHH5Ofni/fee09s27ZNTgMgIiIiFOXat28vwsLCFGm//vqrsLGxURz37bffys+zs7MFALFz504hhBD79+8XAMS9e/fkMrGxsQKASExMfGa/iCoynrkkIiKiCmnmzJlYvXo1Ll269Np1NGjQAHp6//d1ysrKCm5ubvJzfX19VKtWDbdv31Yc5+HhIT+uVKkSPvjgA7kdZ86cwf79+1G1alX5p379+gCe3B9ZqEmTJs9tW2ZmJm7dugVPT09Fuqen5yv1+dKlS3j06BHat2//zHyNRoMqVaooXqOgoABarRYAFH0ZNGiQXM7e3h52dnbycw8PD8VxqampGDBgAJycnGBiYgJjY2NkZ2cjKSnpuW0+c+YMpk6dqnjdAQMGIDk5Gffv35fLNWrUSH5cpUoVGBsb6/yunqbRaNC+fXu4ubnh008/xU8//VSu7t0lKq5KZd0AIiIiorLQqlUreHt7Izg4WL6frpCenp7OpY65ubk6dVSuXFnxXJKkItMKCgpeul3Z2dno2rUrZs6cqZNnY2MjP346mCtNhoaGxa7j6a1XjI2NX/q4gIAApKWlYcGCBXBwcIBKpYKHh8cLFzDKzs5GaGgoevXqpZOnVqvlx6/6u9LX18eePXtw5MgR7N69G99//z0mTpyI48ePo3bt2i/dL6LyimcuiYiIqMIKDw/Htm3bcPToUUW6paUlUlJSFAFmSe5NeezYMflxXl4eYmNj4eLiAgBwd3fHhQsXUKtWLTg6Oip+XiWgNDY2hq2tLWJiYhTpMTExcHV1fel6nJycYGho+MxtSlxcXHDmzBnFojYxMTHQ09ODs7MzACj6UL16dblcUlISbt26JT8/duyY4riYmBgMHz4cnTt3RoMGDaBSqRQLGwFPAsT8/HxFmru7O7Rarc74OTo6Ks40P4+BgQEA6NQtSRI8PT0RGhqKuLg4GBgYICIi4qXqJCrvGFwSERFRheXm5gY/Pz8sXLhQkd6mTRvcuXMHs2bNQkJCAhYtWoSdO3eW2OsuWrQIERERuHz5MoYOHYp79+6hf//+AIChQ4fi7t276Nu3L06ePImEhATs2rULn3/+uU6g8yLjxo3DzJkz8ccff0Cr1WL8+PGIj4/HiBEjXroOtVqNoKAgfPPNN/jll1+QkJCAY8eOYfny5QAAPz8/qNVqBAQE4Pz589i/fz++/vpr9OvXT17053l1BwQE4MyZMzh06BCGDx8OX19fWFtbA3gS2P7666+4dOkSjh8/Dj8/P50zqbVq1cK+ffuQkpIiX6I6efJk/PLLLwgNDcWFCxdw6dIlrFu3Dt9+++1L99vBwQGSJGH79u24c+cOsrOzcfz4cYSFheHUqVNISkrCpk2bcOfOHfkfA0QVHYNLIiIiqtCmTp2qcymki4sLFi9ejEWLFkGj0eDEiRPPXEn1dYSHhyM8PBwajQaHDx/G1q1bYWFhAQDy2cb8/Hx4eXnBzc0NI0eOhKmp6UufdSs0fPhwjB49GmPGjIGbmxsiIyOxdetWODk5vVI9kyZNwpgxYzB58mS4uLigT58+8r2JRkZG2LVrF+7evYumTZuid+/eaN++PX744YcX1uvo6IhevXqhc+fO8PLyQqNGjbB48WI5f/ny5bh37x7c3d3Rr18/DB8+XHHmEwDmzp2LPXv2oGbNmmjcuDEAwNvbG9u3b8fu3bvRtGlTNG/eHPPnz4eDg8NL99nOzg6hoaEYP348rKysMGzYMBgbG+PgwYPo3Lkz6tWrh2+//RZz586Fj4/PS9dLVJ5J4t83FBARERERlbIpU6Zg8+bNJXq5MRGVLZ65JCIiIiIiomJjcElERERERETFxstiiYiIiIiIqNh45pKIiIiIiIiKjcElERERERERFRuDSyIiIiIiIio2BpdERERERERUbAwuiYiIiIiIqNgYXBIREREREVGxMbgkIiIiIiKiYmNwSURERERERMX2/wAvV0QSr3mp1QAAAABJRU5ErkJggg==\n"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<matplotlib.legend.Legend at 0x169075f4970>"
},
"execution_count": 199,
"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": 200,
"outputs": [
{
"data": {
"text/plain": " han_id count percent weight han_name \n0 13378 1851 0.074257 0.017393 TELEFON AB LM ERICSSON PUBL \\\n1 228842 716 0.028724 0.006728 BASF SE \n2 2562294 693 0.027801 0.006512 NOKIA TECH LTD \n3 68848 586 0.023509 0.005506 ALCATEL LUCENT \n4 2456791 524 0.021021 0.004924 ROBERT BOSCH GMBH \n... ... ... ... ... ... \n25665 151189488 1 0.000040 0.000009 Hundt, Wolfgang \n25666 151187794 1 0.000040 0.000009 Fischer, Peer \n25667 151187133 1 0.000040 0.000009 Daryani, Neha \n25668 151186834 1 0.000040 0.000009 HEIL, Nadine \n25669 184881241 1 0.000040 0.000009 ZAVORONKOVS, ALEKSANDRS \n\n psn_sector person_ctry_code ctry_code iso_alpha3 Country \n0 COMPANY SE SE SWE Sweden \\\n1 COMPANY DE DE DEU Germany \n2 COMPANY FI FI FIN Finland \n3 COMPANY FR FR FRA France \n4 COMPANY DE DE DEU Germany \n... ... ... ... ... ... \n25665 UNKNOWN DE DE DEU Germany \n25666 UNKNOWN DE DE DEU Germany \n25667 UNKNOWN DE DE DEU Germany \n25668 UNKNOWN DE DE DEU Germany \n25669 UNKNOWN LV LV LVA Latvia \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... ... ... ... ... ... \n25665 Europe Y Y Y \n25666 Europe Y Y Y \n25667 Europe Y Y Y \n25668 Europe Y Y Y \n25669 Europe Y Y Y \n\n discontinued \n0 \n1 \n2 \n3 \n4 \n... ... \n25665 \n25666 \n25667 \n25668 \n25669 \n\n[25670 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>1851</td>\n <td>0.074257</td>\n <td>0.017393</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>228842</td>\n <td>716</td>\n <td>0.028724</td>\n <td>0.006728</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>2</th>\n <td>2562294</td>\n <td>693</td>\n <td>0.027801</td>\n <td>0.006512</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>68848</td>\n <td>586</td>\n <td>0.023509</td>\n <td>0.005506</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>4</th>\n <td>2456791</td>\n <td>524</td>\n <td>0.021021</td>\n <td>0.004924</td>\n <td>ROBERT BOSCH GMBH</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>...</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>25665</th>\n <td>151189488</td>\n <td>1</td>\n <td>0.000040</td>\n <td>0.000009</td>\n <td>Hundt, Wolfgang</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>25666</th>\n <td>151187794</td>\n <td>1</td>\n <td>0.000040</td>\n <td>0.000009</td>\n <td>Fischer, Peer</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>25667</th>\n <td>151187133</td>\n <td>1</td>\n <td>0.000040</td>\n <td>0.000009</td>\n <td>Daryani, Neha</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>25668</th>\n <td>151186834</td>\n <td>1</td>\n <td>0.000040</td>\n <td>0.000009</td>\n <td>HEIL, Nadine</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>25669</th>\n <td>184881241</td>\n <td>1</td>\n <td>0.000040</td>\n <td>0.000009</td>\n <td>ZAVORONKOVS, ALEKSANDRS</td>\n <td>UNKNOWN</td>\n <td>LV</td>\n <td>LV</td>\n <td>LVA</td>\n <td>Latvia</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>25670 rows × 16 columns</p>\n</div>"
},
"execution_count": 157,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": " han_id count percent weight han_name \n0 13378 1851 0.074257 0.017393 TELEFON AB LM ERICSSON PUBL \\\n1 228842 716 0.028724 0.006728 BASF SE \n2 2562294 693 0.027801 0.006512 NOKIA TECH LTD \n3 68848 586 0.023509 0.005506 ALCATEL LUCENT \n4 2456791 524 0.021021 0.004924 ROBERT BOSCH GMBH \n... ... ... ... ... ... \n25665 151189488 1 0.000040 0.000009 Hundt, Wolfgang \n25666 151187794 1 0.000040 0.000009 Fischer, Peer \n25667 151187133 1 0.000040 0.000009 Daryani, Neha \n25668 151186834 1 0.000040 0.000009 HEIL, Nadine \n25669 184881241 1 0.000040 0.000009 ZAVORONKOVS, ALEKSANDRS \n\n psn_sector person_ctry_code ctry_code iso_alpha3 Country \n0 COMPANY SE SE SWE Sweden \\\n1 COMPANY DE DE DEU Germany \n2 COMPANY FI FI FIN Finland \n3 COMPANY FR FR FRA France \n4 COMPANY DE DE DEU Germany \n... ... ... ... ... ... \n25665 UNKNOWN DE DE DEU Germany \n25666 UNKNOWN DE DE DEU Germany \n25667 UNKNOWN DE DE DEU Germany \n25668 UNKNOWN DE DE DEU Germany \n25669 UNKNOWN LV LV LVA Latvia \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... ... ... ... ... ... \n25665 Europe Y Y Y \n25666 Europe Y Y Y \n25667 Europe Y Y Y \n25668 Europe Y Y Y \n25669 Europe Y Y Y \n\n discontinued \n0 \n1 \n2 \n3 \n4 \n... ... \n25665 \n25666 \n25667 \n25668 \n25669 \n\n[25670 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>1851</td>\n <td>0.074257</td>\n <td>0.017393</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>228842</td>\n <td>716</td>\n <td>0.028724</td>\n <td>0.006728</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>2</th>\n <td>2562294</td>\n <td>693</td>\n <td>0.027801</td>\n <td>0.006512</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>68848</td>\n <td>586</td>\n <td>0.023509</td>\n <td>0.005506</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>4</th>\n <td>2456791</td>\n <td>524</td>\n <td>0.021021</td>\n <td>0.004924</td>\n <td>ROBERT BOSCH GMBH</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>...</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>25665</th>\n <td>151189488</td>\n <td>1</td>\n <td>0.000040</td>\n <td>0.000009</td>\n <td>Hundt, Wolfgang</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>25666</th>\n <td>151187794</td>\n <td>1</td>\n <td>0.000040</td>\n <td>0.000009</td>\n <td>Fischer, Peer</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>25667</th>\n <td>151187133</td>\n <td>1</td>\n <td>0.000040</td>\n <td>0.000009</td>\n <td>Daryani, Neha</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>25668</th>\n <td>151186834</td>\n <td>1</td>\n <td>0.000040</td>\n <td>0.000009</td>\n <td>HEIL, Nadine</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>25669</th>\n <td>184881241</td>\n <td>1</td>\n <td>0.000040</td>\n <td>0.000009</td>\n <td>ZAVORONKOVS, ALEKSANDRS</td>\n <td>UNKNOWN</td>\n <td>LV</td>\n <td>LV</td>\n <td>LVA</td>\n <td>Latvia</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>25670 rows × 16 columns</p>\n</div>"
},
"execution_count": 200,
"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": 201,
"outputs": [
{
"data": {
"text/plain": "<matplotlib.legend.Legend at 0x16905fef370>"
},
"execution_count": 158,
"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"
},
{
"data": {
"text/plain": "<matplotlib.legend.Legend at 0x16912396370>"
},
"execution_count": 201,
"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": 202,
"outputs": [
{
"data": {
"text/plain": "<matplotlib.legend.Legend at 0x16907562700>"
},
"execution_count": 159,
"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"
},
{
"data": {
"text/plain": "<matplotlib.legend.Legend at 0x169155ecc40>"
},
"execution_count": 202,
"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
}