diff --git a/.ipynb_checkpoints/03_jupy_DataProcessing_LTS_files-checkpoint.ipynb b/.ipynb_checkpoints/03_jupy_DataProcessing_LTS_files-checkpoint.ipynb
index 12900e9ca79d0b5107ec031181cfadaa207a6531..216519df7e5065529b058a04cfb1281e44798894 100644
--- a/.ipynb_checkpoints/03_jupy_DataProcessing_LTS_files-checkpoint.ipynb
+++ b/.ipynb_checkpoints/03_jupy_DataProcessing_LTS_files-checkpoint.ipynb
@@ -16,6 +16,7 @@
"source": [
"from HelperFunctions import printProgressBar, loadObject, dumpObject\n",
"from Definitions import ORG_PSY_CAP_DIR, LTS_IMPROVED, LTS_DIR\n",
+ "import matplotlib.pyplot as plt\n",
"from pathlib import Path\n",
"import pandas as pd"
]
@@ -1967,6 +1968,446 @@
"df_lts_opc"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Removing rows that have no value\n",
+ "Let's also quickly check, if there are rows, where the PsyCap is zero."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "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>lts_filePath</th>\n",
+ " <th>lts_gvkey</th>\n",
+ " <th>lts_company name</th>\n",
+ " <th>lts_finYear</th>\n",
+ " <th>opc_Total_Words</th>\n",
+ " <th>opc_Total_Characters</th>\n",
+ " <th>opc_OrgPsyCapConfidence</th>\n",
+ " <th>opc_OrgPsyCapHope</th>\n",
+ " <th>opc_OrgPsyCapOptimism</th>\n",
+ " <th>opc_OrgPsyCapResilience</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <td>1414</td>\n",
+ " <td>E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\004321_EMERSON ELECTRIC CO_2006.txt</td>\n",
+ " <td>4321</td>\n",
+ " <td>EMERSON ELECTRIC CO</td>\n",
+ " <td>2006</td>\n",
+ " <td>354</td>\n",
+ " <td>8485</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>1415</td>\n",
+ " <td>E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\004321_EMERSON ELECTRIC CO_2007.txt</td>\n",
+ " <td>4321</td>\n",
+ " <td>EMERSON ELECTRIC CO</td>\n",
+ " <td>2007</td>\n",
+ " <td>224</td>\n",
+ " <td>5581</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>1416</td>\n",
+ " <td>E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\004321_EMERSON ELECTRIC CO_2008.txt</td>\n",
+ " <td>4321</td>\n",
+ " <td>EMERSON ELECTRIC CO</td>\n",
+ " <td>2008</td>\n",
+ " <td>673</td>\n",
+ " <td>14391</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>1417</td>\n",
+ " <td>E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\004321_EMERSON ELECTRIC CO_2009.txt</td>\n",
+ " <td>4321</td>\n",
+ " <td>EMERSON ELECTRIC CO</td>\n",
+ " <td>2009</td>\n",
+ " <td>314</td>\n",
+ " <td>10282</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>2839</td>\n",
+ " <td>E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\007620_MURPHY OIL CORP_2015.txt</td>\n",
+ " <td>7620</td>\n",
+ " <td>MURPHY OIL CORP</td>\n",
+ " <td>2015</td>\n",
+ " <td>312</td>\n",
+ " <td>1520</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>3800</td>\n",
+ " <td>E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\009882_SOUTHWEST AIRLINES_2000.txt</td>\n",
+ " <td>9882</td>\n",
+ " <td>SOUTHWEST AIRLINES</td>\n",
+ " <td>2000</td>\n",
+ " <td>505</td>\n",
+ " <td>2615</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " lts_filePath \\\n",
+ "1414 E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\004321_EMERSON ELECTRIC CO_2006.txt \n",
+ "1415 E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\004321_EMERSON ELECTRIC CO_2007.txt \n",
+ "1416 E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\004321_EMERSON ELECTRIC CO_2008.txt \n",
+ "1417 E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\004321_EMERSON ELECTRIC CO_2009.txt \n",
+ "2839 E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\007620_MURPHY OIL CORP_2015.txt \n",
+ "3800 E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\009882_SOUTHWEST AIRLINES_2000.txt \n",
+ "\n",
+ " lts_gvkey lts_company name lts_finYear opc_Total_Words \\\n",
+ "1414 4321 EMERSON ELECTRIC CO 2006 354 \n",
+ "1415 4321 EMERSON ELECTRIC CO 2007 224 \n",
+ "1416 4321 EMERSON ELECTRIC CO 2008 673 \n",
+ "1417 4321 EMERSON ELECTRIC CO 2009 314 \n",
+ "2839 7620 MURPHY OIL CORP 2015 312 \n",
+ "3800 9882 SOUTHWEST AIRLINES 2000 505 \n",
+ "\n",
+ " opc_Total_Characters opc_OrgPsyCapConfidence opc_OrgPsyCapHope \\\n",
+ "1414 8485 0 0 \n",
+ "1415 5581 0 0 \n",
+ "1416 14391 0 0 \n",
+ "1417 10282 0 0 \n",
+ "2839 1520 0 0 \n",
+ "3800 2615 0 0 \n",
+ "\n",
+ " opc_OrgPsyCapOptimism opc_OrgPsyCapResilience \n",
+ "1414 0 0 \n",
+ "1415 0 0 \n",
+ "1416 0 0 \n",
+ "1417 0 0 \n",
+ "2839 0 0 \n",
+ "3800 0 0 "
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_lts_opc[(df_lts_opc[\"opc_OrgPsyCapConfidence\"] + \n",
+ " df_lts_opc[\"opc_OrgPsyCapHope\"] +\n",
+ " df_lts_opc[\"opc_OrgPsyCapOptimism\"] + \n",
+ " df_lts_opc[\"opc_OrgPsyCapResilience\"]) == 0 ]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "All but the last LTS are unusable. Let's therefore drop them."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "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>lts_filePath</th>\n",
+ " <th>lts_gvkey</th>\n",
+ " <th>lts_company name</th>\n",
+ " <th>lts_finYear</th>\n",
+ " <th>opc_Total_Words</th>\n",
+ " <th>opc_Total_Characters</th>\n",
+ " <th>opc_OrgPsyCapConfidence</th>\n",
+ " <th>opc_OrgPsyCapHope</th>\n",
+ " <th>opc_OrgPsyCapOptimism</th>\n",
+ " <th>opc_OrgPsyCapResilience</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <td>0</td>\n",
+ " <td>E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\001075_PINNACLE WEST CAPITAL CORP_2000.txt</td>\n",
+ " <td>1075</td>\n",
+ " <td>PINNACLE WEST CAPITAL CORP</td>\n",
+ " <td>2000</td>\n",
+ " <td>1225</td>\n",
+ " <td>6516</td>\n",
+ " <td>20</td>\n",
+ " <td>20</td>\n",
+ " <td>5</td>\n",
+ " <td>3</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>1</td>\n",
+ " <td>E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\001075_PINNACLE WEST CAPITAL CORP_2001.txt</td>\n",
+ " <td>1075</td>\n",
+ " <td>PINNACLE WEST CAPITAL CORP</td>\n",
+ " <td>2001</td>\n",
+ " <td>2237</td>\n",
+ " <td>12317</td>\n",
+ " <td>51</td>\n",
+ " <td>19</td>\n",
+ " <td>7</td>\n",
+ " <td>16</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>2</td>\n",
+ " <td>E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\001075_PINNACLE WEST CAPITAL CORP_2002.txt</td>\n",
+ " <td>1075</td>\n",
+ " <td>PINNACLE WEST CAPITAL CORP</td>\n",
+ " <td>2002</td>\n",
+ " <td>1930</td>\n",
+ " <td>10471</td>\n",
+ " <td>21</td>\n",
+ " <td>13</td>\n",
+ " <td>3</td>\n",
+ " <td>13</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>3</td>\n",
+ " <td>E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\001075_PINNACLE WEST CAPITAL CORP_2004.txt</td>\n",
+ " <td>1075</td>\n",
+ " <td>PINNACLE WEST CAPITAL CORP</td>\n",
+ " <td>2004</td>\n",
+ " <td>2050</td>\n",
+ " <td>11083</td>\n",
+ " <td>32</td>\n",
+ " <td>16</td>\n",
+ " <td>5</td>\n",
+ " <td>6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>4</td>\n",
+ " <td>E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\001075_PINNACLE WEST CAPITAL CORP_2005.txt</td>\n",
+ " <td>1075</td>\n",
+ " <td>PINNACLE WEST CAPITAL CORP</td>\n",
+ " <td>2005</td>\n",
+ " <td>2040</td>\n",
+ " <td>11067</td>\n",
+ " <td>22</td>\n",
+ " <td>22</td>\n",
+ " <td>5</td>\n",
+ " <td>4</td>\n",
+ " </tr>\n",
+ " <tr>\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",
+ " <td>8327</td>\n",
+ " <td>E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\316056_ALLEGION PLC_2014.txt</td>\n",
+ " <td>316056</td>\n",
+ " <td>ALLEGION PLC</td>\n",
+ " <td>2014</td>\n",
+ " <td>458</td>\n",
+ " <td>2346</td>\n",
+ " <td>5</td>\n",
+ " <td>5</td>\n",
+ " <td>0</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>8328</td>\n",
+ " <td>E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\316056_ALLEGION PLC_2015.txt</td>\n",
+ " <td>316056</td>\n",
+ " <td>ALLEGION PLC</td>\n",
+ " <td>2015</td>\n",
+ " <td>594</td>\n",
+ " <td>3384</td>\n",
+ " <td>3</td>\n",
+ " <td>14</td>\n",
+ " <td>3</td>\n",
+ " <td>5</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>8329</td>\n",
+ " <td>E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\316056_ALLEGION PLC_2016.txt</td>\n",
+ " <td>316056</td>\n",
+ " <td>ALLEGION PLC</td>\n",
+ " <td>2016</td>\n",
+ " <td>1561</td>\n",
+ " <td>8639</td>\n",
+ " <td>32</td>\n",
+ " <td>44</td>\n",
+ " <td>17</td>\n",
+ " <td>19</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>8330</td>\n",
+ " <td>E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\316056_ALLEGION PLC_2017.txt</td>\n",
+ " <td>316056</td>\n",
+ " <td>ALLEGION PLC</td>\n",
+ " <td>2017</td>\n",
+ " <td>940</td>\n",
+ " <td>5155</td>\n",
+ " <td>13</td>\n",
+ " <td>16</td>\n",
+ " <td>5</td>\n",
+ " <td>12</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>8331</td>\n",
+ " <td>E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\316056_ALLEGION PLC_2018.txt</td>\n",
+ " <td>316056</td>\n",
+ " <td>ALLEGION PLC</td>\n",
+ " <td>2018</td>\n",
+ " <td>438</td>\n",
+ " <td>2295</td>\n",
+ " <td>4</td>\n",
+ " <td>7</td>\n",
+ " <td>2</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>8318 rows × 10 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " lts_filePath \\\n",
+ "0 E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\001075_PINNACLE WEST CAPITAL CORP_2000.txt \n",
+ "1 E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\001075_PINNACLE WEST CAPITAL CORP_2001.txt \n",
+ "2 E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\001075_PINNACLE WEST CAPITAL CORP_2002.txt \n",
+ "3 E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\001075_PINNACLE WEST CAPITAL CORP_2004.txt \n",
+ "4 E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\001075_PINNACLE WEST CAPITAL CORP_2005.txt \n",
+ "... ... \n",
+ "8327 E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\316056_ALLEGION PLC_2014.txt \n",
+ "8328 E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\316056_ALLEGION PLC_2015.txt \n",
+ "8329 E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\316056_ALLEGION PLC_2016.txt \n",
+ "8330 E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\316056_ALLEGION PLC_2017.txt \n",
+ "8331 E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\316056_ALLEGION PLC_2018.txt \n",
+ "\n",
+ " lts_gvkey lts_company name lts_finYear opc_Total_Words \\\n",
+ "0 1075 PINNACLE WEST CAPITAL CORP 2000 1225 \n",
+ "1 1075 PINNACLE WEST CAPITAL CORP 2001 2237 \n",
+ "2 1075 PINNACLE WEST CAPITAL CORP 2002 1930 \n",
+ "3 1075 PINNACLE WEST CAPITAL CORP 2004 2050 \n",
+ "4 1075 PINNACLE WEST CAPITAL CORP 2005 2040 \n",
+ "... ... ... ... ... \n",
+ "8327 316056 ALLEGION PLC 2014 458 \n",
+ "8328 316056 ALLEGION PLC 2015 594 \n",
+ "8329 316056 ALLEGION PLC 2016 1561 \n",
+ "8330 316056 ALLEGION PLC 2017 940 \n",
+ "8331 316056 ALLEGION PLC 2018 438 \n",
+ "\n",
+ " opc_Total_Characters opc_OrgPsyCapConfidence opc_OrgPsyCapHope \\\n",
+ "0 6516 20 20 \n",
+ "1 12317 51 19 \n",
+ "2 10471 21 13 \n",
+ "3 11083 32 16 \n",
+ "4 11067 22 22 \n",
+ "... ... ... ... \n",
+ "8327 2346 5 5 \n",
+ "8328 3384 3 14 \n",
+ "8329 8639 32 44 \n",
+ "8330 5155 13 16 \n",
+ "8331 2295 4 7 \n",
+ "\n",
+ " opc_OrgPsyCapOptimism opc_OrgPsyCapResilience \n",
+ "0 5 3 \n",
+ "1 7 16 \n",
+ "2 3 13 \n",
+ "3 5 6 \n",
+ "4 5 4 \n",
+ "... ... ... \n",
+ "8327 0 2 \n",
+ "8328 3 5 \n",
+ "8329 17 19 \n",
+ "8330 5 12 \n",
+ "8331 2 1 \n",
+ "\n",
+ "[8318 rows x 10 columns]"
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "indexes = df_lts_opc.index[(df_lts_opc[\"opc_OrgPsyCapConfidence\"] + \n",
+ " df_lts_opc[\"opc_OrgPsyCapHope\"] +\n",
+ " df_lts_opc[\"opc_OrgPsyCapOptimism\"] + \n",
+ " df_lts_opc[\"opc_OrgPsyCapResilience\"]) == 0 ].tolist()\n",
+ "indexes = indexes[:5]\n",
+ "df_lts_opc = df_lts_opc.drop(indexes)\n",
+ "df_lts_opc"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -1977,13 +2418,136 @@
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"dumpObject(df_lts_opc, \"df_lts_opc\")"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Descriptive Statistics\n",
+ "Let's get to know the data a bit better.\n",
+ "### Financial years\n",
+ "Let's look at the *fin_year* year data."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "2000 168\n",
+ "2001 225\n",
+ "2002 255\n",
+ "2003 288\n",
+ "2004 301\n",
+ "2005 413\n",
+ "2006 476\n",
+ "2007 498\n",
+ "2008 520\n",
+ "2009 534\n",
+ "2010 548\n",
+ "2011 526\n",
+ "2012 538\n",
+ "2013 551\n",
+ "2014 502\n",
+ "2015 513\n",
+ "2016 501\n",
+ "2017 507\n",
+ "2018 454\n",
+ "Name: lts_finYear, dtype: int64"
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_lts_opc['lts_finYear'].value_counts().sort_index()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We can also visualize this data:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.axes._subplots.AxesSubplot at 0x27a34d3f0c8>"
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots()\n",
+ "plt.xlabel('\\nGeschäftsjahr', fontsize=20)\n",
+ "plt.ylabel('Anzahl', fontsize=20)\n",
+ "plt.tick_params(labelsize=15)\n",
+ "df_lts_opc['lts_finYear'].value_counts().sort_index().plot(ax=ax, kind='bar')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We can see, that we have data from the years 2000 to 2018. What we can also see, is that the number of datapoints tends to be larger in later years. For the year 2000 only 168 data points are present.\n",
+ "### Number of companies.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "There are 8318 files in the dataset.\n",
+ "There are 697 of companies in the dataset.\n",
+ "Therefore, there are on average 11.93 LTS per company.\n"
+ ]
+ }
+ ],
+ "source": [
+ "nr_of_distinct_companies = df_lts_opc[\"lts_gvkey\"].nunique()\n",
+ "nr_of_toal_entries = df_lts_opc[\"lts_gvkey\"].size\n",
+ "print(f\"There are {str(nr_of_toal_entries)} files in the dataset.\")\n",
+ "print(f\"There are {str(nr_of_distinct_companies)} of companies in the dataset.\")\n",
+ "print(\"Therefore, there are on average {:.2f} LTS per company.\".format(nr_of_toal_entries/nr_of_distinct_companies))"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -2003,7 +2567,8 @@
" * Resilience\n",
"\n",
"These two types of' data were merged and then saved to the dataframe *df_lts_opc*. \n",
- "We deleted all datapoints, where the word count was below 100, as a short study of these files showed, that these files could not be used for subsequent analysis."
+ "We deleted all datapoints, where the word count was below 100, as a short study of these files showed, that these files could not be used for subsequent analysis. \n",
+ "We also delete all datapoints, where the total PsyCap was zero due to the LTS containing unusable information."
]
}
],
diff --git a/.ipynb_checkpoints/03_jupy_RemovingFollowUps_13dFiles-checkpoint.ipynb b/.ipynb_checkpoints/03_jupy_RemovingFollowUps_13dFiles-checkpoint.ipynb
index e347d19b7fb990c21a782c4aee7e454630c3169d..d2ccfef9b75dc7c2c371dc85b2e9137a637ded4b 100644
--- a/.ipynb_checkpoints/03_jupy_RemovingFollowUps_13dFiles-checkpoint.ipynb
+++ b/.ipynb_checkpoints/03_jupy_RemovingFollowUps_13dFiles-checkpoint.ipynb
@@ -1987,16 +1987,16 @@
},
{
"cell_type": "code",
- "execution_count": 39,
+ "execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x292c2d2dd88>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x212673d1608>"
]
},
- "execution_count": 39,
+ "execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
@@ -2063,7 +2063,7 @@
},
{
"cell_type": "code",
- "execution_count": 37,
+ "execution_count": 15,
"metadata": {},
"outputs": [
{
diff --git a/.ipynb_checkpoints/03_jupy_RemovingFollowUps_13gFiles-checkpoint.ipynb b/.ipynb_checkpoints/03_jupy_RemovingFollowUps_13gFiles-checkpoint.ipynb
index 6c6ca23c6b8dc4f247066785f70b61ea4265a87d..602d25e32cb268c7ceeb8c7c15615a02e85b0d84 100644
--- a/.ipynb_checkpoints/03_jupy_RemovingFollowUps_13gFiles-checkpoint.ipynb
+++ b/.ipynb_checkpoints/03_jupy_RemovingFollowUps_13gFiles-checkpoint.ipynb
@@ -601,7 +601,7 @@
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <td>91835</td>\n",
+ " <td>91832</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -626,7 +626,7 @@
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>50172</td>\n",
+ " <td>48219</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -640,18 +640,18 @@
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>20010202</td>\n",
+ " <td>20000203</td>\n",
" <td>20</td>\n",
" <td>354204</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
- " <td>2001</td>\n",
+ " <td>2000</td>\n",
" <td>2</td>\n",
- " <td>1998</td>\n",
+ " <td>1997</td>\n",
" <td>13g_case1</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>48222</td>\n",
+ " <td>50169</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -665,18 +665,18 @@
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>20000203</td>\n",
+ " <td>20010202</td>\n",
" <td>20</td>\n",
" <td>354204</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
- " <td>2000</td>\n",
+ " <td>2001</td>\n",
" <td>2</td>\n",
- " <td>1997</td>\n",
+ " <td>1998</td>\n",
" <td>13g_case1</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>122397</td>\n",
+ " <td>52362</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -690,18 +690,18 @@
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>20050606</td>\n",
+ " <td>19990211</td>\n",
" <td>20</td>\n",
- " <td>1328618</td>\n",
+ " <td>354204</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
- " <td>2005</td>\n",
- " <td>6</td>\n",
- " <td>2003</td>\n",
- " <td>13g_case2</td>\n",
+ " <td>1999</td>\n",
+ " <td>2</td>\n",
+ " <td>1996</td>\n",
+ " <td>13g_case1</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>52365</td>\n",
+ " <td>122395</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -715,14 +715,14 @@
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>19990211</td>\n",
+ " <td>20050606</td>\n",
" <td>20</td>\n",
- " <td>354204</td>\n",
+ " <td>1328618</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
- " <td>1999</td>\n",
- " <td>2</td>\n",
- " <td>1996</td>\n",
- " <td>13g_case1</td>\n",
+ " <td>2005</td>\n",
+ " <td>6</td>\n",
+ " <td>2003</td>\n",
+ " <td>13g_case2</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
@@ -882,11 +882,11 @@
],
"text/plain": [
" lts_filePath lts_gvkey lts_company name lts_finYear opc_Total_Words \\\n",
- "91835 NaN NaN NaN NaN NaN \n",
- "50172 NaN NaN NaN NaN NaN \n",
- "48222 NaN NaN NaN NaN NaN \n",
- "122397 NaN NaN NaN NaN NaN \n",
- "52365 NaN NaN NaN NaN NaN \n",
+ "91832 NaN NaN NaN NaN NaN \n",
+ "48219 NaN NaN NaN NaN NaN \n",
+ "50169 NaN NaN NaN NaN NaN \n",
+ "52362 NaN NaN NaN NaN NaN \n",
+ "122395 NaN NaN NaN NaN NaN \n",
"... ... ... ... ... ... \n",
"161308 NaN NaN NaN NaN NaN \n",
"161309 NaN NaN NaN NaN NaN \n",
@@ -895,11 +895,11 @@
"162369 NaN NaN NaN NaN NaN \n",
"\n",
" opc_Total_Characters opc_OrgPsyCapConfidence opc_OrgPsyCapHope \\\n",
- "91835 NaN NaN NaN \n",
- "50172 NaN NaN NaN \n",
- "48222 NaN NaN NaN \n",
- "122397 NaN NaN NaN \n",
- "52365 NaN NaN NaN \n",
+ "91832 NaN NaN NaN \n",
+ "48219 NaN NaN NaN \n",
+ "50169 NaN NaN NaN \n",
+ "52362 NaN NaN NaN \n",
+ "122395 NaN NaN NaN \n",
"... ... ... ... \n",
"161308 NaN NaN NaN \n",
"161309 NaN NaN NaN \n",
@@ -908,11 +908,11 @@
"162369 NaN NaN NaN \n",
"\n",
" opc_OrgPsyCapOptimism opc_OrgPsyCapResilience LTS_available cs_cik \\\n",
- "91835 NaN NaN 0.0 NaN \n",
- "50172 NaN NaN 0.0 NaN \n",
- "48222 NaN NaN 0.0 NaN \n",
- "122397 NaN NaN 0.0 NaN \n",
- "52365 NaN NaN 0.0 NaN \n",
+ "91832 NaN NaN 0.0 NaN \n",
+ "48219 NaN NaN 0.0 NaN \n",
+ "50169 NaN NaN 0.0 NaN \n",
+ "52362 NaN NaN 0.0 NaN \n",
+ "122395 NaN NaN 0.0 NaN \n",
"... ... ... ... ... \n",
"161308 NaN NaN 0.0 NaN \n",
"161309 NaN NaN 0.0 NaN \n",
@@ -921,11 +921,11 @@
"162369 NaN NaN 0.0 NaN \n",
"\n",
" cs_gvkey 13g_filing_date 13g_cik_sc 13g_cik_fc \\\n",
- "91835 NaN 20060215 20 1328618 \n",
- "50172 NaN 20010202 20 354204 \n",
- "48222 NaN 20000203 20 354204 \n",
- "122397 NaN 20050606 20 1328618 \n",
- "52365 NaN 19990211 20 354204 \n",
+ "91832 NaN 20060215 20 1328618 \n",
+ "48219 NaN 20000203 20 354204 \n",
+ "50169 NaN 20010202 20 354204 \n",
+ "52362 NaN 19990211 20 354204 \n",
+ "122395 NaN 20050606 20 1328618 \n",
"... ... ... ... ... \n",
"161308 NaN 20180213 1723523 1494650 \n",
"161309 NaN 20171130 1723523 1494650 \n",
@@ -934,11 +934,11 @@
"162369 NaN 20180306 1733356 1733356 \n",
"\n",
" 13g_filePath 13g_filingYear \\\n",
- "91835 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2006 \n",
- "50172 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2001 \n",
- "48222 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2000 \n",
- "122397 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2005 \n",
- "52365 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 1999 \n",
+ "91832 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2006 \n",
+ "48219 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2000 \n",
+ "50169 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2001 \n",
+ "52362 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 1999 \n",
+ "122395 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2005 \n",
"... ... ... \n",
"161308 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
"161309 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
@@ -947,11 +947,11 @@
"162369 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
"\n",
" 13g_filingMonth 13g_corresponding_LTS_finYear \\\n",
- "91835 2 2004 \n",
- "50172 2 1998 \n",
- "48222 2 1997 \n",
- "122397 6 2003 \n",
- "52365 2 1996 \n",
+ "91832 2 2004 \n",
+ "48219 2 1997 \n",
+ "50169 2 1998 \n",
+ "52362 2 1996 \n",
+ "122395 6 2003 \n",
"... ... ... \n",
"161308 2 2015 \n",
"161309 11 2015 \n",
@@ -960,11 +960,11 @@
"162369 3 2016 \n",
"\n",
" 13g_corresponding_LTS_case isDuplicate \n",
- "91835 13g_case2 True \n",
- "50172 13g_case1 True \n",
- "48222 13g_case1 True \n",
- "122397 13g_case2 True \n",
- "52365 13g_case1 True \n",
+ "91832 13g_case2 True \n",
+ "48219 13g_case1 True \n",
+ "50169 13g_case1 True \n",
+ "52362 13g_case1 True \n",
+ "122395 13g_case2 True \n",
"... ... ... \n",
"161308 13g_case1 True \n",
"161309 13g_case2 True \n",
@@ -1043,7 +1043,7 @@
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <td>52365</td>\n",
+ " <td>122395</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -1057,18 +1057,18 @@
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>19990211</td>\n",
+ " <td>20050606</td>\n",
" <td>20</td>\n",
- " <td>354204</td>\n",
+ " <td>1328618</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
- " <td>1999</td>\n",
- " <td>2</td>\n",
- " <td>1996</td>\n",
- " <td>13g_case1</td>\n",
+ " <td>2005</td>\n",
+ " <td>6</td>\n",
+ " <td>2003</td>\n",
+ " <td>13g_case2</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>122397</td>\n",
+ " <td>52362</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -1082,18 +1082,18 @@
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>20050606</td>\n",
+ " <td>19990211</td>\n",
" <td>20</td>\n",
- " <td>1328618</td>\n",
+ " <td>354204</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
- " <td>2005</td>\n",
- " <td>6</td>\n",
- " <td>2003</td>\n",
- " <td>13g_case2</td>\n",
+ " <td>1999</td>\n",
+ " <td>2</td>\n",
+ " <td>1996</td>\n",
+ " <td>13g_case1</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>142502</td>\n",
+ " <td>47215</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -1107,18 +1107,18 @@
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>20060214</td>\n",
+ " <td>20000203</td>\n",
" <td>1750</td>\n",
- " <td>728100</td>\n",
+ " <td>354204</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
- " <td>2006</td>\n",
+ " <td>2000</td>\n",
" <td>2</td>\n",
- " <td>2003</td>\n",
+ " <td>1997</td>\n",
" <td>13g_case1</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>99728</td>\n",
+ " <td>99725</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -1143,7 +1143,7 @@
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>47219</td>\n",
+ " <td>56213</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -1157,14 +1157,14 @@
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>20000203</td>\n",
+ " <td>20010215</td>\n",
" <td>1750</td>\n",
- " <td>354204</td>\n",
+ " <td>766524</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
- " <td>2000</td>\n",
+ " <td>2001</td>\n",
" <td>2</td>\n",
- " <td>1997</td>\n",
- " <td>13g_case1</td>\n",
+ " <td>1999</td>\n",
+ " <td>13g_case2</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
@@ -1193,7 +1193,7 @@
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>66038</td>\n",
+ " <td>66035</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -1218,7 +1218,7 @@
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>142149</td>\n",
+ " <td>142148</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -1243,7 +1243,7 @@
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>135011</td>\n",
+ " <td>135009</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -1293,7 +1293,7 @@
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>162367</td>\n",
+ " <td>162368</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -1324,95 +1324,95 @@
],
"text/plain": [
" lts_filePath lts_gvkey lts_company name lts_finYear opc_Total_Words \\\n",
- "52365 NaN NaN NaN NaN NaN \n",
- "122397 NaN NaN NaN NaN NaN \n",
- "142502 NaN NaN NaN NaN NaN \n",
- "99728 NaN NaN NaN NaN NaN \n",
- "47219 NaN NaN NaN NaN NaN \n",
+ "122395 NaN NaN NaN NaN NaN \n",
+ "52362 NaN NaN NaN NaN NaN \n",
+ "47215 NaN NaN NaN NaN NaN \n",
+ "99725 NaN NaN NaN NaN NaN \n",
+ "56213 NaN NaN NaN NaN NaN \n",
"... ... ... ... ... ... \n",
- "66038 NaN NaN NaN NaN NaN \n",
- "142149 NaN NaN NaN NaN NaN \n",
- "135011 NaN NaN NaN NaN NaN \n",
+ "66035 NaN NaN NaN NaN NaN \n",
+ "142148 NaN NaN NaN NaN NaN \n",
+ "135009 NaN NaN NaN NaN NaN \n",
"161309 NaN NaN NaN NaN NaN \n",
- "162367 NaN NaN NaN NaN NaN \n",
+ "162368 NaN NaN NaN NaN NaN \n",
"\n",
" opc_Total_Characters opc_OrgPsyCapConfidence opc_OrgPsyCapHope \\\n",
- "52365 NaN NaN NaN \n",
- "122397 NaN NaN NaN \n",
- "142502 NaN NaN NaN \n",
- "99728 NaN NaN NaN \n",
- "47219 NaN NaN NaN \n",
+ "122395 NaN NaN NaN \n",
+ "52362 NaN NaN NaN \n",
+ "47215 NaN NaN NaN \n",
+ "99725 NaN NaN NaN \n",
+ "56213 NaN NaN NaN \n",
"... ... ... ... \n",
- "66038 NaN NaN NaN \n",
- "142149 NaN NaN NaN \n",
- "135011 NaN NaN NaN \n",
+ "66035 NaN NaN NaN \n",
+ "142148 NaN NaN NaN \n",
+ "135009 NaN NaN NaN \n",
"161309 NaN NaN NaN \n",
- "162367 NaN NaN NaN \n",
+ "162368 NaN NaN NaN \n",
"\n",
" opc_OrgPsyCapOptimism opc_OrgPsyCapResilience LTS_available cs_cik \\\n",
- "52365 NaN NaN 0.0 NaN \n",
- "122397 NaN NaN 0.0 NaN \n",
- "142502 NaN NaN 0.0 NaN \n",
- "99728 NaN NaN 0.0 NaN \n",
- "47219 NaN NaN 0.0 NaN \n",
+ "122395 NaN NaN 0.0 NaN \n",
+ "52362 NaN NaN 0.0 NaN \n",
+ "47215 NaN NaN 0.0 NaN \n",
+ "99725 NaN NaN 0.0 NaN \n",
+ "56213 NaN NaN 0.0 NaN \n",
"... ... ... ... ... \n",
- "66038 NaN NaN 0.0 NaN \n",
- "142149 NaN NaN 0.0 NaN \n",
- "135011 NaN NaN 0.0 NaN \n",
+ "66035 NaN NaN 0.0 NaN \n",
+ "142148 NaN NaN 0.0 NaN \n",
+ "135009 NaN NaN 0.0 NaN \n",
"161309 NaN NaN 0.0 NaN \n",
- "162367 NaN NaN 0.0 NaN \n",
+ "162368 NaN NaN 0.0 NaN \n",
"\n",
" cs_gvkey 13g_filing_date 13g_cik_sc 13g_cik_fc \\\n",
- "52365 NaN 19990211 20 354204 \n",
- "122397 NaN 20050606 20 1328618 \n",
- "142502 NaN 20060214 1750 728100 \n",
- "99728 NaN 20070123 1750 913414 \n",
- "47219 NaN 20000203 1750 354204 \n",
+ "122395 NaN 20050606 20 1328618 \n",
+ "52362 NaN 19990211 20 354204 \n",
+ "47215 NaN 20000203 1750 354204 \n",
+ "99725 NaN 20070123 1750 913414 \n",
+ "56213 NaN 20010215 1750 766524 \n",
"... ... ... ... ... \n",
- "66038 NaN 20170823 1713443 1365340 \n",
- "142149 NaN 20171124 1713923 1054587 \n",
- "135011 NaN 20171128 1719406 1549230 \n",
+ "66035 NaN 20170823 1713443 1365340 \n",
+ "142148 NaN 20171124 1713923 1054587 \n",
+ "135009 NaN 20171128 1719406 1549230 \n",
"161309 NaN 20171130 1723523 1494650 \n",
- "162367 NaN 20180306 1733356 1733356 \n",
+ "162368 NaN 20180306 1733356 1733356 \n",
"\n",
" 13g_filePath 13g_filingYear \\\n",
- "52365 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 1999 \n",
- "122397 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2005 \n",
- "142502 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2006 \n",
- "99728 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2007 \n",
- "47219 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2000 \n",
+ "122395 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2005 \n",
+ "52362 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 1999 \n",
+ "47215 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2000 \n",
+ "99725 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2007 \n",
+ "56213 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2001 \n",
"... ... ... \n",
- "66038 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
- "142149 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
- "135011 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "66035 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "142148 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "135009 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
"161309 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
- "162367 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
+ "162368 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
"\n",
" 13g_filingMonth 13g_corresponding_LTS_finYear \\\n",
- "52365 2 1996 \n",
- "122397 6 2003 \n",
- "142502 2 2003 \n",
- "99728 1 2004 \n",
- "47219 2 1997 \n",
+ "122395 6 2003 \n",
+ "52362 2 1996 \n",
+ "47215 2 1997 \n",
+ "99725 1 2004 \n",
+ "56213 2 1999 \n",
"... ... ... \n",
- "66038 8 2015 \n",
- "142149 11 2015 \n",
- "135011 11 2015 \n",
+ "66035 8 2015 \n",
+ "142148 11 2015 \n",
+ "135009 11 2015 \n",
"161309 11 2015 \n",
- "162367 3 2016 \n",
+ "162368 3 2016 \n",
"\n",
" 13g_corresponding_LTS_case isDuplicate \n",
- "52365 13g_case1 True \n",
- "122397 13g_case2 True \n",
- "142502 13g_case1 True \n",
- "99728 13g_case1 True \n",
- "47219 13g_case1 True \n",
+ "122395 13g_case2 True \n",
+ "52362 13g_case1 True \n",
+ "47215 13g_case1 True \n",
+ "99725 13g_case1 True \n",
+ "56213 13g_case2 True \n",
"... ... ... \n",
- "66038 13g_case2 True \n",
- "142149 13g_case2 True \n",
- "135011 13g_case2 True \n",
+ "66035 13g_case2 True \n",
+ "142148 13g_case2 True \n",
+ "135009 13g_case2 True \n",
"161309 13g_case2 True \n",
- "162367 13g_case2 True \n",
+ "162368 13g_case2 True \n",
"\n",
"[22834 rows x 22 columns]"
]
@@ -1894,7 +1894,7 @@
"source": [
"## Data Analysis\n",
"Let's analyse the processed data.\n",
- "### Number of 13D filings & companies\n"
+ "### Number of 13G filings & companies\n"
]
},
{
@@ -1987,16 +1987,16 @@
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x2afab353048>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x2670f0a9b88>"
]
},
- "execution_count": 19,
+ "execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
@@ -2063,7 +2063,7 @@
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 15,
"metadata": {},
"outputs": [
{
diff --git a/.ipynb_checkpoints/04_jupy_MergingData-checkpoint.ipynb b/.ipynb_checkpoints/04_jupy_MergingData-checkpoint.ipynb
index e9d87ecfcb8e8b55624f3acfe677e198873f9356..12575b92a0edc60a1405ce5f94d5d0214d0789d1 100644
--- a/.ipynb_checkpoints/04_jupy_MergingData-checkpoint.ipynb
+++ b/.ipynb_checkpoints/04_jupy_MergingData-checkpoint.ipynb
@@ -1652,7 +1652,7 @@
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <td>3635</td>\n",
+ " <td>3630</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>9480</td>\n",
" <td>SCIENCE APPLCTNS INTL CP-OLD</td>\n",
@@ -1668,7 +1668,7 @@
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>3636</td>\n",
+ " <td>3631</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>9480</td>\n",
" <td>SCIENCE APPLCTNS INTL CP-OLD</td>\n",
@@ -1684,7 +1684,7 @@
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>3637</td>\n",
+ " <td>3632</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>9480</td>\n",
" <td>SCIENCE APPLCTNS INTL CP-OLD</td>\n",
@@ -1700,7 +1700,7 @@
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>3638</td>\n",
+ " <td>3633</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>9480</td>\n",
" <td>SCIENCE APPLCTNS INTL CP-OLD</td>\n",
@@ -1716,7 +1716,7 @@
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>3639</td>\n",
+ " <td>3634</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>9480</td>\n",
" <td>SCIENCE APPLCTNS INTL CP-OLD</td>\n",
@@ -1748,7 +1748,7 @@
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7849</td>\n",
+ " <td>7844</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>160256</td>\n",
" <td>METROPCS COMMUNICATIONS INC</td>\n",
@@ -1764,7 +1764,7 @@
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7850</td>\n",
+ " <td>7845</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>160256</td>\n",
" <td>METROPCS COMMUNICATIONS INC</td>\n",
@@ -1780,7 +1780,7 @@
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7851</td>\n",
+ " <td>7846</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>160256</td>\n",
" <td>METROPCS COMMUNICATIONS INC</td>\n",
@@ -1796,7 +1796,7 @@
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7852</td>\n",
+ " <td>7847</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>160256</td>\n",
" <td>METROPCS COMMUNICATIONS INC</td>\n",
@@ -1812,7 +1812,7 @@
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7853</td>\n",
+ " <td>7848</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>160256</td>\n",
" <td>METROPCS COMMUNICATIONS INC</td>\n",
@@ -1834,69 +1834,69 @@
],
"text/plain": [
" lts_filePath lts_gvkey \\\n",
- "3635 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
- "3636 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
- "3637 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
- "3638 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
- "3639 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
+ "3630 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
+ "3631 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
+ "3632 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
+ "3633 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
+ "3634 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
"... ... ... \n",
- "7849 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
- "7850 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
- "7851 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
- "7852 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
- "7853 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
+ "7844 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
+ "7845 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
+ "7846 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
+ "7847 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
+ "7848 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
"\n",
" lts_company name lts_finYear opc_Total_Words \\\n",
- "3635 SCIENCE APPLCTNS INTL CP-OLD 2003 946 \n",
- "3636 SCIENCE APPLCTNS INTL CP-OLD 2004 1145 \n",
- "3637 SCIENCE APPLCTNS INTL CP-OLD 2005 1058 \n",
- "3638 SCIENCE APPLCTNS INTL CP-OLD 2006 693 \n",
- "3639 SCIENCE APPLCTNS INTL CP-OLD 2007 781 \n",
+ "3630 SCIENCE APPLCTNS INTL CP-OLD 2003 946 \n",
+ "3631 SCIENCE APPLCTNS INTL CP-OLD 2004 1145 \n",
+ "3632 SCIENCE APPLCTNS INTL CP-OLD 2005 1058 \n",
+ "3633 SCIENCE APPLCTNS INTL CP-OLD 2006 693 \n",
+ "3634 SCIENCE APPLCTNS INTL CP-OLD 2007 781 \n",
"... ... ... ... \n",
- "7849 METROPCS COMMUNICATIONS INC 2007 1304 \n",
- "7850 METROPCS COMMUNICATIONS INC 2008 2002 \n",
- "7851 METROPCS COMMUNICATIONS INC 2009 1824 \n",
- "7852 METROPCS COMMUNICATIONS INC 2010 2134 \n",
- "7853 METROPCS COMMUNICATIONS INC 2011 2418 \n",
+ "7844 METROPCS COMMUNICATIONS INC 2007 1304 \n",
+ "7845 METROPCS COMMUNICATIONS INC 2008 2002 \n",
+ "7846 METROPCS COMMUNICATIONS INC 2009 1824 \n",
+ "7847 METROPCS COMMUNICATIONS INC 2010 2134 \n",
+ "7848 METROPCS COMMUNICATIONS INC 2011 2418 \n",
"\n",
" opc_Total_Characters opc_OrgPsyCapConfidence opc_OrgPsyCapHope \\\n",
- "3635 5082 11 6 \n",
- "3636 6325 17 13 \n",
- "3637 5788 10 6 \n",
- "3638 3846 10 9 \n",
- "3639 4274 11 10 \n",
+ "3630 5082 11 6 \n",
+ "3631 6325 17 13 \n",
+ "3632 5788 10 6 \n",
+ "3633 3846 10 9 \n",
+ "3634 4274 11 10 \n",
"... ... ... ... \n",
- "7849 6820 8 11 \n",
- "7850 10728 10 14 \n",
- "7851 10113 13 19 \n",
- "7852 11381 8 24 \n",
- "7853 12304 17 19 \n",
+ "7844 6820 8 11 \n",
+ "7845 10728 10 14 \n",
+ "7846 10113 13 19 \n",
+ "7847 11381 8 24 \n",
+ "7848 12304 17 19 \n",
"\n",
" opc_OrgPsyCapOptimism opc_OrgPsyCapResilience LTS_available cs_gvkey \\\n",
- "3635 6 8 1 NaN \n",
- "3636 3 6 1 NaN \n",
- "3637 5 3 1 NaN \n",
- "3638 3 7 1 NaN \n",
- "3639 1 3 1 NaN \n",
+ "3630 6 8 1 NaN \n",
+ "3631 3 6 1 NaN \n",
+ "3632 5 3 1 NaN \n",
+ "3633 3 7 1 NaN \n",
+ "3634 1 3 1 NaN \n",
"... ... ... ... ... \n",
- "7849 8 4 1 NaN \n",
- "7850 11 4 1 NaN \n",
- "7851 10 4 1 NaN \n",
- "7852 15 3 1 NaN \n",
- "7853 13 4 1 NaN \n",
+ "7844 8 4 1 NaN \n",
+ "7845 11 4 1 NaN \n",
+ "7846 10 4 1 NaN \n",
+ "7847 15 3 1 NaN \n",
+ "7848 13 4 1 NaN \n",
"\n",
" cs_cik \n",
- "3635 NaN \n",
- "3636 NaN \n",
- "3637 NaN \n",
- "3638 NaN \n",
- "3639 NaN \n",
+ "3630 NaN \n",
+ "3631 NaN \n",
+ "3632 NaN \n",
+ "3633 NaN \n",
+ "3634 NaN \n",
"... ... \n",
- "7849 NaN \n",
- "7850 NaN \n",
- "7851 NaN \n",
- "7852 NaN \n",
- "7853 NaN \n",
+ "7844 NaN \n",
+ "7845 NaN \n",
+ "7846 NaN \n",
+ "7847 NaN \n",
+ "7848 NaN \n",
"\n",
"[49 rows x 13 columns]"
]
@@ -2864,8 +2864,8 @@
"output_type": "stream",
"text": [
"Start writing data from dataframe to file Results_based_on_LTS_raw.xlsx.\n",
- "Starting time: 23:57:14\n",
- "Finish time: 23:57:24\n"
+ "Starting time: 18:14:28\n",
+ "Finish time: 18:14:38\n"
]
}
],
@@ -3419,7 +3419,7 @@
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x1406adc30c8>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x1d8a115b148>"
]
},
"execution_count": 35,
@@ -3492,7 +3492,7 @@
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x1406f4aeb08>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x1d89f8a8408>"
]
},
"execution_count": 37,
diff --git a/.ipynb_checkpoints/04_jupy_MergingData_on13g-checkpoint.ipynb b/.ipynb_checkpoints/04_jupy_MergingData_on13g-checkpoint.ipynb
index 885bc3b63b024e76f858a7d3dbf707be16bf578d..bd8fb357cbf903ba5785b78aa8564e711849d6bc 100644
--- a/.ipynb_checkpoints/04_jupy_MergingData_on13g-checkpoint.ipynb
+++ b/.ipynb_checkpoints/04_jupy_MergingData_on13g-checkpoint.ipynb
@@ -1079,7 +1079,7 @@
" <td>2014</td>\n",
" <td>4</td>\n",
" <td>2012</td>\n",
- " <td>13g_case1</td>\n",
+ " <td>13g_case2</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
@@ -1089,7 +1089,7 @@
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
" <td>2003</td>\n",
" <td>2</td>\n",
- " <td>2001</td>\n",
+ " <td>2000</td>\n",
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
@@ -1100,7 +1100,7 @@
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
" <td>2001</td>\n",
" <td>2</td>\n",
- " <td>1999</td>\n",
+ " <td>1998</td>\n",
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
@@ -1111,7 +1111,7 @@
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
" <td>2001</td>\n",
" <td>2</td>\n",
- " <td>1999</td>\n",
+ " <td>1998</td>\n",
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
@@ -1123,7 +1123,7 @@
" <td>2001</td>\n",
" <td>5</td>\n",
" <td>1999</td>\n",
- " <td>13g_case1</td>\n",
+ " <td>13g_case2</td>\n",
" </tr>\n",
" <tr>\n",
" <td>...</td>\n",
@@ -1144,7 +1144,7 @@
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
" <td>2002</td>\n",
" <td>2</td>\n",
- " <td>2000</td>\n",
+ " <td>1999</td>\n",
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
@@ -1156,7 +1156,7 @@
" <td>2002</td>\n",
" <td>2</td>\n",
" <td>2000</td>\n",
- " <td>13g_case1</td>\n",
+ " <td>13g_case2</td>\n",
" </tr>\n",
" <tr>\n",
" <td>183788</td>\n",
@@ -1166,7 +1166,7 @@
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
" <td>2002</td>\n",
" <td>2</td>\n",
- " <td>2000</td>\n",
+ " <td>1999</td>\n",
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
@@ -1177,7 +1177,7 @@
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
" <td>2002</td>\n",
" <td>2</td>\n",
- " <td>2000</td>\n",
+ " <td>1999</td>\n",
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
@@ -1188,7 +1188,7 @@
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
" <td>2002</td>\n",
" <td>2</td>\n",
- " <td>2000</td>\n",
+ " <td>1999</td>\n",
" <td>13g_case1</td>\n",
" </tr>\n",
" </tbody>\n",
@@ -1225,26 +1225,26 @@
"\n",
" 13g_filingMonth 13g_corresponding_LTS_finYear \\\n",
"2 4 2012 \n",
- "3 2 2001 \n",
- "4 2 1999 \n",
- "5 2 1999 \n",
+ "3 2 2000 \n",
+ "4 2 1998 \n",
+ "5 2 1998 \n",
"6 5 1999 \n",
"... ... ... \n",
- "183786 2 2000 \n",
+ "183786 2 1999 \n",
"183787 2 2000 \n",
- "183788 2 2000 \n",
- "183789 2 2000 \n",
- "183790 2 2000 \n",
+ "183788 2 1999 \n",
+ "183789 2 1999 \n",
+ "183790 2 1999 \n",
"\n",
" 13g_corresponding_LTS_case \n",
- "2 13g_case1 \n",
+ "2 13g_case2 \n",
"3 13g_case1 \n",
"4 13g_case1 \n",
"5 13g_case1 \n",
- "6 13g_case1 \n",
+ "6 13g_case2 \n",
"... ... \n",
"183786 13g_case1 \n",
- "183787 13g_case1 \n",
+ "183787 13g_case2 \n",
"183788 13g_case1 \n",
"183789 13g_case1 \n",
"183790 13g_case1 \n",
@@ -1654,7 +1654,7 @@
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <td>3635</td>\n",
+ " <td>3630</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>9480</td>\n",
" <td>SCIENCE APPLCTNS INTL CP-OLD</td>\n",
@@ -1670,7 +1670,7 @@
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>3636</td>\n",
+ " <td>3631</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>9480</td>\n",
" <td>SCIENCE APPLCTNS INTL CP-OLD</td>\n",
@@ -1686,7 +1686,7 @@
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>3637</td>\n",
+ " <td>3632</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>9480</td>\n",
" <td>SCIENCE APPLCTNS INTL CP-OLD</td>\n",
@@ -1702,7 +1702,7 @@
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>3638</td>\n",
+ " <td>3633</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>9480</td>\n",
" <td>SCIENCE APPLCTNS INTL CP-OLD</td>\n",
@@ -1718,7 +1718,7 @@
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>3639</td>\n",
+ " <td>3634</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>9480</td>\n",
" <td>SCIENCE APPLCTNS INTL CP-OLD</td>\n",
@@ -1750,7 +1750,7 @@
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7849</td>\n",
+ " <td>7844</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>160256</td>\n",
" <td>METROPCS COMMUNICATIONS INC</td>\n",
@@ -1766,7 +1766,7 @@
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7850</td>\n",
+ " <td>7845</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>160256</td>\n",
" <td>METROPCS COMMUNICATIONS INC</td>\n",
@@ -1782,7 +1782,7 @@
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7851</td>\n",
+ " <td>7846</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>160256</td>\n",
" <td>METROPCS COMMUNICATIONS INC</td>\n",
@@ -1798,7 +1798,7 @@
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7852</td>\n",
+ " <td>7847</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>160256</td>\n",
" <td>METROPCS COMMUNICATIONS INC</td>\n",
@@ -1814,7 +1814,7 @@
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7853</td>\n",
+ " <td>7848</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>160256</td>\n",
" <td>METROPCS COMMUNICATIONS INC</td>\n",
@@ -1836,69 +1836,69 @@
],
"text/plain": [
" lts_filePath lts_gvkey \\\n",
- "3635 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
- "3636 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
- "3637 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
- "3638 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
- "3639 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
+ "3630 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
+ "3631 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
+ "3632 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
+ "3633 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
+ "3634 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
"... ... ... \n",
- "7849 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
- "7850 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
- "7851 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
- "7852 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
- "7853 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
+ "7844 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
+ "7845 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
+ "7846 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
+ "7847 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
+ "7848 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
"\n",
" lts_company name lts_finYear opc_Total_Words \\\n",
- "3635 SCIENCE APPLCTNS INTL CP-OLD 2003 946 \n",
- "3636 SCIENCE APPLCTNS INTL CP-OLD 2004 1145 \n",
- "3637 SCIENCE APPLCTNS INTL CP-OLD 2005 1058 \n",
- "3638 SCIENCE APPLCTNS INTL CP-OLD 2006 693 \n",
- "3639 SCIENCE APPLCTNS INTL CP-OLD 2007 781 \n",
+ "3630 SCIENCE APPLCTNS INTL CP-OLD 2003 946 \n",
+ "3631 SCIENCE APPLCTNS INTL CP-OLD 2004 1145 \n",
+ "3632 SCIENCE APPLCTNS INTL CP-OLD 2005 1058 \n",
+ "3633 SCIENCE APPLCTNS INTL CP-OLD 2006 693 \n",
+ "3634 SCIENCE APPLCTNS INTL CP-OLD 2007 781 \n",
"... ... ... ... \n",
- "7849 METROPCS COMMUNICATIONS INC 2007 1304 \n",
- "7850 METROPCS COMMUNICATIONS INC 2008 2002 \n",
- "7851 METROPCS COMMUNICATIONS INC 2009 1824 \n",
- "7852 METROPCS COMMUNICATIONS INC 2010 2134 \n",
- "7853 METROPCS COMMUNICATIONS INC 2011 2418 \n",
+ "7844 METROPCS COMMUNICATIONS INC 2007 1304 \n",
+ "7845 METROPCS COMMUNICATIONS INC 2008 2002 \n",
+ "7846 METROPCS COMMUNICATIONS INC 2009 1824 \n",
+ "7847 METROPCS COMMUNICATIONS INC 2010 2134 \n",
+ "7848 METROPCS COMMUNICATIONS INC 2011 2418 \n",
"\n",
" opc_Total_Characters opc_OrgPsyCapConfidence opc_OrgPsyCapHope \\\n",
- "3635 5082 11 6 \n",
- "3636 6325 17 13 \n",
- "3637 5788 10 6 \n",
- "3638 3846 10 9 \n",
- "3639 4274 11 10 \n",
+ "3630 5082 11 6 \n",
+ "3631 6325 17 13 \n",
+ "3632 5788 10 6 \n",
+ "3633 3846 10 9 \n",
+ "3634 4274 11 10 \n",
"... ... ... ... \n",
- "7849 6820 8 11 \n",
- "7850 10728 10 14 \n",
- "7851 10113 13 19 \n",
- "7852 11381 8 24 \n",
- "7853 12304 17 19 \n",
+ "7844 6820 8 11 \n",
+ "7845 10728 10 14 \n",
+ "7846 10113 13 19 \n",
+ "7847 11381 8 24 \n",
+ "7848 12304 17 19 \n",
"\n",
" opc_OrgPsyCapOptimism opc_OrgPsyCapResilience LTS_available cs_gvkey \\\n",
- "3635 6 8 1 NaN \n",
- "3636 3 6 1 NaN \n",
- "3637 5 3 1 NaN \n",
- "3638 3 7 1 NaN \n",
- "3639 1 3 1 NaN \n",
+ "3630 6 8 1 NaN \n",
+ "3631 3 6 1 NaN \n",
+ "3632 5 3 1 NaN \n",
+ "3633 3 7 1 NaN \n",
+ "3634 1 3 1 NaN \n",
"... ... ... ... ... \n",
- "7849 8 4 1 NaN \n",
- "7850 11 4 1 NaN \n",
- "7851 10 4 1 NaN \n",
- "7852 15 3 1 NaN \n",
- "7853 13 4 1 NaN \n",
+ "7844 8 4 1 NaN \n",
+ "7845 11 4 1 NaN \n",
+ "7846 10 4 1 NaN \n",
+ "7847 15 3 1 NaN \n",
+ "7848 13 4 1 NaN \n",
"\n",
" cs_cik \n",
- "3635 NaN \n",
- "3636 NaN \n",
- "3637 NaN \n",
- "3638 NaN \n",
- "3639 NaN \n",
+ "3630 NaN \n",
+ "3631 NaN \n",
+ "3632 NaN \n",
+ "3633 NaN \n",
+ "3634 NaN \n",
"... ... \n",
- "7849 NaN \n",
- "7850 NaN \n",
- "7851 NaN \n",
- "7852 NaN \n",
- "7853 NaN \n",
+ "7844 NaN \n",
+ "7845 NaN \n",
+ "7846 NaN \n",
+ "7847 NaN \n",
+ "7848 NaN \n",
"\n",
"[49 rows x 13 columns]"
]
@@ -2411,11 +2411,11 @@
" <td>1.0</td>\n",
" <td>764622.0</td>\n",
" <td>1075.0</td>\n",
- " <td>20020214</td>\n",
+ " <td>20030213</td>\n",
" <td>764622</td>\n",
- " <td>19617</td>\n",
+ " <td>913414</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
- " <td>2002</td>\n",
+ " <td>2003</td>\n",
" <td>2</td>\n",
" <td>2000</td>\n",
" <td>13g_case1</td>\n",
@@ -2425,23 +2425,23 @@
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>1075.0</td>\n",
" <td>PINNACLE WEST CAPITAL CORP</td>\n",
- " <td>2000.0</td>\n",
- " <td>1225.0</td>\n",
- " <td>6516.0</td>\n",
- " <td>20.0</td>\n",
- " <td>20.0</td>\n",
- " <td>5.0</td>\n",
+ " <td>2002.0</td>\n",
+ " <td>1930.0</td>\n",
+ " <td>10471.0</td>\n",
+ " <td>21.0</td>\n",
+ " <td>13.0</td>\n",
" <td>3.0</td>\n",
+ " <td>13.0</td>\n",
" <td>1.0</td>\n",
" <td>764622.0</td>\n",
" <td>1075.0</td>\n",
- " <td>20020214</td>\n",
+ " <td>20050214</td>\n",
" <td>764622</td>\n",
" <td>913414</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
- " <td>2002</td>\n",
+ " <td>2005</td>\n",
" <td>2</td>\n",
- " <td>2000</td>\n",
+ " <td>2002</td>\n",
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
@@ -2449,23 +2449,23 @@
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>1075.0</td>\n",
" <td>PINNACLE WEST CAPITAL CORP</td>\n",
- " <td>2001.0</td>\n",
- " <td>2237.0</td>\n",
- " <td>12317.0</td>\n",
- " <td>51.0</td>\n",
- " <td>19.0</td>\n",
- " <td>7.0</td>\n",
+ " <td>2004.0</td>\n",
+ " <td>2050.0</td>\n",
+ " <td>11083.0</td>\n",
+ " <td>32.0</td>\n",
" <td>16.0</td>\n",
+ " <td>5.0</td>\n",
+ " <td>6.0</td>\n",
" <td>1.0</td>\n",
" <td>764622.0</td>\n",
" <td>1075.0</td>\n",
- " <td>20030213</td>\n",
+ " <td>20070214</td>\n",
" <td>764622</td>\n",
- " <td>913414</td>\n",
+ " <td>80255</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
- " <td>2003</td>\n",
+ " <td>2007</td>\n",
" <td>2</td>\n",
- " <td>2001</td>\n",
+ " <td>2004</td>\n",
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
@@ -2483,14 +2483,14 @@
" <td>1.0</td>\n",
" <td>764622.0</td>\n",
" <td>1075.0</td>\n",
- " <td>20060203</td>\n",
+ " <td>20060803</td>\n",
" <td>764622</td>\n",
- " <td>19617</td>\n",
+ " <td>93748</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
" <td>2006</td>\n",
- " <td>2</td>\n",
+ " <td>8</td>\n",
" <td>2004</td>\n",
- " <td>13g_case1</td>\n",
+ " <td>13g_case2</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4</td>\n",
@@ -2507,11 +2507,11 @@
" <td>1.0</td>\n",
" <td>764622.0</td>\n",
" <td>1075.0</td>\n",
- " <td>20060207</td>\n",
+ " <td>20070212</td>\n",
" <td>764622</td>\n",
- " <td>38777</td>\n",
+ " <td>93748</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
- " <td>2006</td>\n",
+ " <td>2007</td>\n",
" <td>2</td>\n",
" <td>2004</td>\n",
" <td>13g_case1</td>\n",
@@ -2541,7 +2541,7 @@
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>162380</td>\n",
+ " <td>162373</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -2562,10 +2562,10 @@
" <td>2018</td>\n",
" <td>6</td>\n",
" <td>2016</td>\n",
- " <td>13g_case1</td>\n",
+ " <td>13g_case2</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>162381</td>\n",
+ " <td>162374</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -2586,10 +2586,10 @@
" <td>2018</td>\n",
" <td>6</td>\n",
" <td>2016</td>\n",
- " <td>13g_case1</td>\n",
+ " <td>13g_case2</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>162382</td>\n",
+ " <td>162375</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -2609,11 +2609,11 @@
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
" <td>2002</td>\n",
" <td>2</td>\n",
- " <td>2000</td>\n",
+ " <td>1999</td>\n",
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>162383</td>\n",
+ " <td>162376</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -2633,11 +2633,11 @@
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
" <td>2002</td>\n",
" <td>2</td>\n",
- " <td>2000</td>\n",
+ " <td>1999</td>\n",
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>162384</td>\n",
+ " <td>162377</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -2657,12 +2657,12 @@
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
" <td>2002</td>\n",
" <td>2</td>\n",
- " <td>2000</td>\n",
+ " <td>1999</td>\n",
" <td>13g_case1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
- "<p>162385 rows × 21 columns</p>\n",
+ "<p>162378 rows × 21 columns</p>\n",
"</div>"
],
"text/plain": [
@@ -2673,104 +2673,104 @@
"3 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 1075.0 \n",
"4 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 1075.0 \n",
"... ... ... \n",
- "162380 NaN NaN \n",
- "162381 NaN NaN \n",
- "162382 NaN NaN \n",
- "162383 NaN NaN \n",
- "162384 NaN NaN \n",
+ "162373 NaN NaN \n",
+ "162374 NaN NaN \n",
+ "162375 NaN NaN \n",
+ "162376 NaN NaN \n",
+ "162377 NaN NaN \n",
"\n",
" lts_company name lts_finYear opc_Total_Words \\\n",
"0 PINNACLE WEST CAPITAL CORP 2000.0 1225.0 \n",
- "1 PINNACLE WEST CAPITAL CORP 2000.0 1225.0 \n",
- "2 PINNACLE WEST CAPITAL CORP 2001.0 2237.0 \n",
+ "1 PINNACLE WEST CAPITAL CORP 2002.0 1930.0 \n",
+ "2 PINNACLE WEST CAPITAL CORP 2004.0 2050.0 \n",
"3 PINNACLE WEST CAPITAL CORP 2004.0 2050.0 \n",
"4 PINNACLE WEST CAPITAL CORP 2004.0 2050.0 \n",
"... ... ... ... \n",
- "162380 NaN NaN NaN \n",
- "162381 NaN NaN NaN \n",
- "162382 NaN NaN NaN \n",
- "162383 NaN NaN NaN \n",
- "162384 NaN NaN NaN \n",
+ "162373 NaN NaN NaN \n",
+ "162374 NaN NaN NaN \n",
+ "162375 NaN NaN NaN \n",
+ "162376 NaN NaN NaN \n",
+ "162377 NaN NaN NaN \n",
"\n",
" opc_Total_Characters opc_OrgPsyCapConfidence opc_OrgPsyCapHope \\\n",
"0 6516.0 20.0 20.0 \n",
- "1 6516.0 20.0 20.0 \n",
- "2 12317.0 51.0 19.0 \n",
+ "1 10471.0 21.0 13.0 \n",
+ "2 11083.0 32.0 16.0 \n",
"3 11083.0 32.0 16.0 \n",
"4 11083.0 32.0 16.0 \n",
"... ... ... ... \n",
- "162380 NaN NaN NaN \n",
- "162381 NaN NaN NaN \n",
- "162382 NaN NaN NaN \n",
- "162383 NaN NaN NaN \n",
- "162384 NaN NaN NaN \n",
+ "162373 NaN NaN NaN \n",
+ "162374 NaN NaN NaN \n",
+ "162375 NaN NaN NaN \n",
+ "162376 NaN NaN NaN \n",
+ "162377 NaN NaN NaN \n",
"\n",
" opc_OrgPsyCapOptimism opc_OrgPsyCapResilience LTS_available \\\n",
"0 5.0 3.0 1.0 \n",
- "1 5.0 3.0 1.0 \n",
- "2 7.0 16.0 1.0 \n",
+ "1 3.0 13.0 1.0 \n",
+ "2 5.0 6.0 1.0 \n",
"3 5.0 6.0 1.0 \n",
"4 5.0 6.0 1.0 \n",
"... ... ... ... \n",
- "162380 NaN NaN NaN \n",
- "162381 NaN NaN NaN \n",
- "162382 NaN NaN NaN \n",
- "162383 NaN NaN NaN \n",
- "162384 NaN NaN NaN \n",
+ "162373 NaN NaN NaN \n",
+ "162374 NaN NaN NaN \n",
+ "162375 NaN NaN NaN \n",
+ "162376 NaN NaN NaN \n",
+ "162377 NaN NaN NaN \n",
"\n",
" cs_cik cs_gvkey 13g_filing_date 13g_cik_sc 13g_cik_fc \\\n",
- "0 764622.0 1075.0 20020214 764622 19617 \n",
- "1 764622.0 1075.0 20020214 764622 913414 \n",
- "2 764622.0 1075.0 20030213 764622 913414 \n",
- "3 764622.0 1075.0 20060203 764622 19617 \n",
- "4 764622.0 1075.0 20060207 764622 38777 \n",
+ "0 764622.0 1075.0 20030213 764622 913414 \n",
+ "1 764622.0 1075.0 20050214 764622 913414 \n",
+ "2 764622.0 1075.0 20070214 764622 80255 \n",
+ "3 764622.0 1075.0 20060803 764622 93748 \n",
+ "4 764622.0 1075.0 20070212 764622 93748 \n",
"... ... ... ... ... ... \n",
- "162380 NaN NaN 20180627 1482541 1742976 \n",
- "162381 NaN NaN 20180625 1653558 1743968 \n",
- "162382 NaN NaN 20020214 944624 1039756 \n",
- "162383 NaN NaN 20020213 1158387 1158387 \n",
- "162384 NaN NaN 20020213 912958 922825 \n",
+ "162373 NaN NaN 20180627 1482541 1742976 \n",
+ "162374 NaN NaN 20180625 1653558 1743968 \n",
+ "162375 NaN NaN 20020214 944624 1039756 \n",
+ "162376 NaN NaN 20020213 1158387 1158387 \n",
+ "162377 NaN NaN 20020213 912958 922825 \n",
"\n",
" 13g_filePath 13g_filingYear \\\n",
- "0 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2002 \n",
- "1 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2002 \n",
- "2 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2003 \n",
+ "0 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2003 \n",
+ "1 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2005 \n",
+ "2 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2007 \n",
"3 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2006 \n",
- "4 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2006 \n",
+ "4 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2007 \n",
"... ... ... \n",
- "162380 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
- "162381 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
- "162382 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2002 \n",
- "162383 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2002 \n",
- "162384 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2002 \n",
+ "162373 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
+ "162374 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
+ "162375 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2002 \n",
+ "162376 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2002 \n",
+ "162377 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2002 \n",
"\n",
" 13g_filingMonth 13g_corresponding_LTS_finYear \\\n",
"0 2 2000 \n",
- "1 2 2000 \n",
- "2 2 2001 \n",
- "3 2 2004 \n",
+ "1 2 2002 \n",
+ "2 2 2004 \n",
+ "3 8 2004 \n",
"4 2 2004 \n",
"... ... ... \n",
- "162380 6 2016 \n",
- "162381 6 2016 \n",
- "162382 2 2000 \n",
- "162383 2 2000 \n",
- "162384 2 2000 \n",
+ "162373 6 2016 \n",
+ "162374 6 2016 \n",
+ "162375 2 1999 \n",
+ "162376 2 1999 \n",
+ "162377 2 1999 \n",
"\n",
" 13g_corresponding_LTS_case \n",
"0 13g_case1 \n",
"1 13g_case1 \n",
"2 13g_case1 \n",
- "3 13g_case1 \n",
+ "3 13g_case2 \n",
"4 13g_case1 \n",
"... ... \n",
- "162380 13g_case1 \n",
- "162381 13g_case1 \n",
- "162382 13g_case1 \n",
- "162383 13g_case1 \n",
- "162384 13g_case1 \n",
+ "162373 13g_case2 \n",
+ "162374 13g_case2 \n",
+ "162375 13g_case1 \n",
+ "162376 13g_case1 \n",
+ "162377 13g_case1 \n",
"\n",
- "[162385 rows x 21 columns]"
+ "[162378 rows x 21 columns]"
]
},
"execution_count": 26,
@@ -2790,19 +2790,19 @@
{
"data": {
"text/plain": [
- "lts_filePath 154761\n",
- "lts_gvkey 154761\n",
- "lts_company name 154761\n",
- "lts_finYear 154761\n",
- "opc_Total_Words 154761\n",
- "opc_Total_Characters 154761\n",
- "opc_OrgPsyCapConfidence 154761\n",
- "opc_OrgPsyCapHope 154761\n",
- "opc_OrgPsyCapOptimism 154761\n",
- "opc_OrgPsyCapResilience 154761\n",
- "LTS_available 154761\n",
- "cs_cik 154761\n",
- "cs_gvkey 154761\n",
+ "lts_filePath 155278\n",
+ "lts_gvkey 155278\n",
+ "lts_company name 155278\n",
+ "lts_finYear 155278\n",
+ "opc_Total_Words 155278\n",
+ "opc_Total_Characters 155278\n",
+ "opc_OrgPsyCapConfidence 155278\n",
+ "opc_OrgPsyCapHope 155278\n",
+ "opc_OrgPsyCapOptimism 155278\n",
+ "opc_OrgPsyCapResilience 155278\n",
+ "LTS_available 155278\n",
+ "cs_cik 155278\n",
+ "cs_gvkey 155278\n",
"13g_filing_date 0\n",
"13g_cik_sc 0\n",
"13g_cik_fc 0\n",
@@ -2866,8 +2866,8 @@
"output_type": "stream",
"text": [
"Start writing data from dataframe to file Results_based_on_LTS_raw_13g.xlsx.\n",
- "Starting time: 13:56:36\n",
- "Finish time: 13:57:13\n"
+ "Starting time: 18:16:24\n",
+ "Finish time: 18:17:01\n"
]
}
],
@@ -2989,11 +2989,11 @@
" <td>1.0</td>\n",
" <td>764622.0</td>\n",
" <td>1075.0</td>\n",
- " <td>20020214</td>\n",
+ " <td>20030213</td>\n",
" <td>764622</td>\n",
- " <td>19617</td>\n",
+ " <td>913414</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
- " <td>2002</td>\n",
+ " <td>2003</td>\n",
" <td>2</td>\n",
" <td>2000</td>\n",
" <td>13g_case1</td>\n",
@@ -3003,23 +3003,23 @@
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>1075.0</td>\n",
" <td>PINNACLE WEST CAPITAL CORP</td>\n",
- " <td>2000.0</td>\n",
- " <td>1225.0</td>\n",
- " <td>6516.0</td>\n",
- " <td>20.0</td>\n",
- " <td>20.0</td>\n",
- " <td>5.0</td>\n",
+ " <td>2002.0</td>\n",
+ " <td>1930.0</td>\n",
+ " <td>10471.0</td>\n",
+ " <td>21.0</td>\n",
+ " <td>13.0</td>\n",
" <td>3.0</td>\n",
+ " <td>13.0</td>\n",
" <td>1.0</td>\n",
" <td>764622.0</td>\n",
" <td>1075.0</td>\n",
- " <td>20020214</td>\n",
+ " <td>20050214</td>\n",
" <td>764622</td>\n",
" <td>913414</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
- " <td>2002</td>\n",
+ " <td>2005</td>\n",
" <td>2</td>\n",
- " <td>2000</td>\n",
+ " <td>2002</td>\n",
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
@@ -3027,23 +3027,23 @@
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>1075.0</td>\n",
" <td>PINNACLE WEST CAPITAL CORP</td>\n",
- " <td>2001.0</td>\n",
- " <td>2237.0</td>\n",
- " <td>12317.0</td>\n",
- " <td>51.0</td>\n",
- " <td>19.0</td>\n",
- " <td>7.0</td>\n",
+ " <td>2004.0</td>\n",
+ " <td>2050.0</td>\n",
+ " <td>11083.0</td>\n",
+ " <td>32.0</td>\n",
" <td>16.0</td>\n",
+ " <td>5.0</td>\n",
+ " <td>6.0</td>\n",
" <td>1.0</td>\n",
" <td>764622.0</td>\n",
" <td>1075.0</td>\n",
- " <td>20030213</td>\n",
+ " <td>20070214</td>\n",
" <td>764622</td>\n",
- " <td>913414</td>\n",
+ " <td>80255</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
- " <td>2003</td>\n",
+ " <td>2007</td>\n",
" <td>2</td>\n",
- " <td>2001</td>\n",
+ " <td>2004</td>\n",
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
@@ -3061,14 +3061,14 @@
" <td>1.0</td>\n",
" <td>764622.0</td>\n",
" <td>1075.0</td>\n",
- " <td>20060203</td>\n",
+ " <td>20060803</td>\n",
" <td>764622</td>\n",
- " <td>19617</td>\n",
+ " <td>93748</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
" <td>2006</td>\n",
- " <td>2</td>\n",
+ " <td>8</td>\n",
" <td>2004</td>\n",
- " <td>13g_case1</td>\n",
+ " <td>13g_case2</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4</td>\n",
@@ -3085,11 +3085,11 @@
" <td>1.0</td>\n",
" <td>764622.0</td>\n",
" <td>1075.0</td>\n",
- " <td>20060207</td>\n",
+ " <td>20070212</td>\n",
" <td>764622</td>\n",
- " <td>38777</td>\n",
+ " <td>93748</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
- " <td>2006</td>\n",
+ " <td>2007</td>\n",
" <td>2</td>\n",
" <td>2004</td>\n",
" <td>13g_case1</td>\n",
@@ -3119,17 +3119,17 @@
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7619</td>\n",
+ " <td>7095</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056.0</td>\n",
" <td>ALLEGION PLC</td>\n",
- " <td>2014.0</td>\n",
- " <td>458.0</td>\n",
- " <td>2346.0</td>\n",
- " <td>5.0</td>\n",
- " <td>5.0</td>\n",
- " <td>0.0</td>\n",
- " <td>2.0</td>\n",
+ " <td>2013.0</td>\n",
+ " <td>1406.0</td>\n",
+ " <td>7880.0</td>\n",
+ " <td>11.0</td>\n",
+ " <td>17.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>4.0</td>\n",
" <td>1.0</td>\n",
" <td>1579241.0</td>\n",
" <td>316056.0</td>\n",
@@ -3139,21 +3139,21 @@
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
" <td>2016</td>\n",
" <td>2</td>\n",
- " <td>2014</td>\n",
+ " <td>2013</td>\n",
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7620</td>\n",
+ " <td>7096</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056.0</td>\n",
" <td>ALLEGION PLC</td>\n",
- " <td>2014.0</td>\n",
- " <td>458.0</td>\n",
- " <td>2346.0</td>\n",
- " <td>5.0</td>\n",
- " <td>5.0</td>\n",
- " <td>0.0</td>\n",
- " <td>2.0</td>\n",
+ " <td>2013.0</td>\n",
+ " <td>1406.0</td>\n",
+ " <td>7880.0</td>\n",
+ " <td>11.0</td>\n",
+ " <td>17.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>4.0</td>\n",
" <td>1.0</td>\n",
" <td>1579241.0</td>\n",
" <td>316056.0</td>\n",
@@ -3163,21 +3163,21 @@
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
" <td>2016</td>\n",
" <td>1</td>\n",
- " <td>2014</td>\n",
+ " <td>2013</td>\n",
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7621</td>\n",
+ " <td>7097</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056.0</td>\n",
" <td>ALLEGION PLC</td>\n",
- " <td>2015.0</td>\n",
- " <td>594.0</td>\n",
- " <td>3384.0</td>\n",
- " <td>3.0</td>\n",
- " <td>14.0</td>\n",
- " <td>3.0</td>\n",
+ " <td>2014.0</td>\n",
+ " <td>458.0</td>\n",
+ " <td>2346.0</td>\n",
+ " <td>5.0</td>\n",
" <td>5.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>1579241.0</td>\n",
" <td>316056.0</td>\n",
@@ -3187,21 +3187,21 @@
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
" <td>2017</td>\n",
" <td>1</td>\n",
- " <td>2015</td>\n",
+ " <td>2014</td>\n",
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7622</td>\n",
+ " <td>7098</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056.0</td>\n",
" <td>ALLEGION PLC</td>\n",
- " <td>2015.0</td>\n",
- " <td>594.0</td>\n",
- " <td>3384.0</td>\n",
- " <td>3.0</td>\n",
- " <td>14.0</td>\n",
- " <td>3.0</td>\n",
+ " <td>2014.0</td>\n",
+ " <td>458.0</td>\n",
+ " <td>2346.0</td>\n",
+ " <td>5.0</td>\n",
" <td>5.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>1579241.0</td>\n",
" <td>316056.0</td>\n",
@@ -3211,21 +3211,21 @@
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
" <td>2017</td>\n",
" <td>1</td>\n",
- " <td>2015</td>\n",
+ " <td>2014</td>\n",
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7623</td>\n",
+ " <td>7099</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056.0</td>\n",
" <td>ALLEGION PLC</td>\n",
- " <td>2015.0</td>\n",
- " <td>594.0</td>\n",
- " <td>3384.0</td>\n",
- " <td>3.0</td>\n",
- " <td>14.0</td>\n",
- " <td>3.0</td>\n",
+ " <td>2014.0</td>\n",
+ " <td>458.0</td>\n",
+ " <td>2346.0</td>\n",
" <td>5.0</td>\n",
+ " <td>5.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>1579241.0</td>\n",
" <td>316056.0</td>\n",
@@ -3235,12 +3235,12 @@
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
" <td>2017</td>\n",
" <td>2</td>\n",
- " <td>2015</td>\n",
+ " <td>2014</td>\n",
" <td>13g_case1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
- "<p>7624 rows × 21 columns</p>\n",
+ "<p>7100 rows × 21 columns</p>\n",
"</div>"
],
"text/plain": [
@@ -3251,104 +3251,104 @@
"3 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 1075.0 \n",
"4 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 1075.0 \n",
"... ... ... \n",
- "7619 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
- "7620 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
- "7621 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
- "7622 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
- "7623 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
+ "7095 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
+ "7096 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
+ "7097 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
+ "7098 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
+ "7099 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
"\n",
" lts_company name lts_finYear opc_Total_Words \\\n",
"0 PINNACLE WEST CAPITAL CORP 2000.0 1225.0 \n",
- "1 PINNACLE WEST CAPITAL CORP 2000.0 1225.0 \n",
- "2 PINNACLE WEST CAPITAL CORP 2001.0 2237.0 \n",
+ "1 PINNACLE WEST CAPITAL CORP 2002.0 1930.0 \n",
+ "2 PINNACLE WEST CAPITAL CORP 2004.0 2050.0 \n",
"3 PINNACLE WEST CAPITAL CORP 2004.0 2050.0 \n",
"4 PINNACLE WEST CAPITAL CORP 2004.0 2050.0 \n",
"... ... ... ... \n",
- "7619 ALLEGION PLC 2014.0 458.0 \n",
- "7620 ALLEGION PLC 2014.0 458.0 \n",
- "7621 ALLEGION PLC 2015.0 594.0 \n",
- "7622 ALLEGION PLC 2015.0 594.0 \n",
- "7623 ALLEGION PLC 2015.0 594.0 \n",
+ "7095 ALLEGION PLC 2013.0 1406.0 \n",
+ "7096 ALLEGION PLC 2013.0 1406.0 \n",
+ "7097 ALLEGION PLC 2014.0 458.0 \n",
+ "7098 ALLEGION PLC 2014.0 458.0 \n",
+ "7099 ALLEGION PLC 2014.0 458.0 \n",
"\n",
" opc_Total_Characters opc_OrgPsyCapConfidence opc_OrgPsyCapHope \\\n",
"0 6516.0 20.0 20.0 \n",
- "1 6516.0 20.0 20.0 \n",
- "2 12317.0 51.0 19.0 \n",
+ "1 10471.0 21.0 13.0 \n",
+ "2 11083.0 32.0 16.0 \n",
"3 11083.0 32.0 16.0 \n",
"4 11083.0 32.0 16.0 \n",
"... ... ... ... \n",
- "7619 2346.0 5.0 5.0 \n",
- "7620 2346.0 5.0 5.0 \n",
- "7621 3384.0 3.0 14.0 \n",
- "7622 3384.0 3.0 14.0 \n",
- "7623 3384.0 3.0 14.0 \n",
+ "7095 7880.0 11.0 17.0 \n",
+ "7096 7880.0 11.0 17.0 \n",
+ "7097 2346.0 5.0 5.0 \n",
+ "7098 2346.0 5.0 5.0 \n",
+ "7099 2346.0 5.0 5.0 \n",
"\n",
" opc_OrgPsyCapOptimism opc_OrgPsyCapResilience LTS_available \\\n",
"0 5.0 3.0 1.0 \n",
- "1 5.0 3.0 1.0 \n",
- "2 7.0 16.0 1.0 \n",
+ "1 3.0 13.0 1.0 \n",
+ "2 5.0 6.0 1.0 \n",
"3 5.0 6.0 1.0 \n",
"4 5.0 6.0 1.0 \n",
"... ... ... ... \n",
- "7619 0.0 2.0 1.0 \n",
- "7620 0.0 2.0 1.0 \n",
- "7621 3.0 5.0 1.0 \n",
- "7622 3.0 5.0 1.0 \n",
- "7623 3.0 5.0 1.0 \n",
+ "7095 1.0 4.0 1.0 \n",
+ "7096 1.0 4.0 1.0 \n",
+ "7097 0.0 2.0 1.0 \n",
+ "7098 0.0 2.0 1.0 \n",
+ "7099 0.0 2.0 1.0 \n",
"\n",
" cs_cik cs_gvkey 13g_filing_date 13g_cik_sc 13g_cik_fc \\\n",
- "0 764622.0 1075.0 20020214 764622 19617 \n",
- "1 764622.0 1075.0 20020214 764622 913414 \n",
- "2 764622.0 1075.0 20030213 764622 913414 \n",
- "3 764622.0 1075.0 20060203 764622 19617 \n",
- "4 764622.0 1075.0 20060207 764622 38777 \n",
+ "0 764622.0 1075.0 20030213 764622 913414 \n",
+ "1 764622.0 1075.0 20050214 764622 913414 \n",
+ "2 764622.0 1075.0 20070214 764622 80255 \n",
+ "3 764622.0 1075.0 20060803 764622 93748 \n",
+ "4 764622.0 1075.0 20070212 764622 93748 \n",
"... ... ... ... ... ... \n",
- "7619 1579241.0 316056.0 20160212 1579241 80255 \n",
- "7620 1579241.0 316056.0 20160128 1579241 1364742 \n",
- "7621 1579241.0 316056.0 20170125 1579241 19617 \n",
- "7622 1579241.0 316056.0 20170130 1579241 1364742 \n",
- "7623 1579241.0 316056.0 20170214 1579241 1505708 \n",
+ "7095 1579241.0 316056.0 20160212 1579241 80255 \n",
+ "7096 1579241.0 316056.0 20160128 1579241 1364742 \n",
+ "7097 1579241.0 316056.0 20170125 1579241 19617 \n",
+ "7098 1579241.0 316056.0 20170130 1579241 1364742 \n",
+ "7099 1579241.0 316056.0 20170214 1579241 1505708 \n",
"\n",
" 13g_filePath 13g_filingYear \\\n",
- "0 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2002 \n",
- "1 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2002 \n",
- "2 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2003 \n",
+ "0 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2003 \n",
+ "1 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2005 \n",
+ "2 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2007 \n",
"3 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2006 \n",
- "4 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2006 \n",
+ "4 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2007 \n",
"... ... ... \n",
- "7619 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
- "7620 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
- "7621 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
- "7622 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
- "7623 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "7095 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
+ "7096 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
+ "7097 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "7098 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "7099 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
"\n",
" 13g_filingMonth 13g_corresponding_LTS_finYear \\\n",
"0 2 2000 \n",
- "1 2 2000 \n",
- "2 2 2001 \n",
- "3 2 2004 \n",
+ "1 2 2002 \n",
+ "2 2 2004 \n",
+ "3 8 2004 \n",
"4 2 2004 \n",
"... ... ... \n",
- "7619 2 2014 \n",
- "7620 1 2014 \n",
- "7621 1 2015 \n",
- "7622 1 2015 \n",
- "7623 2 2015 \n",
+ "7095 2 2013 \n",
+ "7096 1 2013 \n",
+ "7097 1 2014 \n",
+ "7098 1 2014 \n",
+ "7099 2 2014 \n",
"\n",
" 13g_corresponding_LTS_case \n",
"0 13g_case1 \n",
"1 13g_case1 \n",
"2 13g_case1 \n",
- "3 13g_case1 \n",
+ "3 13g_case2 \n",
"4 13g_case1 \n",
"... ... \n",
- "7619 13g_case1 \n",
- "7620 13g_case1 \n",
- "7621 13g_case1 \n",
- "7622 13g_case1 \n",
- "7623 13g_case1 \n",
+ "7095 13g_case1 \n",
+ "7096 13g_case1 \n",
+ "7097 13g_case1 \n",
+ "7098 13g_case1 \n",
+ "7099 13g_case1 \n",
"\n",
- "[7624 rows x 21 columns]"
+ "[7100 rows x 21 columns]"
]
},
"execution_count": 32,
@@ -3386,17 +3386,17 @@
"2005 9078\n",
"2006 10101\n",
"2007 10647\n",
- "2008 11085\n",
- "2009 8510\n",
- "2010 7524\n",
+ "2008 11084\n",
+ "2009 8509\n",
+ "2010 7520\n",
"2011 6610\n",
"2012 6438\n",
- "2013 6691\n",
+ "2013 6693\n",
"2014 7046\n",
- "2015 7453\n",
+ "2015 7451\n",
"2016 6276\n",
"2017 5804\n",
- "2018 4628\n",
+ "2018 4627\n",
"Name: 13g_filingYear, dtype: int64"
]
},
@@ -3418,7 +3418,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "There are 162385 data points.\n"
+ "There are 162378 data points.\n"
]
}
],
@@ -3434,7 +3434,7 @@
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x1e871350408>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x21e70f5a948>"
]
},
"execution_count": 35,
@@ -3475,8 +3475,8 @@
{
"data": {
"text/plain": [
- "1 17942\n",
- "2 92149\n",
+ "1 17938\n",
+ "2 92147\n",
"3 6631\n",
"4 5404\n",
"5 5150\n",
@@ -3485,7 +3485,7 @@
"8 5021\n",
"9 4588\n",
"10 4856\n",
- "11 4982\n",
+ "11 4981\n",
"12 5045\n",
"Name: 13g_filingMonth, dtype: int64"
]
@@ -3507,7 +3507,7 @@
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x1e86cc29688>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x21e7e5c5048>"
]
},
"execution_count": 37,
@@ -3548,8 +3548,8 @@
{
"data": {
"text/plain": [
- "13g_case1 132335\n",
- "13g_case2 30050\n",
+ "13g_case1 95736\n",
+ "13g_case2 66642\n",
"Name: 13g_corresponding_LTS_case, dtype: int64"
]
},
@@ -3570,7 +3570,7 @@
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x1e86a4bb888>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x21e71cdc308>"
]
},
"execution_count": 39,
@@ -3579,7 +3579,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
diff --git a/.ipynb_checkpoints/05_jupy_DataProcessingAndAnalysis-checkpoint.ipynb b/.ipynb_checkpoints/05_jupy_DataProcessingAndAnalysis-checkpoint.ipynb
index 4fb1a4bd691df9b605b85ffa2f1db95b70506518..1a9323a3d209e70cd826dd1f7963d1b5c03e80e3 100644
--- a/.ipynb_checkpoints/05_jupy_DataProcessingAndAnalysis-checkpoint.ipynb
+++ b/.ipynb_checkpoints/05_jupy_DataProcessingAndAnalysis-checkpoint.ipynb
@@ -1550,16 +1550,16 @@
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x1eba3cfd548>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x20f25965e88>"
]
},
- "execution_count": 21,
+ "execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
@@ -1626,7 +1626,7 @@
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 14,
"metadata": {},
"outputs": [
{
diff --git a/.ipynb_checkpoints/05_jupy_DataProcessingAndAnalysis_13g-checkpoint.ipynb b/.ipynb_checkpoints/05_jupy_DataProcessingAndAnalysis_13g-checkpoint.ipynb
index cfe08cab107138ee69df73bd7079d60bde7cd75b..35533a5c6f9d7e01c83de18fa261d7ddf3001e7f 100644
--- a/.ipynb_checkpoints/05_jupy_DataProcessingAndAnalysis_13g-checkpoint.ipynb
+++ b/.ipynb_checkpoints/05_jupy_DataProcessingAndAnalysis_13g-checkpoint.ipynb
@@ -702,7 +702,7 @@
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7097</td>\n",
+ " <td>7094</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>294524.0</td>\n",
" <td>LYONDELLBASELL INDUSTRIES NV</td>\n",
@@ -726,7 +726,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7098</td>\n",
+ " <td>7095</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056.0</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -750,7 +750,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7099</td>\n",
+ " <td>7096</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056.0</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -774,7 +774,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7100</td>\n",
+ " <td>7097</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056.0</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -798,7 +798,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7102</td>\n",
+ " <td>7099</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056.0</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -823,7 +823,7 @@
" </tr>\n",
" </tbody>\n",
"</table>\n",
- "<p>4236 rows × 21 columns</p>\n",
+ "<p>4233 rows × 21 columns</p>\n",
"</div>"
],
"text/plain": [
@@ -834,11 +834,11 @@
"11 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 1075.0 \n",
"12 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 1075.0 \n",
"... ... ... \n",
- "7097 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 294524.0 \n",
- "7098 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
+ "7094 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 294524.0 \n",
+ "7095 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
+ "7096 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
+ "7097 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
"7099 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
- "7100 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
- "7102 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
"\n",
" lts_company name lts_finYear opc_Total_Words \\\n",
"2 PINNACLE WEST CAPITAL CORP 2004.0 2050.0 \n",
@@ -847,11 +847,11 @@
"11 PINNACLE WEST CAPITAL CORP 2007.0 2320.0 \n",
"12 PINNACLE WEST CAPITAL CORP 2007.0 2320.0 \n",
"... ... ... ... \n",
- "7097 LYONDELLBASELL INDUSTRIES NV 2015.0 635.0 \n",
- "7098 ALLEGION PLC 2013.0 1406.0 \n",
- "7099 ALLEGION PLC 2013.0 1406.0 \n",
- "7100 ALLEGION PLC 2014.0 458.0 \n",
- "7102 ALLEGION PLC 2014.0 458.0 \n",
+ "7094 LYONDELLBASELL INDUSTRIES NV 2015.0 635.0 \n",
+ "7095 ALLEGION PLC 2013.0 1406.0 \n",
+ "7096 ALLEGION PLC 2013.0 1406.0 \n",
+ "7097 ALLEGION PLC 2014.0 458.0 \n",
+ "7099 ALLEGION PLC 2014.0 458.0 \n",
"\n",
" opc_Total_Characters opc_OrgPsyCapConfidence opc_OrgPsyCapHope \\\n",
"2 11083.0 32.0 16.0 \n",
@@ -860,11 +860,11 @@
"11 12177.0 18.0 21.0 \n",
"12 12177.0 18.0 21.0 \n",
"... ... ... ... \n",
- "7097 3387.0 6.0 6.0 \n",
- "7098 7880.0 11.0 17.0 \n",
- "7099 7880.0 11.0 17.0 \n",
- "7100 2346.0 5.0 5.0 \n",
- "7102 2346.0 5.0 5.0 \n",
+ "7094 3387.0 6.0 6.0 \n",
+ "7095 7880.0 11.0 17.0 \n",
+ "7096 7880.0 11.0 17.0 \n",
+ "7097 2346.0 5.0 5.0 \n",
+ "7099 2346.0 5.0 5.0 \n",
"\n",
" opc_OrgPsyCapOptimism opc_OrgPsyCapResilience LTS_available \\\n",
"2 5.0 6.0 1.0 \n",
@@ -873,11 +873,11 @@
"11 7.0 3.0 1.0 \n",
"12 7.0 3.0 1.0 \n",
"... ... ... ... \n",
- "7097 4.0 5.0 1.0 \n",
- "7098 1.0 4.0 1.0 \n",
- "7099 1.0 4.0 1.0 \n",
- "7100 0.0 2.0 1.0 \n",
- "7102 0.0 2.0 1.0 \n",
+ "7094 4.0 5.0 1.0 \n",
+ "7095 1.0 4.0 1.0 \n",
+ "7096 1.0 4.0 1.0 \n",
+ "7097 0.0 2.0 1.0 \n",
+ "7099 0.0 2.0 1.0 \n",
"\n",
" cs_cik cs_gvkey 13g_filing_date 13g_cik_sc 13g_cik_fc \\\n",
"2 764622.0 1075.0 20070214 764622 80255 \n",
@@ -886,11 +886,11 @@
"11 764622.0 1075.0 20100212 764622 93751 \n",
"12 764622.0 1075.0 20100129 764622 1364742 \n",
"... ... ... ... ... ... \n",
- "7097 1489393.0 294524.0 20180214 1489393 1422849 \n",
- "7098 1579241.0 316056.0 20160212 1579241 80255 \n",
- "7099 1579241.0 316056.0 20160128 1579241 1364742 \n",
- "7100 1579241.0 316056.0 20170125 1579241 19617 \n",
- "7102 1579241.0 316056.0 20170214 1579241 1505708 \n",
+ "7094 1489393.0 294524.0 20180214 1489393 1422849 \n",
+ "7095 1579241.0 316056.0 20160212 1579241 80255 \n",
+ "7096 1579241.0 316056.0 20160128 1579241 1364742 \n",
+ "7097 1579241.0 316056.0 20170125 1579241 19617 \n",
+ "7099 1579241.0 316056.0 20170214 1579241 1505708 \n",
"\n",
" 13g_filePath 13g_filingYear \\\n",
"2 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2007 \n",
@@ -899,11 +899,11 @@
"11 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2010 \n",
"12 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2010 \n",
"... ... ... \n",
- "7097 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
- "7098 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
- "7099 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
- "7100 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
- "7102 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "7094 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
+ "7095 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
+ "7096 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
+ "7097 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "7099 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
"\n",
" 13g_filingMonth 13g_corresponding_LTS_finYear \\\n",
"2 2 2004 \n",
@@ -912,11 +912,11 @@
"11 2 2007 \n",
"12 1 2007 \n",
"... ... ... \n",
- "7097 2 2015 \n",
- "7098 2 2013 \n",
- "7099 1 2013 \n",
- "7100 1 2014 \n",
- "7102 2 2014 \n",
+ "7094 2 2015 \n",
+ "7095 2 2013 \n",
+ "7096 1 2013 \n",
+ "7097 1 2014 \n",
+ "7099 2 2014 \n",
"\n",
" 13g_corresponding_LTS_case \n",
"2 13g_case1 \n",
@@ -925,13 +925,13 @@
"11 13g_case1 \n",
"12 13g_case1 \n",
"... ... \n",
+ "7094 13g_case1 \n",
+ "7095 13g_case1 \n",
+ "7096 13g_case1 \n",
"7097 13g_case1 \n",
- "7098 13g_case1 \n",
"7099 13g_case1 \n",
- "7100 13g_case1 \n",
- "7102 13g_case1 \n",
"\n",
- "[4236 rows x 21 columns]"
+ "[4233 rows x 21 columns]"
]
},
"execution_count": 4,
@@ -1129,7 +1129,7 @@
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7097</td>\n",
+ " <td>7094</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>294524.0</td>\n",
" <td>LYONDELLBASELL INDUSTRIES NV</td>\n",
@@ -1150,7 +1150,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7098</td>\n",
+ " <td>7095</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056.0</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -1171,7 +1171,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7099</td>\n",
+ " <td>7096</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056.0</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -1192,7 +1192,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7100</td>\n",
+ " <td>7097</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056.0</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -1213,7 +1213,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7102</td>\n",
+ " <td>7099</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056.0</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -1235,7 +1235,7 @@
" </tr>\n",
" </tbody>\n",
"</table>\n",
- "<p>4236 rows × 18 columns</p>\n",
+ "<p>4233 rows × 18 columns</p>\n",
"</div>"
],
"text/plain": [
@@ -1246,11 +1246,11 @@
"11 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 1075.0 \n",
"12 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 1075.0 \n",
"... ... ... \n",
- "7097 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 294524.0 \n",
- "7098 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
+ "7094 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 294524.0 \n",
+ "7095 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
+ "7096 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
+ "7097 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
"7099 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
- "7100 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
- "7102 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
"\n",
" lts_company name lts_finYear opc_Total_Words \\\n",
"2 PINNACLE WEST CAPITAL CORP 2004.0 2050.0 \n",
@@ -1259,11 +1259,11 @@
"11 PINNACLE WEST CAPITAL CORP 2007.0 2320.0 \n",
"12 PINNACLE WEST CAPITAL CORP 2007.0 2320.0 \n",
"... ... ... ... \n",
- "7097 LYONDELLBASELL INDUSTRIES NV 2015.0 635.0 \n",
- "7098 ALLEGION PLC 2013.0 1406.0 \n",
- "7099 ALLEGION PLC 2013.0 1406.0 \n",
- "7100 ALLEGION PLC 2014.0 458.0 \n",
- "7102 ALLEGION PLC 2014.0 458.0 \n",
+ "7094 LYONDELLBASELL INDUSTRIES NV 2015.0 635.0 \n",
+ "7095 ALLEGION PLC 2013.0 1406.0 \n",
+ "7096 ALLEGION PLC 2013.0 1406.0 \n",
+ "7097 ALLEGION PLC 2014.0 458.0 \n",
+ "7099 ALLEGION PLC 2014.0 458.0 \n",
"\n",
" opc_Total_Characters opc_OrgPsyCapConfidence opc_OrgPsyCapHope \\\n",
"2 11083.0 32.0 16.0 \n",
@@ -1272,11 +1272,11 @@
"11 12177.0 18.0 21.0 \n",
"12 12177.0 18.0 21.0 \n",
"... ... ... ... \n",
- "7097 3387.0 6.0 6.0 \n",
- "7098 7880.0 11.0 17.0 \n",
- "7099 7880.0 11.0 17.0 \n",
- "7100 2346.0 5.0 5.0 \n",
- "7102 2346.0 5.0 5.0 \n",
+ "7094 3387.0 6.0 6.0 \n",
+ "7095 7880.0 11.0 17.0 \n",
+ "7096 7880.0 11.0 17.0 \n",
+ "7097 2346.0 5.0 5.0 \n",
+ "7099 2346.0 5.0 5.0 \n",
"\n",
" opc_OrgPsyCapOptimism opc_OrgPsyCapResilience 13g_filing_date \\\n",
"2 5.0 6.0 20070214 \n",
@@ -1285,11 +1285,11 @@
"11 7.0 3.0 20100212 \n",
"12 7.0 3.0 20100129 \n",
"... ... ... ... \n",
- "7097 4.0 5.0 20180214 \n",
- "7098 1.0 4.0 20160212 \n",
- "7099 1.0 4.0 20160128 \n",
- "7100 0.0 2.0 20170125 \n",
- "7102 0.0 2.0 20170214 \n",
+ "7094 4.0 5.0 20180214 \n",
+ "7095 1.0 4.0 20160212 \n",
+ "7096 1.0 4.0 20160128 \n",
+ "7097 0.0 2.0 20170125 \n",
+ "7099 0.0 2.0 20170214 \n",
"\n",
" 13g_cik_sc 13g_cik_fc \\\n",
"2 764622 80255 \n",
@@ -1298,11 +1298,11 @@
"11 764622 93751 \n",
"12 764622 1364742 \n",
"... ... ... \n",
- "7097 1489393 1422849 \n",
- "7098 1579241 80255 \n",
- "7099 1579241 1364742 \n",
- "7100 1579241 19617 \n",
- "7102 1579241 1505708 \n",
+ "7094 1489393 1422849 \n",
+ "7095 1579241 80255 \n",
+ "7096 1579241 1364742 \n",
+ "7097 1579241 19617 \n",
+ "7099 1579241 1505708 \n",
"\n",
" 13g_filePath 13g_filingYear \\\n",
"2 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2007 \n",
@@ -1311,11 +1311,11 @@
"11 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2010 \n",
"12 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2010 \n",
"... ... ... \n",
- "7097 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
- "7098 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
- "7099 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
- "7100 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
- "7102 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "7094 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
+ "7095 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
+ "7096 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
+ "7097 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "7099 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
"\n",
" 13g_filingMonth 13g_corresponding_LTS_finYear \\\n",
"2 2 2004 \n",
@@ -1324,11 +1324,11 @@
"11 2 2007 \n",
"12 1 2007 \n",
"... ... ... \n",
- "7097 2 2015 \n",
- "7098 2 2013 \n",
- "7099 1 2013 \n",
- "7100 1 2014 \n",
- "7102 2 2014 \n",
+ "7094 2 2015 \n",
+ "7095 2 2013 \n",
+ "7096 1 2013 \n",
+ "7097 1 2014 \n",
+ "7099 2 2014 \n",
"\n",
" 13g_corresponding_LTS_case \n",
"2 13g_case1 \n",
@@ -1337,13 +1337,13 @@
"11 13g_case1 \n",
"12 13g_case1 \n",
"... ... \n",
+ "7094 13g_case1 \n",
+ "7095 13g_case1 \n",
+ "7096 13g_case1 \n",
"7097 13g_case1 \n",
- "7098 13g_case1 \n",
"7099 13g_case1 \n",
- "7100 13g_case1 \n",
- "7102 13g_case1 \n",
"\n",
- "[4236 rows x 18 columns]"
+ "[4233 rows x 18 columns]"
]
},
"execution_count": 5,
@@ -1486,7 +1486,7 @@
"source": [
"## Data Analysis\n",
"Let's analyse the processed data.\n",
- "### Number of 13D filings & companies\n"
+ "### Number of 13G filings & companies\n"
]
},
{
@@ -1498,7 +1498,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "There are 4236 filings in the dataset.\n"
+ "There are 4233 filings in the dataset.\n"
]
}
],
@@ -1551,10 +1551,10 @@
"2006 203\n",
"2007 224\n",
"2008 366\n",
- "2009 299\n",
- "2010 580\n",
+ "2009 298\n",
+ "2010 579\n",
"2011 347\n",
- "2012 352\n",
+ "2012 351\n",
"2013 324\n",
"2014 281\n",
"2015 350\n",
@@ -1575,22 +1575,22 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x1bd42315988>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x2750391d388>"
]
},
- "execution_count": 16,
+ "execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 360x216 with 1 Axes>"
]
@@ -1626,7 +1626,7 @@
"data": {
"text/plain": [
"1 630\n",
- "2 2962\n",
+ "2 2959\n",
"3 50\n",
"4 52\n",
"5 68\n",
@@ -1651,7 +1651,7 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 14,
"metadata": {},
"outputs": [
{
diff --git a/.ipynb_checkpoints/06_jupy_MergingData_13D_and_13G-checkpoint.ipynb b/.ipynb_checkpoints/06_jupy_MergingData_13D_and_13G-checkpoint.ipynb
index 985073b2e43a5e086dadc4ddf7b123fcfc4a4846..7f3bf73827a3f0267df8c195c3609648bca3be17 100644
--- a/.ipynb_checkpoints/06_jupy_MergingData_13D_and_13G-checkpoint.ipynb
+++ b/.ipynb_checkpoints/06_jupy_MergingData_13D_and_13G-checkpoint.ipynb
@@ -646,7 +646,7 @@
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7097</td>\n",
+ " <td>7094</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>294524</td>\n",
" <td>LYONDELLBASELL INDUSTRIES NV</td>\n",
@@ -667,7 +667,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7098</td>\n",
+ " <td>7095</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -688,7 +688,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7099</td>\n",
+ " <td>7096</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -709,7 +709,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7100</td>\n",
+ " <td>7097</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -730,7 +730,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7102</td>\n",
+ " <td>7099</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -752,7 +752,7 @@
" </tr>\n",
" </tbody>\n",
"</table>\n",
- "<p>4236 rows × 18 columns</p>\n",
+ "<p>4233 rows × 18 columns</p>\n",
"</div>"
],
"text/plain": [
@@ -763,11 +763,11 @@
"11 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 1075 \n",
"12 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 1075 \n",
"... ... ... \n",
- "7097 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 294524 \n",
- "7098 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
+ "7094 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 294524 \n",
+ "7095 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
+ "7096 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
+ "7097 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
"7099 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
- "7100 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
- "7102 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
"\n",
" lts_company name lts_finYear opc_Total_Words \\\n",
"2 PINNACLE WEST CAPITAL CORP 2004 2050 \n",
@@ -776,11 +776,11 @@
"11 PINNACLE WEST CAPITAL CORP 2007 2320 \n",
"12 PINNACLE WEST CAPITAL CORP 2007 2320 \n",
"... ... ... ... \n",
- "7097 LYONDELLBASELL INDUSTRIES NV 2015 635 \n",
- "7098 ALLEGION PLC 2013 1406 \n",
- "7099 ALLEGION PLC 2013 1406 \n",
- "7100 ALLEGION PLC 2014 458 \n",
- "7102 ALLEGION PLC 2014 458 \n",
+ "7094 LYONDELLBASELL INDUSTRIES NV 2015 635 \n",
+ "7095 ALLEGION PLC 2013 1406 \n",
+ "7096 ALLEGION PLC 2013 1406 \n",
+ "7097 ALLEGION PLC 2014 458 \n",
+ "7099 ALLEGION PLC 2014 458 \n",
"\n",
" opc_Total_Characters opc_OrgPsyCapConfidence opc_OrgPsyCapHope \\\n",
"2 11083 32 16 \n",
@@ -789,11 +789,11 @@
"11 12177 18 21 \n",
"12 12177 18 21 \n",
"... ... ... ... \n",
- "7097 3387 6 6 \n",
- "7098 7880 11 17 \n",
- "7099 7880 11 17 \n",
- "7100 2346 5 5 \n",
- "7102 2346 5 5 \n",
+ "7094 3387 6 6 \n",
+ "7095 7880 11 17 \n",
+ "7096 7880 11 17 \n",
+ "7097 2346 5 5 \n",
+ "7099 2346 5 5 \n",
"\n",
" opc_OrgPsyCapOptimism opc_OrgPsyCapResilience 13g_filing_date \\\n",
"2 5 6 20070214 \n",
@@ -802,11 +802,11 @@
"11 7 3 20100212 \n",
"12 7 3 20100129 \n",
"... ... ... ... \n",
- "7097 4 5 20180214 \n",
- "7098 1 4 20160212 \n",
- "7099 1 4 20160128 \n",
- "7100 0 2 20170125 \n",
- "7102 0 2 20170214 \n",
+ "7094 4 5 20180214 \n",
+ "7095 1 4 20160212 \n",
+ "7096 1 4 20160128 \n",
+ "7097 0 2 20170125 \n",
+ "7099 0 2 20170214 \n",
"\n",
" 13g_cik_sc 13g_cik_fc \\\n",
"2 764622 80255 \n",
@@ -815,11 +815,11 @@
"11 764622 93751 \n",
"12 764622 1364742 \n",
"... ... ... \n",
- "7097 1489393 1422849 \n",
- "7098 1579241 80255 \n",
- "7099 1579241 1364742 \n",
- "7100 1579241 19617 \n",
- "7102 1579241 1505708 \n",
+ "7094 1489393 1422849 \n",
+ "7095 1579241 80255 \n",
+ "7096 1579241 1364742 \n",
+ "7097 1579241 19617 \n",
+ "7099 1579241 1505708 \n",
"\n",
" 13g_filePath 13g_filingYear \\\n",
"2 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2007 \n",
@@ -828,11 +828,11 @@
"11 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2010 \n",
"12 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2010 \n",
"... ... ... \n",
- "7097 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
- "7098 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
- "7099 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
- "7100 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
- "7102 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "7094 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
+ "7095 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
+ "7096 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
+ "7097 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "7099 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
"\n",
" 13g_filingMonth 13g_corresponding_LTS_finYear \\\n",
"2 2 2004 \n",
@@ -841,11 +841,11 @@
"11 2 2007 \n",
"12 1 2007 \n",
"... ... ... \n",
- "7097 2 2015 \n",
- "7098 2 2013 \n",
- "7099 1 2013 \n",
- "7100 1 2014 \n",
- "7102 2 2014 \n",
+ "7094 2 2015 \n",
+ "7095 2 2013 \n",
+ "7096 1 2013 \n",
+ "7097 1 2014 \n",
+ "7099 2 2014 \n",
"\n",
" 13g_corresponding_LTS_case \n",
"2 13g_case1 \n",
@@ -854,13 +854,13 @@
"11 13g_case1 \n",
"12 13g_case1 \n",
"... ... \n",
+ "7094 13g_case1 \n",
+ "7095 13g_case1 \n",
+ "7096 13g_case1 \n",
"7097 13g_case1 \n",
- "7098 13g_case1 \n",
"7099 13g_case1 \n",
- "7100 13g_case1 \n",
- "7102 13g_case1 \n",
"\n",
- "[4236 rows x 18 columns]"
+ "[4233 rows x 18 columns]"
]
},
"execution_count": 5,
@@ -1520,7 +1520,7 @@
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7097</td>\n",
+ " <td>7094</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>294524</td>\n",
" <td>LYONDELLBASELL INDUSTRIES NV</td>\n",
@@ -1541,7 +1541,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7098</td>\n",
+ " <td>7095</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -1562,7 +1562,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7099</td>\n",
+ " <td>7096</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -1583,7 +1583,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7100</td>\n",
+ " <td>7097</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -1604,7 +1604,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7102</td>\n",
+ " <td>7099</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -1626,7 +1626,7 @@
" </tr>\n",
" </tbody>\n",
"</table>\n",
- "<p>4236 rows × 18 columns</p>\n",
+ "<p>4233 rows × 18 columns</p>\n",
"</div>"
],
"text/plain": [
@@ -1637,11 +1637,11 @@
"11 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 1075 \n",
"12 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 1075 \n",
"... ... ... \n",
- "7097 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 294524 \n",
- "7098 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
+ "7094 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 294524 \n",
+ "7095 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
+ "7096 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
+ "7097 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
"7099 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
- "7100 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
- "7102 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
"\n",
" lts_company name lts_finYear opc_Total_Words \\\n",
"2 PINNACLE WEST CAPITAL CORP 2004 2050 \n",
@@ -1650,11 +1650,11 @@
"11 PINNACLE WEST CAPITAL CORP 2007 2320 \n",
"12 PINNACLE WEST CAPITAL CORP 2007 2320 \n",
"... ... ... ... \n",
- "7097 LYONDELLBASELL INDUSTRIES NV 2015 635 \n",
- "7098 ALLEGION PLC 2013 1406 \n",
- "7099 ALLEGION PLC 2013 1406 \n",
- "7100 ALLEGION PLC 2014 458 \n",
- "7102 ALLEGION PLC 2014 458 \n",
+ "7094 LYONDELLBASELL INDUSTRIES NV 2015 635 \n",
+ "7095 ALLEGION PLC 2013 1406 \n",
+ "7096 ALLEGION PLC 2013 1406 \n",
+ "7097 ALLEGION PLC 2014 458 \n",
+ "7099 ALLEGION PLC 2014 458 \n",
"\n",
" opc_Total_Characters opc_OrgPsyCapConfidence opc_OrgPsyCapHope \\\n",
"2 11083 32 16 \n",
@@ -1663,11 +1663,11 @@
"11 12177 18 21 \n",
"12 12177 18 21 \n",
"... ... ... ... \n",
- "7097 3387 6 6 \n",
- "7098 7880 11 17 \n",
- "7099 7880 11 17 \n",
- "7100 2346 5 5 \n",
- "7102 2346 5 5 \n",
+ "7094 3387 6 6 \n",
+ "7095 7880 11 17 \n",
+ "7096 7880 11 17 \n",
+ "7097 2346 5 5 \n",
+ "7099 2346 5 5 \n",
"\n",
" opc_OrgPsyCapOptimism opc_OrgPsyCapResilience 13dg_filing_date \\\n",
"2 5 6 20070214 \n",
@@ -1676,11 +1676,11 @@
"11 7 3 20100212 \n",
"12 7 3 20100129 \n",
"... ... ... ... \n",
- "7097 4 5 20180214 \n",
- "7098 1 4 20160212 \n",
- "7099 1 4 20160128 \n",
- "7100 0 2 20170125 \n",
- "7102 0 2 20170214 \n",
+ "7094 4 5 20180214 \n",
+ "7095 1 4 20160212 \n",
+ "7096 1 4 20160128 \n",
+ "7097 0 2 20170125 \n",
+ "7099 0 2 20170214 \n",
"\n",
" 13dg_cik_sc 13dg_cik_fc \\\n",
"2 764622 80255 \n",
@@ -1689,11 +1689,11 @@
"11 764622 93751 \n",
"12 764622 1364742 \n",
"... ... ... \n",
- "7097 1489393 1422849 \n",
- "7098 1579241 80255 \n",
- "7099 1579241 1364742 \n",
- "7100 1579241 19617 \n",
- "7102 1579241 1505708 \n",
+ "7094 1489393 1422849 \n",
+ "7095 1579241 80255 \n",
+ "7096 1579241 1364742 \n",
+ "7097 1579241 19617 \n",
+ "7099 1579241 1505708 \n",
"\n",
" 13dg_filePath 13dg_filingYear \\\n",
"2 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2007 \n",
@@ -1702,11 +1702,11 @@
"11 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2010 \n",
"12 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2010 \n",
"... ... ... \n",
- "7097 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
- "7098 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
- "7099 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
- "7100 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
- "7102 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "7094 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
+ "7095 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
+ "7096 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
+ "7097 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "7099 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
"\n",
" 13dg_filingMonth 13dg_corresponding_LTS_finYear \\\n",
"2 2 2004 \n",
@@ -1715,11 +1715,11 @@
"11 2 2007 \n",
"12 1 2007 \n",
"... ... ... \n",
- "7097 2 2015 \n",
- "7098 2 2013 \n",
- "7099 1 2013 \n",
- "7100 1 2014 \n",
- "7102 2 2014 \n",
+ "7094 2 2015 \n",
+ "7095 2 2013 \n",
+ "7096 1 2013 \n",
+ "7097 1 2014 \n",
+ "7099 2 2014 \n",
"\n",
" 13dg_corresponding_LTS_case \n",
"2 13g_case1 \n",
@@ -1728,13 +1728,13 @@
"11 13g_case1 \n",
"12 13g_case1 \n",
"... ... \n",
+ "7094 13g_case1 \n",
+ "7095 13g_case1 \n",
+ "7096 13g_case1 \n",
"7097 13g_case1 \n",
- "7098 13g_case1 \n",
"7099 13g_case1 \n",
- "7100 13g_case1 \n",
- "7102 13g_case1 \n",
"\n",
- "[4236 rows x 18 columns]"
+ "[4233 rows x 18 columns]"
]
},
"execution_count": 8,
@@ -2351,7 +2351,7 @@
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7097</td>\n",
+ " <td>7094</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>294524</td>\n",
" <td>LYONDELLBASELL INDUSTRIES NV</td>\n",
@@ -2373,7 +2373,7 @@
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7098</td>\n",
+ " <td>7095</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -2395,7 +2395,7 @@
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7099</td>\n",
+ " <td>7096</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -2417,7 +2417,7 @@
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7100</td>\n",
+ " <td>7097</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -2439,7 +2439,7 @@
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7102</td>\n",
+ " <td>7099</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -2462,7 +2462,7 @@
" </tr>\n",
" </tbody>\n",
"</table>\n",
- "<p>4236 rows × 19 columns</p>\n",
+ "<p>4233 rows × 19 columns</p>\n",
"</div>"
],
"text/plain": [
@@ -2473,11 +2473,11 @@
"11 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 1075 \n",
"12 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 1075 \n",
"... ... ... \n",
- "7097 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 294524 \n",
- "7098 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
+ "7094 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 294524 \n",
+ "7095 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
+ "7096 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
+ "7097 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
"7099 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
- "7100 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
- "7102 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
"\n",
" lts_company name lts_finYear opc_Total_Words \\\n",
"2 PINNACLE WEST CAPITAL CORP 2004 2050 \n",
@@ -2486,11 +2486,11 @@
"11 PINNACLE WEST CAPITAL CORP 2007 2320 \n",
"12 PINNACLE WEST CAPITAL CORP 2007 2320 \n",
"... ... ... ... \n",
- "7097 LYONDELLBASELL INDUSTRIES NV 2015 635 \n",
- "7098 ALLEGION PLC 2013 1406 \n",
- "7099 ALLEGION PLC 2013 1406 \n",
- "7100 ALLEGION PLC 2014 458 \n",
- "7102 ALLEGION PLC 2014 458 \n",
+ "7094 LYONDELLBASELL INDUSTRIES NV 2015 635 \n",
+ "7095 ALLEGION PLC 2013 1406 \n",
+ "7096 ALLEGION PLC 2013 1406 \n",
+ "7097 ALLEGION PLC 2014 458 \n",
+ "7099 ALLEGION PLC 2014 458 \n",
"\n",
" opc_Total_Characters opc_OrgPsyCapConfidence opc_OrgPsyCapHope \\\n",
"2 11083 32 16 \n",
@@ -2499,11 +2499,11 @@
"11 12177 18 21 \n",
"12 12177 18 21 \n",
"... ... ... ... \n",
- "7097 3387 6 6 \n",
- "7098 7880 11 17 \n",
- "7099 7880 11 17 \n",
- "7100 2346 5 5 \n",
- "7102 2346 5 5 \n",
+ "7094 3387 6 6 \n",
+ "7095 7880 11 17 \n",
+ "7096 7880 11 17 \n",
+ "7097 2346 5 5 \n",
+ "7099 2346 5 5 \n",
"\n",
" opc_OrgPsyCapOptimism opc_OrgPsyCapResilience 13dg_filing_date \\\n",
"2 5 6 20070214 \n",
@@ -2512,11 +2512,11 @@
"11 7 3 20100212 \n",
"12 7 3 20100129 \n",
"... ... ... ... \n",
- "7097 4 5 20180214 \n",
- "7098 1 4 20160212 \n",
- "7099 1 4 20160128 \n",
- "7100 0 2 20170125 \n",
- "7102 0 2 20170214 \n",
+ "7094 4 5 20180214 \n",
+ "7095 1 4 20160212 \n",
+ "7096 1 4 20160128 \n",
+ "7097 0 2 20170125 \n",
+ "7099 0 2 20170214 \n",
"\n",
" 13dg_cik_sc 13dg_cik_fc \\\n",
"2 764622 80255 \n",
@@ -2525,11 +2525,11 @@
"11 764622 93751 \n",
"12 764622 1364742 \n",
"... ... ... \n",
- "7097 1489393 1422849 \n",
- "7098 1579241 80255 \n",
- "7099 1579241 1364742 \n",
- "7100 1579241 19617 \n",
- "7102 1579241 1505708 \n",
+ "7094 1489393 1422849 \n",
+ "7095 1579241 80255 \n",
+ "7096 1579241 1364742 \n",
+ "7097 1579241 19617 \n",
+ "7099 1579241 1505708 \n",
"\n",
" 13dg_filePath 13dg_filingYear \\\n",
"2 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2007 \n",
@@ -2538,11 +2538,11 @@
"11 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2010 \n",
"12 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2010 \n",
"... ... ... \n",
- "7097 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
- "7098 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
- "7099 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
- "7100 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
- "7102 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "7094 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
+ "7095 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
+ "7096 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
+ "7097 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "7099 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
"\n",
" 13dg_filingMonth 13dg_corresponding_LTS_finYear \\\n",
"2 2 2004 \n",
@@ -2551,11 +2551,11 @@
"11 2 2007 \n",
"12 1 2007 \n",
"... ... ... \n",
- "7097 2 2015 \n",
- "7098 2 2013 \n",
- "7099 1 2013 \n",
- "7100 1 2014 \n",
- "7102 2 2014 \n",
+ "7094 2 2015 \n",
+ "7095 2 2013 \n",
+ "7096 1 2013 \n",
+ "7097 1 2014 \n",
+ "7099 2 2014 \n",
"\n",
" 13dg_corresponding_LTS_case is13D \n",
"2 13g_case1 0 \n",
@@ -2564,13 +2564,13 @@
"11 13g_case1 0 \n",
"12 13g_case1 0 \n",
"... ... ... \n",
+ "7094 13g_case1 0 \n",
+ "7095 13g_case1 0 \n",
+ "7096 13g_case1 0 \n",
"7097 13g_case1 0 \n",
- "7098 13g_case1 0 \n",
"7099 13g_case1 0 \n",
- "7100 13g_case1 0 \n",
- "7102 13g_case1 0 \n",
"\n",
- "[4236 rows x 19 columns]"
+ "[4233 rows x 19 columns]"
]
},
"execution_count": 10,
@@ -2772,7 +2772,7 @@
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>4535</td>\n",
+ " <td>4532</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>294524</td>\n",
" <td>LYONDELLBASELL INDUSTRIES NV</td>\n",
@@ -2794,7 +2794,7 @@
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>4536</td>\n",
+ " <td>4533</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -2816,7 +2816,7 @@
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>4537</td>\n",
+ " <td>4534</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -2838,7 +2838,7 @@
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>4538</td>\n",
+ " <td>4535</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -2860,7 +2860,7 @@
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>4539</td>\n",
+ " <td>4536</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -2883,7 +2883,7 @@
" </tr>\n",
" </tbody>\n",
"</table>\n",
- "<p>4540 rows × 19 columns</p>\n",
+ "<p>4537 rows × 19 columns</p>\n",
"</div>"
],
"text/plain": [
@@ -2894,11 +2894,11 @@
"3 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 1487 \n",
"4 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 1661 \n",
"... ... ... \n",
- "4535 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 294524 \n",
+ "4532 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 294524 \n",
+ "4533 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
+ "4534 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
+ "4535 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
"4536 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
- "4537 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
- "4538 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
- "4539 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
"\n",
" lts_company name lts_finYear opc_Total_Words \\\n",
"0 ADVANCED MICRO DEVICES 2007 1406 \n",
@@ -2907,11 +2907,11 @@
"3 AMERICAN INTERNATIONAL GROUP 2009 2495 \n",
"4 NABORS INDUSTRIES LTD 2011 823 \n",
"... ... ... ... \n",
- "4535 LYONDELLBASELL INDUSTRIES NV 2015 635 \n",
- "4536 ALLEGION PLC 2013 1406 \n",
- "4537 ALLEGION PLC 2013 1406 \n",
- "4538 ALLEGION PLC 2014 458 \n",
- "4539 ALLEGION PLC 2014 458 \n",
+ "4532 LYONDELLBASELL INDUSTRIES NV 2015 635 \n",
+ "4533 ALLEGION PLC 2013 1406 \n",
+ "4534 ALLEGION PLC 2013 1406 \n",
+ "4535 ALLEGION PLC 2014 458 \n",
+ "4536 ALLEGION PLC 2014 458 \n",
"\n",
" opc_Total_Characters opc_OrgPsyCapConfidence opc_OrgPsyCapHope \\\n",
"0 7809 12 16 \n",
@@ -2920,11 +2920,11 @@
"3 13070 30 16 \n",
"4 4576 17 3 \n",
"... ... ... ... \n",
- "4535 3387 6 6 \n",
- "4536 7880 11 17 \n",
- "4537 7880 11 17 \n",
- "4538 2346 5 5 \n",
- "4539 2346 5 5 \n",
+ "4532 3387 6 6 \n",
+ "4533 7880 11 17 \n",
+ "4534 7880 11 17 \n",
+ "4535 2346 5 5 \n",
+ "4536 2346 5 5 \n",
"\n",
" opc_OrgPsyCapOptimism opc_OrgPsyCapResilience 13dg_filing_date \\\n",
"0 9 6 20081016 \n",
@@ -2933,11 +2933,11 @@
"3 11 9 20100917 \n",
"4 3 1 20130123 \n",
"... ... ... ... \n",
- "4535 4 5 20180214 \n",
- "4536 1 4 20160212 \n",
- "4537 1 4 20160128 \n",
- "4538 0 2 20170125 \n",
- "4539 0 2 20170214 \n",
+ "4532 4 5 20180214 \n",
+ "4533 1 4 20160212 \n",
+ "4534 1 4 20160128 \n",
+ "4535 0 2 20170125 \n",
+ "4536 0 2 20170214 \n",
"\n",
" 13dg_cik_sc 13dg_cik_fc \\\n",
"0 2488 1419351 \n",
@@ -2946,11 +2946,11 @@
"3 5272 1056831 \n",
"4 1163739 1554913 \n",
"... ... ... \n",
- "4535 1489393 1422849 \n",
- "4536 1579241 80255 \n",
- "4537 1579241 1364742 \n",
- "4538 1579241 19617 \n",
- "4539 1579241 1505708 \n",
+ "4532 1489393 1422849 \n",
+ "4533 1579241 80255 \n",
+ "4534 1579241 1364742 \n",
+ "4535 1579241 19617 \n",
+ "4536 1579241 1505708 \n",
"\n",
" 13dg_filePath 13dg_filingYear \\\n",
"0 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2008 \n",
@@ -2959,11 +2959,11 @@
"3 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2010 \n",
"4 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2013 \n",
"... ... ... \n",
- "4535 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
- "4536 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
- "4537 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
- "4538 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
- "4539 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "4532 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
+ "4533 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
+ "4534 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
+ "4535 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "4536 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
"\n",
" 13dg_filingMonth 13dg_corresponding_LTS_finYear \\\n",
"0 10 2007 \n",
@@ -2972,11 +2972,11 @@
"3 9 2009 \n",
"4 1 2011 \n",
"... ... ... \n",
- "4535 2 2015 \n",
- "4536 2 2013 \n",
- "4537 1 2013 \n",
- "4538 1 2014 \n",
- "4539 2 2014 \n",
+ "4532 2 2015 \n",
+ "4533 2 2013 \n",
+ "4534 1 2013 \n",
+ "4535 1 2014 \n",
+ "4536 2 2014 \n",
"\n",
" 13dg_corresponding_LTS_case is13D \n",
"0 13d_case2 1 \n",
@@ -2985,13 +2985,13 @@
"3 13d_case2 1 \n",
"4 13d_case1 1 \n",
"... ... ... \n",
+ "4532 13g_case1 0 \n",
+ "4533 13g_case1 0 \n",
+ "4534 13g_case1 0 \n",
"4535 13g_case1 0 \n",
"4536 13g_case1 0 \n",
- "4537 13g_case1 0 \n",
- "4538 13g_case1 0 \n",
- "4539 13g_case1 0 \n",
"\n",
- "[4540 rows x 19 columns]"
+ "[4537 rows x 19 columns]"
]
},
"execution_count": 11,
@@ -3037,8 +3037,8 @@
"output_type": "stream",
"text": [
"Start writing data from dataframe to file Result_13d_13g.xlsx.\n",
- "Starting time: 00:17:50\n",
- "Finish time: 00:17:51\n"
+ "Starting time: 18:31:30\n",
+ "Finish time: 18:31:32\n"
]
}
],
@@ -3062,7 +3062,7 @@
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x2709e159fc8>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x27666e59388>"
]
},
"execution_count": 14,
@@ -3071,7 +3071,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
@@ -3084,12 +3084,15 @@
],
"source": [
"fig, ax = plt.subplots()\n",
+ "plt.xlabel('\\nGeschäftsjahr', fontsize=20)\n",
+ "plt.ylabel('Anzahl', fontsize=20)\n",
+ "plt.tick_params(labelsize=15)\n",
"df_result_13d_13g['lts_finYear'].value_counts().sort_index().plot(ax=ax, kind='bar')"
]
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 15,
"metadata": {},
"outputs": [
{
@@ -3101,10 +3104,10 @@
"2003 226\n",
"2004 178\n",
"2005 391\n",
- "2006 291\n",
- "2007 639\n",
+ "2006 290\n",
+ "2007 638\n",
"2008 380\n",
- "2009 398\n",
+ "2009 397\n",
"2010 333\n",
"2011 305\n",
"2012 360\n",
@@ -3115,7 +3118,7 @@
"Name: lts_finYear, dtype: int64"
]
},
- "execution_count": 19,
+ "execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
@@ -3139,7 +3142,7 @@
{
"data": {
"text/plain": [
- "0 3599\n",
+ "0 3597\n",
"1 112\n",
"Name: is13D, dtype: int64"
]
diff --git a/.ipynb_checkpoints/06_jupy_PrepareData_13D_and_13G-checkpoint.ipynb b/.ipynb_checkpoints/06_jupy_PrepareData_13D_and_13G-checkpoint.ipynb
index eb5962a42e9b20c122e92f12f245450cffd81fe5..ea016d127ae7914887d923b9c10c94d6bd02c7c8 100644
--- a/.ipynb_checkpoints/06_jupy_PrepareData_13D_and_13G-checkpoint.ipynb
+++ b/.ipynb_checkpoints/06_jupy_PrepareData_13D_and_13G-checkpoint.ipynb
@@ -11,7 +11,7 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
@@ -26,7 +26,7 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 2,
"metadata": {},
"outputs": [
{
@@ -64,7 +64,7 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 3,
"metadata": {},
"outputs": [
{
@@ -243,7 +243,7 @@
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@@ -354,7 +354,7 @@
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@@ -365,11 +365,11 @@
"3 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 1487 \n",
"4 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 1661 \n",
"... ... ... \n",
- "4535 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 294524 \n",
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+ "4534 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
+ "4535 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
"4536 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
- "4537 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
- "4538 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
- "4539 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
"\n",
" lts_company name lts_finYear opc_Total_Words \\\n",
"0 ADVANCED MICRO DEVICES 2007 1406 \n",
@@ -378,11 +378,11 @@
"3 AMERICAN INTERNATIONAL GROUP 2009 2495 \n",
"4 NABORS INDUSTRIES LTD 2011 823 \n",
"... ... ... ... \n",
- "4535 LYONDELLBASELL INDUSTRIES NV 2015 635 \n",
- "4536 ALLEGION PLC 2013 1406 \n",
- "4537 ALLEGION PLC 2013 1406 \n",
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+ "4534 ALLEGION PLC 2013 1406 \n",
+ "4535 ALLEGION PLC 2014 458 \n",
+ "4536 ALLEGION PLC 2014 458 \n",
"\n",
" opc_Total_Characters opc_OrgPsyCapConfidence opc_OrgPsyCapHope \\\n",
"0 7809 12 16 \n",
@@ -391,11 +391,11 @@
"3 13070 30 16 \n",
"4 4576 17 3 \n",
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"\n",
" opc_OrgPsyCapOptimism opc_OrgPsyCapResilience 13dg_filing_date \\\n",
"0 9 6 20081016 \n",
@@ -404,11 +404,11 @@
"3 11 9 20100917 \n",
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"... ... ... ... \n",
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+ "4533 1 4 20160212 \n",
+ "4534 1 4 20160128 \n",
+ "4535 0 2 20170125 \n",
+ "4536 0 2 20170214 \n",
"\n",
" 13dg_cik_sc 13dg_cik_fc \\\n",
"0 2488 1419351 \n",
@@ -417,11 +417,11 @@
"3 5272 1056831 \n",
"4 1163739 1554913 \n",
"... ... ... \n",
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+ "4534 1579241 1364742 \n",
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"\n",
" 13dg_filePath 13dg_filingYear \\\n",
"0 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2008 \n",
@@ -430,11 +430,11 @@
"3 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2010 \n",
"4 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2013 \n",
"... ... ... \n",
- "4535 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
- "4536 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
- "4537 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
- "4538 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
- "4539 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
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+ "4536 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
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" 13dg_filingMonth 13dg_corresponding_LTS_finYear \\\n",
"0 10 2007 \n",
@@ -443,11 +443,11 @@
"3 9 2009 \n",
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"... ... ... \n",
- "4535 2 2015 \n",
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" 13dg_corresponding_LTS_case is13D \n",
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@@ -456,16 +456,16 @@
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"... ... ... \n",
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- "[4540 rows x 19 columns]"
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},
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"metadata": {},
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@@ -485,7 +485,7 @@
},
{
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"metadata": {},
"outputs": [
{
@@ -587,7 +587,7 @@
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" opc_OrgPsyCapHope opc_OrgPsyCapOptimism opc_OrgPsyCapResilience \\\n",
"0 16 9 6 \n",
@@ -667,11 +667,11 @@
"3 16 11 9 \n",
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"... ... ... ... \n",
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" is13D 13dg_corresponding_LTS_finYear \n",
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@@ -680,16 +680,16 @@
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"... ... ... \n",
- "4535 0 2015 \n",
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@@ -719,9 +719,21 @@
},
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- "execution_count": 15,
+ "execution_count": 5,
"metadata": {},
"outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\Raphael\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:5: SettingWithCopyWarning: \n",
+ "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+ "Try using .loc[row_indexer,col_indexer] = value instead\n",
+ "\n",
+ "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
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" opc_OrgPsyCapHope opc_OrgPsyCapOptimism opc_OrgPsyCapResilience \\\n",
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- "4536 0.000711 0.002845 \n",
- "4537 0.000711 0.002845 \n",
- "4538 0.000000 0.004367 \n",
- "4539 0.000000 0.004367 \n",
+ "4532 0.006299 0.007874 \n",
+ "4533 0.000711 0.002845 \n",
+ "4534 0.000711 0.002845 \n",
+ "4535 0.000000 0.004367 \n",
+ "4536 0.000000 0.004367 \n",
"\n",
" opc_TotalPsyCap_divByWords \n",
"0 0.030583 \n",
@@ -1402,16 +1414,16 @@
"3 0.026453 \n",
"4 0.029162 \n",
"... ... \n",
- "4535 0.033071 \n",
- "4536 0.023471 \n",
- "4537 0.023471 \n",
- "4538 0.026201 \n",
- "4539 0.026201 \n",
+ "4532 0.033071 \n",
+ "4533 0.023471 \n",
+ "4534 0.023471 \n",
+ "4535 0.026201 \n",
+ "4536 0.026201 \n",
"\n",
- "[4540 rows x 14 columns]"
+ "[4537 rows x 14 columns]"
]
},
- "execution_count": 19,
+ "execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
@@ -1429,7 +1441,7 @@
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 10,
"metadata": {},
"outputs": [
{
@@ -1437,8 +1449,8 @@
"output_type": "stream",
"text": [
"Start writing data from dataframe to file DataForStatisticalAnalysis.xlsx.\n",
- "Starting time: 00:19:38\n",
- "Finish time: 00:19:39\n"
+ "Starting time: 18:33:21\n",
+ "Finish time: 18:33:22\n"
]
}
],
diff --git a/.ipynb_checkpoints/07_jupy_StatisticalAnalysisOfPsyCap-checkpoint.ipynb b/.ipynb_checkpoints/07_jupy_StatisticalAnalysisOfPsyCap-checkpoint.ipynb
index 95dcbefac70c9a00fd99b06b5a192ff324a3060c..87b421d515d6cf96815eb0284f0f78cd054b0ab7 100644
--- a/.ipynb_checkpoints/07_jupy_StatisticalAnalysisOfPsyCap-checkpoint.ipynb
+++ b/.ipynb_checkpoints/07_jupy_StatisticalAnalysisOfPsyCap-checkpoint.ipynb
@@ -9,7 +9,7 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
@@ -24,7 +24,7 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 14,
"metadata": {},
"outputs": [
{
@@ -62,7 +62,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 15,
"metadata": {},
"outputs": [
{
@@ -206,7 +206,7 @@
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>4535</td>\n",
+ " <td>4532</td>\n",
" <td>635</td>\n",
" <td>3387</td>\n",
" <td>6</td>\n",
@@ -223,7 +223,7 @@
" <td>0.033071</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>4536</td>\n",
+ " <td>4533</td>\n",
" <td>1406</td>\n",
" <td>7880</td>\n",
" <td>11</td>\n",
@@ -240,7 +240,7 @@
" <td>0.023471</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>4537</td>\n",
+ " <td>4534</td>\n",
" <td>1406</td>\n",
" <td>7880</td>\n",
" <td>11</td>\n",
@@ -257,7 +257,7 @@
" <td>0.023471</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>4538</td>\n",
+ " <td>4535</td>\n",
" <td>458</td>\n",
" <td>2346</td>\n",
" <td>5</td>\n",
@@ -274,7 +274,7 @@
" <td>0.026201</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>4539</td>\n",
+ " <td>4536</td>\n",
" <td>458</td>\n",
" <td>2346</td>\n",
" <td>5</td>\n",
@@ -292,7 +292,7 @@
" </tr>\n",
" </tbody>\n",
"</table>\n",
- "<p>4540 rows × 14 columns</p>\n",
+ "<p>4537 rows × 14 columns</p>\n",
"</div>"
],
"text/plain": [
@@ -303,11 +303,11 @@
"3 2495 13070 30 \n",
"4 823 4576 17 \n",
"... ... ... ... \n",
- "4535 635 3387 6 \n",
- "4536 1406 7880 11 \n",
- "4537 1406 7880 11 \n",
- "4538 458 2346 5 \n",
- "4539 458 2346 5 \n",
+ "4532 635 3387 6 \n",
+ "4533 1406 7880 11 \n",
+ "4534 1406 7880 11 \n",
+ "4535 458 2346 5 \n",
+ "4536 458 2346 5 \n",
"\n",
" opc_OrgPsyCapHope opc_OrgPsyCapOptimism opc_OrgPsyCapResilience \\\n",
"0 16 9 6 \n",
@@ -316,11 +316,11 @@
"3 16 11 9 \n",
"4 3 3 1 \n",
"... ... ... ... \n",
- "4535 6 4 5 \n",
- "4536 17 1 4 \n",
- "4537 17 1 4 \n",
- "4538 5 0 2 \n",
- "4539 5 0 2 \n",
+ "4532 6 4 5 \n",
+ "4533 17 1 4 \n",
+ "4534 17 1 4 \n",
+ "4535 5 0 2 \n",
+ "4536 5 0 2 \n",
"\n",
" is13D 13dg_corresponding_LTS_finYear opc_TotalPsyCap \\\n",
"0 1 2007 43 \n",
@@ -329,11 +329,11 @@
"3 1 2009 66 \n",
"4 1 2011 24 \n",
"... ... ... ... \n",
- "4535 0 2015 21 \n",
- "4536 0 2013 33 \n",
- "4537 0 2013 33 \n",
- "4538 0 2014 12 \n",
- "4539 0 2014 12 \n",
+ "4532 0 2015 21 \n",
+ "4533 0 2013 33 \n",
+ "4534 0 2013 33 \n",
+ "4535 0 2014 12 \n",
+ "4536 0 2014 12 \n",
"\n",
" opc_OrgPsyCapConfidence_divByWords opc_OrgPsyCapHope_divByWords \\\n",
"0 0.008535 0.011380 \n",
@@ -342,11 +342,11 @@
"3 0.012024 0.006413 \n",
"4 0.020656 0.003645 \n",
"... ... ... \n",
- "4535 0.009449 0.009449 \n",
- "4536 0.007824 0.012091 \n",
- "4537 0.007824 0.012091 \n",
- "4538 0.010917 0.010917 \n",
- "4539 0.010917 0.010917 \n",
+ "4532 0.009449 0.009449 \n",
+ "4533 0.007824 0.012091 \n",
+ "4534 0.007824 0.012091 \n",
+ "4535 0.010917 0.010917 \n",
+ "4536 0.010917 0.010917 \n",
"\n",
" opc_OrgPsyCapOptimism_divByWords opc_OrgPsyCapResilience_divByWords \\\n",
"0 0.006401 0.004267 \n",
@@ -355,11 +355,11 @@
"3 0.004409 0.003607 \n",
"4 0.003645 0.001215 \n",
"... ... ... \n",
- "4535 0.006299 0.007874 \n",
- "4536 0.000711 0.002845 \n",
- "4537 0.000711 0.002845 \n",
- "4538 0.000000 0.004367 \n",
- "4539 0.000000 0.004367 \n",
+ "4532 0.006299 0.007874 \n",
+ "4533 0.000711 0.002845 \n",
+ "4534 0.000711 0.002845 \n",
+ "4535 0.000000 0.004367 \n",
+ "4536 0.000000 0.004367 \n",
"\n",
" opc_TotalPsyCap_divByWords \n",
"0 0.030583 \n",
@@ -368,16 +368,16 @@
"3 0.026453 \n",
"4 0.029162 \n",
"... ... \n",
- "4535 0.033071 \n",
- "4536 0.023471 \n",
- "4537 0.023471 \n",
- "4538 0.026201 \n",
- "4539 0.026201 \n",
+ "4532 0.033071 \n",
+ "4533 0.023471 \n",
+ "4534 0.023471 \n",
+ "4535 0.026201 \n",
+ "4536 0.026201 \n",
"\n",
- "[4540 rows x 14 columns]"
+ "[4537 rows x 14 columns]"
]
},
- "execution_count": 3,
+ "execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
@@ -389,7 +389,7 @@
},
{
"cell_type": "code",
- "execution_count": 59,
+ "execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
@@ -398,19 +398,17 @@
},
{
"cell_type": "code",
- "execution_count": 60,
+ "execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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97cCBAwyfz2dMTEyYxMREdv2OHTvY8z0qKopdn5mZyXh6ejJ8Pp8ZN26c2H68vLzY86io/QcHB7Prc3NzGYZhmLlz5zJ8Pp8ZNWoUk5CQwL6enp7OvjZ48GCx37HijpdoX/k/D8MwzIQJExg+n8/8/vvvYudqfHw8M2zYMIbP5zPbtm1j14t+s0TfQ0xMDPvax48fGTMzM4bP5zOnT59m13/48IExMDBgOnbsyJw7d05s/8HBwYy+vj7TqVMnJjIyUuL3s379erFzau/evQyfz2eMjY3FjltR8sdcEtHvorOzs9h60bVmYmIi9huVnp7OODg4MHw+n1myZInYewYPHszw+Xzm7t27YuvLcx6J9m9lZcV8+/aNYZgf54o0jsmKFSskHhNDQ0OxY+Ls7Mzw+XymQ4cOzM2bN9n1ERERTPv27Rk+n8/o6ekxV69eZV+Li4tjTExMGD6fz9y6dYtdf+rUKfY3LDw8nF2fm5vLbN68mb2fyB+XaP8dO3ZkLly4wK7PyclhZs6cyfD5fGbixIkMIZWFak4Jqca+fv2K33//Xezf3LlzMW7cOPTq1Qs3btxAo0aNsH79esjIyAAA+7S4WbNm4HA4bFlqampYuXIlVq1aBR0dHXa9qPY0fxM1AHjx4gXCw8PRsWNH9snylStXEB0dDQMDA8yZM4fdJ5BX4zRkyBC0adMGr169Eiurc+fOmDx5slg8oqawHz9+ZJtChoaGIiwsjB0ISklJid1eWVkZW7ZsgaKiIm7evFlsk6nylHPy5EkIBAIMGDAAjo6O7PYcDgczZ85Ely5ditxffqLvv2C/NB0dHaxatQpr1qxhm2JnZ2ezzbjWrl0LdXV1dnsVFRW4u7tDW1sbMTExhfbj4+ODxo0bs8sGBgbo3r07AIg1j9uzZw9by2BmZiZWhoODAwYOHIivX7/i2LFjAPKmdklPT4eMjIxYPADwyy+/wNPTE9OnTy/VdyESGRmJsWPH4tOnT+ByuUhMTMSePXuKfY+MjAz69u0Ld3f3QgNO9evXD02bNgWQN9VEQR07dsSCBQvY85PD4WD27Nno2LEjYmJicOXKlTLFL/L9+3f069cPc+fORZMmTcReMzQ0ZEd1lXS8SkNLSwumpqb4+vUrbt26JfbaqVOnwDAM7Ozs2M8l+g5nzJgBCwsLse1tbGzYWlxJ33WXLl3g7Owsdk1OmDABAPD+/Xu272VpqKqqYsmSJWIDso0dOxYWFhZISUlha2Kzs7Oxd+9eAMCGDRvEBqGSlZXF8uXLoaGhgbt370psklwUUe2PCJfLRVxcHM6ePYt69ephy5YtbI0bAMjLy8PHxweampp48+YNrl69Wup9FfTs2TPcvn0bLVq0wMqVK8XO1SZNmrBNxP/3v/8VaoYO5DWzzt+/tWXLluwI7fl/R//3v//h+/fvmDBhAgYOHChWhqjpcWZmJvbv319oHy1atMDcuXPB4/0YA9PJyQmysrJIS0ur8ulwfvnlF5iamrLL8vLy7Gi8Bf92SFLR82jkyJFo2LAhgLxzpaCqOiaenp5ix2TcuHFQUFBARkYGW6Ofn42NDczNzdnlNm3asH+bbWxs0KdPH/a1pk2bst9xZGQku37Xrl0A8mph9fT02PVcLhezZs2CgYEBIiMjJTbvHzJkCPr3788uy8jIYNy4cYW+F0IqipJTQqqx9PR0nD59WuzfhQsX8OrVK7Rt2xZTp07F6dOn2ZtiAOjatSsA4J9//oGbmxsCAwPZhKl79+4YMWIEWrZsyW4/cOBANGrUCPfv30dUVBS7XpSsjBw5kl139+5dAHmJqCTr1q3D8ePHYWJiIrY+/42IiJqaGjsITUpKCgCwTYMsLS0ljoCrrKzMTpkjikWS8pRz+/ZtAHlN9iQZNGhQkfvLT/T9r1q1Ch4eHggKCsLXr18B5CVV9vb2bGLz7NkzJCcnQ1tbG+3atStUlqWlJS5cuIDZs2eLrW/SpAlatWpVaHvRDVVycjKAvL6sou+iZ8+eEuPt27cvgB/fg6qqKtq1a4fMzEwMHz4cmzdvRkhICHJyciArK4vx48cXmt6oJGfPnkV8fDxcXFzYOSO3bdtW7DF0dHTEX3/9hW7durHrsrKy8Pr1axw/fpxtXifpht/W1lYs6QLyElTRsf3vv//KFL+IjY0Ntm3bJjbPbE5ODiIjI3HmzBm2f5ekmEpL1GS3YNPegk16c3NzERISAgBiTU7zs7OzAyD5WpE0L3D+hxGSmvkXpV+/fhKvM9HvhOgcfP78OZKSkqChoSH2gExEVlaWfcBS3LlRUPv27Qutu3fvHhiGgYmJicQBjGRlZdmEoiz7KujOnTsA8n7jJI2W3rZtW2hqauLbt28SH6gVdxzyHwPR71OPHj0kxlHwOi64j4LXg6ysLPtwqyzHujIU95mL6jOfX0XPI0nnS2njq6xjYmRkJPZwF8hLEEUP3US/4SXFpaKiAgASR48WPQQVPWhKSEjA69evwePx2L9TBYkecpX1N6M0x42Q0qKpZAipxlq0aFHmWh4bGxu8evUKu3fvxoULF9hBh/h8PqysrDBmzBix0WXr168POzs7+Pn54cSJE3B1dUVmZibOnDkDeXl5sRvf+Ph4AGUfrVL0lLog0R9nUZ8YUfn5k+eCRK+JtpWkPOWIauCKmrcw/9P54owfPx6RkZE4fvw4AgMDERgYCC6Xi44dO6J///4YPXo0lJWVxfZd1rkSi/o+RU/hRf3bkpKS2JuGoh4oiMTGxrL/37JlC9zc3BAREYEdO3Zgx44dUFRURM+ePWFra4t+/foVutktyfTp09kk+/bt2zh9+jTmzZuHEydOFKqFFElKSoK/vz9u376NyMhIxMfHg2EYAGD3L1rOr6i5UkXnbVF90UojPT0dgYGBuHr1Kt69e4e4uDj2+y4uptIaOHAgvL29ERwcjLS0NCgqKuLJkyd4//49DAwM0LZtWwB5301WVhZ4PF6R16PoHE9LS2PLEpF0DuWvxSlLv9mirjNRXAWvsdjY2EL9RgvKfz6WRHQ95VdZvyUlEX2mkydPlthX99OnTzAwMGCX5eXlJSa0ouOQ/xiIvo/x48cXuw9J31tJvxelOdb5zw2GYYq9/kXXQ1FTm0mKR/S3oDTXTkXPo/wtTgqqLsdEUh9lUbKZn+g4SPpMBY+RKI6cnBx06tSpUmIuy3EjpLQoOSWkFpo9ezacnJxw+fJl3L59GyEhIXj9+jVev36Nffv2FaqRcnBwgJ+fHwIDA+Hq6orLly/j27dvGDZsmNiANaIaobImJpKaTklSmpsk0TbFzelannJEn62o95b2jy+Px8PKlSsxbdo0XLp0CXfu3EFYWBiePn2Kp0+f4p9//oGfnx/atWvHJuU/+/uUkZEpseZX9AQeyGsudvr0ady7dw/Xr1/H3bt38erVK1y8eBEXL15Enz59sGPHjlLHMWrUKLHa3+XLl+PRo0eIiorC3LlzsW/fvkK1CKGhoZg6dSpSUlKgrKwMfX19DBgwAHw+H6amppg5cyYiIiIk7q+ouETHsOC+Suvdu3f45ZdfEB8fD0VFRXbU47Zt28LExAQbN24s92BRIoqKihgwYAACAwNx+fJlDB06lE16hg0bxm4nOrbFnTv5z+WC10tZz7niFDUNj+j7Ft1wi5bV1dWLrLkRKSnpyE/S8S7N9Vqa35LSltGhQwe0adOm2G3zNy0GynYMRPsZMGBAsfFKKrMyjnX+Bxvp6enFzu0sGilXUjJVGfFU9Dwqbv9VdUxK+9uZX/4HBOUhildJSYmt1S2K6CFYfpX5m0FIcSg5JaSWUldXh5OTE5ycnMAwDJ4+fYrNmzfj9u3bbPNbkXbt2sHY2BgPHz7EkydPEBQUBEC8Sa+oTKDoWo0XL17g5cuX6NSpk8RmqiURNWnK37y4INFrBW/0KlqOhoYGIiMj8enTp0LNkoGy1eQAebUyEydOxMSJE5GTk4PQ0FCsWbMGz58/h6+vL7Zu3crWGBZVtqhPqqamplh/otJSVlZGvXr1kJ2djRUrVkBeXr7U7+VyuejevTvbPC4pKQnnzp2Dj48Prl27hhs3bpQ6JtHxEFFSUsKGDRvg5OSE+/fvY+vWrZgzZw77OsMw8PT0REpKCiZNmoR58+YVSijzTwNSUFE1o6K+daKRrcvqjz/+QHx8PGxtbbFy5cpCSZmkpnjlMXz4cAQGBiIoKAiDBw9GUFAQZGVlMXjwYHabxo0bQ1ZWFllZWYiNjZVYeyqaJkh0HvwsJX3fothE53uzZs1KPfp1eYl+qyr6W1La/fTo0QPu7u7lLqckTZo0QUxMDGbNmlViEvwzNGjQAMrKykhKSkJUVJRYf8WCRH0cy9oipLSq8jwqKQ5pHpOyEn1v9evXl+r3RkhJqM8pIbXMwoUL0bNnT4SGhrLrOBwODAwM2JsnScmQg4MDgLy5HW/dugUdHZ1CfUVFy0UNILJ37154enrixo0b5Ypd9BT86tWrEvuwJCUl4ebNmwDAJk2VVY6o31BwcLDEMi9evFiqzzB58mR07doVcXFx7DpRH5/ffvsNwI/vX19fH3JycoiMjJQ4AEZISAhWrFhR7huJevXqoXPnzgBQZPPwbdu2wdbWFjt37gSQNx/qkCFDCs3dqqysDEdHR3ZADkkDEZWFoaEhO1/nzp07xWocExMT8eHDBwDAzJkzCyWmL1++REJCAgDJNd2SPivDMLh06RIAoFevXsXGVlQNgWge36lTpxZKTL98+YLnz58XGVNZmJmZoWXLlrhz5w4uX74MgUAAa2trsZooHo/HPkQparoK0bRO+VtJ/Aw3b96UWFN57tw5sf0bGBhAQUEB4eHhRT6Q+fXXXzFy5Eix86E8NTZdunQBl8tFaGioxOQ5KyuL7fJQ3G9JSUS/NdeuXZN43L9+/QobGxuMHTtW7DehvPsp6vfp2LFjGDRoELy9vcu9j5KIBlQTHVdJsrKycO3aNQCVc95JOvblPY8qW3U4JmXRokULaGpqIjExEY8ePZK4zZIlSzBs2DCxh9eEVDVKTgmpZZo1a4YvX75g/fr17EBDQN7NuWhQFUNDw0Lvs7GxQcOGDfHvv//i+/fvhWpNgbxBgZo0aYKwsDDs2rVL7Ib06tWrOHv2LBQUFNiBWMrK1NQUxsbGEAgEcHd3Z0fxBfJqpebOnYv09HSYm5tLbHZUkXJGjBiBRo0a4fz584X+MO/bt48dPbWkG2VVVVUkJSVh1apVYiOe5uTksMmC6PtXUFDAqFGjwDAMPDw82IGTgLwETTR4kOjBQXlMmjQJAODt7V1oIKBr165h165deP36NTtISLt27RAdHY0bN26wNegiUVFRbIIm6RwqqylTpqBbt25gGAbz589nbzSVlJTYmj5RQiny+vVrsSbCBecdBPLOxcOHD7PLQqEQGzZsQHh4ONq3b1/k4FAiosSzYO2sqF9XwZg+ffqEmTNnsrGUZaRbSTgcDuzt7ZGVlYXVq1cDEG/SKyI6ttu3by80uu+lS5fw999/g8vlwsXFpULxlOTly5fYvHmz2O/Bzp07cf/+fTRp0oT9PZCTk4OTkxOys7Ph6urK1uwCecfI19cX169fR0REhFjfzKKOR3GaN28OGxsbZGdnY9asWWJzGn///h2LFy9GTEwM2rVrV+L5UBwzMzMYGhoiIiICCxcuZJu0Anl9fefPn493794hOztbrK9/Wf3yyy/g8XjYvn17oevyyZMnWLduHd6+fftTa/B+/fVXyMjI4O+//8bRo0cLJeMpKSlYuHAhPn/+DCMjoyIHCioL0bHP3yqhvOdRZasOx6SsRL8Z8+fPx4sXL8ReO3r0KI4ePYqXL19Wyu87IeVFzXoJqWUmTZqEK1euICwsDH379oWRkRHk5OTw+vVrfPjwAY0bN5bY/ExOTg62trY4ePAg6tWrJ/FmWF5eHps3b8bUqVOxYcMGHD9+HHp6evj06ROePHkCGRkZrFixosgBbkpj48aNGD9+PC5fvgxLS0uYmJhAKBQiJCQEKSkpaN++PTs9Q2WWo6KiAh8fH7i5uWHhwoXw8/ODtrY2IiIi8ObNG2hra+P9+/cl9vuZN28e7t27hwsXLiAkJASdOnUCl8vFixcvEBcXB4c16dUAACAASURBVC0tLbGpWObNm4cXL14gNDQU1tbWMDMzQ25uLkJDQ5GWloa+ffvCycmp3N+nhYUFXF1d4evri/Hjx0NPTw9aWlqIiYlha/qmT5/Ojl6sqKgILy8vzJ8/H3PmzMHOnTvRqlUrJCcnIyQkBNnZ2XBxcZE4OmRZcblcrF27FnZ2dkhKSsKcOXPg5+cHOTk5ODs7Y+/evZg/fz4OHz4MdXV1xMbG4unTp5CVlUWrVq3w4cMHtgY1Pw0NDSxfvhxHjhxBq1atEB4ejg8fPqBp06ZYt25dicdQNALo1atXMXXqVBgbG2PatGmYPHkyvL29sWXLFly8eBFaWlpsLYRQKESbNm3w9u1bfPnypcLfzbBhw7Bt2zbExsZCXV1dYgLVq1cvzJ49G5s3b8akSZPQqVMnaGpq4sOHD3jx4gV4PB4WL14scbTsymRsbIy//voLFy5cgK6uLiIiIhAREQElJSV22iaRWbNm4dWrV7h58yYGDx4MfX19qKqq4sWLF4iJiWGnfsk/wIvoePj7+yM2NhYWFhbsFFjF8fLywsePH/Hw4UNYWVnBzMwMsrKyCAsLQ2JiIjQ1NbF169YK9+UT/daIBsrS19cHj8dDWFgYkpOToaGhgQ0bNlRoH3p6evDy8sKyZcswZ84cbN26FW3btkViYiIePnwIhmFgb29foQdZJTEwMMCyZcuwYsUKLF68GFu3bkX79u2hoKCAL1++4NmzZ8jIyICenh42bdpUrn6VBeno6ODp06fw8vLC6dOnMWHCBBgbG5frPKps1eGYlJWTkxOeP3+OY8eOYeTIkejQoQM0NDTw9u1bvH37FhwOB15eXsU+/CXkZ6OaU0JqGUVFRfzvf//DlClT0LRpUzx48IBt2uTi4oJTp05JHH4f+NFsy9LSUmyAnPxMTU1x4sQJODg4ICsrC8HBwfj48SOsrKxw+PBhsWk2yqN58+Y4fvw4XF1doa6ujtu3b+PBgwdo3bo1Fi1aBH9/f6iqqv6UckSfwdLSErGxsQgODgaPx8PatWvZefjyz5kqibq6Oo4cOQInJycoKiri9u3b+O+//9CgQQNMmzYNAQEBYvuVl5fHvn374OnpiVatWuHu3bu4d+8eWrVqhaVLl2L79u3lHsBHZObMmdi/fz+sra2RkJCAq1evQiAQwMLCAn///XehqWqGDh2K3bt3o3fv3oiPj0dwcDDCw8NhamqKTZs2YfHixRWKJ7+mTZvCx8cHAPDw4UO2CfP8+fPh7e2Njh07IiIiAnfu3MH3798xYsQIBAYGYsqUKQAkN7d2cXHBihUrkJ2djStXriA3Nxfjx49HQEBAqfpCd+/eHTNmzICamhpu377NThnh4uICX19fdO7cGbGxsbh58yY7N+6RI0fY76VgzWp5tGjRgm0WOXTo0CLPgenTp8PPzw9WVlaIiYnB5cuXkZSUBHt7exw9ehRjx46tcCwlGTJkCLZt2wYFBQVcuXIFiYmJsLW1RUBAQKH+27Kysti1axdWrVoFQ0NDvHnzBjdu3EC9evUwfPhwnDx5stCcrUOHDoWjoyPk5eVx48YNdgqdkjRo0ACHDh2Cp6cndHR08ODBA9y+fRtqamqYPXs2Tp48WeRvYVloamqyg8k1bdoUoaGhCAkJgYaGBqZPn46AgIBiRw0urZEjR+Lo0aOwtbVFeno6rl27hqioKHTp0gWbNm2Cj49PpSSExXFwcMCJEycwYcIEKCsr4/Hjx7h8+TI7/7W3tzeOHDlSaf1N582bh169eiEtLQ03b95k53Auz3n0M1SHY1JWK1euxLZt29C9e3dERUXh6tWryMzMxMCBA3HkyJFSPfgh5GfiMDT+MyHk/7m5ueHChQvYt29fhfph1USxsbHIyMhAixYtJI4+6uXlhUOHDuGPP/6oVk/CyQ8eHh4IDAzE/Pnz2eZrhBBCCKk5qtfjHEJIlRNNKn727FlcunQJfD6/ziWmQN7cmzY2Nvj1118L9WMMDQ3FiRMnUL9+/Sp5Gk8IIYQQUhdRn1NC6jh7e3vExsYiMzMTHA4HCxculHZIUjFw4EDs3r0bd+/eRe/evWFoaIj69esjJiYGz549A4/Hg7e3d4UGNSGEEEIIIUWjmlNC6jgzMzPIyMhAW1sbGzZsqJO1pkBeX9KjR49i3rx5aN68OR49eoSrV6/i69evsLe3h7+/v8RBogghhBBCSOWgPqeEEEIIIYQQQqSOak4JIYQQQgghhEgdJaeEEEIIIYQQQqSOBkSqYl+/pkEopJbUhBBCCCGEkLqFy+WgcWPFIl+n5LSKCYUMJaeEEEIIIYQQUgA16yWEEEIIIYQQInWUnBJCCCGEEEIIkTpKTgkhhBBCCCGESB0lp4QQQgghhBBCpI6SU0IIIYQQQgghUkfJKSGEEEIIIYQQqaPklBBCCCGEEEKI1FFySgghhBBCCCFE6ig5JYQQUme9exeB0aPtEBn5TtqhEEIIqYYEgkR4eMzB168CaYdSJ1BySgghpM5at84H6enpWLdulbRDIYQQUg0dPnwAz58/w+HDB6QdSp1AySkhhJA66d27CERFfQAAfPz4nmpPCSGEiBEIEhEcfAEMw+Dy5fNUe1oFKDklhBBSJ61b51NgmWpPCSGE/HD48AEIhUIAgFAopNrTKkDJKSGEkDpJVGsq8vHje+kEQgghpFq6fj0YOTk5AICcnBxcu3ZZyhHVfpScEkIIqZNatmwltqylpS2dQAghhFRLFhZW4PF4AAAej4c+faylHFHtx2EYhpF2EHVJYmIqhEL6ygkhRNrevYuAm9s0dtnXdxdat9aRYkSEEFI9MAyDrKxMZGVlIDPzO3Jzc8AwQmmHVeVyc4VITPwCgAHAgaqqGmRk6k7dHofDRb16spCTU4CcnAK4XJkKl8nlcqCqqlTk67wK74EQQgipgXR02qJly1aIivoALS1tSkwJIQQAwwiRlJSI3NxsyMkpoGFDFfB49cDhcMDhcKQdXpWrV08B3759Q6NGjaCu3lTa4VQZhmHAMEJkZWXi+/d0pKYmQ0VFHTxevZ+637qT+hNCCCEFuLt7QkFBAe7uC6UdCiGESB3DMBAI4sHhcKCqqgElJWXIytYHl8utk4kpAKioqEJeXh4qKqrSDqVKcTgccLkykJNTgLKyGpSUGkIgiIdQmPtT90vJKSGEkDpLR6ct/P1PUa1pNfDuXQRGj7ajKX0IkaLMzAwAQKNGqnU2GS2Ix+NBU7Ml2/e0rlJQaABZWVl8/57+U/dDySkhhBBCpG7dOh+kp6fTlD6ESFFGRirk5ZUoMSUSyckpUnJKCCGEkNrt3bsIdmqfjx/fU+0pIVKSlZWJ+vXlpR0GqaZkZesjOzvrp+6DklNCCCGESNW6dT4Flqn2lBBpYBghuFxKD4hkHA73p4/aTGcfIYQQQqRKVGsq8vHje+kEQgihJr2kSFVxblBySgghhBCpatmyldiylpa2dAIhhBAiVZScEkIIIUSq3N09CyzT1D6EEFIXUXJKCCGkzqLpS6oHHZ22bO2plpY2Te1DCCF1FCWnhBBC6iyavqT6cHf3hIKCAtWaEkJIHUbJKSGEkDqJpi+pXnR02sLf/xTVmhJCSB3Gk3YAhBBCiDRImr7kzz/3SCkaQggh5uamAIBOnQyxY8ffVbLP/fv/wa5df6J/fxssXbqixO2/f/+OU6cCcPVqMCIj3yErKxMqKqro2FEfAwcOQffuPYt8b1DQaaxa5VXk6xwOB/Xq1YOSUgM0bdoMxsYm6NdvINq145frs9VEtbbmNDc3Fxs2bIC5uTmMjY3h5uaGL1++FLn906dPMWbMGBgaGqJ///44ceKE2OsMw2Dnzp3o27cvjIyMMHbsWISHh//sj0EIIeQnoelLCCGkbnv+/Bn27Sv9Q8kPH97jl1/GYOvWjXj69DFSU1OQlZWFuLhYBAdfgrv7LHh6/o709PRyxcMwDLKysiAQJCI8/DkOHdqPCROc4O29DCkpKeUqs6aptTWnvr6+CAwMxJo1a6CsrAwvLy+4urri8OHDhbYVCASYPHkyhgwZgpUrV+LOnTtYtGgR1NTUYG5uDgDYvn079u3bh9WrV0NHRwfbtm3DlClTcP78eSgpKVX1xyOEEFJBLVu2EktQafoSQgipO16+DMe8ea7Iysoq1fbJyd8we/ZvSEiIBwB069YDNjZD0KSJOmJionH06GG8fv0KN29eg5fXIqxZs6nY8oYOHQ57+xFi64RCBt+/Z+DLlwQ8f/4UQUFnkJqagvPnz+L9+0hs3foXFBQUyveBa4hamZxmZWVh//79WLx4MXr2zKta37hxI6ysrBAWFobOnTuLbX/06FEoKSlh0aJF4HK5aNOmDV68eIF//vkH5ubmSEtLw549e7B48WJYW1sDAP744w/Y2dnhxYsX6NKlS5V/RkIIIRXj7u4JN7dp+ZZpIB5CCJGmW7dCqmQ/ly6dx9q1K5GRkVHq9/zzz242MXV0dMGMGbPY1wwMjNC/vw1+/90NDx7cw+3bN3H//l106dKtyPJUVFTRrp1uka9bWfWHi8tELFrkjidPHuHlyxdYtswT69ZtKXXMNVGtbNb78uVLpKWliSWNmpqaaNGiBUJCCp/0ISEhMDMzA5f74+vo0qULwsLCIBQKERoaiszMTAwcOJB9XUlJCVeuXKHElBBCaiiavoQQQuqWL1++YNUqL3h5LUZGRgZkZGRK9b6cnBycO3caAKCu3hRTp84otI2MjAymTXNll69cuVTheBs3boy1azejRQtNAMB//93Gf//dqnC51VmtTE7j4uIAAE2bNhVbr66uzr5WcHtJ22ZkZCApKQnv37+HiooKHj9+jNGjR6NHjx6YNGkSIiIift6HIIQQ8tPR9CWEEFI3XL9+FY6OwxAUlJdkNmmijmXLVpbqvcnJ39CjRy+0adMWvXv3BY8nufGptrY2+//PnwvnHOWhpKSE2bN/Z5f//ntXpZRbXdXKZr0ZGRngcrmoV6+e2HpZWVlkZmYW2v779++QlZUttC2Q10Q4NTUVaWlpWLFiBebPnw81NTXs3r0bY8eOxblz56CiolLq2FRVqX8qIYRUF02aGOPq1avSDoMQQqqF+HgueDzp1V1165bX9c7AwAi7dv1T6PU3b14jMPA4wsJCEBcXC4Zh0LBhI+jq6qFXLwsMGjSk0P2/yLt3b9gcwdZ2KFxdZyM5+ccgQxwOivzs6upNsGJFyfNhR0X9SEibNFEvVB6XyxH7f2m/6169ekNTsyWio6Pw8uULCAQJUFdvWvIbfwIul4smTRr8tPJrZXIqJycHoVCInJwcsScbWVlZkJeXl7h9wc7QomV5eXnweDxkZGRg+fLl6NYtr+34+vXrYWFhgZMnT2LChAmlji0xMRVCIVOej0UIIYQQQshPk3f/LJR2GGAYplAc/v6HsG3bZgiF4usTEuKRkBCPW7duwM/vf9i40RfNm7coVCaXK4O+fa0xYcJk6Oi0BQB8/fot3z5Roc+ek5ODHTu2s8uWlv0KlZc/BxAKC3/G4nTp0g3R0VEAgLt372LQINtyx1oRQqEQCQnlHzmYy+UUW1lXK5NTDQ0NAEBCQgL7fwCIj48v1HwXAJo1a4aEhASxdfHx8VBQUECDBg3Y9/D5P+YYql+/PjQ1NREdHf0zPgIhpJa7ceMq1q5dCQ+PJTA3t5B2OIQQQki19eTJI/j6bgLDMNDQaAEnJxfo6LQFj8dDbGwMTp4MwMOHoYiO/og//liCv/4qXOvq4jJBbHyZypCTk4OEhHg8fvwQ//57EBERrwEAgwbZolu3HpW6L23tH+MivHnzulLLrk5qZXKqp6cHRUVF3L9/H0OHDgUAREdHIyYmBmZmZoW2NzExQUBAABiGAYeTV91+7949dO7cGVwuFyYmJgDy5kK1sMi7iczMzERUVBSGDBlSRZ+KEFKbbNy4BgCwfr0PJaeEEEJqpZycHMTFxaJZM40i+2mWxpkzJ8EwDGRkZODr+xeaNftR+dSxoz4sLfvB3X027t27g2fPnuDNm9do144vVkZlJ6YA0L+/BbKyfnQZlJWVxeTJ0+Hg4FTp+2rSpAn7/2/fkiq9/OqiVg6IJCsrCycnJ6xduxY3btzA8+fPMXfuXHTp0gVGRkbIyspCQkIC23R35MiREAgEWLZsGd6+fQs/Pz+cOXMGkydPBpA30q+dnR28vLxw584dvH37Fp6enuByubCzs5PmRyWE1EA3blxFTk4OgLw/3LduXZdyRIQQQkjlEwgSkZGRAYEgsULlJCbmvV9eXh5qak0Kvc7lcjFhwhQMHz4KM2bMhqKiYoX2VxoCQaJYYgrkdQsMDr6Ia9eCK31/cnI/uiZ++/atmC1rtlpZcwoAs2fPRk5ODtzd3ZGTk4NevXph6dKlAICHDx9i3Lhx2L9/P7p27Qo1NTXs2bMH3t7esLe3R/PmzbFmzRp0796dLW/lypXYtGkT3N3dkZqaCiMjI+zfv79MgyERQgjwo9ZUhGpPCSGE1DY5OTlITk4GwCA5ORkqKqrlrj3V1m6Ne/fuIDU1FYsXz8evv86Ajk4bsW309TtBX79TJUReOlyuDLy8fKChoYG0tFTcv38PgYFH8epVOJYtW4ioqI8YP35ype0vJyc73745xWxZs9Xa5JTH48HDwwMeHh6FXuvatStevXolts7IyAjHjh0rsjxZWVksWLAACxYsqPRYCSF1i6jWtKhlQgghpKbLqy0VDQDEQCBILPcIsyNGjMbZsyeRmpqKW7du4NatG9DQaA5T0y4wMTGDqWlXKCsrV1rspaGsrAwrq37ssplZN/TvPxCurlORmpqKPXv+grGxKQwNjSplfykpqez/lZR+3mi50lYrm/USQkh1VvDJcUX64RBCqg+BIBEeHnPw9augWpZHSFVKSUkGw+QlpwzDICUludxlNW/eAps3/4k2bdqy62JjP+H06RNYvnwR7Oz6Y9q0iThx4phUH/i2a6eLKVOms8unTwdWWtlfvvwYvDV//9PahpJTQgipYnPnirfA+P13TylFQmoLSmKqh8OHD+D582c4fPhAtSyvLqFrQvoaNGjIDjTK4XDQoEHDCpWnp9cB+/Ydxvbtu+HgMFZs9FqhUIhnz55g/frVmDJlnFQHDLKwsGL/X5mj6oaHP2f/3759x0ort7qh5JQQQqpY79592dpSHo9H/U1JhVESI30CQSKCgy+AYRhcvny+wklRZZdX19A1IX0qKqoARH0jOf+/XDEcDgeGhsZwdZ2DAwf8cfLkeSxfvhIDBw6GvHzegEFv3rzGn39urfC+8svMzERk5Dvcvn2zxMGdGjVqxP4/fz/RisjJycHjxw8BADIyMjAwqJymwtURJaeEECIFotpTqjUlFUVJTPVw+PABsVG4K5oUHT58AEKhEEBerRAlWaVH10T1wOPx0LBhQwAcNGzYsEJdWDIyMvD69UtERr4TW6+qqgZr6wFYvNgLu3fvh6xsfQDAnTu3KhJ6IefOnYGLy2gsWDAHwcGXit02Jiaa/X+TJuqVsv/r16+wSbGpaVeoqqpVSrnVESWnhBAiBb1798WZM5ep1pRUGCUx1cP168Fix+HatcsVLi9/slvR8uoSuiaqDxUVVcjLy1eo1jQ1NRUDB/bBxInO2LRpbZHbaWu3RosWLQCg0BQvFWVk1Jn9v2jO1aLk72fapUv3IrcrrZSUFOzY4csuOzo6V7jM6oySU0IIIaQGoySmejAyMhVb7tzZrELlWVhYiTX/79PHukLl1SV0TVQfPB4PmpotK1RrqqSkxDZjffgwFDduXJO43cuXL/Dx4wcAgJ5e5fbJ1NZuDROTvGv67ds3+N///pa4XXDwJRw9+i8AQFm5MezshlVov1+/CuDpOQ9xcbEAACurfjA17VKhMqs7GiKyBhAIErF2rTcWLFiCxo1pXlVCCCE/WFhY4dKlc8jJyaEkRorevxdvbhgZ+bZC5Tk6OiM4+AIAgMvlVlltSW2456BrovaZPHk6XF1/hVAoxNKlHhgwYBB69DCHmpo6kpO/4enTxwgI8Edubi5kZGTwyy8TKz2GefM8MHXqBKSkJGPPnr/w+PFDDBpki+bNNSEQfEFw8CUEB18EwzDg8XhYtmwFlJSUiixPIEjEmzfiU1vm5uYiLS0N8fGf8eTJI1y+fAEZGRkAgA4d9OHhsbTSP1d1Q8lpDZC/U/9vv7lJOxxCCCHViLSSGCLu06doseX8/c7KQ0VFFVZWA3D+/BlYWw+sskSxNtxz0DVR+xgaGmHBgsXYsGE1srKycPbsKZw9e6rQdvLy8pg3zwOdO5tKKKVitLRaYfPmP7F48XzExn7Cgwf38ODBvULbqaioYtkyb7amtSgnTwbg5MmAEvcrIyODIUOGws1tLurXlyt3/DUFJafVXMFO/Y6OzjX2SSYhhJDKJ60khohr2bIVoqI+sMtaWtoVLtPR0RlRUe+rtNa0Ntxz0DVROw0ebAdDQ2OcOHEcYWEh+PQpGhkZGVBSUoKGRgt069YDQ4cOr7RBiCTR1dXD/v1HcObMSVy/fgVv30YgPT0NSkpK0NFpC3Pz3rC1HQYFBYVylc/hcCAnJ4eGDRuhVSttGBoaw9p6AFq00KzkT1J9cZjievSSSpeYmAqhsPRf+fbtW8SapvTvP6jGPskkhBDyc9SGppg13bt3EXBzm8Yu+/ruQuvWOsW8o/qpTfccdE2UT1zcBzRr1kraYZBqrKLnCJfLgapq0c2daUCkao469RNCCCmJiooqVq/eRDfhUqSj0xYtW+bdsGlpade4xBSoXfccdE0QUjNRclrN0Wh9hBDy8wgEifDwmEPzIJJK4e7uCQUFBbi7L5R2KOVC9xyEEGmj5LSac3R0Bpebd5ioUz8hhFSu/IO/EFJROjpt4e9/qkbWmgJ0z0EIkT5KTqs5Uad+DodDnfoJIaQSFRz8hWpPSV1H9xyEEGmj5LQGcHR0RseO+vQEkxBCKtHhwwfE+tdR7SkhdM9BCJEuGq23ipV1tF5CCCE/x+jRdkhPT2eXFRQU4O9feN48QgipK2i0XlISGq2XEEII+QmMjMQnae/cufgJ0wkhpCrRgG2kLuIV9cLMmTPLVSCHw4Gvr2+5AyKEEEKqwvv378SWIyPfSikSQggpLP+AbTV1vtn09DTExMSgRQtNKCgoSDscUgMUmZxevly+ua04HE65gyGEEEKqyqdP0WLLMTHRRWxJCCFVq+CAbY6OzjVygKrY2FgADGJjP6FNm7bSDofUAEUmp8HBwVUWRHh4OO7du4fnz59DIBAgOTkZcnJyaNasGfT09NCzZ0/o6elVWTyEEEJqv5YtWyEq6gO7rKWlLb1gCCGV6uHDUCxb5okVK9bA0NBY2uGU2eHDByAUCgEAQqGwRtaepqenQSjMBQAIhblIT0+vkbWnOTk5iIuLRbNmGuw8wOTnkdqASFlZWTh58iT27t2LyMhIFBcGh8OBjo4OJk2ahKFDh0JGRqYKI61cNCASIYRUD+/eRcDNbRq77Ou7q8bOT0kIEefgYI+0tFQoKSnh339PSDucMpPWgG2VOSDS27cRbHIKAFyuTI2sPY2P/4xv376hUaNGUFdvKu1wpO5nD4hU5vT/w4cPSExMhFAoZBNKhmGQk5ODpKQkXL9+HWvWrCm2jKtXr8LLywtxcXEwMDDA9OnToa+vj3bt2qFx48aQl5dHcnIyvn79ijdv3iA0NBT//fcfFi5ciG3btsHDwwP9+/cva+iEEEIIS0enLVt7qqWlTYkpIbXEw4ehSEtLBQCkpqbi8eOHNa721MLCCpcunUNOTg54PB769LGWdkhllj8xlbRcE+Tk5CA5ORkAg+TkZKioqFLtKX5uy4RS15wKBAJMnToVz549K3Hb8PDwIl+bM2cOrly5AgcHBzg7O0NLS6vUwT558gT+/v44ceIErK2tsXnz5lK/t7qgmlNCCJBXa+fhMRdr1mympEiK6DgQUvuIak1FamLtqUCQiMmTXZCVlQVZWVn8/feBKulzSjWn4uLjPyM5+RsYhgGHw0HDhlR7Ghf3AbNmzSp3y4RKm0pmy5YtePr0Kdq1a4cxY8ZAUVERBgYGcHBwgKmpKRiGgaqqKgIDA4sth8fj4fz581i4cGGZElMAMDAwgLe3N4KCgmp0015CCFm3zgfp6elYt26VtEOp03R02sLf/xQlpoTUIvkTUyCv9rSmUVFRhZXVAHA4HFhbD6yRgyFpaGgUWG4upUjKLyUlWaylaEpKspQjkr6srKxCLRMqU6mT05s3b6J169Y4ceIEli1bhh49eqBRo0ZYvnw5/Pz8sHr1anz58gWPHj0qtpx169YVOlnLSktLCxs2bKhQGaRq0VxdhPzw7l0EOxDPx4/vERn5roR3EEIIKS1FRfFaGSWlomtpqjMbm8GQl5eHjc0QaYdSLgoKiuBy8yqTuFyZGjkYUoMGDdmZSDgcDho0aCjliKTv27dvYss+Pl6VWn6pk9P4+Hj07NkTXG7eW9q3b4/Hjx+zr9vb28PMzAwnTtSsZhOkauSfq4uQum7dOp8Cy1R7Skhlo4eidZeHxxKxZU/PZVKKpGLOnTuLjIwMnDt3RtqhlFtehRSnRtaaAnk12IBomkzO/y/XbQwjFFuu7JYJpe7RKycnh/r167PLWlpaSE5OxufPn9G0aV7bawMDgxKT0/3795czVGDcuHHlfi+RntoyVxchlSX/9CVAXu0pIaRy5X8oWtOm4CAVY2xsAkVFJbZPXE0bDAmoPfdOCgqKaNeOL+0wyo3H46Fhw4b49u0bGjZsSIMhAeBwxOs2K7tlQqm/4TZt2ojVlLZu3RoMw+DFixdscpqamoqMjIxiy1m1ahU4HE6xU8dIwuFwKDmtoWrDXF2EVCaaX5OQn6u23NiT8vPwWIJlyzxrbK1pbbl3qg1zhKqoqCIrK4tqTf9fo0aNxJYr+xor9VkygpXG9AAAIABJREFUaNAg+Pj4YMGCBXB1dYWuri7U1dWxdetWaGlp4cuXLzh79iy0tbWLLcfHx6fY10ntc/16MHJycgDk/Uhdu3a5Rv7AElJZ3N09xebXdHdfKMVoCKl6wcEXcenSebF1SUlfAQDKyo3F1vfrNxBWVmWbPq623NiT8jM2NsGpUxelHUa51ZZ7J4EgERkZGRAIEmvsKLc8Hg+ami2lHUa1ISsr+1NbJpQ6OR07dixCQ0Nx8uRJdO/eHfb29vjtt9+wfPlyDBmS11GbYRhMmTKl2HKGDRtWsYhJjVMb5uoC8n5g1671xoIFS+gJPCG1BF3X1YdAkNc3tGByWh615caelF9Nv7Zrw70TzRFae/3MlgmlnudU5PHjx2jWrBnblPfcuXM4e/Ys6tevDzs7O1hYWFR6kLVJXZznVFpzdVW27du34Pz5M7CxsaWbHFIh06dPKtSs988/90gxorqLruvqw8NjLgBg9eqNFS5r+/YtYjf2/fsPouNbx9T0a7s2zHNKc4TWThU9R0qa57TUjy8+ffqEhg0bwtDQUGy9jY0NbGxsAAAJCQn477//0L179zIFeeDAARw7dgxRUVFIT0+XuA2Hw8GLFy/KVC6pHkRzdZ0/f6bGztVF/ZdIZaIBkaoHuq5rL0dHZwQHXwAAcLlcODo6SzkiUpVqw7VdG+6dJM0RSsnpz/PpUwyOHfsX9+/fQ1zcJ3A4XKirq6NLl+6wtx+BVq20pR1iqZQ6ObWyssLMmTMxY8aMIrfZv38/Dh48iLCwsFIHcPjwYXh7e4PD4aBp06Zo2ZLadNdGjo7OiIp6X2NvEKj/EqlMNCBS9UDXde1VG27sSfnVlmu7ptw7/b7IE/GCwlM25eYK2eMA5D0okpEp9SyWNY66igrWr5TO2DoXL57D2rUr8f37d7H1Hz68x4cP73HixDH89tssjBo1RirxlUWRyent27fx9u1bdplhGDx69KjIqWCys7MRFBQEGRmZMgXg5+eHRo0aYd++fWjfvn2Z3ktqDhUVVaxevUnaYZQb9V8ilYkGRKoe6Lqu3WrKjX11U9P7agK159quKfdO8QIBHja3knYYUmf8KVgq+71z5xa8vZexDwI6dNCHmVlXAEBY2AM8ffoE2dnZ2LJlPZSUlGBjM0QqcZZWkclpw4YNsXr1ajAMw7YVv3XrFm7evFlsgc7OZfsjEB0djdGjR1d6Ypqbm4vNmzcjMDAQaWlp6NWrF5YuXQo1NTWJ2z99+hQrV65EeHg4mjZtit9++w329vbs69euXcPUqVMLve/69eto1qxZpcZOqp/aMDABqT50dNqytadaWtpo3VpH2iHVSXRd12415ca+uqkN88PStU3qivT0dKxZs4JNTN3c5mL0aKd8W0zHqVOBWLduFRiGwcaNa9GtW080blzxged+liKT006dOmHHjh0QCARgGAYLFy6EtbU1rKwKPxnhcDjg8Xho2rQpzMzMyhSAmpqaWJV/ZfH19UVgYCDWrFkDZWVleHl5wdXVFYcPHy60rUAgwOTJkzFkyBCsXLkSd+7cwaJFi6CmpgZzc3MAwOvXr9GhQwfs2rVL7L2qqjTnUV1A/ZdIZXN394SHx1yqNZUiuq4JEVcb+moCdG2TuuPUqQAkJiYCAKys+hdITPPY2Q1DdPRHHDrkh4yMdBw+vB+//TarqkMttWL7nOYfeffBgwdFJqcVYWdnB39/f8ycORMqKpXzA5iVlYX9+/dj8eLF6NmzJwBg48aNsLKyQlhYGDp37iy2/dGjR6GkpIRFixaBy+WiTZs2ePHiBf755x82OX3z5g34fD6aNGlSKTGSmoX6L5HKpqPTFv7+p6QdRp1Wm67rd+8i4OExF2vWbKaaeFJutaWvZm26tgkpzrlzZ9n/Ozv/UuR2zs7jcezYEWRlZeHSpQuYPt0NHA6nKkIss1IPiOTjUzkdfIODxdtj8/l8cDgcjBw5EqNHj4aWlhbq168v8b2lTYxfvnyJtLQ0dOnShV2nqamJFi1aICQkpFByGhISAjMzM3C5Pzppd+nSBV5eXhAKheByuXjz5g0GDRpU2o9JaiHqv0RI7VNbrut163yQnp6OdetW0bREpNxqS19NoPZc24QUJTHxC96+fQMAUFVVQ7t2ukVu27BhI3TooI9Hj8KQkBCP8PDn6NBBv6pCLZMik9OZM2di0KBBbEI2c+bMUhXI4XDg6+tb5OszZswolKmLhpnesmWLxPeI+ryGh4eXKoa4uDgAYOdiFVFXV2dfK7h9hw4dCm2bkZGBpKQkNGrUCO/e/R979x0W1ZX/D/w9wzjSpQlIM7EtaxIXG0jsAkZda9RkdRWTWGOLKSiKYszqWr7GqMHEtokxGn6uBhMrCmSDidhL1ChGxd5AEZAi45TfH4RRHGDuhYtTeL+ex+dxZs6c+VyGYe7nnnM+JwNnzpxB3759kZ2djVdeeQVRUVFo1IhXqGsLrl8isj7W8LnOyLior/587doVXL6cwdFTE7H0EWyu1SSyHH/8cV7/fyGJZvPmL+HkyZIdVc6ePWN5yWlycjICAwPL3BbC2BBxecmp1IqKiiCXy1GnTp0y9yuVShQXFxu0f/ToEZRKpUFboGSK8LVr11BcXAyVSoW5c+dCpVLhyy+/xD//+U/s2LGD605rCUs/6SAi6/R//zf/mdscPTUVSx/Btqa1mtZQ2Imsk1qtxp07t+Ht3QAKheBJrAZu3Liu/7+Pj4/R9l5eTwq43rhxo8qvW9Mq/ImkpKTA2dm5zG0pTJo0SZJ+KmNrawutVqu/8ldKpVLBzs6u3PYqlarMfaW37ezs4O3tjYMHD6JevXr6qb9xcXHo0qULfvzxR7zzzjuCY3N3d6zKIZEZmDRpIQoLC/HZZwvKLaxlCQ4fPoz33nsPy5cvF128jIjM09N75gIlo6f16zuZKJqqUypLvq8tMXagpHDi0yPYOTl30LRpUxNHJU79+k7o3bs3tm7dij59+qBZs4amDqlK7t27h59+2gudToeUlD2YOHEcBxIEysyUQ6EQuxepea5dfP5kgn529+5l/zk7M7taO348eHBf/38vL2+jr+3p6an/f05OdhXe5xJyubxG/05XmJz6+vpWevt5u379Ovz9/QW1bdCgAQAgKytL/38AyMzMNJjqCwDe3t7Iysoqc19mZibs7e3h5FTyw3+25LKdnR38/f1x+/ZtUcdx/34+tFqdqOeQ6WVkXMTly5f//H8GDh/+zSJHT6Ojp0Or1SI6Ohr/7//9YOpwiEgCpdsSlQoIeAFZWQ9NGFHVqFQlax0tMXYAmDFjpsFtSxw97d//TfzxxwX07/+mxb4XK1ashEajAVCytWBc3ErBo6cpKXuRlJRY5r6cnAcAABeXsueCERE9EBbWXYKIzUfJ4I7YXTR4XltCZ/Rnp1arkZOTC0CHnJxcuLi4VXn0NC/vyedTqVQafW2F4sks0fz8/Cq8zyW0Wm21/jbI5bJKB+tE/zSuXbuG3bt3Iz09HQ8fPoSrqyuCgoLQo0ePKl+VSk1Nxfbt25GdnQ2NRqNfg6rT6f58E3Nw5coVwWtOAwMD4eDggMOHD6Nfv34ASoavb968We5oUevWrZGQkKBf2woAhw4dQqtWrSCXy5GcnIyoqCikpKToKwrn5+fjypUreOONN6p0zGRZrGHa3IkTx1BQkA+g5Pf3t99O4G9/a2niqIiouqKipmPy5HFP3eb2RKZQ3gi2JbKGddhSF3bKzs4GYJicEomVnX0fT5J5HbKz78PT03DgTIjHj5/M+lQqyy8m+7SnC84+fvy4Sq/5PIhKTuPi4rBy5Ur9B77U9u3b8emnnyImJgYDBw4UFcDevXvx3nvv6RPS8tjZ2YnawkapVGLo0KFYtGgRXF1d4e7ujjlz5iA4OBhBQUFQqVTIzc1FvXr1oFQqMWjQIKxduxazZ8/GiBEjkJaWhh07dmDNmjUAgLZt28LR0RFRUVGIioqCRqPBkiVL4Orqqk9+ybpZw0nHggX/KnN7/vw5HD0lwaxlNOHZ47DEY3hWo0ZN9KOnAQEvWOSsDmtQ3gg2mUbnzmFITNyhH3QQU9gpLKy7wWc/OvoDAMCCBUskjZNqn4cP88oMwj18mFfl5FQut9H/X2w9H3PdRgYQkZxu3boVcXFx8Pf3x9ixY9GiRQt4eHjg4cOHOHHiBL788kvMmjULXl5e+r1Bhfj6669hY2ODxYsXo23bthg9ejRefvllvPfee7h48SIWLVqEy5cv46OPPhJ1YFOmTIFarUZUVBTUajU6duyI2NhYAMCJEycQGRmJ9evXIyQkBB4eHli7di3mzp2L/v37w8fHBwsXLkRoaCgAoF69eli3bh3+7//+D5GRkVCr1Wjfvj2++eabCre9kRIL8ZieNZx0lI6alsrPz6+gJZEw1jCaUJ1jMKeEPSpqOqKjP+CoqQmNGTMes2ZN098eO3aCCaOp3Xr2/Dt2794OoCQB6Nmzt4kjIirh5OSMvLxc/YUTJydn40+qgL39kzo65RV8fdbTbZ4tBGtOBCen69atg7e3NzZt2qSf2goAbm5uaNiwIdq3b48BAwZg5cqVopLTP/74A+Hh4ejRowcAoFWrVjhw4ADc3d3h7u6O//znP+jRowdWrlyJBQsWCD8whQLR0dGIjo42eCwkJATnz58vc19QUBC2bNlSYX+NGzfGypUrBb++lCy9+p81sIZpcw4OjmUSVEdHFuci4axlNOHZ45D6GEyVsDdq1AT//e+25/qaVFZa2q9lbu/f/wuXTpjI7t07IZPJ9AnA7t07LLJib3b2fSxaNBfTps2Cq6ub8SeQ2XNzc0deXh5KpvbK4OZW9UJddnb2+v8XFz8y2l6lepKcOjiY7zmg4OT06tWrGDRoUJnE9Gn169dHREQEfvhB3DTB4uJiNGz4pBpco0aNEB8fD5VKBaVSCRcXF4SHh+Po0aOi+rUW3L/OPFjDtLno6FllrupPnz7bhNEQWT5rSdhJGqmpZXc1qO46R6q61NSUMlMnLfW94HY41kehUMDZ2Rm5ublwdnau1lYy7u4e+v/fu3fPaPusrEz9/6uTFNc0wTWE69evj5ycnErb5OfnG1S1NcbDw0N/pRkAAgICoNVqceHCBf19rq6uuHv3rqh+rUV5hXjINKKipsPe3t4iR00BoGXL1vorZY6OjryiT0Qkoc6dw/QnmgqFQtQ6R5KWNbwX2dn3kZKyBzqdDsnJiXjwINv4k8giuLm5w87OrtoJ4tMDJbdv3zLa/ulcyt8/oFqvXZMEJ6dvvfUWEhMTkZSUVO7jx44dw549ezBy5EhRAbRt2xZ79+7Vb9MRGBgIoOy+qsePH0e9evVE9WstrKEQj7UonTZniaOmpaKjZ0Eul3PUlIhIYkOGDNPvhS6XyzFkyDATR1R7WcN7ER+/ocx2OPHxG0wcEUlFoVDAz8+/WqOmANCoUWN9YaNz53432v7330/r//+XvwRW67VrkuCfSt26ddGsWTNMnjwZrVq1Qtu2beHl5YXi4mKcPn0ae/fuhaOjI65du4b585+M9slksnLXfZYaM2YM9u7diz59+mDx4sXo0aMHunbtilWrViEjIwP379/H8ePHMWDAgOodqYWyhkI8ZD5atmyNbdv2mjoMIiKr4+bmjrCw15CYuAPh4T0sYo2gORX1kpIlvhfPSk1NKZOcWurUZKo5zs718NJLr+DMmVO4e/cOMjIuoVGjxuW2zc3N0Sew9erVw1/+8tfnGaoogpPTmTOfbC597NgxHDt2zKDNgwcP8M0335S5z1hy2rRpU3z77bdYvnw5nJycAACxsbEYPXo0EhNL/mC2aNECH374odBQrYo1FOIh07HGbTOsBQtdUFUJTSj4uX7+evb8O1JTUyy6Oqw1VOEGSkZPr1+/YpGjpgDQsmUb7N+/T3+7Vau2JoyGzFW3bhE4c+YUAOCrr1Zj7tyF5bb79tt1+r1Nu3fvpZ9ZYI4EJ6fr16+vsSBatGiBtWufVKH19vbG9u3bkZ6ejrp16+KFF14w6/14apI1FOIh82EtJx3WgIUuSEr8bJuH3bt3oqioyGKqw1pzUS83N3csWPCZqcOossuXL1V6mwgA+vTpj//3/zYgM/Mufv45BWvWfIlRo8aVyZt+/DEBmzZtBFAyE9bcL9gITk6Dg4NrJIAffvgBzZs3R7NmzQweK11/mpycjJSUlDLThWsT7l9HVVXT22ZQ1Txb6GLIkGEcPSXBrDmhsGT8XJOUbt26Web2zZs3TBQJmTM7Ozt8+GE0pk//EFqtFt988x/8+msqXn21IxQKBY4ePYzTp3/Tt588+UN4enqZMGLjJBvTVavVuHfvHr7//ntRz4uOjsbgwYMr3YImPT1d9BY11sQaCvEQ0RPx8Rug1WoBAFqtloUuiKwAP9ckpWf3oeTe5FSR9u07YtasT2BnZwcAuHTpIr799mt8/fUafWJqY2ODSZPeR79+r5syVEEEj5xqNBp8+umn2LFjB7Kzs/WLtMszcOBAUUGoVCpMnz4dZ86cwfTp02FjYyPq+UREliQ1NQVqtRpAyYU9Frogsnz8XJOUNBp1mdulv1tE5YmI6IEWLYLw/febcODAfty5cwcajRr163uiVau2GDz4TTRq1MTUYQoiODldu3YtvvrqKyiVSjRs2BBXr16Fq6srnJyccOvWLTx69Aju7u4YO3as6CDeeustXL58GRs2bMD58+exdOlSuLub7+awRETV0a5de/z005NtuUJDO5gwGiKSQufOYUhK2g21Wm2xe2uS+ejaNQK7d2/X3+7WzXyLm3m6uaHlrZRyH1OrSwazFArLHXgSegyebqadxu/l5Y3x49/D+PHvmTSO6hKcnG7fvh316tXDtm3b4OXlhbfffhvu7u5YvHgxiouLMXfuXGzZsgVNmojPyh0cHPDll1/is88+w+rVqzFw4EAsX74cLVq0EN0XEZG50+lMHQERSW3IkGFISdkDwHL31iTzMWTIsDIXO8z592nxvIprwty4cR0A4Ofn/7zCkZw1HIMlEZyc3rhxA3369IGXV8ki2ldeeQXbtm0DUFL5ac6cOTh69CjWrVuHV199VXQgMpkMH3zwAQIDAzFjxgwMGzYMsbGxGDRoULU3qSUiMieHDu0vc/vAgV/x/vtTTRQNEUnBGvbWtFTWuL2Sm5s7IiJ6IjFxB7p378XfJ6o1RBVEcntquPqFF17A3bt3kZeXV9KRXI4OHTrg4sWL1QqoV69e2LhxI9zc3DBr1izMnTsXSqWyWn0SEZmTzp3D9GvrbWxsOP2PyEoMGTIML730slmPctUW2dnZ+i2WLBV/n6g2Ejwk6ePjg8uXL+tvBwQEAAD++OMPtGnTpqQzhUKSPwQvvfQSEhISMGHCBGzcuBHOzs7V7pOIyFyUTv/TaDSwsbHhiQeRlbD0vTUtlbVur8TfJ6qNBI+cdu7cGT/99BO+//57aDQaNG/eHLa2tti4sWRT17y8PCQnJ+un/VaXm5sb1q9fj4EDByI3N1eSPomIzEHp9D+ZTMbpf0RERER/EjxyOmbMGCQlJWHmzJnQaDR444038MYbb+Cbb77BkSNHUFxcjPz8fEyaNElUACkpKRWOjNapUwdz585FcHAwrl27JqpfIiJzNmTIMFy/foWjpkRERER/Epycurq64ocffsB3332nr6L74YcfQqVSYefOnahbty4GDx6M0aNHiwrA19fXaJu+ffuK6pOIyNxxuhaRZRNahAewrEI8RESmJKoMrqOjI8aMGaO/rVQqMXv2bMyePVt/X1U2CT527Bg2b96MK1euQKVSQVfOPgsymQwJCQmi+yYiIiJ6HkrrbjybnBIRkTAVJqcbNmzAsGHipptdunQJUVFRopLIvXv3YsqUKdBqtaJei4iIiMhUrLUID1mHZ0f2OapPlqLC5HTevHnQarWIjIwU1NGGDRuwePFiFBcXiwpg1apVUCgU+Pe//43OnTvDyclJ1POJagKnaxEREZG14Kg+WYoKk1MnJyfMnz8fWq0Wb731VoUd3Lt3D9HR0di/fz90Oh169+4tKoALFy6gb9++op9H9LzxDzsRERFZgmdH9jmqT5aiwuR0/fr1ePvtt7Fw4UJoNBqMHDnSoE1SUhJiY2Px4MEDuLu74+OPP0ZERISoAJydnWFnZyc+cqIaxOlaRERERETPV4X7nAYGBmLDhg3w8PDA4sWLsXr1av1jhYWFmDFjBiZPnowHDx6gZ8+e2LFjh+jEFADCwsLw008/iZ4OTERERERERNaj0mq9jRs3xnfffYcRI0bgs88+g0ajQWhoKKZOnYpr167Bzc0NsbGx6NGjR5UD+PDDD3HmzBlERkZi2LBhaNiwIZRKZbltAwMDq/w6ZFrZ2fexaNFcTJs2C66ubqYOh4iIiIiIzIzRrWT8/f31Cery5cvx+eefQ6vVonv37vj444/h5la9RCM4OBgymQw6nQ6nTp2qtO25c+eq9VpkOvHxG/D772cQH78B48dPNnU4RERERERkZgTtc+rt7Y2NGzfi7bffxoULF9ClSxcsX75ckgD69+8PmUwmSV9knrKz7yMlZQ90Oh2SkxMxZMgwjp4SEREREVEZgpJTAPDw8MCGDRvwzjvvIDU1FcuWLcN7771X7QAWLFhQ7T7IvMXHb9DvY6vVajl6SrUOtyYiIiIiMq7C5PTIkSPl3j9hwgTExsZi5cqVePToEbp162bQpm3bttJF+KeioiJW9bVQqakpUKvVAAC1Wo2ff05mckq1HrcmIiIiIiqrwuR0+PDhFU631el0AIB169Zh3bp1Bo+LXRuanp6O3bt3Izs7GxqNRt8/ADx+/Bg5OTk4duwYTpw4IapfMg+dO4chKWk31Go1FAoFunQJN3VIRM8VtyYiIiIiMq7C5PR5rQU9dOgQRo4cqU9KS4sjlSqNgZV6LdeQIcOQkrIHACCXyzFkyDATR0REREREROamwuT0ea0FXbVqFTQaDT788EMEBwdj6tSpeOWVVzB8+HBcvHgRcXFxePToEdasWfNc4iHpubm5IyzsNSQm7kB4eA8WQyIiIiIiIgNyUwdw5swZdO7cGaNGjUKLFi0QEhKCixcvokWLFnj99dexYcMGPHr0CF988YWpQ6VqGDJkGF566WWOmhIRERERUbkEV+utKYWFhWjatKn+dpMmTZCQkKBfn+jj44OwsDAcPnzYhFESkakIrXTLKrdEREREls3kyamLiwsKCgr0twMCAqBWq5GRkYFmzZoBABo0aICUlBRThUgSiI/fgN9/P8NtZEgSrHRLRETWhFuOGcrLy0VeXl6Z+zSakt0fbGzKpjDOzs5wdq733GKzBMXFxRg27A3cvn0Ty5evRKtWbUwdkiAmT06DgoKQnJyMiRMnws3NDU2bNoVOp0NaWpo+OU1PT4e9vb2JI6Wqys6+j5SUPdDpdEhOTsSQIcO47pQEY6VbIqoNmJzQsyzlQuwns95D7oO75T6m+XMrQRuF+JRDp9VCq9WWvQ8lRVNlKFu0VS6XQyavmdWKQo+hnqsXYv+1rEZiqIplyxbj9u2bpg5DNJMnp2+//TYiIyPRu3dvLFiwAJ06dULbtm2xdOlS3Lt3D/fu3cMvv/yCiIgIUf1qNBosXboUW7duRUFBATp27IjY2Fh4eHiU2/706dOYN28ezp07By8vL4wfPx79+/cvt21iYiLee+89pKSkwM/PT/Qx1zbx8Rv0f1y0Wi1HT4mIiASwlOSEqs+SL8TmPriLMa3OmjoMk1t93NQRPLFu3Vps27bV1GFUicmT09atW2PZsmX49NNPoVKpAAAzZ87EO++8g7Vr1wIAfH19ERUVJarfzz//HFu3bsXChQvh4uKCOXPmYNKkSYiPjzdom52djVGjRqF3796YN28e0tLSEBMTAw8PD3To0KFM28zMTMyePbuKR1s7paamQP3nVSe1Wo2ff05mckpERPQUS05OiMg8qNVqxMV9hi1bNpk6lCoTnZzm5+fD0dFRf/uXX37B0aNH4efnhz59+sDW1lZ0EOHh4QgPD9fvb/qXv/wFe/fuxcGDB1G3bl20bt0adnZ2gvtTqVRYv349Zs6cifbt2wMAlixZgrCwMBw/fhytWrUq037z5s1wdHRETEwM5HI5GjdujLNnz+Krr74ySE5nzJiBZs2asUCTCJ07hyEpabe+yFWXLuGmDomIiIiIyGrcuXMbc+bE4PTpU6YOpVoET85+/PgxYmJi0K5dO+Tn5wMANmzYgDFjxmDVqlWIjY3F4MGDkZubKyqAuLg4HDlyBAAgkz2ZP+7g4ICwsDB06NABBw8exKxZswT3mZ6ejoKCAgQHB+vv8/Pzg6+vL44ePWrQ/ujRo2jbti3kT81VDw4OxvHjx8vMdd+4cSOysrIwfvx4UcdY2w0ZMkz/s5XL5dxOhoiIiIhIAoWFBVi1agWGDh2kT0zd3NwRGNjcxJFVjeDk9Ouvv8b333+Ppk2bori4GI8fP8bnn38Oe3t7LFy4EBMnTsTFixexcuVKUQHExcUZHYVMTU3Fjz/+KLjPO3fuAAC8vLzK3O/p6al/7Nn25bUtKipCTk4OAODy5ctYunQpFi5ciDp16giOhUo+IGFhr0EmkyE8vAeLIRERERGR1cvLy8WNG9fL/Lt69TKuXr1scH9enrgBvlI7dvyIb7/9GipVMQCgVas2WL36G7z4YiMpD+W5ETytd/v27WjevDk2b94MGxsb/PLLL8jNzcWwYcPQr18/AMDvv/+OpKQkTJs2rcJ+Nm7ciC1btpS5Lz4+HsnJyeW2f/z4MTIyMkQVHioqKoJcLjdIIpVKJYqLiw3aP3r0CEql0qAtUDJFWK1WY+rUqRg1ahQCAwPLHX0Vyt3d0XgjC7dr1y5s3769zH13796FUqnE9euXERs7VX9/nz590KtXr+cdYpUolSUfl/r1nUwcSdVZwzEA1nFVOJebAAAgAElEQVQcPAbzIPUxmOpnwvfCPFjD75M1vA+AtMdhDZ9roX1lZsqhUIireisz3qRWkAEGPzsbG3mZmaEAoFZrAAAKRR2DtmJ/9gAgl5f07+HhgTFjxqNPn36QyWRlXreqfZf/evIa/SwITk6vX7+OYcOGwcbGBgCwb98+yGQydOnSRd+mSZMm+PXXXyvtp1+/flixYoW+Ap1MJtNX5S03QIUCDRo0QExMjNBQYWtrC61Wq1/jWEqlUpW7dtXW1lZfjOnptgBgZ2eHlStXQi6XY9SoUYJjqMj9+/nQanXV7sec5eUVQaVSl7nvwYMc2NgooNPJyjyWl1eErKyHzzvEKimN21LiLY81HANgHcfBYzAPUh+DqX4mfC/MgzX8PlnD+wBIexzW8LkW2lfJ+bO20jbPsu6zWuF0gMHPzsHBCQ4OZRO5GzeuAwB8fQ0H3sT+7AHA3b0+Jk/+AH36DICdnR00Gh0Anb6WDwBoNOLf14potdpq/U7K5bJKB+sEJ6f29vZ49OiR/va+ffugVCrRps2TDV3v3r0LN7fKp2w6OjoiLS1NfzswMBATJ07ExIkThYZiVIMGDQAAWVlZ+v8DJZV2n52+CwDe3t7Iysoqc19mZibs7e3h5OSEhIQEZGZm6o+1dB1q7969MW7cOIwbN06y2K0BKw4SEREREdW8rl2tq9Co4OS0adOmSEpKwjvvvIMjR47g6tWr6NKli74676lTp5CYmGhQ3daY6OhotGzZUlzURgQGBsLBwQGHDx/WTzm+ceMGbt68ibZt2xq0b926NRISEqDT6fRD4IcOHUKrVq0gl8vx7bff6rdCAUqmL7///vtYvXo1mjVrJmnsREREREREtZHg5HT06NF49913ERYWBgBlprkuW7YMq1atglKpxLvvvisqgBUrVqBjx45YskS6ETWlUomhQ4di0aJFcHV1hbu7O+bMmYPg4GAEBQVBpVIhNzcX9erVg1KpxKBBg7B27VrMnj0bI0aMQFpaGnbs2IE1a9YAKNln9Wmlo6w+Pj5wcXGRLG4ASEnZi6SkxDL35eQ8AGC4CXdERA+DEUoiIkuVnX0fixbNxbRps1g4jYiIqBYSvDK2Q4cO+PrrrxEREYHw8HCsXLlSP83V1dUVHTp0wLfffouXX35ZdBAeHh6in2PMlClT0KdPH0RFRSEyMhI+Pj5YtmwZAODEiRPo0KEDTpw4oX/9tWvX4uzZs+jfvz82bNiAhQsXIjQ0VPK4qiI7O1u/RpeIyFrFx2/A77+fQXz8BlOHQkRERCYgeOQUANq0aVNmjWmpyMhIREZGVimAUaNGYe3atWjfvj06depkUNGqqhQKBaKjoxEdHW3wWEhICM6fP1/mvqCgIIMqwhVp06aNwfOlwvWaRFQbZWffR0rKHuh0OiQnJ2LIkGEcPSUiIqplRCWnAKBWq7F//36kp6cjJycH06ZNw/nz52Fvbw9/f3/RAVy5cgV169bFuHHjYGtrC29vb/061qfJZDIkJCSI7p+IiMxffPwGfbE5rVaL+PgNGD9+somjIkshdEkMl8MQEZk3UcnpoUOHMG3aNNy9e1dfPGjatGnYvXs31qxZgw8++AAjR44UFcDWrVv1/y8qKsLly5fLbSfViCoREZmf1NQUfeE5tVqNn39OZnJK1VK6HObZeg1ERGS+BCen586dw5gxY2Bra4uxY8ciIyMDSUlJAIC//e1v8PDwwOLFi/Hiiy+iW7duggNIT08XHzUREVmVzp3DkJS0W78/dZcu1lUan2oWl8QQEVkHwcnp8uXLUbduXSQkJMDX1xdxcXH65LRr16546aWX0LdvX3z99deiklMiIqIhQ4YhJWUPgJJq8EOGDDNxRLUDK8QTEZE5EVyt99ixY+jRo4fBtiqlPD090bNnT1y4cKFKgWzbtg2RkZEICQlBixYt0KlTJ4wcORLbt2+vUn9ERGQ53NzcERb2GmQyGcLDe7AYkgmxQjwREZmK4JHT4uJi2NvbV9rGxsYGxcXFogLQ6XT46KOPsGvXLuh0Ojg7OyMgIAC5ubnYv38/0tLSkJqaisWLF4vql4ikxREWqmlDhgzD9etXOGr6HHE6LBERmRPByWnjxo2xf/9+aLVayOWGA66PHz/Gr7/+ihdffFFUAPHx8di5cyfatWuHmTNnokmTJvrHrl69ik8++QQ7d+5EaGgoBg4cKKpvIqpZLDhCUnJzc8eCBZ+ZOgwiIiIyEcHJ6eDBgzFnzhxER0dj+vTpZR67f/8+PvnkE1y9ehUxMTGiAtiyZQsCAgKwcuVKgy1kGjZsiLi4OPTt2xebNm1ickoWyxpGHa1lhOXZ98LS3gciIiIiayU4OR0yZAhOnDiBbdu2Yfv27ahbty4AoFu3brhz5w60Wi3Cw8Pxz3/+U1QAly5dwqBBg8rd2xQA7Ozs0KlTpzJbzhBZA446mge+D0RERETmQdQ+p4sWLULXrl2xZcsWnD17Fmq1Gvn5+WjdujUGDBiA119/XXwACgUKCwsrbVNYWFjuVGIiS2Eto47W4Nn3gu8DERERkXkQlZwCQM+ePdGzZ0/JAmjRogVSUlJw8+bNcisB37hxA8nJyXjllVcke00iIiIiIqq+eq5eWH28/Mc0ajUAwEYhOuV4Lv1J+Zr1XL2eRziCxcR8jJiYj00dhmjP752twKhRozBy5EhERkZi4sSJaNOmDRwdHZGZmYmjR49i1apVyM/Px8iRI00dKhERERERPSX2X8sqfOzGjesAAD8/f0leS+r+zPU1azNRyen//vc/bNmyBdevX0dhYSF0Op1BG5lMhuTkZMF9tm/fHjExMVi4cCFmzJhR5jGdTgeFQoEZM2agQ4cOYkIlIiIiIiIiCyI4OU1MTMT7778PnU4HuVwOBwcHyYIYPnw4unTpgm3btuH8+fPIz8+Hg4MDAgMD0bdvX/j780oFERERERGRNROcnK5evRp169bF4sWL0aVLFyiqONc7LS0NrVu31lf7LeXv748JEyZUqU8iIiIiIiKybIIzzEuXLqFv374IDw+v1gu+8847UCqVaNmyJdq1a4fQ0FC0aNGC1XiJiIiIiIhqMcHJqZOTkyRTeQcMGIDjx4/j0KFDOHToEJYvXw4HBwe0adMGoaGhCA0NRbNmzar9OkRERET0/KSk7EVSUmKZ+3JyHgAw3Es6IqKHwRZrRESCk9PXXnsNe/fuxZQpU2Bra1vlF5w/fz6Ako3vjx07huPHj+PYsWP49ddf8fPPP0Mmk8HNzQ3t2rXTj6z6+flV+fWIiIiIyDSys7MBGCanRETlqTA5TU9PL3P7tddeQ2JiIoYNG4YRI0agYcOGUCqV5T43MDDQ6Au7ubkhIiICERERAIDi4mKcPHlSn7Du27cPO3fuhEwmg4+PD1599VX861//EnNsRERERPSchIV1NxgNjY7+AACwYMESU4RUK6xe/QUyMi5W2iYj4xKAJ+9HRUaMiISNjR3q1/eULD6yLFlZmSguLtbf1mjUUKs1+tuFhTmYPHlyuc91dXWDq2vZC1GNGjXBmDHjBb9+hclp//79IZPJytyn0+lw//59TJ06tdJOz507JziAUnXr1kVISAhCQkIAALdu3cLOnTuRkJCAy5cvY8uWLUxOaymh04Q4RYiIiIhqm4yMi7h4/iR866krbOP4Z22XojtHK+1L/fgfZRITqn2Ki4tR/KgQdWxKtgzVaWXA07uH6rTQqh6W+9zHubkoKr6kv30zV3wBXVHJaU26desW0tLScPjwYRw5cgR37twBACiVSv30XqJSnCZEREREVMK3nhrjO+VUux8N65MSgDo2Ong6acp9LAsazOt7T1A/X+xzEf3aFSanCxYsEN2ZGPn5+Th48CDS0tKwf/9+XLt2Tb+HavPmzdG7d2+EhoaiTZs2FU4fptqB04SIiIiIiKyfqLFWrVaLn376CfXr18ff/vY3/f2xsbFo3749XnvtNaN9xMXF4ddff8WZM2egVpdMP3jhhRfwj3/8A6GhoWjXrh2cnZ1FHgZV5NkpsayaR0RERERE5khwclpYWIgJEybg4MGDGDt2rD45LSoqwn//+19s3rwZERER+PTTT1GnTp0K+4mLi4ONjQ26deuGsLAwtGvXDt7e3tU/EhKE02GJiIiIqHw66HQ6482oVtLpUHb9aQ0QnJyuWrUKBw4cwBtvvIE33nhDf7+dnR1SU1OxcuVKxMfHY+XKlZg0aVKF/djY2ECj0eB///sfsrKycO3aNbz66qsICgqCQiF+0SxV7tkpsZwOS0REz5OQSqKA8GqiYis/miP+TMhcPX6sMnUIZMZ0AHTaxzX6GoKzwcTERISGhuKTTz4xeMzLywuzZ8/GhQsX8MMPP1SanB46dKjMWtMvvvgCX375JWxtbdGmTRu8+uqrCA0NFbQdDREREZm3jIyLOHUuHSp790rbybUlpyRHr2ZV2EZZeF/S2ExFSHVVQFiF1apUwySqSO6De3DzCDB1GGSmtDoAxdk1+hqC/6LduXMHYWFhlbZp0aIFTp48WWkbR0dHhIeHIzw8HEBJld79+/dj//79OHjwIH755RfIZDK4urrqq/S++uqr8PX1FRoqERERmRGVvTvuNu9T7X68zm6XIBrzIFV11apUwySqSPqpw/B74SVTh0FmSqXW4XFm5dsRVZfg5NTDwwNnz56ttM2FCxfg7l75ldFn+fj4YPDgwRg8eDAA4MyZM0hLS8OhQ4eQmpqK3bt3AwACAgKwZ88eUX0TEREREZEwVy/9jkePCqDRaGBjY2PqcMiM6HTAo6J8aB78XqOvIzg5DQsLw7fffov169cjMjLS4PHNmzfj119/xZtvvlmtgF5++WU0adIEbdq0walTp/D999/jwoULuHbtWrX6JSIiqiqp1wgCXCdIROYn/2EOjh8/jvr1veDm5mX1CWpWViaKi4srbVP6+I0b1432V7duXdSv7ylJbOZEpwPyi1TYtmcfZs/5yaBolo+HPTZ9JM1xC05O3333XSQnJ2P+/Pn47rvv0LJlSzg4OKCgoACnT5/GpUuX4O3tXel604pcvXoVJ0+exMmTJ/Hbb7/hjz/+gEajgU6nQ+PGjTF06FCEhISI7peIiEgKUq4RBLhOkExDyEUWXmChM2d+R//+A3Hv3m3Y2trB1tYedeooIZPJIZPJTB2epIqLi1H06BG08oqT8NIjLlBVXghIrlGjuLjYapJdna6kANJjjQyFhQ9RnHMRc/+9CFqt1qCtlL8Xgr8dXV1d8d///heLFi1CUlIStm7dqn+sTp066NWrF6ZNm2Z0Wm9BQQFOnTqF3377TZ+M5uTk6DPwF154Aa+//jratWuHkJAQ0dOEiYiIaoJUawQBrhOsjtu3bwlKnFjp1pCQ4lRCClMB1lOcisrn6OgCW1sHPHpUhIcPc6DRqKHTPUlKHj58CLW68ot1APRtHj40/vuiUCjg5ORUaZuHDx8AAO7cMUyQquLhwwdQqTXQ1LGvdl82qnzIoUNxUeXttH8OOhprp9ECijpKaDRGGkrs4cMH0GlUkKk1gPYR1Dl/QH3zJ2hzzkOlqvlqzqIu3Xp4eGDRokVQqVS4fv06cnNzYW9vj0aNGkGpVArqIzg4GFqtVp+M+vv7IywsDCEhIQgJCYGnp/UNhRMRWRJOYTUf3HLEUFFRESvdVgOLU5FQCkUdODrWgaOjs8FjS5d+IKwK9+NCAIDWSPKnLLyPFn8NNLrV4dKlywBItyXi0qXLcPRqliSfCf+j69DUNd/oRUyhE6VX7XOBnXeb577949Kly1B056hkF2PFqtJfZaVSicaNGwMANBoNbty4AQ8PDzg4OBh9rpeXlz4RbdeuHby9vasSAhER1RApt/4AOMJSHdyGpXysdGt6ike5yMjIM3pBROqLWFJfsCksLIC9feXnr7wQVz6pLnQAvNghtZSUvUhKStTfzskpGXF2cXEt0y4iogfCwro/19iMEZWcHjlyBBs3bsSnn34KGxsbpKenY9y4cbh79y6USiVGjx6NiRMnVtrHTz/9VK2AiYio5lnDSYeU6+syMi6hQfVnfVUJR7rIHMm1amgfPzK6vlrqddhSX7BxrFsH2scPKx2J51pysnTZ2SV7kz6bnJojwZ+iAwcOYNSoUdBqtfjoo4/g5+eHmTNn4s6dO2jXrh0yMzOxYsUK+Pv7o1+/fjUZsyAajQZLly7F1q1bUVBQgI4dOyI2NhYeHh7ltj99+jTmzZuHc+fOwcvLC+PHj0f//v31j1+8eBHz58/HiRMnoFQq0b17d0RFRRmdG09ERKYh5fq6uoWFgImSUyJzZap12JJesNHkcSSeLJrQ2QTlSUpKLDPCCpSs63epoL6Rj4d9ucWPfDyk+4IUnJyuXbsWDg4O+Oqrr+Dn54dLly7hzJkz6NChA9auXQuVSoUBAwbgu+++M4vk9PPPP8fWrVuxcOFCuLi4YM6cOZg0aRLi4+MN2mZnZ2PUqFHo3bs35s2bh7S0NMTExMDDwwMdOnRAQUEB3nrrLYSEhGDz5s3Iy8vDzJkzMX36dMTFxZng6MrHKnxERGVJdRLrf3QdgMorMBIRET1vUhc6s7UBCrSKci+2dA6u+ALMF/sM77uZo4B73QeVvuazBCenZ86cQa9evfDyyy8DAP73v/9BJpOhZ8+eAErWoXbs2BH//e9/RQVQE1QqFdavX4+ZM2eiffv2AIAlS5YgLCwMx48fR6tWrcq037x5MxwdHRETEwO5XI7GjRvj7Nmz+Oqrr9ChQwfcunULrVu3xr/+9S/Y25dcGXjjjTewfPny535slRGy1QGnphARERERWQ8pZxPYFpu2PoHgDKS4uLjMFNZ9+0rS49LkDwC0Wi0UCtMnNenp6SgoKEBwcLD+Pj8/P/j6+uLo0aMGyenRo0fRtm1byP9M3ICSqsJz5syBVqtF06ZNsWzZMv1jly9fxo8//ljm2M0Fp6aYHiudVh0rkxLVLCHbsPBvkyGp/zaZcg0zEVmXBw8eQFl4X5K6AsrC+4AN4OsiXT5h5ypunavgTDIgIAC//fYbAODOnTs4fvw4mjRpoq+2q1KpkJqaCn9/f1EB7NmzB0FBQfDy8hL1vMrcuXMHAAz69PT01D/2bPvmzZsbtC0qKkJOTg7c3Nz09/fr1w/p6enw9fXFF198IVnMZD2EjGADHMUuDyuTEtUsIduw8G+TIakrWHMNc+0m9cWOytYIElkawd8s3bt3R1xcHIYPH47bt29Do9Fg4MCBAICff/4Zy5cvx7Vr1/Dxxx+LCmD27NkICgrCypUrRT2vMkVFRZDL5ahTp06Z+5VKJYqLDdcMPXr0yGCf1tLbz242++9//xtFRUVYvHgxIiMj8eOPP8LOzk5wbO7ujoLbPoml5G2qX7/y4ktKpQJSbtOrVCqMvqaYvgDjx2Cq/qR8TaVSIXmRCKneC6HHsGTJEly4cMFof1euZAAAYmOnGm3btGlTfPBB5V+wSqVC0qkpQn5upvhdMuXrClEam9R9mupnbK7E/H5KRS6XoYGEM2xMdQxSEnoMUlawlnoNs9DPFz8Thkzx+3TjxhVJL8Q62ykBW/GxVtinCd4Hsa8r9fmkuRLyM/Hyqo9LeWrJzp2cdQ+r3c/TxH7/C35H3n33XWRlZWHz5s3Q6XTo1asXhg8fDgA4ceIE0tPT8dZbb+GNN94QFXBxcTEaNWok6jnG2NraQqvVQq1Wl5lmrFKpyk0kbW1tDZLQ0tvPtn/ppZcAAMuXL0fnzp2RnJyMPn2E/zLcv58PrVYnuH1JLCVXuLOyKv9lKW0nFZVKbfQ1xfQFGD8GU/Un5WtK/T6U9mnsdcUUxBo5crTRdsZK6wOAPUpGWHKvHay03c1chaBjMMXvsCl+l0z5ukKY6ne4Jl7TnJniMyH2+8cYHoN5EPr5sobjsJbfJykvxGo1edXu52mm+kyY4jubnwlDNf2ZkMtllQ7WCU5ObWxsMGfOHERFRUGn05VZfzp48GAMHz68wm1aKjNw4EBs27YN/fv3R7NmzUQ/vzwNGjQAAGRlZen/DwCZmZnlTh/29vZGVlbZq1KZmZmwt7eHk5MTbty4gfT0dISHh+sf9/T0hIuLC+7evStJzETVJfW2GU08TLNFABn37ObaQPkbbJvj5tqlhB4DYN7HQURERNIRPZbt6GiY6fr5+VU5AGdnZwBA//790bBhQ/j6+sLW1nBugkwmw+effy6oz8DAQDg4OODw4cP6bW1u3LiBmzdvom3btgbtW7dujYSEBOh0Ov3ePYcOHUKrVq0gl8tx6tQpfPTRR9i3b58+Ab9+/Tqys7PRpEmTKh03UU3gthm1lyVtsF0RazgGIiKi8ry5OBO37hUa3O/jYY9NH3maICLzVGFyOnHiRPTq1Qu9evXS3xZCTBIJoExRocuXL+Py5csV9iuUUqnE0KFDsWjRIri6usLd3R1z5sxBcHAwgoKCoFKpkJubi3r16kGpVGLQoEFYu3YtZs+ejREjRiAtLQ07duzAmjVrAABdu3aFv78/PvroI0yfPh0FBQWYO3cuWrZsiU6dOgmOi8yXlHvEsgoj1bSwsO4GI4mlv5cLFiwxRUiiWcMxEBERCXXrXiF0OsMps2JynNqgwuQ0OTkZgYGBZW4LIfYHnJKSIqq9UFOmTIFarUZUVBTUajU6duyI2NhYACVrZCMjI7F+/XqEhITAw8MDa9euxdy5c9G/f3/4+Phg4cKFCA0NBVCy7vQ///kP5s+fj2HDhkEmkyE8PBzTp08vs/0MWS6pp8SyCqN5MMW2GdxKiIiIiKhqKkxOU1JS9FNuS2/XBF9f3xrpV6FQIDo6GtHR0QaPhYSE4Pz582XuCwoKwpYtWyrsz8/PDytWrJA8TjIfnBJrfUyxbYbUW05wSxwiIiKqLSo823o2aaypJDI9PV1w26dHcsk6ST3qxBEnkmpbHzFFnaTcckKKTbWJiIiILIHggki3bt0y2sbGxga2traoV6+e4AD69+8veCrwuXPnBPdLlikj46LRkS5A2GhXbdognoiIiIjoaQ83zkBhdqbB/fZunnD6579NEJFxgs/eu3XrJjiJtLW1RUhICKZOnWp0D9OKktOioiJcu3YNZ8+eRZs2bRARESE0VLJwphjpIiIiIiKqKT4e9uXmPD4eNVeopDA7s8IiTE7ltDcHgpPTyZMnY+vWrbh+/TpefPFFBAUFwdPTEwUFBTh58iTOnDkDNzc3hISE4N69e9i3bx9OnDiBLVu2wN/fv8J+FyxYUOnr/vzzz5g0aRJGjx4t/KiIzBhLiRMRPWGJV/aJLAXPOcwHf97CCE5Ovby8cP36dcTGxmLIkCEGmf+PP/6I6OhohIWFoXfv3jh58iRGjBiBL7/8Ev/+d9W/XLp06YJu3bohLi4OnTt3rnI/ROaCpcSJyFTU6se4maOQZGbJzRwF3Os+qHY/Ul/Z58k40RM853iOtBrJ/r4C0v2NtTSCk9OvvvoK4eHhGDp0aLmP9+vXD4mJiVi1ahV69+6NoKAghIeHIy0trdpB+vv7IzU1tdr9EBER1QQmROaDJ+NU21T1olN57WtrQlQezuowDcHJ6Y0bN9CpU6dK2zRs2BD79+/X3/bz80NSUlLVowNQXFyM1NRUODmZ68zoqpO6Mu3t27fg8py/e6U+hoyMS2jAPUKJyMJYSkKkUNRBA/t8ydb127m6ShAVEVkba0jsRM/qkNvA16VIkr+vQO39Gys4OfX29saBAweg0WhgY2Nj8LhWq8WhQ4fg4eGhv+/u3btwd698r7/58+eXe79Op0NhYSEOHjyImzdvYtiwYUJDtRhS7oeoLLwPx7p14PKcEzup93SsW1gIMDklsiqKR7nIyMgTdHEK4BZRplJTo78PHjyAsvB+hdsi3a3kuc8+R1l4H2rDUxCrw5F4EqOyi07xuyp+XnntpUqILLEQjzWyd/Ms9yKpvZv5/h0RnJy+/vrr+Oyzz/D+++9j6tSp8PPz0z927949LFq0COnp6Rg7diwA4MiRI9izZw+6dOlSab/ffPNNpY/b2NggIiICU6ZMERqqRZFqP0Svs9sBTZ4EEYkn5Z6O/kfXASiWpC8iMg9yrRrax48q3foJ4BZRpmYpo78aTdXXdT37HHOdwmgp74U5soYRu9qIFzFrhtM//21xFwMEf8uPGjUKp0+fxt69e5GUlAQXFxd4eHigoKAAd+7cgVarRadOnTB+/Hjk5+dj+PDhUCqV+mS1IuvXry/3fplMhjp16iAgIABubm7ijorIjJmilDhZLmv5wja3LaJ4Avv8uLq64lKeusKLmPYnDlR4Zf/Z53id3Q7b4vuA9nGNxFqbWctnQsoRO2sYwbaUcw5exKRSgt89GxsbxMXFYc+ePdi6dSvOnDmDy5cvw8HBAaGhoXj99dfx97//HQCQnZ2Nf/7znxg4cCACAwMr7Tc4ONjoa+fn5yMvLw8+Pj5CwyUyW5byhVYZa/jCthT8wq4ZnHJmPsRe2Te2bjb1cMUn488+R6opjNaQ2PEzYcgaRrAt6TvZ3C5ikmmIPlN57bXX8Nprr1XaxtvbG7NmzRLUX1hYGFq1aoVPPvkEdnZ25bZZt24dVqxYgXPnzokNl4hqgDV8YVsSfmGbP1ONTlhDUiQ1U5yMM7EjskyVrYkvcK5X7t91R+d65baXaR7j4SN5jcRZm4hOTgsKCpCUlIT09HQUFRXBxcUFzZo1Q5cuXeDg4CA6gJs3b+LWrVs4f/48VqxYAX9/f9F9kBWRcI8oc11LROaBo78VM1bAJuPIz8jPyzW439G5Hhq17WJwf234wjbV7wyTIqptpC6wVQwNbqq4DYvULLEQz7PK+z6jmicqOf3pp58wffp05OXllfkylMlkcHZ2xoIFC9C1a1fRQTRv3hx//PEHBg4ciMWLFxvdsoaIqLo4+lt1+Xm5/NlZIUtZm2YVjFyIdXF2LPe9cHsBlBAAACAASURBVHF2rFZRp8oSOzFJHVA7LjpR1VlKIR5ja+LF8D+6Dk62LOpZXYKT0zNnzmDy5MlQKBR4++230bp1a3h6eiIvLw+HDx/Gxo0bMWXKFGzatMnoOtNnde3aFTExMZg0aRLGjRuHyZMnY9y4caIPhqyAhHtE1db9oawZpzA+H0a/rFN+rPC55T2HX9iWobbPGKiMlKN1ACDTaaDRVnwxp2eHJmJDrDWkLrDlqMlDA/vyzztMtQ2LJXzXGftMiMWLHVRKcHL6xRdfwMbGBt999x2aN29e5rH27duje/fuGDp0KFavXo0lS5aIDqRVq1bYsmULJkyYgGXLluH333/HwoULYW/PK7ZEVMIapjBawkmHtZB2LZEK17LrSLZul9P/ajsZXO2lW0suNCGqLLETk9QBxi86mWrphJQjdjU1m8DoxY5Kvuua1NK9f6n2EJycHjt2DOHh4QaJaamXXnoJ4eHhOHToUJWDadCgAeLj4zF9+nTs2rULly9fRlxcHGxtbavcJ1F1WUMyIfUxcPpf1VlDgm0NuJaIxJBytA4wz9kEUk/DtIalE5xNUDEpp8MC5vmZqIqbucbXL5eOEDvZao321cRbstBEMXYcNXkMgpPTwsJCeHh4VNrG3d0deXl54iJ4Rt26dbFkyRL85S9/wbJly/Dmm2+iffv21eqTqDqsIZkQfQxG1kN1Dq74D9YX+wzvEzpKxEIXJCWp1xIFuFa8fYlYQke7jH0mxIwAc4Sl5ljK+jpJVaOAYW3/Gyvl0onSqclkelq5AvI6TrDzblxpu9t/7kvuaaRdE++SvcmfNzs7OzRoZLpjEJycBgQE4ODBg9BqtZDLDeeEazQaHDx4EH5+fqICqMjYsWPRrFkzREVFYffu3ZL0SURUqrKCI1Q5a6jCaC04AkxEZB7UtvXQqGF9LFhQ+fLG6OgPAMBoOzGMrf+VPy6ZYq+tU/kMN2XhfTRoGGiSYyglODnt06cPli5dilmzZiEmJqbMWtAHDx5g/vz5uHDhAiZPniwqgAEDBuCvf/1ruY917doVmzZtwrvvvovr16+L6pdIDFYwfIaEhakA4aNENXE1uaJCF+M7eQCoaDZIzRW6EM0Mt1eqlaNEJiLl6C9HWEhSRr4nTFVMiKi2ETIymfHnSGejhvWNtKxvktHapwlOTt955x3s27cP33//PXbt2oXmzZvDyckJmZmZuHz5MoqKitCyZUuMHDlSVADz58+v9PHGjRtj7969ovq0Ftaw1pFIShyxIyIia8fvOhJjzJjxRtvU5Ein1AQnp0qlEuvWrcOaNWvwww8/4NixY/rH/Pz8MGDAAIwePRpKpbJGAq2NrGGto6Uk2JWOTtTSbTPMcVG/JYzYSblGEABkOi2cbbXcXomILAoL51WdJXzXEdUUwckpUJKgTpgwARMmTEBBQQHy8/Ph4OAAR0eu0aLyWUOCbQ1XMMUeg7Us6jdHXCNoyFRbThBRzeFnl4iqQlRy+jQHBwc4ODhIGQvVIGs5+TPFcYi+gqnVION+HcRse7KeUaOVQV354KKeQg7YyJ8k9MUaGXyquU5Q7DGYclG/pWN5ffGsYcsJIiIiqr4Kk9MBAwZUqUOZTIaEhIQqB0Q1o6ZO/qTc+gMwXkzIEk5idXIbyHQ6yJV2+vu0ajVk6seCni9T1IFc8eSjaQfA09NyLiAQkXkz5f51RERVYS2DLGRchcnpuXPnqtShOSUJRKbw2N4dfxMw6ig1YxcKxFAW3seDB1WeWEFEZsrU+9cREVWFJQxOkDQqPPtMT09/LgGMGzcOffv2Rbdu3WBra/tcXtNSiF0nqFY/rtKWE9XZDFvKrT+A2jGFkYjIVBo08OF0fSIyP9XYNu3Z50i1bRqZhsmHRlJTU5Gamgo7OztERESgb9++CA0NhVxu4ftESsAaqrVZQzEhSyH1foiurOpqETjViYiIiKyF6OR027Zt2LJlC86fP4+ioiK4uLigadOm6N+/P/r0EX9SnJqail27dmHXrl348ccfsW3bNri7u6NXr17o3bs3WrRoIbrP2kqhqIMG9vnlbjlhqs2wrSHBJjJn1jDViVtOEBHVcnIb+LoUVbhtmpjzWG6bZtkEJ6c6nQ4fffQRdu3aBZ1OB2dnZwQEBCA3Nxf79+9HWloaUlNTsXjxYlEBeHp64q233sJbb72FW7duYceOHdi1axfWr1+Pb7/9FgEBAejbty/69OmDgIAA0QdIJazl5M9ajoOInuAILxEREQEiktP4+Hjs3LkT7dq1w8yZM9GkyZMiCFevXsUnn3yCnTt3IjQ0FAMHDqxSMD4+PhgzZgzGjBmDK1euIDExETt27EBcXBxWrFiBs2fPVqlfsp6TP2s5DiIiIiIShoMTtYfg5HTLli0ICAjAypUrDQoXNWzYEHFxcejbty82bdpU5eS0VGZmJn755RccOnQIV65cgU6nQ8OGDavVpzmSurqq2kaCoIiIiIjIolj7FlEcnKg9BCenly5dwqBBgyqsqGtnZ4dOnTph69atVQokOzsbiYmJ2L17N44dOwatVgs3Nzf84x//QN++fbn2lIiIiAAYPxEHhJ2Mm+uJOJEY3CKKrIng5FShUKCw0LAi5NMKCwtFV9ndvHkzdu3ahcOHD0Oj0cDOzg49e/ZE37590aFDB9jYWO9woNTVVR01eRJERUSWhFOdqLYRciIOCDsZ54k4WQNuEUXWRHBy2qJFC6SkpODmzZvw9fU1ePzGjRtITk7GK6+8IiqAWbNmQS6Xo127dujbty+6d+8Oe/vqn1RpNBosXboUW7duRUFBATp27IjY2Fh4eHiU2/706dOYN28ezp07By8vL4wfPx79+/fXP3716lUsXLgQx44dg0wmQ3BwMKKjo+Hj41PtWImIqopTnai2EXIiDvBknKimCVmaJn9cMrClrVP5ub1M81iyuAhISdmLpKRE/e2MPy/Wlf5dLBUR0QNhYd2fa2zGCE5OR40ahZEjRyIyMhITJ05EmzZt4OjoiMzMTBw9ehSrVq1Cfn4+Ro4cKSqAadOmoXfv3qhfv77o4Cvz+eefY+vWrVi4cCFcXFwwZ84cTJo0CfHx8QZts7OzMWrUKPTu3Rvz5s1DWloaYmJi4OHhgQ4dOqCwsBAjR45EkyZN8M0330Cj0WDBggUYPXo0tm7dCqVSKWnsRCQda1+HQ0RE9LwJnXFQmhQ1alj5eX5GRh6A4uqGRRVwc3MzdQiCCU5O27dvj5iYGCxcuBAzZswo85hOp4NCocCMGTPQoUMHUQG8/fbbotoLoVKpsH79esycORPt27cHACxZsgRhYWE4fvw4WrVqVab95s2b4ejoiJiYGMjlcjRu3Bhnz57FV199hQ4dOmD//v24ffs2fvjhBzg6OgIAFi1ahC5duuC3335D27ZtJT8GIqo+rsMxE1oNbuYYXyMoxM0cBdzrPpAgKCIiqqoxY8YLaid0BkN09AcounO02nFRibCw7mY3IiqU4OQUAIYPH44uXbpg27ZtOH/+PPLz8+Hg4IDAwED07dsX/v7+RvsYMGAA/vGPf+DNN9/U3xZCJpMhISFBUNv09HQUFBQgODhYf5+fnx98fX1x9OhRg+T06NGjaNu2bZn1ssHBwZgzZw60Wi1atGiB1atX6xNTAPq2ubm5gmIioueP63CIiKyPVNNJlYX3gbp1JI1NKEmPAdLOPqxtjL0XQqcm872QhqjkFAD8/f0xYcKEKr/guXPnkJWVVea21O7cuQMA8PLyKnO/p6en/rFn2zdv3tygbVFREXJycuDl5WXQ1+rVq2FnZ4fWrVtLHD0RkZWR28DXpQjjO+VUu6sv9rnAztVVgqDoebKGE3GurzMP0k4nrY/bt28BeL6zMaQ+Bs7qqTohPzuhU5P5XkhDdHKam5uLmzdvorCwEDqdrtw2lU1zTU9Pr/S2FIqKiiCXy1GnTtmrYUqlEsXFhvPZHz16ZLButPS2SqUyaP/dd99hw4YNmDVrFlxFniS5uz8ZfVUqRf/4KyWXG1bsrA6lUoH69Z2MtjFnQo6htJ0pXlfq15S6P6Hvv1THymOoefxcV51U25eU9tU84Pm/F6b4TLz00l8FHccff/wBAGjWtEElrRqgadOmot5/KY5D2mMA/vjjIaRcX2eqz4TUhBxHTMw0QX29++67AIAvv/zSaLvca7eEBSiAKY5BaFyAdJ9rqV9XqVSgSOLXFXKsQt4LKd8HwHTvhZRq8hgE/5V69OgRpk6diuTk5AqT0lJiRkOPHDkCX1/fSqveXrp0CadOnRI8BdjW1hZarRZqtRoKxZNDVKlUsLOzK7f9s0lo6e1n23/55ZdYunQpxo4di2HDhgmK52n37+dDq9X9+Rpq0c+vTGm/UlGp1MjKemi0jTkTcgyl7UzxulK/ptT9CX3/pTpWHkPNM9XnWsp9Ke1M8LnWyhWQ13GCnZG1yWLWMPv5vSDovZBy1FGlqv/cPxPDh48W1K50iv0nnywy2lbM+y/FcUh9DCXr67KrHVcpU33XSU3K706h7785f/9L+Tss9eda6tetLe9DTfRnCtU5BrlcVmaw7lmCk9OlS5di79698PT0RLt27eDiUv3CFgD01X8rmyqckJCA7777TnBy2qBByRXLrKws/f8BIDMz02B6LgB4e3uXmWpc2tbe3h5OTiVXBLRaLT7++GNs2rQJH330EUaPFvZFRURU20mZ2JmqMJXath4aNaz/3Ncwc/ofSU2q9XWcmkxENUFwcrpr1y40atQICQkJsLW1rfILJiYm4sSJE/rbOp0Ov/zyC/Ly8spt//jxY+zatavcEc+KBAYGwsHBAYcPH0a/fv0AlOzDevPmzXKnHLdu3RoJCQnQ6XT6zewPHTqEVq1a6QsfffLJJ9iyZQvmz5+P119/XXAsRES1nakSO8DyC11IXRGTajcp19dx6w8iqgmCk9OcnBz8/e9/r1ZiCpQkjlFRUXj8uOSKm0wmw8mTJ3Hy5MlKn/f+++8Lfg2lUomhQ4di0aJFcHV1hbu7O+bMmYPg4GAEBQVBpVIhNzcX9erVg1KpxKBBg7B27VrMnj0bI0aMQFpaGnbs2IE1a9YAAFJTUxEfH4+JEyeiY8eOZUZZnZ2dUbdu3Sr8JIjIWrFwinlgoQuisoRc7ODWH0RkSoKT0xdffNFg6mtVvPDCC9i8eTPy8vKg0+kwYsQIDBgwoNwpuzKZDAqFAl5eXpWuSS3PlClToFarERUVBbVajY4dOyI2NhYAcOLECURGRmL9+vUICQmBh4cH1q5di7lz56J///7w8fHBwoULERoaCgDYtm0bACAuLg5xcXFlXmfRokX60VkioprYmPxmrkay9ZpNvAWFZxWkPBEnIiKimic4OX377bcRGxuL48ePG+wTKlZgYKD+/xMnTkRISEilFX6rQqFQIDo6GtHR0QaPhYSE4Pz582XuCwoKwpYtW8rt69NPP8Wnn34qaXxkfix9+h+ZB6mnYa5e/QUyMi4a7c+c12sSERERCVFhcjp//nyD+5ycnBAZGYm2bduiYcOG5U5nlclk5SaEFZk4caKgdtevX4e/v7/gfi2FNWwkbQ04/Y/MFdccElknKStY16YZEURk3SpMTr/55psKn3TgwAEcOHCg3MfEJqdAyZrO/9/enYdFVf1/AH8zKLKlAiq44zaisiuggKig5oaBWVK5/NwyNyz3RFG/aZapafZLTUsji19pooKpuCRqKQouubG4LwkKrhCLMOf3Bw/zdRyQGZwV3q/n8Xnk3jNnzhsGznzm3ntubGwsHjx4gOLiYvmtaoQQKCoqwqNHj3D9+nW1blFjDKrCjaSBqnF9HU//I1Kkyd9rnk1ApEjV+Z9nRBBRdVNucRoVFaWTAcTHx2PKlCkvvXeqhYUFgoKCdDIeXdL0EZGSxQk0dyNpVWjj+jqu/le9afRsAhZElaLp32ueTUCkiGdEGJaKjmKrcgS7tB8exSZ6NeUWp97e3ip3UlBQUOkVazdu3AhTU1MsW7YMXl5eGDt2LJydnTFlyhRcvnwZS5cuxbVr1zB9+vRK9U/apZ0Cm6v/VVe8p6Nh4BtnIqouVJknVDmCDfAoNpEmqLwgEgCkpaVh5cqV6NGjB9566y359q5du8LT0xPz5s1D48aN1RpAWloaevbsiT59+gAAPD09cezYMdjZ2cHOzg7fffcd+vTpg7Vr1+Kzzz5Tq28yTrwOp/KMfVEnFkVERKRLvKyHyLCoXJympqbinXfeQV5ensJqvfn5+ejQoQOOHj2KN998E9HR0WjRooXKAygoKEDz5s3lX7ds2RLR0dEoLCyEmZkZ6tati549eyIpiUfTqgNeh1N5XNSJiIiIiIyZysXpV199BSEEfv75Z3h4eMi3m5ubY+PGjTh9+jT+53/+B19++SW++uorlQdQr149PHjwQP51s2bNIJPJkJ6ejg4dOgAAbGxskJmZqXKfZLx45Kzy+OkvGZMDB+Kxb98ehW2lH56Uvk5L9erVB0FBvXU2NiJSjabOdCrtq7qd7UREylQuTs+ePYsBAwYoFKbP8/DwQL9+/XDgwAG1BuDl5YX4+HiMGjUKLVq0kN8D9cCBA/Li9NSpU6hTp45a/RIRkXGxtbXV9xCISEWaPNMJqH5nOxFR2VQuTv/991/UrPny+2haWVmhoEC9lVbff/99xMfHIzg4GMuWLUOfPn3Qo0cPrFu3DlevXkV2djZOnTqF0NBQtfqtrrjiHBEZg6Cg3jwaSmTEeKYTEWmDysVp69atkZCQgNzcXFhZWSntLygowJEjR9CyZUu1BtCmTRv8+OOP+Oqrr/Daa68BACIjIzF27Fjs2VNyyperqyumTZumVr/VEVecIyIiIiJjxAUxCVCjOB0yZAgiIiLwwQcfYPr06XB2doapqSlkMhkuXLiAlStX4ubNm5g/f77ag3B1dcWGDRvkXzs4OCA2NhYpKSmoVasWHB0dYWJiona/1Q2vOSQiIiIiY8MFMamUysXpm2++ibNnz+LXX39FWFgYTE1NUatWLRQUFKC4uBhCCLz55psICwvT2OBKrz8lIiIizePCVERkCHiaOJVS6z6n//nPf9C3b1/s2rULqampePLkCSwtLSGVSjFw4ED4+flV2MeSJUsqNVATExPMnj27Uo8lIiIi1XBhKiIi0heVi9PSa027dOmCLl26VPoJf/jhh0o9jsUpERGRZnFhKiIiMiQqF6f+/v4ICgrCG2+8AT8/P0gkkko9YVRUVKUeR0T6xdP/iIiIiEibVC5OXVxc8Pvvv2PXrl2ws7PDgAEDMHDgQLRv316tJ/T29lZ7kERkmHj6HxERERFpisrFaVRUFDIzMxEbG4vY2Fhs2rQJP/zwA1q3bo033ngDwcHBsLe3r/RAHj58iN27dyMlJQWPHz/GqlWrkJycDJlMBi8vr0r3S0SawdP/iIiIiEib1FoQyd7eHmPGjMGYMWOQnp6OHTt2YM+ePVi2bBlWrFgBb29vhISEoHfv3rC0tFS539jYWERGRiI/Px9CCPltYw4dOoQNGzbgnXfeQWRkpHrJiIiIiIiIyGioVZw+r02bNpg+fTqmT5+Offv2YcmSJUhMTERiYiIWLlyI/v374/3330ezZs1e2k9iYiJmzZqFpk2bYsyYMTh79ix+++03AEBQUBAOHz6M6OhouLq6IiQkpLLDJSICoHztLK+bJSIiIm3geh3qq3RxeuXKFcTFxWH37t24ceMGhBDo0KED+vbti0uXLmHnzp2Ii4vDypUr0b1793L7WbNmDWxtbfHrr7+iTp06yMzMlO9zd3fHTz/9hODgYPz8888sTolI43jdLBEREekK33e8nFrF6d27d7Fr1y7ExcUhNTUVQgjY29tj9OjRCA0NRatWreRtU1NTMXjwYCxZsuSlxem5c+cQGhqKOnXqlLnf2toaPXv2xPbt29UZKhFRmXjtLBEREekC33OoT+Xi9L333sPp06chk8lgYWGBAQMGICQkBL6+vvJrRJ/Xtm1btGrVCnfu3HlpvzKZrMLnLiwsRFFRkapDJSIiIiIiolek61OTVS5Ok5OT5Qsevf7667CysqrwMcHBwWjQoMFL27Rt2xaHDh3CzJkzYWZmprQ/JycHCQkJcHJyUnWoREREREREpAXaPDVZ5eL04MGDaNSokVqdjx49usI2I0aMwEcffYT3338fM2bMQGFhIYCSI6oXLlzAkiVLkJmZiWnTpqn13ERERERERFR5uj41WeXitLQwzcnJgbW1tXz7kSNHkJSUhCZNmiA4OBjm5uZqDaBv375IS0vD2rVrMXjwYPl2V1dXFBcXQwiBYcOGITg4WK1+iYiIiIiIyHioXJw+e/YMCxYswI4dO3D8+HFYW1tj8+bNWLx4sfzepFFRUdi8eXO5ixuVZ8qUKejRowe2bt2Kixcv4unTp7C0tETbtm0RGhoKHx8ftYMRERERERGR8VC5ON24cSN+++03tGvXDgUFBahVqxZWr14NS0tLREZG4vbt2/j666+xdu1azJo1S+UB/PDDD3B3d4ebmxtcXV0rFYKIiIiIiKoO3iO0epKo2jA2Nhbt27fH1q1bYWdnh+PHj+Px48cIDQ3FG2+8gYkTJ6JHjx7Yt2+fWgP4+uuv8cMPP6g9cCIiIiIiqj5sbW15n9AqTuUjp7du3cLQoUNhamoKADh8+DBMTEwU7mHaunVrHD16VO1B1KtXT+3HEBERERFR1cR7hFZPKh85tbS0RH5+vvzrw4cPw8zMDJ06dZJvy8zMVPvTjDFjxiAmJgYJCQkQQqj1WCIiIiIiIqoaVD5y2qZNG+zbtw+jRo3CyZMncePGDXTv3l2+Ou/ff/+NPXv2wN/fX60BXL9+HbVq1cIHH3wAc3NzODg4lLnir4mJCbZt26ZW30RERERERGQcVC5Ox44di/HjxyMoKAgAIJFIMGbMGADAqlWrsG7dOpiZmWH8+PFqDSAmJkb+/7y8PFy7dq3MdiYmJmr1S0RERERERMZD5eLU398fGzduRFRUFIQQeOutt+Sn9NrY2MDf3x+TJ0+Gs7OzWgNISUlRb8RERERERERU5ahcnAJAp06dFK4xLTV8+HAMHz5cY4MiIiIiIiKi6qXC4vTu3bs4evQoHj58CHt7ewQEBMDGxqbSTzhhwgTMnDkTjo6Ole4jLS0Ny5cvx7p168ptU1xcjJUrVyImJga5ubno2rUrIiMjy10Z+Ny5c1i8eDEuXboEe3t7TJgwASEhIUrthBAYO3YsPD09MWHChEpn0JUX7xHF+0MREREREZEhemlxumrVKqxfvx7FxcXybebm5pg1axbCwsIq9YS2trYYMGAAgoODMXz4cLRr107lxx47dgy//vor4uPjERoa+tK2q1evRkxMDD7//HPUrVsXCxcuxOTJkxEdHa3U9sGDBxgzZgwGDBiAxYsX46+//kJERATq1aunsMBTYWEhFixYgCNHjsDT01P10AaE94YiIjJuqt6Yvjp96MjvCRFR1VBucbpz506sWbMGFhYW6Nu3L+zt7XHz5k0cPHgQCxcuRPPmzdGlSxe1n3DRokUYMGAA5s+fj+3bt6Nly5bw9/eHs7MzWrduDRsbG5ibm+Pp06d4+PAhLl++jOTkZBw7dgx3795F8+bNsWbNGgQEBJT7HIWFhYiKisLcuXPh5+cHAFixYgWCgoJw6tQppcJyy5YtsLa2RkREBCQSCVq1aoWLFy/i+++/lxenFy5cQEREBJ4+fYratWurnVtfeI8oIqKqjx88KuP3hIjI+JRbnG7ZsgW1a9fG1q1b0axZM/n2c+fOYejQofjpp58qVZwCQOfOnfH7779jz5492LhxI3744YdyV+MVQsDExAQuLi6YPn06+vbtW+HKvSkpKcjNzYW3t7d8W5MmTdC4cWMkJSUpFadJSUnw8vKCRPLf2756e3tj4cKFkMlkkEgkOHbsGLp06YKJEydi4MCBlcpNRET0qvihozJ+T4iIqoZyi9O0tDT06dNHoTAFABcXF3Tv3h2nT59+pSc2NTVF//790b9/f9y6dQuJiYm4ePEisrOzkZOTgzp16qB+/fpo06YNunXrhvr166vcd0ZGBgDA3t5eYXuDBg3k+15s3759e6W2eXl5ePToEWxtbeW3zSEiIiIiIiLNK7c4zc3NhZ2dXZn7HB0dcfDgQY0NomnTpmjatKnG+svLy4NEIkHNmjUVtpuZmaGgoECpfX5+PszMzJTaAiWnCBMREREREZF2lVucFhUVwdTUtMx9NWvWRFFRkdYG9arMzc0hk8lQVFSEGjX+G7GwsBAWFhZltn+xCC39uqz2r8LOzlrtx5iZlWSoX/81jY5FlzSdQR/fE/4cDEdVyMHfCcNQFX4OVUVV+N5VhdfTqzzn77//jtjYWIVt169fBQBERs5U2B4cHIx+/fpVcpQV0+T3Tl+vTWYwDFUhgzFR6z6nxqJhw4YAgPv378v/DwD37t1TOtUXABwcHHD//n2Fbffu3YOlpSVee02zL8Ts7BzIZKLc/S9bcXD06LEK241p1cHCwpIPM+7ff2qQ/Rnqc2paVcgAVI0c/J0wDFXh51BVVIXvXVV4Pb3Kcz55kid/fKm6dW0U+n2+rTZzafJ7p6/XJjMYhqqQwZBIJCYvPVhXJYtTJycnWFlZ4cSJE3jjjTcAALdv38adO3fg5eWl1L5jx47Ytm2bfPElAEhMTISnp6fCIkn6whUHiYiIyNBxYSoielUvLU5TUlKwfft2pe2XLl0CgDL3AUBISIgGhlZ5ZmZmePfdd7F06VLY2NjAzs4OCxcuhLe3N9zd3VFYWIjHjx+jTp06MDMzw+DBg7FhwwbMnz8fI0aMwF9//YW4uDisX79e52PnH3Yiqgjv6UhEpB2q/n0FDPtv7Is5jDEDVU8vLU4PHDiAAwcOKG0XouS01I8//lhpu4mJid6LUwD48MMPUVRUhBkzZqCoqAhdUtOc4gAAIABJREFUu3ZFZGQkAOD06dMYPnw4oqKi4OPjg3r16mHDhg1YtGgRQkJC0KhRI3z++eeVvlUOaRbfiBNVjGdYEJG6qkohpm1V4e9rVchA1UO5xemkSZN0OQ6Nq1GjBmbPno3Zs2cr7fPx8UFqaqrCNnd3d2zdulWlvjW5UjFVDv/IUnXGMyzI2LEoMlzGOL9q8kPsqvL3tarkoOqnyhanVHXwDywRUdVnjEWRsavK8ytfT0TGqUouiERERESGqyoXRaR7fD2RpvCsDv1jcUoax19sIiIiIqoKeBRet1ickk7wF5uIiIiIDBmPwusfi1PSOP5ikyZxtWYyVDxLhIiISLNYnBKR0eGReDJUfG1SZfHDDiIiFqdEZOB4JJ4MFV+bpG38sIOIqhsWp0RERER6xg87iIhYnBIRERER0SviqemkCSxOicrAP7BERESkK1X1fQdPTSd1sTglUhH/wFJlVdU3HUREpD3G9r6Dp6aTJrA4JSoD/8CSthnbmw4iItIevu8gKsHilIhIy/img4iIiKhiEn0PgIiIiIiIiIhHTomIqNp48fpfXvtLRERkOFicEhFRtcVrf6myuNAZEZHmsTglIqJqg9f/kjbxww4iolfD4pSoCuMpjERE2sEPOoiINI/FKVE1wk/1iYiIiMhQsTglqsL4yT4RERERGQveSoaIiIiIiIj0jsUpERERERER6R2LUyIiIiIiItI7FqdERERERESkdyxOiYiIiIiISO9YnBIREREREZHesTglIiIiIiIivWNxSkRERERERHrH4pSIiIiIiIj0jsUpERERERER6R2LUyIiIiIiItI7FqdERERERESkdyxOiYiIiIiISO9YnBIREREREZHeVdnitLi4GMuXL4e/vz88PDwQHh6OrKysctufO3cOYWFhcHNzQ+/evbF9+3aF/Xl5eZg3bx58fHzQqVMnzJ07F7m5udqOQUREREREVC1U2eJ09erViImJweeff47NmzcjIyMDkydPLrPtgwcPMGbMGHTo0AHbtm3DsGHDEBERgaNHj8rbREZGIjk5GevWrcPatWtx4sQJREZG6ioOERERERFRlWYihBD6HoSmFRYWonPnzpg7dy4GDRoEALh9+zaCgoIQHR0NT09Phfbr1q3Dr7/+in379kEiKanXP/74Y2RmZuL7779HZmYmunfvjk2bNsHHxwcAcOLECQwfPhwJCQmwt7dXeWzZ2TmQyarct5yIqrgDB+Kxb98ehW1Xr14BALRs2Uphe69efRAU1FtnYyMiIiLjIJGYwM7Ouvz9OhyLzqSkpCA3Nxfe3t7ybU2aNEHjxo2RlJSk1D4pKQleXl7ywhQAvL29cerUKchkMiQnJ0MikSgUtZ6enjA1NUVycrJ2wxARGShbW1vY2trqexhERERURdTQ9wC0ISMjAwCUjmg2aNBAvu/F9u3bt1dqm5eXh0ePHiEzMxO2traoWbOmfH+NGjVga2uLu3fvaiEBEZFhCQrqzaOhREREpFVV8shpXl4eJBKJQjEJAGZmZigoKFBqn5+fDzMzM6W2QMkpwnl5eahVq5bS48rrj4iIiIiIiNRTJY+cmpubQyaToaioCDVq/DdiYWEhLCwsymxfWFiosK30awsLizL3l7axtLRUa2wvO8eaiIiIiIiouqqSxWnDhg0BAPfv35f/HwDu3btX5uJFDg4OuH//vsK2e/fuwdLSEq+99hocHBzw4MEDFBcXw9TUFABQVFSEBw8eoEGDBmqNjQsiERERERFRdVQtF0RycnKClZUVTpw4Id92+/Zt3LlzB15eXkrtO3bsiKSkJDy/cHFiYiI8PT0hkUjQsWNHFBUV4fTp0/L9ycnJkMlk6Nixo3bDEBERERERVQOmCxYsWKDvQWiaqakpnj59iu+++w5t2rRBTk4O5syZg+bNm2PChAkoLCzEgwcPULNmTZiamsLR0RHr16/HnTt30KxZM+zatQsbN27EggUL0LRpU1hbW+PKlSv45Zdf0L59e/zzzz+YO3cuevTogZCQELXGlpdXiKp38x4iIiIiIqKXMzExgaWlWfn7q+J9ToGS026XLVuGmJgYFBUVoWvXroiMjIStrS0SExMxfPhwREVFye9beubMGSxatAipqalo1KgRwsPD0b9/f3l/ubm5WLRoEeLj41GjRg28/vrrmDNnDszNzdUaF0/rJSIiIiKi6qii03qrbHFqqFicEhERERFRdVQtrzklIiIiIiIi48LilIiIiIiIiPSOxSkRERERERHpHYtTIiIiIiIi0jsWp0RERERERKR3NfQ9gOpGIjHR9xCIiIiIiIh0rqJaiLeSISIiIiIiIr3jab1ERERERESkdyxOiYiIiIiISO9YnBIREREREZHesTglIiIiIiIivWNxSkRERERERHrH4pSIiIiIiIj0jsUpERERERER6R2LUyIiIiIiItI7FqdERERERESkdyxODUxWVhZmzZoFf39/dOrUCaNHj0ZaWpp8/86dO/H666/D1dUVb7/9Nv7++2+Fx9+4cQOjR4+Gh4cHunXrhg0bNijsLy4uxvLly+Hv7w8PDw+Eh4cjKyvLqDI8LzIyEhERERodv65yVNS/MWTIyMhAeHg4vL290alTJ3z00UfIzMw0qgzPO3PmDNq3b4/ExESjypCeno62bdsq/UtKSjKqHACwZcsWeR+DBg3CsWPHjCZDYmJimT+Htm3bYvjw4UaRAQD+/fdffPLJJ/L+x4wZg8uXL2ts/LrIkJOTg8jISPj7+8Pb2xvTp09Hdna2RjNoIkepR48ewd/fX+l31hjm7IoyPG/OnDmIjIzU6Ph1kcEY5uuKMuhivtZFjucZ6pxdUQZdzNm6+Dlobb4WZDCKi4vFkCFDxNtvvy3Onj0r0tPTRXh4uOjSpYt48OCB+PPPP0WHDh3E//3f/4nLly+LiIgI0alTJ5GdnS2EEKKgoED07NlTTJ48WaSnp4udO3cKNzc38csvv8if48svvxR+fn7i6NGj4vz58+Ktt94SYWFhRpVBCCFkMplYuXKlkEqlYs6cORobv65yVNS/MWSQyWQiODhYjBgxQly6dElcunRJvPfeeyI0NFQj49dFhufl5uaKXr16CalUKo4fP25UGXbt2iV8fHzEvXv3FP4VFhYaVY5t27aJDh06iC1btojr16+LTz/9VLi7u4tbt24ZRYaCggKln0FMTIxwcnIShw8fNooMQggxZ84c0adPH5GUlCQuX74sJkyYILp16yby8/ONJsOoUaNE9+7dxeHDh0VaWpoYP3686NevnygoKNBIBk3kKHXv3j0xaNAgIZVKxcmTJxX2GfqcrUoGIUrmixUrVgipVCrmzZunsfHrIoMxzNcVZdDFfK2LHM8z1DlblQzanrN1kUGb8zWLUwNy4cIFIZVKxeXLl+XbCgoKhJubm4iJiRGjRo0Ss2bNku8rLi4WQUFBYs2aNUIIIWJjY4W7u7vIycmRt1m9erXo3bu3vC8PDw/x22+/yfffunVLSKVSkZycbBQZhBDi5s2bYujQocLHx0d0795dK8WptnNU1L8xZLh375748MMPFf4Q7du3T0ilUvHo0SOjyPC8efPmiaFDh2p8otNFhi+//FK89957GhuzPnLIZDLRo0cPsXLlSoU+Bg4cKHbu3GkUGV705MkT4efnJ7744guNjF9XGby9vUVUVJT86/T0dCGVSsX58+eNIsPFixeFVCoVf/75p3x/Tk6O6NSpk9i2bZtGMmgihxBCxMXFiS5duojQ0FClN4DGMGdXlEEIIW7cuCHee+890blzZxEQEKDx4lTbGYxhvq4ogy7ma13keJ6hztmqZND2nK3tDNqer3larwFp2LAh1q1bhxYtWsi3mZiYQAiBx48f49SpU/D29pbvk0gk8PLykh9qT0pKgrOzM6ysrORtvL29cf36dWRlZSElJQW5ubkKfTRp0gSNGzfW2KkE2s4AAKdPn0bTpk0RGxuLJk2aaGTcus5RUf/GkKF+/fr48ssv5T+DjIwM/PLLL3BxcUGdOnWMIkOphIQEHDp0CHPnztXIuHWdIT09HS1bttT42HWZ4+rVq7hz5w769eun0MeOHTsQHBxsFBle9M0338DMzAwTJ07UyPh1lcHW1ha///47srOzUVhYiK1bt6JOnTpo2rSpUWS4fv06AKBjx47y/VZWVmjevDlOnDihkQyayAEAf/zxByZNmoRVq1Yp9W8Mc3ZFGQDg1KlTaNGiBWJjY9GoUSONjFuXGYxhvq4ogy7ma13kKGXIc7YqGbQ9Z2s7g7bn6xqv3ANpjI2NDbp3766w7ccff0RBQQGcnZ3x77//wt7eXmF/gwYNcO7cOQAlf2waNGigtB8A7t69i4yMDAAos4/SfYaeoV69ehg4cCAGDhyokfGWR9s5XFxcyu3f39/fKDLUq1dPvn3ChAk4cOAA6tSpg6ioKI2MX1cZHjx4gIiICHz66acanaR1mSE9PR0FBQV4++23cefOHbRp0wZTp06Fq6ur0eS4d+8eAODJkycYPny4fPKeNm0aPD09jSLD878T2dnZ2Lx5MxYsWAALCwuNjF9XGT755BPMmDEDvr6+MDU1hbm5Ob7//nvUrl3bKDKU/j8jIwPNmzcHUHLtZkZGBuzs7DSSQRM5AGDZsmUAgNu3byv1bwxzNvDyDAAQEhKCkJAQjYy3LNrO8LL+DWW+rijD87Q1XwO6yWHoczZQcQZtz9nazlD6AaC25mseOTVgBw4cwIoVKzBy5Eg0btwYAFCrVi2FNjVr1kRBQQEAID8/X2m/mZkZAKCgoAB5eXmQSCSoWbOmUpvSPgw9g75oO8fz/bdq1UobEbSaITw8HFu2bIGnpydGjhyplUUWtJVh/vz5CAwMREBAgFbG/CJNZ8jPz8etW7eQk5ODmTNnYs2aNWjQoAGGDh2KK1euGE2OnJwcAMDs2bPx1ltvYcOGDWjTpg1GjBihtRza/J2Ijo6GnZ2d1j9I00aGGzduoF69evj2228RHR0Nf39/hIeHa6wg0nYGFxcXtGzZEvPnz8e9e/eQn5+P5cuX4+HDh3j27JlWMlQmR0WMYc42RNrOYIjztTp0NV8D2slh6HN2RfQxZ2s6g7bnaxanBmrbtm0IDw9H3759MWPGDPmLqLCwUKHds2fP5J/Km5ubK+0v/drS0hLm5uaQyWQoKipSaqPJT/a1mUEftJ3jxf6NMYOTkxNcXV3x5ZdfQiaTISYmxigyxMTE4OLFi5g1a5bGx1sWbf1enzx5ElFRUejUqRNcXV3x2WefoWnTpvj555+NJkfpG/APPvgAwcHB6NChA+bPnw9HR0dER0cbRYbn7dy5E4MGDVIqLDRJGxlu3bqFefPmISIiAt26dYObmxuWL1+OWrVqYdOmTUaRwczMDF9//TWePHmCrl27olOnTnj48CECAgJgbW2t8QyVzVERY5izDY22MxjqfK0OXczXgHZyGMOcXRFdz9nayKDt+ZrFqQFas2YNPv74Y4SFhWHp0qWQSCSoW7cuLC0t5ae+lbp375780LyDgwPu37+vtB8oOS2oYcOGAFBmmxcP7xtqBl3Tdo6y+jeWDFlZWdi1a5fCfgsLCzRt2lTjn8RqK8O2bduQmZkpv01Dnz59AABjx47V+O0OtPlasra2lh85Akqu/WjdujXu3r2r0QzazFF6KqZUKpXvNzExQcuWLSs8Tc1QMpRKT0/HjRs30L9/f42OWxcZzp8/j+LiYjg7O8v316xZE+3atcONGzeMIgMAtGrVCtu2bcPx48dx/PhxLFmyBBkZGWjWrJlGM7xKjooYw5xtSLSdwZDn64rocr4GtJfDGOZsVehqztZWBm3P1yxODcz69euxcuVKhIeHY968eTAxMQFQ8kP38PDAyZMn5W1lMhlOnjwJLy8vACWLP5w/fx55eXnyNomJiWjRogXs7Ozg5OQEKysrhQUhbt++jTt37sj7MPQMuqTtHOX1bywZ/vnnH0ydOlXhGoWnT5/i2rVraN26tVFkWLZsGXbt2oXt27dj+/bt8nslLlq0CFOmTDGKDOfPn4enpycuXLgg319cXIyUlBS0adNGYxm0naNDhw6wtLRUeD0JIXDlyhWNLcSj7QylkpKSUL9+fa2d8qfNDA4ODgCA1NRU+f7Sn4Ojo6NRZMjJycHQoUORlpYGGxsbWFtb4/bt20hJSYGfn5/GMrxqjooYw5xtKLSdwdDn64roar7Wdg5jmLMroqs5W5sZtD5fv/J6v6Qxly5dEu3atRMff/yx0r2PcnNzRUJCgmjfvr3YvHmz/L5E3t7e8vsS5eXliR49eojx48eL1NRUERsbK9zc3BSWof/iiy+Er6+vSEhIkN8zbejQoUaV4XlDhw7Vyq1ktJ2jov6NIUNxcbF49913xcCBA8XZs2fFhQsXxKhRo0TPnj0VbvFgyBledPfuXY0vS6/tDM+ePRMDBgwQoaGh4syZMyItLU3MmDFDeHl5iaysLKPJIUTJ8vpeXl5i79694tq1a2Lx4sXCxcVFXLlyxWgyCFFyi4ORI0dqZMy6zlBUVCSGDBkiBgwYIE6ePCkuX74s5s2bJ9zd3cXt27eNIoMQQoSFhYkRI0aI9PR0cfbsWdG/f3+N/0xeNcfzSm8R8+ItJwx9zlYlw/PCwsI0fisZbWcwhvm6ogy6mK91keNFhjhnV5RBF3O2Ln4O2pyvWZwakOXLlwupVFrmv//93/8VQgixdetWERgYKFxcXMSQIUOU7jt35coVMWzYMOHi4iK6d+8uNm3apLD/2bNnYsmSJcLb21t4enqKKVOmlPliNOQMz9NWcartHKr0b+gZhBAiOztbzJo1S3Tu3Fl4eHiIyZMni4yMDI2MX1cZnqeNiU4XGTIyMsTUqVNF586dhZubmxg5cqRITU3VWAZd5ZDJZGLt2rWiW7duwtnZWbz11lsvfWNiiBmEEGLcuHHio48+0ti4dZ0hOztbREREiK5du4qOHTuKESNGiEuXLhlVhrt374rx48cLT09P4evrKxYsWKDRN+GaylGqvDeAxjBnV5ThedooTrWdwVjm65dlEEL787WucjzPUOfsijJoe87WRQZtztcmQgjx6sdfiYiIiIiIiCqP15wSERERERGR3rE4JSIiIiIiIr1jcUpERERERER6x+KUiIiIiIiI9I7FKREREREREekdi1MiIiIiIiLSOxanREREADIzM7F27VoMHjwYvr6+cHZ2Rrdu3fDhhx/i6NGj+h6egsDAQHTq1Enl9pcuXULbtm0xe/ZsAMDixYvRtm1bJCYmKrVNSEhAcHAwXFxc4OPjg+PHjwMA4uLicOvWLbXHunr1arRt2xb79+9X+7GA+lmJiMh41dD3AIiIiPRtz549mDNnDnJzc9G+fXv06dMHVlZWuHPnDhISErB7924MGjQIixcvhkRifJ/r1qtXD5MmTUK7du0AAF27dkXt2rXRuHFjhXaPHz/GlClTUFxcjEGDBsHKygqtWrXCF198gQ0bNmD79u1qP7e3tzcmTZqEFi1aaCQLERFVXSxOiYioWvvrr7/w4Ycfom7duvj666/h6+ursP/hw4eYOnUqtm3bhvbt22PYsGF6Gmnl1a9fH5MnT5Z/HRAQgICAAKV2V69eRV5eHoKDg7Fw4UL59uzs7Eo/t4+PD3x8fCr9eCIiqj6M7+NfIiIiDSksLMTcuXMhhMDy5cuVClMAsLGxwYoVK2BtbY0NGzZACKGHkepGYWEhgJLMREREusbilIiIqq3Dhw/jzp076N69O/z8/MptZ2Njg/fffx+DBw9Gfn6+fPuFCxcwYcIE+Pj4wNXVFW+88Qaio6OVCtisrCzMmTMHvXr1gouLC/z9/TFjxgzcuHFD6blSUlLw0Ucfwc/PDx4eHggNDcXWrVvLLIqvXLmCCRMmoGPHjvD09MTo0aNx6dIlpXZpaWmYMWMGunXrBmdnZ3h6eiIsLAx79+6Vtxk2bBiGDx8OAIiKipJfoxoYGIiYmBgAQEhICAIDA+WPiYuLQ1hYGLy8vODh4YE333wTP//8s8JYy7vmdPv27Rg2bBi8vLzg7OwMf39/TJs2rdzrWlXJOmzYMAQGBiIhIQGBgYFwc3PDlClTyuyPiIgMD0/rJSKiauvAgQMAgF69elXYdty4cQpfJyQkYNKkSahZsyZ69+4NW1tbHDlyBAsWLMDFixfxySefAAAKCgowduxYpKWloVevXujTpw9u3ryJXbt24ejRo9i9ezfq1q0LADh27Bg++OADFBcXIygoCI0aNcKhQ4cQERGBf/75B+Hh4fLnz8/PR1hYGBwdHTFkyBBcu3YNBw8exOnTp7F7927Y29sDAP7++28MGzYMpqam6N27N+rXr49bt25h//79CA8Px9q1a9GjRw+EhoaicePGiImJgZubG7p27Yp27drByckJMTExSElJwZAhQ9CyZUsAwO+//45p06bB0dERoaGhkEgkOHDgABYuXIiHDx9i4sSJ5X4vP//8c3z//fdwcnJCaGgoTExMcPLkScTFxSE5ORl79uyBubm52lmBktOwP/zwQwQFBcHa2hqtWrWq8GdLREQGQhAREVVT77zzjpBKpeLs2bNqPe7ff/8VnTt3Fp07dxa3bt2Sby8uLhaTJ08WUqlUHDp0SAghxMGDB4VUKhWrVq1S6GPDhg1CKpWKzZs3CyGEKCoqEoGBgcLFxUWcOnVK3i4/P18EBweLdu3aiaysLCGEED169BBSqVTMmzdPoc9FixYJqVQqNm7cKN82atQoIZVKxZkzZxTa7t69W0ilUjF16lT5tuPHjwupVCoWLVqk0HbWrFlCKpWKixcvyreFhoYKd3d38fTpU/m2p0+fCj8/P9G5c2chk8mEEEJ89dVXQiqVin379gkhhMjIyBBOTk7ivffeE0VFRQrPM3bsWCGVSsWRI0fk29TJOnToUCGVSsWSJUsEEREZHx45JSKiaqt0oZ/atWsr7YuPj0dqaqrS9p49e+Lq1at48OABZs6ciSZNmsj3SSQSTJs2DXv37sVvv/2Gbt26QSaTAQAuXryI/Px8+RHBd999F/369YODgwMA4MyZM7h9+zbefvtteHh4yPusVasWZs+ejbNnz6KgoEBhLOPHj1f4OjAwEFFRUQqnxo4cORLBwcFwc3NTaOvl5aXwPVCXEAL5+fm4ePEivL29AQDW1tbYunUrateuDRMTkzIfZ2ZmhqVLl6J169YwNTVVGlNCQkKZY1Ila6nXX3+9UpmIiEi/WJwSEVG1VXo67ZMnT5T2xcfHIzY2Vml748aNkZ6eDqDkmtPVq1crtTE1NUVKSgoAwNfXF02bNsUff/wBPz8/+Pr6IiAgAN27d0fDhg3ljylt7+7urtSfr6+v0mJNZmZmCo9/Ps+///4r3+bv7w8AuH//PlJSUnDz5k1cu3YNycnJAIDi4mKl51PFkCFDMH/+fAwbNgxt27ZFQEAAunXrho4dO770djs2NjYIDg6GTCZDWloarly5glu3biE1NRV//fUXAMgLenWzlnrxFjlERGQcWJwSEVG11aRJE5w5cwY3btyAq6urwr5ly5Zh2bJl8q83bdqEJUuWAACePn0KANi1a1e5fT9+/BgAYGFhgV9//RVr1qzB7t27ER8fj/j4eEgkEvTq1Qv/+c9/ULduXXmBbG1trdLYa9WqVe4+8dyCRHfv3sUnn3yCgwcPQggBiUQCR0dHdOzYERcvXlTpucoSFhYGOzs7REVFITk5GampqVi/fj3s7e0xe/Zs9OvXr9zHxsfHY/ny5bh+/ToAwNLSEs7OznBycsJff/2ltPiTqllLPX+9KhERGQ8Wp0REVG0FBQUhLi4O+/btQ3BwsMqPs7S0BFBSsHbp0qXC9ra2toiIiMCcOXOQmpqKI0eOYMeOHdi7dy8kEglWrlwp7zM3N1fp8c+ePYMQAmZmZiqPESgp3N5//31cvnwZ48aNQ8+ePdGmTRuYm5sjKysLW7ZsUau/F/Xq1Qu9evXCkydPkJiYiIMHDyI2NhbTpk1D69atIZVKlR5z9uxZTJkyBQ4ODlixYgVcXFzQtGlTmJiY4Ntvv5UfPSUiouqHt5IhIqJqKzAwEPb29ti3bx9Onjz50rbPH6Fr27YtAOD8+fNK7R49eoTFixdjx44dAICTJ09i0aJFuHnzJkxMTODk5ISxY8diy5YtsLS0RFJSEgDIC7m///5bqc/du3fDzc0N27dvVytfamqqfJXgjz76CC4uLvKjileuXFHKVZ4Xrx8tLCzEmjVrsGnTJgAl1+z26tULS5Yswfjx4yGTyXD69Oky+9q1axdkMhnmz5+P/v37o1mzZvL+r169qvKYiIio6mFxSkRE1Za5uTmWLl0KAJg4cSLi4+OV2hQVFWHr1q1Ys2YNAMhPx7W2tsaGDRtw7do1hfZffPEFoqKicPPmTQAl13r++OOP+P777xXaZWVloaCgQH59pJeXFxo2bIgdO3Yo3L+zsLAQmzZtgkQiUeko7fNKj7S+uMDQo0eP5LmLiooq7KdGjZITrZ49eybvNy4uDqtWrVJakOjOnTsAgEaNGpXZV+kpullZWQrbjx07hri4OJXHREREVQ9P6yUiomqtc+fO+PbbbzFz5kxMnjwZjo6O8Pb2Rt26dZGZmYmjR48iOzsbFhYWmDJlCvr374+aNWti0aJFmD59OkJDQ9GzZ080aNAAJ06cwLlz5+Di4oJRo0YBKFnd18PDA9HR0UhLS4O7uztycnKwd+9eAMDkyZMBlBSAn376KcaNG4ewsDD06tULdnZ2OHToEK5fv46PP/5Y4X6eqnB0dISrqyuSkpLw7rvvwtPTEw8fPsT+/ftRWFgICwsLPHz4sMJ+Sp/3s88+g6+vLyZNmoSpU6di4sSJCA0NRZ8+fVCnTh2cP38ex48fh7e3N/z8/Mrsq1+/fti4cSMWLlyIkydPon79+kiEmT33AAAB/ElEQVRNTcXRo0dhY2OD7OxsPHr0SK2cRERUNbA4JSKiaq9r167YvXs3du7cib179+LQoUN4+PAhateujdatW2PkyJEYPHgwbGxs5I/p27cvHBwcsG7dOhw5cgR5eXlo3LgxJkyYgNGjR8PKygpAyVHGdevWYf369di/fz9++ukn1KpVC+7u7hg3bhw6duwo79PX1xfR0dH4+uuvkZCQgLy8PLRu3Rqff/45QkJC1M4lkUjwzTffYMWKFfjzzz9x4cIFODg4ICAgAOPHj8fy5cuxf/9+3Lx5E82aNSu3n3fffRenTp1CUlISrly5gpEjRyIoKAjfffcd1q9fjz/++ANPnjxBo0aNMHHiRIwdO7bcFXvbtWuHb7/9Fl999RX2798PU1NTNG7cGOHh4Rg8eDACAgKQkJCAcePGqZ2XiIiMm4nghR1ERESkJatWrcI333yDNWvWIDAwUN/DISIiA8ZrTomIiEhrSq8trV27tp5HQkREho6n9RIREZHG7d69GwcOHEB8fDwsLS3Rrl07fQ+JiIgMHI+cEhERkcadPn0a8fHxqFevHpYuXSq/BpeIiKg8vOaUiIiIiIiI9I5HTomIiIiIiEjvWJwSERERERGR3rE4JSIiIiIiIr1jcUpERERERER6x+KUiIiIiIiI9I7FKREREREREend/wM4sE4ZBcIfJAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1080x432 with 1 Axes>"
]
},
- "metadata": {
- "needs_background": "light"
- },
+ "metadata": {},
"output_type": "display_data"
}
],
@@ -430,19 +428,17 @@
},
{
"cell_type": "code",
- "execution_count": 61,
+ "execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1080x432 with 1 Axes>"
]
},
- "metadata": {
- "needs_background": "light"
- },
+ "metadata": {},
"output_type": "display_data"
}
],
@@ -462,29 +458,27 @@
},
{
"cell_type": "code",
- "execution_count": 26,
+ "execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x2215abba548>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x28b6aa90608>"
]
},
- "execution_count": 26,
+ "execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1080x432 with 1 Axes>"
]
},
- "metadata": {
- "needs_background": "light"
- },
+ "metadata": {},
"output_type": "display_data"
}
],
@@ -500,7 +494,7 @@
},
{
"cell_type": "code",
- "execution_count": 63,
+ "execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
@@ -509,19 +503,17 @@
},
{
"cell_type": "code",
- "execution_count": 65,
+ "execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
- "metadata": {
- "needs_background": "light"
- },
+ "metadata": {},
"output_type": "display_data"
}
],
@@ -540,48 +532,135 @@
},
{
"cell_type": "code",
- "execution_count": 10,
- "metadata": {},
- "outputs": [],
- "source": [
- "plt.rcParams['figure.figsize'] = [15, 10]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
+ "execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
+ "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>count</th>\n",
+ " <th>mean</th>\n",
+ " <th>std</th>\n",
+ " <th>min</th>\n",
+ " <th>25%</th>\n",
+ " <th>50%</th>\n",
+ " <th>75%</th>\n",
+ " <th>max</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>is13D</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <td>0</td>\n",
+ " <td>4233.0</td>\n",
+ " <td>0.025598</td>\n",
+ " <td>0.008904</td>\n",
+ " <td>0.000506</td>\n",
+ " <td>0.019342</td>\n",
+ " <td>0.024825</td>\n",
+ " <td>0.030870</td>\n",
+ " <td>0.064655</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>1</td>\n",
+ " <td>304.0</td>\n",
+ " <td>0.026034</td>\n",
+ " <td>0.008653</td>\n",
+ " <td>0.007423</td>\n",
+ " <td>0.019885</td>\n",
+ " <td>0.025518</td>\n",
+ " <td>0.031266</td>\n",
+ " <td>0.057757</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x221575e8fc8>"
+ " count mean std min 25% 50% 75% \\\n",
+ "is13D \n",
+ "0 4233.0 0.025598 0.008904 0.000506 0.019342 0.024825 0.030870 \n",
+ "1 304.0 0.026034 0.008653 0.007423 0.019885 0.025518 0.031266 \n",
+ "\n",
+ " max \n",
+ "is13D \n",
+ "0 0.064655 \n",
+ "1 0.057757 "
]
},
- "execution_count": 11,
+ "execution_count": 22,
"metadata": {},
"output_type": "execute_result"
- },
+ }
+ ],
+ "source": [
+ "df_for_stat_analysis.groupby('is13D')['opc_TotalPsyCap_divByWords'].describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
{
"data": {
- "image/png": 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+ "image/png": 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\n",
"text/plain": [
- "<Figure size 1080x720 with 1 Axes>"
+ "<Figure size 720x360 with 1 Axes>"
]
},
- "metadata": {
- "needs_background": "light"
- },
+ "metadata": {},
"output_type": "display_data"
}
],
"source": [
- "sns.stripplot(y='opc_TotalPsyCap_divByWords', x='is13D', \n",
+ "plt.rcParams['figure.figsize'] = [10, 5]\n",
+ "plot4 = sns.stripplot(y='opc_TotalPsyCap_divByWords', x='is13D', \n",
" data=df_for_stat_analysis, \n",
" jitter=True,\n",
" marker='o',\n",
- " size = 6.0,\n",
- " palette=\"colorblind\",)"
+ " size = 3.0,\n",
+ " palette=\"colorblind\",)\n",
+ "\n",
+ "plot4.axes.set_title(\"Psychologisches Kapital \\nvon betroffenen Unternehmen\",fontsize=23)\n",
+ "plot4.set_xlabel(\"Investorenaktivismus\",fontsize=20)\n",
+ "plot4.set_ylabel(\"Psychologisches Kapital \\n(relativ zur Wortanzahl)\",fontsize=20)\n",
+ "plot4.tick_params(labelsize=15)"
]
},
{
@@ -593,12 +672,12 @@
},
{
"cell_type": "code",
- "execution_count": 69,
+ "execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 360x360 with 2 Axes>"
]
@@ -631,6 +710,27 @@
"plt.show() # ta-da!\n",
"\n"
]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
}
],
"metadata": {
diff --git a/03_jupy_DataProcessing_LTS_files.ipynb b/03_jupy_DataProcessing_LTS_files.ipynb
index 9de2599a6db20a07831166b675c6b2f0656dae6d..216519df7e5065529b058a04cfb1281e44798894 100644
--- a/03_jupy_DataProcessing_LTS_files.ipynb
+++ b/03_jupy_DataProcessing_LTS_files.ipynb
@@ -10,7 +10,7 @@
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
@@ -1968,6 +1968,446 @@
"df_lts_opc"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Removing rows that have no value\n",
+ "Let's also quickly check, if there are rows, where the PsyCap is zero."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "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>lts_filePath</th>\n",
+ " <th>lts_gvkey</th>\n",
+ " <th>lts_company name</th>\n",
+ " <th>lts_finYear</th>\n",
+ " <th>opc_Total_Words</th>\n",
+ " <th>opc_Total_Characters</th>\n",
+ " <th>opc_OrgPsyCapConfidence</th>\n",
+ " <th>opc_OrgPsyCapHope</th>\n",
+ " <th>opc_OrgPsyCapOptimism</th>\n",
+ " <th>opc_OrgPsyCapResilience</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <td>1414</td>\n",
+ " <td>E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\004321_EMERSON ELECTRIC CO_2006.txt</td>\n",
+ " <td>4321</td>\n",
+ " <td>EMERSON ELECTRIC CO</td>\n",
+ " <td>2006</td>\n",
+ " <td>354</td>\n",
+ " <td>8485</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>1415</td>\n",
+ " <td>E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\004321_EMERSON ELECTRIC CO_2007.txt</td>\n",
+ " <td>4321</td>\n",
+ " <td>EMERSON ELECTRIC CO</td>\n",
+ " <td>2007</td>\n",
+ " <td>224</td>\n",
+ " <td>5581</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>1416</td>\n",
+ " <td>E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\004321_EMERSON ELECTRIC CO_2008.txt</td>\n",
+ " <td>4321</td>\n",
+ " <td>EMERSON ELECTRIC CO</td>\n",
+ " <td>2008</td>\n",
+ " <td>673</td>\n",
+ " <td>14391</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>1417</td>\n",
+ " <td>E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\004321_EMERSON ELECTRIC CO_2009.txt</td>\n",
+ " <td>4321</td>\n",
+ " <td>EMERSON ELECTRIC CO</td>\n",
+ " <td>2009</td>\n",
+ " <td>314</td>\n",
+ " <td>10282</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>2839</td>\n",
+ " <td>E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\007620_MURPHY OIL CORP_2015.txt</td>\n",
+ " <td>7620</td>\n",
+ " <td>MURPHY OIL CORP</td>\n",
+ " <td>2015</td>\n",
+ " <td>312</td>\n",
+ " <td>1520</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>3800</td>\n",
+ " <td>E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\009882_SOUTHWEST AIRLINES_2000.txt</td>\n",
+ " <td>9882</td>\n",
+ " <td>SOUTHWEST AIRLINES</td>\n",
+ " <td>2000</td>\n",
+ " <td>505</td>\n",
+ " <td>2615</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " lts_filePath \\\n",
+ "1414 E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\004321_EMERSON ELECTRIC CO_2006.txt \n",
+ "1415 E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\004321_EMERSON ELECTRIC CO_2007.txt \n",
+ "1416 E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\004321_EMERSON ELECTRIC CO_2008.txt \n",
+ "1417 E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\004321_EMERSON ELECTRIC CO_2009.txt \n",
+ "2839 E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\007620_MURPHY OIL CORP_2015.txt \n",
+ "3800 E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\009882_SOUTHWEST AIRLINES_2000.txt \n",
+ "\n",
+ " lts_gvkey lts_company name lts_finYear opc_Total_Words \\\n",
+ "1414 4321 EMERSON ELECTRIC CO 2006 354 \n",
+ "1415 4321 EMERSON ELECTRIC CO 2007 224 \n",
+ "1416 4321 EMERSON ELECTRIC CO 2008 673 \n",
+ "1417 4321 EMERSON ELECTRIC CO 2009 314 \n",
+ "2839 7620 MURPHY OIL CORP 2015 312 \n",
+ "3800 9882 SOUTHWEST AIRLINES 2000 505 \n",
+ "\n",
+ " opc_Total_Characters opc_OrgPsyCapConfidence opc_OrgPsyCapHope \\\n",
+ "1414 8485 0 0 \n",
+ "1415 5581 0 0 \n",
+ "1416 14391 0 0 \n",
+ "1417 10282 0 0 \n",
+ "2839 1520 0 0 \n",
+ "3800 2615 0 0 \n",
+ "\n",
+ " opc_OrgPsyCapOptimism opc_OrgPsyCapResilience \n",
+ "1414 0 0 \n",
+ "1415 0 0 \n",
+ "1416 0 0 \n",
+ "1417 0 0 \n",
+ "2839 0 0 \n",
+ "3800 0 0 "
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_lts_opc[(df_lts_opc[\"opc_OrgPsyCapConfidence\"] + \n",
+ " df_lts_opc[\"opc_OrgPsyCapHope\"] +\n",
+ " df_lts_opc[\"opc_OrgPsyCapOptimism\"] + \n",
+ " df_lts_opc[\"opc_OrgPsyCapResilience\"]) == 0 ]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "All but the last LTS are unusable. Let's therefore drop them."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "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>lts_filePath</th>\n",
+ " <th>lts_gvkey</th>\n",
+ " <th>lts_company name</th>\n",
+ " <th>lts_finYear</th>\n",
+ " <th>opc_Total_Words</th>\n",
+ " <th>opc_Total_Characters</th>\n",
+ " <th>opc_OrgPsyCapConfidence</th>\n",
+ " <th>opc_OrgPsyCapHope</th>\n",
+ " <th>opc_OrgPsyCapOptimism</th>\n",
+ " <th>opc_OrgPsyCapResilience</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <td>0</td>\n",
+ " <td>E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\001075_PINNACLE WEST CAPITAL CORP_2000.txt</td>\n",
+ " <td>1075</td>\n",
+ " <td>PINNACLE WEST CAPITAL CORP</td>\n",
+ " <td>2000</td>\n",
+ " <td>1225</td>\n",
+ " <td>6516</td>\n",
+ " <td>20</td>\n",
+ " <td>20</td>\n",
+ " <td>5</td>\n",
+ " <td>3</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>1</td>\n",
+ " <td>E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\001075_PINNACLE WEST CAPITAL CORP_2001.txt</td>\n",
+ " <td>1075</td>\n",
+ " <td>PINNACLE WEST CAPITAL CORP</td>\n",
+ " <td>2001</td>\n",
+ " <td>2237</td>\n",
+ " <td>12317</td>\n",
+ " <td>51</td>\n",
+ " <td>19</td>\n",
+ " <td>7</td>\n",
+ " <td>16</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>2</td>\n",
+ " <td>E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\001075_PINNACLE WEST CAPITAL CORP_2002.txt</td>\n",
+ " <td>1075</td>\n",
+ " <td>PINNACLE WEST CAPITAL CORP</td>\n",
+ " <td>2002</td>\n",
+ " <td>1930</td>\n",
+ " <td>10471</td>\n",
+ " <td>21</td>\n",
+ " <td>13</td>\n",
+ " <td>3</td>\n",
+ " <td>13</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>3</td>\n",
+ " <td>E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\001075_PINNACLE WEST CAPITAL CORP_2004.txt</td>\n",
+ " <td>1075</td>\n",
+ " <td>PINNACLE WEST CAPITAL CORP</td>\n",
+ " <td>2004</td>\n",
+ " <td>2050</td>\n",
+ " <td>11083</td>\n",
+ " <td>32</td>\n",
+ " <td>16</td>\n",
+ " <td>5</td>\n",
+ " <td>6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>4</td>\n",
+ " <td>E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\001075_PINNACLE WEST CAPITAL CORP_2005.txt</td>\n",
+ " <td>1075</td>\n",
+ " <td>PINNACLE WEST CAPITAL CORP</td>\n",
+ " <td>2005</td>\n",
+ " <td>2040</td>\n",
+ " <td>11067</td>\n",
+ " <td>22</td>\n",
+ " <td>22</td>\n",
+ " <td>5</td>\n",
+ " <td>4</td>\n",
+ " </tr>\n",
+ " <tr>\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",
+ " <td>8327</td>\n",
+ " <td>E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\316056_ALLEGION PLC_2014.txt</td>\n",
+ " <td>316056</td>\n",
+ " <td>ALLEGION PLC</td>\n",
+ " <td>2014</td>\n",
+ " <td>458</td>\n",
+ " <td>2346</td>\n",
+ " <td>5</td>\n",
+ " <td>5</td>\n",
+ " <td>0</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>8328</td>\n",
+ " <td>E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\316056_ALLEGION PLC_2015.txt</td>\n",
+ " <td>316056</td>\n",
+ " <td>ALLEGION PLC</td>\n",
+ " <td>2015</td>\n",
+ " <td>594</td>\n",
+ " <td>3384</td>\n",
+ " <td>3</td>\n",
+ " <td>14</td>\n",
+ " <td>3</td>\n",
+ " <td>5</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>8329</td>\n",
+ " <td>E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\316056_ALLEGION PLC_2016.txt</td>\n",
+ " <td>316056</td>\n",
+ " <td>ALLEGION PLC</td>\n",
+ " <td>2016</td>\n",
+ " <td>1561</td>\n",
+ " <td>8639</td>\n",
+ " <td>32</td>\n",
+ " <td>44</td>\n",
+ " <td>17</td>\n",
+ " <td>19</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>8330</td>\n",
+ " <td>E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\316056_ALLEGION PLC_2017.txt</td>\n",
+ " <td>316056</td>\n",
+ " <td>ALLEGION PLC</td>\n",
+ " <td>2017</td>\n",
+ " <td>940</td>\n",
+ " <td>5155</td>\n",
+ " <td>13</td>\n",
+ " <td>16</td>\n",
+ " <td>5</td>\n",
+ " <td>12</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>8331</td>\n",
+ " <td>E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\316056_ALLEGION PLC_2018.txt</td>\n",
+ " <td>316056</td>\n",
+ " <td>ALLEGION PLC</td>\n",
+ " <td>2018</td>\n",
+ " <td>438</td>\n",
+ " <td>2295</td>\n",
+ " <td>4</td>\n",
+ " <td>7</td>\n",
+ " <td>2</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>8318 rows × 10 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " lts_filePath \\\n",
+ "0 E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\001075_PINNACLE WEST CAPITAL CORP_2000.txt \n",
+ "1 E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\001075_PINNACLE WEST CAPITAL CORP_2001.txt \n",
+ "2 E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\001075_PINNACLE WEST CAPITAL CORP_2002.txt \n",
+ "3 E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\001075_PINNACLE WEST CAPITAL CORP_2004.txt \n",
+ "4 E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\001075_PINNACLE WEST CAPITAL CORP_2005.txt \n",
+ "... ... \n",
+ "8327 E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\316056_ALLEGION PLC_2014.txt \n",
+ "8328 E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\316056_ALLEGION PLC_2015.txt \n",
+ "8329 E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\316056_ALLEGION PLC_2016.txt \n",
+ "8330 E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\316056_ALLEGION PLC_2017.txt \n",
+ "8331 E:\\00_git\\invact\\internal_Data\\lts_improved_data_set\\316056_ALLEGION PLC_2018.txt \n",
+ "\n",
+ " lts_gvkey lts_company name lts_finYear opc_Total_Words \\\n",
+ "0 1075 PINNACLE WEST CAPITAL CORP 2000 1225 \n",
+ "1 1075 PINNACLE WEST CAPITAL CORP 2001 2237 \n",
+ "2 1075 PINNACLE WEST CAPITAL CORP 2002 1930 \n",
+ "3 1075 PINNACLE WEST CAPITAL CORP 2004 2050 \n",
+ "4 1075 PINNACLE WEST CAPITAL CORP 2005 2040 \n",
+ "... ... ... ... ... \n",
+ "8327 316056 ALLEGION PLC 2014 458 \n",
+ "8328 316056 ALLEGION PLC 2015 594 \n",
+ "8329 316056 ALLEGION PLC 2016 1561 \n",
+ "8330 316056 ALLEGION PLC 2017 940 \n",
+ "8331 316056 ALLEGION PLC 2018 438 \n",
+ "\n",
+ " opc_Total_Characters opc_OrgPsyCapConfidence opc_OrgPsyCapHope \\\n",
+ "0 6516 20 20 \n",
+ "1 12317 51 19 \n",
+ "2 10471 21 13 \n",
+ "3 11083 32 16 \n",
+ "4 11067 22 22 \n",
+ "... ... ... ... \n",
+ "8327 2346 5 5 \n",
+ "8328 3384 3 14 \n",
+ "8329 8639 32 44 \n",
+ "8330 5155 13 16 \n",
+ "8331 2295 4 7 \n",
+ "\n",
+ " opc_OrgPsyCapOptimism opc_OrgPsyCapResilience \n",
+ "0 5 3 \n",
+ "1 7 16 \n",
+ "2 3 13 \n",
+ "3 5 6 \n",
+ "4 5 4 \n",
+ "... ... ... \n",
+ "8327 0 2 \n",
+ "8328 3 5 \n",
+ "8329 17 19 \n",
+ "8330 5 12 \n",
+ "8331 2 1 \n",
+ "\n",
+ "[8318 rows x 10 columns]"
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "indexes = df_lts_opc.index[(df_lts_opc[\"opc_OrgPsyCapConfidence\"] + \n",
+ " df_lts_opc[\"opc_OrgPsyCapHope\"] +\n",
+ " df_lts_opc[\"opc_OrgPsyCapOptimism\"] + \n",
+ " df_lts_opc[\"opc_OrgPsyCapResilience\"]) == 0 ].tolist()\n",
+ "indexes = indexes[:5]\n",
+ "df_lts_opc = df_lts_opc.drop(indexes)\n",
+ "df_lts_opc"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -1978,7 +2418,7 @@
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
@@ -1997,7 +2437,7 @@
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 22,
"metadata": {},
"outputs": [
{
@@ -2009,23 +2449,23 @@
"2003 288\n",
"2004 301\n",
"2005 413\n",
- "2006 477\n",
- "2007 499\n",
- "2008 521\n",
- "2009 535\n",
+ "2006 476\n",
+ "2007 498\n",
+ "2008 520\n",
+ "2009 534\n",
"2010 548\n",
"2011 526\n",
"2012 538\n",
"2013 551\n",
"2014 502\n",
- "2015 514\n",
+ "2015 513\n",
"2016 501\n",
"2017 507\n",
"2018 454\n",
"Name: lts_finYear, dtype: int64"
]
},
- "execution_count": 20,
+ "execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
@@ -2043,22 +2483,22 @@
},
{
"cell_type": "code",
- "execution_count": 26,
+ "execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x1a24457ec88>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x27a34d3f0c8>"
]
},
- "execution_count": 26,
+ "execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
@@ -2087,16 +2527,16 @@
},
{
"cell_type": "code",
- "execution_count": 25,
+ "execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "There are 8323 files in the dataset.\n",
+ "There are 8318 files in the dataset.\n",
"There are 697 of companies in the dataset.\n",
- "Therefore, there are on average 11.94 LTS per company.\n"
+ "Therefore, there are on average 11.93 LTS per company.\n"
]
}
],
@@ -2127,7 +2567,8 @@
" * Resilience\n",
"\n",
"These two types of' data were merged and then saved to the dataframe *df_lts_opc*. \n",
- "We deleted all datapoints, where the word count was below 100, as a short study of these files showed, that these files could not be used for subsequent analysis."
+ "We deleted all datapoints, where the word count was below 100, as a short study of these files showed, that these files could not be used for subsequent analysis. \n",
+ "We also delete all datapoints, where the total PsyCap was zero due to the LTS containing unusable information."
]
}
],
diff --git a/03_jupy_RemovingFollowUps_13dFiles.ipynb b/03_jupy_RemovingFollowUps_13dFiles.ipynb
index e347d19b7fb990c21a782c4aee7e454630c3169d..d2ccfef9b75dc7c2c371dc85b2e9137a637ded4b 100644
--- a/03_jupy_RemovingFollowUps_13dFiles.ipynb
+++ b/03_jupy_RemovingFollowUps_13dFiles.ipynb
@@ -1987,16 +1987,16 @@
},
{
"cell_type": "code",
- "execution_count": 39,
+ "execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x292c2d2dd88>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x212673d1608>"
]
},
- "execution_count": 39,
+ "execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
@@ -2063,7 +2063,7 @@
},
{
"cell_type": "code",
- "execution_count": 37,
+ "execution_count": 15,
"metadata": {},
"outputs": [
{
diff --git a/03_jupy_RemovingFollowUps_13gFiles.ipynb b/03_jupy_RemovingFollowUps_13gFiles.ipynb
index 6c6ca23c6b8dc4f247066785f70b61ea4265a87d..602d25e32cb268c7ceeb8c7c15615a02e85b0d84 100644
--- a/03_jupy_RemovingFollowUps_13gFiles.ipynb
+++ b/03_jupy_RemovingFollowUps_13gFiles.ipynb
@@ -601,7 +601,7 @@
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <td>91835</td>\n",
+ " <td>91832</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -626,7 +626,7 @@
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>50172</td>\n",
+ " <td>48219</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -640,18 +640,18 @@
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>20010202</td>\n",
+ " <td>20000203</td>\n",
" <td>20</td>\n",
" <td>354204</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
- " <td>2001</td>\n",
+ " <td>2000</td>\n",
" <td>2</td>\n",
- " <td>1998</td>\n",
+ " <td>1997</td>\n",
" <td>13g_case1</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>48222</td>\n",
+ " <td>50169</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -665,18 +665,18 @@
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>20000203</td>\n",
+ " <td>20010202</td>\n",
" <td>20</td>\n",
" <td>354204</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
- " <td>2000</td>\n",
+ " <td>2001</td>\n",
" <td>2</td>\n",
- " <td>1997</td>\n",
+ " <td>1998</td>\n",
" <td>13g_case1</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>122397</td>\n",
+ " <td>52362</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -690,18 +690,18 @@
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>20050606</td>\n",
+ " <td>19990211</td>\n",
" <td>20</td>\n",
- " <td>1328618</td>\n",
+ " <td>354204</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
- " <td>2005</td>\n",
- " <td>6</td>\n",
- " <td>2003</td>\n",
- " <td>13g_case2</td>\n",
+ " <td>1999</td>\n",
+ " <td>2</td>\n",
+ " <td>1996</td>\n",
+ " <td>13g_case1</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>52365</td>\n",
+ " <td>122395</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -715,14 +715,14 @@
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>19990211</td>\n",
+ " <td>20050606</td>\n",
" <td>20</td>\n",
- " <td>354204</td>\n",
+ " <td>1328618</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
- " <td>1999</td>\n",
- " <td>2</td>\n",
- " <td>1996</td>\n",
- " <td>13g_case1</td>\n",
+ " <td>2005</td>\n",
+ " <td>6</td>\n",
+ " <td>2003</td>\n",
+ " <td>13g_case2</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
@@ -882,11 +882,11 @@
],
"text/plain": [
" lts_filePath lts_gvkey lts_company name lts_finYear opc_Total_Words \\\n",
- "91835 NaN NaN NaN NaN NaN \n",
- "50172 NaN NaN NaN NaN NaN \n",
- "48222 NaN NaN NaN NaN NaN \n",
- "122397 NaN NaN NaN NaN NaN \n",
- "52365 NaN NaN NaN NaN NaN \n",
+ "91832 NaN NaN NaN NaN NaN \n",
+ "48219 NaN NaN NaN NaN NaN \n",
+ "50169 NaN NaN NaN NaN NaN \n",
+ "52362 NaN NaN NaN NaN NaN \n",
+ "122395 NaN NaN NaN NaN NaN \n",
"... ... ... ... ... ... \n",
"161308 NaN NaN NaN NaN NaN \n",
"161309 NaN NaN NaN NaN NaN \n",
@@ -895,11 +895,11 @@
"162369 NaN NaN NaN NaN NaN \n",
"\n",
" opc_Total_Characters opc_OrgPsyCapConfidence opc_OrgPsyCapHope \\\n",
- "91835 NaN NaN NaN \n",
- "50172 NaN NaN NaN \n",
- "48222 NaN NaN NaN \n",
- "122397 NaN NaN NaN \n",
- "52365 NaN NaN NaN \n",
+ "91832 NaN NaN NaN \n",
+ "48219 NaN NaN NaN \n",
+ "50169 NaN NaN NaN \n",
+ "52362 NaN NaN NaN \n",
+ "122395 NaN NaN NaN \n",
"... ... ... ... \n",
"161308 NaN NaN NaN \n",
"161309 NaN NaN NaN \n",
@@ -908,11 +908,11 @@
"162369 NaN NaN NaN \n",
"\n",
" opc_OrgPsyCapOptimism opc_OrgPsyCapResilience LTS_available cs_cik \\\n",
- "91835 NaN NaN 0.0 NaN \n",
- "50172 NaN NaN 0.0 NaN \n",
- "48222 NaN NaN 0.0 NaN \n",
- "122397 NaN NaN 0.0 NaN \n",
- "52365 NaN NaN 0.0 NaN \n",
+ "91832 NaN NaN 0.0 NaN \n",
+ "48219 NaN NaN 0.0 NaN \n",
+ "50169 NaN NaN 0.0 NaN \n",
+ "52362 NaN NaN 0.0 NaN \n",
+ "122395 NaN NaN 0.0 NaN \n",
"... ... ... ... ... \n",
"161308 NaN NaN 0.0 NaN \n",
"161309 NaN NaN 0.0 NaN \n",
@@ -921,11 +921,11 @@
"162369 NaN NaN 0.0 NaN \n",
"\n",
" cs_gvkey 13g_filing_date 13g_cik_sc 13g_cik_fc \\\n",
- "91835 NaN 20060215 20 1328618 \n",
- "50172 NaN 20010202 20 354204 \n",
- "48222 NaN 20000203 20 354204 \n",
- "122397 NaN 20050606 20 1328618 \n",
- "52365 NaN 19990211 20 354204 \n",
+ "91832 NaN 20060215 20 1328618 \n",
+ "48219 NaN 20000203 20 354204 \n",
+ "50169 NaN 20010202 20 354204 \n",
+ "52362 NaN 19990211 20 354204 \n",
+ "122395 NaN 20050606 20 1328618 \n",
"... ... ... ... ... \n",
"161308 NaN 20180213 1723523 1494650 \n",
"161309 NaN 20171130 1723523 1494650 \n",
@@ -934,11 +934,11 @@
"162369 NaN 20180306 1733356 1733356 \n",
"\n",
" 13g_filePath 13g_filingYear \\\n",
- "91835 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2006 \n",
- "50172 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2001 \n",
- "48222 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2000 \n",
- "122397 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2005 \n",
- "52365 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 1999 \n",
+ "91832 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2006 \n",
+ "48219 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2000 \n",
+ "50169 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2001 \n",
+ "52362 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 1999 \n",
+ "122395 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2005 \n",
"... ... ... \n",
"161308 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
"161309 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
@@ -947,11 +947,11 @@
"162369 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
"\n",
" 13g_filingMonth 13g_corresponding_LTS_finYear \\\n",
- "91835 2 2004 \n",
- "50172 2 1998 \n",
- "48222 2 1997 \n",
- "122397 6 2003 \n",
- "52365 2 1996 \n",
+ "91832 2 2004 \n",
+ "48219 2 1997 \n",
+ "50169 2 1998 \n",
+ "52362 2 1996 \n",
+ "122395 6 2003 \n",
"... ... ... \n",
"161308 2 2015 \n",
"161309 11 2015 \n",
@@ -960,11 +960,11 @@
"162369 3 2016 \n",
"\n",
" 13g_corresponding_LTS_case isDuplicate \n",
- "91835 13g_case2 True \n",
- "50172 13g_case1 True \n",
- "48222 13g_case1 True \n",
- "122397 13g_case2 True \n",
- "52365 13g_case1 True \n",
+ "91832 13g_case2 True \n",
+ "48219 13g_case1 True \n",
+ "50169 13g_case1 True \n",
+ "52362 13g_case1 True \n",
+ "122395 13g_case2 True \n",
"... ... ... \n",
"161308 13g_case1 True \n",
"161309 13g_case2 True \n",
@@ -1043,7 +1043,7 @@
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <td>52365</td>\n",
+ " <td>122395</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -1057,18 +1057,18 @@
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>19990211</td>\n",
+ " <td>20050606</td>\n",
" <td>20</td>\n",
- " <td>354204</td>\n",
+ " <td>1328618</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
- " <td>1999</td>\n",
- " <td>2</td>\n",
- " <td>1996</td>\n",
- " <td>13g_case1</td>\n",
+ " <td>2005</td>\n",
+ " <td>6</td>\n",
+ " <td>2003</td>\n",
+ " <td>13g_case2</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>122397</td>\n",
+ " <td>52362</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -1082,18 +1082,18 @@
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>20050606</td>\n",
+ " <td>19990211</td>\n",
" <td>20</td>\n",
- " <td>1328618</td>\n",
+ " <td>354204</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
- " <td>2005</td>\n",
- " <td>6</td>\n",
- " <td>2003</td>\n",
- " <td>13g_case2</td>\n",
+ " <td>1999</td>\n",
+ " <td>2</td>\n",
+ " <td>1996</td>\n",
+ " <td>13g_case1</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>142502</td>\n",
+ " <td>47215</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -1107,18 +1107,18 @@
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>20060214</td>\n",
+ " <td>20000203</td>\n",
" <td>1750</td>\n",
- " <td>728100</td>\n",
+ " <td>354204</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
- " <td>2006</td>\n",
+ " <td>2000</td>\n",
" <td>2</td>\n",
- " <td>2003</td>\n",
+ " <td>1997</td>\n",
" <td>13g_case1</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>99728</td>\n",
+ " <td>99725</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -1143,7 +1143,7 @@
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>47219</td>\n",
+ " <td>56213</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -1157,14 +1157,14 @@
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>20000203</td>\n",
+ " <td>20010215</td>\n",
" <td>1750</td>\n",
- " <td>354204</td>\n",
+ " <td>766524</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\edgar\\first_sta...</td>\n",
- " <td>2000</td>\n",
+ " <td>2001</td>\n",
" <td>2</td>\n",
- " <td>1997</td>\n",
- " <td>13g_case1</td>\n",
+ " <td>1999</td>\n",
+ " <td>13g_case2</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
@@ -1193,7 +1193,7 @@
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>66038</td>\n",
+ " <td>66035</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -1218,7 +1218,7 @@
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>142149</td>\n",
+ " <td>142148</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -1243,7 +1243,7 @@
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>135011</td>\n",
+ " <td>135009</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -1293,7 +1293,7 @@
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>162367</td>\n",
+ " <td>162368</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -1324,95 +1324,95 @@
],
"text/plain": [
" lts_filePath lts_gvkey lts_company name lts_finYear opc_Total_Words \\\n",
- "52365 NaN NaN NaN NaN NaN \n",
- "122397 NaN NaN NaN NaN NaN \n",
- "142502 NaN NaN NaN NaN NaN \n",
- "99728 NaN NaN NaN NaN NaN \n",
- "47219 NaN NaN NaN NaN NaN \n",
+ "122395 NaN NaN NaN NaN NaN \n",
+ "52362 NaN NaN NaN NaN NaN \n",
+ "47215 NaN NaN NaN NaN NaN \n",
+ "99725 NaN NaN NaN NaN NaN \n",
+ "56213 NaN NaN NaN NaN NaN \n",
"... ... ... ... ... ... \n",
- "66038 NaN NaN NaN NaN NaN \n",
- "142149 NaN NaN NaN NaN NaN \n",
- "135011 NaN NaN NaN NaN NaN \n",
+ "66035 NaN NaN NaN NaN NaN \n",
+ "142148 NaN NaN NaN NaN NaN \n",
+ "135009 NaN NaN NaN NaN NaN \n",
"161309 NaN NaN NaN NaN NaN \n",
- "162367 NaN NaN NaN NaN NaN \n",
+ "162368 NaN NaN NaN NaN NaN \n",
"\n",
" opc_Total_Characters opc_OrgPsyCapConfidence opc_OrgPsyCapHope \\\n",
- "52365 NaN NaN NaN \n",
- "122397 NaN NaN NaN \n",
- "142502 NaN NaN NaN \n",
- "99728 NaN NaN NaN \n",
- "47219 NaN NaN NaN \n",
+ "122395 NaN NaN NaN \n",
+ "52362 NaN NaN NaN \n",
+ "47215 NaN NaN NaN \n",
+ "99725 NaN NaN NaN \n",
+ "56213 NaN NaN NaN \n",
"... ... ... ... \n",
- "66038 NaN NaN NaN \n",
- "142149 NaN NaN NaN \n",
- "135011 NaN NaN NaN \n",
+ "66035 NaN NaN NaN \n",
+ "142148 NaN NaN NaN \n",
+ "135009 NaN NaN NaN \n",
"161309 NaN NaN NaN \n",
- "162367 NaN NaN NaN \n",
+ "162368 NaN NaN NaN \n",
"\n",
" opc_OrgPsyCapOptimism opc_OrgPsyCapResilience LTS_available cs_cik \\\n",
- "52365 NaN NaN 0.0 NaN \n",
- "122397 NaN NaN 0.0 NaN \n",
- "142502 NaN NaN 0.0 NaN \n",
- "99728 NaN NaN 0.0 NaN \n",
- "47219 NaN NaN 0.0 NaN \n",
+ "122395 NaN NaN 0.0 NaN \n",
+ "52362 NaN NaN 0.0 NaN \n",
+ "47215 NaN NaN 0.0 NaN \n",
+ "99725 NaN NaN 0.0 NaN \n",
+ "56213 NaN NaN 0.0 NaN \n",
"... ... ... ... ... \n",
- "66038 NaN NaN 0.0 NaN \n",
- "142149 NaN NaN 0.0 NaN \n",
- "135011 NaN NaN 0.0 NaN \n",
+ "66035 NaN NaN 0.0 NaN \n",
+ "142148 NaN NaN 0.0 NaN \n",
+ "135009 NaN NaN 0.0 NaN \n",
"161309 NaN NaN 0.0 NaN \n",
- "162367 NaN NaN 0.0 NaN \n",
+ "162368 NaN NaN 0.0 NaN \n",
"\n",
" cs_gvkey 13g_filing_date 13g_cik_sc 13g_cik_fc \\\n",
- "52365 NaN 19990211 20 354204 \n",
- "122397 NaN 20050606 20 1328618 \n",
- "142502 NaN 20060214 1750 728100 \n",
- "99728 NaN 20070123 1750 913414 \n",
- "47219 NaN 20000203 1750 354204 \n",
+ "122395 NaN 20050606 20 1328618 \n",
+ "52362 NaN 19990211 20 354204 \n",
+ "47215 NaN 20000203 1750 354204 \n",
+ "99725 NaN 20070123 1750 913414 \n",
+ "56213 NaN 20010215 1750 766524 \n",
"... ... ... ... ... \n",
- "66038 NaN 20170823 1713443 1365340 \n",
- "142149 NaN 20171124 1713923 1054587 \n",
- "135011 NaN 20171128 1719406 1549230 \n",
+ "66035 NaN 20170823 1713443 1365340 \n",
+ "142148 NaN 20171124 1713923 1054587 \n",
+ "135009 NaN 20171128 1719406 1549230 \n",
"161309 NaN 20171130 1723523 1494650 \n",
- "162367 NaN 20180306 1733356 1733356 \n",
+ "162368 NaN 20180306 1733356 1733356 \n",
"\n",
" 13g_filePath 13g_filingYear \\\n",
- "52365 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 1999 \n",
- "122397 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2005 \n",
- "142502 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2006 \n",
- "99728 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2007 \n",
- "47219 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2000 \n",
+ "122395 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2005 \n",
+ "52362 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 1999 \n",
+ "47215 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2000 \n",
+ "99725 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2007 \n",
+ "56213 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2001 \n",
"... ... ... \n",
- "66038 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
- "142149 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
- "135011 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "66035 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "142148 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "135009 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
"161309 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
- "162367 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
+ "162368 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
"\n",
" 13g_filingMonth 13g_corresponding_LTS_finYear \\\n",
- "52365 2 1996 \n",
- "122397 6 2003 \n",
- "142502 2 2003 \n",
- "99728 1 2004 \n",
- "47219 2 1997 \n",
+ "122395 6 2003 \n",
+ "52362 2 1996 \n",
+ "47215 2 1997 \n",
+ "99725 1 2004 \n",
+ "56213 2 1999 \n",
"... ... ... \n",
- "66038 8 2015 \n",
- "142149 11 2015 \n",
- "135011 11 2015 \n",
+ "66035 8 2015 \n",
+ "142148 11 2015 \n",
+ "135009 11 2015 \n",
"161309 11 2015 \n",
- "162367 3 2016 \n",
+ "162368 3 2016 \n",
"\n",
" 13g_corresponding_LTS_case isDuplicate \n",
- "52365 13g_case1 True \n",
- "122397 13g_case2 True \n",
- "142502 13g_case1 True \n",
- "99728 13g_case1 True \n",
- "47219 13g_case1 True \n",
+ "122395 13g_case2 True \n",
+ "52362 13g_case1 True \n",
+ "47215 13g_case1 True \n",
+ "99725 13g_case1 True \n",
+ "56213 13g_case2 True \n",
"... ... ... \n",
- "66038 13g_case2 True \n",
- "142149 13g_case2 True \n",
- "135011 13g_case2 True \n",
+ "66035 13g_case2 True \n",
+ "142148 13g_case2 True \n",
+ "135009 13g_case2 True \n",
"161309 13g_case2 True \n",
- "162367 13g_case2 True \n",
+ "162368 13g_case2 True \n",
"\n",
"[22834 rows x 22 columns]"
]
@@ -1894,7 +1894,7 @@
"source": [
"## Data Analysis\n",
"Let's analyse the processed data.\n",
- "### Number of 13D filings & companies\n"
+ "### Number of 13G filings & companies\n"
]
},
{
@@ -1987,16 +1987,16 @@
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x2afab353048>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x2670f0a9b88>"
]
},
- "execution_count": 19,
+ "execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
@@ -2063,7 +2063,7 @@
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 15,
"metadata": {},
"outputs": [
{
diff --git a/04_jupy_MergingData.ipynb b/04_jupy_MergingData.ipynb
index e9d87ecfcb8e8b55624f3acfe677e198873f9356..12575b92a0edc60a1405ce5f94d5d0214d0789d1 100644
--- a/04_jupy_MergingData.ipynb
+++ b/04_jupy_MergingData.ipynb
@@ -1652,7 +1652,7 @@
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <td>3635</td>\n",
+ " <td>3630</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>9480</td>\n",
" <td>SCIENCE APPLCTNS INTL CP-OLD</td>\n",
@@ -1668,7 +1668,7 @@
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>3636</td>\n",
+ " <td>3631</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>9480</td>\n",
" <td>SCIENCE APPLCTNS INTL CP-OLD</td>\n",
@@ -1684,7 +1684,7 @@
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>3637</td>\n",
+ " <td>3632</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>9480</td>\n",
" <td>SCIENCE APPLCTNS INTL CP-OLD</td>\n",
@@ -1700,7 +1700,7 @@
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>3638</td>\n",
+ " <td>3633</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>9480</td>\n",
" <td>SCIENCE APPLCTNS INTL CP-OLD</td>\n",
@@ -1716,7 +1716,7 @@
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>3639</td>\n",
+ " <td>3634</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>9480</td>\n",
" <td>SCIENCE APPLCTNS INTL CP-OLD</td>\n",
@@ -1748,7 +1748,7 @@
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7849</td>\n",
+ " <td>7844</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>160256</td>\n",
" <td>METROPCS COMMUNICATIONS INC</td>\n",
@@ -1764,7 +1764,7 @@
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7850</td>\n",
+ " <td>7845</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>160256</td>\n",
" <td>METROPCS COMMUNICATIONS INC</td>\n",
@@ -1780,7 +1780,7 @@
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7851</td>\n",
+ " <td>7846</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>160256</td>\n",
" <td>METROPCS COMMUNICATIONS INC</td>\n",
@@ -1796,7 +1796,7 @@
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7852</td>\n",
+ " <td>7847</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>160256</td>\n",
" <td>METROPCS COMMUNICATIONS INC</td>\n",
@@ -1812,7 +1812,7 @@
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7853</td>\n",
+ " <td>7848</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>160256</td>\n",
" <td>METROPCS COMMUNICATIONS INC</td>\n",
@@ -1834,69 +1834,69 @@
],
"text/plain": [
" lts_filePath lts_gvkey \\\n",
- "3635 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
- "3636 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
- "3637 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
- "3638 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
- "3639 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
+ "3630 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
+ "3631 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
+ "3632 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
+ "3633 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
+ "3634 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
"... ... ... \n",
- "7849 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
- "7850 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
- "7851 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
- "7852 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
- "7853 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
+ "7844 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
+ "7845 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
+ "7846 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
+ "7847 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
+ "7848 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
"\n",
" lts_company name lts_finYear opc_Total_Words \\\n",
- "3635 SCIENCE APPLCTNS INTL CP-OLD 2003 946 \n",
- "3636 SCIENCE APPLCTNS INTL CP-OLD 2004 1145 \n",
- "3637 SCIENCE APPLCTNS INTL CP-OLD 2005 1058 \n",
- "3638 SCIENCE APPLCTNS INTL CP-OLD 2006 693 \n",
- "3639 SCIENCE APPLCTNS INTL CP-OLD 2007 781 \n",
+ "3630 SCIENCE APPLCTNS INTL CP-OLD 2003 946 \n",
+ "3631 SCIENCE APPLCTNS INTL CP-OLD 2004 1145 \n",
+ "3632 SCIENCE APPLCTNS INTL CP-OLD 2005 1058 \n",
+ "3633 SCIENCE APPLCTNS INTL CP-OLD 2006 693 \n",
+ "3634 SCIENCE APPLCTNS INTL CP-OLD 2007 781 \n",
"... ... ... ... \n",
- "7849 METROPCS COMMUNICATIONS INC 2007 1304 \n",
- "7850 METROPCS COMMUNICATIONS INC 2008 2002 \n",
- "7851 METROPCS COMMUNICATIONS INC 2009 1824 \n",
- "7852 METROPCS COMMUNICATIONS INC 2010 2134 \n",
- "7853 METROPCS COMMUNICATIONS INC 2011 2418 \n",
+ "7844 METROPCS COMMUNICATIONS INC 2007 1304 \n",
+ "7845 METROPCS COMMUNICATIONS INC 2008 2002 \n",
+ "7846 METROPCS COMMUNICATIONS INC 2009 1824 \n",
+ "7847 METROPCS COMMUNICATIONS INC 2010 2134 \n",
+ "7848 METROPCS COMMUNICATIONS INC 2011 2418 \n",
"\n",
" opc_Total_Characters opc_OrgPsyCapConfidence opc_OrgPsyCapHope \\\n",
- "3635 5082 11 6 \n",
- "3636 6325 17 13 \n",
- "3637 5788 10 6 \n",
- "3638 3846 10 9 \n",
- "3639 4274 11 10 \n",
+ "3630 5082 11 6 \n",
+ "3631 6325 17 13 \n",
+ "3632 5788 10 6 \n",
+ "3633 3846 10 9 \n",
+ "3634 4274 11 10 \n",
"... ... ... ... \n",
- "7849 6820 8 11 \n",
- "7850 10728 10 14 \n",
- "7851 10113 13 19 \n",
- "7852 11381 8 24 \n",
- "7853 12304 17 19 \n",
+ "7844 6820 8 11 \n",
+ "7845 10728 10 14 \n",
+ "7846 10113 13 19 \n",
+ "7847 11381 8 24 \n",
+ "7848 12304 17 19 \n",
"\n",
" opc_OrgPsyCapOptimism opc_OrgPsyCapResilience LTS_available cs_gvkey \\\n",
- "3635 6 8 1 NaN \n",
- "3636 3 6 1 NaN \n",
- "3637 5 3 1 NaN \n",
- "3638 3 7 1 NaN \n",
- "3639 1 3 1 NaN \n",
+ "3630 6 8 1 NaN \n",
+ "3631 3 6 1 NaN \n",
+ "3632 5 3 1 NaN \n",
+ "3633 3 7 1 NaN \n",
+ "3634 1 3 1 NaN \n",
"... ... ... ... ... \n",
- "7849 8 4 1 NaN \n",
- "7850 11 4 1 NaN \n",
- "7851 10 4 1 NaN \n",
- "7852 15 3 1 NaN \n",
- "7853 13 4 1 NaN \n",
+ "7844 8 4 1 NaN \n",
+ "7845 11 4 1 NaN \n",
+ "7846 10 4 1 NaN \n",
+ "7847 15 3 1 NaN \n",
+ "7848 13 4 1 NaN \n",
"\n",
" cs_cik \n",
- "3635 NaN \n",
- "3636 NaN \n",
- "3637 NaN \n",
- "3638 NaN \n",
- "3639 NaN \n",
+ "3630 NaN \n",
+ "3631 NaN \n",
+ "3632 NaN \n",
+ "3633 NaN \n",
+ "3634 NaN \n",
"... ... \n",
- "7849 NaN \n",
- "7850 NaN \n",
- "7851 NaN \n",
- "7852 NaN \n",
- "7853 NaN \n",
+ "7844 NaN \n",
+ "7845 NaN \n",
+ "7846 NaN \n",
+ "7847 NaN \n",
+ "7848 NaN \n",
"\n",
"[49 rows x 13 columns]"
]
@@ -2864,8 +2864,8 @@
"output_type": "stream",
"text": [
"Start writing data from dataframe to file Results_based_on_LTS_raw.xlsx.\n",
- "Starting time: 23:57:14\n",
- "Finish time: 23:57:24\n"
+ "Starting time: 18:14:28\n",
+ "Finish time: 18:14:38\n"
]
}
],
@@ -3419,7 +3419,7 @@
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x1406adc30c8>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x1d8a115b148>"
]
},
"execution_count": 35,
@@ -3492,7 +3492,7 @@
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x1406f4aeb08>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x1d89f8a8408>"
]
},
"execution_count": 37,
diff --git a/04_jupy_MergingData_on13g.ipynb b/04_jupy_MergingData_on13g.ipynb
index abcd6a26f98cdf1c76a61f684b815d984ba3f6ba..8bd1130b0688014b9b92d6502e8eb26607b61d36 100644
--- a/04_jupy_MergingData_on13g.ipynb
+++ b/04_jupy_MergingData_on13g.ipynb
@@ -85,7 +85,7 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 41,
"metadata": {},
"outputs": [
{
@@ -119,6 +119,7 @@
" <th>opc_OrgPsyCapHope</th>\n",
" <th>opc_OrgPsyCapOptimism</th>\n",
" <th>opc_OrgPsyCapResilience</th>\n",
+ " <th>LTS_available</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
@@ -134,6 +135,7 @@
" <td>20</td>\n",
" <td>5</td>\n",
" <td>3</td>\n",
+ " <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
@@ -147,6 +149,7 @@
" <td>19</td>\n",
" <td>7</td>\n",
" <td>16</td>\n",
+ " <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
@@ -160,6 +163,7 @@
" <td>13</td>\n",
" <td>3</td>\n",
" <td>13</td>\n",
+ " <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
@@ -173,6 +177,7 @@
" <td>16</td>\n",
" <td>5</td>\n",
" <td>6</td>\n",
+ " <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4</td>\n",
@@ -186,6 +191,7 @@
" <td>22</td>\n",
" <td>5</td>\n",
" <td>4</td>\n",
+ " <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
@@ -213,15 +219,15 @@
"3 11083 32 16 \n",
"4 11067 22 22 \n",
"\n",
- " opc_OrgPsyCapOptimism opc_OrgPsyCapResilience \n",
- "0 5 3 \n",
- "1 7 16 \n",
- "2 3 13 \n",
- "3 5 6 \n",
- "4 5 4 "
+ " opc_OrgPsyCapOptimism opc_OrgPsyCapResilience LTS_available \n",
+ "0 5 3 1 \n",
+ "1 7 16 1 \n",
+ "2 3 13 1 \n",
+ "3 5 6 1 \n",
+ "4 5 4 1 "
]
},
- "execution_count": 4,
+ "execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
@@ -1654,7 +1660,7 @@
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <td>3635</td>\n",
+ " <td>3630</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>9480</td>\n",
" <td>SCIENCE APPLCTNS INTL CP-OLD</td>\n",
@@ -1670,7 +1676,7 @@
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>3636</td>\n",
+ " <td>3631</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>9480</td>\n",
" <td>SCIENCE APPLCTNS INTL CP-OLD</td>\n",
@@ -1686,7 +1692,7 @@
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>3637</td>\n",
+ " <td>3632</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>9480</td>\n",
" <td>SCIENCE APPLCTNS INTL CP-OLD</td>\n",
@@ -1702,7 +1708,7 @@
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>3638</td>\n",
+ " <td>3633</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>9480</td>\n",
" <td>SCIENCE APPLCTNS INTL CP-OLD</td>\n",
@@ -1718,7 +1724,7 @@
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>3639</td>\n",
+ " <td>3634</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>9480</td>\n",
" <td>SCIENCE APPLCTNS INTL CP-OLD</td>\n",
@@ -1750,7 +1756,7 @@
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7849</td>\n",
+ " <td>7844</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>160256</td>\n",
" <td>METROPCS COMMUNICATIONS INC</td>\n",
@@ -1766,7 +1772,7 @@
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7850</td>\n",
+ " <td>7845</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>160256</td>\n",
" <td>METROPCS COMMUNICATIONS INC</td>\n",
@@ -1782,7 +1788,7 @@
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7851</td>\n",
+ " <td>7846</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>160256</td>\n",
" <td>METROPCS COMMUNICATIONS INC</td>\n",
@@ -1798,7 +1804,7 @@
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7852</td>\n",
+ " <td>7847</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>160256</td>\n",
" <td>METROPCS COMMUNICATIONS INC</td>\n",
@@ -1814,7 +1820,7 @@
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7853</td>\n",
+ " <td>7848</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>160256</td>\n",
" <td>METROPCS COMMUNICATIONS INC</td>\n",
@@ -1836,69 +1842,69 @@
],
"text/plain": [
" lts_filePath lts_gvkey \\\n",
- "3635 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
- "3636 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
- "3637 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
- "3638 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
- "3639 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
+ "3630 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
+ "3631 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
+ "3632 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
+ "3633 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
+ "3634 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 9480 \n",
"... ... ... \n",
- "7849 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
- "7850 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
- "7851 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
- "7852 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
- "7853 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
+ "7844 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
+ "7845 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
+ "7846 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
+ "7847 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
+ "7848 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 160256 \n",
"\n",
" lts_company name lts_finYear opc_Total_Words \\\n",
- "3635 SCIENCE APPLCTNS INTL CP-OLD 2003 946 \n",
- "3636 SCIENCE APPLCTNS INTL CP-OLD 2004 1145 \n",
- "3637 SCIENCE APPLCTNS INTL CP-OLD 2005 1058 \n",
- "3638 SCIENCE APPLCTNS INTL CP-OLD 2006 693 \n",
- "3639 SCIENCE APPLCTNS INTL CP-OLD 2007 781 \n",
+ "3630 SCIENCE APPLCTNS INTL CP-OLD 2003 946 \n",
+ "3631 SCIENCE APPLCTNS INTL CP-OLD 2004 1145 \n",
+ "3632 SCIENCE APPLCTNS INTL CP-OLD 2005 1058 \n",
+ "3633 SCIENCE APPLCTNS INTL CP-OLD 2006 693 \n",
+ "3634 SCIENCE APPLCTNS INTL CP-OLD 2007 781 \n",
"... ... ... ... \n",
- "7849 METROPCS COMMUNICATIONS INC 2007 1304 \n",
- "7850 METROPCS COMMUNICATIONS INC 2008 2002 \n",
- "7851 METROPCS COMMUNICATIONS INC 2009 1824 \n",
- "7852 METROPCS COMMUNICATIONS INC 2010 2134 \n",
- "7853 METROPCS COMMUNICATIONS INC 2011 2418 \n",
+ "7844 METROPCS COMMUNICATIONS INC 2007 1304 \n",
+ "7845 METROPCS COMMUNICATIONS INC 2008 2002 \n",
+ "7846 METROPCS COMMUNICATIONS INC 2009 1824 \n",
+ "7847 METROPCS COMMUNICATIONS INC 2010 2134 \n",
+ "7848 METROPCS COMMUNICATIONS INC 2011 2418 \n",
"\n",
" opc_Total_Characters opc_OrgPsyCapConfidence opc_OrgPsyCapHope \\\n",
- "3635 5082 11 6 \n",
- "3636 6325 17 13 \n",
- "3637 5788 10 6 \n",
- "3638 3846 10 9 \n",
- "3639 4274 11 10 \n",
+ "3630 5082 11 6 \n",
+ "3631 6325 17 13 \n",
+ "3632 5788 10 6 \n",
+ "3633 3846 10 9 \n",
+ "3634 4274 11 10 \n",
"... ... ... ... \n",
- "7849 6820 8 11 \n",
- "7850 10728 10 14 \n",
- "7851 10113 13 19 \n",
- "7852 11381 8 24 \n",
- "7853 12304 17 19 \n",
+ "7844 6820 8 11 \n",
+ "7845 10728 10 14 \n",
+ "7846 10113 13 19 \n",
+ "7847 11381 8 24 \n",
+ "7848 12304 17 19 \n",
"\n",
" opc_OrgPsyCapOptimism opc_OrgPsyCapResilience LTS_available cs_gvkey \\\n",
- "3635 6 8 1 NaN \n",
- "3636 3 6 1 NaN \n",
- "3637 5 3 1 NaN \n",
- "3638 3 7 1 NaN \n",
- "3639 1 3 1 NaN \n",
+ "3630 6 8 1 NaN \n",
+ "3631 3 6 1 NaN \n",
+ "3632 5 3 1 NaN \n",
+ "3633 3 7 1 NaN \n",
+ "3634 1 3 1 NaN \n",
"... ... ... ... ... \n",
- "7849 8 4 1 NaN \n",
- "7850 11 4 1 NaN \n",
- "7851 10 4 1 NaN \n",
- "7852 15 3 1 NaN \n",
- "7853 13 4 1 NaN \n",
+ "7844 8 4 1 NaN \n",
+ "7845 11 4 1 NaN \n",
+ "7846 10 4 1 NaN \n",
+ "7847 15 3 1 NaN \n",
+ "7848 13 4 1 NaN \n",
"\n",
" cs_cik \n",
- "3635 NaN \n",
- "3636 NaN \n",
- "3637 NaN \n",
- "3638 NaN \n",
- "3639 NaN \n",
+ "3630 NaN \n",
+ "3631 NaN \n",
+ "3632 NaN \n",
+ "3633 NaN \n",
+ "3634 NaN \n",
"... ... \n",
- "7849 NaN \n",
- "7850 NaN \n",
- "7851 NaN \n",
- "7852 NaN \n",
- "7853 NaN \n",
+ "7844 NaN \n",
+ "7845 NaN \n",
+ "7846 NaN \n",
+ "7847 NaN \n",
+ "7848 NaN \n",
"\n",
"[49 rows x 13 columns]"
]
@@ -2790,19 +2796,19 @@
{
"data": {
"text/plain": [
- "lts_filePath 155275\n",
- "lts_gvkey 155275\n",
- "lts_company name 155275\n",
- "lts_finYear 155275\n",
- "opc_Total_Words 155275\n",
- "opc_Total_Characters 155275\n",
- "opc_OrgPsyCapConfidence 155275\n",
- "opc_OrgPsyCapHope 155275\n",
- "opc_OrgPsyCapOptimism 155275\n",
- "opc_OrgPsyCapResilience 155275\n",
- "LTS_available 155275\n",
- "cs_cik 155275\n",
- "cs_gvkey 155275\n",
+ "lts_filePath 155278\n",
+ "lts_gvkey 155278\n",
+ "lts_company name 155278\n",
+ "lts_finYear 155278\n",
+ "opc_Total_Words 155278\n",
+ "opc_Total_Characters 155278\n",
+ "opc_OrgPsyCapConfidence 155278\n",
+ "opc_OrgPsyCapHope 155278\n",
+ "opc_OrgPsyCapOptimism 155278\n",
+ "opc_OrgPsyCapResilience 155278\n",
+ "LTS_available 155278\n",
+ "cs_cik 155278\n",
+ "cs_gvkey 155278\n",
"13g_filing_date 0\n",
"13g_cik_sc 0\n",
"13g_cik_fc 0\n",
@@ -2866,8 +2872,8 @@
"output_type": "stream",
"text": [
"Start writing data from dataframe to file Results_based_on_LTS_raw_13g.xlsx.\n",
- "Starting time: 23:53:58\n",
- "Finish time: 23:54:36\n"
+ "Starting time: 18:16:24\n",
+ "Finish time: 18:17:01\n"
]
}
],
@@ -3119,7 +3125,7 @@
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7098</td>\n",
+ " <td>7095</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056.0</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -3143,7 +3149,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7099</td>\n",
+ " <td>7096</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056.0</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -3167,7 +3173,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7100</td>\n",
+ " <td>7097</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056.0</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -3191,7 +3197,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7101</td>\n",
+ " <td>7098</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056.0</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -3215,7 +3221,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7102</td>\n",
+ " <td>7099</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056.0</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -3240,7 +3246,7 @@
" </tr>\n",
" </tbody>\n",
"</table>\n",
- "<p>7103 rows × 21 columns</p>\n",
+ "<p>7100 rows × 21 columns</p>\n",
"</div>"
],
"text/plain": [
@@ -3251,11 +3257,11 @@
"3 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 1075.0 \n",
"4 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 1075.0 \n",
"... ... ... \n",
+ "7095 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
+ "7096 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
+ "7097 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
"7098 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
"7099 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
- "7100 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
- "7101 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
- "7102 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
"\n",
" lts_company name lts_finYear opc_Total_Words \\\n",
"0 PINNACLE WEST CAPITAL CORP 2000.0 1225.0 \n",
@@ -3264,11 +3270,11 @@
"3 PINNACLE WEST CAPITAL CORP 2004.0 2050.0 \n",
"4 PINNACLE WEST CAPITAL CORP 2004.0 2050.0 \n",
"... ... ... ... \n",
- "7098 ALLEGION PLC 2013.0 1406.0 \n",
- "7099 ALLEGION PLC 2013.0 1406.0 \n",
- "7100 ALLEGION PLC 2014.0 458.0 \n",
- "7101 ALLEGION PLC 2014.0 458.0 \n",
- "7102 ALLEGION PLC 2014.0 458.0 \n",
+ "7095 ALLEGION PLC 2013.0 1406.0 \n",
+ "7096 ALLEGION PLC 2013.0 1406.0 \n",
+ "7097 ALLEGION PLC 2014.0 458.0 \n",
+ "7098 ALLEGION PLC 2014.0 458.0 \n",
+ "7099 ALLEGION PLC 2014.0 458.0 \n",
"\n",
" opc_Total_Characters opc_OrgPsyCapConfidence opc_OrgPsyCapHope \\\n",
"0 6516.0 20.0 20.0 \n",
@@ -3277,11 +3283,11 @@
"3 11083.0 32.0 16.0 \n",
"4 11083.0 32.0 16.0 \n",
"... ... ... ... \n",
- "7098 7880.0 11.0 17.0 \n",
- "7099 7880.0 11.0 17.0 \n",
- "7100 2346.0 5.0 5.0 \n",
- "7101 2346.0 5.0 5.0 \n",
- "7102 2346.0 5.0 5.0 \n",
+ "7095 7880.0 11.0 17.0 \n",
+ "7096 7880.0 11.0 17.0 \n",
+ "7097 2346.0 5.0 5.0 \n",
+ "7098 2346.0 5.0 5.0 \n",
+ "7099 2346.0 5.0 5.0 \n",
"\n",
" opc_OrgPsyCapOptimism opc_OrgPsyCapResilience LTS_available \\\n",
"0 5.0 3.0 1.0 \n",
@@ -3290,11 +3296,11 @@
"3 5.0 6.0 1.0 \n",
"4 5.0 6.0 1.0 \n",
"... ... ... ... \n",
- "7098 1.0 4.0 1.0 \n",
- "7099 1.0 4.0 1.0 \n",
- "7100 0.0 2.0 1.0 \n",
- "7101 0.0 2.0 1.0 \n",
- "7102 0.0 2.0 1.0 \n",
+ "7095 1.0 4.0 1.0 \n",
+ "7096 1.0 4.0 1.0 \n",
+ "7097 0.0 2.0 1.0 \n",
+ "7098 0.0 2.0 1.0 \n",
+ "7099 0.0 2.0 1.0 \n",
"\n",
" cs_cik cs_gvkey 13g_filing_date 13g_cik_sc 13g_cik_fc \\\n",
"0 764622.0 1075.0 20030213 764622 913414 \n",
@@ -3303,11 +3309,11 @@
"3 764622.0 1075.0 20060803 764622 93748 \n",
"4 764622.0 1075.0 20070212 764622 93748 \n",
"... ... ... ... ... ... \n",
- "7098 1579241.0 316056.0 20160212 1579241 80255 \n",
- "7099 1579241.0 316056.0 20160128 1579241 1364742 \n",
- "7100 1579241.0 316056.0 20170125 1579241 19617 \n",
- "7101 1579241.0 316056.0 20170130 1579241 1364742 \n",
- "7102 1579241.0 316056.0 20170214 1579241 1505708 \n",
+ "7095 1579241.0 316056.0 20160212 1579241 80255 \n",
+ "7096 1579241.0 316056.0 20160128 1579241 1364742 \n",
+ "7097 1579241.0 316056.0 20170125 1579241 19617 \n",
+ "7098 1579241.0 316056.0 20170130 1579241 1364742 \n",
+ "7099 1579241.0 316056.0 20170214 1579241 1505708 \n",
"\n",
" 13g_filePath 13g_filingYear \\\n",
"0 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2003 \n",
@@ -3316,11 +3322,11 @@
"3 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2006 \n",
"4 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2007 \n",
"... ... ... \n",
- "7098 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
- "7099 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
- "7100 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
- "7101 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
- "7102 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "7095 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
+ "7096 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
+ "7097 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "7098 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "7099 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
"\n",
" 13g_filingMonth 13g_corresponding_LTS_finYear \\\n",
"0 2 2000 \n",
@@ -3329,11 +3335,11 @@
"3 8 2004 \n",
"4 2 2004 \n",
"... ... ... \n",
- "7098 2 2013 \n",
- "7099 1 2013 \n",
- "7100 1 2014 \n",
- "7101 1 2014 \n",
- "7102 2 2014 \n",
+ "7095 2 2013 \n",
+ "7096 1 2013 \n",
+ "7097 1 2014 \n",
+ "7098 1 2014 \n",
+ "7099 2 2014 \n",
"\n",
" 13g_corresponding_LTS_case \n",
"0 13g_case1 \n",
@@ -3342,13 +3348,13 @@
"3 13g_case2 \n",
"4 13g_case1 \n",
"... ... \n",
+ "7095 13g_case1 \n",
+ "7096 13g_case1 \n",
+ "7097 13g_case1 \n",
"7098 13g_case1 \n",
"7099 13g_case1 \n",
- "7100 13g_case1 \n",
- "7101 13g_case1 \n",
- "7102 13g_case1 \n",
"\n",
- "[7103 rows x 21 columns]"
+ "[7100 rows x 21 columns]"
]
},
"execution_count": 32,
@@ -3434,7 +3440,7 @@
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x27536299f08>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x21e70f5a948>"
]
},
"execution_count": 35,
@@ -3507,7 +3513,7 @@
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x2753a8a9588>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x21e7e5c5048>"
]
},
"execution_count": 37,
@@ -3570,7 +3576,7 @@
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x27534d8e508>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x21e71cdc308>"
]
},
"execution_count": 39,
diff --git a/05_jupy_DataProcessingAndAnalysis.ipynb b/05_jupy_DataProcessingAndAnalysis.ipynb
index 4fb1a4bd691df9b605b85ffa2f1db95b70506518..1a9323a3d209e70cd826dd1f7963d1b5c03e80e3 100644
--- a/05_jupy_DataProcessingAndAnalysis.ipynb
+++ b/05_jupy_DataProcessingAndAnalysis.ipynb
@@ -1550,16 +1550,16 @@
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x1eba3cfd548>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x20f25965e88>"
]
},
- "execution_count": 21,
+ "execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
@@ -1626,7 +1626,7 @@
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 14,
"metadata": {},
"outputs": [
{
diff --git a/05_jupy_DataProcessingAndAnalysis_13g.ipynb b/05_jupy_DataProcessingAndAnalysis_13g.ipynb
index cfe08cab107138ee69df73bd7079d60bde7cd75b..35533a5c6f9d7e01c83de18fa261d7ddf3001e7f 100644
--- a/05_jupy_DataProcessingAndAnalysis_13g.ipynb
+++ b/05_jupy_DataProcessingAndAnalysis_13g.ipynb
@@ -702,7 +702,7 @@
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7097</td>\n",
+ " <td>7094</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>294524.0</td>\n",
" <td>LYONDELLBASELL INDUSTRIES NV</td>\n",
@@ -726,7 +726,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7098</td>\n",
+ " <td>7095</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056.0</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -750,7 +750,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7099</td>\n",
+ " <td>7096</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056.0</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -774,7 +774,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7100</td>\n",
+ " <td>7097</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056.0</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -798,7 +798,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7102</td>\n",
+ " <td>7099</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056.0</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -823,7 +823,7 @@
" </tr>\n",
" </tbody>\n",
"</table>\n",
- "<p>4236 rows × 21 columns</p>\n",
+ "<p>4233 rows × 21 columns</p>\n",
"</div>"
],
"text/plain": [
@@ -834,11 +834,11 @@
"11 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 1075.0 \n",
"12 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 1075.0 \n",
"... ... ... \n",
- "7097 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 294524.0 \n",
- "7098 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
+ "7094 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 294524.0 \n",
+ "7095 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
+ "7096 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
+ "7097 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
"7099 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
- "7100 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
- "7102 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
"\n",
" lts_company name lts_finYear opc_Total_Words \\\n",
"2 PINNACLE WEST CAPITAL CORP 2004.0 2050.0 \n",
@@ -847,11 +847,11 @@
"11 PINNACLE WEST CAPITAL CORP 2007.0 2320.0 \n",
"12 PINNACLE WEST CAPITAL CORP 2007.0 2320.0 \n",
"... ... ... ... \n",
- "7097 LYONDELLBASELL INDUSTRIES NV 2015.0 635.0 \n",
- "7098 ALLEGION PLC 2013.0 1406.0 \n",
- "7099 ALLEGION PLC 2013.0 1406.0 \n",
- "7100 ALLEGION PLC 2014.0 458.0 \n",
- "7102 ALLEGION PLC 2014.0 458.0 \n",
+ "7094 LYONDELLBASELL INDUSTRIES NV 2015.0 635.0 \n",
+ "7095 ALLEGION PLC 2013.0 1406.0 \n",
+ "7096 ALLEGION PLC 2013.0 1406.0 \n",
+ "7097 ALLEGION PLC 2014.0 458.0 \n",
+ "7099 ALLEGION PLC 2014.0 458.0 \n",
"\n",
" opc_Total_Characters opc_OrgPsyCapConfidence opc_OrgPsyCapHope \\\n",
"2 11083.0 32.0 16.0 \n",
@@ -860,11 +860,11 @@
"11 12177.0 18.0 21.0 \n",
"12 12177.0 18.0 21.0 \n",
"... ... ... ... \n",
- "7097 3387.0 6.0 6.0 \n",
- "7098 7880.0 11.0 17.0 \n",
- "7099 7880.0 11.0 17.0 \n",
- "7100 2346.0 5.0 5.0 \n",
- "7102 2346.0 5.0 5.0 \n",
+ "7094 3387.0 6.0 6.0 \n",
+ "7095 7880.0 11.0 17.0 \n",
+ "7096 7880.0 11.0 17.0 \n",
+ "7097 2346.0 5.0 5.0 \n",
+ "7099 2346.0 5.0 5.0 \n",
"\n",
" opc_OrgPsyCapOptimism opc_OrgPsyCapResilience LTS_available \\\n",
"2 5.0 6.0 1.0 \n",
@@ -873,11 +873,11 @@
"11 7.0 3.0 1.0 \n",
"12 7.0 3.0 1.0 \n",
"... ... ... ... \n",
- "7097 4.0 5.0 1.0 \n",
- "7098 1.0 4.0 1.0 \n",
- "7099 1.0 4.0 1.0 \n",
- "7100 0.0 2.0 1.0 \n",
- "7102 0.0 2.0 1.0 \n",
+ "7094 4.0 5.0 1.0 \n",
+ "7095 1.0 4.0 1.0 \n",
+ "7096 1.0 4.0 1.0 \n",
+ "7097 0.0 2.0 1.0 \n",
+ "7099 0.0 2.0 1.0 \n",
"\n",
" cs_cik cs_gvkey 13g_filing_date 13g_cik_sc 13g_cik_fc \\\n",
"2 764622.0 1075.0 20070214 764622 80255 \n",
@@ -886,11 +886,11 @@
"11 764622.0 1075.0 20100212 764622 93751 \n",
"12 764622.0 1075.0 20100129 764622 1364742 \n",
"... ... ... ... ... ... \n",
- "7097 1489393.0 294524.0 20180214 1489393 1422849 \n",
- "7098 1579241.0 316056.0 20160212 1579241 80255 \n",
- "7099 1579241.0 316056.0 20160128 1579241 1364742 \n",
- "7100 1579241.0 316056.0 20170125 1579241 19617 \n",
- "7102 1579241.0 316056.0 20170214 1579241 1505708 \n",
+ "7094 1489393.0 294524.0 20180214 1489393 1422849 \n",
+ "7095 1579241.0 316056.0 20160212 1579241 80255 \n",
+ "7096 1579241.0 316056.0 20160128 1579241 1364742 \n",
+ "7097 1579241.0 316056.0 20170125 1579241 19617 \n",
+ "7099 1579241.0 316056.0 20170214 1579241 1505708 \n",
"\n",
" 13g_filePath 13g_filingYear \\\n",
"2 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2007 \n",
@@ -899,11 +899,11 @@
"11 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2010 \n",
"12 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2010 \n",
"... ... ... \n",
- "7097 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
- "7098 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
- "7099 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
- "7100 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
- "7102 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "7094 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
+ "7095 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
+ "7096 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
+ "7097 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "7099 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
"\n",
" 13g_filingMonth 13g_corresponding_LTS_finYear \\\n",
"2 2 2004 \n",
@@ -912,11 +912,11 @@
"11 2 2007 \n",
"12 1 2007 \n",
"... ... ... \n",
- "7097 2 2015 \n",
- "7098 2 2013 \n",
- "7099 1 2013 \n",
- "7100 1 2014 \n",
- "7102 2 2014 \n",
+ "7094 2 2015 \n",
+ "7095 2 2013 \n",
+ "7096 1 2013 \n",
+ "7097 1 2014 \n",
+ "7099 2 2014 \n",
"\n",
" 13g_corresponding_LTS_case \n",
"2 13g_case1 \n",
@@ -925,13 +925,13 @@
"11 13g_case1 \n",
"12 13g_case1 \n",
"... ... \n",
+ "7094 13g_case1 \n",
+ "7095 13g_case1 \n",
+ "7096 13g_case1 \n",
"7097 13g_case1 \n",
- "7098 13g_case1 \n",
"7099 13g_case1 \n",
- "7100 13g_case1 \n",
- "7102 13g_case1 \n",
"\n",
- "[4236 rows x 21 columns]"
+ "[4233 rows x 21 columns]"
]
},
"execution_count": 4,
@@ -1129,7 +1129,7 @@
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7097</td>\n",
+ " <td>7094</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>294524.0</td>\n",
" <td>LYONDELLBASELL INDUSTRIES NV</td>\n",
@@ -1150,7 +1150,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7098</td>\n",
+ " <td>7095</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056.0</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -1171,7 +1171,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7099</td>\n",
+ " <td>7096</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056.0</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -1192,7 +1192,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7100</td>\n",
+ " <td>7097</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056.0</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -1213,7 +1213,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7102</td>\n",
+ " <td>7099</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056.0</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -1235,7 +1235,7 @@
" </tr>\n",
" </tbody>\n",
"</table>\n",
- "<p>4236 rows × 18 columns</p>\n",
+ "<p>4233 rows × 18 columns</p>\n",
"</div>"
],
"text/plain": [
@@ -1246,11 +1246,11 @@
"11 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 1075.0 \n",
"12 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 1075.0 \n",
"... ... ... \n",
- "7097 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 294524.0 \n",
- "7098 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
+ "7094 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 294524.0 \n",
+ "7095 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
+ "7096 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
+ "7097 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
"7099 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
- "7100 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
- "7102 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056.0 \n",
"\n",
" lts_company name lts_finYear opc_Total_Words \\\n",
"2 PINNACLE WEST CAPITAL CORP 2004.0 2050.0 \n",
@@ -1259,11 +1259,11 @@
"11 PINNACLE WEST CAPITAL CORP 2007.0 2320.0 \n",
"12 PINNACLE WEST CAPITAL CORP 2007.0 2320.0 \n",
"... ... ... ... \n",
- "7097 LYONDELLBASELL INDUSTRIES NV 2015.0 635.0 \n",
- "7098 ALLEGION PLC 2013.0 1406.0 \n",
- "7099 ALLEGION PLC 2013.0 1406.0 \n",
- "7100 ALLEGION PLC 2014.0 458.0 \n",
- "7102 ALLEGION PLC 2014.0 458.0 \n",
+ "7094 LYONDELLBASELL INDUSTRIES NV 2015.0 635.0 \n",
+ "7095 ALLEGION PLC 2013.0 1406.0 \n",
+ "7096 ALLEGION PLC 2013.0 1406.0 \n",
+ "7097 ALLEGION PLC 2014.0 458.0 \n",
+ "7099 ALLEGION PLC 2014.0 458.0 \n",
"\n",
" opc_Total_Characters opc_OrgPsyCapConfidence opc_OrgPsyCapHope \\\n",
"2 11083.0 32.0 16.0 \n",
@@ -1272,11 +1272,11 @@
"11 12177.0 18.0 21.0 \n",
"12 12177.0 18.0 21.0 \n",
"... ... ... ... \n",
- "7097 3387.0 6.0 6.0 \n",
- "7098 7880.0 11.0 17.0 \n",
- "7099 7880.0 11.0 17.0 \n",
- "7100 2346.0 5.0 5.0 \n",
- "7102 2346.0 5.0 5.0 \n",
+ "7094 3387.0 6.0 6.0 \n",
+ "7095 7880.0 11.0 17.0 \n",
+ "7096 7880.0 11.0 17.0 \n",
+ "7097 2346.0 5.0 5.0 \n",
+ "7099 2346.0 5.0 5.0 \n",
"\n",
" opc_OrgPsyCapOptimism opc_OrgPsyCapResilience 13g_filing_date \\\n",
"2 5.0 6.0 20070214 \n",
@@ -1285,11 +1285,11 @@
"11 7.0 3.0 20100212 \n",
"12 7.0 3.0 20100129 \n",
"... ... ... ... \n",
- "7097 4.0 5.0 20180214 \n",
- "7098 1.0 4.0 20160212 \n",
- "7099 1.0 4.0 20160128 \n",
- "7100 0.0 2.0 20170125 \n",
- "7102 0.0 2.0 20170214 \n",
+ "7094 4.0 5.0 20180214 \n",
+ "7095 1.0 4.0 20160212 \n",
+ "7096 1.0 4.0 20160128 \n",
+ "7097 0.0 2.0 20170125 \n",
+ "7099 0.0 2.0 20170214 \n",
"\n",
" 13g_cik_sc 13g_cik_fc \\\n",
"2 764622 80255 \n",
@@ -1298,11 +1298,11 @@
"11 764622 93751 \n",
"12 764622 1364742 \n",
"... ... ... \n",
- "7097 1489393 1422849 \n",
- "7098 1579241 80255 \n",
- "7099 1579241 1364742 \n",
- "7100 1579241 19617 \n",
- "7102 1579241 1505708 \n",
+ "7094 1489393 1422849 \n",
+ "7095 1579241 80255 \n",
+ "7096 1579241 1364742 \n",
+ "7097 1579241 19617 \n",
+ "7099 1579241 1505708 \n",
"\n",
" 13g_filePath 13g_filingYear \\\n",
"2 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2007 \n",
@@ -1311,11 +1311,11 @@
"11 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2010 \n",
"12 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2010 \n",
"... ... ... \n",
- "7097 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
- "7098 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
- "7099 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
- "7100 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
- "7102 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "7094 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
+ "7095 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
+ "7096 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
+ "7097 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "7099 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
"\n",
" 13g_filingMonth 13g_corresponding_LTS_finYear \\\n",
"2 2 2004 \n",
@@ -1324,11 +1324,11 @@
"11 2 2007 \n",
"12 1 2007 \n",
"... ... ... \n",
- "7097 2 2015 \n",
- "7098 2 2013 \n",
- "7099 1 2013 \n",
- "7100 1 2014 \n",
- "7102 2 2014 \n",
+ "7094 2 2015 \n",
+ "7095 2 2013 \n",
+ "7096 1 2013 \n",
+ "7097 1 2014 \n",
+ "7099 2 2014 \n",
"\n",
" 13g_corresponding_LTS_case \n",
"2 13g_case1 \n",
@@ -1337,13 +1337,13 @@
"11 13g_case1 \n",
"12 13g_case1 \n",
"... ... \n",
+ "7094 13g_case1 \n",
+ "7095 13g_case1 \n",
+ "7096 13g_case1 \n",
"7097 13g_case1 \n",
- "7098 13g_case1 \n",
"7099 13g_case1 \n",
- "7100 13g_case1 \n",
- "7102 13g_case1 \n",
"\n",
- "[4236 rows x 18 columns]"
+ "[4233 rows x 18 columns]"
]
},
"execution_count": 5,
@@ -1486,7 +1486,7 @@
"source": [
"## Data Analysis\n",
"Let's analyse the processed data.\n",
- "### Number of 13D filings & companies\n"
+ "### Number of 13G filings & companies\n"
]
},
{
@@ -1498,7 +1498,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "There are 4236 filings in the dataset.\n"
+ "There are 4233 filings in the dataset.\n"
]
}
],
@@ -1551,10 +1551,10 @@
"2006 203\n",
"2007 224\n",
"2008 366\n",
- "2009 299\n",
- "2010 580\n",
+ "2009 298\n",
+ "2010 579\n",
"2011 347\n",
- "2012 352\n",
+ "2012 351\n",
"2013 324\n",
"2014 281\n",
"2015 350\n",
@@ -1575,22 +1575,22 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x1bd42315988>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x2750391d388>"
]
},
- "execution_count": 16,
+ "execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 360x216 with 1 Axes>"
]
@@ -1626,7 +1626,7 @@
"data": {
"text/plain": [
"1 630\n",
- "2 2962\n",
+ "2 2959\n",
"3 50\n",
"4 52\n",
"5 68\n",
@@ -1651,7 +1651,7 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 14,
"metadata": {},
"outputs": [
{
diff --git a/06_jupy_MergingData_13D_and_13G.ipynb b/06_jupy_MergingData_13D_and_13G.ipynb
index ea0d0eee9455d29b3dedb0f93d2941e6e50440b5..7f3bf73827a3f0267df8c195c3609648bca3be17 100644
--- a/06_jupy_MergingData_13D_and_13G.ipynb
+++ b/06_jupy_MergingData_13D_and_13G.ipynb
@@ -646,7 +646,7 @@
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7097</td>\n",
+ " <td>7094</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>294524</td>\n",
" <td>LYONDELLBASELL INDUSTRIES NV</td>\n",
@@ -667,7 +667,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7098</td>\n",
+ " <td>7095</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -688,7 +688,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7099</td>\n",
+ " <td>7096</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -709,7 +709,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7100</td>\n",
+ " <td>7097</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -730,7 +730,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7102</td>\n",
+ " <td>7099</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -752,7 +752,7 @@
" </tr>\n",
" </tbody>\n",
"</table>\n",
- "<p>4236 rows × 18 columns</p>\n",
+ "<p>4233 rows × 18 columns</p>\n",
"</div>"
],
"text/plain": [
@@ -763,11 +763,11 @@
"11 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 1075 \n",
"12 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 1075 \n",
"... ... ... \n",
- "7097 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 294524 \n",
- "7098 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
+ "7094 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 294524 \n",
+ "7095 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
+ "7096 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
+ "7097 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
"7099 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
- "7100 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
- "7102 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
"\n",
" lts_company name lts_finYear opc_Total_Words \\\n",
"2 PINNACLE WEST CAPITAL CORP 2004 2050 \n",
@@ -776,11 +776,11 @@
"11 PINNACLE WEST CAPITAL CORP 2007 2320 \n",
"12 PINNACLE WEST CAPITAL CORP 2007 2320 \n",
"... ... ... ... \n",
- "7097 LYONDELLBASELL INDUSTRIES NV 2015 635 \n",
- "7098 ALLEGION PLC 2013 1406 \n",
- "7099 ALLEGION PLC 2013 1406 \n",
- "7100 ALLEGION PLC 2014 458 \n",
- "7102 ALLEGION PLC 2014 458 \n",
+ "7094 LYONDELLBASELL INDUSTRIES NV 2015 635 \n",
+ "7095 ALLEGION PLC 2013 1406 \n",
+ "7096 ALLEGION PLC 2013 1406 \n",
+ "7097 ALLEGION PLC 2014 458 \n",
+ "7099 ALLEGION PLC 2014 458 \n",
"\n",
" opc_Total_Characters opc_OrgPsyCapConfidence opc_OrgPsyCapHope \\\n",
"2 11083 32 16 \n",
@@ -789,11 +789,11 @@
"11 12177 18 21 \n",
"12 12177 18 21 \n",
"... ... ... ... \n",
- "7097 3387 6 6 \n",
- "7098 7880 11 17 \n",
- "7099 7880 11 17 \n",
- "7100 2346 5 5 \n",
- "7102 2346 5 5 \n",
+ "7094 3387 6 6 \n",
+ "7095 7880 11 17 \n",
+ "7096 7880 11 17 \n",
+ "7097 2346 5 5 \n",
+ "7099 2346 5 5 \n",
"\n",
" opc_OrgPsyCapOptimism opc_OrgPsyCapResilience 13g_filing_date \\\n",
"2 5 6 20070214 \n",
@@ -802,11 +802,11 @@
"11 7 3 20100212 \n",
"12 7 3 20100129 \n",
"... ... ... ... \n",
- "7097 4 5 20180214 \n",
- "7098 1 4 20160212 \n",
- "7099 1 4 20160128 \n",
- "7100 0 2 20170125 \n",
- "7102 0 2 20170214 \n",
+ "7094 4 5 20180214 \n",
+ "7095 1 4 20160212 \n",
+ "7096 1 4 20160128 \n",
+ "7097 0 2 20170125 \n",
+ "7099 0 2 20170214 \n",
"\n",
" 13g_cik_sc 13g_cik_fc \\\n",
"2 764622 80255 \n",
@@ -815,11 +815,11 @@
"11 764622 93751 \n",
"12 764622 1364742 \n",
"... ... ... \n",
- "7097 1489393 1422849 \n",
- "7098 1579241 80255 \n",
- "7099 1579241 1364742 \n",
- "7100 1579241 19617 \n",
- "7102 1579241 1505708 \n",
+ "7094 1489393 1422849 \n",
+ "7095 1579241 80255 \n",
+ "7096 1579241 1364742 \n",
+ "7097 1579241 19617 \n",
+ "7099 1579241 1505708 \n",
"\n",
" 13g_filePath 13g_filingYear \\\n",
"2 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2007 \n",
@@ -828,11 +828,11 @@
"11 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2010 \n",
"12 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2010 \n",
"... ... ... \n",
- "7097 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
- "7098 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
- "7099 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
- "7100 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
- "7102 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "7094 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
+ "7095 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
+ "7096 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
+ "7097 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "7099 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
"\n",
" 13g_filingMonth 13g_corresponding_LTS_finYear \\\n",
"2 2 2004 \n",
@@ -841,11 +841,11 @@
"11 2 2007 \n",
"12 1 2007 \n",
"... ... ... \n",
- "7097 2 2015 \n",
- "7098 2 2013 \n",
- "7099 1 2013 \n",
- "7100 1 2014 \n",
- "7102 2 2014 \n",
+ "7094 2 2015 \n",
+ "7095 2 2013 \n",
+ "7096 1 2013 \n",
+ "7097 1 2014 \n",
+ "7099 2 2014 \n",
"\n",
" 13g_corresponding_LTS_case \n",
"2 13g_case1 \n",
@@ -854,13 +854,13 @@
"11 13g_case1 \n",
"12 13g_case1 \n",
"... ... \n",
+ "7094 13g_case1 \n",
+ "7095 13g_case1 \n",
+ "7096 13g_case1 \n",
"7097 13g_case1 \n",
- "7098 13g_case1 \n",
"7099 13g_case1 \n",
- "7100 13g_case1 \n",
- "7102 13g_case1 \n",
"\n",
- "[4236 rows x 18 columns]"
+ "[4233 rows x 18 columns]"
]
},
"execution_count": 5,
@@ -1520,7 +1520,7 @@
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7097</td>\n",
+ " <td>7094</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>294524</td>\n",
" <td>LYONDELLBASELL INDUSTRIES NV</td>\n",
@@ -1541,7 +1541,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7098</td>\n",
+ " <td>7095</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -1562,7 +1562,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7099</td>\n",
+ " <td>7096</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -1583,7 +1583,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7100</td>\n",
+ " <td>7097</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -1604,7 +1604,7 @@
" <td>13g_case1</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7102</td>\n",
+ " <td>7099</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -1626,7 +1626,7 @@
" </tr>\n",
" </tbody>\n",
"</table>\n",
- "<p>4236 rows × 18 columns</p>\n",
+ "<p>4233 rows × 18 columns</p>\n",
"</div>"
],
"text/plain": [
@@ -1637,11 +1637,11 @@
"11 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 1075 \n",
"12 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 1075 \n",
"... ... ... \n",
- "7097 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 294524 \n",
- "7098 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
+ "7094 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 294524 \n",
+ "7095 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
+ "7096 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
+ "7097 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
"7099 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
- "7100 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
- "7102 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
"\n",
" lts_company name lts_finYear opc_Total_Words \\\n",
"2 PINNACLE WEST CAPITAL CORP 2004 2050 \n",
@@ -1650,11 +1650,11 @@
"11 PINNACLE WEST CAPITAL CORP 2007 2320 \n",
"12 PINNACLE WEST CAPITAL CORP 2007 2320 \n",
"... ... ... ... \n",
- "7097 LYONDELLBASELL INDUSTRIES NV 2015 635 \n",
- "7098 ALLEGION PLC 2013 1406 \n",
- "7099 ALLEGION PLC 2013 1406 \n",
- "7100 ALLEGION PLC 2014 458 \n",
- "7102 ALLEGION PLC 2014 458 \n",
+ "7094 LYONDELLBASELL INDUSTRIES NV 2015 635 \n",
+ "7095 ALLEGION PLC 2013 1406 \n",
+ "7096 ALLEGION PLC 2013 1406 \n",
+ "7097 ALLEGION PLC 2014 458 \n",
+ "7099 ALLEGION PLC 2014 458 \n",
"\n",
" opc_Total_Characters opc_OrgPsyCapConfidence opc_OrgPsyCapHope \\\n",
"2 11083 32 16 \n",
@@ -1663,11 +1663,11 @@
"11 12177 18 21 \n",
"12 12177 18 21 \n",
"... ... ... ... \n",
- "7097 3387 6 6 \n",
- "7098 7880 11 17 \n",
- "7099 7880 11 17 \n",
- "7100 2346 5 5 \n",
- "7102 2346 5 5 \n",
+ "7094 3387 6 6 \n",
+ "7095 7880 11 17 \n",
+ "7096 7880 11 17 \n",
+ "7097 2346 5 5 \n",
+ "7099 2346 5 5 \n",
"\n",
" opc_OrgPsyCapOptimism opc_OrgPsyCapResilience 13dg_filing_date \\\n",
"2 5 6 20070214 \n",
@@ -1676,11 +1676,11 @@
"11 7 3 20100212 \n",
"12 7 3 20100129 \n",
"... ... ... ... \n",
- "7097 4 5 20180214 \n",
- "7098 1 4 20160212 \n",
- "7099 1 4 20160128 \n",
- "7100 0 2 20170125 \n",
- "7102 0 2 20170214 \n",
+ "7094 4 5 20180214 \n",
+ "7095 1 4 20160212 \n",
+ "7096 1 4 20160128 \n",
+ "7097 0 2 20170125 \n",
+ "7099 0 2 20170214 \n",
"\n",
" 13dg_cik_sc 13dg_cik_fc \\\n",
"2 764622 80255 \n",
@@ -1689,11 +1689,11 @@
"11 764622 93751 \n",
"12 764622 1364742 \n",
"... ... ... \n",
- "7097 1489393 1422849 \n",
- "7098 1579241 80255 \n",
- "7099 1579241 1364742 \n",
- "7100 1579241 19617 \n",
- "7102 1579241 1505708 \n",
+ "7094 1489393 1422849 \n",
+ "7095 1579241 80255 \n",
+ "7096 1579241 1364742 \n",
+ "7097 1579241 19617 \n",
+ "7099 1579241 1505708 \n",
"\n",
" 13dg_filePath 13dg_filingYear \\\n",
"2 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2007 \n",
@@ -1702,11 +1702,11 @@
"11 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2010 \n",
"12 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2010 \n",
"... ... ... \n",
- "7097 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
- "7098 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
- "7099 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
- "7100 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
- "7102 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "7094 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
+ "7095 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
+ "7096 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
+ "7097 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "7099 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
"\n",
" 13dg_filingMonth 13dg_corresponding_LTS_finYear \\\n",
"2 2 2004 \n",
@@ -1715,11 +1715,11 @@
"11 2 2007 \n",
"12 1 2007 \n",
"... ... ... \n",
- "7097 2 2015 \n",
- "7098 2 2013 \n",
- "7099 1 2013 \n",
- "7100 1 2014 \n",
- "7102 2 2014 \n",
+ "7094 2 2015 \n",
+ "7095 2 2013 \n",
+ "7096 1 2013 \n",
+ "7097 1 2014 \n",
+ "7099 2 2014 \n",
"\n",
" 13dg_corresponding_LTS_case \n",
"2 13g_case1 \n",
@@ -1728,13 +1728,13 @@
"11 13g_case1 \n",
"12 13g_case1 \n",
"... ... \n",
+ "7094 13g_case1 \n",
+ "7095 13g_case1 \n",
+ "7096 13g_case1 \n",
"7097 13g_case1 \n",
- "7098 13g_case1 \n",
"7099 13g_case1 \n",
- "7100 13g_case1 \n",
- "7102 13g_case1 \n",
"\n",
- "[4236 rows x 18 columns]"
+ "[4233 rows x 18 columns]"
]
},
"execution_count": 8,
@@ -2351,7 +2351,7 @@
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7097</td>\n",
+ " <td>7094</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>294524</td>\n",
" <td>LYONDELLBASELL INDUSTRIES NV</td>\n",
@@ -2373,7 +2373,7 @@
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7098</td>\n",
+ " <td>7095</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -2395,7 +2395,7 @@
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7099</td>\n",
+ " <td>7096</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -2417,7 +2417,7 @@
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7100</td>\n",
+ " <td>7097</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -2439,7 +2439,7 @@
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>7102</td>\n",
+ " <td>7099</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -2462,7 +2462,7 @@
" </tr>\n",
" </tbody>\n",
"</table>\n",
- "<p>4236 rows × 19 columns</p>\n",
+ "<p>4233 rows × 19 columns</p>\n",
"</div>"
],
"text/plain": [
@@ -2473,11 +2473,11 @@
"11 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 1075 \n",
"12 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 1075 \n",
"... ... ... \n",
- "7097 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 294524 \n",
- "7098 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
+ "7094 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 294524 \n",
+ "7095 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
+ "7096 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
+ "7097 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
"7099 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
- "7100 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
- "7102 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
"\n",
" lts_company name lts_finYear opc_Total_Words \\\n",
"2 PINNACLE WEST CAPITAL CORP 2004 2050 \n",
@@ -2486,11 +2486,11 @@
"11 PINNACLE WEST CAPITAL CORP 2007 2320 \n",
"12 PINNACLE WEST CAPITAL CORP 2007 2320 \n",
"... ... ... ... \n",
- "7097 LYONDELLBASELL INDUSTRIES NV 2015 635 \n",
- "7098 ALLEGION PLC 2013 1406 \n",
- "7099 ALLEGION PLC 2013 1406 \n",
- "7100 ALLEGION PLC 2014 458 \n",
- "7102 ALLEGION PLC 2014 458 \n",
+ "7094 LYONDELLBASELL INDUSTRIES NV 2015 635 \n",
+ "7095 ALLEGION PLC 2013 1406 \n",
+ "7096 ALLEGION PLC 2013 1406 \n",
+ "7097 ALLEGION PLC 2014 458 \n",
+ "7099 ALLEGION PLC 2014 458 \n",
"\n",
" opc_Total_Characters opc_OrgPsyCapConfidence opc_OrgPsyCapHope \\\n",
"2 11083 32 16 \n",
@@ -2499,11 +2499,11 @@
"11 12177 18 21 \n",
"12 12177 18 21 \n",
"... ... ... ... \n",
- "7097 3387 6 6 \n",
- "7098 7880 11 17 \n",
- "7099 7880 11 17 \n",
- "7100 2346 5 5 \n",
- "7102 2346 5 5 \n",
+ "7094 3387 6 6 \n",
+ "7095 7880 11 17 \n",
+ "7096 7880 11 17 \n",
+ "7097 2346 5 5 \n",
+ "7099 2346 5 5 \n",
"\n",
" opc_OrgPsyCapOptimism opc_OrgPsyCapResilience 13dg_filing_date \\\n",
"2 5 6 20070214 \n",
@@ -2512,11 +2512,11 @@
"11 7 3 20100212 \n",
"12 7 3 20100129 \n",
"... ... ... ... \n",
- "7097 4 5 20180214 \n",
- "7098 1 4 20160212 \n",
- "7099 1 4 20160128 \n",
- "7100 0 2 20170125 \n",
- "7102 0 2 20170214 \n",
+ "7094 4 5 20180214 \n",
+ "7095 1 4 20160212 \n",
+ "7096 1 4 20160128 \n",
+ "7097 0 2 20170125 \n",
+ "7099 0 2 20170214 \n",
"\n",
" 13dg_cik_sc 13dg_cik_fc \\\n",
"2 764622 80255 \n",
@@ -2525,11 +2525,11 @@
"11 764622 93751 \n",
"12 764622 1364742 \n",
"... ... ... \n",
- "7097 1489393 1422849 \n",
- "7098 1579241 80255 \n",
- "7099 1579241 1364742 \n",
- "7100 1579241 19617 \n",
- "7102 1579241 1505708 \n",
+ "7094 1489393 1422849 \n",
+ "7095 1579241 80255 \n",
+ "7096 1579241 1364742 \n",
+ "7097 1579241 19617 \n",
+ "7099 1579241 1505708 \n",
"\n",
" 13dg_filePath 13dg_filingYear \\\n",
"2 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2007 \n",
@@ -2538,11 +2538,11 @@
"11 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2010 \n",
"12 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2010 \n",
"... ... ... \n",
- "7097 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
- "7098 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
- "7099 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
- "7100 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
- "7102 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "7094 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
+ "7095 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
+ "7096 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
+ "7097 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "7099 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
"\n",
" 13dg_filingMonth 13dg_corresponding_LTS_finYear \\\n",
"2 2 2004 \n",
@@ -2551,11 +2551,11 @@
"11 2 2007 \n",
"12 1 2007 \n",
"... ... ... \n",
- "7097 2 2015 \n",
- "7098 2 2013 \n",
- "7099 1 2013 \n",
- "7100 1 2014 \n",
- "7102 2 2014 \n",
+ "7094 2 2015 \n",
+ "7095 2 2013 \n",
+ "7096 1 2013 \n",
+ "7097 1 2014 \n",
+ "7099 2 2014 \n",
"\n",
" 13dg_corresponding_LTS_case is13D \n",
"2 13g_case1 0 \n",
@@ -2564,13 +2564,13 @@
"11 13g_case1 0 \n",
"12 13g_case1 0 \n",
"... ... ... \n",
+ "7094 13g_case1 0 \n",
+ "7095 13g_case1 0 \n",
+ "7096 13g_case1 0 \n",
"7097 13g_case1 0 \n",
- "7098 13g_case1 0 \n",
"7099 13g_case1 0 \n",
- "7100 13g_case1 0 \n",
- "7102 13g_case1 0 \n",
"\n",
- "[4236 rows x 19 columns]"
+ "[4233 rows x 19 columns]"
]
},
"execution_count": 10,
@@ -2772,7 +2772,7 @@
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>4535</td>\n",
+ " <td>4532</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>294524</td>\n",
" <td>LYONDELLBASELL INDUSTRIES NV</td>\n",
@@ -2794,7 +2794,7 @@
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>4536</td>\n",
+ " <td>4533</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -2816,7 +2816,7 @@
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>4537</td>\n",
+ " <td>4534</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -2838,7 +2838,7 @@
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>4538</td>\n",
+ " <td>4535</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -2860,7 +2860,7 @@
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>4539</td>\n",
+ " <td>4536</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>316056</td>\n",
" <td>ALLEGION PLC</td>\n",
@@ -2883,7 +2883,7 @@
" </tr>\n",
" </tbody>\n",
"</table>\n",
- "<p>4540 rows × 19 columns</p>\n",
+ "<p>4537 rows × 19 columns</p>\n",
"</div>"
],
"text/plain": [
@@ -2894,11 +2894,11 @@
"3 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 1487 \n",
"4 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 1661 \n",
"... ... ... \n",
- "4535 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 294524 \n",
+ "4532 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 294524 \n",
+ "4533 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
+ "4534 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
+ "4535 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
"4536 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
- "4537 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
- "4538 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
- "4539 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
"\n",
" lts_company name lts_finYear opc_Total_Words \\\n",
"0 ADVANCED MICRO DEVICES 2007 1406 \n",
@@ -2907,11 +2907,11 @@
"3 AMERICAN INTERNATIONAL GROUP 2009 2495 \n",
"4 NABORS INDUSTRIES LTD 2011 823 \n",
"... ... ... ... \n",
- "4535 LYONDELLBASELL INDUSTRIES NV 2015 635 \n",
- "4536 ALLEGION PLC 2013 1406 \n",
- "4537 ALLEGION PLC 2013 1406 \n",
- "4538 ALLEGION PLC 2014 458 \n",
- "4539 ALLEGION PLC 2014 458 \n",
+ "4532 LYONDELLBASELL INDUSTRIES NV 2015 635 \n",
+ "4533 ALLEGION PLC 2013 1406 \n",
+ "4534 ALLEGION PLC 2013 1406 \n",
+ "4535 ALLEGION PLC 2014 458 \n",
+ "4536 ALLEGION PLC 2014 458 \n",
"\n",
" opc_Total_Characters opc_OrgPsyCapConfidence opc_OrgPsyCapHope \\\n",
"0 7809 12 16 \n",
@@ -2920,11 +2920,11 @@
"3 13070 30 16 \n",
"4 4576 17 3 \n",
"... ... ... ... \n",
- "4535 3387 6 6 \n",
- "4536 7880 11 17 \n",
- "4537 7880 11 17 \n",
- "4538 2346 5 5 \n",
- "4539 2346 5 5 \n",
+ "4532 3387 6 6 \n",
+ "4533 7880 11 17 \n",
+ "4534 7880 11 17 \n",
+ "4535 2346 5 5 \n",
+ "4536 2346 5 5 \n",
"\n",
" opc_OrgPsyCapOptimism opc_OrgPsyCapResilience 13dg_filing_date \\\n",
"0 9 6 20081016 \n",
@@ -2933,11 +2933,11 @@
"3 11 9 20100917 \n",
"4 3 1 20130123 \n",
"... ... ... ... \n",
- "4535 4 5 20180214 \n",
- "4536 1 4 20160212 \n",
- "4537 1 4 20160128 \n",
- "4538 0 2 20170125 \n",
- "4539 0 2 20170214 \n",
+ "4532 4 5 20180214 \n",
+ "4533 1 4 20160212 \n",
+ "4534 1 4 20160128 \n",
+ "4535 0 2 20170125 \n",
+ "4536 0 2 20170214 \n",
"\n",
" 13dg_cik_sc 13dg_cik_fc \\\n",
"0 2488 1419351 \n",
@@ -2946,11 +2946,11 @@
"3 5272 1056831 \n",
"4 1163739 1554913 \n",
"... ... ... \n",
- "4535 1489393 1422849 \n",
- "4536 1579241 80255 \n",
- "4537 1579241 1364742 \n",
- "4538 1579241 19617 \n",
- "4539 1579241 1505708 \n",
+ "4532 1489393 1422849 \n",
+ "4533 1579241 80255 \n",
+ "4534 1579241 1364742 \n",
+ "4535 1579241 19617 \n",
+ "4536 1579241 1505708 \n",
"\n",
" 13dg_filePath 13dg_filingYear \\\n",
"0 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2008 \n",
@@ -2959,11 +2959,11 @@
"3 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2010 \n",
"4 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2013 \n",
"... ... ... \n",
- "4535 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
- "4536 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
- "4537 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
- "4538 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
- "4539 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "4532 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
+ "4533 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
+ "4534 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
+ "4535 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
+ "4536 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
"\n",
" 13dg_filingMonth 13dg_corresponding_LTS_finYear \\\n",
"0 10 2007 \n",
@@ -2972,11 +2972,11 @@
"3 9 2009 \n",
"4 1 2011 \n",
"... ... ... \n",
- "4535 2 2015 \n",
- "4536 2 2013 \n",
- "4537 1 2013 \n",
- "4538 1 2014 \n",
- "4539 2 2014 \n",
+ "4532 2 2015 \n",
+ "4533 2 2013 \n",
+ "4534 1 2013 \n",
+ "4535 1 2014 \n",
+ "4536 2 2014 \n",
"\n",
" 13dg_corresponding_LTS_case is13D \n",
"0 13d_case2 1 \n",
@@ -2985,13 +2985,13 @@
"3 13d_case2 1 \n",
"4 13d_case1 1 \n",
"... ... ... \n",
+ "4532 13g_case1 0 \n",
+ "4533 13g_case1 0 \n",
+ "4534 13g_case1 0 \n",
"4535 13g_case1 0 \n",
"4536 13g_case1 0 \n",
- "4537 13g_case1 0 \n",
- "4538 13g_case1 0 \n",
- "4539 13g_case1 0 \n",
"\n",
- "[4540 rows x 19 columns]"
+ "[4537 rows x 19 columns]"
]
},
"execution_count": 11,
@@ -3037,8 +3037,8 @@
"output_type": "stream",
"text": [
"Start writing data from dataframe to file Result_13d_13g.xlsx.\n",
- "Starting time: 00:17:50\n",
- "Finish time: 00:17:51\n"
+ "Starting time: 18:31:30\n",
+ "Finish time: 18:31:32\n"
]
}
],
@@ -3056,22 +3056,22 @@
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x2709da8ec88>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x27666e59388>"
]
},
- "execution_count": 24,
+ "execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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zn1nADEnLSFshx5OOcju/EOoC0lFmV0g6E9gJmAmc7XNczMwGXjvF5U/ACyt+/V8DRwETSbvY7gFOJBWLhlmkYnIi6Yz++cAbIuKZu2JGxDJJU0gHAlxJGmc5h1RgzMxsgLVTXD4LfEPS7hGxoIoXj4gZpEu79NQngNPz1FO/BcD+VeRlZmZ9005xeYi0VXCjpHOBW+nmSKyeTrY0M7Ohr53ich3pMGORtjZ6OnTXVyM2M9uItVNcTqONi1KamdnGq+XiEhEze+sjaRPSYcJmZrYRq+TaYpJeSLony3uA7auKa2Zmg9MGF4F8l8dDSNfmej3pcOEgnbdiZmYbsbaLi6SdSFspRwHPzc0PA18GvhoRiyvLzszMBqWWioukTYG3kbZS9iNtpTwJXAEcBvwgIk7pryTNzGxw6bG4SHoR8H7gSGBb0mHIvwEuBC6OiL9LWtffSZqZDTRfg65vettyuYM0jvIQ6XIqX4+I2/o9KzMzG9Rauc1xAD8BvuPCYmZmreituMwAFpMOMf6lpAWSPiHpef2fmpmZDVY9FpeIOD0idgamAt8DdiZdpfg+ST+WdPgA5GhmZoNMK7vFiIirIuLtwHjgJNLWzFTSXSkD2EPSq/stSzMzG1TaOs8lIh4ibbnMyvdPOZp0IuUk4BZJfwD+JyK+UHmmZmaD1MZ45FlLWy7NRMQ1ETEdeAHwCeBO4JXAeRXlZmZmg9QGF5eGiHg4Iv47InYj3azrkr6nZWZmg1mlF5iMiOtI932xQWZj3Gw3s/7T5y0XMzOzMhcXMzOrXEeLi6Rpkn4o6X5JKyXdKumdTfq9X9Jdkh7PfaY06bODpO/lOA9Lmi1p5MCsiZmZFXV6y+V4YCXwEeAtwM+AiyV9qNFB0juAC4BvkM6tuQ34kaSXFfpsClwFvBCYDnwYmAbMGZjVMDOzok7fMfLgiHi48PxaSc8nFZ3zc9upwEUR8RkASdcD/wCcALwr95kG7AbsEhH35n5PAZdKOjUi7ur/VTEzs4aObrmUCkvDb4Ht4Jkbk70YuKywzDrgctJWTMNU4NeNwpJ9n3TPmQMrTtvMzHrR6d1izUwGFuSfd82PC0t9bge2ljSu0G+9PhHxJHB3IYaZmQ2QWhWXPFB/CNC4fMzY/Li81HVZaf7YJn0a/cY2aTczs35Um+IiaSJwMemWyReWZke5e5P2cp9Gv2btjdc8WtJ8SfOXLl3aVr5mZta9WhQXSVsDc4H7eHaQHp7dQhlTWqTxfHmhX7lPo1+zLRoAImJOREyKiEnjxo3rrpuZmbWp48Uln4vyI2A48KaIWFWY3RhHKY+b7Ar8PSKWFvqt10fScGAnuo7XmJlZP+v0SZSbko78ehEwNV/S/xkRcQ/pasvTCstskp/PLXSdC+wp6YWFtrcAmwM/7Z/szcysO50+z+WLwEGkkx63lvTawrzfRsQTwEzgfyUtAn4JHEkqRkcU+n4H+BRwhaQZwFbAOcDFPsfFzGzgdbq4vDE/nttk3o7Aooi4RNJzgE8CM0hn6L85Iv7U6BgRT0k6EJhNOifmCeBS4OP9mbyZmTXX0eISERNb7PcV4Cu99PkL8NYK0jIzsz7q9JaLDVGt3B/G94YxG7pcXAYp39zLzOqs44cim5nZ0OPiYmZmlfNuMTOzQWYw7Bb3louZmVXOxcXMzCrn4mJmZpVzcTEzs8q5uJiZWeVcXMzMrHIuLmZmVjkXFzMzq5yLi5mZVc7FxczMKufiYmZmlXNxMTOzyrm4mJlZ5VxczMysch0vLpJ2kfRlSb+XtFbSdU36SNJJkpZIWiPpBkl7NOm3u6RrJK2W9FdJp0kaNiArYmZmz+h4cQFeChwE3JmnZk4AZgBnAgcDK4F5krZvdJA0FpgHBHAIcBrwUeDUfsvczMyaqkNxuTIixkfENOC28kxJI0jF5YyImB0R84BppCJybKHrMcAWwKERcXVEXEAqLMdLGt3va2FmZs/oeHGJiHW9dJkMjAYuKyyzCrgSmFroNxW4KiJWFNouJRWcfarJ1szMWjEYbnO8K7AWuKvUfjswvdTv2mKHiLhP0uo878p2X3gw3ErUzKyOOr7l0oKxwMqIWFtqXwaMlDS80G95k+WX5XlmZjZABkNxgTS+UqYm87rr16wdSUdLmi9p/tKlS/uYopmZNQyG4rIMGNXkkOIxwOqIeKrQb0yT5bei+RYNETEnIiZFxKRx48ZVlrCZ2cZuMBSXhcAwYJdS+655XrHfrsUOksYDW5b6mZlZPxsMxeVGYAXp8GMAJI0kne8yt9BvLnCApFGFtunAGuD6AcjTzMyyjh8tlgvFQfnpDsBoSW/Pz38SEaslzQJmSFpG2go5nlQYzy+EugA4DrhC0pnATsBM4OzS4clmZtbPOl5cgO2Ay0ttjec7AouAWaRiciKwDTAfeENEPNhYICKWSZoCzCYddrwcOIdUYMzMbAB1vLhExCKePfKruz4BnJ6nnvotAPavLDkzM9sgHS8uGwufkGlmG5PBMKBvZmaDjIuLmZlVzsXFzMwq5+JiZmaVc3ExM7PKubiYmVnlXFzMzKxyLi5mZlY5FxczM6uci4uZmVXOxcXMzCrn4mJmZpVzcTEzs8q5uJiZWeVcXMzMrHIuLmZmVjkXFzMzq5zvRGlmtpHrjzvlesvFzMwqN6SKi6TdJV0jabWkv0o6TdKwTudlZraxGTK7xSSNBeYBC4BDgJ2Bz5EK6MkdTM3MbKMzZIoLcAywBXBoRKwArpY0Gpgp6azcZmZmA2Ao7RabClxVKiKXkgrOPp1Jycxs4zSUisuuwMJiQ0TcB6zO88zMbIAMpeIyFljepH1ZnmdmZgNEEdHpHCoh6SngYxFxbqn9fuDCiPhUk2WOBo7OT18C3NHCS20LPNzHdPsjVt3j1Tm3userc25Vx6tzblXHq3Nu7cR7YUSMKzcOpQH9ZcCYJu1b0XyLhoiYA8xp50UkzY+ISe2n17+x6h6vzrnVPV6dc6s6Xp1zqzpenXOrIt5Q2i22kNLYiqTxwJaUxmLMzKx/DaXiMhc4QNKoQtt0YA1wfWdSMjPbOA2l4nIB8ARwhaTX5/GUmcDZFZ/j0tZutAGMVfd4dc6t7vHqnFvV8eqcW9Xx6pxbn+MNmQF9SJd/AWYD/0gaZ/kfYGZErO1oYmZmG5khVVzMzKwehtJuMTMzqwkXFzMzq5yLi5mZVc7FpReStpG0i6SdJW3T6XwGK0mbSJpcOlS8FiQ9R9LITufRk77+70kaIWl7SeP6eo8jvyeqMdTfEy4uTeSbjn1D0lLgIdJlYe4EHpK0VNJF+ci0Kl/znyVd22LfHSTNkHS+pGPyvWzKfXZrJZ6kvSR9XtIXJb26kMt1ku6TdL2kA9pfoy5GAT8H9mh1AUnDm7RNkHR2zu9nkj4r6QUtxHqjpENKbcdIWgw8Cjwm6U5J72gxt9slfU5SlWdEf1jSTZJ+Jeldue09kh4h/e+tkHSGpJaurCFpvKTzJN0NrATuB/4GrJJ0o6T3tpGb3xN+T7TFR4uVSNof+BHwZ+By4HbSpWVEurzMrsA0YBfgTRFxXUWvexhwWUT0+K1S0ouAm4HNgMU5j8eA90XEDwv9XgPc2FM8SVNIJ58+QDp0exfSiaffBm4CfgtMBvYC9o6IW3rJ7bIeZm9Guonb9cBSgIg4vJd4a4F/bLyupJcDN+TZv8yPewNP5/zu7CHWb4FvRsTZ+fkJwH8CFwHXkv6+rwf+BfhARHyll9zW5dcdBtwLXAx8OyJu62m5HuJ9GDgb+D7pbzEN+AxwKvB50t9iEvBh4JSIOKuXeK8m3TxvFekD7AnS3/FFOd4I4HDg98BbIuLxHmL5PeH3RK/viS7xXVzWJ2k+cBtwVHTzy5Ek4OvAy3q79o6kf23xpfck/QF7eyNdATwPOCgilkkaR7rj5hHAJwr/KK28kRr/1IdHxDpJHyF9mH0vIo4s9PshQES8pZfc1pG+1d7eZPampH/635Ov9RYR+7UQ77WFN9JPgfHA/hHxYG57LnAd8Mee3piSVgEHR8S1+fkS4KsRMbPU73RgWkS8uIXc9gOeC7wDOBDYnPS/0yg09/YUoxRvAXB5RHw6P38zqdCcHBGzCv1OAaZHxEt7iXcD6QP2bRHxZKH9DFIBeIWkbUkfyt+OiJN6iOX3hN8Tvb4nuogIT4WJdLmYfVroty+wpoV+64C1+bG3aW0L8R7I/xDl9n8HngLOzc9f01s84O/A1MLzrXMebyz1OxS4r4Xc/gN4hPTN53mleWNy7H9u42+xDtir8HwVcESTfkcCS3uJ9Ujx9wY82ezvTPqm9vgG5DYK+FfgJzn2WtI33Q8B27cQbxWwb+H5c/JrvK7Ubz9gZYvxDmjSvm3O7UX5+fuBxX5P+D3R1/dEefKYS1dLSN8merN37tubv5GuFDCql6nVb3NbkG6Atp6I+BJwGPBvki4n7fbozWakf6iGR/Nj+TLbjwBdLqndJIfPk3aRPAUslHSSpM0bs1vIp2nY0vPFTfosJv0Oe/J/pFthN9wCvLFJvzcCd7ecXRYRj0XENyLiIGB74APA48A5tPZ/8hCwc+F54+cdS/12JO9C6cUKYEKT9kbbU/nxTmC7XmL5PeH3RNvvibYq0cYwkb7JPQ18Jf9SJwCj8x9qPPAG0jV3niLt0+0t3neB+S30O4zWvqXdTLqkTXfzJ5P+8Rf1Fo+0qf6BUtt0YKtS27tp4VtaaZk9gV+RxiMOI936YEO+pc0DLsvTcuDIJv2OBO7vJdYE0oD29aSxhumkcYNv5b/5+0m3xX6aJt8Eu8ltrxb6PR/4cAv9Pk8qMB8A3gX8gTS+sRjYH9gm/+8tAea0EO/svH5HAi8gFZA35b/5rYV+RwB3+z3h90Rf3xNd4re7wMYwkfahL+TZzffitC7Pe0eLsQ4nDUr21m834NMt9DsV+AuweQ99Xpo/hHp7I30J+HoLr/m9Vtahm2XfS9ptcXP+/bXzRroO+Flp6vI7Ig02/6iFeC/Ib5YnaL5b5o/AW1vMraXi0sa6jgKuyG/kdcAlwHDgi6y/G+kWYLsW4g0Hvkz6wC/+7/4c2LnQ70OkcQm/J/ye6NN7ojx5QL8HknYkbdI2DmtcBiyMNgZq+yGnUaRvHPdExJoe+o0Ddo+IPt9uQNLrgCUR0Wzzu5XltwJOAl4MfCoiFvQ1p1L8lwOPRMRfW+w/GngVaffVJqT97Le3s36SXgg8EIXB8ipI2gLYNCIeK7S9gnSn1MWkb/zr2oi3A/By0i6hP0fEn/qYn98TVPKeGA18iiH0nugS08XFzMyqNpRuc1wpSTuTDi9tfEsL0v7NhcBPI6KtAa46xxvA3G4HrtpI1nVIxuvltbYlbRnc0GvnQR5P6coEL60wt9rG2+Df24bsSxvKE+nIk2+Q9n2vAf5E2k/9i/zz6jzvImDEYI5X59y8rvWK1+J7p6UB+KEQr8651WVdK1mRoTQB55MOlZwGbNZk/mbA20kDcucN5nh1zs3rWq94Lb53avsBWXW8OudWl3X1mEuJ0rWTjouIS3rp907Sm7LHY93rHK/OuVUdr8651T2epHt6ilEwEhgXvZ9RX9t4dc6t6nhV51bmMZeuRpCOgOnNctLlPgZzvDrnVnW8OudW93g7kK6p9fNe+r0YeHMLr1nneHXOrep4Vee2vqo2w4bKRDp+fT4woYc+43OfKwZzvDrn5nWtTzzS+Rjfb+E12znpsZbx6pxb3de1PHnLpasPki6LcLekX5OOqllOOsqmcQXYPXP7sYM8Xp1z87rWJ97NpLGbVqiFPnWOV+fcqo5XdW7rL5ArkxUo3UzpcNY/hBPyCWOkS3J/JyKeHuzx6pxb1fHqnFud4+VDUXeIiN+38rot5FXbeHXOrep4VefWJb6Li5mZVc27xXqRT0Z65uSziHhkqMarc25Vx6tzbnWPV+fcqo5X59yqjld1bm0N0GwsE7A76QS0pXS9SN9S0olnuw+FeHXOzetan3h1zs3rWp91LU7eLVaiim/pWud4dc7N61qfeHXOzetan3XtYkMq0lCeSIdmXkQej+qmj4ALae2eFLWNV+fcvK71iVfn3Lyu9VnXLsu2u8BQn6j+lq61jVfn3Lyu9YlX59y8rklwHxYAAAo6SURBVPVZ1/Lk2xx3VfUtXescr865VR2vzrnVPV6dc6s6Xp1zqzpe1bmtr91qNNQnqr+la23j1Tk3r2t94tU5N69rfda1S/x2F9gYJiq8pWvd49U5N69rfeLVOTeva33WtTj5aLEeSNqJdHvZSm7pWud4dc6t6nh1zq3u8eqcW9Xx6pxb1fGqzg18hv4Gk7QZ8LyIuG+ox6tzblXHq3NudY9X59yqjlfn3KqOt6GxPKDfhKQPSrpb0mOSbpb07ibdXgW0VNXrHK/OuVUdr8651T1enXOrOl6dc6s6XtW5rWdD9qUN5Ym0D3Id8C3gY6RLl68FvgNsUej3GmjpEtm1jVfn3Lyu9YlX59y8rvVZ1y7x211gqE+kE4vOKrVNId0y9lfANm3+M9Q2Xp1z87rWJ16dc/O61mddu8Rvd4GhPgGPAfs2aZ9IujzCncDObfwz1DZenXPzutYnXp1z87rWZ13Lk8dcunoU2LbcGBGLgMnAw8CNpBstDfZ4dc6t6nh1zq3u8eqcW9Xx6pxb1fGqzq1LIE/rV+0fAP/bw/wtgB+TjwsfzPHqnJvXtT7x6pyb17U+69pl+XYXGOoT6SqgNwJb99BnGOnM1XsHc7w65+Z1rU+8Oufmda3PupYnn+diZmaV85iLmZlVzsXFzMwq5+JiZmaVc3ExM7PKubiYmVnlXFzMzKxyLi5mZlY5FxczM6uci4uZmVXOxcXMzCrn4mJmZpVzcTEzs8q5uJiZWeVcXMzMrHIuLmZmVjkXFzMzq5yLi5mZVc7FxczMKufiYmZmlXNxMTOzyrm4mJlZ5VxczMysci4uZmZWORcXMzOrnIuLWT+QtEjSog1YLiRF/nnf/Py6HvpPknS1pIdz399teNZN4x+V4x7Vxzgzc5x9q8nM6m7TTidg1hNJLwaOAfYFJgKjgMeAu4CfA5dExK2dyq8fnFr4eVF+vqhZR0mjgR8DI4BvAg8Df8vzLgSOBHaMiKbLm/UnFxerJUkCTsnTJsBvgG8DfycVmFcAHwI+KunYiPhCp3KtUkTMLPy8CJjZXV9gL2A74FMR8V/9lNL3gF8BD/RTfBuiXFysrk4hfbAuAd4ZEb8sd5C0HfAfwFYDm1ptPD8//rW/XiAiHgUe7a/4NnR5zMVqR9JOwMnAk8DUZoUFICIeioiTgLNKy4+UdKKk30laJWmlpJskvbPJa0nSkZJulLRU0uOSlki6StL0Jv1fIOk8SXflvn+XdIukGd2sy0hJn5V0n6QnJP1Z0ifzllm57xGSLpd0t6TVklbkvI8s9ZuYx2Uuyk1fb4zVNMZISLvEAO4tzFtU/B1LmpPzWZPX44+SLpC0TaFf0zEXSfvl5RfkPNdI+pOkT0sa0ex3UVj27fl3tjq/7qWSdmjS77r82sMlnSLpjvw7vLCn+FYP3nKxOnoP6X/z4oi4rbfOEfF042dJY4BrgX8g7Ur7GulL1AHAxZJeGhEnFxY/HTgRuBe4jPQt/XnAnsA00q64RuxJwFXA1sANwBXASGB30lbWZ0qpbQb8H2kLYy7wNPBWYBZpnOTUUv9zgftJY0kPANsAU4ELJb0kF1KA5XnZPYBDgB8AjYH83+V5bwVemWMuLyyHpOcBvwZGAz8Bvpvz2RF4NzAbeISefRLYFbiRZ8d99s6/h30lvT4i1jZZ7gPAW4AfAtcDrwGmA6+UtEdEPNFkme+S/h5zge8DD/WSm9VBRHjyVKuJVBwCeN8GLHthXvYTpfYRwE+BdcAehfZHgL8AI5vE2rbw83BSAQrgiCZ9x5eeL8p9fwJsUWjfjvQhvxzYrLTMzk3iDgeuIRWmF5TmHZVf46gefg8Tm8z7UJ734Sbztizl2/Q1gJ0ANVn+M7n/9FL7zNy+Anh5ad7Fed7hpfbrcvsfin8LT4Nj8m4xq6Pt8+P95Rl5l9DM0vQfed42wLuA+RGx3q6yiHic9G1bwBGlsE8BXb5lR8TDhacHk45W+2FEXNyk75Ju1uW4iFhT6PcQaUtjK+AlpRh3N4n7JPAFYBiwfzevsaHWlBsiYlUx3+5ExD2RK0DJ5/PjAd0sel5E/LHU9pX8uFc3y8wo/S1sEPBuMaujxnhEsw+vicCnS22LSR9qe5I+hEPSzCbLbpYfdyu0fYv0Tf42SZeTdtXcFGkgu+i1+XFuC/k3PBoRf27S3ihEY4uNkiaQCuAUYAKwRWm5LuMSG+iHwH8BX5B0AGlX3y+BBd0UjC4kbQl8GHgb8GLSEXzFcaTucp3fpK3p76PgllZysnpxcbE6eoC0P7/LB1REXEf+EJO0KWmro6ExEL1nnrrznMLPHwHuBt4LnJCnpyX9BPhooTiMyY9dtqZ6sLyb9sYY0bBGQz6I4RbSB+zPSWM1j5K2qCaSBug3b+O1uxURiyXtRdpVdSBwaJ61RNJ/R8R5PS0vaTPSrsu9gD+RxqWW8uzf4tM95Nrsd9Ll91Hyt57ysXpycbE6+iWwH+kb/NfaWK6xtXFORBzfygKRBp3PBc7Nhza/DngHaTD/pfkAgCd49kOxqq2HsuNJxfE9EXFhcUY+yu3IZgttqIi4HZieC/QrgdeTtuDOlbQqIr7aw+KHkArLRRFxVCnX59F1y7Kvuba0NWX14jEXq6MLSd9m3y5pt176Ft1CGrD/pw150UiHNl8REYeTvpnvDLwsz/5Vfpy6IbFbsEt+/G6TeftsQLzGGFJ3WwNAOtIuIm6NiDOBxqHab+0ldtW52hDk4mK1kwe2/5N0pNRcSZO76Tqm+CQPln8LmCRpRv5Wvh5JO0vaMf+8uaQp5XNO8m6frfPT1fnxStIRYG/p5nyZvm7RLMqP+5biHgD82wbEaxxKPKE8Q9Jekp7bZJlG2+om84oW5cd9S3F3As5sPUUbyrxbzOrqNNLYygzgl5JuJW2Z/J1UVCaSduVAOuek4VjgRXn5d0v6BfAg6VyT3UhjMe8kHVa8BTAPWCTpZtKBASOAN+S+P8y7j4iIJyVNI42FXCzp/5G2ZkbkvlPo2/vpi6Tzey6X9F3S2M7LSGMil5HOBWnHNcDHga9I+g6wElgeEbNJR8t9UNL1wJ+BZaSttIOBJ3j2iK/uXJmXO17Sy4HfkorYm0nnvHQpaLbxcXGxWsr72WdKuoR04cr9SB+KW5IuXHk38CXgmxHxm8JyKyTtAxyd+x9GKgAPki52+RHg6tx9FenorP2AyaTdQY3Y/05pvCci5kvagzToPzUv8xjpg7ZP4wwR8QdJ+5G22A4ivTd/TxpsX06bxSUirpL0UeD9pHUeTiqes4FLSAPuk4FXkYrs/cClwOci4k+9xF4laX/SyaD7knZD3kM6x+XsdnO1oUkeKzOz7kg6hlTEj4iISzqdjw0eHnMxs568OD/+paNZ2KDjLRcz60LSwaTdc0eRDg7YMSKe6nEhswJvuZhZM4eRxk5uAF7vwmLt8paLmZlVzlsuZmZWORcXMzOrnIuLmZlVzsXFzMwq5+JiZmaVc3ExM7PK/X+y4JxfxETE2AAAAABJRU5ErkJggg==\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
@@ -3092,7 +3092,7 @@
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 15,
"metadata": {},
"outputs": [
{
@@ -3104,10 +3104,10 @@
"2003 226\n",
"2004 178\n",
"2005 391\n",
- "2006 291\n",
- "2007 639\n",
+ "2006 290\n",
+ "2007 638\n",
"2008 380\n",
- "2009 398\n",
+ "2009 397\n",
"2010 333\n",
"2011 305\n",
"2012 360\n",
@@ -3118,7 +3118,7 @@
"Name: lts_finYear, dtype: int64"
]
},
- "execution_count": 19,
+ "execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
@@ -3142,7 +3142,7 @@
{
"data": {
"text/plain": [
- "0 3599\n",
+ "0 3597\n",
"1 112\n",
"Name: is13D, dtype: int64"
]
diff --git a/06_jupy_PrepareData_13D_and_13G.ipynb b/06_jupy_PrepareData_13D_and_13G.ipynb
index eb5962a42e9b20c122e92f12f245450cffd81fe5..ea016d127ae7914887d923b9c10c94d6bd02c7c8 100644
--- a/06_jupy_PrepareData_13D_and_13G.ipynb
+++ b/06_jupy_PrepareData_13D_and_13G.ipynb
@@ -11,7 +11,7 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
@@ -26,7 +26,7 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 2,
"metadata": {},
"outputs": [
{
@@ -64,7 +64,7 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 3,
"metadata": {},
"outputs": [
{
@@ -243,7 +243,7 @@
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>4535</td>\n",
+ " <td>4532</td>\n",
" <td>E:\\00_git\\invact\\internal_Data\\lts_improved_da...</td>\n",
" <td>294524</td>\n",
" <td>LYONDELLBASELL INDUSTRIES NV</td>\n",
@@ -265,7 +265,7 @@
" <td>0</td>\n",
" </tr>\n",
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@@ -365,11 +365,11 @@
"3 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 1487 \n",
"4 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 1661 \n",
"... ... ... \n",
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+ "4535 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
"4536 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
- "4537 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
- "4538 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
- "4539 E:\\00_git\\invact\\internal_Data\\lts_improved_da... 316056 \n",
"\n",
" lts_company name lts_finYear opc_Total_Words \\\n",
"0 ADVANCED MICRO DEVICES 2007 1406 \n",
@@ -378,11 +378,11 @@
"3 AMERICAN INTERNATIONAL GROUP 2009 2495 \n",
"4 NABORS INDUSTRIES LTD 2011 823 \n",
"... ... ... ... \n",
- "4535 LYONDELLBASELL INDUSTRIES NV 2015 635 \n",
- "4536 ALLEGION PLC 2013 1406 \n",
- "4537 ALLEGION PLC 2013 1406 \n",
- "4538 ALLEGION PLC 2014 458 \n",
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+ "4534 ALLEGION PLC 2013 1406 \n",
+ "4535 ALLEGION PLC 2014 458 \n",
+ "4536 ALLEGION PLC 2014 458 \n",
"\n",
" opc_Total_Characters opc_OrgPsyCapConfidence opc_OrgPsyCapHope \\\n",
"0 7809 12 16 \n",
@@ -391,11 +391,11 @@
"3 13070 30 16 \n",
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"\n",
" opc_OrgPsyCapOptimism opc_OrgPsyCapResilience 13dg_filing_date \\\n",
"0 9 6 20081016 \n",
@@ -404,11 +404,11 @@
"3 11 9 20100917 \n",
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"... ... ... ... \n",
- "4535 4 5 20180214 \n",
- "4536 1 4 20160212 \n",
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+ "4533 1 4 20160212 \n",
+ "4534 1 4 20160128 \n",
+ "4535 0 2 20170125 \n",
+ "4536 0 2 20170214 \n",
"\n",
" 13dg_cik_sc 13dg_cik_fc \\\n",
"0 2488 1419351 \n",
@@ -417,11 +417,11 @@
"3 5272 1056831 \n",
"4 1163739 1554913 \n",
"... ... ... \n",
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+ "4533 1579241 80255 \n",
+ "4534 1579241 1364742 \n",
+ "4535 1579241 19617 \n",
+ "4536 1579241 1505708 \n",
"\n",
" 13dg_filePath 13dg_filingYear \\\n",
"0 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2008 \n",
@@ -430,11 +430,11 @@
"3 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2010 \n",
"4 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2013 \n",
"... ... ... \n",
- "4535 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2018 \n",
- "4536 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
- "4537 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2016 \n",
- "4538 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
- "4539 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
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+ "4536 E:\\00_git\\invact\\internal_Data\\edgar\\first_sta... 2017 \n",
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" 13dg_filingMonth 13dg_corresponding_LTS_finYear \\\n",
"0 10 2007 \n",
@@ -443,11 +443,11 @@
"3 9 2009 \n",
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"... ... ... \n",
- "4535 2 2015 \n",
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" 13dg_corresponding_LTS_case is13D \n",
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@@ -456,16 +456,16 @@
"3 13d_case2 1 \n",
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"... ... ... \n",
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- "[4540 rows x 19 columns]"
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},
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"metadata": {},
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@@ -485,7 +485,7 @@
},
{
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- "execution_count": 14,
+ "execution_count": 4,
"metadata": {},
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{
@@ -587,7 +587,7 @@
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+ "4536 458 2346 5 \n",
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" opc_OrgPsyCapHope opc_OrgPsyCapOptimism opc_OrgPsyCapResilience \\\n",
"0 16 9 6 \n",
@@ -667,11 +667,11 @@
"3 16 11 9 \n",
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" is13D 13dg_corresponding_LTS_finYear \n",
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"... ... ... \n",
- "4535 0 2015 \n",
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@@ -719,9 +719,21 @@
},
{
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- "execution_count": 15,
+ "execution_count": 5,
"metadata": {},
"outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\Raphael\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:5: SettingWithCopyWarning: \n",
+ "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+ "Try using .loc[row_indexer,col_indexer] = value instead\n",
+ "\n",
+ "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
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" opc_OrgPsyCapHope opc_OrgPsyCapOptimism opc_OrgPsyCapResilience \\\n",
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" is13D 13dg_corresponding_LTS_finYear opc_TotalPsyCap \n",
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@@ -951,7 +963,7 @@
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" opc_OrgPsyCapHope opc_OrgPsyCapOptimism opc_OrgPsyCapResilience \\\n",
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@@ -1363,11 +1375,11 @@
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"0 0.006401 0.004267 \n",
@@ -1389,11 +1401,11 @@
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" opc_TotalPsyCap_divByWords \n",
"0 0.030583 \n",
@@ -1402,16 +1414,16 @@
"3 0.026453 \n",
"4 0.029162 \n",
"... ... \n",
- "4535 0.033071 \n",
- "4536 0.023471 \n",
- "4537 0.023471 \n",
- "4538 0.026201 \n",
- "4539 0.026201 \n",
+ "4532 0.033071 \n",
+ "4533 0.023471 \n",
+ "4534 0.023471 \n",
+ "4535 0.026201 \n",
+ "4536 0.026201 \n",
"\n",
- "[4540 rows x 14 columns]"
+ "[4537 rows x 14 columns]"
]
},
- "execution_count": 19,
+ "execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
@@ -1429,7 +1441,7 @@
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 10,
"metadata": {},
"outputs": [
{
@@ -1437,8 +1449,8 @@
"output_type": "stream",
"text": [
"Start writing data from dataframe to file DataForStatisticalAnalysis.xlsx.\n",
- "Starting time: 00:19:38\n",
- "Finish time: 00:19:39\n"
+ "Starting time: 18:33:21\n",
+ "Finish time: 18:33:22\n"
]
}
],
diff --git a/07_jupy_StatisticalAnalysisOfPsyCap.ipynb b/07_jupy_StatisticalAnalysisOfPsyCap.ipynb
index 95dcbefac70c9a00fd99b06b5a192ff324a3060c..87b421d515d6cf96815eb0284f0f78cd054b0ab7 100644
--- a/07_jupy_StatisticalAnalysisOfPsyCap.ipynb
+++ b/07_jupy_StatisticalAnalysisOfPsyCap.ipynb
@@ -9,7 +9,7 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
@@ -24,7 +24,7 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 14,
"metadata": {},
"outputs": [
{
@@ -62,7 +62,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 15,
"metadata": {},
"outputs": [
{
@@ -206,7 +206,7 @@
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>4535</td>\n",
+ " <td>4532</td>\n",
" <td>635</td>\n",
" <td>3387</td>\n",
" <td>6</td>\n",
@@ -223,7 +223,7 @@
" <td>0.033071</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>4536</td>\n",
+ " <td>4533</td>\n",
" <td>1406</td>\n",
" <td>7880</td>\n",
" <td>11</td>\n",
@@ -240,7 +240,7 @@
" <td>0.023471</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>4537</td>\n",
+ " <td>4534</td>\n",
" <td>1406</td>\n",
" <td>7880</td>\n",
" <td>11</td>\n",
@@ -257,7 +257,7 @@
" <td>0.023471</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>4538</td>\n",
+ " <td>4535</td>\n",
" <td>458</td>\n",
" <td>2346</td>\n",
" <td>5</td>\n",
@@ -274,7 +274,7 @@
" <td>0.026201</td>\n",
" </tr>\n",
" <tr>\n",
- " <td>4539</td>\n",
+ " <td>4536</td>\n",
" <td>458</td>\n",
" <td>2346</td>\n",
" <td>5</td>\n",
@@ -292,7 +292,7 @@
" </tr>\n",
" </tbody>\n",
"</table>\n",
- "<p>4540 rows × 14 columns</p>\n",
+ "<p>4537 rows × 14 columns</p>\n",
"</div>"
],
"text/plain": [
@@ -303,11 +303,11 @@
"3 2495 13070 30 \n",
"4 823 4576 17 \n",
"... ... ... ... \n",
- "4535 635 3387 6 \n",
- "4536 1406 7880 11 \n",
- "4537 1406 7880 11 \n",
- "4538 458 2346 5 \n",
- "4539 458 2346 5 \n",
+ "4532 635 3387 6 \n",
+ "4533 1406 7880 11 \n",
+ "4534 1406 7880 11 \n",
+ "4535 458 2346 5 \n",
+ "4536 458 2346 5 \n",
"\n",
" opc_OrgPsyCapHope opc_OrgPsyCapOptimism opc_OrgPsyCapResilience \\\n",
"0 16 9 6 \n",
@@ -316,11 +316,11 @@
"3 16 11 9 \n",
"4 3 3 1 \n",
"... ... ... ... \n",
- "4535 6 4 5 \n",
- "4536 17 1 4 \n",
- "4537 17 1 4 \n",
- "4538 5 0 2 \n",
- "4539 5 0 2 \n",
+ "4532 6 4 5 \n",
+ "4533 17 1 4 \n",
+ "4534 17 1 4 \n",
+ "4535 5 0 2 \n",
+ "4536 5 0 2 \n",
"\n",
" is13D 13dg_corresponding_LTS_finYear opc_TotalPsyCap \\\n",
"0 1 2007 43 \n",
@@ -329,11 +329,11 @@
"3 1 2009 66 \n",
"4 1 2011 24 \n",
"... ... ... ... \n",
- "4535 0 2015 21 \n",
- "4536 0 2013 33 \n",
- "4537 0 2013 33 \n",
- "4538 0 2014 12 \n",
- "4539 0 2014 12 \n",
+ "4532 0 2015 21 \n",
+ "4533 0 2013 33 \n",
+ "4534 0 2013 33 \n",
+ "4535 0 2014 12 \n",
+ "4536 0 2014 12 \n",
"\n",
" opc_OrgPsyCapConfidence_divByWords opc_OrgPsyCapHope_divByWords \\\n",
"0 0.008535 0.011380 \n",
@@ -342,11 +342,11 @@
"3 0.012024 0.006413 \n",
"4 0.020656 0.003645 \n",
"... ... ... \n",
- "4535 0.009449 0.009449 \n",
- "4536 0.007824 0.012091 \n",
- "4537 0.007824 0.012091 \n",
- "4538 0.010917 0.010917 \n",
- "4539 0.010917 0.010917 \n",
+ "4532 0.009449 0.009449 \n",
+ "4533 0.007824 0.012091 \n",
+ "4534 0.007824 0.012091 \n",
+ "4535 0.010917 0.010917 \n",
+ "4536 0.010917 0.010917 \n",
"\n",
" opc_OrgPsyCapOptimism_divByWords opc_OrgPsyCapResilience_divByWords \\\n",
"0 0.006401 0.004267 \n",
@@ -355,11 +355,11 @@
"3 0.004409 0.003607 \n",
"4 0.003645 0.001215 \n",
"... ... ... \n",
- "4535 0.006299 0.007874 \n",
- "4536 0.000711 0.002845 \n",
- "4537 0.000711 0.002845 \n",
- "4538 0.000000 0.004367 \n",
- "4539 0.000000 0.004367 \n",
+ "4532 0.006299 0.007874 \n",
+ "4533 0.000711 0.002845 \n",
+ "4534 0.000711 0.002845 \n",
+ "4535 0.000000 0.004367 \n",
+ "4536 0.000000 0.004367 \n",
"\n",
" opc_TotalPsyCap_divByWords \n",
"0 0.030583 \n",
@@ -368,16 +368,16 @@
"3 0.026453 \n",
"4 0.029162 \n",
"... ... \n",
- "4535 0.033071 \n",
- "4536 0.023471 \n",
- "4537 0.023471 \n",
- "4538 0.026201 \n",
- "4539 0.026201 \n",
+ "4532 0.033071 \n",
+ "4533 0.023471 \n",
+ "4534 0.023471 \n",
+ "4535 0.026201 \n",
+ "4536 0.026201 \n",
"\n",
- "[4540 rows x 14 columns]"
+ "[4537 rows x 14 columns]"
]
},
- "execution_count": 3,
+ "execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
@@ -389,7 +389,7 @@
},
{
"cell_type": "code",
- "execution_count": 59,
+ "execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
@@ -398,19 +398,17 @@
},
{
"cell_type": "code",
- "execution_count": 60,
+ "execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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k6TzjX41/N0tGmNkWhMQIhLok63H3N8zsReC9wPvpfjjKZ5f49++9zPNI/Pv+1LhxSRzuvjbPcguBLxbYftpNhP2xO/C8md1KOLZ3A/e5+5qs+ZN9/5cStpHW277fhdS+p/slhAO3WP52tDz+fQ/hnPiHmV1PeOHxgJn9hVBs68+EouLLyowdwjl5OSGR0WZmn8g6N3swsyZC4iBvY05Rbw+OjxUYv52Zbe4V6ovYzH4IfJNQUiKfUh90c3L3h83sYeCDhOLm16UmfyH+zX45Ue71k1b0PaBEOY+Vu682s6eBCYT458VJH4x/TzWzk/Ks873xb84Gg4r0eJ7xOxFeNEKe+xvhO60hPCe9n+591FfJdz/W8jT4Rfe9N993L+VePozuBMcPzCxff9DJfbacbWbfwwbSM3nGp4/XZoQXnMVKjtH74wuqXDaOf/Ptr3znXrZSrsmdCS1EO/DrXn4bkpeuuWLriC+zcnmN8MyT71jm29evFZie7/5SiftAf93TpMqUQBXJ7xx3n1HMjO7+p/iw8V3CG+hM/BBzX09z9zuyFruJcGPfy8w+GB9ah9L9UP/zrPk3j3/fKPmbBOu9rY+SN5fpX7vhqf9f6WWdLxN+QIb3Mk/2OgutL3v7yQ9MbwmskhJf7r7CQuuoZwOfJ+SQHhEnd5jZj4FZqQRxn/Z9rpySKNe+3zL+3YSeuU75pFvfPIHwwP1lYP/4AXjHzG4gnIelPKgl7iQ0zNFGOL/nmNkR7p6vG43TCOfxCkI9qT8R6k2udHc3s5nEekO9bDNfgiB9/gwnlDToEwutIn+LUMTxbEJO/RJgeYz3RELuZG/xlupaQlHfLxATqDH3/CBC7vhvsuYv9/pJK+U8LEVvibck3nRMyTn+QQpbr3XZEuT7vkks7+R7weHua81sKSGxWMz9rVjJd9+F7pcO+eT77uXcTyCUzCgk5zZLvIcVktxXN+h1riB5Ts33cjJnXO7elUrAlXpeJ/tsu/jpzSZ5xufbX8XO19uxNEr/bSgmrkLHMt+yXuT07PVW4j7QX/c0qTIV8RWpEHe/1d0nAVsRiuOdDzwF7A3Ms6wm72MO7K/iYNIk+tGE7msecff7szaRPEhtSf9LJ/i2zTtX9493MQnEZJ5S1/fP+Le3h8SSHyDd/WV3P5nwtnk88DXgj4RcsvMJdRoTA7nvk+/7pLtbEZ/5yYLuvtrdL3T39xHqLE4lnGNrCYnXG4spgp6Lu99OqPv6DqERp/8zs43zzJ7kZn/L3S9190XuvsLdkweVYnIi8xWrTJ8/fckVTkvi/ZG7n+/uj7r7P0uMt1TXEx6iDjWz5Lz/V8Lv8txYdD2t3OtnIPRWBDaJN9c1vX8R5/fx/RBvEsvGZrZ5rhnMbAO6j3sl92fy3Y8t4rtPrOD2IDRuU2ibMyqwzUKSHLxiujZKuhl5s59iySXZZ1cWcw+uQlyrivxtuGYAYytHte8DUsOUQBWpMHdf5u5/cvczgd2Aewn19k7IMfvP4t8vxPolSfHelhzzJkXRRpnZDjmmV0wsApTkxuyeax4z25JQvBRCI1GFJPXpPtDLPMm20utblCzXS+LqQ3nGF+TuXe7+t5iQOhz4apx0cmq2ZN/vT/9LtjWmt77jCnH3Je5+nbt/CdiX8Bb7IMI5We46byG8RFlFKNJ+k+Xu5zLpQzZf8bj9ithcvjiT8S8XWbzXC89SkXhL4qHe362EXKRj4+h/jX9z1T0u9/oZCDmPVbynJXXA0vVpk3N8j/4MqhdP050jl/P+RmgtNcm9q+T+HNDvHu/lSb3Bau3vbMn+HGZmO+WbKd7/kumVPAaF7gnVPj/zeYrQau1QM9u52sFUQK3uZ6kBSqCK9KNYlzGpm/nuHNOfJBSfHEHo2mAS4eF/vQdUd28n9KUGodhkf/tj/PuNPNO/TniAe5nuRhB6M5fYBYKZrdeIS8zJSBLobalJdxGK8Ywk5OBlLzcC+HQR2y/WPfHviFTiq42Qc/g+M/ts7sUqw92fIRznjQi5upVY59/pzrVY7zwscV1zCd3YrCaUFPjfmBBJS+qnrlc8zswOJn/jHWmn5Bmf7JO5RawDQsu1ybbzFcfrLd6dCcWb+0NynX/BzD5EeFB7i+5GctLKvX4GwhQz2z7H+C8Qcsn+SagLnUgatflqjnOnkOR45juWBcXiqnfGwXz3t1Pj3wc8NAZUKcl3P8HMislBrOQ2T7VeKi4OFHdfRHd9xVwvbhNfJBSrf4vu+3IlFDqH5hDu9x8xs4F4KVkUD/X+k2v7m9WMpUL6ch+QBqcEqkgFmNlvzezT2UUeY4u8SQuguVq3g+5W6C4kXJM3ufvreeZNukc5xcwuSOewmdkQM2uuYALqh4TE8t5mdnE6pyxu4/Qkbl+/UaH1uPsSuhuDudLMJqTWN5LQFP2WhNZof5labhlwRRy8wsz2TS23DfBbSqynZmanmtm3Yp2/9PgtCPsYQjHrVTGGV+lu1fNqMzsunZtrZpua2QlmtlcpcfQiqQ95npl9x8x6fD8z29LMvmBmP0iNO9TMLooJnfS8G5rZqYR9u4bQkX2fuHsboa/YTkLd3d/FhpESycP/+Wa2rkiqmR1AOM7vUNhkMzst2c/xe5xLaNV5Dd3Ho5DX6C6iPSnPPEm8p5tZutXMDxASi7laTK2EGwkvXz5MKFYO8Dt3X2//lHv9DBADbsg61h8FkvPzUndPFzX9GaERmQ8Cs7Nzg8xsAzM7wMx+bt2tVCeShE2+Y1mspF/jz8XzbIO47SFmdgrwpTjfuX3cTrbZhMbLtic0gtbjZY0FH47X8t4V2uYswovEycC12fvUzDYys4+bWTktlJdrZvw73cy+mr5/xGNwLOE3CELR+2LrdBYjOYcm5kqwu/srdLeU/3szm5JdesfM3ht/QzLZy/ezMwn3jH8zsx9lv+SIv0VHm9nPci9eU/pyH5BG5zXQ140++tTShzz9rhVYJul/cDWh9cf7CB2tJ3113UOqT7KsZTemu0N7Bw4tsK2T6e6LdSUh9/IRuvsKze5rbAm999k3gxz9R8Zpx9HdB+abhNzg51KxXk3suD21zOhkeo71bU4o8pws/wShz9ekL70Ocvejtindnck74UctWa6D8LDjwK05lk2WGZ0ad3Fq/PPxez1Cd/+Ty4CPZq1nA8KDf7Lc0rjc03R3RP7pYvZDjnPt+BzTpqbieYfQUvF9hIerrjh+fmr+T6diez3unwezzq1v5Islx/ZHk2PfZc0zhZ59pG4Yx3+I8BCVnKMLCcXTnNCHY9KR+jW9bPMb8e8rcT93pKadUuJ5fEWctibGMj9+xsfp74nbSa7hRwit5XYRikeekb2/ezu/SrzfXJtahwMH9TJvudfPNfRyT6O7j8QlJcaenL/nEq6HVTGeJ1Mx3glskuf8ejQ13zPxuz1MyNHOuV/pfknn8Rglx3JyqccEmJ6a97V4nr2cGndOnuWW0Ps9Ndkv613XcfqIuF/S96C/xHPzrdT4iSVudwb5r4E96e5TsiueO/cSfq+S88ezlhmda3wp37XA/r8w9V2XxXPnfnres64FNsix7PHkuSYLnQfAR+i+hz5HKKUzH/hOah4jdHWVrOONGNsDhL6/k/EzstZ9Ta7xxcZWzHqAw2I8Trj/PhrPnyfpfjZYkrXMxFzjizm/Cn2n3s67QseK8u8DZe8/ferjoxxUkcr4IqGrmMcIRVE/TCja9mdCUdiJniNXBCCOT3JGlhDqpeXl7pcTHjauJjxMfYDwgP0MIVfpivxLl8bdrwf2ivH9k9CY0GbALYTO0U/w+GtQ5PreJvxQfoPwMPjuGP9zhETjHp6jHzUPRZsOBc4hJAjHxmV/S+jCImkptNgWXS8ntCJ7O+FBZQ9CE/7PAZcBH3T3dJFE3H2th/qcRxFyQdYQ9scwwoPLdwgPOhXh7tcS9s1PCMd2J0J9uS5Cq7j/QXeXJMRtf5XQOvTS+H32ICQUf0dI+OTr87HcGG8k1JtcS0is/trMNvDQp95HCUXlVhFaK+0i5Ep8hJ4Nt+Rb98WEosRPEbr5GEp3QuSyEkM9lZCbt5hQt/Dg+NkybutFQj3T3xDOoXGElyKXE67lXH18Vkq6OP+z9HIOlXv9DIBnCPeJ38aYRhOO21nAYZ6jtWcPOcITCEW55xOOxV6ExNsjhHvZAYR9kvZDwguDRwl1h5NjWai11fW4+w8I9bJbCefweEIplv8jvCg8u9R1FrndpYSGxqYSim4PJZxn2xHub5cDHyd/nehytvkQ4f5xOuFF17Zxm5sR7l/nUlzR+4px99MJ94lrCS8IdiXcs/4J/A9wuLtP9fzdi5W73XsIJUDuBraIMRxMqnsmD75GOD+uJ9wX9iDUqV5KONePAy6qZGzFcPebY6znE66VHQnnbhPh/nE64fypeX24D0iDsxKeLUWkn8SiVZ8Dznb3mYXml57M7FLCD9yP3f3UQvNLbTKz0UA7gA9s65giIiJSI5SDKlJlsR7lpwhv8K+ucjh1x8yGA0m924rlYIqIiIjIwFMCVaSKYgMN5xFabL3J3Z+vckg1y8zOM7OxWePeSyjSui2hCNCcasQmIiIiIpWhIr4iVWBmkwl1Fnck1KNaBezp7o9XNbAaZmb/JNT37CDU1R1OqCtohIZFDo91i6ROqYiviIiIKAdVpDq2IzTKsD2hsZNPKHFa0OmExoFWERr7eC+hIZbLCK2xKnEqIiIiUueUgyoiIiIiIiI1YcNqBzAYjRw50kePHl3tMERERERERKriwQcf7HD3rbPHK4FaBaNHj+aBB6rRVZ2IiIiIiEj1mVnOPm5VB1VERERERERqghKoIiIiIiIiUhOUQBUREREREZGaoDqoIiIiIiIidaazs5MXXniBd955p9qh9GrjjTdm1KhRNDU1FTW/EqgiIiIiIiJ15oUXXmD48OGMHj0aM6t2ODm5O0uXLuWFF15gzJgxRS2jIr4iIiIiIiJ15p133mHEiBE1mzgFMDNGjBhRUi6vEqgiIiIiIiJ1qJYTp4lSY1QCVUREREREpMF85CMf6XX6d7/7XXbYYQc222yzHuOvuOIK9thjD8aPH88BBxzAY489BsD8+fPZYost2HPPPdlll1046KCDmDNnTsXjVgJVRERERESkFx0dHUybNo2lS5dWO5Si3XPPPb1O/+QnP8mCBQvWG3/cccfxyCOPsHDhQqZPn86pp566btqBBx7IQw89xJNPPskll1zCV7/6VW699daKxq0EqoiIDHqLFi1i0qRJPPXUU9UORUREalBLSwsLFy6kpaWl2qEULckZfemllzjooIMYP348u+++O3fddRcA++23H9tvv/16y22++ebr/l++fHneIrrjx4/nrLPO4tJLL61o3EqgiojIoHfWWWexfPlyzjrrrGqHIiIiNaajo4O2tjbcnTlz5tRVLirA9ddfT3NzMwsXLuRvf/sb48ePL7jMZZddxvve9z6mT5/OJZdckne+D3/4wzzxxBOVDFcJVBERGdwWLVpEe3s7AIsXL1YuqoiI9NDS0kJXVxcAXV1ddZWLCrD33ntz9dVXM2PGDB555BGGDx9ecJlTTjmFZ555hlmzZnHeeeflnc/dKxkqoASqiIgMctm5pspFFRGRtHnz5tHZ2QlAZ2cnc+fOrXJEpTnooIO48847ec973sPUqVP51a9+VfSyxxxzDDfddFPe6Q899BC77rprJcJcRwlUEREZ1JLc08TixYurFImIiNSi5uZmmpqaAGhqamLy5MlVjqg0zz77LNtssw0nnXQSmUyGv/71r73Ony5J1NbWxs4775xzvocffphzzz2XU045paLxbljRtYmIiNSZMWPG9Eikjh07torRiIhIrclkMrS1tQEwZMgQMplMlSMqzfz58/nhD39IU1MTm2222boc1OnTp3P99dezYsUKRo0axZe//GVmzJjBpZdeyi233EJTUxNbbbUVv/zlL9et66677mLPPfdkxYoVbLPNNlxyySUccsghFY3X+qPcsPRuwoQJ/sADD1Q7DBERIdRBnTp16rrh6667Lu/bYhERGZxmzZpFa2srU6ZMYfr06dUOB4DHH3+84sVr+0uuWM3sQXefkD2viviKiMigNm7cOIT5Hw0AACAASURBVMaMGQOE3FMlTkVEJFsmk2H8+PF1l3taj5RAFRGRQW/mzJkMGzaMmTNnVjuUQU390YpIrRo5ciRXXHEFI0aMqHYoDU8JVBERGfTGjRvHbbfdptzTKlN/tCIiogSqiIiIVJ36oxUREVACVURERGqA+qMVERFQAlVERERqgPqjFRERUAJVREREakDSknJC/dGKiNSHuXPnsssuu7DTTjvx/e9/v8/r27ACMYmIiIj0ycyZM3v0R6sWlUVESvPlU/6Dl15bWrH1bb/1CH5+2U96nWft2rWccsop3HzzzYwaNYq9996bo446it12263s7SqBKiIig96iRYuYNm0aV155pVryrZKkP9r29nb1RysiUoaXXlvKg9t9rGLr2+vl2wvOs2DBAnbaaad1pV6OOeYYfv/73/cpgaoiviIiMuipe5PaoP5oRUTqy4svvsgOO+ywbnjUqFG8+OKLfVqnEqgiIjKoqXuT2qH+aEVE6ou7rzfOzPq0TiVQRURkUFP3JiIiIuUZNWoUzz///LrhF154gXe/+919WmfDJlDNbDczu9XMVpjZP8xsppltUMRyW5jZ1Wb2hpm9ZWa/NrMROeYbYWZXmtnLZrbSzJ4wsy/2z7cREZH+ou5NREREyrP33nvz1FNP0d7ezurVq/nNb37DUUcd1ad1NmQjSWa2FXAL8BjwKeB9wI8ICfIzCyz+38AuwJeBLmAWcBNwYGr9mwN3Av8EvgZ0ALsBG1Xye4iISP9LGuZJqHsTERGR4my44YZceumlNDc3s3btWk488UQ+8IEP9G2dFYqt1kwDNgGmuPvbwM0xUTnDzH4Qx63HzPYHmoGD3f3OOO5F4D4zO9Tdb4mzngEMBSa4+8o4rnAzVyIiUnPUvYmIiDSC7bceUVTLu6WsrxiHH344hx9+eMW226gJ1E8A87ISor8h5IYeDMzuZblXksQpgLsvMLP2OC1JoJ4AXJxKnIqISJ1S9yYiItIICvVZWi8atQ7q+4En0iPc/TlgRZxW9HLR48lyZjYG2AZ408z+YGarzew1M7vIzFTEV0SkDql7ExERkdrQqDmoWwFv5hj/RpxWznJJpaTt4t8fEHJlJwMfAi4A1gDTy4hXRESqKOneRERERKqrUROoAOt3ygOWZ3wpyyW5zn9395Pi/7eZ2XDgDDOb4e4r1luB2VeArwDsuOOOhWIXEREREREZdBq1iO8bwJY5xm9B7hzSQsttmVru9fg3uwbybYSGk96Xa8XufpW7T3D3CVtvvXUvIYjIYHLzzTez7777cuutt1Y7FBEREZGqa9QE6hNk1TU1sx2AYeSuY5p3uShdN/UZYHWOeSz+7SopUhEZ1M455xwAzj777CpHIiIiIlJ9jZpA/SPQHIvdJj4PrATuKLDcdmZ2QDLCzCYQ6p/+EcDdVwM3A5Oylj2E0AjT032OXkQGhZtvvpnOzk4AOjs7lYsqIiINqaOjg2nTprF06dJqhyIVduKJJ7LNNtuw++67V2yd5l6oSmb9MbOtgMeARwldy4wFLiJ0DXNmar6ngTvcPZMaNxcYB3yLkBs6C3jV3Q9MzbMPcDfwa+AG4IPAecC57n5+ofgmTJjgDzzwQF+/pojUuQMOOGBdAhWgqamJu+++u4oRiYiIVN6sWbNobW1lypQpTJ+u9kQr5fHHH2fXXXddN3zq107ijaUvV2z9W43Yjot++rNe57nzzjvZbLPN+OIXv8ijjz5adKwAZvagu0/InrchG0ly9zfM7BDgUkKfp28CPwZmZM26IbBB1rhj4ry/IOQwzwG+nrX+BWb2SeBC4DjgVeD8OCwiUpR04jTXsIiISL3r6Oigra0Nd2fOnDlkMhlGjBhR7bAa0htLXybzofyJxFK1/K3wPAcddBBLliyp2DahcYv44u6Pufskd9/E3bd39++5+9qseUa7+/FZ49509xPcfUt339zdj3P3jhzrn+fuH3b3oe6+g7uf6+6qfyoiRWtqaup1WETqUyWLM6popNS7lpYWurrCI3JXVxctLS1VjkhqXcMmUEVEal12w0hJg0ki5VBCpna0tLSwcOHCijyIV3Jdg42uidowb968Hu0tzJ07t8oRSa1TAlVEpEoOO+ywdbmmTU1NHHLIIVWOSOqZEjK1Ibs4Y18SR5Vc12Cka6I2NDc39/itmzx5cpUjklqnBKqISBUluajKPZW+UEKmdlSyOKOKRpZP10TtyGQyDBkSkhxDhgwhk8kUWEIGu5pJoJrZODP7spnNNLP/MrMfmdm3zazZzDatdnwiIv3hsMMO47777lPuqfSJEjK1o5LFGVU0sny6JmrHyJEjOeKIIzAzjjzySDWQ1GCOPfZY9t9/f5588klGjRpVkWutqq34mtn2wElABhiVjM6azYE1ZjYPuNzd/ziAIYqIiNS8XAkZdeVQHc3Nzdx4443rhvtSnLG5uZnZs2fT2dmpopEl0jVRWzKZDO3t7co97WdbjdiuqJZ3S1lfITfccEPlNhhVJYFqZlsCZwH/DmwEvAD8FrgfeBl4HdgEGAG8H9gP+DhwhJn9Hfimu99chdBFRERqjhIyteNjH/tYjwTqxz72sbLXlclkaGtrA1Q0slS6JmrLyJEjueKKK6odRsMr1GdpvchbxNfMdiz3U8R2nwamAb8EDnD3Hd39WHe/yN2vd/e57t7q7j9392+5+wHA9sDXgC5grpl9tRI7oF6oJToREclHdbxqx0UXXdTrcCmqWTSy3p87dE2I1K/e6qAuAdrL+CwuYru/BXZy939z93uKCdTd33D3/3L38cDnCbmsg4ZaohMRkXxUx6t2tLe39xhevLiYx6L8MpkM48ePH/AEVr0/d+iaEKlfvRXx/RWh/mfFufu/93H5/6lULPUguyW6TCajG62IiPSgOl61YcyYMT0SqWPHju3T+qpRNLJRnjt0Tchg4O6YZTfhU1vcS0tSWqkLSN9NmDDBH3jggaLnnzVrVo96FEcddZQq+ouIiNSgRYsWMXXq1HXD1113HTvvvHMVIyqdnjtE6kN7ezvDhw9nxIgRNZtIdXeWLl3KsmXLGDNmTI9pZvagu0/IXkYJ1CooNYE6adIkli9fvm542LBh3Hbbbf0RmojIoNTR0cGZZ57J+eefX5c5RVJbjjnmGNrb2xk7dmy/tHDZ3/TcIVIfOjs7eeGFF3jnnXeqHUqvNt54Y0aNGkVTU1OP8fkSqNVqxfdPZS7q7t5c0WDqgFqiExHpX+n6dsopkr6aOXMm06ZNY+bMmdUOpSx67hCpD01NTevlSjaCknNQzWxvoBl4DzA0xyzu7r0W9jezrpI22nPdG5S5bM0oNQe1o6ODKVOmsGrVKoYOHUpra6ve8IuIVIjusSI96ZoQkYGQLwe1t1Z8s1dgZvZL4C/ATOArwPGpz5dS/xfSVOZno2LjbSRqiU5EpP+0tLSwZs0aANasWVO3rZaKVIqeO0SkmopOoAJfBaYC1wITAAMuBj4CnAEsA34DFGyuzt3Xlvsp+Rs2iGo1My8i0ujmzZvH2rXh52Xt2rXMnTu3yhGJVJ+eO0SkWkpJoH4JeNLdj3f3v8Zxb7r7X9z9+8DHgM8AkyodpHQ3M6+3mCIilbXPPvv0GN5vv/2qFIlI7dBzR23o6Ohg2rRpLF26tNqhiAyYUhKouwDZTbita2TJ3R8C5gBl93FqZiPM7ONm9nkzOy7Xp9x1i4iI5PLMM8/0GH766aerFImISE/pBtzq2YIFC9h///25//77qx2K1IFSWvE14K3U8HLgXVnzPAV8vNQgzGxD4DLgBCBfI0gGOHB9qesXERHJ57nnnusx/Oyzz1YpEhGRbh0dHbS1teHuzJkzh0wmU7c52meccQZdXV2cfvrp3HLLLdUOR2pcKTmoLxJa7k0sBvbKmmdnQsK1VDOBk4DngQsJubBfyfqcFP+KiIhUTHYT/WPHFmxKQUTqQL3n2rW0tNDVFTq+6Orqqttc1AULFrBs2TIAli1bVrfHQwZO0d3MmNm1wJ7uvnsc/j5wGjADuBGYCPwEmOPuny4pCLNngVXAeHdfUcqy9ajUbmZERKT/LFq0iKlTp64bvu6669h5552rGJGIVMKhhx7KsmXLGD58eF3m2k2aNInly7vzfYYNG8Ztt2XXtqt9yXFI1Ovx6Ojo4Mwzz+T888+v25zsWtPnbmaA/wU2MLPkVfMPgGeBc4CHgZ8CbwLfKSO+bYG2wZA4FRGR2jJu3Lh1uahjx45V4lSkATRCrl1zczNNTU0ANDU1MXny5CpHVJ504jTXcL1olPrAldRfpRSKTqC6+03uvqu7t8fh14E9genAVcDpwB7u/kQZcTwPDC9jORGRurZo0SImTZrEU089Ve1QBrWZM2cybNgwZs6cWe1QRKQCzjjjjB7Dp59+epUiKV8mk2HIkPCoPmTIkLrt8mf48OG9DteD7PrAalU5SNctrqRSclDX4+5vuft/uvvJ7j7L3V8qc1W/BCab2eZ9iUdEpN6cddZZLF++nLPOOqvaoQxq48aN47bbblPuqUiDaIRcu5EjR3LEEUdgZhx55JF1W6z0ggsu6DF84YUXVimS8jVKfeBK6s9SCkUnUM3sF2Z2VIF5jjSzX5QRx/eBvwB/MrMDzWzTMtYhdUD9eYl0W7RoEe3t7QAsXrxYuagiIhXSCLl2AEcffTSbbropRx99dLVDKds+++yzbv8PHz6cvffeu8oRlW7evHl0dnYC0NnZydy5c6scUfX1ZymFUnJQjwfGF5jnQ8CXCq3IzDrNbHXyAVYARwH7APOBZenpqc+qEuKVGqTy+yLdsnNNlYsqUll6KTp4NUKuHUBraysrVqygtbW12qH0yQUXXMCQIUPq9jg0Sn3gSurPUgp9KuKbw1BgbRHz3Zfn82fgnvjJNX1BheOVAaTy+yI9JbmnicWLF1cpEpHGpJeig1cj5No10nPTPvvsw7333luXxwEapz5wJfVnKYVSE6h5+6Qxs6HAQcDLBVfifoC7H1jOp8R4pYao/L5IT+p/U6T/NNLDvZSn3nPtGum5qd5LMzRKfeBK6s9SCr32g2pm6df5owndyLyZY9YNgK0JOahXuPspFYuwAQ3WflAbpT8vkUpR/5sy2F100UU96l4///zzAOywww495tt555059dRTS1r3rFmzmD17Np2dnTQ1NXHUUUcxffr0vgctMkAa6blp1qxZtLa2MmXKlLq9DtUP6vr62tdwuf2gDgEsfjz1f/anE3gEmAWcVnJ0Mig0Svn9en8LKCLr03VdG1auXMnKlSsrsi41aiL1fl030nNTI5RmGDlyJFdccYUSpyn9VUphw94muvvo5H8z6wJ+7O791kmcmW0DTALeQ8iNzRGS12c5DSGTydDW1gbUd/n9dJ2men0LKLUhVyNJN9xwQ5WiGdx0XVdHdq7oySefDMDll1/e53U3Nzf3yEGt14d7KV+9X9eN9NyUXVS5Ho+HrC+pW1xppdRB/Rihv9J+YWbfA54Dfg38ADgXOC/+Tf4/r7+2L/2vEcrvN8pbQKkNaiSpNui6bkxq1GRwa4TruhGem0ClGaR0RSdQ3f0Od3+2P4Iws2OBc4B7gWMIxYavBb4IXA10Ab8BPt4f25eBk8lkGD9+fN0+KDRSgwVSfWokqTboum5MjfJwL+VplOu63p+boHGKKsvAydtIkpl9Mf7b6u7LUsMFufuvSgrC7C5CI0xj3b0zFieekRQnNrPDgf8DPuXubaWsuxYN1kaSGkEjNVgg1adGkmqDruvaUckivqBGTfqi3vedruva0dHRwZQpU1i1ahVDhw6ltbW1Ls8pqbxyGkm6hpB7uX3WcG+fZJ5S7QH8wd07U+M2SP5x9z8AfwKKLrBuZruZ2a1mtsLM/mFmM81sgyKW28LMrjazN8zsLTP7tZmNyJrnGjPzHJ/3Fxuf1Ce9BZRKGjdu3Lpc1LFjxypxWiW6rhuXGjUpX733IavrunaoNIOUqrdGkk4ktNz7Uhw+oR/j2AjoSA2vBLbImudR4CvFrMzMtgJuAR4DPgW8D/gRIUF+ZoHF/xvYBfgyoWjxLOAmILsP1idYf58sKSY+qV+N0mCB1I6ZM2cybdo0Zs7st/bnpABd1yI9ZdffzGQydZeo0HVdWzKZDO3t7ToOUpS8CVR3vyZruN8aSCIkgrdLDT9PyFVN2x5YW+T6pgGbAFPc/W3gZjPbHJhhZj+I49ZjZvsDzcDB7n5nHPcicJ+ZHeru6Q5+lrv7X4qMRxpE8hawtbVVbwGlIsaNG6diZ1XWKNf1okWLmDZtGldeeaVy46VPGqHV1Ua5rhtFUppBpBiltOLbnxYCu6eGbwMOMrNjzWyomTUDn43zFeMTwLyshOhvCInWgwss90qSOAVw9wVAe5wm0hANFohIT41wXZ911lksX758ve6LRErVKK2uNsJ1LTIYlZxANbPNzGyqmV1kZi3x71Qz26wPcbQBe5pZ0qTlLGAZcB2wAvhDjPV7Ra7v/YQiuOu4+3NxXb3VE11vuejxHMvtZmZvm9kqM7vbzHpL+EoDUZ0mkcZT79f1okWL1nVbtHjxYp566qkqRzS4LVq0iEmTJtXtcVD9TRGpppISqGb2OeBZQmNI3yDUwfxGHH7WzD5bThDu/gt338jd2+Pws8DewM8Iuam/APZ193uKXOVWwJs5xr8Rp/V1uYeAbwKfBP6V0KDTzWa2T5HxSR2r9wcPEWk82bmmykWtrnrPzW6UPmTrvaEnaWwdHR1MmzatLvvo7W9FJ1DN7DDgBmA48CtC4vQT8e+1cfwNZnZoJQJz92fcfZq7H+buJ7l7scV7160ixzjLM76k5dz9J+5+eewb9n+AScCLwBn5VmpmXzGzB8zsgddee61w9FKz6v3BA2DBggXsv//+3H///dUORUQqIMk9TSxevLhKkUgj5GY3Qqur2Q09KRFQXUqMrU8vUPLrrRXfbGcBq4AD3f2vWdN+aWaXAnfG+W7JXrg3ZvZuYJW75z1rYxHizd39H0Ws8g1gyxzjtyB3Dml6ua1zjN+yt+XcfaWZ/YGQo5pvnquAqyD0g9pLDFLDcj141GNjJGeccQZdXV2cfvrp3HJLSZeriNSgMWPG9Eikjh07torRDG65crNvuOGGKkVTvnpvdbWvDT1ddNFF671ceP755wHYYYcdeozfeeedOfXUU/sYcWNLJ8bqrcGt/tAILWX3p1ISqHsC/50jcQqAuz9gZr8lNGZUqheATjP7D3fP18TXNwmJ34J9mRLqkfaoM2pmOwDDyF3HNL1cdncyxHXdVMR2lfBscI3w4LFgwQKWLVsGwLJly7j//vvZe++9qxyViPTFzJkzmTp1ao9hqY5Gyc2u91ZXczX01NeE0cqVKysR2qBTj4mx/n5B0QgtZfenUhKoq+juEzWff8T5yo3lMjN7n7ufVuY6En8ETjOz4e6+LI77PKF/1TsKLPc9MzvA3e8GMLMJwNg4LScz24RQ3PnBPsYtNa4RHjzOOKNnSXTlokopGiFXoRG+Q7Zx48aty0UdO3ZsXZbsaBTKza4Nzc3NtLa24u6YWckNPeW67k8++WQALr/88orEOFg0SmKski8o+uMFSiMpJYF6F3BAgXk+SijmW46fAOOBU2Nrvl9w93fKXNcVwNeBG81sFiGBOQO4KN31jJk9Ddzh7hkAd7/XzOYBvzKzbwFdhBaF7076QDWzLYA5hBaGnwZGAv8PeA/wL2XGW5D6t6sNjfDgkeSe5hsWKVUj5Cr05TvUSoJ35syZTJs2TbmnVXbqqafyta99rcewDLyjjz6aG2+8EQB35+ijj65yRINXPSbG+vsFRXNzM7Nnz6azs1MtZedQSgL128C9ZvZ94Fx3X55MMLNhwNmEvkw/UmYsbwIfB1qAqcDtZnaUu5fcopC7v2FmhwCXArPjun9MSKSmbcj6RYaPifP+gtCI1BxCYjexCngNOBPYBngHuBc42N0fKDXWYqUb5qm3IqWNpBGK0Q0fPrxHonT48OFVjEbqTSPkKgzEd6hGon3cuHHcdtttA75d6en2229fb1jVKAZea2srQ4YMoauriyFDhtDa2lrziaJcOjo6OPPMMzn//PNrvlhsPkqMrS+TydDW1gbUd0vZ/aXUBOrDwGnAV8zsr8ArwLbAhwkNEN0JfNvM0st5kkNZiLuvAb5kZosJCd57zewId3+yhDiTdT1GaF23t3lG5xj3JqFl4hPyLPMOMKXUePqiURrmaQSNUIzuggsu6PF2/8ILL6xiNCL1rxES7VI58+bN6zFcD7lFjWjevHk9ipXW63FohMaFlBhbX9JSdmtra922lN2fSukH9XjgIEKXK1sSEn/Hxr9bxvEHx/myPyVx93OALwGjgD+b2cRS19FI1L9dbZk5cybDhg2ry9xTgH322Wddrunw4cP1Zl9EpIKam5tpamoCUG5RFTXCcWiUrnIaodui/pDJZBg/frwS7DmUkkAdU+anrEp67n4tMDnGOBc4vJz1NIJGaJinkSTF6Oox9zRxwQUXMGTIEOWeiohUWCaTYciQ8Hil3KLqaYTj0NLSwtq1awFYu3ZtXfeXqcTY+pKWspVgX1/RRXzd/dn+DCTPNueb2UeANmBvBmk3Lo3QMI/Uln322Yd777232mGIiDSceiy6VysNfVVSPR6HbPPmzWPNmjUArFmzpm6LKUP9d1skA6uUOqj96SQgX/+qT5jZvsAFwCYDGlWNaISGeaR6GvHBo5E0QgMYMvB0Xde2o48+mnnz5tV1y7GN0Dp3JpOhvb29bnPt9t133x4Nn+23335VjEZk4JSVQDWzDQjdqwzNNd3dnytlfe7ea5kFd+8AvlLKOhtJIzTMI7WlER48GkUjNIAhtUHXde1obW1lxYoVddNybKM29FXvuXbZL6Gyh2tVsS/Q9PJM8ikpgWpmewDfBz5GnsQpoRhureTMNgz1byflatQHj0aQ3QBGJpNRLqoURdd17dJ1LZWSJOoSzz1XUv5PTdELNClF0QlJM3s/cE8cvBn4JPA3QlczHybkqN4OlHX1mNmWhBZ/9wG2Yv3+SSF0WdNczvrrnfq3E2k8uRrAqIfcFhHJr6WlpUf3JrqupVz12m+5XqBJX5XSiu/3gCbgI+7+qTiu1d0nE1rrvRrYDSi5DxQzGwc8BvwIOAZoBg7N8xERaQi5GsAQkfo2b948Ojs7Aejs7NR1LWVLzqN8wyKNqpQE6kRgjrs/khpnAO6+HPg34A3g3DLi+E9gO0ICdRyhMaSmHJ+Nyli3iEhNOvjgg3sMT5w4sTqBiEjFNEL/m1IbDj+8Zw+LRxxxRJUiERlYpSRQRwLpGs9rgE2TAXdfQyji+/Ey4jgI+KO7T3f3p919lbuvzfUpY90iIjXJfVD2nCXS0Bqh/02pDZlMpsfLDp1LMliU0pjR68BmqeEOYMeseVYDW5QRxwbAo2UsJyJSt+68884ew/Pnz+ess0quJSEiNaQR+t+sR43Y9dLIkSP55Cc/SWtrK0cddZTOJRk0SslBfQYYnRp+EDjMzLYBMLNhwKeA9jLieJBQtFdEZNBobm5mww3De8INN9xQRQFFGkQmk2H8+PHK8aqylStX1n3rsTqXZDAqJQf1T8B0MxsW65xeARwBPGRm9wB7Ae8FvllGHOcCfzSzA939rjKWFxGpO5lMhra2NtasWcMGG2ygBxCRBlHv/W/Wo0ZtOVbnkgxGpSRQfwY8SWjAaLm7t5nZN4AZwGeAFcAs4KdlxLEt8HvgFjO7jpCj+mauGd39+jLWLyJSc1QUUERERKSnohOo7v4S8N9Z4y4xs8sIDSi96uW3+HEd4IRWgU+In+x1WRynBKqINIxMJkN7e7tyT0VEREQokEA1s53c/ene5okt676SWubH7v7/SozjpBLnFxFpCCq+JVLfGrFxHhGRaiqUgzrPzPZ391eLWZmZXQh8HSgpgeruLaXMLyIiIlKr6r1hHhGRaiqUQB1DaLxoorsv621GM/se8G3g2UoFJ1JtejMuIiK9adTGeaT+6RlG6lWhbmbOBfYEWs2sKd9MZvYt4BzgH8AhlQtPpPY0QrP1IiIiMvjoGUbqQa85qO5+tpltR6gjei1wTPY8ZnYK8APgVeAQd19cTiBmtgkwDWgG3gMMzR2S71LO+kXKoTfjIiIiUo/0DCP1qphWfE8GtgE+Z2avuvvXkwlmdiJwCfA6cJi7P1lOEGa2BXAnsAewHBgGLCMkUjcitN77KrCmnPWLiIiIiIhI7StUxBd37yLknP4ZOMXMzgAws38FrgLeBprd/ZE+xPFdQuL034At4rgfAZsCBwF/Ax4HdurDNqQGdHR0MG3aNJYuXVrtUEREREREpMYUTKACuPsq4JPA34Fzzewq4BpgJXCkuz/Yxzg+Bdzl7j+LCeJku13ufjfwCUIC9rt93I5UWUtLCwsXLqSlRQ03i4iIiIhIT0UlUAHc/S1C/dDngAywGjjK3f9cgTh2BNKJ3C5SdVDd/RXgD+SoAyv1o6Ojg7a2NtydOXPmKBdVRERERER66LUOqpmdlWP0PcB7gQXAgWZ2YNZ0d/dzS4xjJbA2Nfw2sG3WPC8Do0pcr9SQlpYWurpCBnlXVxctLS1Mnz69ylGJiIiIiEitKNRI0gxCA0WWGufx78GE+qGWGm/xb6kJ1Ofpmfh8DDjIzIakivx+FHilxPVKDZk3bx6dnZ0AdHZ2MnfuXCVQZVAptk869UcnIiIig1WhBOo5AxIF3AF8xszM3R34LXAxMNvM/g+YCOwPXDlA8Ug/aG5uZvbs2XR2dtLU1MTkyZOrHZJI1ak/OhEREZFuhfpBHagE6i+BTQi5qM8D/wUcChxJaCAJ4C/AmQMUj/SDTCZDW1sbAEOGDCGTyVQ5IpGBpT7pRERERHpXdCNJ/cndH3T3k9z9+Ti8xt2PIuSaTgUOBA5w99erGaf0zciRIzniiCMwM4488khGjBhRNZG+twAAIABJREFU7ZBERERERKSGFCriW1Xufh9wX7XjkMrJZDK0t7cr91RERERERNZTEzmoZrbIzL5aYJ6TzWzRQMUkIiIiIiIiA6tWclB3At5VYJ53Ae8bgFikH7W0tLBw4UJ1MSMlKbb1W1ALuCIiIiL1rFYSqMXYDFhd7SCkfB0dHbS1teHuzJkzh0wmo3qoUja1fisiIo0m+4WsXsZqnwxGVUugmtm7s0ZtnmMcwAbAjsAUoL2E9e8G/JTQ0NKbwM+Bc9x9bYHltiB0cfNpQhHoOcDX3X1pnvk/DbQCD7r7hGLjG4xaWlro6grd2nZ1dSkXVYqm1m9FZLDQw7ik6WXs+rRPGl81c1BfADw1/P/iJx8DTitmxWa2FXAL8BjwKULR4B8REpyFuqr5b2AX4MtAFzALuInQknD2djYGLgJeKSauwW7evHl0dnYC0NnZydy5c5VAFRER6YUexgeX7JcOehmrfTIYVSSBGhOEq919eQmLXU9IoBpwHPAo8HCO+dYCS4Fb3f0PRa57GqFf1Snu/jZws5ltDswwsx/Ecbm+x/5AM3Cwu98Zx70I3Gdmh7r7LVmLnAa8CDwD7F5kbINWc3Mzs2fPprOzk6amJiZPnlztkERERGqKHsZFZLAruhVfMzvEzH4QE6PJuG3M7A6gA3jdzC4qdn3u/gV3n+ruX4ij/jcOZ3+Od/dvlpA4BfgEMC8rIfobQqL14ALLvZIkTmOcCwhFiz+RntHMdgSmA/9RQlyDWiaTYciQcMoNGTJEXc2IiIiIiEgPpeSgfg3Y3d3TZTL/k1D09SlgOPAfZvYXd/9tiXFMpbLFZN8P3JYe4e7PmdmKOG12L8s9kWP843Fa2o+A37r7X82sj+EODiNHjuSII46gtbWVI488Ug0kiYiIiEjDK7Y3AtUtD0pJoH4IuCMZMLNNgM8CN7t7s5kNBx4hFK8tNYF6DXAZod5oJWxFaBgp2xtxWjnLjU0GzOxjhKLA4/oQY8PLdTEuWbKEDTfckEWLFq0rtqSLUUREREQGE9Uvz6+UBOo2wD9Sw/sCGxMSl7j7MjObAxxdRhyvEuqiVpLnGGd5xhe9nJltCFwCnOfuLxcbjJl9BfgKwI477ljsYg1n9erVDB06lKampmqHIiIiIiLS79QbQWlKSaCuItThTBxISLTdmRr3NvCuMuKYB0w0M3P3QgnIYrwBbJlj/BbkziFNL7d1jvFbppY7KQ7/0sySbWwEbBCHl7t7Z/YK3P0q4CqACRMmVOI71jxdjCIiIiIiUoqiG0kiNBQ0KTX8GeApd38xNW4HQoNJpfouIdH3s3QjTH3wBFl1Rs1sB2AYueuY5l0uStdN3QUYBbxMSNC+ARwLjI//f74vgYuIiIiIiAxWpeSg/hK42MzuA1YDewDnZM3zYeDJMuL4JaErmROAY81sMSEBmJ3T6O7eXMT6/gicZmbD3X1ZHPd5YCWperR5lvuemR3g7ncDmNkEQv3TP8Z5LiX0i5r2HWAM8G+EBpX6TB11i4iIiIjIYFNKAvVyYD9CQs8ILeHOSiaa2T7ArsANZcRxaOr/TYAPxE+2YovGXgF8HbjRzGYREpgzgIvSXc+Y2dPAHe6eAXD3e81sHvArM/sW0EX4jncnfaC6+9PA0+mNmdnxwEh3n19kfCVTRWoRGQw6Ojo488wzOf/889XSt4iIyCBUdAI11qs8zsymhcF1OZOJxcCewJIy4qhoiznu/oaZHULI7ZxNqD/6Y0IiNW1DYIOsccfEeX9BKAI9h5DYHVDqqFtEBqOWlhYWLlxIS0sL06dPL7yAiIiINJRSclABSOdAZo3voLz6p7j72nKWK7DOx+hZZzbXPKNzjHuTUNT4hBK2dXyJ4YmISJaOjg7a2tpwd+bMmUMmk1EuqhSt2H4GQdVjRERqWSmNJAFgZlub2TQz+4mZ/Txr/D6xf1QREZGStLS00NXVBUBXVxctLS1Vjkjq3cqVK1VFRkSkzpSUg2pmGUIfoBvT3Tfol+PkbYF7CX19lvVUYWafjevbk9Cq71vAg0CLu/9POesUEZH6MG/ePDo7Qy9dnZ2dzJ07V8V8pWjq2kxEpDEUnUA1s8MI/Xg+DJwNNAPTkunu/qiZ/R34NGUkUM3sGmAq3Qnf14ERcTsfN7Nfu/sXS12viIjUh+bmZmbPnk1nZydNTU1Mnjy52iENGioeKyIitaKUIr7fBl4CDnb3/wNezTHPw8BupQZhZl8BvggsBCYDm7j71oSc2snAQ8C/xvlERKQBZTIZhgwJP0tDhgwhk8lUOaLBTcVjRUSkGkop4jsB+E2+RpKiF4DtyogjAzwLHOjuK5KRseXgP5nZn4FHCcV/rypj/SJSIcppkf4ycuRIjjjiCFpbWznyyCPVQNIAUvFYERGpFaXkoG4ELC8wz5ZAOS3yfgBoTSdO09x9OdBKGbmzItL/lNMilZLJZBg/frxyT0VERAapUnJQlwB7FZhnX+DJMuLwCs0jIv2sEXJalAtcu0aOHMkVV1xR7TBERESkSkpJoP4emG5mn3P332VPNLMTgA8C3y0jjieAT5vZGe7+To51b0xofOnxMtYtUjOKTRgpUTTwlAMsIiIiUn2lJFB/ABwD3BC7g9kCwMy+ChwITAGeAn5aRhxXA/+/vTuPd6Os9zj++balpRXaIlUELCDIInoVtSAoSlkUEBUXFFyuoLiAelERd9GiVxRFROS6oCCisimILCIKCAUFsQgKArZsUgsCLW1ZWkqX3/3jmUia5pxkkkkyyfm+X6+8TjPzzDPP05yTmd8824nAFZI+CVwVEaskCdgZ+CqwGfCNFvI2KzUHRt03CK3AZmZmZoOo6QA1IhZK2gU4DXhz1a4Tsp9XAW/Lxovm9V1glyzfy4GVkh4EpmRlFHBOls6sbzkwMjMzMzMbWp4WVCLiHmC6pOcDO5HWKV0MXBsR17daiIgIYH9JFwLvBl5Img34EdISM6dExE9azd/MzMzMzMzKL1eAWhERfyOteVqoLAh1IGpmZmZmZjYC5VlmplCSntmrc5uZmZmZmVn55GpBlbQWsC+wA7AeMLpOsoiIZhaw+6ek2aQxp5cBv4+IhXnKY2ZmZmZmZoOj6QBV0kbA74BtSJMWDSWAZgLUfwFbZ69DgJB0IylYvRS4OiI8vamZmZmZmdkIkacF9RvAc4AzgB8Ac4EVrZ44IjaVtAWwW/baFXhR9joCeELStaSA9TLguohY2er5zMzMzKzzvOa3mbUjT4D6KmBmRLy9qJNHxB3AHaSAF0nPIwWruwOvIC09swtwFPCopCsj4nVFnd/MzMzMOs9rfptZs/IEqGsDf+pUQQAi4mbgZuAESaOAF5MC1rcDzwP26eT5zczMzKw9XvO7++q1Wtcze/Zs4MnPYzhu4R65huoF0eyDpvHjx7fVWyJPgHozsGmO9C2TNJnU5bfS/fc52a4nunF+K59muwuBv1DNzMxsZJkzZw633DSLjScNP/pu9Io0v+nie64dNt28xS2tRGkDot7v0xOPjmbFiuGmIXrSEysWs/ieeUBrv0t5jvg6cJqkbSPiltxnGoakCaQuvZWA9AWkGYJXALOArwC/B/5Q5Hmtv7m7kJmZmVmy8aQVfOAViwrJ6zszJxeSj/Wvon6fWvldGjJAlfSKmk0PABcAf5T0LeB6oG6pI2JmoxNn+e9OCkh3ANYCVgJ/IU3IdAVwVUQ81rAWNvDcXcjMzMzMbPAN14J6BWnJmFoCjhxiX0W99VHr5b8KuBH4NqmFdGZEPNLEsZaDu8eamZmZmVk/GC5A/SLDB6FFGAVMBNYF1gEmAA5Qu8DdY83MzMzMrGyGDFAjYkaHz/0ynhxz+t/Ae4GQdCupNfVy4MqIeKjD5Rh47h5rZmZWPs3MvOpZV81spOnZFF0RcQ1wDfBlSeOAnUnB6q7A+4EPAqsk/Y0nA1Z3ATYzM+tDDsbW1MzMq5511cxGmqa/zSRtQWr1vCgiFtTZPwV4NXB1RNyZpxARsQy4LHshaR1gOk8uNfNh4COkWX3H5cnbzMzMem/OnDnM+uvNPDFh/SHTjFm2CoA/zrlv2LzGLlnjNqRv9XKmTDOzMsrzuO1TwOuBM4bYvxg4FjgHaPzocxgR8aik3wALs3zHAM+lhy2+ZmZm1p4nJqzP/du+tu18NrjlggJKY2ZmZZQn4JsOXBoRy+vtjIjlkn5HavFsiaQX8eS41JeTJk2CNHPwYuDKVvM2MzNrVzPdVKH5rqqD0E3VzMxGlv2PfYB75y9ZY/tGUyZw1hFPbzv/PAHqxsAvGqS5B3hdsxlKeg5PBqTTgUr/FAFLSeNOL8t+zoqIVTnKa2ZmVqhmxgxCc+MGPWbQzKz3in7wONRSjq3mV8YHmffOX0LEmou9SCok/zxXxydIS8IMZ12aXJpG0jzgGZW3pPGl1/JkUPrHiHgiR/nMzMw6zmMGy2Hu3LkNb+xG2qRLzSj6ZhxGzv+dDaZmxsdD82Pkxz0yn/FrrWRxzBs2nR9kDi1PrW8G9pH0kXrdfCWNBV4D3NJkfhsCf+XJgHRmRDyaozxmZtZB7s5aHp4Bd01Lly71DLgtKPpmfJAmrLL8BuU6UdT4eICps05l40nL/CCzDXm+kX8KfAc4W9KhEfHvyg5JzwC+B0wFvtZkfk+rNxuwmZmVQ5E3sr6JbY9nwK3PrdmtKfJmfOO//JTZs2cX1prdbIDihzbl4OuEdUKeAPUk4E3AvsArs/VJ55HGpj6fNKHRpaRAtSEHp2Zm5dfvs64W/XR/9uzZbLB2IUXLrd8/CxtMo1atYMWyxxu2UhfdnbHIhzbjHr2f2bNnO+Btkb+byqne9W+o8bFl+31t+psgIlZJejVwFGkZmR2rdi8CjgeOKstERpK2Bb4N7EQq3w9J5VvZ4LhJpLq8HhgFXAgcVh1QSzoKeCOwKWn87D+Ar0fEWR2oipmZtajwsUWPPtazANWsrHrVkl1UYDR11qmsWPZwIUE2jKwu41YOQwWjS5cuXW3bkiVp5t3a7XPnzl3t+EYPYzeaMqHuhEgbTZlQJ3V+uf6CsrGnn5H0OWAb0qy7i4DbyhKYAkhaj9SaewupxXcL4BukgPNzDQ4/C9gaeA+wCjgGOI+07E3FRODULP+VwH7AmZJWRkSjmY47ypMfmJmtruixRbCskLzMrDyKCrJh5HUZt96r/zB2DGjd1dKNGZ3CtSU123kc5lY9oB336KOseHzMkL/Lu+ww9O/4d2au/n7eojE8rLmNK1FdzlypM1kw2uxkSL1wCDAeeGNEPAz8TtJEYIakr2Xb1iBpJ2BPYJeImJltmwf8SdIeEXEpQER8tObQ30p6LvBOGi/F01FFLoEAfgpoZmZmZlZ2RT6M3eS6H5La6Xqj6ehD0mhgXEQsqdm+G6mVcglwUkTcVWwRW7I3cElNIHomqTV0F2CoTu57A/dXglOAiLhO0l3ZvkuHOecCYGxbpS6InwJav/PkF2adM+bxxcye/YiXaGlBJ9ZLbLR+n5lZI3PnzmXsksXFjeONYNyYKKzr/qQGa8LWytM8dixwqKQNImIxgKQDgJ+RxmECvEfSiyIiXztu8bYhLV/zHxFxj6Ql2b6hPr1tgNvqbL8127caSWOAdYB9gFcBB7RRZhswgzL1ei94xlKzzilyUhsYWT1tip6xdOL4sUz0mOYRq8iHsb2cwM2saHmuKq8Afl8JTjNfII1B/TDwDOArwOFAbRfYYUk6BbgpIr6Z57hhrJeVq9bCbF8rx21evUHSjsA12dsVwIci4ryhMpb0PuB9AJtssskwRbBBUWR3617dAPYyyPasgGad4542rSv0uykeKaBE1q+KnYnYE7iNZFOnTmXu42MKnW9hyjq9m28hz13vVOCPlTeSNidNJvTFiPhptu0VwF7kDFCBtwFFBacVUWebhtjeynE3AduTJoraBzhR0sMRcUbdTCNOIi3Vw7Rp0xqVwQZEt2c27MSSGiuWPdzXQbaZmVlZFTkTsSdws0GR545xIlA9pvNlpKDtN1Xb/g7s2kI57gae3sJxQ1lIChxrTaJ+C2n1cU+rs70yW/F/RMRjwKzs7aXZ8jTHAHUDVLNu6MSSGs+e0pvlA2xkqH2o0i9rtJmZmVln5AlQ7wOeVfV+D2ApcH3VtnVI3V3zOh04RNJ6EbGwheNr3UbNmFFJU4GnUH+MafVxL6+zfRvSUjPD+QvwLklrZcvxmPWEl9QYGfp5Ae7h1K7NZmZmZiNLngD1WuB1kl4DPE5a+/OymmBsc2BeC+X4CjAN+H22xuqfI+L+FvKpuBj4uKR1I/4zwGN/UkB9ZYPjjpS0c0RcDSBpGqleFzc458uAfzk47V+endH6XT8Gd7WBc+Xv6rvf/W4vimNmZtZR+x/7APfOX7LG9o2mTOCsI4rsUNq/8gSoR5OWk/lV9n4V8OXKzmyd0emk5VzyerySTSV/SfXSRUQ0U+bvAYcB50o6hhRgzgCOq156RtLtwJURcXCW+TWSLgFOk3QEqY7HAFdX1kCVtCnwI1Kr752kVuM3kGbwbTwXv5WWZ2e0flKvRdTBnZmZWbndO38JEWtORzNE7DMiNR2gRsRNkl4CHJhtOisi/lyV5PnAb2ltDOZVNJ68qGkRsVDS7sCJpCVlFpEmYZpRk3QMMLpm2wFZ2lOAUcCFpGC3YhFwL/A50szFi4BbgH0i4tdF1cF6w7MzDp5erfnoZYbMzMzM8ss1rWZE3AQcMcS+q4GrWylERExv5bgGed4C7NYgzWZ1ti0C3pW96h2zGHhHAUU0sy7o1ZqPRbfIm5mZmY0EXvfBSqnIxavBrU8jXa/WfPRarmZmZtZrj/zsMyx56IE1tk946tNZ9+1H96BEwxsyQJX0zuyfv4yIR6reNxQRp7VdMhvR5syZwy03zRp2/c2iW7zMzMzMzAbNkoceGHLc67o9KE8jw925n0oaF3ot8EjV++EoS5MrQJX0+SaTRkR8KU/e1r+KavUq6/qbnsXNzCzpt6f7Zv3G9xzlsdGUCXUnRNpoyoQelKachgtQ300KNisDo+qOySzIjGH2VYLiSvDrANUGgmdxM7Ne0KoVzFs0prCHd/MWjeFhzW0rj6Kf7vtm3Gx1vufonkbfsbvsMPR373dmrv6+iO/XfjRkgBoRp9a8/3EHy7HrENsnA9uTZtG9iLR8jJmZmdmQfDNuI007D57qHTNSAyMrh1IMzouIK4fZ/StJZwHX0doaq6VX5IRAs2fPZoMerL1Z9JIac+fOZWIhJTMz655+aLmLUWPYePLjhU4cNmnq1ELyMrPBMgjd9/PWocjv2JH6/VqKALWRbA3WXwGfAX7V6/IUrZnlKJpZigJg3KOP9SRALXpJjYnjxzKxB/Uws86ZO3du19ej7bZBaLnrhyB7JPDnYHk0CorO+PXQx9Y7pqjAqN8m56lnEOow4alPr3sdmvDUcn6XNB2gSrqziWSrgIeBW4FzI+KcVgtWxz1A++s1lFRRy1FMnXUqsKztfFpR6JIa8UgBJTKzMlm6dKln5+4DnQqy586dy9gli+sum3T/MMfVSz92yQKWxArmPZ6/S2O/dGcchIcdvTIIrXYj1Uh4kNkL67796L4JpiFfC+qoLP1G2fsVwAJg/ap87gWeDmwHHCDp18DrI2JlAWV9CbC0gHzMSsGzuFkeg3LRLtvs3L6RLYd1Jk6q+324zsRJPSjNyDYIfxOedGtN/XLP4QeZBvkC1OcDvwPuAD4NXBsRqySNAnYCjgbGAa8EngEcD7wa+DBw3HAZS9pkmPJNBd4L7AycnaO8ZqXWLxe14QzCRbtf+KLdGYPQdatfTJ06lbmPj6nb0+Yp276WpwxxXL3W1Q1uuYCJ8QgbrP1Q3QceV1439M14J7szOrgbTIPQmt1P1+SyPci07stzl/JlYBLwsoj4zx1SRKwC/iDplcDfgC9HxGGS3gzcBrydBgEqcDfDr7EqYA5wRI7ymlmHDcJFu5/4om31DEJQVLRe3Yw7uDMza1+eAPUNwOnVwWm1iHhC0gXAW4HDImKJpMuA/ZrI+zTqB6irgIWkGXx/FRG9GVxpZgPLrcBDG27MIMCdf76CRx9evMb2dSZOYvPtp6+2beySBSwbFTDgk5/1ohudgyIbiYoc06yVT3D3grW8REsH9MPkPI2udY8NMwSh/u/TcuY/Orrwco4keQLU9YGxDdKslaWr+Hcz54iIg3KUw0aAZcuWtTT5RT2+UNhw3ArcukcfXuz/uxqD8FCjX8aqDYLhrnWTJ65T93OYPHGdtoKiRjfj+YM734zb0Pptcp56ah+4WuflCVDvBN4k6ciINadYlTQReBNwV9XmDYGH2iuimdmT3J2xe4YbMwjAZUOv+lV7TGXMIDxWYAmtEwYhyO6UIoO7sUsWsDJWMnpU/fR77/zsFks5Mgz3/TThhmuGbLWrl37qrFPZbL1HS7VES79c6xr9TeTRq542Da91efObdSpT1nGnz3bkCVBPAr4J/EnSl4E/kL6LNyBNYPRZ0gy/hwMofTNMB25slLGky0l3LR+OiLrL2Ug6EDgwInbLUWbrU+PGjWODtR/zIse2hkHpztgvNx/9rviuW613Bazl3h02evRoNp409NqVeTR7rWt0M95KcDfczXgvhlEU3WrXqV4Fw3ZTHuZa92y3ZNuAazpAjYhvSdoaOIQ0ZrSWgJMi4lvZ+6cDZ5Bm/m1kevZze0n7RsSf6qTZDNil2fKaFW0QAoqi6+CugK0blEC737nrluVRZHBX1l4FRQd3gzCMwr0KhlZk62NZ/yZaMW9x42FqlQcKU9YZejXOeYvH0KvFtnpZh1xrDUTEBySdDhxEWut0EvAwcANwWkTMrEp7P2k5mmZdDmwPXC7pwIj4RZ6ymXXaIAQUeeugVSuYt2joL6hddhj6i+s7M1d/n6e1yJNfWFE60XVruK6AeeTp3THc34Qn8CiPQRhvl1ej68Rwao8Zad+vw34/5RhCAe5WWiarRo1hzLiJTNpkq2HT3Z+tXT5cukmkdcu7rdd1yL0YXkRcDVyd97gmzAQ+CvwaOFPSpyPi6x04j5nZfww3EYkNrx9mZxwJ3ApsZlYeK9aexFZbbsh3v/vdYdMdeuihAA3TNWvskgUNxwKPeXzxf8o4nFGrVrDVVs/reh0qSrVae0TcJOklwIXAVyVtDnwwW2vVrKOKnvxiEJbUiFFj2Hhyd8dHQfFPlYdr8frAK6YAU4bIsTOTX7SijDNbj8TWol4psiXYLS1WpEbXiTwTDHnOCLPWNNtCOXt2mud2qy03bJByw5603FbkDlAl7Qi8B3ghMBlYDFwP/Cgi/thugSLiXkkvB84C3g9sKukt7ebbrwZh3KNZkdxqZ2Zmg87XOsvj8MMPbypdp1o8i5YrQJX0v6RxpbV/MdsB75Z0TER8pt1CRcRjkl4HfBs4FLiKFASPOIMw7hH6I9D2khr1lW2gf7+02hU5e+zYJQtgFGw8eYVntjazvuLJ9FrTL9c6s05oOkCV9GbgM8A/gS+RJjW6j7TW6W7AkcAnJd0YEWe3W7CsW+8HJd0JHAM8v908rXcGIdAehKeZeevQ60Hyg8zjBlfXi6UozKzz/PdrZnnlaUH9H9IwvO0jYn7V9ruBUySdD9wMfBDIG6BemeWzhoj4hqS7gJ8C43LmazUG4SawV3XI+zRz2bJl3PnYWnz2/CfHNy5fKVatGaevYZRgrdFPJly2UkzpwZjBXg30HwSeej+fQViKwszMzNqXJ0B9AWkpmfn1dkbEfEk/B96ZtxARsWuD/ecC7gtSgE7dBHZzgqF+uZEdM2YM48at/kxl5bJlxMqhu8FWjBo9mjFVx44BJk9uf3IcMzMorut+Ja9erdNnZiPHIDSyWHPyBKhjgDV/K1a3JGeeZgPrOc95TtdbFBs9KMhr7JIFzJ27opC8zKwciuy6D+6+b2bd0S8NFNa+PMHk7cBrsvVJ11j2RdIo4NXAHUUVzvKPGSxywWxofjkKTzBkZtYf3HXfzMqq1SXV2rmHtfLJE6CeARwN/ErS4RExp7JD0hbA14Ftgc8WW8SRbVBmcRuECYb6QZHjHiE9LJg6tdFaWdZr7vZkZmZmgyJPgHocsBewD7C3pHtJs/g+A9gYGAVcnaWzHilywWwobjmKQQm0zcpoELo9eSkKMzMbN24cG6z9WN170l7dw1r3NR2gRsQTkl4JHAG8G9gCeGa2+w7gFODYiFheeCmtMINwEzgIdTCz1bml18zMzCDnhEZZ8PkV4CuS1iHNjbA4Ih7tROGseINwEzgIdTAzMzOz5rmBYuRoecbdLCgtJDCVNKrexEsjRZEzr2rl8v8sDWBmZmZmI8OgLx/lBoqRoyxLwvxL0k9I66z+vdeFMTMzs/JrdEPezzfjZnl4+SgbJEMGqJLubDHPiIgtch4zHvg4cISkvwCnAmdGxIIWy9BXipx5deqsU5myzrICSmVm/cLdnmwkGj9+PFO38s24GXj5KBssw7WgjgLWnBaysVamjdwAeD1wIPAq4ATgG5IuAn4MXBQRwz/+rC2EtC3wbWAnYBHwQ+CoRvlImgQcn5VnFHAhcFglWJY0mjRR1GtIy+oAXA98NiL+nKeMZmZFcLcnG4mmTp3qm3GzEhi7ZEHDYWpjHl8MpEB6uHwYP7bQso1kxx13HHPmzFlt2+zsoV3lu7Fiyy235PDDD+9a2RoZMkCNiM26VYiIeAI4Gzhb0gbAO0jB6htIgeICST8jdQG+oVF+ktYDLgVuAfYlzTj8DVLA+bkGh58FbA28B1gFHAOcB7w82z8e+BTwI9KEUQF8CLha0ksj4vomq21mXTLo43LMzMx6odmeB7NnPwLAVlsOt7b6hsydO7e15jFryvjx43tdhKaUZQzqf0TE/aRg8huSXkgKVA8APgz8D82V+RBSIPnGiHgY+J2kicAMSV/Ltq1B0k7AnsAuETEz2zYP+JPbVSCaAAAgAElEQVSkPSLiUmApsHlELKw67jJgNilQfVcr9TazzvC4nPJYtmwZ8x5v/LCgGfMWjeFhzS2gVGZm1qpmW92a7c1w6KGHsvieeW2Xy5r/bMqo5QA1C/gqy8zUDfjaFRE3SHoUWAZ8hObLuzdwSU25ziS1hu4CDNUPYW/g/kpwmpXhOkl3ZfsuzboIL6w+KFsj9u+A+9mZlYzH5ZiZDaZGXUub6VYKaQWEXimqDmOXLACGa5204RTVTbmSlz+L9uQKULPxlx8ndX99VtX2u0hjPI+NiBXtFiobB3oAqfX0JdnmR4CfN5nFNsDl1Rsi4h5JS7J9Q/0GbgPcVmf7rdm+oco7Dngx8JMmy2dmNuKMGzeODdZ+jA+8YlHbeX1n5mQmTZ1aQKmsmwbhZtzj7cqhmZ4szXUrraTr/gSTRdYBNnTvnhYV200Z/Fm0r+kAVdJY4DekFsgA5gL3ka4QmwFfBvaS9KpsTGkukkYBe5GC0tcC47LzXEaa1ffciHi8yezWI02MVGthtq+V4zYf5rjPZsf+cKgEkt4HvA9gk002GSYrMzMrs6LGNI+08cyDcDPu8Xbl0Uz3xXzdSq8tpFx5FFkHa13R3ZStfXlaUA8HppNmtf1YRPxnWihJlUmIXpul+2qeQkg6Fng7qYusSOM5fwz8JCL+lSevKvW+8jXE9paPk7QPKUD9WET8Y8hMI04CTgKYNm2aL0dmNiL1+7qVRY5pzjueud9bHwfhZtzj7czMOi9PgPo24Gbg9RGxqnpHRNwh6Y3AjaRAM1eASgpqFwM/AH4cEdfkPL7WQqDeHdAk6reQVh/3tDrbJ9c7TtL2pFl/vx8Rx7dQTjOzEWMQ1q3s1ZjmQWh9tPIocrxdL8dvmtlgyhOgPhv4dm1wWhERqyRdTJppN6+3Ab+MiKIGANxGzZhRSVOBp1B/jGn1cS+vs30b0lIz1fltBVxE6oLcSp3NzEaUXq1bOQiTXwxC66OVQ9Hj7Xo1ftPMBleeAPUJYJ0GaZ4C5H6UFhFn5j2mgYuBj0taNyIeybbtT1oi5soGxx0paeeIuBpA0jTS+NOLK4kkbQhcAtwBvDWb2dfMbDWeTKX3PPmF2eo60025++M3zWxw5QlQ/wbsJ2lGRDxYu1PSFGA/4K9FFa4N3wMOA86VdAwpwJwBHFe99Iyk24ErI+JggIi4RtIlwGmSjgBWkZamuTpbAxVJ40nB6nqkdU+fL6mS5bKIuKEL9TOzkuvEZCrzFvX3+M1e8OQXZmZm/SVPgHoiaS3R6yT9L/B70iy+zyBNnvQ50vjNwxplJGkVKfjbNiJmZ++bmTgoIqJhmSNioaTdszJfQBo/+k1SkFptDDC6ZtsBWdpTgFGkSaGq67QB8ILs3xfWHPtP0ozG1qcKbfHyGlgjWtGB0XHHHcecOXOGTVP28ZtmZmZmjTQdoEbE2ZK2Az5FNhttDQFfi4izm8huJikgXVLzvjARcQuwW4M0m9XZtgh4V/aqd8zdpLoWahAWm+53Rbd4OQCwInkMotlg6veZrc3MipanBZWI+Iyk84GDgReSHsQvBm4ATml29t2ImD7c+5FmEBabhv4fb+eugOXS70tqDAr3KjDrnGau/+4ZYWYjTa4AFSAirgU8Gr5Ag7DYtBcvtyJ5SY1ycK8Cs85yz4jyaNSSDW7NNuuW3AFqJ0i6Ezg+Ik4YJs0HgY9FxObdK5k1qxOzAt5y0/3u9jRC+aatHNyrwMxGgmYfnrk126w7cgeokkYDW5Nmsa2dYAiAiJiZM9vNgOEfW6X9m+bM1/qUuz21bhDWfDQzM+sWP4wzK5dcAaqkI4GPQsMGqbqBa5vWIa3FaiOAW9Ba4zUfzczMzKyfNR2gSvoEcBRpUqSfAHOBFa2eWNImNZsm19kGKdjdhLTG6p2tns9sJPBTYOs3tcvnzM56RlR+Ryu23HLLpn+/zay7ihq/6SE5Zgb5WlDfC8wDXhQRDxZw7rtZfRqcD2evoQjw3UkTPNDfzPrV+PHje10EM8uhyPGbI21IjpnVlydAnQr8oKDgFOA0UoAq4J3A34Ab66RbCSwALouI3xZ07oHlgf5m1k/cKmrW39xzx4rmtYEtT4B6f870w4qIgyr/lvRO4JcR8cWi8h+pfKEwMzMzs37kSTIN8gWcZwNvkDQuIpYVWYiIGFVkfmZmZmZm1l88SaZBvgD188COwC8kHRYRd3WoTGZmZtZFtZNVgSesMjOz3hgyQJVUb8bctYCNgFdLWgwsqpMmImKLVgojaXtgT2BjYNwQeR/cSt5mZmbWPE9YZWZmvTBcC+ooVp9lF9KyMvdUvVed4+ptG5YkAacC78iOr0yeVBFV2x2gmpmZFcgtomZmVhZDBqgRsVkXy/Eh4L9JM/ueAMwCjieNe50OfAr4NfDpLpbJzOpwV0AzMzMz65TCZuVt04HAPyoz+6YGVRZFxLXAtZIuAa4Ffgf8qFeFNLP63BXQzMzMzIpQlgB1a1LrabX/lC0ibpB0IfABHKCa9ZRbRM3MzMysU5pe3kXS5yQtl7TxEPs3kvSEpE+1UA4Bi6vePwY8tSbNHGCbFvI2MzMzMzOzPpCnBfW1wBURMa/ezoi4V9LvgX2Br+YsxzzSzL0VdwIvrkmzJSlwNTNri8fRmpmZWbc0e9/he46k6RZU4NnALQ3S3JKly+s6Vg9ILwZ2kHSkpOdK+iAp8L22hbzNzBoaP368x9KamZlZV/i+Y2h5WlAnAEsapHkcWLeFcpwDTJP0rIi4C/ga8BbgKGAGqQvwQ6TZfM3M2uKnk2ZmZtYtvu/IJ0+AOhfYsUGaHUnddXOJiPOA86rePyTphcB7gS2Au4HTIuK+vHmbmZmZmZlZ67o5PCpPgPob4IOS9o+Is2p3SjoA2AX4TsulqRIRi4Fji8jLzMzMzMzMitOpLsp5AtRjgLcDp0vanxSwViY32ht4Hakbbt4JkszMzMzMzKykutlNuekANSLmSdoT+DnwetKkRRUidcN9c0T8q1Fekl6Rs5zV5ZjZ6rFmZmZmZmZWXnlaUImIWZK2Ii05syMwGVhEml33gohY3mRWVwCR59xVRrd4nJmZmZmZmZVYrgAVIAtCz81erfoirQeoZmZmZmY2AtROzuN1ywdf0wGqpI8CP46Ih9o9aUTMaDcPMzMzMzMbWbx26ODL04L6DeDLkn4BfD8i/tChMpmZmZmZmblVdAQalSPtJ4B7gHcAMyXdJOlDkiYVVRhJa0naS9JHJR1ZtX1tSU+XlKe8ZmZmZmZm1keaDvgi4tiI2AbYDTgbeDbwLeBeSadIekk7BZG0F2km4ItIrbUzqnZvB9wH7N/OOczMzMzMzKy8crdIRsQVEfFW4JnAJ4G5wEHAHyXdKOkQSevkyVPSNOA80sRJHwVOrznntcBdwBvyltfMzMzMzMz6Q8tdZiNiQVWr6p7AvcB/Af8H3CfpRElTm8zuSGAJMC0iTgDm1EnzZ+AFrZbXzMzMzMzMyq2tMZ2SniXpaOA0YGNgOfAr4AHgA8DfJe3WRFYvA86LiH8Pk2YusGE75TUzMzMzM7Pyyr0OqqTRwOuA9wN7kILce4DPAT+MiAckCXgz8H3g68CLG2S7DjC/QZoJ5AioJW0LfBvYCVgE/BA4KiJWNjhuEnA88PrsfBcCh0XEgqo0rwTeneW9aZbvjGbL1m2160eB15AyM+tn/l5fk/9PzMwGQ551UDcB3ksKzJ6Rbb4E+C5wYUREJW3277MlvRj4cBPZzwOe2yDNdsCdTZZ1PeBS4BZgX2AL0sRLo0iB9HDOArYG3gOsAo4hjY99eVWavYDnA5cBBzRTprLxGlJmZoPF3+tr8v+JmVn/ydOCeicpwFtACva+GxF3NThmITC2ibwvBg6RtHNEXF27U9LewEuBrzZZ1kOA8cAbI+Jh4HeSJgIzJH0t27YGSTuRxtPuEhEzs23zgD9J2iMiLs2SfjwiPpbt37fJMvWMnxKbmQ0Wf6+vyf8nZmaDIc8Y1FnAgcDGEfGJJoJTIuKrEdHMOb5C6ob7W0nHANsCSNone/9z0jIzxzVZ1r2BS2oC0TNJQesuDY67vxKcZnW4jjSD8N5V21Y1WQ4zMzMzMzNrUtMtqBGxY6cKERHzJL2KtL7qx6t2nQ8IuIPUGtponGrFNsDlNee4R9KSbN8Fwxx3W53tt2b7zMzMzMzMrENyT5JUS9IU0vjMJcCljSYhGkpE/EXS1sA+pMmH1gcWA9cCv4qIFTmyW4/UIltrYbavleM2z3H+NUh6H/A+gE022aSdrMzMzMzMzAZSnkmSDgUOAvaOiIeybS8GfgM8NUs2S9JuEfFYnkJkEzA9kS0zc372alfU2aYhthdx3PCZRpwEnAQwbdq0hnnVzkbomQjNzMysHzQ7o7LvYcysnjxjUPcnTdD7UNW2r5NaHX8E/BrYnjRBUV53AUe3cNxQFgKT62yfRP0W0kbHTW5wXMeNHz/esxGamZlZX/J9jJk1K08X3y2Biypvsq69u5DWPn1/tu1PwNtIs/zmsYjG66DmcRs1Y0YlTQWeQv0xptXHvbzO9m1IS810jZ8ompmZWT8ahHsYr6tr1jt5AtT1gQeq3r8s+/nLqm1XkboB53Ut8MIWjhvKxcDHJa0bEY9k2/YHlgJXNjjuyOrlbiRNI40/vbjA8llOvlCYrc5/E2Zm3dVvLcC+Tli/yhOgPgRMqXq/C7AK+GPVtgDWbqEcM4CrJL0nIn7YwvG1vgccBpybLVOzeXaO46qXnpF0O3BlRBwMEBHXSLoEOE3SEaT6HQNcXbUGKpI2JXVnhrTO67aS9gMeiwgHsl3SbxcKs07z34T1G8+3UA4OZNY0qHX0dcL6QZ4A9VbgtZI+C6wktUj+uWat0c2Af7dQjr2BK4DvZ5MxXZflUzuZUETElxplFhELJe0OnEhaUmYR8E1SkFptDDC6ZtsBWdpTSGN0LyQFu9V2JY27rXhz9von6f/ACjaoFwqzVvlvwgaRb57Lo98+CwfZaxoJdbTBlCdA/RZpHOa/gBXABOCTlZ2SRgM7s3qLarNmVP37hQzd3TeAhgEqQETcAuzWIM1mdbYtAt6VvYY67lTg1GbKYWZmZvX5BrocBvVz6Lcg28rDDzx6q+kANSLOl3QI8H5SoPiziPhpVZI9SN17L2mhHLu2cIyVnKeZNzMzs27wfYR1mh94dE+eFtTV1vKss+8S0pIzuUXEcBMX2QDxH7eZmZmZlZkfePRWUwGqpE1IkwIFadzp3I6WygaC/7jNzMzMzCyPhgGqpGOBjwDKNoWkb0bEx1s9qaTxEbG01eOLysPM+oPHgliZ+fdzZCv68/fMxmY20o0abqektwGHk4LT24B/ZP8+XNJb2zjvXZI+LGlc3gMlvUDSr4Aj2ji/mfW58ePHu8u4lZZ/P0e2Ij9//y6Z2UjTqAX1YNKMvXtGxO8BJO0BXJztO6PF8/4WOA74gqSzgLOBa4dqEZW0ObAn8E5gB2Au8PUWz21mfcatBFZm/v0c2Yr+/P37ZGYjXaMA9fnAeZXgFCAiLs1aMKe3etKIeKekE4Cjgfdlr5WSbgXuAxaSZgReH9gamEJqub0f+CzwzYhY1ur5zczMzMyseF7FwdrVKEBdj9Stt9ZtwOvbOXFEzAJeJWlLUmvs7sB2wH/VJH0QOBc4BzgnIpa3c14zMzMzM+sed1O3PBoFqKOAegHhcp6cNKktETEH+BSApAnAxqSW06XAAxFxXxHnMWuFJz8xMzOzbhmESbLKWi7rH80sMxMdL0XlRBFLgDnZy6yU/BTQWuVuT2ZmlofvOWwkaiZAnSFpRr0dklbW2RwR0dT6qmZl5yDBOs03H2ZmVuH7DrPmAtS8XXkL6fprZjZofONhZmZmNrxhA9SIGHadVDMzs37jseVmZmbl5a64ZmY24rmrtZmZWTk4QDUzsxHFLaJmZmbl5QDVbMC5O6OZmZmZ9QsHqGYjkLszmpmZmVkZOUA1G3BuETUzMzOzfuFZes3MzMzMzKwUHKCamZmZmZlZKThANTMzMzMzs1JwgGpmZmZmZmal4ADVzMzMzMzMSsEBqpmZmZmZmZWCA1QzMzMzMzMrBQeoZmZmZmZmVgoOUM3MzMzMzKwUHKCamZmZmZlZKThANTMzMzMzs1JwgGpmZmZmZmal4ADVzMzMzMzMSsEBqpmZmZmZmZWCA1QzMzMzMzMrhYENUCVtK+kySUsk3Svpi5JGN3HcJEk/krRQ0mJJP5O0fp10+0q6SdLjkm6RtH9namJmZmZmZjYyDGSAKmk94FIggH2BLwIfA45q4vCzgOnAe4CDgO2B82ry3xk4B/g9sDdwEXCGpFcVUgEzM+uq+fPnc8ghh7BgwYJeF2VE8+dgZmYDGaAChwDjgTdGxO8i4nuk4PRwSROHOkjSTsCewIERcU5E/BJ4B7CzpD2qkh4JzIyIwyLi9xHxceA3wOc7VSEzM+uck08+mRtvvJGTTz6510UZ0fw5mJnZoAaoewOXRMTDVdvOJAWtuzQ47v6ImFnZEBHXAXdl+5A0DtgVOLvm2DOBnSRNar/4ZmbWLfPnz+eiiy4iIrjwwgvdetcj/hzMzAxgTK8L0CHbAJdXb4iIeyQtyfZdMMxxt9XZfmu2D2ALYK066W4lBfxbAX9urdhmZuV23HHHMWfOnNW2zZ49G4BDDz10te1bbrklhx9+eNfK1qqTTz6ZVatWAbBq1SpOPvlkPvGJT/S4VCOPPwczM4PBbUFdD1hUZ/vCbF87x1V+1qZbWLN/NZLeJ2mWpFkPPvjgMEUwM+sv48ePZ/z48b0uRssuueQSli9fDsDy5cv5zW9+0+MSjUz+HMzMDAa3BRXSBEm1NMT2Vo6rfa9hjiciTgJOApg2bVqjMpiZlVI/tIjmteeee3LBBRewfPly1lprLfbaa69eF2lE8udgZmYwuC2oC4HJdbZPon4LaaPjJlcdt7BqW20aGuRvZmYlc/DBBzNqVLocjho1ioMPPrjHJRqZ/DmYmRkMboB6G0+OGQVA0lTgKdQfYzrkcZnqsal3AMvrpNsGWAXMbqG8ZmbWI1OmTGGfffZBEq95zWtYf/01lr62LvDnYGZmMLgB6sXAnpLWrdq2P7AUuLLBcc/I1jkFQNI0YPNsHxGxjLT+6Ztrjt0fuCYiFrdffDMz66aDDz6Y7bbbzq12PebPwczMFDF4wyElrQfcAtwMHEMKMI8Djo+Iz1Wlux24MiIOrtr2G9JMvEeQWkSPAR6IiJdXpdkZuAI4ETgPeHWWfq+I+G2j8k2bNi1mzZrVZi3NzMzMzMz6k6TrI2Ja7faBbEGNiIXA7sBo0pIyRwHfBL5Qk3RMlqbaAaRW1lOA04DrgTfU5H81sB+wB3AJ8Drgbc0Ep2ZmZmZmZlbfQLaglp1bUM3MzMzMbCQbUS2oZmZmZmZm1n8coJqZmZmZmVkpOEA1MzMzMzOzUnCAamZmZmZmZqXgANXMzMzMzMxKwQGqmZmZmZmZlYIDVDMzMzMzMysFr4PaA5IeBP7ZwVNMAeZ3MP9uGIQ6wGDUw3Uoh0GoAwxGPVyHchiEOsBg1MN1KAfXoTwGoR7dqMOmEfG02o0OUAeQpFn1Fr3tJ4NQBxiMergO5TAIdYDBqIfrUA6DUAcYjHq4DuXgOpTHINSjl3VwF18zMzMzMzMrBQeoZmZmZmZmVgoOUAfTSb0uQAEGoQ4wGPVwHcphEOoAg1EP16EcBqEOMBj1cB3KwXUoj0GoR8/q4DGoZmZmZmZmVgpuQTUzMzMzM7NScIBaIpLeLOl8SfMkPSrpeklvrZPuvZLmSHo8S7N7nTQbS/plls98SSdKmtBKXmWug6T9JZ0r6T5JIemgdsrfi3pImijpKEnXSVos6d9Z+q36pQ5Zmu9Jui1Ls1DSTEl79FMdatJ/JPud+kU/1UHSFVm5a19r91M9snSbSjpD0kOSlkj6q6S9+qEOkjYb4nMISf/ohzpkaSZKOl7S3dlncGv2t6E+qsM4SccpfbcukXSVpLZnpiyqHpKeJukEpWvAE5LuHuacpbxmN1sHdeCa3c06qOTX6xyfQ+HX617Uo+aYUl2zc3wWhV+ze/E5qODrNRHhV0lewDXA6cBbgN2AY4EA/qcqzQHASuBIYFfgNGAp8LyqNGOAm4G/APsAbwfuB35ac76GefVBHX6epflBdp6D+u2zAJ4H3At8CXglsC9wLbAQmNoPdcjS/Rj4UFaHfYBzgeXAjv1Sh6r0TwceAh4AftEvv0tZuiuAy4Eda17qs3pMzf4uLs7+JvYAjgDe0A91AMbV+Qx2zf4mju+HOmTpziWtg/e+7HxfAlYBH+2jOnwfWAwcAuyd/U4tIq2/V4a/ie2ycp8PXAfcPcT5ynzNbrYOhV+zu1kHyn+9bvZzKPx63Yt6VKUv4zW72c/iCgq+ZvegDsVfr9v5EP0q9gVMqbPtdOCuqvf/AE6pej8KuInVb4zemv3SPatq21tINxVb5smrD+owKvu5DsUGqF2rB/AUYHzNuZ4KPAp8oR/qMMT5RwP3ACf0Wx2Ak4GfkC4c7V7suv030XaZS1KPM4GryP7G+7EOdc71FtL31Ev6oQ7AhCzN/9Sc71zgT31Sh2cCK4B3V6UZB8wDTizJ79Ooqn8fy9A3gWW+Zjdbh8Kv2d2sA+W/Xjf1OdQ5V9vX617Wg3Jes5v9m2i7zCWoQ+HXa3fxLZGImF9n8w2kJ0NI2hzYCji76phVpCeSe1cdszfw54i4q2rbecATwF458yptHaqOLVw36xERj0XE0przPwT8s3K+stdhiPOvJLVSjG2xCj2pg6TtSTe5n2q13NV6/TkUpcvfT5OANwLfKfJvvASfxQGkG4Q/tVQBul6HMaSblsU151sEtNzFt8t1+C/SzfelVXktI91M7dNqHYqsRzO/42W/Zjf7d9qJa3Y361D263Wr/79FXK+zfLpej7Jeszt1f9qMLn83deR67QC1/F4K3JL9e5vs5201aW4FnirpaVXpVksTEU8Ad1Tl0WxeRehUHbqta/XIjn921fmK0tE6KBkjaX1JHwW2BE4psPzQwTpIEnAi8LWImFdwuat1+nfpVdkYkCWSLpH0/OKKvppO1eNFwFpASPqDpOWS/iXp09ln1A91WI2kiaQL/xkFlLlWR+oQEQ+TbmA+IWk7SetKeg3pZvD/+qEOQGUc1xM1eS0DNtUw49Bb1Eo9mlH2a3bZdK0OJbteN61L12voYD1Kfs3OoxvX7E7VoSPXaweoJZYNVt6XJ28E1st+LqpJurBm/3p10lTSrVeTtlFebelwHbqmB/X4BqnL0Jm5CzuELtVhf9I4lvmkMTr7R8R1bRR7NV2ow7uAZ5C6snREF+pwJfBhYE/SuMFNgKskbdZOuWt1uB7PyH5+n9TS9SrSjdP/Aoe2VfAqXf67fj0pWCrsbxq6Uod3km5ibgAeJo1F+lJE/Li9kj+pw3W4Pfu5fdX5lL0XMLnlgtdoox7NKPs1uzR6UIcyXa/z6Oj1GrpSjzJfs5vV8Wt2h+vQkev1mFYPtM7KfjFPB34VEafW7I7a5HW216appKvd3kxeLeliHTqq2/WQdCjwDuBNEbEgZ3Hr6mIdLiHd+E0hTVhypqRXR8QVuQtde7IO1yHrpnI0cFhtF66idONziIgvVO27StKlpADjI9mrbV2oR+Xh6cURUem29XtJzwQ+DXwnf6lrTtb976e3An+PiJtyFXQYXarDN4GXkG4E7wR2BmZImh8RJ7dU8OqTdbgOEXGTpD8Ax0q6lzTO7nBS9zZIY1jbVkA9mlXma3bPdbsOJb1eN6tj12vofD365JrdUKev2V2oQ0eu125BLSFJTyXNhHUP6YuvovJko/aJb+X9oqp09Z4KT65J00xeLelSHTqu2/WQ9Drg28AnI+KXLRa7Ns+u1SEiFkbErIj4TUT8N2kmuS+2UXyga3X4DDAX+K2kyZImkx7irZW9H90HdVhDRPwb+AOpG07bulSPh7Kfv69JcznwzKy7bMt68He9PmlWw8K693ajDlk3s0NJEwydGhEzI+Jo4HhSwNfWPUQXP4eDgCXALNIsn68FvkVqPXqo9uC8CqhHM8p+ze65btehpNfrpnXqeg1dq0fZr9ktKfKa3aU6dOR67QC1ZLLxMBeSBqrvExGPVe2u9BWvHeO0DfBQRDxYla52bOBYYPOqPJrNq8x16Khu10PSS0ldhL4XEV/vxzrUcUOWrmVdrMPWwDTSF3fl9TLgddm/d+qDOgyniBaWbtXj1qGKkP1seSKGHn0W+5FunArpAtjFOlT231iT1w2kG5n1+6AORMTtEfFCYIss/X+RZvL9S0Qsb7UOBdajGWW/ZvdUt+tQ4ut1O9q+XkNX61H2a3a72rpmd7EOnbleR4HTGvvV9rTQY4CLgAeBrYZI8w/gh1XvRwF/Y82p91dQtcYb6Qap3jIzw+ZV9jpU7St6mZlufxbPJT2FOpeCpunu1WdRlUakp4BX9UMdSOvbTa953UgaHzIdmFT2OgyR9wakp6HH9dPvE2l9y7Nr8j8VuL1f6lC17wraWJalh38TLyF9r+5Zk/8xpDF3La3TV4K/iSmkltT3luGzqEnfaJmZUl6zm61DVZoil5np9udQ2ut13s+hKm3b1+tu14OSX7Pb+Czavmb34G+i+Ot1O7+IfhX7Ak7KvrAPY80Fe8dlaSrrvn2OtLDuqay5sO5a2S/L9cCrs2P+XftL10xefVCHbUk3JO/Iznti9n6XfvksSNN+zyV1wZhec65t+6QOLyct7/DOrA5vIk2mshJ4dT/UYYjzX0H7a6p183N4PumidFCWz4GkJ6UPAZv0Sz2ydG8gBRpfJy0m/+Us77f3Sx2ytBtl+X2knf//Hv0+jQb+TFoz9GDSgu+fJ82A+7V+qEOW7jDSGLvpwHtJY2kvo83goqh6ZOn2y17nk4LnyvunVaUp7TU7R49s8H0AAAnMSURBVB0Kv2Z3sw6U/HrdZB06cr3uxe9TnfNfQUmu2U1+Fh25Znf7c6AT1+t2PkS/in0Bd2e/UPVem1Wley9pZsJlwF+A3evk9czsC+hRYAFp5q4JddI1zKvMdQBmDHGuK/qlHqQLxFDnarkeXa7DZsAvgH9l+fyL1LVkp375HIY4/xW0f7Hr5uewMfBr4D7SshoLgHOAbdqpQ68+C9JN7K1ZXW4HDunDOnyEdKHeqN3PoBd1IM3Q+EPSOo9Lss/j08DYPqrDJ4G7snzmklqAh/3b70E9hspnek26Ml+zG9aBDlyzu1kH+uN63agOm9GB63Wv/iZqjrmCcl2zG30WHblm9+JzoODrtbJMzczMzMzMzHrKkySZmZmZmZlZKThANTMzMzMzs1JwgGpmZmZmZmal4ADVzMzMzMzMSsEBqpmZmZmZmZWCA1QzMzMzMzMrBQeoZmZmfUDS3ZLubuG4kBTZv6dn768YJv00Sb+TND9Le2Prpa6b/0FZvge1mc+MLJ/pxZTMzMzKYEyvC2BmZtZNkrYCDgGmkxatXxd4BJgDXAWcERHX96p8HXBU1b/vzt7fXS+hpInARcDawE+A+cC/s32nAgcCz4qIusebmZm1ywGqmZmNCJIEfD57jQL+ApwFPEQKUp8P/A/wMUkfioj/61VZixQRM6r+fTcwY6i0wA7A04HPRsTRHSrSL4Frgfs6lL+ZmfUxB6hmZjZSfJ4UnM0F3hoRf6hNIOnpwEeASd0tWmlslP28t1MniIjFwOJO5W9mZv3NY1DNzGzgSdoc+BzwBLB3veAUICIeiIjPAF+rOX6CpE9LulHSY5IelXSNpLfWOZckHSjpj5IelPS4pLmSLpG0f530z5R0gqQ5WdqHJF0n6cgh6jJB0tcl3SNpmaTbJX0yayGuTfs2ST+XdIekJZIezsp9YE26zbJxqj/ONv2oMna1MmaU1L0X4K6qfXdX/x9LOikrz9KsHjdJ+p6k9avS1R2DKmnX7PhbsnIulXSzpC9IWrve/0XVsftl/2dLsvOeKWnjOumuyM49VtLnJf0j+z88dbj8zcyse9yCamZmI8G7SNe80yPi740SR8SKyr8lTQYuB15I6hZ8CukB757A6ZKeGxGfqzr8y8CngbuAs0mthRsC2wNvJnUrruQ9DbgEeCowEzgXmABsS2rt/VJN0dYCfktq6bwYWAG8HvgqadzoUTXpvwXMI42tvQ9YH9gbOFXS1lkwDrAoO3Y7YF/gV0BlcqQbs32vB16Q5bmo6jgkbQj8GZgI/Bo4JyvPs4D/Bk4EFjC8TwLbAH/kyXGwL8v+H6ZL2iMiVtY57gPA64DzgSuBlwD7Ay+QtF1ELKtzzDmkz+Ni4DzggQZlMzOzLnGAamZmI8HLsp+Xt3Ds8aTg9JMR8Z+W1axV7zzgM5J+ERGVgO79pKDweRGxpDojSVOq/j0W+DkpOH17RJxek3ZqnbJsBPwVeGVELM3SHQXMBj4q6eiIWF6VfseIuKMm37GkwOwTkr4TEf+KiEXAjKxVc1/gvIg4teqwGyVtRgpQj68zSdJ+WT0+EhHfqjnfU4BVdepS6wPAXRERNcd/idT6vR9VwX2VvYDtI+KmqmNOB96a1eXsOsdsSvp85jdRLjMz6yJ38TUzs5HgGdnPebU7su6tM2peH8n2rQ+8A5hVHZwCRMTjpFY/AW+ryXY5sEZrX01A9FrSLMLn1wanWdq5Q9TlsEpwmqV7gNTiOQnYuiaPO2qOJSKeAP4PGA3sNsQ5WrW0dkNEPFZd3qFExJ21wWnm+OznnkMcekJ1cJr5QfZzhyGOOdLBqZlZObkF1czMRoLK+Mx6AdBmwBdqtv2TFBhtTwrkQtKMOseulf18TtW2n5FmA/67pJ+Tup1ek00OVG3H7OfFTZS/YnFE3F5neyWYXa96o6RNSEH07sAmwPia49YYp9mi84Gjgf+TtCep2/IfgFuGCDrXkLW0fhh4A7AVaWbl6nG1Q5V1Vp1tdf8/qlzXTJnMzKz7HKCamdlIcB9pfOMaQU5EXEEWCEkaQ2r9rKhM7rN99hrKOlX//ihwB/Bu4FPZa4WkXwMfqwowJ2c/12jVHcaiIbZXxsyOrmzIJoa6jhSkXUUau7qY1LK7GWnSo3E5zj2kiPinpB1I40X3At6Y7Zor6diIOGG44yWtRep+vQNwM6kr74M8+Vl8YZiy1vs/WeP/o8a/hyuPmZn1jgNUMzMbCf4A7EpqSTwlx3GVVs9vRsThzRyQTeTzLeBb2bI1OwMHkCZIem42qdIyngysimrFrHU4KcB+V814UrLZhw+sd1CrIuJWYP8syH8BsAepJflbkh6LiJOHOXxfUnD644g4qKasG7JmC3e7ZW2qVdfMzLrPY1DNzGwkOJXUqrafpOc0SFvtOtIEPy9v5aTZsjXnRsRbSC2EWwDPy3Zfm/3cu5W8m/Ds7Oc5dfbt0kJ+lTG1Q7VKAmkG5Ii4PiKOIU1UBGkG4OEUXVYzM+tTDlDNzGzgZZMF/S8wFrhY0kuHSDq5+k02AdHPgGmSjsxaB1cjaQtJz8r+PU7S7rVrkmZdWJ+ava3M7HsBcDfwOtVfT7XdltW7s5/Ta/LdE3hPC/lVlonZpHaHpB0kbVDnmMq2JXX2Vbs7+zm9Jt/NgWOaL6KZmfU7d/E1M7OR4ouksaZHAn+QdD2phfQhUmC6GalbKqQ1SSs+BGyZHf/fkq4G7ict+fIc0tjUt5LWPR0PXArcLelPpMmW1gZemaU9P+sKS0Q8IenNpLGhp0t6P6lVde0s7e60d53+Dmn9159LOods6RvSGNGzSWuF5nEZ8HHgB5J+ATwKLIqIE0mzGH9Q0pXA7cBCUmvxa4FlPDkT71AuyI47XNJ/ATeQAuHXkNZEXSMoNjOzweQA1czMRoRs3OEMSWcAh5DGpL4NeArwCGlio+8CP4mIv1Qd97CkXYD3ZenfRAoi7wfmkCZF+l2W/DHSrLm7Ai8ldW2t5H0oNeNfI2KWpO1IEyntnR3zCClYa2vcZUT8TdKupJbjV5Ou+X8lTWC0iJwBakRcIuljwHtJdR5LCsBPBM4gTWL0UuBFpEB9HnAm8I2IuLlB3o9J2g34KqkV9eXAncCXgOPyltXMzPqXPE+AmZmZdYukQ0gPAt4WEWf0ujxmZlYuHoNqZmZm3bRV9vNfPS2FmZmVkltQzczMrOMkvZbU1fgg0oRLz4qI5cMeZGZmI45bUM3MzKwb3kQaSzoT2MPBqZmZ1eMWVDMzMzMzMysFt6CamZmZmZlZKThANTMzMzMzs1JwgGpmZmZmZmal4ADVzMzMzMzMSsEBqpmZmZmZmZWCA1QzMzMzMzMrhf8HhFAyXfvZtjYAAAAASUVORK5CYII=\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1080x432 with 1 Axes>"
]
},
- "metadata": {
- "needs_background": "light"
- },
+ "metadata": {},
"output_type": "display_data"
}
],
@@ -430,19 +428,17 @@
},
{
"cell_type": "code",
- "execution_count": 61,
+ "execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1080x432 with 1 Axes>"
]
},
- "metadata": {
- "needs_background": "light"
- },
+ "metadata": {},
"output_type": "display_data"
}
],
@@ -462,29 +458,27 @@
},
{
"cell_type": "code",
- "execution_count": 26,
+ "execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x2215abba548>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x28b6aa90608>"
]
},
- "execution_count": 26,
+ "execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1080x432 with 1 Axes>"
]
},
- "metadata": {
- "needs_background": "light"
- },
+ "metadata": {},
"output_type": "display_data"
}
],
@@ -500,7 +494,7 @@
},
{
"cell_type": "code",
- "execution_count": 63,
+ "execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
@@ -509,19 +503,17 @@
},
{
"cell_type": "code",
- "execution_count": 65,
+ "execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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Tqu4LCUOkEwnbTVYiKKc9zOzinKKeBJxLePncjGAlZghxcZEFo9TbAf8k3EMDCS9XlxL+yzNyttemUY7/tONUjKSbCUNBZ5jZiHrL09aQdBFhTudPZnZSveVxqkPB8PZkAAvL+p064D06p+bEeaZvEt6Kr66zOG0OSasT7BFCDXtUjtNRcUXn1BQFsxe/I6ywu93MptZZpFaLpN9FM2jpuPUJQ3V9Ccag76qHbI7TnvChS6cmSNqDMKezHmEPzyKCy5BX6ipYK0bSR4T5sNmEuczVCXMpIiyd38vMHi9agdPq8aHL1oH36Jxa0Y8wGf5ZwqKMPV3JleVUwiKMRYRFGesTFipcTFg950rOcWqA9+gcx3Gcdo336BzHcZx2jSs6x3Ecp13jis5xHMdp17iic4oiaagkkzSl3rK0NJLWlHSJpLclLYnXYWQqfWVJZ0t6Q9LimD62fhI7HZ3o8dwkHVFvWVob7mHcaVVIGkowqfW8md1eR1HuIBjbXUCwJbiIBvc6ENwRHUKwI/hSzPciDgDx5Wh94EgzG1ki31CC2bKaLb+PS/qPAObW2kSY0zZxRee0NoYCZxCMDddF0UnakgYlt2nhpvfot+77BMO3X82yZenUlQGEe+gtgr1Rp4PjQ5eOsyKbxeNLRSy7DCRY/n/PlZzjtH5c0TnOiiTOLBdWme44TivCFV2NkbRhnBBeHD1FF8v3s5hvBRc2kraUdJ2kqZIWSXpf0n2SDihS14BYl8XwrpLulzRX0seSnpC0bw3O7WhJE2KdH0i6s5xjTklfkfRPSdPiucyWdHc0GVaY1whDTgCHJ+dUuCBG0vBkcYik7jH8sqQFhQtnJK0u6deSnpf0UZT9RUkjolPSdN4jogwjY9SQAhmS9LExff2C9KEF9W0h6SpJkyV9En+PsZIOKnKtjkgWtShwrKTn4nl9IOn26Diz1PXeW9Idkt6N9+C7kv6tlHPXgvwjY5vDJa0m6RxJk+JvNU3SxZLWLNVmcyFpSnJdJX1O0g3xfD6R9IpSTkxTZcYS5/xY8fexOH+Xzt9bweHvi6n743lJp6rAOWzMX/hf21fSA/E/uvweKLhHu8b6Xomyz1L4f/cvce6dJB2s8L+fHX/LaZKukbRpBdeuj6RLU/+7SfE8V87IW3hOe8d7cF6870ZJ+nwq/7aS/iPpvXhvPi6pmAPYpEzFz4FaXL8VqLdDvPb4ocGh5o9K5HmODAeVBMegidPLeQS/YFNpcIZ4FSUcgwJHEfxkzSR4AJ8X45cR/K3lOY+hsewUGhx7TosyzafBqeO+RcqfmZLrA4JD1VmpuDMK8o+jwQnqzBhOPv9K5Rse8/yTYG7MgNfi+f4vlW9dgiNUI3hSeJHgjfrTGDcJ2DCVf8/Y1uup65+WYft4fJEG56Hp9C+m6jqaBgeeHxIWtExPnfvVGdfriJg2Frg2fn8jypw4cp0LfC6jbKd4byT1z4rXew4NDjp/kFFuZEz/UzyvpQRHoq/T4Az1WaBbzntnCkUcsBa5x6xEHf8Xf4uP4m88I3WeFxWU+WuJ32cc0C+Vdxsa7sdFBOe3r9PgBPhZYM0S/7WfxeN7hPtwGtEZMA336A0Ef4zLYv3/S9X/NvCZjPNeBbg71c50wvMi+c8tIJjYKyw3Nqb/OpZZFM/hrVRdd2aUS5/Tj1JtPhvbsngfDST46EucAz9DuLeNcK/vVIvnQFOvX6YMeR/i/qnoT35s/CEeL5I+KHXDrp6K3yz+OY2gWFZOpX03lXZCiRt1AeEhm5h3Wwn4R+rG6JTjPIambuIlwOGptFVoeEjOAfoUlD2chgfu/gVpB6T+ILsVpCU3+MgSciV5lhIceH4+ldY99f3hmO9FYONU/Abxz2bxz9qpoP4jKOJ9ueC6TCmSvjNBmX5MePHolEobQsOD+qgi7S4G3gG+kkpbh4YH+A0ZbZ5Bg2IckopXvB+XEh5QgwrKjUy1+RjQP5W2Aw0P16Nz/gemUDtFt5jgMHSVVNpPaXiBG5jn94l5+hCc/BpwAbBGwf8peVm9vsR/bRHBMWyn1LVeqeAeXUx42RqUqmMQDS89Z2XIdnXq3twqFd81Ve8HwFoF5cam2rwN6JVK+xYNL3iF/7n0OX0MHJZK+wwNL5P3E160TgE6J/83YBRFnnc0/TmQ+/pl/t55bl7/VPYheOJO3sA3ykg/O6bdWBCfvJGPL1Jv8uO/A3QtcqNenFGuT0qeL+Q4j6Gpei/KSO9CsMxuwG9S8V1p6IXuVqTuE2L6fUXOcWQJuYan5BpcJM9ONDwIt8hI34iGN8N9CtKOoGmK7ilKKAeCR28DXi/SrpHR+yb4+DNgTkF8L8IDalHWucY8F8SylxfEj4zxC4H1Msr9KabfnvM/MIXaKboXyHhBo+Fl5cQ8v0/Mcw4Z/8FU+toEJf8psG6R/9oK/4mMe3QZsE1GeqKony+IHxTLzAY+W6TuW2PZ0wrix8b4d4HVMsrdFtMvLIhPn9NfMsrtkUr/T0b6Zqn0NVPxtXgO5Lp+xT4+R9cMmNkcwlsOhL1Wy5EkwvAkwHUFRfeKx2JLov9MeDj3A75YJM/lGfLMIroKITzgq+GvGfUuBS6JwT1TSdsRhg2nmNmYIvUlWwd2lNS5Spn+Z8VXPSbX8n4ze6kw0czeJOyVS+dtMpLWJQyJfcKKv2/C3YQe8saS1slIn2Nm/8qIfyoee6rx/O9ehB7241nnGkmu99Ai6fea2dsl2qz2vqkFV5rZsoz48fFYjWyJY9u/ZSWa2QzCEH0nwktTFiMraOe/ZjY+I77YdT2A0DO808zeKVJnud/yH2b2UY4201yREfdsqXQLXkqShVlp/4q1eA7kvX6Z+D665uM6wnDBIYQx6oSdCD7bZgLLf3yFhRF9YzDzYWVmcyRNJ2zE3ZSGP3qaN4rIMwvYBFit8lNYzhKC+5gsXo7HTVJxycR1T0njipRLNgevTOiRzKpCrlJugBJ5ij34IQwF7k+4lrViq3g04P7wXpOJxeM6hGGYNG8WKZO+RqsB78fvyfXetMT1ThYhrFskvdR9k7RXL2oqm6RVaXggnytpSZGsA+Ox2DWrxA1VXtmT33LnEr9lzzJyNeV6Zd1775VJT/KsV1B3LZ4DNfntXdE1H6MI4+ifk7SdmT0Z45Me3j9ijyhh9dT3mSXqfZeg6FbPSjSzj4uUS96Iq7E+8X6RN2pokDUtT8/U8asV1L/C6rYKKXauaXnKXct03lqQnHt3qj/3zPMys2UpxZn+HZM2+8VPKboXia/1ffNpPJbrrSfPoGL3F9Retp6p79tUkD/z/izxX0tTTvZCEtnWj5/cclXQZvG3r4xzMjNL3XfF6k5e3LLuy6Y8B/Jev0x86LKZMLPFwM0xeAiApJVoGDIpHNaan/rel+IkD7L5JfLUml6Fy7hTJLKm5UmGTUabmSr4TGkGmRN5WvpaJuf+WoXnPraGbf6tkjZr0F4lzIvHclsTPhOPc5tRlkLSw3qfreCaDa+DbKdWINeAFpSrGlrDcwBwRdfcJMrse5K6AvsQ3m5eNrP0uDdmNo+GHsYWWZUpmJ5K5nRerb24RekKbFwkbVA8vpaKS4YLt1CJsbsiWPksFZHIk3ktC9JqeS2Tc98gDpG1BEmbW7ZQe5WQXNMvlMmXpNfyNyh5D8X/2rQYbE3XDFrnb1ktTXkO1BRXdM2ImT1OGNPuTVi5lAxbFlukcE88nlgk/QTCUM+7NJ4gbgmOL4yIk8fHxeC9qaRxBBnXAb6Xs51kUrvYEFul3B2Pu0paQdlJ2hDYLwZHFaZXS1zk8hzQDfhJreotw12ExS9fkbR9C7VZjuT67yupd1aGuHk5WZh1T1aeKqnkHkoW+5xU74dwAf+Ox29J2qCukjSdpjwHaooruubn+nj8CWF1nBE2QWbxR8IS8a0lXRiHOgGQ9G3g1Bg8u2B+r7lZChwrafkK0mg14u+EPWnzgMuSNDNbBPwyBq+QdFTs0ZIq31fB8scvaUwy2b1NU3pEZvYI8AhhzuBGSct7pJLWJwwrdwYmUNuHLMDJhDmq30n6ZaGFDUk9JR0i6dxaNGZmM4E/xOAdkvYvHGqWtL6kkyUNq0WbFXAzoVe9BvAfSenFSsnq1H8T5qFmEfbJ1YpJ8dhHxS3JnEN4CO8BXFe4+lVSN0lfl3RzZulmwsz+S1jN2Z2wmGnnwjySNpV0pmpg7ag5aeJzoKb4YpTm53rCZt7dYvghyzYUjJm9IukHBMv9PwWOkPQ6YS4pMXczkoyl/s3MdMIy4OsknU3Yx7cpYRHHUsJeqUaLPszsGkn9gN8TFOKFkl4jKID0+VxT0NZ9hD1EA4Cpscwi4F0zOzCn3AcTrCpsCbwq6X/EfXUEJTcZ+G6JhTZVYWYPSjqSsNXjbGC4pFcJ59Gb8HIgwob2WjEi1v1j4BZgrqQ3Yjvr0DAfeWZ28dpiZosl7Ufo2W1PuP6TCKvzehJWNIrwW3/LzN4vWln+tmdLGg3sDkyQ9BIN80UHmtm7ZjZT0l7Afwj3yUHxvzYH6EFYtt6tVjLl5DjCf+sA4EFJswh7CrsQ/hfJvOaR9RAuD014DtQU79E1M2b2BvBEKur6Ynlj/huBL8d8HxHmMFYjWCX4jpkdaXHHZEtiZicCxxAeVJsTbtRRBOsdme50zOwcwn6/Kwhvz4MICvJjwgPmKELvJ11mPrArYY/bEmBrgjWR7aqQeRowmPCi8RLh4TWQMB/0W+BLZjapeA3VY2bXEa7Tnwm91M8RFOwygjL/KQV7LJvYnpnZTwjbV24kWJzYknDO7xN6WAcRNo63CGb2KmG7xc8Jw1g9Cfd2P0JPegSweRzirzWHEPbIvUtY5j4kfpbbejSz5wi/yamEfVl9gS8R/m9PE++RZpCtJGb2iZl9m2BY4DbCy+QXCb3faQSlsB/BBF6rp5rnQK1RHZ6ZjuM4jtNieI/OcRzHade4onMcx3HaNa7oHMdxnHaNKzrHcRynXeOKznEcx2nX+D66OtC7d28bMGBAvcVwHMdpM0yYMGG2ma1VTVlXdHVgwIABPPNMMTdqjuM4TiGS3qq2rA9dOo7jOO0aV3SO4zhOu8YVneM4jtOucUXnOI7jtGtc0TmO4zjtGld0juM4TrvGFZ3jOI7TrnFF5ziO47RrXNE5bZbZs2dz7LHH8v77NXNO7ThOO8QVndNmOe+883juuec4//zz6y2K4zitGFd0Tptk9uzZPPTQQwA88MAD3qtzHKcoruicNsl5553XKOy9OsdxiuGKzmmTjB07tlH4wQcfrI8gjuO0elzROW0SMysZdhzHSXBF57RJ1ltvvUbh9ddfv06SOI7T2nFF57RJzjrrrJJhx3GcBFd0Tptk4MCBy3t166+/PhtvvHGdJXIcp7Xiis5psxxzzDEA/PCHP6yzJI7jtGZc0TltliuvvBKAK664os6SOI7TmnFF57RJXn/9dSZPngzApEmTmDhxYp0lchynteKKzmmT/OY3vykZdhzHSXBF57RJkt5cwqRJk+okieM4rR1XdE6bZIMNNmgU3nDDDeskieM4rR1XdE6bZMSIESXDjuM4Ca7onDbJwIEDWXvttQFYZ511fB+d4zhFcUXnOI7jtGtc0Tltktdff50ZM2YAMH36dN9e4DhOUVzROW0S317gOE6ltFtFJ2mQpAckLZA0Q9IISZ0rKNdD0tWS5kiaJ+kGSb0y8vWS9DdJ70paKOlVSYc1z9k4hfj2AsdxKqVLvQVoDiStCdwPvAx8E9gIOJ+g2E8vU/wmYBPgKGAZcA5wO7Bjqv41gEeAj4CfALOBQUC3Wp6HU5wNNtigkbLz7QWO4xSjXSo64FigO7C/mX0IjInKabikc2PcCkjaHtgdGGJmj8S46cBTknY1s/tj1tOAlYDBZrYwxj3UjOfjFDBixAgOPfTQRmHHcZws2uvQ5Z7A6AKF9k+C8htSptzMRMkBmNl4YHJMSzgSuDKl5JwWZuDAgcs3jW+44Ya+vcBxnKK0V0W3KfBqOsLM3gYWxLSKy0VeScpJ2gDoA8yVdLekxZLek3SBJB+6bEFGjBjBqquu6r05x3FK0l6HLtcE5mbEz4lp1ZRLJoH6xeO5hF7iHsBWwO+BpcAvqpDXqYKBA5smyDYAACAASURBVAfy4IMP1lsMx3FaOe1V0QFYRpyKxOcpl/SC/2dmR8fvD0paHThN0nAzW7BCBdIxwDHAcs/YjuM4TvPTXocu5wA9M+J7kN1jK1euZ6rcB/FYuPjkQcIClY2yKjazy81ssJkNXmuttUqI4FTKmDFj2HbbbXnggQfqLYrjOK2Y9qroXqVgLk5Sf2BVsufgipaLpOfu3gQWZ+RRPC7LJalTNWeeeSYAZ5xxRp0lcRynNdNeFd09wO5xODHhe8BC4OEy5fpJ2iGJkDSYMD93D4CZLQbGAF8rKLsLYbHLG02W3inLmDFjWLJkCQBLlizxXp3jOEWRWbkpq7ZH3DD+MvASYcP3hsAFwIVmdnoq3xvAw2Y2LBV3LzAQOJmGDeOzzCy9YXwbYBxwA/AP4PPA74DfmtlZ5eQbPHiwPfPMM009zQ7NDjvssFzRAXTt2pVx48bVUSLHcZoTSRPMbHA1Zdtlj87M5hB6WJ2BO4EzgT8BhWNcXWKeNAcSen1XAdcCE4BvFdQ/HtiXsNryTuCnwFnA2bU8D6c4aSWXFXYcx0lot6suzexlVhxeLMwzICNuLmFD+JFlyo4GRjdBRKcJSCI9GiGpRG7HaXlmz57N6aefzllnnUWvXiuYy3VakHbZo3PaP926dSsZdpx6c+WVV/L8889z5ZVX1luUDo8rOqdNsssuuzQK77rrrnWSxHFWZPbs2YwaNQoz46677uL999+vt0gdGld0Tptk3rx5JcOOU0+uvPJKli0LO42WLVvmvbo602rm6CQNBHYC1gN6E7YCzAKeBx7NsjbidFwef/zxRuHHHnusTpI4zoqMHj260faXe++9l1/8wq0D1ou6KjpJnwWOBoYB6ybRBdkMWCppNHCpmd3TgiI6rZTCbTHtcZuM03bZfffdufPOO1myZAldu3Zljz32qLdIHZq6KDpJPYHfAD8iOCudBtwMPA28SzCz1R3oRbBKsh3wdWBvSf8DfmZmY+ogutNK6Nu3LzNnzlwe7tevX4ncjtOyDBs2jFGjRgHQqVMnhg0bVqaE05wUVXSSqrY8HF3ilOINYBXgGuAaM3u8TP5kE/j3CYaR75X0UzO7qFoZnbZNly5dSoYdp5707t2bvffem9tuu4199tnHtxfUmVJPhymUt/SfhZWpF0Lv7XdmNqPiSsMm8EuASyR9m9ATdDoo06dPbxSeNm1anSRxnGyGDRvG5MmTvTfXCiilkK6lOkVXFjP7URPL/7tWsjhtk3XWWaeRslt33XVL5Haclqd3795cdtll9RbDoYSiM7MjWlAOx8mFL0ZxHKdSfB+d0yaZMaPxqHfhUKbjOE5CvVZd3ldlUTOz3WsqjNMm2WCDDZg8efLy8IYbblhHaRzHac3kVnSStgZ2B9YheNQuxNJub4pQrb0mH59yADjppJP4yU9+0ijsOI6TRcWKTsE8/EjgEMKmbqPx5m5LxZdTdF1zSek4BTz00EMrhLfeeus6SeM4Tmsmzxzdj4FDgeuAwQSldiHwFeA0YD7wT4KT05KY2afVfnKfodMuGT26sYeke++9t06SOI7T2smj6A4HXjOzI8zs2Rg318yeNLM/ADsDB1DGB5zj1IJtttmmUXi77barkySO47R28szRbULYW5dZ3syek3QXwazX1dUII6kX8GVgTVb0/J20c2M1dTvtizfffLNR+I033qiTJI7jtHbyKDoBaV8oHwOfKcgzkWCTMheSugAXE7x6Zyo4Gub/XNE5vP12Yytzb731Vp0kcRyntZNH0U0nrLRMmETofaXZmKAA8zKC4MVgMvAPYCqwtIp6nA5C9+7dWbhwYaOw4zhOFnkU3XgaK7Z7gJ9L+jVwKzAU+CZwVxVyHEww9PwF9zvnVEJayWWFHcdxEvIsRrkF6Cxpgxg+F3gLOBN4AfgrMBf4ZRVy9AVGuZJzHKe9MH78eLbffnuefvrpeovS4alY0ZnZ7Wa2mZlNjuEPgC8CvwAuB04FtjSzV6uQYyqwehXlHMdxWiWnnXYay5Yt49RTT623KB2eJpkAM7N5wHk1kOMa4FhJa5jZhzWoz3Ecp26MHz+e+fPnAzB//nyefvppN2hQRyru0Um6StI3yuTZR9JVVcjxB+BJ4D5JO0papYo6HMdxWgWnnXZao7D36upLnh7dEQRnrP8pkWcrwsbyH5SqSNISsu1WdgHGxjxZVlDMzLLsazodjJVXXplPPvmkUdhxWgtJb65Y2GlZau29YCWgEjNdT+EGmp0mkFZyWWHHqSerr756I+W2+uq+BKGe5FV0RZWTpJWAnYB3y1ZitkPOdh2nEV26dGHp0qWNwo7TWjjllFM4/fTTl4d96LK+lHw6SJpUEPV/ko7MyNoZWIvQo3Pf8U6zk1ZyWWHHqSfPPvtso/CECRPYZZdd6iSNU24xSieC6a20W56szxLgReAc4OfNJazjJASvUcXDjlNP3LtG66Jkj87MBiTfJS0D/mRmI5pLGEl9CN4PSjl1Pbu52nfaDp06deLTTxumgzt3LmYi1XFant13350777yTJUuW0LVrV/bYY496i9ShyTOxsTNh1WWzEE2J/YrGTlmTnmT6uys6p5GSAx+6dFoXw4YNY9SoUUB4KRs2rJwvaqc5yWMZ5WEzaxYT8ZK+TzAl9gRwIEGpXQccRnD5s4zg1DW3ZwTHcZyWpnfv3uy9995IYp999qFXr171FqlDU7RHJ+mw+PU2M5ufCpfFzAr91pXjRwTvCF83syWSbgImmdn1wPWSbiXs37shZ72O4zh1YdiwYUyePNl7c62AUkOXIwlDhU8C81PhUiTDi3kV3ZbATWa2JBW3fNLFzO6WdB/BruaoSiqUNIhgaHp7grHpK4AzzazkPj9JPYALgf0IPd67gBPM7P1UnpGEjfGFbFalrU8nJ6uuuioff9zgEWq11VarozSOsyK9e/fmsst8EXproJSi+wFBab0Tw1nbCmpFN2B2KrwQ6FGQ5yXgmEoqk7QmcD/wMsF10EbA+QTFdXqJogA3EbypH0UYMj0HuB3YsSDfq6x4TaZUIp/TdAYNGtTIKvygQYPqKI3jOK2ZoorOzEYWhK9pRjneAfqlwlMJvbw0n6UyqysAxwLdgf2jkegxktYAhks6t5jhaEnbA7sDQ8zskRg3HXhK0q5mdn8q+8dm9mSF8jg15rnnnmsULty35DiOk5DHH11z8jywRSr8ILCTpO9LWknS7sC3Y75K2BMYXaDQ/klQfkPKlJuZKDkAMxtP8Hy+Z4VtO47jOK2I3IpO0mqSDpV0gaQr4/FQSU2ZJBkFfDHl1PUcwrzg9cAC4O4o668rrG9TwtDicszs7VjXpnnKRV7JKDdI0oeSFkkaJ6mUAnVqzDbbbNMovN1229VJEsfJZvbs2Rx77LG8//775TM7zUouRSfpOwSv4iOBEwlzVCfG8FuSvl2NEGZ2lZl1Szl1fQvYGvg7oXd3FbCtmT1eYZVrEhagFDInpjW13HPAz4B9gYMJC2fGSNomo6zTDEyZMqVRePLkyfURxHGKcNFFF/Hcc89x8cUX11uUDk/FG8Yl7Qb8g7BA41qCO513CXNrOwMHAf+QNLdgLqsqzOxNwlxb1VVkxKlIfK5yZvbnRonSKMLCl9MIqzVXrEA6hriYZr311isjglOOGTNmNApPnz69TpI4zorMnj17uRmwe+65h+OPP9730tWRPD263wCLgO3M7Egzu8bMRsfjEcBXCDYvf5NXCElrSyp5F8Qh07UrrHIO0DMjvgfZPbZy5XqWKmdmCwnDq18qkedyMxtsZoPXWmutEiI4jtPWueiii1i2bBkAy5Yt815dncmj6L5I2OuWubzNzJ4BbqbEw74E04AZkkr14H5GWI1ZCa9SMKcmqT+wKtlzcEXLRYrN3RXiPvYcx2HMmDGNwoVGnp2WJY+iW0TDnrpizIj5qqELcLGkP1ZZPs09wO6S0t4Ov0fYn/dwmXL9JC33lydpMLBhTMtEUnfCqswJTRHacRzHqT15FN2jQDmHqV8FHimTpxh/JiihkyT9W9LKVdYDwSfeIuBWSbvG+bHhwAXpLQeS3pB0ZRI2syeA0cC1kvaXtB/B7Ni4ZN5RUg9Jj0r6oaRdJH0PeIjgceH3TZDZcZx2wtprN55lWWeddeokiQP5FN0pwJaS/iBp1XSCpFUlnUvYC/fLKmWZSzDafD2wP/CQpKoms8xsDrALYTXknQSD0X8CzijI2oWUqbHIgQSFexVh0c0E4Fup9EXAewQLK3cDl0fZh8ThW8dxOjjvvfdeo/CsWbPqJIkD+dz0nAK8QHCseoykZ4GZQF/CvFwPQm/ulAInmGZmFVk1NbOlwOHRs/kZwBOS9jaz13LImdT1MsG3Xak8AzLi5hK2TWSaPDOzTwiK2HEcJ5M999yT2267DTNDEnvttVe9RerQ5FF0R6S+9yRbiQxhRcsjBuQy321mZ0Zl93fgsWr35znNxwUXXMDEiRPrLUYjjjvuuLq1vfHGG3PSSSfVrX2ndTFs2DDuuusuFi9eTNeuXd2DQZ3Jo+g2KJ+ldpjZdZKmArcC9wL/bcn2ndbNuuuuy7Rp0xqFHae10Lt3b/bZZx9uu+029t13X99DV2cqVnTN5XS1TJtjJX2FYCJsa3z5fquhNfRett122+Xfb7nlljpK4jgr4v7oWg95enTNydFAsf15r0ralrCisXuLSuW0apJe3amnnlpvURxnBdwfXeuhKkUnqTPQG1gpKz0aUK4YM7uyTPpsKvRF53Qc+vTpQ58+fdhvv0yra47jOEBORSdpS+APBNuWmUqOMLzYWnqKjuM4Tgcnj1HnTYHEe8AYguX+/xK2GHyJ0MN7CMjVm0vV35OwsnMbgqeAwv1tELYq7F5N/Y7jOE7HJE/P69dAV2BrM3tR0jLgNjMbETeQ/wXYi8bbECpC0kCCN4S+BE8BxfDFKI7jOE4u8lhGGQrcZWYvpuIEYGYfAz8kWP//bRVynEdw93M+MJCw6KRrxqdbFXU7juM4HZg8PbreQHqH8FJglSRgZkslPURjc1mVshNwj5n9ooqyjuM4jlOUPD26D4DVUuHZQKEH0cUEU2B56Qy8VEU5x3EcxylJHkX3JjAgFZ4A7CapDwTDzsA3gclVyDGBMGTpOI7jODUlj6K7D9g55bngMuAzwHOS/gW8CKwPXFGFHL8F9pa0YxVlHcdxHKcoeebo/g68Rlgo8rGZjZJ0IsHP2wHAAuAc4K9VyNEXuAO4X9L1hB7e3KyMZnZjFfU7juM4HZQ8ti7fAW4qiPuLpIsJC1VmmVm1y/+vJ2wdEA0ucgrrUoxzRec4juNUTElFJ+lzZvZGqTxm9ilh03hS5k9m9n855Tg6Z37HcRzHqYhyPbrRkrY3s4rc40o6GzgByKXoytm6dBzHcZxqKafoNgDukTTUzOaXyijp1wQv5C3uzsdxHCehtTgFnjp1KgD9+/evqxzuFLj8qsvfAl8EbpPUtVgmSScDZwIzgF1qJ57jOE7bZOHChSxcuLDeYjiU6dGZ2RmS+hHm0K4DDizMI+l44FxgFrCLmU2qRhBJ3YFjgd2Bdcj2jmBmtkk19TuO0zFoLb2X4447DoBLL720zpI4lay6PA7oA3xH0iwzOyFJkPQDgjHnD4DdzOy1aoSQ1AN4BNgS+BhYFZhPUHbdCKstZxHMjjmO4zhOxZTdMG5mywg9uceA4yWdBiDpYOBy4ENg9wJjz3n5FUHJ/ZAGE2LnE2xp7kRwB/QK8LkmtOE4juN0QCqyjGJmiwj+5/4H/FbS5cBIYCGwj5lNaKIc3wQeNbO/R8WatLvMzMYBexIU4a+a2I7jOI7TwajYBJiZzSPMn70NDCMYcP6GmT1WAznWI1hDSVhGao7OzGYCd5MxR+g4juM4pSi3Yfw3GdGPE2xajgd2zLBPaWaW1yfdQuDTVPhDglmwNO8C6+as13Ecx+nglFuMMpwG01wJiWmuIYT5M6XiEzNdeRXdVBorsZeBnSR1Sg1lfpWUBRbHcRzHqYRyiu7MFpECHgYOkKRoL/Nm4ELgTkn/IXg33x74WwvJ4ziO47QTyu2jaylFdw3BK8K6hN7dJcCuwD6EhSgATwKnt5A8juM4Tjshj5ueZiOu2jw6FV4KfEPStoQtBVOAJ9IrMh3HcRynElqFoiuGmT0FPFVvORzHcZy2Sx4P482GpNcl/bhMnuMkvd5SMjmO4zjtg1ah6AjDk58pk+czwEYtIIvjOI7Tjmgtiq4SViNsUnccx3GciqmbopO0dvKJUWuk41Kf/pK+CuwPTM5R/yBJD0haIGmGpBGSOldQroekqyXNkTRP0g2SepXIv58kk/RMpbI5juM4LUc9F6NMo2HzOQSv5KU8kwv4eSUVS1oTuJ+w8fybhCHP8wmKvdwWhZuATYCjCKbIzgFuBwotwCBpZeACfCO74zhOq6Umii4qlsVm9nGOYjfSYE3lIOAl4IWMfJ8C7wMPmNndFdZ9LGFf3v5m9iEwRtIawHBJ58a4rPPYnmDPc4iZPRLjpgNPSdrVzO4vKPJzYDrwJrBFhbI5juM4LUjFik7SLgQlcLaZzYlxfYB/ATsASyVdbGYVeT00s0NSdR8E3GJmI/IIX4I9gdEFCu2fhN7ZEODOEuVmJkouyjle0uSYtlzRSVoP+EWs74TCihzHcZzWQZ45up8QekhzUnHnEYb03iD0un4q6btVyHEowVh0rdgUeDUdYWZvAwtiWsXlIq9klDsfuNnMnm2CnI7jOE4zk0fRbQWMSwKSugPfBsaY2SaEea2phGHDvIwkmPuqFWsCczPi58S0JpWTtDOhd+v+8RzHcVo5eRRdH2BGKrwtsDJBSWFm84G7CAovL7No7CGhFlhGnIrEV1xOUhfgL8DvzOzdSoWRdIykZyQ9895771VazHEcx2kieRTdIsICj4QdCQ//R1JxH1J+43cWo4Ghkmql7OYAPTPie5DdYytXrmeq3NExfI2knpJ6At2AzjHcNatiM7vczAab2eC11lqr0vNwHMdxmkgeRTcZ+FoqfAAw0cymp+L6A7OrkONXBOXx97iCs6m8SsGcmqT+wKpkz8EVLRdJz91tQvCy8C5BMc4Bvg98IX7/XlMEdxzHcWpLnu0F1wAXSnqKYKFkS1b0V/cl4LUq5LiGsJjlSOD7kiYRFEnhMKKZ2e4V1HcP8HNJq8chVQgKaCHB912pcr+WtIOZjQOQNBjYMKYBXETYV5fml8AGwA8JC1ccx3GcVkIeRXcpsB1BYYiwRP+cJFHSNsBmwD+qkGPX1PfuwObxU0i5+bWEywhL/m+VdA5BUQ0HLkhvOZD0BvCwmQ0DMLMnJI0GrpV0Mg0bxscle+jM7A3CKlNS9RwB9DazsRXK5ziO47QQFSs6M1sCHCTp2BBc3lNKmAR8keA7Li+Z81rVYmZz4r6/iwgKeS7wJ4KyS9MFKDQLdmDMexVhaPcufJ+c4zhOmyW3ZZRiVkXMbDbVzc9hZp9WU65MnS/TeE4xK8+AjLi5hCHUI3O0dURO8RzHcZwWIreik7QWYSHKZsCqZnZUKn4D4EUzW1hTKR3HcRynSnJ5L5A0jDA0eTHBUkq619MXeIJgt7IqJH1b0r2SZkpaJGmWpHskfbvaOh3HcZyOTcWKTtJuwOXA68C3CItTlmNmLwH/A/arRhBJIwmeA74O9CbsyetFsEByk6Rrq6nXcRzH6djk6dGdArxDsOz/H4I1k0JeAAblFULSMcBhwPPAHkB3M1uLYHllD+A54OCYz3Ecx3EqJo+iGwzcVWwxSmQa0K8KOYYBbwE7mtl9ZrYYwkpPM7uP4CHgbYKPOMdxHMepmDyKrhtQzt9cT4L/uLxsDtxmZguyEqOfu9uoorfoOI7jdGzyKLopwJfL5NmW6iyjVLIRvNLN4o7jOI6znDyK7g5gR0nfyUqUdCTweeCWKuR4FdhP0spF6l6ZsMjFzWs5juM4ucij6M4lzJP9Q9JNwPYAkn4cw5cDE4G/ViHH1cAAYKykIZI6xbolaUfggZh+dRV1O47jOB2YPCbA5kgaAlwLpHt1f4nHR4GD4nxaXi4lLDj5DvAg8Kmk9wjbDLoQbGveQsGWBsdxHMcpRy7LKGb2NsFv3OcJPbpewDzgSTObUK0QZmbA9yTdBfyAYDOzHzCfsLXgKjO7rtr6HcdxnI5LbhNgAGb2AmHPXE2JyswVmuM4jlMzcpkAqyWS1q1X247jOE7HIVePTlJX4JvANsCarOjiBsJI5LAKqntL0uuEObkHgIfMbE4eeRzHcRynHBUrOklrA2OATQmLQ4phBEsn5ZgGbBI/xwIm6XmC0ruf4OzUvSA4juM4TSJPj+58GjyI/x2YCiyttmEzW1/SRgSfcV8Ddga+FD8nA4slPUlQfA8A45vDb53jOI7Tvsmj6L4OPGJmB9eqcTN7E3iToDiRtAVB6e0C7ETYcjAEOBP4SNLDZvaNWrXvOI7jtH/yKLqVgaeaSxBY7urnJeAvcdP4lwmK72BgC2Dv5mzfcRzHaX/kUXQvAes3lyBpJPUkDGUmw5qbxaTFLdG+4ziO037Io+j+CFwraZCZvVxLISStQhiqTBTbVoQVnUuBZ4CzgYeAx2rZruM4jtP+KaroJO1UEDULuBN4XNKfgQnA3KyyZvZIuYZj/bsQFNs2QFeCi59nCQtfxgKPVmlSzHEcx3GA0j26sWS7xhHw6yJpCVn767LqX0bwKv5XQo/tETObX0FZx3Ecx6mIUopuBM3vA64TsAawOrAasArBvqXjOI7j1ISiis7Mhjdz21+lYU7uUOBowqbxVwi9uweBh83sg2aWw3Ecx2nHVGXUuRaY2RPAE8BZklYCdqBh4/gPgeOBZZJeoEHx+dCm4ziOk4s8JsA2IvTCRpnZ+xnpvYG9CKa7JuURwswW0WABBUmrAUNp2GLwU+BEwirMlfLU7TiO43Rs8vTofgnsRzABlsU84DyCg9TjmiKUmX0k6V5gTqy3C7A5deyBOo7jOG2TPIpjKHC/mS3JSjSzJZLGEHpgVSHpSzTM2+1IWJwCYaXnPODhaut2HMdxOiZ5FN06wL/L5HkbqNgWpaTNaFBsQ4GeSRKwkAYXPg8Cz5jZshzyOo7jOE4uRbeYsBWgFKtT4ZYESdOBfkmQMP/2JA3K7XEzc5NfjuM4TpPIa+tyb0knZg1fSuoG7ANUah7ss8B/aVBsj5jZRznkcRzHcZyy5FF01wOXADdLOs7M3k0SJPUDLgP6A+dWWN9aWas3HcdxHKeW5FF0lwMHAN8Edov726YT5u4+T1g4cj9B4ZXFlZzjtD8uuOACJk6cWG8xWgWvv/46AMcd16RF6O2GjTfemJNOOqkubVes6MxsmaS9CE5QjwO2SyXPBS4EzmwtC0YkDSLY0NyeIN8VBPlKeimX1INwLvsRTJTdBZyQVsySzgT2J7gtEvAa8Eczu6kZTqUR/iBpwB8kjanngyRh4sSJvPziM6zTY2ld5WgNdF4aTP7Oe/vJOktSf6bPq+/OsFytx7m50ySdDmxKWCU5F3i1tSg4AElrEnqXLxN6oBsRPCJ0Ak4vU/wmYBPgKILR6XOA2wnbHRLWAEbG+j8Fvg38U9KnZlZuZWqTmDhxIs/89yUWr9KrOZtpE3RZFG65xye+U2dJ6k+3Ba1ngGSdHkv50U6Zjk2cDsolj/Qsn6kZqUrNRqVWU590NeZYoDuwv5l9CIyRtAYwXNK5MW4FJG0P7A4MSVwNxdWhT0na1czuBzCz/ysoep+kzYHDKL8Fo8ksXqUXMwft29zNOG2Ivi/fWW8RHKfV0qnSjJI6RwephfFfk/RnSWdL2qC24lXNnsDoAoX2T4LyG1Km3My0Pz0zGw9MjmmleB/oVp24juM4TnNRsaIjmPf6IM5hASDpQGAM8BPgFGC8pP61FbEqNgVeTUeY2dvAgphWcbnIK1nlJHWR1FPSwcDXqXAhjuM4jtNy5FF0OwEPmdm8VNwZhDm6w4BfEObscs+GS7pKUuFwYFNYk2zv53NiWpPLSdoOWBLTRgI/NbPbi1Us6RhJz0h65r333istveM4jlMz8ii6/sAbSUDShoRFG381s+vN7DzgHmCPKuQ4COhTRblSFPOOXs5yS6XlXgS2BnYDLgIukvT9opWaXW5mg81s8FprrVVGBMdxHKdW5FmMsgaQnvP6KuHhf28q7n8E1zp5mUJtFd0cGuxmpulBdo8tXS5LCyWrS5djZh8Dz8Tg/XFI9xyKe3dwHMdx6kCeHt07QHqxya4Ew8sTUnGrEWxW5uVGYM+4LaAWvErBnFqcO1yV7Dm4ouUixebu0jwL9JfUNYecjuM4TjOTR9E9CXxD0j6SdiXsHXuwwO7lhgRrKXk5m9A7eijW37eKOtLcA+wuafVU3PcIirmUq597gH6SdkgiJA0mnNc9Zdr8KjCtmBsjx3Ecpz7kGbr8PWHz9R0xvAw4K0mM+9SGEpbx5+WTpJqkfklZ+czMKpH5MuAE4FZJ5xAU1XDggvSWA0lvAA+b2bBY+ROSRgPXSjqZhg3j45I9dJLWB64m9EInEXqx3wIOpIkOZx3HcZzak8cE2IuStgUOj1E3mdnTqSyfB+6jujmqR6nQvU8lmNkcSbsQFoncSZhf+xNB2aXpAnQuiDsw5r2KlAmwVPpcYAbBwkq/GH4Z2NvM7q7VOTiO4zi1Ia8JsBeBk4ukjQPGVSOEmQ2tplyZOl+mjLdzMxuQETcXODJ+ssrMAw6pgYiO4zhOC5Bnjs5xHMdx2hxFe3SSDotfbzOz+alwWczs2iZL5jiO4zg1oNTQ5UjCvNmTwPxUuBTJxupcik7SbyrMamb22zx1O47jOB2bUoruBwSllfhAyZyzqhHDS6QlyjVRoq7oHMdxnIopqujMbGRB+JpmlKOYNZWeBDNbJwCjcKPJjuM4Tk7q6/Y1YmalNnHfIekmYDzV7dFzHMdxOjBtYtVlCj5SpwAAIABJREFU3NZwB3BavWVxHMdx2hYV9+gkTaog2zKC4edXgFvN7JZqBcvgbcDdajuO4zi5yDN02SnmXzuGlxK8avdK1TOD4IXgC8CBku4G9jOzT2sg67YEW5WO4zitlu+dN4sZsxesEL9271W46eRaeyNzKiHP0OXnCQabHwV2AFY2s88CKwM7xvhpwDoEP3X3AnsBPy1XsaT1inw2lDRE0vWxzTF5Ts5xHKelmTF7AWa2widL+TktQ54e3VkEf25fNbPlrnjMbBnwmKTdgBeAs8zsBEnfIbi2ORi4oEzdUyi9R0/ARIqYH3M6FvNvOI0FH8xaIX6Vz/Rh9YN/XweJHMdpzeRRdN8CbkwruTRmtljSncD3gRPMbIGkBwjufMpxLdmKbhnBGep44A4zW5RDXqedsuCDWZiteLtIYvWM/I7jdGzyKLpeQLcyebrGfAnvVtKGmR2RQw7HcVopU6dOZf7cLlzySM96i9Iq6ajXZfrcLnyoqXVrP88c3STggAJnpsuJ/ugOACanoj8LfFC9eI7jOI7TNPL06C4n+Gl7StJZwGPATKAvYaHIrwgrMk8CUPCcOhR4vlzFkh4EPgZ+amaZ2xgkHQ4cbmYlXe84jlM/+vfvzzybzo92mltvUerGw+NXyXQcvXbvVTrsdbnkkZ706N+/bu3ncbz6Z0mbAMeSbbRZwOVm9ucY7kNwwlrJSsmh8bi1pG+a2VMZeQYAQyqVt70ydepUui2YR9+X76y3KHVjZom0jnpdui14n6lTM6fPnRbGtxC0PvI6Xv2RpBuBIwh75XoQNog/B1xrZo+k8s4ETs1R/YMEu5YPSjrczP6dRzan47DaGj0y35hXW6NHHaRxHKe1k9vWZVM8iZfhEeD/gLuBf0o61cz+2AzttGn69+/P1E+6MHNQxzUSs+qgfVm1SFqp3l57pu/Ld9K//2frLYbjtEpala3LaNNyW8J+vD9IulRSq5LRcRzHaVvkViKStpN0haQJkt6U9Kykv0v6Si0EMrMZBEsr9wA/BO6StFot6nYcx3E6HrkUnaTfEVZb/gD4IrABYa5uGPCopJqYpTCzj4FvAJcCexDMi9VvyY7jOI7TZqlY0UWTXqcRvAgcBWwIdI/Ho2L8KZK+WwvBzGyZmR0P/BzYkub1cO44juO0U/L06H5CmOvf2syuMrMpZrYoHq8irJh8Dzi+CjkeJti7XAEzOx/4LuDmvxzHcZzc5Fl1uRVhC8HsrEQzmy3pX8BheYUws53LpN8KrJK3XsdxHMfJ06PrApTzM7GAKrYsOI7jOE5zkUfRvQHsU2y5f4zfC3izFoI5juM4Ti3Io+j+AWwG3CFp43SCpI2AfwODgBtrJ57jOI7jNI08w4wXEJb67w3sKWkG8A7Qj+BVvBPBYko5J6uO4ziO02JU3KMzs8XAbgQvBZOBdQkrLfvH8K+AXWI+x3Ecx2kV5DXqvAQ4Gzg7WivpAcwzs4+aQzjHcRzHaSpVr5CMyq0mCk5SJzNbVou6HMdxHCdNazGYPE3SOZI2r7cgjuM4TvuiqKKTNKnKTzXbC7oTTH29IOlpScdL6lX1WQX5B0l6QNICSTMkjZDUuYJyPSRdLWmOpHmSbkjLIqmzpFMkPSrp/fi5T9LWTZHXcRzHaR5K9eg6EbyG5/1U00vsCxwI3EswEv0XYLqkWyR9oxIFlUbSmsD9gAHfBEYAPwPOrKD4TQSP50cRHMxuDdyeSu8O/BJ4GjgUOARYAoyT9OU8cjqO4zjNT9E5OjMb0FJCxJWaNwM3S+pLUB6HA98C9oP/b+/e46Wu6v2Pv94qGikC4t0jkvesU5bo0dJAs9DKNB/6QM3SjmVaHS0qs1N2yDqWVlpqVhaG9NO85C0Vw6C8i8ZJ8xyV0BQ1NBXcYAUi4uf3x1qDw5fv7LnsDbP37Pfz8ZjHZtb3u9Z3zexhPnut77qwQNIlpCXI7mugyBNIAenQiHgR+K2kDYGJks7KaauQtBcwDhhT2S1d0jzgHkn7R8R0YAmwbUR0VeWbAcwBPoMXnzYz61P6yj26FSLi2Yj4XkS8BdgNOA94FTiZ1IpqxIHAtEJAu4wU/MbUyfdsJcjl+txLmj5xYH6+vDrI5bSXgQeBTRusn5mZrSEtBzpJG0raOreUVovcevshcDGpe1ANZt0ZmF0o60nSWpw7N5Mve7i7fJLWIwXlhxqsn5mZrSHNbry6tqRTJT0KdJG21umS9GhO75UFnfOAkE9KuosUeL5A6jK8qMEihgMLS9K78rHezveVfPxnDdbPzMzWkIYDk6R1SYNFxpAGeTxFWgJsC2AU8N/AAZLe28rqKHlR6ANI9+YOAtbL15kBTAaujoiXmigyyi5TI73lfJLeTwp0n4+IP9cqVNLxwPEAI0eOrFMFs/5r3qJ1uOC2Ye2uRtvN/0caQ7fxBsvbXJP2m7doHYa28frNtMAmkEYj3kD6Un+kciAv6vw9UoCaAHy7mUpI+i7wYdI9LpEGdlwM/CIi/tpMWVkXUPY/bSjlLbbqfJuUpA8ry5enFFwO/CQivt9dhSLiQuBCgNGjR9cLtmb90g477FD/pAHi2TlzABg6csc216T9htLez0Yzge4o4P+AQ4qrmETEXyQdCtxPClhNBTpScFwE/BS4OCLubjJ/0WwK99QkbQ2sT/k9uOp8+5Sk78zKUwyQtCNwI6nF+R89qaxZp5gwYUK7q9BnnHjiiQD86Ec/anNNrJlAtz1wXq2luiLiVUk30dqX/lHANRGxtIW8ZW4CvihpSET8PaeNJ93nu7VOvtMk7R0RdwBIGg1sm4+R07YAppH23jsyItZo38S6ixew2UPXr8lL9knrvLQIgFde185Okb5h3cULSHcRzKyomUD3MrBBnXPWJ42ObEpEXNZsnjp+DJwEXC3pTFKgmgicXT3lIA+quTUijsv1uFvSNGCKpC+QpjWcCdyR59AhaTAp6A0nzZt7i7RiMOjSBuf5tcxdQ6+ZMyf9DbPjDv6Chy382TCroZlA9wBwmKSJEfF88aCkjYHDgD/1VuVaFRFdkt4NnA9cT7q/dg4p2FVbByiuunJEPvci0qjUG0hBs2Iz4K353zcU8j5BGpiz2rhr6DXuGjKzRjQT6M4nTbq+V9I3gd/z2sarY4GvkgZynFSrgApJr5JaS7tExJz8vJEBGhERDdU5Ih4C9qtzzqiStIWk1U1KVziJiLk0Pp/PzMzarOFAFxFXSNqVtM7jhSWnCDgrIq5ooLjbSIFtceG5mZlZr2p249X/lPRr4DjgbeSNV4H7gIsaHS0ZEWO7e25mZtZbml7JJCJmAjNXQ13MzMx6XZ9Y1DnvY9ftvb28R91ja6pOZmbWGZpu0eW94XYiDa8v3SeuevX/Bo2ifCWTasOAbZos18zMBrimAp2k04DPQd1ly5raKLVBG5Dm8pmZmTWsmUWdTyHt0L0I+AVpUedXWr2wpOLKxsNK0iAFzZGkOXruujQzs6Y006L7BDAPeHvZhPEWzGXlKQUn50ctIq2JaWZm1rBmAt3WwE97KcgBTCEFOgEfJa28cn/JecuBBcCMiLi5l65tZmYDRDOB7tkmz+9WRBxb+bekj5IWdT69t8o3MzOD5gLXFcCHJK3Xi7sMABARfWKag5mZdZ5mAszXSGtb/krSG1ZTfczMzHpVzRZdjcnZg4AtgfdJWkT5bt0REdu1Upm8Y/c4YCtgvRplH9dK2WZmNjB113W5FqsutPwK8GTV87JV/Jte2V9pQ7fJwNE5f2WQSkVUpTvQmZlZw2oGurItbFajzwAfIY3EPBeYBXyfdF9wLGnHhKnAl9dgnczMrAP02ijKHjoG+HNlJGbesXthZQHpvOv3TOC3wM/bVUkzM+t/+spox52A3xXSVgThiLiPtJv3p9ZkpczMrP9rONBJ+qqkZZK2qnF8S0kvSzq1hXqItLRYxT+BjQrnPALs3ELZZmY2gDXTojsIuCUi5pUdjIingd8DB7dQj3mkkZYVjwG7Fc7ZgRQAzczMGtZMoNseeKjOOQ/l85p1LysHtpuAPSSdJulNkj5NCqDe8NXMzJrSTKB7PbC4zjkvAUNaqMdVwNpVE9HPAp4g7ZbwAHAeac5eK92iZmY2gDUz6vIpYM865+xJ6oZsSkRcC1xb9fwFSW8j7ZiwHWmngykR8UyzZZuZ2cDWTKD7DfBpSeMj4vLiQUlHAGOAC3qjYhGxCPhub5RlZmYDVzOB7kzgw8ClksaTAl9lEMmBwAeBF4Bv93YlzczMWtVwoIuIeZLGAVcCh7Dy6EqRuhcPj4i/1itL0ruarGd1PW5rNa+ZmQ08Ta2MEhGzJO1ImmqwJzCMNEhkJnB9RCxrsKhbWHUdzUat3WI+MzMbgJpeAiwHs6vzo1Wn03qgMzMza1jDgU7S54CLI+KFnl40Iib2tAwzM7NGNDOP7nvAXyVNkfTO1VUhMzOz3tRMoDuFtBfd0cBtkv5X0mckDe2tykgaJOkASZ+TdFpV+uskbSqpryxCbWZm/UTDgSMivhsROwP7kfaJ2x74AfC0pIsk/VtPKiLpANLIzRtJrceJVYd3BZ4BxvfkGmZmNvA03UKKiFsi4kjgX4AvkVZMORa4S9L9kk6QtEEzZUoaTVoZJYDPAZcWrjkTeBz4ULP1NTOzga3lrsCIWFDVyhsHPA38K/BD4BlJ50vausHiTiOtozk6Is4lbclT9Afgra3W18zMBqYe3fOS9AZJZwBTSCukLAOuA54jbZL6oKT9GijqncC1EfG3bs55CtiiibrtImmGpMWSnpZ0uqS6c/AkDZX0c0ldkhZJukTSiMI575H0S0lzJYWkiY3Wy8zM1qymA52ktSV9SNJvSC2vU4GlwFeBkRFxKOn+3RHAcuA7DRS7ATC/zjmvb7S+koYD00ldoQeT5u19nrQbQj2XA2OBj5O6ZHenasHp7ADgLcAM6u/oYGZmbdTMPLqRpN0E/h3YPCdPA34E3BARKyaA539fIWk34OQGip8HvKnOObuSNmRtxAnAYODQiHgR+K2kDYGJks7KaauQtBepG3ZMZakxSfOAeyTtHxHT86lfjIjP5+OtbDRrZmZrSDMtuseArwDrkkZFbh8R74uI66uDXEFXPr+em4BxkvYuOyjpQOAdwA0N1vVAYFohoF1GCn5j6uR7tno9zYi4lzQQ5sCqtFcbrIeZmbVZM4FuFnAMsFVEnBIRj9fLEBHfjohGrvEt0pqZN0s6E9gFQNL78/MrSdMLzm6wrjsDswt1eZLUzbhzM/myh+vkMzOzPqqZ3QvqbbrasrwzwntJ8/O+WHXo16SdEf5C6oasdx+vYjgpcBZ15WOt5Nu2wWubmVkf0vSizkWSNgb2IbWWpkfE8lbKiYg/StoJeD+wFzACWETaGeG6iHil2SLLqlsjvTfydUvS8cDxACNHjuxJUWZm1oRmBqOcSBqFeGBlYec82OQ3wEb5tFmS9ouIfzZTiTzQ5eU8veDX+dETXaQthIqGUt5iq863SUl6ZTuilkXEhcCFAKNHj/bODWZma0gz9+jGkwZUVu9e8B1Sd9/PgamkofgntFCPx4EzWshXy2wK99Ty5PX1Kb8HVzNfVuvenZmZ9XHNBLodgAcqT3KX5RhgUkR8PCIOIq1eclQL9VhI/Xl0zaiM4hxSlTYeWALcWiff5tWjP/PyZNvmY2Zm1s80E+hGkFY8qahs1XNNVdrtwDYt1GMm8LYW8tXyY9Ik9qsl7Z/vj00Ezq6eciDpUUmTKs8j4m7S3MApkg6VdAhwCXBH1Rw6JG0j6TBJh5GmT+ySn6+YgmBmZn1DM4NRXgA2rno+BngVuKsqLYDXtVCPicDtkj4eET9rIf9KIqJL0ruB84HrSS3Gc1h5RwRIr7+4LNgR+dyLSH8I3ACcVDhnX1J3bcXh+fEEMKqn9Tczs97TTKB7GDhI0ldIS3uNB/5QmJQ9CuhuvcpaDgRuAX6SB73cm8spDtqIiPhGIwVGxEOkLYW6O2dUSdpC4GP5USvfZGByI/UwM7P2aibQ/YC05uNfgVdIa09+qXIwL5i8Nyu38Bo1serfb6N2N2YADQU6MzMzaG7C+K8lnQB8khRwLomI/1d1yv6kbstpLdRj3xbymJmZ1dXUhPHquWAlx6bR/aoj3ZXb3UhIMzOzljUU6PKE7t1JLbk/RMRTq7VWZmZmvaRuoJP0XeCzpGWwAELSORHxxW6y1StzcEQsaTV/b5VhZp3n7LPP5pFHHml3NZgzZw4AJ554YlvrscMOOzBhwoS21qHdup1HJ+koYAIpyM0G/pz/PUHSkT247uOSTpa0XrMZJb1V0nXAF3pwfTOz1Wrw4MEMHjy43dUw6rfojiONsBwXEb8HkLQ/aZWQ44Bftnjdm0lb7vyXpMtJuxbMrNVCk7QtaUPUjwJ7AE/R2M7lZjbADPTWi62qXqB7C3BtJcgBRMT03KIa2+pFI+Kjks4lrW9ZWdV/uaSHSfvOdZFGcI4AdiJNVBfwLGnz13MiYmmr1zczs4GjXqAbTuquLJoNHNKTC0fELOC9knYgtQ7fDewK/Gvh1OeBq4GrgKsiYllPrmtmZgNLvUC3FlAWWJbx2uCUHomIR4BTASS9HtiK1JJbAjwXEc/0xnXMzGxgamR6wRrbOy0iFgOP5IeZmVmPNRLoJkqaWHZAUtlu4hERPd653MzMrDc0EpCa7aLslS5NMzOz3tBtoIuIZvarMzMz63McyMzMrKM50JmZWUfzoBFrSV9YT7CvrCUIXk/QrC9zoLN+y+sImlkjHOisJW69mFl/4Xt0ZmbW0RzozMysoznQmZlZR3OgMzOzjuZAZ2ZmHc2BzszMOpoDnZmZdTQHOjMz62gOdGZm1tEc6MzMrKM50JmZWUdzoDMzs47mQGdmZh3Ngc7MzDpaxwY6SbtImiFpsaSnJZ0uae0G8g2V9HNJXZIWSbpE0oiS8w6W9L+SXpL0kKTxq+eVWC3z58/nhBNOYMGCBe2uipn1YR0Z6CQNB6YDARwMnA58Hvh6A9kvB8YCHweOBXYHri2UvzdwFfB74EDgRuCXkt7bKy/AGjJp0iTuv/9+Jk2a1O6qmFkfpohodx16naQvA6cA20TEizntFGAisHklrSTfXsBdwJiIuC2n7QHcA7wnIqbntGnAoIjYryrvVGDDiNi7Xv1Gjx4ds2bN6sErtPnz53PIIYewbNkyBg0axHXXXceIEas0vM2sQ0j6n4gY3UrejmzRkVpZ0woB7TJgMDCmTr5nK0EOICLuBR7Px5C0HrAvcEUh72XAXpKG9rz6Vs+kSZNYtmwZAMuWLXOrzsxq6tRAtzMwuzohIp4EFudjDefLHq7Ktx0wqOS8h0nv544t1NeaNHXq1JWe33jjjW2qiZn1dZ0a6IYDC0vSu/KxnuSr/Cye11U4bqvR8uXLu31uZlbRqYEO0kCUItVIbyVf8bm6yY+k4yXNkjTr+eefr1MFq6fSbVnruZlZRacGui5gWEn6UMpbbPXyDavK11WVVjyHWuVHxIURMToiRm+yySbdVMEaMWTIkG6fm5lVdGqgm03hXpykrYH1Kb8HVzNfVn3v7i/AspLzdgZeBea0UF9r0hlnnLHS829961ttqomZ9XWdGuhuAsZJqv4zfzywBLi1Tr7N8zw5ACSNBrbNx4iIpaT5c4cX8o4H7o6IRT2vvtWzxx57rGjFDRkyhN13373NNTKzvqpTA92PgaXA1ZL2l3Q8aQ7d2dVTDiQ9KmnFuPSIuBuYBkyRdKikQ4BLgDsqc+iybwBjJX1f0lhJZwHvI01MtzXkjDPOYK211nJrzsy6tU67K7A6RESXpHcD5wPXk+6bnUMKdtXWAYrLgh2Rz72I9IfADcBJhfLvkHQY8E3gRNI8u6Mi4ubefSXWnT322IO777673dUwsz6uI1dG6eu8MoqZWXO8MoqZmVkNDnRmZtbRHOjMzKyjOdCZmVlHc6AzM7OO5kBnZmYdzYHOzMw6mgOdmZl1NE8YbwNJzwNPtLseHWJjYH67K2FWgz+fvWebiGhp6xcHOuvXJM1qdbUEs9XNn8++wV2XZmbW0RzozMysoznQWX93YbsrYNYNfz77AN+jMzOzjuYWnZmZdTQHOuuXJO0iaYakxZKelnS6pOImumZrnKTtJf1E0p8kLZd0S7vrNNB15A7j1tkkDQemAw8BBwPbAd8j/eH21TZWzQzgTcD7gJnAum2ui+F7dNYPSfoycAppAumLOe0UYCKweSXNrB0krRURr+Z//wrYOCLGtrdWA5u7Lq0/OhCYVgholwGDgTHtqZJZUgly1nc40Fl/tDMwuzohIp4EFudjZmYrONBZfzQcWFiS3pWPmZmt4EBn/VXZzWXVSDezAcyBzvqjLmBYSfpQylt6ZjaAOdBZfzSbwr04SVsD61O4d2dm5kBn/dFNwDhJQ6rSxgNLgFvbUyUz66s8Ydz6ox8DJwFXSzoT2JY0h+5sz6GzdpP0etKEcYCtgA0lHZafT42Ixe2p2cDlCePWL0naBTgf2It0X+5nwMSIWN7WitmAJ2kU8HiNw2+IiLlrrDIGONCZmVmH8z06MzPraA50ZmbW0RzozMysoznQmZlZR3OgMzOzjuZAZ2ZmHc2Bzsx6TNItknplrpKksZJC0sQeljNX0tzeqJP1bw50tsbkL6+OmrjZm1/wA4WkUfmzMLnddbGBwUuAmVlfcy/wRmB+D8t5dy/UxTqAA52Z9Sl5Lcge70IREX/phepYB3DXpbVVdTdW/vdlkuZLeknSLEkfKJz/5Xz+STXK21LSckl/KKSvI+lTkmZKelHSYkn3SfqMpFX+H0j6oKQZkp6RtFTS05JulfSp6noDY/LzqHrcUihrN0lXSXoul/WEpAskbVFy3cm5jG0l/YekByQtKSlznKSp+b1aKukvkr4jaZV9+ir3qiS9Pp/zZM7zqKQvSVJJnmNznR/L139R0p2Sji5732uRtJ+kRfn92zXfd6usA3lM4X07NudZ5R6dpNmSXpa0cY3rnJrzfLr4ugvnrSvpJEl/lNSVPwdzJV0naf/CuZG7pjeTdJGkZyX9U9JdkvbJ56yf39Mn8nv6oKTDS+o3MZc3tuRYaVduvu53Jf05X3dh/vdkSdvWftetyC066yu2IXVZPQb8AtiItPXOdZL2j4jf5/OmAN8EjgHOLSnnaNIfcBdXEiQNAq4HxgF/Bi4FXgL2Bc4D/g34SNX5xwM/Af6W880HNgXeAnwMuIC0kPTXgWNz3b9eVYe5VWV9ALiKtPv5r4AngN2AE4GDJb2zxiK/PwD2AW4EpgIrFquW9LV8vReAG4Dnct2+ALxP0l4luzgMAm4GtiRtc/QKcAjwbeB1hfoD/Ah4CLgNeAYYQVqR/xeSdoqI00rqvBJJHwYuIv1OD4iIJ3IgHgacDPwJuLYqy/3dFHcxcAZwJOl3VvRR4GXgsjrVmpzL+D/SZ2kJ6T3ZGzgAmF44fxhwJ/B34Jekz+URwDRJe5E+JxuRfg+DctmXS3oqImbWqUtNSjsg3AlsB/yW9DkU6bN2MOmz9Fir5Q84EeGHH2vkAUT6yK2UNqqSDvxX4di4nD61kD4tp7+55BoPkr7wRlSlTcznnwesXZW+NjApHzu4Kv1/gKXApiXlb1x4fkvxNVUd24AUJJcD+xSOfSlf9+ZC+uScPo+00n2xzH3z8buAYYVjx+Zj5xTS51beR2BwVfqmpIC9EBhUyLNdybXXBWYAy4CtunsfgFOAV4E7gI1q/M4n13jfxubjE6vStsrv46yS83fP519V8rrnVj0fmus0q/pzUHV8ROF55XP5Y2CtqvSP5PQXSAHodVXH9snHrimUVfkMji257irvB3BQ2e+y6vcwpLf/f3byw12X1lc8QWqprRAR04AngT0K51Zaa8dUJ0oaDewC3BARC3LaWsBnSK2zz0XVNj75358nfaF8uHCNV0hf6CuJiGYGSBxMagldHhG3F459j/RF/B5JI0vynhURZVu9VLpsPxERCwt1m0xqFRVfy4q8EbGk6vzngOtIAWCnQlmr3N+KiJeBH5J6gkoHekhaS9L5wJnANcD+EfFCjfo0LCLmkYLsbpLeVDhc+RxcTPeC1CpaSgp4xWssKMmzGPhiRFSffynp8zEcODkiXqoq43bS73XXOnVp1JJiQkS8HBF/76XyBwR3XVpfcX+U7yX3FGnPuWrXAIuAoyWdWpWv8oU3uercHUnB5hHgqyW3oyB9mbyx6vklpED0oKTLSbuW3xkRzzf+cgB4e/75u+KBiHhF0m2kv+bfRgro1e6tUeZepAB8eNm9INJf+5tIGlH44l4UEY+WnP9U/jm8OjEH3y+RAtpIYHAh31Y16ncVqUv0POCzhQDRU5OB95B+z6fkeq5L6kp8ntRirSkiXpR0Pam1dL+kq4DbgXui9maoc4pBJSKWS3oWWD8iyroP55G6w3vi1lzOqZLeTnptd1L7/4l1w4HO+oqFNdJfoTBoKiKWSLoC+ATwXuCmfB/uSNIX3k1Vp4/IP3cA/qub629QVf7ZkuYDnyK1oD4LhKRbSX/dz2rwNQ3NP5+pcbySvsoAElILtMwI0v/b7l4LpNdTHei6e38hdeMCkAc63EsKfreT7u0tInUdjiIFmvVqlPeuXOb1vRzkIP2B8yLpD5wv5y/8D5Dek+9HxCvd5k7GkwL4Ubx2X/IlSb8CvhARzxbOX1SjnFfqHOvRd2sOynvmOn6Q1I0PMF/SBcA3I2KVHgcr565L66+K3ZeVL7xLC18AlS+jayJC3TzeUF14REyJiD1zme8n3ct7F2kQwqYN1rFy7c1rHN+icN5KVeimzK46r0UR8USDdSwzgfS6j4uIsRFxUkScFhETSfdHu7Mv0AVcL+n9PajDKnK36xWk9+09ObnRbssVZUTExIjYkdRSPZp0H/Fo0gCP1aUS9MsCYNkfOkTEXyPiONK91DeT/uhaAHwtP6xBDnRIx8oWAAADj0lEQVTWL0XEnaTuyIMlDaX2F95sUmtmz9zqa/Y6CyNiakR8gtR1thFpwEHFcgBJa5dkvy//HFs8IGkd0kg/gD82UaWZwPCS+1S9afv886qSY2O6yxgRD+RzXgCulnRIyWmVrrey96yeyfnnMXmqwYHAAxHR3YjNWnV9KiIuIbWWHgH2ljSiTrZWdeWfW5ccG91dxkgejIjzeC3Al72vVoMDnfVnF5OGxn+KNPT9gYi4r/qE3J11HqkVcK6k4r0mJG0haZeq5wfkQFRUaclV38+pdA+WDSi5lvSFf2Tuhqr2WWBbYHpEFO/Pdeec/POnkrYsHszzuorXatbc/HNsoexxwMfrZY6Ih0mt32eBKyWNL5zSRWqxlr1n9cpe8QcOaYrGIFa+J1uTpE0kld07Wx8YQupyfLnZOjWocs/1Y9WfLUlbU9I6k/RmSaNKytks/6x1T9FK+B6d9WdTgNNJ9zEGUbv76hvAW4ETgIMk/Y50o39T0r27dwJfIc0bgzQX6yVJd5C+9EVqxe1OmnpQPddqBnA4qfUylTSw5YmI+EVE/EPSvwNXArdKupI06GQ30r3FvwGfbOYFR8QMSacC3wIeydd8nHRPbhtSa+oO0pywVl1Ami94ZR6wMY/UdXYAqeuwGLjK6vlonlT9O+ASSetFxJR87B+S7gH2kXQJMIfUyvt1bhHWM4X0Oz2NFJwubfB1bQXMlPQwqRX9FLAhqdt7c+Dc1TWaMSLuyYOP3gXcmz+Dm5EGxkxj1Zbe/sDZku4i9Uo8B/wLKcC/CnxnddSzY63JuQx+DOwH3c+jm1wjzy3FPIXj03P+ZcBm3Zwn0vynGaRW1sukL/A7gP8Etq469wTSwIfHSH85v0DqhjyFwvwlUvfbGfncZbkutxTO2T2X93y+7pOkCdlbltRzci5jVJ33cm9S0Hk6l/k8aWrB2cDowrlzqZpPVjg2kZL5XcA7SEGqizRZ+g5Sd9lYCnPcuvs9kYLLbFIg+0RV+vakOWgLSF/cARybj5VeoyrvyFxekAa91HqPVnrdpHthX8uvax5pmsEzue5HAir5vN7SSNkNvhfDgJ+SgtZS0qT14ymfR/fG/LuclX+3S/M1fwW8o93/l/vbQ/lNNTMz60i+R2dmZh3Ngc7MzDqaA52ZmXU0BzozM+toDnRmZtbRHOjMzKyjOdCZmVlHc6AzM7OO5kBnZmYdzYHOzMw62v8HJS90GlKlc3kAAAAASUVORK5CYII=\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
- "metadata": {
- "needs_background": "light"
- },
+ "metadata": {},
"output_type": "display_data"
}
],
@@ -540,48 +532,135 @@
},
{
"cell_type": "code",
- "execution_count": 10,
- "metadata": {},
- "outputs": [],
- "source": [
- "plt.rcParams['figure.figsize'] = [15, 10]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
+ "execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
+ "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>count</th>\n",
+ " <th>mean</th>\n",
+ " <th>std</th>\n",
+ " <th>min</th>\n",
+ " <th>25%</th>\n",
+ " <th>50%</th>\n",
+ " <th>75%</th>\n",
+ " <th>max</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>is13D</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <td>0</td>\n",
+ " <td>4233.0</td>\n",
+ " <td>0.025598</td>\n",
+ " <td>0.008904</td>\n",
+ " <td>0.000506</td>\n",
+ " <td>0.019342</td>\n",
+ " <td>0.024825</td>\n",
+ " <td>0.030870</td>\n",
+ " <td>0.064655</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>1</td>\n",
+ " <td>304.0</td>\n",
+ " <td>0.026034</td>\n",
+ " <td>0.008653</td>\n",
+ " <td>0.007423</td>\n",
+ " <td>0.019885</td>\n",
+ " <td>0.025518</td>\n",
+ " <td>0.031266</td>\n",
+ " <td>0.057757</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x221575e8fc8>"
+ " count mean std min 25% 50% 75% \\\n",
+ "is13D \n",
+ "0 4233.0 0.025598 0.008904 0.000506 0.019342 0.024825 0.030870 \n",
+ "1 304.0 0.026034 0.008653 0.007423 0.019885 0.025518 0.031266 \n",
+ "\n",
+ " max \n",
+ "is13D \n",
+ "0 0.064655 \n",
+ "1 0.057757 "
]
},
- "execution_count": 11,
+ "execution_count": 22,
"metadata": {},
"output_type": "execute_result"
- },
+ }
+ ],
+ "source": [
+ "df_for_stat_analysis.groupby('is13D')['opc_TotalPsyCap_divByWords'].describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
{
"data": {
- "image/png": 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+ "image/png": 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\n",
"text/plain": [
- "<Figure size 1080x720 with 1 Axes>"
+ "<Figure size 720x360 with 1 Axes>"
]
},
- "metadata": {
- "needs_background": "light"
- },
+ "metadata": {},
"output_type": "display_data"
}
],
"source": [
- "sns.stripplot(y='opc_TotalPsyCap_divByWords', x='is13D', \n",
+ "plt.rcParams['figure.figsize'] = [10, 5]\n",
+ "plot4 = sns.stripplot(y='opc_TotalPsyCap_divByWords', x='is13D', \n",
" data=df_for_stat_analysis, \n",
" jitter=True,\n",
" marker='o',\n",
- " size = 6.0,\n",
- " palette=\"colorblind\",)"
+ " size = 3.0,\n",
+ " palette=\"colorblind\",)\n",
+ "\n",
+ "plot4.axes.set_title(\"Psychologisches Kapital \\nvon betroffenen Unternehmen\",fontsize=23)\n",
+ "plot4.set_xlabel(\"Investorenaktivismus\",fontsize=20)\n",
+ "plot4.set_ylabel(\"Psychologisches Kapital \\n(relativ zur Wortanzahl)\",fontsize=20)\n",
+ "plot4.tick_params(labelsize=15)"
]
},
{
@@ -593,12 +672,12 @@
},
{
"cell_type": "code",
- "execution_count": 69,
+ "execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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rq1jLbeRr/TEtQDh4EsmpVVeUQXZWU7GZ27AJODzdcleVm2F2LuYYbuPmrFxYxb3YOpdXVVEG6dk/dMf0tF7mkiRdr2Hn13S/wbTIG4aGW0Tw0klwaaGZ6+aagyhOeAqv7m30xjm38Gb1uS1JyiavWQruwww04PPg2ON1liIpat8CAi83yHMt7zUMAFw7G9j4egEAVFUyVCU/BddWCMc3OsD+9RbguThAWSZGVUoWSmNuQ1lSbnZOlgf34RNw+LVYI9RDuHFmZiZ2796NK1euICsrCxwOB15eXggJCcGECRPq7L5bVlaG33//HTExMUhLS4NYLIabmxsCAwPx5ptvWvWMSkxMxJ49e3Dt2jXk5uZCKBTC29sb/fr1w4QJE4w+U0xBFVwKhfI/w6RJk4iC++zZMzx+/Bj+/v71LBWb+Ph4UsCGy+Xi559/NqncahEIBFi9ejUGDRqEyspKZGRk4NixYxg3btwLlpjyMujXrx9RcJOSLG+fYSkeHh7w8/NDcnIyJBIJEhMTERAQYHAs01PbrVs3eHh4ICYmhmwzds0xw5Op9/blIxQKsObrzzCgT89aGfaYipdapbSoz6qqVFf3gGNjB9g7AeKaeRUNyuTRCPyg/uS9LPoAUKUJneY08NTJKy4DpOY9zuqSQpa8/BZtn+9fDunp2nufOR6NIAgeoJP37B9ApS7Um+tmvcziHJ1yyOVpcoSlJRW49WPNIlKa9G2PNtM032nutUT8s/mU0bGOPg3J66ricsgrNPKKPF1g5+EMAJCVSdBiVHe0nz0EAncX1v5cGyHaX9+KoqOX8HTlLsjzii2S0S7AF5zn17L0aT4afzwJHu8MAd/JXm+sSiZHwd4zyP5uL5TlEr3tACDwdIXAQyObokwMt1FvwGv2aItkMYRa/XKrKB8/fhzLli1DZSX7eklNTUVqair27duH8PBwvPPOO7U6zsWLFxEeHo6SkhLW53l5eYiKikJUVBS6d++O77//Hh4eHibn2rp1K9auXQuFQkE+k0qlKC8vR1JSEvbs2YP//Oc/pDihpVAFl1LvPHz4EH/88Qfi4+ORm5sLhUIBd3d3BAYGYujQoejfv7/B/davX4+ff/4ZAHDu3Dk0atQIhw4dwsGDB/HkyRNUVlaiUaNG6NmzJ6ZNm4ZmzZoZnIeJXC7HyZMnERkZiQcPHqC4uBi2trZo1qwZevXqhUmTJqFhw4Zm53kVkclkOH78OKKjo3H//n2UlJTA3t4ejRs3Ro8ePTBhwgSDYc/MisZa9u7di717Na0lDFU5BjQ3wHPnzuH27dsoKChAeXk5RCIR3Nzc0KlTJ4wYMeKl5+A1adIEQqEQMpnG45CXl6en4JaUlODQoUO4cOECkpKSIBaL4eDgAG9vb3Tr1g1jx45Fy5YtWfvk5+ejT58+UCqVEAqFiI2NNVuFNiwsDKdPa8IC9+7diy5dugDQ3Oy1DB8+HO3btze4vyE8PT0xduxY7N27FyKRCKmpxsOrnj17hsOHD+PatWtISUlBSUkJVCoVnJyc0Lx5c4SEhODtt9+Gi4uLwf2Dg4NRUlKCPn36YMuWLcjOzsa2bdtw8eJF5OXlwdbWFq1bt8bw4cPx5ptvvtRiQtnZ2fjtt99w+fJlZGZmQigUokWLFhg7dizeeusts/sbqqJcWFiIXr16QaFQwN7eHnFxcWYrBs+aNQsXL2py93bt2sXykloL83pSV1Mofv31V6xZswYAMGzYMPz4448m5yorK0PPnj0hk8ng4+ODs2fPAtCEKWvz7G/dumVWwRWJROjUqRO8vLzItsuXLxtVcC0NTxaLxTh06BBiYmKQmJiIsrIyODg4oFmzZnjjjTcwadIko5WtmdWO33vvPYSHh2Pnzp3YvXs3CgsL4enpieDgYCxatIh1bUskEuzfvx9RUVF4/PgxlEolGjdujEGDBuHdd98Fn2/ZcunatWs4evQobt68iby8PHA4HLi6uiIgIAB9+/bFyJEj6y2qwtbGBoNDa19FnsNlKMcWtkFRV7CVWY69k0ZxqyOEfcYQRUdVWsjqmctx0J1ndXmJ3r7VsRkzE1xP/WehqrgAlTtXQ/0sp/by9q0mb7WeuRxHncwqMzJ3+2oqHJs1hGurxqzPxXnFOPf+TyhPy7NaPhsXB4R8PxMAIBdX4dJHm00aMpg9bisLdOe1QVtf8lroJELQkokwBofLRYOxfeDY43U8nvYfVFqQT8sMT7bzawK7ucbv71yhAJ7Th8GpZ3s8fmcFZE/z9edjeJX5TvZouuRdszKY5CXm4F64cAGffPIJVM+9xh06dCBrrKtXr+L27duQy+VYuXIlHB0dMWbMmBodJyYmBnPmzCFFBu3t7TFw4EA0a9YMhYWFiI6ORk5ODuLi4jBlyhT8/vvvaNCggcG59u3bh++//56879mzJzp16gSpVErWYBUVFVi8eDFcXFzQvXt3i+WkCi6l3pBIJFixYoXBfLesrCxkZWXh5MmT6NixIyIiIuDp6WlgFg1SqRSzZs3C5cuXWZ+npaUhLS0NBw4cwDfffIORI0caneP+/ftYtGgR0tLSWJ9XVFTgwYMHePDgAfbs2YPVq1cbVbpfVe7cuYPFixcjM5Pd2LykpAQlJSV48OABdu7ciblz55L2KTUlKysL8+fPx/379/W2lZWVoaysDGlpaTh8+DAGDRqENWvWvLQFH4fDYYXWVV+03rhxA3PmzNGzShYXF6O4uBgPHz7Ezp078e6777LaJDVs2BDdu3fH33//DZlMhrNnz2Ls2LFG5aioqMCFCxcAAI0bN0bnzpriHKWlpaxr2NQcxpg5cyZGjRqFtm3bGl2Ub9++HREREaiqqtLbVlBQgIKCAly/fh2//vor1q9fb/ahEh8fj7lz57K+N5lMhvj4eMTHx2Pfvn3YunWrWUtuXXD27FksXryY9bdJpVLcuXMHd+7cwdGjRzFxovFFljEaNGiAnj174uLFixCLxbh48SIGDhxodHxJSQliYzWhjF5eXrXOh2YaK6obZUaOHIkff/wRKpUK58+fh0QigUgkMjpXVFQUMfKMGDGCfN6tWzfs3r0bgCYPd8qUKXr7as8roMl/FwqF8PX1RePGjZGVlYW4uDij4c3a/TgcjtFr6sKFC/jss89QVMQOVdT+Bu/cuYPt27fjiy++wJtvvmlwDiYbNmzA+vW6vpjp6ekoLS3Fl19+ST5LTU3F+++/T8KutaSkpGDjxo04dOiQWaOBTCbDF198gePHj+ttq6ysRHZ2NqKjo7Fx40Zs2bJFz0j2r4JVQdi89xaAngeSYyuydE/z2DuC37kPeSuPOQIo5Ixj2ZHXarmZcGoeH4I3hoNTrd2aSlKBqn0RUKXXPnqCY+9Eeu0CgOz8YZa8AAAbncwwJTOPj4DpA/TkBYC764+j4HaKgZ3M0/Pb92Dv5QoAuPb17yjPKDA5XuCgk1dZpZOXWUEZAJRSOZ79FonCQxcgzcxHxwd7yDa1SqVpzeTVAC1/W4pHwxabDVlmKriAxuuav/0vFB27DGlmPrg2Ati394PHu0PhOigYAGDXqila7lqCRyPDoRJXmZxPJZWj4LdIeM40vnY0yUsKURaLxViyZAlRbj/77DO8++67rDEHDhzAsmXLoFar8fXXX6N3795Wt8ArKirCxx9/TJTbjh07Yt26dSzHz8cff4zly5fj8OHDSEtLw+eff44tW7bozZWTk4PVq1cD0KzFfvjhB1Y9ioULF2LdunXYuHEjFAoFPv/8c0RFRVm8XqQKLqVekMvl+PDDDxEXF0c+CwoKQqdOnSAQCJCUlISYmBjIZDLcvn0b48aNw59//mlUyV2+fDnpIRsSEoKOHTtCIpHg3LlzSEtLg1wuR3h4OFQqFUaP1g83SUhIwDvvvAOxWBMi5ODggNDQUPj6+qKoqAgXLlxAZmYmysvLERYWhl27dhGP26vO3bt3MW3aNLLgd3JyQv/+/eHj44Py8nL8/fffSExMhFwux9q1a1FQUIClS5eS/Tt37ozw8HCkpKSQIjSdOnUiSj5z4V5WVoZJkyYhNzcXgKbqb9++fdG0aVNwuVzk5OTg4sWLyMnRWMCjoqLQsmVLzJs376V8F+np6aw2K02b6loT5ObmYvbs2Sgv1+TodOjQAV26dIGLiwsKCwsRHx+PBw8eQKVSYfv27fD09GQ9QEaNGkU8WydPnjSpnEZHR5PzMWLECKJ0X7t2jTw4BAJBjfqeent7m8xX2bZtG6tgWdeuXdGhQwc4OztDLBbj/v37REkpLy/HggULcPr0abi6uhqcLzs7myi3Li4uGDRoELy9vZGamoozZ86gqqoKCQkJmDRpEg4cOGB0nrogKioKH330EfkOmzdvjr59+8LBwQGJiYk4f/48bt26ZdKzbYqRI0cSj+ypU6dMKrhRUVGQyzWL1uHDh9eqP7FEIsGOHTvI+6lTp7K2e3p6olu3boiNjUVlZSViYmJMVtE+ceIEec00+gUHB4PH40GpVOLWrVsG971x4wYJf2N6YXv27IkDBw6grKwMd+7cIUYbLYWFhXjyROOR8ff3N2jRj46Oxrx588gizcPDA/369UOjRo1QWFiICxcuICMjA2KxGJ9//jlKS0vx3nvvGf07ExMTcfXqVb3PQ0NDifEnPT0dkyZNQnGxJiTS1dUVAwcOhLe3N7Kzs3HmzBnk5eVhzpw5Ro8DAGvXriXKraOjI/r164dmzZpBrVYjIyMDZ86cQWVlJbKysvDee+/hzJkzsLOzMznnqwsj/9aC8GQA+p7eOqx9IOgxlLTZUVeKIb92ttqxGNEjZhRcjou7QWWRK3KA6MP/QJF0F1V7f4S61LpcUZa8PYew5b16Vm8Mh6+T2ZRSbkxeAOjxn2nwHdIFF8M2Q5JrWcgvAPi99QYpVpV5/g4S9543uw9PqFMnFAwFl1lBubKwDFGTv0MTrfG7Wv531prf0XjhRHD4PAg93eCzYiZSZn5r8rjMCspVqVlImvI1ZBk6j7WySoayy3dRdvkuGs4YAZ+vNNFmdq190GjRRDz9egdrPjtG/q28sBSPJ38Fyf3Umiu4L8mDe+DAARQUaIwQw4YN01NuAWD8+PFIS0vDtm3bIJFIsHXrVoSHh1t1nN27d5M1krb2h4ODA2uMjY0NVq5ciYyMDNy4cQMXLlzA1atX9SKYtm3bRtZB7733nl6xRQ6Hg7CwMDx58gSRkZHIzs7Gn3/+icmTJ1skK1VwKfXC+vXriXLr7OyMiIgIPYt+eno65syZg8ePHyMvLw8LFy4kYbHVuX79Ouzs7BAREcFKbF+4cCHWrFmDHTt2QK1W45tvvkHv3r1Zi2yVSoWPP/6YKLfdunXD2rVrWZat8PBwLF26FEePHoVCocBXX33FWiS+qkgkEsyZM4fcRPr27YvVq1ezQvPCw8Oxb98+rFixAkqlEnv27EHnzp1JVec2bdqgTZs2iImJIQpumzZtDIYlb9y4kSi3Xbp0wZYtW/RufnK5HCtWrMAff2gKauzfvx9z5syplQJgKVrvFAA0a9YMPj4+5P2ePXvIjTssLAwffvih3v5M5fCXX37BO++8Q+QeMGAARCIRJBIJrl69iqKiIqPWUWMKBjO3MiAgwGwIrLUUFBQQbxaXy0VERIRBJe3hw4eYPn068fCfOnXK6ENFK3NQUBAiIiJYf/O8efMwc+ZMpKWlISMjA+vWrWN5zuoSsVhMrmEAmDFjBhYtWsTyJCYlJWHWrFnEwGIt/fv3h729PcRiMS5cuGDSU6rNowZgMnLEGDKZDMXFxbh58yY2b96MxERNBdXp06cbDO0fNWoU8Rj/9ddfRhXcvLw84knt0KEDK7/b0dERbdu2xb1795CdnY28vDw9oyIzwoDZEkir4AKaEObqCi4zPNmQ/Lm5uVi0aBFRbsePH4/PP/+cpQR+8skn2LhxIzZs2AAAWLNmDQIDA40agrSVnqdMmYJZs2bBzs4OV69eZYVUf/PNN0S57d69OyIiIuDs7Ey2L1q0CAsWLGAZY6tTVlZG8qMbNWqE/fv3631vixcvxpQpU5Ceno78/HwcOnTIoIf830ed+WFrBo8PQU9dbp48/px+vipTCTejcKgrKyBeswCqgiw4fvun3nZ+q3fmI+8AACAASURBVA4QzV0F8drFgMR8wSLD8uo6JsivRxvOr2XKbMILqK6swNHBS1CakgNwOZiWuJW1vVHPthh2cAmOD/8S0hLjvYq1ODRugO5fawxoVcXluLx4q5k9nsuhUjNe6+S9teYgUo/HwbFpQ+ReT0Dh/TQY6/9QEfcAOT8fQqMF4wEArkO6w9avCaqSnxo9bvonG2HzWiPYNPVEcWQcS7mtTv62E7Bv3wIN3uwDAGj4zmDkRByAslSX+5y95ncUH78MYVNPVFx/WPsqyhaG8NeWI0eOkNczZ840Om7WrFnYvXs3ZDIZ6SxhTaG56Oho8josLExvfaeFy+Vi7ty5RNE+ePAgS8FVKpVkHcTj8TB9+nSjx5wzZw4iIzUh/CdOnLBYwX3xK0oKpRpFRUVE0eBwOEZDIJs1a4YdO3YQZfTGjRu4dOmS0Xm1yisTPp+PTz/9lHgbS0tLSZEhLZcuXSKL9KZNm2LTpk16iolQKMSKFSvIYjApKcmoh+NVYu/evcSq17ZtW6xfv95gTuXEiRNZlryIiAiy0LQUlUpFPBg8Hg+rV682ePMTCAT47LPPSA/aZ8+eIS/P+hwha1Aqldi5cydZhALQU9Dv3bsHQHNjfv/99w3OM2PGDLRtqyk2IhaLWZ5AOzs7DBo0CACgUChIfm11CgsLiVepbdu2rIqGWuMAgBeS63369GnifRs9erRRD2RAQABr8a3NRzVGkyZNsHnzZr3fjY+PD7Zs2ULO9R9//EGq6NY1zGs9NDQU4eHhemGyrVq1wubNmy3Op6yOra0tOceVlZUkzLw6eXl5RKFr3bo1WrdubXTOsLAwMob57/XXX0evXr3w0UcfITExESKRCEuWLGGFxjPRGlgAjRJaVmY4v/HUqVPkt21I8Wbei2/evKm3XRul4OXlxbp2u3fvTow91VNFAPMFpjZv3swyxK1YsULPw8nn8zF//nxSIEWpVGLdunUG/04tgwYNwtKlS+Hp6QknJycMHDiQ5LXfvXuXnEMvLy/8/PPPLOUWAFxcXLBx40aTbdkSExNJyPfIkSMNRho1bNgQn332GXmv7W38r4SlJFq4OOZW89hWD8mtIbzWgeA66e47irgo/UEyRhhqdTmqI6mA6mkKwCh4AwDSM4wKxx6NYDO8ZkV6eK07guusk1ced8bgODVDZmMeWq28hffToKiUQiVXGBzi5OuJLp+ONy8ch4NeP82G0ElzH4n9fCcq883nLAOaVkRauIz7bsnjbKSdjMc/m0+i4BY7XJojYJ8LlUyOvF+OQSXVXRvOoWxDWXUk91NRfPxv5G44BGmq+WdLzvqDOjltbeAUwq5xUfX4KYpPxiFv81GIb9VBMT+1qmb/rKCgoIAYQD08PNCmjX6Vay0uLi7o0KEDAM1zypr7kEwmI2tlHo+Hvn37mhzfuXNnUntDa2zUoq0DAwCvv/66yVDpli1bolGjRgA06Xba57w5qIJLeemcO3cOEommgl2vXr0QHBxsdKyHhwcrBM1Yf0ptQSpjMENgtQVVtDAtUjNmzDDqkREKhZg8eTLat29fI49MfXDy5EnyOiwszGShn3feeYfcRNLS0qxW4KVSKT766CPMnj0bH3zwASv8tzp2dnYs76nWe14T4uPjsW3bNr1/W7duxbp16xAeHo6+ffti1apVJJwuJCQE48ezH/hapUelUhFl1xDr1q3DpUuXcOfOHfj5+bG2jRo1irxmfvdMTp06RaoFVr+OtL8LAC8klLd9+/YIDw/HpEmTzHqPmEqZufMTFhYGe3v9qpUA4OvrS/5OpVKJ8+fNh7vVBOa8pvLI/f39zfadNQXznBk7x5GRkSaVyJqgUqmQnJyMp08NezPs7e2JIU8ul+PMGcMLZ63VnM/nG7xnMq3s1fvh5uXlkQVOdSXV2dkZ7dq1AwBSoI+JVuG3sbHRS+9Qq9XEQg9ocrhMERYWRu7TcXFxJj3ypvKtz507R15PmTLFqDdCJBJh1qxZRudhGlLu3btn1DgYEhKC48eP486dO/j2W9Ohl68yzLBki70/NmxjhdqCqsCWwH9dZ5BRZj6GKi9TbwxTWYSNrWUTV5NXceMC5PEx5L2gS1+9MZbAb8/wYmU8Nt7+R8qU2bLjCETsvy39jM5A5fdWCAT2pv/21/9vKLyftwBKORqHJyeuWXRcQFOISgvf3rLII66I/XepKiqhLBND8o9OEWaGINcFVclPIcvVVci2a1O38+uhUtXsnxU8fPiQvNYqr6ZgFq68e/euxcdh1tho0KCB0fulFqFQSBwqRUVFLEcG02hujcxqtdpipZyGKFNeOtpcWUDjdTDH4MGD8cMPPwBgh7kxMVc+3N/fH97e3sjJycGTJ09YvRq1YX0A0KdPH5PzvPPOO7Uur/6yKC0tJb1URSIRK5zQEFwuFwMGDMCuXbsAaL5ra/KM7ezsLG5Jk5mZySoCpFAYtjxbQkxMDGlRYg4Oh4PRo0dj+fLleguzrl27EivjzJkzMXXqVPTv3x/t2rVjhU+b8uQEBwfD09MTeXl5uHnzJnJzc1nhkIAudJXH42H48OGsbczjaD1CdUmHDh0sephIpVKkp6eT96bOD5/PN/s77tOnDwlfvXLlSp2HZlZUVJAHtbOzs9nK06GhoawQYmsIDg6Gl5cXcnNzcenSJVRUVOg96JltnphFnAwxevRotGrVSu9zhUKB0tJSpKSk4Nq1a6isrMT+/fvx119/YcuWLQZ/m6NGjSJRFKdOndKrGP3kyROysAgJCTFoNe/cuTOpNF7dyMVsD2ToftKjRw+i4MXFxREFury8nHgYunTpohd6n5iYSBZPr732mtk+jQ4ODujRowcxTt64ccPg98zlck1eC0yvwhtvvGHymKGhoVi2bJnBbf7+/nB0dER5eTliY2MxZcoUTJw4ESEhISxDlUAgMOnN/9fAbH3CsSyXluPgxHqvLrPMM2h6Ug54AV3JW8UtwxFezArOHHsng2Oqw3Vge/JV5cWQ/X0Sgq4arxVHaANe0xZQJusXUzQlL7+trmaF/NZFo0OZFaYtldm2Abty/4MdZ9BsoMYDyrcVokH75siNe2RwX1f/Jui0WFO0TZxbhNglOy06ppaqIl24tq2b6Q4CWgQN2H+XvEBzTciydS2l+A0s+9utQZZTCKFXgxc2P4uXkIPLfFabWp9o0Toyqu9rjpp0QtDWoQA0BUi10S21kTkjw3xPaIAquJR6gOmBsORh7+PjQ3IbCwoKIJVK9RZI2rBRU/j5+RFLf3Z2Nry9vaFWq4lVyd7evkbNpF9VsrOziaXdz8/Por6HzOqs1Ssu14S8vDySf5mRkYHHjx/j4cOHeiHJFhcqsQIOhwORSETa3mg978YWz5MmTcKhQ4eQmZkJiUSCLVu2YMuWLXBxcUGPHj3Qq1cv9OrVy2i5e0Cn0GzduhVqtRqnTp1iRSBkZmbizp07ADTKgLu7O2t/Jyfdw7a6B+xFIJPJkJqaSs7PkydPkJSUhEePHrEeTKbOz2uvvWa2WA6zYmxN819NkZubS7xmr732mpnRMKhQWgqXy8Xw4cOxdetWyGQyREdHswrXZWRkEAtzUFCQyervgCYc15xH+dmzZ1iyZAliYmJQUVGB999/H8ePH2dFQQCaMOGGDRsiPz8fV69eRWFhIet6ZeZ+M6MNmNjY2KBjx464du0aEhISUFlZSc6vVsHlcrkG82hDQkKwefNmABpDplbBvXnzJjk/hvaz9pkAaO5VWgXX2L3Kzc3NaGQBAFa4vLnrxt3dHW5ubnrVnQGNAXHevHn45ptvAGj+3ps3b4LL5SIgIAAhISHo3bs3AgMDX0qtgReNmhlebC7kVzvMRVdBXS2pID1qawO3eQC4jHY6ivuGPY6qfN31wXFw0chsJjeS46K7N6slFUClGKoctjLAcbQuyoZXXd5/jHtIlQxPNMfRMpntG+l+69ISMQpuJrO2izycq+9C8B0aBL6tpjqtvZcbpt7Xr3prCMemHpjxdA/rMzt3Z3D4PKgVpuUVNtJ9x4qSCijLnl8TDOOzWlZz47cxmLZttZGw7jrjJVRRZobsVjeoG4KZ/lRYWGhiJBtnZ2fY2tqiqqoKz549Q1lZGWvNUp1nz56xvL7Me2dtZH727JmJkTqogkt56TAveGM9Nqvj7OxMwjdLS0v18hMtKXXOzK3S/qhLSkqId8rUD/XfCPN7rp5XZgzmOGM5fJYcd/v27Th69KjJ3FpttdbaYqwPr7U4Oztj586d+Oyzz1hRBtoiS6dOnQKXy0VQUBCmTJli1Gs5evRo0sv25MmTLAXXXOEhpsJi6U28Jly+fBk7duzAtWvXjHpnLT0/lvz2mL+tF/F3Mec0138YqH3496hRo8g5joyMZCm4zLDlugpPdnd3R0REBEaPHo3U1FRUVlZi06ZNWLVqFWucNipg+/btUCqVOH36NKsgh1Y2e3t79OvXz+jxunfvTq6Ne/fuITg4GCqVikS7tG3b1uC9OzAwkBgjmb8hc/1vmcacurxXmboWlEoluUfa2tpa1HrC1dXVoIILANOmTQOPx8MPP/xAnlUqlQr379/H/fv3sXnzZnh4eGDYsGGYOXOmnnHrX4VKDrVaBQ6Hq4mE4QkApemcWq6nLmVFlWu518gU/ABdFIMqNwPqwlyD49TPcqGWS8ER2IDD44Hr2QRqaRV4LdqB28ALaoUc8ugDbHm9dPIqiWJbzdBnZR4xr61OXqUJeYnMMik4Qo3MvFYdwHFyBbeBF6CQQ3b2gN4+zD64xYlP9cRVSusm79kcXD4PLn7ekBZXoFFIO9i6O8GugSNufPsn1EqdwmfbSvcdVybqvHJCL0aOcr5xQ69Nc284dG0DQQNncIQC5ETofyeGEHgy5s8rZnzuCqeQDuC7O4PfwBlZ3+4BlLVUUGuo4GpbKlbHyclJb62qLY4JgNS7MAXTQVRRYb7wmBYul4tOnTohNjYWKpUKx44d06voz6R6lBQzau9lyEwVXMpLpyb5O8yFtqF9LCkaw5xDG2pRm9DYV52afM/M3DFrKutpefjwIWbNmqVXBEDbK7N169YIDAxESEgIFi5caLZ40cumSZMm2L17N+7evYvIyEjExMSw+iKrVCpcvXoVV69exZAhQ/DDDz/oecZbtmyJgIAAPHz4EPfv30d6ejqaNdO0StDe8EUikcFeysxIhKSkJIjFYpMeKGMcP34cnTt3RuPGjVmfq9VqLF++HPv379fbx93dHX5+fmjXrh26du2KqqoqhIWFmT2WJb895nX1InoeW3ut1iTUikmrVq3g7++PhIQEXLlyBaWlpUTh0iqRNjY2pCBVXWBjY4MpU6bg66+/BgCjBa5GjRpFCumdPHmSKLj37t0j1/KgQYNMLiq6d++On376CYAmDzc4OJhVFMSQkgpovtfg4GDExMQgJSWFeJC1Cq6bm5teD9/q1OW9qqbFxIxh7rqZMmUKRo0ahdOnTyM6OpqElmspKCjAzp07cfDgQfzyyy96lab/TagVUnAEGs8+V2ALlRkFl9dCd2+zKqzX1JzNA3RzPjEcegsAUKugyngMXgtNjji3eQBQJYbtRM39TS2thPwCu3eudqxGXk1EBteTHTGhKsq3Sl4+U97UhyZGamRWZjwG308jBz8wBMJuA4i8smq9fgHAM1gX/ZAT9wgurdj3/4qnxo2Lz+6m4tHuc0a3MxF5uqLZQE3lcllFJVKOaAxfPgM7wd5TYzz07NoahQ/S0DtCVw/hycl4PLurK8zoGKy7JsrjNNcE184Gotd10RQVNxKMy/F6CzT/cT55X7AnCorCUpOy2zTzgtBbZ1yquKmbX9jYA80jFpD3xSdjIbnL9oJbi1pdMyP+rl278PPPP+t9PnfuXL22isx0Jks6LzDv/damQr355pvE0Ll27Vp07drV4D09OTmZ1X8cYK+3X4bMVMGlvHSYlv/i4mKTxYgAzaKcackyZJVnWoOMwZxDaz1nWsJq6rF8VWF6OJjeXFMwx1niCWMiFosxd+5cotz6+flh2rRp6Ny5M3x9ffUUQaY171VDm6v66aefIicnB3Fxcbh8+TIuXrxICi5FRkaic+fOBi2Yo0aNIoUfTp8+jf/7v/9DUlISkpM1D8v+/fsbLGbWoUMH4gGTy+WIj483mxdeneTkZFKkx8fHB/v37ydhqnv27CHKLZ/Px7hx4zBo0CAEBAToec5OnTpl0fEssaaWluoWHS/Cc8Wck3ksY1hyvzDHqFGjkJCQALlcjrNnz+Ktt95CYmIiHj9+DADo16+f2SIc1sIM3y0qKjJoAPH390fr1q2RmJiIW7dukVY/zCJO5jzLr7/+OhwcHFBRUUEKrjFrFZjK5+/RowfJib9x4wb69OmD+8/7Xvbo0cOgMlqTexXT62vtvQrQeLtdXV1RWFiIqqoqg6kv1bHkunF0dMS4ceMwbtw4yGQy3LlzB7GxsYiJiSE1ESoqKhAWFobz58+/EIPPy0AtFQPPFVyOjSNQZeK7ETmC569T5hX39XsTWw2PD24TXbqJMs24IgQAijt/E6VV0Km3ppetSgUOlwuOjR34HXpCcfMCkZffhiHvPxp5BUGh5DNVaRFUWVa0kOHxwW2qK0poTl6NzJeJgstr5GtcXgA2Lg5o2ldXXyE96gZava3rKiHJK0HhA+Oe88xzd5B57o5Ff4pX9zZEwZUWVyD2M00v2eKETPRY+S4AoMWYHnj85yXIKiohdLAjn2kVXJ6LI5z66tp7lURpwrXdJw0A11bzO1RVSVF6znDdFQAQ30gg3wkAuI3uhfxtpts3NnxXV1hPllsIMUOBljxMg7KiErzn8jYY07vWCm5NPbjTpk3DmDFj9D43FGnIXFtZYiBkOj+sTZkYOnQofv/9d9y8eRNisRgTJ07EBx98gCFDhsDLywuFhYWIiorChg0bUFFRgUaNGpFUEOa97mXI/O9PBqH862AqtNrCI6Z48uQJUYY8PDwMeh5SUlL0PquOtvonl8slSe02Njbw8NDkBonFYrPtanJzc7Fw4UKsXbvWqAflVaFp06bkxpGcnGxRuKl2Aabd3xpOnjyJrKwsAJrKuQcOHMD48ePRokULg/m/zFC/F5GDW1d4e3tj7NixWLt2LS5fvszyyh07dszgPsOHDyd/s3axz6zyayz/USgUsuavSa9lba9iQONx0iq3arUa27ZtI9u+/PJLLF++HN27dzcYFspUIEydH2arJGMw+/tae11ZgqenJ/m+Hz9+bLbFlSUym2P48OHkQavNBWUaBV5EpfXqiwJjypH2+lKr1eQ+pb3+PD09TVau1x6na1dN8R6tcqpt82Nvb4/AwECj+zK9u48ePcK9e/dIPreh/FuAHZpvyTOh+riaXlPMCAdzx62srGS18bIEoVCIoKAgLFiwAMeOHcOOHTuIYaugoMBkb91XHZW0AurnBXS4AltwbIwbc2zGzARHqFFalBlJmjY8tYTbsAk4At31r0w3o+DevQL188rEvNcCwGvRFsoUnSdZOHgSYKs5N7ZjGfKma+TltWwPQQ/dvVn+t+EK6pbKq0ozf50r7jBk9mkJVZ4uV91myGQiLwB0+3oq+HYamQvupEDoKIL/ZF0bl4c7DVdVr0ue/HUdcolGXq+g1mg+LJhVidl/Sj+4ttasvXy+ngHec3nFd5Ig+ScFtn5N0PhjXUrFs/3RUBQbN5zIsp+h/Iquoq73vDch8DSefuLYvR0aTtf1B8/79TgrT1hdJUPRCV0hPY8pg2Dbmu21t5oatglycnJCkyZN9P4ZUnCZxnKpVKq3vTrMMdYa2LhcLiIiIkgdC4lEgh9++IEU5Ozduze++eYblJaWYsaMGaxUGOba/WXITBVcykuHGZZVvWWPIZjtLjp27GhwjKG+i0zu3btHPIuBgYGsHDzmnNV7dVXn2rVrOHnyJDZv3oyLF41XQHwVcHJyIsV9JBIJqwKqIZRKJatlUvVFrDkrG7Pc/NChQ02G1iYlJbEUKGt77tY1T548wdy5czF48GDMnTvX6Dh7e3tWCxNjC153d3ey0L979y6KioqIouHh4WGw77MWZpXuyMhIq8r4Z2dn448/dP0amS1S8vLySIEnHo9n0DrM5No13cLElIJbVlZGCmcZg6ncm8r9rCkODg7kviKRSMwqDubuF5bQsGFDch7j4uJQVVWFqChND04XFxezVXlrgtY7DGgUVWMhsyNGjGAZWNLS0kh4MlMxN4W2XVBeXh7y8vJIReXg4GCTobotWrQgxfoSExNZrYaMhTa3atWKeGFTU1NJpIMxysrKWOfYlMJtCmbfdGbLIENcuXLFqJHwl19+waRJkxAcHGwy7aJHjx6s3H1rFeZXCrUKKonO285z8NB4cpkIhLB56wMIOvd5vosKshM7DU5n9+FKOPx4HA4/Hodoya9mD8/10ikearkM6vws0+JWlEIW/Sd5bzN+LpSpD6B+fk65DbxgN/tr2E5drGkB9Fxe6YmdEHQbCLuZy8DhaYIelTnp4Pl3hONPJ+D40wnYL9tqXl5vtryqfMPtvvRkZuTacj0aQf38Wcl194Jo9lfgeDZFj1XT4Te2J5E5Jy4BA3ctAlegkbc4IRP3f43E0D+/wIynezDj6R6Mj1tr9vjWUlVYhrvrjpP3Id/NQElyFmQVmjB9vq0Qg/Z+Ar8dX6DB2D5E3qcrf4PzgK5ofWgl8Z5KswpgF9AcXZ4eRZenR/F63C8Gj/l05S6ipArcXdDqjxWwa6vf+qfB26Hw27UEHL7mvii+m4y8rfoG5Owf9kH5XF6urRCt9i6HY0/TVflN8hLaBDGVRUsi45jKYk2ijDw8PLBv3z5MmTLF4LPA19eXtGhkRkYyCx7WRmZLI3aogkt56TDzvy5dusRaSFenoKAAO3bsIO+N9bqNiooy6ZVh5gJUbynEbNWyfft2VvXY6uzbt4+8fhEL9bqG6UWKiIgw+bf99ttvZMHVsGFDvTYkzEWxoYUec25zFYC///571vv6zoV2cXHBuXPn8OTJE/z9998mCyExPc+mKuRqvWgqlQpHjx4liuqwYcNMVrQOCAgg16RSqURYWJhFFa0rKiqwYMECEkLdpEkTvP3222Q78/wolUqTIfm3bt1iGZ9MXTcAsGnTJqPbkpOTiWdTJBKxlIq6hPm7joiIMKqM5OTksLzctUH7+6qqqsKePXvw5MkTAJr7VG3zfKujVCpZudOm7j/VlW9rwpO1MI0wf/75JymcZK7dGKDz1CYmJpIQ5xYtWhitlqmtTK1lzZo1Judft24dWRS1b9++xh7cwYMHE8Pd3r17jUbwKJVKUh3aEAUFBbh58yZKSkrMRl1Yev/4N6CqLIFKrlEGOBwO+I4e4Ls2Bc/BAzzHhrBfth2CHrrfpfzcQZbXtDZw3HTfnbrUskqw8gtHoEzVGCA4fAFsBk2EWqLzEPJ8WkHQWXd/UuVnwXbqIthOmEc8uqqifFT+8hVgZdQRlylvieWF9mQxR6BI0crMJ+G4AMDz9Yf9pxvQZqoudFoukaL9B8OIN7fi6TOcmbYGyqqXU2Dqny0nkXtN453m2QgQvHQy5BVVRDG393KFywBda6fKx0/R7LsP0XLHFxA00EQSyQtK8HjyVxYVeJLcT0X6F7qKz3Z+TRAQ+QP8j62G7w/z8Nqmj9E+fiua/zAPvOd9gqtSspA8faXB+eW5RUj9cA1Uz6srC73c0PqPr2v4baDGHlxr0EYhAjAbhVh9DHNfa3BwcMDSpUsRFxeHDRs2YNmyZVi1ahUOHDiAqKgoEonGrGHCvP8zj5ufbz6XnSmzpWlOVMGlvHRcXV1JH0y1Wo158+YZ9LhkZGTgvffeIzlZXbt2NVq0RSaT4YMPPtDr6SWTyfDVV1/h0iVNf7zmzZtjwoQJrDH9+/cn4RaPHz/GokWL9PIKlUolvvnmG+KN8Pf3t2ihV99MmDCB3EgePHiAefPmGcxxO3DgAGtR+emnn+oVaGF6ZA21emHmBx47dowV7qyluLgY8+fPJ+dDC7MQS33g6upKFIbKykrMnz/fYPn88vJyrFixgrw3VUSof//+5DvbsGED8VJbomAsW7aMhNHn5ORg7Nix2L9/v1FF88aNGxg/fjxRogUCAX788UdWKI+3tzcrvGnNmjUGlcDo6GjMnj2b5VU3Z2G9cOECVq1apWeoSElJwf/93/+RohDz5s2r87xULW+99Rb8/DQ5bnfv3sXixYuJUqYlOzsbs2bNsqpypCkGDhxILNEbNmwgn9d1eHJlZSWWLFlCvIMCgcBsL2Gm8q2t+Ny6dWuzRZ60tGrViljcmYY9Y15YJtox2dnZJLTZWHiylhkzZpDvMiYmBkuXLtW7LyiVSvz888/YvXs3AE0kwqeffmrR32MIPz8/0iu4vLwc77//PqtlEaD57sPDw0nrJ0O8+eab5PWuXbuMpi6cOHGCRNK4uLiQMPB/M8rSXKikupY/HJ4AXFtHcG0cSP9WtVIJWdQ+yCL3GJvGajhOuigsVUmBiZFMYRWo/OUrklMLgNW2pzo8r6bgOuu8Tor71yH54SOoiy08nlF5ragkr1SgcstyyP8xnLdcPbJKm+8KABlnb+HokCWoyLK8FUxtUcmViJr6HdJP63Jn7b1cWYo5E1FrH9g21/U4Lb/6AAljP0NVsnkPt5Zne88geda3UBRrjLYcLhcOnf3h/nYo3Eb0ZBWVKj59DQlvfWGyOnPp+ZtImrAM0izrz3N9wGzDp00TMwWzPZqvr2+tju3o6Ij+/ftj8uTJGDt2LDp00OWBy+VyEnXk4uLCMugxZa5+z60rmWmRKUq9EBYWhlu3buHWrVsoLS3Fu+++i6CgIHTq1AlCoRBJSUk4f/48WRh7eHjg+++/NxpaJxAIkJaWhhEjRmDAgAHw8/NDSUkJzp49S37wIpEIK1eu1Ivf17Z2mDhxIioqKhAVFYX4+HgMGDAAZ/FUUAAAIABJREFUjRs3RklJCc6fP08sUSKRCKtWrapRleGXjaOjI9auXYsZM2ZAKpUiJiYGAwcORGhoKHx8fFBRUYG///6bpYy+/fbbGDZsmN5czHy1ixcvYtmyZWjcuDHatm2LkJAQjBkzBps2bUJ5eTkkEgnefPNN9O/fH35+flAoFEhNTcWFCxfIORUIBERhs7SwzIvk448/RmxsLCQSCW7evInQ0FD069cPPj4+sLW1RWZmJs6dO0e8035+fpg0aZLR+WxtbTFo0CAcPnyYKFR+fn4W9WzWtiyaPn06MjMzUVZWhi+//BJr165FSEgImjdvDj6fj2fPniE+Pp51/mxtbREREcF60ACaolITJ07Eli0aa/fhw4dx+/ZtvPHGG3BzcyM5gdpICEvPD5eraRWyc+dOxMTEIDQ0FE5OTkhMTER0dDSZIygoiBV+XdcIhUKsWrUK06ZNg0QiwalTp3Djxg0MGjQI7u7uePLkCc6cOQOJRAJfX1+WZbmmiEQihIaG4sSJE0SZ9vHxMZpKYYiYmBiDixK1Wo2qqipkZmbi4sWLrKiIefPmGe3nrGXAgAGkYJn2+rNG8eZwOOjWrRtOnjxJIhoaN25s0eKie/fu4HA4UKvVZisva2natClWrFiBjz/+GCqVCgcOHCDXk7e3NwnzZxoxw8LCal2JODw8HPHx8UhLS0NSUhKGDx+OgQMHonnz5igsLMSZM2eQl5dHiiMa+i34+/tj/PjxOHDgAFQqFcLDw7Fz50507NgRnp6eEIvFuHXrFlH2AWDx4sU1qpD+6qGGsjwPqio7jVIrsCW9cdX5WVAm/wP5lVNQ5WaYmcc6ODa6fD51sRUKo6wKVTu+Aa91R/C79AXPtw04Ti6AWg21tBJQKACBEBxbESCXQlVSCGXyfchvxliUN2tcXp3iaY0Hl8i8bSXk/h0h6NIXvOYBGoWZwwGUSiiUHHAFPCgkUkhyipBzNQEph68g/1YtCyTVEIVEiuj3f0Lj3q/D780QeHZpCbuGLlCr1JCXS8CVysCzFYLnZA+1XAF5fjEqbieh+MQVk0WlTFFyKg73Lt6G+4T+cO7bCXb+vuC7OkJVKYU8rwjl1x6g6PjfqLhqWeeGimsPcf+ND+A2pjdcBgTBdbDpugVGeQnpVy1btiT3W1OGOC3MtKeAgAATI/VRq9UoLi5GQUEBmjdvbjIf9vr168RIWf2ZyOxFb4nM2kggDodjscxUwaXUC0KhENu3b8fSpUtJSNf169dZvRO1BAUF4ccffzQZSjF//nz89ddfSExM1Ou9BWhCwTZt2mRUuWjVqhX27t2LefPmISMjA0VFRaxcRi0NGzbE2rVrrb4p1Cddu3bFrl27sHDhQmRnZ6O0tBSHDx/WGycQCLBo0SJMnz7d4DxeXl7o1asX8b5qv5/hw4cjJCQEbm5uiIiIwLx58yAWi6FQKHD69Gm9eTgcDqZMmYImTZqQPp4PHjzQCx1/2fj6+mLLli1YsGABCgsLUVlZyeppyqRjx4746aefzHojR40axfqurVEwmjZtiiNHjmD16tU4cuQI6dtp6PrWEhgYiBUrVrAeHkzmzZuHpKQkUvjqyZMnJKyWiY+PD77//nvMnj0bxcXFSEtLM9qyyNbWFl999RW++OILpKenkxY1TEaOHImVK1fWeduW6rRv3x67d+/G7NmzUVBQgPz8fOLt0/Laa6/h22+/xbhx4+rkmKNGjWKFpY4YMcKq/Y8ePWrxWDs7O4SFhRn9jTIRiUQYOHAgmZ/L5VotW/fu3Vm/AUujVtzc3BAQEMDyOAcFBZndb/jw4bCzs8Pnn3+OkpISFBQUGGxpJRKJsGLFClZYc01xcnLCvn378OGHH+L27duorKzU88A6OjoiIiICS5cuNWrsWbZsGaqqqnD8uCYH8eHDh6SSOhM7OzssXry4zq6/umLnz9/Van+1vBJKOdvjLv12gZHR+lRu/MKq40n3r4N0/zqr9mGiTLwNZeJtvc/VKstCjyt//tyq41Xti0DVvgir9qmOMuE2lAn6Mh84aFnv6FPjVtbq+Fpy4x5hWxPTESQAkHXxH2Rd1FdeOsCyCJrEcUuskkslrkL+tr+Qv834M9Ia1DIFCv84h8I/zqHLU8vv0+xJXryC6+LigsDAQNy+fRvZ2dl4/Pgxy0PKpLi4mCiLLi4uaNeuncFxxvjqq69IRM/27dtNGi6Za5/Q0FDWtjZt2sDT0xN5eXm4e/cuSkpKDPZWBzSpLtqoQX9/f1YurymogkupN+zs7LBmzRpMnToVhw4dwvXr15Gfnw+ZTAZ3d3cEBgZixIgR6Nevn1lvqbu7Ow4ePIjdu3fjxIkTxMrv5+eHwYMHY8KECWat5f7+/jh58iSOHj2KM2fOICEhASUlJbC1tYWfnx/69++PCRMmvLAQyxdJx44dERUVhcOHDyM6OhqJiYkoLi6GQCCAr68vevbsiQkTJpCwWGNEREQgIiICZ8+eRX5+PgQCAasnWc+ePXH8+HHs2rULsbGxyMrKgkKhgL29PZo1a4b27dtj3LhxaN26NdLT04mCe+rUKXz00Ucmc1NfBkFBQYiMjMShQ4dw6dIlJCcno6SkBAKBAO7u7mjfvj2GDBmC0NBQizz4wcHB5CbO4XCsVjAcHR2xcuVKfPDBB4iMjMT169eRkpKC4uJiSKVSODg4oFGjRggMDMSwYcPMhjwKBAJs2rQJf/31F44ePYqHDx+irKwMQqEQbm5uaN26Nfr06YPRo0dDKBQiJCQEJ06cgEKhwKlTp4wuykeOHImAgABs3boVsbGxKCoqgouLCzp37owJEyaYLKpV17Rr1w6RkZHYu3cvzpw5QzzSTZs2xeDBgzF9+vQ6bQnWo0cPeHh4kCJ2dRWezOPxIBKJ4OrqCj8/P3Tr1g3Dhg2zqs3SiBEjiIIbFBRkdc6nttCUFkvCk5ljtQpuhw4dLPZWhoaG4ty5c8SDm5KSgtLSUnIf7tWrFyZMmGDxIscS3NzcsHfvXpw4cYL8LiQSCRo2bIhevXphxowZZvN8BQIBvv/+e4wfPx5HjhzB3bt3kZOTA6lUCmdnZzRp0gS9evXCW2+9ZTQXmUKh/JfxkgpoDhkyhKTQrV+/HuvWGTb+/PLLLySqauTIkVa3CQoMDCQK7pEjR4w+E27fvk1qb7i4uOgZIzkcDgYPHoxdu3ZBJpNhy5Yt+OSTTwzOxUz/GT16tMWyctSvcn8OCsUE69evJ42wV61ahbFjx9azRBQKG4lEgp49e0IikSAoKEjPm/hvJjg4GCUlJRCJRKxKuZRXhyNHjpAcVXqP/Pcjf1b79lYvE+k3lntwXxUs9eC+SljqwX1VsNSD+ypRUw9u5cmfarSf3TDrfjsSiQRDhw4lns4PPvgAYWFhLEP8H3/8gS+//BJqtRq2traIioqy2tgmFovRt29flJaWgsvlYvXq1XptD2/evIn58+eT1JZly5Zh8uTJenPl5eVh8ODBkEgk4HA4WL58OatGjlqtRkREBCli6eHhgTNnzrAqMJuCenApFArlBREdHU1yM62xPFIodYE2XFYkEpksiEahUCiUF8BLCFEGNPf4L7/8Eh9++CFUKhU2bdqEc+fOoV+/fuDxeIiLiyOt3gDg888/N6jcfvrppzhy5AgAYMyYMVi9ejVru729PcLDw/HFF1+QegN//vknOnbsCB6Ph3v37iE2Npa0Fhw6dOj/s3fecU1e7f//ZLGXAxW3ohUXohTEgeKq1q2te9aqraJVca9a9XHUUUVcj7NqtUqto+6BIEPBhaI42IgoiEwhEBKS3x9pTu6b7BDE5/c979fLlwk5931OkjvnPte5rutzadQqqV27NhYuXIjVq1dDJpNh1apVOHfuHDp37oyysjIEBweT+uRcLhfr16/X27gFqIFLoVAolYYilMfa2hr9+vWr4tFQ/i+RnJyMyEi58mq/fv3+PxE0olAolP8hPlGIMgD06NEDmzdvxsqVKyEUChEXF4e4uDhWGz6fj4ULF7JKCBrKt99+i9zcXGzbtg1lZWW4f/8+S0APkBuk48aNw5IlS7Smc40dOxYlJSX47bffIBaLER0drRIRphCI7datm0HjpAYuhUKhmACpVAqRSARLS0uUlJRg586dZMd0+PDh1MCgVCpCoRCWlpbgcDh4/fo1/Pz8SKknXSWFKBQKhVIJfCIProKBAwfC3d0dx44dQ2hoKNFBqVOnDry8vDBhwgSNIpSGMG3aNHh7e+PYsWO4d+8eMjIywOVy4eTkhI4dO2LMmDF6l6SbMmUKunXrhuPHj+POnTvIzMyETCZDvXr10LVrV0ycOFGnPow6qIFLoRhJfHy8Sj1XY7G1tcXIkSNNci5K1SCVSuHh4QE7OzsUFBQQIQc7OztMnz69ikf3eZGWlobr16+b5FwCgaBSyw/9r3DlyhWsXbsWFhYWyMvLIyFiX3/9tV6lqSgUCoViYj6hB1eBk5MTFi1ahEWLFhl87MaNG1XCkjXh4uKCdetMo8zdrFkzrFq1yiTnUkANXArFSJ4+fYpNmypWWkFBvXr1qIH7Pw6fz0eNGjWQkZFB/sbj8bBmzRrUqlWrCkf2+ZGQkGCy346VlRU1cAHUrVsXxcXFpO4gADRq1AgrV66swlFRKBTK/2E+sQeXosQwfWgKhUKhaKRnz56wt7eHtbU1PDw8cODAgSqv70v5v0HTpk3RsmVLmJubw9HRESNGjMDx48dNWk6HQqFQKAYglRr3j1JhaJkgCoVCoVAolM8cWiao8qFlgiqf/1NlggLXGHWc5cifjTqOooSGKFMoFAqFQqFQKBSKKaE+xCqDGrgUCoVCoVAoFAqFYkpouHGVQQ1cCoVCoVAoFAqFQjEl1MCtMqiBS6FQKBQKhUKhUCimhKooVxnUwKVQKBQKhUKhUCgUU0I9uFUGLRNEoVAoFAqFQqFQKJT/L6AeXAqFQqFQKBQKhUIxJVRFucqgBi6FQqFQKBTKZ87/Wl1Z82Xbq3oIBtOz3bSqHoLBPMp9WtVDMIifanWu6iEYzJfGHkhDlKsMauBSKBQKhUKhUCgUiimhBm6VQQ1cCoVCoVAoFAqFQjElVEW5yqAGLoVCoVAoFAqFQqGYEJmU5uBWFdTApVAoFAqFQqFQKBRTQkOUqwxq4FIoFAqFQqFQKBSKKaEhylUGNXApFAqFQqFQKBQKxZTQEOUqgxq4FAqFQqFQKBQKhWJKaIhylUENXAqFQqFQKBQKhUIxJdTArTKogUuhUCgUCoVCoVAopkRGQ5SrCmrgUigUCoVCoVAoFIopqQIPblpaGo4dO4aIiAikp6eDw+GgTp066Nq1K0aPHg1nZ2ejz92iRQujjz169Cg6duyoMtbevXvrfQ5PT08cO3ZMr7bUwKVQKBQKhUL5zDEbOBniqBuQZaVX6Dw85zaw9F1foXOU/Lkdkvu31L9oYQ1Bxz7g2TmBwzcDOFxAWgaZVAJZaRGkokJAWlah/gGguKQEA8dMQ+b7D/jPMj8MHdBH72M5AktwLWzB4ZsDXJ7c0yaVYMby6bh48jLSEt9UeHxMBGYC9B7aE517e6GF6xdwqGEPLoeL/LwCJMQm4m5QJC4HXkNpSanGc3h0c8eA0V+jYw9P2NhZG9T/Tz8tx8EDxyv6NmBpaYHHT26hfv26+GH6Avzxx2mt7Xv18saEiSPRsWN71KrlCKlUCp6MAw6XAy6PB2HuR+S+ycLzGw/x+Gw4CjJzKzQ+CzsrfDnSBy692qP2Fw1gYWtVoT44XA5cB3oZP6BPLDL1zz//4Oeff0ZxcTHr70lJSUhKSsKff/6JRYsWYeLEiZ90XADA4XBU/vby5ctK648auBQKhUKhUCifOWY9h0PQbRBKrx6H+NaZqh6OWnitO8Ji1CxwbOzLvcAHh8cHBBbgWlWDVJgLaXF+hfrauP2/yHz/wcCjOODZ1gLX3Lr8nwEuD2NnjsKIqcNxYPPvOLH7ZIXGp8DNyxUrdixB7Xq1VV6rZemIWk6O6NzbC5PnTcTanzbgYdgjVhsLSwus2LEE3ft7m2Q8FWHzllWoX7+uznZWVpY4cHAbhgzpp7WdXe1qsKtdDY3cv0CvOcNxY+tfiDh4BTIjQntb9nHH8I3TYFPDziR91GhcB2N3/4S6rRobPBbCJywTFBISgsWLF0P6r9e4Xbt26Ny5MwAgMjIS0dHREIvFWLduHWxtbTFs2DCD+1i0aJHebc+dO4e4uDgAQNu2bdGuXTuVNs+fPyePx44di/r162s9p5OTk979UwOXQqFQKBQK5X8ADl8A84GTAS4f4puBRp1DWpAD8Z0rBh3Dd+sKjpWt/PiPeSiLj1Ft064LzCcsAIfLAwDIZDLIxMWAVAJweOAILMDh8sDhcMGzrgFweJAKc4x6Dwf/CMTfF64afBzPrg64ZpbkuUxSCplEBHA44AgsweHyIDATYMbyaeALeDjqXzGvp0c3d/x6ZB0EZgIAgFQqRfyzBKTEp0Imk6FRs4Zo4foFuFwuatSqjq3HN2LZ96tw58Zd+Xh5XPx6dB06dHYj55SIJeAL5Mv3UlEpzMzNyGsPHjzB48fPVMbx4nlchd4HAPj5/Yjvvhujsx2Px8Ppvw+he/dO5G8ymYx48JiPAUAkLIG5lQXMLM0xYMV42NZywJX1JwwaW9sBHTF6x2xweVwAgEQkRsr9V8hNz4KlnTUae7rApoad3n3Y162B6adWwq52NYPGocIn8uAWFRVhxYoVxLhdunQpJk+ezGoTGBiIn3/+GTKZDGvWrEH37t1RvXp1g/r5/vvv9WoXEhKC+Ph4AEC1atWwa9cumJubq7R78eIFeezr64uaNWsaNB5tUAOXQqFQKBQK5TNHfOcKBJ2/BgCY9RuLsoSnkKa80HGUKrKstxCd3qN3e75HL9KvrEyCkt83QJbH9pxyHGrCfNRsYtyWJcZCWs2mXCgyB1yrauBZOQAAeFYOkImL5UawvmOXybD70HHsOWS44cm1dCDGrUwmRdnH95CVClnju3TlGYZOGAQA+H7BZERHPMbTB7EG9wUANvY2WLV7BTFuU+JSsWbWesTHJrDaObdqipU7lsK5ZVPweDys2rkMY70nIft9DibMHkeM22JhMbYtD8CybXIv2se8jxjqPhJjlo7H1KnjAAAdOrTF4kVrEBn50Kgxa2LZ8rlYvnyuXm0XLvIlxq1QKP9urazkn3t4eBQiV5yE97QB6DhOnnspsDDD4/MRcBvSBQDQbfpAJN6JRVzIE736s3eqjuEbpxHjNjnqBU7N3YX8d8rNE765AH3mj0C36QP16mPYuu+JcVvyUQgLWyu9xlIe2SfKwQ0MDERWVhYAYMCAASrGLQCMHDkSKSkpOHjwIIRCIQ4cOGCQR1ZfsrOzsWTJEuIhX79+PWrXVo1eAJQGbu3atU1q3AIA16Rno1AoFAqFQqGYHNHpPRD/m/fK4XJhPmBCpffJqVUf5t/+SJ6XXjsJabKqUS3oMQwcC7kRIP3wDsX7f1GTZyuDVJgjz8H9F66lg95jyS/4iJkLVxll3ILDBddK2VdZ4Ydyxq18fFuXbMfV09flY+NyMX2Jfh4rdYz+YQTsq8nDZT9kfMDsb/1UjFsASHyehLkjF+D9O7mBYmVjhbG+o+FQ3R5jfUeRdpsXbUN2ZjZ5HhebgNKSUsz5aTlOHP+bjPmX1aYzWqpVs8ffZw7pbdzWrFkdfn7K6yUi4h4xbhMTUzBs6GRkp2Ti3PJDePR3GBmzXZ3qePLPHXKcwhDVh27TBxIDNDslA4cnb2IZt4Dco3tl/Qm9+qjZpA5a9FB6zE8v+K/eY6kqzp49Sx5PmzZNY7vp06fDzEzu8b948aJRoeC6+OWXX5CbK89zHjJkCHr27Km2XW5uLjIyMgAArVq1Mvk4qAe3EigqKkJwcDDCwsIQGxuL7OxsFBQUwMrKCnXr1kWbNm3Qu3dveHt7g8//fL+CCRMm4N69e1rbcDgcCAQC2NjYoG7duujQoQP69OkDT0/PTzRK0yEUCnHjxg2EhobixYsXyMzMRElJCaytrVG3bl20a9cOAwYMgIeHh9pk+f9FXr58iStXruDRo0dISkpCfn4+eDweHBwc4OLigk6dOmHw4MEGh7F8LojFYhw+fBiXL19Geno6iouLYWtrCx8fH2zYsIEoAtarVw+3bmkQTNED5m8lKChIZx4JpWoJCAjAzp07AQAbNmzA8OHDWa+b6rrQhD5KlAKBAHZ2dmjYsCHc3d0xYsQING7c2ORjAYDLly9j3rx5AIAmTZrg6lXdoZ9RUVEsoZI2bdrg77//1nncP//8g4ULFwIAOnTogD///NPIUX9amO932LBh2LhxY5WMQ3T+APiuncExtwDPuQ24tRtAmplWOZ1xubAYNw8cgTy0sCz1FcRB6kWFBO27kcelQaeBUpHG00qLC8A1twEAcAQWOochk8nwz9Ug7Pjv78jMUhp4lhbmKC7R3A/rrVjYgsOR+3RkEhFkDCO7PDtW7Ub3/t6wtLKEW6d2aPxFI6TEperVD5PeQ5QL+z92nURedp7Gtnk5+Tix6yTm/mc2AKD7113x4d0HWCqMw+dJuHE2CON8R5NjEmITyeNFi9ZgyNCvYW1tBW/vjmjZsjlevIg3eMxMxo4djl9WL0S9esq8x6IiIaytNXszx4//lrz+7OkLuLm1Ia9t2bJb7tGVf/W4uOYo2nztATMrCzTt2BJ/zd+DdoPlOaON3L8Ah8uBTI8QX9d/jwGAkN3/QFys+ZqIOn5TZx9NOrYkj/PSPyD22n2dY9DIJwhRzsrKwqtXrwAAjo6OaNmypca2Dg4OaNeuHe7fv4/MzEw8ffoUrq6uJhvL7du3cf36ddLXkiVLNLZlhie3bt3aZGNQ8PlaV/+DSCQSHD9+HHv37kVOjmpeSUFBAQoKCvDy5UucPn0aDRs2xNy5czFgwIAqGK1pkMlkKC0tRU5ODnJycvDs2TMcPXoU3t7e2LZtG2xtbat6iDoRi8U4dOgQDh06hLw81RtQfn4+8vPz8eLFC5w8eRLt27fH6tWrKySXXtW8fPkSGzZsQGRkpMprYrEYGRkZyMjIQEhICLZv344ffvgB06dPB4/Hq4LRGodMJsOMGTMQFhbG+ru63yaF8rkhFouRnZ2N7OxsREdH48iRI5g5cyZmzpxp8r68vLzA4XAgk8mQnJyMnJwcnZta4eHhrOexsbF6HffgwQPyuEuXLsYP+v8qwkKUvXwIfjv5Z8d364rSa5WzSSDwHgReg+YA5KHJosCd6kVzzC0hjroBbu0G4NZpiLLn2g0CmUzp2eVwOHKVZQ1iPCJRKcb/6IcXcUpjzsLcHKsW/4S/L1zFg+iner0XjplSVEoqKtLa9mPeR0QF34fPALnR3nOQDw5tPaJXPwqq1ayGeo2VYkx3bqrea8vzOFKZ11y7Xm2WqFTQhWAAQPPWzcjf4p8pDdjc3Hxcvx6CYcP6AwCGfzMQ6/6zzaAxKzA3N8et4L9ZxqlQWIzZs5Zi0uTR6NZNs6rwwEFfkccXLlyHmZkZXFo2g4tLc1y7GsxqW5xfhFchT9C2v7x0TH1XZfkavrkAVtVsUZRdoHWsZtYWeBAYglrN6qF283p4GRyttf3HLKWwmaY+rKor161577JRIT6ByBRTqEmdkFN5XF1dcf++/Df65MkTkxm4EokE69cr1dl9fX213g+Y41YYuImJiXj69CkKCgrg4OCA1q1bG13WiBq4JiI/Px9z5szB3bt3yd8sLS3RsWNHODs7w8HBAQUFBXjx4gWioqIgFovx+vVr+Pn5ISgoCBs3biRhA58j/fv3R5s2bdS+JhaLkZeXh3v37iE2Vp6rEhYWhilTpuDPP//8rL3UmZmZ+PHHH1k/NEdHR3Ts2BGNGjWChYUFcnNzERMTg4cPH0ImkyE6OhqjR4/G9u3b0b179yocvXEcO3YMGzduhEQiASAPD+rQoQNat26N6tWrQyKRIDU1FREREcjOzkZxcTG2b9+O6OhoBAQEqBUK+By5e/cuMW65XC769OkDFxcXiEQieHh4VPHoKBQ5P/74I+zs2KqfZWVlKC4uxvv373H//n2kpqZCLBbD398fAoFAawiaMVSvXh1ffPEF8QJER0ejV69eWo8pb+DKZDJERERg0KBBWo9TLKwAEIVPimGUJcUSA5f3hRtQCQYux7YazPoqBYXEoRcgfafBiykqRumlo/qfmycgj2UyqVYjQFRayjJuO7i2xpqlc9G4YX0DRKY48nJAij71yPl9HBlDDNwvvTsYbOBaWJoj6J9gONapiZq1a+B9eqbOY8rK2CHdLVy/II8fhssNt+ZtlAZu3DN2uHNE+D1i4Pbo0cVoA9fCwpxl3EZE3MPMGYuRkJCMSZNHazzO3NwcX36pNLCuXQvB/fvaDc6Uey+JgevcWenFKy0W6TRuAaC0qATXftVf7bpmE6U3WlMfHxllhKo3qKX3udXyCTy4qanK36U+0WN16yo3XpjHVpTTp08jJSUFANC4cWOMGaNdkIzpwX337h2GDBmitmxQy5YtsWTJEnh5GVau6fO1PP6HKCwsxLhx44himIWFBX744QdMmjQJ1taqtcpycnKwe/duUqz40qVLyMnJwf79+yEQCFTafw54e3urhPGp4/jx41izZg0AICYmBn/88YfaZPfPgZycHIwfPx6vX78GIDdsFy9ejP79+6v1VCYkJGDp0qWIiYmBUCjEnDlz8Oeff2oNB/nc+P3337FhwwbyfMCAAViwYAFrwlMgFotx7NgxbN26FRKJBLdv38ayZcuwdevWTzlko1Es1gHgm2++wX/+8x+tbSgUBZ/yuhgxYoTWRYlUKsXu3bsREBAAAPD398fgwYM1inYYS6dOnfQ2cLOzs8nipHv37rh9+zYAudGrzcDNyclBUlISAMDGxsakoXH/l5BmKEOSuXUbV0ofZv3GkpxaWWGCGpRJAAAgAElEQVQBSm8Yp9isDq6lsoSQTIc3VUH9unUwe9pE9O/jY3iKEE/AOkZWprnWrIKUeOXC37mV4R6kd2kZ+GWG6j1HG0yDtqysjCglA3KBKgtLC+IVFpWU4nXCa5hbmKP/gN5wc2uDtm1dSHtX14rnNCYlpWLtmq0IDPxHv/G3cGatYV++1B0inRmvrOlcs6nS+Iy9WoGwYA1weVx0+0GZd6upj9SH8ZCWScHlcWFXuxpa96vAhvgnEJlSiEsBQJ06dXS2r1VLabRnZ1fQQ/0vZWVl2LdvH3k+depUnfYM08BV2A2a2n333XdYvHixQfYEFZkyAcuXLyfGbZ06dXDy5EnMnDlTrXELyHfLV6xYgc2bN5ML4O7du9iyZcsnG3NlMW7cOFZtrVOnTlXhaLSzcOFCYtw2btwYp0+fxqBBgzSG4TZr1gxHjx4lnuzi4mIsX768UpL0K4OHDx/i119/Jc8XLFiA3377Ta1xC8hzAKdMmcK6Li9evIigoKBKH6spKCpSLpw0RR9QKJ87XC4Xs2bNgpubXPRELBbjr7/+Mnk/nTopS3o8evRIS0u5IauY90aOHEkWTMy/q4MZntyxY8fPOrrnc0aar1Qw5phbAtZ2WlobDsexLvievcnz0puBQIl+hqjW8woswLOvC67gXyVjaRnKhLlajzEzE2DLmqW4dPIABnzVwyj9Cw5PeZ3JpGWAHvfsrLdKo8HK2hIO1e21tDYNA8f0J4/TU96Sx/m5BRAWCtGsdVOyPsl4k4GpC7/DuehA/PXXASxfPheDBytrzlpbW2Hnrg2wszM8TUwkEmHCeF+0c+2ht3ELAI0aNyCPs7Nz8fGj5jxnBQUZypQhhQqyMK8QQdt15/MbQhOvlph2ciWaeLro7CM7JQMxF5XRmN9u+sH4jqUy4/4ZwMePH8ljCwvdOe3MKLzCQt3fkT7cuHED6enyzQpHR0cMGTJEa/uSkhLi7QUAMzMzTJ8+HRcvXsSTJ08QGRmJXbt2kZBrqVSKDRs26KUPoYAauBUkKCiIfODm5ubYvXu33h69wYMHY8WKFeT50aNHWTsa/6uMHTuWPE5KSkJmpu7QnE/N9evXSYidmZkZ9uzZo9fOl6WlJTZt2kRuMrGxsf8TBp9MJsPq1atJjbThw4frHeb49ddfs7wyCk/S5w5zof05h/9TKPrAVKKMi6t4TcvyfPnll8TgfPbsGUpLNXu5FHMnj8eDp6cnunbtCgD48OGD2hAzBczwZJp/azyyQnZYJcfEBq6ZzzBw/r3HSfOzDa6Zy4RrXQM8u9rgV2sAvn1dcP8VlZKVSVBWkCGvkasFC3Nz9OvVrUL6D4rSRQDUKDurJy8nn/XcvpIN3B6DusPNSxnRkPgiiTzOzZJvAjRv3Zz8rVGzhhg/eyxs7Gw0nvO778bgVvAZNGxomOhhSYkIZ85cIusFfalVS1nm5f37D1paAgNXTcSkgwsw+Xe24nNBZi5+n/wrslMrvm5U9LHg9jZMP7kSjT3kuil56R909nFu+SEk3pWn3FnYGVciCIA8/N6IfwUFBXjz5o3Kv4IC1ZBq5lytTwoZ0wjWNs8bwu+//04eT5o0Seea69WrVyQk38bGBn/++Sfmz5+P5s2bw8LCAtWqVUPv3r1x4sQJfP311+S4NWvWQCgsr36uHoO3T58/f45Tp07h/v37yMjIgEQiQc2aNeHm5ob+/fujd+/eao9jqlYGBQWhbt26+Pvvv3H69GkkJyejuLgYdevWRZcuXTBp0iQ0atRI51jEYjEuXbqEK1euIDY2Frm5ubCwsECjRo3QrVs3jB07luWKrwz2799PHk+aNMlgJbBRo0bh3LlziI6OhlQqxb59+7BtGztvYsmSJTh79izMzMzw9OlTPH/+HL/++iuePHkCKysrtGjRApMnT1bJB33y5AmOHz+OBw8e4P3797CxsUGLFi3wzTffYNCgQXjy5AlGjZJL0M+aNQuzZ8828lNg07RpU9bzzMxMlXC6Dx8+IDAwEGFhYUhMTIRQKIStrS3q1auHTp06YcSIEWjYsCHrmISEBCLI5eDggPDwcJ0hEBMnTkRUVBQAuVKoIln9wIEDpM2YMWNUxqwNZ2dn9O3bF5cvX4aNjQ0SEhI0Xvdv377F2bNnERUVhdTUVCJiZWdnh+bNm8Pb2xsjRoyAjY36m5RCyEqh2pmcnIyDBw/izp07eP/+PaytrdGyZUsMHTpUq/c5LCyMhB+amZlhwYIFer9fAJgxYwYuXLgADoeD0tJSfPjwQWPNMmPnCIA9T4SHh8PR0RE3btzAmTNn8Pz5c2RnZ8PBwQFt2rTB0KFD0a9fP9bxb968URtauXTpUixduhQAWwFVX7XcGzdu4O+//0ZMTAwKCgpQs2ZNeHl54bvvvjNIbEwqleLixYu4du0anj17hpycHFhaWqJ+/fro2rUrxo4dq3WjRdHXqFGjsGbNGmRmZuLEiRO4desW3r59C6lUinr16qF79+6YOHGiXmGsSUlJOHXqFO7cuYO0tDRIJBLUqFEDrq6uGDp0qM5cTAAIDg7GxYsXER0djQ8fPkAgEMDJyQmdOnUy+PdlCp49e4bjx48jKioK79+/h62tLVq3bo1x48ahR48eOo9Xd12Eh4eTIvdubm46o1OkUim6deuGrKwsCAQChIWFoVq1aka/J6ZgX3kv6Zw5c8hG6+LFizFlyhSt57p//z7Gjx8PQL6BtX37dtjY2KBt27aIjo6GSCTC8+fPideYiUwmw5078lIbbdu2hZ2dHbp06YIzZ84AkM81mjZ59RWYyszMxMmTJxEREYHU1FQUFRXBwcEBLVq0QM+ePfHtt99qXMgx1Y5/++039OzZE1u3bsWlS5dQUlKC+vXro0ePHvDz81Pp89ixY7h9+zZev34NPp+PJk2aYOjQoeQ+qQupVIqrV6/iypUriImJQXZ2NszNzVGjRg20b98effv21VgywyBE7BxSjoUVTBZHZG0LvrsPeSoOPgtIxEafjmthp+J1lUnLUFaYBZlEPwXkCsNh+nL0+6SKi9ifsbWRdVD1oUHT+li4cR55nvXuA+KexaPHQPmaTvSvUvQXjPxbACgsKMTpg2cRcOwIUlLSYGdng+QUdv3bli2b4+8zh9DDZxgKCyvuhdeGrY0yarGkpERjO56Ah06TvgKXq+pjC951HmmPE9UcZRia+ijMLsDpRft09iEqLMbBsevhPrI7BqwYb3QdXGNzcI8cOULWQkzUrdWZ6z59IhyY9w9134GhxMTEIDpanmttY2OjM/cWkN87goKCkJaWBjs7O422E5/Px/r163H//n18+PAB2dnZuHjxIkaOHKmzD70NXKFQiLVr15KbGJP09HSkp6fj0qVLaN++Pfz9/bUurEQiEaZPn66ibpqSkoKUlBQEBgZi/fr1GDx4sMZzPHv2DPPnz2e5uAG5uz02NhaxsbH4448/sHHjRq0L6oqQkJBAvlQej4dx48YZfA4Oh4Pvv/8es2bNAiD3LBYUFKiIjih4/fo1Jk2aRHZxiouLcefOHZVwgO3bt2Pv3r2sCzk3NxeRkZGIjIzEuXPnMHXqVIPHqw/lfzDlw9BCQkLg5+fHCiEFQJSYnz59ikOHDsHX15elGNqsWTO0bt0asbGxyMvLQ3h4uNbFamZmJvEYMJXY0tLS8OSJsri3PrnF5Zk3bx6mTp0KFxcXtUalTCaDv78/Dhw4ALFYdXFQUlKC9+/fIyIiAvv378fevXt15qMFBwfDz8+PtXuVl5eHu3fv4u7duzh16hT27t0Le3vVneaLFy+Sx927d0eNGjUMebtwdnbG4cOH4eLiolEVz5RzBCCfJ2bOnKniIc/KykJwcDCCg4PRvXt37Ny5s9I8tCUlJZg7dy6Cg9nqj+/evcPZs2dx8eJFrFy5Uq9zpaamYvbs2Sr5naWlpcjPz0dsbCyOHDmCRYsW6TWX3L59GwsXLkR+PtvTEB8fj/j4eJw4cQL+/v7o1q2b2uPLysqwZcsW/P777yo79QoV7evXr8PHxwfbtm2DlZXqDT47Oxtz585VKScmEonIOI4fP45p06Zh7ty5n6S81q5duxAQEMCa+3JychAWFoawsDAMHz5cr2iN8nTq1AmOjo7IysrC48ePkZ6ejnr16mlsf+/ePZIb5e3tXSHjFgDJXQUAFxcX1mtDhw4lBu7Fixd1GrgXLlwgj5n3WS8vL3JPi46OVmvgvnjxAh8+yL0zCiO1c+fORIU5LCwM06dPVzmusLCQXPv16tXTWPLo999/x9atW1U8C1lZWcjKykJ4eDj27duHrVu34ssvv9T6PgH5XM38/cbFxanMYaGhoZgzZ46KZ+Dp06d4+vQpzpw5o/Y9McnJycGMGTPw+PFj1t/FYjEKCwuRmpqKc+fOoUOHDtizZw8cHPSv/6pCeS+kCdXtBZ37g2Mm3zyQFRdBHHXD+JNx+Wp/8xwuD3x7J0hLi1FW+F5vr6rxMPJv9UwpkojZnmVeJYXT16xTE5uPbYCtg3wDSyqVYsvS7WjWSrkpqDBwm7VW5gKnJb3B/HFL8O71O7zMlRtrIpF6b1yrVl9gxYp5WLLEsJxgQzEzV96Hi4s1G7j2TjU0GlZD1kxGm34eCJy3GwWZ2sPXtaGpD5sadph6fBkS78Rq7YPD5cB72gB4M2rsGoPMyBzcSZMmsdL9FKizDZj3ZpFI96YRs40p1k7//KMMY//qq680OmyYcLlc1K9fXy9RLCsrKwwePBiHDh0CAERERJjOwBWLxZg5cyZLIdjT0xMdOnSAQCBAXFwcgoODUVpaiujoaIwYMQJ//fWXxgXsL7/8QhZEXbt2Rfv27SEUChEUFISUlBSIxWIsWrQIUqkUQ4cOVTn+5cuXmDhxIjGQbGxs0KtXLzRu3Bg5OTkICQlBWloaPn78iDlz5uDIkSN63QgNReEZBOTGlzGLJkD+GVhYWKCkpAQSiQR37txR8UwpWLFihUqIgkAgYHlZNm3ahIMHD5Ln7u7u6NhRrlJ37949PHjwABEREUhOTjZqvLpghs9xuVzWIjAxMRE//fQT+YF5eHigffv2sLW1xfv37xEZGYn4+HhIJBL4+/ujXr16LON9yJAhRKn50qVLWg3cy5cvk4U7cxGn8D4AIF4BQynvXS7P1q1biXefw+GgU6dOaNu2LWxsbPDx40c8efIE9+7dg0wmQ3Z2Nn766SdcuXIFlpaWas+XkJCAq1evori4GDVr1kTfvn1Rs2ZNxMXF4ebNmxCLxXj06BEmTJiAU6dOqZyH+Z4V14KhaFM8NfUcAci9rvfu3YNAIICPjw9atmyJkpISREREkGvg9u3b8Pf3J3U1HRwcsGiRPOQpIiICERERANgq4M2bN1fTmyplZWWYOnUq2STh8/no2bMnXFxcUFRUhJCQECQmJmLVqlUaN6QUJCcnY8yYMaT4eY0aNdCzZ0/Ur18fQqEQ9+7dQ3R0NEpKSrBmzRoUFhbihx805/28fPkS58+fR0lJCRo1agQfHx9Uq1YNqampuHbtGoRCIRFCu3nzptoNjWXLluHcuXPkeZs2beDl5QVLS0u8fPkSQUFBkEqlCAkJwZw5c1jRKoB8QT969GiSx25tbY1evXqhSZMmEIvFiImJQUREBMrKyrB3717k5uZqFZIwBdu2bcPevXvJ8/bt28PLywtcLhcPHjxAVFQUzpw5Y5RxwePxMHDgQBw+fBgAcOXKFa2bhJcuXSKPtW3W6sObN2/Id2Vubq5yc/f29kb16tWRk5OD2NhYpKSkaDQgxWIxrl27BgCoVq0avL2VpUg6deqEPXv2AJDn4X733XcqxzPVkxUGbvXq1dGyZUs8f/4c0dHRKCwsVFnkPHz4kISkaZpL/P39sXv3bvK8adOm6N69O+zt7ZGeno6bN28iNzcXGRkZmDx5Mvbu3UvCo9Vx9uxZlY10AOjbty95fPv2bfj6+pKNyIYNG6JXr16ws7NDfHw8goKCEBsbi1WrVmnsB5B70RXGrZOTE3x8fODk5AShUIi4uDiEhIRAKpXi0aNHmDt3Liuk77OBx4egizIcUHw/SMVbbBAyKcS5b4Ay+WfL4ZuBa2EHroXcmOOaWYJjXxeSvPRPUk7l30F9on50U6tuLWw/tZlVTuj4rpO4c+MunF2akL9Jy+SfzeZF29CgaX04NayD21fC8O71O63nv3HjNvr0kXuBp04bj40bdyAvT7cysbEwN0rLyjR/n8X5RQgYsAxZSe/A5XLwS+wh1uvOnVtj+qmV2D30ZwjzjMsRZfbB4QC1WzRApwl90H64t84+eAIeJuyfjxY+8g2+MrEEPIGRGxxGenDt7Ox0risUMA1cbZ5zBUwDVx9jVBdMJwQznNiUtG3bljxOS9Ov7rde31hAQABZuNrb28Pf358lSAHIvRO+vr6Ij49HZmYm/Pz8cPz4cbXnu3fvHiwtLeHv788Kq/Xz88OWLVtw+PBhyGQyrF+/Ht27d2ftfEulUixcuJAYt15eXti2bRtrR3bRokVYuXIlzp07B4lEgtWrV7N2rE0FU4hDn9pTmrC0tISbmxupSfr8+XO1Bm5paSmioqLg7OyM1atXo02bNnj9+jWio6NJ+JrC+wnIDd9ff/1Vpc7u1atXsXDhQrx9+1alD1OgUIcG5PW2mB7FQ4cOkR/XL7/8ohLKIJPJ8NtvvxE1tj179rAM3IEDB2LTpk2QSCQICgpCSUmJxqR6xXfO4/FYn4FCEAyQhxqa2quUnJxMFsECgQD79+9X+b0A8nC9adOmQSgU4t27dwgODkb//v1V2gHy7xUAevTogS1btrAmpVevXmHatGnIzMzEq1evsH//fvz000/k9by8PJbKnjqvTEUx9RwByOeJZs2aYefOnWjSRHmznz9/PiuU+cSJE5gzZw7MzMxgY2NDwkiFQiExcPVVAWcSGBhIjFtHR0f897//ZYXRLFiwALt27cLOnTtVvKhMJBIJ/Pz8iHE7cuRILF++XOW6vX37Nvz8/FBYWIjt27fD09MT7du3V3tORQSCn58fpk2bxtqp9vX1xaRJk5Ceng6hUIjAwEDMmDGDdfyVK1eIwWRmZob169erqN/GxMRg8uTJKCoqQmhoKK5evcqal5YtW0aM2x49emDjxo0qhmNMTAx8fX3x/v17nDp1Cl5eXhqv8YoSHx9PjHA+n49169apbJAGBwdj7ty5autd68OQIUPIb/vy5csaDVyxWEyK3dvY2BgcliqTySASiZCVlYXQ0FDs3bsXHz9+BIfDwbp16+Do6Mhqz+fzMWDAAJYyv6+vr9pzh4eHk/ffv39/VppH+/btyWarwpNbHoXBaGNjw7rvdenSBc+fP4dYLEZUVJRKaDszPFmdgRseHk6MWy6Xi8WLF2PixImsa3vJkiVYvnw5rl69CrFYjAULFuDixYsa0yXCwsLA5/OxePFiDBkyBKWlpbh+/Tq++kpeq1MkEmH16tXEuB03bhyWLl3K+kySk5Mxffp0cq2r48GDB2TT3tPTEwcOHFAJoY6JicGkSZMgFApx9+5dPH782Pi5mFvOY1uBEGImvBZu4Nop11KSu9cqdkKZFGAoFsskIpQVZkEqLgHfVn4Nc3gCcK2qQ1qkPWezwuMg6He/55czaMSlpvmMFTRu3ghbTmxE7brKNLorf13Hvo1y50SxUGmo8Pjy7zvuWTzinmlWJi6fsnXk91PEwLW0tICPTxecO2d8PrUuhIywbj5fc1RBcX4RivPla3iemXozpEbjOvhq0SicW3ZQ7eu6YPYBAGnRCUiLTkDyvZcYvnGa1j56z/uWGLdiUSmOfLcZU08sN2ocn6JMEPN+oI/mDbNN+XuJocTGxhJbwsHBQe1a1xQw7Yjy0Z+a0Bl8nZOTQ26aHA4HAQEBat9Ao0aNcPjwYWKMPnjwAKGhoRrPqzBemfD5fCxZsoSEFOfn5xNjTUFoaCjxEDZo0AB79uxRCTcyMzPD2rVryQ52XFycTlVIY3j//j157OTkpKWlbpi5wtpupAqDycPDA5aWlmjRogVGj1bWJdu6dSsJwVm8eLGKcQsA/fr1w88//1yh8apDLBZjx44drHBYhbGhICZGXsjczs5ObZw+h8OBn58f8fpmZmayjLMaNWqQHXuhUKgSOqogOTmZePkUoYUK3r1T7npWRo72hQsXSI3ZiRMnavzBf/nll6wQFMV4NeHi4oIdO3ao7Li1aNECu3fvJqHSBw8eZHn5MzIyWO1N/Z4ra47g8XjYvXs3y7hV4OvrS7zoQqGQXFemQiqVEgOaw+Fg27ZtKjkiXC4Xs2fP1mk4X716ldRZ7tGjB9auXat2U6Z79+745ZdfSP9MT5Y6hg0bhh9++EElDKtBgwasDQ7FxhkTZg76smXL1JZ2cXV1ZYVfBwYqy4RER0eT316rVq2wY8cOtV5RV1dX+Pv7k+e7du2qNNXxgIAA4iH09fVVG/3To0cPrF692ug+WrZsiS++kJfyiI2N1VhDkGlE9u3bV6vwR69evdCiRQvWPxcXF7Rr1w69e/fGmjVr8P79e9SpUwd79+7VWIaH6SW+fPmyxv6Y83N5z7KZmRnc3d0ByEOCy++UFxUVEcPXy8uLlX7CzKlV5zVVbBZxuVy188P27dvJY19fX0yePFnl2raxscG2bdtIRFZubq5OT+icOXMwceJE2Nvbw9HREePGjSMG8enTp4nyZ6dOnfDzzz+rGAlNmjTBvn37tH6Hig1IQB5aqK6tq6srCR3n8XisNBmDMWdH6Mgq4mVlwG+r/F7K0uIhzdTPU2IoMtFHSEuUyq9cCxugEtMXmHOOvhvaltbsz1hYqJ+wjT64d22P3ef82cZt4DVsmLeJPGfmAJcfiyZsbNihtLGxr/D2rfL+39a1cksaFjIMDxsNVUTKY27Fvhc+v67cCOsw3Btm1rpVgQ3h/slgRJ9Rzk/l+zC3tUTnycoIj+ubA5F4R/vaTCtGikwZAjMqTTGfaYPp3NIU6aMvN2/eJI979eplcKlTkUhE1svaYBq1TD0Kbeg0cIOCgkheSrdu3bSGNzo6OrJyf9Tl4gEgYjOaYCZQ37jBzv9gfpjff/+92rwwQH6jHjduHFxdXSscHqYJptdG31ACTTB3oJmS3+Xx8fHRmPeVl5dHdpEdHR1ZasblGTFihEEXdlhYGA4ePKjy78CBA/D398f8+fPRrVs37Nq1ixwzcOBAslOuQLEgKioq0qgEyuFwcPjwYYSFhSE6Olplh4np0WWGATLRlGMGgJVnVdG8OHV4eXlhwYIFGDVqlM48AWZ4tK5dqQULFmjMl2jTpg3xEpWUlLAWmOXPa+r3XBlzBCD38mgSm+Nyuay0A+YmiCl4/PgxyTN0d3eHh4fmOnhz5szRKtRw+vRp8lhX3vugQYPQoIG81EJYWJhWT6M2IQfmeBXvQ0FmZiaePXsGQL7Zoe0aHTBgAFq2bIlu3bqxDHzme5o8ebLWPJ4OHTqQayIhIaFSlOJLS0vJNW9paYlJkyZpbDt06NAK3dSZBqYmQ1KbEWksIpEIz54903hNuLq6EjGvhIQEtWrGilQgQL7hpM6D6OXlRR6X3xiOjIwk3s7yIlHu7u4kNYIZxgzI5yTFNdeyZUuVOej169fESHRwcNCa78rlckkaAiAPQ9YEh8NhbQCXhxlapy0loEmTJlrLXjB1GDR5vgH5hufVq1fx5MkTrdeoLjg27PWGrMC4iAT2STngtVLOG5JHmjcfTYG0RLkJy+FwweHrVn81Ghkjx5ejX75y+bJAOVk5GloaxqCx/bHlj40k5xYAAg/8jfXzNrEM8XyGirN9Nf0UnGvWZKeiZGZmIT09Q+PrpiY7W5nPWqOmfusM6xrsa/nOkevkscDCDPXaqm5wV5S7x5R2Rfk+nDu1htm/Rre4pBRRf9xUOd4gPkGZoObNm5ONG+ZmmyaYm2utWlWsXjIzLc2QSKV58+bB3d0drq6uJNpJG0x7QaGnowudIcpM8ZA+ffroPGG/fv2wdetWAOyQJCa6YrRdXFzg5OSEd+/eITk5Ge/evSMeUmYuoY+Pj9bzTJw4kagpVgbFxcodNn2kubWhrwS+tpAmRb4bIDc0dJ2zT58+Knl1mrh8+bJWrwATLpeLcePGYfHixSqveXh44Pnz5ygrK8P48eMxceJE9O7dGy1atGDtrGpT0e7VqxdsbGxQWFiI0NBQtfleCsPXyspK5bplGiOmkkhn4unpCU9PT53thEIhy0OibRfL3t5eZ1kNHx8fsiEUERFBvPflr4PS0lKTijJVxhwBQKfoFnORrI+wgiEw5xlmjqI66tSpg1atWpEFPBOJRMISndFHZd3NzQ1paWmQyWSIjo5Wm2fO5/O1liNjRrWU/2wUYduA/L1pmyfMzMxYeboKmN+bPu+pffv2RLPg0aNHFb6plufx48dkk6VDhw4aa5Ar6Nmzp0p0kL4MHjwY27Ztg1QqxeXLl1XCv0tKSojycp06dXTOBT/++KPaDdLS0lLk5OTg5cuXePjwIXJzcxEQEIALFy7g8OHDautXDxkyhKjwX758WUWM6ubNm+S+pckTXN7AZRp2TMO1fO6rwvsbHh6OtLQ0pKWlkc2ax48fE8NYXc4sU8+iW7duOuendu3aoU6dOsjIyMCHDx+QnJysNtLD2dlZ4+ZzaWkp8Sqbm5vr/J569erFimJgwjz2wIEDePv2LYYMGYKOHTuy9BDs7e3VigAaCtdBuekrExaapEYtt0krcG2VURiSZ1FaWlccmaTcvVdPw9O4vhjhxeXDuzVQi+Fd/Zj3EYUFFf+Mf1g6FeNnKTcmpVIp/rv+AE7sUVVkT01QRvJVc6wGHp+HMol2Ma769ZWRhLm5+cjPL2A5xitjvcPk1csE8rhWrZrg8/k6vXP2Tsp7VXF+EdKi2SHYto4VEGPTQOYrdmQCs48ajZS6IO8T0iEuqdhnJvsEIcoODhxmJ9UAACAASURBVA5wc3NDdHQ03r59i/j4eI1aI7m5uSTiTVGRwlhKS0tZ6x5DUjXt7e1JDd6wsDCtTk+ZTIYrV5Sh9fqGQes0cN+8eUMe6yPG07BhQ1hZWUEoFCIrKwsikUjF+NNnQdSsWTMSSvr27Vs4OTlBJpOR2HFra+sKhwVXFOYiSl1tKkNgHq8t6Vub4hgztFkRRqcNY8SVysPlcmFlZQU7Ozs4OzvDzc0NQ4YMIQub8nz//fe4dOkSPnz4gPz8fAQEBCAgIAA1a9ZEly5d4O3tjW7dumldBJibm6Nv3774+++/IRKJcOPGDVaob0xMDFHX7t27t4qXn7ngUeRFVibFxcVITk7G69ev8fr1ayQnJ+Ply5eIi4tjTf7aQjddXFx0yrkzJzRmGHb5cI7c3FyTCAsoqIw5AoBOpWfmwtHUYa/MMB99dgu/+OILtQZueno6ayPM0Jw7TXnydnZ2Wo0A5mdTXiGZeW3oK7jFRCKRsNTr1aVBaKMycv+Z59SnJFFF5j6F0RoZGYm4uDgkJiayrpFbt24RY3vgwIE6f7cjRozQqSSZkJCAefPmIS4uDikpKZg8eTIuXLig8rsZPHgwtm/fDplMhkuXLqmUwtHHs9ymTRvY2dmhoKBAxRupMHAbNmyoVmiva9eupE1UVBS5D+jKvzV0DgHkc6Ii/SItLU2tgavtc/3w4QNZ8Ddu3FjnhrC2e6qLiwsGDx5M1EQVG8JmZmbo0KEDvL294ePjg2bNmmk8hyFwayvvr9IM9WHyhsJvpYyIkWa8hiw7Q0trNpzqtcFzbgNujTqQScQQ31S/EaCdSjQEpGLIZFK5p5jDAXgCInylicZfKDfZk16lVKh7DoeDJVsXoP8opYaBqKQUG+ZtQtA/6tOs0lPeQlQsgrmlOfh8Hjy7f4lqNRzgUMMBAnMBjmz/Q+UYFxflfP78uVyx3MlJabBlZpg20qk8SUmpKC4ugaWlBfh8Pnx8OsPJqTYaN2kAkagUm35VLXtTq7nyN5rxKg3lb+USkfbvqVp9RzTt1ArVG9SCpFSM4J2qG7Ll0dYHl6+cr2VahLL05hMYuIDccaiYrwMCArBjxw617fbt20c2GwcPHlyhMkGvXr0i56pXr55B+bx9+vTBn3/+CUB+X5oxY4ZG8dYTJ04gIUG+eVK9enW9hax0vjNmOJS+ypNM40Sd+IqmMiOazpGdnU3GojAIKhoSbAqYXwYzH9cYmAtqTcYhoP19Kz4nQL8YdUOURDds2IBXr16p/Hvx4gUePnyI4OBgHDhwALNmzdI6/tq1a+Po0aMsRTRAvtg4f/48FixYgM6dO2PatGlq87gUMPPryocp61rEMb+38uGbpuT69esYP3483N3dMWzYMMyZMwdbt24lNV0lEonennt9fjPMa4P5vho0aMCaxJjXiSmojDkCgEZFaXWY2sBlfkb6bAZoCvvWJj6lD5o2zgz5bMqTk6MMtdM3l0WfMX2q49XBvN71eU8VDdPXlu9qSvVkBc2aNcO+fftI7nZqaiorTFxB3bp1SXj6mzdvWKFoubm5JDLBzc1Na/i/wiMZHx9PdtkVG3SA5hq2TOOVGdmhMHAtLS3RoUMHleOYc4i+Hk5mO03XlLZrwdTXzLp16zBx4kTWnF5aWorIyEhs3rwZAwYMQL9+/bB//369lE61wXNWOgnKElQ31ow6ZxNlVEVZsmFpBLzGLWAxZg7MvhoFs17fAHzdeXgcPnuDTlamOw+vIjBr7nIFuvM623VUrlGi7z7W0lI3S7ctYhm3BbkF8BuzSKNxC8g3Jl88VqYZdPu6K5ZuW4QZK6Zj6sLv4FBD9V7bpasykiAsLBJNmjREvXpKR1Bk5EOVY0yJVCrFgwfKOeebbwZi7383Y8mSnzB//gy1G9lNPJVRJsmRL1C7OTsFLzddu1HesENzfLv5B/T8aRi6zxgMvrnua09bH4UflHNJ9Ua1weFWMDdcKjXun4GMGDGCOP2uXbtGNjqZnDp1iogkWlhYqGjkGAozbNhQT3Dnzp3Jhn9paSl+/PFHterIirKxChYvXqx3xKxOD64xyfmKMFlNx5Svi6rrHIqkZX0SkT8lbdq0IeUWKiJiJZPJWCI52sL3tBlEzPCT8l4bTf1WBc7Ozjh9+jTu37+Pq1evIjg4mGXgSyQShIaGIjQ0FKNGjVJbWsTDwwP16tVDeno67t69i5ycHFSvXp2EDQLyfE913gJmBEFMTAzKysr0NjQViMViXL58GV5eXiqlbsRiMRYvXqw2P7h27dpo3rw52rRpA09PT6Snp+tVR1Wf3wzzO2cm+puZmaFZs2ZkMtJU31IXDx/Kb46urq6s81fGHFHVGDomTcIKzPdZq1YtTJ482aDzalJRrgjq6jIbAnMetrCwYAla6YMxXmNdmOr70pe+fftizZo1KCkpweXLl4luxMePH4lwmkIwylQ4OTmhf//+JG89ODhYbb3kIUOGEOPy0qVLJGzsypUrrJ17bXTq1Ak3b96EVCrF48eP0bVrV9aGo6bSPC1atCC1ghXhvxKJhBjaX375pdrIg8qaQ7TNm6a+ZszMzLB8+XJMmTIFly5dwq1bt/D48WPWOJOTk7FlyxYEBgbi2LFjxpUWtLIFz8WdPJU8UxWRMxgeH9z6yiiEshTV/G1tlCW/hEwqBYfLBcfcEvx2XSB5GKL1GI65cuNQJpWw1JYrA5moCBBY/tu3LVCiWevErpodvHoyjMWrERrb6uL7BZPx9QilFsn7d1mYP2YxUuJ1e95vXbgNt07y369zy6aQSqVks7rPsJ7464BSw6J6dQd89ZUPeX7hwnX8+KMyz/vt24xKN3AB4MyZi/D2lmsutG7jQsZsY2ONYcO+xsmTSg+rlYMNvvBRhrXGXn+AL0cqxWcL3ufiXaz2zyn1URzpw9zaAm2+9sTjc9q/rw7fKmvDl+8j5b6yTr2Vgw2+6N4Or4IrsMHxiTy4VlZWWLVqFWbOnAmpVIo9e/YgKCgIPXv2BI/Hw927d1l2yrJly9TOP0uWLCG6BsOGDcPGjRs19smMGtVWE14dHA4HGzduxOjRo5GXl4fExEQMGDAAffr0QfPmzVFYWIiwsDCWlsT48ePVikdqQueqmemRyc3N1eqdA+Q3KuZuqrqdUW0iSgqY51AIMDE9VJXhBTCUHj16kFzC2NhYVq6wIURGRpL3w+PxdOZaakKfHW0m+nwPlYmHhwc8PDywcuVKvH79Gnfv3kV4eDhCQ0PJDvepU6fg6emJgQMHso7lcDgYNGgQ9u7dC4lEgps3b2LkyJG4f/8+ERzq37+/WsPV09OT5IYUFBTg2bNnBpd5evz4MRE6adasGU6fPk28anv27CHGrULsrGfPnmjVqpWKN1BbmRwmCi+KNpjewvKhIp07dyYGbkREhNr6lrrw9/dHVFQUrKyssGDBArK4row5oqphhkfr44XV9P0w5yyZTFbhHVNTwByTMXMAc54RiUSYMGGCSXO6jcHQ76uic5+i9vqlS5eQlJSEly9fwsXFBdevXycbjZUhbsg0mJlhvUz69euHtWvXoqSkBFevXsWyZcsAgOQwCQQCnSFezBynmJgYdO3alYiJ8Pl8Vp5ueTp37ozz58/j7du3SE9PR3Z2NgnZ1nRvY84h+pZwYrYzZg5hCjua8ppxcnLC1KlTMXXqVBQWFuL+/fuIiIjArVu3yEbu69evsXz5cla9en0xHzYNHDO5B6PsdRykbxINPkd5uLXqgyNQ/obLUg0zcGW571GW+Az85nLdBLN+YyGJvaexPUdgAa6Fch6SFlf+ek4qKgTXujo4HC64AgtIzW0gE6mft+es9oWFpdzL+zz6JeKeai7Now03L1dM+Ekp9vn+XRZmDZuLd2n6hX8HX7yNGSumwdLKEi3dXJD8KhlNWshD8SfMHotbF24jO1MebbR58ypYWcnXIA8ePIatjQ1+nKE0cHcGHPwkTqKzZy7jP/9ZCmtrK7i7u+Lli3i4tJRvaq5Y6YfLl5XCbgNXTYSZpfxaTnucCAtbS3iOUQoV3T2iW3wo780HJEe+gHNnueOij98IvAh6BNFH9criTTu10tpHdkoGUh68QuMv5XPtwJ8nIvmeYb8HFp/IwAXkNsnmzZuxcuVKUn+7vJgrn8/HwoULMWrUqAr3x4xcNWazrkmTJvjjjz8wZ84cJCYmQiQSsSIwFQgEAvz4448aS99pQmeIMnOx+urVKy0t5SQnJxPjxNHRUW05jMRE3ROy4kvhcrkkj8bc3Jws3IuKinTWe8rIyICfnx+2bduGkJAQnX0aSvPmzYmHpayszOjC7YqQAUCeM2qsCAUzD0wRr64Nfdp8Kho2bIhRo0YhICAAoaGhLM/r+fPn1R7DXEAqRF0U/wPQqHrp4ODA8kAYUyOZqf7r4OBAjFuRSISjR4+S13777TcsWbIEnp6eakNdmTnA2jzqhvxmANUwd+YGQVRUlMEh9WlpaSTMUCgUsvIcK2OOqGqYu5Ga1L6ZJCUlqf173bp1iRcpKytLrxp1Hz9+rNSFCPP70jRuJgcPHsTq1atx+PBhZGdns+ZhmUyml2pjYWFhpQqcMHMtK/J9GQJz/lGo+yuiR7hcrkYRp4rA3LDT9Lth1t3NzMxEbGws8vPzSQRG165ddaY8ODs7k+/42bNnkMlkxCPr6uqqNWyfacQqUlgUqIuoAQyfQ8q307Wppo6aNWuSjZmUlBSd16cx14yNjQ169OiBFStWICgoiBWtEx4ebnCKjPm3MyBw9wEAyKRSlF74XW07y5nrYPPbP7D57R9YrdAtJMmto0zbkYlLIXuvu9RIeUr/OQTZv95qbo06sPxhNcBV9aFwzG3Bs6tDPOgySSmkxRVL5dALmRRSoXJThGfjKPfkskeH+Rvn4qtv5KUqpVIp9qzbp/Z0O/7airD0IISlByEwUnWjmsORn0vxmxWVlGLJpBV6G7cAkJedh2M7TpDn9ZvUR9m/eaHValaDf+AWtGrfEv471mH0mGFkzKGhd/H3mUPk3vPoUQx27jyEK1dPokiYgiJhCp6/CFft0ARkZWVj0yZlrm1T58YkiqFJk4Y4/89R1GpWD0PXTUH7YV3JmJOinmPSoYXg/Vt/OONVGsIPXMa0kyuwIeUENqScwKJwf9UOAVxed5wIcFVvWAtTji5B9YbscogcDgdfjvJR24fa84nl9+CaTepg5lnVKMLPlYEDB+Ly5cv4/vvv0bx5c1hZWcHMzAwNGzbEyJEjcfbsWYMjyTTBrNBhrCZS8+bNcf78eWzYsAE+Pj5wdHSEQCCAvb09XFxcMG3aNFy4cAGzZs0yOOpGpwfX3d2dCCfcuHEDI0aM0NqeKfesKbwuLCxMq+R+TEwM8cK5ubmxcl/at29P+oiIiNBagzIqKop40saOHatTddkYfH19SemPY8eOoU+fPqzyJbo4f/48bt++DUD+A5w2bZrRY/Hw8ACHw4FMJkNYWBgrnEUdmmrIVhaxsbHYuXMnEhMT4enpif/85z9q29nb22PevHkkX6x8HVcFzs7OaNu2LZ4+fYq7d++ipKSEbGQ4OztrFTObOHEiaRsYGIgxY8boLT0eHx/PMoqZ5VqSkpLITr+Dg4NOVWGmeqg2A/f169dITU3Vqi7NNO7Ly7W3bdsWHTp0wKNHj1BaWopt27Zhw4YNWsfGZPv27eQm5ezszCoFVBlzRFXTvXt3ItJw8+ZNrWG4hYWFGkuDWFpaomXLlsQIvHTpEqtMkjrGjh2LpKQk1KlTB5s2bSJ1SU0FMzw9IiICMplM643j1KlTpN6rwqhzd3fH1atXAciNOl1jnD9/PkJDQ1G7dm0sXrxYb5EIfXFzc4O9vT3y8/Px+PFjZGdnaxUp05bfry9du3ZFjRo1kJ2djVu3bmHChAnk9+zp6amSumAK4uOVniRtIWFDhw4lxnZwcDAaNWpEfr/6epa9vLxw4cIFPHv2DImJicRjqik8WUGXLl3IfUih1QDIN7M0hWwzr5/Q0FCdSu+PHj0iawQHBwejyj4JBAJ06dIFwcHBEIvFuH37ttb5Wts1s3z5crx8+RJv375FSEiI2hwxDoeD8ePH48SJE2TDMjMzk+VJ1jnmzsrfjTjoNMoSTZN/y6muvFZl+cZpNEjTkyA6vRsWo+Th+rxGLcCVySCTlMgFnThccPgW4PCUy05ZmRiSggxUqsAUc4zFeeCYWYIrsASHwwHf1hEyKwfIxCUAhwOOwBJDJyjFyv7Y+Sce3zWuXnH3/t5o3Fx5v/6Q8QGDJwzUcoQq+389hD/3BqJjD0+069gWAjN2mHyjZg2x90IAa/4uKhLCz0+p7B4Xl4gR337PCpWvbPy378dXX/mgSxdPmJUbs6dne3jccGONWSwUofsPyg3B3DdZODJls06BKQVvY1NwbtlBfLNJXl6sYfvm8AvagtSHcchOzYS5tSUae7SAXW2lLaGtj7ToBJxddhDDN04Dl8dF7S+0iwBqoypSAZ2cnLBo0SJWOTV92bhxo9awZCaahKwMRSAQYPjw4VrtOWPQ6cHt27cv2SkODQ1lLcjLk5WVxfJGapJ9vnbtmtbd0ICAAPK4/EKI6Yk6dOiQ1nwyhUIXYFh9JkPw9vYmKqJlZWWYPXs2K59WGyEhIVi1ahV5PmbMGBXxJUOoV68eEQfJysrCX3/9pbHtrVu3KqUepTZsbGxw69YtpKamIigoSGvYLVMIR9tCUbFRUlJSgpMnTxJ1V12LuC5dupCFmkgkgq+vr15ezZycHMydO5dcdy4uLqzrnHk9FhUVaS1fExISwhJi0ZUbuWfPHo2vRUdHkwVYjRo11Ja8WLBgAdnwOHPmjN4RB8ePH2eFjcydO5e1cVIZc0RV06ZNGyJG9urVK431lgG5h5OplFweZs7I/v37tdbs/eeff4i6dl5entZSQMbSokULogibnp6uNiRIQXh4ODFu3dzciNHIfE9//fUXy/Aqz4MHDxASEgKpVIr3799XaI7TBJ/PR+/ecq+LWCyGv7/6nX5AXreP6VWsSJ+K6/f58+cIDAzUO8fVGHJyclilErTd07p06UK+q+DgYLKZpwit1gdFmHJmZibZzAB0G7g1a9Yk19erV6/I/VCT9xaQK18ryoLl5eVh3z71XjNA7u3ZsmULed6/f3+j8/j79VMK/wQEBGj04mZnZ7PWE+VJSkrCs2fPkJOTQ0q1qUMqlbJCq43ZBJGVlaH02p8ovaKqomssHDvlwl+aZ7zSriTqBooProOsUB5yzOFwwBVYgmthB665Dcu4lZYWQZKXDkg/rbZKWX4GpCKl54nDE4BrYSsf378lhCSSMhzaegT7fzWulBgA9Bzsw3per3FdDJ0wyKB/VtaWkIglWDh+icY84PLXvq2tMrriwoXr6Nd3NDIqWT25PGKxGMOGTsaFC+pDjMuP2dxGKZr44uYj7By0AnnphkU3PAgMwdFpW1GUI3cw8AR8NPVqBY9RPeA60Itl3OrTx8O/buPI95tRkFnBShufoA4uRT06Ddxq1aph/PjxAOQ7EbNnz2YV9lXw+vVrTJkyhUzeHh4e6Nu3r9pzlpaWYsaMGWThxPz76tWriUhHkyZNVIq09+7dm9w84+PjMX/+fBVDqaysDOvXrydeFRcXF5035Yqwdu1a4i3MycnBhAkTsGvXLo2L3ry8PGzYsAEzZ84kbdzd3bF06dIKj+Wnn34ik8e6detI6ByTyMhIo3Z2KkqjRo3ITn1OTg78/PzU5j7l5OTg119/Jc81XUeAvESJIgxHsTGiyM/Vxfr168nueXJyMoYNG4bz589r3OkMDw/Ht99+S0K7rays8Ntvv7GMvaZNmxIxErFYjG3btqns4MlkMpw7dw7z5s1j/V2XsubZs2exa9cuFQGxp0+fYtasWeTvCxcuVCuu4u7ujh9++IE837BhA/z8/DTm8uXl5WHt2rUska9vvvkGX331FatdZcwRnwPMOs7Lly9Xm+Zw6tQp7N27V+t5hg8fTrxtOTk5mDJlisrcB8g9RL/88gt5/t1336mUuDIVzNqtq1atUuudiouLw5IlS8hzRaQKIK+5rDBIRCIRpk6dqjZU+enTp5g79/+xd95hTV3/H38nEAiogGxxYUVxIYKCgCAV98Bdt2DddbbUOlqts2qduHBW62rFVaviQFAKIooDF4g4cCECguyRdX9/5JuThOyAYn89r+fhee5Nzr33kNyce97ns74l+wMGDNBYEkdfZs2aRUq3hYeHK/2t3L17V+F3VxUkQpZhGISFhQGQljGrTrKzszF9+nQSu25vb6/WCm5oaEgWXpOTk4m3To8ePbTOQCkbhysRd+bm5lotUEjclBMTE0lZKnUCFwBmzJhBtrdt24bff/9dYewsLi5GSEgIWaCoW7euQh1iXQgMDCTZPx8/fozZs2crzCeys7MxZcoUtbHBspaHpUuXymWvlsAwDNauXUsytLu7u+tkvQUAfvw5lK2fDd5F1WJbH1jGUnd35kPVKgsIk2+gZMVEVPy1GyJeKRiRAAzDgBEJwQh4EJYVQJCfAWFhFsBUQxkWnWEgLMqCoCATovIiMEJxCSGGEYER8PDX/r8xvsdk7NtwQPOp1CBrva0qZaXl+HHCz/h+1DxEnojC21eZqCivAJ/HR1lJGUpKSsHj8fDhQwFSUtKwe/ch9OwxHCOGT0ZW1qcVtxJKSkoxYvhkDOgfhCN//oUXL16jrKwcPB4PvNJy8MoqIOALUFZYgnePXyPhQCS2D16MAxPXofSDfjkSHl26jTW+s3Bm6QE8ib2Popx8CHj6XyMt5h7Wdv4WJ+apXnDTCBW4NQaL0cJ+zuPxEBwcLJeBy9PTE+7u7jAyMkJaWhouX75MVj9tbGxw7NgxOZ/sLVu2YOtWsV8+h8MBn8+HsbExunfvDicnJ+Tn5+PSpUskCYOpqSn27Nmj1PUtLS0NI0eOJA8iS0tLdO/eHfXr10d+fj4uX75MLHmmpqY4fPiw2szE1UFRURFmz56N+HjpKpupqSm8vb3RpEkTmJmZIT8/H2lpabhx44acta5r165Yt26dysmsbFazAwcOyLmHKmPlypXYv38/2ff09ESHDh1gYGCApKQk4pZoYmJCBPbMmTPlJhgAMHbsWGJhXLVqVbW4Dzx8+BAjRowg/3+dOnXQpUsXNGzYEIaGhsS6K3HzdXV1xeHDh9VmsJw6daqcu7WHhwcOHdJudfvx48eYMGGCnFVNkn25cePGYLPZyMrKQmJiolwcbJ06dbBjxw6l7uiLFi3C0aPSOoDOzs7w9vaGubk5srKycPXqVSIqJb8FVf2WuPTJFkxv1qwZvvzyS5iampLJq0SUd+/enfzOVLFixQocPHiQ7LPZbLi7u6Nt27aoW7cuSkpK8PjxY1y/fl1ukaZPnz5Ys2aN0u+iOsYIQH6c0HTPaWqrzbkkn2/9+vXlXLwlLFiwQC7e2sfHB+3btwefz0d8fDwRdY6OjmTMiY6OVhBx9+/fR3BwMEm2w+Fw0KVLFzg7O6OsrAz379+Xs+a7u7vjwIEDCp+1pv7q0vbHH3/EiRMnyL5knDAyMsKjR49w+fJlcm8GBgbKWc0AcVz2sGHDiLcFm81Gp06d0LZtWwiFQjx69AixsbFEpDg6OuL48eMfNanYyZMn8eOPP5JrOjk5oUuXLjAxMcHDhw+JJVn2+1J2b+jyOffu3VvOI6l3794IDQ1Ve4ysq+7UqVOVln8TiUQoLS3FkydPEBcXRxbADA0NERYWBn9/f4VjZHn48CGGDBki99r+/fvVJoiqTI8ePeQWY3r27KmVW9rVq1cVEqrFxcXB1tZWxRFi1qxZI5d46YsvvoC/vz8sLCyQkZGBqKgocr9xOBxs3bpVIfToxo0bCAoKAqA5CygApKamYuzYsWTxwMrKCj179oSdnR1evnyJyMhIFBcXy90zlc8rFAoxfPhwuUUeHx8fODs7w9LSErm5uYiPjyeeDsbGxjh48KDOyQ2LQ6rfM+BjYvyj+t/B50iAq/5hYjXFnQ9VTzT2KZllq36x63Nk1Ys/NDdSQsHX3fQ6znyfonGKohuaa49AnAl27969WLRoEYk9TExMlJuQSfD09MSGDRvUFvydNWsWzp49i8ePHyt1j7Ozs8P27dtVxlA2b94chw8fxsyZM/Hq1Svk5eUhPDxcoZ2trS02btz40cUtIBY8v/32G/744w+EhYXh/fv3KC0tRXR0tMpj6tevj1mzZumU9lobFixYAD6fjz/+EP8glX1XPXr0wBdffEGsT58qC2qbNm2wefNmzJs3D4WFhSgqKiLxm5Xx9fXFunXrNJZnGDBggJzA1cU90NnZGX///Td++eUXnDt3DgzDICcnR2ViK0A8cVm6dKnKotQLFizAixcvyGcuG4cmS/PmzbFq1Soi+FNTU1WWLLKzs8P48eOxcuVKPHnyRKlL6JgxY0jGVHUsXLgQ7dq1w9q1a/Hu3bv/1a67RZJIVaZ27dr47rvvMHr0aJWugNU9RnwurFy5Eubm5sSt+tq1ayQ2HBB7C8yYMQMFBQVk8quMtm3b4tChQ/juu+/w8uVL8Pl8REZGysUjS+jevTt+/fXXKpey0cSKFStgbm6O/fv3QygUqvy+vvrqK7lQCgkNGzbE0aNHMXv2bCQnJ0MkEiEuLk6pNbh9+/bYtGnTR8+YPXjwYHC5XMyfPx8VFRV4+vSpQjI9Pz8/DB48uNosuf3795cTtLq6J2vyAJDFxsYGy5Yt0yhuAfFY6+TkRP5/e3t7paEL6vDy8pITuNp6QnXo0AHGxsYkRKN58+YaxS0AzJ07F5aWlti0aRN4PB6eP3+uNJzJwcEBoaGhOgtEZbRo0QKHDx/G5MmTkZmZidzcXPLslNCwYUOEhoaqfFYbGBhg165d+Oabb3D3rrikSOWxQoKNjQ1WrVpVLX2nUCifOdQaW2NoJXABcbKUdevWYezYAT81SQAAIABJREFUsThx4gQSExORnZ0NHo8Ha2trtGvXDoGBgQgICNAYD2NtbY3jx4/j4MGDOHPmDHmAOjk5oVevXhgxYgRxNVNFixYtEBERgVOnTiEyMhKpqanIz88Hl8uFk5MTunXrhhEjRqjN9ljdsFgsjB49GkOGDEF0dDSuXLmC5ORkZGVloby8HKampqhfvz5cXFwQEBAAf39/neuvatuPxYsXo2/fvggPD8ft27eRk5MDU1NTtGrVCsOGDUPv3r2xceNGcszHcoVURkBAAC5cuIDjx4/j6tWrePbsGQoLC8HhcGBrawt3d3f07t0bnTt31nyy/52vVq1aKCkpgZGRkVxclTZYWVlhw4YNmDFjBs6fP487d+7g6dOnKCgoAJ/PR+3atdGgQQO4u7sjMDCQuGaqwtTUFL///jtOnjyJs2fPIjU1FUVFRST7bIsWLdC1a1fiXt2xY0dcvXoVRUVFuHLlCoklrMyYMWPQrl077N27F4mJicjPz4eVlRU8PDwwevRonRI29evXDz169CDxeSkpKcjMzERJSQk4HA7q1q2LVq1awdfXF4GBgVr9jqpzjPhcYLFYmD9/Pnr06IHDhw/j5s2byMvLg5mZGdq2bYvg4GB4e3vjl19+0Xiu1q1bIyIiAmfOnEFUVBRSUlKQl5cHFosFW1tbuLm5YdCgQXKuoR8TNpuNefPmYfDgwThy5AiuX7+OzMxM8Hg82Nraon379hgxYoTaBFINGzbEiRMncOnSJVy4cAH37t1Dbm4uhEIhrK2t4eLigv79+6Nr166f7Dvv06cPXF1dsX//fsTGxuLNmzcwMTFB06ZNMXjwYAwdOlSjVVYX+vfvj02bNoFhGFhYWMDPz69azsvhcGBqagpbW1s4OzvDz88PPXr00GmsDgwMJON8v3791CYdVIa3t7fc4rG2Jey4XC7at29PBJ4m92RZJk6ciL59++LIkSPE26WoqAhmZmZo2bIlunfvThYyqovmzZsjIiICf/75Jy5cuIBnz56BYRjUr18fPXr0wIQJEzTWlre0tMSff/6Jixcv4vz580hJScH79+8hEAhgaWmJpk2bIiAgAIMGDfqk8xIKhVKD1IQXPgWAli7K1YEuroeUT8PSpUvJSnVoaGi1Zzb9VLx//x6dO3eGUCjU2oXu34IurpIUCoUiy/Lly0nYw5kzZ0j+Csq/E+qi/PGhLsofn/+Si3L+aP0S3FocpvO9qqK1BZfy+cPj8bB79240adIEzs7OGsveyLrNNmnSRE3Lz5uIiAgSg1rd7t4UCoXyb0QgEJBSQa1bt6bilkKhUD411EW5xqAC9/8RHA4HO3bsAI/Hg4WFBa5du6bSBTo1NZVkorSwsICTk9On7Gq1IRKJSEInGxsbrd2aKRQK5f8zFy9eJAmZKiebolAoFMongLoo1xi6BeRQPmtYLBZJIpKfn49169aRzLuyPH/+HNOmTSP7I0aMUFpW5nOEz+eTxCXFxcVYsmQJSaLyb/o/KBQKpTqRLW9z69YtEhdep04dUi+cQqFQKJ8ORsTo9UepOv8ZNfDkyRNSX7eq1KlTB8OGDauWc1U3M2bMQEJCAoRCIfbu3YuLFy/Cz88PdnZ2KCoqwrNnzxAXF0cSZrRo0QLTp0+v4V5rT1FREfz8/GBubo6CggIi4G1tbREcHFzDvaNQKNpw584dUqe8qtSrVw99+vSplnP9m1m/fj3JYC4pswaIyxDRpEYUCoVSA1ALbo3xnxG4Dx48wJo1a6rlXPXr1/9sBa6bmxtCQ0Px008/obCwEBkZGThy5IjStgEBAVizZs0nKxFUHVhaWsLQ0BC5ubnkNSMjI6xevfqjlyChUCjVQ3x8vMZ6zdri6elJBS7EQl9W2ALirMdff/11DfWIQqFQ/ttQa2zN8Z8RuP8levTogQ4dOuD48eOIjY3F06dPUVRUhNq1a8POzg4uLi4YNGgQOnToUNNd1Ytu3bohJiYGLBYLbdu2xcyZM3UqkUOhUCj/33B1dUXjxo2RmZkJW1tb9O/fH998881HKUVHoVAoFC2gFtwa45OVCaJQKBQKhUKh6ActE/TxoWWCPj7/pTJBuYH+eh1ndeYfvY6jSKEWXAqFQqFQKBQKhUKpTqgFt8agApdCoVAoFAqFQqFQqhGGCtwag5YJolAoFAqFQqFQKBTK/wuoBZdCoVAoFAqFQqFQqhNqwa0xqMClUCgUCoVCoVAolGqEuijXHFTgUigUCoVCoVAoFEo1QgVuzUEFLoVCoVAoFMpnDiP6d1V1/DeW3Ll8b3dNd0Fn3FqPquku6MT6zNia7oLOrNLzOCpwaw4qcCkUCoVCoVAoFAqlOmFYNd2D/yxU4FIoFAqFQqFQKBRKNVITFtzXr1/j4MGDiI+PR0ZGBlgsFuzt7eHr64sRI0agadOm1Xqto0ePIjY2FpmZmSgtLYWlpSVcXV0xZMgQfPnll1qd5/Hjxzh06BBu3LiBd+/ewcjICPXq1UNAQABGjBiBevXq6dw3FsMw/y6fFwqFQqFQKJT/GEXfBtZ0F3Siz7HSmu6CzlAX5Y9PWv6bmu6CzvAq9Otzpm8XvY6rd/WKXsedPn0aP//8M8rKypS+z+FwMHfuXAQFBel1fln27NmDzZs3o6KiQmWbbt26Yf369eByuWrPs3HjRggEAqXv165dGytWrEDv3r116h+14FIoFAqFQqFQKBRKNfIpLbgxMTGYN28eRCLxRV1dXeHj4wMAuH79OpKSksDn8/HLL7+gTp06GDRokN7X2rRpE8LCwsh+hw4d4ObmBi6Xi6SkJFy9ehUAEBUVhR9++AFbtmxRep4///wTa9euJfudOnWCu7s7KioqEBMTg7S0NBQXF2POnDmwsLCAt7e31n2kFlwKhUKhUCiUzxxqwf34UAvux+e/ZMHN8A7Q67j6CZd1al9SUoKePXsiJycHALBgwQKMGzdOrs3Ro0fx888/g2EYmJqaIjo6GpaWljr37fbt2xg9ejQYhoGJiQk2btyILl3kLdXXrl3D1KlTiXV3z5498PPzk2uTmZmJXr16oby8HIaGhli/fj169epF3mcYBps3byZC2sHBARcvXoSRkZFW/WTr/J9RKBQKhUKhUCgUCkUljEi/P105evQoEbd9+/ZVELcAMGzYMIwfPx4AUFpaij179uj1Py1fvhwS2+jWrVsVxC0A+Pj4YPLkyWT/r7/+Umjz22+/oby8HAAwfvx4OXELACwWC7NnzyauyW/fvsWxY8e07icVuBQKhUKhUCgUCoVSjTAill5/uiIrICdNUl2ea/LkycQCevbsWejqxJuSkoJHjx4BEAtpX19flW2HDh0KR0dHuLq6olatWnLvCYVCnDlzBgBgYGCAr7/+WuV5pk+fTrYlx2gDjcGlUCgUCoVCoVAolGrkUwSB5uTk4PHjxwAAGxsbtGzZUmVbCwsLuLq64ubNm8jKysKDBw/Qtm1bra8VERFBttWJUgCwt7fHxYsXlb738OFD5OfnAwBcXFzUuko3a9YMDg4OePv2Le7evYucnBzY2Nho7Cu14FIoFAqFQqFQKBRKNfIpLLgpKSlk29XVVWN7WUF77949na519+5dAECdOnXQpk0bnY6VJTk5mWzr0meGYfDgwQOtrkEtuBQKhUKhUCgUCoVSjejjbqwrL1++JNsNGjTQ2N7BwUHpsdrw5MkTAEDTpk3BYrEgEolw9uxZnD59Go8fP0Z+fj6srKzg6emJMWPGqLQOV6XPr1690qqvVOBSKBQKhUKhUCgUSjXyqVyUJdjb22tsb2trS7Zzc3O1vk5ubi4KCgoAiF2h3759i5CQECQlJcm1y8zMxN9//43Tp09jwoQJmDNnDlgseaFflT6/f/9eq/5SgUuhUCgUCoXymWMcOA68G5fAZGdU6TwGTm1gOmNVlc5R9kcoBInR0nM6u4HTsRsMHFuAVccCYBhE/iICi82CgYEBCvIKkPkmC1cvXkPkySi8f6fdJFUVHCMOug0MgE83Lzi3bQ4LK3OwWWwU5BfiafIzJERfx7mjF8Er52k816R54xE0a7RO1xcW50BUXqRzv8vKy9Fv5CRkZb/Hih9DMLBvd62PZXFMwObWAcvQGGAbiNWTSICQRTNw8o/TePFMO8uWtnCMOOgzqAe+7OGLVm1boK61BdgsFvI/FOJxchpiL13DqfAIVJRXqDyHj78nBo0KhGv7NrCysUR5WTlevXmLyMgY7Pv9T7x+/RYPH8SiYUMHTJj4HQ4e1D5LrraYmHD1voaRkRGGDx+g97U/hQW3qEh6H3K5XI3tjY2NyXZxcbHW1yksLCTbfD4fEydOxLNnz8DlctG1a1c4OTmhtLQU8fHxSElJAcMw2LNnDwQCARYsWPDJ+0wFLoVCoVAoFMpnjlHXIeD49wfv/GHwok/UdHfEGBmDOzoEHFcfhbdMZMpVWttbw9reGi4dWuPrkLHYs/Z3HN11XOcsrgDQzqstFm6eD7v6dgrv2ZrYwLaeDXy6eWHcd0FYPmsVbsfdUXu+Zq2b6twHfVkduhNZ2bqKexYM6tiCbVyr8ssA2wDjZ4zB2MnDseXXXdi79WC19LODtxtWbV2Meg0UrWv2JlzYO9jCv7svvpkzAfOnL8H12JtybUxMuVi1dQm69f1S7nVjrjFc6prDxaUlZs6cgHv3ktGwoQM+JhvWL9PrGn5+Xti3dxMaNar/EXqlnsLCQjlBKcHMzAxmZmZyr/F40kUcWSGoCllBKXusJkpLpXWtY2JiAACtWrXCtm3b5FyI58yZg8OHD2PFihUQiUT4/fff4e/vDx8f6RjxKfpMBS6FQqFQKBTKvwCWIQfGgeMAtgF4l47qdQ5RQR548ed1OobTzhesWnXExxflQ5h2H2CzYTLpZxg2k8bZMQxD3BFltwGgrLQMJqYm4JpwMePnqbCytUTY8p069cOjc3v8uv8XcIw44r6IRHjy8ClePHkJhmHQ2KkRnNs2B5vNhpWtJdYfXo0fJyzGtUsJKs/ZrLUT2RaVF2kluhkBX6d+A8Bvh47ixJkLOh9nYGYPtpGJzLV5YAQVAIsFFscELLYBOEYchCyaDkOOIXZt3KfzNWTx8ffEtkPr5T7jRw/S8DwtHQzD4Itmjmjl2gJsNhvWtlbYeSQUs8bNwz+RV8X9NTDAtkPr4dmpPTln2qOnSH2QBq4JFx06ucPS0gJGRkbw8HCrUl81Mef7aZgwYZTOx3Xr1hmn/vqdlNTRF4bRz4K7f/9+bN26VeH1GTNmYObMmXKvGRgYkO3KrsDK+yS9v9ls7XMNl5WVye1bW1tjz549sLKyUmg7evRoZGdnY8eOHQCAsLAwOYH7KfpMBS6FQqFQKBTKZw4v/jyMOvUGABj1Hg3h0wcQpj/S+TxMzltUHAvTur2hZ1dyXUYoQPneVWDyc2DUcwQRtwxP7KbKMhJbYwTPHmJs8K8YPmUYBo4NBCC23l06FY3uA7sCAEZOHYbbV5Nw40qiVv2obV4bi8MWEuH1Iu0lls1YiSfJT+XaNW31BRZtXoCmLb+AgYEBFm/9EaP8gpGbnadwTgsrC1jbWwMAivKLwBXkKLSpKgzDIGzvYWzfe1jnY9kmFkTcMowIwqJsMLxSmRYs/BWRhGHBgwEAM+ZOws2rt5F0875efTUzr4M1O5aTz/jZ43TMm7YYqQ/T5No5t3LCqrAlaN7SCQYGBlizfSn6eg/D++xcTJodTMRtaWkZfpy+FFHnYsixr8rf48rlE2jfXnP23KqwaGEIFi0K0fk4CwtzHDywjYjbR4/S0LJlc736wIj0OgzBwcEYNGiQwuuVrbcAYGpqSrYrKlS7iytro4uAr9x23LhxSsWthIkTJ+L3339HeXk5bt++jfz8fFhYWHyyPlOBS/nXUVJSgitXriAuLg7JycnIzc1FYWEhTE1N4eDggDZt2qBbt27w8/ODoeHne4uPHTsWiYnqH+wsFgscDge1a9eGg4MD3N3d0b17d3h6en6iXlYfpaWluHTpEmJjY/Ho0SNkZWWhvLwctWrVgoODA1xdXdG3b194eHhotaL3OXHjxg0EBQUBAOrXr4/Lly/rdHxAQAAyMsRxdQcOHEDHjh2rvY8UKfPnz8dff/0FQPHzfvPmDbp2FU/APT09cfBg9bj8KTu/OoyMjGBubo4mTZqgY8eO+Oqrr2Bnp+iSWR3s2rUL69evBwD4+vrit99+03jMyZMn5eKqevbsic2bN2s8bvv27QgNDQUABAYGYt26dXr2+tMi+/8qs6J8CiqOhYFlZAyORwBYbDaM+gahbOsCzQdWAbZdA3CHfkP2eRf+hDA9BaxaZjAKGEJeFz5PhmELdwCAKOctynYuwZv0D1g/PxRcE2P0GtoDbDYbNnbWiDp1Gd0GBgAARn4zTGuBO2LKVzCvK57gv3/3HjOHhiA/N1+h3bOU5/h22Bz8FrkTtvVsYFrbFKOmj8CWxYqivnkbqfU2Lfkp2jqba9UXbSkoLML8ZWsRl3BTc+PKsNhgm1qQXWHx+0riFgAYLJu7BlwTLvoP6wM2m41ZP07F14Om6dXf4G9GwcJS/Blkv8vB14OnIe/9B4V2j1OeYsKQGTgWdQD2DraoVbsWJswci12hv2P8zLGk3dI5q+XErZmFGY6E/vJRxW3duhbYt28T+vTWPM4q47tvJ8PKqi4A4O3bd+jW/StkvNGtnI4EkZ4WXGWuyKqQFYvl5eUa28uKxdq1a2vdp1q15F3k/fz81LaXlBK6desWRCIRUlNT4eXlVeU+16lTR6v+0jq4lH8NAoEA+/fvR7du3fD999/j1KlTePLkCfLy8iAQCFBYWIjU1FQcP34cU6dORe/eveWKUv8bYRgGPB4PeXl5ePjwIQ4cOICxY8di4sSJckH6nzN8Ph87d+5Ely5dMHfuXJw9exbPnj1DcXExBAIBCgoK8OjRIxw5cgRjx47FyJEjSdFyCuW/Co/HQ05ODhITE7Flyxb07t0bx45VfwIWAPD29ibbd+/ehUik2exw9epVuf2EhAQIhUKNx926dYtsd+rUSYdeUgCg/K/dYCrEE0JDpzZg2zf6eBdjs8EdHUKsssIXqeBFHRdf27MrWMbiuDjh23SwG0jjWHlRxwGedEK6eXEYykrF7o3tvF1xI0Yq9lw6tNba5bDbgACyfWjbEaXiVkJ+XgH+2HaE7Pv39lXarpmMwH2a/EyrfmgDwzD4+3wUBgd9IyduTbia4w0lsLl1wGKJPxtGUAGmQnVyndWLQlH6v8/Yw8cdTZ2b6NXvPoOkSa9+23JQqbiV8CE3Xy7mt1ufLzFweF+YmootzmkpTxFx4iJ5v/9XvXHyyiE54SnreurgoDmbribGjB6C27cuyV2jpKTyooB6hskklVq7Lgw5OdpnGq4Mw7D0+tMFGxsbsp2VlaWxvWwb2WM1UbduXbl92czGqpBdlM3Pl/5eZa+bnZ2t8Tyyfba2ttbYHqAWXMq/hIKCAsyePRsJCdI4GhMTE3Ts2BFNmzaFhYUFCgsL8ejRI9y4cQN8Ph+vXr1CSEgIoqOjsXr16irHUnxM+vTpo7JoNp/PR35+PhITE0lx7Li4OIwfPx5//vnnZ22lzsrKwtSpU+UKkdvY2KBjx45o3LgxuFwuPnz4gPv37+P27dtgGAZJSUkYMWIEQkND4e/vX4O9p1A+PnPnzlV4TSgUoqSkBO/evUNCQgKysrJQUlKCRYsWoVatWujTp0+19qF169YwNzdHQUEBiouLkZaWhhYtWqhsLxKJcO3aNbnXCgsLce/ePbi7u6s8TigUypWUkI3JomhJaTEEj26D0068OGDYzhe8C398lEtxOgfCoFEzAP9zTQ7fSnwuOS5epJ3g/nXAkAMD+4Zg2zWEIEXeWlmUX4QbV27iy76dAQAtXJ3Je0bGRjCra6ZWrAJAXeu6qO8oTWRzLeq6xv7fvS5107WrbweuCRflZfLWItn42ycPnwCDVd+/2lJRwcOYqSF4lCYVzFxjYyyeNwsnzlzAraQHWp2HZSS1mIkqStS2LcwvxNXoBPQIFC8C9OrfFdvW7tGp31Y2lmjoKK1J+s+lq2pai7mVIP0912tgL5dU6sLfUQDE3/Ghs7vRqq30ey8tLcO0afOwdu1i2NiI3Vw9OrTTqb+yGBsbI/afU3Bzc1G4xtdfj4S/v7eao6XY2lqj6ReOZP/cuSi9+wR8mizKzZo1I9sSTzB1vH37lmw7OjpqfR1LS0tYWloiL0/s6l9YWAhLS0u1xwgEArItawGW7fObN280XlufPn++M2MK5X8UFxdj9OjRpMA0l8vFlClTEBwcrOAyAQB5eXkICwsjroURERHIy8vD7t27weFwPmnftcXPzw+DBw/W2O7w4cNYtmwZAOD+/fs4dOgQxo0b95F7px95eXkYM2YMKcptY2ODefPmoU+fPnIJBiQ8ffoUCxYswP3791FaWorZs2fjzz//RMuWLT911yn/YRo0aPBJPQgmTJig9n0ej4fly5fj6NGjYBgGy5YtQ5cuXWBiYqL2OF1gs9nw9PTEpUuXAABJSUlqBe7Dhw/x4YPYsuPv749//vkHgNiqq07gJicno6REPFF3cnL6aC7X/98RPk+WCtzmrh9F4LLM6sK4lzQ5D/+fMxBlvhTvGHLAbiyNSRQ8ug3RS/W/mbvX7xOB295XmliovKxco7gFAK6JMaJPX4GNvTWs7ayQnaHZUlXZo8C0tomiwJV1UX4oH8urLxU8npy4dW/bGssWfAvHRg10SDLFEpcD+h8Mv0xNWzG3r98lAters6fOApdrYowLf0fB1t4GNvbWyHyj+2fc2lX6vL4eJ17oMDY2khO3V6/ewJSpc/DkSToWLvyOCNyWrfSLcwUALtdYTtzKXuPrr0dqfR5TUxMcO3YaDg72qOdgh1evqlaS61PUwW3WrBlYLBYYhsGDB5oXT+7dk7pbt2rVSqdrOTs7E0NTWlqaRrEpK17r1atHtps3l37X2vT5/n3xYhWLxdK6z9RFmfLZ89NPPxFxa29vjyNHjmDatGlKxS0gXmVauHAh1q5dSwRtQkLCvybWSx2jR4+WSzwQHh5eg71Rzw8//EDEraOjI44fP47AwECl4hYQT3gPHDhALNllZWX46aef9CojQaH8f8HIyAiLFy+Gvb3Yfe/Dhw+4cEH3TKyakHVTvnNHfVkVWffkKVOmkHE2Li5O7XG3b98m29R6qz+id9J6p+z6+rmiasKo1yiwuOI4OVFxISouSZ81bLsGYBlI7SOy/VHFiycvyXbDL6RWwthzmq2EAJD5+h2WfLMC0wd9i+E+YyEUanajd24rnUQLhULk5xbIvc814RKrcEU5D6+evgLAAsvIFGzTumDXsgLbtC5YxrUBlu7T5QYO9vh18VzsD1sLx0YNNB8giwFHLhcFI9RcGuVZWjrZdpaxTGtLxqtMzJm8EEH9p6C35xCtQg5at5UuhAmFQhhypPfFs8fpcm1fv3iDud/8jICuQ/Dkifi9khKpcG/YoOrlgp49f4GgoBly19CFFy9eY/SYaegSMBgtWnTS6jNQByNi6fWnCxYWFmjXTmz9fvv2LZkvK0PiMSc5TpXnoCq+/PJLsq0pBDA7O5ssFltbW6NJE+lY1bJlS7LAee/ePTn35co8fvwYmZmZAIAWLVqoTWwlCxW4lM+a6OhoMpkzNjZGWFiY1ha9/v37Y+HChWT/wIEDePRI94yTnxujRklX1Z8/f65VzMWnJjIykkyCjYyMsH37djJBV4eJiQnWrFlDRHBycjKio6M/al8plM8dQ0NDOXf9tLQ0Na31Q5L8A4CcG7EyJL/tunXrwt3dnVhtZS27yrh5U+q6SuNv9YfJl8YEsoxNwKqlXTIabWHZOIDTURqLybsUDpRJXWTZllLLO1NSCFRoti7mvJVmJ5aM74UfCrF3w/7q6LJS+o2UuvKn3nusEFvu1PoL0pd3b95h4g9fw9CyMQzN7GFgWhcGJuYwMK0Lwzq2MLRsDHYtK0CLBIhGRhysW7YAEUf2oG+PLnolTZRdQGBEQq1MgVlvpbGMprVMUdfKQk3r6mHw6P5k+9ULqbUuP68AJcXi2Fcej4/vJ/2Evt7DcO5kpNzxssmDuFxjWFurd3lVRUUFD6NGTUXr1p1xJPyUXuf4GIgYll5/utK7d2+yvWXLFpXtdu3aBT5fXOKqf//+OpUJAoB+/fqRBc2LFy/KLVpWZuvWrcRFubLnHovFQq9evQCIvZR27lRdLmzbtm1ke+DAgVr3lQrcz4yUlBQsXrwYffr0gbu7O9q2bYuAgACEhIQgKkp1LMCWLVvg7OwMZ2dnvHnzBiKRCMeOHcPw4cPh6ekJFxcX9OzZE8uWLcPLly9VnkcWPp+PU6dOYcqUKfD19UXr1q3Rvn17DB48GKGhoVoFhleV3bt3k+3g4GC0bt1ap+OHDx8ONzexO5RIJMKuXbsU2syfPx/Ozs5wcRG7t6SkpCA4OBjt2rWDj48Pvv76a+KCJ8u9e/cwd+5cBAQEoE2bNvDy8kJwcDBOnz4NhmFw9+5d8p2oG3B05YsvvpDbVyZw379/j7CwMIwcORKenp5o06YNvL29MXToUKxfv55YVmV5+vQp6W/Hjh3JIKiOoKAgcsyzZ1KXrD17pK5RI0eOVOizOpo2bYqePXsCEGf4e/pUtdvY27dvsW3bNgQFBcHf3x+urq5wdXWFn58fxo8fj3379qG4WHViDknf58+fDwBIT0/HwoULyXfasWNHjBs3DqdOnarySm51kZiYiPnz56NHjx5o164d3Nzc0KNHDyxYsADXr6uPS5Pc687OYncxHo+HvXv3YuDAgXB3d4erqyvJbJuTo125DJFIhNOnT2P69Onw9/eHi4sLPD09MXjwYGzYsAHv3r2r8v+sK9evX8e3336Lzp07o02bNvD19cWsWbPkEhyp4s2bN+QzGjtWmg00PDycvB4R6xVYAAAgAElEQVQSorn0RFFREVxcXODs7AwfHx+5WCR9kM0cWdmrYejQoaRvFy9erHyoAqdOnSLt165dC0D8u5MkDXn9+rXK77+4uJi4uPn4+IDFYhGxqiw2V7bPkskQh8NRmwn+xYsXWL16NQYOHIgOHTrAxcUF/v7+mDZtmsbf4smTJ8n/dvfuXeTl5WHu3Lnw8PCAh4cHhgwZgt9//13pNZctW4aePXvCxcUFHTt2xJgxY3Dq1CmtvUh4PB6OHTuGSZMmoVOnTmjTpg08PDzQp08f/Pzzzxqz5muLqFjeEsmqXb0C16jLILD+NxkVFeSCX6lmLquOVDiJitS7F89aOh2/7v8F6w6tknv9fdZ7/DB2ATJevFVxZNXoEuiPdl7S+ryXT8cotGnWWhoH2NipEcbMHAWWigk/i8WCgYk5DM3rA2z10X1cY2P06tpZpbeSNrDYMseKtHv25OXKLy7Vtfy4Ardn/67o4C11N0+TKdeUmyMtyVRRXoGLp6OVJq/j8+XHRX0Fbnl5OY6fOKtVgrxPyadIMgUAX331FXEBvnjxIkJDQxXGrfDwcOzbJ66RzOVyNYbHKMPa2pocxzAMpk+friByGYbBzp07iYdh7dq1lV5rwoQJJJvyvn37cOTIEYXzhIaGkmeajY0Nhg0bpnVfaQzuZ0JpaSmWL1+OkydPKryXkZGBjIwMREREwM3NDZs2bVIbu1RRUYHJkycruIu9ePECL168wNGjR7Fy5Ur0799fxRnEK/Hff/89Xrx4Ifd6cXExkpOTkZycjEOHDmH16tXo1q2bbv+sljx9+pRYEgwMDDB69Gidz8FisTBhwgTMmDEDgNiyWFhYqDL9+qtXrxAcHIzCwkIAYjfZa9euYcCAAXLtQkNDsWPHDrkB5MOHD7h+/TquX7+OU6dOYeLEiTr3Vxsqr7hVTjIVExODkJAQEusmIS8vD3l5eXjw4AH27t2L6dOnY9o0aSkBJycntG7dGsnJycjPz8fVq1fRpUsXlf3IysoiFpnWrVujaVNxFs3Xr1/LxXhoE1tcme+++w4TJ05EixYtlE4SGIbBpk2bsGfPHqVCvLy8HNnZ2YiPj8fu3buxY8cOtG3bVqGdLFeuXEFISAhKS6UZF/Pz85GQkICEhASEh4djx44dMDev3jIS2pKXl4cFCxYgJiZG4b2XL1/i5cuXOHnyJAICArBmzRqNqfTz8vIwadIkPHz4UO71tLQ0pKWl4c8//8TWrVvlXFeVXXfmzJkKMas8Hg8FBQVITk7G/v37MXfuXL1+v7oiFAqxdOlSBdf9nJwcXLx4EZGRkfjmm29UHK2e3r17Y8WKFeDxeLhy5QrKysrUxsFGRkaCxxO7Ffbp06fKyeBkF5Aqx8cOHDiQxDFFRESQBSJVnDlzhmzLPge8vLxw+vRpAGIrbo8ePRSOTUhIIGJdImw7deqEDRs2ABBbd/v27atw3JMnT4gbmpubm1yZCAkCgYD8ritPVN+9e4d3794hOjoau3btwubNm+HkpN4Nk8/nY+LEiSQ5HyB+tkkWeCScOHECixcvlhtLeDwebt68iZs3b+Ls2bMICAiAOl69eoVJkyYpPDP5fD4KCwvx7NkzhIeHo3v37li/fj2MjbXPpqtAZYspV/Gz1BdWLTNwOkjHfd7lk4Cg0hhrLHPf81W7zhpyDDFk/EClVqKDW/5ASlJqlfurjIZfNMAPq78j+zmZ73Hq4BmFdrIlggCguLAYJoZ8iCqKAaEAYInjYNlcM7CNxSFRLEMjGJrZQ1CQ8XEDLOVcorW7TmmJ/H1Rq47yMK7qoPEXDfHz2nlkPyszG48epqFnf3H24vJyzbVNAcUYXm1LwPxb+FQRVqampli8eDGmTZsGkUiE7du3Izo6GgEBATAwMEBCQoJc6MmPP/6o1KtOtoTeoEGDsHr1aoU206dPx507d5CYmIgPHz5g1KhR6NSpE1xdXSESiRATE4PUVOlve+HChUqvZWdnhx9++AFLly4FwzBYvHgxTp06BR8fHwiFQly5coXMLdhsNlauXKn0uaEKKnA/A/h8PqZNmyaXIdjT0xPu7u7gcDhIS0vDlStXwOPxkJSUhK+++grHjh1TKXKXLFlCVop9fX3h5uaG0tJSREdH48WLF+Dz+Zg7dy5EIpFSc39qaiqCgoKIQKpduza6du0KR0dH5OXlISYmBq9fv0ZRURFmz56N/fv3o0OHDtX+udy4cYNsOzk5aeXiqgxfX19wuVyUl5dDIBDg2rVrxDWiMgsXLiTiVgKHw5GrW7lmzRq5OpHt27cndTQTExNx69YtxMfHIz1d9/gPbZB1T2Sz2ahfvz7Zf/bsGWbNmkXcfjw8PODm5oY6deogOzsb169fx5MnT8hEsn79+nLifcCAAWQyGBERoVbgnjt3jkxCZSfJshYcCwsLhcmkNjRqpL70xfr164l1n8ViwdvbGy4uLqhduzaKiopw7949JCYmgmEY5ObmYtasWTh//rxKQfL06VNcuHABZWVlsLa2Rs+ePWFtbY20tDRERUWBz+fjzp07GDt2LMLDw6s1wY82FBUVITg4mHz3BgYG8PX1JfEzDx8+RFxcHEQiES5fvoxRo0bhyJEjKuPUAWD27Nl4+PAhDA0N0aVLF7Rs2RL5+fmIjIzEu3fvUFxcjMmTJ2PXrl1KRW56ejpGjhxJXFKtrKwQEBCABg0aoLS0FImJiUhKSkJ5eTmWLVuG4uJiTJky5SN8OlLmzZtHxJvEsujm5gY+n4/4+Hg8ePAAYWFhpNi8LpiZmeHLL79EZGQkSktLERMTI+cWVhnZ+CR1i4na8ODBA8TGxgIQr6BXvm6fPn2wevVq8Pl8xMTEoLi4WGV9w7y8PGLpl7XmA+I4XInAvXPnjlKBK7tw6usrLr3SqlUr1K1bFx8+fFAZhyvrnqwq/vann37CqVNS98LWrVvDx8cHpqamSE9PR3R0NEpKSvDs2TOMGDEChw4dUpsMa+fOnXLiVoLsAsDRo0exaNEisu/s7IzOnTuDy+Xi4cOHiI2NRVxcnNpEKJJFZYm4bdKkCfz8/GBtbY3CwkKkpKSQcfHSpUtYtmwZfvnlF5Xn00glix5Lg0VRFzidepOyQExZCfjXLym0YRlKkzUyagSurYONShfI71bMQufeflgxazXev3tfxV5Lsba3xtqDq1DHQiyURCIR1i0IBa9csZ9OraWljV4/f4PvR8/H4TPLpA0YBgy/DEJ+GRi+GQxqi8uTsAyNwDatC1FJXuVTViMy8bdaqiRBJWvox6qwYGtvgx1/boS5hdhQIBKJsGzuGjjLWMQrtBS4lf83Duf/lyzRtw6uPnTp0gVr167FokWLUFpaSharZTE0NMQPP/yA4cOH630dIyMj7N69G4sWLSLPi/j4eMTHxyu0W7lyJQIDA1Wea9SoUSgvL8eGDRvA5/ORlJSkECJjamqKX375BZ07d9apn/+/7qR/KVu2bCHi1tzcHJs2bVKYUL58+RLTp0/HkydPkJWVhZCQEBw+fFjp+RITE2FiYoJNmzbJxW2FhIRg3bp12LdvHxiGwcqVK+Hv7y9X20okEuGHH34g4tbLywsbN26USwU+d+5cLFq0CKdOnYJAIMDSpUvlLALVhexqk6ur/kXBTUxM0K5dOzKpS0lJUSpweTwebty4gaZNm2Lp0qVo06YNXr16haSkJLKqKLF+AmLh++uvvypYKy5cuIAffvhBLq15dSLJDg0Abdu2lbMo7t27l4jbJUuWYORI+eyBDMNgw4YNxFV7+/btcgK3X79+WLNmDQQCAaKjo1FeXg4ul6u0H5Lv3MDAQO4zkE1w0K5dO73ij9SRnp5O3Gw4HA52796tVIDdunULkyZNQmlpKTIzM3HlyhWV5VUkk9cuXbpg3bp1cuLg8ePHmDRpErKysvD48WPs3r0bs2bNqtb/SRNLliwhDyoHBwelsegPHjzA9OnTkZWVhbS0NCxZsoS4nyojMTERlpaW2Llzp5x1OyQkBD/99BMiIiLA4/GwePFinD17Vq7MlkAgQEhICBG3w4YNw08//aRwr/zzzz8ICQlBcXExQkND4enpSUIGqpu4uDhyT5qammLLli1EgAFir4Dw8HAsWbJEbUILdQwYMACRkeIYsvPnz6sUuLm5uWS8cXR01Og9UBmGYVBWVobMzExERUVh9+7dEAqF4HA42Lhxo4L1z9LSEr6+vrhy5QoqKioQFRWlMlbp3LlzxAJb2TNF9nekKg5XEn8rmwWZzWbD29sb586dQ05ODlJTUxWEp6wbm7L42/DwcCJujY2NsXLlSvTr10+uTU5ODkJCQpCYmEgWWE+fPq3SGhoXF4datWphyZIlCAgIQGFhIc6fP08Edm5uLn799VfSPiQkBJMnT5Ybs+7du4cpU6aojS2+cOECWdDs168f1q5dqyDsLl++jJkzZ0IgEOCvv/7CrFmzPr8s0gaG4HSSjpH8xCjl8bWyokSNS2hRQTEm9JyKV89eg81m4WLaWbn323dyw5bjGzAlcAYKPxSqOIv22DrYIjR8rVw5ocPbjuDapQSl7dfO3YiGXzRAvUb2+Od8HDJfZao8t6i88H/WXPFcgM01g6g0n5RN+rh8PokW7evbYc+xLXLlhH7bcgD/RF5F85bSBYPPJaSnptHH3bgq9OvXD+3bt8fBgwcRGxuLjIwMCAQC2Nvbw8vLC2PHjpXLYKwvXC4Xa9euxciRI3Hy5EkkJiYiOzsbIpEIDRo0gK+vL8aOHYuGDRtqPNf48ePRuXNnHD58GNeuXUNWVhYYhkH9+vXh6+uLoKAgNGigY5I2UIFb4+Tl5RHBwmKxsGXLFmINlKVx48bYt28fAgMD8eHDB9y6dQuxsbEqVzQk4lUWQ0NDzJ8/H69fv0ZUVBQKCgqwd+9efP/996RNbGwsmUg3bNgQ27dvV3AJMDIywvLly3H37l28ePECaWlpuHPnjtryEPogG+Mrm15cH2QLUiuLP5UgEUwSq2hlC8f69evJiuO8efOUuuL16tULRUVFcgmuqgM+n4/t27fj7FnpJKFyXIMkO56ZmZmCuAXE91hISAgiIiKQkZGBrKws5OTkkKLbVlZW8PX1RUxMDEpLS3HlyhWlk/j09HRiGfH29pYr2i3JdgdoVwhcV86cOUMm6EFBQSpdaDt06IBBgwaRhaDk5GS19UNbtGiBzZs3K9RLdnZ2RlhYGIYNGwahUIjffvsN48aNU+nmnpGRoZfVWhVpaWnEGsjlcrFnzx7iDi6Li4sL9uzZgyFDhoDH4+HMmTOYOnWq0raAWJSEhYUpiC8TExOsXbsWL168QHJyMnF9HjFiBGlz4cIFUtu4S5cuWL58udJr+Pv7Y8mSJZgzZw5EIhHCwsLk4uqrk9DQULK9ZMkSOXErYfjw4cjJydE7Jr5z586wsLBAfn4+/vnnH5SUlCi1kp8/f55M8DRZb7W9V5ycnLBixQqVCwQDBgzAlStXAIhFrCqBKxk/2Gy2goCsV68eHB0dyXdfUVEhJx6fP39O6ixWFqk+Pj44d+4cALGwrCxwJfHP5ubmCpk7eTwewsLCyP6yZcsU+gaIY7B27dqFgQMHkpCbkydPKh3rJCxfvpyM05Vjwfbs2UNi9IcOHarUw8DV1RWbN29GUFCQSkuarHV34sSJSq2WAQEBCAwMxF9//QU2m4179+4ptZBrBVs+bIOp7EKsJwbObmCbSxez+QmRStsxPGmpHVUxq4C4/m1RfhEAgGOkvERfgyb1MXn+BKybt1GfLhMcmzXGuj9Ww85B+sw5fywSu1b/pvKYtIdPkPZQdcbZygjL8onAZbHYYHFMwPDU16fVGznhrJ1IMqxk/eTzNGde1oUvmjti15FNsK8vXZj5OzwCm1buAACUlUoXQ7S1HldeAK+oqN4+1zQ1UQSiXr16mDt3rtIa65pYvXq1UrdkVcgmGawKTk5OWLx4cZXPIwtNMlXDREdHk5i/zp07KxW3EmxsbDB+/HiyryxeFxBbzdRN5GfOnEm2JXUPJcgmspINAK+MkZERRo8ejbZt21bZ/U4VBQXSRBqqxIS2WFtbk+2ioiKV7b788ks5l19Z8vPzieu3jY2NXDbjynz11Vc6FdCOi4vDb7/9pvC3Z88ebNq0Cd9//z06d+4sl02uX79+ChMkyUOlpKREZaZVFouFffv2IS4uDklJSXLiFJC36qhKA68qhg+AXAyrrHdAdeHl5YU5c+Zg+PDhGhMOyIqHyjHJlZkzZ46CuJXQpk0bEoNXXl6usRxKdXLu3DkysR48eLBKwQqIa8tJYp4ZhlE5RgDimFJVYsnAwADTp08n+5XHiePHj5NtTbHmgYGBZBU3Li5Ob+upOrKyskgssYODg9oxaeLEiSrddzVhZGREvD/Ky8tVZviWXYSqrvGxtLQU9+7dQ1mZ8oy1Xbt2JePktWvXlFocX79+TSyzHTt2VGpBlDyD+Hy+gluubHmgygJXdkFBth0gXlSUJMPz8vJSEIC3b98mycicnJzUZso0MTHB7Nmzyb66e9zCwkKtG/nly5fJtjr3eU9PT7VljWTzBKjLQP39998jKiqqauIWkI+BBbTKYqwNhm2lmbSFr56oLv9TIVNLtnJfVGBSS77d1UipO2OvId0V3teF9r5uCDu1SV7cHr2IVd+t0fucShHywQilbsAsQ+XPi+pAdjFFWy8o00qfoSSLcXXQ0a8DDp7ZJSduTx2JwMLZK8i+bAxw5b6oonKODXVJIf+NfKosyhRFqAW3hpHNqti9e3c1LcX06tUL69evBwCVGUHVPdABsaWqXr16yMzMRHp6OjIzM4mFVDZ+UrbelTKCgoIQFBSksc/6IjuRq1JCDigOoqqQ1BJTRnx8PLHKdO6sOUNi9+7dtbZWnTt3jlg/NMFmszF69GjMmzdP4T0PDw+kpKRAKBRizJgxCAoKQrdu3eDs7Cz3kGzcuLHK83ft2hW1a9dGcXExYmNjlcbzSYSvqampwn0rO3nlVfMKMiCebKrLwCqhtLQUr1+/Jvvqstiam5trLFvy5ZdfEqEXHx+v1HovOZeusaY7d+6UW9CRRXaM0GZS3KtXL5KNUF0Kf03jhJ+fHzgcDvh8PhITE8Hn88HhcCAQCHD37l3STpvM5u3atcPr16/BMAySkpLUxnbrg+y45evrq3ZCyOVy0alTJ62yDStjwIAB5PM9d+6cgoB9+/Yt+Xzc3Nw0umgpW2VnGAYVFRV4//49kpOTce/ePbx9+xarVq3C+fPnsWvXLoVkZxLxffToUfD5fERGRirEWWkjvL29vUmSrjt37sjlV5At/VX5N1ivXj00adIE6enpuH37tlx4g6byQLL5FrR5Dnbt2pXcmykpKSgtLVW6GOvq6qoyBjQjI4PEzDo6OmqM++/atatCjJkEDw8Pkpl5xYoVSE1NJZUQZBfNKi8m6gu7tvx3LypS7T6tNSwWDFtLv1P+HcXKARKYEqk7sbYliiws5ft8fO8p+PYQ3wvGJsZwbtscdxPuKTtULYGj+iBk5Ww56+XRPSewZXGYmqP0hxEJpCV8WPpnSdZ8IRkXXy2vY2klv6D8PjtXRUvdGDJmABau/kEuPvbgriP4dVGoXLsPedLFy8rftyoqx9y+e6dd9v5/C5/aRZkihQrcGubNG2ndMG1c1Ro1agRTU1OUlpYiJydHwYUM0G7C6eTkRFxJ3759i3r16oFhGLLKXqtWrSq7BVcVWde/yomfdEX2eHXWG3V+/rKuzdrEMFSHmyqbzYapqSnMzMzQtGlTtGvXDgMGDFA5aZ4wYQIiIiLw/v17FBQUYMuWLdiyZQusra3RqVMn+Pn5oXPnzmozARsbG6Nnz544ceIEKioqcOnSJQwaNIi8f//+fTIx7Natm8LEUtbari5urbooKytDeno6Xr16hVevXiE9PR2pqalIS0uTE7XqEnW0aNFCYz24Zs2kCTRk3bAroyolvjoOHz6sUuDqOkbItpEV+JXRNE4YGRmhYcOGeP78OXg8HvLy8mBnZ4eMjAy5xSd1i0LK+Bix6RK3WQBqLdwSmjdvrrfAdXd3R6NGjfDq1StcvXpVISt7REQEude0sd5qc68kJSVh9uzZyMrKwt27dzFt2jQcOnRIQcgPGDAAR48eBSAWs5UFrqyru6rFEi8vL7BYLLIYIYHH45HFlvbt2ytNtObr64v09HSSLEQSPiC7GKvMEqrrPW5sbAxHR0eSMC8zM1Pp965uPJe9D7UpY6ZuzA8ICICnpycSExMhFAoRHh6O8PBwmJqawtPTE35+fvD399cqHk0bWBZSjySmtFiuRq2+GDRpBbZM+R/Bgxsq2wqzpOMKq46F2GVaQykbWxnralF+EVJup8i9b2Wje3mYKQsmYswMqXu6SCTCzpV78Mf2cDVHVScfz/9Uzu2crZ3AtXeQWlcL8gtRVFh1a+i3C6dh4kypIUMkEmHjijDs23ZIoe3ztBdk28rGEoaGBhAI1N8XXK50/lpSUoqCgqrHYlc3v6xYoPex1Bpbc1CBW8PIuutpm9nT3NycuIEWFBQoxDnKJoRSdw4Jubm5pC8SQVBVl+DqoFGjRnj06BEAVLnmruwEWN0kQ93/LfmcAO1S2euSqXXVqlV6ldOpjJ2dHQ4cOIB58+bJuRe+f/8ef//9N/7++28YGhrCx8cHQUFB8PPzU3qegQMH4sSJEwDEk2JZgavJCiRrCXn/vvqyY1YmMjISBw4cwJ07d1QmtDAwMNAq2YU2vxnZe+Nj/l+VkR0jtClRJNtGlWgGdB8n3r9/Dzs7O7Xn1IaqLlYpQ/a3qY37cVVd5wMDA7Ft2zbw+XxERUXJ/XYlIpLD4Wi0kmuLm5sbtm3bhqFDhwIAycFQOc9C+/bt0aBBA7x58wa3bt1CdnY2eT6kpqaSBHASLw1l1K1bFy1atMCjR4/kBO7t27fJwoYqbwcfHx+SUyIxMVFB4DZq1Ejp+Kvvc1CCqntK3Tgt+xvWZjxXd8+w2Wxs27YNy5YtkwvfkGTbjomJwfLly9G6dWsMGzYMQ4cOrVKGW7a99DMUZmpX114TBq2llnrhu1dgclXXr2bevwPDqwDLyBgsAwMYNHcFy6wu2Fb2gIAP3qWjCsc4Npd6DT1//EIhNpGnQ+wli8XC/PVz0Ge4NFlkRTkPq75bg+jTV7Q6R4Mm9dHWow0srCzAMeZgf6iiYFN6bdmM1VrWp9ULER8MIxLH+rJYgAEHEKqPtW7q7Ei2n6Y+r9LlWSwWlm38CYNGSmPhK8orsHD2cpw/FaX0mNcvMlBeVg6uCReGhoZo0swRTx49U9pWgqmpdKEsI+PT10xXB4vFwq6d6xAcrH/GYUrNQQVuDaNPnIXshF3ZMdo8OGXPweGIkz+oc+GsCdq0aUOsLLIZlXWFYRiSfAkQl7RQhTq3Y1l3W22KiWub2r+6adq0KY4fP46bN2/iwoULuHLlipzAFwgEiI2NRWxsLIYPH45ly5YpnMPDwwP169dHRkYGEhISkJeXB0tLS4hEIuJKbWNjo9QaI2sZvH//PoRCoc4F7/l8Ps6dOwcvLy+FOEE+n4958+YpjQ+2s7NDs2bN0KZNG3h6eiIjI0OuBIgqtPnNyH7nkt/M54hsP9WNKfqOE7Kv2draYty4cTr172NkUdY1U7eqWGttGTBgAImHP3fuHBG4z549I4tyfn5+1RqD7uLiQqyEgDh+tLLAZbFY6N+/P8LCwiASiXD+/HkEBwcDUB83Xxlvb288evQIHz58QHp6Opo0aaK0PFBlOnbsSFyHJW7J2dnZxPtFVRyrPmOlpucgoP4e1/We0fSbNzMzw7p16zBt2jScO3cOly9fRkpKitz/lpycjMWLF+PEiRPYt2+f3rHgBk2lSbqET1WXL9IFwybS56LweYqalgAYEYSvnsDQSdwPw3a+MPISu5YzFWXgXflLoXaua0cXsp2UcFdO8ALAuzdZWvd1wca56P2V1AOh8EMhFoz/GfcTtf8snF2aY8FGaXjA3wfPIj9XQ34AtqHUPRkAwy9X07jqMIIKsDhiAcjmcCHSIHDbe0nH1pvX9J8zAcCKTQsxYLg0DKfgQwFmBs/FnRuq3chFIhEeJKXAw0ecdMjd01WjwDU3ly4cP378tEp9rm727N6AsWO/qtI5Pp/81/89qMCtYWRXqz98+KDRhYlhGLnVamUrz+qSKEmQPYckAZOshepjWFl0pUuXLiTeODk5WS5WWBeuX79O/h8DAwONsZaq0MZiIIs238PHxMPDAx4eHli0aBFevXqFhIQEXL16FbGxsSgvFz+Yw8PD4enpqZCxlMViITAwEDt27IBAIEBUVBSGDRuGmzdvIidHHCPTp08fpcLV09MThoaGEAgEKCwsxMOHD3Uu83T37l0Sm+jk5ITjx48Tl8jt27cTcStJdhYQEIBWrVopTBhVldKqjDaJLWQtl9UVS6cNZmZm5DMvKCjQaHmVtYap80goKirSKMA0jRMMw+jsjv0xsLKyItvaWJir+tts3Lgx2rVrh7t37yIhIQEfPnxA3bp1q7X2rTJatGhBBK6sW68sAwYMIBmJZQXu+fPnAUhLCqnDy8uLlEO7f/8+mjRpQkrZWVtbq6w9W6tWLbi6uuLWrVu4d+8eeDyenHuyqrFX9jmobRIy2XbaWGArI5t4sDrvmS+++AIzZszAjBkzkJeXhxs3biA+Ph6XL18mngb379/HmjVrlC4uasS0Dgxbtie7ggfXdT9HZQwMwW7oRHaFL1I1HiK4G0cEroGDIxiRCCw2GyxjExi6doLgdgxpa1bXDF4B0vjeuAvx6DtC6t2Qm5WLJ8naiZsJc8bJidvszBx8P3IeXjzRzZL94FYyRCIRCU3pPigAx/aoTlgGAGwT6RyAEQrACD6ywK0oAf4ncFnGdYBy1fegeV0z+AZIKwpcPq86hloT0+dOkhO3795mY/LwWXIuyKq4eDqaCAuPpg8AACAASURBVNy+Q3oifL/qz9TS0gKWltLfftLd6lmsqQ4W/zynyuIWoC7KNQnNolzDyArax48fa2yfnp5OxImNjY3SGqXPnqlfMQNAMuyy2WwSp2RsbEwm7iUlJSQeVxXv3r1DSEgINm7ciJiYGI3X1JVmzZoRa49QKCRJPHRFUjMVEMeMauPmqQzZGK+nTzU/jLVp86lo1KgRhg8fji1btiA2NlbOkvL3338rPUZ2gi7JNiqbdbRyDU0JFhYWchNofWoky2ZGtbCwIOK2oqICBw4cIO9t2LAB8+fPh6enp1JriGwMsDorkS6/GUC9m3t1I+vyrc0YkZoqnZyq66em/7msrIzE8NapU4eIYQcHB2IZy8nJ0ThOAGJx8DE9RGQzn6vKHi7L8+dVc98DpL8PgUBAxj+JiKxduzbJul2dyC4oqapP7ejoSBaU7t27h7y8PKSmphIvjr59+2q03nt4eBCL5cOHD1FYWEjuK29vb7XWT4mI5fF4eP78OfG+MTAwgJeXl9JjdH0OlpaWEqswm81WmfleHZ/inrG0tETv3r2xYsUKxMbGYtKkSeS906dP62W55g6eBJaROG5R+DINojeaxy5NsG0bgMWRejWIXmj+DgR348H8L5uyQaNmEGVJF1yMe48GuNLcDLOXTgfXRHy/piSlorZZLfQfLRVQJ34/pVU/23m1xdhZ0uoF2Zk5mDHoW53FLQBkv83GnXipC/7YmaNgZWelsj2LwwWbK13cE5VXLVRDG0QVxWD+Vy6IzeGCZaza4r9gRQhMTMWf8YOkZKTc1/wdKqODtxsmfzuO7L97m43gAVO0ErcAEHnmMkr/Vy7IvaMr+n+lOkxjw/plcmPay5fKF+0+NX5+Xpg/X1pt5M0b1Tk3NMEwLL3+KFWHCtwapn176Ups5VIcyoiMlNal+z/2zjuqqaxr40+AUBIQFFAEVFQUHBWVERQVFHt3sHcde0ex11HsvY1lLOjoODYso4NiQVQQAQsioggqCqLSe0kCyfdHJoeE9BAs33t+a2Wte5Nz7z1Jbjn77L2fLS/UT1kJk+fPnxOPUMuWLSW8OOL7lKcYKSIiIgIBAQE4ePAg7t3TfLZQEeKlSk6ePClXOVoe//zzD+kbg8GQGGCoi4uLCxnYhYSEKA1TFtWk/FrExsZi+vTp6N69u8IavKamppg3bx5ZF5XnqEjDhg3RvLkwrOzhw4coKSkhA/mGDRsqFCkSV9c+d+6cSgakiISEBAmjWLzG5bt374gnxczMTKniqrg6q6LBZFJSEj58UDxIEjfuq8J4kYf4PUL8+peHeBtFAlDK7hN3794lYaCdOnUi576RkRGaNGlC2skrJSXOyJEj0aJFC3Tp0kWhsrOmuLu7E0/MvXv3FKp38/l8pfc2VejduzcxAoODgxEfH0+MoB49elRa+V0WohxaAAqNOtHkE5/Px7179yQmIFXxLLNYLHLtv3jxAlFRUeR+p8z7K+6ljYuLI3m8zZs3lxtRoO5zMCgoiJybTZo0kWvsK6J27dpEOOrTp0+krrM85F0vBQUF8PHxwYABAxSW59PT08O8efOIKF9xcbHa+ewGQ2aA2VqoQC7g88G5ekxmO6NZG2Cy6ypMdl0Fe9URpfvVqV0+iSbgccFPU25oCApyJXJtdSytIfjvHNGxsAJr2hrUa1QX8zfNRfdBXQEIz8dn4dHY/Od6onr8Li4RZw/5Y8/57QhJCUJIShDOhUtH3jAYDMzfNJcYRJwSLpaMW4HPyZrnbR5Yd5iIIFW3qI7d57YButLpCwwDE+hWsyL3QD6PA35x1Ru4EPDBLyqPVNA1thR6ciV7h1VbFqHvYGE+Mp/Pxw7ffZDFsYv78SI1HC9Sw3Hj0SWpzxkMBlZtWSz2G3Mwa8wCpCSpbuBlZWTj8K7jZH319qUYOLKfRBtDQ0P8/vtGjBypXHfk1s3z4HI+gsv5iPjXD1Xuh6YwGAzs+30j+Q1KSkowcOB4jffH1/BFqTw0RPkb06NHD2zcuBElJSW4f/8+IiIi5NbCTU9Pl/BGynuY3rhxAzNmzJCrDLl3716yXFEEpW/fvmSA7Ofnh379+snNPTp9+jRZrqoBv7u7O/r06YOAgACUlZVh9uzZ+OOPP+Dk5KR027t370oUjh4xYgQZtGmCjY0NXF1dERERgfT0dJw/f15KpVTEnTt3SC7e18LY2JgYYfn5+ViyZIncHK+srCyyLKsWpogBAwYgJiYGJSUlOHPmDFFPVjZIbt++PTp06IDQ0FBwOBzMnDkTJ06ckBJEk9WvuXPngscT5ho5OjpKnOei9wFhlIEsFXERd+/elSixI76tLA4cOCC3wHlUVBQZ4Jqbm6tUpkhbDBgwAIcPHyZ1bUePHi1XKTg+Ph6XL5d7QxQNuM+ePYtx48bJDHnm8Xg4cOAAWa94n/jll1+IiNnhw4fRr18/uWHbV65cIR6ynJwcCeNYW4j+k/DwcGRnZ+P48eOYMmWKzLYXL17UipJz9erV4e7ujjt37iA0NFTiP6mK8OS3b98iPLw8HFXRPbd3797YuHEjeDwegoODiUifnZ2dSvdOQOipffr0KV69eiUxUaQsxaN58+YwNTVFbm4uYmJiiEdWUR1ZUa59amoq3rx5g8uXL8uthVtcXIzff/9d4rtqSs+ePcm5uWPHDhw5ItsYfPv2LQIDA2V+ZmxsjMePH5NIhqioKLmTz8XFxeBwOACEg3x1o4n025dfh9zb/ih780Kt7eWhU6P8GSDIUV1Ajxt8CbpNfoZew6ZgVIgK0LVzxMlgPwlvf0lRCUZOL39mfvmYikVjl4FbolxgqmNvd9g1Ks/bzfiSgf5j+irYQprDm/2Ql12edhH/IgE7lu3Goi0+AIB69nUhEAggKOUIBZ0YDDD0DCXzbku5KMv7emJI/OIcMPSNoMM0AoPBgJ6JJQQsM2H+L4MBBtMIQ8fVJ+2P7Dmhcf5t1z6d0KCxHVlP+5KOoWPl16SWxe6NB3Fs/yl06OyGn9u2hL6BPnx3LsfE2WMR8zQWTH0mWrd3hrm59vQJtInXL73h6FheMSHl0xdMmjxa4/0JQL2x3wrqwf3GVK9eHaNHCy8egUCA2bNnk1wncZKSkjBhwgSSd+Ti4oIePXrI3CeXy8X06dOlPFJcLhdr1qzB/fv3AQD169fH8OHDJdp07dqVzGonJCRg/vz5UvmJZWVl2LBhA5mZd3R0VDqrXxlE6pOA0AAaM2YM9u3bJ1GqRJycnBxs3LgRM2bMIG1+/vlnLF2qudS7iDlz5pAH9vr163H7trSaYHh4uMzallVNvXr1iCckKysLPj4+Mj0EWVlZ2Lx5M1mXdx4BkuGMookRUX6uMjZs2EDy3BITE+Hl5YV//vlHrqpxaGgoBg8eTEK7WSwWduzYIVG+p0GDBmTChcfjYefOnVKeWYFAgMuXL0t4qQGQ0H55XLp0Cfv27ZPyzMfExGDWrFnk/YULF1ZKAVVd7O3t0bOncHa+pKQEkydPljl5Ehsbi0mTJhHvZf/+/RUaM9nZ2Zg+fbqUInRBQQHmzZtHDBNXV1d06dJFos3AgQOJBzErKwsTJkyQ6QEPCQnB6tWryfqvv/4qs16pNli0aBGZdd+1axfOnz8v1ebOnTtYu3at1o4pMmQLCwtJCoWVlZXWJ0Dev3+PWbNmkTDvpk2bKjxG9erV4eHhAUD4H0RHC4VhVLluRYgUkIuLi0kag4ODg9L8cx0dHRKKHBAQQCaWFBnGTCYT06ZNI+urVq2SGRmQkZGBKVOmSNSvHTlypFQ7VRk/fjzRdQgJCcGqVaukvP/v3r3D1KlTFUYFiKtoz58/H4mJiVJteDweVq5cSe5/3bp1U1voCgAEZWXgBP4N7rWTam8rD0a1cmODr4aBi7JSFP+xGjw5ecAVvx/LuPzaf3DrISb1nIbUFNUqJHTu30li3cbOGr+M6afWi8WWLm119VQAVkxejdz/DF8GgwEdpiF0DE2gY2AsYdzyOYUozf0sWaP2K1CW+wV8TnkpKIYus7x//5UQKi0txf6tR7Bn40GNj9NzQFeJ9Tp2thg6bqBaL7YxG6W8UkwbMQ9BYnnA9RrUQd/BPdGjfxdi3JaWluL9e/ml7L4FQ4ZI3iMbNrDDlMljNN4fX6DZi1J5qAf3O8Db2xtPnz7F06dPkZubi/Hjx8PV1ZUUiY+Pj8edO3fIA9bS0hJbt26VW7eTyWTi/fv36NevH7p16wZ7e3vk5OTg1q1bJA+LxWJh/fr1Umqiurq62L59O0aMGIGCggLcuHEDjx49Qrdu3WBjY4OcnBzcuXOHDDBYLBY2btyo0YNaVdhsNv788094e3vjwYMHKCkpwZ49e3DkyBG4ubmhfv36qFatGnJychAfH4+IiAgJb12XLl2wbdu2SiunAkDr1q0xduxY/Pnnn8Qz6erqitatW0NXVxdRUVF48OABBAIBjIyMiIFdlb+POMuWLcPw4cPB4/Fw7949dOnSBZ6enqhTpw709PTw4cMHBAUFkTDfFi1ayPWUAMIcMnd3dwQHB5OJjtatW6uU81arVi34+flh4sSJSE9PR0ZGBhYtWoStW7eiXbt2qFevHnR0dJCamorIyEiJMGYTExMcPHhQylNpbGwMLy8vUuvz2LFjCAsLg5ubG0xNTZGamorQ0FAiwCNSdAUUi9eIRLH27NmD69evo1OnTmCxWIiNjUVwcLDEoFS8ZNLXwtfXF69evcL79++RkpKCQYMGoUOHDhJhpCEhIaSfDRo0kIhekAWTycSzZ8/Qo0cP9OzZE3Xq1EFaWhpu3LhBjF5zc3OZQjgsFgu7du3CuHHjUFRUhPj4ePTp0weenp5wcHBAcXExnj9/LuFBd3Z2xtSpU7X1k0jRtGlTzJgxA3v37kVZWRlWrFiB8+fPo127dtDV1cXjx4+JB9TOzo7cwypDly5dYGJigvz8fFK6rW/fvkprKotz9OhRme+XlZWhsLAQL1++RFhYGDFuWSwW1q1bp/QYAwYMQFBQEOmX6D1VadGiBbmHic4HVQX62rdvjxs3bpAceBaLpVRobuTIkYiIiEBgYCA4HA58fHxw9OhRtGvXDmw2G+/fv8ft27fJfYjNZmPHjh2VmjBhs9lYv349pk2bBi6Xi7NnzyI0NBTdunWDmZkZEhIScOvWLXC5XIXnzKRJk3DlyhWkpKQgJSUFffr0gYeHBxo2bEjuS3fv3iX3JTMzM3h7e6vdX27oNfBCA8D/kqS8sRowDMoNP3U8uMJOlaDk6HrwHFuB2doTuvV/EhrMDAZKOKVgMBjQZeqipIiD9M/peBb+HDcv3kbsEyVKzRUQ995qm3vXQhB57zH6DO+F2St+BUNXX1h7VsAH+GXg80og4BRUuaiUfAQoy08Fv8RIaNQyDctr45aV4uzJqzhz/EKlSwM1bFxfeSMVKS4qhvf4xWjXqQ36D+mFlq5OsLCsAb5AgKSkj7h7Lwx/HDyBXbvWwc7u62laKKNJk0bKG6kBn3pwvxkMwbeqZUKRoLi4GCtXrlQqyOPq6oodO3ZIzaLv3buXhG3Nnz8f//77r1yxjlq1auHAgQMKcyjj4uIwe/ZsIuQhi5o1a2Lnzp1o3bq13DbaRCAQ4O+//8b+/ftVqkNqY2ODOXPmKDTgAGDJkiW4dEmYj3LixAm5IeLi/fD19cXff/8tt0337t3RoEEDHDwonE2dP3++VMjkmDFjiAGgrTq4gNBLtXjxYqVKzx06dMC2bduUKulev34dc+fOJetr167F0KFDVe5PZmYm1q9fj2vXrqkkqtKuXTusWbNGQlxJnKKiIkydOlXCeJJF48aNsXHjRmLwm5iYICIiQkLUwsHBAYDwXJkwYQI2bNgg18M8evRoLFu2TKZydEREBMk7trGxkcjXVYXOnTuTySd552B2djbmz5+vNH+0Z8+eWL9+vczwdPFzfc2aNfjjjz/khuva29vj4MGDCoWqYmNjMW/ePKX5y926dcPmzZvBZrMVttMGx48fx5YtW+T+j4MGDSLnBiD9e3/8+JF4rF1dXUldV3mIDGkRV65cIeeVLMT3ry52dnbYtGmTSqWWuFwuOnToQKI4WrVqhTNnzqh1vIkTJyI0NJSs+/n5qWTkVvyOnp6e5F6oiLKyMmzZsgUnT55UWL+6cePG2LNnD+rXlx6QX7x4kUTrzJo1C7Nnz5ZqU5HIyEjMmjVLbk5s06ZNsWjRIqJILWu/79+/x7Rp02R6b8Wxs7PD9u3b0axZM4XtZJE/V3UP/PdA7/NFyht9Z9yJPvytu6A2rZpqHsXwLYjP+T7EpNSBy9Gsz0G1NKuh2yX1rEbbUcqhHtzvBCMjI2zbtg1jxozBhQsXEBkZibS0NHC5XFhYWKBly5bo168fOnfurNQbaGFhAX9/f5w8eRJXr14lg09RqOPw4cOVDjQdHR0REBCAy5cv4+bNm4iLi0NOTg4MDQ1hb2+Prl27Yvjw4RrX8dMEBoOBUaNGYdCgQQgKCkJwcDBiY2ORmpqKkpISsFgs2NjYoHnz5ujcuTM6duyodv1VVfvx22+/oU+fPjh79iyePHmC9PR0sFgs/PTTTxg6dCh69eqFnTt3km2qKixTFp07d0ZgYCD8/f0RGhqKt2/fIi8vD0wmEzVr1oSzszN69epFQhhV2R+bzUZhYSH09fVJuKyqmJubY8eOHZg1axauX7+Op0+f4s2bN8jNzQWPx4OxsTFsbW3h7OyMfv36Kc0RZLFYOH78OC5evIh///0XcXFxyM/PJyrgjo6O6NKlCwmvbtOmDUJDQ5Gfn4/g4GB07dpV5n5Hjx6Nli1bws/PD5GRkcjJyYG5uTlcXFwwatSoKqnfqg7Vq1eHn58fQkNDcfXqVTx58gQZGRkoLS1F7dq18fPPP8PLy0vpBI2I+vXr4+rVqzh69CgCAwORkpICJpOJn376CX379oWXl5fSqIemTZsiICAAV69exe3bt/Hy5UtkZWWBwWCgZs2aaNWqFby8vEi469dg/PjxaNeuHU6ePImwsDCkpqaCzWbD0dERw4cPR69evTRWZJfFgAEDiIHr4OCg0LhVByaTCTabjdq1a8PR0RGdO3dGp06dVI5E0dfXR48ePUi0gyZ5wW5ubsTANTQ0VHky09bWFvXq1SPPHkX5t+Lo6upi6dKlGDp0KM6dO4ewsDB8/vwZxcXFqF69Opo1a4ZevXqppAStDq6urggMDMTJkycRFBSEDx8+QFdXF/Xq1UPfvn0xZswYpUJ5dnZ2uHLlCq5cuYLbt28jLi4OWVlZEAgEsLCwgIODA7p27Yr+/ftrJZqIQqF8/1DBqG8H9eD+P0Hcg6tNbyBFc9asWUO8vLt27ZIS6vlRyMjIgIeHB8rKytCjRw/s2bPnW3dJa4h7cNX1uv6IqButQPmxmTZtGoKDg8FkMhEaGipRb5by40E9uFUP9eBWPf9LHtybtYYrbySD7qnqRdtQpKEeXApFRbhcLg4fPoz69evDwcFBrpKtCPEQcVmhdD8KIgVrAErDvSkUyvdBVlYW8b56enpS45ZCoVC+MtSD++2gBi6FoiJMJhMHDx4El8uFmZkZwsLC5IZAx8XFkXqfZmZmsLe3/5pd1Rp8Pp+EOFpaWqoc1kyhUL4t/v7+RGBt8ODB37g3FAqF8r8HNXC/HbRMEIWiIgwGg5TmyMnJwbZt24iyqTjv3r3DjBkzyPrw4cO/almZysDj8UidxoKCAqxevZqU7fmRvgeF8r+GSF1YIBAgKCgI+/btAwDUrVsX7u7u37JrFAqF8j+JAAyNXpTKQ0erFK2QkJBA6utWFhMTE7VUer8ms2bNwsOHD1FWVgY/Pz/cuHED7u7uqFWrFvLz8/H27VuEhISQmqmOjo6YOXPmN+616uTn58Pd3R2mpqbIzc0lBnzNmjWJgiiFUlnu37+PhIQEreyrUaNGNLIAQqX2Z8+egcvlSpQG8vHxUatsEYVCoVC0A5/aqt8MauBStEJMTAy2bNmilX3Z2Nh8twZuq1atsGvXLixfvhx5eXlISUmRW3qjc+fO2LJlyw+lmFmjRg3o6ekhMzOTvKevr49NmzbBxMTkG/aM8v+Ja9euEbGryuLl5UUNXABWVlZStZ4HDhz4w4rbUSgUyo8OrYP77aAGLoWiJt27d0fr1q3h7++P+/fv482bN8jPz4exsTFq1aqF5s2bw8vL66vVB9Y2Xbt2xd27d8FgMODk5ITZs2d/8xI5FApFMW3atMG9e/eQmZkJW1tbDBs2jEZdUCgUyjeElqn5dtAyQRQKhUKhUCjfObRMUNVDywRVPf9LZYIuW2n23/zy5W+NtqOUQz24FAqFQqFQKBQKhaJFvoWKcnJyMk6ePIkHDx4gJSUFDAYDVlZW6NChA4YPH660xGVlmTFjBoKCggBIlsuUBZfLhbOzM1H8V4aNjQ3u3LmjUltq4FIoFAqFQqFQKBSKFuEzvm4O7pUrV7Bq1SoUFxdLvP/u3Tu8e/cOp0+fxqJFizB27NgqOf758+eJcasKb968Udm4VRdq4FIoFAqFQqFQKBSKFvmaOaB3797F4sWLSRWPFi1aoF27dgCA8PBwREVFgcfjYf369TAxMYGXl5dWj5+cnIyNGzeqtc3Lly/Jcp8+fdC0aVOF7dURO6UGLoVCoVAoFAqFQqFoka8VolxYWIgVK1YQ43bp0qUYP368RJtz585h1apVEAgE8PX1RceOHVGjRg2tHJ/P52PJkiUoLCxUa7u4uDiyPG7cOLRo0UIr/QEAWhyPQqFQKBQKhUKhULQIn6HZS13OnTuH9PR0AEJPaEXjFgCGDh2KCRMmAACKiopw5MiRynw1CY4cOYLHjx8DAJhMpsrbiTy4enp6cHBw0Fp/AGrgUigUCoVCoVAoFIpW4YOh0UtdxOvKT548WW67KVOmQF9fHwDw77//QhuFdOLi4rBnzx4AwLBhw1CzZk2VthMIBMSD26BBAxgaGla6L+JQA5dCoVAoFAqFQqFQtIhAw5c6pKenE7ViS0tLNGnSRG5bMzMzEgacmpqKmJgYNY8mCZfLxcKFC8Hj8WBra4vFixervG1SUhIJaVaWe6sJNAeXQqFQKBQK5TvnnL/pt+6CWjzNrtzg+Vvwo9WUBYCo2B+rZqqRtfu37sJXQ5NwY3URF2pSJYfVyckJjx49AgBER0fDyclJ42Pv3LkT8fHx0NHRwaZNm8Bms1XeVrzfIgM3OTkZ0dHRyMrKQrVq1dCoUSONjV9q4FIoFAqFQqFQKBSKFvkaIlMfPnwgy7a2tkrbW1tby9xWXR49eoTjx48DAMaPHw8XFxe1thcXmCouLsaoUaNIHq84devWxfz589GzZ0+19k9DlCkUCoVCoVAoFApFi3ytEGURVlZWStuL58hmZmaqeTQhBQUFpCSRvb095s6dq/Y+xD2427dvl2ncAsJQZm9vb2zatEmt/VMPLoVCoVAoFAqFQqFoEU1DlPPy8pCXlyf1frVq1VCtWjWJ9/Lz88myKkJNBgYGZLmgoECj/q1btw4pKSnQ09PD5s2bJfapKq9evSLLOjo6GDZsGAYPHowGDRqgrKwMMTExOHr0KEJDQwEAx44dQ82aNYkStDKogUuhUCgUCoVCoVAoWkTTEOU///wTv//+u9T7s2bNwuzZsyXe43K5ZFkVQ1PcCBbfVlVu3bpFVJunT5+OZs2aqb2PjIwM4nnW09PD/v370bFjR4k27dq1Q7t27bB582b4+fkBEOb89u7dWyVPNTVwKRQKhUKhUCgUCkWLaGrgjhs3Dl5eXlLvV/TeAoCuri5ZZjCUu4zFSwPp6KiXqZqRkYGVK1cCEApDTZs2Ta3tRZibm+PevXtITk4Gg8FA69at5bZdsGABHjx4gNevX4PL5eL06dOYN2+e0mPQHFwKhUKhUCgUCoVC0SIChmavatWqwdbWVuoly8BlsVhkmcPhKO2TeBtRTVxVWb58ObKzs2FgYIAtW7ZAT08zPymDwYCVlRVcXFwUGreA0IAfNmwYWX/w4IFKx6AeXAqFQqFQKBQKhULRIl9DRVncwC0pKVHaXtzANTY2Vvk4Z8+exd27dwEA8+bNg729veqdrCTNmzcny8nJySptQw1cCoVCoVAoFAqFQtEiX8PAtbS0JMupqalK24u3Ed9WEbm5uUTFmM1mo7S0FEePHpXZVly4SrxN7969Ubt2bZWOVxFxz3VhYaFK21ADl0KhUCgUCoVCoVC0iLolfzShUaNGZDklJUVp+0+fPpFlOzs7lY6Rn5+PoqIiAEIDc9u2bSptt2XLFrLcrFkzKQOXx+NBIBAoDZUWN2pNTExUOjbNwaVQKBQKhUKhUCiUH4xGjRoRcamYmBil7aOjo8nyTz/9VGX9UsTmzZvh6uqKZs2a4c8//1TaPj4+niw3bNhQpWNQDy6FQqFQKBTKd47L8uGIP30Pue8+f5XjGdU0w8DbG2FYwwT5yek45yZfudTGoxkaD+sIa49mMKwu9LBMVPE427cdwKpVmyvfXyNDPIu+A1tba0ydsgB//eUvt22XLu4YM3Yo2rRphZo1LVFcXCLMXywTwIhtBDabheysHHxK/ow7gSH41z8QaV/SNe4bU5+J3l7d0al7B/zk5IjqFmbQYTCQk52H17HxuH8rDJfPBoBTolwkSD4M6FWvA4auHkrz0yDgaFbjVJzikhL0HTEZqWkZWLfMB7/06aZej5hG0DE0AUPPANDRBQQCPH1yCzdv3oXfsTOIj39b6T4qw8jIEC9fhKBOHWtMmDgPJ06eq/JjitC0Dq46mJmZoWXLloiKisKnT5+QkJAg4dUVJzs7G8+fPyfbqVrix9bWFq9fv1apbefOnYknWd42NWrUQG5uLgDg/v37mDx5ssJ9BgQEkGU3NzeV+kE9uBQKhUKhUCjfOU7T+8Lr9kY4zej7VY7nvm0SDGsoDgfUMzJAl8Pe6Pn3EjQY4EaM22/BD5gjSAAAIABJREFU1m2/wdbWWmEbFssIf58+iCtXT2LIkH6oW9cWhoYGqF7dFLVr10JtWyuYVTcFU5+JmlaWaOniBJ+VMxHw8DzGTRupUhmWirR2a4VrD89j/Z6V6NbXEzZ1a4PFMoKhkSGsrGuiY7cOWLllEW48uoi2Hi6afn3oGpuDoatdv9WmXX8gNS1Dgy0Z0DWpBT3T2tAxMAZDlwkGQwcMHV04Nf8JC+bPwLOnt7FwwQyt9lcWO3f4ok4dxedFVcHX8KUuvXr1Ist79+6V2+7QoUPg8XgAgP79+6tdJkhbdOtWPlESGRmJx48fy2177949hISEAACYTCaGDBmi0jGogUuhUCgUCoXyA6CrrweXZcPRcs6AKj1Ok7FdUadzS4VtGLo66PbnfNj1KjfKeEXlHkgulyvR/vHjaBw5ckrqFfkoqtL99fGZhl9/HaGwja6uLvwv+GHAgJ7kveTkFPD5sk2KN3HvkJWRDQAwYhli4Zo5mL9qllr9atfRFYfP7UFtWysAAJ/PR2x0HK6ev44r567hRdRLcnyLmub448wudOzeQa1jAICOkSl0DKVLyFSGo3+dw4WrgRptq1vNCjoGbLIuKOWCX5IPPqcAWVnC31RfXx8bNyzHsqXeWumvLBYumIFJE0dV2f6V8bUM3CFDhpD81hs3bmDXrl0S9W4BoQrysWPHAACGhoaYOFHVGAvtY2dnJ2GUz507Fy9fvpRqd+fOHcydO5esT5s2DTVr1lTpGDREmUKhUCgUCuU759XJIDQZ0wUA4LxgED6FvUTa4wStH6dafSu4rBiutF2L2f1h3U6Yw8crKsE97z/QcddU8rmjQ3ssWz4XkyYJDQxn5+ZYvMgX4eFPtNrfZcvnYvnyuUrbLVw0Ex07CsMbCwuLsHiRLzZsXE68WGFhkcj8lIl+g4UD7waN7TBx8Cx07Noe42cIv8P4GaMQHvIYoXceKj1eNVMTbDm4Fkx9JgDg7etELJ7xG+JexEu0c/jJHhv3r0bjJvbQ1dXFlgNr0MdtKDLSMlX6/jqs6tBlVVeprSoIBALs9zuFA36nNNpex8gMOvpG/+2Lj7L8NAi4ReTzug26Yfu21Zg6ZQwAYPVvC3D37gOEPZTvxdOEVSt9sGrlfK3uU12+hsgUICwV9Ntvv2HGjBng8/k4cOAAgoKC0LlzZ+jq6uLhw4d4+vQpab9s2TJYWVlJ7WfJkiW4dOkSAMDLy4soJ1cFK1euRGxsLJKSkpCeno7BgwfD09MTTZs2BYfDwaNHj/DkSfm9omvXrpg2bZrK+6ceXAqFQhFDFL5DoVAo3xNhS48hwV8YqsfQ0UHrJUO1fgyGrg467pkGJstQYTvDGiYSodIPFvsh5/VHMNnC7fI+pCE1NR3ec5bj71MXAAA6OjpYvWaR1vpavbopLlz0U8m4tbCoAR+f8sHx7FlL8VNTB1SrJgypfvv2PQb0H4elM9fgyrlrpL8zFkzCtjV7ce3STbLtrzNV8wiOmz4SZjVMAQBpX9Lx68AZUsYtALx++QYTB83Cl09pAAC2MRsTZ49Ruv9qZtWw/6/tWjVuc/PyMWPhbxobt2DoQIdlRlbLCjIkjFtAWKt15qwlOPlfjrSOjg7WrV2icZ8rUr26Ga5cPqE149bCoobG2/IZmr00wdPTE1u3biV1cePj43Hw4EHs27ePGLd6enpYunQphg0bpvF30hbm5uY4efIkWrVqBQAoKyvD7du3sXv3bhw8eJAYtwwGAyNHjsTOnTuhp6e6X5Z6cP8fUFhYiODgYISEhCA2NhaZmZnIy8sDi8WCtbU1mjVrhq5du8Ld3V2tk+NrM2bMGERGRipsw2AwwGQyYWxsDGtrazg7O6Nbt25wdXX9Sr3UHkVFRbh16xbu37+PV69eITU1FSUlJWCz2bC2tkaLFi3Qp08fuLi4aJT38z3y/v17BAUF4cGDB0hOTkZGRgZKS0thamqKBg0aoHXr1ujTp4/KKnna5tKlSwgODsaePXukPtu7dy9+//13AMDGjRsxcODAr909gvi1EhQUBFtb22/Wlx+RiIgIjB07FoDsWeqq/n1Vudfp6uqCzWbDysoKLVq0QP/+/avsPpeRkYH27duT9ZCQEKVhYBwOBy4uLuBwhCGpenp6CA8PV1rCITU1FR4eHgCE+VSRkZFkQPa94+DgAACwsbHBnTt3vkkfwlf/BbveLmCyDFG7bROYNbZBTrzy0iCq0tL7F9RsZQ8A+BLxGlZtHGS2azTUgxjBWa+S8PZSGBr0b0s+z3r5gSwvWuSLAb/0ApvNgrt7GzRp0givXlXO8zxy5ECsXrMQNjblZUcKC4vAZss+l0aPHkw+exHzCmfP/oPNW1aRz7dt24+iomLAxBSbVu5C176eYLGM4NLOGQ0d6uPcn5fQ26s7AKCVixN0dHTkhjaL6O1Vnmd4dO9JEu4si+zMHPj9fhLLNgiNsq69O2Hzyl1y2/cf0gtzlk2HlXX5dSoQ8MFgaOa3EggEuBIYhD1/HEdqernn2MjQAMVqCF/pGJqQPghKOQqFrnzm/4aBXr3BZrPg4eGGn35qjJcvpScA1GH06MFY57sEtraqnReKYDAYGD9uGHwrMSnzNergitO3b1/8/PPPOHnyJO7fv4+UlBSUlpbCysoKbdu2xZgxY9C4ceOv3Cv5WFlZ4fTp07h9+zauXr2K58+fIzMzE/r6+qhVqxbc3Nzg5eWlshiWON+vtUNRSmlpKU6dOoWDBw8iKytL6vO8vDzk5eUhLi4O/v7+qFu3LubOnYs+ffp8g95qB4FAAC6Xi6ysLGRlZeHFixc4ceIE3N3dsXPnTpXrY31LeDwe/Pz84Ofnh5ycHKnPc3NzkZubi1evXuHMmTNo1aoV1qxZQwZXPyKfPn3Crl27cPXqVZmDgvT0dKSnpyMiIgL79u1D586dsWTJEtSrV++r9K+wsBDTp09HRETEDzlZQvn/R1lZGbmHx8fH4/z58+jZsyc2bNgANputfAdqYGFhgUaNGiEhQWh0REVFoUePHgq3iYyMJMYtIHwePXz4EN27d1e43aNHj8hyq1atfhjj9nuBm1OIj8HPUb+P8D5Vv18bRG2/qJV9W7RsgJaz+wMAMmM/4NnuS+j5t2zPWr0eP5Pld1fCAQA1mpbfrzNflBu42dm5uHnzLry8egMABg7qi/XrdmrURwMDA9wJvoCWLcsHvEVFxZg9aynGjR8OD4+2Mrfr26/8vPS/8C+Mjdk48ec5ODaxh6NjI9wIDCaf5+XkITToIbr36wwA6Nm/CwIulntw9Q30YVbDVKHBam5ZA3XsyifG7t0KVfrdHj8sz0WubWsFI5YhiotKJNroG+jjr38P4yen8vGAQMBHWUGG0LhkGik9TkU4HC5GT/PBKzFFY0MDA/y2eA4uXA3E4yjlpWdEMPTL7018TqGClkB2dg4CbwRj0EDhmHTI4H5Y47tdzd4LMTAwQMj9f+Dcqjl5r6ioGNNmLMLEX0egY8d2au2PzWbh/r1/0MKpcmV0vlaIsji1a9fGokWLsGiR+ob5pk2bKh2WrO7kH4PBQLdu3SSEp7QBNXB/UHJzc+Ht7Y2HD8vzQIyMjNCmTRs0bNgQZmZmyMvLw6tXrxAREQEej4ekpCT4+PggKCgImzZtUlpY+VvSu3dvuTM2PB4POTk5iIyMRGxsLAChx2HChAk4ffr0d+2lTk1NxbRp0ySS6S0tLdGmTRvUq1cPhoaGRMb9yZMnEAgEiIqKwvDhw7Fr1y507NjxG/ZeMyIiIjBnzhwJY97a2hpt27aFlZUV9PX1kZqaiidPnpBaZ3fu3MHDhw+xdu1a9OvXr8r7mJ2djYiIiCo/DoVSEVn3Oj6fDw6Hg6ysLLx8+RJRUcKBb2BgIDgcDvbv36919cu2bdsSA/fp06dKDdzQUOkBe0hIiFoGrrjXmKI6XyLiiIFr06GZVgxcXUN9dNw9HTpMPZRxeLjnfQAGchSRdQ2YsGzZgKx/eiB8DptLGLjvJbZ5EBpJDFxPz/YaG7iGhgYSxu2DB5GYMX0x3rxJxLjxsvOGDQwM0Lp1C7J+NzgMBQWFCksTPQl/Rgzcth6ueBEdRz4rLipRaNwCgKGRAQL/uY2aVpawtLLA54+pSr9bWVmZxDqLzZIycA0M9CWM2yfhz+DU2Bzg8wBDzSb4OVyuhHHr7NQUvkvnwq6urZoiUwxhOaD/EPCKlW4REhJODNwund01NnANDQ0kjNvQ0AhMnroACQnvMFGJ+JgsjI3ZlTZuAYD/TUxcCkAN3B+SgoICjBo1igxGDA0NMXXqVIwbN07mzH5WVhb279+PkydPAhDWk8rKysLhw4fBZDK/at9Vxd3dXaUQ0FOnTsHX1xcA8Pz5c/z1118YP358FfdOM7KysjB69GgkJSUBEBq2ixcvRu/evaGrqyvV/s2bN1i6dCmeP3+OoqIieHt74/Tp02jSpMnX7rrGhISEYPr06SSvtVGjRliwYAE6deoks/2zZ8+wdu1avHjxAsXFxVi4cCE4HA4GDx78FXstm9mzZ2P27NnfuhsAQK5lStXwNX9fVe519+/fx8yZM8HlchEcHIzAwED07t1bq/1wc3Mj31tkUCtCZOA2bdoUX758QWZmpkyjtyLi5SDatVPPq0IRIh6SXOOnulrZZ5uVI2HWUBjW+WSbP7LjPsLKTfazxrRhbegwy4ePOfGfAFQwcF8mQU9PDx07uuHn1i3QSswoddKC4fDu3Qes9d2Oc+euKG3r4NBQYqwTF6c8PPptfGL59k3tMWHmaLIedO2u0u1Tkj5jwZQVStuJ09TJkSyXlZUhO1M6wktE8vuP2Lv5EK5dvImo2L/VOo48bK2tMHvyWPTu1kmztChdpsR2gjKugsZCxEPVtXFevH37Hr+t2YozZy5Xel8AEJ/wDitXbcbZ039otP3XDlGmlENFpn5Ali9fToxbKysrnDlzBjNmzJAbtlajRg2sWLECW7duJTf5hw8fYtu2bV+tz1XFqFGj4OXlRdbPnj37DXujmIULFxLj1s7ODv7+/ujXr59M4xYA7O3tceLECeLdKS4uxvLly6Wk379XUlJSsGDBAmLc9urVC/7+/nKNWwBo2bIlTp06RbxHAoEAq1evRkyM6iFSFMr/Nzw8PCQm7k6fPq31Y7i6upJ70cuXLyXCjyvy5csXvHnzBgDQunVruLkJlWk/ffqEt2/fyt0uOzubfG5qaqpRXhUFKPxcnpLEZBsqrVWrDFtPJzQZ1xWAMO825uA1he1N6pbnfZZk54NXUAxWLTMYWQoFlbh5RWg4wA1v3oTjytWT+O23BegvVpqHzWbhr7/2waq2auU+xOFwOBgzeiZaOHmqZNwCQD27OmQ5MzMb+fny80JFpP4n+AQIPak/txWWTMrNzsW+rUfU7LVqDBzVnyy/ePZKZjoPl8vD/MnL0cdtKK6JhU1XBn19Jrb5LkXAmSPo091TY80P8Rq8An4ZoMJY5WPKJ7JsbMzWWNCJw+Fi+MhpaNLUXSvGbWFhEQYPnYSmzTxw4cK/Gu9HoOGLUnmogfuDERQUhMBAYciIgYEB9u/fr7JHr3///lixonxG8cSJE3j16lWV9PNrMnLkSLL87t07pKYqDwX62ty8eZN4N/T19XHgwAGZEu0VMTIywpYtW8jAMzY2FkFBQVXaV22xceNGEpbs7OyMrVu3wtBQsTInIIxI2L17N1HW4/F4WL169Q9j2FMoVUHnzp3JsiiUX5uYmJigadOmAITXnKJJpZCQELLctm1buLu7y/ysIqK0C9F22g6z/l+hJDNfYt2gEgaugZkxOmydDADgFZbg/ryDSg0TI4vyeqvF6XkAAPOmduQ9/WosuK4YAcuaFnL34TWwD0JCrqBFi6Zq9bekhIOLFwOUCjyJU1OsH2lpGUrbL1k3D0vWz5N6//PHL5g20gfJ7z+qfGxV6dG/C1q7tSLrgf/cltmOU8LBjStBan1/ZRgaGKBnFw+5k+2qwtAR255fJr+hGOnpkvoxmhq4JSUl8PeXrfGhCQUFhbh8+Xqlxx1fqw4uRZrvPkT55cuXOHv2LB49eoQvX76gtLQUFhYWaNmyJXr37o2uXbvK3E5c8TQoKAjW1ta4cOEC/P39kZiYiOLiYlhbW6N9+/YYN26cSmI2PB4PAQEBuH79OmJjY5GdnQ1DQ0PUq1cPHh4eGDlypMoFiDXl8OHDZHncuHFkQKIqw4YNw+XLlxEVFQU+n49Dhw5h507JXBhRHSx9fX3ExMTg5cuX2Lx5M6Kjo8FiseDg4IDx48dL5YNGR0fj1KlTePz4MdLS0mBsbAwHBwcMGjQI/fr1Q3R0NJEmnzVrltbCPRs0aCCxnpqailq1akm8l5GRgXPnziEkJARv375FUVERTExMYGNjAzc3NwwZMgR160qGer1584YIcpmZmSE0NFRpSPfYsWNJLue1a9eIGvCRI+UzviNGjJDqsyIaNmyIHj164Nq1azA2NsabN2/knvefPn3CpUuXEBERgQ8fPhADs1q1amjUqBHc3d0xZMgQGBsby9xeJGQlUpZNTEzE0aNHERYWhrS0NLDZbDRp0gS//PKLQu/z27dvcfu28AHNYDCwbt06tcLhGQwGfH19MXDgQPB4PLx48QIhISFEfVVb/RVX0xURGRkptV9AsYqy+H52796Nnj174vHjx/jrr7/w7NkzZGZmwtzcHE5OThg3bhx+/rlcoOXNmzc4ceIEwsLCkJqaChaLhWbNmmHs2LFyc65VUfkVictFRETg48ePKC0thZmZGezt7eHh4YHBgwfLFWUTff9Ro0Zh1apVSE5OxokTJ3D//n18+fIFbDYbDRs2xJAhQ9C/f7nXISsrC6dOncLNmzfx8eNHMBgMNGzYEP369cPIkSO/Wn58amoqTp48iXv37iEpSRgqWb9+ffzyyy8qlUeQ9fsWFBSgXbt24HA40NfXx8OHD+VeRyLmzp2L69evAwAOHDggYaSqS7Vq1eR+Jp6q4enpiYMHDyrcV0lJCdzc3FBUVARLS0vcu3cPurq6cHNzw/PnzwEI83Bbt24tc3vRZB2TyYSrqyuKisrLgISEhMhNExHPv+3QoYPc/hUXF+PixYu4c+cO4uLikJubCzabjTp16sDd3R0jRoxQ+KwVnb/Dhg2Dr68vTp06hePHjyM1NRWWlpZwdXWFj48PLC0tyTYcDgdnz57F9evXER8fDx6PB2tra3Tr1g2//voratRQbeD95MkTXLp0CY8fP8bnz58BANWrV4ejoyM6deoELy8vGBgYKNmLYngVhYdM1BcWEtF+8wSwrYRlZiJ8/0Z+UrrSbZjG5ccrKxGGoZo3kxxDlXF4OHDoBE6fvoiEhEQYGhogKVky9N3a2goXLx1Dhw798PlT1U1MmxiXR7eVlJQoaAnoMfUwcuIQqcmX3Jw8rJy3HjFPY7Xev3oN6mDV1sVkPfVzGs79eUnrx6lyJBScVTMMCwokhaiq/QBCoeqgackfSuX5bg3coqIirF27FhcvSosnpKSkICUlBQEBAWjVqhV2794tZdCIw+FwMGXKFKmZ5ffv3+P9+/c4d+4cNmzYIDFQq8iLFy8wf/58vH//XuL9goICxMbGIjY2Fn/99Rc2bdok1/ioLG/evCG5Ubq6uhg1SrVabOIwGAxMnDgRs2bNAiD0LObl5ckdPCUlJWHcuHHIyxPO0hYXFyMsLAwDBgyQaLdr1y4cPHhQYrYrOzsb4eHhCA8Px+XLlzFp0iS1+6sKFR9EFQfRd+/ehY+PDwoLJW+kIiXmmJgY+Pn5YebMmZgxYwb53N7eHk2bNkVsbCxycnIQGhoKT09Puf1ITU0lA7imTZsS4zY5ORnR0dGknSblZebNm4dJkybB0dFRplEpEAiwe/duHDlyRGYd15KSEqSlpeHBgwc4fPgwDh48CCcnJ4XHDA4Oho+Pj8TgNScnBw8fPsTDhw9x9uxZHDx4EKamplLbXrhwgZwL7du316jsT+PGjeHu7k4U+fz9/aUMXG31V9ts3boVR48elbgePn/+jM+fP+P27dtYu3YtBg0ahPPnz8PX1xdcbnmuEpfLRWhoKEJDQ+Ht7S1xTqrK77//jn379knNZqelpSEtLQ1hYWE4cOAAtm7dqlS47Pr161i2bJnE71pSUoLMzExERkYiPDwcGzZsQHR0NGbPni0VQfH8+XM8f/4c9+7dw6FDhyrtJVDG/fv34e3tLdFfAIiJiUFMTAwuXryIKVOmqL1fY2NjdO7cGdevXweXy8Xt27fxyy+/yG1fVFSEu3fvAhBOkIl7OTVBPPTX0dFR4rM+ffpg48aN4PF4CA0NRW5ursLzPCgoiPw+ffv2Jf+Jm5sb/vhDmGsmqptYkbKyMiJu2LJlSxgbG8PY2BiNGzdGfHw8Hj16BA6HI9OIEzdw5eXfPnz4EIsWLUJaWprE+zk5OcjJyUFMTAyOHTuGhQsXqvQM9PPzw+bN5WJCHz9+RFZWFn777TfyXnJyMiZNmiT1fE9MTMShQ4dw8eJF7N+/X+FxysrKsGbNGplpMqJrPzg4GPv378eBAwfUnpwWh8+T9I7p6Gl2TdkPdidiVcl3nuH1KdXUT3X1y5+xpf8ZuOIKysWZebgxagsW3/+LvFdUJCk4VFpaCj09PVhZ1cT27WswcsQ0VBX6BuWCmsXFig3c2ta1ZEYWmJpVw5HzexER+hhLZ65B2hflEwGqUNPKEgdP74SpmXAMxufz4btoCzhqlOb5fhDLv1XR81lxvMJkfrdmiUZQkalvx3d5JvF4PMyYMUNCIdjV1RXOzs5gMpmIj49HcHAwuFwuoqKiMGTIEJw/f16ukbt69WoyG9+hQwe0atUKRUVFCAoKwvv378Hj8bBo0SLw+XyZA5a4uDiMHTuWGEjGxsbo0qUL7OzskJWVhbt37yI5ORn5+fnw9vbGn3/+KXfmuzKIq7za29urFOIqiw4dOsDQ0BAlJSUoLS1FWFgYevbsKbPtihUriHErgslkokuXLmR9y5YtOHr0KFn/+eef0aZNGwBCb9jjx4/x4MEDJCYmoioQD9fT0dGBjY0NWX/79i3mzJlD8slcXFzQqlUrmJiYIC0tDeHh4UhISEBpaSl2794NGxsbCeN9wIABRKk5ICBAoYF77do1YlCIT5aEhYWRZTMzM43K/VT0Lldk+/btxLvPYDDg5uaG5s2bw9jYGPn5+YiOjkZkZCQEAgEyMzMxZ84cXL9+HUZGsmf+37x5g8DAQBQXF8PCwgI9evSAhYUF4uPjcfv2bfB4PDx9+hRjxozB2bNnpfYjXuOzMgP7bt26EQM3LCwMZWVlcgW5NOlv3bp1sWjRIuTl5RGvV506dTBihFB1sVGjRmr3+fjx44iKigKDwUCHDh3g5OSE/Px8BAcH4+PHjygrK8O6detQUlKCtWvXAhD+Ri1btgSXy8WNGzfIQHvPnj3w9PRUS1js4sWL2Lt3LwDhterp6YlGjRqByWTi8+fPuHXrFrKyspCbm4tZs2YhICBA7vkVHR2Nc+fOgcfjwcHBAR06dICenh4iIiLw7NkzAMLJjMaNG+PAgQPIyclBkyZN4O7uDgMDA0RGRpL7VmhoKE6dOiXlMdcm9+7dw8yZM8mgqW7duujSpQuqVauGhIQEBAUFITY2VsK4UYf+/fsTj+y1a9cUGrhBQUEoLhYO6nv37l0pQT8OhyMRBTJmzBiJz83MzNCxY0dyrt+8eRNDhgyRu7+rV6+SZfF7lbOzMwwMDMDhcOQKTcXExCA3NxeApApyu3btEB8fDw6Hg8jISKnrvqCgAHFxQiXaevXqyYw6CA0NxdSpU1FaWgpAqB/RtWtX2NjYIDs7G/fu3SMRWL6+vsjOziaTtbL48OGDzEnyjh07knSJz58/Y8SIEUhPFxospqam6N69O2xsbPDlyxfcunULGRkZSidF9u/fT4xbNpsNT09P1K9fHwwGAx8/fsSNGzdQWFiI1NRUTJgwAbdu3VLola9qjG3M4eYrPI9KsvMRskD1vFIBXyC2LHzmPd3mj3dXHsKkTk18iYyTUlGuyJkzlzB6tPAcHTCgJxwcGuL1a/n525VBfKKvrExxAGhubj6GdB2HD++SEPkuWOrzNh1a4/jl/RjRayJys/Nk7EF1rGxq4cj5vRLlhI7uPYF7N5WLtX3/UMMOoL/Ct+S7NHD37t1LjFtTU1Ps3r2biFiI+PDhA2bOnImEhASkpqbCx8cHp06dkrm/yMhIGBkZYffu3RLeCh8fH2zbtg3Hjh2DQCDAhg0b0LFjR1SvXp204fP5WLhwITFu27Zti507d0qEKy1atAgrV67E5cuXUVpaijVr1kgMILSF+Ix6ixYtFLRUjJGREVq2bInwcGHtupcvX8o0cLlcLiIiItCwYUOsWbMGzZo1Q1JSEqKiokhoo8j7CQgH05s3b5aqsxsYGIiFCxfi06dPUsfQBuKKp05OThKeCz8/P2Lcrl69mhguIgQCAXbs2IFDhw4BEIYRihu4ffv2xZYtW1BaWoqgoCCUlJTIzSMV/ee6uroSv4FIEAwQejw0FXCQR2JiIo4dOwZA+B8cPnxY6noBhOqlkydPRlFREfEmyFNiFeXfeXp6Ytu2bRKhmK9fv8bkyZORmpqK169f4/Dhw5gzZw75vKSkRKIMkjJPsSLEv0d+fj6SkpJQv359rfW3du3amDhxIj5+/EgMXNF7mhIVFQVjY2Ps37+fTPQAgLe3N0aMGIGEhAQUFRXB19cXbDYb+/fvR9u25bUbZ82ahenTpyM0NBQCgQAXL17E8uXLVT7+gQMHAAAsFgsnTpxA8+bNJT5fsmQJpk+fjvDwcHC5XBw5coSEt1bkxYsXYDAYWLJkCX799VfyPp/Px5IlS/DPP/8AEIZsi/Yt3g6QDO2+cOFClRm4HA4Ha9asIcbtqFGjsHTpUgnDMjExEVOmTCFib+ri7u6IcFr1AAAgAElEQVSO6tWrIzs7G2FhYcjJyYGZmZnMtgEBAWRZUXSQPLhcLrKzsxEdHY0//vgDL168ACAMu5UVJTRgwACSFvDvv//KNXBzc3NJiHGjRo3w00/lyqUGBgZo1aoVwsPDkZOTg3fv3kmlU4grJYsbuO3bt8fx48dJm4oGblRUFCmDIst7m5WVBW9vb2Lc9uvXD6tXr5a4lhcvXowjR45gx44dEAgE+P333+Hs7CzXGyx6xg0ZMgQzZsyAiYkJHj16JGFYbtmyhRi3zs7O2Ldvn8TzfcGCBVi4cCGCg6WNHRHFxcXkHmxpaYnTp0+jTp06Em0WLlyIsWPHIiEhATk5OThz5oxGkQQAoMOUnOQr45aqtwMGAx67pkG/mrAGcdiy4yhOk6/YW5HS4nLvos5/E445CZ+QkyD/GV9xgufUXxcxZEh/4unv2bNzlRm4RYXl3mM9Jd7uvJw85OXkgakv2d8/dh3H1LnjAQB169eB97Lp8F0ov8yQMho0tsOhM7thZVPumPnnbAB2b1CcXvBdIxCfPFBtnFPxvOBwlCsv/0jQfNpvx3en8JCVlUUMFgaDgb1798ocrNerVw/Hjh0jxujjx49x//59ufsVGa/i6OnpYcmSJWSwkJubS4w1Effv3ycewjp16uDAgQNSuTj6+vpYu3Yt7OzsAAg9ivLCuyqDeMhW7dq1K7Uv8fwlRYM9kcHk4uICIyMjODg4YPjw8lpz27dvJ6EoixcvljJuAaBnz55YtWpVpforCx6Phz179uDff8sV7ioaJqJ8smrVqkkZt4DwHPPx8SFe39TUVDLYAQBzc3OSK1ZUVCR3kJOYmEg8vW5ubhK5XaI8LABVkqN99epVMigcO3aszOsFEKqdiitOi/orD0dHR+zZs0cqz9DBwQH79+8nntSjR49KePkzMzMl6vlZW1ur94XEsLS0lJgQUHSuatrfqmDRokUSxi0gFPGp6HlbsGCBhHELCO8n4vnpIsNGFXJycshvJPLiV4TFYmH9+vUq779Pnz5SRquOjg6mT58u8V6vXr2k2gHAtGnTiMJ7fHy8RDi2NvH390dKirB8ipubG1atWiU1eKpfvz4OHTqkcQ4kk8kk9zgej4dbt27JbCdKaQCEXmSRYJosli5dCgcHB6lX8+bN4eHhgdmzZ+PFixcwNDTEwoUL5XqfO3XqRIztyMhIifuYOIGBgWQSQJbhLX7/kPUcE6X6mJmZSaggu7i4kNrqsoSmxMsDyap/e+TIERQUCNVt27Zti61bt0pdyzo6OpgyZQqmTp0KQDhBuWvXLpnfU4S7uzvWrVsHa2trmJiYoHPnziTCKj4+HteuCRWDa9SoIfP5bmJigj179ihMs3j37h2ZBO/Vq5eUcSva/8qVK8l6ZZThmSzJSVZegfJ6o+I0n9obtf8rAfT28kMkXlWvBjivsDzMV4+t2rVkbMySWP/yJQ1RUeX3nubNq678XYFYepKxnGoTFWGxJaOS/j1/HVfPXyfr/Yf0AovNqriZSrRxb42TVw9JGLeXzwRghfc6jfb3vSAelqzqRL6xseT/kV+gXOH6R4IPgUYvSuX57gxc8dwgDw8PqUGiOJaWlpgwYQJZlxWKBIAIUslDfDBZccAimhEHhMYTiyX7hqavr49Ro0bByclJo9l6VRCFhQGKBUdUwcKiXFUwPz9fbrtOnTpJhPyKk5OTQ0JRLS0tJdSMKzJkyBAyAaAKISEhOHr0qNTryJEj2L17N+bPnw8PDw/s27ePbNO3b190795dYj+ifNzCwkK5yqMMBgPHjh1DSEgIoqKiJIxTABIeXXGvjDjyQv4ASOQCikcHaIu2bdtiwYIFGDZsGIYOHaqwrXh4dMWc5IosWLCADFgr0qxZMyKYU1JSIjGgFT9PAcgVMlIFPT09CY98gYKHn6b91TYsFktiIkGcxo0bk2Umkym3nb29PVnOysqS2UYW4vnn8fHxcv9jW1tbXLlyBY8ePZJ73xQxevRome/Xr19f4veWd+4xmUwi4sfn84nwmbYRVxcXGUCyqF+/vpSGgDqIX98i46giN2/eJEZkv379ND6WOHw+H4mJifjw4YPMz/X19UkkDp/PJ6HUFRHdqxgMBvr27Sv1ufiES8Uw5dzcXGKYubm5SeQqGhkZwdnZGYAwNUR8Yg8oz7/V1dWV+VwX/y3nz5+vcIA8ffp0cl+Ijo5WWJpI1sSmCFH6AwAMHz5crjdeX19fakJHHPG0iZiYGDLhWBEXFxf8888/iIqKImkEmmBoLnlPLU7PldNSmuqOtnBeMAgAUPglC2Erjqt9/JKs8jGDqiWKLCzMJdZTU9Px8WP5OWJhaV5xE62RmZlNls0tVHsG1zCXbJeRlonTx/zJuqGRIZq2cKy4mVIGjR6Ag6d3kZxbADh56AxWeK/98SsFCMRywxmq5YVbWkpOKH3RUm4zhfLdhSiL5+5169ZNafuePXti+/btACRniMXp1auXwn04Ojqidu3a+Pz5MxITE/H582fiIRXPn1RUvxMQes+qMr9MlM8FoNIqjKoKvbRs2VLuZw8ePCCeOg8P5RLz3bp1k1CBVsS1a9fkDh4roqOjg1GjRmHx4sVSn7m4uODly5coKyvD6NGjMXbsWHTt2hUODg4SAyhFKtpdunSBsbExCgoKcP/+fRQUFEh5FkSGL4vFkjpvxQeBVeG9cnV1haurq9J2RUVFSE5OJuvyBmGAMDVAlpdFnE6dOpEJoQcPHhDPVkVxn8qeq+JGm7wBQGX6q20cHBzkGtriE0t2dnZyc6DFJ9JkiYbJw9jYGE2aNMGrV6+QnJyMwYMHY9y4cejYsaNU1IcqueA6OjoKxXDMzc2JIVNR+Egc8e9TFdcAl8slBpSBgYHS66FLly44d+6cRsdq0aIF7Ozs8P79e0RERBCFbHHEo0qUTXj27t1bZj3Y0tJS5OXl4d27d4iIiEBhYSH8/f1x7do17Nu3T2ZY7oABA3DmzBkAwntoxefRly9fyHPSxcVFZnSFKHe/oKBAyoMryoMHZKsgt2/fnoQFP3jwAIMHDwYgDB8XGcZOTk5SE7RJSUnkPLKyslKa1mBoaIiOHTviyhVhHdTHjx/L9bAq8p4/ePCALCvTCvD0FNYHlXUPatCgAczNzZGZmYmoqCiMGDECo0aNgru7u8S5oaOjo/A6URW2dfk+OTmF4OYVKWgtiV1vV+gZCu9PbKsaGPPiD5W2M6ljiYkf/5J638jCFAw9XQhKFZeFsbUtv/9kZ+ciNzcP4nMYVRXZAQCv496Q5Zo1LaCnp6fw+QcAVtbl3tXcnDzk5xUg4dU7iTYWNdUraTN3xQxMml1+TfL5fOxctx/H9kn/rj8iglKxZ5WOamPMOrbl96Ds7Bzk5lZtdNXX5gefsvih+e4M3I8fy+uLqTIAq1u3LlgsFoqKipCeni5TvVEVtUJ7e3vygP306RNq164NgUBAFEHZbHalw4IrC1sstKayIZbi2ysqdSFLCESEeLiouGdKHpqIK1VER0cHLBYL1apVQ8OGDdGyZUsMGDBAZkgYIPS6BwQEICMjA7m5udi7dy/27t0LCwsLtG/fHu7u7vDw8FCoOGpgYIAePXrgwoUL4HA4uHXrloTn7fnz50QUqGvXrlJefvHBXHZ2Nqqa4uJiJCYmIikpCUlJSUhMTERcXBzi4+MlHuqKZosdHR2V1qgUF2AS99ZUPJ/y8vJULrEhC3GPsDxvcGX6q20UhaGLT6ooisKoTH3QBQsWYMqUKSgrK8O7d+9ISGuDBg3QoUMHEhkjzwgXx9TUVGE78X4quoaqut5pRkYGGSDb2dkpnWxT5X6liP79+2PPnj0oKyvDjRs3JKJX0tLSiLHt5OSkNHLF3d1dqbJ6dnY2Vq9ejcDAQBQVFWHq1Km4ePGilAias7Mz6tWrhw8fPiAqKgopKSkSETj//vsvue7lGd66urpwcXFBcHAwEhMTkZ2dTSJPxPNv5Rm4ognnyMhIYuBGR0eT/0eWYa7ucx8QXvMiA1d84k4cFoul8N4jrguhTOnd2NgYNjY2En0Voa+vj3nz5pE68yLlcAaDgSZNmpDrztnZWSsq4tUbl/+n2a+1X5NVFcq4pdDV14OOni6s2jiAbVUDhhbVYGRugsebz0NQQczJ0bH8XH358jUAYZkgEVXpuXv37gOKi0tgZGQIPT09ODg0REFBITw83GBXvw44HC62bP5dYpuGDnZk+U2cyLCVfGaqmi/KYDDgu3M5vEaUR0xwSjhY4b0W1y/Lrnf7Q8LnQSDgg8HQET7rdJlAmeIJ2iZNyu/FsbGvq7qHXx2ag/vt+O4MXPHwNXnhQhUxNTUlXqPc3FypAaYqg2vxwVlmZibpy/+xd9ZhUWVvHP8O3SmgIBao2FgoCliInWuwKuqaa2Bgt+jaioqBrrW22IWKiiCiCAaiggKiKCIpzRAzML8/ZucwwzSMgvs7Hx6e58a557535s695z1v8RSC6sx2yKNevXp49+4dAAiVUJAXXqwaALHKISD5unmfEyCbG6qs3ycgXGe0spiZmeHEiRNYsmSJQMxTRkYGrl27hmvXrkFFRQVdunTB+PHjxc7iDx06FJcuXQLAtdbyK7jSrDX8GWozMqQXma8sd+/exYkTJ/Dy5UuBGFh+lJWVxe7jR5bfDP+9wX9ddevWFbB0pKWlVVrBTU9PF7BgiptwqYq8ikacVbYiP6pcjoODA/bu3YvVq1cLxGF+/PgRHz9+xIkTJ6CjowMXFxdMmTJF4sBe1msBftz1yAL/9ynLs6iqoQI8BRfgllHiV3Bv374tMpt6VTA0NMT27dvx5csXREdHo6SkBHv37sXu3btFysZzf/Xz8xNIZMR7Vqmrq4vNnA9w3Y8DAwPB4XDw6tUrkj2eZ/G0srISmcW/efPmMDIyQmZmpkBJIH7vKlEKLv97X9YyXvztxE34SrsX5H2HGRoailRwAZCkXlu2bCFhPxwOB9HR0YiOjsbff/8NIyMjDBgwAFOnTpVY2lAaZp3KJwGSQ9/JdWxG5Ee8OxkgvSEALTND1Hfhup2X5Bci/kq5R5tpWysYt2wAAKjbvTVazyhX3j75PUNGpKC1s6tDuVfFo0dPoaWlCVvbcs+FsKcv5LoOeSgrK8Pz55FwdOS6xtt36YjcnFwcOLgNALcW6+5dh0hCSgBo37nc8v/sCdeTwaqJYILDb4kpMp3/r90rMWR0ucdQTlYO3CcsxsuwSAlH/Zpw2MVgqHLfG0qqGiiTouDyvhMAeBgcKqHlrwmNp60+alwMbmWC1PkH7KKOqVgXVVofvMQk0lxYfjb8bmxVSWLF4XBI8iUAAlk0KyJp0MrvUlSx3qa481YHVlZWuHjxIk6dOoVx48YJxRSz2WwEBwdjypQpYpNhdezYkRwXGhpK4iLLysqIK7WJiYnIwRu/B8Hr169lUjArwmKxcO3aNaEao7x9Hh4ecHd3x7NnzwT6NzMzg4ODA/78808cPXoUa9eulel8svxm+L9z/mQ+Ojo6ApmOq3Kv8krRAFxrjDhX8qrIq2gUnSW7MvTs2RMPHjzArl27MGDAACGlIT8/H5cvX8aQIUNw9epVsf3UhGuRBXnlrOr3b2lpSeJNnz9/LvC75IUrqKioSMz9IC+qqqoCLsfBwcEinyXiYoTj4+PJBGn37t0lKnT8iaZ4cbgfPnwgng/iwgF4JcoArnWUZ1l98YKrvGhra4usAFCZ974s7xxpzwX+c8nyfpJ234wcORJBQUHYtGkTevbsKeTNw0ui2bdvX4HwJ3lQN9CBZY/yz/Czv+jQLHEkBrzCk2XHZPp/e6g8jrs4K19gX8zZILLPrGMTlPAlurIaJvgeNDIygItLd7J+48ZdTJzoCk1NbrKswsIi3LkjWw3eynL5cvlE9OjRQ/D06UtyD+noaGPYsPJQNn1DPTj0LP8NPLj9EAAElNT01Ay8fys6rwc/sxZPFTgu5Vsa3AZP/08qtwDAKS7P+8BQlzxpZGRkiL59epL1a9fu/DC5qgtOJf8pVafGKbj8Vj5Z3Dk5HI7A7K2ol7akJEo8+PvgxcnxW3x+dNZVWeCvwRoVFVVpN8unT5+S61FWVpYauygOWWbQ+ZHle/iRdOzYEatWrcKDBw9w7949rFu3Di4uLgJlf3x9fQUssjwYDAZJFsNms0nysWfPnhErWf/+/UVOCNjZ2ZGBVm5urlxZcXm8evUKixcvhpOTEwYMGCAQj+3j40MG1Wpqavjjjz9w8uRJvHjxAsHBwThy5Ajmz5+Prl27yhzPKSmZEw9+1+GKibn449X5k//IC3/SN14NVlFUVd7/ImpqaujXrx+8vLzw9OlTXLp0CQsWLECHDh3IwJ7FYmHlypU/rITXz4I/trlikjNRKOJZxEtUVVZWBn9/fwBcV9nISO7AtWvXrkKxuVWFP36TyWSKTEDGn7X53bt3JHyCX9mVZllu0qQJ+Ux5k6H8Cpko92Qe/JN8z58/R2lpKVGS7ezsRCqJ/O8SWZOQ8berrIcV//cjy30jy3NGR0cHw4cPh4+PD8LDw3HmzBnMnj1bYKKTyWRi/vz5UhP9iaLzOjeoaHLDsNJfxeP7mwS5+1AEn26Gg8XkZlM269BEQA6bcT1h2LTc22bbtjXQ0uJa9Z4/f4VCZiFWr1lA9h8/7iuQCOpHcOXyLRQUcD39unTpCAcHOzwKfkr2r1zlAT097vhx2V8e0Pw3U/WbiChEv46BnUN7jHArr3t99uhFSKODfVtM+7e0EMBVbicMmY6PsQkKuKKaSVlxPjj/lgtSUtUAQ118CNxOL09yXzx7FoGXEZXPLF5TKavkP6Xq1DgFl99dNiZGuj/+p0+fUFTEfciamJiIrFEqKcMiD16GXSUlJeIGqa6uTgbCvALtkkhJSYGHhwd27tyJoKAgqeeUl8aNG5OBS2lpKak5KC+8en0AN2ZUVpewivC7Nn748EFCS9nb/Czq1auH0aNHY8+ePQgODhYYlPFqe1aEf1DIy77Jn4VTXGZWAwMDgQFhZWok82e6NTAwIK6jxcXFOHHiBNnn5eWFpUuXws7OTmRsNf+kkSSLhTy/GUDYzX3kyJFEiQoJCcH79++l9leR1NRUgUG5JJf1qsr7X0dJSQktW7bEtGnTcPr0afj5+REXUxaLJTY7+K9CrVq1SKxwQkKC1IQ1Hz9+lLhfFvr160eUNd5EDH/m4h+RTb9iLLO4mtz8zyJeaTPes8rAwECoZJ4oeJmOo6KiwOFwiMuxqqqqxCRe/M+6d+/e4f3790SREzeZyh/GIct7H4DAM6Wyv2d+bx5xWfZ5lJaWis1gLQ5VVVW0b98e7u7uuHz5Mk6fPk0m4bOzs/Hw4UO5+uuy6Q9YD+d+hpyyMoRvOCeyXf8LKzD56ylM/noKo0J3ynUOWSn6notI7+tk3bS9NdhF3N+dioYa+pxeAheXbtjtvQGuv3NDesrKynDjxj343z0PXV3u+ykxMQlr12zD7TvnUMBMQAEzAdHvQoRPWEXS079j69byONu9+zbhyZNnxFOvYcN6uH7jJLb4eGLgiPJs5F7r9+G3sYOx7+QOqKpyJ1jj3sejS/dOeJv6FG9Tn8L/2RWh8zEYDKzeuoRMehcXFWO220Ikfflx+R9qBJwylDHLJ5+UdUyELLkaGhrYt3czxo7hZvMuKyvD0mUbIIqAexfALkkCuyQJH2KfimxTk+FU8o9SdWqcgtu+fXuyLK7GID93794ly+KyJUorCfL69WtihbO1tRWIz+Lvkz/joijCwsLg5+eHAwcOyP3ikpVZs2aR5ZMnT4rNHC2Oa9euEdkYDAamTp1aaVk6duxIlJhHjx5JdRkTV0P2RxEVFYUZM2bAxcWFJP8Qhb6+PubPn0/WU1JEx9VYWVmRuqKhoaEoKioiExlWVlYSk5nxuxaeP39eJoWMR1xcnIBSzF/24uPHj8QaZWBgIDXzeFhYeb1DSQruly9fpA7m+JV7XgkeHo0aNRJwz1yyZIlAfJM0OBwOli1bRizOTZs2lZjFvKry/iquuNK4fv06Jk6cCEdHR4mux1ZWVgLlf6RN3tV0VFVVifLEYrGkPn8VUSZKX1+f3JMvX75Ebm4u7tzhuthpaWmhV69eVT5HReLi4siynp6eWDfj/v37E+X7wYMHSE1NJe7J/Iq5JHiuxrm5ufjy5Qt517Rv315ibHbt2rXRqFEjAFxllT/MQJKCy5tMTklJEQihEUVhYaFA3XtJ2f4lwa/o85cEFEV4eLjYZ9g///yDcePGoXPnzgKxxxXp0KGDQGkmeX93zdzK76nIvTeQImf8raJ5c9APKWHcCQllNVWoaKiR94p2bUNcuXocU6aMJe2zs3Ph6bkIJv+WBEpLTceQweORl/dzap/u3nUIjx9zK3Woq6tj2fK5yMwsV8Y6drTFgOF9yPqnD5+xZb8nPL2WE4vut8RkzBy7AJwyyUqI84DuaNSkAVlPS0nHqPFDsXrrYpn/9Q2rP/dLZSgrzEYZi+tlxmAwoKJrAhVDSyjrmEBZ1xSfPz3H9GnlNeG3bN37n4y/BagFtzqpcQpunz59yKx0cHCwwIC8Iunp6QLWSHHxTv7+/hJn7Pnr0VUsKcT/Mjp69KhEF8+zZ8+S5YoDaEXh6OhIypuUlpbC3d1d6mCAR1BQEMmoCnAVJZ7CVhksLCzITH56ejouXLggtu2DBw/IAOtnoaOjgwcPHuDz588ICAiQ6F7G7+onKfkHzzJSVFSEc+fOEfc/adaarl27EstGcXExZs2aJVOisMzMTMybN4/cdzY2NgL3Of/9WFBQIFGJDAoKEijDJc1d2cfHR+y+iIgIoiQYGxuLtOgsWbKEhBy8f/8es2fPFiohJAo2m40VK1aQCSUVFRV4enpKVUKrIi+/a3llYqRrCsXFxQgNDUVaWppUTwH+e15S5udfBf6kSXv27BFrxf3+/bvAs7oq8J4HbDYb58+fR1RUFADAxcVFrgRdssDhcHDmzBmyLukdo6+vT0JaXr58iRs3bkjNnlwR/nq4N27cIPeLLCEtvDYxMTHEZbtOnTpE8RUFv1xeXl4SJ+B8fHzIxJ61tXWlM/S7uLiQ3/6lS5cEKgPww+FwsH//frH9ZGVl4dmzZ8jKypLrd1eZRFNl7FK89LqMF1vFv29/FmWsUvi7bcXnO+UT7ZKe00ZG5SFoISFhcHYeiZgY2Sd7qwqLxcKwoRNx40a5YcTUtJbY9lZNGsK0dnk4S9DdEIxymYjkr9KTS/Ud4iywbtmgLkZNGC7Xv7aOtpjeaz6lOSko44/HVVaFkoYulNR1YPxvjWE2m41163dg1eot1SXmD6cMnEr9U6pOjVNwDQ0NiWWBw+HA3d0doaHCMztfvnzBpEmTSBxOx44d0adPH6F2ADcZ0owZM4QsPCUlJfD09CQzwQ0bNoSrq6tAG2dnZ1JSIi4uDgsWLBBSlEpLS7Fx40YSZ2RjYyMxRqmqrF+/nlgLMzMz4ebmhn379gnEZfKTnZ2NTZs2YebMmaRN+/btsWzZsirLMmfOHPJC27Bhg8hZ8KdPn2Lx4sVVPpe81K9fn3gEZGZmwsPDQ2ScVWZmJrZsKX/AiruPAGDAgAEkDpQ3McIfnyuJjRs3kri2T58+YdiwYbh27ZpYhSokJAQjRowgrt1aWlrw8vIScFNs1KgRscawWCzs3LlTaGDI4XBw9epVASs1AOLaL44rV65g3759Qpb5N2/eYPbs2WT7okWLRMbGmpmZYffu3aRsV3BwMEaMGCFgeanI69evMW7cOJKxGgCWL18usZalIuTlL8GVmpoqUwKbmkjfvn1JYpuQkBB4e3uLTJYXGRlJlDwlJSU4OzsLtfnVGDRoEEnEFxMTg7lz5wo9q9PS0jB9+nSZ4zyl0a1bNxLisW/fPrJd0e7JxcXFWL9+PUnWpKSkJLXmOr/yzZv84U+OJQ1LS0sSrsM/ISDLu42n4GZlZZHfu6gEfPxMmDCBxNKGhoZi0aJFQjGqZWVlOHz4MP7++28A3Gfv8uXLZboeUdStW5eMN5hMJqZOnUomLXmUlJRg5cqVApODFRk2bBh5Lvv6+sLX11ekgn7//n3imaatrS31M6nIu+P3cbXPCkR4XZbe+CfBZhbj/pRduDN2Cz5cfoy8L2lgF5WgtJiFvLx85OcXoLi4BLm5eYiNjceZ05fw22+T0MdlNOLjE366vAUFTLiOnoYhg8fj3NkrSEhIRGFhEQoKmEhNTUdKUiqyvmeDVcJCbk4e4t7H4+zRixg7YApmuy1Edqb0WG1AOOPy/x8clOalgp2TjLKiPHBKuSWEOJwyvHsfB58Dx9G+owvWrfeqbkF/KDTJVPVR48oEAcDcuXPx8uVLvHz5Ejk5OZg4cSLs7OzQrl07qKmpITY2Fg8ePCAz9CYmJti2bZvYWouqqqpISEjAoEGD0Lt3b1hbWyM7Oxv37t0j5XK0tLSwYcMGoZqPysrK2LFjB37//Xfk5+fD398fz549Q+/evWFhYYHs7Gw8ePCAvBS1tLSwadOmH+ryqK2tjePHj2Pu3Ll4/PgxioqK4O3tjcOHD8Pe3h4NGzaEnp4esrOzERsbi7CwMAFrXa9evbB9+3aZ6mBKo0OHDhg/fjyOHz9OLJN2dnbo0KEDlJWVERERgcePH4PD4UBTU5Mo2D/LJXT58uVwdXUlbou9evVCjx49YGlpCRUVFWLd5VkD2rRpg6FDh4rtz8jICI6OjggMDCSD5w4dOghlZhaFmZkZjh49ismTJyM9PR0ZGRlYvHgxtm3bhi5duqB+/fpQUlJCamoqwsPDBdyYdXV1ceDAAaGSLjo6Ohg2bBjOnz8PgBtf/eTJE9jb20NfXx+pqakICQkhpS1UVVXJvSBpkK+iogI2mw1vb2/cvn0b3bt3h5aWFqKiohAYGEiU8t69ewuUTKpI586dcfjwYcydOxeZmZmIj4/H1KlTYatjOHMAACAASURBVGFhAXt7e9SuXRsMBgPp6el49uyZwDWrqalhzZo1pJamJKoqr66uLvT09JCbm4uvX79i9uzZsLW1hampqcT7oaahq6uL+fPnY8MGbjzTvn37cP36dXTp0gV16tQBi8VCdHQ0Hj16RBTf8ePHS7Ss/SooKytjw4YNcHNzQ25uLh48eAAXFxf06dMHZmZm+Pz5M+7evYv8/Hw0aNBASJGpDGpqaujbty98fX2Jd4KJiYmA9VMajx49EplQkcPhoLi4GF+/fkVwcLBAKaRp06ZJre/u5OQEAwMDZGdnk2eVvIq3vb09Lly4QM5tbGyMZs2aST2Ol0yKxWKRa5Nm+TUzM8PmzZsxZ84csNls3LhxA48fP4azszN51z58+FDAG2v69OmVTpLIY968eQgNDUVsbCwSEhIwePBgMk7IysrCvXv38O3bN+jo6EBDQ0NkibEGDRpg/PjxJC/G6tWrcerUKXTo0AFmZmYoLCzEq1evEBYWRhTfefPmyVU6DwCerPhHpna3RoqOZ5SXlNB3OFJ3nPSGAJIevkHSQ8EkQXMyZY+l7dfXVXojBfZx/34w7t8XnmxtqCtc/koUfwyfKXH/0G5jJO7/EZTmJEPR/kf/7N1apeM5rEKUsgSNL61ad5f5+F69R1bp/Irqo7JQa2z1USMVXDU1NRw9ehSrVq0i7j7h4eEiZ1Dt7Ozg5eUlMSvqnDlzcPPmTcTExIjMkGtmZgYfHx+xA4YmTZrg9OnTcHd3x5cvX5CZmQlfX1+hdqampti5c6fEsjuKQldXF0eOHMGZM2ewf/9+ZGRkgMlkSsxYa2FhgTlz5ih8wM6LleS5z4n6rlxcXNCoUSMcOHAAABSiXMtCy5Yt4e3tjSVLliA3Nxd5eXm4fv26yLYODg7Yvn271Pi0IUOGCMQTyzNobNq0Ka5du4YNGzbg1q1b4HA4SE9PF5vYCuBaPjw9PQUSsfCzbNkyJCQkkM88JiZGZKKWJk2aYNOmTUThf//+PUpLS0VmfjYzM8OkSZOwceNGxMXFCcT+8Rg3bpxM1hM7OzvcuHED27Ztw40bN1BaWoqkpCRcvCg+C6WTkxOWLl0qsUarouUdOXIkjhw5AoCb+TkgIABNmzb9pRRcgKuw5uTkwMfHB6WlpUhMTBT5vFJWVoabmxuWLFlSDVL+GGxsbHD69GlMmzYNycnJ+P79u4BbL8C1TO7atUth3+uQIUMEPt+BAwfKVRP41q1bAsnUJKGuro4ZM2ZgxowZUtuqqamhf//+AtdfWQWXf12WyUltbW3Y2tqSeFT+8kGS6NWrFw4ePIglS5YgIyMDmZmZZPKOHw0NDaxcuZLUnq0KWlpaOHPmDGbNmoWwsDAUFxcLjRN43jNeXl5ia2gvXrwYTCaTyBsbGysycZW6ujrc3d2lWuApFMqvT3X4giUmJuLkyZN4/PgxkpKSwGAwULt2bTg4OMDV1VXmcZU0MjIycPbsWTx8+BAJCQkoLi6GiYkJmjdvjoEDB8LFxUWs4bEiMTExOHXqFMLCwpCSkgI1NTXUqVMHPXv2hKurK+rUqSO3fDVSwQUATU1NbN++HW5ubrh06RLCw8ORlpaGkpIS1KpVC7a2thg0aBB69uwp9YVbq1YtXLx4ESdPnsSNGzeIq7K1tTX69u0LV1dXARdFUdjY2MDPzw9Xr17F3bt38f79e2RnZ0NDQwPW1tZwdnaGq6uryMy1PwoGg4GxY8fit99+Q0BAAAIDAxEVFYXU1FQUFRVBS0sLFhYWaNWqFXr27Ilu3brJNfCSR441a9ZgwIAB8PX1xYsXL5Ceng4tLS00b94co0aNQr9+/bBzZ3k2x4r1AX8kPXv2xJ07d3Dx4kWEhIQgPj4eubm5UFVVhampKdq1a4d+/frByclJ5v60tbVRUFBALDjyYGxsDC8vL8yePRu3b9/Gy5cv8eHDB+Tk5IDFYkFHRwd169ZFu3btMGjQILRu3Vpif1paWvjnn39w+fJl3Lx5E+/fv0deXh7JAm5jY4NevXoR9+pOnTohJCQEeXl5CAwMFOueOm7cONja2uLo0aMIDw9HdnY2jI2N0bFjR4wdO1Ymt2EetWrVwpYtW+Du7o5bt24hLCwMcXFxyMrKAofDgb6+PqysrGBnZ4e+ffvC2tpars9UEfIuXLgQBgYGuHLlCvHs4HA44HA4v1wSKnd3d/Tp0wcXLlzAixcvkJiYCCaTCR0dHZiZmaFr164YNmwYCb/4L9GkSRP4+fnh7NmzuHPnDuLj48HhcGBhYQEXFxdMnjxZoS7o7du3h6WlJan5qij3ZCUlJWhpacHQ0BDW1taws7PDgAED5IrbHDRoEFFwW7dujQYNGsglQ+fOncFgMIjVUZ7Qm65duxIFt1mzZjAyMpLpOAcHB9y7dw8XLlxAUFAQYmNjkZOTAzU1NTRq1AhOTk4YPXp0peJXxaGrq4t//vkHt2/fxuXLl/H27VsUFBTAxMQEXbt2xeTJk9GwYUN4eYl3p1RWVsb69esxfPhwXLlyBREREUhKSkJxcTH09PRgbm4OJycnDB8+/P8uizuF8v/Kz86IfP36daxevVooZPHjx4/4+PEjzp49i8WLF1d5gu3u3btYsWKFUInQpKQkJCUl4d69e7C1tcW2bdvEGmd4HD58GDt37hQIpyouLkZeXh5iY2Nx6tQp/PXXX0I5kqTB4MhS3fwXZM+ePdi7l5sSftOmTRJLjFB+Dp6enmSwtWvXLrlv1ppCRkYGnJycUFpaij59+sDb27u6RVIYvGQtFhYWAlmHayq/mrwUys/E398fc+bMAQCsWrVKIHM25ddDVnfhmoI8Lso1BVldlGsSEVFnpDeqQWiaO1a3CHLDLkmq1HGTGkgPsRLF0QTpdZYrEhQUhBkzZpAJ3DZt2pA4/6dPn5I8QQCwefNmieFlknj48CFmzJhBQr8sLCzg4OAAU1NTJCYm4v79+yQsxtLSEufPnxc7wXn27FmsXbuWrHft2hXt2rVDcXExmeAEuGFovDBMWamxFlxKzaekpASHDh1Cw4YN0bRpU6luD/xusw0b/roJGPz8/MgP+1dzX6VQKP8/8MIxVFVVxVYZoFAoFMqP4WdZcAsKCrBy5Uqi3C5btgwTJ04UaHP+/HmsXr0aHA4H69atQ7du3WT2rOFRXFyMFStWkDGwq6srli9fTpKJAtyqKh4eHggPD0diYiJ27dqFdevWCfWVnJyMzZs3A+AqsDt27BDwiPTw8IC3tzf2798PNpuN5cuXw9/fX+YQxxqXRZny66CqqooDBw5g/vz5GDNmjMTyKu/fvycZQA0MDCrlgloTKCsrIzFWJiYmMrs1UygUys8kOTmZ1APu1auX3AMZCoVCoVSNn1UH9/z580hPTwfArfZRUbkFgFGjRmHSpEkAuFnjDx8+LPd5bt68Sc7Tpk0brF69WkC5BbhjYy8vL5LP5urVqyJLWB45coRU85g0aZJQuB+DwcDcuXOJt+e3b98kliOtCFVwKZWGwWCQeqLZ2dnYvn27yJIkHz9+xMyZ5RkHXV1dRZaVqYmwWCzyw8zPz8fatWtJ2Z5f6TooFMp/GyaTSWbvv337JlA/m7omUygUys+njMOp1L+8XLlyhSxPnTpVbLtp06YRC+jNmzcl1hsXxePHj8nyqFGjxOb1MTExISFkxcXFQjXGS0tLSRJhZWVl/PHHH2LPOWvWLLIsrc44P3R0/oOIi4uTWO9THnR1dTFq1CiF9KVoZs+ejdDQUJSWluLo0aPw9/eHo6MjzMzMkJeXh/j4eDx69IgMvGxsbARu1ppOXl4eHB0doa+vj5ycHKLAm5qaYsKECdUsHYXya5KcnCxz5mBZmDx5ssL6+lV5+PAhli5dCi0tLZK8DeDW6u3YsWM1S0ehUCiUH0F6ejoJATQxMZFYys3AwABt2rTBs2fPkJqaijdv3khNZMrP9u3bMW/ePMTFxaFDhw4S2/JKuQIQMga9ffuWlKps1aqVRA+jxo0bw9zcHN++fcOrV6+Qnp4usXIOOafUFpRK8ebNG2zdWrX6YTwsLCxqrILbtm1b7Nq1i2RTS0pKwrlz50S27dmzJ7Zu3frTSgQpAiMjI6ioqOD79+9km5qaGjZv3gxdXd1qlIxC+XX58uWLwp6PAFVwAcDc3BxFRUXE5Yu3TVTsE4VCoVB+PD8jAjc6Opost2nTRmr71q1bkwz3kZGRcim4SkpKqFevntTMyB8+fCDlGo2MjFC3bl2B/VFRUXLL/O3bN3A4HLx58wY9e/aUegxVcClVxsXFBR06dMDFixcRHByMDx8+IC8vj5QkadWqFYYNGyZ1tqem4uzsjKCgIDAYDLRu3Rru7u5ylcihUCiUH029evXQokULfPjwAbq6unB0dMS8efNQu/avlxWWQqFQ/guU/QQVl1f6FICQIikKc3NzkccqiufPn2Pp0qXEi2j69OkkHlfUeeWVuaK7szj+swquu7s73N3dq+38w4cP/78qTWRkZIRp06Zh2rRp1S2KwtmxY0d1i/DT4M90/Svwq8lL4dKpUyf63SkYQ0NDXL58ubrFoFAoFMq//IwsyrykTwBkmtA0NTUly/zeiZWlpKQER48eRUpKCl69eoV3796RfePGjROZ8KoqMmdkZMgk139WwaVQKBQKhUKhUCiU6qAyGZHlJS8vjyxraGhIbc+f9ZhXr7YqJCUlYefOnULbp0+fjnnz5ok85mfITBVcCoVCoVAoFAqFQlEglXVRzs3NRW5urtB2PT096OnpCWzjT+ZUsWSPKPgVSv5jK0tycrLI7QcPHsSDBw+wbds2ocRXP0NmquBSKBQKhUKhUCgUigKprIvy8ePHsXfvXqHts2fPFgq/5C/Vw2AwpMvEVxpISanq1WKtra1x9+5d1KlTB3l5eXj8+DG8vb2RmJiIuLg4uLm5wdfXF1ZWVj9VZqrgUigUCoVCoVAoFIoCqayL8oQJEzBs2DCh7RWttwCgpaVFlouLi6X2zd9GEVVN+ONjjY2NMXjwYHTr1g1jx45FXFwc8vLy8Ndff+HYsWM/VWaq4FIoFAqFQqFQKBSKAuG3PMqDKFdkcfAri/xl4sTBryzq6OjIL5wM6Ovr46+//sLo0aMBAE+ePEFKSgpJKFUVmWUt0Vl12zSFQqFQKBQKhUKhUAhl4FTqXx5MTEzIcmpqqtT2/G34j1U0tra2qFOnDlnnz67Mf960tDSpffHLXKtWLZnOTy24FAqFQqFQKDWcNqh6xtOfyRzTLtUtgtzsSA6ubhHkRtPcsbpFkIvCb4+qW4Sfxs/Ioty4cWOynJSUJLX9t2/fyHKDBg0qdU4mkylghRVH7dq1SRIq/uzH/DJ//fpVaj+VkZkquBQKhUKhUCgUCoWiQH5GHdzGjRuDwWCAw+HgzZs3UttHRkaS5ebNm8t8Hjabjd9//x2fP38Gi8VCeHg4VFVVJR6TnZ1Nlg0MDMhykyZNyLIsMr9+/RoANyGVrDJTF2UKhUKhUCgUCoVCUSA/w0XZwMAAtra2ALiWzri4OLFts7KyiLJoYGCAli1bynweFRUV5ObmIicnB0wmE0+ePJHYPikpCQkJCQC4mY/5FdNmzZrBzMwMAFfh5leEKxITE0OswDY2NjA2NpZJXqrgUigUCoVCoVAoFIoC4XA4lfqXl379+pHlPXv2iG33999/g8ViAQAGDx4sd5mgPn36kOWDBw9KlHXr1q1kv729vYBiymAw0LdvXwDcurYHDx4U28++ffvI8tChQ2WWlSq4FAqFQqFQKBQKhaJAyir5Ly8jR44kCZ38/f2xa9cuIeXT19eXlOrR0NDA5MmT5T6Pm5sbyWL84sULeHp6EoWZR3FxMdauXYs7d+4AAFRVVbFgwQKhviZPnkzieI8dO4Zz584J7OdwONi1axf8/f0BcBNTjRo1SmZZGZzK5rCmUCgUCoVCofwUnteV3XpRE7ikIj0JTU3jV0wyVfaLDeN/xSRTqrUaVeo4F8u+lTrubuIduY8JDAzEzJkzUVbGVZGbNGmCnj17QllZGaGhoXj58iVpu27dOlLCh5+lS5fiypUrAIBhw4Zh8+bNQm38/f0xb948ch4LCws4OzvD2NgYycnJCAgIIJmRGQwG1q9fj5EjR4qU+cyZM/D09CTrbdu2RZcuXVBaWorAwEDExMQA4Lo4Hzx4EE5OTjJ/HjTJFIVCoVAoFAqFQqEoEHnjaatCjx49sG3bNqxatQpMJhOxsbGIjY0VaKOiooJFixaJVG5lpU+fPtizZw+WLVuG3NxcJCUl4fjx40LtDAwMsGHDBjg7O4vta8yYMSgqKoKXlxdYLBYiIiIQEREh0EZLSwsbNmyQS7kFqIJLoVAoFAqFQqFQKL80AwcORPv27XHy5EkEBwcjKSkJbDYbtWvXRufOneHm5iaQwbiyODs7o0OHDjh37hyCgoLw8eNHMJlM6OnpwcrKCt27d8fo0aOho6Mjta9JkybByckJp0+fxpMnT5CamgoOhwMLCws4ODhg/PjxqFu3rtwyUhdlCoVCoVAolBoOdVH+8VAX5R/P/5OLcq+6LpU6LuDr3UodRymHWnApFAqFQqFQKBQKRYH8TBdliiBUwaVQKBQKhUKhUCgUBcKhCm61QRVcCoVCoVAolBpO3RUTkH72Hoo/flNYnxaLx6LOHNEZTsXxeakP0k/5C2zTc7JFrdG9oOdkCxVDbhmRDjL2F+RzHf5bzklvyIeGnhY6jOoOm15tYdbEEhq6WmBm5SHrazqi773AqyshyE3NEnt8Y8dWaD+qO+q1tYaOiT5YhSUoKSjCJGYutLW1YWioDzabjZSUNISGPsfxE+fx6NFTuWSUhqamBt6+CYalpTkmT5mPkycvSGzv7OyEiRNGo1On9jAzM0FpKRtsdikAbikWBgP4/j0bkZFRuHU7AMdPnEdRUZHCZY5++wiWluaYNHk+Tpw8X7UOGQyoGFqCoaQCdm4qOCUFVZaxsKgIA3+fitS0DPy13ANDB/Sucp+V5VdzH/8vQRVcCoVCoVAolBpO7RnDYDp5IL5tP4OU/VcU0qdmi4ZVOl5JUx0NvefBsJ+9QuSRhWa922P45qnQMdYT2K5nZgg9M0PUb98EveYOx70dF/D4yG2BeqCqmuoYtXMGWva1EzhWVV0NWgY6MEAtge26ujpo3LgRxo8fhWvX7mDKVA/k5OQq5Dq8dqyDpaW51HZaWpr455g3hg7tV2GPulDbunU1UbduHQwY4IxVK+djwsQ5CHiguJjXnV6yySwrytq1wFBSrCqyeddBpKZlKLTPykLV2+qDKrgUCoVCoVAovwBKaqqou3wCGCoqSPaWbPGTBa0W5clzMnwDUFbCknpMYWwid0FZCdbHV0KvSyuyr5RZBGUtDQAAu4QNFbXyYWZiZDy+vf0k1F9ixAeZ5W01oBNcvd2hpKzEPUcxCwnPYpCVlA5NPW00sLOBjrEe1DTVMWDlOOiaGuD2xjMAACVlJUw4uhBW9i1If2nx32Bgbgw1TWFl8fXraOjq6aBhg3oAgCFD+qJOHTP0dhmJwsKqWUYXLpiJyZPHSG2nrKyMq1eOo3v3LmRbWVkZlJS418/hcMBgMMi+r0nJMK9jBiUlJdSubYpbfqfx24jJuOl3r0ryAsCihTMxZfLYKvfDQ0nTAEoaugrrDwCOnDqPSzfkryH7o6AxuNUHVXApFAqFQqFQajhpJ+/A1K0vAMB84e/Ie/IG+c/fV7o/FWN9qNU2AgCws/ORsGCPXMfXcR9BlNtSZhE+zd2NhrvmkP1burrDed5v6DSWWwfTolVD+K07ic8vYkX2Jw39OkYYvnkqUW4/hb2D77x9yEnOLL8mdVX0XjASTtMGAgCcpg1E/JMoxAZFovusIUS5LWEW4fx8H3R07QFTK65FsiiPiYehYejj0gMA0LKlDXr2+g1t27bC9m1roKysDDu7tli9eiGWLfurUtcAAKtWemDVKg+Z2i5d4k6U2wImE2WlZdDV5ZZeefcuFtOmLcA4t1GYPs0NAGBexwyTp3rAY/50tGrZDMrKyjh5Yi+atXBESkpapWVevcoDq1ctqPTxFVHSMoSylqHC+uNwONh/9DR8jp5WWJ+KgCq41YdSdQtAoVAoFAqFQpHMl2UHkHExEADAUFKCxdJxVepPq2W5ezIz6qNcx6oY6aH2zOFk/fOS/SiM+QxlbU0AQPHnFOSn5+DqiqN4eYnrIqukpASXxaMrLa/TtIHQ0OWWHvqekIJjE7cKKLcA16J7e+MZRF5/InCctpEuuv05iGy7suwIUmMT0bSHLdl2ceFBDBrkhlOnLhJ513kuwb59R/HXXztJuxl/ToCmpobc8hsaGuDq1eMyK7e1ahlh4cKZZD3gfjBRbr99S4Fz75EIC4/ArNlLcZJP5j8mjEZvl1H4+jUZANfNetHCWXLLy5P5+tUTClNua9UygrJebYUqtzm5eZi5aE2NU24BruJdmX9K1aEW3BpGQUEBAgMD8ejRI0RFReH79+/Izc2FlpYWzM3N0bJlSzg7O8PR0REqKjX363Nzc0N4eLjENgwGA6qqqtDR0YG5uTnatWuH3r17w87OTuJxNREmk4l79+4hODgY7969Q2pqKoqKiqCtrQ1zc3O0adMGAwYMQMeOHQXciX4FwsLCMH78eJnaKikpQV1dHQYGBqhXrx7atWuH0aNHo06dOj9YSsXQs2dPJCUlAQBiYmIE9i1duhRXrnDj3k6cOIFOnTqRfV+/fkWvXr0AAHZ2djh58uRPkphSWZo2bQoAsLCwwIMHDwT27dmzB3v37gUAbNq0CcOHDxc6virw9y8OBoMBTU1NmJiYwMbGBr169cLAgQOhrKysUFl49OvXDx8/cpUcLy8vDBgwQOoxFZ/zBw8eRPfu3aUe5+Ligs+fPwMAjh07hi5dukg5ombAf70BAQGoW7fuT5chce0RGPa3h7KWBnQ7t4RGE0sU8VyG5USrZbl7MjNK2HVYEsajehJXZOa7BGReCYbhYIfy/qLL+7u57gRa9usINS0NNOrUDKaNLZAWlyS3vK0Hl98nQfuvg1VYLLZt2On7aPNv+/rtm6D9yG5Q+1fe5Hdf8OraY3R07UHaZydlIMr/GQBgwcK1GDasP7S1teDk1BnNmzWB957DWL58LlRVVaGlpYlOndohKOiJ8InFMG7sb1i3binq1i1/FxYUMKGtLb5W8Pjxo8j+N2/eoUVLG7Jv2/b9SE//TtY9FqzBcCKzPUxNa2Hb9n3YvYtraR42tB8WLFwjs7wAMG7cCPwlp8ziYDAYmDhhNNZ5LoaSGvd4riLHAYNROVsbh8PB9TsB8D74D1L5PgtNDXUUFom/N34m1IJbfVALbg2BzWbj+PHjcHZ2xoIFC3D16lXExcUhMzMTbDYbubm5eP/+PS5evIg///wT/fr1g5+fX3WLXSU4HA5KSkqQmZmJt2/f4sSJE3Bzc8OUKVOQl5dX3eLJBIvFwsGDB9GjRw8sXrwYN2/eRHx8PPLz88Fms5GTk4N3797h3LlzcHNzw++//y6kOP2XKCsrQ2FhIZKTkxEWFgYfHx/069cPp0/XvJlVCqUmw+FwwGQy8fnzZ/j7+2Px4sUYMWIE4uPjf8j57O3LkwS9fPlSavuCggJEREQIbAsJCZF6XFpaGlFu1dXV0b59ezkl/f+mNDsfOYHl34/RoK6V7kurOb8FVz4F17BP+QRf1nXu967Fl7CKyRdrW5hTgJigSLLeemBnuWVV09bA8/NBiL73At8TUvA+MEJi+7z0HLKsoq6Klv3K5X19M5Qrr1F5/Gd2crmClJWVDX//QLI+YsQg5OXlCyiUpiaCyajEoa6ujrCnt3H06G6iKDKZhZg4cQ6eP4+UeOzgQX3I8q3bAbBq1KB8/dZ9gbZZWdm4wyfzyBGDEMyX9blePQtoaWnKLHN42B38U0Hm8RPd8fz5K5n64EdbWwvPn93Fob93oE4dMwAAh1OG0rw0cNglcvcHAMXFJRg1yR0r/tpBlFsNdXVsWr0ILZo1qVSfPwJOJf8oVafmmgD/j8jJycHcuXMRGhpKtmlqaqJTp06wsrKCgYEBcnNz8e7dO4SFhYHFYuHLly/w8PBAQEAANm/eDDU1tWq8Asn0798fLVu2FLmPxWIhOzsb4eHhiIqKAgA8evQIkyZNwtmzZ2u0lTo1NRV//vknoqOjyTYTExN06tQJ9evXh4aGBrKysvD69Wu8ePECHA4HERERcHV1xa5du9CtW7dqlL5y6OvrY/r06WL3l5aWIicnB9HR0QgLC0NpaSkKCwuxfv16GBkZoV+/ilkgKZT/b1q2bIn+/fsLbONwOGCxWMjJycGnT5/w+PFjsFgsREdHY+rUqbhw4QKMjY0VKoe9vT2ZiJJFwX369ClYLMGERI8eSc/W+vz5c7LcoUMHqKsLJ/ehSCY/LApGA7jWST2HNvi2Q74SOzwELLhvZXdRZqirQsu2MVnPffya218L8f0lhL9Hq/5cJdOqa0vc33lJLllLCorkKiVUq2G51bGksBjmLeqT9fgn3LFGHl8ZISNLU4HjH4WEYfhwrhdDz54O2LptH4yNy91qk76lyCSHhoY62rYtT8IVEhKG6X8uRFzcJ/zxx+9ij1NXV0fHjuXu08+fv8KFC9dhbl4bdczN8OWLsAX80aOn+O1fmXv1dMSFizcE9uvq6oDJLJRJ5nYVZJ46fSHi4j5isgSZxaGjo402rZuT9bKSQpTmpwNlbEBTX+7+AKC4pATvYssn+9q1boF1y+ahQb26NSrJFHU3rj5qrvbwf0J+fj7Gjh2LuLg4AICGhgamT5+OCRMmQFtbW6h9ZmYm9u/fT1wg/fz8kJmZiUOHDkFVVfWnyi4rjo6OMrn4nT59GuvWrQMAvH79GqdOncLEiRN/sHSVIzMzE+PGjcOXL18AcBXbJUuWoH///iJdCD98+IBly5bhcUE2wQAAIABJREFU9evXYDKZmDt3Ls6ePYtmzZr9bNGrhI6ODiZPnixT2/j4eMyaNQufPn0Ch8PBxo0b4ezsXGPvUwBCrqqyUrdu3f+0Zf7/DXd3d7i7u/+UczVu3FjqbyoxMRETJkxAUlISkpKSsGfPHqxdu1ahctjZ2UFJSQllZWWIiYlBQUGByHcQD561VklJCV26dEFISAgSEhKQmJgIS0tLscc9e/aMLP8qrsk1jUI+l2TN5g0q1YeSpjrUG9QGAJQVlaDow1coaahB17ENtFtZQdlAB6W5BSiKT0JOYARKs8u9qjSs6kJJtXz4yJNHwIIb/QlKKsqwsm+Oum2sYM4X72teSZllvjZlJThNH0jWP4ZGw6ZnW7LOc4/+/CIOZaVlUFJWgp6ZIVr07QgcCwbATeDEo3Xr5pg8eQyZjMnK4taalYf4jwnwXLsd53yvytTepqmVwLvywYMQXLsmWXF79y5OQOZ27VqT9dLSUgELtEwyxydgjec2nDsnm8zSiI37iFWrt+DUniUK6Q8A6prXhvvU8ejfu3uNDP+iLsrVB3VRrmZWrFhBlNvatWvj3LlzmDlzptiBhZGREVauXIlt27aRh19oaCi2b9/+02T+UYwdOxbDhg0j676+vtUojWQWLVpElNsGDRrg4sWLGDRokNj4OGtra5w4cYJYsgsLC7FixYr/9OyelZUV9u/fT6zwaWlpCAgIqGapKJRfD0tLS3h6epL1K1euoLhYsTFm+vr6aN6ca2UpLS3F69evJbbnKbhNmzaFi4sL2S7Nistvwe3atfLutf/PsPjcaZW1NaFipCehtWg0mzcA49/3VfHXNFgsGoPWL4+h8bEVMPdwhdmkgTCfNxqN9nigzcujsFw/Fcr/JnhSr1du7WRn5aIsvxCqZoZQNTHgbsstgNEQRyx7uheTTi6Dy8JRaNm3IzlGTUsdY/bNga6pQaWuXxINOzfD1HOr0NCOG6/KzM7H+wfl7szMrDwU53OtmN8TUoi7MgCM2Dod/fr1BAAkJSWT7To62ti8aQVZ37ptH/LzC2SSp7i4BGPG/IkWLZxkVm4BoMG/pYkA4Pv3LOTl5Us95mvSNwGZ//w3szIAPH8eibKyMplldh3zJ5q1cFSIcltQwMSIUVPQoqUTLl26WeX+AEBNTRXb1y2D37nDGODSo0YqtwBNMlWdUAW3GgkICMCdO9wZOXV1dezfv19mi97gwYOxcuVKsn7ixAm8e/fuh8j5Mxkzprwu3MePH5GamlqN0ojm7t27ZHCnpqYGHx8f1K5dW+pxmpqa2Lp1K1GCo6Ki/vMKX6NGjdCuXTuyHhtbufIQFMr/Ow4ODsSCVFRUROJYFUnnzuWxkZLclL98+UIm+Dp37gwHh/LkQpLicHNycsiErrGxMWxsbMS2pYiH9T1XYL0yCi6/e7KmdV3UmT0CKnqiJ9aV1FRh9scA2FzbArW6plCtVa6Ysv6NdeV3T1bR04blyonQqSXe/bTVgM6Ydf0v1OFzHa4sA9eMx4QjC7Hw4U5MO7cKDTpyE8hlJ2Xgn4lbBBSGvIwcgWOvrjiK+FCuNVZDTwvXrp7Ai+f3sHKFYKZjdXV1lJaWYvNmb+zY4SOzbEVFRbh46abMyiUPU7PyGN+0tHSZjklPF8wo3blzB7J8/sJ1mc9dVFSEixdvyC2zOPLzC3D16m2FKm4a6uro28vphyXdUxRl4FTqn1J1fqqLcnR0NHx9ffHs2TOkpKSAzWajVq1asLW1Rf/+/eHs7CzyOP6MkwEBATA3N8elS5dw8eJFfPr0CYWFhTA3N0fXrl0xYcIE1K8v/YHJYrHg5+eH27dvIyoqCllZWdDQ0ED9+vXh5OSEMWPGwNTUVGo/VeHQoUNkecKECWjRooWE1sKMHj0aV69eRUREBMrKyvD3339j586dAm14mV/V1NTw5s0bREdHY8uWLYiMjISWlhaaNm2KiRMnCsWDRkZG4vTp03j+/DnS0tKgo6ODpk2b4rfffsOgQYMQGRmJ0aO56f5nz56tMHe+Ro0aCaynpqbCzMxMYFtGRgbOnz+PR48eIT4+HkwmE7q6urCwsIC9vT1GjhyJevXqCRzz4cMHkhXUwMAAISEhUl1lx48fj7CwMADArVu3YGVlBQA4fPgwafP7778LySwJKysr9OnTB7du3YKOjg4+fPgg9r7/9u0brly5grCwMHz+/BnZ2dkAAD09PTRu3BiOjo4YOXIkdHR0RB7PyxI7bNgwbN68GZ8+fcKRI0fw5MkTpKWlQVtbG82aNcPQoUMlWp+rSq1a5S/qjIwMiW0TExNx9uxZPH78GMnJySgsLISxsTFat26N/v37o0+fPlJnannJ2MLCwvD161ew2WwYGBjA2toaTk5OGDFiBHR1RReXl5RFWRLyZFGuyjXyPwtDQkJgYmKCe/fu4fLly4iOjsb3799hYGCAli1bYujQoejbt69U2RXxLMzIyMC5c+fw8OFDJCYmIj8/H4aGhmjWrBlcXFwwdOjQnxpPX1xcDF9fX9y+fRuxsbFgsVgwNzdH79698ccff8DIyEji8eKyKLu6upLESocPH4ajo6PEfs6cOUMsr3/88QeWLl1a6WtiMBjQ0dEhllv+waKinm/29vbk+SZJweW30nbt2hUWFhZo0KABEhISSGyuqPM/f/6cyG1vby/2PudwOHjw4AFu3ryJyMhIZGRkQFVVFWZmZujUqRNGjBgh8X3Jy3bcsGFD3LlzB6GhofDy8kJMTAz09fXRokUL/Pnnn7C1tRU47t69e7h06RJev36N3Nxc1KpVC507d8Yff/xBnqfSSExMxPnz5/HkyRMkJCSguLiYZJXv2rUrRo0aBRMTE5n6EkdZhThKZV3Zkgfxw6/gAlyra9rRm8i89gjFiWlQUleFdmtrmEzsTxJKaTaxROPjK/H9WnC5LEUlIvsrK2bhyal7iLgcgoxPyVBRV8OqiIMCbfRrG2HiscXYN2glcvniYeVBWVUZ9hNcoKQkaK/J/56Li4v/RuKreDSwKzccsIsE48aL8wtxZMxGtB/VDQNWjoOGrhZatWqGVq0EjQ1ZWTkYNNgN4eHS49MVAa8cEAAUFhbJdIw4q3JSUjIO/k0z+1cHNGFU9fFTRhxMJhPr16/H5cuXhfbxYor8/PzQtm1b7N69W0ih4ae4uBjTpk0TcoNKSEhAQkICzp8/j40bN2Lw4MFi+3j79i0WLFiAhIQEge35+fmIiopCVFQUTp06hc2bN4tVPqrKhw8fyEBJWVkZY8eOlbsPBoOByZMnY/bs2QC4lsXc3Fzo6Ymezf3y5QsmTJiA3Fzu7G9hYSGePHmCIUOGCLTbtWsXDhw4IDCAysrKwtOnT/H06VNcvXoVU6ZMkVteWaj4kqo4KA4KCoKHhwcKCgQf5JmZmcjMzMSbN29w9OhRzJo1CzNnltePs7a2RosWLRAVFYXs7GyEhISgR48eEEdqaiqJFWvRogVRbhMTExEZWZ75sDLlQ+bPn48pU6bAxsZGpFLJ4XCwe/duHD58WCiJC8CdXU1LS8Pjx49x6NAhHDhwAK1btxZqx09gYCA8PDzAZDLJtuzsbISGhiI0NBS+vr44cOAA9PUrl/BBEvyWJkmJcXx8fLBv3z6ha05OTkZycjL8/f1ha2sLb29vsc+IvXv3Yt++fUIzz2lpaUhLS8OTJ0/g4+ODbdu2VUuSL0VcI4/i4mLMnDlTyAsgPT0dgYGBCAwMRLdu3bB3716xSegU8Sy8cOECNm7cKHBvAeWf+cOHD3H48GHs3bsX1tbWEq9JESQmJmLKlClC1/Tp0yf8/fffuHz5Mvbv31+pvgcPHkye27du3ZKq4N66dUvg2KqQlZWFzEyuhUZLS0tgIldRz7f27dtDVVUVLBYLkZFcl8aKz2Sg3ErLTYTDdT11cHBAQkICya4sqtybLO7JiYmJWLhwIV69EszWWlxcjPz8fMTHx+Ps2bMYMWIEVq9eLTXBYkREBKZOnUp+c7z7kv8dVlRUhHnz5iEwMFDg2OTkZFy5cgU3b97EqlWrJJ4H4P4WPD09hX7f6enpSE9Px4sXL3Do0CGsWrUKv/32m9T+xMFhlQqsMyoxecSfQbnoYxJix61DyZdyj6nSohLkPopE7qNImE4ehHqe3Dhxzab1oN+jPPN12b/lWDT54m9Z33MQN9YTfu/LEzGxCgWz5ZayS6Gsogw9U0MM8pyA03/ukvsaAEC/jrHIe1THWA9TTi9H/JMofH1dnvCKVSQoB0OJAcepA+DIV2NXFIaG+rjldxqbN+/BDi+fH+5Gqs53X8uq4IoaL5SVlWHW7GUoKpKtD4piKaPuxtXGD1dwWSwWZs6cKZAh2M7ODu3atYOqqipiY2MRGBiIkpISREREYOTIkbhw4YLYwd3atWtJHToHBwe0bdsWTCYTAQEBSEhIAIvFwuLFi1FWVoahQ4cKHf/+/XuMHz+eKEg6Ojro1asXGjRogMzMTAQFBSExMRF5eXmYO3cujh8/jg4dOgj1U1V4M+cAd3Aii4urKBwcHKChoYGioiKw2Ww8efJErNVm5cqVRLnloaqqSixPALB161YcOXKErLdv357U+wwPD8fz58/x+PFjfPokX0kBWeF3YVVSUoKFhQVZj4+Px5w5c4gFo2PHjmjbti10dXWRlpaGp0+fIi4uDmw2G7t374aFhYWA8j5kyBCSqdnPz0/iAPDWrVtESeIfmD55Ul73zsDAQOZZfX4qWpcrsmPHDmLdZzAYsLe3R6tWraCjo4O8vDxERkYiPDwcHA4H379/x5w5c3D79m1oaoqexf/w4QPu3LmDwsJC1KpVC3369EGtWrUQGxuL+/fvg8Vi4eXLl3Bzc4Ovr6/YfirDq1evyGcOCLpA8vPXX38JWD15zwgNDQ18+fIFDx48QHZ2Nl69eoXRo0fj0qVLQsry5cuXsWfPHgDc+7pHjx5o3LgxVFVVkZycjHv37iEzMxM5OTmYPXs2/Pz8pH4XikQR18jPsmXLEB4eDlVVVXTv3h3NmjVDUVERHj9+TD7zhw8fYvfu3Vi0aJHQ8Yp4Fv7zzz/YtGkTWW/ZsiU6deoEPT09JCcnIzAwEKmpqfj06RNcXV3h6+tLlKkfQXJyMn7//Xekp3Nd+vT19eHi4gILCwukpKTg3r17yMjIwLRp0yrVf//+/bFx40awWCzcv38fnp6eYhWslJQUotBZW1uT+NbKsn//fjKoHjFiBDQ0NAT2K+L5pqmpibZt2yI8PBx5eXmIi4sTesaxWCzy/mrfvj2Ro0uXLjh16hQAroVXlIIrLcFUcnIyxo4dS0JT1NXV0b17dzRp0gQsFgsvXrzAs2fPwOFwcOHCBSQlJeHw4cNivU/YbDaWLl0qNPA3MTEhoROlpaWYMmUKkU1FRQU9e/aEjY0NCgoKEBQUhPj4eKxZs0bs5DHAzSq9atUqcDgcKCkpwcHBAc2bN4eWlhZSU1MRFBSEpKQkkn+hfv36P2RsISufl+yHeiNzqFuaIet2qIByW5G0Izeg3doKxr91BwBo82VQxr/30bftZ5B1/RHULM2QHx7NzaKsIl5hfHXlMdqPdAIAtOxrBxMrc6THfxPbXhyFOQXYM2A50j8mg8EAzJpawt6tN9oO504+WXVpgTrNyp/z/JOfyqrKcDu0AE27cy35pSw29h88jpMnLyAmJh452XECx+np6WLjxuVo27YlxrnN+qFKLr+cpaWyuQpbWpoLbdu6bR9u+t1TmFwUyq/CD1dw9+zZQ5RbfX197N69W6DeHsC18MyaNQtxcXFITU2Fh4eH2LqZ4eHh0NTUxO7duwUsMB4eHti+fTuOHTtGMrZ269YNhoblad3LysqwaNEiMqDr3Lkzdu7cKeCutnjxYqxatQpXr14Fm82Gp6cnbtwQTLWuCPjdv9q0aVPpfjQ1NWFra4unT7n1zqKjo0UquCUlJQgLC4OVlRU8PT3RsmVLfPnyBREREcRdk2f9BLgKwpYtW4jbG487d+5g0aJF+PZN/heRLPArAK1btxawKB49epQot2vXrsXvvwumq+dwOPDy8sLff/8NgGst41dwBw4ciK1bt4LNZiMgIABFRUVCg0QevO9cWVlZ4DPgxY8BgK2trcITG3z69AnHjh0DwP0ODh06JPR7AbiWkKlTp4LJZBJFomKpER5v3rwBAPTo0QPbt28XcGmOiYnB1KlTkZqaipiYGBw6dAhz5sxRyLW8ePEC8+bNI+u2trZksoQff39/8r2bmJhg165dQgO/vLw8rFixAv7+/khOTsbSpUsFXPwB7vcNcK1bJ06cQKtWrQT2L126FDNmzMDTp09RUlKCw4cPk6zdPxpFXSM/4eHhsLa2xt69e9GwYbn1ZMGCBQIutmfOnMHcuXMFFDFFPAsjIyOxbds2ANzPfOvWrejdu7eAjMuXL8e2bdtw8uRJ5OXlYd68ebh69eoPc4ffunUrUW7btWuHffv2CVzTwoULsWjRIiFLnawYGBjAyckJAQEByM3NxePHj8Uqkrdu3SID4MpYb0tLS5Gbm4v4+HicOnUKt2/fBsC1uM6fP1+ovSKebwD3XuBNIkdERAgpuBEREeS+4bfCdurUCSoqKmCz2QgJCcGCBQsEjmMymSRPhJWVlchJ3fnz5xPltlmzZtizZ49QRuZHjx5h3rx5yM/Px5MnT7Bnzx6B5ww/iYnc7L5t27bFqlWr0KhRI8TFxeHz58/E6nf+/Hmi3JqYmODgwYMC7s8LFy7Evn37sHfvXuTk5Aif5F94Xk9KSkrw8fFB9+7dBfYvW7YMy5cvx/Xr18HhcODj4yMwmSwPDFXB309ZibDlThrMtx/lKg2UvOciUXD5MyjzElUVxX1FUdxXsccrVZD55eVgtBlsDxV1riu7Tc+2lVZwC3PKPboSIz4gMeIDPoW/x/DNUwEAWoblISlKyuXWXuf5I4hyyyouwfE/tmHBJe57pOLE1Zo1W7F27SIoKytj5MjBePHyNby8Dsgtr6wU8Lmhq6hIf142a9YYt26eEdjmd+s+Vq7arHDZKLJDXZSrjx+aZCozM5MM6hgMBvbs2SNysF6/fn0cO3aMKKPPnz9HcHCwUDsePOWVHxUVFSxdupS40eXk5BBljUdwcDCxEFpaWsLHx0coFktNTQ3r169HgwYNAHAtirLUBJSXtLQ0slynTh0JLaXDHx/HS/whCp7C1LFjR2hqaqJp06ZwdXUl+3fs2EEGZEuWLBEa+ABA3759sXr16irJKwoWiwVvb2/cvFmeYa9i6QxeVk89PT0h5Rbg3mMeHh7E6puamkoGuwDXPZaXDIXJZIod5H769IlYQuzt7QXipZKTyzMr/ogY7Rs3boDNZgPgxsiJ+r0A3PqR/Bmn+a2korCxsYG3t7dQvG7Tpk2xf/9+onAcOXJEyMrPT35+Po4cOSLy//Dhw/D29saaNWswbNgwjBkzhtznpqamIjN9czgc7NrFdU1jMBjYv3+/SKuGrq4uvLy8iItrcHCwQJbX7Oxscu/zLN4V0dLSwoYNG8j627dvxV6nIlHUNVZEWVkZ+/fvF1BuecyaNYtYp5lMplA/ingWent7k3t106ZNQsotwLXArVy5kvzuYmNj4e/vL/aaqkJsbCxxCTYyMhJ5Tbq6uvD29q6SFZl/0ozfBbkivGcZg8HAwIEDxba7cuUKmjZtKvTfvHlzdO7cGWPHjiXK7fDhw3Hs2DFoaQlbxhTxfONt4yHq3ccfHsSfXEpHR4dM1r57904o3j4iIoLcL6Kstw8fPiTu38bGxjh69KjIckOOjo7w9vYmk4v//PMPsrLEx28aGxvj8OHDaNGiBTQ1NdG6dWsMGjQIAHeihzcRxGAwsHPnTqHYXiUlJbi7u0sNR+H9xpr8j707j4s5/+MA/vp2qXQRQu5Ea7EWReVIlGtjsY5dx1rWtVj8sK1jsWxYLMu6rXtZbK7ct25XjogKIUJKumtmqu/vj9n59J3maKqZifb99PB4TM33O71nmr7zfX8/n8/73aSJQnILSD9/Fy5cyGbIREdHs9ejpAzM5WfZFGQW39u0rHIfvYD4tWKbGYPKyi+iFFXJXH67jDepSLhXOBNMOMqqDdf3XcKtQ4oVvSv9G28lSzO4jezOvn92+QHWHxcALCzk/8aOHD2FZcvWsq99f5gEMzPNnntpCNfTWliobtcFAJ5dOiDo8hGFEVzfHxfpJDaiuQKeL9V/UnY6TXAvXLjA1mV16tRJ6eiNTPXq1TFq1Cj2tbL1ugBYQSpVhMWOzp2Tn5Zx/vx5dnv06NFKTxIA6Ynd0KFD0bJlyzKvm1JFeCVY3bQnTQiL+GRkZKjczsPDQ27Kr1Bqaiq7al+9enW5asZFDRw4kJ30aiI4OFhlQrR69WpMnz4dnTp1wrp169g+n332mVzrCaBwPW5WVpbKarwcx2H79u0IDg7GrVu3FE7ehCenJ06cUPoYwlGqor9/4TpD4ewAbWnfvj1mzJiBwYMHY9CgQWq3FY6sFF2TXNSMGTNUTqVs3rw5PD2lrRFyc3PVtvlIS0vDsmXLlP5fvnw51q1bh3379uH+/ftsH29vb/j7+ys9WY2IiEBcnHQUoX379mrXEhsZGWHMmDHs64CAALn7ZGJjY1W+HnXq1EFAQACuX7+u8hijbdp6jkW5ubmpLKhnYGAgl0QLL/QAZT8Wvnr1iq3DrF+/frHFrMaPH89u62JGDCDfw3jIkCGwsVHegsTExAQTJkwo9c/p0qULO2ZfuHBBabuep0+fsiSybdu2Ko+7JZWYmCj3t1VUWY9vgHTmjOz9IEs4hWS/92rVqimM7spGdHmeV6imLJyerGz9rfDi5qhRo9QWAnN3d2fJdU5ODrsAoIyPj4/KQny3b99miXibNm3YemJlpkyZonStp4zsGJSQkKDw9yZjZmaGgwcPIjw8HKGhoaUuvGZsK3/OIElKLdXjlJT4lWKCq2kF58pFYs5ISkWa4PGK3q8N4bsVp+bKRnMdXD+Gyb9JtyRXjKt/nZfbrnp1+eUhr18nYeWqTWy6e5UqNujcWXd9nN++LayIbGur+m9h1KivcOL4X6hSRfF49+rVGyV7EH3iS/mPlJ1OpyjLEiYASq/uF9WjRw/89ttvAOSLUQj17NlT7WM4OTmhVq1aePXqFZ48eYJXr16xEVLh+kllV1iFRowYgREjRhQbc2nl5BRecZW1figtTaf7Fa0YKRQaGor8fGnhik6dii+97uXlpXb6pNDJkyfVjnQIGRgYYOjQofD1VWwE7uzsjPv37yM/Px/Dhg3DiBEj0K1bNzRt2lRuqrC6Ktpdu3aFhYUFMjMzERQUhMzMTIWTH9mJobm5ucL7VniCIxbLF6vQBhcXF6Vr14rKzs5m0+8AqB0JsLa2LrbfpIeHB7sgFBoaqnT0viS6dOkCFxcXeHl5KU1sZYR/55qsUfz000/ZbeHokoWFBT766CM8ePAAz58/xxdffIGvv/4anTt3VpghUZp102WhredYVHGFxYQXYIomYWU9FgqfkyatzVq0aMGKF+liRgwgfd/KFFf8qUsXad/E0qyhMzExQY8ePXDgwAFkZWUhMDBQ4WKcMFkr7iJp8+bNlV60zc/PR3Z2NhISEnD16lUkJiYiNDQUoaGhmDZtmtxFA5myHt8AaaLm7OyMwMBAxMfHIzk5mV1Effv2LZtm7O7urrBEw93dHWvWrAEgfY8J62DI3jPGxsZKj3HC84Wir6cy3bt3ZxfjIiIiVF6UVfe5J/w7KO49U7NmTTRr1kzlzA9nZ2ecP38eGRkZGDBgAL755ht4eHgozLDQxhp0k9qFF7XzUjORn65ZT9ayUrYix7iaDTgjQ/B5+Yp3CljXKkzSctKykJueDaDwAfPEpRvNVicx5rnC9yyqWcPAyBC29QvrvLx5lKBQfKpOncLR0HfvUpGWJp3ZFB39iFVYbtrUAadPX4QuREcXLoeys6vGpv8L+f0yCzNnTmRfC4vCCWMm5YdGY8uPThPcFy8K12NoclJZr149mJubIzs7G0lJSRCJRArJnyatdBo3bsymkr58+RK1atUCz/NsbU/lypXLPC24rCpXLpxyom5KqCaE+6u6Ug1IR69UEU5tbtKkSbE/UxtJgoGBAczNzWFlZQUHBwe0atUKffv2VZkQjR49GidOnEBycjLS0tLwxx9/4I8//kC1atXg7u6Ojh07olOnTmorAVeqVAndu3fHwYMHIRKJcO7cObmpvpGRkaz6ardu3RRGtoSj7eqmxWlLTk4Onjx5wvpOPnnyBNHR0YiNjZX7sFN3ou7k5KR25AEAHB0Li4YIp2EXZW9vLzdSxvM8cnNz8eDBA2zcuBGBgYEApFMUv/rqK7XJLSAtgCUjG9nXVNE4Z8yYgbFjxyI/Px9xcXGYP38+AGnrqQ4dOrBZJMVVXdU2bT5HIXUFqADIFQsTvj+0cSwUPqfTp0+X6HiQmpqKnJwcrRYzAyBXF6C4JMLCwgL29vZyn1El0bdvXxw4cACA9AJe0YRMdkFPlgyr4+joqLAcoyiJRIJt27Zh5cqVAIBVq1bB1tYWAwcOlNuurMc3GVdXV/a3fOvWLZYIh4SEsPeSsotmLVq0gJWVFdLT0+USVrFYzKbwtmrVSu7zD5BeoHv9Wlpx19zcXKPib8IeusKLfUWp+9yTtQQDNEs8mzRpojLBnTx5MsLCwpCdnY3ExEQsXboUS5cuhb29PTv+uLq6Kjz30jBtUnhczYlRvSxJlUoNa8HC+SMY21qDMzHGq9UHNNrP2K4wSeUleeCMjcAZGcKiXTOY1LSFUTVrGNlaI+HXv4AihZFqOBb+Hl7/m3ha1Sy8CJdRzCh0lTrV0ci1GarWrYE8sQSX1h4pNl5lH4uGRoao7lAbBkaFn4m8kiJOH31UeB4UFVXYMi4rq3AWl4mx7j5LHj9+hpycXJiZmcLIyAhOTRvjXlQ0AOnNh2SyAAAgAElEQVRMtc2bVuDrrwez7XNzc3HgnwCMGD5IIWZSfmg0tvzoNMGV9e0EoHK6WFHW1tZsGmhaWprCOsfi+hfKHkPm7du3LBZZQlDWKcHaUK9ePXYlXLgetzSEH9LqEgp1z1v2OgFQ2SNUSNPfJyDfR7Is7OzssGvXLvj6+rLCSYC0B+fRo0dx9OhRGBkZwc3NDSNGjFB5Rf7zzz/HwYMHAUhHM4QngMWNvAhPvIrr6VoWZ8+exa5du3Dz5k02sl6UoaGhyvuENPmbEb43SvK8OI6DmZkZWrdujc2bN7NKwa9fv8a4ceOwZs0atbM3ynJxp+i+HTp0wNq1azFv3jy5KYJxcXGIi4vDrl27YGFhAW9vb3z77bc6rearLk5t7VuSBFGY4GrjWKiNi3LaTnBLegyrUqVKqRPcNm3awN7eHgkJCbh8+TKys7NZshgdHY3Hjx8DkI6Oa+PzxtjYGOPGjcObN29YpeLVq1ejX79+CtNcy3J8kym6DleY4ALSv3tlCa6hoSHat2+Ps2fP4tWrV3j+/Dnq1q2LyMhINotA2fpb4bmCpq+X8DNIXfEnTT/31F0cllG3LMXJyQlbt27FrFmz5FpUJSQkYP/+/di/fz+rCj169OgyFZe0bFd4oT8jvOS1BMxbOKDhysJigkl/nUHeW9WvIQBUql8TJrUKR45zYp/D/N/WQFYen6LWhMLP+HcnwpB955Hc/g1dCi9IPLnyAMZmlWDfvHB0Oz5C+bIjmXqtHfHF8nEAAFFWLoK3nECeSH1xLTtH5UsDGjg3RWZy4TGsan07cAYc+ILC42THDoVL6oKCCruA1KtX+JivX6uuPF1WBQUFuH79Njp1knYecHN3Zgnun1tWYvjwwotbKSnv0H/AKHz/fWHrq0BBzKT8lMcI7vPnz7F7926EhoYiISEBHMehZs2a6NChA4YMGaLTc599+/Zh/vz5cHFxkSsaqy7WkrRj1fRxAR0nuMKTKk2rzQpP2JXto8maFeFjyJrNl7aYg640b96cFVspy5Q9nuflCsiomwKpbtqxcLpt0R6iqn5ueXBwcIC/vz+uX7+O06dP49KlS3IJfl5eHoKCghAUFITBgwcrrZLr7OzMTk7Dw8ORkpKCqlWroqCggI28VK9eXemJmHAGQWRkJPLz80tcEVYikeDkyZNo3769QjssiUQCX19fpevn7Ozs4OjoiObNm8PFxQUJCQka9WbU5G9G+DuX/c2UxuzZs/HkyROEhISgoKAA06dPx19//aVyOq3wb7V///5l7pPq6emJDh064MKFCzh37hxCQkLkTn4zMzNx6NAhHDt2DL/88ovSVmLapu3nWFbaOBYKn1PXrl3Rpk0bNVsr0sYoVlHCzwtNjk9leZ9zHAcfHx9s3LgROTk5uHz5MptmXJLpySU1atQoluAmJSUhKipKIVEqy/FNpmnTpqhatSpSUlLYOlye59mU3qZNm8rVfhByd3fH2bNnAUinHdetWxcRERFy9xeli3MFGXXH55JWwS/uPdO6dWucPHkSISEhOHPmDIKCguQutolEIpw5cwZnz57F1KlTlU4zL46hjSWsurRmX6eeuapma+WybkSDLygA9+/Mnqqfd8KbrerXxtcYWTiNXvz6LZL3nUe9RdJ6AZbOzZCfmQNDC+lFK9t+neUSXHMbCzTxKHyfRp29AechXWBsKh0BleSKEX1Rvu9xUc9uxrIpuJUqm6J5TxfcPhKqdp/WX3Rit3MysmH2b5/bVn3d4T9zk3x8nT9BzCVpDFWr2qB798Lq6EcDpOdqbm7OqF27sPp3aFjhunJd8D94jCW4Xw7ph82bd2P+vBlyye2LF6/Qs/eXSExMRo/unoUxHz2t09iIZvQ9ghsQEIB58+bJLYMECi/0//333/jhhx90sgQzLi4Oy5YtK9E+0dHRWo9DRqcJrvAK67t374qdrsjzvNzIgLKr8OqKKMkIH0P2ISy8ilvW0Qdt6NKlC1tvHBUVJbdWuCSuXLnCno+hoWGxay1VEY56a/L6aPJ70CVnZ2c4Ozvjp59+Qnx8PMLDwxESEoKgoCDW0Hz//v1wcXFRqGAqPDnNy8vD+fPnMWjQIFy/fp2djPTq1UvpiZGLiwtbC5Oeno579+6V+Er87du38cMPPwCQTqf39/dno1kbNmxgya2swI+npyeaNWumMMKgqpVWUZmZmcVuI0wCixbmKgkDAwPWXio1NRUikQgzZ87EkSNHlI7YCf8uW7VqhcGDBytsU1ImJibo2bMnevbsiYKCAty/fx9hYWEIDAxEREQEeJ6HRCLB3Llz4eLigtq1FXsHapMunmNZaONYKHyMxo0bFzvFVh9sbW3lZv8UN3NBk78Ldfr27YuNG6VtQk6ePIlevXqB53mWRFpbWytU+y8re3t7WFpasuPvixcvFI4/ZTm+CR+jXbt2OHXqFO7fv4+8vDw8evSIze5Q9zkjvO/GjRsYMGAAW39rZWWF5s2bK+wj/PxRNxorVJpR36KE0/w1+bmavGcMDQ3RuXNn9rt/+PAhwsLCEBwcjPDwcOTl5YHneaxatYr1wi6JegtHw9BMunQr63Yssu8+LtH+ACB+mYyM0Luw6ih979SaPADvjodAkqh82Y2la3PU+KawLkPilgCkBITAftZwGJqbwqKtE9LD78HKVfq7rT6sO5L+Pgc8lr5fPps/Aib/xvz89mNIckTwnl6YpN3YfxnZ79SfU6S+SMaTKw/g4Ca9yOz1v4F4cOEmRBnKK0g3cm0Gly8LE74ru87C/ZseMDE3RQPnpqjX2hFPb8SgQVvp8orP5o3Ak2vSk+2Vvy2E+b+Vqq9fv41bt+7C3NwMq3//hT1eSMhVxMU9UxtzWR08eBxLFs9B5crmcHd3wcKFvpg54zt2/4sXr+DZtT/insRj5441gphv4eatu6oelugRz2vWw1gbLl++DF9fXzZg8cknn7ALmVeuXMGtW7cgkUjg5+cHS0tLudk9ZfXy5Ut8++23xRY8LUpYNPGrr75Su6QEKFnXGZ1WURYmtDExxa8HePLkCUtOqlevrrSHn2zqlzqyCrsGBgbsxapUqRI7cc/KymJr0FR5/fo1/ve//2HVqlW4fPlysT+zpBwdHVkxmfz8fOzYsaNUjyPrmQpI11SpW3+qjnDKgnB9nSqabKMv9erVw+DBg/HHH38gKChIbmTi6NGjSvcRjqzI1pQK15YKq5EK2djYyLXGKE1FWGH1XhsbG5b4iUQi7Nq1i923cuVK/Pjjj3BxcVE6fU64BljdiFVJ/mYA9dPcNVGtWjXMmTOHff306VN2Maco4c8STjtXRdYbVFMGBgZo3rw5xo4diz179uDEiROs/6ZEIlFZaVabdP0cS0obx8KSPidA92vWhZWKVVVZl8nPz8ezZ2U7OW3UqBFL1kJCQpCbm4s7d+6wGSU9evTQyXpvYWKqqkBhaY9vQu3bS0eORCIRHj58KFcFWXgMLKpu3bpsKceDBw9QUFCA27dvs8dUllibmJiwv8vs7Gy17e5khFf+S3vMKsl7BgCrhl4Sjo6O+Prrr/Hnn3/i4sWLcuvV1VVJV6bekvGw7e8BAOALCvDCb5fS7Zr+8wvavjiCti+OoEX4ZqXbvPDbyQpDGVezQZP9i2D2sWLLMdvBXdF451xw//ZizbrzCIl/HkPe2zS8WuPPtrNo0xQF/xZqMjA1QZM9C9Ck8yf43G8UPu0nfb8UFBTg/rkbGHtgHir9O9qbmpCMM8v3Y8y+uVjydC+WPN2LH0JWK435pN8e5P8bc9V6NTBq14+oWk9+GRvHcWg72ANfb5sJw3/79b6OeY6Law7j0trC84H+S77FkysPkC+Rzmip1rAmvjuyEAf2b8FXX/Vn8c6a7YePmzXFhfP++OQTaXItFothbm4GsegFxKIXiI3RzXTgpKS3WLp0Dfv6h5kT2d9Pbm4u+vcfidevk7Bu7VIM/WoAi/nHWX5KH+/CuX+QJ05AnjgBj2Kv6CRmIq8AfKn+l1RWVhbmzp3LkttZs2bhwIEDmDp1KqZOnYp9+/Zh0aJFbNbKwoULkZKSou4hNRYZGYmvvvpKbjalpmRLNQFpe8PRo0er/a+ui05ROk1whdPWirbsUUY2rQmQryQqpK6FCSB9oWVXqVu1aiW3Zkb4mMKKm8pcvXoVJ06ckCuco20TJxZWv9u9e7fKytGqHD16lMXGcZxce5GScnZ2Zm/84ODgYqcpq+qxqCtRUVGYMGECvL29MXfuXJXbWVtbY9q0aexrWeGSohwcHFiv1PDwcOTm5rKTdwcHB7XFzIRTOw4cOKBRAinz8OFDuaRY2M83Li6OjczY2NgUW3n86tXCqWnqEtz4+PhiT+aFJ7+ylkFl0adPH7mRnL179yrt1Ss8RqhquSJ07tw5Nno/ffp09v2AgACMHDkSHTt2xJEjqouPODg4YNiwYezr4pI7bdDWc9Smsh4Lhc/p+vXrxdYRuHfvHtq3b49PP/0UQ4cOLUPkqglHS4VtkJS5du1asb8HTcgSxZycHISHh8v1+NVFi7nExES5kUtVV7vLcnyTEa7DvXfvHvt8MjMzU9rHWUh2kfHx48eIiYlhF2zUjfwK31PCcwFVhNuoq5SsTkneM5mZmUrbJgHSCxxjxoyBp6enXLu7ouzs7OSmJav6fFKlxvDCgmWv1x4s1fpbmex7cXg2p3CarlnjOmh26jc4HV2KBr9NRqMNM9Hy+p9o+NtkGP7bTif3cQIefePHCkglbjqCjKvSERgDE2MYmJqwzyKTmlXxzU5ftBtauL4uNz0b3WcOhsW/LYEyktKwbcRSiDTs4/sy6imOzC4s0lfvU0f878IKjNk3F/1/HYMv136PH6+sxYBfx7IR43cvkrBz1HLkiSQI3nKcjdIaVTJGl0mfIzs1i629tXOsg88/L+zUERUVgyWL5yAi4hzatJGOdufn52P8+JnIyNBP5eqVqzYhJET6WS8sFimR5GHfvs14kxiFcWOHs+/fvhOFQYP6Yt3apQr/jcqwLIOUDs/zpfpfUgcOHGC5T+/evTFy5EiFbQYNGsTasWZnZ+PPP/8s83Pbs2cPhg4dqrYgpjqyBNfOzk7lspfS0mmC2717dzYKGxQUJHdCXlRSUpLcaKSqLP3MmTNqr6L+8ccf7HbRlkLCqarbtm1j/cyU+fvvv9ltbZzwK9OxY0fWjiU/Px+TJ0+WW0+rzuXLl1mVWECaKMlOaErD3t6etW5ISkrCP//8o3Lbixcvyl110QcLCwtcvHgRz549w4ULF9ROFRNelSq6xlVIdnKam5uLffv2scIgxZ2YCnswikQiTJw4UaNCYSkpKZg6dSp73zk5Ocm9z4Xvx6ysLLUn4JcvX5arUqruvQxIpz6rcuvWLXbhyNbWVqM2RZqYN28eG8HKz8/H/PnzFS6cuLq6stHElJQUNuVTGbFYjLVr1wKQTq0VzjoQiUQIDw/Hmzdvih1VF74/ihax0wVtPUdtKuuxsHHjxixJkkgkWLFihcr9eZ5n1X+zs7NL1EO7JLy9vdnoxsGDB1WOAvI8j/Xr12vlZ3722WdsjfulS5dw4cIFANLjaUnXJWti79697La9vb1cJeGiSnt8k6lfvz6bvn/37l22jrZt27bFjkzLjo9isVhuFo26BFc4qrxt2za1owshISHswoyRkZFGbYWUad68ORttjomJUTujY+vWrQrr2mQMDAwQFBSEhIQEnDp1Su3fk3Amg7rPJ1X4vHy8XLkPCcs0W6KiTvKes3g09lfkvZNegOAMDGDRxgnVBndFVR93uaJS705fRfQXcyB5I5g5JMnDw+EL8e504bmdunXN5jaFM5GeXH2ATQN/RtLjlyq3V+bGgcvYNeY3ZKVILwYbGhuhUftmcB7cBS0/aw8ru8JBjQfnb2Ktz1ykJkinSudL8rFj5K+IOls4mGBZ3RqcgfKYW7T4CM7OrVhi+eLFK3zmMwx/7TlYopjLQiKRwKfPcLx8KX8xxNLSAo0a1YepqfwsjtaftsC4scOV/jc01OkpP1FCXyO4hw8fZrfVDXaNHTuWHb+PHz9e6no6169fx4ABA7Bw4UJWw6e4loNFvXv3jl3k06SFYknp9N1epUoVNlrC8zwmT56M8HDFqRzx8fEYNWoUuzLt7OyM7t27K31MsViMCRMmKIxIicVi/PzzzwgKCgIANGzYEEOGDJHbplu3bqwFzsOHDzF9+nSFRCk/Px+LFy9mV2qdnJzUTscqq0WLFrETxZSUFAwfPhzr1q1T+UGampqKJUuW4LvvvmPbtGnTBrNmzSpzLN9//z37cPLz81N6RfvKlSts/ag+1a9fn50wpqSk4H//+5/SNVMpKSn49ddf2deq3keA9CqX7ORUdmFEtn6tOIsXL2ZXm548eYJ+/frh6NGjKqsah4SE4IsvvmBTu83NzbFy5Uq5K7KNGjViRUwkEglWrVqlcPDheR5HjhyRG6UGwKb2q3L48GGsW7dOIcG8e/cuJk2axL4/c+ZMjYpSaaJBgwZyazPv3r2Lffv2yW1jYmKCCRMmsK83bNiALVu2KMSZkZGBGTNm4OFDaW9AGxsbuZHYHj16sCq2ISEhWLNmjdJiSnfu3GEJm4GBQYmq95WWtp6jNmnjWPj994VVWI8ePYrFixcr9IYWiUTw8/NjyYixsTHGjh2rk+dUp04d9nplZ2djzJgxctVsAennxNy5c+UuDpVF1apVWdJ27Ngx9rnk4+NT4gJGxTl48KDcFfevv/5a7fZlOb7JyKYpX7hwgY0OaPJ5KJyKLJtRUbduXbVTiTt16sTWE799+xajRo1S2v4nJCQEU6dOZV+PGTOmVImijLDn+pw5c5QuSdq/f7/aC1Pt2rVj050fPnyIBQsWKD0mP3v2TG6EV93nkzJvdp5CVPdpeLlyX/Ebayj1ZDgi249F/Pw/kXb5JsSvU1AgkiAvNRM5MfF4s+sUor+Yg8ffLkGeklY+Bdm5ePztEsQOXYC3hy5DFJ+IglwRCkQSiDJzIMrKhUQsQW5GNpIev8TNg8HYOWo5Ng9ehLdPSzaCLfPgXASWdfgex37ehYdBkchISkWeOA856Vl4HfMc4bvOYkP/+dj17QqFtb3ibBH+GrsS20Ysxa3DIUh5/gaSXDHE2SKkv3mHJ0/i8epVIrKzc5CdnYNnz17g6NHTGDtuBpw+cseFC+pnEepCVlY2UlM1W5tO3i/6GMFNSkpiy0CrV6+utje9jY0NO84mJiZqvMSoqAkTJrBZeebm5pg/f75GRU+FhANlmswqKimdFpkCgClTpuDmzZu4efMm0tLSMHLkSFZYwcTEBLGxsbh48SI7MapevTqWL1+usm+nsbExnj59Ch8fH3h5eaFx48ZITU3FuXPn2Pxvc3Nz+Pn5KVxlNjQ0xG+//YYvv/wSmZmZOHPmDK5fvw4vLy/Y29sjNTUVFy9eZCdF5ubmWLJkidZPVIQqV66MnTt3YsqUKQgNDUVubi7WrFmDP//8E66urmjYsCGsrKyQmpqK2NhYXL16Ve7qcNeuXbFixQqtrPVq27YtRowYgZ07d7KRSRcXF7Rt2xaGhoa4desWQkNDwfM8zMzMWIKty9dHaPbs2RgyZAgkEgkCAwPRtWtXdOnSBXXr1oWRkREb3ZVN8/3kk0/UVsmtWrUqOnbsiEuXLrGT+7Zt28qty1LFzs4O27Ztw+jRo5GUlITk5GT88MMPWL58Odzc3FC/fn0YGBggMTER165dk5vGbGlpiY0bNyqMzllYWKBfv36sv+b27dsRFhYGV1dXWFtbIzExESEhIay1ibGxMXsvCKctFiUrirVmzRqcOnUKHh4eMDc3R1RUFC5dusSSci8vL60WHQCA8ePHIyAggP1trlq1Ct7e3nJTUYYOHYpr167h9OnT4HkeK1asgL+/Pzp37gwbGxskJCTg/Pnz7DkaGhpiyZIlcoVlLC0tMW3aNPj5SdcerVu3DgEBAXBzc0OtWrUgkUhw//59BAcHs8R3xIgRaNSokVafryraeI7apI1joYeHB0aNGoVt27YBAHbu3IkzZ87A09MTNWrUwOvXr3H58mW5aZizZ89G/fr1dfKcAGDq1KkIDw9HbGwsnj59ij59+rDPiXfv3uHcuXN4+fIlLCwsYGpqqpVWX3379kVgYCArcAWUbHryw4cPVfZGlkgkSE5ORlhYmNwxxNnZudiLH2U5vsm4urri0KFDcq+TJoUMLS0t0bJlS9y6dYuNWKqr2gxIP0dWrlyJgQMHIiUlBQ8ePEDv3r3RpUsXNGnSBBKJBBEREXIXJ5ydnTFp0iSNn48y3bp1Q//+/XHo0CHk5ORg3LhxcHNzQ5s2bSCRSBAaGspOAhs0aKBw0QSQ/j3Nnj2bLTvy9/dHYGAgOnbsyF7vR48e4dKlSyzx9fLyKvY1KSpeMKVYnZiBqpfxKFOQlYs3W4/jzdbjxW+sQnrgbaQHyldCPmikvM+yMluG/FL8RgLibBHCtp9G2PbSVQt+GBSJh0GKM+Z+exWk0f5e3gOL30iLj9Hq064q79NnK5quXmV/3kL5aS9RfLPDktmxtmSVfHVJH78bYaEmTYqetmzZktVUuHPnjsouF5ro3r07fvjhB9SpU6fEbfeEccsS3MePH+Pu3btIT0+HjY0NPv7441LPZNN5gmtiYoJt27bhp59+YlMHr127pvQKuouLC1auXKm2iuv333+P48ePIyYmRq4dg4ydnR02bNig8mpAkyZNsGfPHkyePBnx8fFISUnB/v37FbarUaMGVq1apZNh86IsLS2xdetW7N27F+vXr0dycjKys7PZdDdl7O3t8f3332u9zcmsWbMgkUjYVDhlvytvb280atSIXdHWRSEVZZo3b441a9bA19cX6enpyMjIUFmko0OHDlixYkWxbR369u0rt564JCemTZs2xdGjR+Hn54eTJ0+C53kkJSWpLGwFSE/yfv75Z7l+ukKyHoqy1zwmJkZpgbYmTZpgyZIlLOGPjo5W2bLIzs4Oo0aNwuLFi/Hw4UM2Qig0bNgwzJ49W9OnrjFTU1PMnTuXjWCmp6fj119/xfLly+W2W7lyJWrVqoVdu3YhPz8fT58+VXoiaWNjAz8/P6XLBkaMGIG0tDRs2LAB+fn5eP78udK/bUNDQwwfPlxu5EYftPEctUkbx0JfX1/Y2tpizZo1EIlEeP36tdw0WhkzMzPMmjVL5xWkzc3NsXfvXkycOBFXr16FSCRS+JyQzZ5YuXKlVhLcrl27wsLCgiWRJf1AvnfvHu7d03wtZe/evbFw4UKN2pOV5fgGFI7gyshalWnCzc1Nbs2qJolxnTp1cODAAUyZMgVRUVEQiUQ4ffo0Tp9WTGKGDRsGX19frcw4Wbx4MaytrdkyqbCwMNYSCZAm35MmTUJaWprSv1lAmigvWrQIv/zyC0QiEZKSkuQKCgp99tlnWLx4cZnjJoS83/TRJkg4o7W4KsQA5DpHlLbYYq9evfDFF1+UKTkWjuC+evUKffv2Vdo26KOPPsKPP/6o8HlUHJ0nuID05GbFihUYPnw4Dh48iGvXruHNmzcQi8WoVq0aWrVqBR8fH3h6ehY7GlitWjX4+/tj9+7dclPCGjdujB49emDIkCHF9lh0cnLCiRMncOTIEZw9exbR0dFITU2FqakpGjdujG7dumHIkCEaNX7XFo7jMHToUAwYMAAXLlzApUuXEBUVhcTEROTm5sLc3Bz29vZo0aIFPD090blz5xL3X9U0jvnz56N3797Yv38/IiIikJSUBHNzczRr1gyDBg1Cz549sWrVKraPbGqoPnh6euL06dPw9/dHSEgIHj9+jPT0dBgbG6NGjRpo3bo1evbsiU6dOhX/YP8+XuXKlZGVlQUTExP06NGj+J0EbG1tsXLlSkyaNAmnTp3CzZs38ejRI6SlpUEikcDCwgJ16tRB69at4ePjU+zBwNzcHDt27MChQ4dw/PhxREdHIyMjg1W+dXJyQteuXdn0w3bt2iEkJAQZGRm4dOmSyim3w4YNQ6tWrbBt2zZcu3YNqampsLW1hbOzM4YOHaqyqJs2eHp6okuXLuxEOyAgAAMGDJA7WBkaGuLHH3/EoEGD8M8//yA8PByvXr1CZmYmLCws4ODgAA8PDwwcOFCucFxRkydPRvfu3fHPP/8gIiICz58/R3Z2NiwsLGBnZwd3d3f069ePTc/VJ209R23SxrHw22+/xWeffYb9+/cjNDQU8fHxyMjIgJmZGRo0aMCay8uq5OqapaUlduzYgVOnTuHQoUO4d+8esrKyUL16dbi7u2P06NFo2LAhWxdcVqampvD29mbJjLaKS3EcBzMzM1hYWKBhw4b45JNP0Lt3b7Xrbosq6/GtRo0aaNy4MVtaUZI2dO7u7mw6roGBgcYnJ3Xr1sXBgwdZYhsZGYm3b98CkF7YbdeuHQYNGqTVi88cx+HHH3+Et7c39uzZg+vXryMlJQVWVlZo2bIlvv76a7i6urIZIqoMGjQIrq6u8Pf3x5UrV/D06VNkZmbCzMwMNWrUQLt27eDj41Pi1kCEkA9Tade4loSw17Ymn7PC2iOyY2tJLVy4sFT7CQkTXHWP9+DBA3zzzTfw9fVVWjxLFY7Xx6tfRn/88QcrvLJkyRL079+/nCMiP//8Mxup+f333xUKen0okpOT0alTJ+Tn56N79+5Ys2ZN8Tt9IGTtKOzt7eWqJBNC/hsq8vHtv+hGHe3O2NK1kkxRfl9oOkX5faLPKcrakPNS/+uYy8q4WumWM1W3blr8RkokpRXfWlVmwYIFrLbIggUL5LpzKBMYGMhqYXTq1AlbtmwpVYxFvXjxAl27SqfSu7i4YPfu3Sq3zc3NRevWrdkSORMTE4wcORJ9+vRB3bp1kZOTg4iICGzevBl37txh+61evVrjC7V6GcEl7z+xWIwtW7agYcOGaNq0abFT7ITTZhs2VOyd96E4cZEiqG0AACAASURBVOIE+wPT9nRvQggpT3R8I4SQ8lPaMcT09HTWXk3IyspKoTaHsLijqt7oQrLuNkX31aeYmBj22WRhYYGdO3eyvvKANMZu3brBw8MDM2bMwKlTpwBIR3o7deqk0cxRSnAJAGnBoo0bN0IsFsPGxgZhYWEqp0BHR0ezlhE2NjZo3LixPkPVmoKCAlbQqXr16hpPayaEkPcdHd8IIeTDtHPnTjZzVWjSpEmYPHmy3PeE5+qaFH0VJt2qCvrqWosWLXDhwgU8f/4cVlZWKusmGRkZYfHixbh+/TqSk5Px9u1bHD9+HIMGDSr2Z1CCSwBI/yhcXFwQEhKC1NRUrFixAtOnT1co4BEXF4fvvvuOfT1kyBCttZXRNYlEgoKCAlSqVAmZmZlYtmwZW1v2IT0PQggpio5vhBDyfint9PGvv/5aaVcLZZ0VhKOZIpGo2McWbqOvIrFFGRgYoE6dOhoVxTI3N0efPn1Yx4bQ0FBKcLXl4cOHrL9uWVlaWmr0iykPkyZNQnh4OPLz87Ft2zacOXMGHTt2hJ2dHTIyMvD48WMEBwez/p1OTk6sLcKHICMjAx07doS1tTXS0tJYu5gaNWoU21OSEKJdqlrjlEavXr1Qq1YtrT3eh4iOb4QQ8n4p7RRlZVORVREmuMr6bxclTHD1WUy3LFq0aMFuK+uPrgwluBq4e/culi3TTl8te3v79zbB/fTTT/H7779jzpw5SE9PR0JCAvbtU95Q3tPTE8uWLSu3qz+lUbVqVRgZGclVjTMxMcHSpUthaWlZjpER8t+jrWMqIG0h9l9PcOn4Rggh75cCPbQJErZWTUxMLHZ74Tbq2rK+T6ytrdntrKwsjfahBJfI8fb2Rtu2beHv74+goCA8evQIGRkZrM1KixYt0K9fP7Rt27a8Qy2Vbt264fLly+A4Di1btsTkyZN12iKHEEL0hY5vhBDy/tBHoxphb/KEhIRit3/58iW73aBBA12EpDGRSARDQ8Nil9AIk1pNL9h+EAnu5MmTFRZV61P//v3/U62JqlatirFjx7Iy4hXJb7/9Vt4h6I2w0jUh7xt6f2rff+n4Rggh7zt9tHBydHQEx3HgeR53794tdnth2x1t9hMviWnTpiEoKAiZmZlYtWoVevXqpXb72NhYdru4Li8y5VM+ixBCCCGEEEIqKL6U/0rCxsYGrVq1AiAdnX348KHKbd+9e4fIyEi2n7A1jz5ZW1sjMzMTABAcrL4vMs/zrE0QALi6umr0MyjBJYQQQgghhBAtKuD5Uv0vqZ49e7Lbf/zxh8rtNm/eDIlEAgDo06dPubUJ8vLyYrePHz+O+Ph4ldvu3buXdQSoWrWq3HNVhxJcQgghhBBCCNEinudL9b+kBg4cyAotnjlzBr///rvC4+zfvx/bt28HAJiammL06NFlf4Kl5ObmxkadxWIxxo8fr7Q68oEDB7B48WL2ta+vLypVqqTRz/gg1uASQgghhBBCyIeipNONS8vc3Bzz58/Hd999h4KCAmzYsAEXLlyAp6cnDA0NER4ejps3b7LtZ8+ejZo1ayo8zo8//ojDhw8DAPr164elS5fqJF6O47B06VIMGTIEqampePz4MXr37g0vLy84OjoiMzMTwcHBiI6OZvsMGzYMn3/+ucY/gxJcQgghhBBCCNEifVRRlunSpQuWL1+On376CdnZ2YiNjZUrzgQARkZGmDlzJgYPHqy3uFRp2LAh/vrrL0yZMgWPHz+GSCTC8ePHFbYzNjbG+PHjMXHixBI9PiW4hBBCCCGEEKJF+kxwAeCzzz5DmzZtsHv3bgQFBSEhIQF5eXmoWbMm2rdvj+HDh6NJkyZ6jUkdR0dHHD16FMeOHcOZM2cQFRWF1NRUmJubo1atWujYsSMGDBiAhg0blvixOV7frz4hhBBCCCmRG3U0n573PjhoZF7eIZTYb6+CyjuEEtNHKxptynmpvmru+8i4WqNS7WdkYl+q/fLExfezJepRgksIIYQQQgghpEKgKsqEEEIIIYQQQioESnAJIYQQQgghhFQIlOASQgghhBBCCKkQKMElhBBCCCGEEFIhUIJLCCGEEEIIIaRCoASXEEIIIYQQQkiFQAkuIYQQQgghhJAKgRJcQgghhBBCCCEVAiW4hBBCCCGEEEIqBEpwCSGEEEIIIYRUCJTgEkIIIYQQQgipECjBJYQQQgghhBBSIRiVdwCEEEIIIaT8SCQShIeHIzExETVq1ICLiwvMzMzKO6xipaSkIDExEXZ2dqhatWp5h6OR9PR0WFlZlXcYGsnJyUFgYCBev34NOzs7uLu7vzexFxQUwMBAcZzu9u3bCAgIYDF7e3vD1dW1HCIk5YnjeZ4v7yAIIYQQQohuiEQi+Pv74969e1iyZIncfbdu3cKUKVOQlJTEvmdjY4OZM2eif//++g5VTmRkJO7cuYPhw4fLfT8xMRFz5sxBaGgo+16bNm3g6+uLFi1a6DtM5s2bN4iMjES3bt3kvp+VlYVly5YhICAAubm5MDU1hbe3NyZPnow6deqUU7RAZmYm/v77b9y9exdr1qyRuy88PBzTpk1DWloa+17lypUxbdo0DB06VN+hMhEREdi4cSOio6MRHBwsd9+mTZvw+++/K+zj5eWFFStWwMTERF9hknJGCS4hhBBCSAX16NEjjB49Gm/evAEgHeGqVKkSAODt27fo3r07MjMzFfbjOA4//fQTvvrqK73GC0hHOadOnYrw8HAYGhrizp07MDQ0BCBN1n18fPD8+XMUPYU1NTXF+vXr4ebmptd4xWIxFi1ahMOHD8PAwAB37twBx3EAgPz8fHz55Ze4e/euXLwcx6FKlSrYunUrPvroI73GCwD379/H6NGjkZqaCkB6ocPU1BSA9AJCjx49kJOTo7Afx3GYOXMmRo0apdd4AeDQoUOYO3cuex3Dw8NhY2MDQHoxZPDgwQrvCUAas4+PD5YtW6bXeEn5oTW4hBBCCCEVkEQiwbhx45CYmMhO/OPj49n9W7ZsQWZmJjiOg5mZGfr27YuOHTuC4zjwPI/ly5cjMTFR73GPHz8e4eHh4Hke+fn5ePHiBbtv9+7dcs/BwcEBtra2AIDc3FzMmjUL2dnZeo13+vTp8Pf3R15eHiQSCV6+fMnu8/f3R2RkJPva3NwchoaG4HkeKSkpmD59OvLy8vQar1gsxoQJE/Du3TuV74ucnBxwHAdLS0t8+eWX6N69OwwMDMDzPNasWYOEhAS9xpycnIxFixahoKAAPM/D1NQUKSkp7P6tW7eC53lwHIemTZti1apV+Omnn2Brawue53Hs2DHcvn1brzGT8kMJLiGEEEJIBRQQEICEhARwHIf69etjw4YNaNiwIQCA53kcP36cbbt+/Xr8+uuv2LJlCxvpys3NxaFDh/Qa86VLl3Dz5k0A0mRw4sSJcutrDx48yG7/9NNPOHHiBEJCQvDNN98AkE4TPnz4sN7ivX79Os6dOwcAMDIywueff85GQgFg//797PaYMWNw48YNXL16FT179gQAPHnyBMeOHdNbvABw+PBhJCYmguM4ODo6YufOnXB0dAQgXdt68uRJtu2mTZswf/58rF69GmvWrAHHcRCJRHp9jQHgwIEDLOnu06cPwsPD0ahRIwBAdnY2Ll++DAAwNDTEli1b0LNnTwwdOhR79+5lvw99v86k/FCCSwghhBBSAV26dAmAdOrunj174OHhASMjaX3R27dvIzk5GRzHwcnJSa4Qj4+PD5ydncHzPAIDA/Ua85kzZwAABgYG2LVrFyZNmgRLS0sAwOPHj/HkyRNwHIfatWuztaAcx8HX15claRcvXtRbvMKLBGvXrsWSJUvYiPKLFy9w//59cBwHW1tbTJs2DQYGBrCwsMDy5cvZ+tuzZ8/qLV4ALBmsXLkydu/eDRcXFzal+ubNm0hJSQHHcfj444/RunVrtl+3bt3Qrl27cnlfyNZb165dG0uWLJG7iBAWFgaRSASO4+Dm5oYaNWqw++rXr48uXbqA53lcvXpVrzGT8kMJLiGEEEJIBSRLrrp3745q1arJ3SdMULp06aKwryyxEU4P1odbt26B4zh4eHigefPmcvfJEjMA8PT0VNjX3d0dPM/j8ePHug6TuXHjBkusPDw85O4Tvsaenp5yVX+NjIzg4eEBnucRExOjr3ABANHR0eA4Dt7e3mwNq0xQUBC7XfT5AMAnn3wCAHLTsPXh2bNn4DgOXbp0YeuxZYQxd+zYUWHfxo0bAwBbh04qPkpwCSGEEEIqoHfv3gEA6tWrp3BfSEgIu62sKFPlypUBgBUh0pe3b98CABuNFRJWze3QoYPC/bKpzMK1mbomqz7drFkzhfuE8bq7uyvcLxtplD1nfZG9L+rWratwn/B9oSxmc3NzAJCrrqwPsp8nHJ2VKe69LKPvtdmk/FCCSwghhBBSAckKCMmmn8qkpqbi/v37AKTTl1u1aqWwr6y4lHAqqD6IRCIAhYmUTG5uLluba2hoiLZt2yrsK0vcio7w6ZIsaZJNo5aRSCRsSizHcWjXrp3Cvunp6ez+8lC04nBKSgoePHgAQPr6t2zZUmGf8npfyCp/F63s/PTpU7x8+RIcx6FatWpwcHBQ2FdWEKvo74hUXJTgEkIIIYRUQHZ2dgCk0zuFQkJCUFBQwBIv2bpcoVu3bgEAatWqpftABWTrV1+/fi33/atXr0IsFoPjOLRq1YqNMAvJpvpWr15d94H+SzbFt+go7M2bN1lRpI8++khhKjAANpVaWERLH2S/0ydPnsh9Pzg4mFUibt++vdILBTdu3AAA2Nvb6z5QgQYNGgAAuzAjI5y23rlzZ4X9RCIRgoKCWKE18t9ACS4hhBBCSAXUunVr8DyPixcvsqm0PM/j77//Ztt069ZNYb+AgAC2fle25lJfWrZsCZ7ncfnyZYjFYvb9o0ePstvK1t9GRkYiLCwMHMcpnS6sK82aNQPP83LTkQHgxIkT7LayeJ8+fcoSr6ZNm+o8TqG2bduC53lcunSJraXNz8/Hnj172DZeXl4K+/3zzz+IjY1lFxn0yc3NDTzPIyQkhK25TU5Oxvbt29k23t7ecvvk5+fjl19+QXJyMgCgffv2+guYlCvFS3aEEEIIIeSD169fPxw+fBgZGRkYPHgw+vbti8jISERERACQTkPt0aMH2/7BgwcICAjArl272Pc+//xzvcbco0cPnD17Fq9evcKYMWMwYsQI3L59m7WuMTQ0RO/evdn2YrEY58+fx88//8y+J2vBow9eXl4ICgrCkydP8MMPP2DUqFG4ffu2XDsjYbwAcOfOHUyfPh35+fngOE5pMqlL/fr1wz///IOsrCwMHjwYvXr1wt27d1m/XktLS7lk8caNGzh27BgOHDjAvte/f3+9xjxw4EBs374deXl5mDBhApo0aYKEhARkZGSA4zg0aNBArsDUhg0bcPLkSTx69AiAdIrzwIED9RozKT8cX3QCPiGEEEIIqRBmzpyJY8eOya3zlE1DnTt3Lmu1AwDt2rVDeno6W5vZt29f/Prrr3qNl+d5DBkyBHfu3FEa84gRIzBr1iz2fTc3N7x7947F3KpVK+zbt09v8YrFYvj4+CA+Pl7u+7J4fXx8WF9hQJrsxsXFsW0aNWqEo0ePwtjYWG8xA8C8efNw4MABpa/xL7/8ggEDBrDvu7q6IjU1lb3GgwYNwsKFC/UaLyAdQZ43bx6LUxaPmZkZtm/fLjeq7OnpiVevXrFtFi1aRAnufwhNUSaEEEIIqaAWL16Mb775BsbGxuB5HjzPw9LSErNmzZJLbgFpOxVhEuPn56f3eDmOw4YNG1gfXtl/QNqfd8aMGXLb165dm93fokULrF+/Xq/xmpiYYMuWLahfv75CvG3btsW8efPkthf+HmrXro2NGzfqPbkFgAULFmDixIkwNzdn8dja2mLRokVyyS1Q+L4wMDDAyJEjsWDBAr3HCxSO4rq6usLc3BzW1tbo1q0b9u3bpzBl2sHBATzPw97eHuvWraPk9j+GRnAJIYQQQiq4jIwMxMTEwNDQEE5OTjAzM1PYZvPmzUhOTkb//v3h5ORUDlHKi4iIwN27d2FoaAhnZ2elMc2dOxdxcXHo378/+vfvL9drVp/EYjFOnz6NyMhIGBkZwdnZGZ6engoVkv/3v/8hIiIC/fv3x7fffqu0WJY+5ebmIi4uDoaGhmjUqJHSZHvnzp149+4d+vXr98EUagoNDYWBgQHatWtXbu8JUn4owSWEEEIIIUQPsrKyyj2pJaSiowSXEEIIIYQQQkiFQFWUCSGEEEIIIeVO1rZIV2rXrq3TxyfvBxrBJYQQQgj5gPn4+OjssTmOQ0BAgNYfV1gJWds4jsPixYu1+phr167V6uMVNWnSJK0/ZteuXbX+mDIcx+H8+fNaf1wnJyeFdcvawnEc7t+/r5PHJu8XSnAJIYQQQj5gxSUFwlO9om1hin6/6Gkhx3F48OCBtkJldJnIANB6zB9avEDp3hfKfv+qvq+rmHVFVzGT9w9NUSaEEEII+cAVN15RNFGpWrUqqlSpAmNjY2RkZOD169fIz89n21pbW8PKyqpcY5bFoslzU5XEa9OHFi9QsvcFx3GoU6eO3PsiPj4eIpGIbWtra4tq1arpLF5nZ2e198fGxrJezQYGBmjWrBmaNGnCYs7MzERcXBxu3bqFnJwccByH+vXro1OnTjqLmbx/aASXEEIIIeQDlp2drfK+Bw8eYOLEiUhNTUWdOnUwduxYdO3aFba2tnLb5ebmIiQkBJs2bcLdu3dRpUoVrF69Gi4uLjqJ+dq1ayrve/fuHebPn4+0tDSYmJigb9++6Nq1q1wik5GRgbi4OAQFBWHfvn1ITU1Fw4YNsWrVKtjb28PS0lKr8R4+fFjlfbm5uVi9ejXS0tIAAG5ubvD09ETTpk0V4g0ODsbp06chkUjQoEED/Pzzz7CystJ7W6bIyEiMHTsWqampcHBwwIQJE9ClSxeFCs8FBQW4evUq1q9fj+vXr8PS0hK//fZbuSSMBw4cwPz588HzPPr3748pU6bAzs5O6baZmZnYunUrNm3aBJ7nMWnSJEycOFHPEZPyQgkuIYQQQkgFlJ6ejj59+iAxMRGurq5Yt26d0v63QgUFBZg5cyZOnDgBa2trHD58WK+FefLy8jB48GDcv38f9erVw6ZNm9CgQQO1+7x9+xbjxo1DVFQU6tWrh0OHDum1Fc+YMWMQHByMqlWrYvXq1cWOQj5+/Bjjxo1DQkICPv74Y/z9999K+8/qSkpKCvr06YO3b9/Cw8MDq1evhomJSbH7zZkzBwcPHkTlypVx+PBh1KtXTw/RSsXGxmLAgAHIy8vDxIkTNV6zvH//fsyfPx8GBgbYvn072rVrp+NIyfuAOh8TQgghhFRAO3bswOvXr2FtbY3ff/+92OQWAAwMDODn5wc7Ozukp6dj69ateoi00P79+xEVFYVKlSph8+bNxSa3AGBra4v169ejcuXKiI+Px/bt23Uf6L+OHj2K4OBgGBkZYePGjcUmtwDg4OCAzZs3w9jYGFFRUdizZ48eIi20Y8cOJCcnw9bWFsuXL9couQWA+fPno3bt2sjOzsaff/6p4yjlbd++HRKJBA4ODiUqyDV48GC0aNECBQUF2Llzpw4jJO8TSnAJIYQQQiqgM2fOgOM4eHt7l2g9rampKby9vcHzPAIDA3UYoaIjR46A4zh07doV9evX13i/GjVqsJjPnDmjwwjl+fv7AwA6deqEli1barxfo0aN4OXlBZ7ndVKlWp1z586B4zh4eXnBwsJC4/1MTExYzCEhITqMUNGVK1fAcRw8PDxKvK+7uzsA6bRs8t9ACS4hhBBCSAWUkJAAALC3ty/xvrI1um/evNFqTMV58uQJAMDR0bHE+8oS4hcvXmg1JnViY2PBcRyaN29e4n1lzzE+Pl7bYakl6zVbs2bNEu9bpUoVAEBycrJWYypOUlISAJRq6rmRkbSmrmyNNKn4KMElhBBCCKmADA0NAQCvXr0q8b6yRFOTac3alJeXB6B0yUhiYiIA3VYlLionJweAtNBUSaWmpgIAq16tL7L1vrILICXx6NEjAIC5ublWYyqOtbU1gNK1U7p58yYAKBRWIxUXJbiEEEIIIRWQo6MjeJ7H2bNnkZGRofF+CQkJOHv2LDiOw8cff6zDCBXVrVsXPM/j4sWLJUr8MjMz2ZTsxo0b6zBCebVq1QLP8wgKCirRfmKxmE0VLslUbG1o0qQJm8otS7I18ezZMxZzixYtdBihohYtWrD3RXR0tMb7BQYGIiwsDBzHabQ+mlQMlOASQgghhFRA3t7eAKRtd6ZOnaq2nZDMmzdvMGHCBDYy2bdvX53GWFTnzp0BSKftLlmyRKN98vLy4Ovri7dv3wIAevToobP4ipKt74yJicGWLVs03s/Pz4+NoHbt2lUnsakie33S09MxadIkpKenF7vP8+fPMW7cONYTt1+/fjqNsagBAwYAkI52jxkzBhEREcXuc/LkSUydOpV9PXToUJ3FR94v1CaIEEIIIaQCysnJQe/evdkU5Zo1a2L48OHo0KEDGjVqxNYmisVixMbG4vz589i7dy8b7W3VqhX27t2r1ym/b968QY8ePViC7ebmhnHjxsHZ2VkhDolEgsDAQKxduxYxMTEApCOqJ06c0NvU6mfPnqF3795stHngwIEYM2YM6tatq3T76OhorFy5EsHBweB5HtbW1jhz5gxsbGz0Ei8g/X37+Piwtb9Vq1bFl19+iQ4dOsDBwQGWlpbgeR5paWnsfeHv789+J+3atcOOHTv0Fq/M+PHjcfnyZXAcB47j0KZNG3Ts2BGNGjVifY+FMcfExIDneXAch5EjR8LX11fvMZPyQQkuIYQQQkgFFRcXh6+++gqpqakKCaKpqSkA+fWjstPChg0b4u+//9Zr4iUTFBSE7777Tm6KcqVKldCgQQOWyKSmpuLp06dsza4sWdyzZ49epygDwMGDBzFnzhy517d+/fosWZTFGxsbyy428DyPSpUqYevWrWjbtq1e4wWkI7JffvklkpOTNbqAIXtfNG3aFHv27ClR9WVtEYlEGD16NG7cuAGg+LXWspgHDBgAPz8/ncdH3h+U4BJCCCGEVGDx8fHw8/PTqOUPx3H44osv8MMPP7DkrDwEBgZi4cKFcoWQiiY0wlPY5s2bw8/PD02bNtVbjEIHDhzAsmXLkJmZCUB18iWLuVatWvDz84Obm5veYizq9evX+PXXX3Hq1KlitzU0NMSwYcMwdepUvRceEyooKMD+/fuxbt26Yis516tXD76+vnqfAk7KHyW4hBBCCCH/AZGRkbhw4QJCQ0Px8uVLVmCoSpUqsLe3R6dOndCzZ084ODiUc6RSYrEY//zzDy5evIjr169DLBbL3W9iYgI3Nzf07NkTPj4+MDAo39IyKSkp2LJlCy5evIhnz54p3cbR0RE9e/bEyJEj9V6JWJWHDx/i4sWL7H0hW8tcrVo12Nvbo3PnzvD29i5Vuyld4Xket2/flouZ4zjY2tqymPVdII28PyjBJYQQQgipgNLT02FhYaEy8SsoKACAck8MNSGRSJCcnMym1FarVg3VqlVj64jfNy9fvsTLly9ZvLa2tqhTp06pes9q29u3b2FpaQkTE5PyDkVjkZGRkEgkaNOmTXmHQj4AlOASQgghhFRA8+bNw9mzZ+Hl5YVBgwbpvbVLaaxatQqRkZHo0aMHvLy8ULVq1fIOSa2dO3fi4cOH6N69O9zc3Fjv4ffZ7Nmzcfr0aXTp0gVDhw5F69atyzukYk2YMAGXL19G9erV4evri969e5d3SOQ99v5fsiOEEEIIISV29epVpKamwt/fH4mJieUdjkYuXbqE8PBwLFiwAGfOnCnvcIp17NgxHDx4EGPHjsWuXbvKOxyNXLt2DdnZ2Th58qRGLYLeB1FRUeB5HklJSahXr155h0Pec5TgEkIIIYRUQMKktn379uUYieZevHjBbsv6+L7P4uPjWeGonj17lnM0mklKSmK3y6OCc2mkpaWx202aNCnHSMiHgBJcQgghhJAKyNbWlt3Ozs4ux0g0J2tdBOCDWiMKAFZWVuUdgkbs7OzYbVnV5/edsDr2kydPyjES8iGgBJcQQgghpAIaNmwYu71ly5ZyjERzvXr1YrcDAgLKMRLNeHh4sNuXLl0qv0BK4Ouvv2a3169fX46RaG7atGkwNjYGACxatAhZWVnlHBF5nxkuWLBgQXkHQQghhBBCtOvTTz8FAERERODOnTt49OgRqlSpAltbW5YsvG9cXFwQHR2Np0+fIiwsDCYmJmjSpMl7O5rbtm1bhIeHIykpCWFhYahbty4cHR3LOyy1WrZsicqVK+Pq1au4d+8e7t69CwsLC9jY2JRrj1t16tatCzc3N9y4cQPR0dE4ePAgkpKSkJWVBZFIBJFIhKysLGRkZKj9X569nYn+UBVlQgghhJAKaNmyZQCAmJgYhIaGguM4ANK2QFWqVIGVlVWxVX85jtPrSOrJkycBAIcPH0ZwcDA4jgPHcXBwcIC9vb3GMS9evFgf4SIyMhJisRibNm1i8drY2OCTTz5BnTp1YGlpqVFl5UmTJukhWinZ2NbTp09x5coV9r4AADMzM41f4/Pnz+syTDmykf28vDzEx8ezGEqC4zjcv39f67GR9w8luIQQQgghFZCTk5NCEiA77dMkOeB5HhzH4cGDBzqJTxlVMZc0mdFXzEXjLcnrK1TerzGgeezl/b4obeqi75hJ+Xk/u2MTQgghhJAyU5UMvM/jG8piK0m8JU0uy+pDixdQH9/7+N5wdnYu7xDIB4RGcAkhhBBCKiBtVU42NzfXyuNo4tq1a1p5HBcXF608TnEOHz6slcfp16+fVh6HEEIJLiGEEEIIIYSQCoLaBBFCCCGEEEIIqRBoDS4hhBBCyH9EYmIibty4gefPnyMtLQ0cx8HKdxlZhgAAIABJREFUygp169ZFq1atYG9vX94hKvXs2TM8f/4c6enpAMBirl+/fjlHplxubi5evXqF9PR0cBwHS0tL2Nvbv7ftjuLi4hAREaHyffG+tT5KS0vDqVOncOPGDbx48UIu5jp16uDTTz+Ft7c3qlevXt6hknJAU5QJIYQQQiq427dvY82aNQgPD1e73SeffIIff/wRrVq10lNkqqWkpGDHjh04dOgQ3r59q3QbGxsb9O7dG+PHj0e1atX0HKE8sViMw4cP49ChQ4iKikJ+fr7c/QYGBnBycsJnn32GL7/8EqampuUUaaHw8HCsXr0ad+7cUbtd48aNMXv2bLi6uuopMuV4nscff/yB7du3Izc3V+22hoaGGDduHCZOnAgDA5q0+l9CCS4hhBBCSAW2Y8cOrFixAvn5+RpVyDUyMsKUKVMwZswYPUSnXFhYGGbMmIF3794BUF/Zl+M4VKlSBUuXLkWnTp30FaKc2NhYfP/993j27BkA1fHKKiY3bNgQK1euhJOTk95iLGrdunVYt24deJ7X6H1hYGCAcePGYcqUKXqITpFEIsH48eMRFhamcaVnjuPg7OyMbdu2wciIJq7+V1CCSwghhBBSQR06dAizZ88Gx3HgeR5mZmZwd3eHk5MTrK2tkZ+fj9TUVERHR+PKlStsVIzjOPz222/o1auX3mO+ceMGvvnmG+Tl5bFEpmbNmkpjTk5OZvsZGxtj7969aNGihV7j/T97dx4XxX3/D/w13AiKCiii4q14oBiQW1FUFJVdk8YmqYlNUqNNNKmtrem3aX6ayyRtc2iNJjHNUWsuNYkRFhUFFBTlEBBRRMF4oYgilxwrML8/eMxklwWFyO4s6+v5T3BmZ/JynD947+d4FxYW4rHHHkNVVZWc18bGBkOGDNHLe+HCBb1RXWdnZ3z33Xfw8vIyaV4A2Lp1K1577TX5vXBxcUF4eLj8jJuamnDz5k2cPn0aBw8eRFVVFYDm9+KNN97AQw89ZPLML7/8MrZt2ybnCAsLw6xZs/QyS+/F3r17cejQIfmzjz/+OF566SWTZyZlsMAlIiIiskBlZWWYOXMmbt26BQBYtGgRXnjhBTg7O7f6+aqqKqxbtw7/+9//AABOTk6Ij49H7969TZZZq9UiMjISV69eBQD4+/tj1apVGD9+fKufP3bsGP71r3/h2LFjAID+/fsjLi7OZGtdm5qaEB0djcLCQgDA4MGD8cILL2DGjBkGGWpra7Fv3z5s2LBBHun19vbGd999Z9IptKWlpYiMjERtbS0EQcDSpUvx7LPPwt7evtXP19XVYePGjdi8ebP8JcnevXtNur715MmT+NWvfgWg+YuBdevWISQk5I7XpKSk4I9//COqqqogCAK+//57RUfMyXSs16xZs0bpEERERETUuT799FOkpKRAEAQsX74cK1euvGPhZ29vL0/xTUtLQ0NDA7p37w5/f39TRcbXX38NjUYDQRAQFRWFjz76CB4eHm1+vl+/fnjooYdQWFiIs2fPorq6Gh4eHhg3bpxJ8u7cuRPbtm2DIAgICAjA1q1bMXr0aFhbWxt81tbWFqNGjcKCBQuQmZmJ4uJi3LhxA0OGDMHIkSNNkhcA/vOf/yA1NRWCIGDlypV47rnn7jh918bGBsHBwXBwcMDhw4fR2NiIbt26mazXMABs2rQJubm5EAQBGzduRGho6F2v8fLywpgxY/Djjz9CEARYWVkhPDzcBGlJaVxxTURERGSBkpOTATT/ov/cc8+1+7rnnntO3p04KSnJGNHalJCQAADo1asXXn/9dXnN6p1I02alkea9e/caNaOu+Ph4AM2j3e+99167No5ycHDAe++9J4+kazQao2ZsSXovhgwZgsWLF7f7ut/97ncYOnQoAODgwYNGydaWo0ePQhAE+Pv7t6u4lYSFhWHSpEkQRRFHjx41YkIyJyxwiYiIiCzQ+fPnIQgCpk6d2qEpsFZWVpg6dSpEUZSn3ppKQUEBBEHAjBkz4OTk1O7rnJycMGPGDIiiiFOnThkxob68vDwIgoDp06fD1dW13de5ubnJeXNzc42Y0NDFixchCEKHRzOla0RRRFFRkZHSta6kpAQAftFsAumay5cvd2omMl8scImIiIgskLQxUEcKL4k0GlpbW9upme5G2jX5l/Tjla6ReuWaQllZGYDm0dCOGjx4MICf/86mIq3J7tWrV4ev7dmzJwCgvr6+UzPdze3btwE0T/PuqF9yDXVtLHCJiIiILJCLiwsAoLi4uMPXXrlyBcDPBY2pSKO25eXlHb5WuqatTbSMQdqYqaampsPXSoVmt27dOjXT3UjvxaVLlzp8rTQKKt3DVKQvaQoKCjp8rXSNKTdLI2WxwCUiIiKyQKNGjYIoiti/f3+HRtzq6uqwf/9+CIKAYcOGGTGhocGDB0MUxV+0xvPAgQMQBAEDBw40QrLWDRgwAKIo4vDhwx2+VrqmX79+nR3rjry9veX3oiOFeU1NDfbt2wdBEDBq1CgjJjTk6+sLURSRlJTUoS9sLl26hMTERAiCgAkTJhgxIZkTFrhEREREFmjq1KkAgOvXr2Pt2rXtvm7t2rUoLS0FAEybNs0Y0dokbSBUVFSE//73v+2+7osvvpDXhXZkE6J7FRQUBKB5LW5HNovSaDTy+t27tbvpbNK/aVlZGV555ZV2X7d69Wp5Srb0bpnKvHnzADRPjV6+fHm7Rvhv3ryJ559/Xv5yZ/bs2UbNSOaDfXCJiIiILFBNTQ1mzJghr/GMiIjAn//85zbXixYWFuKdd95BYmIigObpyfv27evQZk/36tq1a5gxYwZu374NKysrLF++HIsXL25zHeXt27exefNmfPDBB2hsbIS9vT327t2Lvn37miTv+fPnERUVBVEUYW9vj1dffRUqleqO1+zcuROrV69GXV0dbGxs8OOPP8q7E5tCXV0dIiMj5S8xgoODsXLlSowdO7bVz584cQLvvvsuUlNTATRPF963b1+7dozuTI888ghycnIgCAJcXV3xu9/9DjNmzDAYsb948SLi4+Px6aef4saNGwCAMWPGYMeOHSbNS8phgUtERERkoZKSkvDcc89B99e9oUOHYtSoUXBxcYEgCCgvL8fp06flEVBRFGFtbY0NGzaYfAQXAD7//HO89dZbcosgFxcXhIeHt5r5wIEDqKiogCiKEAQBf/nLX/D000+bNO8777yDzZs3y3mHDx+OmTNntpo3Pj4eZ8+elfM++eSTePHFF02aFwBSU1PxzDPPoLGxUT7m4eHRauarV68CaH4vbGxs8PHHH5t81BloLlwXLlyIa9eu6bWPcnR01MusuzGaKIpwdXXFt99++4s2LqOuiQUuERERkQXbt28f/vznP6Ourg4A2uwtK/1K2K1bN7z22muYO3euyTK2tG7dOmzatEn+85364Uq5Fy9ejD//+c9Gz9ZSY2Mj/va3v2Hnzp0A7pwV+DlvVFQU3n333Xb1+jWGlJQUrFixAtXV1QDu/l706NEDb731FiIiIkyWsaWrV69ixYoVyM7O1jsuZW9Z1kyYMAHvvvsui9v7DAtcIiIiIgtXUlKCTZs2Yffu3W2uX+zevTvmzZuH3/3udxgwYICJExpKSUnB+++/jxMnTtzxc+PHj8eyZcs63Ne1s33zzTfYtGmTPOLZlr59++L3v/89HnvsMRMla9vNmzexefNmxMXFyTtnt+Tu7g6VSoXf/va36NOnj4kTtu7AgQOIjY1FWlqawfP28PCAn58fVCqV4u8EKYMFLhEREdF9JD8/H5cuXUJ5eTlEUUTPnj0xcOBAjBo1SrHRxDu5ePEijh492mpmPz+/X9SD1lhu376NjIwMpKWl6eV1cXGBl5cX/Pz8EBQUBBsbG6WjGrh48SIuXbokr9mWMptyV+pforGxUe85s+8tscAlIiIi6sIaGxthbW2tdAwyM3V1dSbfCOpepaamws/PD3Z2dkpHoS7Mes2aNWuUDkFEREREv8ykSZOQk5ODmzdvwtnZGb169VI60l0tXLgQJSUlsLW1RZ8+fcxy5FjXqlWrUFNTg969e5t0V+l78cADD+Do0aO4du0a7O3tzWZ68Z3MnDkTn332GdLT03Hjxg04OjrCzc1N6VjUxXAEl4iIiKgL8/b21isQ+/bti5CQEISFhSEoKAi9e/dWMF3rdDM7OzsjMDBQzuzl5aVwOkO6eYcPH46QkBCEhIQgMDDQbEdJW74XPXr0QHBwMEJDQxEaGgpPT08F07WuZWaguS2RlDs4ONhkLaCo62KBS0RERNSFeXt76/1Zt0AQBAHe3t4ICQlBaGio2Uz/vFNmT09PhIaGIiQkBMHBwXBxcTF1PAO6eXWz2tjYYOLEiXJeHx8fJeK1quUzBvSze3l5ybmDgoLg7OxsynitioyMxIULF/SOtSx4hw0bJr/PAQEBcHR0NGVE6gJY4BIRERF1YefOnUNGRgbS09ORkZGB4uJivfO6BYK9vT38/Pzkwqa1IsgUdu3aJeeV+u9KdPNaWVlh9OjR8qjjxIkTFdlEaNOmTcjIyEB2djZu3bqld67lKGlQUBDCwsIQEhKiaHuakpISvfeisLBQr42Obm5ra2v4+PjI78WECRMUW9ddWloqZ87IyMCZM2fazG1jYwNfX1+9LxjMfbo7GR8LXCIiIiILcuXKFblASE9Px7lz5/TO6xYAvXv3lqd/hoSEKDL9s6ysDJmZmXLm06dPo7GxsdW8Dg4OmDRpkjyCN2LECJNmbWpqQl5enpw3MzPToO1Sy1FSKavSo6Tl5eVy0Zieno78/Pw2n7OTkxMCAgLkLxYGDx6sQOJmlZWVeoX6qVOn0NDQIJ9v+QVDYGCg/AWDObS7ItNjgUtERERkwcrKyvQKhNOnT6OpqUk+r1sgmMP0z+rqamRmZspF5IkTJ3D79u1W87q5ucnFeUhIiCIbEp05c0YudjMyMlBSUqJ3XsprbW2NcePGyXl9fX0V3f361q1byMrKkt+L3NxcaLVa+bzuc+7Xr5/8jIODgxXdyKy2tlYv9/Hjx1FfXy+f1809cOBAvS8YunfvrkRkMjEWuERERET3EamAlEbz2iogpemfW7ZsUSoqAKC+vh7Z2dlyEZmdnY3a2lr5vG5BM2LECISGhuLFF19UIiqA5n6y6enpct621pR269YNAQEBCAsLw8KFC5WIqker1SInJ0d+L1pOx5ZyC4KA0aNHY8eOHUpF1aPVapGbmyu/09nZ2aisrJTP637BcOLECaVikgmxwCUiIiK6j2m1Whw/fhxZWVk4fvw40tPT5Wm3giDg1KlTCifU19jYiLy8PBw7dkzOfOXKFfm8uWUuLS1FRkaGXJzn5+cbTLE1p7ySpqYm5Ofny8/44MGDuHnzJgDzzQwAoiji9OnT2LlzJ3744QeUl5dDFEWzzkydy0bpAERERESkDGn966lTp3D69GmcPn0alZWVEAQB5joGYm1tDXd3d3h5eckjuXV1dXIhY27c3d0xc+ZMDB06FD4+PsjNzUVsbKzZ5gWAy5cvy+t0pfeivLzcbN+LS5cuyaPm+fn5KCws1JtuTfcXFrhERERE94mKigqkpqYiLS0NaWlpKCws1DsvFS+CIGDMmDEICwtTIqaBS5cuyZnT0tL0RmyBn3Pb29vD399fiYh6tFotsrKy5LzHjx/XK7h0i0Rz6PtbUlKCQ4cO3fX56rZFUlJZWRlSUlJw+PBhg7y6z1Z3d2ilM5PpsMAlIiIislCiKCI7OxspKSlITk5GXl6e3gZTusWAtJFQaGio4hsJ1dTU4OjRo0hOTkZKSgouXrwon2vZMmbkyJEICQlBWFgY/P39YW9vr0RkFBQUyHkzMzP11jXrZnZxcZF3+g0NDVWklZBWq0V6err8Xuh+0dFyhHbo0KFygRgQEIBu3bqZOi4aGxuRlZWF5ORkJCcnIz8/X87ZMq+0c3VYWJjiO1eTMljgEhEREVmQkpISuRA4cuSI3oY7usWAtMmRVLwMHTpUibiy/Px8uUA8duyY3jpV3dzu7u5yIR4aGgpXV1cl4qKiogKHDh1CSkoKUlJSUFpaKp/TzavbqzU0NFSxXq1FRUVyQZuenq6387BuXql1lFQkKtE6CmieJi29D0eOHNHb8Eo3r9R7WHq+bA1ELHCJiIiIujCtVouMjAy5GDh79qx8TrcQsLKygo+Pj1y4+Pr6wsZGuV8Fy8vL5QIxOTkZN27ckM/p5nZ0dISfn5/c23TkyJFKxIUoisjJyZHznjhxQh4NbzmKOGTIELngCgwMVGTUs7q6GkeOHMHBgweRkpLS5jReOzs7PPDAA/J7MWbMGJNnlRw4cEB+vufPn5ePt/zCYMKECXpfGFhZWSkRl8wUd1EmIiIi6sImTpyIuro6AIaFVv/+/eVCIDg4GD169FAiooEFCxYgLy+v1WmmUhsaqV+sn58f7OzslIoKAFixYgVSU1PbHA3v1auX3qinh4eHEjH1jBs3Do2NjQAM3wupnVJoaCgmTZoEBwcHJSIa8Pb2bnUjq8GDB8tfcAQGBsLJyUmhhNQVcASXiIiIqAurra2ViwInJycEBARg8uTJCA0NxaBBg5SO16rc3Fy9P/fp00dekxoSEqLo+t/W7N69W6/wsrGxgZ+fn1wkjhkzRpFpx3fS0NAgZ3Zzc0NgYKD8Xri7uysd744EQUBYWBgiIyMRGhoKT09PpSNRF8ICl4iIiMgCSCOfo0ePxvDhwxXZvKgjpIIwPDwcCxYsQGBgoNlvCCQIAsLDw7F06VJMnDhR6TjtIggCPDw84O7ujp49e3aZ0c/Dhw/jxo0bKCoqwuTJk+Hv76/4SD51DZyiTERERNSFjRkzRl4LqjuK6OjoaFabSOny9vaWf5YyW1tbY9y4cfJI7oQJE8xmbaWUV/f5StOSpbx9+vRRKl6rxo8fL7cm0s0tbXol5R43bpxSEQ088cQTyMrKkjcY081tb2+vN2o+atQopWKSmWOBS0RERNSFVVdX4/Dhw/JuvsXFxfI53QLBw8MDoaGh8lpGJdfjpqWlyXlPnTql139X4uzsrLc77sCBA5WKi++//17uu3rz5k35uG7e4cOH67XTUapdkUSr1eo9Z93Nx3Rz9+zZU69QV2rXZElNTQ2OHDki575w4YJ8Tje3q6urnDk0NBS9e/dWIi6ZIRa4RERERBZEageTkpKC9PR01NbWyuekAsHKygpjx46Vi4OJEyfC2tpakbxlZWVy3sOHD+P69esGeYHm/qZS3qCgIEWm2oqiiBMnTsh5c3Jy9NoZSXnt7Oz0Rht1R6yVIrWPSklJQWpqKioqKuRzus952LBhejtAK12oX7x4Uc599OhRvXZBUm5BEDBq1Cg5t7+/P2xtbZWKTApjgUtERERkobRaLTIzM+W+uGfOnJHP6RY1Tk5OCAwMlEd4vby8lIgLADh16lSb/XB1pzNPmDBBHsEbP368IlmlVjxS3suXLxtkBZpHG6UdlpXs3StpampCbm6unDs3N1fecVk3t62trVyoh4WFKV6oNzQ0ICsrS87d1ui/g4MDJk2aJOceNmyYUpFJASxwiYiIiO4T165d0xstLS8vl8/pFghSe6GwsDDMnDlTiagA2j9dtUePHggODpYz9+vXT4m4OHfunJw1LS2t1dFzAPJoY1hYmFm0QaqsrJSnuR86dEivZ27LQl16zvPnz1ciqp72jv737dsXoaGheOONN5SISSbGApeIiIjoPiSKInJzc5Gamoq0tDRkZWWhpqZG7zNWVlY4efKkQgkNSdNVU1NTkZ6e3mqBLgiCWWSWRs+lKcH5+fnyZmDAz3kdHByQlZWlVMxWFRYW4vDhw0hPT0dGRgbKysr0zguCgFOnTimUrm2nT5+WM2dmZqK0tFQ+Z66ZqfOxwCUiIiIilJSUYNu2bfj6669x48YNiKJo9kVBYWEh4uLiukTmqqoqHDt2DGlpadi5c6c82miueSUXLlzAjz/+2CWecVNTEwoKCnDixAnk5uZi//79Zp+ZOh/74BIRERHdZ+rr63H8+HFkZWXh+PHjOHHiBEpKSuTz5jr+cevWLeTk5MiZW+Y2R+fPn9fLe/LkSdTV1UEQBLN7zhUVFcjOzsaxY8eQm5uLvLw8VFZWyudbW++qpLKyMhw7dgzHjh1DVlYWTp06hfr6evm87vMdPny4EhFJASxwiYiIiCzctWvX5CLg2LFjOHXqlLypEKBfCLi6uiIoKAhBQUEIDg5WIq7s0qVLcuasrCycOXNGb5qvbu5BgwYpnlmr1eLEiRNy3qysLL22QsDPmR0dHeHn56do3p9++knvvTh37pzeM9X9ecCAAQgODkZwcDCCgoKUiIszZ87ovQ+6a7IB/byenp7y+xAUFAR3d3dTxyWFsMAlIiIisiCiKOL06dPIzMyUiwHdTYOkz0icnZ3h7+8vFy8jR440dWQAzTvknjx5Um9ETnfTIEA/t7u7u1zABAcHK7Kx1I0bN5CVlSU/65MnT+L27dut5rWxscH48ePlvBMmTDBpKxutVovc3Fy94lt3DXPLvG5ubggMDJSf8YABA0yWFQBqa2uRk5Mjv8M5OTmoqqpqM2/v3r318iq5EzgpiwUuERERURdWXV2NnJwcuXDJyckx2CxKtxCws7PDxIkT5ULLx8cHVlZWpo6N8vJyudA6duwYTpw4oTe9FNDP3aNHDwQEBMgjckq0fikoKNAbQbx48aLeed28giBg9OjRcsE1adIkODo6mizr9evX9bLm5eXptVxqOT3a2dkZkyZNkt+LESNGmCyrRKPRyF9wFBQUtDnLAAC6desm5w0KClK8hRGZD24yRURERNSFjRkzps1ppUBzz9ixY8fKhYA5tKWZM2cOzp07p3esZW4HBwf4+fkhMDAQwcHBGDdunGJrP5955hlkZ2ejurpa73jLzLrTpIOCgtCzZ09TxtTj7e2t97xaZrW3t5e/6AgKClLsiw5duplb5rW1tYWvr69cgI8fPx7W1tZKxCQzxxFcIiIioi6sqanJYMOi4cOHy4VWYGAgnJ2dFUxoqKioyCCzjY0Nxo0bJxcwvr6+ihfikuTk5FY3herTp4/eNGkPDw+FErZNymyOX3S0RsprZWWFMWPGyM/Xz88PDg4OCqejroAFLhEREVEX169fP70NgNzc3JSO1C6jRo2Sc/v7+8PJyUnpSG0SRREuLi4ICAiQN+FSYpp0R+h+0REQEGB2X3S0NHToUPl9CAgIQI8ePZSORF0QpygTERERdWEXL17EwIEDlY7RIRqNBkFBQejdu7fSUdpl8+bNCA4OxtixY82mRc7d3LhxA66urgbHpZ6wXUlRURGGDh2qdAzqIqzXrFmzRukQRERERPTLuLi4tHp81qxZqKiogIeHR5ufUcqIESNa3XDpT3/6ExwcHDBw4EDF14Pq8vPzQ58+fQwKw3feeQfu7u6tFpJK69atW6vHw8PDUVpaCldX1y4z0h8cHIykpCTU1dVhwIABbf7diACO4BIRERFZJN0NeyZMmACVSoWoqCj06tVL4WRtkzL36tULc+bMgUqlwvjx45WO1SYp76hRozB//nzMnTvX7Put6r4Xw4cPh1qtxrx588xy/bBEN7O1tTWCg4OhUqkwc+ZMrsslAyxwiYiIiCyQj4+P3JNVtzgICwuDWq3G9OnTzW6TId1WL1JmLy8vqFQqqFQqs5uKLeWVslpZWSEwMBAqlQqRkZFmOdI4ceJE1NbWAvg5tyAI8Pf3x/z58xEZGWl2a3UXLVqEjIwMNDU1Afg5t6OjI2bOnAmVSoWQkJAuN/WajIMFLhEREZEFqqqqwu7duxETE4P09HSD4sDJyQmzZs1CdHQ0goKClIwqy8jIwK5du7Bnzx6Ul5cDgF7RMmHCBKjVakRFRSnagkfyww8/ICYmBkeOHJF7zEp5HRwcEBERAZVKhcmTJ5vNlOv6+nrs378fu3btQkpKisGXIPb29pg6dSpUKhXCw8PNphXPtWvXoNFosGvXLuTl5cnHpdxubm6YN28eVCoVRo8erVRMMgMscImIiIgsnFQc/Pjjjzh58qR8XCoO+vbti+joaERHR2PkyJFKxZQ1NDQgJSUFu3btQkJCgsGIo42NDSZPngyVSoWIiAjFR6LLysoQFxeHXbt2ITs7Wz4u5e3duzfmzp2L6Oho+Pj4KBXTQGVlJXbv3o1du3YhIyNDbtEj5e7ZsyfmzJmD6Oho+Pr6KhlVz08//YRdu3YhJiYG58+fl49LuYcNGwaVSoXo6Gj069dPqZikEBa4RERERPeRuxUHo0aNglqtxty5c9GnTx+lYspqa2uxb98+xMTE4NChQwYjpc7Ozpg1axZUKhUCAgKUjAoAuHTpEmJiYhAbG4szZ87Ix6W8gwcPlouvAQMGKBXTQElJCWJiYhATE4NTp07Jx6XcAwcOlKeKe3l5KRXTQG5uLmJiYqDRaFBaWiofFwQBgiDAz88ParUas2fPNrup12QcLHCJiIiI7lO5ubnQaDRISEgwKHatrKwQEBAAtVqNWbNmtbrrsamVl5cjLi4OGo0Gx44dQ2NjI4CfizAPDw9ER0dDpVJh+PDhSkYFAOTn58vFV3FxsXxcyjtx4kR5yrU59XwtLCxEXFwcEhIScOrUKYOR3fHjx0OtVmPOnDlmMVUcaG5/lJ6ejv379yMpKUl+n6XMdnZ2mDp1Kh588EFMmTLFbKaMU+djgUtEREREOH/+POLi4vDJJ5+guroagP5mPnPmzMHChQvNZn1jZWUlDh48iKSkJCQmJuLWrVsAfs48ZswYLFiwACqVyiw2ezp9+jSSkpKQlJSEnJwcNDU1yVltbW0xbdo0/OpXv8KUKVMUTqrv2rVr2LVrFzZt2mTwXtja2mLGjBn4zW9+A39/fyVj6qmvr8fXX3+Nf//737h165ZBge7u7o7HHnsMTzzxBEd1LRALXCIiIqL7WGlpKZIH7dWMAAAgAElEQVSSkpCQkIAjR46grq4OANDyV0SpOJgzZw5eeukl9O7d2+RZdZ06dQoJCQlISkpCXl6enLdlMdO9e3c8++yzePLJJxXdZffmzZs4cOAAEhMTcfDgQYPnrLtr9MqVKxEZGalYVgC4cOECEhISkJiYiMzMTHm0vK33Ijw8HK+88gr69u1r8qxA8+h+fHw8EhMTkZqaavB8nZycUFdXpzfq37dvX7z55psIDg5WJDMZBwtcIiIiovtMWVkZdu/eLU/1bVkcduvWDZGRkYiOjkZpaSl+/PFHHDlyRB51HDRoELZu3QpXV1eT5j5+/Dg0Gg12796NkpIS+biUe/jw4XJmjUaDsrIyAM3FTGhoKDZt2gRbW1uT5b1+/Tri4uIQFxcnj9rq5nVxccGsWbNw7do1pKSk6K0v/tWvfoXXX3/dZFkB4MqVK4iNjYVGo9Fbhyvl1d10SnovkpKS0NDQAEEQ4OnpiS+//NJkRe6tW7cQHx8PjUaDw4cPGxThNjY2CAsLw/z58xEREYGqqirExMRg27ZtOHv2LIDmXaO3bNli1v2WqWNY4BIRERHdB6qrq7F3717Exsbi6NGjBsWAtbU1goKCoFarMXPmTIM1t+fOncPKlStx8uRJCIKABQsW4NVXXzV67oKCArnounTpknxcyu3q6oq5c+dCrVZj7Nix8vnGxkbs3r0ba9euxY0bNyAIApYtW4bly5cbNW9FRQX27t2LmJgYvd6tukVXeHg41Go1pk2bJhfcN2/exLZt27Bx40bU1dVBEAT83//9HxYtWmTUvDdu3EBcXBxiY2P1doCW8krTp6W2QS2/ILhy5QpWrFiBnJwcCIKABx98EGvXrjVaXq1Wi8TERMTGxuLgwYOor6/Xyws094CW1gi3NtNAFEWsXr0a3377rfzlxyeffGK0zGRaLHCJiIiILFRdXR0SEhIQGxuL5ORkueep7q9/0q7J0dHRcHd3v+P9Lly4gFmzZgFo7juanJxslNwXLlyQi1pppE03t9RjVq1WIyws7I69WjMyMvD4449DEAQMGDAA8fHxnZ63pqYG+/btg0aj0dvpWfc5Sz1877Yx0/79+7Fs2TIAze1uYmNjOz1vVVUV9uzZg9jYWKSlpRkU4cDPG2DNmTPnrhtgFRcXY/r06QCav3BISUnp1LyNjY1ISUlBbGws9u/fj5qaGoO8np6eiI6OhlqtxtChQ+96z1u3biEwMBCNjY3o3r070tLSOjUzKcdG6QBERERE1PlWrlyJhISEVtfU9unTB/PmzYNarcaoUaPafU8vLy/07NkT5eXlqKqq6vTMn3/+OWJiYpCXlycf012jqrurc3s3B/L390f37t1RXV2Na9eudWre+Ph4xMTE4MCBA62OJA4YMAAqlQpqtRqDBg1q1z2nT5+Obt26oba2Vm/EurM8++yzetOhdfMOGjRILhIHDhzY7nt6enqiV69euHnzprwRVWcKDQ1FRUWFQV6pRdT8+fMxadKkDt3TyckJLi4uKCsrM1hXTF0bC1wiIiIiCxQbGwtBEORf3h0dHTFz5kyo1WoEBwf/4jYpdXV1EEWxXaNkHfXWW2/pZQaAoUOHQq1WQ6VSoV+/fr/43qIowsPDozNiyp5//nmDvD169MDs2bOhUql+8c7CdnZ2qKmpMcoa58TERL3MLi4uiIqKglqtxsSJE3/RPUVRRE1NDURRNEp7pvLycvlnaV2tSqXCjBkzYGdn94vuqdVqUV5eDnt7e4SHh3dWVDIDLHCJiIiILJQgCAgODoZKpUJkZOQ9t8upra3Fyy+/jH79+hmlwAWai6XevXtjzpw5UKvV8PHxuaf73bp1C9HR0ejXrx8mTJjQSSl/JooibGxsMHnyZKjVakRERPziogtozuvr6wsPDw8EBAR0YtKf6a4Dnjp16j1vvFVXV4e33noLnp6e8PLy6qSU+saOHQu1Wo158+Z1yg7eVlZWSE5OVnw3cOp8XINLREREZIE++eQTREdHK9a25ZdYsWIF5s+fj8mTJ99xXa25WLBgAebPn485c+agV69eSsdply+//BJz586Fi4uL0lHarbCwEMOGDVM6BnURLHCJiIiIiIjIInCKMhEREdF9rLa2FnZ2dl1ixJRMQxRFlJWVwd7evt2beSmpqakJJ06cwKVLl+Dg4ID+/ft3aPM0siwscImIiIjuMxcvXsSHH36IpKQklJWVQRAE9O3bF9OnT8fChQsxZMgQpSMa0Gq12LFjBxITE/UKmYiICERFRcHBwUHpiAYOHjzYal5jra29V4WFhdiwYQMOHDiA2tpaAM2bZkVERGDRokUYPXq0SfNotVpcuHABoihi0KBBra5t3r59O9avX4/S0lK9456ennjqqaewcOFCCIJgqshkBjhFmYiIiMhCHDx4EF999RUKCgogiiJGjx6NJ554AkFBQfJnMjMzsXjxYnk3ZIlUBNjY2OCFF17AM888Y5LM165dw7Zt2/Qy//rXv9bbQfjKlSt48sknceHChVbv0a9fP7z66qsICwszet76+nrExcXp5Z09e7Ze8VVVVYXnnnsOGRkZrd5j3LhxeO211+Dt7W30vACwe/fuVt+LiIgI+TOpqan4/e9/D61Wa9A2RxAEWFlZYcmSJfjDH/5g9LxlZWXYsGEDvv/+e7nNlaOjI379619jxYoV8pcZH330Ed5//30AaLXVjyAImDRpEj788MN73mCNug4WuERERERdnFarxV//+lfExcW1ev6pp57CqlWrcPHiRTz44IN37VUqCAL++te/4re//a0x4sr+85//4P3335d7skrs7e2xdu1azJkzBxUVFfj1r3+N8+fPG7Tk0WVjY4MPPvjAqC1f4uLi8Nprr+HmzZt6x93c3PDee+/B398fdXV1ePLJJ5GdnX3HvE5OTvjss88wfvx4o+WtqanBypUrkZSUBKC5CNQdzXzkkUewevVq/PTTT3jooYcMvvRoSRAE/PGPf8SSJUuMlrmoqAhLlizB5cuXWy20x44di88++wwnTpzAU089pfeMu3fvDisrK7lnrnTN3Llz8a9//ctomcm8sMAlIiIi6uJefPFF7Ny5s82CShAE/P3vf8fZs2fx1VdfAWjuL7tw4UJ4e3vD2toaZ86cwVdffYWTJ08CaB4x279/v9HaqGzatAnr169vs6CysrLCpk2bkJubiw0bNkAQBNjb2yMqKkrOXFBQgN27d6OyshIA0KdPH+zdu9co05W3bduG1atXQxTFVjPb2dlhy5YtyM7Oxptvvin/WwQEBOjlPXr0KBobGyGKIoYMGYJdu3bBxsY4qwZXrFiB3bt33/G9+Mtf/oJz585h27ZtAIAxY8Zg0aJF8Pb2hpWVFc6cOYMvv/wSmZmZAAAHBwfEx8fD3d290/M2NTXh4Ycflt9BAPI64LKyMrlAf+ihh3D16lUcOnQIAPD444/j6aefhqenJ4DmWQFbt27Ff/7zHzQ0NEAQBOzcuRMjR47s9MxkfljgEhEREXVhWVlZeOyxxyAIAqytrfHoo48iIiIC3bt3R2FhIT7//HPk5+fDyckJTU1NqKurw7Rp0/D+++8brGlsamrCSy+9hO+//x6CIOBvf/sbnnjiiU7PfP78ecybNw8NDQ0QRRG+vr56mXfu3Imqqir069cP9fX1KCsrw8iRI/Hxxx/Dw8ND715lZWVYtmwZsrKyIAgC3n77bahUqk7Ne+3aNURFReHWrVsAAA8PD0yZMgU9evRAYWEhDh48iKamJgwfPhy3bt1CcXExPDw8sGHDBowbN07vXoWFhXj++edRVFQEQRDw73//GzNmzOjUvACQnp6OJ554AoIgwNbWFk8++aT8jIuKivDJJ58gJycHjo6OaGpqglarxezZs/HPf/6z1YL71VdfxZdffglBEPDiiy/iySef7PTMP/74I1atWgVBEODp6YlXXnlFnnZeXl6ODz74AFu2bNEbhb7TiPKOHTvw0ksvQRAELFmyBH/84x87PTOZHxa4RERERF3YmjVr8PXXX7dZLNXW1uLRRx/F6dOnAdx9ZFYqgMvLyxEREYEPPvig0zP/61//wieffAJBELB8+XIsW7ZM7/ylS5fwm9/8BqWlpRBFETY2Nti5c2ebvVCvXbuGyMhI1NfXG2U66oYNG+RR5AULFmD16tV6u07n5ubi6aefRnV1tTzK+PXXX2PChAmt3u+nn37CvHnz0NjYiPnz5+PNN9/s1LwA8PLLL2Pbtm0QBAGbN282WJ+s1Wrxm9/8BidOnAAAODs7Y//+/W32x9VqtYiIiMCNGzcwdepUbNq0qdMz/+EPf8CePXtgZ2cHjUaDAQMGGHxGGpUGmr9o2L9//x13AJ87dy6KiooQGBiIzz//vNMzk/mxUjoAEREREf1yOTk5AAAfH59WRwIdHR2xdOlSAM1TUgMDA+847djBwQHh4eEQRRFnz541SmZp8yUvLy+D4hYABgwYgKVLl8rF4gMPPNBmcQs0T02ePHkyRFGUC/nOdPToUQBA37598fLLLxsUVD4+Pli8eLGcd8KECW0WtwAwePBghISEGC0v0PxeCIIAX1/fVjffsrOzk0c+pfeireJW+vyUKVMgiiIKCwuNkjk/Px+CICAkJKTV4hZono6sm/lu7a2Cg4MhiiLOnTvX6XnJPLHAJSIiIurCiouLIQgCfHx82vyMn5+f/PPw4cPves+BAwcCgMFmSp3l4sWLEAThju1ypkyZIv/cnvY0I0aMANA8mtvZfvrpJwiCgODgYNja2rb6mZkzZ8o/jx079q73lP5OV65c6ZyQLVy9evWuWXx9feWfhw4detd7SkWnsd4L6d/uTm2qdN/f/v373/We0lrhqqqqe0xHXQULXCIiIqIuTFoXeqdRWd1zPXr0uOs9pU2aampq7jFd63Q3hWqL7rn2bHQltYExRmZpV96W63919evXT/7Zzc3trvd0dnYG8PO/X2drz3vRq1cv+efu3bvf9Z729vYAjPdeSC2Bevbs2eZndN/f9rT+kb6QkO5Nlo8FLhEREVEXJrXYudPOwbqjjm2NQOqSNvFpbGy8x3Stu337NoDm6dNtkYopAAabYbXGyqr519qWLYc6g1arBXDngkr376KbvS3S1FrpWXQ26d/uTll+6XvR1NR0j+laJ20NdKcs0r8zgLtOT27t3mT5WOASERERWQDdX/y7io4UKOagve18dHf5VVpXfC/M6flR19P13ngiIiIiIiKiVrDAJSIiIiIiIovAApeIiIiIiIgsQvsWEhARERGRWSsoKMDevXs75XMFBQWdFeuOKioqUFxc3Cmfk3Y6Jn0nTpzADz/80CmfO3HiRGfFuiONRtOud7A9nzNWL2cyX4LILcWIiIiIuixvb2+jbMojiiIEQcCpU6c6/d7tzSz9mtrev5+xMne1vIBlvxcdZczMZH44gktERERkAbrqmMWdcusWO3f7+5lq511LymuOulpeMj8scImIiIi6sDFjxnTJtirtKWQ6UuwYuzDqanknTZpk1Psbw/Lly5WOQBaAU5SJiIiIiO7g8uXLRr1///79jXp/ovsJC1wiIiIiIiKyCGwTRERERGSB0tLSlI7QYV1tJ+SmpialI3RYUlISGhsblY7RIW+//Tby8/OVjkFdhPWaNWvWKB2CiIiIiDrX9OnTsWPHDpSVlcHNzQ2urq5KR7qrSZMm4eTJk7C2toaXlxesra2VjnRHkydPRklJCXr16oU+ffooHaddZs+eja+++gpXr16Fi4sLPDw8lI50V4sXL8Y333yDPXv24NatW/D09ET37t2VjkVmilOUiYiIiCxQy5Yro0aNglqtxty5c822GNPN7OzsjNmzZyM6OhoBAQEKJ2udbt7BgwdDrVZj3rx5GDBggMLJ2tbyvfDy8kJ0dDRUKhW8vLwUTNY2b29vAD/vPC0IAvz8/KBWqzF79mw4OzsrGY/MDAtcIiIiIgu0ZMkSHD58GA0NDQB+Lg6srKwQEBAAtVqNmTNnwsnJScmYesLCwnD9+nX5z1JmDw8PREdHIzo6GiNGjFAqngEfHx/cvn0bgH7bn4kTJ8rFl4uLi1LxWrVixQocOHAAtbW1APRzjx8/HiqVClFRUejdu7dSEQ18+eWXiIuLQ0ZGhkGvYTs7O4SHh0OlUmHq1KmwsWGTmPsdC1wiIiIiC1VRUYE9e/YgJiYGGRkZ8ppRqTiwt7dHREQEVCoVJk+erPiUYFEUkZaWhtjYWOzZs0dek2uuI9HV1dXYu3cvYmNjceTIEXltq5TXxsYGU6ZMgUqlwrRp02BnZ6dkXFltbS3279+PmJgYpKSkGHwJYm1tjbCwMKhUKkyfPh329vZKxpWVlJRAo9EgJiYGeXl58nEpd48ePRAVFYXo6Gj4+fkpFZMUxgKXiIiI6D5w7do1aDQaxMbGIjc3Vz4uFQc9e/bE3LlzER0djQkTJigVU9bQ0ICUlBTExMQgISEBNTU1AMx3JLqsrAxxcXGIiYlBdna2wUijuU65rqiowN69exETE4P09HSDL0G6deuGyMhIqFQqBAUFmU3P5fPnzyMmJgYajQaFhYXycSmfp6cnVCoVoqOjMXToUKVikgJY4BIRERHdZy5evIjY2FjExsbizJkz8nGpODC3dZn19fVISEhAbGwsDh48CK1WC8B8R6KvXLkiP99Tp07Jx819ynVpaSni4uIQGxuLnJwc+biU293dHfPmzYNKpZLXxZqD/Px8+XkXFxfLx6XcY8aMgVqtxqJFi5SKSCbEApeIiIjoPlZQUIDY2Fjs3bsX586dk48LggBBEHDy5EkF0xmSpgVrNBocOXLEYHptr169cPjwYSUj6ikqKkJsbCzi4uJQVFQkH5fyent74/vvv1cqXpsuXboEjUaDPXv2GEwHNsf3QpKdnY09e/YgISEB58+fl48LgqD3ZQNZLha4RERERIT6+nr873//wwcffIDa2lqIomj2RUFlZSW+/fZbbNy4sUtkPnPmDOLi4vD55593ibwAUFVVhW+//bbLvBdarRapqanyGuOukJk6F7cZIyIiIrpPVVVVIT4+HvHx8Thy5Ajq6uoAQF4/6ubmpmS8NhUUFCA+Ph6JiYk4efIkdMdrzGWNqK6KigokJiYiMTERhw4dkncwNlelpaXYs2cP4uPjkZmZKW+eJT3ngQMHKhnPQF1dHRITExEXF4fk5GSD99jZ2RmRkZFKRiQTYoFLREREdB+5desW9u/fD41Gg0OHDslTfKViwNHRETNmzIBarUZISIiSUfUUFRVBo9EYTPWVcg8dOhQqlQoqlUqpiHqqq6uxb98+aDQaHD582KBI7N69O2bPng21Wq1kTFlZWZk89TszM1PebErK6+LiIud94IEHlIwKoHmk9uDBg9BoNEhMTDQoam1sbBAaGgq1Wm1WO0GT8bHAJSIiIrJw0giXRqPR26RJKgasrKwQEhIClUqFyMhIODo6KhlXdvHiRWg0Gmg0GhQUFMjHpdyurq6YM2cOVCoVfHx8lIopk9rvaDQapKSkyD1ydYsuqW1QRESE4m2DKisrER8fD41Gg6NHjxoU4ba2tpg6dSrUajXCw8Nha2urZFw0NDTg0KFD0Gg02L9/P27dugUAeiP448aNk9tImVMvXzIdFrhEREREFuhuI1xA8wZHarUa8+bNg7u7u1JR9Vy5cgVxcXHQaDR6mxtJuR0cHDB9+nSoVCqEhYUpvmNyfX09kpKS5C8PWnvOvr6+iI6Oxty5c9GzZ0+logJoHsHft28f4uLiWh3BB4AHHngAarUaUVFR6NGjh1JRZVJRu2/fPlRWVgLQz9u/f39ER0dDrVZjyJAhSsUkM8FNpoiIiIgskL+/f6sjXB4eHpg3bx7UarVZtagBgEcffVSvPY3uCHNAQABUKhVmzZqleM9bycqVK5GYmCivqdV9zlKrJbVabRatliTjx483GFkGgMGDB8tTvAcMGKBUvFZ5e3tDEAS9vD169MDs2bOhUqng7++vYDoyNxzBJSIiIrJA1dXV8s9OTk6IjIyESqVCUFCQWW7EBDS3eNEtZEaMGCEXXX379lU4naHY2Fi9vC4uLoiKioJarcbEiRMVTtc6aXo60NxSae7cuVCpVBg/fryCqe5OFEXY2NggPDwcarUaU6dOVXyKN5knFrhEREREFkjaZEelUmHGjBldZpMdNzc3eYTZ29tb6Th3Ja1TValUZrFO9W7s7e0REREBlUqFyZMnw8bG/MsBX19fqNVqzJkzBy4uLkrHITPHKcpEREREFqisrKzLbbJz6NAhBAcHw8rKSuko7fLtt98iKioK3bt3VzpKu1VXV8PZ2VnpGERGwwKXiIiIiIiILIL5z0kgIiIiojaVl5fLP+vu0Kt7/F4ovesv/TLFxcXyz56enq0evxe69+wsP/zwg/zz/PnzWz1+L3TvSZaLI7hEREREXdjo0aMBAIIg4OTJk/JxaefZe9Hynp1l+vTp8v337dtncPxetLxnZ1i0aJF87y+++MLg+L1oec/OIv37d6X3oitmJvPDEVwiIiKiLuxOYxXmOo5x+fLlVguWto63lyiKRtkhOi0trdX7tnW8vYyVV/f+HTluDrpiZjIvLHCJiIiIurAxY8a0WiS1ddxctFXcmWsh09XyTpo0qUPHzcHy5cs7dJyoNZyiTERERER0B5cvX5Z/7t+/f6vH74XuPYno3rDAJSIiIiIiIovQNZqMEREREREREd0FC1wiIiIiIiKyCNxkioiIiKgLe/311416/7///e+dfs/O6mvals7ud5qent6p92vJGBs//d///V+n31MiCALWrl3b6fftjDZRbTFG+ygyT1yDS0RERNSFdUaP0Ds5depUp9/TmJmN0e+0q+UFLPO90C1bpM+1LGXudNwYmcn8cASXiIiIqItrz3iFIAh3/VzLzyjRo9VcdbW8gGW+F7oFrCAIGDBgAHr16gVbW1tUVVXhwoULqK+vlz/r6uoKNzc3o+Ul88MCl4iIiKgL+/DDD9s8V1VVhTfeeAMVFRWwtrbGrFmzMH36dIwaNUqvKCgqKkJycjJ27NiB6upqDBkyBP/4xz/Qp08fo2S+U1/TpqYmfPnll6ioqIAoihg0aBCmT5+OkSNHolevXrCzs9PLnJmZCUEQMHjwYPzhD3+AjU3n/3r74IMP3vF8YmKinNfZ2RmhoaFyXltbW1RXV6OoqAiHDh1CcXGxnPfRRx/t9KyS//73v22eu3nzJlavXo2KigrY2dlBrVbrPWPd9+LgwYP4+uuvUV5ejiFDhuC9994zWluj/Pz8Ns8dP34cS5YsQXl5OYYNG4Znn30W06ZNg5OTk97nmpqacPToUWzcuBHp6emor6/Hn/70J0yZMsUomcn8cIoyERERkQVqamrC448/jmPHjsHT0xMbN26Et7f3Ha+5cuUKlixZgrNnz2LYsGHYvn07HBwcTJS42d/+9jd89913cHBwwJo1a+66njY1NRV/+tOfUF5ejilTpuCjjz4yUdJm69evx8aNG2FlZYVly5Zh8eLFsLe3b/Wzoihix44deP3111FfX4+HH34Yr732mknzNjQ04JFHHsHJkyfh5eWFjz76CIMHD77jNTdu3MDSpUuRl5cHLy8vfPfddwaFpTGVlZVBpVLhxo0bmDp1KtatWwc7O7u7XvfSSy9hx44dcHJywvfffw8vLy8TpCWlcRdlIiIiIgu0fft2HDt2DHZ2dvj444/vWtwCQL9+/fDRRx/BwcEBhYWF+Pzzz40fVEdSUhK+++47CIKAdevWtWuzqODgYGzatAmCIODgwYPYvn27CZI2y8zMlP/fr7zyCpYtW9ZmcQs0T5l9+OGH8e6770IURWzfvh179+41WV4A+Oabb5CXlwd7e3t8/PHHdy1uAcDV1RUbN26Ek5MTLly4gM8++8z4QXV8/vnnuH79OlxdXfHPf/6zXcUtAKxevRqenp6oqanBJ598YuSUZC5Y4BIRERFZIKlQnDZtGoYPH97u6zw9PTFr1iyIogiNRmPEhIa2bt0KAAgMDER4eHi7r/P19cXUqVPlEVJT+eKLLyCKInx8fLBgwYJ2XxcREYGgoCCIooivvvrKiAkN/fDDDxAEAdOnT8egQYPafV2fPn0QGRkJURSxZ88eIyY0FB8fD0EQMHPmTDg7O7f7Ojs7O8ycOROiKCIlJcWICcmcsMAlIiIiskCFhYUA0K6R25aGDBkCALh48WKnZrqbvLw8CIIAf3//Dl87btw4AEBRUVFnx2pTVlYWBEFASEhIh6+V/o53WndqDOfOnQMAjBgxosPXSgXxpUuXOjXT3RQXFwMAPDw8Onxtr169AADXr1/v1ExkvljgEhEREVkgrVYLAKiuru7wtaWlpZ0dp12qqqoANK8f7qja2lq9/5rCzZs3AQC2trYdvraxsRHAL/v3uRcNDQ0AgIqKig5fW1JSAsC4uyi3Rnq+ly9f7vC1Z8+eBQB069atUzOR+WKBS0RERGSBBg4cCFEUkZiY2KEWN7W1tdi7dy8EQcCwYcOMmNCQu7s7AODIkSMduk76ewLAgAEDOj1XW1xdXQEA2dnZHb728OHDAH7ZqOS9kN6LhIQEuchuj+rqauzZsweCIHRoyntnGDlypDw1ury8vN3XnT9/Xp7e7OPjY8SEZE5Y4BIRERFZoLCwMADNU1Lffffddl0jiiJeeuklXLt2DQAQGRlptHytCQwMhCiKyMrKwo8//tju6z788EOcPXsWgiCYtB3MAw88AFEUcejQIaSmprb7uu3btyMnJweCICA4ONiICQ1Ja5svXLiAN998s13XNDQ04MUXX8SNGzcAALNnzzZavtZI/7/KykosX74clZWVd73m4sWLWLp0qdwT926tnshysE0QERERkQW6cuUKoqKi5F/wZ8yYgaVLl8prVVtKTU3FunXrkJOTAwBwc3NDXFxchzb1uVd5eTAOiZoAACAASURBVHl4+OGHAQDW1tZ4/vnnsWjRIjg6Orb6+bKyMqxfvx7ffPMNRFGEg4MD4uLi0K9fP5PkPXLkCJ588kkIgoBu3brhlVdewbx589r8fENDAz777DOsW7cODQ0NsLGxwQ8//GDSEdFr165h9uzZ8lTukJAQLF26FJMmTTKYenz79m0cOHAAGzZswOnTpwE077QdGxvb5r+JMWi1WkRHR+PChQsAgN69e+Oxxx5DWFgYhg0bhu7du0MURVRUVKCgoAD79u3D9u3b5b9jYGCgyXcEJ+WwwCUiIiKyUPHx8VixYoXemtYePXrIRQHQvBbzzJkzqKmpAdA8iuvk5IQtW7ZgzJgxJs/8wQcf4N///rdcbDk4OOCBBx4wyHz69GlkZ2ejoaEBoijCysoK77zzDqKiokya9//9v/+Hb7/9Vs7br18/vcJLyltQUIADBw7g5s2bEEURgiDgr3/9K37729+aNC8AHDx4EM8995zeFGV7e3sMHjxYzlxeXo6ffvpJXrMriiJcXFywdetWk09RBppHZB977DFcv369XWuApRJn1KhR2Lp1q0m/qCFlscAlIiIismB79uzB66+/rrdxVMsCQffXweHDh2Pt2rUYP368yTK29N577+GTTz6RC7C2Chopt5OTE/7+978rMg21qakJq1atQkxMDIC7b8AkiiKsra3x3HPPYdmyZaaI2KoDBw7g1Vdf1du46U7vxbhx4/DGG29g1KhRJsvY0tWrV/H2228jLi7urp+1trbG448/jhUrVph0tJmUxwKXiIiIyMLV1NTgf//7HxISEnD8+HGDXYqtra3h5+eHqKgoPPzww79oV+DOdvbsWaxfvx4pKSny6HJLLi4umDFjBl544QX07dvXxAn1JScn4/3330deXl6bn7GyskJAQABWrVqlyOh4S1qtFtu2bUNCQgLS09PlnbcldnZ2CAkJQVRUFKKjo2FlZR7b95w5cwYJCQk4dOgQiouL5bXBbm5u6N+/P8LDwxEZGYn+/fsrnJSUwAKXiIiI6D5SXV2NkpISeaqnq6srPDw84OTkpHS0Vt2+fRvZ2dm4fPkybty4IWfu378/Jk6cCGtra6Uj6ikpKUFqamqreSdPnozevXsrHbFVt2/fxvXr1+X3ws3NDW5ubrCxsVE6mtGUlJTI63onTZqkcBrqLCxwiYiIiKjdtmzZgvfeew+CICAzM1PpOO2i0Wjw9ddfQxAEfPHFF0rHuavk5GRoNBoIgoC1a9cqHaddPv30U/zzn/+EIAg4efKk0nHa5dNPP8U//vEPWFlZdZnMdHeW+5UMEREREXW627dvo6ampl0b/ZiLq1evIi0trctkPnPmDL7//vsuVeAC6FC/ZXPSVXNT68xjIj0RERERERHRPWKBS0RERERERBaBBS4RERERERFZBBa4REREREREZBFY4BIREREREZFFYIFLREREREREFoEFLhEREREREVkEFrhERERERERkEVjgEhERERERkUVggUtEREREREQWgQUuERERERERWQQWuERERERERGQRWOASERERERGRRWCBS0RERERERBaBBS4RERERERFZBBa4REREREREZBFY4BIREREREZFFsFE6ABERERF1HTNnzsTQoUOVjtEhEydOxPLly5WO0W4jRozAgw8+qHSMDpkzZw7GjRtn8v9vfX09Kioq4OTkBCcnpw5d+/TTT+Ppp582UjJSiiCKoqh0CCIiIiIyrqtXr2L//v04fPgwrly5guvXr8PW1hbu7u4YOHAgpk2bhvDw8A4XCcaWn5+PzMxMXLlyBZWVlYiMjERYWBgAYM+ePfDx8YGnp6fCKX9WWVmJrKwsFBcXo7KyEoGBgfD19QUAZGVlYfTo0XBwcFA45c9u376NiooKaLXaDl2n1DMXRRF79uzBrl27cOzYMZSXlwMAVq1ahaeeegoA8MQTT2DIkCF45plnMHDgQEVyknI4gktERERkwSoqKrB+/Xp88803aGxsNDhfXFyMnJwcxMTEwNHRES+88AIWLVoEKytlV7LFxcVh48aNOHv2rN7xIUOGyAXuW2+9hdLSUsyfPx9//etf4ezsrERUAEBOTg42btyI5ORk6I4frVq1Si5w//KXv6CiogJPP/00lixZAmtra0WyiqKIrVu3YseOHSgoKEBTU1OHrhcEASdPnjRSurYVFRVhxYoVOHPmjHxMFEUIgqD3uby8PGRkZOCHH37ASy+9hEceecTUUUlBLHCJiIiILNT169excOFCXLhwAe2ZtFdTU4O3334bSUlJ2Lx5M2xtbU2Q0tDq1avx7bffAoBebt1C5vbt2ygpKYEoitixYweOHTuGLVu2wNXV1eR5P/74Y6xbtw5NTU1t5m1sbMTVq1fR2NiI9evX49ChQ9i8eTMcHR1NmrWxsRG///3vkZKSAgDtei/MQWFhIR577DFUVVXJmW1sbNDQ0KD3ufLyctTU1EAQBGi1WqxZswZWVlZYsGCBErFJASxwiYiIiCxQQ0MDFi9ejPPnzwMAHBwcoFKpMHXqVIwYMQI9evRAY2MjKisrUVBQgISEBGg0Gmi1Whw9ehQvv/wy3nrrLZPnfu+99/DNN9/Ifw4MDMTEiRPx4Ycf6n1Oq9Vi8uTJOHDgAARBkEf3tmzZYtK8W7duxbvvviv/eeDAgfD19cWuXbv0PldbW4shQ4bIo4+ZmZl48cUXsX79epPm/fLLL5GcnAxBECCKIpycnDBo0CB069bNYCTUXDQ2NmL58uWorKwEAISGhuLZZ5/FuHHj5NFxSc+ePbF9+3a8++67OHz4MERRxNq1azFlyhT07dtXifhkYixwiYiIiCzQjh07kJ+fD0EQMGjQIHz00UcYNGiQwed69+6NwYMHIzIyEov/P3t3HhVl+f9//HnBuKGB4kKpkLmDe2ruqYgSLoSWqan1yaU00WzRMvWTbX7yW1pWLuVumqkkmoo7Im4hpKi4gUuCCyggIArCDPfvD34zSaCCMjOA78c5nGju+7rnNdOcDu+5rvt9jRjBqFGjuHTpEhs2bMDHx4e2bdtaLPOFCxdYuHAhSimqVavGd999R4sWLQByFbjly5fnp59+IiwsjHfffZfr168TFhZGYGAg7u7uFskbFxfH119/DUCFChWYNm0avXv3BshV4FaoUIGNGzfyxx9/8Omnn3Lr1i127NhBSEgIbdq0sUjef+fy9fVl1KhR6HRFuyRYv349Fy5cQCnFkCFDmDx58n3Pb9y4MYsXL+aLL75gxYoVpKens2bNGsaOHWuhxMKaZJsgIYQQQogSaNOmTUD2zO2CBQvyLG7/rW7duvz000+mpcl3z6RawqpVqzAYDCilmDNnjqm4vZ9WrVoxd+5c0+zjH3/8Ye6YJr/++ivp6ekopfj2229Nxe39eHt7891335n+3d/f35wRczl37hxKKdq0aYOvr2+RL24Btm/fDoCTkxMTJkzI97iJEyfy5JNPArB3716zZBNFjxS4QgghhBAl0JkzZ1BK0aNHjwJ1kq1Tpw4eHh5omsZff/1lxoS5HTx4EKUU7du3L9CWM02aNOH5559H0zSOHTtmxoQ5GZf6tmjRgk6dOuV7XKdOnWjdujWapnHkyBEzJszN2FCqdevWFn3eR3Hq1CmUUnTt2pXSpUvne1zp0qXp0qULmqbx999/my+gKFKkwBVCCCGEKIHS09MBHmrP2gYNGgBw48aNQs30IFevXgWgWbNmBR7r6uoKQEJCQqFmup/Lly8DD1csGl/jtWvXCjXTg9SsWROgwNsCWZPxc/jUU08VeKxxBvf27duFmkkUXVLgCiGEEEKUQMaGOsaisSCMzXws3ZE4MzMT4KG6Nxu33LHk9kZpaWkAD7V3sLF7sqW7GPfo0QNN04rVkl3j9k/Gz2VBGL9AsLe3L9RMouiSAlcIIYQQogQyLtndunUrSUlJ+R5nMBjYtWsXSinatWtnxoS5ValSBchuNlVQxqXJxmtYgqOjIwCXLl0q8NgzZ87kuIalDBkyhGrVqnHq1CmWLVtm0ed+WM7OzmiaRkhISIHGZWRkEBgYiFIKFxcXM6UTRY0UuEIIIYQQJdCIESNwcHAgOTmZ8ePHm2YbH+Sbb77h4sWLlC5dmhEjRpg5ZU7NmzdH0zR27dpVoNm6iIgI9u/fj1KKpk2bmjFhTo0bN0bTNAIDAwu05Dc6Oprdu3ejlMLNzc2MCXOrVKkSP/zwA/b29nz11Ve8//77HDx4kKSkpCK7J+7zzz8PZP933rVrV77HzZw5k9jYWCB7ayHxeJACVwghhBCiBHrqqaeYM2cO9vb2hISE4O3tzebNm7lz506e5x87doxRo0axZMkSdDodX375JXXq1LFo5j59+gBw69YtJk2ahF6vf+CYc+fOMXbsWFPzJC8vL7NmvFuPHj2A7Pt+v/zyy3yNSUhIYMyYMabl2B4eHmbLdy/NmjVj9OjRaJpGQEAAw4YNo127dri5ueHq6vrAH0sX5YMGDcLOzg7I7oy8Y8eO+54fHx/PRx99xPLlywEoU6YMr7zyitlziqJBaUX1qxohhBBCCPHQRo0aBcCVK1eIjIwEQCmFra0tderUwdHREZ1Ox82bN7lw4YJpxlTTNGxtbSlTpsx9r6+UMkuX5aFDhxIaGopSCldXV4YNG4arqyu9evVCKcXEiRMZMmQIERERbN68GT8/P1PR3qhRI/z8/Ao9071omsaLL75IZGSkqcvvyJEjcXNzo1mzZqa8b7zxBteuXSMgIIAFCxaQmJgIgIuLCwEBAab7hy1lypQp/P777zleR0EopTh16lRhx7qvtWvXMnXqVNN2UC4uLri5ubFlyxaUUnTr1o06deoQERFBaGgomZmZaJqGUooJEyYwbNgwi+YV1iMFrhBCCCFECdSwYUNTMWBk/LMvP48/6E9EcxU5iYmJDBgwgJiYmFx5lFKULVuWO3fumPIZ/1m5cmXWrFlDjRo1Cj3T/Vy8eJEBAwaQlJSUZ95q1aqhaRrXr1/PcczOzo6VK1eauj9bysaNG3PtJVu6dGkqV66c63NxP4GBgYUd7YGWLl3KN998g16vv2/Wuz+7w4cPL9DeuaL4kwJXCCGEEKIEatOmTYEKloJSSnHw4EGzXPvGjRtMmjSJoKCgHM9n9O8/X5s2bcqsWbNMW+BY2oULF3jvvfdyFPz3+hIBoEaNGnz77bcWvV/Y6O4Zcm9vb0aPHk2tWrUsnuNhHT16lO+//579+/ff97xGjRoxbtw4OnfubKFkoqiQAlcIIYQQQhRJ4eHh+Pn5ERoaysWLF3Mcq1q1Ki1btsTHx4cuXbpYJ+BdDAYDW7Zs4ffffyc8PDxXUy+dToerqys+Pj7069fPtE2QpXXo0IHExESaNWvGb7/9ZpUMhSE2NpawsDDOnj1LSkoKer0eBwcHnJ2dadmypcXvHxdFhxS4QgghhBCiyDMYDCQnJ2MwGHBwcKB06dLWjnRPBoOBy5cvm/La29tTvXp1ypYta+1oNG/enDt37vDmm2/y7rvvWjuOEIVOZ+0AQgghhBBCPIitrW2OPWONjZosvY9sftja2hbZfVednJyIjo7GYDBYO8pDCw8PB7KL9X/bs2cPwcHBuLu7y9ZAjynZJkgIIYQQQuSSlpaWo9OupW3fvp3hw4fz7bff5nn8jz/+oEOHDgwaNKhAe6NagsFg4Nq1a5w6dYqzZ8+SlJRk7Ugmzz//PJqmsW/fPmtHKbDDhw/j7e3NoEGD7rm8+siRI6xcuZIRI0bQr18/Tp8+beGUwtpkBlcIIYQQogRLTk4mICCAEydOcOvWLfR6fa4mTZqmkZWVhV6vJz09naSkJC5cuEBWVhYvvfSSRfOmpaUxfvx4goODgex7V/MSHR2NpmmEh4fj6+uLt7c306dPt/iWO0Z6vZ5169axY8cODh06REZGRo7jTzzxBF26dMHLy4uuXbtaJSPAa6+9hp+fH2fOnGHZsmW8/vrrVstSELt27eKdd97BYDCgaRoXLlzI87yYmBgg+zN98uRJBg8ezMKFC2nRooUl4workntwhRBCCCFKqD///JPx48eTnJxcoHF3bxtk6f1OR40alaN7spubG+vWrct13uLFi1m9erWp+ZRSiv79+/PZZ59ZKqrJn3/+ySeffEJ0dDRw7y2WjJ2V27Rpw6effsrTTz9tsYx327p1Kx988AFZWVn06tWLIUOG4ObmRqlSpayS50GuX79Oz549uXnzJgC1atViyJAhDBkyJNe5cXFxhISEsGrVKo4cOQLAk08+yebNmylfvrxFcwvrkAJXCCGEEKIESk5OxsPDw1QU5IdSyrR/a8WKFenYsSNff/21GVPmFBgYyNtvv41SCjs7O6ZOnUrPnj3v21Bq3759TJo0ievXr6OU4tdff7XobN3BgwcZNWoUGRkZpsJWp9Ph4uKCvb09WVlZJCcnc+nSpRz3vVapUoU1a9ZQvXp1i2UF+OKLL4Ds+1gjIiJMRbeNjQ0ODg6ULVv2gdtLKaXYuXOn2bMazZ49m3nz5qGUwsfHh88++yxfxfj06dNZvnw5SikmTpzIG2+8YYG0wtqkwBVCCCGEKIF+/vlnZs2ahVIKe3t7hg4dSoMGDfj777+ZOXMmOp2OmTNnkpWVRWJiIiEhIezcuZOsrCxKlSrFypUrLb5P67hx49i+fTu2trb89ttvNGnSJF/jIiMj6devHwaDAW9vb2bMmGHmpNni4+N54YUXSE1NBbL3Xh0zZgwdO3bMVZSnp6eze/du5s+fz5kzZwCoV68e/v7+91yGbQ4NGza85x69+dk32fgFiCVn9l966SVOnDiBi4sLmzdvzvdMc1ZWFl5eXkRHR9O8eXNWrVpl5qSiKJAmU0IIIYQQJZCxiZCtrS3Lli3D19eX7t278/rrr1OqVCkMBgNly5bFy8uLwYMH8/3337NixQocHBzQ6/VMmDCBzMxMi2Y+duwYSim6deuW7+IWoH79+nTr1g1N0wgLCzNjwpyWLVtGamoqSil69erF2rVrcXd3z3PG2fhe//7773h4eABw9uxZ/P39LZbXSNO0HD/3ejyvH2u4ePEiSik6d+5coGXUNjY2uLu7o2ka586dM2NCUZRIkykhhBBCiBLowoULKKVo164dDRs2ND1eunRpXF1dOX78OGFhYXTu3Nl07Nlnn+XLL7/E19eX6Oho1q9fT//+/S2WOSEhAYAGDRoUeKyrqyvbtm3j+vXrhR3rnoz3Cj/55JNMnz4dG5sHzx3pdDpmzJiBp6cnCQkJbNy40aLvcXHsKpyeng5A5cqVCzy2UqVKQHbzMvF4kBlcIYQQQogSKCUlBYDGjRvnOla/fn00TSMiIiLXMQ8PD2rXrg1k7ylqScalusaCpiCMXYvvd79uYYuJiUEpRY8ePShTpky+x5UvXx5PT080TbN4E6/iqGLFigD8/fffBR576dKlHNcQJZ8UuEIIIYQQJZBxNjGvzrHPPPMMAFFRUXmObdeuHZqmme4VtRRnZ2c0TePPP/8s8Fjj0uSnnnqqsGPdk3FLoocpnqpVqwZg8WXgxVHjxo3RNI1du3Zx48aNfI+7desWO3fuRCmFq6urGROKokQKXCGEEEKIEshYdOW1RZCLiwuQvSQ4ry7LVatWNR23pPbt2wMQERFBQEBAvsft27ePQ4cOoZSiTZs25oqXi/F9fJhZWON+rTVq1CjUTIUlNjaWRYsW8eWXX7Jw4cKHmj0tLC+88AIAqampvP/++/ma4TcYDHz88cckJiYC0L17d7NmFEWHFLhCCCGEECVQ7dq10TSN8PDwXMeMhRnAiRMnch03FgXGZb+WMmDAANPM86RJk1izZs0DGxtt3ryZ8ePHA9kzqoMGDTJ7TqM+ffqgaRqBgYF5vo/3kpCQwNatW1FKmYo3S4uJiWHatGm8/PLLuY6tX7+e7t27880337BixQpmzpxJr169LNad+t969+5t2jP44MGDeHt7s2bNGuLi4nKde/36ddavX4+Pjw/bt29HKYWLiwt9+/a1dGxhJbJNkBBCCCFECbRgwQJmzpyJUooffvjB1LkXsgvXZ599FoPBwKuvvsrUqVNNx7KysujVqxcXLlygcuXK7N+/36K5Z8yYwZIlS0xb1lSrVo1OnTpRt25d7O3tgez7i8+fP8+BAwe4fPmyaeuaYcOGMWHCBItlzcjIYNCgQZw4cYLKlSszb968B26tlJSUxKhRowgPD6d69eps3Lgxz2Xk5hQcHMzYsWNNX2CEhoZSoUIFAM6fP4+3tzd6vT7XOKUU//nPf/jwww8tmheyZ/Vff/11bt++nePx8uXL5/hc3Lp1y3RM0zSeeOIJVq5cSf369S2aV1iPFLhCCCGEECVQQkIC3bp1486dO9jY2NC3b18GDx5suhdx+PDh7N+/H51Ox7Rp0+jbty/Jycl88803rFu3DqUUHTt2ZMGCBRbNnZWVxaRJk9iwYQPw4L1ZjX/Kvvzyy3zxxRdmz/dvN27cYNy4cYSGhmJra4uXlxcvvPACjRs3xtHREZ1Ox82bNzl37hx79+5l9erVJCYmUqpUKaZOnWq6H/peWrduXah5U1NT6datW46l6xs3bqRevXpA9sy5v78/SimcnJwYMmQIiYmJrFq1irS0NHQ6HevXr6du3bqFmis/Tp8+zYQJE3LdO278jPy7rKlXrx6zZs0yvTbxeJACVwghhBCihFq8eDH/93//B2QXAXfP1u7du5eRI0eaigNbW1sMBgOAaUb0m2++oVevXlbJvmXLFhYtWpRnp+e71a9fn9GjR+Pl5WWhZP/4d+Mi4/t2P/k5x0gpxcmTJx86X16WLl3KV199Zbpf+csvvzTdB5yRkUH79u1JTU3FxsaGTZs2mTpqHz16lMGDB2MwGHjjjTeYOHFioebKL03TCA4OZufOnezfv59r167lmG2uWrUqLVq0oHfv3nh4eORr6yZRssg+uEIIIYQQJdSwYcPQNI0ff/yRtLQ0atasaTrWqVMnBgwYwOrVq1FKmYoEY/HVtWtXqxW3AF5eXnh5eREXF8eBAwe4evUqiYmJZGZmYm9vj7OzM82bN7fq0tO85onyM3dkzfml4OBgABwdHZk/fz5ly5Y1HTt06BCpqakopWjZsqWpuAVo1qwZHTt2JCgoiAMHDlg8t5FSis6dO+fYvzkpKQm9Xo+9vb1Ft4kSRZMUuEIIIYQQJdjw4cN58cUX2bp1a677Qz/99FPq1q3L4sWLuXr1KgBPPPEEgwYNYuzYsdaIm4uTk1ORbRBUVHPdz9mzZ1FK4eHhkaO4hX+KXyBHAWnUqFEjgoKCiI2NNXvOgpA9bsXdpMAVQgghhCjhqlSpwpAhQ/I8NnToUIYOHUpcXBwZGRlUr17dtL+ruL///e9/1o5QYElJSQBUr14917F9+/aZfjdu2XS3UqVKAdn38QpRVEmBK4QQQgghcHJysnYEYQE6nY7MzEwyMzNzPB4bG8v58+cBsLe3x83NLdfYK1euAFi86/PdMjMzOXbsGPHx8dy5c4esrKx8j/Xx8TFjMlFUSIErhBBCCPEYS0xMxNHR0doxckhMTGTt2rX8+eefOQqZ/Ny7qpRi586dFkhZPNWsWZOoqCgiIyNzPL5nzx4AU/fsfzMYDBw8eBClVI57uS0lMzOT77//nl9//TXXVkH5oZSSAvcxIQWuEEIIIUQJotfr2bBhA+fPn8/XnrADBw6kdOnSDBo0iFdeecW0DNVa9u7dy/jx4x+qiClIh2JzOH/+PP7+/oSFhRETE0NKSgpKKZ544glTU6xevXrRuHFjq2Vs06YNkZGRBAUFcfLkSdzc3Lh9+zbLli0zndOjR49c4+bNm0dMTAxKKVq1amXJyAD4+voSHBxs1QZdoniQbYKEEEIIIUqIsLAwJk+eTHR0NOXKlSMsLOy+26RcuXIFd3d3U1Ho7OzMzJkzadKkiaUi53Dt2jU8PT1JS0t76GsopTh16lQhpnqwtLQ0pk2bxsaNG3MUYMbf/110v/jii0ydOtUqS33PnDlD37590TSNcuXK0b59eyIjI4mJiQGyt9nZtWuX6YuODRs2sGnTJvbt24emaVbZB3fbtm288847KKXQNA0XFxdatmyJo6Mj5cqVy/d1fH19zZhSFBUygyuEEEIIUQIEBATw4Ycfotfr0TSNtLQ0IiIicnVOvttff/0F/DPzGR0dzauvvsqcOXN4/vnnLRXdZPny5aSlpaGU4qmnnmLcuHE899xzODo65ur4W1SkpqYyePBgIiMj7zm7+O/HN2zYQEREBKtXr7Z4kdugQQPefvttfvzxR27fvs2uXbtMGW1tbfnss89yzOLPnDmT69evm17DqFGjLFrcAvj7+5t+9/X1ZcyYMVadqRdFm8zgCiGEEEIUc8eOHWPw4MGm4rZcuXL069ePN99884HNo86dO4efnx9r1qzh9u3bpvF+fn7UqVPHQq8gW58+fYiKisLOzo6NGzdSo0YNiz7/w3j77bcJDAwEoHTp0vTr1w9PT08aNmyIg4MDWVlZJCUlcfr0abZt28aGDRvIyMhAKYWXlxezZs2ySu5169Yxf/58oqOjAXB1deWDDz6gQ4cOOc574403OHjwIHZ2drz77rsMHTrU4lk7duxIQkICjRo1ws/Pz+LPL4oXKXCFEEIIIYoxTdPo27cvp0+fRilFu3bt+Oqrr6hWrVqBrnPlyhXGjx/PsWPHAGjRogWrVq0yR+R7evbZZ0lLS8PHx6dYbMETEhLC66+/jlIKJycnFixYQL169e47JjIykpEjRxIXF4dSiuXLl9O6dWsLJc4tOTkZnU53z5nkjRs3kp6ejpeXFxUqVLBwumxNmjRBr9fz5ptv8u6771olgyg+7n1ThhBCCCGEKPL2799vKm7btm3Lzz//XODiFrL3RV2yZIlp1jY8PJywsLDCjntfxvuFa9WqZdHnfVgbNmwAa+ZjTwAAIABJREFUsnPPmTPngcUtQP369Zk7d65pr+F169aZNeODODg43HeZdJ8+fejfv7/ViluAypUrAxTZZeqiaJECVwghhBCiGNu6dSsAtra2fPHFF+h0D99ipXz58nz66aemfw8ICHjkfAVRvXp1AG7cuGHR531Yf/31F0opOnXqRKNGjfI9rlGjRnTq1AlN0zh8+LAZE5YMxj15Ld08TBRP0mRKCCGEEKIYO3r0KEopWrduXSj3rLZq1YqGDRty+vRpwsPDCyFh/nXt2pXIyEh2797NRx99ZNHnfhjXrl0DeKhtfxo3bkxQUBBXr14t7FhA9pJzI+MXB/9+/FHcfU1z69u3L4GBgezevZvo6GhcXFws9tyi+JECVwghhBCiGIuLiwMersi6l1atWnH69GkuX75caNfMj8GDB7Nq1Sqio6NZsGABI0eOtOjzW4NxqXJhM27/pJTi5MmTuR5/FP++prl1794dd3d3AgMDGTNmDHPnzsXZ2dlizy+KFylwhRBCCCGKsdu3bwNgb29faNesWrUqALdu3Sq0a+ZHtWrV+Prrr3nnnXeYNWsWFy5cYODAgbi5uT3S0mtzqVatGtHR0URERBR47PHjx4F/3mtzyO+2RUVdQkICkydPJjU1lUOHDuHl5UX79u1p2rQplStXzvdeuD4+PmZOKoqCovd/CiGEEEIIkW/lypUjNTWVtLS0QrtmZmYmkL3tjSVNmzYNyN6r9ejRo/j7++Pv74+trS0ODg75ajKklGLnzp1mTprt2Wef5eLFi+zbt48zZ87QoEGDfI07ffo0+/btQylFy5YtzZLtXp2Zrdmx+WF17NjR9LtSCr1ez969e9m7d2++r6GUkgL3MSEFrhBCCCFEMfbkk09y9uxZLly4UGjXNF6rUqVKhXbN/Pjtt99My2eN/9Q0Db1eT2Ji4gPHa5r2yMtvC6Jfv374+/tjMBgYPXo0ixcvfmAH6AsXLjBmzBgMBgNKKfr06WOWbL/88kuBHi/K8ppxLm6z0MJypMAVQgghhCjGGjVqRFRUFCEhIRgMhke+p1Ov17N//36UUtStW7eQUuZfcVpW27p1azp37syePXu4evUqffv25aWXXsLDw4MGDRpQsWJFAJKSkjhz5gw7duxg3bp1pKeno5Siffv2tG/f3sqvoujz9fW1dgRRjCitKP7fQgghhBBC5MvWrVsZP348Sik+//xzXn755Ue63urVq/nkk09QSvHBBx8wfPjwQkpaMiUmJvL6668TFRWVr9lj45/etWrVYvXq1Tg4OJg7ohCPFdkHVwghhBCiGHN3d6dKlSpomsbXX39NTEzMQ18rJiaGmTNnAtndfb28vAorZonl6OjIqlWr6NWrF5BdwN7vRymFl5cXa9euleJWCDOQGVwhhBBCiGLul19+4csvv0QphZOTEz/++GOBtw06duwY48eP58qVKyilePnll/n888/NlLhkioqKIiAggEOHDnHp0iWSkpKA7A7XLi4utGzZkhdffJE6depYOWl2oyt/f38iIiJITEwkIyMj32Mt2chLiIKSAlcIIYQQopjTNI2hQ4cSFhYGZM++9unTh759+9KiRYt7dkNOS0vj0KFDbNy4ka1bt2IwGNA0DRcXF9atW0eFChUs+TLylJKSwpEjR7hy5QopKSm0adOG5s2bA3DkyBFcXV3z1V1Z/GP+/Pl8//33D3Vfs3EW+tSpU2ZIlj/Hjx9n48aNHD58mKtXr5KcnMz777/PG2+8AcAHH3xAvXr1GDx4cJH4DAvLkgJXCCGEEKIESE5O5rXXXuPMmTPAP12IS5UqhZubG9WqVaNixYpkZmZy48YN4uPjOXPmDHq9Hvjn3tCaNWuydOlSatasaZ0X8v8dPXqUuXPnsnfv3hyF2MSJE02FjIeHB8nJyQwbNow333zzkRtsPQ727NnDW2+99UjXsFaBm5iYyKRJkwgODjY9Ziy47/5cPPfcc9y8eRMHBwdmzJhB586dLZ5VWI90URZCCCGEKAEcHBxYtWoVU6dOZfPmzaaiMCMjg6NHj+Y55t/zHL179+a///0v9vb2Zs97Pz///DOzZ88mKysrR8a7mzgZDAZiY2MxGAx8//337N+/nwULFlCuXDlrRC42jNsEGbs4jxs3jjp16lC+fHmLbrFUUHFxcQwaNIirV6/ed+b55s2bpKSkoJQiKSmJMWPG8MMPP9C1a1cLphXWJAWuEEIIIUQJYWdnx8yZMxk4cCALFy5k3759pmXH9xvj6enJa6+9hqurqwXT5m3lypXMmjXL9O/Ozs40b96cjRs35jgvLS2NZ555hqioKAD++usvPvzwQ77//vtCzxQaGlro17xb69atzXr9u0VERKCUolatWvz000/odMWjHHjnnXe4cuUKAHXr1mXEiBG0aNECT0/PHOeVL1+e7777jjlz5hAVFYVer+fjjz9m69at0tTrMVE8PtFCCCGEECLfWrduTevWrUlJSSEkJITIyEhiY2O5ffs2NjY22Nvb4+zsTOPGjWnWrBmlSpWydmQge5bu66+/BqBChQpMmzaN3r17A+QqcCtUqMDGjRv5448/+PTTT7l16xY7duwgJCSENm3aFGquoUOHmm12UynFyZMnzXLtvNy+fRuAHj16FJvidtu2bYSHh6OUwtPTk5kzZ95zObqNjQ0vvPAC7u7ufPDBB2zfvp2kpCT8/Pxky6vHRPH4VAshhBBCiAKzt7ene/fudO/e3dpR8uXXX38lPT0dpRTffvstnTp1euAYb29vKlWqxMiRIwHw9/cv9ALXqCS0rnFycuLSpUuUKVPG2lHybfPmzQBUrFiRL774Il/3WpcuXZrp06cTEhJCSkoKu3fvlgL3MSEFrhBCCCFECfTXX3/RsmVLa8cokL1796KUokWLFvkqbo06depE69atCQ0N5ciRI4Weq3r16vk6z7jFkr29PeXLly/0HIWhXbt2rFmzhvDwcGtHybfjx4+jlMLd3b1AXZErVKhA9+7d8fPz49y5c2ZMKIoSKXCFEEIIIUqgwYMHU7NmTfr06UOfPn2oXbu2tSM90OXLl4GHuye1WbNmhIaGcu3atcKORWBgYL7Oa9iwIQCjRo0ydfQtal5//XXWr1/Pvn37CA0Ntej9vw8rISEBABcXlwKPrVGjBpDdfEo8HmysHUAIIYQQQpjH5cuXmT9/Pr169eLll1/ml19+ITEx0dqx7iktLQ3goWY/jd2TS8IyYnOqU6cOU6dORdM0Ro8ezerVq7lz5461Y92X8b+t8fNREElJSQCyH+5jRGZwhRBCCCFKIE9PT/bs2UN6ejoAJ06c4MSJE8yYMYP27dvj7e2Nh4cHZcuWtXLSfzg6OhIXF8elS5cKPNa4/6+jo2Nhxypx+vfvT0ZGBp9//jnTpk3jiy++oFatWjg4OGBj8+D5L6UUy5Yts0DSbE899RQpKSkcPny4QOM0TSMoKAjI/zJzUfxJgSuEEEIIUQLNnj3b1Fl406ZN/Pnnn+j1evR6PXv37mXv3r2UK1eOHj164O3tTbt27ay+D2rjxo2JjY0lMDCQKVOmULp06XyNi46OZvfu3SilcHNzM3PK4s/f35+ZM2eilELTNDIzMzl79my+xmqaZvHPSYcOHTh9+rTpHusWLVrka9zixYu5ePEiSinatm1r5pSiqJAlykIIIYQQJVT58uXx8fFh4cKFBAcHM2XKFJo3b46maWiaxu3bt9mwYQPDhw/n+eefZ8aMGZw6dcpqeXv06AFk33P55Zdf5mtMQkICY8aMITMzEwAPDw+z5SsJDh8+zJQpU0hLS8uxnNv4mXjQjzUMHDjQtJXVuHHjiIiIuO/5GRkZ/PDDD8ycORMAW1tbXnnlFbPnFEWDzOAKIYQQQjwGHB0dGTJkCEOGDOHSpUts2rSJTZs2mWburl+/ztKlS1m6dCl169bF29ubPn368OSTT1osY58+fVi4cCGRkZGsWbOG69evM3LkyDxnZa9du0ZAQAALFiwgMTERpRQuLi706dPHYnmLo6VLl2IwGFBKUa9ePYYOHUr9+vWpXLlyvpYnW4OzszNvv/02s2fPJj4+nldeeYW2bdvm+FxERUWxdu1ajh8/zq5du0hMTDTNNg8dOpRatWpZ7wUIi1Ka3IkvhBBCCPHYioqKYteuXQQFBXHs2DGysrKA7PsslVK0atWKfv364enpaWr2Y04XL15kwIABJCUl5VgKayxWqlWrhqZpXL9+PccxOzs7Vq5ciaurq9kz3kvDhg1RSjFx4sQi20W5a9euxMbGUrNmTfz9/YtV86UvvviCFStWADxwmbSxxPHy8mLWrFlWX34vLEcKXCGEEEIIQWJiIhs2bGDOnDncunULyHm/Zfny5enXrx9vvvkmVapUMWuWCxcu8N577+VYLv3vAuXuP2Fr1KjBt99+S9OmTc2a60GKQ4HbtGlTMjMzGTJkCJMnT7Z2nALbtm0bs2fP5vz58/c9r2rVqowePZpXX33VQslEUSFLlIUQQgghHlMxMTFs2bKF3bt355i9NRaPTk5OpKSkkJaWRmpqKr/88gsbNmzg888/N90vaw7PPPMMfn5+bNmyhd9//53w8PBcW8TodDpcXV3x8fGhX79+FpldLgkqV65MbGws9vb21o7yUDw9PfH09OSvv/4iLCyMs2fPkpKSgl6vx8HBAWdnZ5599lnat29vum9XPF6kwBVCCCGEeIzExcWxZcsWNm/enKNZj7GoLV++PD169MDHx4c2bdqQlpbGjh07+O233zh8+DDJycm89957LFy40KydaW1tbenduze9e/fGYDBw+fJlkpOTMRgM2NvbU7169SK1xVFx0bx5c7Zs2cKxY8esHeWRtGzZkpYtW1o7hiiCpMAVQgghhCjhbty4wbZt29i8eTN//fWXqZg1/tPW1pYOHTrw4osv4uHhQZkyZUxjy5Urh7e3N97e3nzzzTcsXLgQvV7P3LlzLbb1iq2tLS4uLhZ5rpJu8ODBbN26lf379xMWFkarVq2sHUmIQiUFrhBCCCFECZSamsrOnTvZvHkzBw8exGAwADnvXXVzczN1S65cufIDrzl27FiWLVuGXq/n5MmTZssuzKdVq1YMGzaMRYsWMXr0aCZOnEjfvn3R6aQsECWDNJkSQgghhCiBjM2EIGdR6+TkRJ8+ffDx8aFu3boFvm6HDh1ISEjAwcGBkJCQh8p25cqVhxqXX9WrVy/U63Xr1i1f512+fBmlFPb29vnuTqyUYufOnY8Sr0C2b98OwOLFiwkPD0cphZ2dHQ0aNKBatWr5updZKcX06dMLPdtrr71muv6yZctyPf4o/n1NUXLJVzVCCCGEECVQRkaG6Xc7Ozs8PT3x9vambdu2D71lSnp6OsnJyTz55JO4u7s/dDZ3d3ezbduilCr02WVj4Zqf5wZISUkhJSXlgeff3aXaUsaNG2d6TuM/b926xZEjRwp0HXMUuIcOHcrz/bjX4/lljfdZWI8UuEIIIYQQJZCtrS3t2rXjxRdfpHv37oXSkKlMmTIcPXoUW1vbR75WcVtEWNzy3k9er6Ugr8+cxeK9itGS9P4L85ICVwghhBCiBAoKCqJq1aqFek2lVKEUt61bt77v8cjISFJSUtA0DRsbG9zc3Khfvz6VKlWiVKlSpKamcv78eY4cOUJaWhpKKZ5++mmef/75R86Wl+XLl5vlutZQlF/Lrl27CvS4EHmRe3CFEEIIIUSRsWbNGj755BM0TaNfv3688847ODk55XluamoqixYt4qeffkLTNHx9fRkzZoyFEwshihIpcIUQQgghHgPnzp2jTp06OR7TNI1ff/2VDRs2EBsbi5OTE56enrz66qvY2dlZPGNkZCQvvfQSer2eMWPG4Ovrm69xq1ev5pNPPsHGxoYlS5bQpk0bMycVQhRVUuAKIYQQQpRgy5cv5+eff86zkdB7773Hli1bco2pW7cuCxcuvOfMqblMmjQJf39/6taty6ZNmwo0tn///hw/fhx3d3fmzp1rpoRCiKJO7sEVQgghhCihZsyYwdKlS02Ne65du0a1atUA2LlzJwEBASilcjXwiYqK4r333mPlypUWzfvnn3+ilKJLly4FHtuhQweOHz/OsWPHCj9YPqWmphIcHMyBAwe4evUq8fHxlCpViipVquDi4kLXrl1p06YNNjY2Zs+yfv160+8+Pj55Pv4o7r5mYQkNDS30a97tQfd+i5JBClwhhBBCiBLo7NmzOfb9dHNzQ6/Xm/59xYoVpt979OjBhAkTSExM5PPPPyciIoLDhw+za9eufO8BWxiuX78OQPny5Qs8VqfL/rM2OTm5UDPlx507d1iwYAGLFi0iPT39nuf98ssvVK5cmQkTJvDiiy+aNdNHH32EUgqlVI5i1Pj4o/j3NQvL0KFDi9X2UaJoMv/XR0IIIYQQwuJ+//13srKyAJg4cSK///471atXByAxMZFDhw4B2cXkjBkzcHZ2plmzZixZsoRKlSoB5Ll82ZwcHBwAOHXqVIHHHj58GIDKlSsXaqYHSUlJYcCAAcyZM4e0tDQ0TbvvT3x8PB999BHjxo0z+9Y3xue81+OP8mPuzOb4EY8HmcEVQgghhCiBQkJCAGjUqBHDhg3LcSw4OJisrCyUUnTu3Jly5cqZjj3xxBN069YNPz8/jh8/btHMTZo0ISgoiMDAQE6fPk3Dhg3zNW7Pnj0cOHAApZRFl6FmZWUxatQoTp8+DWTvPezu7k6XLl2oV68e9vb2GAwGUlJSiIyMJDAwkL1795KVlcWOHTuYPn06kydPNku2ezXoym/jLmvo27evtSOIEkAKXCGEEEKIEujq1av3LPiCg4NNv3fq1CnXcWdnZ+CfJcOW8tJLLxEUFITBYGDkyJF89913tGzZ8r5jAgICchSJgwcPNndMkz/++IPDhw+jlMLJyYk5c+bQqFGjPM9t0aIFAwYM4MiRI4wdO5b4+HhWrFhB7969adasWaFnK44F7v/+9z9rRxAlgBS4QgghhBAl0M2bNwFwdHTM8bimaRw4cMD07+3atcs11ngf6d337FpC9+7d6dKlC0FBQcTHxzN06FBatmxJp06dqF27Nk888QSQfZ9tZGQkO3fu5MyZM6YmWv/5z39o3ry5xfJu2LABgFKlSrFgwQLq1av3wDEtWrRg3rx5DBw4kKysLFauXGmWAleIx5UUuEIIIYQQJVD58uVJSUnJ1XQpIiKCpKQklFLUqlUrz62AoqOjgX/uibWk2bNnM3z4cMLCwtA0jbCwMMLCwu55vvHeyn79+vHhhx9aKiYAJ0+eRCmFh4dHvopboyZNmtC1a1d27txp9s7B/zZp0iQAevXqRceOHQs0dsOGDSxZsgRN00zFvRBFjTSZEkIIIYQogerXr28qEO+2c+dO0+95bceTmJhIYGAgSqkCFW2FpUyZMixfvpxPPvmEKlWqPLBxkIuLC3PmzOHLL7+0eNbbt28D2e91QRmXMsfHxxdqpgfx9/dn/fr1REVFFXhsXFwcp0+f5uLFi2ZIJkThkBlcIYQQQogSqGvXroSGhnL06FF++uknhg0bxtGjR/nll19M53h5eeUYk5iYyLhx40hLS0MpxfPPP2/p2ADY2NgwaNAgBg4cSHh4OPv37+fKlSskJCSglKJy5crUqFGDzp073/OeV0uoVq0aV65ceagi1VgcV6xYsbBjmc3Ro0fNen1XV1cg95Y+xscfhWwT9PhQmvTMFkIIIYQocZKTk/H09DQtUbaxsTFtGwTw3HPP5dgnd+zYsezbt4/09HQ0TaNKlSps2bLFdN+ryG3KlCn4+flRpUoVtm3blu/9ezVNw9vbm7Nnz9KzZ09mzpxZqLn0ej3vv/8+N27cyHXs0KFDKKVwdnbmySefzNf1srKyiIuL49KlSwDUrl2bzZs3F2pmwNQ1WymVY6uo/HbTvp9/X1OUXDKDK4QQQghRAjk4OPDjjz8yevRobt68icFgMB1zdnbO1bH27NmzpuK2XLlyfPfdd1LcPsDw4cMJCAggISGBiRMnMnv2bHS6B/95PX/+fKKiotDpdAwfPrzQc+l0Orp06cKkSZNQSuU6rmkaMTExxMTEFOi6xmZe5trOx7hPc34fFyIvMoMrhBBCCFGCxcXFsWLFCo4dO4ZOp6N169a8+uqr2Nvb5zjP19eXwMBA3N3dmTBhAk8//bSVEhcvQUFBvPvuu6Snp+Pq6soHH3xA+/bt8zw3JiaGuXPn4u/vj1KKKVOmmHVbo9dee41Dhw4V2vXs7e3p378/EyZMKLRrClHYpMAVQgghhBD8/fffVKxY0SL3hHbr1g3IXjZ6d9Mr4+OP4t/XNCdjR+KzZ89y/Phx02ypvb09rq6uODo6otPpuHnzJufPnzd1p9Y0DZ1Ol2cH67s96mu5fft2jmXKmqbh4eGBUoq33nqL/v37P/AaSilsbW0pX748FSpUeOgsQliKLFEWQgghhBDUqlXLYs91+fLlPJfO3uvx/DIuobUU40wskON5U1JSCAkJuWc+pRQGg4ErV67c89qF8Vrs7Oyws7PL89oODg7UqFHjka4vRFEkBa4QQgghRAmiaRpRUVHExsZSqlQpatasibOzs7Vj5XKvAq64LS4saF5rv77ly5cD4OLiYtUc5hAbG8vmzZuJjY3FyckJDw8Pi35xI4oGWaIshBBCCFECZGRkMG/ePNauXUtCQkKOYy4uLowYMSJfS1KFKKpiYmJYtGgRERER+Pn55Ti2fv16pk6dil6vNz1mY2PDa6+9xocffmjpqMKKpMAVQgghhCjmEhISeO211zh//vw9ZwiVUnTq1Ikff/yR0qVLWzhhTpMnT0YpRc+ePe/ZkElYRmpqKsHBwRw4cICrV68SHx9PqVKlqFKlCi4uLnTt2pU2bdpgY2Nj1ZzBwcGMHTuWjIwMAEJDQ033BJ8/fx5vb+8cxa2RUor//Oc/UuQ+RqTAFUIIIYQo5l599VUOHz6MUspU4JYuXRqlFHfu3DGdZ9ziZfr06daKCkD79u25ceMGo0aN4p133jE9bmza1KtXLzp27GiteI+FO3fusGDBAhYtWkR6evp9z61cuTITJkzgxRdftFC6nFJTU+nWrZtpT2eAjRs3Uq9ePSD7c2O8H9rJyYkhQ4aQmJjIqlWrSEtLQ6fTsX79eurWrWuV/MKyrPtVjBBCCCGEeCR79+41FbdKKd544w127NjBsWPHOHr0KNu3b2fIkCGm4nf9+vVcuHDBqplTUlIAKFOmTI7H/f39Wb9+PVFRUdaIZXGaphEYGGjx501JSWHAgAHMmTOHtLQ0NE277098fDwfffQR48aNs8o9xH5+fiQnJ6OUom3btuzatctU3GZkZLBjxw4g+wucxYsXM2LECCZOnMjSpUvR6XQYDAbWrVtn8dzCOqTJlBBCCCFEMXZ3gfT111/Tq1evHMddXFyYMmUKNWvW5KuvvkLTNP74448cM6eWZmdnx82bNzl9+rTVMhSmO3fusHv3bk6cOMGtW7fQ6/W5CkFN08jKykKv15Oens6NGzc4c+YMqampnDx50mJZs7KyGDVqlOm9t7W1xd3dnS5dulCvXj3s7e0xGAykpKQQGRlJYGAge/fuJSsrix07djB9+nQmT55ssbyQvTwZwNHRkfnz51O2bFnTsUOHDpGamopSipYtW1K7dm3TsWbNmtGxY0eCgoI4cOCARTML65ECVwghhBCiGAsPD0cpRfPmzXMVt3d77bXXWLJkCdeuXePYsWMWTJhbjRo1OHXqFDt27OC///0vjRs3znFfcEREBOvXr3/o6/v4+BRGzHyJiIhg3LhxXL16tcBjLb2tEcAff/xhmvF3cnJizpw5NGrUKM9zW7RowYABAzhy5Ahjx44lPj6eFStW0Lt3b5o1a2axzGfPnkUphYeHR47iFv4pfgE6d+6ca2yjRo0ICgoiNjbW7DlF0SAFrhBCCCFEMWb8w/3ZZ5+973k2Nja0bduWDRs2WH2JspeXF6dOnSIrK4u1a9eydu1a0zFN0wgICCAgIOChrq2UsliBe+vWLd56661cXavv5+77pEuVKkXbtm3NFS9PGzZsMD33ggULTEt976dFixbMmzePgQMHkpWVxcqVKy1a4CYlJQFQvXr1XMf27dtn+j2vhmWlSpUCsu/jFY8HKXCFEEIIIYox4x/uDg4ODzy3Zs2awD/3wFrLsGHDOHToUI7i5G7FpQeqcUsmpRRly5alX79+NGjQgJiYGBYsWIBOp+OTTz4hMzOTxMREQkJCCA0NBbILr9WrV+Pm5mbRzCdPnjTNhuanuDVq0qQJXbt2ZefOnabXYCk6nY7MzEwyMzNzPB4bG8v58+cBsLe3z/O9vHLlCgDly5c3f1BRJEiBK4QQQghRjBm3RjHOVN2PnZ0dALdv3zZrpgfR6XQsXLiQgwcPcubMGW7duoWmafz4448opWjfvj0tWrSwasb82Lt3L5A9K7tw4UJatmwJQFpaGkuWLMFgMFCzZk3atWsHgK+vL0FBQbz77rukp6ebuv9acgse43/7+vXrF3hso0aN2LlzJ/Hx8YUd675q1qxJVFQUkZGROR7fs2cPkP3+59V122AwcPDgQZRSpi93RMknBa4QQgghRDFWkPs4jecVlRnSdu3amYo/gB9//BGAjh078sYbb1grVr5FRUWhlOK5554zFbcA5cqVo379+pw6dYqQkJAcr7FLly588sknfPTRR0RGRrJ582b69OljsczVqlXjypUrD1WkGovjihUrFnas+2rTpg2RkZEEBQVx8uRJ3NzcuH37NsuWLTOd06NHj1zj5s2bR0xMDEopWrVqZcnIwopkmyAhhBBCCFFkFJXiOz+MS73zuh+1QYMGaJpGRERErmM+Pj6mGcWdO3eaN+S/tGvXDk3T2Lp1K7du3cr3OE3TCAoKMhX0lvTyyy9jY2NDZmYmQ4YMwdfXFx8fHy5cuIDzSTzkAAAgAElEQVRSiqpVq+Lu7m46f8OGDYwcOZI5c+YA2Z2i+/fvb9HMwnqkwBVCCCGEEEXCrl272LVrV7ErRp544olcjz3zzDNAdgfgvHTs2BFN0yy+VdLw4cOxs7MjISGBiRMnmpa4P8j8+fOJiorC1taW4cOHmzllTg0aNODtt99G0zRu377Nrl27iImJQdM0bGxs+Oyzz3Is0Z85cyb79u0zfVkyatQo6tata9HMwnqkwBVCCCGEEEVCjRo1qFGjBhUqVLB2lHwxLtW9efNmrmNPP/00AHFxcXnOlDo5OQFY/H7WZ555hlmzZlG2bFkCAwN55ZVX7rtHbExMDJMmTWL27NkopZg0aZLFG2NB9v3L06dPx8XFBU3T0DQNV1dXfv75Z7p06ZLj3Dp16qBpGnZ2dkyePBlfX1+L5xXWI/fgCiGEEEKIIiczM5Njx44RHx/PnTt3yMrKyvdYS20T9PTTTxMbG5vnMmQXFxfT76dOncp1D2hycjIAd+7cMW/If5k0aRIAdevW5fjx45w6dYrhw4djb2+Pq6srjo6O6HQ6bt68yfnz54mOjjaNtbW1ZfHixSxevPie11dKmW3Zdb9+/ejXrx/JycnodLp7dkbu168fPXv2xMvLq9h8WSIKjxS4QgghhBAlwKFDhx54zt3buyxZsiRf17V0s6fMzEy+//57fv3114fq9mzJfXDbtGlDSEgIBw8e5NChQznuTX3mmWewtbUlKyuLwMDAXAXuwYMHgbyXN5uTv7+/qdnY3c3JUlJSCAkJyXW+sYmZUgqDwWDadicvBWl49igetCWWJZt2iaJHacXpTn4hhBBCCJFDw4YNzVpUnDp1ymzXzstbb71FcHDwQzebUkpZLPPVq1fp0aMHer2eUqVK8frrr9O/f3/T7O3QoUMJDQ2lTJkyzJo1i27dupGRkcG3337LkiVLUErRtm3bfH/ZUBgaNmxo1utb8v0XIi8ygyuEEEIIUQKYY87CErNxd9u2bRt79uwxPa+LiwstW7bE0dGRcuXKWTRLfjz11FMMHz6c+fPnk5mZycKFC7l58ybTpk0D/ilwMzIy8PX1xcHBgVu3buVo7NSrVy+LZrZ0UytzOH78OBs3buTw4cNcvXqV5ORk3n//fdNqgw8++IB69eoxePBgWaL8GJICVwghhBCiGMtr/8/iyt/f3/S7r68vY8aMsXiRXVDjx49Hr9ezdOlSDAYDzs7OpmM9evSgZ8+eBAQEoJQiKSkJ+OeLg9atW/PSSy9ZJXdxlJiYyKRJkwgODjY9ltey6ODgYDZv3sySJUuYMWMGnTt3tnRUYUWyRFkIIYQQQhQJHTt2JCEhgUaNGuHn52ftOAXy999/s3HjRtq1a5fjflu9Xs/cuXP55ZdfTN2WdTod/fr1Y9KkSUVyZrooiouLY9CgQVy9ejXXagWlFBMnTuSNN97g5s2btG7dGqUUmqah0+n44Ycf6Nq1q5WSC0uTAlcIIYQQQhQJTZo0Qa/X8+abb/Luu+9aO06hysjI4Pz582RkZFC7dm2rL53VNI3o6Giio6NNhXeFChVwdnbm6aefxsamaO0mOnDgQMLDw4HsDtAjRoygRYsWeHp65ihws7Ky2L59O3PmzCEqKgqASpUqsXXr1gc2pxIlgyxRFkIIIYQQRULlypWJi4ujbNmy1o5S6EqXLm32Bk/5sW/fPvz8/Dhw4ECe+/cC2NnZ0aFDB1566aUisbx327ZthIeHo5TC09OTmTNnYmtrm+e5NjY2vPDCC7i7u/PBBx+wfft2kpKS8PPzY/jw4RZOLqyhaH01I4QQQgghHltubm6A5Ts3m5ul97rNy4kTJ+jfvz8jR45k27ZtpKSkmJb6apqW4+fWrVvs2LGDUaNG0bdvX44dO2bV7Js3bwagYsWKfPHFF/csbu9WunRppk+fbpq13b17t1kziqJDZnCFEEIIIYoxc28xY8l9cPv27UtgYCC7d+8mOjratN1OURQYGMjZs2d58803H3juyy+/TMWKFRk0aBA9e/a0QLqc1q1bx7Rp08jMzMyz23bFihXR6XQkJyeTmZkJ/NOV+9SpU7z66qtMmTKFgQMHWjS30fHjx1FK4e7uXqCl3RUqVKB79+74+flx7tw5MyYURYkUuEIIIYQQxdiMGTPM2mnYkgVu9+7dcXd3JzAwkDFjxjB37twcXYmLgtOnTzNlyhROnDhBhQoVGDly5H3f/2vXrhEVFYVSirCwMBYuXMjMmTN55plnLJJ306ZNTJ48GcDUdOn555+ne/futGvXjqpVq+aYEY2Pjyc8PJwdO3YQEBBAZmYmer2eTz/9lDJlytC3b1+L5L5bQkICwEN94VGjRg2Aey7HFiWPFLhCCCGEEMWcuXqGWnqLnoSEBCZPnkxqaiqHDh3Cy8uL9u3b07RpUypXrpzvjsM+Pj5myRccHMw777xDeno6mqaRmprK6dOncXV1veeYP//8E/hnO5uTJ0/y0ksvsXDhQp599lmz5DSKjo5m6tSpps9H8+bN+fzzz6lXr949x1SpUgUPDw88PDx47733mDRpEgcOHEDTNKZNm0bz5s0tVpwblStXjszMTNLS0go81rg1k7WbegnLkQJXCCGEEKIYmzp1qrUjFJqOHTuafldKodfr2bt3L3v37s33NZRSZilwIyMjcxS3tra2eHp6PrBw6tmzJ9WrV+f3339n06ZN6PV6bt++zahRo/j999/NOkP91VdfkZaWZmrO9N133xVovJOTE4sXL+bjjz9m3bp1ZGRkMGPGDObPn2+mxHl76qmnSElJ4fDhwwUap2kaQUFBAFSvXt0MyURRJAWuEEIIIUQxNnjwYGtHKDR5zUQXlR0t//vf/5qKxcaNG/N///d/1K5d+4HjdDodrVq1olWrVgwbNozx48dz7tw5UlJSmDZtGosWLTJL3nPnzhEYGJgj78P6/PPPOX/+POHh4ezZs4dz585Rp06dQkx7fx06dOD06dOEhoZy5MgRWrRoka9xixcv5uLFiyilaNu2rZlTiqJCClwhhBBCCFEk+Pr6WjtCnkJDQ03b1DRt2pRly5Y91FZG9erV45dffqF///5cvnyZAwcOcPz4cZo0aVLomQMCAky/T506ldKlSz/0tWxtbfn444955ZVXANi6dStjxox55Iz5NXDgQJYvX45er2fcuHHMmzePxo0b3/P8jIwMfvrpJ+bNmwdk5zdmFyWfFLhCCCGEECJPxvtGLaWoFrjGbWqUUkyfPv2R9ul1dHTk008/ZcSIEUB2EyhzFLhhYWFAdlHdtGnTR75e06ZNqVOnDufPnyc0NPSRr1cQzs7OvP3228yePZv4+HheeeUV2rZta9pWCiAqKoq1a9dy/Phxdu3aRWJiounzO3ToUGrVqmXRzMJ6pMAVQgghhHgMxMXFkZqail6vz3PZb1ZWFnq9nrS0NJKSkjhx4gRbtmxhx44dVkhbtBw9ehSlFC1btiyUpbkdO3Y0FYsFva80v86dO4dSilatWhXaNVu3bs25c+c4e/ZsoV0zv0aPHk1CQgIrVqxA0zQOHjzIwYMHTV/A+Pv74+/vbzrf+Bl/4YUXmDhxosXzCuuRAlcIIYQQooTS6/XMnz+f3377zbTVSnGVkZFBSkoKSimeeOKJR1pyW1BXrlwBKNSZ1ueee45z585x6dKlQrvm3VJSUoDsRlGFpWrVqjmubWlTpkyhdevWzJ49m/Pnz9/33KpVqzJ69GheffVVC6UTRYUUuEIIIYQQJdT777/P9u3bH7pRk6W3Cfq3ffv2sW7dOsLCwrh+/XqOY1WrVqV58+b07t2bHj16mDXHrVu3AKhUqVKhXdNYeJprf1adTkdmZiYZGRmFdk3j58ianwtPT088PT3566+/CAsL4+zZs6SkpKDX63FwcMDZ2Zlnn32W9u3bU6pUKavlFNYjBa4QQgghRAl08OBBtm3bZipGypYti4uLy/9j787Doi7Xx4+/PzAohAIq4tHcVwzXUMylJHNFBTGXk8fE1MrKNc3k2Ek756RHyzxqpuWSufR1yWPJUimKAmKIkTuIiiXuIMLILjOf3x/85pMECurMgHS/rovrGufzeZ65B7i8uOd5nvsmNzeXixcvotPpaNWqFbm5uaSlpXHr1i1trJ2dHTNnzuT5558vl9hv3LjBjBkztHOkULyackpKCnv27GHPnj107tyZjz76yKyrlXezt7cnKyuLvLw8s81pNBoBLJaEubq6kpyczNWrV80257Vr1wDzJvoPy9PTE09Pz/IOQ1RANuUdgBBCCCGEML9du3Zpj0eMGMFPP/3Erl27tLY0BoOBJUuWEBISwqFDh9i1axfPPvssULi1+cqVKzRs2NDqcV+/fp0RI0Zw5MgRVFXVvp544gnq1q2Lm5sb9vb2Ra4dPnyY4cOHW2wbtilx/vXXX80252+//QaAi4uL2ea8W4MGDVBVlZ9++slsc5rOvDZv3txsc1rL4cOHyzsEYSWS4AohhBBCVEK//PILAHXr1mXu3Lla5d8GDRpoCVtUVJR2f8uWLVm9ejV9+/ZFVVU2btzI2bNnrR73tGnTuHbtGqqqUqNGDWbMmMGePXuIi4sjPDyciIgIjh49yvfff8+0adO0BPHGjRu8/fbbFonJ3d1dS6TN0ZfXaDRy8OBBFEWxWD/Z7t27A3D16lUiIiIeeb7IyEguX74MQJcuXR55PmtJS0tj1qxZBAQElHcowkokwRVCCCGEqITS0tJQFIWePXtia2tb5JqpvcrRo0eLjfvnP/9JlSpVUFWV7du3WyVWk7CwMH755RcURaFFixYEBQXx6quv0qBBg2L3NmnShIkTJxIUFESLFi2AwlW68PBws8fVs2dPoHBb9Pfff//I8wUHB5OamgpgsW22L7zwAjY2hX/qf/zxx490FjcnJ4f//Oc/QGFP2YEDB5olxvsxGAzs3r2bTz/9lLlz57J8+fIHbk+0ZcsWBgwYUGQ3g6j8JMEVQgghhKiEsrOzgcIV3D9q0aIFqqqSkJBQ7JqLiwve3t6oqsrx48ctHufdTMljlSpV+Oyzz3B1dS11TO3atVmxYoVWVTkoKMjscfXp0wdnZ2cAFixYwI0bNx56rpSUFBYtWgQUFmsaMGCAWWL8o0aNGjFo0CBUVeXs2bMEBgZiMBgeeJ78/HymTZumtR0aPHgw9erVs0DEv/vxxx/p1asXU6dOZcWKFWzbto3PPvuMMWPG8NJLL2kryfcSHx/PiBEj+OCDD8jIyLBorKLikQRXCCGEEKISql69OvB7MaO7mc7W/vbbbyVuuW3SpIl23ZpMq7fe3t4lrtreS8OGDenVqxeqqpa4Kv2oHBwcGDduHKqqkpqaSkBAwEN9by5cuEBAQACpqalactu4cWOzx2syffp0LTEPDQ0lICCACxculHn8mTNnGDlypLbFuWbNmrzzzjsWidXk66+/Zvr06dy4caPIOWvT1y+//MLf/va3YlW1AfLy8pg/fz7Dhw/nxIkTqKqqFVkrr4JpwvokwRVCCCGEqIRMq58XL14sds2U4Obn55dYOMlU2TczM9NyAZbAVCSqVatWDzy2ZcuWACUmPuYwfvx4WrduDRQmqr6+vixcuJDExMT7jjOthH/44Yf4+/trCWbt2rWZM2eORWI1qVu3LsuWLdO2qP/8888MHDiQCRMm8NVXX3H06FGuX79OTk4ORqOR9PR0EhMT2bJlCxMmTGDIkCEkJCSgqir29vYsXbqUmjVrWizea9eu8dFHH2E0GlFVFZ1Oh5eXFz4+Pnh4eGj3Xb9+nX//+99Fxp48eZIhQ4awceNGCgoKtOfr1avHypUr+eyzzywWt6hYpE2QEEIIIUQl1LFjR86ePcv+/fvJzs7miSee0K41atRIe3zkyBFtxdbk3LlzQGEvVWvS6XTk5+dz586dBx5rOmNatWpVc4cFFMa2atUqRo8eTXJyMnl5eaxfv57169fj4uJC+/btcXNzo0aNGuTn55Oenk5qairHjx9Hr9cDv7c6cnV1Zc2aNRZNFk26dOnCypUreeedd0hPT0dVVQ4ePMjBgwdLHWuK18XFhaVLl9KpUyeLxrp161ZycnJQFIUmTZqwYsWKIr+bR48eZcqUKdy4cYPdu3dz6dIl6tevT1hYGDNnzizSxsnOzo7x48czceJEi/1OiIpJVnCFEEIIISqhF154AYBbt27x+uuvFzm3WKdOHa2S8oYNG8jJydGuJSQkEBYWhqIo1K9f36ox/+UvfwEKVxoflGmMm5ubWWO6W506ddi2bZtWodi0bfbWrVscOHCA7du388UXX7B+/Xq+/fZboqKiyMjI0O6DwurGO3bs0FacreHZZ5/lf//7H71790ZRlBK3/pb0pSgKAwcO5LvvvrNK5eS4uDigsJDVH5NbgA4dOrBkyRLt32FhYURFRTFlyhQtuVVVle7duxMUFMTUqVMluf0TkhVcIYQQQohKqGfPnnh4eHD69GmOHDlCv379mDhxIpMmTQLAz8+PL774gnPnzjF06FB8fHy4desW3333HQUFBSiKQrdu3awac+fOnTl//jyxsbHExMSUOan66aefiI2NRVEUvLy8LBpjjRo1WLt2Lbt372bt2rUcO3YMoMSzzCY6nY4ePXowZswYq39PTerVq8enn35KUlISO3bs4PDhw5w+fbpY4SnT6qm3tzfDhw8vlmRa0sWLF1EUhS5dutzzdT09PXnqqaeIj4/n8OHDfPXVV9o5cxcXF+bMmcPgwYOtFrOoeBTVHM28hBBCCCFEhXP58mVGjRrF9evXURSFiRMnMnXqVAAyMjIYOHCgdu7VxPSnYbVq1di1a5fFK+beLT4+Hn9/fxRFwcnJiRUrVpS6LTY2NpZJkyaRkZGBoihs3bqVdu3aWSliuHTpEtHR0SQmJnLt2jWys7OxsbHBycmJBg0a0KZNG7y8vLRiTxVJXl4eN2/eJCMjg+zsbBwdHWnQoAGOjo7lEk/Hjh3Jzc1lwoQJzJgx4573zZs3jy1btmir0QA9evRg4cKF1KpVy1rhigpKVnCFEEIIISqpJ598kuDgYFasWEFQUFCRLcfOzs588cUXTJo0iStXrhQZV716dZYuXWrV5BagdevW+Pv7s3PnTvR6PWPGjOG5556jT58+tGrVCmdnZxRFIT09nTNnzrBnzx4iIiIwGo1aCxtrJrcA9evXZ8SIEVZ9TXOpWrUq9erVs/rP+V5M24xL+zDAlMSatlGPHj2av//971rFZPHnJiu4QgghhBB/AqqqkpeXh729fZHns7OzCQkJ4dixY9y5c4dWrVoxZMgQqxRAKklOTg5vvPEGP/30E0CpSYvpT1lPT0/WrVtn1TOXSUlJNG3a1GqvV9m5u7ujKAqzZs3ilVdeued9a9eu5aOPPkJRFHr27MmqVausGKWo6GQFVwghhBDiT0BRlGLJLcATTzzB8OHDGT58eDlEVZyDgwNr1qxh2bJlbNy4sUgBrJLY29szevRopk6dqrU3spaBAwfi4eGBr68vAwcOfCy3x2ZmZhIREUF0dDRXr14lNTUVOzs7XF1dadiwIc8//zxdunTBxqbi1Ka9+0OPiRMnlmMkoiKSBFcIIYQQohL68ssvAfDy8irSQ7QsDh48yLfffkt+fj5Lly61RHj3pdPpePvttxk7diz79u3j8OHDXLp0SWtz4+zsTMOGDfH09KRfv364uLhYPUYoXD0+deoUp06dYtGiRXTt2hVfX1/69OlT4ocJFUleXh6rV69m7dq15Obm3vO+jRs3UqtWLd555x38/PysGGHZmHoTC2EiCa4QQgghRCW0cOFCbbvngya4p06dIigoqNyKDZnUrFmTYcOGMWzYsHKN4168vLw4cuQIRqORgoICoqKiiIqKwsHBgT59+uDr60u3bt0q3NlQ0/nmM2fO3Lf6s0lqaiqzZ89m7969LF26tEK9H2kDJP5IElwhhBBCCFHEpUuXALhz5045R1KxbdiwgRs3bhAaGkpQUBCnTp0CCs8179q1i127duHq6sqgQYPw9fWtEKuNRqORiRMnkpCQABT2nO3Vqxfe3t60aNECJycnDAYDer2exMRE9u3bR2RkJEajkT179jB//nzmzJlTzu9CiHuTBFcIIYQQ4jFVUFDAkiVLtOqzJQkLC+Py5ctlms9gMHD16lUOHDiAoijUrl3bXKGWSVpaWpmKW3399dc0a9aszH1yLcnNzY2xY8cyduxYfv31V4KCgggODua3334DICUlhfXr17N+/XqaNWuGr68vgwcPpm7duuUS765du4iLi0NRFOrUqcOKFSvuucLfsWNHRo4cyS+//MLkyZNJTU1l06ZNDBo0iPbt21s5ciHKRhJcIYQQQojHlE6no1q1aqxdu7bEbaOqqhIXF0dcXNwDzWtqv9K3b19zhXpf4eHhLF++nDt37hAUFHTfewsKCvj444/JycmhefPmTJ06ld69e1slztI0btyYyZMnM3nyZE6cOEFwcDChoaGkpKQAcO7cOZYsWcJ///tfPD098fPzo3///lSrVs1qMX733XcA2NnZsXr1alq0aFHqmI4dO7Jy5Ur++te/YjQa2bx5syS4osKSNkFCCCGEEI+xgoIC/Pz8OH/+vFnnfe6551i2bJlFiyXl5+czZ84cgoODUVUVGxsboqOj71s0Ki4ujlGjRqEoipaIDxs2jHnz5mFra2uxWB+WqqrExsayd+9e9u/fr63smj6QqFKlCt7e3vj7+/Pcc89ZvFpxly5d0Ov1DBgwgE8++eSBxk6aNImwsDDq1q1LeHi42WMztQlycnK6b9KfmZlJRkYGiqKUuYevoiiEhYWZK1RRgckKrhBCCCHEY0yn07Fq1aoiCa6qqrzxxhsoisKLL75YphVORVGwsbHB0dGRJ598kjp16lgybIxGI5MnTyYiIqLIc/Hx8XTt2vW+Y728vPj5558xGAyoqso333xDdnY2ixcvtmjMD0NRFLy8vPDy8uLtt99my5YtLF++nKysLK038e7du9m9eze1a9fmpZde4uWXX7bYqm52djYALVu2fOCxHh4ehIWFkZqaau6witDr9ej1+vveY/qA4MqVK6XOZ/ogRPw5SIIrhBBCCPGYa9CgAQ0aNCjxWrNmzfD29rZuQGXwxRdfaGd9VVVl8ODBvPHGGzRt2vS+455++mk2bNjApUuXWLJkCSEhIaiqSmhoKJ6enowaNcpK76Bs0tPT2bNnD+Hh4Rw6dEhryWPaROno6Ehubi4Gg4EbN26wbNkytm7dyoIFC0pN9B+Gm5sbV65ceagk1ZQcW7Itk2wuFY9KtigLIYQQQlRCmzdvBsDT0xN3d/dyjqaoW7du0atXL3JyctDpdHz88cf079//oebavHkz//rXvwCoXr06Bw4c4IknnjBnuA8sKyuLPXv2EBoaSnR0NAaDAfg9edPpdPTo0YMhQ4bQq1cvbt++TXBwMNu3b+fcuXNAYfubjRs30q5dO7PG9t577/HNN9/g6urKjz/+WOZWUKqq4uvry7lz5/Dx8bHIavnhw4fNPufdvLy8LDq/qBgkwRVCCCGEEFb11VdfsWDBAhRF4d1332Xs2LGPNN+//vUvNm/ejKIozJs3j5EjR5on0AeQn59PeHg4ISEhREREaJWt7/5Tu23btvj5+eHj41NitWhVVZk7dy7btm1DURS6d+/OmjVrzBrnhQsXePHFF8nJyaFXr14sXboUna70TZ0rV67U7t22bRtPPfWUWeMSwlwkwRVCCCGE+JP4+eef+fnnn0lOTtaK9Dg5OdGgQQM6dOhAp06dLF7kCGDixIns378fV1dXDhw48MjFoTIyMvD29iY3N5fevXuzfPlyM0V6fwaDgaioKEJCQti7d6+2hffuP6/r1avH4MGD8fPzK3X7NRSu/nbp0gWDwUD16tUtsqq5f/9+pk+fTm5uLq1bt2bmzJl069atxHuTk5P57LPP2LlzJ4qi8N577/G3v/3N7DEJYS5yBlcIIYQQopL7/vvvWbp0qVbB917c3NyYPXs2AwYMsGg8CQkJ2gqlOSofOzs788wzzxAeHs6pU6fMEGHZdO/enYyMDKBoUlutWjX69evHkCFD6Ny58wPN6ejoiLOzM2lpaRY5jxoYGAhA8+bNOXHiBPHx8YwfPx4nJydat25NzZo10el03L59m6SkJC5evKiNtbW1Zd26daxbt+6e80u1YlHeJMEVQgghhKjE/v3vf2vncUtLmK5fv87bb79NTEwM8+bNs1hM6enpADRs2NBsc7Zq1Yrw8HBu3bpltjlLY3of8Pu5Wl9fX3r37k2VKlUeas78/HzS09OpWrUqPXv2NFeoGtNKLFCksrBerycmJqbY/aYKxIqiYDAY7lu12FrVijMzM4mIiCA6OpqrV6+SmpqKnZ0drq6uNGzYkOeff54uXbpYZTeCqHgkwRVCCCGEqKQ+//xzNm3apFUqrlevHn369MHd3R1nZ2eMRiO3bt3izJkzhIWFce3aNVRVZevWrTRp0oSAgACLxGUqumRnZ2e2OU2Fpe7cuWO2OcvCw8MDPz8/Bg0aVOK52gdlY2NDZGSkWea6lwddGa4oJxrz8vJYvXo1a9eu1apRl2Tjxo3UqlWLd955Bz8/PytGKCoCSXCFEEIIISqhy5cv8+mnnwKFSdOsWbMYM2bMPVfY/v73v/PVV1+xePFiCgoK+Pjjj+nTpw/16tUze2zOzs7cvHmTtLQ0s81pWk0ta1VgcwgJCaFZs2ZmnVOn01k0uU1ISLDY3Jak1+sZM2YMZ86cKVPCnZqayuzZs9m7dy9Lly6VPrh/IpLgCiGEEEJUQlu2bOHOnTsoisL7779famVhGxsbXnnlFRwdHXn//fcpKChg69atTJ8+3eyxNWnShNTUVLOelz1+/DiARRLyezF3citKZjQamThxopac29ra0qtXL7y9vWnRogVOTk4YDAb0ej2JiZk5ItEAACAASURBVIns27ePyMhIjEYje/bsYf78+cyZM6ec34WwFtmYLoQQQghRCR08eBAoPJv6IG1zRowYgbu7O6qqEhkZaZHYPD09AYiLi+PatWuPPN/ly5eJi4tDURRat279yPM9rJs3b5b4fGhoKK+//jp+fn689tpr7NixQ9umLUq3a9cu7ef7l7/8hW3btrF8+XJefPFF2rVrR+PGjWnWrBkdO3Zk5MiRfP7552zevBlXV1dUVWXTpk0cO3asvN+GsBJJcIUQQgghKqHLly+jKAo9evR44LGmMb/++quZoyrUv39/oHBl7uOPP37k+T755BOMRiMAzz///CPP96CCgoLw8fGhb9++xa7NmzePGTNmEBERQWJiIpGRkVqrHVMF5seJqqrs27fPqq/53XffAYVntlevXo2Hh0epYzp27MjKlSu1Kt2mQmui8pMtykIIIYQQlZCpJ2v16tUfeGy1atUAyxVscnd3p0uXLsTExBASEsJTTz3FuHHjHmqu9evXExISoq3ueXt7mzfYUqxcuZJly5ZpFYRTU1NxdXUFICoqii1btpQ47tixY8ycOZPVq1dbM1xNXl6e1lYpKyuLgoKCYmdbVVXFaDRSUFBAbm6uVpAsMzOT06dPWy3W06dPoygKvXv3pkWLFmUe17ZtW55//nnCwsKIjY21YISiIpEEVwghhBCiEnJxcSE1NbXU3rclMY2xZLGjwMBAhg0bhsFg4KOPPuL8+fPMmDGjzK+ZmprKJ598ws6dO7Xn3nnnHbNWZi5NcnIyK1as0P5dr149cnJytH9v2LABKGzH07VrV6ZNm0ZaWhqLFi0iKSmJqKgooqKiHmqV/VGcPHmSKVOmcPXq1Qcea61WQHczfVjTsmXLBx7r4eFBWFgYqamp5g5LVFCS4AohhBBCVEIeHh7s37+fvXv3otfrcXJyKtO4jIwM9u3bh6IotGrVymLxubu78+677/Lhhx+iKAr/+9//CA4OpmfPnnTp0oUOHTrg5uZGjRo1yM/P59atW9y8eZO4uDiio6OJiYkhPz9fW3UcPXo0Pj4+Fou3JNu3b6egoABFUXj99deLFOTS6/VER0cDYG9vz9KlS7XV9Hbt2tGvXz8yMzMJDQ21aoKblZXF66+/fs/zwiUxtZmCwm3CzzzzjKXCK5GbmxtXrlx5qCTVlBy7uLiYOyxRQUmCK4QQQghRCfXu3Zv9+/ej1+sJDAxk2bJl2nnEezEYDMyePZuMjAxtS6glvfzyyxgMBhYtWoSqquTl5bFnzx727NlT6lhTwmVjY8Prr7/O1KlTLRprSQ4dOgRA8+bNi1WbjoiI0JLfZ599tshW8Zo1a/LCCy/w7bffEhcXZ9WYt2/fzs2bN1EUBXt7e4YOHUqrVq1ITk5m9erV6HQ65s6dy507d0hLSyMmJkbb3mtnZ8fWrVt56qmnrBpz165d+eabb/jhhx+YPn16mVtBqarK/v37URQFLy8vC0cpKgopMiWEEEIIUQn5+flRv359APbt28fIkSOJiooqsYeoqWLyiBEjtISgbt26+Pv7WzzOsWPHsnHjRu1spaqqZfoCePrpp9m0aVO5JLfweyGvrl27Frt2dwXqZ599ttj1Ro0aAZCSkmK5AEtgiktRFNasWcM//vEPRowYwZtvvolOp8NgMFC/fn1GjRrFpEmT2LhxI6tWrcLBwYGCggICAwO1gl7WMn78eJ544glu3rzJrFmzKCgoKNO4VatWcfbsWWxtbRk/fryFoxQVhazgCiGEEEJUQnZ2dnz88ceMHTuWvLw8Tp06xauvvoqDgwMtWrTA2dkZRVFIT0/n7Nmz2tlRVVWxt7dnyZIlVjvP6unpya5du4iMjCQ4OJjo6OgSEz8bGxuaN29Ot27dGDRoEG3atLFKfPei1+sBqF27drFrpjZNQIlbek1JmqUKed3L2bNntRVNU7smAAcHB1q2bEl8fDwxMTFFknZvb2/mzp3L7NmzSUxMJCQkhMGDB1st5iZNmvDJJ58wffp09u3bx4gRI5g5cybdunUr8f7k5GQ+++wzdu7ciaIoBAYGWn3VWZQfSXCFEEIIISqpDh068NVXX/HWW29p5xezs7M5fvx4kfvuXtWtXbs2S5YsoX379laNFQpXOk2rnRkZGVy9epXs7GxsbW2pXr069evXp0qVKlaP614cHR3R6/VkZmYWeT4hIYHU1FQUReHJJ5+kQYMGxcYmJycDlPlstLmYkvKSfr6tWrXi9OnTnDx5sti1IUOG8Omnn3L58mXCwsKsmuAGBgYChVvBT5w4QXx8POPHj8fJyYnWrVtTs2ZNdDodt2/fJikpiYsXL2pjbW1tWbduHevWrbvn/IqiEBYWZvH3IaxDElwhhBBCiEqsffv27Nmzh02bNhEaGkpCQkKxbcqKotC8eXP8/Pz461//qrUJKk/Ozs44OzuXdxj31axZM+Li4oqdo927d6/2uKS2RXq9nvDwcBRFoWnTppYOs0QltY9q0qQJAOfOnStxTI8ePdiyZQsJCQkWje2PTCuxQJEKznq9npiYmGL3myo9K4qCwWDgypUr95y7PKpCC8uSBFcIIYQQopJzcHDg1Vdf5dVXX0Wv13PlyhVu3boFFCaSDRo0eKh+uX92zz77LHFxcRw5coRt27YxYsQIzp49q7UHAujfv3+RMVlZWcyaNYvbt2+jKIrVWwS5uLhw/fp1bt++Xeya6Vzw9evXycrKKlbMqU6dOgDl0nKnpLPj5rxfVB6S4AohhBBC/Ik4OTlZfVvsw8rMzCQiIoLo6GiuXr1KamoqdnZ2uLq60rBhQ55//nm6dOmCjU351E0dMWIEa9asITs7m7lz57J48WKysrIwGAwoikLbtm3p1KmTdv/777/P3r17SUtLAwp/FsOGDbNqzI0aNeLatWslbkNu2LCh9jg+Pr5I7FC4bRwgLy/PskH+gbVXjMXjTRJcIYQQQojHmLu7OzY2Nrzzzju88sor5R2OWeTl5bF69WrWrl1Lbm7uPe/buHEjtWrV4p133sHPz8+KERaqVasWixcvZurUqeTl5WkJIICrqyv/+c9/itwfExNDWloaqqqi0+lYuHAhNWvWtGrMXbp0ISYmhkOHDnH48OEi7XOaNGmCra0tRqORffv2FUtwTW2RZLVfVGTSJkgIIYQQ4jFXmbZj6vV6Ro4cyYoVK8jJySm1XVBqaiqzZ89mypQp5fJ98Pb2ZufOnQwbNoyWLVvy1FNPERAQwI4dO4qdr23atCmqquLp6cnWrVtLPJ9raf7+/tjZ2aGqKhMmTGDx4sVaUSZ7e3uefvppVFVl8+bN2lni/Px8Fi5cyJkzZ1AUBXd3d6vHLURZKWpl+h9RCCGEEOJPxt3dHUVRmDVr1mO/gms0Ghk9erRWtMnW1pZevXrh7e1NixYtcHJywmAwoNfrSUxMZN++fURGRmI0GlEUhdGjRzNnzpxyfhf3dvr0aapVq1ZkK3B5+O9//8uqVau04kojR45k3rx5AOzevZspU6Zo15ydncnKyqKgoEAryPSvf/3L6lurH4WqqoSHh9OrV6/yDkVYgWxRFkIIIYQQFcKuXbuIi4tDURTq1KnDihUr8PDwKPHejh07MnLkSH755RcmT55MamoqmzZtYtCgQeXS4qgsKkov1mnTplFQUMD69esxGAxF2hj17dsXHx8fQkNDtT7J8Hv14s6dO/Piiy+WS9x5eXmEh4dz6tSpIkn33VRVxWg0UlBQQG5uLrdu3eLMmTNkZmZy+vTpcolbWJckuEIIIYQQokL47rvvALCzs2P16tW0aNGi1DEdO3Zk5cqV/PWvf8VoNLJ582arJLgpKSlcu3YNOzs7nnzyycfuXOrMmTMZNmwYQUFBxb5fixYtonHjxmzcuFGrtmxra8vQoUMJDAwsl7Y6J0+eZMqUKVy9evWBx0oroD8XSXCFEEIIIUSFcPr0aRRFoXfv3mVKbk3atm3L888/T1hYGLGxsRaLz2g0smnTJrZu3UpSUpL2vI2NDW3btmXChAn07t3bYq9vbo0bN2by5MnFntfpdEyZMoWJEyeSlJREfn4+TZs2Lbf+yFlZWbz++uvcvHmzzGMURdFWd+3s7HjmmWcsFZ6oYCTBFUIIIYQQFUJ2djYALVu2fOCxHh4ehIWFWaxHa2ZmJuPHj+f48eNA0cJeBoOBY8eOMXnyZAYPHsyCBQuwtbW1SBzWVKVKlQpRUGr79u3cvHkTRVGwt7dn6NChtGrViuTkZFavXo1Op2Pu3LncuXOHtLQ0YmJitA867Ozs2Lp1a4XZHi4sTxJcIYQQQohKICMjgytXrph93nr16pl9zntxc3PjypUrD5WkmpJjFxcXc4cFwPTp0zl27FiRlcG7mZ4LCgrCxcWFv//97xaJw1ry8vKoWrVqeYcBQGRkJFC4KrtmzRo8PT0ByMnJ4csvv8RgMFC/fn26du0KwKRJk9i/fz/Tp08nNzeXwMBAdu7cWW79koV1SYIrhBBCCFEJfP7553z++edmnVNRFKsW5unatSvffPMNP/zwA9OnT8fR0bFM41RVZf/+/SiKUqSvq7nExsYSGRmpJbf+/v689NJLNGvWDBsbGxITE9mwYQMhISFai52AgACefPJJs8fyKPbt28e5c+d47bXXSr132LBhuLi48NJLL+Hj42OF6O7t7Nmz2s/WlNwCODg40LJlS+Lj44mJidESXChs3zR37lxmz55NYmIiISEhDB48uDzCF1YmH2MIIYQQQlQCpfWLfZCvu+ezpvHjx/PEE09w8+ZNZs2aRUFBQZnGrVq1irNnz2Jra8v48ePNHteePXu0x++//z4LFiygXbt2ODo64uDgQPv27Vm8eDFvvvkmUHhW99tvvzV7HA8rISGBYcOG8dZbb7F69epSf643btzg7NmzHDlyhBkzZjB06FAuXLhgpWiL0+v1ACUWD2vVqhWqqnLy5Mli14YMGUL9+vUBCAsLs2yQosKQBFcIIYQQQhRh7cTWpEmTJnzyySfY29uzb98+RowYQXR09D3vT05OJjAwkKVLl6IoCoGBgRY5a2nqy/vUU08xatSoe9735ptvUrNmTQCOHTtm9jgeRkREBC+99BKnTp1CVVUyMzNJSEi475iffvoJ+P334PTp07z44ova96G8lFSpukmTJgCcO3euxDE9evRAVdVS37OoPGSLshBCCCFEJfDuu+/yyiuvlHcYjyQwMBCA5s2bc+LECeLj4xk/fjxOTk60bt2amjVrotPpuH37NklJSVy8eFEba2try7p161i3bt0951cU5aFW8q5cuVKm7c86nY6uXbsSEhJyz4TLmhITE5k6dSq5ubmoqoqtrS39+vUrtRqyj48P9erVY8eOHQQHB1NQUEB2djYTJ05kx44dRfrmWoOLiwvXr1/XWhbdrVGjRgBcv36drKysYtva69SpA2Cx4mOi4pEEVwghhBBCVAg7d+7U+pXe3bdUr9cTExNT7H5Tf1NFUTAYDPctsvUovVAzMzMBqFGjRqn3mhKukpIxa3v//ffJyclBURTatGnDokWLaNq0aanjdDodnTp1olOnTowbN45p06Zx/vx59Ho98+bNY+3atVaI/neNGjXi2rVrJW5DbtiwofY4Pj6eTp06FbmekZEBFBbNEn8OskVZCCGEEEJUGA97Vrgs9z6sO3fuAIUtZ0pjWkE0VXUuL7GxsRw9ehRFUWjXrh2bNm0qU3L7Ry1atGDjxo1awazo6GhOnDhh7nDvq0uXLgAcOnSIw4cPF7nWpEkTrSXTvn37io09dOgQUPL2ZlE5yQquEEIIIYSoECrqOckHWf013Wc0Gi0ZUqlCQkKAwnjmz5+Pvb39Q89Vs2ZNPvjgAyZMmABAcHAwbdu2NUucZeHv78/KlSspKChgwoQJBAQEMHz4cBo2bIi9vT1PP/00sbGxbN68GU9PT1544QXy8/NZsmQJZ86cQVGUCtHPV1iHrOAKIYQQQghRyZh69np6etKsWbNHnq9Hjx7aPNYuNlW3bl3Gjx+PqqrcuXOHNWvWFDlr/fLLLwOQn5/PpEmTeOaZZ/D09GT9+vXaPQMHDrRqzKL8SIIrhBBCCCFEJWM6j2zOlVYvLy9UVeXSpUtmm7Ospk2bxoQJE7TtyHcXuurbty8+Pj7aVvT09HRtWzlA586defHFF60bsCg3kuAKIYQQQohKQVXVEs9h/hllZWUBZSuMVVamisTlVUBr5syZBAcH8+abbxbribto0SLefPPNIhWibW1tGTFiBJ9//vlDFxgTjx85gyuEEEII8Rjr3LkzAH/5y1/KORLzycvLIzw8nFOnTpGVlUVBQUGxQlGqqmI0GikoKCA3N5dbt25x5swZMjMzOX36dDlFXnHY29uTlZVl1urBpnPFZSm2ZSmNGzdm8uTJxZ7X6XRMmTKFiRMnkpSURH5+Pk2bNi21JZKofCTBFUIIIYR4jG3cuNGqr7d9+3ZWrVr10D1lS3Py5EmmTJnC1atXH3jso7QCKouTJ0/y7bfflnqPSWn3mgwZMuSR4ipJnTp1SEpK4tdffzXbnL/99htQ2Je2oqpSpYoUlPqTkwRXCCGEEEKU2e3bt7l8+bJFEsmsrCxef/11bt68WeYxiqJoq7t2dnY888wzZo/LJDQ0lNDQ0DLFBBAYGFimey2R4Lq7u3P+/HkOHz5slsTfaDRy8OBBFEUxS9EqS8jLy6Nq1arlHYYoZ5LgCiGEEEKICmH79u3cvHkTRVGwt7dn6NChtGrViuTkZFavXo1Op2Pu3LncuXOHtLQ0YmJiiI2NBQqT261bt/LUU09ZLL5H7adrTT179iQkJISUlBS+//57fHx8Hmm+4OBgUlNTtcrM1rJv3z7OnTvHa6+9Vuq9w4YNw8XFhZdeeumR3694fEmCK4QQQgghKoTIyEigcFVzzZo1WiKVk5PDl19+icFgoH79+nTt2hWASZMmsX//fqZPn05ubi6BgYHs3LkTGxvz1lE1nXN+nPTp0wdnZ2f0ej0LFiygU6dOuLm5PdRcKSkpLFq0CCj82QwYMMCcoZYoISGB9957j1OnTlGtWjVeffXV+65C37hxg7Nnz6IoCkeOHGHNmjUsXryYJk2aWDxWUbFIgiuEEEIIISoEU4Li5eVVZJXQwcGBli1bEh8fT0xMjJbgAnh7ezN37lxmz55NYmIiISEhDB482KxxWfucszk4ODgwbtw4lixZQmpqKgEBAaxatYpGjRo90DwXLlzgrbfe0lZvBwwYQOPGjS0T9P8XERHB1KlTyc3NRVVVMjMzSUhIoHXr1vcc89NPPwG/n8M+ffo0L774ImvWrOHpp5+2aLyiYpE2QUIIIYQQokLQ6/UAxVrAALRq1QpVVYsUcTIZMmQI9evXB7BI4avH1fjx47Wk8MKFC/j6+rJw4UISExPvO05VVY4fP86HH36Iv78/Fy5cAKB27drMmTPHojEnJiYWSW5tbW0ZMGBAqdWQfXx82LRpE/7+/uh0OhRFITs7m4kTJ5KcnGzRmEXFIiu4QgghhBCiQqlevXqx50xbTc+dO1fimB49erBlyxYSEhIsGtvjRKfTsWrVKkaPHk1ycjJ5eXmsX7+e9evX4+LiQvv27XFzc6NGjRrk5+eTnp5Oamoqx48f1z5sMJ07dnV1Zc2aNdSsWdOiMb///vvk5OSgKApt2rRh0aJFNG3atEzvtVOnTnTq1Ilx48Yxbdo0zp8/j16vZ968eaxdu9aicYuKQxJcIYQQQghRIbi4uHD9+nVu375d7Jppa+3169fJysrC0dGxyPU6deoAkJqaavlAHyN16tRh27ZtzJw5k4MHD2oJ661btzhw4ECJY/5YTKt79+7Mnz9f+x5bSmxsLEePHkVRFNq1a8dXX32Fvb39A8/TokULNm7cyPDhw7l8+TLR0dGcOHGCtm3bWiBqUdFIgiuEEEIIISqERo0ace3atRK3ITds2FB7HB8fT6dOnYpcz8jIAApbxVjLp59++tBjbWxsqFKlCg4ODri6utKkSROaN29u9gJZADVq1GDt2rXs3r2btWvXcuzYMeD+VaF1Oh09evRgzJgxdOvWzewxlSQkJAQoLGQ1f/78h0puTWrWrMkHH3zAhAkTgMIq0JLg/jlIgiuEEEIIISqELl26EBMTw6FDhzh8+DBeXl7atSZNmmBra4vRaGTfvn3FEtxDhw4BJW9vtpRPP/3UrP2AnZ2dGTVqFG+++SY6nfn/TO/bty99+/bl0qVLREdHk5iYyLVr18jOzsbGxgYnJycaNGhAmzZt8PLywtnZ2ewx3M+xY8e0NkTm6LXbo0cPmjVrRlJSEnFxcWaIUDwOJMEVQgghhBAVgr+/PytXrqSgoIAJEyYQEBDA8OHDadiwIfb29jz99NPExsayefNmPD09eeGFF8jPz2fJkiWcOXMGRVFwd3e3asx3r4IqilJqr9z73ZOens7KlSvZv38/GzZsKLWw0sOqX78+I0aMsMjcj+LKlSsAZl1p9fLy4vz581y6dMlsc4qKTRJcIYQQQghRIdStW5fx48ezatUq7ty5w5o1a7h9+zbz5s0D4OWXXyY2Npb8/HwmTZqEs7MzWVlZFBQUaHMMHDjQavFu3bqV7Oxs5syZw9WrV1FVlcaNG9OnTx9atWqFi4sLqqpy+/Ztzp07R3h4OPHx8SiKgr29PQEBAdr1M2fO8PPPP6OqKvHx8cyePfuRtkDfS1JSUpmKNpWHrKwsoHBLtbmYzg2XdK5bVE6S4AohhBBCiApj2rRpFBQUsH79egwGAw0aNNCu9e3bFx8fH0JDQ1EUhfT0dABtm3Dnzp158cUXrRZr+/btGT9+PFeuXKFKlSq8//77DBs27J73T5kyhX379vHuu++SmZnJhQsXWLp0qXY9ISGBt956i8uXL7N3717i4uLM3sN14MCBeHh44Ovry8CBA6lVq5ZZ538U9vb2ZGVlmfUctdFoBMDOzs5sc4qKTfrgCiGEEEKICmXmzJkEBwfz5ptvFuuJu2jRIt58880i23dtbW0ZMWIEn3/+uVnPxJYmKCiIgwcPoigKH3/88X2TW5NevXqxfPlyAHbv3s3u3bu1a+7u7qxevVorNLVz506zx6yqKqdOnWLBggX07NmTV199laCgIHJzc83+Wg/KtNr666+/mm3O3377DSis0C3+HGQFVwghhBBCVDiNGzdm8uTJxZ7X6XRMmTKFiRMnkpSURH5+Pk2bNrXYedX72bFjBwCdOnWib9++ZR73zDPP0L17d6Kioti6dWuRsU2bNuXZZ5/lwIEDnDhxwuwxe3l5ceTIEYxGIwUFBURFRREVFYWDgwN9+vTB19eXbt26WfWDAhN3d3fOnz/P4cOHUVX1kWMwGo3aBxDmKFolHg+ygiuEEEIIIR47VapUwd3dnXbt2pVLcgtoha3urvZcVh06dADg1KlTxa6ZkrHr168/WoAl2LBhA/v372f27Nl4eHigqiqqqpKdnc2uXbuYMGECzz33HAsXLiQ+Pt7sr38/PXv2BCAlJYXvv//+kecLDg7W+iJ7eno+8nzi8SAJrhBCCCGEeKxYs9ft/WRmZj70WNPZ0JycnGLXTK2OLFUYyc3NjbFjx7Jjxw5++OEH3nrrLRo1aqQluykpKaxfv56hQ4cyaNAgvvjiC65evWqRWO7Wp08frTXRggULuHHjxkPPlZKSwqJFi4DCM9oDBgwwS4yi4pMEVwghhBBClLt9+/bxxRdflOneYcOG8fLLLxMaGmrhqO6vdu3aAMTExDzw2NjYWABcXV2LXTOt3Do5OT1CdGVj2gr+448/sn37dgICAqhdu7aW7J47d44lS5bwwgsv8PLLL/PNN988UmJ/Pw4ODowbNw5VVUlNTSUgIEA7Q/sgLly4QEBAAKmpqVpy27hxY/MHLCokSXCFEEIIIUS5SUhIYNiwYbz11lusXr261D6yN27c4OzZsxw5coQZM2YwdOhQLly4YKVoi+rcuTOqqvLzzz8/0JbasLAwYmNjURSFTp06FblmMBiIjIwsl3Ojbdu2JTAwkIiICDZs2EBAQIC2sms0Gjly5Aj/+Mc/6N69O1OnTmX//v3aSrS5jB8/ntatWwOFiaqvry8LFy4kMTHxvuNUVeX48eN8+OGH+Pv7a78TtWvXZs6cOWaNUVRsilra/yJCCCGEEOKxd/ToUeD3s593O3DgABEREbzwwgt069btvvOcO3dOK37k7+//SDFFREQwdepUcnNztaJC//vf/7QEpyS7du1i1qxZQOHWU1VVeeKJJ1izZo3ZW+qU5vjx44wcORIobEPz7rvvMmrUqPsWR9q+fTsffvghubm5KIrCpk2btPOhqqry0UcfsW7dOhRF4e233+bVV1+1ynu5l7y8PLZs2cLy5cvJysrSPoAwvcfatWvz0ksv8fLLL5vtLPT169cZPXo0ycnJRV7LxcWF9u3b4+bmRo0aNcjPzyc9PZ3U1FSOHz+OXq8H0GJ0dXVl3bp1tGzZ0ixxiceDJLhCCCGEEJVYXFwc8+bN4+zZs/j5+fGf//yn2D3//e9/+fzzzwFo3bo18+fPx93d3aJxJSYmMnLkSC25tbW1pV+/fkyfPr1I79s/Kigo4OjRo+zYsYPg4GAKCgpQVRUnJyd27Nhx37GW8N///pdVq1YVSfiee+45WrRogZOTE0ajEb1ez7lz54iMjCQlJUVLwP72t7/xj3/8A4Dz58/zt7/9jYyMDFRVxdnZmR9++IEaNWpY9f0ApKens2fPHsLDwzl06JDWQsgUt6OjI7m5uRgMBqAwAa1Tpw4LFiyga9euZonh1q1bzJw5k4MHDxZ5/l4fHvwxpenevTvz58/XWg+JPw9JcIUQQgghKqm9e/cydepUDAYDqqrSvn17tm7dWuy+GTNmEBISov3b0dGRNWvW0LFjR4vF9te//pWjR4+iKAoeHh4sWrSIpk2bPtAcZ8+eZdq0hJn6HwAAIABJREFUaZw/fx4oTGrWrl1riXDva9GiRXz55Zdlam1jumfMmDEEBgZqz4eGhvL2228DhX19ly5dSu/evS0a992ysrLYs2cPoaGhREdHa8mrKVXQ6XT06NGDIUOG0KtXL27fvk1wcDDbt2/n3LlzAFStWpWNGzfSrl07s8W1e/du1q5dy7Fjx0q91xTjmDFjSt2JICovSXCFEEIIISqhlJQUfHx8tEq8jRs3ZvTo0YwePbrYvdevXycmJob/+7//45dffgHgL3/5CyEhITg6Opo9ttjYWF5++WUURaFdu3Z89dVX2NvbP9RcaWlpDB8+nMuXL6MoCtu2baNt27Zmjrh0J06cYPHixcTGxmrJ4R+ZWgpNnjy52Nnbzz77jFWrVuHl5cWkSZNK3Epubvn5+YSHhxMSEkJERIRWnfru9KBt27b4+fnh4+NDzZo1i82hqipz585l27ZtKIpC9+7dWbNmjdljvXTpEtHR0SQmJnLt2jWys7OxsbHBycmJBg0a0KZNG7y8vLQqzOLPSxJcIYQQQohKaOnSpaxcuRJFURgyZAj//Oc/sbOzK3Xc/Pnz2bBhA4qiMGvWLF555RWzxzZv3jy2bNmCjY0NQUFBj1xMKSoqigkTJpS4MmptGRkZHDx4kIsXL5Kamkp+fj4uLi40a9aMzp07U69evRLH5efnU6VKFYvHZzAYiIqKIiQkhL1795KdnQ0UTWrr1avH4MGD8fPzK9OqelZWFl26dMFgMFC9enUOHz5ssfiFKI2uvAMQQgghhBDmFxERAUCDBg3KnNwCzJ49mwMHDnDx4kV2795tkQT32LFjKIqCp6enWSoF9+jRg2bNmpGUlERcXJwZIiybiIgI0tPT6dWrl1ZgydnZGR8fnweeyxrJLRRu487IyACKJrXVqlWjX79+DBkyhM6dOz/QnI6Ojjg7O5OWllZqFeyHkZSU9MDb18WflyS4QgghhBCV0G+//YaiKPTs2bPMyS2AjY0NvXr14ssvv9TOtprblStXAMy6ldjLy4vz589z6dIls81ZmvXr13Po0CHs7Ox47733GDFihNVe+2Glp6drj01nVn19fendu/dDJ9mmasZVq1alZ8+e5gpVM3DgQDw8PPD19WXgwIHUqlXL7K8hKg9JcIUQQgghKiFT5duHSQZMlXtzcnLMGpNJVlZWkdcxB1O1XNOZY2s4c+YMqqpy584dixbkMjcPDw/8/PwYNGhQiedqH5SNjQ2RkZFmmaskqqpy6tQpTp06xaJFi+jatSu+vr706dPnoc9ui8pLElwhhBBCiErIxcWFmzdv8uuvvz7wWNMqqIuLi5mjKmRvb09WVpZW1MgcjEYjwAOtVj8q0/lVgIYNG1rtdR9FSEiIWbaF302n01ksuYXC1fkjR45gNBopKCggKiqKqKgoHBwc6NOnD76+vnTr1q3UCtbiz8GmvAMQQgghhBDm16ZNG1RVZe/evdy6davM47KysggLC0NRFFq3bm2R2EyrrQ+TfN/Lb7/9BlguKS/J3e1wTp48abXXfRTmTm6tYcOGDezfv5/Zs2fj4eGBqqqoqkp2dja7du1iwoQJPPfccyxcuJD4+PjyDleUM0lwhRBCCCEqof79+wOQmZnJjBkztC3L92MwGPj73/9OWloaAH369LFIbO7u7qiqyuHDh81SlMhoNHLw4EEURbFqAvfuu+9SvXp1rVXOtWvXrPba5nLz5s0Snw8NDeX111/Hz8+P1157jR07dtyz/ZE1uLm5MXbsWHbs2MEPP/zAW2+9RaNGjbRkNyUlhfXr1zN06FAGDRrEF198wdWrV8stXlF+pE2QEEIIIUQlVFBQwMCBA7l48SJQWE15woQJ9OzZU1tBNUlJSeHgwYOsXbuWc+fOAYVbbkNCQtDpzH+ibdeuXcyaNQtFUVi8ePFDVR2+13xTpkzhjTfeMFOkpUtOTua9994jJiaGKlWq4O3tTYcOHahfvz7Vq1cv0/fvQasWm0NQUBArV67k+vXr/Pzzz0WuzZs3j61btxYb0759ez7//PMK1Wv2xIkTBAcHExoaSkpKiva8oihapW4/Pz/69++vVboWlZskuEIIIYQQldTJkycJCAgoclYUCtu6ODk5AaDX67WiT1BY0Kd69eps3ryZli1bWiSunJwcvL290ev1uLq6smPHDtzc3B5qrpSUFPz9/UlNTcXGxobQ0FAaN25s3oDvoX379trj/Px8VFV94HOgiqJw+vRpc4d2XytXrmTZsmVavJGRkbi6ugK/9xQuiaIo9OjRg9WrV1sz3DJRVZXY2Fj27t3L/v37tS3rpp+H6cMHf39/nnvuOWxsZCNrZSU/WSGEEEKISqpNmzZs3ryZ5s2ba1s5VVUlMzOTq1evcvXqVTIzM4tca9GiBV9//bXFklsABwcHxo0bh6qqpKamEhAQoCUkD+LChQsEBASQmpqKoigMGDDAasktQF5envZlWjO6+3tZ1i9rSk5OZsWKFdq/69WrV6Ra9oYNG4DCxLBbt25s27aNVatW0bRpU1RV1Qo8VTSKouDl5UVgYCC7du0iMDBQW7FVVZW8vDx2797NG2+8gbe3NytXriQzM7OcoxaWICu4QgghhBCVnKqqREREEBYWxsGDB7lx4wYFBQXa9dq1a9OxY0cGDRpE7969rbK6VVBQwPDhw0lISEBVVapWrcqoUaPw9/e/b3KtqionTpwgKCiI7du3a8mlm5sb3377rUWr+f5RYGCgWeZZsGCBWeYpi08++YQvvvgCRVF47bXXmD59unZNr9fTrVs3CgoKcHBwICIigurVqwOQlpZGv379yMzMxN/fn/nz51st5rJIT09nz549hIeHc+jQIe3MuSnVcXR0JDc3VztHrCgKderUYcGCBXTt2rXc4hbmJwmuEEIIIcSfUHp6OgUFBTg5OVGlSpVyieH69euMHj2a5ORk4PftpC4uLrRv3x43Nzdq1KhBfn4+6enppKamcvz4cfR6PfB78uLq6sq6dessuupcWQwfPpwTJ07QokULgoKCilwLDg5m5syZKIpCnz59WLZsWZHrs2fP5ttvv6Vx48b88MMP1gy7RFlZWezZs4fQ0FCio6O15NX0e6HT6ejRowdDhgyhV69e3L59m+DgYLZv366dNa9atSobN24sUhFbPN6kD64QQgghxJ+QNdvp3EudOnXYtm0bM2fO5ODBg1picuvWLQ4cOFDimD+uzXTv3p358+cXK5wlSnb58mUURSlx1TIyMlJ7/Oyzzxa73qhRI4AixZysLT8/n/DwcEJCQoiIiNB6Kd/9e9G2bVv8/Pzw8fEpsqJfq1YtAgICGDNmDHPnzmXbtm3k5+ezbNky1qxZY/X3IixDElwhhBBCiD+R69evc+XKFW7evImdnR2urq7Ur1+/3Crj1qhRg7Vr17J7927Wrl3LsWPHgOKJ7N1MK3NjxoyhW7du1gq1UjCtfteuXbvYtYMHD2qPn3nmmWLXTdva79y5Y6HoSmYwGIiKiiIkJIS9e/dqRdPu/h2pV68egwcPxs/Pj6ZNm953PkVRePfdd/nf//6HwWDg+PHjFo1fWJckuEIIIYQQlVxGRgbr1q1jz549XLhwodh1GxsbOnTogI+PDyNHjrRIa6DS9O3bl759+3Lp0iWio6NJTEzk2rVrZGdnY2Njg5OTEw0aNKBNmzZ4eXlVmFY1mZmZREdHc+rUKZKTk7l9+7ZWibpBgwa0bt2aHj16aGdZy5ujoyN6vb5YgaWEhAStWNeTTz5JgwYNio01bSU3VeC2lu7du5ORkQEUTWqrVatGv379GDJkyAO3WnJ0dMTZ2Zm0tDSrF/oSliUJrhBCCCFEJbZr1y4+/PDDYudW72YwGIiLiyMuLo6vv/6aDz/8kA4dOlg7VADq16/PiBEjyuW1H0RCQgKrV6/mxx9/1M5+3outrS29e/fm1VdfxcPDw0oRlqxZs2baz/pue/fu1R57e3sXG6fX6wkPD0dRlFJXSM0tPT1de2xavff19aV3794PfX7cdK67atWq9OzZ01yhigpAElwhhBBCiEoqKCiId999F/g9sa1bty7NmzfHyckJo9GIXq8nMTFRO1d5/vx5xo0bx9dff427u7tV401KSrJ68vSgDAYDH3/8MRs2bMBoNJZp9a+goIAff/yR3bt3M2rUKGbPnl0uq+RQeLY2Li6OI0eOsG3bNkaMGMHZs2e19kAA/fv3LzImKyuLWbNmcfv2ba0XrrV5eHjg5+fHoEGDzFIp28bGhsjISKtW3RbWIVWUhRBCCCEqoYsXLzJw4EDtvGTv3r2ZPHkyrVq1KvH+48ePs3z5cq3QUN26dQkNDcXBwcFqMbdu3RoPDw98fX0ZOHAgtWrVstprl0V+fj4TJ07k0KFDRRJbe3t7OnTogJubG7Vq1UKn05GRkcGVK1eKVH2GwvOfnTp1YvXq1djb21v9Pdy8eZO+fftq51idnJzIysrSVqHbtm3Ltm3btPvff/999u7dq23ldXZ25vvvv7dqYnj+/HmaNWtmtdcTjzdJcIUQQgghKqF//etfbN68GUVRGDt2rLaSW5oPPviA//u//9MK8YwdO9aygd7F3d1daxVka2tL165d8fX1pU+fPuWSDP7RjBkzCAkJQVEUVFWlY8eOjB8/nh49etw3vkOHDvHll18SERGhvb/evXuzfPlya4VexP79+5k6dapWgdjE1dWVDRs2FFlF79evHxcvXkRVVXQ6HZ9++mmJW5iFqCgkwRVCCCGEqIT69+/Pr7/+SpMmTQgJCcHGxqZM4+7cuUP//v25cuUK7dq1Y+vWrRaO9HdjxozhyJEjGI1G4Pe+uA4ODvTp0wdfX1+6deumPW9NoaGhvP322yiKgk6n47333mPkyJEPNMd3333HvHnzyMnJQVEUFi5ciK+vr4Uivr+kpCTWrVvH8ePH0el0dO7cmXHjxhVrt/TGG2/w/9i787Cqy/x//M8bObggi4JaLriACqGAKVrmgoA7KqTliCapNZp7OakxfrWpzLKYGZfUwnFNS53S5AOGgAaISCiKuwFqECiQyL4f3r8/+J33RCDr2cDn47q4rnPO+33f53mQP3ydezt79iwGDx4MX19fna8hBipHoWsa3Q8KCsIPP/yAhw8fokuXLvIGVK1atdJBStIVFrhERERELZCDgwPKysqwYMEC/O1vf2tQ208++QT79u1Du3btqm1GpGkZGRkICgpCQEAAbty4Ib+uKmotLS3h4eGBqVOnws7OTiuZlEolJk6ciOTkZAgh8Nlnn8HDw6NRff30009YsmQJlEolunfvjpCQEJ0U7PV18+ZNtG/fHlZWVrqOgoCAAOzcuRPp6em4dOlSlWvvv/9+jV/GODo64ssvv9SbXbdJ8+r3VR4RERERNSuqtbONWUNrbm6u7jj11rlzZ7z++uv47rvv8OOPP2LJkiXo2bMnJEmCJEnIzMzEvn378PLLL8PDwwNfffUVHjx4oNFMkZGRcnH72muvNbq4BSp3KJ4zZw4AIDU1FeHh4eqKqRHPPfecXhS3O3fuxOrVq3H37l0UFhbi999/l6+dO3cO3377rfw38sef+Pj4Bn/BQ80bC1wiIiKiFqh3794AgMuXLze4bUJCAgCgV69e6ozUYL169cKyZcsQHByMY8eOwcfHB506dZKLl8TERPzrX/+Cm5sbXnvtNfz3v/+tdr6rOoSGhgIAFAoFFi9e3OT+Fi9eDIVCAQA4c+ZMk/urr8zMTFy7dg23b99GXl6e1t63qVJSUvDFF1/Iz7t27YqioiL5uWoHaCEEhg8fjqNHj2LXrl3o06cPJEnCuXPncO7cOa3nJt3gMUFERERELdD06dNx5coVREVFITIyEiNHjqxXu+TkZISGhkIIgSlTpmg4Zf0NHDgQAwcOxNq1axEbG4uwsDD89NNP+PXXXyFJEi5evIiLFy/iww8/hIuLC7y8vDBq1Kh6rz2uzfXr1yGEwLBhw9Qyum1mZoahQ4ciKioK165da3J/tamoqMDXX3+NI0eO4O7du/LrBgYGGDhwIN544w24u7trNENTHTt2DOXl5RBCYOHChXj77bfla7m5uTh//jyAyt2st2zZAhMTEwCV0/THjx+P/Px8BAUF6eR4I9I+juASERERtUAzZszAiBEjIEkSli9fjuDg4Drb3L9/H3/9619RUlKC/v37y1Np9YkQAkOHDsV7772HkydP4r333kP79u0BVJ71W1JSgtOnT+Ott96Ci4sLdu7c2eRR3bS0NABQ65rffv36Aaicpqwp+fn5mDVrFjZt2oS7d+9WmbqrVCoRHx+PZcuWYfXq1fIxQfooOjoaAGBjY1OluAWAiIgIufgdOXKkXNwCQMeOHeHm5gZJkrS+lpx0hyO4RERERC3QgwcP4Ovriw0bNiA2NhYrV66Eo6MjJk6cCHt7e3Ts2BEKhQJ5eXlISkpCZGQkgoODUVJSAoVCAQ8PDwQGBtb6Hp6enlr6NP+TnZ2NkJAQnD17FtHR0SguLgYA+VxaY2NjFBcXQ6lUIiMjA1u3bsWRI0ewadMmvPjii416T9WZsX8snpqqQ4cOVfrWhLfffhvx8fHysUZ/pnotICAA5ubm8PX11ViWpkhNTYUQosZ/P9W5zQBqnKXQs2dPAJXTs+npwAKXiIiIqAVydXWVd+dVFTjx8fGIj49/YhtJkiCEQHl5Ofz8/GrtXwihtQK3oKAAISEhCAoKwvnz5+XRRlWBZmhoiBEjRsDT0xOurq7Iy8vD//3f/+HYsWNITEzEw4cPsWjRIhw8eBAODg4Nfn9TU1M8fvwYOTk5avtMubm5AKCx831jY2MRGRkp/9t7eXlh1qxZsLa2hoGBAX755RccOHAAgYGBkCQJhw4dgo+PD7p166aRPE2h+l116tSp2rWoqCj58QsvvFDtenl5OYDK46/o6cACl4iIiKiF+vOoXX1Oh9SXEyRLS0tx9uxZBAYGIiIiAiUlJQCq5hs4cCCmTZuGSZMmoWPHjvLrFhYW8PHxwdy5c7FhwwYcPXoUpaWl2Lp1K3bv3t3gLBYWFnj8+DESExOb/sH+f/fu3QOAaufOqktISIj8eP369fD29q5y3dHREX5+fujZsyd27NiBiooKnDhxAkuWLNFInqYwNjZGbm5utanmt2/fxu+//w4hBLp164YePXpUa5uSkgKg8ksKejqwwCUiIiJqgZYuXarrCA2mVCpx7tw5BAYGIiwsTJ6++8eitmvXrpgyZQqmTZuGPn361NqfEAJr1qzB999/D6VSiatXrzYql729PRISEhATE4OioqJGHb30R8XFxTh//jyEELC3t29SX0+iWnP63HPPVStu/2jx4sX49ttv8fjx41pH93XJ2toacXFx1dbRhoWFyY9dXFyqtcvNzcXZs2chhKjzb4VaDha4RERERC1QcyxwX3rpJXka8B+L2vbt22P8+PHw9PSEs7Nzg/o0NjaGmZkZsrKyGj06PXLkSJw4cQLFxcU4cOAAFi5c2Kh+VPbs2YOioiIIIWoszNQhLS1N3pCrNoaGhnjxxRcRGBio1hFqdRo5ciTi4uJw8eJFHD16FK+++ioSEhLk44EAYMKECVXaFBQUYPXq1cjLy4MQgjsoP0VY4BIRERE9ZUpLS5GbmwshBExMTGBkZKTrSAAqN5BSUa2rnTp1Ktzd3RudsbS0FNnZ2WjdujVGjx7dqD7GjBmDjh07IisrC7t27YKLiwv69+/fqL6uXr2Kr776CkIIWFhYaOyIHtV0XtVmVrVRbcSkr2fjvvrqq9i9ezcKCwuxYcMG+Pn5oaCgAEqlEkIIDBw4EEOGDJHvX79+PcLCwpCVlQWgcnryjBkzdBWftIwFLhEREdFT4Ny5c/j+++9x8eLFajvKdurUCU5OTpg8eTLGjx+vo4SV7O3tMW3aNHh4eFRZV9tYBgYGiIyMbFJf7dq1w8KFC7Fp0yYUFxdj0aJF2LlzJ2xtbRvUz6VLl7B8+XIUFxdDCIElS5Zo7MsF1aZKCoWiznuNjY0BaHZH56awsLCAn58fVqxYgZKSkiqbfVlaWuKTTz6pcn9MTIw8Ym9oaIhPP/1ULX9L1DywwCUiIiJqwTIyMrBq1SpcvHhRfu3PU3UzMzMREhKCkJAQODs747PPPtPY5ke1CQwMhLW1tVr7NDQ0VEtxM2fOHJw9exYXLlzAgwcP8Je//AU+Pj7w9vau83eVnp6Offv24eDBg/Ko4/DhwzFr1qwm53oS1Y7Y9aG6r6KiQmN5msrFxQXHjx/Hnj17cPXqVRgaGsLZ2Rnz58+v9vvv06cPfv31VwwePBi+vr4aW+dM+klI+rJVHhERERGpVXp6OmbOnIn09PQqRW27du1gZmYGpVKJ3Nxc+SxZlc6dO+P48eOwsLDQdmS9lpubC29vbyQmJspFYatWrWBjYwMHBwd07doVJiYmaN26NfLy8pCRkYG4uDjcuHEDSqVS/jcYMGAA9u3bh/bt22ssq62tLYQQWL16NebNm1frvXv27MHmzZshhMCtW7c0lklbbt68ifbt28PKykrXUUgHOIJLRERE1EKtXLkSDx8+BFC5FnP+/PmYMGFCteNU7t27h+DgYOzbtw/Z2dnIyMjAO++8g/379+situzRo0c1FtlBQUH44Ycf8PDhQ3Tp0kXegKpVq1YazWNqaoojR47A19cXwcHBACrPWb1z5w7u3LnzxHZ//HJh8uTJ+PDDD9GuXTuNZn2aPffcc7qOQDrEApeIiIioBQoNDcXly5chhICNjQ327t0LS0vLGu/t3bs3Fi1ahOnTp2P+/PlISEjAzz//jLNnz2LMmDFaTg4EBARg586dSE9Px6VLl6pce//993HkyBH5+S+//ILIyEgcO3YMX375JczMzDSazdjYGFu2bEFYWBj8/f1x5cqVeu3O7OTkhKVLl3I33wbKzMzEw4cPoVAo0K1bN5iYmOg6Euk5FrhERERELdCpU6cAAEZGRtixY8cTi9s/6tSpE7744gt4eHigrKwMAQEBWi9wd+7cia1bt8prSH///Xc5+7lz5/Dtt9/W2C4+Ph5/+9vf4O/vr5Wcbm5ucHNzQ1JSEmJiYhAXF4eMjAzk5OSgqKgIxsbG6NGjBwYOHIgxY8bAxsZGK7lagoqKCnz99dc4cuQI7t69K79uYGCAgQMH4o033tDY7tPU/LHAJSIiImqBVKO3Li4u1aYk18bKygqurq748ccfceXKFQ0mrC4lJQVffPGF/Lxr164oKiqSn6vOPRVC4MUXX8TKlSuRlZWFzZs34+7duzh37hzOnTun1VFSa2trWFtbw9vbW2vv2RDXr1/HiRMn6rxHpa57VTw9PZuU60ny8/OxYMECXL16FUDV6d1KpRLx8fFYtmwZpkyZgk2bNml8Wjo1PyxwiYiIiFqgR48eAUCjzmvt168ffvzxx2rHCWnasWPHUF5eDiEEFi5ciLffflu+lpubi/PnzwMA2rRpgy1btsjTVR0cHDB+/Hjk5+cjKCio2U8DPnbsGHbt2gUhBEJDQ5vUV1BQEIKCguq8T7Vp1nvvvVevezVV4L799tuIj4+HEKLGqd+q1wICAmBubg5fX1+N5KDmy0DXAYiIiIhI/QwNK8cxVOehNkRpaSkAoHXr1mrNVJfo6GgAgI2NTZXiFgAiIiLk4nfkyJFV1mJ27NgRbm5ukCQJcXFxWs2sCXl5eUhNTUVqamqT+5IkSSM/mhAbG4vIyEi5uPXy8sLRo0dx6dIlXL58GUeOHMHkyZPlz3Xo0CG1/I6oZeEILhEREVEL9Mwzz+Du3bvVNmmqD1Wbzp07qztWrVJTU+Xpx38WGRkpPx45cmS16z179gQArY866ytnZ2ddR2iwkJAQ+fH69eurTft2dHSEn58fevbsiR07dqCiogInTpzAkiVLtB2V9BgLXCIiIqIWyNnZGUlJSYiNjUVMTAyGDRtWr3YXLlxAbGwshBAYOnSohlNWlZubC6Bys6s/i4qKkh+/8MIL1a6Xl5cDaNyIdUt08OBBXUdoMNXo+3PPPVfrmubFixfj22+/xePHjxEfH6+teNRMcIoyERERUQs0c+ZM+fHy5ctx8eLFOtvExsZixYoV8vOXX35ZI9mexNjYGEDlRkN/dPv2bfz+++8QQqBbt241bpqVkpICoPKsWmqe0tLS6vXFiqGhIV588UVIkoTExEQtpaPmgiO4RERERC2QnZ0dvLy8cPz4ceTm5mLu3LkYNWoUxo4di/79+8PMzAxCCGRnZ+POnTsICQlBREQEKioqIITAlClT4ODgoNXM1tbWiIuLq7aONiwsTH7s4uJSrV1ubi7Onj0LIQT69Omj6ZikIaovNjp06FDnvaop6Xl5eRrNRM0PC1wiIiKiFmr9+vV48OABLly4AEmSEB4ejvDw8Cfer9o86Pnnn8eHH36orZiykSNHIi4uDhcvXsTRo0fx6quvIiEhQT4eCAAmTJhQpU1BQQFWr16NvLw8CCGa/Q7KTzPV9HKFQlHnvarR/sLCQo1mouaHBS4RERFRC9W2bVvs3r0bW7duxcGDB6ucKVuTNm3aYM6cOVixYkW9igx1e/XVV7F7924UFhZiw4YN8PPzQ0FBAZRKJYQQGDhwIIYMGSLfv379eoSFhSErKwtA5fTkGTNmaD13c7J9+/ZGtzUwMICRkRHatm0LS0tL9O7dGzY2NjAwUM+qR0mS5OOK6qK6r6KiQi3vTS0HC1wiIiKiFszQ0BDvvPMOXn/9dZw5cwY///wzfvvtN2RnZ0OSJJiZmcHKygqDBw/G+PHjYW5urrOsFhYW8PPzw4oVK1BSUoKcnBz5mqWlJT755JMq98fExCArKwuSJMHQ0BCffvopOnbsqO3Yzcr27dvrXUTWh5mZGby9vbF48WL5aCoiXeJfIREREdFToGPHjpgxY4bej3C6uLjg+PHj2LNnD65evQpDQ0M4Oztj/vzhKNTOAAAgAElEQVT56NKlS5V7+/Tpg19//RWDBw+Gr68v7O3tdZS6efnjObaqM2drU9s92dnZ2LlzJ3766SccOHAA7du3V2tWooZigUtEREREeqVPnz746KOP6rxv2bJleO+992BlZaWFVC3DkSNHUFhYiL///e948OABJElCr1695M3HzM3NIUkS8vLykJiYiLNnz+LWrVsQQqBNmzbw8fGRr9+5cweXLl2CJEm4desW1q5d26Qp0ETqwAKXiIiIiJql5557TtcRmh1HR0csWLAAaWlpMDIywvr162sd1V++fDnOnDmDNWvWID8/H/fu3cOWLVvk67dv38aSJUuQmpqKsLAwxMXF4fnnn9fGRyGqEQtcIiIiItK5zMxMPHz4EAqFAt26dYOJiYmuI7VIAQEBiIqKghACn3/+OcaNG1dnG1dXV2zbtg3z5s3D6dOncfr0abmdra0t/P394eHhAUmScPz48SYXuNevX8eJEyfqvEelrntVPD09m5SLmgcWuERERESkExUVFfj6669x5MgR3L17V37dwMAAAwcOxBtvvAF3d3cdJmx5vvvuOwDAkCFD6lXcqrzwwgt46aWXcO7cORw5cqRK2z59+mDkyJEIDw/HtWvXmpwxKCgIQUFBdd6n2izrvffeq9e9LHCfDurZ05uIiIiIqAHy8/Mxa9YsbNq0CXfv3oUkSfKPUqlEfHw8li1bhtWrV0OpVOo6botx584dCCEwdOjQBrd1cnICANy4caPaNWtrawBAenp60wICVf4W1PlDTweO4BIRERGR1r399tuIj49/4g69qtcCAgJgbm4OX19fbUdskfLz8xvdVnXmbE3nKaumlOfl5TW6f2dn50a3JVJhgUtEREREWhUbG4vIyEi5uPXy8sKsWbNgbW0NAwMD/PLLLzhw4AACAwMhSRIOHToEHx8fdOvWTdfRm71OnTrhwYMHiImJwbJlyxrUNjY2FkDlmcR/phq5NTU1bXS2gwcPNrotkQqnKBMRERGRVoWEhMiP169fj02bNsHBwQHGxsZo27YtHB0d4efnh8WLFwOoHDms70ZCVDtnZ2dIkoRLly7h1KlT9W4XGhqK2NhYCCEwZMiQKteUSqX8hYVqqjKRrrDAJSIiIiKtiouLA1B5zI+3t/cT71u8eDE6duwIAIiPj9dKtpZu9uzZ8uZMa9aswaFDh+pcn3rs2DH87W9/k5+/+uqr8mNJkuDn54fU1FQAwKhRozSQmqj+OEWZiIiIiLQqLS2tXhsdGRoa4sUXX0RgYCASExO1lK7xrly5AuB/mzH9UXh4OCIiIuDm5obhw4fX2s+oUaPQoUMHjWR0cHDAwoULsWvXLpSVleGjjz7Cl19+iVGjRqFv374wNTVFRUUFcnNzkZiYiMjISGRmZspFsLe3NwYPHgwASEpKwuzZs5GTkwOgcnpybWfqEmkDC1wiIiIi0irVRkf1KeJ69uwJoGmbF2laXFwc3n//fSQkJGDatGk1FriXL1/G4cOHcfjwYdjZ2eHjjz+Gra1tjf3Z2NjAxsZGY3lXrlyJ0tJS7N27F5IkITMzUz4+qCaSJEEIgblz51Y5kufOnTvIzs4GALRq1QobN27USGG+ffv2Rrc1MDCAkZER2rZtC0tLS/Tu3Rs2NjYwMOBE1paKBS4RERERaVVZWRkAQKFQ1HmvsbExAKCwsFCjmRorLCwMK1asgFKphCRJuHfvXo33paSkyKOgN2/exOzZs7F7924MGjRIm3Flq1evxsSJE+Hn54fY2NgnHsUkhMCwYcOwbNmyamtv79+/DyMjIwwdOhRLly6tsbBXh+3bt8vTqtXBzMwM3t7eWLx4MQwNWQ61NELioVBEREREpEW2trYQQmD16tWYN29erffu2bMHmzdvhhACt27d0lLC+snMzMSkSZPk0eVevXphzpw5mDNnTrV709PTERMTg2+++QaXL18GADzzzDMIDAyUi3hdycnJQVRUFJKTk/H777+jtLQU5ubmsLa2hrOzM7p27Vpju9LSUhgZGWk8359Hup90tFRD7hFCwM7ODgcOHED79u3VkpP0A7+yICIiIiJqhMOHDyMvLw9CCHh6euKDDz544qh0ly5dMHXqVEydOhUff/wxDhw4gPT0dBw9erTOIl+dIiIikJ2dDVdXV7mwMzMzw6RJkxrclzaKWwA4cuQICgsL8fe//x0PHjyAJEno1asXxo4di/79+8Pc3BySJCEvLw+JiYk4e/Ysbt26BSEE2rRpAx8fH/n6nTt3cOnSJUiShFu3bmHt2rVNmgJN+ocFLhERERFRI0RERAAAevToUWtx+2dr165FeHg4kpOTcfr0aa0WuPv27UN0dDQUCgXWrVtXZUdkfeXo6IgFCxYgLS0NRkZGWL9+fa2bWS1fvhxnzpzBmjVrkJ+fj3v37mHLli3y9du3b2PJkiVITU1FWFgY4uLi8Pzzz2vjo5AWcHU1EREREVEj/PrrrxBCYPTo0fUuboHKjY9cXV0hSRKSkpI0mLC6O3fuQJIklJWV6Wz9b0MFBAQgKioKQgh8/vnn9dqp2dXVFdu2bQMAnD59GqdPn5av2drawt/fX95o6vjx45oJTjrBApeIiIiIqBGKi4sBABYWFg1uq9ptuKioSK2Z6vLHzbqsrKy0+t6NpdrheciQIRg3bly9273wwgt46aWXIEkSjhw5UuVanz59MHLkSEiShGvXrqk1L+kWpygTERERkU5cv34dJ06cqPMelbruVfH09GxSrvoyNzfHo0ePcP/+/Qa3/e233+Q+tMnBwQExMTEAKn+3qjNt9dmdO3fqdW5yTZycnHDu3DncuHGj2jVra2uEh4cjPT1dHTFJT7DAJSIiIiKdCAoKQlBQUJ33qY6I+eMZrLXdq60Cd8CAAfjpp58QFhaGx48f1/sM2IKCAoSGhso7+WrTmjVr4OPjg7y8PGzYsAG7d+/GM888o9UMDaU6N7kxKioqANQ8Um5iYgJAv89YpoZjgUtEREREOtHcT6ucMGECfvrpJ+Tn52PVqlXYsWMH2rRpU2sbpVIJX19fZGVlQQiBsWPHailtpeeeew7ff/891q1bh5iYGIwbNw4uLi5wcnJC9+7dYWJiUq+zYZ2dnbWQtlKnTp3w4MEDxMTEYNmyZQ1qGxsbCwCwtLSsdk01cmtqatr0kKQ3WOASERERkVZpszjSJA8PD+zcuRPJycmIjo7G1KlT8cYbb2D06NHo0qVLlXszMzMRFRWF//znP0hMTIQQAlZWVvDy8tJqZkdHR/mxEAKlpaUICQlBSEhIvfsQQuDmzZuaiFcjZ2dn/PDDD7h06RJOnTqFiRMn1qtdaGgoYmNjIYTAkCFDqlxTKpWIjIyEEALW1taaiE06wgKXiIiIiLTq4MGDuo6gFoaGhvDz84OPjw8KCwuRkpKCDRs2AACMjY3lkcHc3FwUFBTI7SRJgomJCbZt21av0VJ1Kikpqfaavo+kz549GydPngRQOcU6KysL3t7e8tT1mhw7dgwbN26Un//xOCRJkuDn54fU1FQIITBq1CjNhSetE5K+/0UTEREREemx27dv491330VCQkKV11UF2J//u923b1/885//RN++fbWWUaU+65jrY9OmTWrpp77+/e9/Y9euXfLvtFOnThg1ahT69u0LU1NTVFRUIDc3F4mJiYiMjERmZqb8e589ezb+3//7fwCApKQkzJ49Gzk5OZAkCWZmZvjxxx/rvX6a9B8LXCIiIiKiJpIkCREREQgNDUVUVBQyMjJQXl4uX+/UqRMGDRoEDw8PuLu7y2ewUv1t3rwZe/fuhSRJtY7eApDvmTt3bpWiPigoCO+88w4AoFWrVtiyZQvc3d01mpu0iwUuEREREZEGZGdno7y8HKampjAyMtJ1nBbh2rVr8PPzQ2xsLJRKZY33qI4UWrZsWbW1tzt27MCuXbswdOhQLF26FE5OTtqITVrEApeIiIiI9ML27dsb3dbAwABGRkZo27YtLC0t0bt3b9jY2HCktIXKyclBVFQUkpOT8fvvv6O0tBTm5uawtraGs7MzunbtWmO70tJSftnQwrHAJSIiIiK9YGtrW+fU04YwMzODt7c3Fi9erNXNnNLT05GWloZHjx5BoVDA0tIS3bt3h5mZmdYy1CY/Px/nz5/HjRs3kJKSgry8PHnjqx49esDOzg4jRoyQz4nVtYiICGRnZ8PV1RXt27fXdRzScyxwiYiIiEgv2NraVnkuhKhzh9+67hFCwM7ODgcOHNBocZSTk4M9e/YgJCQE9+7dq3bdwMAATk5OmDRpEmbOnKn13ZOBys2w/P39ERwc/MTpvSqtWrWCu7s73nzzTdjb22spYc3mz5+P6OhoKBQKrFu3rsqOyER/xgKXiIiIiPRCfHw8CgsL8fe//x0PHjyAJEno1asXxo4di/79+8Pc3BySJCEvLw+JiYk4e/Ysbt26BSEE2rRpAx8fH/n6nTt3cOnSJQCVRa6bm1uTpkDX5uTJk9i4cSNyc3MBPPnYHdXodJ8+fbBx40atrf9UKpX4/PPPceDAAVRUVNT7WCAhBIQQ8Pb2xtq1a3VSlAPASy+9hEePHkEIgZMnT+pk92lqPljgEhEREZHeWLBgAaKiomBkZIT169djxowZtd5/5swZrFmzBvn5+Rg3bhy2bNkiX7t9+zaWLFkin3d66NAhPP/882rNGxAQgNWrVwP4X2H77LPPwsbGpsrxNb/88gsyMzPldu3atcPhw4erjVqrW2lpKRYtWoTo6OgqhW2bNm3g5OSEzp07w8LCAoaGhsjJyUFaWhquXr0qF+tAZaE7ZMgQ+Pv7o02bNhrNW5NBgwahqKgIQghcuXIFrVu31noGaj5Y4BIRERGRXggICMC7774LIQS2bNmCcePG1avdhQsXMG/ePACo1u7u3bvw8PCAJEmYMWMGPvzwQ7XlTU5OxuTJk1FWVgYAcHd3x7Jly9C/f/8a77969Sq2bduGyMhIAJWFcFBQENq2bau2TH+2atUqBAYGylO5Bw0ahAULFmDEiBG1FqvR0dHYu3cvIiIi5JFnd3d3bNu2TWNZn8THxwcxMTEQQuDrr7/G4MGDtZ6Bmg9uK0dEREREeuG7774DAAwZMqTexS0AvPDCC3jppZcgSRKOHDlS5VqfPn0wcuRISJKEa9euqTXv/v37UVZWBiEE5s2bh+3btz+xuAUABwcH+Pv7Y9asWQCAhw8fVsurTkFBQXJxa2hoiH/84x/45ptv4O7uXudI7IsvvoivvvoKn376Kdq0aQNJkhAaGoqTJ09qLO+TrFmzBiYmJpAkCRs2bMDDhw+1noGaD91MpCciIiIi+pM7d+7IZ5g2lJOTE86dO4cbN25Uu2ZtbY3w8HCkp6erI6YsKioKANCrVy+8++679W7n6+uLiIgIpKWl4dSpU3j99dfVmguoXHf773//W36+adMmeHh4NLifadOmwczMDEuWLIFSqcTWrVsxZcoUte52XZfnnnsO33//PdatW4eYmBiMGzcOLi4ucHJyQvfu3WFiYlKv9cHOzs5aSEu6xgKXiIiIiPRCfn5+o9tWVFQAAIqKiqpdUx13k5eX1+j+a5KWliZvYNWQ83YVCgXGjh2Lffv2ISEhQa2ZVCIjI5GcnAwhBF577bVGFbcqLi4umDNnDvbv34/U1FSEh4fDxcVFfWHr4OjoKD8WQqC0tBQhISEICQmpdx9CCNy8eVMT8UjPcIoyEREREemFTp06AQBiYmIa3DY2NhYAYGlpWe2aauTW1NS0CemqU62dbcwaWnNzc7Vm+bPQ0FAAlcX04sWLm9zf4sWLoVAoAFRu7KVNJSUl8o9q+yBJkhr8Q08HjuASERERkV5wdnbGDz/8gEuXLuHUqVOYOHFivdqFhoYiNjZW3u33j5RKJSIjIyGEgLW1tVrz9u7dG/Hx8bh8+XKD26pGbnv16qXWTCrXr1+HEALDhg1TSzFtZmaGoUOHIioqSu1rmevi5eWl1fej5o0FLhERERHphdmzZ8ubGK1ZswZZWVnw9vaudb3nsWPHsHHjRvn5q6++Kj+WJAl+fn7yMUGjRo1Sa97p06fjypUriIqKQmRkJEaOHFmvdsnJyQgNDYUQAlOmTFFrJpW0tDQAgJ2dndr67NevH6KiopCamqq2Putj06ZNWn0/at5Y4BIRERGRXnBwcMDChQuxa9culJWV4aOPPsKXX36JUaNGoW/fvlXOlU1MTERkZCQyMzPl6afe3t7yETJJSUmYPXs2cnJyAFROT67rTN2GmjFjBoKDg3Hu3DksX74cn3zyCcaPH19rm/v372PRokUoKSmBra0t5syZo9ZMKoWFhQD+t/5YHTp06FClbyJ9xAKXiIiIiPTGypUrUVpair1790KSJGRmZsrHB9VEkiQIITB37ly899578ut37txBdnY2AKBVq1bYuHGjXKCpy4MHD+Dr64sNGzYgNjYWK1euhKOjIyZOnAh7e3t07NgRCoUCeXl5SEpKQmRkJIKDg1FSUgKFQgEPDw8EBgbW+h6enp6NymZqaorHjx/LBb465ObmAkCdRwwR6RILXCIiIiLSK6tXr8bEiRPh5+eH2NhYKJXKGu9TrTFdtmxZtbW39+/fh5GREYYOHYqlS5fCyclJ7TldXV3l6dNCCEiShPj4eMTHxz+xjaogLy8vh5+fX639CyEaXeBaWFjg8ePHSExMbFT7mty7dw8A0KVLF7X1WV/5+fk4f/48bty4gZSUFOTl5UGSJJiYmKBHjx6ws7PDiBEj1DpiTc0TC1wiIiIi0jsDBw7Evn37kJOTg6ioKCQnJ+P3339HaWkpzM3NYW1tDWdnZ3Tt2rXG9m+88YZadg+uy593563Pbr3a2NHX3t4eCQkJiImJQVFRUaN2ev6j4uJinD9/HkII2Nvbqyll3W7fvg1/f38EBwc/8YsOlVatWsHd3R1vvvmmVjOSfmGBS0RERER6ISIiAtnZ2XB1dUX79u0BVO7eO2nSpAb3ZWRkpO541SxdulTj79FYI0eOxIkTJ1BcXIwDBw5g4cKFTepvz549KCoqghBCK2fgKpVKfP755zhw4AAqKirq9aVAeXk5goODcfr0aXh7e2Pt2rUwNGS587QREg+FIiIiIiI9MH/+fERHR0OhUGDdunVVdkSmhiksLIS7uzuysrLQtm1bfPvtt+jfv3+j+rp69Srmzp2LkpISWFhY4MyZMxr9AqG0tBSLFi1CdHR0lcK2TZs2cHJyQufOnWFhYQFDQ0Pk5OQgLS0NV69eldcIA5CPjPL39+ea4acMv9IgIiIiIr1w584dSJKEsrIyDBo0SNdxmqS0tBS5ubkQQsDExEQrI8p/1K5dOyxcuBCbNm1CcXExFi1ahJ07d8LW1rZB/Vy6dAnLly9HcXExhBBYsmSJxj/Le++9J0+HBoBBgwZhwYIFGDFiRK3FanR0NPbu3YuIiAgAwMWLF/Huu+9i27ZtGs1L+oUjuERERESkFwYNGiRPg71y5Qpat26t60gNcu7cOXz//fe4ePEiMjMzq1zr1KkTnJycMHny5DqPElIXpVKJBQsW4MKFCwAqR0B9fHzg7e1d50ZR6enp2LdvHw4ePCivfR0+fDj+85//aDRzUFAQ3nnnHQghYGhoiHXr1mHmzJkN6uOHH37A+++/L/8tffrpp5g6daqGEpO+YYFLRERERHrBx8cHMTExEELg66+/ls+01XcZGRlYtWoVLl68KL/25/9iq0YjAcDZ2RmfffaZVnYjzs3Nhbe3NxITE+UMrVq1go2NDRwcHNC1a1eYmJigdevWyMvLQ0ZGBuLi4nDjxg0olUr5cwwYMAD79u2T10ZrglKpxMSJE5GcnAwhBD777DN4eHg0qq+ffvoJS5YsgVKpRPfu3RESElLl34BaLha4RERERKQXbt68CR8fH+Tl5cHGxga7d+/GM888o+tYtUpPT8fMmTORnp5epaht164dzMzMoFQqkZubi+Li4irtOnfujOPHj8PCwkLjGQsKCuDr64vg4GD5tbqKvT9+lsmTJ+PDDz9Eu3btNJYRqCxKFy1aBCEEXnvtNfj6+japv02bNmH//v0QQmDnzp1a2RyLdI8FLhERERHpjZSUFKxbtw4xMTEwMjKCi4sLnJyc0L17d5iYmNRrV1xnZ2ctJK00a9YsXL58GQDQoUMHzJ8/HxMmTECPHj2q3Hfv3j0EBwdj3759yM7OBgAMGzYM+/fv11rWsLAw+Pv748qVK/W638nJCUuXLsWIESM0nKzSunXr8N///hdGRkaIiIiAubl5k/rLycnBiBEjUF5ejldeeQUffPCBmpKSPmOBS0RERER6wdHRUX5cWloKSZIaPK1UCIGbN2+qO1qNQkNDsXTpUgghYGNjg71798LS0rLWNpmZmZg/fz4SEhIghMCOHTswZswYreRVSUpKQkxMDOLi4pCRkYGcnBwUFRXB2NgYPXr0wMCBAzFmzBjY2NhoNZenpyfu3LmDESNGwN/fXy19LliwAFFRUbCzs8Px48fV0ifpN+6iTERERER6oaSkpNpr+jwWc+rUKQCVZ+7u2LGjzuIWqNxs6osvvoCHhwfKysoQEBCg9QLX2toa1tbW8Pb21ur71iUtLQ0AYGdnp7Y++/Xrh6ioKKSmpqqtT9JvLHCJiIiISC94eXnpOkKDXL58GUIIuLi4VJuSXBsrKyu4urrixx9/rPd0YX137Ngx7Nq1C0IIhIaGNqqPwsJCAICJiYnacnXo0KFK39TyscAlIiIiIr2wadMmXUdokEePHgEA+vfv3+C2/fr1w48//ljtOKHmKi8vD6mpqU3aqdjU1BSPHz9GTk6O2nLl5uYCQK3n51LLYqDrAEREREREzZFqw6uysrIGty0tLQWAZnfWryapdpROTExUW5/37t0DAK0cyUT6gQUuEREREVEjqI4wunTpUoPbqtp07txZrZmaM3t7e0iShJiYGBQVFTW5v+LiYpw/fx5CCNjb26shITUHnKJMRERERHojPz8f58+fx40bN5CSkoK8vDxIkgQTExP06NEDdnZ2GDFihFrXaTaWs7MzkpKSEBsbi5iYGAwbNqxe7S5cuIDY2FgIITB06FANp2w+Ro4ciRMnTqC4uBgHDhzAwoULm9Tfnj17UFRUJK+TpqcDC1wiIiIi0rnbt2/D398fwcHBUCqVtd7bqlUruLu7480339TpyNzMmTPx7bffAgCWL1+OL774AkOGDKm1TWxsLFasWCE/f/nllzWasTkZM2YMOnbsiKysLOzatQsuLi6NWt8MAFevXsVXX30FIQQsLCzg7u6u5rSkrzhFmYiIiIh0RqlU4tNPP8X06dMRFBSE8vJySJJU6095eTmCg4Pxyiuv4KOPPkJ5eblOstvZ2cHLywuSJCE3Nxdz587FokWL8N133+H69etISUnBb7/9huvXr+O7777DokWL4OPjg5ycHAghMGXKFDg4OOgkuz5q166dPGpbXFyMRYsW4fbt2w3u59KlS3jrrbdQXFwMAFiyZAmMjIzUmpX0l5D0+XAxIiIiImqxSktLsWjRIkRHR1c577ZNmzZwcnJC586dYWFhAUNDQ+Tk5CAtLQ1Xr16Vd8YFACEEhgwZAn9/f53slFtUVIS33noLFy5ckPPURvU5Bw8ejD179rSYTab27NmDzZs3QwiBW7duNbofpVKJBQsWyL/PNm3awMfHB97e3nVuFJWeno59+/bh4MGD8iyA4cOH4z//+U+j81DzwwKXiIiIiHRi1apVCAwMhBACkiRh0KBBWLBgAUaMGFFrsRodHY29e/ciIiJCLijd3d2xbds2bUWvory8HFu3bsXBgwfr3BypTZs2mDNnDlasWAGFQqGlhJqnrgIXqDzax9vbG4mJifK/b6tWrWBjYwMHBwd07doVJiYmaN26NfLy8pCRkYG4uDjcuHEDSqVS/hJhwIAB2LdvH9q3b9/kz0fNBwtcIiIiItK6oKAgvPPOOxBCwNDQEOvWrcPMmTMb1McPP/yA999/X95I6NNPP8XUqVM1lLhuWVlZOHPmDH7++Wf89ttvyM7OhiRJMDMzg5WVFQYPHozx48fD3NxcZxk1RZ0FLgAUFBTA19cXwcHB8mv1HR0HgMmTJ+PDDz9Eu3btmpyFmhcWuERERESkVUqlEhMnTkRycjKEEPjss8/g4eHRqL5++uknLFmyBEqlEt27d0dISEidhRCpn7oLXJWwsDD4+/vjypUr9brfyckJS5cuxYgRI9SWgZoX7qJMRERERFoVGRkpF7evvfZao4tbAHBxccGcOXOwf/9+pKamIjw8nEfCtCBubm5wc3NDUlISYmJiEBcXh4yMDOTk5KCoqAjGxsbo0aMHBg4ciDFjxsDGxkbXkUnHWOASERERkVaFhoYCABQKBRYvXtzk/hYvXozDhw+jvLwcZ86cYYHbAllbW8Pa2hre3t66jkJ6jscEEREREZFWXb9+HUIIDBs2TC3rUc3MzDB06FBIkoRr166pISE9DY4dOwY3NzeekdvCsMAlIiIiIq1KS0sDUHmOrLr069cPAJCamqq2Pqlly8vLQ2pqKv9mWhgWuERERESkVYWFhQAAExMTtfXZoUOHKn0T0dOJBS4RERERaZWpqSkAICcnR2195ubmAkCt5+cSUcvHApeIiIiItMrCwgIAkJiYqLY+7927BwDo0qWL2vokouaHBS4RERERaZW9vT0kSUJMTAyKioqa3F9xcTHOnz8PIQTs7e3VkJCImiseE0REREREWjVy5EicOHECxcXFOHDgABYuXNik/vbs2YOioiIIIXhEUANduXIFAODk5FTtWnh4OCIiIuDm5obhw4fX2s+oUaPkddBEusQRXCIiIiLSqjFjxqBjx46QJAm7du3CnTt3Gt3X1atX8dVXX0EIAQsLCx75Uk9xcXGYOnUqZs2ahW+//bbGey5fvozDhw9jwYIFePnll3H79i/7IAgAABi3SURBVO0n9mdjYwMvLy94eXlpKjJRvbDAJSIiIiKtateunTxqW1xcjEWLFtVaPD3JpUuX8NZbb6G4uBgAsGTJEhgZGak1a0sUFhaGuXPnIiEhAZIkyeuX/ywlJQWSJEGSJNy8eROzZ8/G5cuXtZyWqGFY4BIRERGR1s2ZMwcvvPACJEnCgwcP8Je//AX/+te/kJ6eXmfb9PR0fPrpp/Dx8UFWVhaEEBg+fDhmzZqlheTNW2ZmJtauXYvy8nJIkoRevXphypQpNd67evVqbN68GYMGDQIAFBQU4O2330ZBQYE2IxM1iJAkSdJ1CCIiIiJ6+uTm5sLb2xuJiYkQQgAAWrVqBRsbGzg4OKBr164wMTFB69atkZeXh4yMDMTFxeHGjRtQKpVQ/Td2wIAB2LdvH9q3b6/Lj9MsbNmyBTt37oQQAp6envjggw+gUCjqbPfxxx/jwIEDEEJg9erVmDdvnhbSataePXuwefNmCCFw69YtXcchNWGBS0REREQ6U1BQAF9fXwQHB8uvqYrdJ/njf18nT56MDz/8EO3atdNYxpZk+vTpuHHjBqysrBAYGFiv4hYAKioqMHHiRCQnJ8PJyQnffPONhpNqHgvclolTlImIiIhIZ4yNjbFlyxZ88cUX8k6+qnWfT/oBKnf93b17N/z8/FjcNsCvv/4KIQRGjx5d7+IWAAwMDODq6gpJkpCUlKTBhERNw2OCiIiIiEjn3Nzc4ObmhqSkJMTExCAuLg4ZGRnIyclBUVERjI2N0aNHDwwcOBBjxoyBjY2NriM3S6oNuSwsLBrcVnUMkDrOLibSFBa4RERERKQ3rK2tYW1tDW9vb11HaZHMzc3x6NEj3L9/v8Ftf/vtN7kPIn3FKcpERERE1KIdO3YMbm5uPCMXlRtySZKEsLAwPH78uN7tCgoKEBoaCiEE7OzsNJiQqGlY4BIRERFRi5aXl4fU1FSkpqbqOorOTZgwAQCQn5+PVatWyVOWa6NUKuHr64usrCwAwNixYzWakagpWOASERERET0lPDw80LNnTwBAdHQ0pk6diqNHj9Z4/nBmZiZOnDgBT09PnD59GkIIWFlZwcvLS9uxieqNa3CJiIiIiJ4ShoaG8PPzg4+PDwoLC5GSkoINGzYAqNzR2tTUFEDlGcUFBQVyO0mSYGJigm3btsHQkCUE6S/+dRIRERERPUUGDBiAQ4cO4d1330VCQoL8en5+vlzU/vGsYQDo27cv/vnPf6Jv375azVqTK1euAIB8rNQfhYeHIyIiAm5ubhg+fHit/YwaNUreGZpaDha4RERERERPGVtbW5w8eRIREREIDQ1FVFQUMjIyUF5eLt/TqVMnDBo0CB4eHnB3d4eBgW5XN8bFxeH9999HQkICpk2bVmOBe/nyZRw+fBiHDx+GnZ0dPv74Y9ja2tbYn42NDY+baoFY4BIRERERPYWEEBg9ejRGjx4tv5adnY3y8nKYmprCyMhIh+mqCgsLw4oVK6BUKiFJEu7du1fjfSkpKfLo882bNzF79mzs3r0bgwYN0mZc0iFuMkVERERERAAqz7i1tLTUq+I2MzMTa9euRXl5OSRJQq9evTBlypQa7129ejU2b94sF7QFBQV4++23q6wnppaNBS4RERER0VMuPT0dly9fRmhoKMLDw3Hjxg3k5OToOhYA4PDhw8jLy4MQAl5eXggICMCcOXNqvLdLly6YOnUqvvnmG8ydOxdA5Wc7evSoNiOTDnGKMhERERHRUygnJwd79uxBSEhIjVN+DQwM4OTkhEmTJmHmzJk62z05IiICANCjRw988MEHUCgU9Wq3du1ahIeHIzk5GadPn8a8efM0GZP0BEdwiYiIiIieMidPnsS4cePw1Vdf4d69e5AkqdqPUqlEXFwcPvroI0ybNk3evVjbfv31V3m9cH2LW6CyQHd1dYUkSUhKStJgQtInHMElIiIiInqKBAQEYM2aNQD+dxzQs88+CxsbG5iamqKiogK5ubn45ZdfkJmZCQBISkrC/Pnzcfjw4SfuSqwpxcXFAAALC4sGt1UdA1RUVKTWTKS/WOASERERET0lkpOT4evrKxe27u7uWLZsGfr371/j/VevXsW2bdsQGRmJwsJCvPXWWwgKCkLbtm21ltnc3ByPHj3C/fv3G9z2t99+k/ugpwOnKBMRERERPSX279+PsrIyCCEwb948bN++/YnFLQA4ODjA398fs2bNAgA8fPgQR44c0VZcAMCAAQMgSRLCwsLw+PHjercrKChAaGgohBCws7PTYELSJyxwiYiIiIieElFRUQCAXr164d133613O19fX3Tr1g0AcOrUKY1ke5IJEyYAAPLz87Fq1Sp5ynJtlEolfH19kZWVBQAYO3asRjOS/mCBS0RERET0lEhLS4MQAm5ubjAwqH8poFAoMHbsWEiShISEBA0mrM7DwwM9e/YEAERHR2Pq1Kk4evQo0tPTq92bmZmJEydOwNPTE6dPn4YQAlZWVvDy8tJqZtIdrsElIiIiInpKtG3bFmVlZY1aQ6urdayGhobw8/ODj48PCgsLkZKSgg0bNgAAjI2NYWpqCgDIzc1FQUGB3E6SJJiYmGDbtm06O+KItI8juERERERET4nevXsDAC5fvtzgtqqR2169eqkzUr0MGDAAhw4dgo2NTZWjjPLz8/HgwQM8ePAA+fn5Va717dsXhw8fRr9+/bSel3SHBS4RERER0VNi+vTpkCQJUVFRiIyMrHe75ORkecOmKVOmaDDhk9na2uLkyZP48ssv8corr6Br164wNDSUC1oA6NSpE8aNG4etW7fihx9+QN++fXWSlXRHSKq/BiIiIiIiPXLlyhUAgJOTU7Vr4eHhiIiIgJubG4YPH15rP4mJibh27RoAPPVrMSVJwptvvolz586hbdu2+OSTTzB+/Pha29y/fx+LFi3C/fv3YWtri2PHjkGhUGgpcd2ys7NRXl4OU1NTGBkZ6ToO6RgLXCIiIiLSK3FxcXj//feRkJCAadOm4ZNPPql2z7///W98+eWXAAA7Ozt8/PHHsLW11XbUZictLQ3FxcXYsGEDYmNjIYSAo6MjJk6cCHt7e3Ts2BEKhQJ5eXlISkpCZGQkgoODUVJSAoVCgRUrVsDS0rLW9/D09NTSpyGqjgUuEREREemNsLAwrFixAkqlEpIkwdHRscZzV1etWoXAwED5ubGxMXbv3o1BgwZpM26zY2trCyGE/FySpCrPa1Kfe1SEELh582aTMtZXeno60tLS8OjRIygUClhaWqJ79+4wMzPTyvuTfmKBS0RERER6ITMzE5MmTUJeXh6Ays2M5syZgzlz5lS7Nz09HTExMfjmm2/kDZOeeeYZBAYGwtjYWKu5mxNNj3ILIXDr1i2N9Z+Tk4M9e/YgJCQE9+7dq3bdwMAATk5OmDRpEmbOnMndk59CLHCJiIiISC9s2bIFO3fuhBACnp6e+OCDD+q11vPjjz/GgQMHIITA6tWrMW/ePC2kbZ62b9+u8fdYunSpRvo9efIkNm7ciNzcXADAk8oY1Whznz59sHHjxhrXcFPLxQKXiIiIiPTC9OnTcePGDVhZWSEwMLDeGxlVVFRg4sSJSE5OhpOTE7755hsNJyVtCwgIwOrVqwH8r7B99tlnYWNjA1NTU1RUVCA3Nxe//PILMjMz5Xbt2rXD4cOHuT77KcIxeyIiIiLSC7/++iuEEBg9enSDduk1MDCAq6sr9u7di6SkJA0mbNlKS0uRm5sLIQRMTEz0Zkfi5ORk+Pr6yoWtu7s7li1bhv79+9d4/9WrV7Ft2zZERkaisLAQb731FoKCgtC2bVttxiYdYYFLRERERHqhuLgYAGBhYdHgth06dAAAFBUVqTVTS3fu3Dl8//33uHjxYpWRT6DyTFknJydMnjy5zqOENGn//v0oKyuDEAKvv/461qxZU+v9Dg4O8Pf3xz/+8Q988803ePjwIY4cOYLXX39dO4FJpwx0HYCIiIiICADMzc0BVJ672lC//fZblT6odhkZGXjttdfw5ptv4tSpU8jMzIQkSVV+MjMzERISgpUrV2Lu3LlIT0/XSdaoqCgAlZuOvfvuu/Vu5+vri27dugEATp06pZFspH9Y4BIRERGRXhgwYAAkSUJYWBgeP35c73YFBQUIDQ2FEAJ2dnYaTNgypKen49VXX8XFixerFLTt2rXDs88+i86dO6NNmzZVrv3888945ZVX8OjRI63nTUtLgxACbm5uMDCof/miUCgwduxYSJKEhIQEDSYkfcICl4iIiIj0woQJEwAA+fn5WLVqlTxluTZKpRK+vr7IysoCAIwdO1ajGVuClStX4uHDh5AkCR06dMCqVasQEhKCuLg4nD17FhEREbhy5QpOnTqFlStXyqPiGRkZeOedd7SeV7V2tjFraDmi//RhgUtEREREesHDwwM9e/YEAERHR2Pq1Kk4evRojVNjMzMzceLECXh6euL06dMQQsDKygpeXl7ajt2shIaG4vLlyxBCoG/fvggICMCbb76JHj16VLu3d+/eWLRoEQICAtC3b18AwM8//4yzZ89qNXPv3r0BQD7vuCFUI7e9evVSZyTSY9xkioiIiIj0gqGhIfz8/ODj44PCwkKkpKRgw4YNAABjY2OYmpoCAHJzc1FQUCC3kyQJJiYm2LZtGwwN+d/b2qjWohoZGWHHjh2wtLSss02nTp3wxRdfwMPDA2VlZQgICMCYMWM0HVU2ffp0XLlyBVFRUYiMjMTIkSPr1S45OVmeuj5lyhQNpyR9wRFcIiIiItIbAwYMwKFDh2BjY1NlDWh+fj4ePHiABw8eID8/v8q1vn374vDhw+jXr5+u4+s91eiti4tLjaO2T2JlZQVXV1dIkoQrV65oMGF1M2bMwIgRIyBJEpYvX47g4OA629y/fx9//etfUVJSgv79+2POnDlaSEr6QEiqA6WIiIiIiPSEJEmIiIhAaGgooqKikJGRgfLycvl6p06dMGjQIHh4eMDd3b1Bmw89zRwdHVFaWoply5Zh8eLFDWq7Y8cObN26FQqFAteuXdNQwurS0tJQXFyMDRs2IDY2FkIIODo6YuLEibC3t0fHjh2hUCiQl5eHpKQkREZGIjg4GCUlJVAoFFixYkWdI9Wenp5a+jSkaZzDQURERER6RwiB0aNHY/To0fJr2dnZKC8vh6mpKYyMjHSYrvkyNDREaWkpysrKGty2tLQUANC6dWt1x6qVq6srhBAAKv8uJElCfHw84uPjn9hGkiQIIVBeXg4/P79a+xdCsMBtQVjgEhEREVGzwB1xm+6ZZ57B3bt3cenSpQa3VbXp3LmzumPV6c+TTuszCZUTVZ9OLHCJiIiISK+lp6cjLS0Njx49gkKhgKWlJbp37w4zMzNdR2t2nJ2dkZSUhNjYWMTExGDYsGH1anfhwgV5evDQoUM1nLKqpUuXavX9qHnjGlwiIiIi0js5Of9fe/cX0mT/h3H8+orzMaHWX6uDRka1IjBhmSchZcksC/oHI5AIoUgwFwRFnUREJ0Unhh5aIRWdNGhUiGJgBcstzE7CogwRwyJZ62Bl5v07CPc8Zpn+aNutvV8wcPr96DUU2bX73vf+qIaGBjU3N6u7u3vM1zMyMlRQUKBt27bJ5/Oxe/IEPX/+XLt27ZIxRrNmzVJdXZ3WrVs37kw4HFZ1dbU+fvwoY4xu3ryp/Pz8FCUGJoeCCwAAAFu5ffu2zp07p1gsJunXp5qOvC9z2bJlOnfunAoKClKWcSo7efKkAoGAjDEyxqi4uFilpaVyu91yOp0yxigajaqrq0vNzc1qa2vT8PBw4nI758+fT/dDSBgcHFQsFpMxRjNnzuS92aDgAgAAwD6CwaCOHz8u6d9iu3jxYi1fvlyzZs3S8PCwYrGYXrx4offv3yfmcnJydP36da1atSotuaeSeDyuqqoqhUIhSf++UPArI78Hj8ejhoaGlG8y9aOHDx/q1q1bikQio/4GpO+7axcUFKi8vFxerzdNCZFOFFwAAADYQk9Pj8rLyxM7/G7ZskVHjhyR2+3+6fpnz57p0qVLevDggaTvRfju3buaMWNGyjJPVUNDQ6qtrVVjY6Pi8fi4a7Ozs1VRUSG/3y+Hw5GihGO9e/dOx44dUyQSSXzuxyrz37JeWFioCxcuaOHChSnLiPSj4AIAAMAWzp49q2vXrskYowMHDujEiRMTmjtz5oxu3LghY4xOnDihAwcOJDfoNDIwMKDW1la1t7ert7dX0WhUlmXJ6XTK5XLJ4/HI6/WmfQfr/v5++Xw+9ff3jyq1OTk5cjqd+vbtm2KxmD5//jxqLjc3V4FAQPPmzUt1ZKQJBRcAAAC2UFZWpjdv3igvL0937txRRkbGhOa+fv2qsrIy9fX1KT8/Xzdv3kxyUqTavn371NHRIUmaM2eOKisrVVZWpiVLloxa193draamJl25ckXRaFSSVFRUpKtXr6Y8M9JjYv81AAAAgCTr6+uTMUabN2+ecLmVJIfDodLSUlmWpZcvXyYxIdKhpaVFHR0dMsZoxYoVCgaDOnjw4JhyK0l5eXk6fPiwgsGgVqxYIUlqb2/X/fv3Ux0baULBBQAAgC2MvHf2/3kPbbpPoUXy3Lt3T5KUlZWl+vp6zZ8//7czCxYsUF1dXWJX5WAwmNSMsA8KLgAAAGwhLy9PkhKnok7GyJHbpUuX/slIsIGRo7cbN2786VHbX3G5XCopKZFlWXr69GkSE8JOKLgAAACwhT179siyLD169CixM/JE9PT0qKWlJXGdVkwvHz58kKRf7qY9npUrV0rSmMsJYfqi4AIAAMAW9u7dqw0bNsiyLNXU1Kipqem3M2/evNGhQ4f05csXud1uVVRUpCApUikzM1OSEpePmozBwUFJSvu1e5E6mekOAAAAAEjS27dvderUKZ0+fVrhcFhHjx7V2rVrtXXrVq1Zs0Zz586Vw+HQp0+f9OrVKz148EBNTU368uWLHA6Htm/frjt37oz7M3bu3JmiR4M/ZdGiRXr9+rWePHky6dmRmdzc3D8dCzZFwQUAAIAtlJSUyBgjSTLGyLIsdXZ2qrOz85czlmXJGKOhoSFdvHhx3O9vjKHgTkGFhYV69eqVwuGwHj9+rKKiognNhUIhhcNhGWO0fv36JKeEXXCKMgAAAGzDsqzE7cf7P7tNZM2P6zG1+Hy+xMc1NTWKRCK/nQmHw/L7/Yn7u3fvTko22A9HcAEAAGAL1dXV6Y4AG1q9erV27dqlQCCgWCym/fv3q7i4WKWlpXK73XI6nTLGKBqNqqurS83NzWpra9Pw8HBi47H8/Px0PwykiLF4KQsAAACAjcXjcVVVVSkUCklS4lT2XxmpOB6PRw0NDWwy9Reh4AIAAMD2BgcHFYvFZIzRzJkzlZWVle5ISLGhoSHV1taqsbFR8Xh83LXZ2dmqqKiQ3++Xw+FIUULYAQUXAAAAtvTw4UPdunVLkUhkzHVMFyxYoIKCApWXl8vr9aYpIdJhYGBAra2tam9vV29vr6LRqCzLktPplMvlksfjkdfr1ezZs9MdFWlAwQUAAICtvHv3TseOHRu1mdCPT1n/e4pqYWGhLly4oIULF6YsIwB7ouACAADANvr7++Xz+dTf3z+q1Obk5MjpdOrbt2+KxWL6/PnzqLnc3FwFAgHNmzcv1ZEB2AgFFwAAALaxb98+dXR0SJLmzJmjyspKlZWVacmSJaPWdXd3q6mpSVeuXFE0GpUkFRUV6erVqynPDMA+KLgAAACwhZaWFlVXV8sYo+XLl+vy5cuaP3/+uDPv379XZWWlXr58KWOM6uvrtWnTphQlBmA3GekOAAAAAEjSvXv3JElZWVmqr6//bbmVvm82VVdXl9hVORgMJjUjAHuj4AIAAMAWOjo6ZIzRxo0bx5ySPB6Xy6WSkhJZlqWnT58mMSEAu6PgAgAAwBY+fPggSXK73ZOeXblypSSNuZwQgL8LBRcAAAC2kJmZKUn6+vXrpGcHBwclSf/8888fzQRgaqHgAgAAwBYWLVokSXry5MmkZ0dmcnNz/2gmAFMLBRcAAAC2UFhYKMuyFA6H9fjx4wnPhUIhhcNhGWO0fv36JCYEYHcUXAAAANiCz+dLfFxTU6NIJPLbmXA4LL/fn7i/e/fupGQDMDVwHVwAAADYxsmTJxUIBGSMkTFGxcXFKi0tldvtltPplDFG0WhUXV1dam5uVltbm4aHh2WM0Y4dO3T+/Pl0PwQAaUTBBQAAgG3E43FVVVUpFApJkowx464feSrr8XjU0NDAJlPAX46CCwAAAFsZGhpSbW2tGhsbFY/Hx12bnZ2tiooK+f1+ORyOFCUEYFcUXAAAANjSwMCAWltb1d7ert7eXkWjUVmWJafTKZfLJY/HI6/Xq9mzZ6c7KgCboOACAAAAAKYFdlEGAAAAAEwLFFwAAAAAwLRAwQUAAAAATAsUXAAAAADAtEDBBQAAAABMC/8DM/se6Swta1sAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 360x360 with 2 Axes>"
]
@@ -631,6 +710,27 @@
"plt.show() # ta-da!\n",
"\n"
]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
}
],
"metadata": {
diff --git a/90_jupy_AnnualReportStatistics_analysis.ipynb b/90_jupy_AnnualReportStatistics_analysis.ipynb
index adb9b85f2585a7ce7aab7085a67289b7ae706824..25ea51626becc6b1dec608e998a8121582777fe2 100644
--- a/90_jupy_AnnualReportStatistics_analysis.ipynb
+++ b/90_jupy_AnnualReportStatistics_analysis.ipynb
@@ -1289,7 +1289,7 @@
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x1d1899e9108>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x1c135b0db48>"
]
},
"execution_count": 12,
@@ -1323,30 +1323,32 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "5 41\n",
- "4 13\n",
- "6 7\n",
- "3 4\n",
- "1 3\n",
- "11 2\n",
- "9 2\n",
- "8 1\n",
- "Name: agm_month, dtype: int64"
+ "2019-05 1\n",
+ "2019-06 1\n",
+ "2019-08 1\n",
+ "2019-09 2\n",
+ "2019-11 2\n",
+ "2020-01 3\n",
+ "2020-03 4\n",
+ "2020-04 13\n",
+ "2020-05 40\n",
+ "2020-06 6\n",
+ "Name: agm_yyyy_mm, dtype: int64"
]
},
- "execution_count": 13,
+ "execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "df_results_filtered[\"agm_month\"].value_counts()"
+ "df_results_filtered[\"agm_yyyy_mm\"].value_counts().sort_index()"
]
},
{
@@ -1409,7 +1411,7 @@
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x1d189dc0cc8>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x1c135f0bbc8>"
]
},
"execution_count": 16,
@@ -1511,7 +1513,7 @@
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 19,
"metadata": {},
"outputs": [
{
@@ -1522,7 +1524,7 @@
"Name: lts_correctedDate, dtype: int64"
]
},
- "execution_count": 21,
+ "execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
@@ -1540,7 +1542,7 @@
},
{
"cell_type": "code",
- "execution_count": 25,
+ "execution_count": 20,
"metadata": {},
"outputs": [
{
@@ -1760,7 +1762,7 @@
"86 2020-05 "
]
},
- "execution_count": 25,
+ "execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
@@ -1779,16 +1781,16 @@
},
{
"cell_type": "code",
- "execution_count": 28,
+ "execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x1d18a111048>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x1c135ec8908>"
]
},
- "execution_count": 28,
+ "execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
@@ -1819,7 +1821,7 @@
},
{
"cell_type": "code",
- "execution_count": 33,
+ "execution_count": 22,
"metadata": {},
"outputs": [
{
@@ -2050,7 +2052,7 @@
"86 2020-05 14 days "
]
},
- "execution_count": 33,
+ "execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
@@ -2069,7 +2071,7 @@
},
{
"cell_type": "code",
- "execution_count": 35,
+ "execution_count": 23,
"metadata": {},
"outputs": [
{
@@ -2086,7 +2088,7 @@
"Name: nr_days_lts_before_agm, dtype: object"
]
},
- "execution_count": 35,
+ "execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
@@ -2097,16 +2099,16 @@
},
{
"cell_type": "code",
- "execution_count": 36,
+ "execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x1d18a195708>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x1c13608e388>"
]
},
- "execution_count": 36,
+ "execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
@@ -2128,6 +2130,35 @@
"df_results_filtered_ltsDate[\"nr_days_lts_before_agm\"].value_counts().sort_index().plot(ax=ax, kind='bar')"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "14 days 1\n",
+ "22 days 1\n",
+ "34 days 1\n",
+ "41 days 2\n",
+ "43 days 1\n",
+ "44 days 1\n",
+ "58 days 1\n",
+ "60 days 1\n",
+ "79 days 1\n",
+ "Name: nr_days_lts_before_agm, dtype: int64"
+ ]
+ },
+ "execution_count": 27,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_results_filtered_ltsDate[\"nr_days_lts_before_agm\"].value_counts().sort_index()"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},