{
"cells": [
{
"cell_type": "markdown",
"id": "05c85c75",
"metadata": {
"toc": true
},
"source": [
"
\n",
""
]
},
{
"cell_type": "markdown",
"id": "1df58d0f",
"metadata": {},
"source": [
"# Historical high water levels of the river Ahr\n",
"\n",
"Topic: The purpose of this document is to provide some info about what was the situation that led to the \"100-year\" flood event of the river Ahr in Germany. \n",
"In a follow up document we'll try to answer: \"Why was the \"100-year\" flood event of the river Ahr in Germany on 14-15th July 2021 so catastrophic?\" \n",
"Author: Van Oproy Kurt \n",
"### Preliminary notes\n",
"- The discharge values are the calculated daily or hourly averages, based on the water level measurement. \n",
" - The datasets with hourly averages contain only data of the last 31 days. \n",
"- The data and descriptions in historical records of similar floods had not been included in the top 10 high water dataset for making predictions. \n",
" - The data which the RLP administration for environment used, had only a timespan going back 75 years. Or much less. \n",
"- The rainfall amounts of 150-180 mm per day, which in some places occured in a few hours time, were predicted in time. \n",
"- Some of the hydrometers broke down **before the peak flow**. One measurestation was completely washed away.\n",
" - Some stations had direct communication links, but they broke down with the collapse of the telecom and electricity infrastructure. \n",
" - So, the early warning system was partly cut down before the peak flow.\n",
" - Nonetheless, I found 1 station that had all the values of the peak wave, so I'll try to construct a discharge curve of the composite water mass.\n",
"\n",
"### References\n",
"- Reconstructing peak discharges of historic floods of the river Ahr, Germany, 2014-01-05, Thomas Roggenkamp and Jürgen Herget \n",
"- Ahr-Hochwasser am 12. 13. Juni 1910 forderte 52 Menschenleben, Leonhard Janta, Helmut Poppelreuter, Heimatjahrbuch Kreis Ahrweiler 2010\n",
"- Ahrserie_Katastrophen_28_Juni_2014.pdf, NR. 139. MITTWOCH 18 JUNI 2014, Rhein-Zeitung Epaper - Mittelrhein-Verlag, Koblenz,Germany, Petra Ochs\n",
"- Die Ahr und ihre Hochwässer in alten Quellen. Karl August Seel, Heimatjahrbuch des Kreises Ahrweiler 40, 1983\n",
"- Das Hochwasser von 1804 im Kreise Ahrweiler, Dr. Hans FRICK, [hjb1955](https://kreis-ahrweiler.de/kvar/VT/hjb1955/hjb1955.11.htm)\n",
" - This was an update of his original publication from 1929. \n",
"- Das Naturschutzgebiet Ahrschleife bei Altenahr, Teil 2, Büchs, W. \n",
"- Floods in Germany - Analyses of Trends, T. Petrow: Dr. diss. \n",
"- Characteristics and process controls of statistical flood moments in Europe – a data based analysis, 2020, David Lun, Alberto Viglione, Miriam Bertola, Jürgen Komma, Juraj Parajka1, Peter Valent, Günter Blöschl, https://doi.org/10.5194/hess-2020-600\n",
"- [RLP administration for environment](https://geoportal-wasser.rlp-umwelt.de/servlet/is/2025/)\n",
"\n",
"### Post-flood event references\n",
"- Hochwasser Mitteleuropa, Juli 2021 (Deutschland), CEDIM Forensic Disaster Analysis (FDA) Group, 21. Juli 2021 – Bericht Nr. 1 \"Nordrhein-Westfalen & Rheinland-Pfalz\"\n",
"- [Déjà-vu der Katastrophe](https://www.faz.net/aktuell/wissen/erde-klima/flutkatastrophe-im-ahrtal-neue-erkenntnisse-zum-hochwasser-17470847.html), OLIVER SCHLÖMER, JENS GIESEL und MANFRED LINDINGER · 5. August 2021 \n",
"- Katastrophale Hochwasser im Ahrtal 2021, 1910, 1804, 1719 und 1601, [reitschuster.de](https://reitschuster.de/post/katastrophale-hochwasser-im-ahrtal-2021-1910-1804-1719-und-1601/)"
]
},
{
"cell_type": "markdown",
"id": "a6404128",
"metadata": {},
"source": [
"##### Slope of the steep hill at Dernau"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "932ee444",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.2702702702702703"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(300-160)/518"
]
},
{
"cell_type": "raw",
"id": "4432bc47",
"metadata": {},
"source": [
"import this"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "e28fc4db",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
""
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import pandas as pd\n",
"sns.set()\n",
"sns.set_context('notebook')\n",
"np.set_printoptions(threshold=20, precision=2, suppress=True)\n",
"pd.options.display.max_rows = 57\n",
"pd.options.display.max_columns = 38\n",
"pd.set_option('precision', 2)\n",
"\n",
"from IPython.display import Image, display\n",
"%config InlineBackend.figure_format = 'retina'\n",
"from IPython.core.display import display, HTML\n",
"display(HTML(\"\"))"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "de0c360d",
"metadata": {},
"outputs": [
{
"data": {
"application/javascript": [
"IPython.notebook.set_autosave_interval(400000)"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%autosave 400"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "b072e297",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Wasserstand in cm \n",
" \n",
" \n",
" Datum \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" 2021-06-24 17:15:00 \n",
" 59.0 \n",
" \n",
" \n",
" 2021-06-24 17:30:00 \n",
" 60.0 \n",
" \n",
" \n",
" 2021-06-24 17:45:00 \n",
" 60.0 \n",
" \n",
" \n",
" 2021-06-24 18:00:00 \n",
" 60.0 \n",
" \n",
" \n",
" 2021-06-24 18:15:00 \n",
" 60.0 \n",
" \n",
" \n",
" 2021-06-24 18:30:00 \n",
" 60.0 \n",
" \n",
" \n",
" 2021-06-24 18:45:00 \n",
" 61.0 \n",
" \n",
" \n",
" 2021-06-24 19:00:00 \n",
" 62.0 \n",
" \n",
" \n",
" 2021-06-24 19:15:00 \n",
" 62.0 \n",
" \n",
" \n",
" 2021-06-24 19:30:00 \n",
" 62.0 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Wasserstand in cm\n",
"Datum \n",
"2021-06-24 17:15:00 59.0\n",
"2021-06-24 17:30:00 60.0\n",
"2021-06-24 17:45:00 60.0\n",
"2021-06-24 18:00:00 60.0\n",
"2021-06-24 18:15:00 60.0\n",
"2021-06-24 18:30:00 60.0\n",
"2021-06-24 18:45:00 61.0\n",
"2021-06-24 19:00:00 62.0\n",
"2021-06-24 19:15:00 62.0\n",
"2021-06-24 19:30:00 62.0"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Ahr =pd.read_csv(r\"Ahr Aktuelle Wasserstände.csv\",sep=\"\\t\", skiprows=2,usecols=[1,2],index_col=0,na_values= \"-\"); # header=0,sep=\\\";\\\",\\n\",\n",
"Ahr.index = pd.to_datetime(Ahr.index, format=\"%d.%m.%Y %H:%M\") # parse_dates=[\"Datum\"]\n",
"\n",
"Abfluss =pd.read_csv(r\"Ahr Abfluss.csv\",sep=\"\\t\", index_col=1,na_values= \"-\",decimal=\",\"); #parse_dates=[\"Datum\"],\n",
"Abfluss.index = pd.to_datetime(Abfluss.index, format=\"%d.%m.%Y %H:%M\")\n",
"Ahr.head(10)"
]
},
{
"cell_type": "markdown",
"id": "e8dedd44",
"metadata": {},
"source": [
"## Pegel Altenahr"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "1cf8bdf7",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"DatetimeIndex: 2204 entries, 2021-06-24 17:15:00 to 2021-07-25 16:00:00\n",
"Data columns (total 1 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 Wasserstand in cm 2059 non-null float64\n",
"dtypes: float64(1)\n",
"memory usage: 34.4 KB\n"
]
}
],
"source": [
"Ahr.info()"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "aeb50096",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Abfluss [m³/s] \n",
" Abflussspende [l/s km²] \n",
" \n",
" \n",
" Jährlichkeiten \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" 2 \n",
" 93.5 \n",
" 125 \n",
" \n",
" \n",
" 5 \n",
" 125.0 \n",
" 168 \n",
" \n",
" \n",
" 10 \n",
" 149.0 \n",
" 200 \n",
" \n",
" \n",
" 20 \n",
" 176.0 \n",
" 236 \n",
" \n",
" \n",
" 25 \n",
" 185.0 \n",
" 248 \n",
" \n",
" \n",
" 50 \n",
" 212.0 \n",
" 284 \n",
" \n",
" \n",
" 100 \n",
" 241.0 \n",
" 323 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Abfluss [m³/s] Abflussspende [l/s km²]\n",
"Jährlichkeiten \n",
"2 93.5 125\n",
"5 125.0 168\n",
"10 149.0 200\n",
"20 176.0 236\n",
"25 185.0 248\n",
"50 212.0 284\n",
"100 241.0 323"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Ahrstats =pd.read_csv(r\"Ahr.csv\", skiprows=2,sep=\"\\t\",index_col=0,decimal=\",\" ,); \n",
"Hochwasser =pd.read_csv(r\"AhrHochwasserereignisse19462019.csv\",parse_dates=[\"Datum\"],skiprows=2,sep=\"\\t\",index_col=1,decimal=\",\",\n",
" engine='python'); #skipfooter=1\n",
"#floods[\\\"Date\\\"] = pd.to_datetime( River_Arno.Date, format='%d/%m/%Y' ) # euro dates\\n\",\n",
"#floods.set_index(\\\"Date\\\", inplace=True)\\n\",\n",
"Ahrstats.head(10)"
]
},
{
"cell_type": "markdown",
"id": "77bfe8a9",
"metadata": {},
"source": [
"Since the calibration curve for the high water levels to estimate the interval of a \"100 year flood\" is actually based on a shorter period, in fact 1946-2019, we have to correct the timespan accordingly..."
]
},
{
"cell_type": "code",
"execution_count": 78,
"id": "9c02c294",
"metadata": {},
"outputs": [],
"source": [
"Ahrstats[\"days\"]=Ahrstats.index*365\n",
"#Ahrstats[\"year\"]= Ahrstats.Jährlichkeiten \n",
"Ahrstats[\"years\"]= Ahrstats.index*((2021.5 -1946)/100)"
]
},
{
"cell_type": "code",
"execution_count": 79,
"id": "096dd5c0",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Abfluss [m³/s] \n",
" Abflussspende [l/s km²] \n",
" days \n",
" years \n",
" \n",
" \n",
" Jährlichkeiten \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" 2 \n",
" 93.5 \n",
" 125 \n",
" 730 \n",
" 1.51 \n",
" \n",
" \n",
" 5 \n",
" 125.0 \n",
" 168 \n",
" 1825 \n",
" 3.77 \n",
" \n",
" \n",
" 10 \n",
" 149.0 \n",
" 200 \n",
" 3650 \n",
" 7.55 \n",
" \n",
" \n",
" 20 \n",
" 176.0 \n",
" 236 \n",
" 7300 \n",
" 15.10 \n",
" \n",
" \n",
" 25 \n",
" 185.0 \n",
" 248 \n",
" 9125 \n",
" 18.88 \n",
" \n",
" \n",
" 50 \n",
" 212.0 \n",
" 284 \n",
" 18250 \n",
" 37.75 \n",
" \n",
" \n",
" 100 \n",
" 241.0 \n",
" 323 \n",
" 36500 \n",
" 75.50 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Abfluss [m³/s] Abflussspende [l/s km²] days years\n",
"Jährlichkeiten \n",
"2 93.5 125 730 1.51\n",
"5 125.0 168 1825 3.77\n",
"10 149.0 200 3650 7.55\n",
"20 176.0 236 7300 15.10\n",
"25 185.0 248 9125 18.88\n",
"50 212.0 284 18250 37.75\n",
"100 241.0 323 36500 75.50"
]
},
"execution_count": 79,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Ahrstats.head(11)"
]
},
{
"cell_type": "markdown",
"id": "956cd499",
"metadata": {},
"source": [
"## Precipitation data\n",
"### Daily Barweiler"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "e4108be2",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" STATIONS_ID \n",
" QN_8 \n",
" R1 \n",
" RS_IND \n",
" WRTR \n",
" eor \n",
" \n",
" \n",
" MESS_DATUM \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
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" \n",
" 2020-01-30 00:00:00 \n",
" 3660 \n",
" 3 \n",
" 0.0 \n",
" 0.0 \n",
" NaN \n",
" eor \n",
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" \n",
" 2020-01-30 01:00:00 \n",
" 3660 \n",
" 3 \n",
" 0.0 \n",
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" 0.0 \n",
" eor \n",
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" 2020-01-30 02:00:00 \n",
" 3660 \n",
" 3 \n",
" 0.0 \n",
" 1.0 \n",
" 6.0 \n",
" eor \n",
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" \n",
" 2020-01-30 03:00:00 \n",
" 3660 \n",
" 3 \n",
" 0.0 \n",
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" NaN \n",
" eor \n",
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" 2020-01-30 04:00:00 \n",
" 3660 \n",
" 3 \n",
" 0.0 \n",
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" 0.0 \n",
" eor \n",
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" \n",
" 2020-01-30 05:00:00 \n",
" 3660 \n",
" 3 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" eor \n",
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" \n",
" 2020-01-30 06:00:00 \n",
" 3660 \n",
" 3 \n",
" 0.0 \n",
" 0.0 \n",
" NaN \n",
" eor \n",
" \n",
" \n",
" 2020-01-30 07:00:00 \n",
" 3660 \n",
" 3 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" eor \n",
" \n",
" \n",
" 2020-01-30 08:00:00 \n",
" 3660 \n",
" 3 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" eor \n",
" \n",
" \n",
" 2020-01-30 09:00:00 \n",
" 3660 \n",
" 3 \n",
" 0.0 \n",
" 0.0 \n",
" NaN \n",
" eor \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" STATIONS_ID QN_8 R1 RS_IND WRTR eor\n",
"MESS_DATUM \n",
"2020-01-30 00:00:00 3660 3 0.0 0.0 NaN eor\n",
"2020-01-30 01:00:00 3660 3 0.0 0.0 0.0 eor\n",
"2020-01-30 02:00:00 3660 3 0.0 1.0 6.0 eor\n",
"2020-01-30 03:00:00 3660 3 0.0 0.0 NaN eor\n",
"2020-01-30 04:00:00 3660 3 0.0 0.0 0.0 eor\n",
"2020-01-30 05:00:00 3660 3 0.0 0.0 0.0 eor\n",
"2020-01-30 06:00:00 3660 3 0.0 0.0 NaN eor\n",
"2020-01-30 07:00:00 3660 3 0.0 0.0 0.0 eor\n",
"2020-01-30 08:00:00 3660 3 0.0 0.0 0.0 eor\n",
"2020-01-30 09:00:00 3660 3 0.0 0.0 NaN eor"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Barweiler =pd.read_csv(r\"stundenwerte_RR_03660_akt\\produkt_rr_stunde_20200130_20210801_03660.txt\",sep=\";\",index_col=1,\n",
" na_values= \"-999\",); # header=0,sep=\\\";\\\",\\n\", ,usecols=[2,3], parse_dates=[\"MESS_DATUM\"]\n",
"Barweiler.index = pd.to_datetime(Barweiler.index, format=\"%Y%m%d%H\") # -%M-\n",
"Barweiler.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "47ac4f63",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
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" 3660 \n",
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" eor \n",
" \n",
" \n",
" 2021-08-01 09:00:00 \n",
" 3660 \n",
" 1 \n",
" 0.0 \n",
" 0.0 \n",
" NaN \n",
" eor \n",
" \n",
" \n",
" 2021-08-01 10:00:00 \n",
" 3660 \n",
" 1 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" eor \n",
" \n",
" \n",
" 2021-08-01 11:00:00 \n",
" 3660 \n",
" 1 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" eor \n",
" \n",
" \n",
" 2021-08-01 12:00:00 \n",
" 3660 \n",
" 1 \n",
" 0.0 \n",
" 0.0 \n",
" NaN \n",
" eor \n",
" \n",
" \n",
" 2021-08-01 13:00:00 \n",
" 3660 \n",
" 1 \n",
" 0.0 \n",
" 1.0 \n",
" 6.0 \n",
" eor \n",
" \n",
" \n",
" 2021-08-01 14:00:00 \n",
" 3660 \n",
" 1 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" eor \n",
" \n",
" \n",
" 2021-08-01 15:00:00 \n",
" 3660 \n",
" 1 \n",
" 0.0 \n",
" 1.0 \n",
" NaN \n",
" eor \n",
" \n",
" \n",
" 2021-08-01 16:00:00 \n",
" 3660 \n",
" 1 \n",
" 1.4 \n",
" 1.0 \n",
" 6.0 \n",
" eor \n",
" \n",
" \n",
" 2021-08-01 17:00:00 \n",
" 3660 \n",
" 1 \n",
" 0.0 \n",
" 1.0 \n",
" 6.0 \n",
" eor \n",
" \n",
" \n",
" 2021-08-01 18:00:00 \n",
" 3660 \n",
" 1 \n",
" 0.0 \n",
" 0.0 \n",
" NaN \n",
" eor \n",
" \n",
" \n",
" 2021-08-01 19:00:00 \n",
" 3660 \n",
" 1 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" eor \n",
" \n",
" \n",
" 2021-08-01 20:00:00 \n",
" 3660 \n",
" 1 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" eor \n",
" \n",
" \n",
" 2021-08-01 21:00:00 \n",
" 3660 \n",
" 1 \n",
" 0.0 \n",
" 0.0 \n",
" NaN \n",
" eor \n",
" \n",
" \n",
" 2021-08-01 22:00:00 \n",
" 3660 \n",
" 1 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" eor \n",
" \n",
" \n",
" 2021-08-01 23:00:00 \n",
" 3660 \n",
" 1 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" eor \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" STATIONS_ID QN_8 R1 RS_IND WRTR eor\n",
"MESS_DATUM \n",
"2021-07-31 18:00:00 3660 1 0.0 1.0 NaN eor\n",
"2021-07-31 19:00:00 3660 1 0.0 1.0 6.0 eor\n",
"2021-07-31 20:00:00 3660 1 0.0 1.0 6.0 eor\n",
"2021-07-31 21:00:00 3660 1 0.0 0.0 NaN eor\n",
"2021-07-31 22:00:00 3660 1 0.0 0.0 0.0 eor\n",
"2021-07-31 23:00:00 3660 1 0.0 0.0 0.0 eor\n",
"2021-08-01 00:00:00 3660 1 0.0 0.0 NaN eor\n",
"2021-08-01 01:00:00 3660 1 0.0 0.0 0.0 eor\n",
"2021-08-01 02:00:00 3660 1 0.0 0.0 0.0 eor\n",
"2021-08-01 03:00:00 3660 1 0.0 0.0 NaN eor\n",
"2021-08-01 04:00:00 3660 1 0.0 0.0 0.0 eor\n",
"2021-08-01 05:00:00 3660 1 0.0 0.0 0.0 eor\n",
"2021-08-01 06:00:00 3660 1 0.0 0.0 NaN eor\n",
"2021-08-01 07:00:00 3660 1 0.0 0.0 0.0 eor\n",
"2021-08-01 08:00:00 3660 1 0.0 0.0 0.0 eor\n",
"2021-08-01 09:00:00 3660 1 0.0 0.0 NaN eor\n",
"2021-08-01 10:00:00 3660 1 0.0 0.0 0.0 eor\n",
"2021-08-01 11:00:00 3660 1 0.0 0.0 0.0 eor\n",
"2021-08-01 12:00:00 3660 1 0.0 0.0 NaN eor\n",
"2021-08-01 13:00:00 3660 1 0.0 1.0 6.0 eor\n",
"2021-08-01 14:00:00 3660 1 0.0 0.0 0.0 eor\n",
"2021-08-01 15:00:00 3660 1 0.0 1.0 NaN eor\n",
"2021-08-01 16:00:00 3660 1 1.4 1.0 6.0 eor\n",
"2021-08-01 17:00:00 3660 1 0.0 1.0 6.0 eor\n",
"2021-08-01 18:00:00 3660 1 0.0 0.0 NaN eor\n",
"2021-08-01 19:00:00 3660 1 0.0 0.0 0.0 eor\n",
"2021-08-01 20:00:00 3660 1 0.0 0.0 0.0 eor\n",
"2021-08-01 21:00:00 3660 1 0.0 0.0 NaN eor\n",
"2021-08-01 22:00:00 3660 1 0.0 0.0 0.0 eor\n",
"2021-08-01 23:00:00 3660 1 0.0 0.0 0.0 eor"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Barweiler.tail(3)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "b3a7512b",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 264,
"width": 370
}
},
"output_type": "display_data"
}
],
"source": [
"Barweiler[\" R1\"].plot(); "
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "d7bada74",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 290,
"width": 380
}
},
"output_type": "display_data"
}
],
"source": [
"Barweiler[\"2021-07-07\":\"2021-07-16\"][\" R1\"].plot(); "
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "0fe8e7b9",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"DatetimeIndex: 13055 entries, 2020-01-30 00:00:00 to 2021-08-01 23:00:00\n",
"Data columns (total 6 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 STATIONS_ID 13055 non-null int64 \n",
" 1 QN_8 13055 non-null int64 \n",
" 2 R1 13039 non-null float64\n",
" 3 RS_IND 13039 non-null float64\n",
" 4 WRTR 8709 non-null float64\n",
" 5 eor 13055 non-null object \n",
"dtypes: float64(3), int64(2), object(1)\n",
"memory usage: 713.9+ KB\n"
]
}
],
"source": [
"Barweiler.info()"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "6888fa89",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 278,
"width": 370
}
},
"output_type": "display_data"
}
],
"source": [
"Barweiler[\" R1\"].resample(\"D\").sum().plot(); "
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "4ca41c6f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 278,
"width": 376
}
},
"output_type": "display_data"
}
],
"source": [
"BarweilerD= Barweiler[\" R1\"].resample(\"D\").sum()\n",
"BarweilerD.rolling(7).sum().plot(); "
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "1c7c3fb6",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 278,
"width": 377
}
},
"output_type": "display_data"
}
],
"source": [
"BarweilerD.rolling(14).sum().plot(); "
]
},
{
"cell_type": "markdown",
"id": "7c9c969b",
"metadata": {},
"source": [
"### Daily Adenauer"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "46374dc9",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" STATIONS_ID \n",
" QN_8 \n",
" R1 \n",
" RS_IND \n",
" WRTR \n",
" eor \n",
" \n",
" \n",
" MESS_DATUM \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" 2020-01-30 00:00:00 \n",
" 3490 \n",
" 3 \n",
" 0.0 \n",
" 0 \n",
" NaN \n",
" eor \n",
" \n",
" \n",
" 2020-01-30 01:00:00 \n",
" 3490 \n",
" 3 \n",
" 0.0 \n",
" 0 \n",
" NaN \n",
" eor \n",
" \n",
" \n",
" 2020-01-30 02:00:00 \n",
" 3490 \n",
" 3 \n",
" 0.0 \n",
" 0 \n",
" NaN \n",
" eor \n",
" \n",
" \n",
" 2020-01-30 03:00:00 \n",
" 3490 \n",
" 3 \n",
" 0.0 \n",
" 0 \n",
" NaN \n",
" eor \n",
" \n",
" \n",
" 2020-01-30 04:00:00 \n",
" 3490 \n",
" 3 \n",
" 0.0 \n",
" 0 \n",
" NaN \n",
" eor \n",
" \n",
" \n",
" 2020-01-30 05:00:00 \n",
" 3490 \n",
" 3 \n",
" 0.0 \n",
" 0 \n",
" NaN \n",
" eor \n",
" \n",
" \n",
" 2020-01-30 06:00:00 \n",
" 3490 \n",
" 3 \n",
" 0.0 \n",
" 0 \n",
" NaN \n",
" eor \n",
" \n",
" \n",
" 2020-01-30 07:00:00 \n",
" 3490 \n",
" 3 \n",
" 0.0 \n",
" 0 \n",
" NaN \n",
" eor \n",
" \n",
" \n",
" 2020-01-30 08:00:00 \n",
" 3490 \n",
" 3 \n",
" 0.0 \n",
" 0 \n",
" NaN \n",
" eor \n",
" \n",
" \n",
" 2020-01-30 09:00:00 \n",
" 3490 \n",
" 3 \n",
" 0.0 \n",
" 0 \n",
" NaN \n",
" eor \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" STATIONS_ID QN_8 R1 RS_IND WRTR eor\n",
"MESS_DATUM \n",
"2020-01-30 00:00:00 3490 3 0.0 0 NaN eor\n",
"2020-01-30 01:00:00 3490 3 0.0 0 NaN eor\n",
"2020-01-30 02:00:00 3490 3 0.0 0 NaN eor\n",
"2020-01-30 03:00:00 3490 3 0.0 0 NaN eor\n",
"2020-01-30 04:00:00 3490 3 0.0 0 NaN eor\n",
"2020-01-30 05:00:00 3490 3 0.0 0 NaN eor\n",
"2020-01-30 06:00:00 3490 3 0.0 0 NaN eor\n",
"2020-01-30 07:00:00 3490 3 0.0 0 NaN eor\n",
"2020-01-30 08:00:00 3490 3 0.0 0 NaN eor\n",
"2020-01-30 09:00:00 3490 3 0.0 0 NaN eor"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Adenauer =pd.read_csv(r\"stundenwerte_RR_03490_akt\\produkt_rr_stunde_20200130_20210715_03490.txt\",sep=\";\",index_col=1,\n",
" na_values= \"-999\",); # header=0,sep=\\\";\\\",\\n\", ,usecols=[2,3], parse_dates=[\"MESS_DATUM\"]\n",
"Adenauer.index = pd.to_datetime(Adenauer.index, format=\"%Y%m%d%H\") # -%M-\n",
"Adenauer.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "2a2747bf",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" STATIONS_ID \n",
" QN_8 \n",
" R1 \n",
" RS_IND \n",
" WRTR \n",
" eor \n",
" \n",
" \n",
" MESS_DATUM \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" 2021-07-14 21:00:00 \n",
" 3490 \n",
" 1 \n",
" 0.0 \n",
" 1 \n",
" NaN \n",
" eor \n",
" \n",
" \n",
" 2021-07-14 22:00:00 \n",
" 3490 \n",
" 1 \n",
" 0.0 \n",
" 0 \n",
" NaN \n",
" eor \n",
" \n",
" \n",
" 2021-07-14 23:00:00 \n",
" 3490 \n",
" 1 \n",
" 0.0 \n",
" 0 \n",
" NaN \n",
" eor \n",
" \n",
" \n",
" 2021-07-15 00:00:00 \n",
" 3490 \n",
" 1 \n",
" 0.0 \n",
" 0 \n",
" NaN \n",
" eor \n",
" \n",
" \n",
" 2021-07-15 01:00:00 \n",
" 3490 \n",
" 1 \n",
" 0.0 \n",
" 0 \n",
" NaN \n",
" eor \n",
" \n",
" \n",
" 2021-07-15 02:00:00 \n",
" 3490 \n",
" 1 \n",
" 0.0 \n",
" 0 \n",
" NaN \n",
" eor \n",
" \n",
" \n",
" 2021-07-15 03:00:00 \n",
" 3490 \n",
" 1 \n",
" 0.0 \n",
" 0 \n",
" NaN \n",
" eor \n",
" \n",
" \n",
" 2021-07-15 04:00:00 \n",
" 3490 \n",
" 1 \n",
" 0.0 \n",
" 0 \n",
" NaN \n",
" eor \n",
" \n",
" \n",
" 2021-07-15 05:00:00 \n",
" 3490 \n",
" 1 \n",
" 0.0 \n",
" 0 \n",
" NaN \n",
" eor \n",
" \n",
" \n",
" 2021-07-15 06:00:00 \n",
" 3490 \n",
" 1 \n",
" 0.0 \n",
" 0 \n",
" NaN \n",
" eor \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" STATIONS_ID QN_8 R1 RS_IND WRTR eor\n",
"MESS_DATUM \n",
"2021-07-14 21:00:00 3490 1 0.0 1 NaN eor\n",
"2021-07-14 22:00:00 3490 1 0.0 0 NaN eor\n",
"2021-07-14 23:00:00 3490 1 0.0 0 NaN eor\n",
"2021-07-15 00:00:00 3490 1 0.0 0 NaN eor\n",
"2021-07-15 01:00:00 3490 1 0.0 0 NaN eor\n",
"2021-07-15 02:00:00 3490 1 0.0 0 NaN eor\n",
"2021-07-15 03:00:00 3490 1 0.0 0 NaN eor\n",
"2021-07-15 04:00:00 3490 1 0.0 0 NaN eor\n",
"2021-07-15 05:00:00 3490 1 0.0 0 NaN eor\n",
"2021-07-15 06:00:00 3490 1 0.0 0 NaN eor"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Adenauer.tail(10)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "f437bba8",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 290,
"width": 370
}
},
"output_type": "display_data"
}
],
"source": [
"Adenauer[\"2021-07-07\":\"2021-07-16\"][\" R1\"].plot(); "
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "d5c63339",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"DatetimeIndex: 11795 entries, 2020-01-30 00:00:00 to 2021-07-15 06:00:00\n",
"Data columns (total 6 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 STATIONS_ID 11795 non-null int64 \n",
" 1 QN_8 11795 non-null int64 \n",
" 2 R1 11795 non-null float64\n",
" 3 RS_IND 11795 non-null int64 \n",
" 4 WRTR 0 non-null float64\n",
" 5 eor 11795 non-null object \n",
"dtypes: float64(2), int64(3), object(1)\n",
"memory usage: 645.0+ KB\n"
]
}
],
"source": [
"Adenauer.info()"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "58205450",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 290,
"width": 377
}
},
"output_type": "display_data"
}
],
"source": [
"AdenauerD= Adenauer.iloc[:,2].resample(\"D\").sum()\n",
"BarweilerD= Barweiler.iloc[:,2].resample(\"D\").sum()\n",
"BarweilerD[\"2021-07-01\":\"2021-07-16\"].plot(); "
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "cc49d223",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 292,
"width": 376
}
},
"output_type": "display_data"
}
],
"source": [
"AdenauerD[\"2021-07-01\":\"2021-07-16\"].plot(); "
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "6cf19812",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 290,
"width": 383
}
},
"output_type": "display_data"
}
],
"source": [
"AhrD= Ahr.iloc[:,0].resample(\"D\").sum()/24\n",
"AhrD.loc[\"2021-07-01\":\"2021-07-16\"].plot(); "
]
},
{
"cell_type": "code",
"execution_count": 53,
"id": "bf5cc641",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Datum\n",
"2021-07-01 285.12\n",
"2021-07-02 252.54\n",
"2021-07-03 231.12\n",
"2021-07-04 227.54\n",
"2021-07-05 245.21\n",
"2021-07-06 232.71\n",
"2021-07-07 228.25\n",
"2021-07-08 232.08\n",
"2021-07-09 320.54\n",
"2021-07-10 302.58\n",
"2021-07-11 295.33\n",
"2021-07-12 273.54\n",
"2021-07-13 299.62\n",
"2021-07-14 601.38\n",
"2021-07-15 0.00\n",
"2021-07-16 0.00\n",
"Freq: D, Name: Wasserstand in cm, dtype: float64"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"AhrD.loc[\"2021-07-01\":\"2021-07-16\"]"
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "ce502f26",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 290,
"width": 376
}
},
"output_type": "display_data"
}
],
"source": [
"AhrH= Ahr.iloc[:,0]#.resample(\"H\").mean()\n",
"AhrH.loc[\"2021-07-01\":\"2021-07-16\"].plot(); "
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "c63b1cf6",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Vo0cvbd++TTk52YqL26mOHTs59Z5LUmRkX1ksFu3eHafY2B2SnFtpTp48obfffkOBgQ310kvzS83QR0evK/Prm81m9enTT336FN9BNjn5tJYuXayPP/5ACxe+ruHDb5GHh0eFx9pn1v38/Eq1sFRHcHAT/fWvI/XXv45UUVGRtm/fqpdfnqOjR3/V8uXLNGbMuHKfu3Ll//TLL+vUuXMXzZnzSqnX9uzZs9WqrUmT4hn4xMRTZe63z4DXNft5l3X3X6n4U5z4+IPq3r1nqbYdd8bNngAAQK3o06efCgsL9fXXy1VQkO9YlaYkf/8AdenSTQkJ8YqLi5XkHOL37t0jm82mfv36lwrwNpvNMdNsbxk5duyoxo69XVOmTHIaGxISqr/97SE1atRIubk5Ons2s1JjmzdvodDQpjp16qSOHDlc6jzOnEnTqFG36OGHH1BOTs4FX5s33piv4cOHOq4BkIpviNSv3wDdemvxspwlL9Yta7J69+5dkqQ//Wl4qQCfmpqihIR4p9emspo0aaK2bdsrKSlRBw7sK7V/w4boKh23pnXufJm8vLy0e3dcmW9cliz5TLNmTdeBA/vroLraQ4gHAAC1ok+fKEnSkiWLJZXuh7eLihqgrKwsrVnzk5o1a67Wrc+1IjVtWtznHBcXq8zMDMf2/Px8vfzyHMddYQsK8iVJLVq01JkzZ7R580atXbva6ets2bJR6enpatasuRo3DqrUWEkaOXKUbDabZs58RomJ5wJ2Xl6eXnhhho4dOyo/P78K3QSpadOmSk1N1TvvvOkU+gsKCrR27c+SpMsuO3ejLC+v4hs2ZWdnlXptNmxY79RSkpKSrKeeeszRG29/barCvqTnP//5nM6cOePYvmHDen399fIqH7cm+fn5a+jQPyo/P1+zZz+v/Pxz57tt2xZ9//23atiwoWPFnYsF7TQAAKBWhIdHqEGDQJ06dUI+Pj7q0aNXmeP69euv9957S6dPJ5W6Q+dll3VV9+49FBe3U7fffot69Ogpm82muLidOns2U23btteRIwlKTU2VVNynPWXKND355KN64okp6ty5i5o1a67U1BTt2rVTFotFkydPrfRYSRo58v+0a9dOrV79k+6441Z17txFAQEB2rUrTunpZ9SqVZgefXRahV6bYcP+opUrv9OOHTEaMWKYunTpJovFor17dys1NVU9e/Z2rHsvSa1bF7eBvPTSbH3//beaMOEh3XDDH/Xppx8pOnqdRo26ReHhEcrMzFRcXKxsNpvCwtro6NFfHa9NVQwb9mdt2bJJP//8o0aN+osiI/spMzNDsbHb1aVLN+3eHVflY9ekiRMf1t69u7V69SrFxcWqe/ceOnPmjHbu3CGz2axnnnm+UneYdQfMxAMAgFpRfFfW4ruu9uwZ6XSjnZIuu6yrAgKKV0vp29f5olGLxaLZs1/RrbferoCAAG3c+It27oxVhw4d9cwzz2vBgrdlMpm0adMvjpnnq666Wi+99Jr6979CJ0+e0Lp1q3XixHENGjREb731H/3hDwMdx6/MWLPZrOeee1HTpj2jTp0idODAfm3btkVBQUEaO/Zuvf32f0q1tZTHy8tLL730mkaPHquGDRtp27Yt2rp1sxo3DtaECQ/qlVcWyNPT0zH+jjvG64orrlRW1llt2bJJx479qpCQUL3xxru66qrBys/P17p1a/Trr4d1+eVXasGCd3X//Q9KKv+6gYowmUyaMeMFTZ78qJo2baaNG39RYuIp3X33/Zow4cEqH7emBQQE6I033tVdd92ngIAA/fLLesXHH1D//pfr9dffVv/+l9d1iTXOZFS1UeoSUFBQpIyM3LouAwBQjyQm/ipJatasTR1XAqC+qszPiZCQ0st9VgQz8QAAAICbIcQDAAAAboYQDwAAALgZQjwAAADgZqq1xGRERESFxn344Yfq3//c1eaHDx/Wa6+9pm3btik9PV1hYWEaOXKkRo8eLbO59PuKpKQkLViwQNHR0UpOTlbz5s11880369577y33SncAAADgYlWtED9s2LBy9x09elSxsbFq0KCBY21TSdq3b59Gjx6trKwsRUZGqnv37tq0aZOef/55xcbGau7cuU7HSUxM1G233abExER16dJFXbt2VUxMjObPn6+NGzfq/fffd1qCCQAAALjYVSvE/z5w2+Xk5OiWW26RyWTSSy+9pBYtWkgqvu3v1KlTlZWVpTlz5mj48OGSpLS0NI0bN04rVqzQddddp6FDhzqONX36dCUmJurhhx/WAw884Dj+xIkT9csvv2jRokW66667qnMaAAAAgFuplZ74F154QYcPH9Ydd9yhQYMGObZHR0dr//79ioqKcgR4SQoKCtL06dMlSYsWLXJsT0hI0OrVqxUWFqYJEyY4tvv5+WnWrFmyWCz66KOPauMUAAAAgEpz1S2YajzE79y5U0uXLlXz5s31yCOPOO1bt674jmHXXnttqedFRkYqODhY27ZtU1ZWliRp/fr1MgxDgwcPLtUr36JFC3Xp0kUnTpxQfHx8TZ8GAADlMEmSbDZbHdcBoD4yDPvPBlOtfp0aD/EvvPCCDMPQlClT5Ofn57TPHrbDw8PLfG67du1ks9l06NAhp/GdOnUqc3z79u0lSQcOHKiR2gEAuBBPz+IFFfLysuu4EgD1UV5ejqRzPytqS7V64n9v7dq12r59uzp27Kg//vGPpfafPn1akhQSElLm8+3bU1JSnMaHhoZWaHxN8/LyqPKtcAEAFycvL5tOnDihs2fPSDLk4+PnWGDBZKrdmTcA9Y+9faawsFB5eTk6ezZdFotZzZuHqmHD2suRNRriP/jgA0nSfffdV+YPstzcXEmSj49Pmc+3b8/JyanSeAAAaltgYKDy8vKUmpqqrKx0nT2bLhe1wAKox0ym4v/MZpOCg4MVGBhYq1+vxkJ8QkKCoqOj1aJFC/3pT38qc4zFYpF04ZkKe59hZcfXtIKCImVk5NbKsQEA7sts9lNgoEl5eTnKz8+TYVglkeSBS5dJJpNF3t4+8vHxk9nsq5SUrAo9s6pdHzUW4r/77jsZhqFhw4Y5wvfv+fr6SpLy8vLK3G/f7u/vX6nxv++9BwCgtnl7+8rb27euywBwiaqxC1t//PFHSSqzF97O3tteXg97cnKypHO97hUdX17PPAAAAHAxqpEQn5qaqt27d6tt27aKiIgod5x9lZmyloQ0DEMJCQmyWCzq0KHDBcdLcqxiU95qNwAAAMDFqEZC/M6dOyVJvXv3Pu+4gQMHSpJWrVpVal9MTIzS0tLUp08fBQQEOI3/+eefS/W9nzx5Unv37lXLli3VsWPHap8DAAAA4C5qJMTv2rVLktStW7fzjouKilKnTp0UHR2tzz//3LE9LS1NM2bMkCSNHz/esb1169YaOHCgEhIS9Oqrrzq25+Tk6KmnnpLVanUaDwAAAFwKauTC1uPHj0uSmjRpct5xZrNZL7zwgsaOHaunn35aS5cuVWhoqDZv3qyMjAyNHDlSQ4YMcXrOs88+q1GjRmnhwoX66aef1K5dO8XExCg5OVlXXXWVRo0aVROnAAAAALiNGpmJT0tLk6QKrYfZo0cPLVmyREOHDtWvv/7qWJZyxowZmj59eqnxrVu31pIlS3TLLbcoLS1Nq1evVsOGDfWPf/xDr7/+ujw8anSpewAAAKDeMxkGt6goD+vEAwAAoDZVdZ34GltiEgAAAIBrEOIBAAAAN0OIBwAAANwMIR4AAABwM4R4AAAAwM0Q4gEAAAA3Q4gHAAAA3AwhHgAAAHAzhHgAAADAzRDiAQAAADdDiAcAAADcDCEeAAAAcDOEeAAAAMDNEOIBAAAAN0OIBwAAANwMIR4AAABwM4R4AAAAwM0Q4gEAAAA3Q4gHAAAA3AwhHgAAAHAzhHgAAADAzRDiAQAAADdDiAcAAADcDCEeAAAAcDOEeAAAAMDNEOIBAAAAN0OIBwAAANwMIR4AAABwM4R4AAAAwM0Q4gEAAAA3Q4gHAAAA3AwhHgAAAHAzhHgAAADAzRDiAQAAADdDiAcAAADcDCEeAAAAcDOEeAAAAMDNEOIBAAAAN0OIBwAAANyMR00d6MSJE1qwYIHWr1+vtLQ0NW7cWFdffbUmTZqkkJAQp7GHDx/Wa6+9pm3btik9PV1hYWEaOXKkRo8eLbO59PuKpKQkLViwQNHR0UpOTlbz5s118803695775WXl1dNnQIAAADgFkyGYRjVPUhcXJzGjx+vs2fPKjw8XGFhYdq1a5cSExMVFhampUuXqmHDhpKkffv2afTo0crKylJkZKSCg4O1adMmZWZmatiwYZo7d67TsRMTE3XbbbcpMTFRXbp0UevWrRUTE6Pk5GRFRUXp/fffl6enZ3VPoUwFBUXKyMitlWMDAAAAISENqvS8arfTFBQUaMqUKTp79qyeeuoprVixQgsWLNDKlSs1dOhQHT16VK+99pokyTAMTZ06VVlZWZozZ44+/fRTvf766/r+++8VERGhFStW6Pvvv3c6/vTp05WYmKiHH35Yy5Yt0/z587Vy5UpdccUV2rx5sxYtWlTdUwAAAADcSrVD/LfffqsjR45o2LBhGjNmjGO7t7e3pk2bpiZNmujw4cOSpOjoaO3fv19RUVEaPny4Y2xQUJCmT58uSU6hPCEhQatXr1ZYWJgmTJjg2O7n56dZs2bJYrHoo48+qu4pAAAAAG6l2j3xK1eulCSNHz++1L7mzZsrOjra8ed169ZJkq699tpSY+2tNdu2bVNWVpYCAgK0fv16GYahwYMHl+qVb9Gihbp06aK4uDjFx8erY8eO1T0VAAAAwC1UO8Tv2bNHnp6e6ty5s06dOqUVK1bo6NGjatSoka6//nr16NHDMTY+Pl6SFB4eXuax2rVrp9TUVB06dEg9e/Z0jO/UqVOZ49u3b6+4uDgdOHCAEA8AAIBLRrVCfEFBgU6dOqVmzZrpu+++05NPPqnc3HMXgr7zzju6++67NXXqVEnS6dOnJanUajV29u0pKSlO40NDQys0HgAAALgUVCvEZ2VlSZIyMjL02GOP6YYbbtDEiRMVHBys9evXa8aMGXrvvffUpk0b3XbbbY6A7+PjU+bx7NtzcnIkqdLja5qXl0eVrxgGAAAAaku1LmwtKCiQVBy2+/fvr7lz56pdu3YKDAzUTTfdpNmzZ0uSFixYIMMwZLFYJEkmk+m8x7XZbJJU6fEAAADApaBaM/ElZ8hHjRpVav/VV1+tpk2bKikpSUeOHJGvr68kKS8vr8zj2bf7+/tLUoXH+/n5VfEMzo914gEAAFCb6mSd+AYNGjhutNSqVasyx7Ro0UKSdObMGUdve3k97MnJyZLO9bpXdHx5PfMAAADAxahaId5isahDhw6SpKSkpDLH2AN4cHCwY5UZ+6ozJRmGoYSEBKdjnm+8JB06dEhS+avdAAAAABejat/s6aqrrpIkfffdd6X2JSQk6MSJEwoNDVXr1q01cOBASdKqVatKjY2JiVFaWpr69OmjgIAASXKM//nnn0v1vZ88eVJ79+5Vy5YtWV4SAAAAl5Rqh/jbb79dfn5++vLLL7VixQrH9oyMDD311FOy2WwaPXq0zGazoqKi1KlTJ0VHR+vzzz93jE1LS9OMGTMkOd80yh78ExIS9Oqrrzq25+Tk6KmnnpLVai3zJlMAAADAxcxkGIZR3YN8++23evTRR1VUVKSuXbsqNDRUO3bs0JkzZzRgwAC9++67jt75nTt3auzYscrJyVHPnj0VGhqqzZs3KyMjQyNHjtTMmTOdjn3s2DGNGjVKycnJCg8PV7t27RQTE6Pk5GRdddVVevPNN+XhUe17VpWJC1sBAABQm6p6YWuNhHhJ2rt3r958801t2bJF2dnZat26tYYPH67x48c7ArxdfHy85s+fr02bNqmgoEBt2rTR7bffrhEjRjiWlSzp1KlTmj9/vtauXauzZ886jj127Fh5e3vXRPllIsQDAACgNtV5iL8YEeIBAABQm+pkiUkAAAAArkeIBwAAANwMIR4AAABwM4R4AAAAoJbk5BXVynEJ8QAAAEAt+GzVQT04b60+/G5fjR+bEA8AAADUgp+3n5Akrdt5SjZbzS4ISYgHAAAAapjNZqiwyCZJstoMmUw1e3xCPAAAAFDDrDab47GHxSRTDad4QjwAAABQw4qs59pnLJaaj9yEeAAAAKCGFVnPzcR7EuIBAACA+s95Jr6GG+JFiAcAAABqnLXETLyHmZl4AAAAoN4rKrGkpAcz8QAAAED9V1RUcnUaZuIBAACAeq+oxBKT9MQDAAAAbqDkha3MxAMAAABuwPnCVmbiAQAAgHrPaSbeg5l4AAAAoN4rebMn2mkAAAAAN+B0syfaaQAAAID6z2pjJh4AAABwK4VO68QzEw8AAADUe9YSd2y1MBMPAAAA1H9c2AoAAAC4GaclJrmwFQAAAKj/nG72xDrxAAAAQP3n3E7DTDwAAABQ7zm30zATDwAAANR7RSXWibcwEw8AAADUf9aSM/GsTgMAAADUf4UsMQkAAAC4l5Kr09BOAwAAALgBLmwFAAAA3IzTEpMezMQDAAAA9Z6VmXgAAADAvRRxYSsAAADgXopsJZeYpJ0GAAAAqPecV6dhJh4AAACo95xWp2EmHgAAAKj/avtmTx41cZAvv/xSjz32WLn7J0yYoMmTJzv+HBcXpwULFiguLk45OTnq2LGj7rzzTg0bNqzM5x8+fFivvfaatm3bpvT0dIWFhWnkyJEaPXq0zLVwtS8AAABQHU7tNOaan4mvkRC/d+9eSdIf/vAHBQUFldp/2WWXOR5HR0fr/vvvl81mU79+/eTr66sNGzZoypQpio+Pdwr7krRv3z6NHj1aWVlZioyMVPfu3bVp0yY9//zzio2N1dy5c2viFAAAAIAaU7KdxtOjns7E79mzR5L0z3/+U02bNi13XF5enh599FFJ0vvvv68BAwZIko4ePaoxY8Zo4cKFuu6669StWzdJkmEYmjp1qrKysjRnzhwNHz5ckpSWlqZx48ZpxYoVuu666zR06NCaOA0AAACgRhS5w4Wt+/btU5MmTc4b4CVp+fLlSk1N1bBhwxwBXpLCwsI0ZcoUSdKiRYsc26Ojo7V//35FRUU5ArwkBQUFafr06aXGAwAAAPWBteQSk7XQTlPtEH/s2DFlZmaqa9euFxy7bt06SdI111xTat/gwYNlsVi0du3aUuOvvfbaUuMjIyMVHBysbdu2KSsrq6rlAwAAADWu3t/syd4PHxwcrJkzZ+q6665T9+7dNXToUC1YsED5+fmOsQcPHpQkhYeHlzpOQECAQkNDlZaWppSUFElSfHx8ueMlqV27drLZbDp06FB1TwMAAACoMfV+iUl7P/wXX3yhr7/+Wh07dlTPnj2VlJSk+fPna+zYscrLy5MkJScnS5JCQkLKPJZ9uz3Enz59ulLjAQAAgPqgtm/2VO0LW+0z8TfeeKNeeOEF+fn5SZKOHz+uiRMnavv27Zo3b54ef/xx5ebmSpJ8fHzKPJZ9e05OjiRVenxN8/LyUEhIg1o5NgAAAC5eRSV64ps3DazxIF/to82fP1/ffPON5syZ4wjwktSqVSu9+OKLMplMWrx4sQoLC2WxWGQymWQynf8jBZut+J2LxWKRpAqPBwAAAOqa1WbI9luIN5kkc31cJ97b21sdO3Ysc99ll12mZs2a6dSpUzpy5Ih8fX2VmZmp/Px8eXt7lxpvb7vx9/eXJPn6+jptv9D4mlZQUKSMjNxaOTYAAAAuTgWFVsdjD4tZKSnlL8JS1a6PWr/daZMmTSQVt8aEhoZKOtcb/3u/75m3jy+v5/1CPfYAAACAq9X2Ra1SNUN8VlaWnn76aU2aNElFRUVljjl+/LgkqVmzZurUqZMklbmaTFZWlk6fPq2goCBH8LePt69SU5JhGEpISJDFYlGHDh2qcxoAAABAjSkq0eptMdfOnHm1jurv768ffvhB33//vbZs2VJq/5o1a3TmzBmFh4crNDRUAwcOlCT9+OOPpcb+9NNPslqtGjRokGObffyqVatKjY+JiVFaWpr69OmjgICA6pwGAAAAUGOs9X0m3mQyaeTIkZKkmTNnKikpybHv6NGjeu655yRJf/vb3yRJQ4cOVXBwsJYtW6Y1a9Y4xh47dkwvvfSSTCaTxo0b59geFRWlTp06KTo6Wp9//rlje1pammbMmCFJGj9+fHVOAQAAAKhRtX2jJ0kyGYZhXHhY+fLy8nTXXXdp27Zt8vPzU58+fSRJmzZtUkFBge666y499thjjvGrVq3SpEmTZLVa1a9fP/n7+2vjxo3Kzc3V5MmTNWHCBKfj79y5U2PHjlVOTo569uyp0NBQbd68WRkZGRo5cqRmzpxZnfLPiwtbAQAAUFmnUrP15DubJElNg/z0z/sGlDu2qhe2VjvES1JBQYH+85//aMWKFTpy5Ii8vLzUpUsXjRkzRtdff32p8TExMVqwYIFiY2NlGIY6duyocePG6cYbbyzz+PHx8Zo/f77jjUGbNm10++23a8SIEY5lKGsDIR4AAACVdfx0lp55f7MkqWWIv2be3b/csXUa4i9WhHgAAABU1pHETD33n62SpDZNG+jZ8f3KHVtvl5gEAAAALiVFRfX8wlYAAAAAzlxxYSshHgAAAKhBJdeJZyYeAAAAcAMl79hqYSYeAAAAqP+stNMAAAAA7qWovt+xFQAAAICzkhe2WszMxAMAAAD1ntXGTDwAAADgVlhiEgAAAHAzRUWEeAAAAMCtFNFOAwAAALgXpwtbmYkHAAAA6j+WmAQAAADcDDd7AgAAANyM00y8mZl4AAAAoN4rstETDwAAALgV53YaZuIBAACAeq+wqOSFrczEAwAAAPWe1caFrQAAAIBbYYlJAAAAwM1wsycAAADAzXBhKwAAAOBmnNeJZyYeAAAAqPeKuLAVAAAAcC8lZ+IttNMAAAAA9V/JnnhPZuIBAACA+q+QmXgAAADAvTivTsNMPAAAAFDvFRHiAQAAAPfCha0AAACAm7GWXGKSdeIBAACA+s/pZk/MxAMAAAD1Hz3xAAAAgBux2QwZv03Em00mmc3MxAMAAAD1mvMsfO0EeIkQDwAAANSYkiHeUkutNBIhHgAAAKgxrrioVSLEAwAAADXGFRe1SoR4AAAAoMYU2Urc6KmWLmqVCPEAAABAjbG680x8enq6Bg4cqIiIiDL3Hz58WI888ogGDRqknj17atiwYVq0aJFsJe5uVVJSUpKeeeYZXXPNNerRo4eGDh2qBQsWqKCgoDbKBwAAAKrErXviZ8yYodOnT5e5b9++fbr11lv1zTffqEWLFho4cKASExP1/PPPa+rUqaXGJyYmauTIkVq8eLECAwN19dVXKzs7W/Pnz9fdd9+twsLC2jgFAAAAoNJc1RPvUdMH/Prrr/Xtt9+Wuc8wDE2dOlVZWVmaM2eOhg8fLklKS0vTuHHjtGLFCl133XUaOnSo4znTp09XYmKiHn74YT3wwAOSpJycHE2cOFG//PKLFi1apLvuuqumTwMAAACoNKvTTLybtNMkJSXpueeeU+/evWWxWErtj46O1v79+xUVFeUI8JIUFBSk6dOnS5IWLVrk2J6QkKDVq1crLCxMEyZMcGz38/PTrFmzZLFY9NFHH9XkKQAAAABV5pY3e3ryySdVUFCg2bNnl7l/3bp1kqRrr7221L7IyEgFBwdr27ZtysrKkiStX79ehmFo8ODBMpudS23RooW6dOmiEydOKD4+viZPAwAAAKgSt7vZ0yeffKJ169ZpypQpatOmTZlj7GE7PDy8zP3t2rWTzWbToUOHnMZ36tSpzPHt27eXJB04cKBatQMAAAA1wenC1vq+xOSvv/6qf/3rX7r88ss1evTocsfZL3YNCQkpc799e0pKitP40NDQCo0HAAAA6pLbXNhqtVr12GOPyWw264UXXpDJVP47jtzcXEmSj49Pmfvt23Nycqo0vqZ5eXkoJKRBrRwbAAAAFx+/YxmOx/5+XrWWJav99uDdd9/V9u3b9fjjj6tFixbnHWu/2PV8QV+SY734yo4HAAAA6pLTTLxHPZ2J37dvn1577TVdffXVGjFixAXH+/r6SpLy8vLK3G/f7u/vX6nxfn5+lSu8ggoKipSRkVsrxwYAAMDF50z6uQ6RosIiJSefPe/4qs7UVyvEv/LKKyosLFRhYaGmTJnitM8+O27f/sQTTyg0NFR79+5VSkqKOnToUOp4ycnJks71utt74cvrebePL69nHgAAAHClIhetE1+tEG/vRY+Oji53zIoVKyRJf//739WpUyetWbNG8fHx6t+/v9M4wzCUkJAgi8XiCPj2VWnKW0LSvopNeavdAAAAAK5kddGFrdU68qJFi7R///4y/7P3s9v/3KpVKw0cOFCStGrVqlLHiomJUVpamvr06aOAgABJcoz/+eefS/W9nzx5Unv37lXLli3VsWPH6pwGAAAAUCMKS64TX9+XmKyoqKgoderUSdHR0fr8888d29PS0jRjxgxJ0vjx4x3bW7durYEDByohIUGvvvqqY3tOTo6eeuopWa1Wp/EAAABAXSrZTuNZixe2mgzDMC48rPK6dOkiq9Wq/fv3O23fuXOnxo4dq5ycHPXs2VOhoaHavHmzMjIyNHLkSM2cOdNp/LFjxzRq1CglJycrPDxc7dq1U0xMjJKTk3XVVVfpzTfflIdHtVfKLBMXtgIAAKAylq4+pG83/ipJ+uug9vrj5W3PO76qF7a6dCZeknr06KElS5Zo6NCh+vXXXxUdHa0WLVpoxowZmj59eqnxrVu31pIlS3TLLbcoLS1Nq1evVsOGDfWPf/xDr7/+eq0FeAAAAKCyCovOtdN41mJPfK3NxF8MmIkHAABAZXz4/X6t3n5CkjTm+nANjmx13vFuMxMPAAAAXKwKi6yOx7V5sydCPAAAAFBDnNppCPEAAABA/efcE2+pta9DiAcAAABqCDPxAAAAgJshxAMAAABupuQdWwnxAAAAgBtw1TrxhHgAAACghtBOAwAAALgZQjwAAADgZuiJBwAAANwMM/EAAACAmykssjoec2ErAAAAUM/ZbIaKrIbjz8zEAwAAAPVcQYlZeC8Ps0wmU619LUI8AAAAUAMKSvTDe3laavVrEeIBAACAGlBQWKIfvhZbaSRCPAAAAFAjCpmJBwAAANxLQeG5EO/NTDwAAABQ/+WXbKfxJMQDAAAA9Z5TO40H7TQAAABAvVfywlZveuIBAACA+i+/iNVpAAAAALdSWFhydRpCPAAAAFDvcbMnAAAAwM2U7In3op0GAAAAqP8KWJ0GAAAAcC9OM/H0xAMAAAD1X8k7tjITDwAAALiBgiJm4gEAAAC3Qk88AAAA4GboiQcAAADcDOvEAwAAAG6GdeIBAAAAN+O0Og0z8QAAAED957Q6DTPxAAAAQP1Xcibek5l4AAAAoP4rORPvzUw8AAAAUP+xOg0AAADgRgzDcFqdxrOWZ+I9auIgVqtVH3/8sZYuXarDhw/L19dX3bp105133qmrr7661PjDhw/rtdde07Zt25Senq6wsDCNHDlSo0ePltlc+oSTkpK0YMECRUdHKzk5Wc2bN9fNN9+se++9V15eXjVxCgAAAECVWW2GDKP4scVskoeldkO8yTDsX67qpk6dquXLlysgIEB9+vRRYWGhtmzZosLCQk2aNEkTJ050jN23b59Gjx6trKwsRUZGKjg4WJs2bVJmZqaGDRumuXPnOh07MTFRt912mxITE9WlSxe1bt1aMTExSk5OVlRUlN5//315enpW9xTKVFBQpIyM3Fo5NgAAAC4eOXmFenDeOkmSr7dFCyYPqtDzQkIaVOnrVXsm/ttvv9Xy5cvVrl07ffTRR2rSpIkk6eDBgxo1apRef/11/fGPf1Tbtm1lGIamTp2qrKwszZkzR8OHD5ckpaWlady4cVqxYoWuu+46DR061HH86dOnKzExUQ8//LAeeOABSVJOTo4mTpyoX375RYsWLdJdd91V3dMAAAAAqiy/5Mo0HrXbDy/VQE/8V199JUmaMmWKI8BLUqdOnTRs2DDZbDZFR0dLkqKjo7V//35FRUU5ArwkBQUFafr06ZKkRYsWObYnJCRo9erVCgsL04QJExzb/fz8NGvWLFksFn300UfVPQUAAACgWgpduEa8VAMz8fPnz9eRI0fUtm3bUvuys7MlSRZL8buRdeuKP2K49tprS421t9Zs27ZNWVlZCggI0Pr162UYhgYPHlyqV75Fixbq0qWL4uLiFB8fr44dO1b3VAAAAIAqceXdWqUamIn38vJSeHh4qQtMf/75Z3333Xfy8/NzhPb4+HhJUnh4eJnHateunWw2mw4dOuQ0vlOnTmWOb9++vSTpwIED1T0NAAAAoMry3W0mvqS8vDxNnTpV8fHxOnTokFq0aKE5c+Y42mxOnz4tSQoJCSnz+fbtKSkpTuNDQ0MrNB4AAACoC4Uunomv0RB/8uRJff/9907b9u/fr379+kmScnOLV3rx8fEp8/n27Tk5OVUaX9O8vDyqfMUwAAAALh2/ppzLowF+XrWeIWt0rr9Zs2bauHGjNm/erHnz5qmwsFAzZ87U22+/Lelcb7zJZDrvcWw2W5XGAwAAAHUhv+BcO423l5vNxPv5+cnPz0+SdOONN6p58+a6/fbb9dZbb2ns2LHy9fWVVNx2Uxb7dn9/f0mq8Hj716xprBMPAACAikhJy3I8Nmw2JSefrdDzqjpjX6td97169VJYWJiysrJ07NgxR297eT3sycnJks71uld0fHk98wAAAIArOK1O44ILW6v1FQzD0Jw5czR58mQVFRWVOca+ak1RUZFjlRn7qjO/P1ZCQoIsFos6dOggSecdL8mxik15q90AAAAArlBQWHJ1mnq+xKTJZNKqVav07bffOm7oVNKxY8d0+PBh+fn5qV27dho4cKAkadWqVaXGxsTEKC0tTX369FFAQIAkOcb//PPPpfreT548qb1796ply5asEQ8AAIA6lV8yxLvDOvEjR46UJD3//PNKTEx0bE9KStIjjzyioqIi/d///Z+8vb0VFRWlTp06KTo6Wp9//rljbFpammbMmCFJGj9+vGN769atNXDgQCUkJOjVV191bM/JydFTTz0lq9XqNB4AAACoC7klLmz19a79EG8yDMOozgEKCws1ceJErVmzRn5+foqMjJTValVsbKxycnI0aNAgvf766462mp07d2rs2LHKyclRz549FRoaqs2bNysjI0MjR47UzJkznY5/7NgxjRo1SsnJyQoPD1e7du0UExOj5ORkXXXVVXrzzTfl4VGj1+c6cGErAAAAKuKD7/ZpzY6TkqQ7rg/XkMhWFXpeVS9srXaIlySr1apPPvlEX3zxhQ4dOiSz2azw8HDdcsstGjlypMxm5wn/+Ph4zZ8/X5s2bVJBQYHatGmj22+/XSNGjHAsK1nSqVOnNH/+fK1du1Znz55V69atNXz4cI0dO1be3t7VLb9chHgAAABUxMLlu7R5b/GNSu8d1kWXd21WoefVaYi/WBHiAQAAUBHzlsRq56FUSdKkv/ZQr05NKvS8ernEJAAAAHApyMk/t1KjK3riCfEAAABANeU5hfjauV6zJEI8AAAAUE25hHgAAADAveTml1xikhAPAAAA1GuGYSi34NxMvI8XPfEAAABAvZZfaJV9vUcvD7M8LLUfsQnxAAAAQDW4upVGIsQDAAAA1eLqi1olQjwAAABQLbkuXiNeIsQDAAAA1VLyolZm4gEAAAA34NQT70WIBwAAAOo9euIBAAAAN1MyxPvQEw8AAADUfzl550K8v4+nS74mIR4AAACohuy8Qsdjfx/aaQAAAIB6L7vkTLwvM/EAAABAvZedW3ImnhAPAAAA1HtO7TS+tNMAAAAA9V527rl2mgBm4gEAAID6z3kmnhAPAAAA1Gs2m+G0xKQfN3sCAAAA6rec/CIZvz328/aQ2WxyydclxAMAAABVVBcXtUqEeAAAAKDKsupgeUmJEA8AAABUWcmVaVx1UatEiAcAAACqzKmdxod2GgAAAKDec7pbKzPxAAAAQP2XmXMuxDcgxAMAAAD1X0ZWvuNxwwBvl31dQjwAAABQRRnZBY7Hjfy9XPZ1CfEAAABAFaUzEw8AAAC4l4ysEjPxAczEAwAAAPWazWYoM+dciA+knQYAAACo3zJzCmQYxY8DfD3lYXFdtCbEAwAAAFVQV600EiEeAAAAqJK6uqhVIsQDAAAAVVJXy0tKhHgAAACgSpiJBwAAANxMyZ74hvTEAwAAAPVfyZn4Ri6eifeoiYNYrVZ9+umnWrZsmRISEmS1WtW6dWvddNNNuueee+Tt7XxScXFxWrBggeLi4pSTk6OOHTvqzjvv1LBhw8o8/uHDh/Xaa69p27ZtSk9PV1hYmEaOHKnRo0fLbOZ9CAAAAFyvZE98Qxf3xJsMw766ZdVYrVY98MADWr16tfz8/NSzZ095eHgoNjZWmZmZ6tmzpz744AP5+vpKkqKjo3X//ffLZrOpX79+8vX11YYNG5SXl6cJEyZo8uTJTsfft2+fRo8eraysLEVGRio4OFibNm1SZmamhg0bprlz51an/PMqKChSRkZurR0fAAAA7uvRN6KVmlk8G//i/QMU2tiv0scICWlQpa9d7Zn4JUuWaPXq1YqIiNA777yjpk2bSpLS0tL0wAMPaPv27XrjjTf0j3/8Q3l5eXr00UclSe+//74GDBggSTp69KjGjBmjhQsX6rrrrlO3bt0kSYZhaOrUqcrKytKcOXM0fPhwx7HHjRunFStW6LrrrtPQoUOrexoAAABAhRmG4TwT724Xti5btkyS9MQTTzgCvCQFBQVp+vTpkqRvvvlGkrR8+XKlpqZq2LBhjgAvSWFhYZoyZYokadGiRY7t0dHR2r9/v6KiohwB/vfHLjkeAAAAcIXsvCIVWYsbWny9LfL2tLj061c7xDdu3Fjt27dXjx49Su1r27atJOn06dOSpHXr1kmSrrnmmlJjBw8eLIvForVr1zq22cdfe+21pcbbW2u2bdumrKys6p4GAAAAUGFOy0v6u3YWXqqBEL9w4UL973//k59f6R6guLg4SVKzZs0kSQcPHpQkhYeHlxobEBCg0NBQpaWlKSUlRZIUHx9f7nhJateunWw2mw4dOlTd0wAAAAAqrOTyko1cvLykVItLTBqGoVdffVWSdP3110uSkpOTJUkhISFlPse+3R7i7TP4FR0PAAAAuEJd3uhJqqElJsvy8ssva8uWLWrSpInuueceSVJubvFKLz4+PmU+x749JyenSuNrmpeXR5WvGAYAAMDFq0iJjsfNQwJcnhlrZSb+1Vdf1dtvvy0vLy/NmzdPQUFBkiSLxSKTySSTyXTe59tsNsd4SRUeDwAAALjCmcw8x+PGDcqecK5NNToTX1RUpOeee06LFy+Wt7e3XnvtNfXr18+x39fXV5mZmcrPzy91AyhJyssrfjH8/f0d40tuv9D4msY68QAAACjLqeRzC6t4mAwlJ5+t0nGqOoNfYzPx2dnZmjBhghYvXqzAwEC99957GjRokNOY0NBQSed643/v9z3z9vHl9bxfqMceAAAAqA0ZJXriG7n4bq1SDYX4jIwMjRkzRuvWrVPz5s318ccfO83A23Xq1EmSylxNJisrS6dPn1ZQUJCaNGniNN6+Sk1JhmEoISFBFotFHTp0qInTAAAAACokvQ5v9CTVQIgvKCjQfffdp927d6tjx4767LPPyl0ScuDAgZKkH3/8sdS+n376SVar1Wn23j5+1apVpcbHxMQoLS1Nffr0UUBAQHVPAwAAAKgwt19icv78+dqxY4eaN2+uRYsWOdaEL8vQoUMVHBysZcuWac2aNY7tx44d00svvSSTyaRx48Y5tkdFRalTp06Kjo7W559/7tielpamGTNmSJLGjx9f3VMAAAAAKiw3v0j5hVZJkqeHWb7etbbgY7lMhmEYVX3ymTNndPXVVysvL09du3ZV+/btyx07d+5cScWz6pMmTZLValW/fv3k7++vjRs3Kjc3V5MnT9aECROcnrdz506NHTtWOTk56tmzp0JDQ7V582ZlZGRo5MiRmjlzZlXLvyAubAUAAMDvJabl6Im3N0qSmjT00Zy/XVHlY1X1wtZqhfiVK1fqoYceqtDY/fv3Ox7HxMRowYIFio2NlWEY6tixo8aNG6cbb7yxzOfGx8dr/vz52rRpkwoKCtSmTRvdfvvtGjFihGMZytpAiAcAAMDv7T96RrM/2S5J6tiyoZ4Y06fKx6qTEH+xI8QDAADg9zbtSdJbX+2WJPWJCNHEv3Sv8rHqfIlJAAAA4FLgvLyk61emkQjxAAAAQKU4Ly/p+pVpJEI8AAAAUCklZ+IJ8QAAAIAbSHdaI552GgAAAKDeyyjZTuPPTDwAAABQ7zld2MpMPAAAAFC/FRZZlZ1XJEmymE0K8POskzoI8QAAAEAFZZTohw/095LZZKqTOgjxAAAAQAWl14N+eIkQDwAAAFRYfeiHlwjxAAAAQIWVXF6yrtaIlwjxAAAAQIVlZJe40RPtNAAAAED9Vx9u9CQR4gEAAIAKy6CdBgAAAHAvXNgKAAAAuBmWmAQAAADcSGGRVZm/hXiTqfhmT3WFEA8AAABUQGrmuVaaoAY+8rDUXZQmxAMAAAAVkJKR63jcpKFPHVZCiAcAAAAqJCUjz/GYEA8AAAC4gcTUHMfjkMa+dVgJIR4AAACokFMlQnyLYP86rIQQDwAAAFTIqdRsx+NmwX51WAkhHgAAALig/EKrUn/riTeZpKaNCfEAAABAvZaYmiPjt8ehjXzl6VG3MZoQDwAAAFxAyVaa5nXcDy8R4gEAAIALOpqU5XjcMoQQDwAAANR7h05mOB63bx5Yh5UUI8QDAAAA51FktelI4lnHn9u3IMQDAAAA9drx5CwVFtkkFd+ptWGAdx1XRIgHAAAAzuvQiUzH4/owCy8R4gEAAIDzKtkP36Flwzqs5BxCPAAAAHAeh06UCPEtCPEAAABAvZaUlqPk9OI7tXp5mtU6NKCOKypGiAcAAADKsfNQquNxlzZBdX6nVrv6UQUAAABQD+08lOJ43KNDcB1W4owQDwAAAJQhr6BI+4+lO/5MiAcAAADqAcMwdKLEOvB2hUVWvfTZDhVZDUlSq5AABQX61EWJZfKo6wIAAACAunD4VKZeXrxD2XlFkqTenZqoUYC3hvRppZ9ijuvQyXPrw0eGN6mrMstEiAcAAMAl5/jpLM39bLty862ObdsPFve//7z9hNNYfx8PDY0Kc2l9F1Ir7TRffPGFIiIitHXr1jL3Hz58WI888ogGDRqknj17atiwYVq0aJFsNluZ45OSkvTMM8/ommuuUY8ePTR06FAtWLBABQUFtVE+AAAALmKZOQV6ZUmsU4A/n7kP/EG+3vVr7rvGq9m+fbtmzpxZ7v59+/Zp9OjRysrKUmRkpLp3765Nmzbp+eefV2xsrObOnes0PjExUbfddpsSExPVpUsXde3aVTExMZo/f742btyo999/X56enjV9GgAAALhIfb/5qM6czZckWcwmXde3tdq1CFRsfIoOHEtXobV4Yjk40Ed33XSZvL0sdVlumWo0xH///feaNm2acnJyytxvGIamTp2qrKwszZkzR8OHD5ckpaWlady4cVqxYoWuu+46DR061PGc6dOnKzExUQ8//LAeeOABSVJOTo4mTpyoX375RYsWLdJdd91Vk6cBAACAi5TNMBS985Tjz/f8qYv6d2kqSerXObSuyqq0GmmnSUxM1NSpUzVp0iTZbDY1aVJ24390dLT279+vqKgoR4CXpKCgIE2fPl2StGjRIsf2hIQErV69WmFhYZowYYJju5+fn2bNmiWLxaKPPvqoJk4BAAAAl4DDpzKVmVMoSQr083Sr4F5SjYT4efPmafny5erWrZsWL16s9u3blzlu3bp1kqRrr7221L7IyEgFBwdr27ZtysrKkiStX79ehmFo8ODBMpudS23RooW6dOmiEydOKD4+viZOAwAAABe5nfHn7sDavUOwzGZTHVZTdTUS4tu3b6/Zs2dryZIlioiIKHecPWyHh4eXub9du3ay2Ww6dOiQ0/hOnTqV+3Ul6cCBA1WuHQAAAJcGwzC0I/7cHVh7dqhfy0ZWRo30xN93330VGnf69GlJUkhISJn77dtTUlKcxoeGlv0xx+/HAwAAAOU5dDJTx04Xd3x4WMzq0jaojiuqOpeulZObmytJ8vEp+25X9u32C2MrO76meXl5KCSkQa0cGwAAAK61/JdfHY+vjmylNq0b12E11VMr68SXx2IpXp7HZDp/75F9vfjKjgcAAADKkpaZpx82nwvxf+jZog6rqT6XzsT7+vpKkvLy8srcb9/u7+9fqfF+fn41WqddQUGRMjJya+XYAAAAcJ1PfjignLwiSVJDfy+1aOSt5OSzdVyVqtz14dKZeHtve3k97MnJyZLO9bpXdHx5PfMAAABAwslMrYo57vjzHdeHy9Oj/t3AqTJcGuLtq8yUtSSkYRhKSEiQxWJRhw4dLjhekmMVm/JWuwEAAAC+ij4swyh+3KFloHqHl73IijtxaTvNwIED9e6772rVqlUaPXq0076YmBilpaUpKipKAQEBjvGS9PPPP2vKlClOa8WfPHlSe/fuVcuWLdWxY0fXnQQAAADqnZ2HUnUkMVOSlJ1bpJz8QoU08tWG3UlKSju3CMrYGzrLfIHrLd2BS0N8VFSUOnXqpOjoaH3++ecaOXKkJCktLU0zZsyQJI0fP94xvnXr1ho4cKDWrVunV199VZMnT5ZUvBrNU089JavV6jQeAICalpqRp/gTGTIMQzJJ7ZoHqmnj2rkWC0DFnUjJ1rGks9p9OE2b951WYdGFFzrp2i5IrUICXFBd7XNpiDebzXrhhRc0duxYPf3001q6dKlCQ0O1efNmZWRkaOTIkRoyZIjTc5599lmNGjVKCxcu1E8//aR27dopJiZGycnJuuqqqzRq1ChXngIA4BKw42CKftx2TBnZBTqRnF1qf5umDXRVz+bq36WZ/Hxc+qsUgKTtB5O14Itdstl7ZCrAYjbp9mvKvoGoOzIZRiXOvoLGjBmjzZs36+OPP1bfvn1L7Y+Pj9f8+fO1adMmFRQUqE2bNrr99ts1YsQIx7KSJZ06dUrz58/X2rVrdfbsWbVu3VrDhw/X2LFj5e3tXdPlO7A6DQBcWs7mFGjBsl06cCy9ws/p1zlUN/QPU9tmDS64JDKA6tt7JE3zlu4sc+Y90N9L3dsFaduBZBUW2dS9fbBahQaocYCXBvZsIQ+LSy8HrZCqrk5TKyH+YkGIB4BLy3vf7FF0XGKZ+yJaN9L+84R7Hy+Lru3bWjdEtZafj2ctVQhc2patTdCKX444/hwU6K1OrRopwMdT1/VrpdDfWt1shiEZktlc/99YE+JrASEeAC4dRVabHp6/Xrn5RY5to68LV7vmgWoW5Cc/Hw/lFRRp2/5krdlxUvEnMso9VuvQAA3s0VyNG3irZ8cm5c7+nUrNVvyJDJlkUqfWDem1B8pwNqdAC5fv1t5fzzhtD/D11BNj+qhZkHv/uyHE1wJCPABcOvYfPaPZn2x3/PntR68+70fvqRl5+nHbMW3YnaTM7ILzHrvkhXQmkxTayFc5+UWlQklY0wAN7NFCrUL85e/jqVahVb8Ar7DIqk9+PKhDJ4pX6/Dz8dDlXZuqebC/WocGyNfbQxnZBUpMde75D/T3UvNg/yp/3fOx2QwdT85S82B/eXrUv7YGuF5mToFOpZS+7sSugZ+X/rvmkLYfLH3PoKfu7Kv2LQJrszyXIMTXgsMnM/TtugRdHdlSHmaTvDwtCvDlI1IAuBh9/nO8vtt0VJJ0da8WuvOGzhV+7qETGVrxyxHtPJRaozU1DPBShxYNJRWH//bNA9W/S1PHfpPJpIYBXqWWyyuy2vTqkljtPuL8JqGkds0b6PCpsu9WGdLIR22aNlBEWGP17tTEsd1sNqmhv1eVev+LrDbNWxKrPUfOqFmQnx4d1VuNGzhf15aZXaAiq00Bvp7y8nTvG/HgHJvNUHpWfvFjw9Da2FM6mZKt7NzC87aolcdiNmnWfQMU2si3hiutG4T4WhAXn6In3ox22tYsyE89OgTLZJLaNGug/pc15UImALgIPPXuJp38bUZw0l97qFeJ8FpRRVabNuxO1MHjGTp4LF1JZ2r/01xvL4uu6NZMXr/NbGflFpbb118T/H08dHnXZvL0NKtPeGiFZkINw9DsT7aXumC4Z4dgNQv2U1Cgjw6dyNDmvacd+3p1bCKz2SSr1aZmwefaJU6fyZVhSE2DfBXa2E9X9Wwui9l5Vv94cpY27UlSkbXsJQc9LGZd0a1ZrX3igHOi407pg+/2l/t3UVmDerVQ34hQdW0XVCPHqw8I8bWgrBBfFovZpKBAb/2he3M1+G2m3svToj4RIfLxYukxAKiPCotseufrPdpxMFlF1nO/Cj0sZr328EB5e1V/JjglI1c5eed67A1DWht7UidTsmUyFbfZ/PXq4ruUxxxI1qY9ScorsFZqdZwLGRLZUq1DA7TtQLJSM/J0KjWn1Jj2LQLlYTFX+etafrt40N/XU1GdQ9X8t9DdONBHPTsEa/vBFL3+RVyVz6GiX18qnumtaLIxm0wymSQPD7PaNw/UwB7NVVBkk7VE4PTwMCsyPET+XKxcrmOnsxR/IkP+Ph7q0SFYG3YnaeWWY043WLqQds0byNPD+d9cye/HQL/i/vfQi/C6EUJ8LTh8IkPPvbdRVpuhM2fzq3QM+8UWXp5mdW8frIjWjRz7vL0s6tCy4UVx1zAAcCeGYejtFXu0aU9SqX19O4fqgT93q4OqzrHZDO09ekZ5v11kW1Bo0+odJ5SamecIqNl5hSooPP/s5qBeLTTm+ginFTpOn8nRsdNZkopDbIdWDRXo5yWp+JOEvb+e0Zmz+VoXe1JpJX73ZWYXyGq7dCND0yA/lfXbulGAlwb1ain/390vwNPDrI6tGpb6lMCdGYahn2JOaH3cKeUXWCVJuQVFysg6/zUhdv4+HvLytMhsKn49r/ptyccOLRuqob9XqfFFVpv2HT2jwkKbOrRsqMAyxlwMCPG1oOSFrTaboc17k5SeVdyv98uuRCWl5ai6L56HxaTL2jh/JNQ82E+DerU4F+5NUnCgT71c2xQA3NHeX8/oX59uL7U9pJGPnhzT123CwsHj6Y4LV0sym6QutXBnyt1H0nQsKUvpWfnasDtRZ3MKK32Mh2/tobbNGmjr/mQVFFm1dV+yjiadlc0wdGX35hp+ZTttP5iixNQcbdmXJJsh9Y0IUWhjP6Vk5GrrvtOyGcW/l/MKrOXe7Mffx0P9uzRVk4bOfdNJZ3K0ee9pp1WIalO39kEylRH/Qxr5aHBkK3lUYgnEoEAfpwuCc/OL5GEx19pFwkVWm9LO5svTYtbRpLP6z3f7KhzYSwpt5Kt7h3VRh5YNa6FK90eIrwUXWp3GarPJMIp/GcTGp8g+QXE06awSTpb+oVodJkkDujaVn7fzx3k+3hYNiWylhgFeTmPp0weAsmXlFmrWh1sd/epd2wWpXfMGKrIaurZPKwUF+tRxhe6jZJ9zYmqO1sedUkGRTTIMxRxIVubvQn7vTk304C3dS/2Osv32C7Sya3rbbEa5Id5iNpX7u9AwDMenCoVFNv249Zi+3XTUMbvco0OwggJ9dColu0oXXtam/l2aKsDHU0eSMnXoRKbjLqSDe7dUmR8VlHC+fPD71/FMZr7+9dl2na7idR1tmjbQn65oo16dmlxUn0bUBkJ8LajOEpOZOQXKzi3+4ZWWma81sSed3vUfOZWp7LzamQXw8jSrW7tghbdyfsfr6+OhAV2aluo5A4BLRUGhVXM/2+FY493DYtbMu6PU1M3Xma6PDMNQamae466anhazghv61NtJJpthKCU9Vw38vOTrfa41JjuvsNwlRGMOJOvg8YxSbUbHk7OqNGNd27w8zOrSNkidwxo5tuUXWrU+7pSS0/MqfJyG/l6684YIR8uwyWRSk4Y+OptTqLyCIvn5eJbZHoOyEeJrQW2uE28Yho4kntXZnHP/yG224gueTqXlyP7XUlBoVXoN/yAILjHL5ONtUZ/wELVpVv43UICvpzq2bFhvf/DCtQzD0NrYk1q17YTjjWlwQx9d3buFvD0tCgttoOCGzGSifjmbU6CEk5la/FO8En+72M4k6W9/7qa+nUPrtjhclI4mnXUsq1iSYRSv2HI8ObvcTxF+r7DIVuVr82qS/T4GQyJbkglqECG+FtSXmz2dSMnWvl/P6Pd/VQknMxV7KEV5+VbHttr6y/T2tFxwGTGTqfjjs8u7Niv1kZ7ZZFJoY1/6+utQRnaB402jl6dFIQ19lJlTqLM5BWrS0EenUnP07YZflfNbMG/S0EdDIlvJYnH+y1wRfURb9p0udfySwpoGKKiBj/p1DlXrpud6cn29PAj4qHE2w9CK6COKP56uoMDi79ut+0/ryKlM2X5reSzLyMEddUP/MBdXC1TNqdRs7f31jKP1SJKS0/O0Iz5ZqRn5pTLC71U0H5T8ie/n46Ehka3UKjRAvTuVf+dhVA8hvhbUlxBfGVm5hfpp2/FSrToHjqfr18Syb+rhKiaTfmvnKf1DwGwyqXv7YHUpZ91XT4u50r2SOGfdzpP64H/7KzzrU5tCG/mqc5tGJbaY1KFloKIua1reU2SSLuobvxRZbedd9cPTw8wqVuUostr0/AdbdfS31VYqqmUTfz13dxSzibhk5OQVatW248rKLd3KazJJEWGN1LtTSB1UBkJ8LXDHEH8+WbmFjuXKJCnpTK7TMlFl2Xv0zHn3u4qnh1l9wkPUMqT0jTly861Kz8pXoL+XQhr5yt/HQ307hxJ6VHzx9ZKfD2nllmM1fmw/bw/dM6yLTiRnKeFkpvILrdpznrtDVlfDAC9d2b25fM6zdre/r6eu6Nqs1gP//qNntHFPkjq2bKgBXZtq39F0HTlVfDH7iZRsNQ/yU16hVbl5RRf85GHHwRQdPnX2vG+wvDzN6htxbu1tSbKYzeod3kRNL8I1kytjbexJ/ed/+yo8vmPLhgpt7KubBrRRiybc6AdA3SPE14KLLcRXhb13/0JLcRUW2fTz9hNKzSh9YczZ3PIvCqpNFbmoJsDPUwO6NFVIBW/d7GExq3NYY/n51P+beJUVbhr4eV5wSbhhV7RVckaujp/OLvfj2Q4tA/V/14aXCss5eYX6NSlLx5OztHlvklOr14nf7oTpCuf7u/fx9lBkeBO1aXrhH5r7fj2j3UfSnNbiPptTWC8+0bBr4OdZ6g1rgJ+nLu/aTE0u8AbCnb6fy3I06axeWLSteDWU34Q29pXnbx/5BwX66LI2jbXzUIp8vDw06tpOFf63DgCuQoivBYT4mvNr4lkdSSx72c2s3EKtj0vUmczSbwAMybGyQX3SoUVglT6Gb+jvpasjW8rPu3qhaev+0zp0ItPRG+npUXwzsdDGvloXe1IHjqcrN9/5E5TgQB89eWcfNfT3UuyhVGVk5cvL06Kwpg2UcCJDnh5m9e4UUiN3qSyL1WbTjoMpyso99yaioMimdbGnlJyeW+4bhoJ6+PdfW7x+12rmqu//8r6fs3ILlZiWo27tgjS0f1iFvm+bNPRRAz/XrErxxpe7tPW36zNCGvno2XH95MddNQG4GUJ8LSDE1w9pmXlav/OU8otKt/VkZBXol12JdVCVe2nbrIEevKW7265/vftImvYeOSPjPJdmHTiarkM1fH+GyvD38VCgv5dOpebIpOL1rg2jeA3yVqHnb9sIauCjQb1alHnRWEp6rqJ3JaqgxPf/mcx8bd57ul59IlBS57BGatyg7O81Tw+z+ndpqrCm1bsJUZHV0OTX1jv+/MSYPurIjWQAuCFCfC0gxLsHq80mq7X42ziv0CqL2VSh2cuEk5natj9ZhdaKzXSmpOfqSB1fHFxZ/j4emviX7urcpnFdl+ISuflFyi8s/xqOpLTim9HkX+BW9SX5eXtoSGRLpzt4mk0m+XpbVFhkU0GRTWaTSQ38PGUymVRYZJWHxSzDKF41pbZWcyiy2pw+1bA7dCJDMQeSVWg9/4/25PTcOr/YvaY0aeij2RMu5yJVAG6JEF8LCPH4vTNn85VSxe+J7QdSdPBEuoouEK4qqnGAt67u3VI5+YWK3nlKWb+tSOTlYVbXdkHq2aGJWocGsKoPypWWmafUMtrY7HYeStU3G36VpPPeS0KSDJtR6RViasotV7XXn65oWydfGwCqixBfCwjxAFBxmTkF2nMkzfHJ2O8lncnR5j2ny/wEoao6tmqoCcO7ysfLPS/OBQBCfC0gxAMAAKA2VTXEc+stAAAAwM0Q4gEAAAA3Q4gHAAAA3AwhHgAAAHAzhHgAAADAzRDiAQAAADdDiAcAAADcDCEeAAAAcDOEeAAAAMDNEOIBAAAAN0OIBwAAANwMIR4AAABwM4R4AAAAwM0Q4gEAAAA3Q4gHAAAA3AwhHgAAAHAzJsMwjLouor6y2QwVFVnrugwAAABcpLy8PKr0PEI8AAAA4GZopwEAAADcDCEeAAAAcDOEeAAAAMDNEOIBAAAAN0OIBwAAANwMIR4AAABwM4R4AAAAwM0Q4gEAAAA3Q4gHAAAA3AwhHgAAAHAzhHgAAADAzRDiAQAAADdDiAcAAADcDCEeAAAAcDOEeDf1yy+/6M4771T//v0VGRmpMWPGaO3atWWO/eqrrzR69Gj16dNH3bp10/XXX6/Zs2crIyPDxVUXq0ztX375pUaOHKmePXsqMjJSo0aN0pdffunagn+nMvWXVFBQoJtvvlkRERE6fvy4CyotW0Xr37p1qyIiIsr9b8qUKXVQfeVe/7S0NM2aNUvXXHONunXrpiuuuEKPPPKIjhw54tqiS6hI/UOGDDnva2//74svvqiX9dutWbNGd955pyIjI9W9e3fdeOONev3115Wfn+/iqs+paP2GYWjp0qUaMWKEevXqpf79++uuu+6q0L91V/jiiy8UERGhrVu3lrn/8OHDeuSRRzRo0CD17NlTw4YN06JFi2Sz2VxcadkuVL9U/Hdw55136rrrrnNhZRVzofrXrFmju+++W1FRUerWrZsGDx6sZ555RomJiS6utLSK1G7/d9urVy/dcsst+vDDD2W1Wl1cadkq8r1T0j333KOIiAht2rSplitzPZNhGEZdF4HK+eKLLzRt2jR5eXlpwIABstls2rRpkwoLC/Xcc8/ptttuc4x95plntHjxYnl5ealHjx5q0KCB4uLilJKSorCwMH366adq0qRJvax93rx5evPNN+Xl5aV+/frJYrFo69atysnJ0a233qpZs2a5rO6q1P97//rXv/Tuu+9KklatWqVWrVq5qmyHytT/4YcfatasWerdu3eZtUZGRur//u//XFl+peo/duyYxowZo1OnTqlNmzYKDw/XwYMHdeTIETVq1Ej//e9/Xf53UNH6X3jhBaWlpZV5jJSUFG3YsEGenp769NNP1b1793pXvyR9/PHHeu6552Q2m9W3b1/5+/tr+/btSk9PV8+ePbVo0SJ5e3u7rPbK1G8YhqZMmaKvv/5aZrNZ3bp1U1BQkHbs2KH09HRNmDBBkydPdmntJW3fvl133XWXcnJy9PHHH6tv375O+/ft26fRo0crKytLkZGRCg4O1qZNm5SZmalhw4Zp7ty5dVR5sQvVbzd79my9//77CgsL0w8//ODiKst3ofrffvttvfTSSzKbzerRo4eCg4O1d+9enTx5UkFBQfroo4/UoUOHeln7kiVL9NRTT5X57/bKK6/UW2+9JQ8PjzqpXar4947dJ598ohkzZkgq/p3Wv39/V5TpOgbcSmJiotGtWzejT58+xv79+x3bY2NjjcjISKN79+5GYmKiYRiGsXbtWiM8PNwYOHCgER8f7xibnZ1tPPDAA0Z4eLgxefLkeln7jh07jPDwcGPAgAHG4cOHnY4xePBgIzw83Pjll19cVntl6/+9rVu3Gp07dzbCw8ON8PBw49ixY64q26Gy9T/++ONGeHi4sXXrVpfXWpbK1n/HHXcY4eHhxuzZsw2r1WoYhmFYrVZj5syZRnh4uDFhwoR6XX9ZioqKjNGjRxvh4eHGJ598UtslO6lM/ampqUb37t2NHj16GNu2bXOMzcjIMP76178a4eHhxnvvvVdv6//888+N8PBwo1+/fsaWLVscY9PT040777zTCA8PN37++WeX1m/33XffGb1793b8LClZn2EYhs1mM4YNG2aEh4cbX375pWN7amqqY/t3333n6rIdLlS/YRhGXl6eMW3aNMeYa6+9tg4qLduF6j948KDRuXNno1evXkZMTIxje0FBgTF9+nQjPDzcGDlypKvLNgzjwrWfOnXK6Nq1q9GjRw9j+/btju0ZGRnGLbfcYoSHhxuff/65i6s+pyLfOyUdOXLE6NWrl2P8xo0bXVSp69BO42Y+/vhjFRQUaNy4cQoPD3ds79Gjh+69917l5+dr8eLFkqRly5ZJkh5++GGnd/1+fn6aNWuWzGazfvjhBxUUFNS72lesWCFJuv/++9W2bVvH2KZNmzpmf139sXZl6i8pJydHjz/+uFq1aqXQ0FBXluyksvXv2bNHZrNZl112WV2UW0pl6t+6das2b96sPn36aOrUqTKbi3/Umc1mTZkyRS1bttSJEydc+vFwVb9/Snr77be1ZcsWDRkyRKNGjartkp1U9vXPz8/XwIEDFRkZ6RgbGBiou+++W5K0ZcuWelv/kiVLJElTpkxxmulr2LChZs+eLU9PT82bN8+l9ScmJmrq1KmaNGmSbDZbuZ+gRkdHa//+/YqKitLw4cMd24OCgjR9+nRJ0qJFi1xRspOK1r927Vr95S9/0X//+1+1bt3axVWWr6L1L1++XDabTePHj1fv3r0d2z09PfXEE084PtE5ceKEq0qvcO3/+9//VFhYqJEjR6pXr16O7YGBgbrnnnskSevWrXNFyU4qWn9JVqtVjz32mDw9PZ3+vV9sLtkQX9W+5o0bN6pz585avny5C6oszf4P6Nprry21z77Nfh7+/v7q1KmT0w8Su0aNGqlx48YqKChQenp67RVcQmVqf/zxx/W///1Pf/3rX0uNzc7OliSXf6RXmfpLevHFF3X8+HH985//lI+PT+0WeR6Vqb+goECHDh1S+/bt5efn57oiz6My9X///feSpHHjxpUa6+Pjo59++klfffWVLBZLLVVbWlW/f+xOnjyphQsXys/PzxHGXKky9dvfNCUlJZUae+bMGUnFP4NcqTL1HzhwQJJ09dVXlxrbrFkzhYWFae/evUpOTq6lakubN2+eli9frm7dumnx4sVq3759mePOd5721ppt27YpKyurVuv9vYrWf++99+rw4cMaM2aM3nrrLZfWeD4Vrd/T01MRERHq169fmfvsLXynT5+u1XpLqmjtY8eO1Y8//qgJEyaU2ldXv3elitdf0rvvvqvt27fr6aefVnBwsAuqrBt119hUh8rri7z33nvP29d85MgRTZkyRUYdXUZgGIbi4+NlNpvL/CZu27atzGaz4uPjZRiGZs6cWe6xTp48qdTUVHl7e6tx48a1Wbakytfu4eFR5rjY2Fh98skn8vDw0B//+Mdar9uusvWbTCZJxRcILV68WHfdddcFe/dqU2XrP3jwoAoLC9WyZUu98sorWrlypU6cOKEmTZpo6NCh+tvf/qbAwMB6W/+ePXskFc+ypqWl6euvv9bBgwfl7++vQYMG6fLLL3dZ7VWp3/79U9LcuXOVl5enRx55RE2bNnVF2Q6Vrb9Pnz7y8/PTzp07NWvWLN1zzz0KCAjQL7/8oldffVXe3t4uvZ6isvXbL/4MCAgo83j2N3+HDh1SSEhI7RVeQvv27TV79mzdfPPNjjdJZYmPj5ekcmcf27Vrp9TUVB06dEg9e/aslVrLUtH6hw4dqokTJ9b5AgC/V9H6J02apEmTJpW5Lycnx/H306xZs1qpsywVrd1sNpf56ceRI0f05ptvSpJuvvnmWquzPBWt327fvn167bXXNHToUA0bNkz//e9/XVBl3bjkQnxSUpKeffZZNWjQQJ988onjB93OnTs1fvx4zZo1S1dffXWpX5JbtmzR5MmTXTrz8nsZGRkqKChQUFCQvLy8Su338PBQ48aNlZqaquzs7HJ/AUlyfBQ8ePBgeXp61lbJDtWtfdq0adq/f792796tRo0a6eWXX1bnzp1rvW67qtSfnp6uJ598Uh07dtTf//53l9ValsrWbw/Ba9as0ZYtW9SvXz81a9ZMcXFxev/99/XTTz/p008/VVBQUL2s/9dff5UkJSQkaPLkyU6fNv373//WsGHD9OKLL7psVqm63/+HDh3St99+q0aNGmnMmDEuqbmkytbfuHFjvfzyy3rsscf04Ycf6sMPP3SM7dChg1588UWXXpBb2frbtWunffv2aevWrbrqqqucxqalpTlWNyrv4uPacN9991VonH2Gt7w3F/btKSkpNVNYBVW0/vnz59dyJVVT0frP55133lFOTo66d++u5s2b10BVFVPV2ufOnautW7cqNjZWPj4+euaZZ8r8dKq2Vab+goICPfroowoMDKyTTyxd7ZJrp6lsX2p6erpmzZqlcePG6cyZM2rRokVdlC1Jys3NlST5+vqWO8bermH/6Kssn332mZYvXy5fX99yZwxqWnVqz8/P17Jly7R7925JxbMFBw4ccGk/c1XqnzFjhs6cOaMXX3zR5atw/F5l69+7d68kKSoqSqtWrdLbb7+tf//731q5cqUuv/xyHTlyRM8++2ztF/6bytaflZUlk8mkSZMmqVu3blq+fLm2bdumd955Ry1bttSKFStcGhaq+2/3gw8+kGEYGjt2bJ20N1Wl/ssuu0zXXHONPD091adPH1111VVq1KiREhIS9MEHH7jsWhyp8vX/5S9/kSQ999xzSkhIcIzJysrSE0884ajdledQUfZzLa91z749JyfHZTWheELkrbfektls1qOPPlrX5VTIl19+qe3bt8tms8lkMunw4cPKy8ur67LO69VXX9WBAwf03HPPuWySqS5dciG+sn2pixYt0ocffqiWLVvqgw8+qNPliSryMZJdeS0/n3/+uWbMmCGTyaRZs2a5bJmr6tRuNpu1bt06bdu2Te+++64CAwP1+uuv67nnnqvpMstV2fq//vprffvtt7r33ntdOuNYnsrWP23aNH333Xd68803nX4QBgUFafbs2fLz89MPP/zgsr7OytZfUFAgwzDUrFkzvfXWW+rcubMCAgJ01VVX6Y033pDFYtEHH3zgsr7g6nz/Z2Zmavny5fLz89Mdd9xR06VVSGXr//XXX3XrrbcqOjpaS5cu1SeffKJ33nlHP/zwgwYNGqSvv/5aTz31VC1W7Kyy9d9xxx0aOHCgjh07puHDh+uOO+7Q/fffr+uuu067du3S9ddfL0ku+RSzsuytPmW1ZJVUX9aLvxSsXr1aDz30kKxWqyZPnuw2yxwuXbpUO3bs0KeffqoOHTpo0aJFevDBB+u6rHJt27ZN77//vm6++eYyM97F6JIK8ZXti5SK+9aefPJJff3113Xa0yzJMQN3vhul2N8llzVb9/rrr+vpp5+WJM2cOdOlPeXVqd3T01MhISEKCAjQwIED9e6778rX11dLlixx2Y0zKlO/yWTSc889p8suu0wTJ050SX0XUtnX39PTU+3atSuzJatp06bq0qWLU+95bats/fbZxhEjRpRqmencubN69uypvLw87dixo3YK/p3qfP///PPPysvL05AhQ1x6HUJJla1/3rx5Sk5O1rRp05za3gIDAzVnzhw1atRIK1ascNkKHZWt38PDQwsXLtSUKVPUqlUr7dixQ3v27NH111+vL7/80nFRboMGDWq99sqyf9pQ3oypfbu/v7/LarqULV26VBMnTlR+fr4efPDBGmnLcZVmzZrJ19dXkZGReu+99xQSEqJ169Zp+/btdV1aKfZV4EJCQhw551JwSfXEV6UvdcSIEXVQadkCAgLk5+enM2fOqKioqFQ4KSoq0pkzZ+Tt7e30y76oqEhPP/20vvjiC3l5eWnOnDm68cYb3aL2srRu3Vq9e/fWL7/8ov3797vkAqHK1P/WW28pIyND7du317Rp05zG2ftQ//nPf8rX11d/+9vfXPJpSE2+/pIcS3zZP7qvbZWtPygoSNnZ2WrZsmWZx2vRooViYmIcK6XUtuq8/qtWrZIkl77p/r3K1r9582ZJ0h/+8IdSx2rYsKF69eql1atXa9++feX+HdVl/VLx74N7771X9957b6nj2Vts6rK9sjyhoaHau3evUlJSyvzZYr+uy1UX5F7KXnnlFS1cuFAmk0nTpk0rc7UsdxEYGKirr75aS5Ys0Z49e8pc9a4uffrppzp69KgiIiJKfUpvv5h44cKFWrJkiW6//fY6n5StKZfUTHxN9ZTXFZPJpI4dO8pqtZZ52/jDhw/LZrM59foXFBTob3/7m7744gsFBgbqvffec3mAlypf+9tvv62HH35YqampZR7P/iassLCw1mouqTL123tNt2/frhUrVjj9Z9/3448/asWKFS67uKyyr//MmTM1ceLEcl9/+6oRrlphobL12/9fXruP/XV31dJjVfm3KxW3PKxfv15+fn668sorXVJrWSpbf2ZmpiSVu4SnfXt9/PcrSUePHtXatWuVkZFRamxOTo527twpf39/tWvXrrZLr7ROnTpJOhdcSjIMQwkJCbJYLHV2x9BLgWEYevLJJ7Vw4UJ5eXnp5ZdfdosAv3jxYv3jH//Q/v37y9xv/71bVFTkyrIqxP67df/+/aV+79rfuP7yyy9asWKFjh49Wpel1qhLKsTXRE95XRs4cKCk4hD4e/ZtgwYNcmz7xz/+obVr1yo0NFQff/yxoqKiXFNoGSpT+8aNG/Xdd9/pu+++KzU2MzPT0QbRtWvXWqq2tIrW/+KLL2r//v1l/hcWFiapeHZ1//79Lu2NrMzrv337dv3444/66aefSo09cOCA9u7dq0aNGtXL11+SY0WRsr5/zpw5o127dsnLy8ul1ytU9t+uVBzEsrOz1a1btzI/PXSlytRvb1dcs2ZNqbHZ2dmKjY2VJJeuMFWZ+pcsWaJ7771XK1euLDX2iy++UEFBga677jqX3megouznaf8Ep6SYmBilpaWpT58+5129DNXz4osvaunSpQoICNB7772nm266qa5LqpBdu3bp66+/LvM+OIWFhdqwYYMk1/7eraiHHnqo3N+79iWFP/zwQ+3fv1+33HJLHVdbcy6pEF/dnvL64JZbbpG3t7feeecd7dq1y7E9Li5O7777rnx8fBzrL3/66adauXKlAgIC9OGHH9b5XcsqU/vIkSMlFS83dvDgQcfYzMxMTZ06Venp6brxxhtdukxXZeqvjypTv/1eCa+88ooOHTrkGJuWlqZp06bJarXqnnvucWmwrEz9f/rTnxQaGqpNmzbp7bffdozNz8/Xs88+q6ysLP35z392aU9zVb5/7OO6devmsjrLU5Xvn9mzZzt9/+Tm5uqpp55SSkqKBg4c6HQ35vpU/5AhQyQVf/xechnJ7du36+WXX5aHh4ceeOABl9VeGVFRUerUqZOio6P1+eefO7anpaVpxowZkqTx48fXVXkXvbVr1+o///mPPDw89NZbb9XpxFlljRgxQiaTSR9++KE2bdrk2J6fn6/p06crISFBPXv2VJ8+feqwSpR0SfXE13RfcF1o1aqVHnvsMT333HO6/fbbHTO5mzZtUlFRkWbPnq3g4GAVFRXpjTfekFTc+7hgwYJyj2m/FXR9qV2SbrjhBo0cOVKff/65/vKXv6hPnz7y8vLSzp07lZ6erm7durl0dZrK1l8fVab+ESNGKDo6Wt9//72GDx+uvn37ytfXV5s2bVJ2drZuvPFG3XXXXfW2/oCAAL388su677779NJLL2nZsmVq166ddu3apaSkJIWHh7t8mbeqfP/Y25Yqcpvx2laZ+keNGqVt27bp66+/1s033+y4+VNcXJxSUlLUtm1b/fOf/6y39ffu3Vv/93//p08++UQ33HCD+vTpo6ysLG3dulUmk0lz5sxRmzZtXFp/RZnNZr3wwgsaO3asnn76aS1dulShoaHavHmzMjIyNHLkSMebFNQ8+9K1wcHB+uyzz/TZZ5+VOc5V10NVRo8ePfTwww9r3rx5Gjt2rHr16qVGjRpp165dSk5OVuvWrTVv3rwLrnwE17mkQry9L3Lnzp06cuSIOnbs6LS/vL7U+mb06NFq0aKF3n33XcXExMjLy0uRkZH629/+5vjYaP/+/Y5+4MOHD+vw4cPlHu/vf/+7y9ZTrUjtdjNnzlS/fv30ySefKDY2VjabTW3bttU999yjO++8s07WXq9M/fVRRes3m8169dVXtXjxYi1ZskTbt2+X2WxWx44dNXLkSN1666118oO8Mq9/v3799NVXX2nBggVav3691q1bp2bNmun+++/XfffdVyftBJX9/rHPAteXSYWK1m8ymfTSSy9p4MCB+vzzz7Vr1y4VFBSoZcuWuvXWW3XPPffUycoulXn9n3rqKbVq1UpLly7VunXrFBQUpGuvvVb33nuvevTo4fLaK6NHjx5asmSJ5s+fr02bNungwYNq06aNHnnkkXq1WMPFJj09XXFxcZKKbyy5YsWKcseOGDGi3oV4qfjNRZcuXfTvf/9bcXFxys/PV6tWrfTXv/5Vd999d735WYRiJqO+Nn/Xkvnz52vBggWaPHmyJkyY4LTvzTff1Lx58/Tggw/qoYceKvP5jz/+uJYtW6Y5c+Zo+PDhrigZAAAAcHJJ9cRL7t/XDAAAAFxS7TSS+/c1AwAAAJdciJfcv68ZAAAAl7ZLriceAAAAcHeXXE88AAAA4O4I8QAAAICbIcQDAAAAboYQDwAAALgZQjwAAADgZgjxAAAAgJu5pEP8mDFjFBERoS+++KJKz9+0aZMiIiI0bty4mi0MAAAAOI9LOsQDAAAA7ogQDwAAALgZQjwAAADgZgjxJbz22muKiIjQG2+8UWrf1q1bFRERoTFjxtRBZQAAAMA5hHgAAADAzRDiAQAAADdDiAcAAADcDCEeAAAAcDOEeAAAAMDNEOIlmUymC46x2WwuqAQAAAC4sIs+xO/cuVMPPfSQXn/99VL7CgsLJUn+/v6SzoV5q9VaamxmZmYtVgkAAABUnEddF1Dbzpw5o5UrVyo7O7vUvuTkZElSaGiopHNh3r69pNjY2FqsEgAAAKi4i34mvmfPnvL09NSWLVt04MABx/Y1a9bo+PHjatCggbp27SpJCg8PlyStXLlSSUlJjrHbt2/Xxx9/7NrCAQAAgHJc9DPxjRo10l133aW33npLI0aMUP/+/VVQUKDNmzdLkh599FF5enpKkgYMGKAuXbpoz549+uMf/6j+/fsrPT1d27Zt080336zly5fX5akAAAAAki6BmXhJeuSRR/Tss8+qTZs22rBhg3bt2qU+ffrojTfe0G233eYYZ7FY9O9//1t33HGHfH19tWbNGp05c0ZPPPGEnnvuuTo8AwAAAOAck2EYRl0XAQAAAKDiLomZeAAAAOBiQogHAAAA3AwhHgAAAHAzhHgAAADAzRDiAQAAADdDiAcAAADcDCEeAAAAcDNuf8dWq9WqTz/9VMuWLVNCQoKsVqtat26tm266Sffcc4+8vb2dxsfFxWnBggWKi4tTTk6OOnbsqDvvvFPDhg0r8/hr1qzRhx9+6BgfEhKigQMH6oEHHlCzZs3OW1taWppuuukmXXPNNZo1a1aNnTMAAAAubW59syer1aoHHnhAq1evlp+fn3r27CkPDw/FxsYqMzNTPXv21AcffCBfX19JUnR0tO6//37ZbDb169dPvr6+2rBhg/Ly8jRhwgRNnjzZ6fhvv/22XnrpJZnNZvXo0UPBwcHau3evTp48qaCgIH300Ufq0KFDmbXl5ubq3nvv1ZYtW3TrrbcS4gEAAFBj3HomfsmSJVq9erUiIiL0zjvvqGnTppKKZ8AfeOABbd++XW+88Yb+8Y9/KC8vT48++qgk6f3339eAAQMkSUePHtWYMWO0cOFCXXfdderWrZskKT4+Xq+88or8/Pz0/vvvq3fv3pKkwsJCvfDCC/rkk0/0xBNPaPHixaXqOnXqlB5++GHFxsa64mUAAADAJcate+KXLVsmSXriiSccAV6SgoKCNH36dEnSN998I0lavny5UlNTNWzYMEeAl6SwsDBNmTJFkrRo0SLH9uXLl8tms2n8+PGOAC9Jnp6eeuKJJxQUFKQdO3boxIkTjn1FRUX66KOP9Oc//1mxsbFq3bp1zZ80AAAALnluHeIbN26s9u3bq0ePHqX2tW3bVpJ0+vRpSdK6deskSddcc02psYMHD5bFYtHatWsd2zw9PRUREaF+/fqVGu/p6alWrVo5HV+Stm3bppkzZ6qoqEgzZszQAw88UPWTAwAAAMrh1u00CxcuLHdfXFycJDkuPj148KAkKTw8vNTYgIAAhYaG6tSpU0pJSVGTJk00adIkTZo0qcxj5+TkKD4+3un4kuTr66tx48bp/vvvV1BQkL744ouqnRgAAABwHm4d4stjGIZeffVVSdL1118vSUpOTpYkhYSElPmckJAQpxB/Pu+8845ycnLUvXt3NW/e3LG9R48eZX4qAAAAANQkt26nKc/LL7+sLVu2qEmTJrrnnnskFa8WI0k+Pj5lPse+PScn57zHXrNmjd566y2ZzWbHhbIAAACAK110If7VV1/V22+/LS8vL82bN09BQUGSJIvFIpPJJJPJdN7n22y2cvetXr1aDz30kKxWqyZPnqz+/fvXaO0AAABARVw0Ib6oqEjPPPOM3njjDXl7e+v11193uijV19dXhmEoPz+/zOfn5eVJkvz9/cvcv3TpUk2cOFH5+fl68MEHdd9999X8SQAAAAAVcFH0xGdnZ+vhhx/WunXrFBgYqDfeeKPUqjKhoaHKzMxUcnKyY2WZks7XM//KK69o4cKFMplMmjZtmsaNG1cr5wEAAABUhNvPxGdkZGjMmDFat26dmjdvro8//rjMZSE7deokSTp06FCpfVlZWTp9+rSCgoKcLmo1DENPPvmkFi5cKC8vL7388ssEeAAAANQ5tw7xBQUFuu+++7R792517NhRn332WZlLSErSwIEDJUk//vhjqX0//fSTrFarBg0a5LT9xRdf1NKlSxUQEKD33ntPN910U82fBAAAAFBJbh3i58+frx07dqh58+ZatGiR05rtvzd06FAFBwdr2bJlWrNmjWP7sWPH9NJLL8lkMjnNsq9du1b/+c9/5OHhobfeektRUVG1eSoAAABAhbltT/yZM2e0aNEiSVJQUJBeeOGFcsfOnTtXAQEBmjlzpiZNmqT7779f/fr1k7+/vzZu3Kjc3FxNnjxZnTt3djxn/vz5kqTg4GB99tln+uyzz8o89t/+9jd16NChBs8MAAAAOD+3DfFbtmxxrCize/du7d69u9yxc+fOlSRdc801WrRokRYsWKDY2FgZhqGIiAiNGzdON954o2N8enq6446vSUlJWrFiRbnHHjFiBCEeAAAALmUyDMOo6yIAAAAAVJxb98QDAAAAlyJCPAAAAOBmCPEAAACAmyHEAwAAAG6GEA8AAAC4GUI8AAAA4GYI8QAAAICbIcQDAAAAboYQDwAAALgZQjwAAADgZgjxAAAAgJvxqOsCAADVd/z4cV1zzTVl7vP09JSfn59atWqlgQMH6vbbb1fz5s1r9OsfOnRIHTp0qNFjAgDKZzIMw6jrIgAA1VMyxHfr1k1eXl6OfYWFhUpLS9PJkydlGIb8/f31wgsv6IYbbqj2101OTtasWbN07Ngx/fe//6328QAAFcNMPABcZF599VW1atWq1PbExETNmTNH33zzjaZMmaKGDRvq8ssvr9bXWrdunf73v/+pa9eu1ToOAKBy6IkHgEtEs2bN9NJLL2no0KEqLCzUk08+qcLCwrouCwBQBYR4ALiEmEwmPfvss/L29taJEyf09ddf13VJAIAqIMQDwCUmODhYgwcPliT9/PPPTvuOHTumWbNmadiwYYqMjFS3bt105ZVXauLEidq4caPT2CFDhmjatGmSpN27dysiIkJDhgyRVNyjHxERoYiICGVnZ5eq4cCBA479JT3++OOKiIjQjz/+qLi4OE2YMEFRUVHq3bu3Ro0apfXr10uScnJy9K9//UtDhgxRt27dNGTIEL3yyit8sgDgkkGIB4BLUO/evSVJW7dudWxbv369/vSnP+nDDz/UqVOnFBYWptatWys9PV0//vijxo0b5zRz361bN7Vt21aS5Ofn5wj9NWH16tUaNWqUNm3apJYtW8pisSgmJkb33Xef1qxZo9tvv13vv/++PD091bx5c504cUILFy7U9OnTa+TrA0B9R4gHgEtQy5YtJUmpqakqLCxUQUGBpk2bpry8PI0bN06//PKLvvzyS/3vf//T6tWrdcUVV8gwDL3xxhuOY8yfP1/333+/JKldu3b69NNPNX/+/Bqpb8mSJRoyZIjWrVunZcuWafXq1erSpYusVqsmTJigrKws/fe//9X333+vH374QY899pgkadmyZUpPT6+RGgCgPiPEA8AlyN/f3/E4IyNDu3btUk5Ojpo2baqpU6c6LVHZpEkTTZw4UZJ0+PBh2Wy2Wq+vYcOGeuGFFxQQECBJCggI0KhRoyRJNptN06dPV5cuXRzj77zzTnl5eclqtergwYO1Xh8A1DWWmASAS1DJ3nGTyaTIyEht27ZNeXl5slgspcb7+vpKKg7Q+fn5jj/XlsjISEeAt2vRooUkycPDQwMGDHDa5+HhoUaNGun06dNl9uADwMWGEA8Al6CsrCzH4wYNGjge+/j4aPfu3dqzZ4+OHj2qo0eP6sCBAzp8+LBjjCtm4ps2bVpqm6enp6TiWfmSnxT8fj/3MARwKSDEA8AlKCEhQZLUqlUrRyDesmWL/vnPf2r37t2OcSaTSW3atNGwYcP01Vdfuaw+Pz8/l30tAHBHhHgAuARt375dktSrVy9JxUs+3nXXXSooKFDfvn01fPhwRUREqEOHDgoICNDhw4erHOLLmhnPy8urcu0AAEI8AFxyTp48qQ0bNkiSbrzxRknSokWLVFBQoMsvv1zvvfdeqb74xMTESn0ND49zv14KCgpK7T99+nRlywYAlMDqNABwiXn++edls9nUsWNHx02fTpw4IUmKiIgo88LWpUuXOh5brVbHY7O57F8jgYGBjscl++ntfvrpp6oVDwCQRIgHgEvGkSNHNGnSJK1atUqenp6aOXOmI7Dbb9r07bff6tdff3U8JyMjQy+88ILTTZ7y8/Mdj+2966dPn3aacffz83PcjfXll1/W2bNnJUlFRUX68MMPtWzZsto5SQC4RNBOAwAXmYcffthp9Zb8/HydPn1aycnJkopXd/nXv/6lyMhIx5jx48drxYoVOn36tG666Sa1a9dOJpNJR44cUUFBgTp37qzExESlp6fr9OnTCgkJkSR16tRJJpNJycnJGjp0qJo1a6ZPP/1UkjRp0iQ99NBD2rp1qwYNGqS2bdvq1KlTSktL09ixY/XFF184wj0AoHKYiQeAi8yuXbsUExPj+G///v0qKipSnz599Pe//10//PCDhgwZ4vSc1q1ba/ny5frLX/6i5s2b68iRIzp16pQ6d+6sadOmacmSJfrDH/4gSfr5558dz2vXrp2ef/55hYWFKTk5WceOHVNKSook6dprr9UHH3yggQMHymw2KyEhQa1atdKcOXP0xBNPuO4FAYCLkMlgQV0AAADArTATDwAAALgZQjwAAADgZgjxAAAAgJshxAMAAABuhhAPAAAAuBlCPAAAAOBmCPEAAACAmyHEAwAAAG6GEA8AAAC4GUI8AAAA4GYI8QAAAICbIcQDAAAAboYQDwAAALgZQjwAAADgZgjxAAAAgJshxAMAAABuhhAPAAAAuBlCPAAAAOBm/h8PSr87N9LTIAAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 290,
"width": 376
}
},
"output_type": "display_data"
}
],
"source": [
"Ahr.loc[\"2021-07-01\":\"2021-07-16\"].plot(); "
]
},
{
"cell_type": "markdown",
"id": "4e867317",
"metadata": {},
"source": [
"Müsch has 352 km² drainage area, and suppose 100 liter fell in 2 days time:"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "f5483192",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"407.4074074074074"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"100*1000*1000/1000*352/(3600*24)"
]
},
{
"cell_type": "markdown",
"id": "99c98f6e",
"metadata": {},
"source": [
">3500 m³ on 2days time needs a discharge of 400 cum/sec. \n",
"Datum \t Abfluss in m3/s \tAbflussspende in L/(s*km2) \t Wasserstand in cm \n",
"02.06.2016 \t132 \t374 \t273"
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "99c13616",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"692.5925925925926"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"170*1000*1000/1000*352/(3600*24)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e3aabaee",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "4a5ebe5b",
"metadata": {},
"source": [
"### Soil moisture content\n",
"Water content in the upper soil layers 10 cm thick, up till 60 cm deep. "
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "55dec1a9",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Stationsindex \n",
" VGSL \n",
" VPGB \n",
" VPGH \n",
" TS05 \n",
" TS10 \n",
" TS20 \n",
" TS50 \n",
" TS100 \n",
" ZFUMI \n",
" BF10 \n",
" BF20 \n",
" BF30 \n",
" BF40 \n",
" BF50 \n",
" BF60 \n",
" BFGSL \n",
" BFGLS \n",
" TSLS05 \n",
" TSSL05 \n",
" ZTKMI \n",
" ZTUMI \n",
" VPGPM \n",
" VPMB \n",
" VPWB \n",
" VPZB \n",
" VGLS \n",
" VWLS \n",
" VWSL \n",
" BFWLS \n",
" BFWSL \n",
" eor \n",
" \n",
" \n",
" Datum \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" 2021-07-01 \n",
" 3660 \n",
" 1.0 \n",
" 1.0 \n",
" 1.0 \n",
" 14.6 \n",
" 15.3 \n",
" 16.7 \n",
" 18.0 \n",
" 16.2 \n",
" 0 \n",
" 94 \n",
" 83 \n",
" 73 \n",
" 77 \n",
" 86 \n",
" 92 \n",
" 84 \n",
" 86 \n",
" 14.1 \n",
" 14.5 \n",
" 0 \n",
" 0 \n",
" 1.4 \n",
" 0.9 \n",
" 0.9 \n",
" 1.1 \n",
" 1.0 \n",
" 0.9 \n",
" 0.9 \n",
" 69 \n",
" 77 \n",
" eor ... \n",
" \n",
" \n",
" 2021-07-02 \n",
" 3660 \n",
" 2.5 \n",
" 2.8 \n",
" 2.5 \n",
" 18.3 \n",
" 17.7 \n",
" 17.0 \n",
" 17.2 \n",
" 16.2 \n",
" 0 \n",
" 87 \n",
" 81 \n",
" 74 \n",
" 77 \n",
" 86 \n",
" 92 \n",
" 82 \n",
" 83 \n",
" 17.6 \n",
" 17.3 \n",
" 0 \n",
" 0 \n",
" 3.1 \n",
" 2.5 \n",
" 2.4 \n",
" 3.2 \n",
" 2.4 \n",
" 2.3 \n",
" 2.3 \n",
" 66 \n",
" 76 \n",
" eor ... \n",
" \n",
" \n",
" 2021-07-03 \n",
" 3660 \n",
" 3.0 \n",
" 3.6 \n",
" 3.1 \n",
" 22.0 \n",
" 21.0 \n",
" 19.3 \n",
" 17.2 \n",
" 16.0 \n",
" 0 \n",
" 78 \n",
" 77 \n",
" 74 \n",
" 77 \n",
" 85 \n",
" 91 \n",
" 80 \n",
" 80 \n",
" 21.3 \n",
" 21.4 \n",
" 0 \n",
" 0 \n",
" 3.7 \n",
" 3.4 \n",
" 3.3 \n",
" 4.0 \n",
" 2.9 \n",
" 3.0 \n",
" 3.1 \n",
" 63 \n",
" 74 \n",
" eor ... \n",
" \n",
" \n",
" 2021-07-04 \n",
" 3660 \n",
" 1.9 \n",
" 1.9 \n",
" 0.8 \n",
" 20.0 \n",
" 20.2 \n",
" 19.9 \n",
" 17.9 \n",
" 15.9 \n",
" 0 \n",
" 105 \n",
" 94 \n",
" 76 \n",
" 77 \n",
" 85 \n",
" 91 \n",
" 88 \n",
" 92 \n",
" 19.6 \n",
" 19.6 \n",
" 0 \n",
" 0 \n",
" 2.2 \n",
" 1.7 \n",
" 2.0 \n",
" 2.1 \n",
" 1.9 \n",
" 2.0 \n",
" 2.0 \n",
" 75 \n",
" 80 \n",
" eor ... \n",
" \n",
" \n",
" 2021-07-05 \n",
" 3660 \n",
" 2.1 \n",
" 2.1 \n",
" 0.6 \n",
" 18.2 \n",
" 18.3 \n",
" 18.4 \n",
" 17.8 \n",
" 16.0 \n",
" 0 \n",
" 102 \n",
" 91 \n",
" 78 \n",
" 77 \n",
" 85 \n",
" 91 \n",
" 87 \n",
" 91 \n",
" 17.8 \n",
" 18.1 \n",
" 0 \n",
" 0 \n",
" 2.1 \n",
" 1.8 \n",
" 2.1 \n",
" 2.3 \n",
" 2.1 \n",
" 2.1 \n",
" 2.1 \n",
" 74 \n",
" 80 \n",
" eor ... \n",
" \n",
" \n",
" 2021-07-06 \n",
" 3660 \n",
" 3.1 \n",
" 3.1 \n",
" 2.0 \n",
" 18.5 \n",
" 18.4 \n",
" 18.3 \n",
" 17.6 \n",
" 16.0 \n",
" 0 \n",
" 103 \n",
" 94 \n",
" 80 \n",
" 78 \n",
" 84 \n",
" 91 \n",
" 88 \n",
" 92 \n",
" 18.2 \n",
" 18.1 \n",
" 0 \n",
" 0 \n",
" 3.0 \n",
" 2.8 \n",
" 3.1 \n",
" 3.8 \n",
" 3.2 \n",
" 3.1 \n",
" 3.1 \n",
" 75 \n",
" 80 \n",
" eor ... \n",
" \n",
" \n",
" 2021-07-07 \n",
" 3660 \n",
" 3.3 \n",
" 3.4 \n",
" 2.6 \n",
" 20.2 \n",
" 19.6 \n",
" 18.7 \n",
" 17.5 \n",
" 16.0 \n",
" 0 \n",
" 93 \n",
" 90 \n",
" 81 \n",
" 78 \n",
" 84 \n",
" 91 \n",
" 86 \n",
" 88 \n",
" 19.5 \n",
" 19.8 \n",
" 0 \n",
" 0 \n",
" 3.6 \n",
" 3.2 \n",
" 2.6 \n",
" 3.9 \n",
" 3.2 \n",
" 2.6 \n",
" 2.6 \n",
" 72 \n",
" 79 \n",
" eor ... \n",
" \n",
" \n",
" 2021-07-08 \n",
" 3660 \n",
" 1.1 \n",
" 1.1 \n",
" 0.2 \n",
" 17.8 \n",
" 18.2 \n",
" 18.6 \n",
" 17.7 \n",
" 16.0 \n",
" 0 \n",
" 110 \n",
" 114 \n",
" 110 \n",
" 96 \n",
" 84 \n",
" 91 \n",
" 101 \n",
" 114 \n",
" 17.3 \n",
" 17.5 \n",
" 0 \n",
" 0 \n",
" 1.5 \n",
" 1.2 \n",
" 1.1 \n",
" 1.3 \n",
" 1.1 \n",
" 1.1 \n",
" 1.1 \n",
" 97 \n",
" 93 \n",
" eor ... \n",
" \n",
" \n",
" 2021-07-09 \n",
" 3660 \n",
" 1.4 \n",
" 1.4 \n",
" 1.5 \n",
" 17.5 \n",
" 17.6 \n",
" 17.7 \n",
" 17.5 \n",
" 16.0 \n",
" 0 \n",
" 105 \n",
" 108 \n",
" 108 \n",
" 102 \n",
" 89 \n",
" 90 \n",
" 101 \n",
" 113 \n",
" 17.1 \n",
" 17.4 \n",
" 0 \n",
" 0 \n",
" 1.7 \n",
" 1.4 \n",
" 1.4 \n",
" 1.6 \n",
" 1.4 \n",
" 1.4 \n",
" 1.4 \n",
" 96 \n",
" 93 \n",
" eor ... \n",
" \n",
" \n",
" 2021-07-10 \n",
" 3660 \n",
" 3.1 \n",
" 3.1 \n",
" 3.3 \n",
" 20.4 \n",
" 19.7 \n",
" 18.5 \n",
" 17.3 \n",
" 16.0 \n",
" 0 \n",
" 98 \n",
" 102 \n",
" 104 \n",
" 103 \n",
" 94 \n",
" 91 \n",
" 99 \n",
" 108 \n",
" 20.2 \n",
" 19.9 \n",
" 0 \n",
" 0 \n",
" 3.0 \n",
" 3.1 \n",
" 2.6 \n",
" 3.6 \n",
" 3.1 \n",
" 2.6 \n",
" 2.6 \n",
" 94 \n",
" 92 \n",
" eor ... \n",
" \n",
" \n",
" 2021-07-11 \n",
" 3660 \n",
" 1.8 \n",
" 1.9 \n",
" 2.0 \n",
" 19.7 \n",
" 19.6 \n",
" 19.2 \n",
" 17.5 \n",
" 16.0 \n",
" 0 \n",
" 94 \n",
" 100 \n",
" 104 \n",
" 102 \n",
" 95 \n",
" 92 \n",
" 98 \n",
" 104 \n",
" 19.2 \n",
" 19.2 \n",
" 0 \n",
" 0 \n",
" 2.3 \n",
" 1.9 \n",
" 1.6 \n",
" 2.2 \n",
" 1.8 \n",
" 1.6 \n",
" 1.6 \n",
" 92 \n",
" 91 \n",
" eor ... \n",
" \n",
" \n",
" 2021-07-12 \n",
" 3660 \n",
" 2.0 \n",
" 2.1 \n",
" 1.7 \n",
" 19.6 \n",
" 19.4 \n",
" 18.9 \n",
" 17.7 \n",
" 16.0 \n",
" 0 \n",
" 91 \n",
" 98 \n",
" 103 \n",
" 101 \n",
" 95 \n",
" 92 \n",
" 97 \n",
" 101 \n",
" 19.1 \n",
" 19.2 \n",
" 0 \n",
" 0 \n",
" 2.3 \n",
" 2.0 \n",
" 1.6 \n",
" 2.5 \n",
" 2.0 \n",
" 1.6 \n",
" 1.6 \n",
" 90 \n",
" 90 \n",
" eor ... \n",
" \n",
" \n",
" 2021-07-13 \n",
" 3660 \n",
" 0.9 \n",
" 0.9 \n",
" 0.4 \n",
" 18.0 \n",
" 18.2 \n",
" 18.5 \n",
" 17.7 \n",
" 16.0 \n",
" 0 \n",
" 110 \n",
" 116 \n",
" 116 \n",
" 112 \n",
" 104 \n",
" 97 \n",
" 109 \n",
" 121 \n",
" 17.7 \n",
" 17.8 \n",
" 0 \n",
" 0 \n",
" 1.0 \n",
" 1.0 \n",
" 1.1 \n",
" 1.1 \n",
" 0.9 \n",
" 1.1 \n",
" 1.1 \n",
" 111 \n",
" 102 \n",
" eor ... \n",
" \n",
" \n",
" 2021-07-14 \n",
" 3660 \n",
" 0.5 \n",
" 0.5 \n",
" 0.1 \n",
" 15.9 \n",
" 16.4 \n",
" 17.1 \n",
" 17.5 \n",
" 16.1 \n",
" 0 \n",
" 113 \n",
" 119 \n",
" 123 \n",
" 125 \n",
" 125 \n",
" 126 \n",
" 122 \n",
" 183 \n",
" 15.7 \n",
" 15.9 \n",
" 0 \n",
" 0 \n",
" 0.7 \n",
" 0.6 \n",
" 0.6 \n",
" 0.6 \n",
" 0.5 \n",
" 0.6 \n",
" 0.6 \n",
" 183 \n",
" 121 \n",
" eor ... \n",
" \n",
" \n",
" 2021-07-15 \n",
" 3660 \n",
" 1.9 \n",
" 1.9 \n",
" 2.0 \n",
" 17.3 \n",
" 17.0 \n",
" 16.7 \n",
" 16.9 \n",
" 16.3 \n",
" 0 \n",
" 109 \n",
" 115 \n",
" 118 \n",
" 121 \n",
" 122 \n",
" 123 \n",
" 118 \n",
" 159 \n",
" 17.0 \n",
" 17.3 \n",
" 0 \n",
" 0 \n",
" 1.8 \n",
" 1.9 \n",
" 1.8 \n",
" 2.2 \n",
" 1.8 \n",
" 1.8 \n",
" 1.8 \n",
" 159 \n",
" 117 \n",
" eor ... \n",
" \n",
" \n",
" 2021-07-16 \n",
" 3660 \n",
" 1.4 \n",
" 1.4 \n",
" 0.6 \n",
" 17.1 \n",
" 17.1 \n",
" 17.2 \n",
" 16.8 \n",
" 16.2 \n",
" 0 \n",
" 103 \n",
" 108 \n",
" 113 \n",
" 116 \n",
" 119 \n",
" 121 \n",
" 113 \n",
" 142 \n",
" 16.8 \n",
" 17.1 \n",
" 0 \n",
" 0 \n",
" 1.6 \n",
" 1.3 \n",
" 1.0 \n",
" 1.5 \n",
" 1.4 \n",
" 1.0 \n",
" 1.0 \n",
" 142 \n",
" 113 \n",
" eor ... \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Stationsindex VGSL VPGB VPGH TS05 TS10 TS20 TS50 TS100 \\\n",
"Datum \n",
"2021-07-01 3660 1.0 1.0 1.0 14.6 15.3 16.7 18.0 16.2 \n",
"2021-07-02 3660 2.5 2.8 2.5 18.3 17.7 17.0 17.2 16.2 \n",
"2021-07-03 3660 3.0 3.6 3.1 22.0 21.0 19.3 17.2 16.0 \n",
"2021-07-04 3660 1.9 1.9 0.8 20.0 20.2 19.9 17.9 15.9 \n",
"2021-07-05 3660 2.1 2.1 0.6 18.2 18.3 18.4 17.8 16.0 \n",
"2021-07-06 3660 3.1 3.1 2.0 18.5 18.4 18.3 17.6 16.0 \n",
"2021-07-07 3660 3.3 3.4 2.6 20.2 19.6 18.7 17.5 16.0 \n",
"2021-07-08 3660 1.1 1.1 0.2 17.8 18.2 18.6 17.7 16.0 \n",
"2021-07-09 3660 1.4 1.4 1.5 17.5 17.6 17.7 17.5 16.0 \n",
"2021-07-10 3660 3.1 3.1 3.3 20.4 19.7 18.5 17.3 16.0 \n",
"2021-07-11 3660 1.8 1.9 2.0 19.7 19.6 19.2 17.5 16.0 \n",
"2021-07-12 3660 2.0 2.1 1.7 19.6 19.4 18.9 17.7 16.0 \n",
"2021-07-13 3660 0.9 0.9 0.4 18.0 18.2 18.5 17.7 16.0 \n",
"2021-07-14 3660 0.5 0.5 0.1 15.9 16.4 17.1 17.5 16.1 \n",
"2021-07-15 3660 1.9 1.9 2.0 17.3 17.0 16.7 16.9 16.3 \n",
"2021-07-16 3660 1.4 1.4 0.6 17.1 17.1 17.2 16.8 16.2 \n",
"\n",
" ZFUMI BF10 BF20 BF30 BF40 BF50 BF60 BFGSL BFGLS TSLS05 \\\n",
"Datum \n",
"2021-07-01 0 94 83 73 77 86 92 84 86 14.1 \n",
"2021-07-02 0 87 81 74 77 86 92 82 83 17.6 \n",
"2021-07-03 0 78 77 74 77 85 91 80 80 21.3 \n",
"2021-07-04 0 105 94 76 77 85 91 88 92 19.6 \n",
"2021-07-05 0 102 91 78 77 85 91 87 91 17.8 \n",
"2021-07-06 0 103 94 80 78 84 91 88 92 18.2 \n",
"2021-07-07 0 93 90 81 78 84 91 86 88 19.5 \n",
"2021-07-08 0 110 114 110 96 84 91 101 114 17.3 \n",
"2021-07-09 0 105 108 108 102 89 90 101 113 17.1 \n",
"2021-07-10 0 98 102 104 103 94 91 99 108 20.2 \n",
"2021-07-11 0 94 100 104 102 95 92 98 104 19.2 \n",
"2021-07-12 0 91 98 103 101 95 92 97 101 19.1 \n",
"2021-07-13 0 110 116 116 112 104 97 109 121 17.7 \n",
"2021-07-14 0 113 119 123 125 125 126 122 183 15.7 \n",
"2021-07-15 0 109 115 118 121 122 123 118 159 17.0 \n",
"2021-07-16 0 103 108 113 116 119 121 113 142 16.8 \n",
"\n",
" TSSL05 ZTKMI ZTUMI VPGPM VPMB VPWB VPZB VGLS VWLS VWSL \\\n",
"Datum \n",
"2021-07-01 14.5 0 0 1.4 0.9 0.9 1.1 1.0 0.9 0.9 \n",
"2021-07-02 17.3 0 0 3.1 2.5 2.4 3.2 2.4 2.3 2.3 \n",
"2021-07-03 21.4 0 0 3.7 3.4 3.3 4.0 2.9 3.0 3.1 \n",
"2021-07-04 19.6 0 0 2.2 1.7 2.0 2.1 1.9 2.0 2.0 \n",
"2021-07-05 18.1 0 0 2.1 1.8 2.1 2.3 2.1 2.1 2.1 \n",
"2021-07-06 18.1 0 0 3.0 2.8 3.1 3.8 3.2 3.1 3.1 \n",
"2021-07-07 19.8 0 0 3.6 3.2 2.6 3.9 3.2 2.6 2.6 \n",
"2021-07-08 17.5 0 0 1.5 1.2 1.1 1.3 1.1 1.1 1.1 \n",
"2021-07-09 17.4 0 0 1.7 1.4 1.4 1.6 1.4 1.4 1.4 \n",
"2021-07-10 19.9 0 0 3.0 3.1 2.6 3.6 3.1 2.6 2.6 \n",
"2021-07-11 19.2 0 0 2.3 1.9 1.6 2.2 1.8 1.6 1.6 \n",
"2021-07-12 19.2 0 0 2.3 2.0 1.6 2.5 2.0 1.6 1.6 \n",
"2021-07-13 17.8 0 0 1.0 1.0 1.1 1.1 0.9 1.1 1.1 \n",
"2021-07-14 15.9 0 0 0.7 0.6 0.6 0.6 0.5 0.6 0.6 \n",
"2021-07-15 17.3 0 0 1.8 1.9 1.8 2.2 1.8 1.8 1.8 \n",
"2021-07-16 17.1 0 0 1.6 1.3 1.0 1.5 1.4 1.0 1.0 \n",
"\n",
" BFWLS BFWSL eor \n",
"Datum \n",
"2021-07-01 69 77 eor ... \n",
"2021-07-02 66 76 eor ... \n",
"2021-07-03 63 74 eor ... \n",
"2021-07-04 75 80 eor ... \n",
"2021-07-05 74 80 eor ... \n",
"2021-07-06 75 80 eor ... \n",
"2021-07-07 72 79 eor ... \n",
"2021-07-08 97 93 eor ... \n",
"2021-07-09 96 93 eor ... \n",
"2021-07-10 94 92 eor ... \n",
"2021-07-11 92 91 eor ... \n",
"2021-07-12 90 90 eor ... \n",
"2021-07-13 111 102 eor ... \n",
"2021-07-14 183 121 eor ... \n",
"2021-07-15 159 117 eor ... \n",
"2021-07-16 142 113 eor ... "
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"soil =pd.read_csv(r\"derived_germany_soil_daily_recent_3660.txt\\derived_germany__soil__daily__recent__3660.txt\",sep=\";\",index_col=1,\n",
" na_values= \"-999\",); # header=0,sep=\\\";\\\",\\n\", ,usecols=[2,3], parse_dates=[\"MESS_DATUM\"]\n",
"soil.index = pd.to_datetime(soil.index, format=\"%Y%m%d\") # -%M-\n",
"soil.loc[\"July 2021\"].head(16)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "7ad0f88e",
"metadata": {},
"outputs": [],
"source": [
"soilmoisture= soil[[\"BF10\" ,\"BF20\",\"BF30\",\"BF40\",\"BF50\",\"BF60\"]]\n",
"soilmoisture60= soil[[\"BF60\"]]"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "fe3fb1af",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
":1: 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: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" soilmoisture[\"BFSUM\"]= soilmoisture[\"BF10\"]+soilmoisture[\"BF20\"]+soilmoisture[\"BF30\"]+soilmoisture[\"BF40\"]+soilmoisture[\"BF50\"]+soilmoisture[\"BF60\"]\n"
]
}
],
"source": [
"soilmoisture[\"BFSUM\"]= soilmoisture[\"BF10\"]+soilmoisture[\"BF20\"]+soilmoisture[\"BF30\"]+soilmoisture[\"BF40\"]+soilmoisture[\"BF50\"]+soilmoisture[\"BF60\"]"
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "54429da4",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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ffqkffvhB3377rfm7Czp9fgrTXiebzabBgwdrxYoVqlKliho0aKDdu3dr8eLF+v333zV9+nS3oExaWpqGDBmiNWvWKCAgQI0aNVJmZqa+/PJLrV27tsAP8j/++GO9/fbbkqSaNWuqVq1aSkhI0OLFi7V48WK99NJLbg+Ujxw5ov79++vgwYMKCQlR7dq1Vb16dR08eFDr1q3TunXrtGXLFo+B0GPHjqlPnz5KTExUTEyM6tatq127dumbb77R77//ru+//17ly5c3p9+3b58eeughJSQkKDQ0VI0aNdLRo0c1duxYtW3bNtfyb7/9di1cuFC//PKLXnjhBQUGBrqNd2bYhYWFXfDclpfCnjtfeOEFzZ49W5JUo0YNWa1WJSUlae/evdq7d69+/vlnzZs3L9d5yDAMPfPMM/rhhx9UvXp11a5dW3v27NHcuXPNF4Ief/xxBQUFqW7dujp8+LA2bdqkIUOG6Msvv1S7du0u+rdlZ2fr/vvv186dO1WrVi3Vq1dPu3bt0sSJE7Vo0SJ98cUXKleunDl9Qc81znNDXFycgoKC1KJFC0lShw4dFBYWpiNHjig+Pl5169Y117Fu3TrZbDbzs2uZXknmCynXXXedOWzOnDl66aWXZLPZVK5cOVmtViUmJurnn3/WwoUL9eqrr+ZazqFDh/Twww9r//795rZ0OBzauHGjNm7cqIULF+qDDz7IdfxKOQ/aZ8yYYZ5HkpOTtW3bNr322mvat2+fXnzxxQtue+eD40qVKuV5zq1Ro4YkeXxQ7klJPlbzExcXJ0nmNXzZsmX65ZdflJCQoMqVK6tHjx668cYb3crPJiYmmi9U1axZ0+NynV0pFOQh/auvvqqvv/5akhQdHa1GjRpp3759+uabb/Tbb79p1qxZio6Odptn6dKl+v777xUcHKy6devq4MGD2rBhgwYNGqQPP/xQb7/9tnbt2mX+PQ4cOKApU6YoKSlJY8eOvah2JSUl6aGHHlJcXJyCg4PVqFEjnTp1Sv/+9789BtWcCnNsSDnnvccee0wrVqxQVFSUGjRooLi4OH344YdatGiRPv/8c1WrVk1STpAlISFBCQkJqlixourXry+r1ZprmUOGDNGGDRtUrVo11atXT/v27dOvv/6qZcuWafr06XkG0wvCG8emlBPYX7x4sebOnas+ffooKSlJv/32m4KDg83z2LJly7R+/XqNHj1aZcuWLXLbne3/z3/+ozJlyqhBgwY6cuSIFi5cqCVLluhf//qXbrrppgsuY8WKFRo2bJgyMjJUrlw51a5dW5mZmTp48KB+/fVXLV68WG+99ZZuvfXWXPNe7D1r9erV1aZNG23YsEGS1KRJE4WGhrpdL7xp/vz5eu655+RwOBQdHa3GjRsrKSlJK1as0IoVK7Rly5ZcAccPPvhAkyZNkpRznrVarTp48KC+++47/fTTT5o0aZK6dOmS5zxVq1ZVw4YNdfLkSR06dEjffvutfvrpJ82aNUv169fP1cZPPvlEf/75p8qVK6dGjRpp//79mj9/vhYuXKgPP/xQ11xzzQV/Z1GuS666dOmijz/+2GM/za7ni7Vr16p27drmd+fxUrFiRfN4LOh1pW7dumrWrJn54kDr1q1lsVhUpkwZSTn3OKNHj9a3335rbmfneXb69On68ccf9fHHH6t58+a52r5w4UJt2rRJMTExiomJUVpa2kXdswMA4DMGAADIZfjw4YbVajXGjBljZGVlmcO3bt1qdOjQwbBarcbcuXPN4atXrzZiY2ON2NhYY8qUKUZ2drZhGIbhcDiMuXPnGs2aNTOsVqvx7bffmvMcPHjQsFqthtVqNVJSUszh3bp1M6xWq/Hbb79dVFsfeOABczmvv/66kZmZaRiGYSQmJhqdO3c2rFar0bhxY+OOO+4wDhw4YLbr9ddfN6xWq9G+fXvD4XCYy3vvvfcMq9VqXHnllW5tSE9PN8aNG2dYrVajefPmxs6dO81x3333nWG1Wo3evXubw5YsWWJYrVbjhhtuMBISEszhZ8+eNYYOHWpYrVajf//+Hn/L9OnT3YZPnjzZsFqtxvDhwz1ugwkTJhhWq9X45z//aQ5z3b433HCDkZSUZBiGYZw8edL8vYMHDzasVqtxzz33GPv37zfnPXLkiHHfffcZVqvVeOyxx/Lb/B7X5/r3dNq5c6c53tU///lPc/igQYOM48ePm+O++OILc9zmzZvN4UlJSUabNm0Mq9Vq/Otf/zL3t5SUFOPJJ58053nggQfc1uX8m990003G1q1bzeEnTpwwHn/8cfNvaLfbPbbv888/N4cnJydfcJsMGjTIsFqtxp133mkcOXLEHL5gwQKjRYsW5nJXr1590ev78ssvDavValx99dXG9u3b3db3008/GY0bNzasVqvx448/msNnzJhhWK1Wo2/fvsbJkyfdtuPdd99tWK1WY+TIkYWePj+Faa/rvtSqVSu3cUePHjVuvvlmw2q1Go888ojb8v71r38ZVqvV6NatmxEXF2cOX7lypXHllVd63N55OXnypNG0aVOjefPmxtq1a83hNpvN+PDDD822paWlmeOc+9D999/vtn9kZmaax2hsbKxx7Ngxc5zz3OE8Tv/++29z3IYNG4yWLVsaVqvV+Pjjj83hDofDuOeeewyr1Wo8/PDD5t/IbrcbU6dONWJjY3Mda1lZWea5e/ny5bl+7yeffGJYrVbj2WefveC2yetYL8y5c/Hixea2XLVqldt61qxZY7Rq1SrX7zcMw1x/kyZN3K5Fa9euNX9/48aNjaefftpITU01DCPn/ODcbsOGDbvg7zSMnGubc10tW7Y0Fi1aZI6Li4szr1cvvfSS23yFOdc419W+fXu3ZQ0ZMsSwWq3GV1995TZ87NixZtu6du3qNu7IkSOG1Wo1OnfubA7bvHmz0aRJE6NJkybGjBkzzHU7HA7j22+/NZo2bWo0adLE+Ouvv8x5bDabcccddxhWq9UYMmSI2/l5165dxk033WTeK7hyvS6PHDnSOHv2rLk857FwxRVXGEePHs1n6+f4+eefDavVavTs2TPPaaZPn+7xnJ+Xknys5ueJJ54wrFarMWXKFPM+4vz/HnnkEbfz0l9//WVYrVajWbNmeS73t99+M8+dF8O5LVq1amUsWLDAHJ6cnGz069fPsFqtxoABA8zhrte14cOHm/vD2bNnzf2rcePGRrdu3dyOl6lTp5r7iuu16GK20R133GEcPnzYHP7f//7XaNq0qdmOgwcPmuMKc2y4ngcbN25sTJ8+3by3OnjwoHHrrbcaVqvVePzxx93al9f9nOvymjdvbnz//ffm8hITE83lDRw48KK2Q17naW8em4aRs+83adLEiI2NNW699Va3ezPnNuzdu7fRrVs38/68KFzb//DDDxsnTpwwDCPnGue8zrRq1cqt/Z62eWZmptGpUyfDarUa48aNc2vb8ePHjQEDBpjncFeFuWc1jHPXLNfrX34Kc09tt9uNq6++Otc9lWEYxty5c43Y2FijcePGbvv+ggULDKvVarRp08ZtnqysLOP99983x7keS9u3bzcaN25sXHHFFcb8+fPd1rN9+3bz314vv/yy2zjn9dJqtRqjRo0y0tPTDcMwjLS0NOPZZ581rFar0bFjR+PMmTPmPM7tPWHCBHNYYa9LnthsNqNdu3aG1Wo1du/e7Tbu9ttvN9v73HPP5dqeVqvVePrpp81hhbmu5Pd3/uyzzwyr1Wp06tTJWLlypTk8NTXVeOWVVwyr1Wp06dLFPIYN49y+brVajbFjx5rnkIv5NwsAAL5EOWIAADxwZlv06dPHLVuvSZMmGj58uHr27Gm+qSvlvBFtGIbuueceDR482OyLzGKx6I477tDTTz8tSZo8efJFl4gqqLp162rUqFHmW89RUVG64447JOVkKrz11lvmW8AWi0WPPPKIpJxs0ISEBEk5mXSfffaZJOm1115zKwEZGhqqkSNH6vrrr1dmZqY++OCDfNvj3IadO3d2ywaJiIjQyJEj1alTJzVq1MgLv/zCHn74YUVGRkqSKlasKIvFoi1btmjJkiWqVKmSPvjgA7c3vKtXr67JkycrLCxMixcv1o4dO3zexooVK2rSpEmqUqWKOax///5muzZt2mQO/89//qOUlBS1b99ezzzzjLm/hYeHa8KECapTp06u5R89elTffPONgoOD9d5776lJkybmuEqVKumtt95SjRo1tHXrVv3222+55o+KitKDDz5ofq9cuXK+v2fbtm1aunSpwsLC9P7777tlNd9www169tln850/r/WtXr1agYGBGj58uBo3buw2z0033aQOHTpIkltZt507d5rrrVixojk8MjJSzz//vLp06WJmQhVm+vwUpr2uHnvsMd18883m92rVqmnQoEGSpM2bN5vDMzMzNX36dEnS+PHj3Y6tjh07auTIkRfVXqf4+HhlZ2erXr16bhmTgYGBGjJkiJlxdurUKXP9mzdvlsVi0auvvuq2f4SEhOiZZ55RSEiIDMPQ3r17Pa7zzTffVNOmTc3vrVu31i233JLrt65fv14bN25U+fLl9e6775p/o4CAAD388MO6/fbbcy07ODjYXNaPP/6Ya/x///tfSfI478Uo7Llz5cqVCg4O1gMPPKCrrrrKbZnt27c3//Z57R+9e/c2z/OS1K5dOzM7ulq1apowYYLCwsIk5Zwf+vbtKymnlHlBPfvss+revbv5vVGjRnrzzTcl5WTRnThxQlLRzzXn69q1qyTlyuJbtWqVypYtqyuuuEJHjhxxK2HozIJ1zitJ77//vpldfv/995t9OFosFt1111168MEHZbPZNGXKFHOeRYsWadu2bapXr54mTpzodn5u2LChJk6cqICAAP3nP/8xS5C6atiwocaOHWtmsAYGBurJJ59UaGio7HZ7nmXFXTnLPYeGhuY5jfN+JK/S0K5K+rGaH2dZ0s8//1xLly7V008/rZUrV2rTpk2aOHGiKlWqpOXLl7tl8DqzYPPbfs5xF7P9JOmjjz6SlHNMuGa2V65cWW+99ZaCgoK0evXqXKXrK1SooHHjxpn7Q0REhHlMOhwOvfLKK27HS//+/RUSEiK73a5du3ZdsF2HDx/WTz/9pMDAQE2aNMnMkJZyysA6rx3nK8yx4ap///564IEHzAzkmjVr6t///rcCAwO1cOHCPPejvAwePFi33367ubyoqCg99thjkqSNGzcWaFl58caxKeXs+x9//LGaNGmiffv2qXz58nr66afN+/5ffvlFW7du1eOPP27enzscDiUmJha6mwAp5z71vffeMyskBAcHa+TIkWrfvr3S0tLcut3w5O+//1ZaWpqioqL03HPPuWVMVqlSRcOGDZOUk8nuqTxzQe5Zi0tycrKSkpJUoUKFXJnAd9xxh+6++27dcsstbtt98uTJkqRRo0a53WsFBwdr6NChuummm5SSkqJp06aZ41auXKmgoCDdeOONubKEGzdurHvuuUdS3tftFi1a6PXXXzfPO2XLltW4ceNUv359JScnX7BLhKJel1wFBgbq2muvlSS3bNgTJ05ox44datWqlQICArRu3Tq3+ZzVXZyVJrxxXXGVmZlpnm/+9a9/qWPHjua4sLAwvfzyy2rZsqUSEhL03Xff5Zo/ODhY//jHP8xzyIX+zQIAgK8RhAUAwAPnQ4RXXnlFa9euNUseStL999+vyZMnm//AT01NNfvDue+++zwu75577lFISIiOHTtm9k3mbddee6354MzJ+QCuevXqZvk+J2dQUjr3YHP9+vVKTU1V5cqVdeONN3pcj7P/ruXLl+cbUHYGfL/77jvNmjVLJ0+eNMfVrFlTU6dOvehyb0XlqR+9xYsXS8oJUHn6x3lkZKT5j/4L9bPqDe3bt/f4kLhevXqS5PbQyNl/3G233ZZr+pCQEI/Dly9fruzsbDVp0iTXviDlPMR3Blg8/d6WLVu6lXi8EGdwpWvXrmYpQld33nlnvmXS8lrf+++/r82bN+vOO+/MNc5utys8PFyS3Pptdh7Pn376qX766Se3bel8gOp84FiY6fNTmPa6Or8EnuR5n1i3bp0yMjIUHR1tBnZd3XrrrfkGIc4XExOjwMBA7dixQ2+99ZYOHjzoNv7f//63xo8fbwbXy5Qpo+XLl2vTpk0e96/MzEyzfzxPgY6KFSua/TJe6Lc6H/516dLFreypk6dtLZ0LsC5atMitv+e4uDjt3LlT1apVc3vQVxCFPXe++OKL2rx5s4YPH+5xHmfpyrz2j86dO+ca5nxBoEOHDuYLGk7Oh7UF7Yc8JCQkV5/fktS2bVvVqVNH2dnZZh9/RT3XnM95DKxZs8YMBiQnJ2vXrl1q06aNWX7d9SHx+Q+IMzIy9Mcff0iSGSw8n/Nh+sqVK81rvvM60b17d7cXr5ysVqusVquys7M9lnq99tprc53HQkJCzLK4FxOEOb90tifG//qjvJhzdGk4VvPiPG5Pnjypf/zjHxo0aJAiIyNVtmxZ3XTTTXrnnXckSXPnzjUDIOffF3ni3K8uZvvFx8crPj5eQUFBbi9AOFWrVk1z587VqlWrzH5pndq0aZOrpLTzPi0oKCjXixhBQUFm4PpijlnnvUHLli3dXixz8rS9C3tsuPLUr2udOnXUvn17SSpwP9SuL3s4NWzYUFLO/uWpDQXljWPT6ZprrtGcOXP0999/a8mSJRo0aJAsFovsdrsmT56s+vXru11/OnfurC5duqhdu3YaNmyY+TJTQfzf//2f+YKNK+ffeMmSJfnO36ZNG/35559auHChx3OM89rjcDjcrpdOBblnLS6VKlVSuXLldPr0aY0aNSrXiwuvvfaa3nrrLfOFuAMHDmjXrl0KCAhwC8C6cu77rteqhx9+WH/99ZcmTJjgcZ4LXbfvueeeXOeloKAg897ded7MS1GvS+dz3kesXLnSHLZmzRoZhqFu3bqpYcOGOnz4sA4fPiwpZ5/4448/FBwcbAZwi3pdOd+GDRt06tQpValSJdd50cn5N/N0H2G1Ws37awAASgL6hAUAwINhw4Zp9erV2rRpk/r166dy5crpqquuUufOnXXddde5vXV88OBB2Ww2s+8tT8qWLav69etrx44dio+PN/uJ8iZPgS5nFq+nIKNrhq/zAW58fLwkKTY2Ns8Hl87sl9TUVCUlJeV6yOh0/fXXq2XLltq8ebNefPFFjR49Ws2bN1enTp3UrVs3j334+ErVqlVzDXM+oF2/fr2ZiXI+Z2bVvn37fNe4/8lrOzofcrlmIjj/Tp4edEjKlXEpnfu9+/fvz/P3Hj9+XJLn3+tpG+bH+aZ7bGysx/GhoaGqV6+emXVakPUFBwfr9OnTWr9+vfbu3auDBw9q37592rZtm/ngz7lPS9Jdd92lmTNn6sCBA3ryyScVHBys1q1b69prr9V1111nPtwt7PQXUtD2uvK0Xzj3CdeXIJx9Gea1Tzj7vbvYrO6qVauqX79+mjZtmj755BN98sknqlu3rjp16qQuXbqoY8eOHvv0DQ0N1aFDh7Rx40bt379fhw4d0q5du7Rz506zT1pPWTWezl95/Vbn/p/X3yGvfa5FixZq0KCB9uzZo6VLl6pnz56SzmXB3nrrrRcVsPGkKOfOwMBAZWZmavXq1dqzZ48OHjyo/fv3a+vWrebLKwXZP/I77zuDsnktLy9169bNsy/Dhg0bav/+/eZ5o6jnmvNFR0crNjZWO3fu1NatW9W8eXPzAXGHDh0UExOjGTNmaO3aterdu7dsNpuZJet8eLt//35z/xs1apTHv5Fzv0xLS9PRo0cVExNj/pZffvlFf/75p8f2JSYm5vlb8jqvOx+cezoWzufc7p4CIU5ZWVluy70YJflYza/NUk4m1IABA3KNv/rqq9W8eXOz0kWDBg3MQJW3tp+z392YmBiPQTBJHvs5lfI/XiMiIjy+mOQcfzHH7IW2d40aNVSuXDmdPXvWHFbYY8OpYsWKefa126hRI61atapAfe1Knvcx122dmZmZ6wWTgvLGsXkhc+fO1d69ezVx4kQFBgbq4MGDevLJJ1W5cmW9/PLL2r9/v7744gudPn36gpmr52vWrJnH4c5972L7hw4NDdXWrVu1bds2HThwQAcOHFBcXJzb+czTtijIPWtxCQoK0ogRIzR27FjNmTNHc+bMUfXq1XXNNdeoS5cuuvbaa92uY7t375Z0LjPfE2fAcP/+/TIMwwzcO/+/atUq7d6929x227Zt07FjxyTlvQ2uuOIKj8Od/4a80HWxqNel8zlf4l27dq3sdrsCAwPN4G2HDh105MgRxcXFad26dYqJidHff/+tkydPqkOHDrn69i3sdeV8zr9NWlpanvcRp0+fzvM3FvTfLAAA+BpBWAAAPGjZsqXmzp2rDz/8UL/99pvOnj2rRYsWadGiRXrllVd088036+WXX1a5cuXM7ISyZcvm+wDf+QCpoBlIFyuvh4EF4Wxbfm8Pu64nJSUlzwcxISEh+vLLL/XZZ5/p+++/1/79+7V582Zt3rxZ77//vho1aqRXX33VzGLyJU8PVp3Br2PHjpkPTPLi+sDSVzwFtFy5PoB1tj2vv/n5D0Vc5zl16pQ2bNiQ77o8ZTAU5OG+cz2S8gzcSPnvZ3mtLzMzU++8845mzpzplmUQHh6u1q1bKykpKVegsUKFCpo9e7amTJmiH3/8UUePHtXatWu1du1avf3222rdurXGjBljPrgu6PT5KUx7XV1ov3By7qP5bW9PmWj5GTlypJo2baqvv/5amzZtMjPAZsyYoUqVKumpp57S3XffbU5/5MgRjR07VosXL3bbX6tWraqePXvq999/Nx+ane9if6d0bv/M67eWK1dOFovFY9Di9ttv1zvvvKMffvhBPXv2lGEY+uGHH8xxhVXYc6fD4dBHH32kadOmuWVDlSlTRi1atJDD4cjzIauU/9+7IJnrF3Ixv8v5sLqo5xpPunbtqp07d2rVqlVq3ry5WTaxQ4cOZiahMxN2w4YNSklJ0XXXXWeeR1zXczFlMp3Hk3O+gwcP5soGz2seVwU5r+fFmQmZ17EjnTvfXmzJxdJwrOY1vSTVr18/z0oKjRo10pYtW8yXqJzbLzMzUxkZGR6z9wqy/ZzTFuaeyxv3afm50PaWcq4DrvtqYY8NJ2d2myfO80ZB76Hyq5LhLd44NvOTlZWl999/X02aNDGrI3zxxRfKzs7W+PHjdc0110iSEhIStGDBAm3atMlj1Za85HU9d27zjIwMZWdn5/s7161bp/Hjx7tV6LFYLKpTp4569eplvqDkia+3X2H1799fderU0bRp07R27VolJCRo9uzZmj17tsLDw/XII49o6NChks7t+zab7YLXKofDodTUVDOT/ZtvvtEHH3zgVnI8ODhYV1xxhWJjY/PNZs3rPOAcnlcGrVNRr0vnq1y5slq2bKmNGzdqy5YtatWqlVavXq2wsDA1b95cR44c0cyZM7V27VrdcccdZuaps9KEU1GuK3n9xrS0tGL5NwsAAL5GEBYAgDw0aNBAb731lrKysrRp0yatWrVKy5Yt09atWzV//nylp6fr/fffdysn6nA48gzEXihwVhI425bfg3HXf9BfqNRTaGiohg4dqqFDh2rfvn1atWqV/vjjD/3+++/atWuXHnnkEf3yyy95BnLPl9dDnQs9sPDE+ZDyueee08CBAws8f348tfNi+5q7GOXLl1dycnKeAX1P63L+3vvvv1+jR4/2Wlvy4lxffi8dFOaFhFGjRumHH35QWFiYBg8erNatW6tBgwaqWbOmAgIC9PTTT3sMalaoUEH//Oc/9c9//lM7duzQ6tWr9fvvv2v16tXauHGjHnroIS1cuNBsd0Gn93Z7C8r5QDYtLS3PaQqzD95222267bbblJycrNWrV+uPP/7QkiVLdOLECb300kuqXLmyunfvrvT0dA0YMED79+9XzZo11bdvXzVr1kwNGjQwMxI6depUuB93ngv91szMzDzPFbfddpsmTpyoZcuWKSUlRTt27FBCQoJiY2M9ZpBfrMKeOydNmqQpU6YoKChIDzzwgNq3b69GjRqpdu3aCgoK0jvvvJNvELa45LdfOY9jZ4DMF+eaLl266KOPPtKqVas0aNAg8wFxs2bNFBQUpPr162vv3r1KSEgwH3679svr/PuEhYUVqE9J52+ZNGlSnmWmfa1+/fqScvroS09P93jOcZaJ9NQf+PlKy7HqibPUaX6cLx84MyWjoqIUFhamtLQ0HT582GO1gIJsvwuVGvWnwlwHCntsOOW3HZznQ2e/pZeTb775RkeOHNErr7xi7pPOYKdrsLV169ZasGCBGfy6WHldz53bPCIiIt9AaVxcnB5++GFlZWWpbdu2uv322xUbG6sGDRooIiJC+/btyzcIW5wKek/dpUsXdenSRWfPntWaNWu0cuVKLVmyREeOHNGkSZMUHh6uBx980Nz3GzVqZL6MdTG+/fZbvfzyy5JyXt7q0qWLGjVqpLp16yokJEQzZ87MNwib1zHjvJZe6IU5X1yXunTpoo0bN2rVqlWKjo5WfHy8OnXqpKCgILOs+Nq1ayWdK5fs2ue6t68rzt/YtWtXsw9uAABKM/qEBQDgPA6HQwcPHjT/sRkSEqL27dvrH//4h+bMmaOxY8dKkn799VelpqaqVq1aCgwMVHZ2tuLi4jwuMy0tzSyXdDEP+fzF+YBz586deZaLcj5EKlu2bJ5lCaWcPtv+/PNPnThxwlz2fffdp/fff1+LFi1S1apVlZaWpl9//fWC7XL2V+UsGXg+Z2nLgnD+HZxlcz3Ztm2btm/fflHZWq6l8Ty180LZtgXh/DvlFbzz9Jvq1q2b5zinPXv2aMuWLRf9pnp+nFmieR0TWVlZBS5RePToUf3444+SpI8++khPPfWUunXrptq1a5svPzhLsLk6fvy41qxZYz6Ybty4sQYMGKCpU6fq+++/V2hoqI4dO2b2aVnQ6b3d3sJwPXY9PbB0OBxmqcqLkZ6erm3btpll7yIjI3XLLbdo3LhxWrZsma6++mpJ50r5/vrrr9q/f78qVqyo2bNn65FHHtFVV11lPnzLzMwsVL93njh/6/bt2z2Od7bZk+rVq6t9+/bKzMzUihUrzL6Li5IF69qmgpw7s7Oz9eWXX0qSxowZo5deekk9e/ZU/fr1zfOJt/aPojp48GCefYA7z0POUoq+ONe0atVKFStW1IYNG3Tw4EEdOHBAV155pbmdnP0gr1mzRsuXL5fFYnF7QFyrVi0FBAQoLS0tz22akpKiNWvW6NChQ+YxdDHXiY0bNyouLs6rL9q4qly5smJiYmQYhjZv3uxxGufwi+nqoLQcq544f9+ePXvy3N7O64qzX3qLxWKWbs0r07Mg28+5fx8+fDjPNowePVqDBg0y7yOLy4W298mTJ5WcnOw2rLDHhtPx48d15swZj/M5uxsoaAn/0i4tLU0fffSR2rRp49avu3Pbu2b6OjMrC9qHqrNc6/mc5+MLbfPp06crKytLHTt21Jdffqm7775bLVu2NNvj72tPYe6ps7KyFBcXZ+7/5cqVU/fu3TV69GgtXrxYvXv3lnTuvsV5fj906FCe/75ISkrS+vXr3TJep06dKkkaPny43nzzTd1yyy2yWq3m3/VC2y6vezFnuy/0t/PFdcm5n65atco8bzmvq1WrVlWDBg108OBBbd++XX/99Zfq1atnngsl719XLuY+4tChQ9q0aVOucxoAACURQVgAAM5z/Phx9ejRQw8++KDbP7qdnMEHKSewER4ernbt2kmS/vOf/3hc5rfffqvs7GxVrFjR7BewJLryyisVERGhkydP6pdffvE4zVdffSVJuuqqq/Itv/zMM8/ovvvu0+zZs3ONi4qKMrN7XB/sO7MFzn/I5yx356nfn7Nnz5plKAvC+YB+4cKFZqD4/OUOGDBAd9xxh37++ecLLs/1zXVP7XQGe7zh+uuvlyR99913uQI+DodD8+bNyzWPa59Pnh5q2Gw2DR06VHfeeac+//xzr7Vx2bJlHh+Q/PDDDwUOWhw+fNjcN5o0aZJr/J49e8yH7DabzRzer18/9e/fX0uWLMk1T6NGjcw+np37YkGn93Z7C6Nt27aqUKGCkpOTtXjx4lzjf/311zwflHsyffp09e7dW+PGjcs1LiQkxCwj7tz/nJlkNWrU8Jj1NG/ePLM/sAtttwtx7lvLly/3eI6eO3duvvPfcccdknKOyWXLlikgIEC33nprkdpUmHPniRMnzEC/pz7ikpOTtXTpUklF3z+KKi0tTQsXLsw1fNmyZTpy5IjCw8PVtm1bSYU/1+R3PQkMDFSnTp2UkZGhjz/+WNK5B8Sun3/44Qft2LFDTZs2dXtJKCIiwmxfXtfpadOmqX///urfv7+5XzuvE99//73HPkUPHjyoBx54QL169SpUFuHF6tGjhyR5vJ5u2LBBe/bsUeXKlS8q06g0Havn69ixoypVqqT09HTNnDkz1/gdO3bozz//lMViUffu3c3h+W2/w4cPa9WqVQoODtZNN910wTY0bNhQ1atXV3Z2tsfsuZMnT2r+/PlatmyZx64BfKlbt24KDAzU33//7TEQ+/333+caVthjw8kwDI/L3bt3r9avX6+AgAC3sqV53eddSr744gslJSXpySefdBvuLI3tGkB0fi5otvC8efNybUPDMMx93HX/98R5HoiNjTVfdHTleqwU9TwgFfzvXph76kWLFqlXr156+umnc60nICDA7CPcuQ83bNhQMTExSk9P93jfLElvv/227r//fre/pXPbebpuZ2RkmC/f5bXdPB0vGRkZ5nDXKg6e+OK61KRJE1WrVk0bN27UH3/8IUnm9pLOXWPfeecdORyOXG0s7HXF9brv+jdr27atwsLCdODAAa1cudJjm1944QXdc889mjBhwkX9RgAA/IkgLAAA54mKilL79u3lcDj0zDPPuD04TElJ0dtvvy0pp4SY8wHb0KFDFRAQoJkzZ+rjjz82H5g7H0455xkxYkSB+lMrbuHh4XrooYck5WRyOAMAUs5bzOPHj9dvv/2m4OBgjRgxIt9l9erVS5L04YcfasWKFW7jfv75Z/35558KCAhwe2jsLA125MgRt+lbt24tKSfDZdq0aebwpKQkPfHEE4XK3OzQoYPatWunM2fOaPDgwW5ZmUePHtXQoUN1+vRpVa1a1fwt+QkLC1NsbKyknIcUztKjNptNX375ZYEfNufn7rvvVlRUlLZu3aqXXnrJDGZmZmbqlVde8fjwtXbt2urVq5fsdruGDBni1gfY6dOn9eyzzyo+Pl5hYWHq27dvkdvYokULderUSWlpaXr88cfdjqM//vjDY3DvQurUqWM+sPnoo4/cHuSsWbNGjz76qHnsuT6YcgbYxo8fry1btpjDHQ6HvvjiCx06dEhhYWFmYLGg03u7vYURHBysxx57TJL04osvuvWhtWnTJr3yyisFWt5NN92kwMBArVixQp9++qlbEDAuLs4MgHTu3FnSuayFnTt3uj0czc7O1qxZs9z+3kX9rc2aNVO3bt2Unp6uxx9/3C3rZNasWfr666/znf+GG25QWFiYFi1apN27d6tjx44XXRI9L4U5d0ZGRpoPmj/77DO3TJzt27dr4MCB5rmtqNvMG1555RW3/Wrz5s0aOXKkJOmhhx4yM6gKe65xLens6ZzuzNRxnkvPD8JaLBaPpYidhg4dKovFok8++URffvmleTw6r9NTpkyRJD344INmUOLWW29V3bp1tX//fg0fPtyt6kJ8fLyGDh0qm82mK664Qh07dry4DVkIDz74oEJDQzV//nxNmzbNfFi9Z88ePfvss5Jy+kL01N/p+UrTsXq+oKAg/eMf/5CUExyZP3++uS0OHz6s5557ToZh6LbbblNMTIw5X58+fVS1alVt2LBBEyZMMM9nR48e1fDhw5Wdna077rgj3+oeThaLRYMGDZIkTZgwwe3+5sSJE3rmmWeUlpamDh06eAzS+FJkZKTuu+8+STn3m66ZxkuWLNGkSZM8zleYY8PVu+++63bOcx4vDodDffv2dduuzlLs59/nXSpOnz6tzz77TJ06dTLLuDq1adNGksz9/uzZs2bAzvky58XaunWrXnnlFfMYzcrK0pgxY/Tnn3+qatWqF7yPc54HfvrpJ7f739OnT2vcuHFuLxh44/qT1/19ftMX9J66a9euCg8P1549ezRu3Di3sr+HDx82M1id9y0Wi8XsH3bcuHHm38K5nk8//VRz5syRJD388MPmOOe2mzFjhlsG84EDBzRkyBBze+a13ZYtW6ZJkyaZ56GzZ8/qqaee0uHDh1WvXj3dcsst+W4bX12XunTpoqysLP3444+KiIhwe2nYGZB19gd7/jW2sNcV1y56XPeNiIgIDRgwQFLOS72ugdiMjAyNGzdOq1evVmBgoB588MGL/o0AAPgLfcICAODB2LFjdeedd2rt2rW6/vrrVbt2bQUHB+vAgQNKS0tTxYoV9frrr5vTd+jQQS+88ILGjh2rt99+W1OnTlXt2rWVkJBg/uP4wQcf1P333++vn3TRHnvsMe3du1c//vijBg8erBo1aigyMlJ79+5VamqqypYtqzFjxnjM7HN1++2367ffftOCBQs0cOBARUdHq0qVKjp27Jj55v9TTz1lZsRKOW/kL1myRF988YVWrVqlm266SYMHD1aTJk10ww03aOHChRo/fry++OILVahQQbt371ZQUJAGDhxoPlwpiLffflsDBw7UX3/9pZ49e6phw4YKCAjQ3r17lZ2drYiICH3yyScX9WBbynnoOXz4cK1fv15dunRR3bp1lZCQoBMnTujBBx/UnDlz3PqFLKyIiAi9++67Gjx4sGbPnq2FCxeqTp062r9/v86cOaNu3bp5zOIcPXq0jhw5onXr1qlPnz6qW7euwsLCtG/fPqWnpys4OFiTJ08uckDKady4cerbt682bNig66+/XlarVSkpKdq/f79iY2PN7ezpoa4nkZGRuv/++zV9+nR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"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 347,
"width": 944
}
},
"output_type": "display_data"
}
],
"source": [
"soilmoisture60.plot( figsize=(16,5), grid=True, title=\"soil moisture under grass and sandy loam between 0 and 60 cm depth in % plant useable water\"); # .loc[\"28 June 2021\":\"18 July 2021\"]"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "67e3c5e7",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {
"image/png": {
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}
},
"output_type": "display_data"
}
],
"source": [
"soilmoisture[\"BFSUM\"].plot( figsize=(16,5), grid=True, title=\"soil moisture under grass and sandy loam between 0 and 60 cm depth in % plant useable water\"); # .loc[\"28 June 2021\":\"18 July 2021\"]"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "4d48bd2e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"731"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"soilmoisture[\"BFSUM\"].max()"
]
},
{
"cell_type": "markdown",
"id": "07a9c47d",
"metadata": {},
"source": [
"The soil was at 13-07-2021 up till 60 cm deep full of water. "
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "e3cd4fbe",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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3+pa0p7wGGo0Gc+fOxf79++Hm5oaQkBAkJydjx44d2LdvH9atW2cUvKhUKjz66KM4fPgwpFIpwsLCUF9fj7Vr1+LIkSNmv6xfvXo13n//fQCAn58f/P39kZeXhx07dmDHjh145ZVXjF4a5+bmYsaMGcjKyoKFhQUCAgLg7e2NrKwsHD16FEePHsWZM2dMhp2FhYWYOnUq8vPz4evri8DAQCQlJeH777/Hvn378Ouvv8LBwUGcPi0tDQ899BDy8vJgZWWFsLAwFBQUYNGiRYiJiWmy/EmTJmHbtm3466+/8H//93+QyWRG4w015WxsbFq9tjWnvdfO//u//8OGDRsAAD4+PlAqlSguLkZqaipSU1Px559/YtOmTU2uQ4Ig4Nlnn8Xvv/8Ob29vBAQEICUlBb/88ov40c/jjz8OuVyOwMBA5OTk4OTJk3j00Uexdu1a9O/fv83bplarcf/99yMhIQH+/v4ICgpCUlISli1bhu3bt+Prr7+Gvb29OL251xrDtSExMRFyuRy9e/cGAAwcOBA2NjbIzc1Feno6AgMDxXUcPXoUGo1G/O/GTeoCED86GT16tDhs48aNeOWVV6DRaGBvbw+lUon8/Hz8+eef2LZtG/773/82WU52djZmzZqFjIwMcV/qdDqcOHECJ06cwLZt2/Dxxx83OX8B/cv09evXi9eRkpISnD9/Hm+88QbS0tLw8ssvt7rvDS+HnZ2dm73m+vj4AIDJl+GmdOVztSWJiYkAIN7D9+zZg7/++gt5eXlwcXHB2LFjcdtttxk1FZufny9+NOXn52dyuYZuD8x5Ef/f//4X3377LQDAy8sLYWFhSEtLw/fff4+dO3fip59+gpeXl9E8u3fvxq+//gqFQoHAwEBkZWXh+PHjmDNnDlatWoX3338fSUlJ4u+RmZmJTz75BMXFxVi0aFGbylVcXIyHHnoIiYmJUCgUCAsLQ3l5Of73v/+ZDM4M2nNuAPrr3mOPPYb9+/fD09MTISEhSExMxKpVq7B9+3Z89dVX8PDwAKAPUvLy8pCXlwcnJycEBwdDqVQ2Weajjz6K48ePw8PDA0FBQUhLS8Pff/+NPXv2YN26dc0G5uboiHMT0If3O3bswC+//IKpU6eiuLgYO3fuhEKhEK9je/bswbFjx/Dqq6/C2tr6qstuKP93330HS0tLhISEIDc3F9u2bcOuXbvw7rvvYvz48a0uY//+/Zg/fz7q6upgb2+PgIAA1NfXIysrC3///Td27NiB9957DxMmTGgyb1ufWb29vdG3b18cP34cABAREQErKyuj+0VH2rx5M55//nnodDp4eXmhe/fuKC4uxv79+7F//36cOXOmSaj48ccfY/ny5QD011mlUomsrCz8/PPP2LJlC5YvX44RI0Y0O4+7uztCQ0NRVlaG7Oxs/Pjjj9iyZQt++uknBAcHNynjZ599hvj4eNjb2yMsLAwZGRnYvHkztm3bhlWrVmHo0KGtbufV3JcaGzFiBFavXm2y3+TG14sjR44gICBA/LfhfHFychLPR3PvK4GBgejVq5f4cUCfPn0gkUhgaWkJQP+M8+qrr+LHH38U97PhOrtu3Tr88ccfWL16NSIjI5uUfdu2bTh58iR8fX3h6+sLlUrVpmd2IiKiqyIQERFREwsWLBCUSqXw1ltvCQ0NDeLwc+fOCQMHDhSUSqXwyy+/iMPj4uKE8PBwITw8XPjkk08EtVotCIIg6HQ64ZdffhF69eolKJVK4ccffxTnycrKEpRKpaBUKoXq6mpx+KhRowSlUins3LmzTWV94IEHxOW8+eabQn19vSAIgpCfny8MHz5cUCqVQvfu3YXJkycLmZmZYrnefPNNQalUCgMGDBB0Op24vI8++khQKpVCv379jMpQW1srLF68WFAqlUJkZKSQkJAgjvv5558FpVIpTJkyRRy2a9cuQalUCrfeequQl5cnDq+qqhLmzZsnKJVKYcaMGSa3Zd26dUbDV6xYISiVSmHBggUm98HSpUsFpVIpvPDCC+Kwxvv31ltvFYqLiwVBEISysjJxe+fOnSsolUrhnnvuETIyMsR5c3Nzhfvuu09QKpXCY4891tLuN7m+xr+nQUJCgji+sRdeeEEcPmfOHKGoqEgc9/XXX4vjTp06JQ4vLi4W+vbtKyiVSuHdd98Vj7fq6mrhqaeeEud54IEHjNZl+M3Hjx8vnDt3ThxeWloqPP744+JvqNVqTZbvq6++EoeXlJS0uk/mzJkjKJVK4a677hJyc3PF4Vu3bhV69+4tLjcuLq7N61u7dq2gVCqFIUOGCBcuXDBa35YtW4Tu3bsLSqVS+OOPP8Th69evF5RKpTBt2jShrKzMaD/efffdglKpFBYuXNju6VvSnvI2Ppaio6ONxhUUFAi33367oFQqhYcffthoee+++66gVCqFUaNGCYmJieLwgwcPCv369TO5v5tTVlYm9OzZU4iMjBSOHDkiDtdoNMKqVavEsqlUKnGc4Ri6//77jY6P+vp68RwNDw8XCgsLxXGGa4fhPD179qw47vjx40JUVJSgVCqF1atXi8N1Op1wzz33CEqlUpg1a5b4G2m1WuGLL74QwsPDm5xrDQ0N4rV77969Tbb3s88+E5RKpfDcc8+1um+aO9fbc+3csWOHuC8PHTpktJ7Dhw8L0dHRTbZfEARx/REREUb3oiNHjojb3717d+GZZ54RampqBEHQXx8M+23+/Pmtbqcg6O9thnVFRUUJ27dvF8clJiaK96tXXnnFaL72XGsM6xowYIDRsh599FFBqVQK33zzjdHwRYsWiWUbOXKk0bjc3FxBqVQKw4cPF4edOnVKiIiIECIiIoT169eL69bpdMKPP/4o9OzZU4iIiBBOnz4tzqPRaITJkycLSqVSePTRR42uz0lJScL48ePFZ4XGGt+XFy5cKFRVVYnLM5wLPXr0EAoKClrY+3p//vmnoFQqhXHjxjU7zbp160xe85vTlc/VlvznP/8RlEql8Mknn4jPEVf+7+GHHza6Lp0+fVpQKpVCr169ml3uzp07xWtnWxj2RXR0tLB161ZxeElJiTB9+nRBqVQKM2fOFIc3vq8tWLBAPB6qqqrE46t79+7CqFGjjM6XL774QjxWGt+L2rKPJk+eLOTk5IjDf/vtN6Fnz55iObKyssRx7Tk3Gl8Hu3fvLqxbt058tsrKyhImTJggKJVK4fHHHzcqX3PPc42XFxkZKfz666/i8vLz88XlzZ49u037obnrdEeem4KgP/YjIiKE8PBwYcKECUbPZoZ9OGXKFGHUqFHi8/nVaFz+WbNmCaWlpYIg6O9xhvtMdHS0UflN7fP6+nohNjZWUCqVwuLFi43KVlRUJMycOVO8hjfWnmdWQbh8z2p8/2tJe56ptVqtMGTIkCbPVIIgCL/88osQHh4udO/e3ejY37p1q6BUKoW+ffsazdPQ0CCsXLlSHNf4XLpw4YLQvXt3oUePHsLmzZuN1nPhwgXxb6/XXnvNaJzhfqlUKoWXXnpJqK2tFQRBEFQqlfDcc88JSqVSGDx4sFBZWSnOY9jfS5cuFYe1975kikajEfr37y8olUohOTnZaNykSZPE8j7//PNN9qdSqRSeeeYZcVh77ist/c5ffvmloFQqhdjYWOHgwYPi8JqaGuH1118XlEqlMGLECPEcFoTLx7pSqRQWLVokXkPa8jcLERHR1WLTwURERCYYak1MnTrVqNZdREQEFixYgHHjxolf3AL6L5sFQcA999yDuXPnin2DSSQSTJ48Gc888wwAYMWKFW1uzslcgYGBeOmll8Svlz09PTF58mQA+hoH7733nvg1r0QiwcMPPwxAX6szLy8PgL5G3JdffgkAeOONN4yaa7SyssLChQtxyy23oL6+Hh9//HGL5THsw+HDhxvV6rCzs8PChQsRGxuLsLCwDtjy1s2aNQuurq4AACcnJ0gkEpw5cwa7du2Cs7MzPv74Y6Mvtb29vbFixQrY2Nhgx44duHjx4jUvo5OTE5YvXw43Nzdx2IwZM8RynTx5Uhz+3Xffobq6GgMGDMCzzz4rHm+2trZYunQpunXr1mT5BQUF+P7776FQKPDRRx8hIiJCHOfs7Iz33nsPPj4+OHfuHHbu3Nlkfk9PTzz44IPiv11cXFrcnvPnz2P37t2wsbHBypUrjWon33rrrXjuuedanL+59cXFxUEmk2HBggXo3r270Tzjx4/HwIEDAcCoCbaEhARxvU5OTuJwV1dXvPjiixgxYoRYo6k907ekPeVt7LHHHsPtt98u/tvDwwNz5swBAJw6dUocXl9fj3Xr1gEAlixZYnRuDR48GAsXLmxTeQ3S09OhVqsRFBRkVPNRJpPh0UcfFWuOlZeXi+s/deoUJBIJ/vvf/xodHxYWFnj22WdhYWEBQRCQmppqcp3vvPMOevbsKf67T58+uOOOO5ps67Fjx3DixAk4ODjgww8/FH8jqVSKWbNmYdKkSU2WrVAoxGX98ccfTcb/9ttvAGBy3rZo77Xz4MGDUCgUeOCBBzBo0CCjZQ4YMED87Zs7PqZMmSJe5wGgf//+Yi1nDw8PLF26FDY2NgD014dp06YB0Dc7bq7nnnsOY8aMEf8dFhaGd955B4C+NlxpaSmAq7/WXGnkyJEA0KQ23qFDh2BtbY0ePXogNzfXqLlBQ21Ww7wAsHLlSrGW+P333y/2qSiRSPDvf/8bDz74IDQaDT755BNxnu3bt+P8+fMICgrCsmXLjK7PoaGhWLZsGaRSKb777juxudDGQkNDsWjRIrEmqkwmw1NPPQUrKytotdpmmwBvzNA0s5WVVbPTGJ5HmmvGubGufq62xNCE6FdffYXdu3fjmWeewcGDB3Hy5EksW7YMzs7O2Lt3r1FNXENt1pb2n2FcW/YfAHz66acA9OdE4xrqLi4ueO+99yCXyxEXF9ekmXlHR0csXrxYPB7s7OzEc1Kn0+H11183Ol9mzJgBCwsLaLVaJCUltVqunJwcbNmyBTKZDMuXLxdrOgP6JlsN944rtefcaGzGjBl44IEHxJrEfn5++N///geZTIZt27Y1exw1Z+7cuZg0aZK4PE9PTzz22GMAgBMnTpi1rOZ0xLkJ6I/91atXIyIiAmlpaXBwcMAzzzwjPvf/9ddfOHfuHB5//HHx+Vyn0yE/P7/dTfoD+ufUjz76SGzpQKFQYOHChRgwYABUKpVRFxmmnD17FiqVCp6ennj++eeNaj66ublh/vz5APQ10k01pWzOM+v1UlJSguLiYjg6Ojap0Tt58mTcfffduOOOO4z2+4oVKwAAL730ktGzlkKhwLx58zB+/HhUV1djzZo14riDBw9CLpfjtttua1Lbt3v37rjnnnsANH/f7t27N958803xumNtbY3FixcjODgYJSUlrXZfcLX3pcZkMhmGDRsGAEa1WktLS3Hx4kVER0dDKpXi6NGjRvMZWmkxtBjREfeVxurr68XrzbvvvovBgweL42xsbPDaa68hKioKeXl5+Pnnn5vMr1Ao8OSTT4rXkNb+ZiEiIuoIDFqJiIhMMLwoeP3113HkyBGxeUIAuP/++7FixQrxj/iamhqxf5r77rvP5PLuueceWFhYoLCwUOwrrKMNGzZMfDlmYHjJ5u3tLTa1Z2AIHoHLLy+PHTuGmpoauLi44LbbbjO5HkN/Wnv37m0xNDaEuj///DN++uknlJWVieP8/PzwxRdftLlptqtlql+7HTt2ANCHUKb+AHd1dRX/sG+t39OOMGDAAJMvgoOCggDA6MWQoT+3O++8s8n0FhYWJofv3bsXarUaERERTY4FQP+i3hCimNreqKgoo+YYW2MIUEaOHCk2G9jYXXfd1WKTZs2tb+XKlTh16hTuuuuuJuO0Wi1sbW0BwKgfZcP5/Pnnn2PLli1G+9LwktTwUrE907ekPeVt7Mrm6gDTx8TRo0dRV1cHLy8vMbxtbMKECS0GDVfy9fWFTCbDxYsX8d577yErK8to/P/+9z8sWbJEDNAtLS2xd+9enDx50uTxVV9fL/ZXZyrMcHJyEvtJbG1bDS/4RowYYdREqYGpfQ1cDlG3b99u1P9yYmIiEhIS4OHhYfQyzxztvXa+/PLLOHXqFBYsWGByHkMzk80dH8OHD28yzPARwMCBA8WPMAwML2TN7RfcwsKiSR/cABATE4Nu3bpBrVaLfe5d7bXmSoZz4PDhw+IL/5KSEiQlJaFv375iU+mNXwRf+RK4rq4OBw4cAAAxELyS4YX5wYMHxXu+4T4xZswYo4+rDJRKJZRKJdRqtclmWYcNG9bkOmZhYSE2YduWoOXKZq5NES71D9mWa/SNcK42x3DelpWV4cknn8ScOXPg6uoKa2trjB8/Hh988AEA4JdffhFDjiufi0wxHFdt2X/p6elIT0+HXC43+sjBwMPDA7/88gsOHTok9hNr0Ldv3ybNPxue0+RyeZOPLeRyuRhOt+WcNTwbREVFGX08ZmBqf7f33GjMVD+r3bp1w4ABAwDA7H6hG3/QYRAaGgpAf3yZKoO5OuLcNBg6dCg2btyIs2fPYteuXZgzZw4kEgm0Wi1WrFiB4OBgo/vP8OHDMWLECPTv3x/z588XP1gyx7/+9S/xI5rGDL/xrl27Wpy/b9++iI+Px7Zt20xeYwz3Hp1OZ3S/NDDnmfV6cXZ2hr29PSoqKvDSSy81+TjhjTfewHvvvSd+9JaZmYmkpCRIpVKjkLUxw7Hf+F41a9YsnD59GkuXLjU5T2v37XvuuafJdUkul4vP7obrZnOu9r50JcNzxMGDB8Vhhw8fhiAIGDVqFEJDQ5GTk4OcnBwA+mPiwIEDUCgUYkh7tfeVKx0/fhzl5eVwc3Nrcl00MPxmpp4jlEql+HxNRER0vbCPViIiIhPmz5+PuLg4nDx5EtOnT4e9vT0GDRqE4cOHY/To0UZfD2dlZUGj0Yh9YZlibW2N4OBgXLx4Eenp6WK/TR3JVJhlqI1rKkhsXFPX8JI2PT0dABAeHt7sy0lDLZaamhoUFxc3eZFocMsttyAqKgqnTp3Cyy+/jFdffRWRkZGIjY3FqFGjTPapc624u7s3GWZ4CXvs2DGxRsmVDDWk0tLSrl3hLmluPxpeZDWuUWD4nUy9zADQpOYkcHl7MzIymt3eoqIiAKa319Q+bInhi/Xw8HCT462srBAUFCTWHjVnfQqFAhUVFTh27BhSU1ORlZWFtLQ0nD9/Xny5ZzimAeDf//43fvjhB2RmZuKpp56CQqFAnz59MGzYMIwePVp8gdve6VtjbnkbM3VcGI6Jxh86GPoWbO6YMPRD19ba2e7u7pg+fTrWrFmDzz77DJ999hkCAwMRGxuLESNGYPDgwSb72LWyskJ2djZOnDiBjIwMZGdnIykpCQkJCWIfsaZqx5i6fjW3rYbjv7nfobljrnfv3ggJCUFKSgp2796NcePGAbhcm3XChAltCmVMuZprp0wmQ319PeLi4pCSkoKsrCxkZGTg3Llz4gcq5hwfLV33DcFrc8trTmBgYLN9C4aGhiIjI0O8blztteZKXl5eCA8PR0JCAs6dO4fIyEjxJfDAgQPh6+uL9evX48iRI5gyZQo0Go1Y29XwgjYjI0M8/l566SWTv5HhuFSpVCgoKICvr6+4LX/99Rfi4+NNli8/P7/ZbWnuum54OW7qXLiSYb+bCjsMGhoajJbbFl35XG2pzIC+RtPMmTObjB8yZAgiIyPFFitCQkLEMKqj9p+hH1xfX1+TQRcAk/2OAi2fr3Z2diY/PjKMb8s529r+9vHxgb29PaqqqsRh7T03DJycnJrt+zYsLAyHDh0yq+9bwPQx1nhf19fXN/mIxFwdcW625pdffkFqaiqWLVsGmUyGrKwsPPXUU3BxccFrr72GjIwMfP3116ioqGi1BuqVevXqZXK44dhra3/NVlZWOHfuHM6fP4/MzExkZmYiMTHR6Hpmal+Y88x6vcjlcjzxxBNYtGgRNm7ciI0bN8Lb2xtDhw7FiBEjMGzYMKP7WHJyMoDLNexNMYSCGRkZEARBDOcN/3/o0CEkJyeL++78+fMoLCwE0Pw+6NGjh8nhhr8hW7svXu196UqGD3WPHDkCrVYLmUwmBrQDBw5Ebm4uEhMTcfToUfj6+uLs2bMoKyvDwIEDm/S12977ypUMv41KpWr2OaKioqLZbTT3bxYiIqKOwKCViIjIhKioKPzyyy9YtWoVdu7ciaqqKmzfvh3bt2/H66+/jttvvx2vvfYa7O3txVoG1tbWLb6kN7wkMrcmUVs198LPHIaytfQVcOP1VFdXN/uyxcLCAmvXrsWXX36JX3/9FRkZGTh16hROnTqFlStXIiwsDP/973/F2kjXkqmXp4aAq7CwUHwp0pzGLyWvFVOhVWONX7Iayt7cb37li4/G85SXl+P48eMtrstUTQRzXuAb1gOg2XAGaPk4a2599fX1+OCDD/DDDz8Y1RawtbVFnz59UFxc3CRMdHR0xIYNG/DJJ5/gjz/+QEFBAY4cOYIjR47g/fffR58+ffDWW2+JL6fNnb4l7SlvY60dFwaGY7Sl/W2qRllLFi5ciJ49e+Lbb7/FyZMnxZpc69evh7OzM55++mncfffd4vS5ublYtGgRduzYYXS8uru7Y9y4cdi3b5/4YuxKbd1O4PLx2dy22tvbQyKRmAwmJk2ahA8++AC///47xo0bB0EQ8Pvvv4vj2qu9106dTodPP/0Ua9asMarVZGlpid69e0On0zX7IhVo+fc2pwZ6a9qyXYYX0ld7rTFl5MiRSEhIwKFDhxAZGSk2cThw4ECxRqChRuvx48dRXV2N0aNHi9eRxutpS5OWhvPJMF9WVlaTWt3NzdOYOdf15hhqNDZ37gCXr7dtbR7xRjhXm5seAIKDg5ttESEsLAxnzpwRP5Qy7L/6+nrU1dWZrIVnzv4zTNueZ66OeE5rSWv7G9DfBxofq+09NwwMtdRMMVw3zH2Gaqm1i47SEedmSxoaGrBy5UpERESIrRx8/fXXUKvVWLJkCYYOHQoAyMvLw9atW3Hy5EmTra80p7n7uWGf19XVQa1Wt7idR48exZIlS4xa2pFIJOjWrRsmTpwofoRkyrXef+01Y8YMdOvWDWvWrMGRI0eQl5eHDRs2YMOGDbC1tcXDDz+MefPmAbh87Gs0mlbvVTqdDjU1NWKN9O+//x4ff/yxUfPgCoUCPXr0QHh4eIu1Upu7DhiGN1cT1uBq70tXcnFxQVRUFE6cOIEzZ84gOjoacXFxsLGxQWRkJHJzc/HDDz/gyJEjmDx5sliD1NBihMHV3Fea20aVSnVd/mYhIiLqCAxaiYiImhESEoL33nsPDQ0NOHnyJA4dOoQ9e/bg3Llz2Lx5M2pra7Fy5Uqjpj91Ol2zYWtr4VhXYChbSy+/G//R3lqzTFZWVpg3bx7mzZuHtLQ0HDp0CAcOHMC+ffuQlJSEhx9+GH/99VezYe2Vmntx09pLCVMMLyKff/55zJ492+z5W2KqnG3t+60tHBwcUFJS0mxob2pdhu29//778eqrr3ZYWZpjWF9LHxa056ODl156Cb///jtsbGwwd+5c9OnTByEhIfDz84NUKsUzzzxjMrh0dHTECy+8gBdeeAEXL15EXFwc9u3bh7i4OJw4cQIPPfQQtm3bJpbb3Ok7urzmMrx0ValUzU7TnmPwzjvvxJ133omSkhLExcXhwIED2LVrF0pLS/HKK6/AxcUFY8aMQW1tLWbOnImMjAz4+flh2rRp6NWrF0JCQsSaBbGxse3buCu0tq319fXNXivuvPNOLFu2DHv27EF1dTUuXryIvLw8hIeHm6wJ3lbtvXYuX74cn3zyCeRyOR544AEMGDAAYWFhCAgIgFwuxwcffNBi0Hq9tHRcGc5jQwh2La41I0aMwKeffopDhw5hzpw54kvgXr16QS6XIzg4GKmpqcjLyxNfcDfuJ9fw+9jY2JjVx6NhW5YvX95sk9DXWnBwMAB9n3m1tbUmrzmGJh1N9c99pRvlXDXF0CxpSwwfGBhqPHp6esLGxgYqlQo5OTkma/2bs/9aaxa0M7XnPtDec8Ogpf1guB4a+hH9J/n++++Rm5uL119/XTwmDYFm40C1T58+2Lp1qxhwtVVz93PDPrezs2sxDE1MTMSsWbPQ0NCAmJgYTJo0CeHh4QgJCYGdnR3S0tJaDFqvJ3OfqUeMGIERI0agqqoKhw8fxsGDB7Fr1y7k5uZi+fLlsLW1xYMPPige+2FhYeIHV23x448/4rXXXgOg/0BrxIgRCAsLQ2BgICwsLPDDDz+0GLQ2d84Y7qWtfRR3Le5LI0aMwIkTJ3Do0CF4eXkhPT0dsbGxkMvlYhPgR44cAXC5aePGfaB39H3FsI0jR44U+8QmIiLq6thHKxER0RV0Oh2ysrLEPygtLCwwYMAAPPnkk9i4cSMWLVoEAPj7779RU1MDf39/yGQyqNVqJCYmmlymSqUSmzZqy4u8zmJ4iZmQkNBs006GF0XW1tbNNiEI6PtQi4+PR2lpqbjs++67DytXrsT27dvh7u4OlUqFv//+u9VyGfqPMjTvdyVDM5TmMPwOhiZuTTl//jwuXLjQplpXjZuxM1XO1mrNmsPwOzUX0JnapsDAwGbHGaSkpODMmTNt/uK8JYbans2dEw0NDWY3J1hQUIA//vgDAPDpp5/i6aefxqhRoxAQECB+4GBoLq2xoqIiHD58WHz53L17d8ycORNffPEFfv31V1hZWaGwsFDsY9Lc6Tu6vO3R+Nw19VJSp9OJzUq2RW1tLc6fPy82Uefq6oo77rgDixcvxp49ezBkyBAAl5vd/fvvv5GRkQEnJyds2LABDz/8MAYNGiS+YKuvr29XP3SmGLb1woULJscbymyKt7c3BgwYgPr6euzfv1/sS/hqarM2LpM51061Wo21a9cCAN566y288sorGDduHIKDg8XrSUcdH1crKyur2T65DdchQ7OH1+JaEx0dDScnJxw/fhxZWVnIzMxEv379xP1k6Jf48OHD2Lt3LyQSidFLYH9/f0ilUqhUqmb3aXV1NQ4fPozs7GzxHGrLfeLEiRNITEzs0I9pGnNxcYGvry8EQcCpU6dMTmMY3pZuCW6Uc9UUw/alpKQ0u78N9xVDP/ESiURsZrW5Gpvm7D/D8Z2Tk9NsGV599VXMmTNHfI68Xlrb32VlZSgpKTEa1t5zw6CoqAiVlZUm5zN0DWBuc/s3OpVKhU8//RR9+/Y16mfdsO8b19g11JA0t09TQ9OqVzJcj1vb5+vWrUNDQwMGDx6MtWvX4u6770ZUVJRYns6+97TnmbqhoQGJiYni8W9vb48xY8bg1VdfxY4dOzBlyhQAl59bDNf37OzsZv++KC4uxrFjx4xqrn7xxRcAgAULFuCdd97BHXfcAaVSKf6ure275p7FDOVu7be7Fvclw3F66NAh8bpluK+6u7sjJCQEWVlZuHDhAk6fPo2goCDxWgh0/H2lLc8R2dnZOHnyZJNrGhERUWdh0EpERHSFoqIijB07Fg8++KDRH9YGhoAB0IcXtra26N+/PwDgu+++M7nMH3/8EWq1Gk5OTmI/fV1Rv379YGdnh7KyMvz1118mp/nmm28AAIMGDWqxqeRnn30W9913HzZs2NBknKenp1hLp/HLe8NX/1e+yDM0TWeqH56qqiqxyUhzGF7Cb9u2TQyDr1zuzJkzMXnyZPz555+tLq/xF+imymkIdDrCLbfcAgD4+eefm4Q6Op0OmzZtajJP4z6YTL240Gg0mDdvHu666y589dVXHVbGPXv2mHwJ8vvvv5sdTOTk5IjHRkRERJPxKSkp4ot0jUYjDp8+fTpmzJiBXbt2NZknLCxM7HPZcCyaO31Hl7c9YmJi4OjoiJKSEuzYsaPJ+L///rvZl+GmrFu3DlOmTMHixYubjLOwsBCb/DYcf4YaYT4+PiZrL23atEnsn6u1/dYaw7G1d+9ek9foX375pcX5J0+eDEB/Tu7ZswdSqRQTJky4qjK159pZWloqhvmm+mwrKSnB7t27AVz98XG1VCoVtm3b1mT4nj17kJubC1tbW8TExABo/7WmpfuJTCZDbGws6urqsHr1agCXXwI3/u/ff/8dFy9eRM+ePY0+BLKzsxPL19x9es2aNZgxYwZmzJghHteG+8Svv/5qso/PrKwsPPDAA5g4cWK7agO21dixYwHA5P30+PHjSElJgYuLS5tqDN1I5+qVBg8eDGdnZ9TW1uKHH35oMv7ixYuIj4+HRCLBmDFjxOEt7b+cnBwcOnQICoUC48ePb7UMoaGh8Pb2hlqtNlkLrqysDJs3b8aePXtMNuN/LY0aNQoymQxnz541Gbb++uuvTYa199wwEATB5HJTU1Nx7NgxSKVSoyZGm3vOu5l8/fXXKC4uxlNPPWU03NCMdeOQ0PDf5tb63bRpU5N9KAiCeIw3Pv5NMVwHwsPDxY8ZG2t8rlztdQAw/3dvzzP19u3bMXHiRDzzzDNN1iOVSsU+uw3HcGhoKHx9fVFbW2vyuRkA3n//fdx///1Gv6Vh35m6b9fV1Ykf2DW330ydL3V1deLwxq0xmHIt7ksRERHw8PDAiRMncODAAQAQ9xdw+R77wQcfQKfTNSlje+8rje/7jX+zmJgY2NjYIDMzEwcPHjRZ5v/7v//DPffcg6VLl7ZpG4mIiK41Bq1ERERX8PT0xIABA6DT6fDss88avRysrq7G+++/D0Df3JfhJdq8efMglUrxww8/YPXq1eJLccMLKMM8TzzxhFn9m11vtra2eOihhwDoa2QYXvID+q+RlyxZgp07d0KhUOCJJ55ocVkTJ04EAKxatQr79+83Gvfnn38iPj4eUqnU6MWwoRmv3Nxco+n79OkDQF9TZc2aNeLw4uJi/Oc//2lXDcyBAweif//+qKysxNy5c41qVxYUFGDevHmoqKiAu7u7uC0tsbGxQXh4OAD9iwhDM6EajQZr1641+4VyS+6++254enri3LlzeOWVV8TAsr6+Hq+//rrJF6wBAQGYOHEitFotHn30UaM+uSoqKvDcc88hPT0dNjY2mDZt2lWXsXfv3oiNjYVKpcLjjz9udB4dOHDAZIDXmm7duokvZT799FOjlzWHDx/GI488Ip57jV8+GUK0JUuW4MyZM+JwnU6Hr7/+GtnZ2bCxsRHDQ3On7+jytodCocBjjz0GAHj55ZeN+rQ6efIkXn/9dbOWN378eMhkMuzfvx+ff/65UdCXmJgohhzDhw8HcLn2QUJCgtELULVajZ9++sno977abe3VqxdGjRqF2tpaPP7440a1R3766Sd8++23Lc5/6623wsbGBtu3b0dycjIGDx7c5ubLm9Oea6erq6v4MvnLL780qlFz4cIFzJ49W7y2Xe0+6wivv/660XF16tQpLFy4EADw0EMPiTWh2nutadz8sqlruqHGjeFaemXQKpFITDYbbDBv3jxIJBJ89tlnWLt2rXg+Gu7Tn3zyCQDgwQcfFIOHCRMmIDAwEBkZGViwYIFR6wnp6emYN28eNBoNevTogcGDB7dtR7bDgw8+CCsrK2zevBlr1qwRX0inpKTgueeeA6Dvm9BU/6NXupHO1SvJ5XI8+eSTAPQByObNm8V9kZOTg+effx6CIODOO++Er6+vON/UqVPh7u6O48ePY+nSpeL1rKCgAAsWLIBarcbkyZNbbKXDQCKRYM6cOQCApUuXGj3flJaW4tlnn4VKpcLAgQNNBjHXkqurK+677z4A+ufNxjWGd+3aheXLl5ucrz3nRmMffvih0TXPcL7odDpMmzbNaL8amk2/8jnvZlFRUYEvv/wSsbGxYpOrBn379gUA8bivqqoSQznDB5ttde7cObz++uviOdrQ0IC33noL8fHxcHd3b/U5znAd2LJli9Hzb0VFBRYvXmz0EUFH3H+ae75vaXpzn6lHjhwJW1tbpKSkYPHixUZN9Obk5Ig1UQ3PLRKJROyvdfHixeJvYVjP559/jo0bNwIAZs2aJY4z7Lv169cb1UTOzMzEo48+Ku7P5vbbnj17sHz5cvE6VFVVhaeffho5OTkICgrCHXfc0eK+uVb3pREjRqChoQF//PEH7OzsjD4MNoSuhv5Zr7zHtve+0rg7ncbHhp2dHWbOnAlA/+Fu47C1rq4OixcvRlxcHGQyGR588ME2byMREdG1xD5aiYiITFi0aBHuuusuHDlyBLfccgsCAgKgUCiQmZkJlUoFJycnvPnmm+L0AwcOxP/93/9h0aJFeP/99/HFF18gICAAeXl54h/ADz74IO6///7O2qQ2e+yxx5Camoo//vgDc+fOhY+PD1xdXZGamoqamhpYW1vjrbfeMllDr7FJkyZh586d2Lp1K2bPng0vLy+4ubmhsLBQ/IL/6aefFmu2Avov63ft2oWvv/4ahw4dwvjx4zF37lxERETg1ltvxbZt27BkyRJ8/fXXcHR0RHJyMuRyOWbPni2+QDHH+++/j9mzZ+P06dMYN24cQkNDIZVKkZqaCrVaDTs7O3z22WdtenkN6F9sLliwAMeOHcOIESMQGBiIvLw8lJaW4sEHH8TGjRuN+mlsLzs7O3z44YeYO3cuNmzYgG3btqFbt27IyMhAZWUlRo0aZbI25quvvorc3FwcPXoUU6dORWBgIGxsbJCWloba2looFAqsWLHiqkMng8WLF2PatGk4fvw4brnlFiiVSlRXVyMjIwPh4eHifjb14tYUV1dX3H///Vi3bh1Wr16Nn3/+Gd7e3uIxJZfL0b9/fxw9etSoxsicOXOwf/9+nDhxAnfddRf8/Pzg6Ogo/jZSqRT//e9/xdom5k7f0eVtrxkzZuDMmTP4448/MG3aNLH5ueTkZHTr1g1OTk5tbqrT398fCxcuxFtvvYV3330Xq1evhp+fH2pqapCRkQFBEDBy5EhMnToVgL72TM+ePXHu3Dk89thj8Pf3h4ODA7KyslBZWQknJycEBAQgISGhQ7b1zTffxKxZs3D69GmMGTMGSqUSpaWlyMvLa/b4N7C1tcWYMWPE5gPvvPPOqy4PYP61Uy6XY/78+ViyZAk2bdqE3bt3w8/PDxUVFcjOzgagv7ccPny4Q5sebw+lUomGhgZMmzYNISEhkEqlSEpKAqD/7Q0hv0F7rjXdunWDlZUV6urqcPvtt8PT0xNr1qwRw2hDTVnDtbnxS2AXFxeEhYWJTZWbCloHDx6MF198EUuXLsWiRYuwcuVK+Pv7Iz8/X7xPT548GTNmzBDnsbCwwMqVKzF79mzs2bMHI0eORGhoKNRqNdLT06HVauHl5YWPP/64g/a0aT4+Pnj99dexcOFCLFmyBF999RWcnZ2RmJgIrVaL4cOHi+Ffa26kc9WUe++9FykpKVi3bh2effZZvPfee3BxcUFiYiI0Gg0iIyPxf//3f0bz2NnZ4e2338ajjz6Kr776Cr/99hu8vLyQlJSEhoYGRERE4KWXXmpzGe677z6cP38eP/30E2bPng0/Pz+xX8v6+nr4+vp2Wi2rp556CgkJCThy5AgmTJgApVIJlUqFzMxM9OnTB2lpaU2a8GzPudGYr68v5s6di4CAANja2orH5cCBA/H0008bTWsIz86ePYtx48YhPDwcK1as6Pgd0Uk+//xzVFZW4j//+U+TcdOnT8eGDRvw+eefY8eOHSgrK0N5eTkmTZpksu/gloSFheH777/Hli1b0K1bN2RmZqKiogKOjo5YtmyZ+OFLcx566CFs3rwZhYWFuP322xEUFASJRIL09HQ0NDSge/fuyM/PR3l5OQoLC8UmYNsrPDwcx48fF5/7n3rqqVZr4Jv7TG1ra4t33nkHjz/+ONauXYuff/4ZAQEBYlcVGo0GPXv2xCOPPCLOc9dddyEpKQlr1qzB008/jSVLlsDT0xPZ2dnieTJ//nyjGsJPPPEEnnjiCRw8eBDDhg1DUFCQ0bPRoEGDEBcXh+LiYgiCINbmNRg7diw+/vhjfP/99/Dx8UFqaipUKhXc3d3x0UcfGTUtbcq1ui+NHDkSP/30E9RqNYYOHWr0bN6/f39IJBIIggBHR0fxowGD9t5XnJyc4OXlhfz8fDzwwAPw9/fH0qVLERYWhvnz5yM1NRV//fUXHnroIfj6+sLJyQkZGRliwP3f//5XbBqeiIios7FGKxERkQn+/v74+eefce+998LHxwdZWVlIT0+Hp6cnZs6cid9//13sj87ggQcewA8//IA77rgDCoUCFy5cgFQqxbhx47BmzRqzXuJ1JplMhvfffx8ffvghhgwZgpqaGiQkJIg1JX755Zc2NbMpkUjw/vvv4//+7/8QHR2N6upqXLx4EYIgYOzYsVizZg3mzp1rNM+cOXMwZcoU2NnZITU11ah/zw8++ADPP/88lEoliouLUVBQgDFjxmDjxo1N/uBvK09PT/z000947rnn0LNnT+Tk5CA1NRUeHh645557sGnTJrNqpIwZMwZff/21GAikpqbCz88P77zzTof//v369cPGjRsxdepU2NjYIDExEb6+vnjvvffEGi1XsrOzw1dffYU33ngD/fr1Q0lJCRITE+Hg4ICJEydiw4YNGDZsWIeV0dPTExs3bsSDDz4IDw8PJCYmor6+HjNnzhSbUQXQ5iAb0DcV9vbbb6N3797QaDRISEiAQqHAxIkT8eOPP+KNN94AABw9elR8EWNhYYEvvvgCTzzxBCIiIlBaWorExERYWFiI2904bDN3+o4ub3sZzt1FixahV69eyM3NRUlJCSZPnoxvv/221RevV5o+fTo+/vhjDB8+HDKZDAkJCSgrK0NMTAzeeustrFq1SuxHTS6XY/369Zg/fz7CwsJQXFyM1NRUuLu7Y9asWdi8ebN4XHZEM9ru7u749ttvMX/+fPj6+iI5ORlSqRSPP/443nvvvVbnN/TJamNjg1tvvfWqywO079o5c+ZMfPLJJ+jfvz9kMhkSExPR0NAgXktWrVoFhUKBpKQkZGVldUg528POzg7fffcdpk6ditLSUmRmZiIiIgKvv/46PvroI6P+9AzTm3utsbOzw7JlyxAWFoaKigrk5eUhMzNTHO/s7IyoqCgA+mYFr/xAw1DD1cPDo9km+mfOnIkff/wRd9xxBywsLHDx4kXU1taif//+WLp0KZYuXdrkpXhoaCg2bdqExx57DMHBwUhPT0dmZiYCAgIwa9Ys/PLLL/Dx8WnfjjXDlClTsH79egwfPhy1tbXiBxT/+c9/sHLlyjZ/sHKjnatXkkgkePnll/HJJ58gNjYWtbW1SEtLQ3BwMJ555hmsX79e7G6gsaFDh+Lnn3/GbbfdBkEQkJiYCA8PD8yaNQvr1q0zqlnVFm+99RZWrFiBwYMHo7KyEikpKfD09MTs2bOv2zFhiq2tLb744gu8+OKLCA0NRXp6OmprazF9+nR8/vnnTc5Vg/acGwZffvklHnzwQdTW1iI9PR1KpRKvvPIKvvjiiyb3nSFDhuDpp5+Gl5cXcnJycO7cuWb7tb7RFBcXY926dRg7diwiIyObjPf19cW6deswYMAA5OTkQKFQ4JFHHsGiRYvMXte9996L999/H76+vkhMTIStrS3uuecebNy4UWwKuiX+/v7YtGkTpkyZAm9vb6SnpyMvLw/du3fHwoUL8dNPP2Ho0KEAYPbHEKYsXrwYAwcOhCAISE9PN6pF25z2PFOPGTMG69evx6233gpbW1skJSWhoKAAEREReOGFF/D99983OSYXLlyIL774AqNHj4ZOpxP7uY2NjcXHH3/cpAWfW2+9Fd9++y1iY2Nha2uLhIQEVFVVYejQofjoo4/w9ddfw93dvdmuTZ599lm8+uqrcHZ2RkJCAuzt7TFt2jT88ssvTf62bM61uC8NHjxYbHXpytrYLi4uUCqVAPQfPV15Hbma+8qKFSsQGRmJuro6sQ92wzKXLVuGDz/8EEOHDhWfqSwtLTF27Fh88803+Pe//23WNhIREV1LEuFm7hyDiIiIiLqkuro6MTTZu3dvh9WiJWqLjRs3YuHChZg0aRLeeeedzi4OEdENJTs7W+yD9/jx42KTwHRtTZ8+HUeOHMErr7yCBx54oLOLQ0RERESXsEYrEREREXW4PXv2YOzYsc32DWroS9HFxYUhK113hn7X/vWvf3VySYiIiIiIiIjoRsaglYiIiIg6XEREBHJycvDDDz/gjz/+MBp3+vRp/Pe//wWgb/6O6Ho4d+4csrOz8eGHH+Lo0aNQKpVic7NERERERERERO1huoMOIiIiIqKr4O7ujscffxzLly/H008/jSVLlsDT0xNlZWXIyckBAAwfPhyPPfZYJ5eU/ikeeeQRlJSUAACkUilefvnlTi4REREREREREd3oWKOViIiIiK6JefPmYf369Rg7diysrKyQmJiIuro6DBgwAEuWLMGnn34KCwuLzi4m/UPExMTAwsICQUFBWL58OWuzEhEREREREdFVkwiCIHR2IYiIiIiIiIiIiIiIiIiIbiSs0UpEREREREREREREREREZCYGrUREREREREREREREREREZmLQSkRERERERERERERERERkJgatRERERERERERERERERERmYtBKRERERERERERERERERGQmBq1ERERERERERERERERERGZi0EpEREREREREREREREREZCZ5ZxegK9PpBGg02s4uBhF1YRYW+stoQ4Omk0tCRERERERERERERESG9/bXA4PWFmg0WlRU1HZ2MYioC3N3twcAXiuIiIiIiIiIiIiIiLoAw3v764FNBxMRERERERERERERERERmYlBKxERERERERERERERERGRmRi0EhERERERERERERERERGZiUErEREREREREREREREREZGZGLQSEREREREREREREREREZmJQSsRERERERERERERERERkZkYtBIRERERERERERERERERmYlBKxERERERERERERERERGRmRi0EhERERERERERERERERGZiUErEREREREREREREREREZGZGLQSEREREREREREREREREZmJQSsRERERERERERERERERkZkYtBIRERERERERERERERERmYlBKxERERERERERERERERGRmRi0EhERERERERERERERERGZiUErEREREREREREREREREZGZGLQSEREREREREREREREREZmJQSsRERERERERERERERERkZkYtBIRERERERERERERERERmYlBKxERERERERERERFRO+l0WqiqyqDTaTu7KEREdJ3JO7sAREREREREREREREQ3Ip1Wi90b/oeinBTIFZZw8wmCu18o3P1C4eLpD5lc0dlFJCKia4hBKxERERERERERERFRO+SknEZRTgoAQKOuR37GReRnXAQAyGQKuPoEwt03BO5+oXD1DoRcYdGZxSUiog7GoJWIiIiIiIiIiIiIqB2STuxtdpxWq0ZhVhIKs5IAAFKpDC5e3eDupw9e3XyCoLCwul5FJSKia4BBKxERERERERERERGRmcqLcsTarBKpFKPvfhJVZYUoyk5GUXYKqiuKjabX6bQozk1FcW4qLhzZDolECmcPv0tNDYfA3TcEFlY2nbEpRETUTgxaiYiIiIiIiIiIiIjMlHRyn/jffmHRcPMJgptPEIJ6DgQAqKrKUJSTeil4TUZlaYHR/IKgQ2lBJkoLMpEQvxOABE7uPvrg1TcE7n4hsLKxv56bREREZmLQSkRERERERERERERkhvraGmRcOCr+Oyx6eJNpbOyd0a17P3Tr3g8AUKeqQlF2ij54zUlBeVEuAKHRHALKi3JQXpSDpBN7AAAOLp6XaryGwsMvFNZ2jtdys4iIyEwMWomIiIiIiIiIiIiIzJB27jC0GjUAwMndF24+Qa3OY2VjD39lNPyV0QD0YW1xbiqKslNQmJ2M8sIsCIJgNE9laQEqSwuQcvoAAMDO0U1satjDLxQ2Di6QSCQdu3FERNRmEuHKKzeJGho0qKio7exiEFEX5u6ub76lqKiqk0tCRERERERERETXg06nw5av3kRNRQkAwE4RgeJKfzhYCfAJckW3mHB4+DlDKjUvAFU31KE4N03s47U0PwM6nbbFeWzsnS/17xoKD/9Q2Dm5M3glon88w3v764FBawsYtBJRaxi0EhERERERERH9s+SmnsW+X1cDAKSQo7hhAgCZ0TQyaOHhooB/dx/4BLvBw9seMpnUrPVo1A0oyUsX+3gtycuAVqtucR4rWwexf1d3v1A4unpBIjFvvURENzoGrV0Eg1Yiag2DViIiIiIiIiKif5Y9P3+M/IyLAAB1QyCq0K/VeWRSwNPHHj6BLvDxd4SnjwPkClmr8zWm1ahRWpAp9vNanJsGjbq+xXksrGyNglcnd19IpQxeiejmxqC1i2DQSkStYdBKRERERERERPTPUVlagD/XLNL/QwDK1bdBB1soJBpEutciL6cSpXBCvcK2xeVIpRJ4+NjDx98J3v6O8PJ1gIWl3Kyy6HRalBVkoyhHX+O1KCcV6vqW32crLKzg5ht8KXwNhYtnAKQy8wJfIqKujkFrF8GglYhaw6CViIiIiIiIiOif4/jODUg6uRcAoNZ6oUo7FAAwbGwoevXzhSAIqM/JRkHcCWSdz0JxnQXKrbxQa+HQ4nIlEsDdyx7e/o7w8XeEt78jLK0UZpVNp9OhojhXrPFalJOM+tqaFueRyS3g5hMEd79QuPuFwNWrG2Ry89ZLRNTVMGjtIhi0ElFrGLQSEREREREREf0zqBvqsOnjl6DVaQAAlepYaARPuLrb4q6H+kEqlTSZpyE/H9XHj6Ew/gwKSxpQbu2FMmsvqCycWl2fq4etWOPVJ8AR1jYWZpVXEARUluaLwWthdjLqaipbnEcqk8PVq9ul4DUUbj6BkCsszVovEVFnY9DaRTBoJaLWMGglIiIiIiIiIvpnOPPrWpxPPQYA0Ar2qFCPBSDBpPuj4OPv1Or86qIiVB0/hurj8ahMz0a5lSfKrL1Qbu2JagsXfbXWFji72sA7wBE+/k7w8XeErb15AaggCKguL77U1LA+fK2pLG1xHolUChfPAH3w6hsCN99gWFham7VeIqLrjUFrF8GglYhaw6CViIiIiIiIiOjmV3U8Hju3foU6SykAoEYTjXpdCEJ7uGPspAizl6cuLUX1iXhUxx9DbVIi1BIFyq08L9V49USVpSsgkba4DEdn60ZNDTvBwcnK7HLUVJY2amo4BVVlhS1OL5FI4OTuK9Z4dfcNgaV1y/3REhFdbwxauwgGrUTUGgatREREREREREQ3N9WF87iwehmS/fVBpiDIUaa+HXKFJaY90h92DuYHnI1pKipQffI4quOPQXXxAqDTQSORo8LaA2VWXii39kKllRsEiazF5dg5WOpD1wB9jVdHZ2tIWqkle6Xa6goU5VwKXrNTUFGS1+o8jq7eYh+v7n6hsLZtuT9aIqJrjUFrF8GglYhaw6CViIiIiIiIiOjmVZuSjOwP3kWKuxQVDgoAQJ02BCptNAYMD0S/Id06dH3a6mpUnzyB6vijqDl/DtBq9cMlMlRYuetrvFp5odLaA7pWglcbWwuxf1dvfye4uNmYHbzW11ajKCf1UvCajPKiHLQWKdg7e4i1XT38Q2Fj72zWOomIrhaD1i6CQSsRtYZBKxERERERERHRzakuMwPZ772NWnUtzofaiX2oljfcCltHd9z7SH/I5S0373s1tCoVak6fRFX8MajOnoGgVovjdJCi0soN5dZeKHfwR4WFGzRCy2WxspbD2+9yjVdXDztIpeYFrw31tSg2BK85KSgtyISg07U4j62Di9jUsIdfCGwd3cwOfImIzMGgtYtg0EpErWHQSkRERERERER082nIz0PW24uhrapCjoclCt0sAQBqnQeqNMNw29SeCFK6Xbfy6OrqUHP2NKqOHUPNmVMQ6uuNx0OCKktXVLoEodI1BCVaG6jVLb/6t7CUwcvvch+v7l52kMnMC47VDfUoyUsXa7yW5KdDd6kWbnOs7Rzh7hsKd/9QePiGwN7Fk8ErEXUoBq1dBINWImoNg1YiIiIiIiIiopuLurgIWW8vgaasFDoJcFZpD61MHwRWqQfDs1tPTLgnstPCQV1DA1TnzqIq/ihqTp2ErrbpO2wBEqic/aAK7oNyG28UlutQV6tpcblyhRRevg7w8XeCt78jPHwczK6xq9WoUZKfIfbxWpybBq2mocV5LK3txP5d3f1C4eTmDYnk2tUUJqKbH4PWLoJBKxG1hkErEREREREREdHNQ1Nejqy3F0NdVAgAKHGzRqaHvm9WrWCDKu143D0rBs5utp1ZTJGg0UB14Tyq4o+i+sRx6GpqTE4nsbWFEDkQ1Z7dUayxRV5OJVTVLQegMpkEHj4O8PF3hE+AEzx9HKCwaLlf2CtptRqUFWSJwWtRbgo0DfUtzqOwtIa7ryF4DYGzhx+kUvPWS0T/bAxauwgGrUTUGgatREREREREREQ3B211NbLeWYKG3Bz9ALkcyf38UVVVAgBQaSKh7DcKQ28JNZqvpLYU6ZVZUDqHwN7C7noXWyRoNFAlJqA6/hiqT8RDW1lpcjqptTVsekcDPfqi3MYbebnVyMuqQFVFXYvLl0olcPeyg0+Avsarl68jLK3kZpVRp9OhvChbH7pe6ue1oU7V4jxyhSXcfILg7h8KFw9/OLh6wdrOic0NE1GzGLR2EQxaiag1DFqJiIiIiIiIiG582tpaZL//DurT0/QDpFJY3X83DsVvAQAIggy18jtx39xhYrioUtfir/Qd2J19AFpBC7lEhmiPSAzzHYwQx8BODQIFnQ61yUn60PV4PDRlpSank1hawjYyCvb9YqDrFo6CwjrkZpUjN6sCFaUtvxuXSABXDzv4BDiKzQ1bWSvMK6egQ0VxPopyksVar3Wq1t+zyS0s4eDiBQdXLzi4eMLR1QsOLl6wdXRhs8NExKC1q2DQSkStYdBKRERERERERHRj09XXI2f5B6hNTNAPkEjg9fBcnMw9h7y0UwCAOm0gBtw6DT2ivKHVaXEw7wh+T92GarXppnq9bD0xzGcQBnj1hY3C+nptikmCToe6tFRUHz+G6vh4qIuLTE4nUShg0ysS9n1jYBsVjTqdDHlZFcjNqkBeVgVKi0xva2Mu7rbw8XeEt78+fLWxszCvrIKAqrJCscZrYXYyaqvL2zy/TKaAvYvHpQDWSx/AunrBztENUhmbHyb6p2DQ2kUwaCWi1jBoJSIiIiIiIiK6cQkaDXL+txyqs2fEYR7TZ8KyXx/8tvo1ADoAgNThTtw1+xZcLEvCxqTfkVuTb7QcRwsHVDQ0barXQqpAjGc0Yn0HoZuD/zXdlrYQBAH1mRmojj+GqvhjUBfkm55QJoNtRE/Y9YuBXXRfyOzsUKtSIz+7ArmZ+hqvJYXVaC1dcHKxhre/06V+Xh1h52BldnlrKktRlJ2M4tw0VJbko7IkHw31LTc3fCWpVAY7Z3d9LVhDDVhXL9g7e0AmN68WLhF1fQxauwgGrUTUGgatREREREREREQ3JkGrRd7qVaiOPyYOc/v3PXAZNx4Ht2xE1sXdAAC1zg19J8/AnppdOFtywWgZLlbOmBxyO/p69EZ2dR7258bhaP5x1GsbmqwvwN4Xsb6DEOPZB5Yy82p6XguCIKAhN0cMXRtysk1PKJXCJrwH7Pr1g12ffpA7OgIA6us0yM+pQG5mBfKyylGUXw2druW4wd7R6lLoqm9q2MHJyuwmlgVBQJ2qSh+6luZf+v8CVJbkt6nZ4cYkEglsHd3g4OoJRxcv2Lt66f/fxRMKC0uzlkVEXQeD1i6CQSsRtYZBKxERERERERHRjUfQ6VCw5ktUHtwvDnOZOAluk6ZA3dCAn1e+Aomgfzdc59gPx4IvQCfoxGktZRYY1200RvsPg0JmXCOyTlOHowUnsC8nDjnVeU3WbSWzwgCvvhjmOwg+dl7XaAvN15Cfj+rj+tC1PiPd9EQSCazDlLDrGwO7vv2gcHERR6kbtCjIrRRrvBbkVkKnbTl+sLW3uFzj1d8RTq42V9W3bX1tjRi6Ng5hVVVlZi/Lxt5Z3wTxFf3AWljZtLt8RHR9MGjtIhi0ElFrGLQSEREREREREd1YBEFA0XffoHzn3+IwpzG3wv2eaZBIJNi3ZRtyL/4OANAKVjgSYQG1pb6GqgQSDPKOwcTgcXC0dGh1PemVmdiXE4fjhaeg1mmaTBPiGIhY30Ho4x7ZJLDtTOqiIlQdP4bq4/GoS0ludjqr4BDY9YuBfb8YKNzcjcZpNDoU5lZe6uO1HPk5ldCodc0s6dLybBSXQld9jVdXD9urCl7F7amvRWVpYaPwNR+VJQWorigBYF5EYmXroG+C2NW4GWJLa7sOKSsRXT0GrV0Eg1Yiag2DViIiIiIiIiKiG0vxrz+j9PfN4r8dYofD88GHIJFIUKtqwMZPlkCOEgBAoa07Lobp3/uEOgXhX2ETEWDvZ/Y6a9QqHM47hn25cShUFTcZb6uwwSDvGMT6DIKHjVs7t+zaUJeWovpEPKrjj6E2KRHNdcxqGdAN9jH9Ydc3BhZeTWvqarU6FOVXIy+rXN/ccHYF1A3aFtdtYSmH96Xarj4BjnDztIdU2nFhpkbdgKqywsu1YC+FsFXlRRB0LYfCTcpqZXMpfPUSmyJ2cPWCtZ0TA1ii64xBaxfBoJWIWsOglYiIiIiIiIjoxlH65xYU//yj+G+7mAHwnvMoJFIp8msKsOmn7XAqPQIAECDB4R5WsHd0xpTQOxDt3uuqAzNBEJBUnoJ9OXE4WXTWqDlig+7OYRjmOwiRbhGQSWVXtb6OpqmoQPXJ46iOPwbVxQtAM2Gkha8f7PvFwK5fDCx8fE3uN51OQElhtdjHa25WBerrmtb6bUxhIYOXr4PYx6uHtz1kMmmHbFtjWq0G1eVFqCwpMO4HtrQAOm3LZbyS3MKyaQ1YFy/YOLhAKu34shMRg9Yug0ErEbWGQSsRERERERER0Y2hfPdOFK5fK/7btncUfOYtQI1Qjy1pf+No4jn0umAJK1mGfno7OwSPuxUj/YZek2Z9K+qrcCjvKA7kHkZpXdM+RB0t7DHEZwCG+gyEs5VTh6//ammrq1F98gSq44+i5vw5QGu6dqrCywv2ffWhq2VAt2bDakEQUFqsQt6lPl5zs8pRW6NusQwyuRSePg7wCdDXevX0cYBcce3CaZ1Oh5qKEuPw9VItWI26waxlyWQK2Lt4iLVgDU0Q2zm6QSrrWgE70Y2GQWsXwaCViFrDoJWIiIiIiIiIqOurPHQQ+V9+JjZ7ax3eHV4LnsT+onhsSdsOlboWIedj4NNwEBKJvpbmoLvmoltAz2teNp2gw/mSBOzPjcPZ4osQrugzVAIJern1wDDfQejhooRU0vVqQWpVKtScPomq+GNQnT0DQW06IFW4ucOuXz/Y9Y2BVVAwJC3U6BQEAeWltci71MdrTmYFaqrqWyyHVCqBh4+92Merl68DLCzlV7VtbSEIOqiqyo2aIK64FMaq683LGKRSGeyc3fW1YBv1AWvv7AGZvOv040vUlTFo7SIYtBJRaxi0EhERERERERF1bdUn4pG7aqXYzK1lUDCqZt6JjVnbUaAqAgA4FvsgLN0GNvKzAAAHVz/cNuO56963ZmldGQ7kHsHB3COobGj6vsnVyhlDfQZisE9/OFhcvyDBHLq6OtScPY2qY8dQc+YUhHrT4ajc2QV2ffvBrl8MrEPDWgxdAX3wWlVRh9ysCuRl6mu8VpbXtTiPRAK4e9mL/bx6+zvC0ur6hZWCIKBOVSXWer3cD2wB6lTmvU+USCSwdXSDg6un2BSxo4sX7F08obCwvEZbQHRjYtDaRTBoJaLWMGglIiIiIiIiIuq6as6dRe5HyyBo9P1qSr298Pcd3XBGlSZOI9XKEH5mFFyEnZBJVACAAePuR1DPgZ1SZgDQ6rQ4XXwe+3PicLEsqcl4mUSGaPdeiPUdhDCn4OseCLeVrqEBqnNnURV/FDWnTkJXa/p9u8zBAXZ99KGrTXh3SNrYdG51VT3ysiqQm1mOvKwKlJWoWp3H1cNWrPHqE+AIaxsLs7apo9TX1lwKX437gVVVNW1GujU29s5iH7AOrl5iP7AWVjbXoOREXR+D1i6CQSsRtYZBKxERERERERFR11SblITsD9+F0KDvO7POyRbfjLZBtdXlUNJKZoX+Fbeg+kIO7BVxAAALK1vcOeeNLtNMa6GqCPtzDiMu7xhqNE2DRE8bd8T6DsIgr36wUXTdYE3QaKC6cB5V8UdRfeI4dDU1JqeT2tnBLroP7Pv1h02PCEjkbW/6V1XTcKmpYX2N15JC0+tozNnVBt4BjvDxd4KPvyNs7Tu3dqi6vhaVpYWNwld9GFtdUQLAvDjHytZBbIL4cgDrCUsb+y4bzhN1BAatXQSDViJqDYNWIiIiIiIiIqKupy4jHdnvvS3WoKy2keHHsU6ostXXlJRAgqG+AzHCaTg2rz0PW8keKKT6ZoR7DBiL3rETO63szVFr1ThRdAb7cuKQWpHeZLxCKkc/j2jE+g5CoIN/lw7SBI0GqsQEVMcfQ/WJeGgrK01OJ7W2hm1UtD507dkLUgvzap/W1aqRn12hb244qwJF+VVoLRFxdLZu1NSwExycrMxa57WiUTegqqxQrPlq6Ae2urwIwqVmsdvKwsrmUg1YLzi4esLxUlPE1nZOXfq4IWorBq1dBINWImoNg1YiIiIiIiIioq6lPjcX2e8shra6GgCgspLgpzHOKHfQ14wMdw7Fv8ImwtfOG1s2nEVWchqcLLYD0PeDOeHh12Fj79xp5W+LnOo87M+Jw5H846jTNu0D1c/OB7G+g9DfMxpW8q4RFDZH0OlQm5ykD12Px0NTVmpyOomlJez69oPTiFGwCgltVyDYUK9Bfk4lcrP0TQ0X5lZBp2s5IrFzsNSHrgH6Gq+OztZdKozUajWoLi8yDmBL8lFVVgidVmPWsuQWlnDx8IdvaBT8wnp3+fOAqDkMWrsIBq1E1BoGrUREREREREREXYe6qAjpS9+EUKGvIVmnkODnMc4odpbDw9oNU8MmoJdrD0gkEmSmluKPH8/ARnYCVrJUAIBfaBSG3jm7MzfBLHWaesQXnMS+nEPIqs5tMt5KZon+Xn0xzHcQfO28O6GE5hF0OtSlpaL6+DFUx8dDXVxkcjoLP384jRgF+0GDIbO2bvf61GotCnMrkZupb2q4ILcKWk3LtUNtbC3E/l29/Z3g4mbTpYJXA51Oh5qKEqP+XytK8lFVmg+NuqFNy3D1DoRfWDT8w6Jg6+h6jUtM1HFu+KB148aNWLhwIb755hvExMQ0Gb9nzx6sXbsWZ86cgUqlgru7O4YNG4Z58+bBy8uryfQFBQVYuXIlDhw4gKKiInh7e+POO+/EI488AgszmwowB4NWImoNg1YiIiIiIiIioq6hvDAbWW8vhmWFvh/TBrkEG0c7odLLAbcHjcFw38GQS/W1WrVaHX784hgqSivhpPgDEokWADDyrsfhGaDstG1oL0EQkFmVjb05hxBfcApqnbrJNEEO3TDMdxD6ePSGhaxr9D/bEkEQUJ+Zger4Y6iKPwZ1QX6TaSSWlnAYOBiOI0fBKqDbVa9Tq9GhMK9KrPGal10Bjbrl4NXKWg5vv8s1Xl097CCVdr3g1UAQdFBVlTdpgriyJB/q+ubzEGcPP/gpo+EfFg17Z4/rWGIi893QQeuJEycwa9YsqFQqk0Hr6tWr8f7770MqlaJ3795wdXXFhQsXkJubCxcXF6xfvx4hISHi9Pn5+bjnnnuQn5+PiIgI+Pv74/jx4ygqKsKAAQPw5ZdfQqG4NjcFBq1E1BoGrUREREREREREnUut02Bf4g7YfLYBLhX6gFEjBX4b5YygviNwR9BY2FnYGs1z8nAWDu1KhaU0GbbyUwAAB1dv3DbjxS5ZO9EcKrUKh/OPY39OHPJVhU3G28ptMNC7H2J9B8HTxr0TSmg+QRBQn5GO8j27UHU4DkJD0xqZVsHBcBwxCvYxAyC1tOyQ9ep0Aoryq5CXVYHczHLkZVegoV7b4jwWljJ4+V3u49Xdyw4ymbRDynMtCYKA2upy5KaeQ3bSKRRmJUEQTIfMjq7e8FNGwy8sCo6u3jf8OUM3nxs2aN26dSsWLlyImpoaAGgStCYnJ2PixImwsrLCl19+iT59+gAA1Go1Fi9ejG+//RbR0dH44YcfxHkeffRR7Nq1C08++STmzZsHAFCpVJg/fz4OHjyIF154AbNmzeqoTTDCoJWIWsOglYiIiIiIiIiocwiCgNPF57D5/G8Y8UcqPEv1/VFqJcCp2yMwfOwM+Ng1bUFRVd2Ab1cfgbpBA0fFNsgk+r5c+91yN0KjYq/rNlxLgiAguTwN+3PjcKLwDLRC04BQ6RyKYb6D0NstQqzt29VpVSpUxR1E+e5daMjNaTJeamMDhyFD4Th8FCx9fDp03TqdgNKiGuRmlSM3swJ5WRWoq21ae7gxuUIKL18H+Pg7wdvfER4+DpDLu37wWl9bjZyUM8hOPIWCzATodKYDZntnD/iF6UNXZw8/hq7UJdxwQWt+fj4++OADbNq0CdbW1rC1tUVxcXGToPX999/H6tWrMX/+fDzxxBNGy1Cr1Rg+fDhKS0uxc+dO+Pr6IjU1Fbfffjv8/f2xdetWSKWXLz65ubkYM2YMvLy8sHPnzqvdBJMYtBJRaxi0EhERERERERFdf9lVufg5aTNSi5MxeVc5fIv0YZcAQDvtTvQYPaXZwGfnHxeRcKYACkk+7BUHAAAKS2tMfOQNKCw6piZkV1PVUI1DeUexP+cwSupKm4y3t7DDUO8BGOIzEK7Wzp1QQvMJgoC65CSU796F6vijEDSaJtNYh3eH04hRsOvbDxJ5xwfJgiCgrEQl1njNzaqAqrrl/k9lMgk8fBzg4+8InwAnePo4QGEh6/CydaSGOtWlmq4nkZd+ATpt030NALaOrvALjYJfWBRcvbtBIun6gTLdnK5n0NohV5Zly5Zh06ZN6NWrFxYvXoy33noLxcXFTaZTKBQIDw9H//79TY7z8/NDaWkpCgsL4evri/3790MQBIwaNcooZAUAHx8fRERE4MyZM0hOTkZoaGhHbAoRERERERERERERdVGVDVXYnLIVh/KOQqrVYeLeCjFkBQCPGTPhPHxks/MX5FYi4UwBAMBSliIOD+o58KYNWQF9kHprt1EYEzACF0uTsD8nDqeLz0OAvh5WVUM1/srYia0Zu9DTNRyxvoPQ07U7pF04KJNIJLAOU8I6TAntvfeh4uB+VOzeBXXR5eaSaxMuojbhImT2DnCIHQan4SOhcO+45pIlEglc3Gzh4maLnn18IAgCKsvrxNA1L6sCVRV1RvNotYK+/9esCsQfzIRUKoG7t/2lpoYd4e3nCAvLrlW72MLKBoER/REY0R/qhnrkpelD19zU89BqLgfLNRUlSIjfiYT4nbC2c4JfWBT8w6Lh6hPUJOMhull0yNkaHByMt99+G3feeWeLJ8sTTzzRpCargUqlQnJyMgDAy0vfnIPh32FhYc2u98yZM0hMTGTQSkRERERERERERHSTUmvV2JW9H1vTd6JOWw+JTsBtByvRLf9yyON+z7QWQ1ZBELB/u/6dsxTVsJDmi+NCo4Zds7J3JVKJFBGu4YhwDUdZXTkO5h7BgdwjqGioBAAIEHC25CLOllyEs6UThvoMxBCf/nC0dOjkkrdMZm8Pl3Hj4Tx2HFQXzqNizy5UnzwB6PR9jGqrKlH25x8o+2sLbHr2gtPI0bCN7A2JrGNrkkokEjg6W8PR2Ro9orwBAFUVdfoar1n68LWi1LgVTZ1OQEFOJQpyKnEiLgsSCeDmaQdvf0exuWEra0WHlvNqKCwsERDeFwHhfaFRNyA//QKyk04hN/Us1A2XQ+Xa6nIkndiDpBN7YGVjD9/Q3vALi4aHfyik0q5dg5fIHB0StM6ZM+eql/HZZ59BpVIhMjIS3t76C1Bhof7LEw8PD5PzuF/68sRU7dmOYGEhv67Vi4noxsVrBRERERERERFRxxMEAYezT2D9qY0orCkxDMSYw1UIzaoXp/Ofdg8C7r2rxWWdPJKFwjx990/WijRxeDdlJIKVwR1f+C7OHfZQ+vtjum4y4nPPYHvKPpzKPy+OL6svx+9pW/Fn+nb0943G2NBh6Omh7NK1XAEAnoOBkYNRX1KKwr93IH/rdjSUXD52VGfPQHX2DCxcXeF56xh4jr0Flq6u16w47u72CA69XIu2qrIOmamlyEgpQUZqKYryjbskEwSgKL8aRfnVOH1U3weth7c9ugW7oFuIKwKCXWFn33VqX3v7xKLPkFhoNWpkJZ9HytljSD1/AvW1NeI0daoqpJw+gJTTB2BlY4egiD4I7RUDv5AIyK5Bk85E11OXOIL37NmDTz/9FFKpFM8995w4vLZW/2WHlZWVyfkMw1Uq1bUvJBERERERERERERFdN6mlmfj65AZcKEq6PFAQcMdpHULTLtec85k0Ef73/LvFZdXVqrFjy8VL/9LAWpEB3aVuJnsPGdPBJb+xyKQyDPCLxgC/aORXF+HvlP3YlXYQVfXVAACtoENc9nHEZR+Ht50HxoQMw8igQbC3tOvkkrfM0tUF/vf8G353TUXpseMo2LoVZcdP6pNMAA0lJcj67gdk/fATXAb0h/f4cXDsHQnJNW7i1t7BCj2jfdAz2gcAoKpuQGaaPnTNSClBfm4lLrXoLCrMq0JhXhWOHsgAALi626JbiCu6BbsgINgVjs7W17TMbSGTKxDYPQqB3aMwUqtBTmrCpdD1OGqrK8Xp6lTVuHBsHy4c2wcLK2sEdY9GSGQMAsJ6Qa6w6MQtIGqfTg9ad+/ejSeeeAJarRbPPPMMBg4cKI6TXaq231yn5Qa6S9X/O1pDgwYVFbWtT0hE/1iGmqxFRVWtTElERERERERERG1RUV+J31L/wuG8eLEPUQCwldvg3lQn2J07KQ5zGDYcthOmori4usVlHtyZgpoqfQ1Ye5tc6DT6/7Zzcoe1cze+27lEBiuM8xmD0V4jcarwDPblxiG5/HLt37zqQqw79TO+O7MJfT16Y5jvIAQ5dGv1HX6nC+4O98e6w6moCBX79qBi315oqy6FfzodSuMOozTuMBTuHnAcMRIOQ2Mht79+zSW7etnB1csOfYcEoL5Og/zsCuReam64KK/KkA2LSopqUFJUg+NxmQAAe0cr+Pg7widA39Swg5NVp/8m1k4B6BUbgIghk1Gck4LspFPITj6F2uoKcZqGuloknDyEhJOHIFdYwDuoJ/yV0fAKjLip+0yma+96tkDZqUHrhg0b8Nprr0Gj0eDxxx9v0gSxtbX+K4y6ujpTs4vDbWxsrm1BiYiIiIiIiIiIiOiaatCqsTNrH7Zm7ESD9nLfq1KJFCP8hiD2ogaV+38Th9sPGAjP6TNbDZTKSlQ4cyzn0r8E2FtloO5SLhsaHQtJV28KtxMopHLEePVBjFcf5FbnY3/uYRzJj0etRv9OXqPT4Ej+cRzJPw4fWy8M8x2E/l59YS033TplV6Fwd4fb1LvgeudkVB+PR/meXahNuCiOVxcVonjDjyj5dSPs+sXAaeRoWIWGXdfQ0tJKjm6hrugWqm/OWN2gRX5Ohb6f18wKFORVQqc1Tl6rKuqQUFGHhLMFAABbewt4+zvpw1d/Rzi52nRa8CqVSuHhHwYP/zD0GTUVJXkZ+tA16SRqKkvF6TTqBmQlnkBW4gnIZAp4BfWAX1gUfIJ7wcKy82vsEjWn04LWDz/8EJ988gkkEgkWLlyImTNnNpnG0Ddrc32wFhUVGU1HRERERERERERERDcWQRBwvPA0fk3ZgtK6MqNxkW49MCXkDlgePo3CTevF4bZR0fCa9UirzbwKgoADfydDp9MHUx4etagrLwQAyOQWCIoY2NLsBMDHzgt3KydhUsh4xBecwv6cOGRUZYnjc2vy8UPir/glZQv6e/bBMN9B8Lf37cQSt04il8N+wEDYDxiIhrxclO/ZjcqD+6G71E2hoNGg6nAcqg7HwcLHF44jR8Fh0BDIOqHSl8JCBv8gF/gHuQAANBodCnMr9TVeM8tRkFMJjca41c+aqgYkny9E8nn9sW5lo7gUujrBJ8ARLu62nRK8SiRSuPkEwc0nCFHDJ6GsMAvZSaeQlXgS1eVF4nRarRo5yaeRk3waUpkMngHd4RcWBd+QSFha2173chO15LoHrYIg4OWXX8aGDRtgYWGBt99+G7fffrvJacPCwgAAycnJJsenpKQAAJRK5bUpLBERERERERERERFdMxmVWdiQtBmpFelGw31svTA1bAJ6uChRcWA/Cr69HLJad+8B70fnQSJv/fV2RnIJstL04a1EArg4ZKGwXD8uMKI/LKzYWmJbWcosMMSnP4b49EdmZTb25cThWMEJNOjUAIAGbQMO5B7GgdzD6Obgj2E+g9DPMwoWsq7d76aFtw887r0PblP+hapjR1CxZxfqUlPF8Q25OSj6dj2KN/wI+wGD9LVcAwM7rbxyuRQ+AU7wCXAChnaDVqtDUX6VWOM1L7sC6gat0Tx1KjVSE4qRmqCv1GZpJYe3nyO8LzU37OZpB6n0+gavEokELp4BcPEMQOTQCagozkN20klkJZ1CZUmeOJ1Oq0Ve2jnkpZ3DMYkUHgFh8AuLhl9IJKxsr1/zzkTNkQjCla17X73p06fjyJEj+OabbxATE2M0bsmSJVizZg3s7OywatUqDBgwoNnlZGVlYcyYMQgODsYff/wBaaOvk3JzczFmzBh4eXlh586dHb0JANhHKxG1jn20EhERERERERGZr7y+Ar+l/IXD+fFGw+0UtpgQfCuGeA+ATCpDVfwx5H2yEoZOKq2CQ+D39HOQWrXeRK1Wo8P3nx9FZbm+udvwXvYoTloLQdDX/hs340U4uflc1XYIggChIh+6mjLI3AMhsfhnBbe1mlocyT+BfTmHkFdT0GS8tdwag7z6IdZ3ILxsPTuhhO1Tl5mBij27UBl3CEJ9fZPxloFBcBoxEvYDBkFq2bX6EtXpBJQUViM3U9/Ha15WBerrNC3Oo7CQwcvPAT7+TvDt5gQPb/tO7eO1srRAX9M16STKC7NNTiORSODmGwK/sCj4hUbBxt7p+haSurTr2UfrdQ1a9+7di0ceeQRyuRxff/11kxDWlIcffhj79u3Do48+iqeeegoAoFKp8Pjjj+PAgQN4+eWXMX369I7eBAAMWomodQxaiYiIiIiIiIjarkHbgB2Ze7EtY5dYExIAZBIZRvoNxW2Bt8BGoe+PsebsGeR8tAzQ6mvnWfj5w/+5FyGzbVvToccPZeLwnjT9vJZy9O1TgsTjfwMAPPxCMeruJ8wuvyDooCvLgTY3Adr8BGjzEiDUVupHSmWQ+faEIigG8sC+kFjZmb38G5UgCEityMC+nEM4UXgaGkHbZJowp2DE+g5ClHsvKKSd1quhWbS1taiKO4Ty3TvRkNM08JNaW8Nh8BA4jhgNS9+u2VyyIAgoLarR13i91NxwrUrd4jy29pYIVrohuLsbvHwdr3tt18aqy4uRnaxvXrg0P6PZ6Vy9A+EXFg3/sCjYOrpexxJSV3TTBq133XUXzpw5A09PzxZrsj722GMICQkBoK/VOm3aNBQVFUGpVCIoKAjHjx9HUVERhg8fjlWrVkHehiYi2oNBKxG1hkErEREREREREVHrBEFAfMFJ/JryJ8rqy43GRbn1xOTQ2+Fh4y4Oq01KRPaH70FoaAAAKDy94P/8QsgdHdu0vuqqeny3+gg0an3t1SG3BCItfjXqVfp3OEMnzoZfWFTr5dZpoSvJgjYvAdq8i9DkJwL1Na0XQCKFzKcH5EH9IA/sB6lN28p9M6huqEFc/jHsy4lDcW1Jk/F2ClsM9u6PWN+BcLO+MQIxQRBQl5qCit27UHX0MARN0xqi1mFKOI4cBbu+MZAqFJ1QyrYRBAHlpbXIyyq/FLxWoKaqaa1dA2tbBYKUbggJd4dPgFOnhq6qqjJkJ51GdtJJFOWkAjAdbzl7+sMvLAr+YdGwd/a4voWkLuGmDFrLy8sxcGDbOhZfu3at0bR5eXlYsWIF9u7di6qqKvj7+2PSpEl48MEHYXkNq+UzaCWi1jBoJSIiIiIiIiJqWVpFJn5O+g1plZlGw33tvPGv0IkIdwk1Gl6Xno7s99+Grlb/blbu4gr/F1+CwqXtodzfmy8g6VwhAMDF3RYDBulwZKu+n1cbe2fcMftVSKWyJvMJOg10RenQ5Olrq2rzEwF1Xcsrs7SF1MYJurKcZiaQQOathDwoRh+62rm0eTtuZDpBh8SyFOzLOYTTxeehu9Rks4EEEvRwUSLWdxB6uXaHzMTv0RVpq6tReXA/yvfsgrqgaXPJMjt7OAyNhePwkbDw7PrNJQuCgKqKOuRmViAnsxwZySXNNjVsZS1HYJgbgsPd4BfoDJlManK666G2phI5yfrQtTArWWwS/EqObj5i6Org6tWpTSLT9XPDB603CwatRNQaBq1ERERERERERKaV1ZVjU8qfOFpwwmi4ncIWdwbfhsE+/SGVGAc19bk5yHpnCXTV1QAAmaMj/J9/yazAKi+7Ar+uPyn++85pvXH+wJdis6ORsRMQMeBWAICgaYC2MFVsBlhbkAxoGlpcvsTKHjLv8Ev/6w6piy8kEil0lUXQpB+DOi0euoLkZueXeoTomxcOioHUwb3Z6W4m5fUVOJR7FPtzD6O8vqLJeCdLRwzxGYChPgPgZHlj1P4VBAG1Fy+gfM8uVJ84LjZx3ZhNz15wHDEKdlHRkMhukCBZq0NeVgVSLhYhLbG42WaGLSxlCAzVh67+Qc6QKzpv++prq5GTcgbZiadQkJkAna7pbwEA9s4e8FdGwy8sCk7ufgxdb2IMWrsIBq1E1BoGrURERERERERExuq1Dfg7Yze2Z+6BulE/rHKJDKP8h2Fc4ChYy62bzNdQVIispYuhrSgHAEhtbeH//EJY+vq1ed06nYCfvz6O4gJ9UBsc7oaYQXb4+7v39cuUyXH7HdMgL8vUB6uFqYDOdO09A4mNE2Te3cVwVerk3WpAo6spgybtGDRpx/S1Ypt5DS916wZ5UAwUQTGQOnm3eTtvVFqdFudLE7A35xAulCRCuKLpV6lEiki3CAzzGYRwl9AmQXxXpakoR8W+vajYuwea0qbNJcucnOA4bAQchw03q2Z2Z9PpBORnVyA1oRipiUWoqTL9EYJcIUVgqCuCw90REOwChUXnha4NdSrkpp5FdtIp5KVfgE5r+vy2dXSFf5g+dHXx6sbQ9SbDoLWLYNBKRK1h0EpEREREREREpKcTdDhWcBKbUv5sUmsx2r0XJofcAXcb0yGTuqwMWW8vgqa4GAAgsbSC/7PPwyoo2KwynD+Zhz1/JQIAZHIp7p3ZC+d2r0VmZgoAwFeuRpRVy+98Jfbu+qZ+L4WrEnv3qwphdKoKaNKP60PX3AtAM02cSp399H26BveH1Nn3pg9+imtLcSD3MA7lHkWVurrJeDcrF8T6DsIg7xjYW9h1QgnNJ+h0qDl7GhW7d6HmzOmmAbtEAtuoaDiNHAWbiF6QSG+MIBnQ1+AtyK1CakIRUhOKUVVhukltmVyKgGAXBIe7oVuIKyyt5Ne5pJepG+qRl3YO2UknkZt6Htpmaqvb2DvDN7Q3/MOi4eoTBOkN9LuQaQxauwgGrUTUGgatRERERERERERAakUGNiT9hozKLKPhfnY+uCtsIsKcQ5qdV1NViey3l6AhPw8AIFEo4Pvk07Dp3sOsMtTXqfHtp0dQV6uvwRblmgqlbh921dhCB31oOcS6Gk4y46BT6ujVqCngcEjtrl2NQ6GuGpqME1CnHYM2+yzQTBOnEkevy80Lu93cte00Og1OFZ3D/pw4JJanNBkvl8gQ7RGJYb6DEeIYeMPsC3VJMSr27UHFvr3QVjRtLlnh5g7H4SPgEDsccgeHTihh+wmCgOKCaqQkFCH1YjEqykznKFKZBP6BzggOd0dgmCusrBXXuaSXadQNyE+/gOykU8hNPQt1g+mg2MrW4VLoGgV3v1CTfTlT18egtYtg0EpErWHQSkRERERERET/ZKV1ZdiU8ieOFZw0Gm5vYYc7g8djkHe/Fpt/1apqkP3eO6jP1PefCpkMPvOfgF3vqDatX6cqhzYvEdq8izh0RoKLFQEAAFtpFSY6/oJ0tQyJDVYAACepBkNsVJC6+EHmFQ6ZTzhkXkpIbZzM3u6OIDSooMk4CU1aPDRZpwGt6b4wJfZul5sX9giG5AZpTrc98msKsT83DnF58ajVNH0372XriWE+gzDAqy9sFE2bn+6KBI0G1SdPoGLPLqgunG86gUwG+34xcBwxCtbK8BsmSDYQBAGlRTWXmhcuRmlRjcnpJBLAt5szgsPdEKR0g42txXUu6WVajRoFmYnITjqJnJQzaKhTmZzOwsoWvqGR8A+LhkeAEjJZ59XOJfMwaO0iGLQSUWsYtBIRERERERHRP1Gdph7bM3djR+YeqBv1cSqXyjHafxjGdRsFK7lVi8vQ1dcj+4N3UZeSrB8gkcB77mOwjxnQ/DzVJfq+VfMuQpOXCKEiHwBQrnHCH5WTIEAfQg6z2wl/RQZ2q+xQJ+iHxcQMQ/CA8ZBYdb1maAV1HTRZp6FJPQZN5ilAU29yOomtM+SB+uaFZZ5hN1TTs+Zo0KpxvPAU9ufEIa0ys8l4C6kCMZ7RiPUdhG4O/p1QwvZpyM9Hxd7dqDiwD7qapoGkhZc3HEeOgsPgoZDZ2nZCCa9eWYlKbF7Y0FfylSQSwNvPEcHh7ggKd4OdveV1LuVlOq0WhdlJyE46hezk06hXmX7Pq7C0hk9wL/iHRcGzW3fIFZ0XFFPrGLR2EQxaiag1DFqJiIiIiIiI6J9EJ+hwJP84fkv5ExUNxu9D+nr0xuSQ2+Fq7dL6ctQNyF2xHKoL58RhnjNnwTF2uPhvQRAgVBZCm5cATV4CtPkJEKqKmyxLEIAdVeOQr/EBAHjZlGP8gHoU6CwQF7cTAGBpY4+JD78Ombzzmi5tK0HTAE32WWjSjkGTcQJoMP2OWmLtAHlgX8iD+kPmEw6J9OasbZdVlYP9OXE4UnACDdqmfWwG2Psi1ncQYjz7wFJ2Y4RfuoYGVMcfRfnuXZc/NGhEolDAvv9AOI4cDaugoBuulqtBZXmtvqZrQhEKcpt/f+rp64BgpRuCw93h4NTyBxrXkk6nQ3FOyqXQ9RRqq5s2+QwAcoUlvIN7wj8sCt5BEZArOi8oJtMYtHYRDFqJqDUMWomIiIiIiIjonyK5PA0/J/2GzKoco+EB9r74V9idCHUKatNyBI0GuZ+sRM3JE+Iw93vvg9MtY6Erz71UY1X/P0FV3vLCZHJkW/XH7qzuAPQ15f79UD+4ethh548rUJStD7EiBo5D5NA72r6xXYSg1UCbc14fuqYfh1BvuoYgLG0h79YXiuAYyHwjIJF1/UDZXLWaOhwrOIF9OXHIqc5rMt5KZoUBXn0xzHcQfOy8OqGE7VOflYXyvbtQdeggdHVN+w21DOgGxxGj4DBwEKRWnRdCXq3qyjqkJhYjNaEYeVmmA0wAcPeyQ3C4O4LD3eDkYnMdS2hMEHQoyctAdtIpZCWdhKqy1OR0MrkCXoE94B8WDZ/gnlBY3hhNWt/sGLR2EQxaiag1DFqJiIiIiIiI6GZXUluKX1O24HjhaaPhjhb2uDNkPAZ49W2xH9bGBJ0O+V9+hqq4Q+Iwp8G9YR9goQ9W61p5xyK3gMwzDDLvcMi8wyE4BeCHr06hqlLf1G5kP1/Ejg1FeVEutq5bCgCQSKWYMPt12Ng7tX2juyBBp9XX7k09Ck16PITaStMTKqwh7xYNeXAM5H6RkMhvjFqebSUIAtIqM7E/Jw7xhaegadR0tUGIYyBifQehj3skFDdI6Kyrq0Xl4cOo2L0T9VlNm0uWWlnBftAQOI0YBUv/G6e5ZFNU1Q1IS9LXdM3JKEdzKZWLuy2Cw90QEu4OZzebTqvZKwgCygqz9KFr4klUlxeZnE4qk8EzoDv8ldHwCe4FS+sbs/nnmwGD1i6CQSsRtYZBKxERERERERHdrOo0ddiasQs7s/YZhVkKqRy3BIzA2ICRsJK3vclMnVaDwi8/QeXhY+IwWy/A3l9fE9UkhTVkXmGQeXeH3FsJqXugURO5x/an4+j+DACAlbUc980dAEsrBY5u/x6pZw4CAPyVfTBkwkNmbHnXJ+h00BYk6Wu6psVDqDFd2w5yS8gDekMe1B/ygN6QKG7cGpGm1KhVOJx3DPty41CoatqstK3CBoO8YxDrMwgeNm6dUELzCYKAurQ0VOzZhaojcRDU6ibTWIWEwmnkKNjF9If0Bu8rtFalRnqSvqZrdnoZdDrTkZWTi7VY09XN065TQ9eK4jxkJ51EVtIpVJY0rV0N6D/w8PRXwi8sCr6hvWFlc/2CP2LQ2mUwaCWi1jBoJSIiIiIiIqKbjU7QIS4vHr+l/omqBuOmavt5RGFSyO1wtXZudTmCVg1tUTq0eRehyb2I8iMXUZOjFcfbeAAO3a4IWS1tIb9UW1XmHQ6pSwAkUtO1Zasq6vD9Z0eh0egAAMPHhaFnHx801Knw2+pXodXo+/McffeTcPcLMXMv3DgEQQddURrUqUf1oWuV6dp2kCkg94+EPCgG8m7RkFh0XrOsHU0QBCSWpWBfbhxOFZ2FTtA1maa7cxiG+Q5CpFsEZFJZJ5TSfNqaGlQeOoCK3bvQkN800JPa2sJxSCwcR4yChdeN01xyc+rrNMhILkFKQhGyUkuh1ZqOr+wdrfQ1Xbu7w8PbvlP7sK0sLRCbFy4vzDY5jUQigbtvCPzCouEb2vuGr11/I2DQ2kUwaCWi1jBoJSIiIiIiIqKbSVJZCn5O2oys6lyj4d3s/XGXciKCHQObnVfQ1ENbmApt7kVo8xOhLUgGtPraeNW5QFWjDMLKFXAKBqQ2DpB5d4fMWwmZd3dInX0gaWMzxNt+PY+Ui/pQ0c3DDv+a2RdSqQQJ8Ttxcs+vAAAnd1/c+sDznRrEXE+CIEBXkqlvXjjtGHQV+aYnlMog8+0JRVAM5IF9IbGyu74FvYYq6qtwKO8o9ufEoay+vMl4Rwt7DPEZgKE+A+Fs5XTdy9cegiCgNjFBX8s1/hig1TaZxqZHBBxHjIJddB9I5HITS7mxqBu0yEgpQWpCMTJSSqBRNw3PAcDW3hLB4W4IDneDl68jpNLOO9ery4uRnaxvXrg0P6PZ6Vy9A+EZoIS7bwhcfYKhsGh7ywDUNgxauwgGrUTUGgatRERERERERHQzKK4twS/JW3Cy6IzRcCdLR0wKGY8Yz+gm/bAKDbXQFiRDm5eg/19RKqBrGgDV5AOVjbqctPZzhsddE6Hwi4DE0bNdIWhORjl+++6U+O/J90fD298RgqDDH1++iZqKEgBAzNh7ERI5xOzl3wwEQYCuLBeatEuha6np2naQSCHz6QF5UD/IA/tBauN4fQt6jegEHc6XJGBfThzOlVyEAOMoRAIJern1wDDfQejhomxzP8OdTVNZicr9e1G+dzc0xU2bS5Y5OsIxdjgch4+EwtW1E0rY8TRqLbLSypCSUISM5BI01De9zgCAta0CwUp988I+AU6dGrqqqsqQnXQK2UmnUJSTCsB0FCeRSOHs6Q8Pv1C4+4XAzScYFlY3T23zzsKgtYtg0EpErWHQSkREREREREQ3slpNHbam78SurH3QCJfDC4VUgbEBIzCm20hYyvR9QAr1NdDmJ0JzKVjVFWcAJppoNVp+tT3Kz19+b2LdIwK+T/znqvqV1OkE/PRVPEqLagAAYREeGHNnDwBAbuo57Pv1UwCAhaUNJs55A/IbvA/LjqIrz4c67Zg+dC1Ob2YqCWTeSn3zwoH9ILVzuZ5FvGZKastwMO8IDuYeQWVD0/d4rlbOiPUZhEE+MXCwuDH60hR0OqjOn0X57l2oOXUSuDLqkUhgG9kbjiNHwbZX72ab4L7RaDU6ZGeUIfViMdKSilFfpzE5nZW1HIFh+pqufoHOkMk6b/trayqRk6wPXQuzkiG0eN2UwMndB+5+oWL4aml989Q4v14YtHYRDFqJqDUMWomIiIiIiIjoRqQTdDiUexSbU7eiSm3cD2t/zz6YFDIejoJUX1M1PxHavIvQlWSjuVpZBlInH7F/1dqCWuSvWSsGQFYhofB7+jlILa+umcyzx3Owb1syAECukGLaIwNg56Bf5p6Nq5CffgEAEN5vNKJHTL6qdd2sdJVF0KQfgzotHrqC5Gank3qE6JsXDoqB1MH9Opbw2tDqtDhVfA77c+KQUNZ0u2USGaLdeyHWdxDCnIJvmCan1aUlqNi3FxV790BbUd5kvNzFFY7DR8Bx2HDIHZ2ue/muFa1Wh7ysCqRcLEJaYjFqVWqT01lYyhAYqg9d/YOcIVd0Xh+99bU1KMxKRGF2Coqyk1FRnNvqPA6uXvrg1TcE7n6hsLa7OWqdX0sMWrsIBq1E1BoGrURERERERER0o0koTcbPyZuRU51nNDzQ1geT7ZTwLy3S11gtby0AkEDq6qfvY9VLCZl3OKTWDgCAmjOnkfO/5WJfkpb+AfB77gXIbGyvqux1tWp8++kRsRbbgOGB6DekGwCgqqwQW756SyzbHbNegZ2T21Wt759AV10KTXo8NGnHoM1LRHNhutStG+RBMVAE9YfUyev6FvIaKFAV4UDOYcTlHUONRtVkvKeNB4b5Dvp/9u47Kq7r3Pv4d/rQ69BBgCRQAQkEqrYsyVUushPXOE51bKff1HuT3FQnjm/KTc+N87rFqbaTuBfJTb2LJkAFJHrvdWDqOe8fg0bCgACJMkjPZ62slXP2mTN7ZJgZ9m/vZ7M6ZgX+hrlRylV1uegvPkrPrh0MHCsdeYFOR2D2CkI3bMJv0eI5EyRPhKKoNNf3UFnWTmV5G9Y+x6jX6Q1akhdEkJpuISk1HINx9kJX8ASv7Y2VtNafpq2+gu7WOsaL7QJDLVgS5ntXvQYEXxorz6eSBK0+QoJWIcR4JGgVQgghhBBCCCHEXNE60MZLp9+kuP3YsPMh6Lmxx8XytlbOG7totGgj56GLTUcfm44uJg2NaWRwOlB2koZf/wLV6VldZoiJIfG//ht9cPBFv4bdb53iWKEnAA4ONXPPAyvR6z0lQQt2vMCpwl0AxKVmsP4DD130811ulIEeXNUFntC18cSYpaG1YQmePV1TV6INi5/TgZ3D7aSwtZi9jQep7KkZ0W7Q6smJyuLK+DUkByfOmdfqaGmhZ/dOevbtQenvH9FuiI4hdMNGgtddiS7w0ipNq6oqLY19VJa1UVnWTl+PbdTr9HotianhpKZHMm9+BCazfoZ7OpLTPkh7YxVt9adpbaigq7kWZZS9r8/lHxSGZajMcFTCAgJDLXPm53S6SNDqIyRoFUKMR4JWIYQQQgghhBBC+LoB5yBbq99lV/0+3OcEZwZFZWOXlfXdAxhHGyXW6tBZUr2lgHXRC9AY/c77XLaqSup/8TMUmyfY0EdEkPiNb2MIv/gVV+0t/fz7mXzvVpSb71hKykLPilWnw85rj38Xp8PzvBtu/ywxyYsv+jkvZ6qtH1dNIc6qPNz1pTBG2KMJifGUF07NRRsxb04HPA39TextOMjh5gJsbvuI9sTAOK6MX0NudDZm/cWVwJ4pitNJf0EePTt3MHiqfES7Rq8naOVqQjZuwpw6f07/9xuNqqq0t/RTUdZG5cl2erpGz3y0Og2JyWGkpltIXhiB2c8wwz0dncvpoKOpmrb607TVn6ajqQa3e/QSyWeYA4I9wWu8J3gNjoi55P67jkeCVh8hQasQYjwStAohhBBCCCGEEMJXqarK3tIXeK01D6tm+MrEFb2D3NBhJcR9znmdAV30Ak8Z4LhF6KLmo9EbJ/x89oZ66n72PyhWq+d2IaEkfuO/MUZFTclreeUfR2mq6wEgMSWMm+/O9IYHp4/uIf+9fwEQFBbFjZ/4bzQa7UU/r/BQHQO4aopwVeXjqiuGMYIeTVDkUHnhXLRRqXP2v4HNZSOvpYg9DQep7x9ZQtusM7EyZgXr49cQHxg7Cz28MPaGBnp2baf3wH6UwZHZhzEhkdANmwhasxad3/knVcxFqqrS2WYdKi/cTmebddTrNBqInxdGanokKWmR+AdM/H1wurldTjpbaoeC1wraGytxOUcvk3yGyS+AyPj53hWvIZHxaLVz83dzoiRo9REStAohxiNBqxBCCCGEEEIIIXzVK4cf5+3+08POzRt0cEt7P4l2FxjMnmA1Nt2zz6olGY3uwlZxOVpaqPvZo7h7PEGoNiCAxP/6b0zx8Rf9OgBOn2jlnVdOeO6t1XD3/TmERXrKFquqyra//A+9Hc0AZG+6g7TsDVPyvGIk1WnDVVeMqzIPV+1RcI1c+QmgCQhDn5KLPiUXXfRCNHMw2FFVlZq+OvY0HCS/pQin4hpxTUrwPNbHryE7ahnGC/z9mWmK3U7f4YN079qJvbpqRLvGZCZ4zRpCNmzCnDRvFno4M7o6BrzlhdtbRpZXBk/oGpsQQmq6hZT0SAKDfGsls+J209Va7yk1XH+a9sZKnPbz51oGkx+Rcane4DUsKhGtbnb3qp1qErT6CAlahRDjkaBVCCGEEEIIIYQQvujt8jd4pX6X9zjU6ebGHifZwSkYYhehi01HGzkPjfbiB9ednR3U/fRRXB0dAGjNZhK+/g3MySkXfW8Ap8PNs08cwdrnCfSWr0xg3TXzve0tteXs/PfvAdAbTNz60A8xmC691Xi+SHU5cNWX4qo8gqu2CByjj6dr/ILRJ+d4Qte4dDTa2d8Lc7IGnAMcai5gT8NBWgZaR7QH6P1ZHZvDlfFriPa3zEIPL4ytuoruXTvoO3QQ1TFyZaQ5NZWQDZsIyl2F1uRbIeNU6u0e9Kx0LWujpXHssd7o+GDmp0eSkmYhONQ8gz2cGEVR6GlvoK2+wvO/htPYB0dfuXuG3mAkIi6FqIQFWOIXEB6ThE4/NyYNjEWCVh8hQasQYjwStAohhBBCCCGEEMLX7Kk/wHPlL3mPF9nhgZxPY45MmfJVha7eXup+9ijOZs9qUo3RSPyXv4Z/WvqUPcfh3VXk768FwM/fwL0PrcJkPhvU7X31SRpOFwOwYPl6cq65a8qeW0yc6nbhbjiOq+oIrupCVPvoKwQxBWBIXuEJXeOXXPAq6tmiqiqnuyvZ03CQorZS3OrIvWvTwhawPn4NyyOXopuCyQwzwT1gpffgAXp27sDR2DCiXevvT/C6KwndsBFjbNws9HDm9PfaqCxvp/JkO031PWNeZ4kJJDXdQmp6JKHh/jPYw4lTVYXejhbaGk7TWl9BW/1pbNbe8z5Gq9MTEZvsCV4T5hMRm4Le4DvlkydCglYfIUGrEGI8ErQKIYQQQgghhBDClxxuLuAvx5/jzKBvyqCDz+d8Fr+YqQs+z3BbrdT/70+w19V5Tuh0xH/xSwRkLJuy5+jtHuS5J47gdnte0cYb01i8/OyemNbeTt546mHODHPf+PH/JjgiZsqeX1wYVXHjbirzrHStzkcdHCPYMfihn5eFPjUXfULmpPYE9gV9jn4ONB5hb+NBOmxdI9qDjUGsi13JurjVRPiFzUIPJ09VVWynT9G9cwf9+UdQXSPLJfulLyJ0wyYCV+Sg0c+91cmTMdDvoOpUOxUn22is7WasRC3cEkBqeiTz0y2ERfp794/2Naqq0t/dRlt9Ba31p2lrqGCgt/O8j9FotYRHJw0FrwuIjEvx+aoBErT6CAlahRDjkaBVCCGEEEIIIYQQvuJo2zGeLPkLylDMmmhz8tnItYSsunvKn0ux2aj/1f9iqxjaA1ajIfYznyMoZ+WUPs+2F49RVd4OgCUmiDs+nj0swCje8yonjrwLQHRSOhvv/PyUPr+4eKqi4G45hasqD1dVPqp1jFBHb0KftNyzr2vSMjQG3yvLOhZFVTjReYq9DQcpaT+OyvDYRYOGpRHprI9fy5KIdLSaubFfrauvl959e+nZtRNn28hyybqgYELWX0XI+g0YLHOnXPKFGhxwUn2qncqyduqru1CU0eO10HA/UhdZSE2LJDI60GdD1zOsvZ3ePV7b6ivo72477/UajYbQqAQsCQuIip9PZPx8TH4BM9TbiZGg1UdI0CqEGI8ErUIIIYQQQgghhPAFJztP8djRp3ENlTGNtrv47KA/kbf9AI1ualecKU4Hjb/9NQMnjnvPRX/yAUKuuHJKn6euqpPXny/xHn/wo9nExAd7j11OB6898X0cNs/+g1fe+gDxC6ZuNa2YeqqqoLRW4jwTuvaNEejoDOgTMz2h67wsNEbfLMs6mi5bN/saD7O/8RA9jpFjhmGmUK6MX83a2FWEmGYuDLoYqqIwcOI4Pbt20F9UCIoy/AKNBv+lmYRu3ERA5jI0urlRLvli2G0uak53UFHWRl1lp3fV/fsFh5pJTY8kNd1CVGyQz4euAIP9PbQ1VHiD196OpnEfExIZ5wleE+ZjiZ+POSB43MdMJwlafYQErUKI8UjQKoQQQgghhBBCiNlW2VPN7wqfwKE4AYhwuPhMUy/Rt34fXUTilD6X6nLR+Mf/w1pU6D1n+fBHCLv62il9Hrdb4V9P59PVMQBAekY0V9+yaNg1VccOcfitvwPgHxzOzfd/D+0U70Erpo+qqigdNbgq83BV5aH0NI9+oVaHLn4phpRc9Ck5aEy+tXJuLG7FTUnHCfY2HOREZ/mIdq1Gy/LIpVwZv4b0sAVzIoADcHZ10bt3Nz27d+HqGrk6WR8WTshVGwhZfxX60LlRLvliOR1uaio6qCxrp6aiA5dTGfW6gCDTUOgaSUx8CFrt3Phvbhvoo72h0ltquLu1ATh/tBgUFoVlaI/XqIQF+AfN7M+CBK0+QoJWIcR4JGgVQgghhBBCCCHEbKrra+Q3hX9k0GUDIMTp5jMNXUSvuB1T1i1T+lyqotD81OP0HTroPRfxwTuIuHnLlD4PwNEj9ex/rwIAg1HHvQ+tJCDQdLYvqso7f/85Xa31ACxbfyuLV05t2CtmjqqqKF2NuKqOeELXzvrRLzQFYMr5AIYlm9Bo587eoK0D7exrPMSBpiNYnQMj2qP8I7kybg2rY3MINMyNIFl1u7GWFNO9cwcDx0oYsXmpVktgVjYhGzbhv3gJmstkEoTL6aauqouKsjZqTnfgsLtHvc4vwEBqmoXU9EjikkLnTOgK4LAN0N5Y5S033NVSh6qOHi6fERAS4Qle4z3Ba0BIxLROLpCg1UdI0CqEGI8ErUIIIYQQQgghhJgtzdZWflXwGP1OT+ncQJfCpxu6iA5Lxv/Wb09psKGqKq1//TM9u3d6z4VtvonIO+6a8sHyAauDZx8/7A0o1mxKJXv18JW57Y1VvPfcrwDQ6QxseeiHPrdHoLhwSnfzUHnhPJT26hHt2pAYTGs/hC5x+ZxZCQrgVFwUtZawp+EgFT1VI9r1Wj0ropaxPn4NKcHz5sxrc7S10rN7F717d+PuGzlOarBEEbJhIyFXrEcXNDfKJU8Ft0uhvqaLypPtVJ1qx25zjXqd2U9P8kLPSteE5DB0urkVSjsddjoaK2lrqKCtvoKO5moU9+gB8xl+gSFDK149+7wGhUdP6c+7BK0+QoJWIcR4JGgVQgghhBBCCCHEbOgY7OSXBY/Rbe8BwOxWeKihmzi3loA7f4g2JGbKnktVVdr/9Txdb2/zngvZeDVR9310WoKgnVvLOHHUU0Y2JNyPez6VOyJ4OPDmn6k9mQ9AytI1rLrhw1PeD+EblN42XNV5OI5tH7Gnqy4hA9Oae9GFx89S7y5cY38zexsPcqipAJvbNqI9PjCWK+PWsDImGz+9eRZ6OHmqy0V/QT7du3YwWHZyRLtGrycwZyWhGzdhXrBwzgTJU8HtVmiq66HiZBtV5e0MDjhHvc5o0pG8wBO6JqaEoTfMvf1uXU4Hnc01QyteK+hoqsLtGv31nmHyC8SSMH9on9cFhETGotFceOAsQauPkKBVCDEeCVqFEEIIIYQQQggx07rtPfwq/zHabZ79EY2KygMNXSTZXZjWfQRjxtSW0O147RU6XnnJexy0dh0xn3xgWkqBtjb18cKfC7zHN92Vwbz5EcOuGbT28voT30dRPCumrv/IfxIWNbV70Qrfo7qdOEvfxV7wKjjPGbfXaDEs3ogx94NozXNvtaTd7SC/pYg9DQep7RtZMtmoM7IyOpv18WtIDJo7gbK9sZGe3Tvo3b8PZWBkuWRjXDwhGzcRvGYdOn//Wejh7FEUleb6HirL2qksb8Pa5xj1OoNRx7z54aSmW0hKDcdgnHuhK4Db7aKrpZa2+gpa60/T3liJy2E/72OMJn8iE1KxxHuC19CoeLTaib9+CVp9hAStQojxSNAqhBBCCCGEEEKImdTvsPKrwj/SbG0BQK/CJxq7WDDoRBe/BL+bvn5Rq4Der+udt2h7/lnvcWB2DrGf+Rwa3dQP+Kuqykt/K6KloReAefPDuemuzBHXHTuwldIDWwGIjEvlmg99ecr7InyXMtiLI+9FnCd3Dd8X1OiHacUHMCy9Bo1u7uzfeq6a3jr2Nhwir6UQhzJyBWBycBJXxq8hJ2oZRp1xFno4eYrdTl/eYXp27cBWWTmiXWM0ErR6DaEbrsacnDzzHZxlqqrS0thHZVkblWXt9PWMXN0MoNdrSUwNJzU9knnzIzCZ5+bPOICiuOlubaCtwbPHa3t9JQ77yDD+XHqjici4VCwJnj1ew6KT0J3n91yCVh8hQasQYjwStAohhBBCCCGEEGKmDLps/Lbw/1Hb1wCAFvhIYzdLBhxg8CPgrkfQBkac/yaT0LNnFy1//pP32H/JUuK++GW0BsOUPce5yktbeO91T7lRrVbDPQ/kEho+fKWb2+3i9Sd/gM3qCWPX3vRxkhblTEt/hG9zd9RhP/gs7objw85rQqIxr/kQuqSsOVuadsA5yOGWAvY2HKRpaFLFufz0fqyJyeHK+NXEBETPQg8vjK22hp6dO+g9dADVPnJFoyk5hdANGwlatQatyTQLPZxdqqrS3tJPRVkblSfb6ekaPZ/S6jQkJoeRmm4heWEEZr/peU+eKaqq0NPe5F3x2tZQgX3g/OPtOr2BiNgUb/AaHjMPveHs5AMJWn2EBK1CiPFI0CqEEEIIIYQQQoiZ4HA7+H3RU1T0VAGgAT7U3MPyfk9YYd7wKQzp66fs+fqOHKbp8ce8KwbNCxaS8JWvT1v44bC7ePaJIwz0e0poZq9JZM3G1BHX1ZYVcOCNZzx9Cgjmlgd+cN5VTeLSpqoq7poibAefQ+0dHkjq4pdgWnsvuvC5W1ZaVVUqeqrZ23CQwtZiXKp7xDULQ1NZH7+G5ZYM9Nq58bvgHhyk7+ABundux9Ewslyy1s+P4LVXELJhE6b4uVMueSqpqkpnm5XKsnYqytroah99xadWqyEuKZT5iyJJXhiJf8DcWOl8Pqqq0tfVOrTH62na6k8z2N9z3sdodTrCY+YNlRqez9KcXLTTUN5+NBK0nocErUKI8UjQKoQQQggxt7hqj2Lb9ze0QZEYl9+ELiFjzq50EEIIcflwKi7+X/EznOgs9567o9vNyvYOAPTzsjFf/x9T9pnWX3yUxv/7Lbg9oY4paR4JX//GtO6jeHBnJYUH6wDwDzRy74MrMZpGhkbvPfdr2hs95UeXrr2RjLU3TlufxNyhul04j72HveBlcJy7f6sGw6INGHNvR+sXPGv9mwp9jn4ONuWxt/EQ7YMdI9qDDIGsjVvJFXGrifQLn4UeTp6qqtgqTtO9awf9Rw6julwjrvFbmEbIxk0ErsidttX0c0FXx4C3vHB7S/+o12g0EJsQQmq6hZT0SAKDLo1VwaqqYu3p8K52bas/jbVn5O/AuT740DeJT0mfkf5J0HoeErQKIcYjQasQQgghxNyhOgbpf/brYLd6z2ktKZhW3DqnS8sJIYS4tLkVN08f+wdFbSXec7cSybrTnnKpGlMg/nf9GK1/yJQ838DJEzT85peoTs/+kMbYOBL+65vog6YvpOruHOD5J/NQFM9Q9TW3LCItY2Q51K7WOt7+288B0Gp13PLgw/gFzO3wTEwtxdaHI+8lnCd2DN+/1eCHacWtGDKuRaOb22GdoiqUdZ1mb8NBituPo6jKsHYNGhaHp7E+fg1LIxah0079fsrTwd3fT+/+vXTv2oGzZWS5ZF1gEMFXrifkqo0Yo6JmoYe+o7d7kMqydirL2mhpHHtcOjo+mPnpkaSkWQgONc9gD6ffQF/X0GrXCtoaKujrHP4z88EHv0F86qIZ6YsErechQasQYjwStAohhBBCzB32/Fdw5L80aps2Iglj9hb0KTloNDNTYkoIIYQYj6Iq/O3EvzjUnO89tzlsKRuP7PAem6/9PIbUlVPyfIOVldT/4meodhsAhkgLCd/4bwxhYVNy/7G8+a8Saio6AU8w8MGPjD4B6vDb/6Cq9CAASek5rL3549PaLzF3uTvrsR94FnfDsWHnNcFRmNbcg37eiktikl23vYf9jYfZ13iYbvvI0qqhphCuiFvFurhVhJqmZjLGdFMVhcGyk3Tv3E5/UaF3Zf25/JdmELJhE4HLs9Do5kaQPF36e21UlrdTebKdpvqxy+taYgJJTbeQmh45Yu/rS4HN2ktbQwWt9Z4Vr9fe+Qli5y2ckeeWoPU8JGgVQoxHglYhhBBCiLlBtVs9q1mHSsnp4pfibi4D9/DyZNqweE/gmroKzQzt6SOEEEKMRlVV/nXqFXbV7/ee2xS7mhuO7ASbZxxCv2ANfld/Zkqez15fR93PfoIy4Kn8oAsNJfEb/43RMr0rx2oqOnjzX6Xe4zs+voKo2KCR/Ru08trj38Pt9qy0veZDXyEyLmVa+ybmNlVVcdcdxXbgOdSe5mFturjFnv1bI5JmqXdTy624OdZxkj0NBznRWY7K8NhHq9GSGbmE9fFrSA9bgHaOTCx0dXfTs3c3Pbt34eocWSpWFxpKyPoNhKzfgCF8bpRLnk4D/Q6qTrVTcbKNxtpuxkr/wi0BzE+PJDXdQlik/yUx6eD9zozbzwQJWs9DglYhxHgkaBVCCCGEmBvsR17AUfgaANqQGPzv+jHqYC+O4m04j+8At2PY9ZqQGEzZt6BfsBbNHCm3JoQQ4tLyasU23qrZ7j1eF7uSD9Y14a4uAEDjH0rAXT9GYwq46OdytDRT99NHcff2AqANDCTxv76FKS7+ou99Pm63wvNP5tHT5RmDXbw8ho03jr6n3skj73F0zysAhEUlcN19/3lJhgNi6qmKC+ex7dgLXhm2hQRoMCy6yrN/6xSV3vYF7YMd7Gs8zP7Gw/Q7rSPaI/0iuDJuNWticwkyBs5CDydPVRSsJcX07NqBtaSYEQmiRkPA8ixCN27Cf0mGTJgEBgecVJ9qp7KsnfrqLm9p9vcLjfAnNT2S1LRIIqMDL5n3VQlafYQErUKI8UjQKoQQQgjh+xRbH9Zn/xOcnjKI5qs/g2HBmrPtg704i7fhOL7de80ZmiALxqybMaRdiUann9F+CyGEuHy9XbODVyq2eo9zopZznzEZx84nvOf8bvwq+sRlF/1czo4O6n76qHe1mNbPj4SvfQNzcvJF33s8hYfqOLijEgCjSce9D63CP8A44jpFUXjz6R9i7fWUF151w32kLF097f0TlxbV1o89/2Wcx7fDufuaGswYs7dgzLgOjX7kz99c5VRcHG0rZW/DQU51V45o12t0ZEVlsj5+LfNDkudMwObsaKdn9y569uzyTg45lyHSQsiGjQRfsR59sOzhDGC3uag+3UFlWRt1lZ243aPHgsGhZk/omm4hKjZozvxMjEaCVh8hQasQYjwStAohhBBC+D7bwedxFnsGq7VhCfjf+cNR92FVbf04St/GUfqOt8TwGZqAcE/gmr7+khqAE0II4Xt21+/n+fKXvccZEYt5IOUWbC9+z/v5ZFi0EfNVn7jo53L19FD3s0dxtrQAoDEaSfjK1/FbmHbR9x6Ptd/Os48fwenw7L+47pr5LF+ZMOq1DRUl7H3FEzIbzQFsefBh9Ab5PBYXxt3ViP3gc7jrioed1wRZMK2+G31K7pwOmEbTbG1hb8MhDjbnM+gamXnEBkRzZfwaVseswE/vNws9nDzV5aK/qIDunTsYPHli5AU6HUE5uYRs2IRfWvol99/0QjkdbmoqOqgsa6emogOXUxn1usBgEylpkaSmRxITH4JWO7f+/SRo9REStAohxiNBqxBCCCGEb1MGurE++1/e0sDm676AISX3vI9R7VYcx97FUfL2+8rLeco0GpfdiGHJRjR607T1WwghxOXpUFM+fznxvPc4LXQ+n1n2Sdxv/xZ3vWcfU02QhYA7fojGeHFhiLu/n7qf/wRHQ73nvno9cV/8MgFLMy7qvhO1/fWTlJV6At6wCH/uuj8HnW70cp87//1/tNSWAbB45bUsW3/rjPRxPFabk/K6bsrruunqszM/PoScNAvhwebZ7pqYAFdtMfaDz6F0Nw47r4tN9+zfGpk8Ox2bRg63g/zWYvY0HKCmt25Eu1FrYGVMNtcmbSTKP3IWenhhHM1N9OzaSc++vd59ps9ljI0jZMMmgteuQxdw8eXWLxVOp5u6yi4qy9uoOd2Bw+4e9Tr/AKM3dI1LCp0ToasErT5CglYhxHgkaBVCCCGE8G22/X/HWfoOANqIefjf/oMJz2ZXHYM4jm/HWbwN1Tb8+57GHIRh2WaMS66+6IFuIYQQAqCorZSnSv+GMlTSNDk4iS9mPYC2fD/2vX8ZukqD35Zvoo8dfR/TiVJsg9T/8ufYKofKiWq1xH7m8wStyLmo+05Uc0MvL/210Ht8yz2ZJKaEj3ptb0czW//8KAAajYabP/V9AoJHv3a69VodlNd1U1bXTVltNw1t/Yw2uD4/Lpic9Chy0i1YQuV7gi9TFRfO4zux5780cv/W9CsxrrwDrX/obHVvWtX21bO34RBHWgpxDE1KPEODhtzobDYnX01MQNQs9XDyFIeD/rwjdO/aga3i9Ih2jdFI0MrVhGzYhDklRVa5nsPtUqiv7qKyrJ2qU+3Yba5RrzP76UleGMn8RRbi54WOOUFmtknQ6iMkaBVCjEeCViGEEEII36X0d2J9/r/A7Rkk8Lvhy+jnZU36PqrTjvPEThzFW1EHuoc3mgIwZl6Pcem1aEwyO14IIcSFOdFRzh+L/4RL9awmig+M5UvZn8ZvsB/rv78LLjsAhswbMK+996KeS3E4aPjtr4aV2oz51IMEr73iou47Uaqq8sKfC2lr9oylpKRFsvn2pWNen//evzh9dA8A8fOXceVtD8xIPwG6+uyU1XZ5w9WmjoFJ32NedBA56RZy0i3ERsh3BV+l2q3Y81/Beew9UM9Z1WcwY8y6BWPm9Zfs9hGDLhtHmgvZ03CARmvzsDYNGrKjMtmcfA3xgbGz1MMLY6+rpXvXTnoP7Ee120a0m5LmeVa5rl6D1iyr0M/ldis01nZ7QtfydgYHnKNeZzTpSF7gWemamBKG3qCb4Z6OTYJWHyFBqxBiPBK0CiGEEEL4Ltvev+A8vh0AbVQq/rd996JmrasuB86y3TiK3kS1dg5vNPphzLgOY8b1aMyBF9NtIYQQl5nT3VX8vuhJnIpnIDvKL5Kv5HyWIH0Ag6/9D+6WUwBoQ+M8lRkuIuxRXS4a//A7rMVHveei7vsooZuuuajXMBknjjaxc2s5ADqdhg89uJLgMVZ9Ou2DvPr493A5PUHzxju/QHTS9Owfq6oq7T02ymq7h4LVLtq6R4Yz59JqNMyLCSQ9MYywIBPFFe2cqOlGGWPIPd4SQE6ahdxFUcRHBshqOh+kdDdhO/gc7tqjw85rAiMwrb4HferKS/a/m6qqnO6uZFv1dk52nRrRvjxyKZtTriEpaPS9lH2VYhuk99BBenZux143slyy1mwmaO06QjdswpSQOAs99G2KotJc30NlWTuV5W1Y+xyjXmcw6pg3P5zUdAtJqeEYjLMbukrQ6iMkaBVCjEeCViGEEEII36T0tWN9/hugeFYk+N30dfQJU7PnnOp24Szfi6PoDdS+tuGNBjPGJVdjWLYZrV/wlDyfEEKIS1dtXz2/KXgcm9sT6IWZQvlqzmcJN4fhOLoV+6Gh/Vo1Wvw/8F10lpQLfi5VUWh+4o/0HTnsPRd5x12E33jzRb2GybDbXDz7+GHv6qicdUmsumrs13SqcDcFO/4NQHBEDJs/9q0pC7lUVaW5c8C7WrW8rpvOXvt5H6PTakiNCyYtMZT0xFDmx4fgZ9IPu6Z/0EnhqTbyy9o4VtWJWxl9+D063J/cdAu56VEkRQdesuHdXOWqL8V+4FmUroZh53XRCzGt+/BF/S7OBVU9NWytfo9jHSdHtC2NWMSNydeQEjJvFnp24VRVxVZVSc/OHfQdOYTqHLlK0zx/AaEbNxGYuxKt4dJcwXwxVFWlpbHXE7qebKNvjPdMvV5LYmo4qemRJC+IwPi+98mZIEGrj5CgVQgxHglahRBCCCF8k23X0zjLdgOgi0nDb8vUDcyeoSouXKcPYi98HbVneJk1dEYMSzZhXH7jJbuvlxBCiIvTZG3hVwWPYXV6ytEGGQP56orPEuVvwd3ZwMCL3wfFU/7euOI2TLkfvODnUlWVlr/8id49u73nwm+6hcjb77y4FzFJ+9+r4OiRegACgkzc++DKMVc9qarC1mcepa+rFYCca+5iwfL1F/zciqrS2Gb17K86FKz2WkdfmXWGQa9lflww6UlhpCWGMj8uGOMkSmMO2FwcrWgnv6yNksoOnC5l1OsiQ8zkDIWuKXHBaCV09Qmq4sZ5cheOvJdQbcPH/vRpV2BaeSfagLBZ6t3MqO2tZ1v1exxtPzaibVHYQjYnX8PCsNRZ6NnFcVut9O7fS/euHTibm0e0awMCCLliPSEbNmKMjpmFHvo+VVVpb+mnoqyNypPt9HSNnqVpdRoSk8NITbeQvDACs59hRvonQauPkKBVCDEeCVqFEEIIIXyP0tOC9Z/fAtUzmOl3yzfQxy2etudTFQVX5WEcha+idDUOb9TpMaRvwJh1E9rAiGnrgxBCiLmlfbCDX+Y/Ro+jFwB/vR9fXvEZ4gNjURUXAy//CKW9BgBt5Dz8P/BdNNoLWxGkqipt/3yO7nfe8p4LvfoaLPd+ZEZXUXa1W/nn0/koQys8r7ttMQsWR415fXPNSXa98AcADEYzWx76EQajacLPpygqta19lNeeDVatNtd5H2My6lgYH0J6UihpiaGkxAaj12kn/JznY3O4KKnsJO9kK8UVHdid7lGvCwsysSLNQm66hYUJoWi1ErrONtVuxV74Gs7Sd7zVUgDQGz37ty7bfMnu33pGQ38T26rfo7C1BJXhkdKC0BRuTL6W9LAFc25ltqqqDJadpGfXDvoK8sE98vfSf/ESQjZsIjArG41+5ldmzgWqqtLZZqWyrJ2Ksja62kffz1qr1RCXFMr8RZEkL4zEP2D6fm8kaPURErQKIcYjQasQQgghhO8Z3PE4rlP7AdDFLcb/lm/MyPOqqoKrKt8TuHa8b/8nrQ5D2pUYs25BG2yZkf4IIYTwTd32Hn6Z/xgdNs9+3yadkf/Ifojk4CQA7Hkv4Sh4xXOxTo//Bx9GFx5/wc/X8erLdLz6svc4eN0VRH/iU2i0UxMgToSqqrzxzxLqqroAiE0M4bYPLz9vKLPn5cdprCwFYGH2BlZsuuO8z+FyK1Q393lKAdd2c7qhm0H76GHmGf4mPWmJnlA1PSmUpOhAdDPw7+JwujlW1UleWStFpzsYtI8eAAf7G1iRZiFnURTpiaFTFvqKC6P0NGM/+DyumsJh5zUB4ZhW341+/uo5FzROVrO1hW3VO8hrKRwRuKYEJ7E5+RqWRiyak/8Orp4eevftoXv3Tlzt7SPadSEhhKy/ipD1GzFEyATK8+nqGKCyrI3KsnbaW/pHvUajgdiEEFIXWUhJiyQwaOITaSZCglYfIUGrEGI8ErQKIYQQQvgWd1cjA//6NgwN/Pjf+m10MQtntA+qquKuLcJe8CpKW9XwRo0W/cK1mLK2oA2VMmRCCHG56XP08+uCP9I84CmHa9Dq+dzyT5EWNh8Ad1sVAy//yFuVwbT6HozLb7yg51JVlfYX/kXXtje95wJX5BD76c+h0U28/O1UqDrVzrYXPKVHNRq48xM5REYHjnl9f08Hbzz1Q858nt/0ye8QFDZ89avT5aaysddTCri2m4rGHhzO0UvznhHkb/Dur5qWGEpCVOCsl+l1uRWOV3d5QtdT7fQPjtw3EiDArCd7aKXr4nnhGPQSus4WV8Nx7Af+gdJZP+y8NnoB5rX3oouaP0s9mzmtA+28XbODQ835KOrw37ukoHg2J19DZuQStJq593OqKgoDx0rp3rUD69EieH+EptEQkLmMkI2bCMhYNqOTVuai3u5B70rX1saxx9Cj44OZnx5JarqFoBDzRT+vBK0+QoJWIcR4JGgVQgghhPAtg+/+AVflYQB0iZn43/i1WeuLqqq460txFLyKu+XU8EaNBn3qaozZWy5qlZIQQoi5Y9A1yG8K/h91/Z4y81qNlk9nfpyMSE95e9XlYODFH6B0e9p1MWn43fLNCxrEV10umv/8NH0H9nvP+S/NIO4LX0JrmJn98c5wuRSef/IIvd02AJZmx3HVDeefBFW062XK8rcDEJO8mA23fxa7w83phh5PGeDaLiqbenG5zz+0HRpoJD0pzBusxkb4+/RKO7eiUFbbTV5ZGwXlbWPuIetn0pG1IJKc9CgyUsIntW+smBqqouAs243jyAsj929dsBbTqrvQBobPUu9mTsdgJ2/X7uRg4xFc6vAV5PGBsWxOvoYsS8acDFwBnJ0d9OzeRc+e3bh7uke06yMiCLlqIyFXrkcfEjrj/Ztr+nttVJa1U1nWTlN9z5jXWWKCSE2PJDU9ktBw/wt6LglafYQErUKI8UjQKoQQQgjhO9wddQy88F3vsf8HvocuKnUWe+ShqiruppOewLXxxIh2fUquJ3CNnDcLvRNCCDET7G4Hvy96ksqeagA0aLg/4z5WRC3zXmM78CzOkqF9VPUmAu78EdrgsfcwHYtiG6Txsf9j4Fip91zA8ixiH/osWtPUlmaciPz9NRzeXQ2Ayaznw59ehdlv7LDX5XTw2uPfw2H37PGnSd1CeW8YNc19uJXzD2VHhpg9oWqSZ9WqJdTPp4PV81EUldMNPeSdbCW/vI2uPvuo15kMOpbNjyAn3cKy+RGYjbKH5ExSHQM4Cl/HUfI2KOeUgNYZMWbdhHH5jWj0M/97N9O6bN28W7uLfY2HcCrDS2HH+EdxQ/LV5EQtR6edm5MCVJeL/qNF9OzawcDxYyMv0OkIzF5B6IZN+C1aPGffd2bSQL+DyvJ2KsvaaKztHrFw+IwIS4AndF1kITwyYML3l6DVR0jQKoQYjwStQgghhBC+Y/Dt3+KqLgBAPy8bvxu+NMs9GsnVfApHwSu460tHtOmSsjCtuNUnwmEhhBBTx6m4+OPRP3Gy62x1g/sW3cW6uJXeY1dTGYOv/YQzpXJNV34M45KrJ/1crp4eGn77K+w11d5zIVdtIOq+j814uWCA/l47zz5xGNdQSd/11y0gI2f0Sg59Aw7K63ooL9qHtsGzmnVA9WeP8zpg9NAiJtzfu79qemIo4cEXX27SFymqSlVjL/llbeSVtdLeYxv1OoNeS0ZKOLnpUSxfEIm/WULXmaL0tnr2b63OH3ZeExCOadWd6BesQTNHV3VORo+9j/fqdrGn/gAOZXgZbItfBDfMu5pVMSvmbOAK4Ghppmf3Tnr27UXpH7n/qCE6htANmwhedwW6wLFLpIuzBgecVJ/yrHStr+5CGWNSTWiEvyd0TYskMjrwvIG2BK0+QoJWIcR4JGgVQgghhPAN7rZqBl76gffY/44footImr0OjcPdWom94FXctUUj2nQJGRhX3IZ+hveWFUIIMfXcipunjv2do21nJ9jcsXALVyeu9x6rjkGsL3wPta8N8HwO+N34tUmviHK0tNDw6//F2dbmPRe+5TYibv3ArK2ueufVE5w+7tmPNtwSwF2fzEGr9fSlp9/u2V+1rpvy2m4a2q2Aylr9DoK1vQCcdGVQoyzw3i/BEjAUrIaRlhBCSOClv1Lw/VRVpbaln7yyVvLL2mjuHBj1Op1Ww9KUcHLSLGSnWQg8zypiMXVcjSewH3gWpaN22HmtJRXzug+ji14wxiMvLf0OK9vr9rCrfh829/DV2BHmMK6bt4k1sbkYtHN3MoDidNCfn0fPrp0Mniof0a7R6wlauZqQjZswp86XVa4TZLe5qD7dQWVZG3WVnbjHKBEfHGoeKi9sISo2aMS/rwStPkKCViHEeCRoFUIIIYTwDQNbf4m7rhjwlOL1u+4Ls9yjiXG31+AofA1XVd6INl3cYowrbkUXu0gGZoQQYg5SVIW/nvgnh5sLvOduSbmeG1OuHXadbfczOE/u9BwY/Qi488eT3tvRVlVJw29/hbtvaHxCoyHqIx8ndMPGi3gFF6eproeX/17kPd5462K6FYWyui7K6npoGSUgDNW0s9qwFwC3qqMi7A4WzosmPTGUhYmhEha+j6qqNLZbyStrI7+slfo266jXaTUaFs0LJSc9ihVpFkICjDPc08uLqig4y/d49m8d7B3Wpp+/BtPqu9AGRsxS72bWgHOAHfX72FG3l0HX8Kwl1BTCdUkbWRe3CqNubv9u2+vr6N61k74D+1BsI1ecmxITCdmwieA1a9Ga/Wahh3OTw+6itrKTyrJ2aio6vNUR3i8w2ERKWiTz0y3EJASj0WgkaPUVErQKIcYjQasQQgghxOxzt5xm4JVHho40+N/5CLrw0csS+ip3Z4MncK08xPs3KNLFpHkC1/ilErgKIcQcoaoq/yx/md0NB7znrkm6ig/Ov3nYe7mrtpjBbb/0Hps3PYRh4bpJPZe1pJjGx36P6nAAoDEYiP305wjMyr7IV3Hh3G6F55/Op6fDE6b26zWccLnO+xidVsNq/wKCHDUAJC1Zw9rNH572vl5KmjsHyC9rJa+sjZrm0ceqNMDCxFBy0i3kpFku2XLLvkB1DOIoeh1H8Vvv27/VgHH5jRiX34TGcHn8+w+6bOyu38/2uj30O4dPCAgyBnJt0gbWx6/FpJvbkwAUm42+w4fo3rkde23NiHaNyUzwmjWEbNiEKTFJvttPgtPppq6yi8ryNqpPdeB0uEe9zj/ASEpaJDfdnomf/8wE+BK0nocErUKI8UjQKoQQQggx+wbe+DnuhmMA6Beswe/qz8xyjy6c0t2Mveg1XKcOgDp8xrbWkurZwzVpuQzKCCGEj3ulYitv1+zwHl8Rt5p7028f9v6t2vqx/vs7qAPdAOiTczBf94VJvcf37NtLy5+fBsXzmaENCCD+i1/Gb8HMlp9XVZXGjgHK67opq+2iubKTaLtn2NmNSikKjvc9Rq/TkhoXTHpiKGlJocQHq7z9lx+hDr2WGz76TUItcTP6Oi4lbd2D5Je1kV/eSkVD75jXzY8LJic9ipx0C5ZQWWk3HZTeNuyHnh9RwUTjH+rZv3Xhusti/1YAu9vBnoYDvFu7iz7H8P1NAw0BXJ24nqsS1uGnn/sBtK2qku5dO+g7fMg7EeZchpgYgnJWEpiTK6HrJLldCvXVXVSWtVN1qh27beREno99di3JC2Zm5fi0Ba0vvvgi3/rWt/j73/9Obm7uqNeoqsrHP/5xmpqaeOedd8a815tvvsmf//xnTp8+jU6nIzs7m89//vMsW7ZsOrruJUGrEGI8ErQKIYQQQswuV1MZg6/9j+dAoyHgrv9BGxozu52aAkpvK46iN3CW7wVl+GxtbcQ8jCu2oE9ecdkMygkhxFzyVvV2Xq3c5j3Ojc7i40s+hPZ979mD2/+I6/RBADTmIPzv+jFav+AJPYeqqnRtfYP2F//tPacPjyDhK1/DGDv94aSiqNS39Xv3Vy2r66Z/0AmADshEiwFPaNCAQiMqRoOWBfEhnmA1MZTUuGAMep33niX73uD4obcAsCQs4Oq7/2PaX8florPXRkF5G3llbZyq62asQGBedBA56RZyF0URE+4/o328HLiayrAf+AdK+/CVjlpLCqa196KPSZulns08h9vJ/sbDvFO7k257z7A2f70fGxOvZFPCFfgb5v7PoXvASu+B/fTs2oGjsXHUawwWC4ErcgnMycWckiqh6yS43QqNtd2e0LW8ncEBz2fRnA9aCwsLuf/++xkYGDhv0PrTn/6Up59+mqSkpDGD1t/97nf8/ve/JyAggDVr1tDb20teXh46nY4//OEPbNiwYaq77yVBqxBiPBK0CiGEEELMHlVVGXz9J7ibygDQp12J38YHZrlXU0vp78BR9CbOsl3gHj5TWxsWjzF7C/rUVWi0ErgKIYQv2Fm/j3+Vv+I9zoxcwoMZH0Wn1Q27zll5BNu7/+c9Nl//RQzJORN6DlVRaH327/TseM97zpiQSMKXv4o+NOwiX8Ho3IpCTXO/d8XqqfoeBuyjlwJOQkM0ns8lVa9h3tpEFiWHMy8mCL1u9M8rt8vJa0/+APuAZ3xl3S2fJDFt9kofX8p6rA4Ky9vIK2vlZE03yhjxQLwlgJw0T+gaHxkgwc8UUVUFV/k+7If/jTo4PGDUp67y7N8aZJml3s08p+LiYNMR3q7ZSaeta1ibWWdmQ8I6rk5cT6AxYJZ6OHVUVWXwVDk9u3bQX1gw6ipXAH1YOIE5OQSuyMVvwUL5nj8JiqLSXN9DZVk76zbOJzpuYpOXLtaUB61vvfUW3/rWt7BaPXW2Rwta7XY7Dz/8MC+88ALAmEFraWkpd9xxB/Hx8Tz77LNER0cDsHPnTj7/+c8TGhrKu+++i5/f9JQ0kKBVCDEeCVqFEEIIIWaPq/4Yg2/+3HOg0RFwz0/QBl+aA1OKtQvH0a04T+wE9/BBGW1IjCdwXbAGzfsG8oUQQsycg015/PXEP73H6WEL+OyyT2LQDd8jThnoZuBf30G1e8pm6hdegd+mByf0HIrTQfOTj9Off7YEqd+ixcR97ovo/Kdu5ZfTpVDV1OsJVuu6Od3Qg32M/fDOCDDrSYsKQl/Xy5klkzd8cAmp6eN/NlefOMKhrX8FwC8wlFse+D5a+Uybdv2DTgpPtZFf1saxqk7cyuhRQXS4P7npFnLTo0iKDpTQdQqoThuOojdwFG8dPplOp8eYuRlj1s1ojJdPKWe34uZQcwFv1WynfbBjWJtRZ2R9/BquSdxAiClolno4tRS7HeuxUvrz87AWF6EMjp5D6YKDCVyRS1BOLn5p6Wh08r44UWfG7WfClAWtzc3N/PKXv+SVV17Bz8+PgIAA2tvbRwStu3fv5ic/+QkVFRUkJiZSV1c3ZtD6ta99jddff52f/OQnfPCDHxzW9t3vfpd//vOfPProo9xxxx1T8RJGkKBVCDEeCVqFEEIIIWaHqqoMvPIISmsFAIZFGzFf9YnZ7dQMUAZ7cRZvw3HsPXDZh7VpgiwYs2/BsPAKNDr9LPVQCCEuT4WtJTxV+jfUoYQxJXgeX8h6ALPeNOw6VVWxvf1bXDWFAGgCwgm480doTOOv1nJbrTT+328ZLC/zngtauYro+x9EazCc55HjszvdVDb0eEoB13VT0diL06Wc9zHBAUbSE0NJT/KUAo6N8Of150porO0GIH5eKFs+tGxCody7z/6SjqZqADKvuJklq2+4qNcjJm/A5uJoRTt5J1spreoc879/ZIiZ3KE9XVPigtFK6HpRlL527If+iavy8LDzGr8Qz/6taVdcVltFuBU3+a1H2Va9nZaB1mFtBq2eK+JWc928jYSaQmaph1NPcToZOHGM/vx8+osKUIYWMb6fNjCQwKwVBOXk4r94CRq9fN8/nzkZtH7zm9/kpZdeIiMjg0cffZRHHnmEw4cPjwha09PT0Wq13Hfffdx7773cdNNNYwatq1atore3l0OHDhESMvwXZ9euXTz00ENs3ryZ3/zmN1PxEkaQoFUIMR4JWoUQQgghZoer9iiD237lOdDqCfjQT9EGzswePL5AtfXjKHkLR+m74Bz+d6smMALj8pswpK9HozfOUg+FEOLycayjjP9X/Axu1bPiMyEwji9lfxp/w8jVaM6yPdh2PeU99rvpP9EnLB33OZydnTT8+hc4Ghu850KvuwHLXfdcUFnJQbuL0w09Q6WAu6lq6h1zNeMZ4cGmoWA1jLTEUKLD/IaFqBUn23j75eMAaDRw9/25hFvGD5A7m2t55x//C4BWp2PLgz/E7H9prFqbq2wOFyWVneSdbKW4ogO7c/TVzGFBJnLSLOSkW1iYEIpWK6HrhXI1n/Ls39pWNey8NmIepnUfRh+bPks9mx2KqlDYWsK26vdotDYPa9NrdKyJW8n1SZuI8JuecumzRXW5GCg7SX9BHv0FBbj7eke9TuvnR0BWNkErcvFfmoHWKN/5328mg9Ypi7xTU1P56U9/yq233or2PB/uN9xwA5///OdJT0+nvr5+zOtaW1vp6ekhJiZmRMh65vkAysvLL77zQgghhBBCCCHmDFVVsee95D02LN54WYWsABpzIKaVd2BcthnHsXdxlLwNds/sd7W/A/u+v+IofA3j8hsxLN6I5n0rqoQQQkyNU12VPFHyF2/IGu1v4QtZD4wasir9Hdj2/8N7bFhy9YRCVntDAw2//gWurk7vuci77iH8hhsn3E+rzcmpuh7K6rooq+2mtqV/zL05z4gK8yMtMdQTriaGEhk6dhlTp9PN/u0V3uOMFfETClkBThXt9v7/xLQVErL6ALNRz8pFUaxcFIXD6aa0qpP8slaKTncweM7evF19dt7Nr+fd/HqCA4ysGApdFyWFopN9JSdFH7MQ3Qe+i+vUAeyH/4U60A2A0lHD4Gv/gz4lF9Pqu9EGR81uR2eIVqMlJ3o52VGZlLQfZ2v1e9T1eSaauFQ3exsOsr/xMKtjcrh+3iai/CNnucdTQ6PXE7A0g4ClGUTd9zEGT5XTn59HX0Ee7u5u73XK4CB9B/bTd2A/GpOZwGXLCMzJJSBzOVqTfO+faVMWtD700EMTuu63v/3thK5ra2sDwGIZvYb/mfMdHR2jtgshhBBCCCGEuDS5agpQ2qs9BzoDxuxbJvzYbccKeLNuK3qtloTgGBZHJxEbGE2MfxQWvwh0c2w/OI0pANOK2zBmXI/j+HacxdtQbZ5qK+pAN/YDz+IoegND5maMS69GYzDPco+FEOLSUdNbxx+L/4RTcQIQbg7ji1kPEmQMHHGtqirYdj7prUKgCY7GtPqecZ9joLyMxt//BmVgwHNCpyPmk58ieM26CfVxwObkqTdOUHSqnfHKGsZG+JOeFEZ6oqcUcFjQxAfriw7V0d/rKWlv9jOwcv28CT3ONtBHbVmB93hh1lUTfk4xM4wGHSvSLKxIs+ByKxyv7iKvrJXC8jastrOha6/Vwc7CBnYWNhBg1pOdZiE33cKS5HD0OgldJ0Kj0WJIuwJ9Si6Oo2/iOPomuD3vL66qPFw1RRgzr8eYveWy2b9Vq9Gy3JLBssilHOs4ybbq96jqrQU8q14PNB3hYFMeudHZbE6+mpiASyeI1mi1+Kcvwj99EZYPfRhbVaUndM0/guucXEy12+g7cpi+I4fRGI0ELM0kMCeHgGVZU7p3txibzxZxHhza/NfPb/Q3DNNQKj9w5kvGNDAa9TO6vFgIMXfJe4UQQgghxMxQVYWGl1/xHofk3kjEvMQJPbaupYdX615GY7ThBioGuqioOuFt12l1xAVGER8cS0JIDAnBscQHxxAbFI1Rd3F7302/IIj/EMqGD9Bb+A49B1/B3d8FgDrYi+PwP3GVvEnIqi2E5N6I1jyxVUZCCCFGV9vdwB+Kn8bm9oSLoeZgfnD1l4kJGn2Qv+fIm/Q3Dn3maLTEfvA/MMedfwVWx4GDNPzq16hOT9CiNZtZ/K3/IjRr+YT7+ct/5FN4qn3EeY0GUmJDWDo/gozUCJakRBA6iWD1XN2dAxQdrPMeX3vLIhISwyf02Lydu1DcnrAuOiGVRcsyLqgPYubExoRwzZpkXG6F0op29hc3caC0ie6+s3vHW20u9hY3sbe4iQCznpVLY1iXGceKRVGYDHNrUtvsCIK4j+FadyOdO/5O/7E9ntOKC8fRN3Gf3kfYhg8TtHwTmjk2SfBiREWtYuOilZS0nOSF41s50XYKABWVIy0F5LUUsiZxBXcsuZGk0PhZ7u00iM6GNdmo6gNYKyrpOHCQ9v0HsDU2eS9RHQ76C/PpL8xHo9cTmrWciLVrCF+9EkOQjF9PF58NWs9XfvhcinL+TdmFEEIIIYQQQlw6rCcO4Gj1zGLXGMyErv3AhB7ndCn8+MXX0ITbxrzGrbip622irrcJztnpRqPREBNgIT44hoSQWBKCY0kIjiEuOAazj5Xk1RrNhK7eQnDODfQVvUf3gZdx93oG2JXBfrp2PUvPwVcIXnkTIatuQecnAy5CCDFZzX2tPLLrt/Q7PCXbA40BfGfDf4wZsjo6Gunc/lfvcciaWzEnLDrvczS9sZXKJ56CofK+htBQlnz/2wQObac2EfknW9iRf/YDbWFiKBnzI4eC1XAC/admT793XjuBy+UZo42JDyZrVdKEHqe43ZQe3OE9zlx7zZT0R8wMvU5LVloUWWlRfPr2ZZyo6mB/SRP7ixvp6Dn7fctqc7Ezv56d+fWYjTpyF0ezblkcuYuj8TP5bDzhE/QhFqI+8GWCV95Ex9tPY2/0BItuaw/tbz5Gb95WIq77BH7JmbPc05mj0WhYFrOYZTGLOd56iheOv0lJy0nAE7geqMvnQF0+q+KzuH3JjaSGT+z9aC7RaDQELphP4IL5JH3kwwzU1NJx4CAd+w8wUHt20ovqctGVl09XXj6aP+gIycwgYt0awlevxhg6crtOceF89p3Mf2hJs91uH7X9zHn/aVz67HC46OkZnLb7CyHmvjMrWdva+ma5J0IIIYQQlz5VURjY8Zz32LD0WjoHtDAw/nexf+44TZvuBGfm/FuUNNobzTj1PWj8+tGYrWhNo4ewqqrS1N9KU38reY3Fw9rCzWHEBEQR4x9FbEA0MQGeMsSj7c034+ZdiV/CGpzle3EUvYHa59miR7EP0L3333Qfeh3jkqsxLNuM1i94ljsrhBBzQ5etm18WPEa3rRcAs87E55bdj58zeNSxAVVxM/Dqr1FdDgC0YQm4l9w85jiCqqp0vPQCnW++7j1niI4m/stfYzDIwuAExx8G7S5+93yh93j1kmg+fevZ/WAHrXYGraOPu05GQ00XJ4rPrqZasymVjo7+CT22/tRR+ns8+86a/AIJjV0k4ytzWHSwiQ9ekcxt6+ZR1dhLflkbeWWttJ8TutocbvYebWTv0UYMei0ZKeHkpkexfEEk/mafjSpmnzEWw83fQlNxCPuhf6FaPb83jtZqmv7+A/TJOZjW3HPZ7N96hkUTw2eW3k9lQg3bqt/jWMdJb9vhhiIONxSREbGIzcnXkBIysXLmc1JAOH7X3kTCtTfhaGqkLz+P/oJ87LU13ktUt5vuoqN0Fx2l4rHH8VuYRmDuSgKzczCEhc1i56fPTFag9Nl3r6goz5tCe/vI0hYw/h6uQgghhBBCCCEuLa6KgyjdjZ4Dgx/GZZsn9LhjVZ28VXwMc6ZnUEqDhi9deSeB+mDyy1vZWdhIeVk3aF1o/PrR+vWj8bOi8+vHHDyIQzv2gHGnrYtOWxfHO8qGnQ8xBnlC14AoYvyjiQ2IIiYgmkBDABqN5oJe/4XQ6PQYF2/EkH4lrtMHsRe+jtrT7Gl02jz7f5W+i2HJJozLb0TrHzpjfRNCiLmmz9HP74qeoNPmKc1u0Or5zLJPMi947BL2juKtKK0VngONDvOmB9GMUY5edblo+csz9O7f6z1nTkkl7j++jD5ochNiXtxVScfQnqmBfgbuvXbhpB4/EYqisvfdCu/xwqVRxCZMfJXUqaLd3v8/f9k6dHpfL9MvJkKr0TA/PoT58SHctWk+tS395JW1klfWRkvn2W0AnS6FwlPtFJ5qR6fVsDQlnJw0C9lpFgL95Gfh/TQaLYYFa9Enr8BxdBuOo2/A0AQOV3U+rtoiDBnXY1qxBY3x8tqXMzVkHp9bfj+1vfVsq36Po+3HvG2lHScp7TjJorCFbE6+hoVhE68KMBcZY+OIuOVWIm65FUdbK/35efQX5GGrrDx7kaoyWF7GYHkZbf/4G+b5CwjKySVwRQ6GSMnbLoTPBq3h4eFERETQ3NxMf38/gYHDN5GvqPB8iKelpc1G94QQQgghhBBCzCBVcWPPP7s3qzHzejTmwPM8wqN3wMGTrx9HH1XrPbfcspQwcygAa5bEsGZJDA3tVnYVNrCvtJnBdk+bC7ADaN3ExCqkLdQTHG6n3d5Os7WVtsF2FHX07Wx6HH30OPoo6zo97HyAwZ8Yf08AG+sNYqMINYVMawCr0eoxpF2JfsE6XJWHcRS+itI1FFq7HThL3sJ5/D0M6RswZt2ENjBi2voihBBz0YBzkN8XPUnLgGfxh06j48HMj5930N7dUYcj7yXvsTHnNnSRo6+qUux2Gh/7PwZKz1ZOCMhcRuxnPo/WNLky9afqu9lecLZk8L3XLiR4isoEn+tYYSOdbZ7yyXqDljUbJx5gdLc30lrnKYOq0WiZv+yKKe+fmH0ajYZ5MUHMiwni9qtSaWi3ele6Ngz97AC4FZXiig6KKzr487YyFs0LJTc9iuw0CyEBU/+zO5dp9CZMObdhSF+P/ci/cZ3a72lQ3DiLt+Iq34sx93YMi666rPZvBUgKTuChZR+nob+JbdXvUdhagoqn/PrJrlOc7DrFwtBUNidfQ3rYghmd/DgbjJYowjffRPjmm3B2dtBfkE9/fh6Dp095y9ID2CpOY6s4Tds/n8M0L9kTuubkYoyOmcXezy0+G7QCrF+/npdffpkdO3awZcuWYW3vvvsuABs2bJiNrgkhhBBCCCGEmEGu8n2ovS2eA1MAxmU3jPsYVVV5+o0T9NismCMbvec3JowczI2PDODD16Vxx8b5HD7ews6iBqqahsoXKjqaG3Q0N4DJEMDqJal8PDue+Cg/WgfaaR5opdnaQrO1leaBVlqsrbhU96h9sjoHqOipoqKnath5s87kLTt8bggbbg5Dq9FO8F9pfBqtFsOCNejnr8JVle8JXDuG9nJyu3Aefw/nyZ0Y0tZjzLoZbbDMahdCCJvLzh+OPk19v+ezRIOGTyy9l6UR6WM+RnW7sO18HBTP54HWkoIx6+ZRr3X19dLwm19hrz772RB85XqiP/oJNLrJBSVOl5tntp7kzBD6svkRrFkSPal7TMTggJPDu6u9xznr5hEYNPFA+HTRHu//j1+wDP+gS7N0pThLo9GQYAkkwRLIbVem0Nw5QH5ZK3kn26hpOVsyWlFVjld3cby6i7++VcbCxFBy0i3kpFkIDzbP4ivwLdrAcPw2PYR76bXYDvwDpcUzuU+19WHf+2ecx9/DtPbD6OOXzHJPZ158YCyfyvgIzdYWtlXvIK+l0Bu4nuqu5FRRJSnB87gx5RqWhKdf8oErgCE8grBrryfs2utx9XTTX1BAf0EeA2UnQTk7cdReU429ppr2F/+NMT6BoNyVBK7IxRgXd1n8O10ojaqeE11PoY9+9KMcPnyYv//97+Tm5o56TX19Pddccw1JSUm88847I9qLior40Ic+RHR0NH/7299ITPSU4di5cyef//znCQsLY/v27RiN0zOrRfZoFUKMR/ZoFUIIIYSYfqrbhfX5b6D2dwBgXHkHpuwt4zwK3smr49l3T6GLrsY4z7NnU1xADP+96isTGiiobu5lZ2EjB48343COXLmaEhvExux4Vi2OxmQ4OxDuVtx02Do9wau1laaBsyGsw+2Y6MsGwKA1EONvOVuGOCCaWP8oIv0i0E3BKgVVVXHXFmEveBWlbXj4i0aLfuE6TNm3oA2RGe1CiMuT0+3kseI/DatQ8JHFd7M2dvTxzjPsR17AUfia50BnwP+Oh9GFxo24ztHWSsOvfoGztcV7LvyWLUTcdvsFDWq/uLuS1/dXA2Ay6njkU6uJCJn6cGrXtnKOF3n2Zg0ONXPPAyvR6yc2MchhG+DVx7+He6js6aa7vkhU4tSXNhZzR1v3IPllbeSXtVLR2DvmdfPjgrkiM5YrMmMxTPDn7XKgqiquysPYD/3T+335DP28bM/+rZfxd7nWgXbertnBoeb8EdVokoIS2Jx8Dcsil1yWQaK7r4/+ogL68vMZOHEM3KNPFjXGxBI4tNLVlJg0J/6tZnKPVp8OWgF+/vOf8+STT+Ln58eaNWuwWq0cOXIEvV7Pk08+yZo1a6aj+4AErUKI8UnQKoQQQggx/RzHt2Pf+xcANOYgAu79ORrD+QeNa1v6eOQvebjcCqZle9CaPXuC3Zt+O1fGT+7vyAGbiwPHmtlZ1DCszN0ZfiY9V2TEsCE7nvjIgDHvo6gKXbaec1bAttA80EqTtZVB1+T+9tRpdET5R3pXwZ7ZAzbK34JBO/niVaqq4q4vxVHwKu6WU8MbNRr081djzN6CLix+0vcWQoi5yq24ebL0bxSfs9/fXQtvY2Pi+cvculsrGHjlEW9pRtPaezFmjqzEYKuupuE3v8TdNxQsaTRE3fdRQjdefUH9rWvt54fPHMGteJ73I9encfWKhAu61/m0Nffx72cKvMc33rGU5IWRE358WcEOinZ6SiqHRMZxw0e/MScG7cXM6Oy1UVDeRl5ZG6fquhktvAgLMrF5dRIblsdhNFxe5XHPR3U5cBRvw1H0BrjsZxu0OgxLr8W04lY0prG/q17qOgY7ebt2Jwcbj4yoPhMfGMvm5GvIsmRMaTWZucQ9YMV6tIi+/DwGSktQXa5RrzNYLASu8ISu5pRUn33/lqD1fV566SX++te/UlFRQUBAAMuWLeOLX/wiS5cunY6ue0nQKoQYjwStQgghhBDTS3U5PKtZrV0AmFbfg3H5jed9jN3p5ofPHKGpYwBtSBum9HwA/PR+/PiKb2PSXVhVJFVVOd3Qw87CBo6cbMXlHvnndFpiKBuz48hJi5rwSgtVVel19A1f/TpUirjP2T+pPmrQYPGLOLsC1t9Thjg6IGpCr1tVVdxNJz2Ba+OJEXfXp+RgXHEruoikSfVLCCHmGkVV+PPx58hrKfKe25K6mc3J5w9BVZcd6wvfR+1pBkAXm47fLd9A876Be+uxUhr/8HtUuw0AjcFA7EOfITA754L661YUfvyXfKqbPeMTCxNC+MZ9K9BO8QC4qqq8/Pcimus94XBiahg335U54YF2VVV4808/pr/bs9dt7rX3yP6sYkw9VgeF5Z49XU/WdKO8L8oIDjCyeVUSG7PjMBt9epfEGaVYu7AfeQFX+d5h5zWmQIy5H8SweONlt3/rubps3bxTu4v9jYdwKsPDxBj/KG5IvpqcqOVTUj1mrlJsg1iLi+kryMNafBTVMXpVHn14OIErcghckYvfgoVotL4TUl8SQeulQIJWIcR4JGgVQgghhJhejtJ3sO//OwAavxAC7v0ZGv3594D787aT7Cry7KNnTs9HE+IZzL06cT13LBy/5PBE9A042FfiWeXa2jXy78YgfwNXLotlQ1Y8UaF+F/w8/U7rsODVswK2hW57z6TvFW4OGxa+nlkN628YvX+u5lM4Cl7BXV86ok0/L9sTuFpSJt0PIYTwdaqq8lzZi+xtPOQ9d13SRm6bf+O4gaJt/99xlg4tKDGYCbjjRyP2u+49sJ/mZ57ylmjU+gcQ/8Uv47fwwsvnbjtUyz93eMob63VaHr5/JbERU79y7dTxVt591TMRR6vVcPencgmL8J/w45uqjrP7pT8CYDD5cetDP0RvmPjeruLy1T/oZG9xE28drqXHOjz0CfQzcP3KRK7JScDPJIHrGe62auwH/oG7uXzYeW1YnGf/1oSMWeqZb+ix9/Fe7S72NBzAoTiHtVn8Irhh3tWsillxWQeuAIrdjvVYKf35eViPFqLYbKNepwsJITA7h6CcXPzS0ie9x/hUk6DVR0jQKoQYjwStQgghhBDTR3XZsT77n6iDnlUzpnX3Ycy47ryPyS9r5f9e8gSDGpMV8/I9nv+Phu+v+S8s/hFT2kdFVTlR08XOwgYKy9tHrLQAyEgJZ2N2PMsXRKCbolnegy6bN3j1liG2ttJh60Idtcje2EKMQeesgI32liEOMgYC4G6txF7wKu7aohGP1SVmYsq+FV2M7K0nhLg0qKrKSxVv8F7tbu+59fFruSftA+OGrK7GEwy+/lPvsemqT2JctGHYvbu2baX9hX96z+nDw4n/8tcwxV14afaWrgG+/9RhHC7P3oO3X5XKLeuSL/h+Y3E63Dz7xGGsfZ6Qa/mqBNZdPX9S99j90h9pqjoOQFrOJrI3fHDK+ykubQ6nmz3FTbx5sIauPvuwNn+TnutWJnJtbgIBZsMs9dC3qKqKqyoP+6HnUfvah7XpkpZjWnPPqPtHX076HP1sr9vD7vr92NzDf6YizGFcN28Ta2JzL2h7jkuN4nQycOIY/fn59BcWoAyM3FYFQBsYSGDWCoJyc/FftASNfub/7SRo9REStAohxiNBqxBCCCHE9HEcfRP7Ic9gtCYgnIB7foJGP3b5285eG99/+jBWm6cEWMLyGjpMnlU3GRGL+Ozy+6e1v119dvYUN7KrqHHEwB949hO7ankcVy2PIyxoelbvONwOWgbaR+wB2zbYjqIqk7pXgMGfGH9PABsbEE2UC8JP5xFQVcT7owZd3GLPCtfYRT67T5MQQkzE1qr3eL3qLe/xqpgVfHTx3ePu2ac6BrH++zuo/R0A6BKX4bf5K973RFVRaHv+WbrfO7t9mjE+gfgvfw1DWNgF91dVVX7+bCEna7sBSIwK5Lsfz0Wvm/ryjYd2V1GwvxYAvwADH35oFcZJrB7s62rjzT89AqiAhpvv/w6BoZbxHibEqJwuhX0lnsC1vWf4CjuzUcc1OQlcvzKRIP8L2zLiUqO6HDhK38ZR+Do4z/n30ugwLL0a04rb0JgDZ6+DPmDAOcCO+n3sqNvLoGt4LhRqCuG6pI2si1uFUSchPoDqcjFQdpL+gjz6CwrO7jf+Plo/PwKysgnKWYn/0qVoDTPzOylBq4+QoFUIMR4JWoUQQgghpofqGPSsZrV79ig1XfkxjEvG3hdPUVR+9mwh5XXdAISH6GDJewy6PQNJn1v+KZZGpE97v8GzT15JRSc7ixooqegYsb5Uq9GwfEEEm7LjWZISPuX7543GpbhoG+yg6ZzVr80DrbQMtOF6395U4zFpDUS7tVj6uolyuIl2uIhyuAh1KRhi0jyBa/xSCVyFEHPOjrq9/PvUq97j5ZYMPrX0vgmVjbTtegpnmaeKAqYAAu58BG2AJ0BVnA6an3qC/rwj3uv90tKJ+8J/oPO/uPK+u4828szWkwBoNPDdj+eSHBN8UfccTU/XIM89eQRlaH/yTTels2hZzKTuUbjzRcoLdgIQm7KUqz746anuprgMudwKB44188aBmhHbORgNWjZlx7N5VRIhgVKiGkAZ6MZx5MWh96tzvqWaAjDlfADDkk1oLvOVm4MuG7vq97O9bjdW58CwtmBjENckXcX6+LWYdBLin6EqCoOnyunPz6OvIA93d/eo12lMZgKXLSMwZyUBmcvQmqbv91KCVh8hQasQYjwStAohhBBCTA97was48l4EQBMUScDdP0GjG3vQ59V9Vby8p8pzvQZuulnD9tatAET5RfLdNV8fdzXSdGjvHmTX0Ub2HG2kd8A5ot0SamZjVjxXLIsleBZWXCiqQvtg54g9YJsHWnG4HePf4BwGRcXicBHldBNtCCYlZR3padfJrH8hxJywv/EIfz/5L+/xorCFfGb5JydUKtJVU8jgW7/xHpuv/gyGBWsAcA9Yafz9bxksL/O2B+bkEvPAQxe9qqerz853njzEoN0zYebG1UnctWnBRd1zLFtfKKX6lGe1blRsELd/LHtSE2qcDjuvPfE9nHbPWOtVt3+W2OTF09JXcXlyKwqHT7Ty+v5qmjqGh2MGvZarlsdx4+okwoPNs9RD3+Jur/Hs39pUNuy8NjTWU044cfllP2nO5rKzt/Eg79buos/RP6wt0BDA1YnruSphHX56+Zk6l6oo2Koq6c87Ql9BHq6OjlGv0xiNBCzNJDA3l4BlWej8/Ka0HxK0+ggJWoUQ45GgVQghhBBi6ql2K/3P/ic4PINk5qvux7DoqjGvP13fw0/+XuDdH3XLunkcN71Co7UZgDsX3sqmxCunv+Pn4XIrFJS3sbOwwVve8Vx6nYac9Cg2ZsWRlhg66wNbiqrQbe+hydo6ogzx+0upnY9ZhYzAeWSnXMWSiEUSugohfFJ+y1H+dOwf3j2uU0Pm8YWsBye0Wkm19WP913979xPXp67C79rPAeDs6qLh17/A0VDvvT706muxfOjDaC5yz25VVfn9iyUUnvLsuRgV5scP71+F0TD+6tvJqqvq5PXnS7zHt38sm+i4ya2aPV28j/x3nwcgMNTCTZ/8NppZmAAlLn2KqpJf1sZr+6qpbxsejul1Gq5cFsdNa5KIDJnaUGcuUlUVV3U+9oPPo/a1DWvTWlIxrbgVXZIErg63k32Nh3i3dhfd9p5hbf56PzYmXsmmhCvwN/jPUg99l6qq2Gtq6Ms/Qn9BHs6WllGv0+j1+C9ZSmBOLoHLs9EFXnwZawlafYQErUKI8UjQKoQQQggx9ex5L+EoeAUATXA0AXc/imaMso0DNifff/oIHb2eEsELEkK4/aYQflf0OABGnZFHr/g2fnrfGUxr6rCyq6iRfSVN3v1kzxUXGcDGrDjWZcTgb/atYFJVVXodfTRbW2kaGFoFO7Qats/Zf97HGjU6MiKXkhWVydKIRZj1UsJPCDH7SttP8P9K/uzdxzoxMI7/yP40/oaJfW4MvvsHXJWHAdD4BRNw16NozIHYGxtp+PX/4urs9F4becddhG2+aUpCiyMnW3ns5VLv8Tc+nE160oXv9ToWt1vhn0/n0z20QjA9M5qrb140qXuoqsq2v/yE3o4mALI33k7aio1T3VUhhlFUlaOn2nl1fzU1zcPH7XRaDWszYrh57TyiwyQcU91OnKXvYC94dfj+rYA2Yh7GFVvQJ6+47CdHOBUXB5uO8HbNTjptXcPazDozGxLWcXXiegKNF1cS/lKlqiqOhnr68vPoz8/D0dgw+oU6Hf6LFhO4IpfA7BXogy+sHL4ErT5CglYhxHgkaBVCCCGEmFqqrZ/+Z7/uHeQxb3oIw8J1o1+rqvy/V49x+EQrAH4mPQ/fv5KXav9NUZtn5c36+LV8KP2DM9P5SXI43Rw52crOwgYqGntHtBv1WlYtiWZTdjzJMUE+v5qg32n1BLBdVdTV5nHC1kLnGCurDFo9S8LTyYrKJDNysU8F4UKIy0d5VwV/OPoUzqG9qqP9o/jKis8QZJzYShrn6YPYtv/Re+x3w5fRz8ti8PQpGn77a5QBq6dBpyPmE/cTvPaKKel3/6CT7zxx0FuSfmNWHB/bPLnwc6KOHq5n//YKAAxGHR9+aBX+gZMredxad4od//odAHqDkS0P/QijSd73xcxQVZWSyk5e219FRcPw71saDaxZEs3Na5OJi5RwTBnowVHwKs6yXeAePhlQG5aAMfsW9KmrLnpF/lznVtwcai7grZrttA8OL4tr1BlZH7+Ga5M2EGycuaBvLnI0NXpC14J87LU1o1+k0eCXlk5gTi5BK3LQh058QpEErT5CglYhxHgkaBVCCCGEmFr2w//CUfQGANrQOPzvfGTMwZw9xY386c2T3uPPfiCDBclGvnfgJ96VSd9e9VXiAmOmv+MXqbalj51FjRw41ozd4R7RPi86iI3ZcaxeEo3ZOP5+gb7APdBDddFLFDYXUOqvp22Mfus0OhaFLyTLkskyyxICDTLQKYSYftW9tfy28HHsQ/tRR5jD+WrOZwk1hUzo8cpAN9Z/fRvsnjDVkL4e84ZP0V9YQNPjj6E6PSGoxmQi7rNfICAjc8r6/tTrx9lX6imPHxpo5JEH1uBvnvrPhgGrg2cfP4zD7vlcWrsplazViZO+z75Xn6L+9FEA5i+/ktxr7p7SfgoxEaqqcqKmi9f2VVNW1z2sTQPkLIpiy7pkEqMuvmTpXKdYu3AUb8N5fAcMvUeeoQ2JwZi9Bf2CNWNWnLlcuBU3+a1H2Va9nZaB1mFtBq2eK+JWc928jRP+XLmcOdpa6c/Po78gD1tl5ZjXmecvICgnl8CcXAwRkee9pwStPkKCViHEeCRoFUIIIYSYOspgL9Znvw4uz4CO+ZrPYZi/atRrmzsHePhPR7A7PYO/65fF8smbFvNqxTbeqtkOQFrYAr6U/dDMdH6KDNpdHDzewo6ChhH7igH4mXSsXRrDxqx4EubIQKBq68devI368h2UmFRKA800m0YPBLQaLWmh88mKymC5JUNWAgghpkVDfxO/LvgjA0N7TocYg/hqzueI9IuY0ONVVWVw269w1xUDoAmMIODOR+g5cJDWv/0FhoZbdUHBxH/pK5iTU6as76VVHfzy+aPe4/+4YxlZC88/2HyhdrxZxsnioUA33I+7P5WLTje5lWzW3k7eeOphzgxBb/74twiJiJ3yvgoxGeV13by2r4pj1V0j2rIXRrLlimSSYy6sXOmlRBnsxVm8Dcfx7SNKCmuCLBizb8Gw8Ao0urkxCXC6KKpCYWsJ26rfo9HaPKxNr9GxNm4V1yVtJMJv6su7X4qcnR30F+TTn5/H4OlT3s/U9zMlpxC0IofAnFyM0SMn1krQ6iMkaBVCjEeCViGEEEKIqWM78CzOkrcA0IYn4n/Hw6PuBeV0KTz613xqWjzfwWLC/fn+J1ai1Sl8Z/+j9Ds9q4sezPwYWZaMmXsBU0hVVSobe9lZ2MDhk604XcqIaxYkhLApK57cRRYMet9fUaDarTiOvYuj5G3aFBulgSZKA0w0jLEPrQYN80OTybJkkmXJIMwcOrMdFkJckloH2vhlwWP0OTyTWQIM/nxlxWeJDYie8D0cJ3dh3/0n77H55v+i58hJOl9/1XvOYIki/itfxxgVNWV9tzlcfPfJw959yVctjuIzt03P51xrUy8v/LnQe3zz3ZkkpYZP+j7Fe1/jxOF3AIhKTGPTXV+Ysj4KcbEqGnp4bX81xRUdI9qWzY9gy7pk5sfLakTV1o+j9G0cpe+AY3heogmMwLj8Jgzp69HoJ1dW/FKjqAol7cfZWv0edX3D9x/VarSsicnh+nlXY/Gf2KQeAa6ebvoLCugvyGOg7CQoI/8mAjAmJHpXupri4gEJWn2GBK1CiPFI0CqEEEIIMTUUaxfW5/4L3J5Si+brv4ghOWfUa5/ffoq3DtcBoNdp+PZHc5kXE8Shpnz+cuJ5AMJMoTy89hvoLoGSZv2DTvaXNLGjqJGWzoER7YF+Bq7MjGVDVhzR4f6z0MPJUR2DOI5vx1m8DdXWR6deOxS6mqn1Gz10BUgJTiIrKpMsSyaRfpMf7BdCiC5bN7/I/wNd9m4AzDozX8p+iKTghAnfQ+ltw/rCd72ru/RLrqHntJPevbu915iSU4j/j6+gD57aFXH/eLecd/PqAQgw6/nxg2sIDpj6YENVVV76ayEtjZ6xjnkLIrjpzskHum6Xk9ee+B72Qc8EqCtufYCEBcumtK9CTIWa5j5e219NQXnbiLYlyWFsWZdMepKsRvRMmnsPR8lb3rLpZ2j8QzEuvxHD4o1o9KZZ6qFvUFWVYx0n2Vb9HlW9tcPatBotudFZ3DDvamICpm4izuXA3ddHf1EBffn5DJw4Bu6R260AGGNiCczJJe2j96Dzm5n9wCVoPQ8JWoUQ45GgVQghhBBiatj2/RXnsfcA0EYm4//B76PRaEZcV1rZwS//ebZk4oeuXsD1q5IA+NmR31HT5wlgb0u9keuTN81Az2eOqqqcrO1mZ2EDBeVtuJWRf84vSQ5jY1Y8WQsj0U+yvONMU512nCd24ijeijrQDUCPzhO6Hgvyp8qsY6wBi8SgeLIsmWRHZRLtb5mxPgsh5q5eRx+/KniM1oF2AAxaA1/IeoAFoRMv66uqCoOv/xR3U5nnODCK3rZoBkpKvNf4Z2QS95nPozWbp7T/pxt6+J+/5nvfFx+4ZTHrMqanBG9ZSTPb3/C8Rq1Ow4ceWElI2OQHq6uOH+bwtr8B4B8Uxs2f+h7aS2AClLh01bf28/qBao6caB3xHSQtMZQtVySzZF7YqN9RLyeeSXM7cBZvRbUNHxPV+AVjyNyMcckmNMaZCbl8laqqlHWdZmv1u5zurhrRnhI8j6yoDLItmUTIJMJJcQ9YsR4toi8/j4HSElSXa8Q1GY88TEjmzFQ3kqD1PCRoFUKMR4JWIYQQQoiLp/R3YH3uG6B4/kD22/xV9EkjV7z0Wh187+nD9Fo9e7hmpIbz5buWo9VoqO6t5ed5vwdAr9Xz43XfJtAYMHMvYob19NvZU9zErqJGbwnJc4UEGrlqWRxXLY8jImRqB/unmupy4CzbjaPoTVRrp/d8n07D8ZAgjlmiOe3uRRkjdo0LiCHLkkF21DJiA6Iv+8FPIcRIA84Bfl34/2jobwI8e+Z9ZtknWRyRNqn7OErewn7gWcDzkdXdFo+97mx5yOB1VxD9sU+i0U/tfoVOl8IP/nSYpg5PVYOM1HC+ctfyaXm/c9hdPPv4EQaGPmuz1ySyZmPqpO+jqirv/OMXdLV4VnMtu3ILi1ddN6V9FWK6NHVYeX1/DYeOt6C8Lz6ZHxfMliuSyUyNuOy/c6iuoUlzR89OmvMyBWDMvAFjxrVojL5fcWW6neqqZFv1e5zsOjVqe9LQJMIsmUQ4aYptEGtxMX0FeViLj6I6hv5WlKDVN0jQKoQYjwStQgghhBAXz7b7GZwndwKgjV6A/63fHjFwpagqv/lXMSWVnj20ggOMPHz/KkKGSiY+c+w5jrQUALAmJpePLrl75l7ALFIUldKqDnYWNnK0op33/4Wv0cDy+ZFszI4jIyUCrdZ3BwRVtwtn+V4cRW+g9g0v3Wc1+XFqQSYlfnpO9lThVkcvFRblH0m2ZRlZURkkBsZf9gOgQgiwuWz8ruhJqofKN2o1Wj6V8ZFJ7+Ht7m5k4IXvg9uJyw5d1QG4es6Wzgy/6RYiPnjHtLzvvLynklf3VQNgMuj40QOriAyZnpViB3ZUUHRoqDxxoJF7H1qFwTj5VagdTdW8++wvAdDq9Nz60A8x+QVOaV+FmG6tXQO8caCG/aXNIyqJzIsJYsu6ZLIWRqK9zL9veCbN7fF8hztn0hwARj+MGddhzLgejVneAyp7anirejvHO8tQ1NH3G40LiCErKpNsS6ZMIpwkxW7HeqyU/vw8Uu+5ncD5k58odCEkaD0PCVqFEOORoFUIIYQQ4uIova1Yn/8WDAVnfjf/F/r4JSOue/tIHc+9d3YG+FfvXk5GagTgKQf53X2P4hq6xzdy/2NS++1dKjp6bOw62sieo430DK1EOldkiJkNWXFcuSzOG1D7IlVx4Tp9EHvha6g9LcMb9UZci66iPCGZoz2VHO84iVMZWSoMIMIc7i3HNi84Ea3Gt0spCyGmntPt5A9Hn6a8u8J77mOL72F17Oh7gI9FVdwMvPIISlsVTit0ntai2IcGyDUaou69j9Crr53KrnvVt/bz8DNHvCHPfdelcU3O9HzGdXcO8PyTeShDz3XNlkWkLY2+oHsdfPMv1JzMAyB56WpW33DflPVTiJnW3jPI1oO17CluxOUeHqckWAK4ZV0yuelRPj2hbSaobhfOU/twFL4+YtIcBjPGJVdjWLYZrd/U7l89F/U7rBS3H6ewrZiyztNjTiKM9rd4t8tICIyT0HUSzozbzwQJWs9DglYhxHgkaBVCCCGEuDiDO5/EVb4XAF1sOn63fHPEAEJNcx8//mued2Dr+pWJfOiahd72rVXv8XrVW4Bnr6Ov535+hnrvm1xuhaJT7ewsauB4ddeIdp1Ww4o0Cxuz41mUFOqzAzaqouCqPIyj8FWUrsbhjTo9hkUbUDOu5YS9jcLWYko7TuJwjwyYAUJNIWRZMsiyZDI/NFlCVyEuA27FzeMlf6G044T33D1pH+CqhHWTvpe94FUceS9i74Gu0965QWj0emIe/DRBOSunqtvDKIrKj/+aR1WTZ8xhQXwI3/zIimlbPffGv0qorfCsRouJD+YDH8m6oM8Im7WX1574Pori+Ye67r7/JDw6cUr7KsRs6Oqzs/VQDbuKGnG6hq9GjI3w55a1yaxaEoVOe3l/z1AV9zmT5pqHN+qMGJZswrj8RrT+obPSP18z4BykpP04RW2lHO8swzXuJMJlJAcn+ux3eF8hQauPkKBVCDEeCVqFEEIIIS6c0t2M9V/f4ky9W78t30Ifmz7sGrvDzcPPHKG507MvXVJ0IN/+aC4GvWcAy624+d6Bn9Bt7wHgE0vuZWVM9gy+Ct/W0jnAzqIG9hY3YbWNHLSJCfdnY1Yc6zJjCfQzzEIPx6eqCq6qfE/g2lE3vFGrw5C2HmPWzbgCQjnRWU5hawmlHccZdI3cuxYgyBjIcotnpevC0FR02smXxBRC+DZFVXjm2LPktx71nrst9UauT9406Xu522sYeOmHDLa56a6CM9tFa/39ifvCl/BPSz/v4y/GW4dreX77aQD0Og0/+OQq4iKnZ//xmtMdvPnvUu/xnZ9YgSXmwgapjx3cRun+NwGIiE3m2nu/OiV9FMJX9FgdvHW4lh0FDdidw1ciRoX5cfOaeazNiEGvu9wD1zOT5l5D6WoY3qjTY0jfgDHrJrSBEbPTQR9kc9k41nGSwrZSjrWfwKE4R70u1BRC9tCerqkh82QS4SgkaPURErQKIcYjQasQQgghxIUb3P5HXKcPAqCLX4r/zf854ppntp5g99EmAIwGLd//xEpiI84OMhe0FvNU6d8AT4D2yLr/Rq/Vz0Dv5xany03eyTZ2FDVwur5nRLtBr2XVoig2ZseTGhfskzPkVVXFXVuEveBVlLaq4Y0aLfqF6zBl34I2JAaX4qKs6zSFrSUUtx/D6hwY9Z4Ben+WWZaSZclgUfhC+dkR4hKgqir/OPkC+5sOe89dP28Tt82/cfL3cjsZePFheo/X03fOPA99WBjxX/4apvjpK1Pf2j3I9548hGNo1dwH16ew5YqUaXkut0vh+afy6OnyjIMuXh7LxhvTLuheitvN60/+gEGr57NmzU0fZ96iyZVqFmKu6Btw8E5eHe/l1zNoHx64RgSbuWntPK7MjPVOELxcnZ009xpKR+3wRq0OQ9qVGLNuQRtsmZ0O+iiH28HxznKKWksoaT+BzT32JMIsSyZZlgyZRHgOCVp9hAStQojxSNAqhBBCCHFh3J0NDPz7O5xZGuT/ge+ii5o/7Jq8k6384eWzq2s+eeMi1i+PG3bNrwoe43S3J3S7Mflabkm9fno7fgmob+1nR1EDB0qbsTlG7geVGBXIxux41iyJxs/ke8Gjqqq460txFLyKu+XU8EaNBv381Rizt6ALiwc8q55PdVdS2FbC0bZS+hz9o97XT28mI2IJ2VEZLA5Px6jzzRW+QoixqarKi6dfZ3vdHu+5q+LXcXfabRdWAvfg83S8vhXrOZUvjXFxxH/5axjCp28Flqqq/O9zRZyo8ZR/T7AE8r1P5E7b6rjCg7Uc3On5LDWadHz406vw87+wvbxrywo48MYzAJgDgrnlgR+g0/neZ4kQU8lqc/JuXj3vHKljwD68gkhYkInNq5PYsDwOo+HyDsDGnzS3FlPWFrShMbPTQR/mVFyUdZ6isK2EkrbjWF1jTCI0+LM8cilZUZmkhy24rCcRStDqIyRoFUKMR4JWIYQQQogLM/jO73FV5QGgS1qO/+avDGvv6LHx/acPewerVi6K4jO3LR02UN7Q38Sjh38FgFaj5UfrvkWoKWSGXsHcZ3O4OHS8hR2FDdS2jAwfTUYda5fGsDErjqTomRuomChVVXE3ncSR/wruppPva9WgT8nBuOJWdBFJ3rOKqlDZU0NhazFFbaXektPvZ9QZyYhYRJYlk6URizDrTdP4SoQQU+WNqnd4s+od7/HqmBw+sviuCyqp6Ko/QePvfoqt4+w5v4VpxH3hS+gCpqd87xl7jjbyp62e9zWNBr7zsVxSYoOn5bmsfXaefeIIzqGJN1dcO59luRe+Unf787+hraECgKVrNpOx7qYp6acQc8Gg3cX2gnreOlxH/+Dwkq/BAUY2r0piY3YcZuPlG37BBCbNpQ5NmguPn50O+ji34qa8u4Ki1hKOth2jzzn2JMLMyCVkWTJZHJ522U0ilKDVR0jQKoQYjwStQgghhBCT526vYeDF73uP/W//AbrI5LPtisLP/lHIqaEStxHBZh6+fyX+5uGDA/84+W/2NXpKQ+ZELef+jPumve+XIlVVqW7uY0dBA4dPtHjLVJ5rflwwG7PjWbkoyidXY7iayz2DdfWlI9r087I9gatleMlNRVWo6a2jsK2EotZSOmydo97boNWzJDydrKhMMiMX46f3m5bXIIS4OO/V7ubF0697j7MsGdy/9L4LKqHo6u2m/kf/iaPrbFASsCKH2Ac/jdZwYSs9J6q73863nzjE4NBEo82rkrj76gXT9nzvvXaS8mMtAIRF+nPXJ3PQXeDK2a62Bt7+608B0Gi1bHngYfwCZQKUuPzYHW52FDaw7XAtvVbHsLZAPwPXr0zkmpwEn6wcMpO8k+YKXsXdeOJ9raNPmhPDKapCRXcVhW2lFLWW0OPoHfU6o85IZsRisqI8kwhNuun9LPMFErT6CAlahRDjkaBVCCGEEGLyBt/6Da6aQgD0yTn4Xf/FYe2v7K3ilb2ecmIaDXzzvhUsTAgdds2Ac4D/3vdjnIpnEPyrKz7H/NDkae/7pc5qc7K/tJmdhQ00dYwsSRZg1nNFZiwbsuKG7ZXrK9ytldgLXsFde3REmy4xE1P2rehiFo5oU1WVuv4GilpLKWwrpnWgfdT76zQ6FoUvJMuSyTLLEgINvvdvIMTlaF/jIf5x8gXv8eLwND697BMYLqBkoqu7m7offwdn19kVQiFXriPqYw+g0U7/Pov/92IJ+eVtAESF+vHwp1ZhmqYJLs0NPbz01yLv8ZYPLSMhOeyC73fk7WepLD0AQFL6Ctbe/ImL7KEQc5vD6WZPcRNvHqyhq88+rM3fpOfa3ASuW5lIgPnyWmk4GlfzKRwFr0xq0pwYTlEVqnvrKGotobCthE5b16jXGbR6lkQsIsuScUlPIpSg1UdI0CqEGI8ErUIIIYQQk+NurWTg5R8OHWnwv/OH6MITve3ldd389B8FnPlL9QNXpnDrlSMHVd6t3cVLp98AICEwjm+u/NIF7b8nRqeqKuV13ewsaiTvZCtuZeTQwaKkUDZmx7MizTJt+wZeKHd7DY6CV3FV549o08UtxrjiNvRxi0Z9rKqqNFlbhla6ltB47uaM59BqtKSFzicrKoPllgyCjb5XXlmIy0F+SxF/OvYs6tCe3/NDUvhC1qcwXsBqHUdzE/U//x9cPWdXBIWtzyHyY1+Ykc+Y9+9N/p/3ZrN43oUHn+ejqiov/LmAtmZPoJySFsnm25de8P3sg1Zee+J7uF2eCVBX3/NlLPGpU9JXIeY6p0thX4kncG3vsQ1rMxt1XJOTwPUrEwm6wL2RLyWeSXOv4q4tGtF2vklzYjhVVanra/B+n20dHH0SoX7YJMKlBBj8Z7in00eCVh8hQasQYjwStAohhBBCTM7A1l/grisBQJ+6Cr9rP+dts9qc/ODpw3T0emb8pyWE8F8fXoFWO3xwW1EVHj7wM9qHSr3et+hO1sWtmqFXcPnptTrYW9LEzsKGEYOD4NlzbP2yWDYsjyMy1LdmxLs763EUvoar4jAwfPhDF5PmWR0Rv/S8AUrLQBtFrSUUtZVQ29cw6jUaNMwPTSbLkkmWJYMwc+gUvgohxFhK2o/zeMlfUFRPyfOkoHj+I/uhC1qdM1hxmobf/grFavWeC1+ZRMRDD89IyGq1Ofn2E4e8ZUavWh7HJ24cfULIVDhxtImdW8sB0Om1fOiBlQSHmi/4fifz3uPo7lcACI1K4Pr7/lMmQAnxPi63woFjzbxxoIbWruG5g9GgZVN2PJtXJRESKHvDu9trPN/hqvJGtHkmzd2KLnaRvM9MgKqqNFqbvStdm6wto153dhJhJsstS+f8JEIJWn2EBK1CiPFI0CqEEEIIMXHu5lMMvPpjz4FGg/9dP0YXGgd4BgD++MoxjpxsBTzl1B6+fxURISMHfUvaj/PH4mcACND788gV38aok5Jr001RVY5XdbKjsIGi0+28fzRBA2TOj2BjVjzL5keMCMhnk9LdhL3wdVynD4A6fA9abVSqZ3VE0vJxB+vaBzspGtrTtaq3ZszrUoKTyIrKJNuSSYRf+JS8BiHEcOVdp/m/o0/jUjx7mcYERPOV7M8QaJx8Se/+okKaHn8M1eEJOTVaCFtsJvzTP0HrHzqV3R7T02+cYG9JEwAhgUZ+/MDqEXuTTxW7zcU/Hj+MbcCz+jRnXRKrrrrwkpyKovDmn36EtacDgJXX30tqxtop6asQlyK3onD4RCuv768esVWDQa/lquVx3Lg6ifDgC5/8cKlwdzZ4AtfKQ7z/y+dEJ82J4ZqtrUPfZ0uo628c9RoNGhaEpngmEUZlEGqae/ttS9DqIyRoFUKMR4JWIcREtPcMsr+0meAAI+mJocSE+8sfAUKIy9LA6z/F3XgCAP3CdfhtesjbtudoI3/aetJ7/LkPZJC7KGrU+/y+6ElOdHpW4VybtIEPLrh5GnstRtPZa2P30UZ2H22ku98xoj082MTGrHiuzU3AbJz8HonTReltxVH0Os7yfaC4h7VpI+ZhXLEFffIKNJrxSyF32bo52naMwrZiKrqrvWVL3y8xKJ5sSyZZUZlE+1um5HUIcbmr6qnht0VP4HB73n8izeF8JeezFzQQ3LN7Fy1/fcY7gK/VQ1gaBH/g8xhSV05lt8d0rLqTXzxX5D3+4u2ZZKdN3/vFvndPU5znWaEfGGziQw+uxHAR+8A2VJSw95UnADCa/dny4A/RG6QEqhDjUVSV/LI2XttXTX1b/7A2vU7DlcviuGlNEpEhvlUxZDYo3c3Yi17DdWqUSXOWVEwrJjZpTgzXPthBYWsJRW2lVPfWjnldSvA8sqIy5tQkQglafYQErUKI8UjQKoQYj6KofPepQ8NmqQYHGElLDCV96H9xlgC08seAEOIS52o8weDrP/UcaLQE3P0/aEOiAWjqsPLwM0dwOD2DJucrl9hibeWHh/7Xcxs0PLz2G3Pmj/1LkVtROHq6g52FDZRWdY5oDw00cseG+azNiPGpzzqlvwNH0Rs4T+6GodVwZ2jDEjyBa8pKNNqJ7T3b6+jjaNsxilpLKO+u8JYxfb+4gBjvStfYgGgZDBTiAjT0N/Grgj8y6PKM2YWaQvjKis8SOcnPAlVV6XztFTpefdl7TmeC8HQwZ6zB7+rPTGW3x2R3uPnuU4e8pdlzF0XxuQ9kTNvzdbZb+edTed6FYdfdtpgFi0ef2DRRu174A801nslSi3KvYflVt11sN4W4rCiqytFT7by6v5qa5uFjjDqthrUZMdy8dh7RYZfO/pkXyjNp7g2c5XsvetKcGK7L1k1RWymFrSVU9ow9iTApKH5opatvTyKUoNVHSNAqhBiPBK1CiPEcOdnKYy+XnveaALPeG7ymJYWSFBXkU+UWhRDiYqmqyuCrj+JuOQWAIf0qzBvuB8DpUvjxX/OobfHM4o+N8Od7H1+JyTj6ypp/lb/Czvp9AGRGLuEzyz4x/S9ATEhr1wC7ihrZU9xE/6BzWFtyTBD3XruQhQmhs9O5MSjWLhxHt+I8sRPcw1fmakNiMGZvQb9gDRrtxFd69TutlLQdp7CthJOdp3Cr7lGvi/KPJNuyjKyoDBID4yV0FWICWgba+FX+Y/Q5PZ8ZgYYAvrLis8QETC4oVN1uWv/+V3p27/Se0/t7QlZ9SCgBd/0YjWnyJYgvxHPvneLtI3WA5++CRx5cQ0jA9KwGVVWV158vpr66G4C4xBBu/fDFrQDr7Wxh6zOebQE0Gg033/89AkIipqK7Qlx2VFWlpLKT1/ZXUdHQO6xNo4HVS6K5ZW0ycZEz8/7kyzyT5t7EWbYL3KNMmsu+BX3qqglPmhPD9dj7ONpWSlFbCae6K+fkJEIJWn2EBK1CiPFI0CqEOB9VVXnkL3lUNXneI+IiA+jpt2O1uc77OD+TjgXxoaQnhZKWGEpyTBB6nfxxIISYu1x1JQxu/YXnQKsj4J6fog2KBIYPMOt1Gr7zsVySokf/o9jmsvHtfT/G5rYD8MWsB1kUvnD6X4CYFKdL4cCxZl7aXUmPdXh4uXJRFHdtnE9kqG+VwFMGenCWvIXj2Hvgsg9r0wRHYcy6GcPCK9DoJlcGedA1SEn7CYpaSzjeWYZTGf07QIQ53FuObV5wIlpZhSHECB2DXfyq4DG67N0A+OnNfCn70yQGxU/qPordTtMTf8RaVOg9ZwyGsIWg1YHf5q+iT1o2lV0fU0VjD4/+Jd+7ZuhTNy/miszYaXu+qvJ2tr14DPCENnd9MoeIqMCLumfB9n9zqmg3j3dQaAABAABJREFUAPHzM7nytgcvup9CXO5UVeVETRev7aumrK57WJsGyFkUxZZ1ySRe5O/vpUCxduEo3obz+I4pmzQnhut3WCluP0ZhWwllnafHnEQY7W8hy5JJdlQmCYFxsx66StDqIyRoFUKMR4JWIcT5lNV28dN/eAZw9DotP//cOoL8DTS0WSmr7aK8rpuyum76BpznvY/RoGV+XAjpSZ5Vr6lxwRj08keCEGJuUFWVgZd/iNJWBYBhydWYr/wYACWVHfzqn0e91957zUKuW5k45r121+/n+fKXAYj2j+K7q78263/Ai7EN2l1sPVTDtkN1uNxnZ8HrdVpuWJXITWvm4Wfynf1bAVRbP46St3CUvgvO4eMBmsAIT+Cavh6NzjDpe9tcdo53llHYWkxpx0nv3pLvF2oKIcuSQZYlk/mhyRK6CoFnZc2vCv5A22AHAEatgS9kPcj80ORJ3cfd30/D736NreK095yfRUfIPDcaLRgWbcR81SemsOdjc7kVHv7TERrarQAsTQnnq3dP3/6CLqeb557Mo2+oRPHSFXFcdf3FTVZyOmy8+vh3cTk8E1Q23PF5YualX3RfhRBnldd189q+Ko5Vd41oy14YyZYrkkmOCZ6FnvkWZbAXZ/E2HMe3g9M2rE0TZMGYfcsFTZoTww04BylpP05RWynHO8twjTuJcBnJwYmz8jebBK0+QoJWIcR4JGgVQpzPb/9dTNHpdgA2ZMXx8c0j9xtUVZXmzgHKaru9wWtXn33EdefS6zSkxgaTlhRGemIoC+JDxiyxKYQQs81VU8jgW7/xHOj0BHzo52gDwuixOvj+U4foHZpssmx+BF+6c9mYf4Srqsojh35B80ArAHenfYANCetm5DWIi9PePci/d1Vw+ETrsPMhAUZu35DKFZmxPrV/K4Bqt+I49i6OkrfBbh3WpvEPxbj8JgyLN6DRmy7o/g63kxOdZRS2llLSfhyb2zbqdUHGQJZbPCtdF4amopPVGOIyZHUO8OuCP9JobQZAr9HxmeWfZHF42qTu4+xop+FXv8DR3OQ9F5gWSWBIOxqNZyA+4I4fojHOzIr7V/ZW8cpezyQkk0HHjz61alpX++fvq+HwnmrP85n1fPjTqzD7TX7SyLlOFe2mYPu/AQgKj+bGj/+3TIASYppUNPTw2v5qiis6RrQtmx/BlnXJzI8PmYWe+RbV1o+j9G0cpe+AY5RJc8tv8kya009PifbLic1l41jHSQrbSjnWfgKHMvoiglBTCNlDe7qmhsybsUmEErT6CAlahRDjkaBVCDGWxnYr33nyEOAp7fPIg6uJjRh/HxVVVWnrsXlWvNZ6gtf2ntEHX8/QaTXMiwny7PGaGMrChFD8zTJLUwgx+1RVYeDFH6B01AJgyLgO87r7UFSVX//rKKWVnQAEBxj54f2rCD7PnnQnO0/xu6InADDrTPz4im9j1pun/0WIKXOqvptn3z1FdfPw787zooP40DULSE8Km6WejU11DOI4vh1n8TZU2/B+a/yCMS7bjGHJ1WgMF/6z6FRclHWeoqitlOK2Y1hdA6NeF6D3Z5llKVmWDBaFL0Svlc96cemzuWz8tvAJavo8Jea1Gi0PZHyE5ZaMSd3HXldL/a9/ibun23NCoyF8Qy6mgSNDV2jw2/JN9LEzsxqzoa2fH/zpCG7FMyx777ULuS537IoOF6u/18azTxzB5fRUF1h//UIyVsRd1D1VVWXrnx+lr7MFgBVX38nCrKsuuq9CiPOrae7jtf3VFJS3jWhbkhzGlnXJPvmdaqaNP2nuRgyLN17wpDkxnMPt4HhnOUWtJUOTCEdfQBBkDCTLkkmWJWPaJxFK0OojJGgVQoxHglYhxFie2XqC3Uc9s+WzF0byxTsufJ+nzl4bZXVDK15ru2nuHH0A9gyNBhKjAklPDCMtMZS0xBCC/GW2phBi5jkrj2B79/88BzojAff+DK1/KG8fruW57WfLNn71nuVkpESc916PF/+Zo+2efeU2JKzj7rQPTFe3xTRSVJUDpc28sKuC7v7hpXNz0y3ctWkBFh/bvxVAddpxntiJ4+ibqIM9w9o0pkAMmddjzLgWjdH/op7Hrbg51V1JYVsJR9tK6XP0j3qdn95MRsQSlkakY9TJZ/x00gD+Bn8CDQEEGgPw1/tJOecZ4nA7+cPRpzjVXQmABg0fW3IPq2JWTOo+AydP0Ph/v0UZ9IzxafR6oj58D9rT//buyWzIvAHz2nun9gWMQVFUHv1bPpWNvQDMjwvmWx/JQaudvpWg77xynNMnPKFMRFQAd37i4p+vuaaMXS94PuP1RhO3PvQjDEaZACXETKlv7ef1A9UcOdHK+wOetMRQtlyRzJJ5YZf9KnPPpLkdOIu3jjppzpC5GeOSTTNWzeBycGYSYWFbCcVtxxhwjZ6xBRj8WR65lKyoTNLDFkz5JEIJWn2EBK1CiPFI0CqEGE1Pv53/fGw/Lrfna9Y371tBWmLo1N3f6hgKXT37vNa3Wcd9THxkAGlDe7ymJYYSGiizNoUQ00tVFAZe+C5KVwMAhmU3Yl5zDzXNfTzylzzvKp7Nq5K4++oF571Xx2AX3z/wE9ShYaTvrv46MQFR0/sCxLSyO9xsPVTD1kO1OF3n7t+q4bqVidyyNtnn9m8FUF0OnGW7cRS9iWrtHN5o9MeYcR3GjOvQmAMv+rkUVaGiu5qithKK2krptveM/yAx7TRoCDD4/3/27js8rrNK/Pj3TtWo916taslylXuPEydxXNJIIY2EJEAgsLuwLBAgCQnsUn+UhQ0QkhAS0khxS3Xce5MtWZLVrd77qEy79/fHSCONJfeRRuX9PI8f6xbdeWVLo3vf855z8NZ546P16g/AeuOt9cRb6423zr7PR+eNt9YLL62nyD6+ClbZyl9yXyWv5axj3z2pt7E8avEVXafr6BHqX/oritXeQ05lMBDxxJNIxR9gqy+y7/OPxPP2Z8asjORnx6p44/NiwP6e9/TDC4gKvnTlm6shywrHD1Rw4kCFY9+mL84iMtb/mq+9f/NfqSnNBSB59grmXnfnNV9TEIQrV9fSzbaDFRzJb0A+L9STGOnLhqXxZE4LEgFX68CiuY9QetqdD+q90GXe6JJFc4Izm2yjqL2U7Eb7IkKjZeT5K4PGg8zgdGaHZDI9MAWd+tpK24MItI4bItAqCMKliECrIAgjeW9vKdsO2iczEiN9+cED80b1ocbYa6G4v79rYVU7lQ1dXOoOLyzAQGqsPeiaGhNAkJ9YfS4IgmtZSg7Tt/MF+4bWA697f4lF5cmzrxxzZObHhfvw1APz0Kgvnh32QcmHfFa5G4C0gGSenPPYaA5dGEMtHX28u6eUw/kNTvt9PbXcvjKRZZkRo5rldbUUmwVL0QHMp7ahdDU7H9R6oMtYgzbzRlQGX5e8nqzIVHRWkd2Uy6nGXFr62lxyXWFsGDQe9oBsfyDWpz8466X1xGdIcNZb642PzmvKZynLisxLef8kuzHHse/WxHXcELfqiq7T9tknNL31hmNb7e9P9Le+jdR6BtORt+w7JRWet/4IdUiCK4Z+SU3tvfzob0cw95fwvXVZAhuXjc5rGzv72LHlLHXVg4s0EtNCWHtr+jVfu7ujhe0v/YSBaeWbv/QUvoFh13xdQRCuXmNbD9sPVXDwTL1jQeOAuHAfNiyJZ3ZyMKopH3A1Yynch/nU9hEWzRn6F82tdcmiOcGZfRFhef/97Bk6zJ0jnqdT68gMms7s0EwygtLQX+V9kQi0jhMi0CoIwqWIQKsgCOfrM1v5zz8dpLvPvmr+iVtnkJU2tllXPX1WSmo6KKyyZ7yeq+sa9qB1viBfj8HAa6w/of6GKb/iVRCEq6fINrrfeQqlox4A3ZwN6OffwcsfFrAvx15WXa9V88zD8wkLvPiqcbPNwg8P/NTRt/KrM79EZvC1TxIL40tJTQdvfl7sKKU5ICbUm3vWJDM9bnz2GlNkK9biQ5hObUPpcA4Wo9Ghnb4a3aybUXn6u+41FYUqYw2nGs9Q193gyPQWRoeiyHRbejFajBgt3fRa+0b9NbUqbX9WrJdTluxA+eKBgOxAcNag8Zg0922yIvPPs+9yqO6YY99N8WvYMO3Gy76GIss0v/s2bZ987Nini4gk6t++jUrqo+e9p0G236vr5m5Cn3Wb676Ai41LUfj1W6fIP2dfKBEV4sXTX5p/ycVGV6O8uJld2wsx9T+TAETG+HHj7Rl4GK49S+j03s2cPf45AOFxaay844lrvqYgCK7R3NHLR4cr2ZdT66iyNSA6xIv1S+LJSg0dlwvZxpJis2Ip2m8PuHad1+9W64Eu/Tq0M29y2aI5wZmsyJzrrCK7MYdTTWdovcAiQq1KQ3pQGrNDZpAZPB2D5vJLPItA6zghAq2CIFyKCLQKgnC+Hcer+OcOeymwUH8DP3t8kdsfYExmG6W1HRRW2vu8ltZ2YrXJF/0cf29df7arPymxAUQGeU6aCTxBEEafpWg/fbtftG/oDHjf+yuOl3fzfx+ccZzzyLrpLJsZcclrHao9xmtn3wEgyCOAZxb/l+iPOEnJisKR/Ab+tbuUti6T07G5KSHctTqR0IDxWc5NkWWsZUcwZ29Fbqt1PqjWoE1biW7WLai8A90zQMFlrLIVo6WbbksPXWZ78NVo7sZoMdJl6abb3I3R0k2XpRuj2Ui3pWfUg+EqSTUkENtf0tgpOOvt+NinP5N2PL6PKorCu8Vb2VW937FvVfRS7kzeeNn3oYrVSv3Lf6PryCHHPo/EJKKe/DdUnh70fPAccrO98owqOA7PW3+ENEalnffn1PHShwUASBI89UAW0yJdO4Fvtcoc3lVG7okaxz5JgqylccxdEueS5xKrxczWv/4Yc599AdSyTY8RlZh5zdcVBMG12rpMfHS4gj2na53aNABEBHmyfnE8C9JDUavG3++DsaTIVqwlhzFlb3MsEnVQ69Cmu37RnOBMURSqumoclVsae5tHPE8jqUkLTGZ2SCYzQzLw0l78uUAEWscJEWgVBOFSRKBVEIShbLLM9/98mOYOe6bD/WtTuG5utJtHNZzFaqO8rsvR47W4psNRvuxCvA1aR3/X1Fh/okO83R5AFgRhfFJkK91vfd+xMlyXdRtdiWt5+qVj9JrsmTULpofylY0Zl5w4VxSFnx/7HVVGe+DqtqRbuD525eh+AYLbmcw2Pj5ayUdHKpx+P6lVg/1bPT3GZ89LRZGxlp/AnL0FuaXK+aBKjTZlObrZt6DyDXHPAIUxJysyPZZee0C2P/jaNSQ4OxioHTxuVWyjOiYJCU+NYTAY2x+IvWBJY5032jEIRm4r+5SPzu1wbC+KyOK+tDsvOygs9/VS+8f/pacgz7HPa85cIh77KiqdDtPx9zGf3Gw/oNbgeduzqAOjXPo1XEiH0cRTfz1CT//vwbXzY7hnTbJLX6OtpYfPNufT0jjY/87LR8/1G9OIjPF32euUnTnEsU/tJZm9/IJY9/CPUE3xQI0gjGcdRhOfHKti18kaTBbn3y+h/gZuWRzH4hnho5JdP5HYF80dtd/DjbRoLnUlutnrUHkHuWeAU4SiKNR215PdmMupplzquhtGPE8lqUjxT2R2aCazQjLw1Q0PqopA6zghAq2CIFyKCLQKgjDU0YIGXthsn9jxNmj55RNL0GvVbh7VpVltMhUNXRRV2nu8Fle302u6+ASfp15DcrQfKbH2Hq9x4d5TfiWsIAh25oLdmPa9Yt/Qe2G4+xf84l9nKenvERfs58EzDy+4rEBZWcc5fn3iT4C9lOZPlz51yZXLwuTR2tnHu3vKOJTnnF3g46nltuXTWDErctwu+lEUBVvFKUzZW5Cbyp0PSio0yUvQz1mPyi/cPQMUxi1FUeizmei2dNM1EIx1ZMka6Tb3OLJnB4K1Jpt51Mflodbj1Z8p66O9dEljvVp/RdVQdlTu4f2S7Y7tOaEzeSTji5cdZLV2tFPzu/+HqbLCsc9v5WpC73sASaXC1lROzwfPgWJfvKFfeDe6WTdf9viu1Z/ez+V4oX0BUrCfB899eSF6nWueExRFoTC3gX2fFWMdsjglPjmI1etSXVIqeOhrffraL2hvsmfMzlqxibSsNS67viAIo6erx8xnx6v4/ET1sOf9IF8P1i2OY1lmBFrN1H6uv/SiuWXoZq8Xi+bGSH13I6f6M10HFt+eT0IiyT+B2SGZzA6dgb/eDxCB1nFDBFoFQbgUEWgVBGGAoig89/fjnKu3vx9sXBrPrcunuXlUV0eWFaoajRRW2UsNF1W1Y+y1XPRz9Fo1SdF+jqzXhAjfKf+ANhnJioIEooy0cEGKzUL3m/+F0t0KgG7BF/ioazpbDpwDQCVJfO/+uSRF+V3W9V468zonGk8DsCRiAfdNv3NUxi2Mb2W1nbzxeRGlNc79W6NDvLhnTTLp8eO3HK+iKNiqczGd3ILcUOJ8UJLQJC5EN2cD6oArz6pTZBlkGUkzPrN7hbFjsVmGZMTaA7JGp6zZHoxDyhwP9LweTRqVZjAI6wjQnh+ctWfSFraV8HbRB47PTQ9K5SuZD6G5zCxac309Nb/9NZbmwR57QbfeTuAtG5AkCcVqpue9Z5Db7RO06vAUDOu/hzRGiwRPFDbxx/dzHdvfuWe2y963zCYrez8tpjiv0bFPpZZYel0iGXMjXX7P1lRTxs63fguAWqNlw2M/QW/wculrCIIwurr7LOw4Xs1nx6ocWfYDAnz03LQwlpWzItFNgEXjo0lRFGyVp+z3cCMumluMfvYGVP5i0dxYae5t6c90PcO5zsoLnpfgG8fs0BncMftGdGrXLTa6GBFovQgRaBUE4VJEoFUQhAGFlW38/J/ZAGg1Kn75tSX4euncPCrXkBWFuuZuCqvaHX1eO7ovnjmh1ahIjPR19HmdFuU3IbJ7pxqrTaarx0JXj5muXgvGgY97LHT1Dn5s7P/Y2GshwEfPbcunsTTz0r01hanHnLcD04HXAJAMvtQte4r/eTuPgafO25YnsGFpwmVdq8PUyQ8P/gy5P/voe/P/jRifyFEZtzD+KYrC0YJG/rW7hJZO5/6ts5OCufu6JMICx2+2s6Io2GoLMJ/cgq3u7HlHJTTTstDOvAX0/tiMRmxdXf1/OrF2dWEzdmHrMvb/bd9vMxrtgVa9BxofH9QDf7zP+3vIH42PD5LeQyyYmeJsso1ua8+wksUDWbLdQ3rMDhwfeC8ebUn+CXx91pfRqS/vPrq3rIza3/8/bMb+Z3KVirAHHsJv+WCZ+b7Db2LJ+di+odHjdedzqHxDXT30EXX3WfjhX4847p2Xz4zg4XXTXXLtxrouPtucT2d7n2Off6CBGzalExzm7ZLXON+h7a9QWXgSgGkzFjN/7b2j8jqCIIy+XpOVnSer+eRo1bCF1f7eOr58SzoZCeN3MdtYsS+aO2O/h2sodj4oSWim9S+aG6NS9IJdW187p5rOkN2YS1nHORSGhzmfXv3vZISmjMl4RKD1IkSgVRCESxGBVkEQBvz2ndPklLYAsGp2JA/elObmEY0eRVFoaOulqKqdwso2CqvaaT1v0vt8apVEQoQvqbH2jNekKD8MepGB42oms80RNHUETHssdPX2B0yHBFW7eiyOfplXY+38GL6wOlGUjBYcFKuZ7je/i9LTDoCUdRfPHPZzvD+kxvjzn/fOuexSr9vLP+PD8s8ASPSL5z/mPTEq4xYmFrPFxifHqvjwUIVTnzG1SmLNvGg2Lo3H02NsVq5fimw2DwmMDv6x1FdgqSzA2tGGbAHZCrIFRrktp4Ok0YwciD0vQGsP3vqi8vQcs8w/YXxSFIVe62Cf2fNLGg/Nnu3q32eRL14NZSSxPtF8c87jGDQel3W+Mec0dS/8EcVsD2JKOh0RX30C75mzHedY6wrp3fo/0D8Bq1/2ILr06654bFfr5Q8L2JdTB4Cfl47nH1uI1zW+RymKQs6xag7vLkeWB6d10zLDWXZDEloXlSQ+X6+xg60vPm3PpgfWPvBfBISIwIIgTHQms41d2TV8fLSSziELqiXg5kVx3Lo8Ycr3b4X+gGvdWXvAtbbgvKMSmoR56OZuRB0U65bxTWUdpi5ON53hVFMuxe1ljsVhItA6TohAqyAIlyICrYIgANQ0d/OjF48A9oeRnz6+iPBxnFUzGprbe+0Zr/2lhhvbLn4PJUkQF+bjCLymxPhf86TTZKMoCj0m62DG6ZDM0qH77PvtH5utY5NtMiAjPoCvbJqBtwt7fwkTlznnE0yH3wBA8vTndc8HOVLUDoCXh4ZnH1lAoO/lTZ5bZSs/OvjfdJrt91iPZNzHvLBZozJuYWJq6zLx3t5SDuQ692/1Nmi5bXkCK2ZHunQhiKIoyL29/dmmnfag6dAgav/H1iEfK6aLL0JyCUmC0Z7WkSTU3t7nBWd9B/f5+KDx8R0SqPUW5YwFTDbzkNLFQ0oaO2XM2o93W3qI9Ynm4RlfxFt7eWVoO/bvo+HVl6E/6Kfy9ibqyX/DkJjkOEcx99L97o9RuuwlhdXRMzDc/O0xy+jOP9fKr9485dj++m2ZzEu9tp5+vT1mdm4vpLK01bFPq1Oz4sZkUjLCrunal3Lm4IfkHbZnBodEJXLd3d8a1dcTBGFsmS029p6uZdvBc3T2DC6WSYz05SsbMwj2N7hxdOOLtb4Y88nN2KrPDDumiZtjD7iGXF4VH8G1jOZucprzyG7K5b45m0gOGpv/BxFovQgRaBUE4VJEoFUQBICXPixgf/9K9TnJwTx5x0w3j8j92rpM9ozX/sBrbXP3Rc+XgKgQb1Jj/R19XidL6eUBNlnG2Gt1CpQa+zNLnYKn/SV8jb0WbPLo3qpLEvgYtHh76vAxaPHx1OLjqXP87X3ePo1axcsfFpBd3Oy4Rqi/gSfvyCQqZHRK1AkTg2Ix0f3mf6L02ntoVsVt4FfZAY7jVzq5fLzhFC/n/RMAP50vzy35PmqVKD8uDFde18mbnxdTXN3htD8q2Iu71yQxIyFoxM9TZBlbd3+J3qHBU6fAqRGb0V66VzYaUaxXXwXgckkaUGlAre3/288fbWw62sj4EbJOvZE0WuSenhEDv9YhJYaH7h/I/htNKoPBHowdmi3bH5jVDN3ff0yl14/6mITJQVEUWrdvpeWD9xz7NMHBRP/bt9GFO7c16Nv3CpaC3fYNnQGvO3+KyntsymCaLDZ+/LcjNPWX9Z2XGsLXb8u8pmtWn2vj821n6TEO/gyHhHtzw6Z0/AJGNwBis1nZ9uIz9HXbf88vvuVLxKbOHdXXFATBPTq6zby4LZ+88sEFHQa9hi/dnMb8tLEpuz5R2BrLMJ3cgq3y1LBj6phM9HM2og5PHvuBCcDgvP1YEIHWixCBVkEQLkUEWgVBaDea+O7/HcRqs99Sff/+uSRH+7t3UONQZ4+Z4iE9XqsajSN00HAWEeTpCLqmxgYQ4DO+JmEtVttgad4R+poOLdFr7DHT3Tf6E/QatWQPig4JkHoPDZ4anAOpnh4aVFeY1SErClv2l7PlwDnHPr1OzeMb0pmTfG1ZGsLEZTq1HfPRdwCQDQH8oHE9vRb799bVlFP/9Yk/UtZRAcD6hLXcnHC9awcsTCqKonAiv45tO/Loa+/AYOvD02bC09ZHvK+K9BAtekuvc8Cx2zj6maBqtXMZXkcGqO+IZXsxt2M5vR1r6VE477ekOjzFnh0RlXHN2XiyyTQkK9fYn4l7Xpau49+qE7l39OdFJJ1uxH8TzQVKHKs8PUWf2SlIkWUa//kaHbt3OvbpY2KJ+tZ/oPH3dzrXWpVD70e/cWx7rH4cbfKSsRoqb+0s5pOjVQB46jX89LGF+Hlf3b2sLCsc33+OEwcrnfbPWhDNwpUJqMegpGfF2RMc/vDvABi8/Fj/6DOo1GIBlCBMVrKi8MmRSt7bW+a0+HfV7EjuWZOMTit+/oeyNVdgzt6Ktfz4sGPqyOn2e7iINHHvMsZEoHWcEIFWQRAuRQRaBUF4d08p2w/ZgwGJUb489UCWm0c0MXT3WSiu7qCo0p71WlHfhXyJ29IQfw9SYwL6A6/+BPt5uOxBRVEU+gb6mw4JnjplnPY6B1RN5tFvpuehU/dnlQ4ERwc/9j4vaOpj0OKhU4/Zw9vxs438bXuBU4/E25YnsH5JvHiAnGIUcy/GN74DJnvm+qeqVWxvtvcmigz24kcPZaG/gsmYyq5qfn7s9wCoJTXPLfkBfvqxe0gW3E9RFBST6bzMzJFL9Q58PGbBQKdAqTcapyCgr6N0rtrHB5Xh6oKBcnsdpuxtWEsOgeJcEl4VOg393I2oY2aN2XutYrU6BWCtI2b/OgdpxyaI7e0UyFYNBGades72lzj29kYSQaEJTTabqf/rnzFmn3Ds85yeTsQTT6I2OGdzKqZuut95ytEzXBM/D48bvjFmPzPldZ08/+pxx4/Bw+vSWD4z8qqu1dXRx46tBdRXdzr2eRi0XLc+lbjEkTP2R8OON35DS905AGYsWUfGopvG7LUFQXCf0toO/rw5j+aOPse+qGAvvropQ1Q0GoGttcYecC07MuxeyJWL5oTLIwKt44QItAqCcCki0CoIU1uf2cp3/niQHpM9U/Hrt81gXqoopXM1ek1WSms7HBmvZbWdlyybG+Cjd/R4TY3xJzxwcEJbVhS6zy/L22vPLB0p89TYa3FkJY8WCfAyaIeV47Vnmg5knto/Htiv1YzvSeGqRiN/eDfH6cE7Ky2UL6+bjl43vscuuI7p5GbMx98HoFvjzw8b1yOjQqNW8aOHsogJvbJJmH8UvM3hOvtq8Plhc/hSxr0uH7MwthRZtpe3NZ5f1vbCwTrFYrn0ha+RytNzhHK85wfrfFH7eLulvK3c2Yj51DYshQdAcV7cowqOQzdnI5r4OUjS6GezXQlFlpG7u5361ToFxof+nw/8f492WWZJcvx/a4YEytUXC5RrJ1cLg4nMZjRS87+/o6+k2LHPZ+Eiwh9+dMR+wL07X8BachgAycMHzy/8FJXBd0zGarXJ/OSVY1Q32RcfpccH8O27Z1/VpHpZYTO7PizEbBr8+YiK82fN+jS8xrDSS2tDJZ+9/isAVCo1Gx57Fg+vsfn3FATB/Xr6rPz947McO9vo2KfVqLj3+mRWzooUQcMRyO31mE5txVo8wqK5kP5Fc7Fjt2huqhKB1nFCBFpHh6IobDtUwbm6TmLDfEiJ8Scx0leUHBAmJBFoFYSp7bNjVbzxuX3CJzTAwM8eW4RKJW6UXcFssVFa22nv81rZRmltJxarfNHP8fXS4eWhoavHQnefZfSTaVTS8KDpkCDp+X1PvQwa1KrxNRnuCl09Zv7vgzOcrWx37IsO8eabd2QS7D+6/cIE91NM3fZsVrP9uek141KOmRMB+OL1yVyfFXNF1zNaunnqwE+xyvZJ5e/M+zoJfnGuHbQw6npLimnb8RnmulpHj1Dki7+HXzNJGlZitkelJ6/RTJURetR6etUe9Kg98An2Z+MNmcxMmRiLo2RjC+ZT27Gc3Quyc0BS5R+JOiIFVUAUKv8IVAFRSJ7+E2riTlEU5L4+R6li556yQ7JnHWWOu1BMfZe+8DWS9B7nBd29hwTfz8+c9UHl4bpKG8IgS0sLNb/9Nea6Wse+gLU3EXznXUgj3FdZyo7Rt+OPjm2PtU+ijZ83JmMF2HKgnA/2lQOg06p47ssLCbnC+yGrxcbBXWXknRz8miUJ5i+PZ86i2DF/3jjyyeucyzsCQFxaFovWPTimry8IgvspisK+nDr++VkR5iHP5VlpoXzpplQ8PbRuHN34ZV80tx1L0X6Qz1s0FxSLbsYNaBIXIGnGV5ukyUIEWscJEWgdHadLmvndv3Kc9qlVEgmRvqT2Z6QkRvlh0A9flSgI440ItArC1GWTZb73wmFaOu0TfQ+sTWH13Gg3j2rystpkyusGAq/tFNd0uLx0r06jGgyQnhc0Hex7OrjPoNeICdV+VpvMW5+X8PnJasc+b4OWr982g9TYADeOTBhtpmPvYs7eCkCT7MfP2jcgo2JWYhDfvHPmFf+MfFqxi82lHwEQ6xPNd7OeFD9nE0hP4Vlatm6m92zBNV9L0mgGMwydglyDmYeaIYEulafniEEXRVE4WdTEWztLnLLvAWZMC+Tu65KJCva65vGOBbm7DfPpD7EU7AbbRTJ+tQZUARGo/KNQB0Q6PpZ8gsZd9uvVki3m8wKwnU6ZsueXm5a7u0d9TPbv2eEZ0ucHZAf6zqq8vEb8nhUGmaqrqPndb7C2tTn2hdx1LwFrbxzxfLmng553nkIxGQHQJC/FsPqxMRkrQE1zN8++fNRRJeWeNcmsnX9lC47amrv5dHMBrU2D37Pevnqu3zidiGg/l473cph6jWz5y4+RbfZFHtff+x8ERcSP+TgEQRgfapq7eWHzGWqGvEcF+Xrw1U0ZJEaN/XvURGFfNPchlsI9YDuviofOE23KMrTpq1D7X12ZeWFkItA6TohA6+h45aMC9p6uu+g5KkkiLtzb0YctOcYPL7EyRhiHRKBVEKauI/kN/HlLHmAPKP3yiSVX1INQuDY2WaaywegoNVxU1e4o4TzAoNc4leYdCJiOWLrXUyf+/1xg7+la/vFJoaPss1olce/1yayeEyWCZZOQ3NdF9xv/CRZ78OrvxuWcNCfg563j2UcW4Ot5ZWU3ZUXmxwf/hzZTOwAPTL+LRRGi7/V4pygKPfl5tG7bQm9x0QXPU3l4OAeczg9CDSnTq/HxQdK7NjvQYpXZcbyKrQfP0TdkoY5Kklg9J4pNyxPwNkyMZ065pwNL7ieY8z4Hq+nyP1Gt6896jbT/8Y9EHRCJ5BuKpJrcvwMVm80ekB2hlPGwHsDG/j6ztlHuxS5J5y0gGP5zcX6Z45HK5E5WPYVnqf3f3w32X1arCf/yY/guWDTi+Yqi0Pfp77FWZAMgeQXidedzSPqxWUghywr//foJSmvsvVSnRfryg/vnXXb2qaIonM2pZ/+OEqyWwWyxhJRgVq9LQe+mObGCo5+Rs9++oCogLJYbvvhtcU8nCFOc2WLjzZ0l7M6ucexTSRK3r5zGTQtjUYn3iAuyL5r7qH/RnHnYcXVEGtr01Wji5yGpp87v/NEiAq3jhAi0up6iKHznTwdp67I/DM5LCaG2pZu6lp6Lfp4ERId6kxpj78OWEut/xRM3gjAaRKBVEKYmRVH4ySvHqWiw/+xvXBrPrcunuXlUU5usKNS19CDLij0r1aBFoxZZIu5QUt3B/76fS2f34IPjytmR3HdDivg/mWRMR97GfPpDAOqs/vy8cwMg8R/3zCYjPvCKr3e6KY+/5P4dAG+tF88v+QFa9cQIfE1FiqLQnXua1m1b6Csrcz6oUuG7cDF+q1ajCQhE7eM9bvpddnSb+WBfGXtP1zqVmPfUa9i4LIHr5kZNmPcqxdSNraEUub0Wua0WW3stcluNo5T3ZVOpUfmFO4KvqoAoexasXzjSFP0ZVBTF3ld4hCCsdaDE8ZByxjZjF4p5+ISpq6kMhuGZ3t5DgrJOGeC+Y95X2FW6jh+j/sU/O3r3qjw8iPz6N/Gcnn7Bz7EU7adv94uObcO676CJnjHqYx2w43gV/9xhbymiVkk8/fB8okMur0e5qc/K3k+KKClocuxTqyWWrEkiY06E2wKbsmxj+99+Qk+XPaN4wU33k5C+wC1jEQRh/Dl+tpFXPjrrtOA5Iz6AR9en4+c9MX//jBW5txNL4X4sBbtQupqGHZcMvmhTV6BNW4nKN8QNI5wcRKB1nBCBVterbjTy45eOAvYH2d99axlqlYrObrO9FGB/OcCaJiOX+saMCPIkNTaAlBg/UmMCCPARb+DC2BOBVkGYmgoq2vjlG/bV8lqNil8+sUQsABKEIVo7+/jDe7lU1A/+fkyK9uPrt2Xi5yV+ViYDuaed7je+61iJ/VLXSk5b4rh5YSxfWJ10Vdf8ffZfKGwrAWBt3Go2Jd7ssvEKrqPIMsZT2bRu24KpssL5oFqN75KlBN68Hl3o+O5/WtnQxZufFzv1lwYIC/Tk7uuSmJUYNCGzthRFQentQG6zB13l9jr73221KH1X+MwiSUi+Yaj7e786ArH+EUha8fx9PtlkGhaAtTq2nfvM2ro6BzM1R5Gk0zlnyfYHYDXnZ88O9Jn19HT7933bzh00vfE6Aysh1H7+RP/bf6CPib3g58jGFrrf+SFY7P+m2vTr8Fg2dn1Emzt6+dGLRzFZ7FnQV7IIs7Guk882F9DZPljaPCDIkxs2TSco9PICtaOluiSHA1vswWu9wYsNj/0EtWZqLr4QBGFkzR29/HlLniObH8DXU8uj69OZMS3IjSObGBRFxlaTjyV/l70igyKfd4aEOiYT3fTVqGNnTvoKJK4mAq3jhAi0ut5Hhyt4Z3cpYG+W/cStI68uNPZaKK5ud/Rhq2jo4lLfqaH+BlJi/R19XoP9Da4eviAMIwKtgjA1/fad0+SUtgCwak4UD96Y6uYRCcL4Y7bYeOWjsxzOb3DsC/TV8+TtM4kLH7sHHmF09B18HcuZzwCotgbwq871xIX78oMH5l1VNmB9dwPPHfk1ABISP1nyPQI9RH/f8USRZYzHj9GyfSvmmmqnY5JGg+/yFQTedAvaoIkzqaYoCqeKm3lrZwmN7c7P/hnxAdy9JvmyM9ImArmvqz8AW+vIgpXba1G62y79yeeRfIL7s18jUfsPlCKOGLMyrZOBYrU6BWCtQ/vMnl/KuP+cS06MXCu12ilL1qmvrFNQ1rf/PG8ktWsmfRVFofm9f9H20XbHPm14ONH/9m20wRfO5lEUmd4Pf4WtJh8AyTcUrzueG7PFAIqi8P/ePs2Z8lYAooK9+PGX5qPVXPx3oaIonD5azZE95cjy4P9r2sxwll2fhFbn/sn0Xe/8L41V9pLw0xfcwMxlG9w8IkEQxiOrTWbz/nI+PFThlDh108JYbl8xbcJUCnE3ubsNy9k9WM7uGfHeTPIKRJu2Em3aClRe4jnpcohA6zghAq2u94t/nnSsGH54XRrLZ15eg+dek5WSmg5H4LW8rtPR++tCgnz19jLDMf6kxgYQFmBw+8pMYfIRgVZBmHpqmoz86G/26gwS8LPHFxEW6OneQQnCOKUoCh8freRfu0odD91ajYqH16WxKD3crWMTrp5sbKX7re+CzV4m7C9dqymR4nnm4fmEBVzd++Fbhe+zt+YQALNDZvBY5thlIgkXp9hsdB09TMv2rVjq652OSTodfitWEXjTzWj8J+6Ej8Uq8/mJarYeLKfXNNiXU5Jg1Wx7/9bJXLlCMff0Z77WYhsShFW6muGStaacSZ7+Q0oQD/nb4Ds6g59CFFlG7u62ly4eodesU4C2f/9A6d1RI0moPD1H7Cc72GvWd0g2rc+IZcQVq5WGv79M56EDjn0e0xKJ+ua/o/a++GIH85kdmA6+NjAgDBt/gCY82ZVf5UUdyK3jb9sL+l8dfvDAPBKj/C76OT3dZnZuO0tV+eBEulanZuVNKSSnj49qAB0tdXz89/8GQJIk1j/6DJ4+E/d9XhCE0Zd/rpW/bs2nY0gLmYQIX76yKYNQkRB12RTZhrXyNJaCXdiqzjDsXkxSoYmbgzZ9NeqodCRJBLIvRARaxwkRaHWtXpOVb/5unyNA+ptvLMX/Kuu1myw2ymo6KKyyZ72W1nZisZ6fWu/Mz0s3JPDqT2Swl2jOLVwzEWgVhKnnpe0F7M+tA2BuSgjfuD3TzSMShPEvt6yFFzbn0Tukf8+6RXHcvmIaKpW4H5to+va/iiV/JwDnrMH8v86b+fIt6SzNjLiq6/Vae/nBgZ9i7i9D/K05j5MScHXlhwXXUaxWOg8doPXD7ViaGp2OSXo9/qvXEHDDjWj8Lh5QmEg6e8xs3lfO7lM1TomDBr2GDUviuT4rekplZShWE3J7/ZASxP3liDsbRyhtd3GShw8q/wh70DUgqv/jKCRPf7EgepQoioLc1zdyQNZ4Xo/ZLnvvWcXUd+kLXyNJ73Fehqw3lqYmeouLHOd4zZxFxFeeuGSPWbmjnu5//dhRxl43ax36hXeN6viH6ug288O/Hqa7z35/c0NWDPdef/Egb/W5Nj7fepaeIYGI0Agfbtg0Hd9xFIg4/vnblJ7eD0B00iyWbvyym0ckCMJE0Nlt5sXt+Zwpa3XsM+jVPHRTGgumh7lxZBOT3NmIpWA3lsJ9I7aAkHxD0U1fhSZ1OSoPUTXqfCLQOk6IQKtrnShs5I/vnwEgNsybZx5e4LJrW6wy5XWdjj6vJdUdjt4YF+Jt0JIc7WcvNRwbQEyot5joE66YCLQKwtTSbjTxn3866Fg09IMH5pF0iRXrgiDY1bf28Pt/5VDf2uPYNzMxiMc3ZODpoXHjyIQrIXc1Y3zrv5Bk+732/3WtwT95Lo9tSL/qYMmuqv38q3gLABFeYTy14D9E4MWNZIuFzv37aP1oO9bWFqdjKoMB/zXXE3D9jZfMMpvIqpuMvPl5MfnnnMu2hQYYuHt1ErOTg6f096hisyJ3NCC31yC39feAba9Fbq8H+QozKLUGR+arOmAwC1byCRIZGm4gW8zDesk6lzI2YjMO9p6Vu7tdPgbf5SsIu/+hS5YkVmSZnq0/Q26w9/ZWBUTjefvTSOqx6yH6fx+c4dhZ+0KUYD8PnvvyQvQXKPlrs8kc23+O7ENVTvtnL4xmwYoE1ONoEYfZ1MvWv/wIq8UeDF79hScJjRm7LGFBECY2WVH49GgV7+4pdapIuWJWBPden4Je6/7S6BONYrNgLT9hz3KtKxx+gkqDZtp8e5ZrWPKUvk8dasIHWt977z2+//3v8/rrr5OVlTXseHl5OX/4wx84ceIE7e3txMbGctddd3HfffehUg2/sWhoaOCPf/wjBw4coKmpiYiICDZu3Mhjjz2GTjd65XtEoNW1XvmogL2n7RlAtyyO446ViaP2WjZZpqLe2F9quI2i6g6nDIqRGPRqkqP7M15j/IkL95lSq5WFqyMCrYIwtfxrdykfHq4AICnKjx88MM/NIxKEiaWnz8pftuY5ehwDhAd68uQdmUQEib5+E0HP7r9hK9oHQJklhNdVt/LsIwsx6K8uWC4rMs8d+RWNPc0A3JN6G8ujFrtsvMLlk00mOvbtofXjD7G1tzsdU3l6EXDDWvzXXI/ac2r8rCqKwunSFt7aWULDkAUiANPjArhnTTIxoZM32Hw1FNmG0tXkVH54oA8sVvOlLzCUWocqIGKw9HB/L1jJNxRJJSZoxwvFZrMHZY1Ge1B2SOastasL2Wj/e7CksRFsF14UH7hhE0Ebb72sCWLTqW2Yj/7LviGp8bztx6iD41z1pV1SdlETf3gv17H97btnk5EQOOK5ne197NiST0Pt4LyBwVPLdevTiJ028ue4U9HJ3WTvfg8Av6AIbnzwe2LSXhCEK1Ze18kLm8/Q1D5YLSEiyJOvbZpBtLiHumq2tlosBbuwFO0H8/DYlSogCu301WhTliDppnabqwkdaM3OzuaRRx6hp6dnxEDr2bNnue+++zAajcydO5egoCCOHDlCZ2cnGzZs4Fe/+pXT+fX19dx9993U19eTnp5OTEwMJ0+epKmpiQULFvDSSy+h1Y7OajURaHUdRVH4zp8O0tZlAuB7980lJcZ/zF5flhWqm4z2UsOV9qxXY6/lop+j06pIirJnvKbE+DMt0hetRjzQCc5EoFUQpo5ek5X//NNBevoX7nzj9kzmpoS4eVSCMPHIssL7+8rYfqjCsc+g1/CVjRnMTAxy48iES5E7Guh663uo+vsE/bFrLV+455ZL9qK7mPyWQv54+m8AGDQePL/kKTw0V9deRLg6cl8f7bt30vbJx9i6Op2Oqb19CFh7I36r16A2jJ+SlmPJapPZebKGLfvLHfcAYO/fumJWJLctn4av1+Tt3+oKiiKjGFv7g672LFhbu70M8UgThBel0qDyCx8ShI2yf+wXPqaZjMLVURQFuadneCnjbiP62Di8MmZc1nVsLVX0vP8M9FdX0GXdhn7uplEcubOePgs/fPEI7Ub7AoKlmeF8+Zb0Ec8tPdvE7o8KMQ/p/xwd78+a9dPx9B5/7x2KIvPhyz/F2N4EwLzr7yZp5lI3j0oQhImq12Tl1U8KOZLf4Nin1ai457okVs2JEos4roFiNWEtPYo5fxdyU9nwEzQ6tEmL0E6/DnVI/JiPbzwYy0CrS2t0ffLJJ3z/+9+np6dnxOOKovDd734Xo9HIL37xCzZtst8Etba28qUvfYmtW7dyww03cOONNzo+55lnnqG+vp5vfetbPPHEEwD09PTw9a9/nYMHD/KPf/yDRx55xJVfhjAKapq6HUFWT72GxCjfMX19lUoiNsyH2DAfbsiKQVEUalt6KKpso7C/3HCH0XmFrdkik3+uzVEuSqNWMS3S1x54jfUnKdLvgiVhBEEQhMlnX06dY4I1LMDA7KRgN49IECYmlUrijpWJRId48/KHBZitMr0mK7975zR3rkrkpoWx4oF7nGra9w6e/UHWIks4MxYvuaYgK8Ce6oOOjxdFZIkg6xiy9fTQvnMHbTs+RTYanY6p/fwIvPFm/FauvmSPxMlOo1axdn4MS2aEs3lfObuya5AVBUWBPadqOZLfwIal8Vw/LwatRlREGokkqZB8glH5BEPsTMd+RVFQejsGe7+295chbqsdsQ8ZALIVua0aua36vBdRIfmGou7v/TqQBavyi0DSTu3v4fFEkiTUXl6ovbwgLPyqrqHYrPTt/osjyKoKSUA3e70rh3lJb+8qdQRZfb103H3d8LK6VouNA5+Xkn+qzrFPkmDBigTmLIoZt/c69RWFjiCrVm8gLm14pUJBEITLZdBreHxDOunxAbz+WRFmi4zFKvOPT4vIP9fGl9al4eUhFkpdDUmjR5u6HG3qcmzN57Dk78ZScgis9hgMVjOWs3uxnN2LKiQB7fRVaBMXifuiUeKSjNb6+np+85vfsHnzZgwGA15eXjQ3Nw/LaN2/fz9f/vKXWbBgAf/4xz+crnHy5Enuvfde5s+fz2uvvQZAWVkZ69atIyYmhk8++cSprHBtbS3XX3894eHh7Ny581q/hBGJjFbX+ehwBe/sLgUgKy2UJ269vFWKY0VRFBrbeymsbO8vN9xOS2ffRT9HrZKID/chJdZeajgpyl/0F5uCREarIEwNNlnmey8coqXTfsP64I2prJoT5eZRCcLEV1HfxR/ey6G1/2cLYFF6GF+6OQ2d6N0zrnTVVyJvfhqVZH98fN9wJ/ffdwsq1dVPFDf3tvDMoV+g9Advn170XUI9xSKW0WYzGmn7/DPaP/8M+bxF0pqAQAJvXofv8hWotOMv02o8qGnu5q3PizlT3uq0P8Tfg7tWJzM3ZWr3b3UVua/LqfTwwN9Kd9ulP/k8kk+wowSxekgp4qleTm+iMh17F3P2VvuGWovnHc+i9o8cs9cvqGjjl29kO7afuHUGWWmhTue0NnXz2ZYCWpsGe9j6+Oq5ftN0wq9xgdJo2/v+n6krzwMgZe4q5qy63c0jEgRhsqht7uaFzXlUNw0u8Avy1fP4xgySo/3dN7BJRDH3YCk+hCV/1/BFaQA6A9rkpWinr0YdOPnntCZcRutvf/tbNm/ezIwZM/jZz37G888/T3Nz87Dz9u2z9/K5/vrrhx0bKCN84sQJjEYj3t7e7N+/H0VRWL169bDerZGRkaSnp5Obm0tJSQlJSUmu+FKEUZJbNtiHK3Mc9p+QJImwAE/CAjxZMct+g97c0UtR1WDgtaHNOehukxVKazspre3ko8OVSBLEhvqQGmsvNZwS44+3QazIEQRBmAyOnW10BFl9PLUsmXF1K/AFQXAWF+7Djx6az5/ez6W4ugOAw/kN1LX08OQdmQT6erh5hALYFyWWf/w6Cf1B1kJbFBtuveGagqwAe6sPOYKs6UGpIsg6yqxdnbR9+gkduz5H7nNeVKoJDibw5vX4LlmKapRa80wWUcFe/Mfds8kpbeGtncXUtdiD1U3tffzx/VxSY/y5Z00yceFjN7EzGak8fFBFpEJEqtN+xdzTn/la69QLVulqBkbOI1C6mrF1NWOrymFoAyHJ09+e/eof0R987f/YMLYVuITLZ2ssxXxqm2Nbv+DOMQ2ymiw2/v7RWcf23JQQpyCroigUnK7nwI4SrFbZsT8xLYSVN6WgH+eL843tTdSV5zu2k2Ytd+NoBEGYbCKDvfjRQ/N4a2cJO0/WANDSaeLnr2dz6/IE1i2Ku+bni6lO0nmiy1iDNv065IYSzAW7sJYdBVt/+wtzL5a8HVjydqAOT0Gbfh2ahHmi/YILuOQ3/LRp0/j5z3/Oxo0bhwVEhyopKQEgJSVlxOMJCQm0tLRQWlrKrFmzHOcnJw8vwTHwurm5uRQVFYlA6zjWa7I6Js4AMqdNjN5bwX4Ggv0MLJkRAUC70WQPuvb3ea1p7nY6X1GgoqGLioYuPj1WBUBUiJejx2tqjD9+3iI1XxAEYaJRFIVPjlQ5ttfMjRaZdoLgQn5eOv7z3jm8/lkRe07VAvZ7qp+8coyv354pVjePA0cOnSTDXOjY9px/BwE+13Zfa7aZOVh3zLG9MmrJNV1PuDBrezttn3xE+55dKGbndinasDAC163Hd+FiJM34DgCMNzMTg0iPD2B3dg2b95fT3WefwCqsaucnrxxj2cwIbl8xTTwDupik80Qdmog6NJGhU4KK1YTcXj+kBHF/OeLORlDkEa+l9LRj62nHVpPn/BoePvbA60AZ4v4sWMnTX2Qru5FiNdG766/2yRdAHZGKdsYNYzqGzfvLaWy3L8I36DXcv3ZwftPUZ2XPx0WUnm1y7FNrVCy7PpHpsyImxPdO8en9DCxYiIhPxycgxL0DEgRh0tFq1Ny/NpXpcYG88lEB3X1WZEXhvb1lFFS08ej69Gt+zhD6S/WHJ2MIT0ZefC/Wov2Y83ejdA72yrXVF2GrL0Ly8LGXIJ6+CpVv6EWuKlyMS56kHn/88cs6r7GxEYCQkJF/UQ/sH8iGHTg/NHTk/+Dzz3c1nU4zpunFk9XBnFpssv1GbVqUH8kJE3OlekiID8kJwdzSv91hNJFf3sKZshbOlLZQXtvB+YW4a5q6qWnqdqzSiQrxYkZiMBnTgpgxLZiQAMPYfhHCqBHvFYIweZ0ubqKiwV4eXKdVc+cNqWLSVBBGwXcemE96Yjl/eT8Xm6zQ2WPhl29k89XbZ3Hjojh3D2/KqqzvRM7ezEBEo8E7hZU3r7zm6+4o3U+v1T5ZHeYdwsq0LFSS6G/pSqbmFmree5/6T3egWCxOxwwx0cR84U6Cly1BUovFQ9fi3pv9WL8yiTc/LWT7gXJssj1Pe19OHccLG/nCmhQ2rUgUi7RGnQ9EBAPObYoUmwVLax3m5mosTdWYW6qxNFdhbqkdzO44j9LXha2uEFtdodN+Se+JLjgabVA0upBo+8fB0Wj8QpDE+9eoa/70HZSOegAknQeRt38Lrf/YleEtrmrj06OVju1HN81wzG9VV7Tx3msnaW8drIQWEu7DHffPITRiYmRIW8wmKvKOOLazVt0o5jkEQRg1N4X4MDcjnF+/foL8/nYMBRVtPPvKMf793rlkTQ9z8wgnEx+IuQvlujvpO3eGzpOf0l101NHrXOnrwnz6Q8ynP8QwbRa+c2/EMzkLSSXuXa/EmC5Z7e2133B4eIxcAmxgf09/n5grPV8Yn06cbXR8PC9t8qyK8PPWszgzksWZ9jI1xl4LBeUt5PUHXour25Fl58jrQOD1k8MVAIQGejJjWpD9T2Iw4UGeE2KVoyAIwlTy/u4Sx8fXz48RQVZBGEXrliQQE+bD//z9GJ3dZqw2hf995xTltR08umkGGrWYyB5LZouNv7/6EfdpByeWM+989JqvqygKnxTvdmzfmLRSBFldqK+hkep336fx850oVudAkldCPNFfuJOgxQuRLlKNSrgyPp46Hrs1k5sWx/PS1jyOF9izBXpNNl79sICPD1fwyPoMlsycGFltk4mk1qILiUUXEgvTB/crsg1rewPmpmp7ELalGnOT/W/FYhrxWoqpB1NNEaaaIufX0OrRBkU5Aq8Df2sDwsUkpYv0nsul89h2x3bQ9Q+j9R+7SXirTeb3b51iYIpnZlIwNyyIRZEVDu4uZddHhU7zP3MXxXLjpgy0uonz/1946hCmPvv8ql9QKLHJMy7xGYIgCNcmNMCTn31tKW98VsjbO4pQFOjsNvPsi4e5dWUiD65LR6sR96uuIkkqDAkzMSTMxNrVRtfpz+nM/gxb52ASY2/ZaXrLTqP2DsRnzvX4zr4eje/EqE7qbmMaaFX3r5S91IOFLMtXdb6rmc1WOjp6L32icEGKonAsv96xnRjuQ1NTlxtHNLriQ7yID/HiloWx9JmtlNZ09pcabqOsrhOrzTnw2tjaw87WHnYet5ekDPDRO/q7psb4EyECr+PewArPyfx9LQhTWXWT0bFgSAKWZ4aLn3dBGGXhvnp++MA8/vBeLlWNRgC2HyintKqNr906Ax9PnZtHOHX887MiZncfgP5/ckvkHHp1ofRe4/tgcVsZFR32ii86lZZMn0zx3uoC5oYGWj/cRufhg2CzOR3TxycQtH4jXrNmo0gSzS3dF7iKcC08VPDEpgzOZIbz5s4SavvbzTS29vA/rx4jJdqPe65PJj58YmS4TX4+EDgdAqcjAXpAp8goxlZ76eH2GuS2OmxtNcjttWAeeX5IsZgw15dhri9zPqDSoPILRxUQ0V9+OMr+sV+46IV2BRRzL92b/+DYVsfMpC9qAaYx/L2x9eA5ztV1AqDTqPji9clUnmvl821nqT7X5jhPp1ez6uZUEtNCaO+YOEkhiqKQve8zx3ZC5lLxe0IQhDFz47xoYoO9+OvWPNqN9jYXH+wp5VRhI1/ZlEFYgKebRzgZaSD1RgzJN2CrysFcsAtbZQ4D5eNtxlba971N+/530MTORpt+HerojAlXwWMsKzOMaaDVYLCXSe3r6xvx+MB+Ly+vKzrf01P8sI1XNU3dtHXZV4N66jUkRk2dB0oPnYaMhEAyEgIBsFhtlNXaA6+Fle2U1nRgtjovEmjrMnEkv4Ej+fYV0D6eWqfAa3SoNyoReBUEQRgznwwpDzY3NUTc4AvCGAn2N/CD++fxtw8LON6/2OFsZTvP/f0437g9k9gwUcputJ0uaab4VDYb/OwBUQUJvyV3uuTae2oOOj5eED4XT61op3EtTLW1tG7fStfRw5zfy8QjMYmgDRvxzMgUCzjH0IxpQTwbH8CeU7V8sK8cY6+9dHNRdQfPvXKcJZnh3L4iUfQgG4ckSYXkE4zKJxhiZzr2K4qC0tsx2Pu1vc7+d1stSt8FAn6yFbmtGrmt+rwXUSH5hqIe6AEbYO8Bq/KLQNKK74nzmQ69gWJssW/ovfBY8fCYvp/VtXSz9UC5Y/u2FdMwtfXy4daz9PYMlmUPi/Th+o3p+PqPXJVvPGuqLqGjuRYAtUZHQvpCN49IEISpZnpcAM88soCXtheQU2p/zz9X38WzLx/jwZtSWZQe7uYRTk6SSoUmbjaauNnIXU1YCvZgKdyL0mtfXISiYK3IxlqRjeQTgnb6KrSpy1EZpk6M53KNaaA1NDSUgoICmpubSUxMHHa8qcneMH6g9+pAb9YL9WAdOP9CPVwF98sta3F8nJ4QiHoKl6fSatSkxgaQGhsAS+2lZ87Vd1HUH3gtrm6nz+y88ryrx8KJwiZOFNq/1z31msHAa6w/sWHeU/rfVBAEYTS1dZk4nNfg2L5pQawbRyMIU49ep+ZrmzLYFurN+3vtWULNHX387LUTPHpLOlmTqCXFeNNuNPG37QU84HnKsU+buBB1YNQ1X7utr53TTWcc2yujl17zNacqU1UVLdu3YDxxfFiA1ZCaRtD6jRjSposAq5uoVSqumxvNwvQwth44x+cnqh39Ww/k1nP8bBPrFsdx4/wY0b91ApAkCcnTH5WnP0SlOx2T+7r6A7C1yO2DfyvdbSNfTJFROuqxdtRDRbbz6/gE92e/RqLu/1sVEImkm5qL/ayVp7AU7nVseyx9AJVXwJi9vqwovPzRWUd1soRwb3yMFrbtzHU6b86iGOYvj0c9QVscFJ/a5/g4Pn0+Oo+p+f0mCIJ7+Xrq+NadM/nsWBXv7C7FJiv0mW38ZUs++eVt3HdDCvoJVJJ9olH5hKBfcCe6ebdirTiJJX8XttoCx3Glqwnz0XcwH38PTUKWPcs1PEU8a/Qb00BrcnIye/bsoaSkhIULnVdHKYpCWVkZarXaEYRNTk4GoKSkZNi1AEpLSwFISUkZxVEL12JooDVzWqAbRzL+aNQqkqL8SIryY92iOGyyTFWjkcLKdoqq7H+6+5x7KvWYrJwqaeZUiX3xgV6nJjnKj9RYe/A1IcJX9C4TBEFwkR0nqrD191pKivYjMcrPzSMShKlHkiQ2LIknOsSLv27Np89sw2yR+dMHZ9iwJJ5NyxNEtQ8XkxWFF7flE2qpJs1QZ98pSejn3eqS6++vPYKs2Ku6JPtPI9JbrE6/Un3nztGybTPdp7KHHfPMmGEPsCaLZ+TxwstDyz1rklk1J4q3d5Y4nuVMFhvv7y1j76kavrA6iflpoWKiaoJSefigikiFiFSn/Yq5pz/ztba//LD9Y6WrmYHSfOdTupqxdTVjq8rBMmS/5OlvD7oOBF8H/p7EGSVKn5G+PS87tjXTFqBNWjSmY9h1soaS6g4ADJJEkk3F6aODGcoGLy1r1qcRkzBx57t6utqoKclxbCfNXu7G0QiCMNVJksTaBbGkxPrzwuY8GtvsZfv359ZRUtPBVzdliOpGo0xSa9BOW4B22gLk9jrMBbuxFO0HU39JedmGtfQI1tIjqPwj0aavRpu8BEnv5d6Bu9mYBlqXL1/Oiy++yOeff859993ndOzkyZO0trayYMECvL29HecD7Nq1i+985zuohmTu1dbWUlBQQFRUFElJSWP3RQiXrddkpbj/hhQgc5ponHwxapWK+HBf4sN9uXFBLLKiUNvUbS813N/ntbPH4vQ5JrONM+WtnClvBUCrUZEY6UtqbAApMf4kRvqK1dGCIAhXoddkZXd2rWP7ZpHNKghuNSc5hKcezOIP/8qhsd3+sL314Dmqm4w8uj4dg35MH2smtU+OVpJ/rpVv+Jxy7NMkL0Xlf+0BUYts5UDNEcf2KpHNekV6S0to2bqFnjM5w455zZxF4PqNGKYNrxwljA/hgZ58886Z5J1r5c3Pi6lpsk9WtXSaeGFzHjuOV3PPmmSmRU7ewNlUI+k8UYcmog5NZGhHVsVqQm6vd5QedpQh7mwERR7xWkpPO7aedmw1+c6v4eGDyj+iP/M1qv/jKCRP/wkfuO/b/ypKr31OSTL4ol/2wJi+fktHH//aY0/wCEQiSaWmvWmwb2lMQgDXrU/D02ti944vzTmA0v99FxqTjH9wpJtHJAiCAPHhvjz9pfm89mkhh/orjdW39vD8qye4+7okrpsbNeF/z00EKv8IPBbfi37+HVjLjmEu2IXcMJgUKbfXYjr4OqYj76BJXIgufTWqkIQp+X8zpjMSCxYsIDk5mQMHDvD2229z1113AdDa2sqzzz4LwMMPP+w4PyYmhuXLl7Nv3z5+97vf8e///u8A9PT08MMf/hCbzeZ0vjC+5J9rdWQCxYZ54+8teo1cCZUkER3qTXSoN2vmRaMoCvWtPfaga3+54YH+twMsVpmzle2crWwHQKOWmJ0UzKo5UaTFBYiMD0EQhMu073QtvSZ7VYGwQE9mJQe7eUSCIEQFe/HDh7L48+Yz5J2zl2PMLm7mZ/84wZN3ZBIqeihfs/K6Tt7bU0aKpp5kbX/pdEmNfu4ml1w/uzGHLosRAH+9H5nB6Zf4DAGgp/Asrdu20FOQP+yY99x5BK7fiEdsnBtGJlyNjPhAnnl4PvtO1/He3jJH/9aSmg6ef/U4izPCuXOV6N86mUkaPergONTBzj+3is2C3NGI3F7jXIq4vR5k64jXUvq6sNV3Yasvcj6gNTgyX9UBg1mwkk8QkjT+q2BZSo9gLTvq2PZY8Qgqj7HLYFIUhVc/KcRithGPRAgqlP7ywSqVxIKVCcxeED3hJ5JtVgulOYN905Nnr3DjaARBEJwZ9Boe25BBenwgr31ahMliw2qTef2zIvLPtfLwuul4G7SXvpBwzSSNDm3KUrQpS7G1VGLJ34Wl5BBY+uwn2MxYi/ZhLdqHKjgO7fTVaJMWIWknXt/yqyUpijJyvZJr8MADD3D06FFef/11srKynI7l5OTw0EMP0dPTw6xZswgNDeXo0aN0dHRw11138dxzzzmdX1VVxb333ktTUxMpKSkkJCRw8uRJmpqaWLFiBf/3f/+HRjM68WKz2UpHR++oXHsqeOWjAvaetpcbu2VxHHesFKurXUlRFJo7+hylhgur2mhq77vg+WEBBlbOjmLZzAjxS8iFQkLsD3tNTV1uHokgCK5itcl878+HaO20L2Z58KZUVs2+9r6EgiC4hk2WeWdXKZ8eq3Ls8/LQ8NVbZ5ARP3FL97lbr8nKs68co7Gth3/z+ZgEbRMA2rRVeKz4kkte45fH/5dznZUAbJh2EzfFX+eS605GiqLQk59H67Yt9BafF0CRJHzmLyDwlg3oo6LdM0DBJXr6rGw7eI7Pjg+2KwDQaVWsWxjHjQtj0YsKRVOeIttQupqwDQRfB8oQt9eC1XxlF1PrUAVEDJYe7u8FK/mGIqnGx/ea3NNO9ztPOUoUalOX47Hyy2M6hkNn6nltWz6JqDAwGEz18fPghk3TCZskmefn8o9y5OPXAPD0CeCWL/8Y1Tj5PhAEQRiqrqWbP2/Oo7LR6NgX6Kvn8Q0ZpMT4u29gU5hi7sVSchhLwU7klqrhJ2g90CYvQZu+GnVgzNgPkMF5+7Ew5oFWsPdc/f3vf8+RI0cwm83ExcVxzz338IUvfAG1evgv9Lq6On7/+9+zd+9eurq6iImJYdOmTTz00EPo9aO3ylMEWq+eoih8508HHRmX37tvrnjTGwOtnX2O/q6FVe3UtfQMO0ejVjE/LZTVc6JIjPKd8Csw3U0EWgVh8jmcV89fttqzhnw8tfzya0tEGXZBGIcO5Nbx948Lsdrs5e4kCe6+LpkbsiZ+hok7/G1bPgfO1DNdW8NXfT6371Rp8Lrn56i8r70FSEVnFb84/gcANJKa55c+hY/O+5qvO9koikJ37mlat22hr6zM+aBKhe/CxQTesh5deIR7BiiMioa2Ht7ZVcrJoian/QE+eu5clcjC9DBRnUgYRlFkFGMLcludIwvW1l+GGPMVzmWpNKj8wocEYaPsH/uFI6nHbqG2oij0fvz/sFXZS6RL3kF43fk8ks4wZmPoMJr49Z+PEGaRUQ0JsiZND2HFjSnoPSZPu4LP/vlrWusrAMhctp70BWvdPCJBEIQLs1hl3tlVwo4Tg72yJQk2LUtg/eJ4VCpxr+QOiqIgN5Vhzt+JtfQo2CzDzlGHJaNNX40mIQtJM3Yl9yd8oHWyEIHWq1fdaOTHL9nLvHjqNfzuW8tQq8Z/eZrJpqbJyO7sWg7m1dFrsg07Hh3ixao5USzOCBe9za6SCLQKwuSiKArPvnzMsUry1uUJbFya4OZRCYJwIWW1nfzhvRw6jIMZPUtnhPPgTaloNWKBxOU6nF/PX7bkAwrf9v2QWE0LANqMNXgsdU1PvFfz3+JI/QkAFobP48H0u11y3clCkWWMp7Jp3bYFU2WF80G1Gt8lSwm8eT260FD3DFAYEwUVbbz5eTFVQ7I1AKZF+nLvmmQSo/zcNDJhIlEUBaWnfbD360AJ4rZalL4rfG6VJCTfMNT9vV8HShCr/COQtK5PfDCf3YNp78uObcP6/0ITOd3lr3Mhpj4LL/3tOHQN3leoNSqW35BE2szwSbWQq6Wugh1v/BoAlVrDhseexcNz7CakBUEQrlZ2cRMvbS+gu2+wrH5arD+PbcgQrRfcTOkzYik+gCV/F3JH/fAT9F5oU5ejm74KlV/4qI9HBFrHCRFovXofHa7gnd2lAGSlhfLErTPcPKKpzWS2caSggd3ZNZyrH/5gpdeqWZQRxqrZUcSFixvrKyECrYIwueSfa+VXb54CQKdR8csnluDjOXar7QRBuHJtXSb++H4uZbWdjn3TIn35+m2Z4kH7MjS19/LMy0fpNdmYoa3kMZ/d9gNqLV73/hKVp/81v0aX2cgPD/wUq2Jf+PfdrCeJ83VP+ajxRpFljCeO07JtC+aaaqdjkkaD7/IVBN50C9qga88qFiYGWVbYn1vHe3tK6exxzghYlB7GnasSCfSdOv2uBNeS+7qc+7/2/610t13xtSSfYEcJYvVAKWL/CCS919WNrauJ7n/9yNHvTTvjBjyW3HdV17oa9dUdbH8vD/OQnztPPz0bvpBJYPDVfU3j2eGP/kFFwTEA4tMXsPCm+908IkEQhMvX2tnHX7bmU1TV7tjnbdDyyC3TmZ0U7L6BCYB90Zet7iyW/F1Yz50AeXgCmDoqA+30VWji5yCpRicBTARaxwkRaL16v/jnSc5WtgPw8Lo0ls+MdO+ABIfyuk72nKrhcH4DZos87HhChC+r5kSyYHqY6Ad0GUSgVRAml9+8dYoz5a0AXDc3ivvXprp5RIIgXA6L1carnxRyIHdw1ayft45v3J5JYqTIALsQq03m56+fpLS2EwmF7wdsJ0yyvwdqM2/EY/G9Lnmdj8/tZGvZxwDE+8byn1nfcMl1JzLFZqPr6GFat2/DXF/ndEzSavFbuYqAG9ehDQhw0wgFd+s1Wdl26ByfHavCahvSv1Wj4qaFsdy8MA69TjyvCa6hmHv6M2BrsQ30gG2rRelquvQnn0fy9B/MfB36t+HCfU0VRaZ328+x1RXar+EXjtcdzyJpRn/BlCwrZB+u5Ni+cwydIVUFevDlh7PQTMJ5kb6eLrb+9cfINvvE9w1f/A6B4bFuHpUgCMKVkWWFrQfPseVAudP79w1ZMdy5KhGtRlTXHA/kng4shfuwFOxCMbYMOy4Z/NCmrUA7fZVLWtYMJQKt44QItF6dXpOVb/5uHzbZ/q31m28sxd9bZBOMNz19Fg7l2bNca5q7hx331GtYkhnOqtlRRE7C1ZuuIgKtgjB5VDUaebq/7L0kwX8/vojQAE83j0oQhMulKAo7jlfz1s4S5P5HHI1axUM3pbI0U/SzHMl7e0vZdtBepnauvoKHvPbYD2j09mzWi0yKXy6bbOPHh/6HdlMHAA+l38OC8LnXfN2JSrFa6Tx0gNYPt2NpanQ6Jun1+K+6joC1N6HxEwsEBLvG9l7+tauE44XOAS9/bx13rkpkUUa46N8qjBrFakJurx9WgljubARl+MLti5E8fFD5R9iDrgFR/R9HIXn6YznzKaZDb/SfKOG58SnUYUmj8BU56zaa+HzrWWoq2h37rCg06FR872uL8TaMXX/asZR/5BNyD2wHICginuvv/Q83j0gQBOHqFVa28Zet+bR1mRz74sJ8+OqmDMICxZzOeKHIMrbqM1gKdmGtPAXnhyUlCXXMLHTpq1FHZyK5oA2lCLSOEyLQenVOFDbyx/fPABAb5s0zDy9w84iEi1EUheLqDnafquH42Uan1dIDUmP8WTUnirkpIWI10HlEoFUQJo8Xt+Vz8Iw9Gy4rNYQnbst084gEQbgaeedaeeGDM049e9bOj+ELqxNRu+BhbbI4W9HGL9/IRgEkZH4a8TFepmYAdLNvQb/gCy55nezGXF488w8AfLTePLf0B2hHqTTUeCZbLHTu30frR9uxtjqv5FYZDPhfdz0B169F7SPaeAgjK6xs443Pi6lscO7fGh/uw+q5UcxJDpm0QSFh/FFsFuSOhsHA60AQtr0eZOulLzCU1gA2s6OsoG72evQL7hyFUTurKG1h5/ZC+oaUCu5CoQyZL986g/lpk7Mntmyzse1vz9BrtC+AWnjzA8RPn+/mUQmCIFwbY6+Fl7YXcKqk2bFPr1Pz4NpUFs8Y/V6gwpWRjS1Yzu7BcnYvSk/7sOOSdxDa6avQpi6/plY2ItA6TohA69V55aMC9p62l7+6ZXEcd6xMdPOIhMvV2WPmQG4de7JraWwf/r3v46ll+cxIVs6OJMTf4IYRjj8i0CoIk0NrZx//9cIhRzWGpx6cJ8qNCsIE1tjWwx/ezXWq2pERH8BXNs0QgQjsExFPv3TUsep7Y2QDa/o+sR/UeuB976+QPLxd8lq/PfkCxe1lANwcv4b10250yXUnCtlspmPvHto++RBrm3MPRJWnFwE3rMV/zfWoPUUFGeHSZFnhwJk63ttTRke32emYSpKYHufPvNRQ5qSE4OcleswLY0+RbSidTdgcAdj+MsTttWA1X/LzVUExeN76NJJ69Bbk2GwyR/aUc/roYF9sBahDpgaFOcnBfOP2TKRJmileVZTNwW0vA+Dh6cP6x55FPYr/3oIgCGNFURR2nKjmnV0lTolES2aEc//aFDx04r1uvFFkK9aKU1jyd2GryRt+gqRGkzAPbfpq1BFpV/y7WQRaxwkRaL1yiqLwnT8ddEzafO++uaTE+Lt3UMIVkxWFgnNt7M6uIbu42VF+b4AEZEwLZPXsKGYmBU3p7BARaBWEyeGdXSV8dKQSgJRoP753/zw3j0gQhGvVa7Ly4rZ8sosHVzWH+ht48o5MokJcE0SciBRF4X/fy3X8u/ga1PwkZDuS0V7GVjd3E/qs21zyWjXGOn529P8BoJJUPLfk+/jrp8YiFrmvj/Y9u2j75CNsnZ1Ox9TePgSsvRG/1WtQG8TiReHK9ZqsfHi4gk+OVmG1DS/fKkmQEu3PvNQQ5qWGEuAjWvkI7qUoMoqxBbmtDrndXobY1l6H3FYD5v55N60Bz40/QB0UM2rj6Gjr5bPNBTTVDz6/q7Qq8i0WugCDXsPzjy6c1D8zO9/+PU3VJQCkL7yRzKW3uHlEgiAIrlVR38ULW/JoaO1x7AsL9OSrGzOICxfVY8YruaMec8FurIX7UUzGYcclv3B001ejTVl62YuCRaB1nBCB1itX3Wjkx/397Tz1Gn73rWVTOgg3GbR1mdh3upY9p2udat0PCPDRs3JWJMtnRU7qh5ELEYFWQZj4ek1WvvOnA/Sa7OXKnrwjkznJIW4elSAIriArClv2l7PlwDnHPr1OzeMb0qfsz/mu7Br+8UmhY/upJX2Enn3bvqHzxPveXyLpXZNd+cbZd9lfewSAOaEzeXTG/S657nhm6+2lfecO2j77BNnoPEGg9vMj8Mab8Vu5GpV+6t03C67X1mXiSH4DJwobKa3tvOB5iZG+zEsNJSs1hGBRmUgYRxRFQelpR+5sROUbisorYNReqzi/kT0fF2Ex2xz7QqJ82VHTjhn71OhDN6WycnbUqI3B3dqbavjkHz8HQFKp2PDosxi8p8YCKEEQppY+s5XXPy3iQH97KACNWuILq5O4fl70pK1aMBkoVjPW8uNYCnZjqy8afoJai2baAnTpq1GFJl70/1IEWscJEWi9ch8druCd3aUAZKWF8sStM9w8IsFVbLJMTmkLu7NrOVPWwvlvHCpJYnZyMKvmRJIeH4hqivzCEoFWQZj4PjlayVs77au6wwM9ef6xhVPmPUwQporjZxt5cXs+Zstg5tdtyxNYvyR+Sj1k1zQZ+cnfj2Ox2v8d1swJZ1PL31CM9p6huqzb0c/d6JLX6rH08NSBn2KW7b3v/n3u10jyT3DJtccjW3c3bTs+pf3zz5B7epyOaQICCbh5HX7LVqDSiXKuwuho7ezjRFETJwqbKK5qH/a8NiAu3Ies/kzX8EDPMR2jILiDxWxj/2clnM0dnGxXqSTmr4hnS14dlU32NgNpsf78571zJvV9wbHP3qQs9yAAMSlzWLL+YTePSBAEYXQdOlPPq58WYhqyyGZ2UjAPr0vDx1Pcl493ttYqLPm7sRQfAEvfsOOqoBi001ejTVqMpBu+mFAEWscJEWi9cr/450nOVrYD8PC6NJbPjHTvgIRR0djey95TtezLqaWrxzLseKi/gZVzIlmaGYHvJP+lJQKtgjCxWW0y3/vzIVo77Rn7k30VuyBMZVWNRv7wbg7NHYMPaFlpoXx53XT0OrUbRzY2LFYbz/39ONX9E8pRIV78YIER66F/ACDpvfG695cjPqBejZ2Ve3m3ZJv9tbwj+P78f5uUk9fWrk7aP/uU9p07kPucH/41wcEE3rwe3yVLUWlFb2Bh7HQYTZwsbuZEYSNnK9qHtYIZEB3i5ch0jQz2mpQ/o8LU1txg5LMtBbS3DC6A8fX34IZN6Rw718K7e+w9xLUaFT/58gLCAibv4gNzXw9b/vJjbP29cq+761uERCe6eVSCIAijr6G1hxc251HRMDh3G+Cj5/EN6aTGjl4lBcF1FEsfltIjWPJ3IjdXDD9B64E2aRHa9OtQB8U6dotA6zghAq1Xptdk5Zu/24dNtn9L/eYbS/H3FiWxJjOrTeZkURO7s2scAfahNGqJrNRQVs2JIjnab1I+uItAqyBMbIfy6vnr1nwAfD21/PKJJWg1kz/gIghTVVePmf/74IzTfUt0iDffvCNz0pfTfP3TIj4/WQ3YJ5R/fP8s/D7/CUp3GwD6hXehm7XOJa8lKzLPHv4lzb32TNkvpt3B0siFLrn2eGHtaKftk49p370TxWx2OqYNCyNw3Xp8Fy5G0mjcNEJBsDP2WsguauJEURN55a2O5/XzhQd6Mi81hKzUUGLDvCfls5swdSiKQt7JWg7uLMVmG/yeT04PZcWNybQYTTz90jFHj+O7Vidx08LYC11uUig8sZNTez4AwD8kirX3f1f8nAuCMGVYrDL/2l3KZ8erHPskCTYsiWfD0njR+nACsTWWYSnYhaXkCNjMw46rQhPRpa9GM20BoRFBYzYuEWi9CBFovTInCpv44/u5AMSGefPMwwvcPCJhLNU2d7P7VA0Hc+vpMVmHHY8K9mLVnCgWZ4Tj6TF5JpxEoFUQJi5FUXjm5WNUNdp76N22PIENSydvWUtBEOysNpm3Pi9xBB0BvA1avn7bjEm7ovlUcTO/fzfHsf3A2hSW6gowHXwdAMnga89m1bhmkeSZ5gL+L+dlADw1Bn669Cl06slR5cTS2krbxx/SsW8PisW5sosuMpLAWzbgM38hkpisEcahnj4Lp0taOF7YyJnyVkcZ8fMF+3mQlRrKvNQQEiJ9RUsFYULp67Ww+8NCyotbHPs0WhXLb0gmNTMMBfj56ycpru4A7OW0f/jgvEk9yS7bbHz4yvN0d9j/TbJuuIfEzCVuHpUgCMLYO13SzN+2F2DsHbyPT4nx5/EN6QT6erhxZMKVUkzdWIoPYinYhdxWO/wEvRcxj/wcbWDEmIxHBFovQgRar8wrHxWw93QdALcsjuOOlaIEyVRkstg4VtDI7lM1lNV2Djuu06pYOD2MVXOiSIjwdcMIXUsEWgVh4so718qv3zwF2N+bfvXEUrwNorSjIEwVe0/X8o9PCh3ZXWqVxL3XJ7N6TtSkyvBo6zLx9EtHHZMJc5KD+frGFHre/C5Kr/1eTb/kPnQzbnDZa/7x1N/Iby0EYE3sCm5PWu+ya7uLpbmJ1o+203lgP4rVeVGhPiaGwFs24j13ngiwChNGn9lKTmkLJwqbyCltwWSxjXhegI+eeSkhZKWFkhTlh0o1ed4fhcmnrqqDHVsLMPa3BQEICvXihk3pBATZywLvOlnNPz4tAuy/+3/0UBaxYWNXWnAs9XS1UZZ7iLLcQ/R22wPLOr0nGx7/CRrt5FgAJQiCcKXaukz8dWueU5UjLw8Nj9wynTnJIe4bmHBVFEXBVl+EJX8X1vJjIA/e00bc/yyGuBljMo7Jk1YmuJWiKOSWtTq2M6eNXVq2ML7otWqWzYxg2cwIKuq72H2qhsN5DY4Hd7NFZl9OHfty6ogL92H1nCgWTg+bEr3RBEEYXz4+Uun4eHlmpAiyCsIUs2JWJBFBnvzx/TN0dpuxyQqvfVpEZYOR+9emoFFP/ICZrCi8uC3fEWQN8NHz8LrpWPN3OIKsklcg2rSVLnvNxp4mR5BVQmJF1GKXXdsdzA0NtH64jc7DB8HmHIjSxycQtH4jXrNmT6rgvDA1eOg0LJgexoLpYZgtNs6Ut3KisJFTJc30mga/19u6TOw4Uc2OE9X4eumYmxJCVmoIqbH+kzoDUJhYZFnh5KFKju8/x9B0khlzI1l8XSIajf17tbWzj7d3lzqO37wodtIFWRVFpv7cWUpzDlBbdobz82uSZi8XQVZBEKa0AB8937lnDtsPneOD/eUoCnT3WfnDu7msmRfNXasTRUupCUSSJDQRqWgiUpF7v4ilcD+Wgl0oXU1jOw6R0XphIqP18lU3GvnxS0cB8NRr+N23lomHLsGh12TlcF49u7JrqG7qHnbcoFezJCOClXMiiQ7xdsMIr57IaBWEiamq0cjT/b+3JAn++yuLCZ3k/RkFQRhZa2cff3gvl4r6wd/lSdF+fP22TPy8JvZE5IeHK/hX/4SyBHzn3jmkRXjQ/eZ3UfrsX69+2YPo0q9z2Wv+q2gLu6r3A5AZPJ2vznzYZdceS6baWlq3b6Xr6GE475HZIzGJoA0b8czIFAFWYdKxWGUKKlo5XthEdlET3X3D28KAveT67ORgslJDSY8PmBSLU4SJydhl4vOtBdRWdjj26T00rF6XSkJKsGOfoij87l855JTay+dGBHnyzMPzJ81kel9PF+VnDlOae9BRIngoD08fkmYvJ33hWiRJ/LwKgiAAFFW185etebQOqYQQG+rNVzZlEBHk5caRCddCUWRs1XmEJKWg8Q2+9Ce4gAi0XoQItF6+jw5X8E7/JE5WWihP3Do2KdnCxKIoCqW1new6WcOxs41YbcN7AiVH+7FqThRZqaFoNeP/5l8EWgVhYvrr1nwO5dUD4veWIAhgtth45aOzHM5vcOwL8NHz5B2ZxIdPzFYHZbWd/PdrJxylkQdae5iyt2I+9i4Akk8wXnf9D5LaNYWO+qwmnjrwU/psfQB8Y9ajTA9Kccm1x4qpqoqW7Vswnjg+LMBqSE0jaP1GDGnTRYBVmBKsNpnCqnZOFDZxsrCRzh7LiOcZ9BpmJwWRlRpKRkIgOu3kCFwJ419FSQs7t5+lr3dwQUBEtB/Xb0zD+7xee4fz6vnL1nzAvvjoe/fPJTnafwxH63qKotBUXUJpzgGqi08jy8NLgIfGpJA0aymRiZmoXfT7XhAEYTIx9lp4+cMCsoubHfv0WjX3r01hyYxwcd8/gQ3M248FEWi9CBFovXy/+OdJR13zh9elsXxmpHsHJIx7xl4LB3Lr2J1dQ0Pb8J8zb4OWZTMjWDk7krAATzeM8PKIQKsgTDytnX381wuHHMGHHz2UNSl6RguCcG0UReHjo5X8a1cpAw9IWo2Kh9elsSg93K1ju1K9JivPvnyMxnb7Pda0SF++d99c1LY+jG/8J5jsFUY8VjyCNm2Fy153b/Uh3ip6H4AwzxB+uPDbqCZI1kzfuXO0bN9Cd/bJYcc8M2bYA6zJEytoLAiuJMsKxdX2oOuJoibaukwjnqfXqpmZGERWWiiZ0wLx0InAjuB6NqvM4T1l5Byrcdo/b2kcWUvjhvUS7uwx88O/HnGU0l8zN5r71k7c93RzXw/n8o9RmrOfztaGYcd1ek/iMxaQOHMpvoFhbhihIAjCxKIoCjtP1vDWzhKnxKDFGWHcvzYVg17cz0xEYxloFd8hwjXrNVkprh4s0SL6swqXw9ug5cYFsaydH8PZijZ2ZdeQXdzsCHwYey18fKSSj49UkhEfwKo5UcxKChYlqQRBuGY7jlc73mtSYvxFkFUQBMDe2+XmhXFEBXvz5y159JqsWKwyf9mST1WjkTtWJA6buB2vXvu0yBFk9dCpeXxjBhq1ClP2J44gq+QbhiZlqcteU1EU9tQcdGyviFoyIYKsvaUltG7bQnduzrBjXjNnEbh+I4ZpiW4YmSCMLyqVRGpsAKmxAdxzfTLltZ0cL2zkRGETzR19jvNMFhvHzjZy7GwjWo2KzGlBzEsNYVZiMJ4eYgpKuHbtrT18trmA5gajY5+Xt441G6YTFec/4ue8uaPYEWQN9NVz+8ppYzFUl1IUhdb6Skpz9lNZeBKbdXiGeVBEPImzlhGTPFv0YRUEQbgCkiSxZl40ydF+vLA5j/rWHgAO5TVQWtvJVzdlTNhKR8LYEHe5wjXLP9fmmLCODfPG31vv5hEJE4kkSUyPD2R6fCDtRhP7curYe6qGliG18fPOtZF3rg1/bx0rZkWyYlYkgeeVARIEQbgcPX1Wdp8aXPl+08JYN45GEITxaGZiED98cB5/eDfX8YD90eFKapq6eXxDxrgPFBzKq3eURgd48MZUQv0NKH1GzLmfOvbr521CUrmuvGdxeyn13fasGr1ax8KIeS679mjoKSqkdesWegryhh3znjuPwPUb8YiNc8PIBGH8U0kSiVF+JEb5cdfqJCobjBwvbOR4YRMN/e+bYO/3erKoiZNFTWjUEunxgcxLDWFOcgjeBq0bvwJhoio608DeT4uxmAdL5MYlBrL6ljQMniN/T50uaXZqDfDgjWkTKjPJYjZRefY4JTkHaG+sHnZco9UTNz2LxFnLCAiJcsMIBUEQJo/YMB+e/tJ8Xt9RxP6cOgAa23r56asn+MKqRG6YHyNKCQsjEqWDL0KUDr48r3xUwN7T9jeegd5PgnAtZFkht6yF3dk15JS2cP6blCTBrMRgVs2JYsa0QFRu/AUnSgcLwsTy8ZFK3t5VAkBEkCfPPbrQre8hgiCMXz19Vv6yNY+c0hbHvvBAT568I5OIIC83juzCGtt7eealo/T1T0AvmRHOo+vTATAd/RfmU9sAUPlH4nnn80gq12Wc/iX3VU43nQHs2ax3p97qsmu7WsuWD2jZ8oHzTknCJ2s+gbdsQB8d45ZxCcJEpygKNc3dnChs4nhhIzVN3SOep5Ikpsf5My81lDkpIfh5icw74eIsZhv7Pi2m8MxgwFSlkli8ehqZWVEXnPTuNVn54YtHHKWuF2eE8diGjDEZ87Vqb6qlNGc/5wqOYTUPL9XtHxJF4qxlxKXNQ6sTC9EFQRBc7XB+Pa9+XOh4tgL7otxHbpmOr6e4d5kIROlgYcJQFIXcslbHtigbLLiCSiUxKymYWUnBNHf0svd0LXtP19HZbQZAUeBUSTOnSpoJ9vNg5exIls2MFA/ogiBclNUm89nxKsf2jQtiRZBVEIQL8vTQ8M07ZvLe3jI+PFwBQH1rD8+/eoKvbMxgZuL4uu+12mT+vDnPMREQGmDgvhvs/efk3k7MZz5znKubd6tLg6ytfW3kNA1mhq6MXuyya7taT+FZWrZuHtyhUuGzcBFB69aji4h038AEYRKQJInoEG+iQ7zZtCyBuhZ70PVEYRMVDYMLU2VFcVQt+senhaRE+zMvNYR5qaEE+IgKWYKzpvouPttSQEfrYCKEX4CBGzZNJyT84hOo/9pT6giy+nhquWdN8qiO9VrZrBaqirIpyTlAS235sONqtZaY1DkkzVpGYHicyKoSBEEYRYvSw5kW4csLm/M4V2+/j8kpbeHpl47y+IYMpscFuHmEwngiMlovQmS0Xlp1o5Efv3QUAE+9ht99axlqF07aCMIAq03mVHEzu7JrKKhoG3ZcrZKYlxrCqtlRpMb6j9kDh8hoFYSJ4+CZOl7cVgCAr5eOX35tMVqN68pmCoIweR3Or+eVD89itsoASMCdqxK5aWHsuJnkfHdPKdsP2QPCapXEDx6Y5+hB3Xf4TSw5HwOgCozB845nkVzYP3Vz6Ud8WrELgLSAZJ6c85jLru1Kcl8v5575EdbmZgAMySmEPfwoutBQN49MECa/pvbe/qBrI6W1nRc8LzHKl3kpoWSlhhDsbxjDEQrjjaIo5J6o4dCuMmTb4NRlSkYYy9cmobtE+d+iqnb+5/WTju2vbMxgYXrYqI33WnS1NVKac5DyvMOY+3qGHfcJCCVx1lLipy9AbxifVTUEQRAmK6tN5t09pXxydHDhvgSsXxLPxmXxIhYyjomMVmHCyC0bLKWWnhAo3liEUaNRq8hKCyUrLZS6lm72nKrlQG4d3X1WAGyywtGCRo4WNBIR5Mmq2VEsyQzHy0P0/hEEwT5R8/GRwZviNfOiRZBVEITLtig9nIhAL37/bg5tXSYU4J3dpVQ1GvnSzWnotO59Pyk418qH/UFWgNtXTHMEWeWedix5nzuO6bJudWmQ1WKzcKD2iGN7RfQSl13b1ZreftMRZFV5ehL++NfQBoiV6IIwFkL8Ddy0MJabFsbS2tnHiSJ7pmtxVbtTq5jSmk5Kazp5e1cJceE+ZPVnuoYHerpt7MLY6+u1sHN7IRUlg3NOGq2KFWuTSc0Mv+TnW6w2Xv7orGN7dlIwC6aPr0U1ss1GTWkOpTkHaKgsGnZcpVITlTyLpJlLCYlOGjcLuwRBEKYajVrF3dclMz0ukL9tz6erx4ICbD14jrOVbTy+IYMgP1HCfaoTGa0XITJaL+0X/zzJ2cp2AB5el8bymaLcljB2zBYbxwsb2Z1dS0lNx7DjWo2KBdNDWTUnimkRvqPyYCIyWgVhYjhT3sJv3joNgE6r4ldPLMXbIBZiCIJwZTq6zfzp/VyKqwfvO+LCfHjyjkwCfd3zcN3VY+bpl47SbrS3WEiPD+A/7p7tKI3ed+A1LHk7AFAFx+N529MuvSc6VHec1wreBiDQI4BnF/8XKhcGcl2lOzeHmt/9xrEd/thX8F04fkscC8JU0WE0cbK4mROFjZytaEe+wBRVdIgX81Ltma6RwV4i6DSJ1Va2s2NrAd1dZse+4DBvbtg0Hf/LDLgPrfJg0Kt57ssL3fZ7+nzdna2U5R6i7Mwh+rqHZ3d7+gaSOHMJ0zIW4eHl64YRCoIgCBfSbjTx1635TtUWvTw0fOnm6cxLDXHjyISRiIxWYULoNVmdJplEf1ZhrOm0apbMiGDJjAgqG7rYc6qWg3n1mPp7k1msMgdy6zmQW09smDer5kSxKD0MD5146xOEqeaTI5WOj5fPjBRBVkEQroqfl47/vHcOr39WxJ5TtQBUNHTxk1eO8fXbM0mO9h/T8SiKwssfnnUEWb0NWh5dn+4IssrGFiwFux3n67Nuc2lwQlEU9lQfcGyviFo8LoOsNqOR+ldecmx7z8vCZ8EiN45IEIQBft56Vs+JYvWcKIy9FrKLmjhR1EReeSs2eTDoWt3UTXVTOZv3lxMe6Mm81BCyUkOJDfMWQddJQpYVThyo4MTBCobG2zOzoli8ahpqzeX9fqls6OKjw4P3/l9YleT2IKssy9SfK6A0Zz915fmcn/MiSRIR0zJImrmMsLg0VKJanCAIwrjk763n23fP5sPDFXywrxxZUejus/LH93NZPTeKe65LEtXTpigRbRCuWv65NseDT2yYN/7eejePSJjKYsN8eODGVO5clciRggZ2n6yhstHoOF7ZYOTVjwt5e2cJizPCWTUniphQbzeOWBCEsVLZ0EXeOftqQ0mCtfNj3DwiQRAmMo1axYM3phIb6s0/dxRjkxU6eyz84p/ZPHBjKitmjV2Fl13ZNZwqaXZsP3LLdKd7cnP2VpDtbRZUoYmoY2a69PXLOyup6qoBQKvSsDhyvkuv7yqN/3wNW0c7AGofX0Lvf1AEZgRhHPI2aFk+K5LlsyLp6bNwuqSF44WNnClvxdLfIxugvrWH7Ycq2H6ogmA/D7JSQ5mXFjJqVYyE0WfsNLFjawF1VYOL+T0MGlavSyU+Ofiyr2OTZV7+8KwjMzo1xp8Vs91Xea23u5PyM4cpzT1IT2frsOMeXr5Mm7GYaZmL8fINdMMIBUEQhCulUkmsXxJPWmwAf95yhpZOEwC7TtZQXNXBVzdlEBks+mlPNSLQKly13LLBSR2RzSqMFwa9hlWzo1g5K5Kyuk52Z9dwtKDR8WDeZ7axK7uGXdk1JEb5snpOFFmpoW7vrSYIwuj55Ojgivas1FBC/A1uHI0gCJOBJEmsnhtNZLAXf3z/DMZeCzZZ4ZWPzlLZ0MU9a5LRqEc3G6W6ychbO0sc22vmRTM7aXAyWu5swnJ2n2Nbn3W7ywMQQ7NZs8Lm4K0dfxMKXceP0nX0sGM77KGH0fiIUoyCMN55emhZPCOcxTPC6TNbySlt4URhEzmlLZgsNsd5zR19fHy0ko+PVhLgo3dkuiZF+aFSXfg9T5YV+nos9PaY6e2x0Ndr6d+20Ov42ExfrxVTrwXRdGt0mUxWbEOC6RExfly/YTrevle2oP/To1VUNNjb+mg1Kr50c5qjysNYURSFxqpiSnP2U12SgyLLw84Ji0slaeYyIqfNQKUWcxGCIAgTUVK0H888soBXPjrLicImwP6M9pO/H+O+G1JYlhkhFoBNISLQKlwVRVHILRtcjScCrcJ4I0kSiZF+JEb6cc+aZA7m1rP7VA11LT2Oc0prOimt6eSNHcUszYxg1Zwowi+z54sgCBNDa2cfRwsaHds3LYx142gEQZhsUmMD+PFDWfzhvVyq+itp7DxZQ21zN1+7dQY+nrpReV2zxcafN+c5FpJFh3hz1+pEp3NMJ7eAYg9GqCNSUUelu3QMHaYushtzHdsro5e49PquYO1op+G1Vx3bvkuW4T17jhtHJAjC1fDQaVgwPYwF08MwW2ycKW/lRGEjp0qa6TXZ3+ckoLvLxMHj1Rw9Xo2vXkNcsDdhvh54adWDgdT+v019Vvd+UcKIJAmylsYxd0ncRQPlI2lo7eGD/eWO7VuXJRA2hs/3pt5uzuUfpTTnAF1tjcOO6zy8SMhYSOLMJfgEhI7ZuARBEITR4+Wh5YlbZ7D7VC1v7CjGapMxW+zVFfLPtfHgjakY9CIENxWI/2XhqtQ0ddPWZU+L99RrSIwSq8KF8cvLQ8sN82O4Piuaoqp2dmXXcKKwyVH6urvPyqfHqvj0WBXT4wJYPSeK2cnBo56JIgjC6PvseJXjZz01xp+ECPH7ShAE1wr2N/CD++fxtw8LOH7WPrF6trKd5/5+nG/cnklsmI/LX/OtXSXUNHcDoNOo+MqmDKdeQHJHPdbiwWxT3Shksx6oPYytP5A7zS+eGJ8ol17/WimKQsOrryAb7QFwTWAgIfd80c2jEgThciiKgtlko6+3P6u0P9PUvm3/E9kr4+/vTVeXyR40lc9LOTUpmGu6qKrpcs8XIVwxvwADq25OITLW/4o/V1bsVSUGFiDFhfmwdsHotwtRFIWWunOU5hygsvAksm14AD84ahqJM5cSkzwbtUY76mMSBEEQxpYkSayeE0VylB//t/mMI8nnSH4DZbUdfHXTDDEXNQWIQKtwVXLLWhwfpycEolaJgJQw/kmSRGpsAKmxAXR0m9mfU8ueU7U0d/Q5zimoaKOgog0/Lx3LZ0WwYlYkwX6izKggTEQ9fVb2nKp1bItsVkEQRotep+ZrmzLYFurN+3vLAHs5y5+9doJHb0knK811mSvZRU3sOlnj2L5nTTJR5/UAMp3YDIp9slkdlYEmItVlrw9gk23srxksxzses1k7D+yn+/Qpx3b4w4+i9hSVSwTBHWRZwdTXHyw9L2g6YvneXguybfRr9XoYNBg8dXgYtHh4ajH0//Hw1OJhGNjW4WHQIF1hdqVwZSQkDF7aq14UtPdULYVV7QCoJImH16WN6jyVxdxHRcFxSnMO0N5UM+y4RqcnfvoCEmcuxT/EfT1iBUEQhLETHerNj780nzd2FLP3tH0uqqm9j5/94wR3rExk7YKYMS9nL4wdEWgVrsrQQGvmtEA3jkQQro6fl45bFsdz86I48spb2XWyhtOlzY7eOx3dZrYdrGD7wQoyE4NYPSeKzGlBV1y+SBAE99lzuoY+sz3bKiLIk8xEUeZeEITRI0kSG5bEEx3ixV+25mMy2zBbZP70wRk2LIln0/KEa36wbusy8dKHBY7teSkhrJztPIFra6vBWjIYBNVn3XZNrzmSU025dJjtWWJ+Oh9mh8xw+WtcC0tLM01vvu7Y9r9uDZ7TXVs6WRCmMptNdgRJB7NMBzNPz+952tdrGfUxqVSSU5DUgkJ7j4W6jj66zFasKFgBC2Dt/6O3wqxQP+alhjJzWhB6neiVORG1dvbx9q7BnuU3L4odlWoSAG2N1ZTmHKCi4DhWi2nY8YDQaBJnLSM2dR5a3ZX1lxUEQRAmPr1WzZduTiM9PoC/f3yWXpMNm6zw9q4S8itaefSWdHy9Rqe9jOBeItAqXLFek5Xi6g7HtujPKkxkKkkic1oQmdOCaO3sY+/pWvacrqXDaAZAAXJKW8gpbSHIV8+K2VGsmBmBn7d4aBKE8cxqk9lxvNqxfdOCWLFyUBCEMTEnOYQfPjCPP7ybS2N7LwBbD56jusnIo+vTr7pHjywr/HVrHt39fQUDfPQ8dHPasOwf84kPsN/BgDpmJuqwpKv+Wi5kT/VBx8dLoxahUY2fx0pFlql/+W/IffaKJdqwMILvuMvNoxKE8UtRFKwW2Smr1CnzdCCI2jsYNDX390UdTRqtypFtOhBAdWScOu2zn6PTq0fMhpQVhfLaTo4XNnKisImuIdWMTBYbRwsaOVrQiFajInNaEPNSQ5iVGIynx/h5XxMuTFEU/vFJoWNxZVigJxuXxrv0NawWM1VF2ZSc3k9rfcWw42qNltjUeSTOWkpQeJxLX1sQBEGYmBZMDyMhwpcXNudRXtcJwJmyVp5+6SiPbUgnPV4krk02kqIoo1+PZYIym610dPS6exjjzonCJv74fi4AsWHePPPwAjePSBBcy2qTOV3Swu7savLOtQ07rlZJzEkOZtWcKFZkxSJJEk1NovePIIwnB3Lr+Nt2e9aXn5eOX3xtCVqNKHMvCMLYMfZa+PPmM073ElHBXjx5RyahAVdewnb7oXO8u8dellgCvvvFOaTGBjidY2uuoOe9px3bnrc9gzok/qrGfyFVXbX8z7HfAqCW1Dy35Af46Ucnc+hqtH3+GU1v9GezShIx33sKQ6Lrg82CMF4pioKpzzosq9SRcdo7vHyvrb+v5WjSe2jsgdEhZXrt2zqnQOpAEFWjdX12qaIoVDYYOV7YyPHCJhpae0Y8T6OWSI8PZF5qCHOSQ/A2iL6a49WR/Ab+vCXPsf29++aSEuPvkmt3tjZQmnOA8rwjWEzD5wZ9g8JJnLmU+Onz0XmI0vSCIAjCcFabzPt7y/joSKVjnwSsWxzHpmUJaNRinmo0hYSM3XOqWKInXLHcsmbHxyKbVZiMNGoV81JDmJcaQkNbD3tO1bI/pw5jf8krm6xwvLCJ44VNvPF5MRuWTWNuUpD45SgI44SiKHxydPAm9vqsaLcHWW1tNVjydyF5BaKJTEUVHIc0jjLABOFSFHMvtoZibHVFKLIVTfQM1JFp4vv4IrwNWv7trlm8s6uUT49VAVDT3M1zfz/OV2+dQcYVrGIure3g/b3lju1blsQPC7LCQDarnSZ+rsuDrAB7qw84Pp4Tmjmugqzm+nqa333HsR1w0zoRZBUmrb5eC4VnGmio6RwSNLUHU0d7Ob0kMSSbtL/PaX8QdaQep3qDBvU4eFaSJIm4cB/iwn24fcU0apq7OX62kRNFTdQ0dTvOs9oUR1Wjv0uFTI/zZ8a0IFJi/IkN8x7V3p/C5evqMfPPHUWO7dVzo645yGqzWakpyaH09H4aq0uGHVep1EQnzyZp1jKCo6ZddU9ZQRAEYWrQqFV8YXUS0+MCeHFbPp09FhRg+6EKzla28dWNMwjy83D3MAUXEBmtFyEyWodTFIXv/OkgbV32XhSuXC0oCOOZxWrjRGETu7JrnEpnDwgP9OSeNUlkTgsSD1uC4GZnylr4zdunAXt/jF99fQleHu7LRJB72un5149Q+oZkvmv0qMOSUEek2v+ETkNSi2wJYfxQ+ozY6oux1p3FVleI3FLBsJl7vReauDloE7JQR2eI7+GLOJBbx98/LsRqs2eNSRLcfV0yN2RFX/K+oddk5emXjtLcX+4yMcqX7903d9hEv62xjJ4PfuLY9rzjOdRBMS79OoyWbn544KdYZHv54m/P+zrT/MZHmUTFZqPq5z+jr6wUAF10DLFP/RiVVnxfCpOHoig01HSSl11H6dlGbDbXTOeoNarhJXkNg6V5B44NZJ3qPTST7pmnrqWbE4VNnChsoqLhwtWKPHRqkqL9SI3xJzUmgPgIH7Hg1k3+ujWPQ3kNgL2c/vOPLrzq8vzGjhbKcg9SduYwpp7h//9efkEkzlxKQsZCPDzHzwIjQRAEYeLoMJp4cVu+U8UjX08tT9yWKeIro0RktArjVk1TtyPI6qnXkBjl6+YRCcLY0GrULMoIZ1FGONVNRvZk13Iwr47e/v5E9a09/PadHGYkBHL3dUlEhXi7ecSCMHV9PCSbdfmsCLcGWRVFpm/XX52DrABWE7aaPGw1/aXO1BrUoYmoI9LsgdewRCSN6AUtjB25pwNbfRG2urPY6oqQW6sZ6PN5QaZurEX7sRbtB60HmrjZaBKy0MRkiu/f8yzNjCA8yJP/fS+XDqMZRYE3Py+mqqGLB29KRau5cInMf3xa6AiyGvRqvrIhY8RsKtOJ9x0fa6YtcHmQFeBQ7TFHkDXGJ4oE31iXv8bVavvkI0eQFbWaiC8/JoKswqRhNlkpymsgL7uO1iGZlxei06sHg6YG7WDG6Qgleg2eOjRa1aQLnF6piCAv1i/xYv2SeJrae/uDro2U1nY6nddntnGmrJUzZa0A6DQqEqPsgdeUGH+mRfqiG4Wyx4KznNIWR5AV4MEbU684yCrLMnXleZSePkDduQLOv++RJBWR02aQNGspYXGpSJIIqAuCIAhXz89bz7/fPZuPj1Ty/t4ybLJCZ4+FX76RzX1rU1g1O8rdQxSugQi0Clckt6zF8XF6QqAomSNMSdEh3ty3NoU7VyVytKiJt3YU0dNnn3Q8U95K/kvHWDknkluXJeDjqXPzaAVhaqmo7yK/f3WgSpJYm+X6QMOVsOR8PBhMRUKTMA9bUzmKscX5RJsVW10htrpC+7ZKjSokAU1EKurwVNThyUg6w5iOXZjcZGMrtvpCbLWF2OoLkdvrLvEZEqqgWNQRKQBYy0+gdLcOHrb0YS05jLXkMGh0aGJm2oOusbPE926/xEg/fvzQfP74fi5l/RP3B87UU9faw9dvyyTAZ3hw+uCZOg47TSSnEew//N/TVl+MrSrXviFJ6Obd6vLxy4rMvppDju2VUUvGTWDGVFVJ8+bBQHPQhk3oY8ZPEFgQrlZTfRf5p+ooymvAahneRzU0wofUzHD8Aw2DGacGLWrRl/6ahPgbuGlhLDctjKW1s4+cshaKKtsprGp3LDwfYLbKFFS0UVBhv//UqCUSInxJjbUHXpOi/PDQiak3V+o1WXn1k7OO7UXpYcxKCr78zzd2UHbmEGW5h+jpaht23ODtx7TMJUybsQhPn+Fl+gVBEAThaqkkiXWL4kiK8uOP7+fS1WPBJiu8+nEhVY1G7l2TLCplTFCidPBFiNLBw/3inyc5W9kOwMPr0lg+M9K9AxIENwsJ8aG9y8TfPshhz+lap6qKBr2GTUvjuW5etPglKQhj5C9b8xxBiQXTQ/nqphluG4utqZyeD54HxZ75rpt9C/oFXwBA7mp2BFatdYUonQ0XuxRIEqqgONQRqWgi0uyBVw+ROS9cHkVRULqaHN9vtrpClK6mi3+SpEIVHG//notMRR2WjKT3crqm3FSOtfw4lvLjKJ2NI19HrUETnWkPusbNdrrGVGWx2nj140IOnKl37PPz1vGN2zNJjPRz7Gto6+GZl49hMtvfQ5ZmhvPlW9JHvGbPtp9jqy0AQJO8BMPqx10+7pymPP6c+3cAvLSePL/kKXTjoFy0YrVS8fyzmKvtfXA9pk0j5r+eQlKLjDJhYrJYbJQWNJGXXUtj3fASphqtiuT0UDLmRBISLkqYjiVFUWjq6OsPurZRVNVOU3vfRT9H1d8XdiDwmhLth6cbq61MBq9/WsTnJ6sBez/05x9biO8lFjgrikxDZRGlpw9QU5qLogxfuBAel0bSrGVETMtApRK/QwRBEITR1dLRxx/ey6GywejYlxLjzxO3zbjk7zXh8oxl6WARaL0IEWh11muy8s3f7cMm279lfvONpfh7i7JwwtQ28Ibd1NRFVaORNz8vdqxmHhAWYODu65KZlST6twrCaGrp6OO/XjiE3H9r8+MvZREf7p4S94q5l+73nnEEUFUh0/Dc9AMk1cgZDXJ3mz3w2l+6VW6rvcQrSKgCo1FHpNjLDYenoPL0u8TnCFOFoijIHXXY6gZLATtln45EpUEdOm2wb3BYEpLW4/Jfr6USa/lxrOUnkNsv8P2rUqOOSrcHXePnovKYugECRVH47Hg1b+0sdizS0qglHropjaWZEVhtMv/92gnK+4MsYQEGnn54/ohZUdbaAnq3/dy+Ianwuuu/UfmFuXzMf8j+K2fbigG4IXYVtyatc/lrXI3m9/5F64fbAJC0WuKe/gm68Ag3j0oQrlxbczd5p+oozG3AbLIOOx4Q7MmMOZEkZ4Sh9xAZkuNFa2cfRVX2bNeiqnbqWnouer4ExIR5k9Lf4zUlxk9UQboCxdXt/M9rJx1Ffh/fkM6ijPALnm/qNVKed4TSnIMY24cvMtMbvEmYsYjEzCV4+19+VqwgCIIguILJYuPlDws4WjC4cDnI14Mn78gkNmzqPi+7igi0jhMi0OrsRGETf3zfXpIsNsybZx5e4OYRCYL7DQ20gn3i9FRJM2/tLKGxzfn9Iz0+gHuuSyY6VGShCcJoePPzYj49Zs9oSov157tfnOu2sfTu/ivWogP2Da0HXnf8BJVv6GV/vtzb2R90tWcfyi1VXKpfpso/wl5mONJebljlHXgNX4EwkSiKjNxWYy8DXHcWW30RSm/nxT9JrUMdNtAXOAV1aCKSxjUTvba2mv6g6/H+790RSCp7tmxCFpqEeag8/V3y2hNN3rlWXvjgDN19g0GVtfNjUEmSo9+0WiXx1IPzRlw4oigKvVv/G1t9EQDa1BV4rHzE5eOs727kuSO/AkBC4tnF3yPI4P5yir2lJVT9z08ZiFaH3PNFAq5f6+ZRCcLls1llyoqayc+upbaqY9hxlVoiMS2EjDmRhEf5ikWbE0BHt5niqnYK+0sNVzcZL/k5UcFe9sBrf9arWNA+MovVxjMvH3MEs2cmBvGtO2cO+7lQFIXm2jJKTx+gqjgb2WYbdq2QqESSZi0jKmkmao3IMBYEQRDcR1EUPjxcwXt7yhyzPjqtii/fks78tMufRxKGE4HWcUIEWp298lEBe0/b+3fdsjiOO1YmunlEguB+5wdaB1htMp+fqGbLgXP0DlmRLkmwclYkty6fhq+XWLksCK7S02fh23866Cix+W9fmMnMRPesSreUHKZv5wuObY/Vj6NNXnJN11RM3djqi7H2ZyfKzedghJJnQ0k+If2lhu0ZipJPiJignSQU2YbcUtWfrVqItb4ITN0X/yStB+rwZPv3RHgqqpAEJPXoZ0TJHQ1YBoKuTeUXOEtCHZ6MJmEemoQsVN5Boz6u8aSxrYc/vJtLTfPI/4d3rU7ipoUj9xu1Vp+h90N7ABSVGq+7f47Kx/XvfW8XfcCe6oMAzArO4PGZD7n8Na6UbDJR8ZOnsTTYSzAb0qYT/R//iaQS7RqE8a+zvZf8U3UU5NTT12MZdtzX34OMOZGkZoZj8BRBoInM2GuhuNoeeC2qaqeioYtLzcKFBRicAq/BfqLXOcB7e0vZdrACAA+dmucfXUig72D1DbOpl4qCY5SePkBHy/De81q9gfj0BSTOXIJfkKh8IAiCIIwvp0ua+cvWPHpNgwuE1i+J59blCajEXM5VEYHWcUIEWgcpisJ3/nSQti4TAN+7by4pMf7uHZQgjAMXCrQO6Owxs3l/Obuza87r36pmw5IE1syLRqsRE4KCcK0+OlzBO7tLAYgM9uK5Ly9wS1BR7myi+90fg8V+/6BJWozhuq+4/HUUcy+2xlJstfbsRVtjGcjDywwOJXkFDpYajkhB5RchAq8ThGKzIjefcwTabfVFYLl4Tzj0XmjCUxylgFVBsUhu7jcmdzVjLT+BpfwYckPJBc9ThUxDOy3LHnS9gkzwiazXZOXFbflkFzc77c9ICOTf75o14oO1oij0fPAcclMZANr06/BY9qDrx2bt46kDz2OymQH45uzHSQ1McvnrXKnGN16n/fPPAFB5eBD37PNog0TZR2H8kmWFipIW8k7VUlXWNuy4JEF8cjAz5kYSFecvfkdPUr0mKyU1HY7Aa3ldp6M904UE+Xo4Aq+pMf6EBhim3PdHZUMXz/39uOPf6oG1KayeGw1Aa0MlpacPUHH2BDaredjnBobHkThzKbGpc9FoxWJnQRAEYfyqbe7mD+/m0DCkSuLspGAe25COQS9aR1wpEWgdJ0SgdVB1o5Efv3QUAE+9ht99axlqsVpcEC4ZaB1Q3WTkrc+LyTvnPKkS6m/gruuSmJMcPOUelgXBVaw2me/+30HajfaJlYfXpbF8ZuSYj0ORrfRs+W/kRnvAV/IJweuOnyDpRj8LQbGa7YHX/lLDtoZSsA2faBpKMviiDu8PvEamogqIQpLE7/bxwP7/Wdbft7cQW0MJjDBxOJTT/2dEKqrA8f3/KXe3YT13Amv5CWx1Z7lQeo8qKNZeXnhaFmr/sf+5HkuyorBlfzlbDpwDwMdTy08eWYDfBUpIWitO0fvJb+0bag1e9/wSlZfry/nurj7AO0WbAQj3CuOHC/7D7fcsPQX5VP/6F47tsC89gt+yFW4ckSBcmLHLxNnTdeSfrqe7f+HyUF4+etJnRzB9ZjhePqJk7FRjstgoq+mgsL/ccGltJ1bbxauW+HnrSI2xB11TYvyJDPZy+/vyaLLJMs+/eoKKevszd0q0H/9xVwbVRdmUnj5Aa0PlsM9Ra3TETc8iceYSAsNGrgohCIIgCONRT5+FF7bkcaas1bEvMtiLJ+/IJCzA040jm3hEoHWcEIHWQUMzhbLSQnni1hluHpEgjA+XG2gFe+ZJTmkLb+4soaG1x+lYWqw/96xJFo3OBeEqHMit42/bCwD7xNMvvrrELZnipmPvYs7eat+Q1Hhuegp16LQxHwf0Z0A2lWMdCNTVF19hBmQaqqAYt2dAThWKpQ9bQ8lgoPyyMpQD7P9X/X15J3KGstzbifXcSazlx7HVFIAyvJcagCogEk3CfHuma2D0hP16L+VMeQs5JS2smB1JdMjIfd0VRaHnvWeQW+wlFLUzbsBjyX0uH4usyDx/5Nc09DQBcHfKbayIXuzy17kStp4eKp75EdbWFgC8Zs4i8sl/m7TfD8LEpCgK1efayMuu4/+zd9/hcZVX4se/904v6l2yVSxXyb3SjKkxEFpogZCElgDZTdvdbDb7y6aRslk2yS4pCyEECCSEAKGETjDNNuBeJXfLstV7mV7u/f0x0kiyZFuyNTMq5/M8fjTv3Dv3fUeWNDP33HPOkQMtQ15LUjgtnfJFeRSWZqCq8vMrIoIhjar6LvYd62D/0XYO1nbhDw79utjLaTNFMl57Aq9Ts50T6mfqjQ1HeebdSCWMFIOL6+d6aDq8jaB/8Pm6lIw8ShecR9GcpZgtUnJZCCHE+KRpOs+9f4g3NvRdTGS3GLn32nLmlkyuVjtnQgKtY4QEWvvc/9RW9h7tABKXKSTEWDSSQGuvUFjj3a21vLSuCk///q3AygX5fOr8aaRI/1YhhkXXdb776EZqmyO9Da9fNY1Pnl0c93WE6vbgfeV+IPK2yrz8BiwLr4z7Ok4k0tPzaE9Pz/0j6Ok5E0PeTIx5s1Ezi+PS03My0AMewg37CdVFAuFac/UJg4u9JkvPXd3nInR0O8HDmwjXVJww4Kyk5GAq6SkvnFk8Ib8XJxOs2ozv77+ODAxmHLfcj2pPHfV59rTt59fbHwHAarDy43O/jdWY2Iy7hsd/T9e6tQCoDgfFP/gxxtTUhK5JiF5eT4C9uxqp3FZHV8fgC5xsdhOzF+RStiCP5FQJAolTC4U1qhu72d+T8XqgphOv/+QXY9ksRmZMSYn2eC3KScJoGLtVLk6msd3D937/EelaLVPVKtLV1kH7qAYjU2cupHT+eWTml0y69wRCCCEmro8qGnj89b0EQ5FqF4oCn75wOpcumyqvd8MggdYxQgKtEV5/iK8+sDbaC+MXXz6X1BOUMBNisjmdQGsvlzfIS2ureHdbLVq/P8VWs4Erzynm0qVTMBklm0yIk9l1uJX/eWYHABaTgZ/94zk4rKa4rkH3uXD/9Tvo7khpcEP+HGyf/NcxXbZV1zW0ttqewGski1L3neLvmNGMIWd6JIMybxaG7GkoRrkoZDg0X3ekt2rP91prPUpvUP5E1JTcaD9dQ94sVOfku2pVD3gJHd1B6PAmQsd2nbActuLMwFiyFFPJUtSc0jH9uzcadF3D89x30dprADDNvxzrWZ+OyVwP7XyMXS2RigEXTDmXG2deE5N5hsu1fRt1v34gOs675x9IWrY8gSsSInLRV31NJ5Xb6jm0rxktPPjve35hKuWL8iiZmYlhnAa8xNigaTrHmlyRwOuxSJ9Xlzd40sdYTAamFyQzszCNWVNTKclLTkj1l5Hqbm/mz8+8gM21H7My+D2AMzWL0vnnUlK+HItt6AoQQgghxHhXVd/Fr5/fRXu/FhTnzM3ltstmyXnjU5BA6xghgdaILfua+c0LuwAozHby/TvlZIYQvc4k0NqrtsXNM+8cZNfhgVfnZqZYuenC6SyZNTGzloQYDf/9523sqY4EOC9dOpVbLpkR1/l1Xcf3918ROrIVAMXixH7DD2PSJzGWdF1H66wn3JNhGa7fFw0cn5BqxJA9rafU8CwMOTNQTHIhFoDm6egrA1y/D6299pSPUdOn9H0vc2eh2lPisNLxQw/6CR3bSahqM6GjO05YCluxp2IsWYKxZCmG3Fko6tg/kTxSwYMf43vnocjAZMVxy3+jWkf/A2SLt43vf/Rf6D0XBXz3rH8lx5416vMMV7i7myPf+zbhri4AkpYtJ++ef0jYeoTw+0Lsr2ikYlsd7S2eQdvNFiOz5+VQtiiftAzppyViQ9N16lvc0cDrvqMddLpP3tfdaFApzU+OZryWFqRgMY2NE7WaFqbucAWHdqyjoXrvoO2KolIwfR6l888jp3DGhL+4SgghhADodPn59Qu7OFTbFb2vJC+ZL183j7QkOQ9zIhJoHSN8Xj9NDc2JXkbC/eWdg2yobADg4iVTElKSUYixKj3DAUBb6ylKcA5D5ZF2/rb+ME3tAy/wmJafwrXnlTAle/JepasajJitNvkgLQaobujmB49vAkBVFH5671lkpsS3DF+g8h38656Ijm2rv4axaFFc1xALuq6jdzcTrt9HqKfcsN59ivdEigE1qwhjbxZm7kwU8+Q4say5WgnX7SXcsI9Q/T70zsaTP0BRUDOKooFVY+5MFOvk/Rs/UnooQLi2guDhzYSqt0FgcIADQLElYyxajHHaUgz5s1HU8V/6WtfCeJ79Nlpn5L25edFVWJZdH5O5Xjj4Km8ffR+AOekz+fLCL8RknuHQdZ363/4frs2Rv/mGlBSKf/BjDE75vRHx11TfTcW2Og7uaSIU1AZtz8lPomxRPtNnZ2EcI8ErcfrCoSABv5chG+2OQbqu09Lp41BdJ4dquzhc10V799AXJ/VSVYWp2U5K81OYlp/CtPwkrOb4vmaGgn6q92zm8K6P8Lo7B+9gcjJ32SqmzT0Lm1MuRhNCCDH5BEMaf3xrH2t31kfvS3Ga+fKn5lFaIK+NQ5FA6xhRe3gvL/zuvxK9DCGEEESuXrbYHJhtTqw2Bxa7E4ut51//29GxA1WVk1sT2W//VsGGykhAa0VZDvdcXR7X+cNttXhe+D6EI+XaTGUXYz3vc3FdQzxprtaBWZo9gZ4TU1AzCvuyNPNmxiTrLt50XUfvauoJQu8jXL8X3TW4X9gAigE1uwRj7sxIOeDc6ZMmCB1rejhEuG4PoapNhI5sO3EJbIsDY9EiTNOWYigoRzHEt8T4aAnuX4/vvd9FBmYbzlt+hmJxjPo8gXCAb6//MZ5Q5OKvL82/g7mZc0Z9nuHq2vgxDQ8/FB3nf/WfcM5fkLD1iMknGAhzcE8TFdvqaG5wDdpuNKnMLM+hbGEeWbnj/7VuotJ1nVAwgN/rwu9xRb4ef9vrwtdvHAr4T31gERO6Di16Dt22WfzzF67BYhmfr91CCCHEaNF1nXe21vLntw9E29AZDQqfXz2b8+bnJXh1Y088A63j/7JuIYQQk4Kua/g83fg83XSdencAzBY75p6grHXIoOzAgK3RJP0mx4uWTi+b9jRFx5ctL4zr/HoogO+dB6NBVjVtCpYY9UgcK1RnBuqMczDNOAfoKY/bsD9ablhrqznuETpaazVaazXB3W9FjpFW0C/wOgvVnhrfJ3EadF1H66gbEGTWPR0nf5DBiCG7tOd5zsaQXSpllWNEMRgxTp2Hceo89PPCkQB41WZCVVvQvf0yYvxuQvvXEdq/Dkw2jEULMJYswzh1LopxfPzf6FoI/5YXo2PzvMtiEmQF2Ny4PRpkzbSmU5YxKybzDEeoo52mPz4ZHSevPF+CrCJuWpvdVG6rY39FIwF/eND2jCwH5YvzmVGWjdkip1fiTdc1Aj7vCQKm7ujY17Mt4HUTDp+8n6lIPIPZwX5vATXhInw4+LerFkmQVQghhAAUReHiJVPIz7Dzfy/uxu0LEQrrPPraHo42dfPpi6ZjmIDtc8YD+SRwEqrBgNWRnOhlJJQ/EMYbiHygNBtV7Fb5kRGiP7XnxUvTBpcNGw2apuP1hwmGBx5fVcBmMWIyTo4Xz3AwQDBw8pJXQwn4PQT8HlwdwysDbzSZsdicPVmz/YOyjiGzZk1mq/TPTZC/b6qJXr03pyiNojhnj/g3/KUvsGgwYb34SyjGyRWoV+2pqNOWY5oW6d2u+1yEGvb3Zby2Vg8qs6e116K11xKsfAcAJSUHY09PUkP+bFRnRtyfx/F0TUNrO9YTRN5LuGH/ibMkexnNGHJm9AWRs0om3c/DWKCoBowFZRgLytDP/SzhxoOEDm8mVLUZ3d3Wt2PQS+jgx4QOfgxGM8ap8zFOW4Zx6nwUc3zLj49EcP/6vhLeFgfmeZ+IyTy6rvNezfro+Pwp56AmqHS/rus0PP4YmifSosGYkUHWTbckZC1i8giHNA7ta6ZiWx0NNYMv7zMYFErnZFO+KI+c/GR5LziKtHAYv8990mxTv8eFz+vG740ETnU9Np/DeimKitlqn5A9v3vpOoTCWs8/nbB26sJ3BlXBaFAwGlQMBgV1FH4PUjLyyJ+1nAff8dAZjpyHumBRAbMK08742EIIIcREMqc4ne/cvoxf/3UnNc2Rz0pvb66httnNl66di9MmFyjFm5QOPolAIERnp/fUO05g9z+1lb1HOwC444rZrJyfn9gFCTHG9JYgaG4+xUn4M7S7qpW/rDlIbcvAXrDTp6Rwy8UzKMmb+BeFhEPByJXpQ1ylPuRJGK8HiO1LnGowYLH2lSoespRxv21mqyManBenz+0L8o3ffIg/GDkB8/UbFzC/NH4BulD1NrxvPhAdW877POayi+I2/3ihBzyEGw4Srt9LqGE/WlMV6IOzgfpTnBkY8mZHgq95s1CSs2N+AlvXwmgt1X39aBsOnLDnZ5TJ1tOHdhbG/FmomUUTov/nRKXrOlpzFaGqzQSrNqN3NQ29o8GIcco8jCVLMRYtjFm26OnQw0Hcf/lWtEy1efkNWBZeGZO5DnZU8T9bH4zMo5r48bnfxm5KTKnrzg/ep/GJx6LjKd/4N+yzE1fCWExsne1eKrfXsXdnIz7v4KzHlHQb5QvzmTUvB6ucvBqWaJneYWSb+r0ugv7Yn38xGEzDeO/e//27DSVBF5skiscXZH9NJ/uPdbDvaAfVDd3RCxxPJCvVysypqcyamsbMwlSyUk7vgtRHXqnkw92R9hRpSRZ+9IUV2CRbXAghhBiSLxDikVf2sHV/X4JJVqqVr14/n4IsZwJXNjZIj9YxYrIHWr3+EF99YG30asZffPlcUp3jo7SaEPESr0ArQFjT+GB7HS+srcJ13Mmfc+fmct2qUtKS5He0l6ZpBHzu407sHD+O9GAK9NyvaScPAp0pRVEwW+1D9JM97rbdicUayaI1GOTEwvFe/egIf33/MAAFWQ7uu3N53LJJNHc7nue+g+6P9GczFi/GeulXJJtlGPSgn3DTIcL1eyNZr02HIBw66WMUe+rAUsOp+Wf8vdbDQcLNVX2lgBsPQvDkGfOKxRntM2vIm42aPnVCZ7ZMZLquo7Ue7SkvvBmto37oHVUDhoKySNC1eHHC+wsHKtbgXx8pn6tYk3Dc8t8oJmtM5vr97j+ytWknAOfmr+Azs6+PyTynEmxu5sj3v4Puj/x+pl7yCbJv/kxC1iImrnBYo/pgKxXb6qk50j5ou6oqlMzMpGxhHgVFqZP69V7XdYIB3wkudHT3yzZ19WSbuggFAzFfl8lsHXRx4+B2IX1jo8k8qf8fT4cvEOJgbV/gtaq+i1D45KcS05IszJqayszCVGZNTSU33X7K7/vuw6384pkd0fFXr5/PwhmZo/IchBBCiIlK03VeWX+EF9dVRe+zmA188coyFs/MSuDKEk8CrWPEZA+0btnXzG9e2AVAYbaT79+5PMErEmLsiWegtZfHF+TlD4/w9uaaAWWdzCaVK84qYvXyQiwmQ9zWM1GMj5NH/U4gHRegtfaUPJ7oJ4+CIY1vPvQhna7I9/7OK+Zw3vy8uMyt6xre135GuLYSAMWRhuP6H6JY5SrB06GHAscFPA9A6OS/U4o1CUPuTAz5szHkzkTNmHrKLBM95CfcdDhSBjga4D15fzbFltIvwDsbNS1v0mWzTBbh9tpI0PXwZrS2Y0PvpKgY8mf3BV3j3FtYDwVwP/3NaG9gy1k3Y55/WUzm6vB38p0P/xOtpxTn/1v+TxQ44/M3tj9d06j52X/h3b8PAFNuLkXfvQ/VLCW5xehwdfmo3NHA3h31uF2DX3uSki3MWZjHnPl52J0T8+duJBcl9pbpjfVFiaBgsdn72nicpFJM7/tig1Gyi+MtEAxzuK4rEng91sGh2k4CoZOXcE62myIZr4VpzJyaSkGWY0C5YV8gxHce2UBrlx+A5XOyufeauTF9HkIIIcREsmVfM4+8Uhmt/gZw7XklXHlu8aiU+B+PJNA6Rkz2QOvjr+/lgx11AHzy7CKuX1Wa4BUJMfYkItDaq7HNwzPvHmTbgZYB96cnW7jhglJWzMmZ0AG3sWBclEM7wdX81p6vJot1XAWQ1u6s47HX9gKQ6jRz/5fOwWiIz/r9218lsPHZnpGC7cpvYsyXEpajRddCaC3VhOr2RbJeGw5A8BS/M2Y7htwZGPNmRzJeM4sgFCDceLAvgNt8GE5xYjhSsjgSWDXmzUJJlr+fk5HW2UiwN9O1ueoEeymRn7mSpRhLlsSlr3Bg15v4P/pzZHZ7Ko6b749ZD+BXDr/J60fWADAjdRpfX3xvTOY5lfa33qT5mchzRlWZ+q3/wDZtWkLWIiYOXdc5eriNym31VB9qPb6NOABFpemUL85nakk6qjq+XgcGtdnwuIYYR96bBuLVZkM1YO55T2o9SXne3rG02RifQmGNI/Xd7DvWzr5jHRys6cQXOPl7L4fVyIwpqcwqTGXm1FQ+3NXAmq01ADhtJn70hRUkOybmRQ5CCCFErNQ0ufjlX3fS0tlXtWvJrCzu+uQcrObJVzFPAq1jxGQOtOq6zjf+70PauyNXE37r1sXMnJqa2EUJMQYlMtDaq/JIG0+vORBtft6rtCCZmy+eQWl+SoJWJo6nhcP4fafoLetx4es5KRbwuoj1y7SiqFhsDkzWU5fzSjgdmjq8hHqumE92mHHa45TFEAqgdbfQe0JSsSah2CZ+b+SE0oFwED3kh1Ag8lU/ebYEKAzrpLFqjASqjJbIVynRLY4XDqMHvegBL4RPkmltMKOYbZEyvrH4OdJ1tM7GaH9jxZaKYo1N71hd12nytKAR+T1Ls6RgNcamPPFJ1xEMEWxuojcKZkhKwpAcm7+30aoRx5Xvj1SJcEQy6uxOjCZpzTCeedwB9u5soHJ7Pd2dg0vF2x1m5izIZc6CPJJS4v8zPxRd1/su6BviveJQ2abBwMnL4I8Gg9Hcd9HeMCqumMyn16dTjG9hTeNooytaavhATQdu38nbRfT3xSvLOHtubgxXKIQQQkxcLm+QB1/czZ7qvrYYU7KcfOX6eWSl2hK4sviTQOsYMZkDrTVNLr776EYA7BYjD3ztPAxyZakQg4yFQCuApul8sLOOFz44TLdnYEnMs8tzuH5VKenJY+PEkRg+XdcI+LwnPLHW21u2f9asdoqel0IIIYQYGYPRNKiH+oAqET3l+/uqRdgkuJRguq5Td7STyu11HN7XgqYNPu1RUJRK+aJ8imdkYIhxdYyh39OdKNs0clFe+BRl7keDyWIbcIHBqXqdGk2SYShGTtN1apvdPYHXdvYf66DLM/TP97xpGXz9xvnyN1QIIYQ4A2FN4y/vHOTtzTXR+5w2E1+6di5zitISuLL4mvCB1mAwyJNPPsmLL77IkSNHSEpKYsGCBdx9990sXLhw0P5VVVX86le/YsuWLXR0dFBYWMhNN93ErbfeGtOyMpM50Pr6x9U8+94hAJbOzuYfrpXeGEIMZawEWnt5fCFe/egIf998jFC4X/9Wo8plKwq5fEURFrP0b52oItkP/gGli4cqFefrty0U8Cd62UIIIcSEoqjqgB6SQ5XvN/cEbHuzZ1VV3p+NBr8vyL5djVRsr6ej1TNou8VqZPb8XMoW5pGabj/teTQtPPj91vHZpwOCqW70U1ZlODOKomC29Qb/Iz9fJ+11anWgGuTnTsSfrus0tHnYd7Qj2ue1vdtPRrKVb926mIwxklkuhBBCjHdrd9bx5Jv7oueIVUXhlktmcNHigklxUdOEDrQGAgHuuusuNm7ciMlkYv78+dhsNrZu3Yrf7+e73/0uN998c3T/vXv3cuutt+JyuVi8eDEZGRls2LCBrq4urrrqKn72s5/FcK2TN9B6/1Nb2Xu0A4A7rpjNyvn5iV2QEGPUWAu09mpq9/Dsu4fYsr95wP1pSRZuWFXKivKcSdsIXQwU6eflIuiPfbm5M1Hb4uLBlyoAUFH4508vINUZ+1KOoaPb8W94Njq2rLgJY+GCmM8rTo/m60ZRjSjmyVUORySGHvAQrttDqKaCcOPBE/YCVpIyMBaUY5gyFzU1f9gfaAN73iG4O9IvVXGkYbv8n1CU2ARF6twNPLr7TwAYFANfXXQ3DtPpB6FOh7++jvqHHwStp3TxpatJOe/8mM2n6zpBv/eEFyL1D5hp4ZP3GjxzCmarbcie6ha7Y8D9vVmzBmOcSuePA7qu01TfTcW2Og7uaSYcGhzQzC1IpnxRPtNmZ2E0Dr5YO1qmd5jZpgH/4CDuaFMNxkHZpmab4wS9Tp2YrTYURapQifFH13W6PEHsFgMmowT/hRBCiNF0sLaT3zy/i053X0uc8xfkceulszAN8b54IpnQgdb//d//5cEHH6SgoICHHnqImTNnAtDQ0MDdd9/NwYMHef7555k9eza6rnPNNdewb98+7r//fq655hoA2trauP3229m3bx+//OUvWb16dUzWOlkDrV5/iK8+sJZwT3mlX3z53LiczBZiPBqrgdZee6vbeXrNAY42uQbcX5KXzC2XzGB6gfRvFePDQy/tZuOeJgDOKsvh7qvLYz6n1tWE+6/fhWAkCG2ccS62C78Y83mFEOOPHvASOrqd0OHNhI7tOmFfVyUpE2PxEkzTlqFmTzthUET3u3H9+RsQiHwWsa66C9OslTFb/xOVf2FDwxYAlucu5raym0/xiNGlBYMc/dEPCNRGSltZS6cz9d/+H8oYaF0SrRYxjPL98awWYTRZBvfHHCJrtjcoZ5yAvTKDgTAHKhup2FZPS2P/97o6CiFM5iBF0xxMmWrDbAkNDKB6+gLsfq+LUPAkvZhHidFsGRQwHypg2lu612iyTLj/MyGEEEIIEX/t3X5+/fxOqur7zl9PL0jhH6+bR4pj4raGmNCB1vPOO4/m5mYeffRRzj333AHbduzYwU033cQll1zCb37zG9atW8ddd93F8uXLefLJJwfsu3XrVm655RaWLVvGH//4x5isdbIGWrfsa+Y3L+wCoDDbyffvXJ7gFQkxdo31QCtE+reu21XP8x8cpss98CTSirIcblhVKuWZxJjW0uHlW7/9GK3nLcv3bl9GUW5s3yzpWgjPSz9Baz4MgJKcg+O670umpBDilPSgn9CxnYSqNhM6uiN6scbxFEcaxuIlGEuWYsidOSCo6N/0VwLbXo7sl5KL48Yfo8SotGx3wMV/fPgTQlqkx/e/Lv0yxcmFMZnrRJqfe4b2N14DQDGbKfrefZhzcuO6htHUWy1iYEDPHQ3SHp85GfB5gNh+LFcNhoGBvQFZs30ljK09Y7PVPmayIzVNI+DrC5C2NLZSfaCO5vpm9LAPBT+q4kchgKr4UZUAENsyvZEsZPuwe5tabA7JQhZCCCGEEAkTCIb5wxt7+aiiMXpfWpKFL183j5K85ASuLHbiGWg1xm0mIpmozc3NWK1Wzj777EHbe8sIr1+/nnA4zNq1awG45JJLBu3bW0Z4y5YtuFwunE5nzNc/Wew63Bq9Pa80I4ErEUKMBlVVOH9BPstmZ/PqR9W8telotDb/hspGtu5v5rLlhVx+ViFWc1xfFoQYlrc2H4sGWecUpcU8yAoQ2PxiNMiKYsB20T0SZBVCDItismCatgzTtGXooQDhmgqCVZsJVW+DQF+5Ud3dTrDibYIVb6PYkjEWL8ZYshQ1fQqB3X+P7mdZcm3MgqwAH9ZtjAZZi5Knxj3I6j1wgPY3X4+Os264aVwHWQEMRhP2pDTsSWnD2l/TwgR8niH7ffr6ZWD236ZrIwskauEwXlcnXlfnsPZXFCXaR9bS+9V2fGB2YJDWYBje+8hwONTv+Qzx/I7/PniHDkRbAEbpV0NVDZh7gqTW4wKkg7NNI9nC6hjIuBZCCCGEEGI4zCYDX7iyjKnZSTz73kF0PZLp+tM/beWOy2dzVvn4/gyWaHE9o671fBi02WxDfihRFAVVVXG73dTV1XHw4EGAaHnh45WUlNDa2sqhQ4dYsED6pY0GXdcHBlqnSaBViInCZjFywwWlrFqYz7PvHWLz3kgZ1mBI4+UPj/DBzjpuWFXK2XNzpX+rGDPcviBrd9RHx5eviH0AIFRbSWD7q9Gxedn1GLKnxXxeIcTEoxjNGIsXYSxehB4OEa6rjGS6Vm1F9/eVOtW9XQT3vEdwz3ugGECP9ARV0wowlsauukxYC7O29uPoeFXBOTGbayia30/Do7+Dnotp7HPKSbngoriuYSxQVQNWexJW+/AuJOrfX/b4rNlBpYx7smbDoZGVxtV1PXqM4TJZbBxfyhj0voBqz7qCgdj3hTcYzX1llAdklzqGLNVrmoCllYUQQgghhOhPURQuW1HIlCwHD71UgccfIhjSePjlSo41ubh+VSmqKu+JT0dcA63p6emkpKTQ3t7OoUOHKC0tHbB97969uN1uANrb22lqigQBsrKyhjxe7/0tLS0xWa/ZbIxrevFYcKS+i/buSE8hh83EWQsKMBjkSl0hTmU8/a3IykriezOyqTjcyu9e2sWhmkhmQ6crwO9f3cP7O+v5wtVzKZcLLcQY8N6a/fiDkYBDcV4yFywviumJ0LCni5r3H6E3c8ZWMp/cS24cM+UThRDjXO65sPhcdC2M72gl7r0f4977MWF3R98+PUFWgMyLbsGZHbt+6htqttHuj8ydbHGyuvxcTIb4lTc99NDTBJsjn/kMdjtl//JVLFnSP354koGcYe8dDPjxurvxurvx9Xz1ul143V39xr3bXfh9nlMf9Pg5/F6Cfi+ujuYRP/ZUNN2EjgVNt4BiITktlYKiXHIKsrA5krE5krA5k7A5krDanZjMllFfgxBCCCGEEBPBhVlJzJqWyY8e28CxxsiFla9vOEpTp49vfHYpTpu0vBipuAZaVVXl6quv5sknn+Tf/u3f+M1vfkNOTuTDYUtLC9/97nej+wYCAbzeSH9Uq3Xo3oG993s8I/8QKIa2ZU9fje6FM7MkyCrEBFY+LYNffG0V72w+xhOvVUYvsjh4rINv/WYd5y3I5/Yry8lJtyd4pWKyCobCvLz2cHT8qQtKYxpk1XWd5lf+j7CrDQDVnkzWVV+VIKsQYtQpqgFb8TxsxfPIWH0X/pp9uHqDrl2Ri0gtU2bhmLUiput448B70duXlJ4X1yBrx/YdNLz+RnQ87Yt3YsnKjNv8k43JbMFktpCcNrzvcTgcwud2HReAHRiQjd7nceFzd6Prw+szq6gqVrszEhzt9w/VSnNjgJpqLx6vGg2s6pgBldR0O8vPLmThsqk4kiSQKoQQQgghxOnKz3Lys6+ez8/+tIVNlZGY0Ja9TXzjgff59h0rmJozfpKKxoK4N+P7+te/zpYtW9i1axeXXXYZCxcuRFVVduzYQVZWFmeddRYff/wxRqMRgyHScOVUJ1W1EfanGa5AIERnpzcmxx6rPt5VF709syCZ5ubuBK5GiLGvN5N1PP+uLChJ48dfXMFrH1fz5sZjBEORv6nrdtTx8e4GVi+fyhVnFWGzSP9WEV9rd9RFLwBIS7IwZ0pKTH/XAhVr8B/YFB1bVt5Ju88IvvH7+y2EGCesU2DhDdgWXI/WXIXW3Yxx6nxaWtwxm7LO1UBF034AVEVlceriuL2fCXvcVP/vr6Jjx8JFMHfJuH4/NTEZwJiKNSUV6ykSjXVdI+DzDuix6vO6UGBQqV6z1Ra9iEnTdI4dbqNiWx3Vh9oAG9A3maJA8fQMyhflM7UkDUVR8PgCeHwjK4UshBBCCCGEGOyeq8rITrHy6kfVANQ2u/mXB97nnqvLmV86vi+EjWcFyrifNXc6nfzpT3/it7/9La+88gqbNm0iOzubm2++mXvvvZevfvWrACQlJWGz2QDw+Ybu4dJ7v8PhiM/iJzivP8SBnhKiIP1ZhZhMrGYj151fyvkL8nnuvUNs3BMp4xcKa7z6UTXrdtZz3appnDsvT/q3irjQdJ03Nh6Nji9ZOgVjDKsshNtq8H/8dHRsKr8EY9HCmM0nhBBDURQFQ/a0uPSFfr/2w+jtBZnlpFlTYz5nr+Y/P0WovR0AgzOJnM/dLv0xxzlFUXv6nzog/dQljT2uAHt21lO5vR5Xl3/QdofTzJwFecxZkIczWbJXhRBCCCGEiAVVUbh+VSlTs508+uoeAiENrz/MA8/u5PoLSrl8RaF8VhuGhKQn2e12/umf/ol/+qd/GrTt8OHDKIpCXl4e2dnZ7Nmzh5aWlkH9XAGamyO9X07Uw1WMTOWRdsJapNxTYbaTVKd8oBVisslMsXHvNXO5eEkHT685QFV9JLOk0x3gsdf2smZLDbdcPINZhWkJXqmY6HYdaqW+NdIawGo2sGpBQczm0kMBfGsehHAQADV9KpYVN8VsPiGESDRP0MvG+i3R8aop58Rtbte2LXR9tD46zv7c5zGmSF/WyUDXdWqrO6jYVseRA61o2uBSw1NL0ihbmE/xjAxUVU7oCCGEEEIIEQ/L5+SQm27nV3/dSWuXHx147r1DHG3s5o4r5mAxGRK9xDEt7oHWAwcOUFtbyznnnIPZbB6wrbq6mvr6ekpLS7Hb7cyYMYP333+fgwcPsmLFwP5Euq5z+PBhDAbDkEFYMXK7DrdGb88rlWxWISazGVNS+fbnl/JxRQPPvXeIDlekPNvRRhf/9dQ2lszK4sYLp5OdakvwSsVE9Wa/bNZVC/OxW2P3lsX/8dNo7bWRgcGM9eJ7UYzmkz9ICCHGsY8bNhPQIheX5DtymZ4a+wxagFBXF41PPB4dJ604m6Qly+Iyt0gcnzfIvl0NVGyvp7NtcGseq83E7Pm5lC3MIyVN3lsKIYQQQgiRCIU5SXzntmX83wu72N9T+XTjniYa2jx85br5ZKRYE7zCsSt2NfhO4MEHH+See+5h8+bNg7Y9/XSkZN9ll10GwMqVKwFYs2bNoH23bt1KW1sbS5Yswel0xnDFk4Ou6wMDrVI2WIhJT1UUzpmbx3/efTZXn1uM2dj3krFlXzP/8buPefa9g3j9oQSuUkxEVfVd7D3aAYBBVbh06dSYzRU8spVg5TvRseXsWzCkxS57VgghEk3TNT6o6SsbvGrKOXEpBaXrOk1//APh7ki1DGNaGtmf+WzM5xWJoes6DTWdrHl5L0/8+iM+fOfwoCBr3pQULr5qNp//x7M4+8JpEmQVQgghhBAiwZIdZr5xyyIuWNR3buxoo4sf/mET+491JG5hY1zcA60XX3wxAA888AAejyd6/9tvv80TTzxBcnIyt99+OwDLly9nxowZrF+/nmeeeSa6b1tbGz/4wQ8AuOOOO+K3+AmsttlNe3ekN47dYqS0IDnBKxJCjBUWs4FrV07jJ3efxVnlfT23QmGd1z8+yr//9iM+2FE3ZPk3IU5H/2zWZXOySU+OzRVzmrsd3/u/j46NxUswzbkgJnMJIcRYsadtP83eyAWWNqONZbmL4zJv98cf4draV64457Y7MTgccZlbxE/AH2L31jqefXQLL/xxO/srGgmH+94jmi0G5i0p4NN3LeXazy5kZnkOBmPcT0sIIYQQQgghTsBoUPn86ll8bvUsDD3tPLo8Qf77z9t4b3ttglc3NsW9dPAnP/lJXnrpJd5//30+8YlPsHDhQhobG9m5cyc2m41f//rXJCdHgnyqqvKTn/yE2267je985zs899xzZGdns3HjRjo7O7npppu46KKL4v0UJqT+2axlJekYVPmwK4QYKD3Zyt1XlXPx4in8ec0BDtd1AZEX2sdfj/RvvfniGcwpkv6t4vQ1d3jZtLcpOr5seWFM5tE1Dd+7D4PfDYDiSMd6/h1xyeoSQohEer9fNuvZeUuxGGJfKj3Y1kbTU09GxymrLsAxd17M5xXx09zQTeX2evZXNBIKaoO2Z+UmUb4oj+lzsjGZpb+TEEIIIYQQY92FiwooyHTwmxd20e0JEtZ0nnhjH8eaXNxy8QyMBokh9VJ0XY97CpLP5+PBBx/k5ZdfpqmpiezsbJYtW8Y999zDtGmD+wMdPHiQX/7yl2zYsIFAIEBRURE333wzN954IwZD7D6kBQIhOjsH95CZiO5/amu0TOMdV8xm5fz8xC5IiHEiKysJgObm7gSvJL50XWdDZSPPvncomg3fa9GMTG66aDo5afYErU6MZ0/9fT9vb6kBoKw4jW/cvCgm8/i3vUJg03M9IwXblf+GMX92TOYSQoixosnTwn0f/zc6OgoK3zvrm2TZY9syRNd1av/353gqdgNgysqi6Hs/RLVKf5/xLhgMc2hPMxXb62iqG/xe2GhSmT4nm/JF+WTnJSVghUIIIYQQQogz1dLp5dd/3cXRJlf0vplTU/mHT80l2R77C3dPV+95+3hISKB1vJgsgVavP8RXH1hLuKfs5y++fC6pTkuCVyXE+DBZA629/MEwb244ymsbqgn0y17o7at55TnF2K1xL54gximXN8g3/m999Gfpnz+9gLklox8ACDcdwvPSj0GPzGNedBWWZdeP+jxCCDHW/PXAy7xzbC0AczNm86UFd8Z8zo733qHpj09EBorClH/9FvaZs2I+r4id9hY3Fdvr2berkYA/NGh7Wqad8kX5zCzPwSLvA4UQQgghhBj3/MEwj722h417+qrQZSRb+cr18yjMGZsXVcYz0CqfegSVR9qjQdbCbKcEWYUQw2YxGbj6vBJWLsjnr+8f4sPdDQCENZ03Nh5l/e56PrVyGisX5ElJcnFK722rjQZZp2Q5KS9OH/U59IAX75qHokFWNWc65iXXjvo8Qggx1vhCfj6q3xQdnz/l3JjPGWhqovnZv0THaZ9YLUHWcSoc1qja30LFtjrqjnYO2q4aFEpnZ1G+MJ/cKclSil8IIYQQQogJxGIycM/V5UzNdvL8+4fRgdYuHz/54xbu+mQZy2ZnJ3qJCSWBVjGgP+u80tiWDhNCTExpSRa+cGUZFy2ewtNrDnCwNnICrtsT5Ik39/HO1ho+ffGMmATOxMQQDIWjJYMBLlsxNSYnaX3rnkDvbo4MTDZsF92DokqvOCHExLepcRvekA+AbFsmc9JnxHQ+XdNoePR36P5IiwFzfj4Z114X0znF6Ovq8FK5vZ69OxvweoKDtienWilblM/seTnYxnDZMCGEEEIIIcSZURSFT55dTEGWk4f/VoEvECYQ1Hjwxd0cO6eYa1eWoE7SCy4l0DrJ6bo+MNA6TQKtQojTNy0/mX//7GI27W3i2XcP0toVObla0+zm509vZ+H0SP/W3HTp3yoG+qiikS53AIgE7pfPyRn1OYL71xM6+FF0bF15G2pS1qjPI4QQY42u63xQ82F0fP6Uc1CV2FaaaP/7m/gOHogMDAZy77wb1SSBuPFA03SqD7VSsa2OY4fbB21XFCiekUn5ojymFKdJ9qoQQgghhBCTyMLpmfzH55fyq7/upLE90nrzlQ+PUNPk4otXlWGzTL6w4+R7xmKA2mY37d2RQIjdYqS0IDnBKxJCjHeKorB8Tg4Lp2fy5qZjvPZRNf5gGIDtB1vYdbiVi5dM4apzi3FYTQlerRgLNF3nzY1Ho+NLl07FaBjdAIDW2Yhv/ZPRsXHmeZimnzWqcwghxFh1oOMwde5IeX+zwcxZeUtiOp+/tpbWF/4aHWd88iqsxcUxnVOcOVe3n7076qnc0YC75zNif44kC2ULcpm9IA9nkrSbEUIIIYQQYrLKz3TwH7ct5bcvVbC7qg2InPf98ZNb+Mr188hJm1xJNhJoneT6Z7OWlaRLD0UhxKgxmwxcdU4x583L44UPDrN+Vz06kf6tb206xoe7G7h2ZQmrFubL355JbuehVupbPQBYzQbOX5A/qsfXwyG87zwEwUjJTCUlB+u5nx3VOYQQYix7v18264rcJdiMtpjNpYdCNPz+YfRQCABLUTHpV1wZs/nEmdF1nZoj7VRsq+fIgRZ0ffA+hdPSKVuUR1FpBqoq2atCCCGEEEIIcFhNfP3GBTz3/iHe2BBJoKhrcfPDxzdz77XlzC2ZPNVTJdA6yQ0sGyy9E4UQoy8tycKdn5zDRUsKePrtA+yvifRvdXmD/PGt/byztZabL5rOXCldPmn1vhkDuGBhAXbr6L49CWx+Hq25KjJQDdgu+hKKyTqqcwghxFjV7utgZ0tFdLxqyjkxna/11ZfxH60GQDEayb3riyhG+dg51ng9AfbuaqRyWx1dHb5B2612E3Pm51K2MI/k1NgF5oUQQgghhBDjl6oq3HThdKZmOXns9b2Ewhoef4j/eWYHn75wOpcumzopWo3IJ95JzOsPcaAn4AHSn1UIEVvFucn8262L2bKvmWfePUhLZ+SkXl2Lm188s4P5pRl8+qLp5GU4ErxSEU+H67rYf6wDAIOqcMnSKaN6/FBtJYEdr0fHlmU3YMgqHtU5hBBiLFtb+zGargEwM206eY7R74Hdy3ekirZXX46OMz51PZb8gpjNJ0ZG13Uaarqo2FbHoX3NaOHB6av5hSmUL8qnZGYmhlEu4y+EEEIIIYSYmM6em0tuhp1fP7+L9m4/ug5Pv3OQo00ubrtsFiajIdFLjCkJtE5ilUfaCWuRD9eF2U5SndJnRwgRW4qisHR2NgumZ/DWpmO88lE1/kCkf+vOQ61UVLVx4aICrj6vBKdN+rdOBm/06826fE4O6cmjl2mqebvwvfswEHmtM0yZi2n+6lE7vhBCjHXBcJD1dRui4wtimM2qBQI0/P53oEWCurYZM0m7VP7mjgV+X4j9FY1UbKujvcUzaLvZYmTWvBzKF+aRlikXvAkhhBBCCCFGriQvme/ctpTfvLCLQ7VdAHy4u4H6Vg9fvm4eaUkTN/4kgdZJbEDZ4FLJZhVCxI/JaOCTZ/f0b117mLU7+vq3vr2lho8qGrjmvBIuWFSAUbIpJqymDi9b9jVFx6uXTx21Y+u6ju/9R9E9HQAo1iSsF3wBRZGfJyHE5LG1aSeuoBuANEsqczPmxGyu1hf+SqC+DgDFYiHnzi+gSA/2hGpu6Gb31joO7mkiFNQGbc/OT6J8YT6lc7IwmSb2FeZCCCGEEEKI2Et1WvjmLYt58q19rNtZD0BVfRf3/WETX/7UPEoLUhK8wtiQQOskpev6cf1ZJdAqhIi/FKeF2y+fw0WLp/Dntw+wr6eErNsX4qm3D/Dutlo+fdEM5svFIBPS3zcdQ++pWlhekk5hTtKoHTtYsYbw0e3RsfWCL6DaU0ft+EIIMdbpus57Neuj4/OnnI1BjU0wzbN/H+1vvxUdZ910M+as7JjMJU4uGAhzcE8TFdvqaW7oHrTdaFKZWZ5D2cI8snJH73VXCCGEEEIIIQBMRpU7Lp9NYbaTp9ccRNN1Ol0B/uuprXx+9WzOm5+X6CWOOgm0TlK1zW7au/0A2C1GSguSE7wiIcRkVpiTxDc/s4it+1t45t0DNHdE+rfWt3r432d3MHdaOrdfNntUy8qKxHJ5g6zdWRcdX7a8cNSOHW47hn/D09Gxae6lGAsXjNrxhRBiPDjSdYyj3TUAGFUj5+Qtj8k8ms9L46OP0HvljL18LinnXxCTucSJtTW7qdhWx/6KRgL+8KDt6VkOyhflM7M8G7NFTgMIIYQQQgghYkdRFC5ZOpWCTAf/9+Ju3L4QobDOo6/t4WhTN5++aDqGCVQBST5hTVL9s1nLStIn1A+1EGJ8UhSFJbOymF+awZotNbz8YRXenhOFuw+38b1HN3LnFXNYNDMrwSsVo+HdbbUEesoYTs12UlacNirH1UMBfGsegnAIADVjKpYVN43KsYUQYjx5v18269LshTjNsem92fzMXwi2NAOg2u3k3H4XiqLEZC4xUDikcWhfM5Xb6qmv6Ry03WBQKJ2dTfniPHLyk+X/RQghhBBCCBFXc4rT+c7ty/jVX3dS2xxpa/P25hpqm9186dq5OG2mBK9wdEigdZIaWDY4PYErEUKIgUxGlctWFHLO3FxeXHuY93fUoeuRcsK/en4XFy+ewk0XlWIySi+x8SoYCrNmS010fNnywlE7+ev/+Gm09trIwGDGetGXUAwT402bEEIMV1egm61NO6PjVVPPick87l076fzgveg4+zOfxZQ2OhfOiBPrbPdSub2OvTsb8XmDg7anpNkoX5THrHm5WCfIiQshhBBCCCHE+JSdauPbn1vCI6/sYev+yEW6e6rb+eEfNvHV6+dTkOVM8ArPnARaJyGvP8SBflc8S39WIcRYlOww8/nLZnP23Fx++7cK2roi5c7XbK1hf00H915TTl5GbLJzRGx9VNFIlzsAQFqShWVzRqePX/DIFoKV70THlnM+gyEtf1SOLYQQ48n62o2E9UhViJLkIgqTpoz6HGGXi4bHH42OnUuWkrTi7FGfR0Roms6RA61Ubq/jWFX7oO2qqlA8I4PyRfkUFKVK9qoQQgghhBBizLCajfzDp+by8vojvLSuCoDmDh8/enILX7yyjMXjvIKhBFonocoj7YS1SA+lwmwnqU5LglckhBAnNmNKKt+/YzmPv743etXTsSYXP3h8E5+9dBbnzsuVk4njiKbrvLHhaHR86dKpGA1nXr5ec7Xhe7/vhL+xZCmm2avO+LhCCDHehLUwa2s/io4vmBKbbNamP/+RcGcHAIakZLI/+3l5PY4BV5ePyh0N7N1Rj9sVGLTdmWyhbGEes+fn4pDPdUIIIYQQQogxSlUUrjmvhClZTh55pRJ/MIw/EObXz+/i2vNKuPLcYtRx+plSAq2T0ICywaWSzSqEGPucNhP/+Km5vLetlj+vOUgorBEIajz62h4qj7TxudWzsFnkJW082HmwlYY2DwA2i4FVC88841TXNHzvPgz+SK8HxZGO9fw75IS/EGJS2tFSQWegC4BkcxILs+eN+hzdmzfRveHj6Djn87djTEoe9XkmK13XOVbVTsW2OqoPtqLrg/cpKk2nfFE+U6elo6ryeieEEEIIIYQYH5bMyiInbQm//OtOWjp9ALy4ropjzS7u+uQcrObxd453/K1YnBFd14/rzyqBViHE+KAoChcunsL0Kak89NJu6lsjwbqPKxs5XNfFPdeUU5InJ3nHujc2VEdvr1pYMCoB8sCOVwnX740MFAXrRfegWKSstBBicnrv2Pro7fPyV2BUR/cjX6izk8Y//iE6Tj7nXJyLFo/qHJOVxx1g784GKrfX091zwqE/m8PEnAV5lC3IIynFmoAVCiGEEEIIIcSZm5Lt5Lu3L+PBF3ezpzrSGmXLvmYa27x85fp5ZKXaErzCkZFA60l0d/rYtO5IopcxqrrcAWzdAWwomAwqHUfa2VTdkehlCTFuOeyREm1ujz/BK5nYjEYVq82E1W7CZjfx9avn8vLGatZVNALQ1OHlJ09u4YYLSrl02dRxW2ZiojtU18n+nh7hBlXh0qVTz/iY4caDBDa/EB2bF12NMW/WGR9XCCHGo5ruOg51RvrdqIrKuQUrRvX4uq7T+OTjaC4XAMb0dLJuvnVU55hsdF2n/lgnFdvqOLyvBU0bnL5aUJRK+aJ8imdkYBiFcvtCCCGEEEIIkWhOm4l//vQC/rLmIG9vqQGgptnFD/+wmS9dO5c5RWkJXuHwSaD1JLo7/WxeV33qHceZAno+nIdhy/qjJ99ZCCHGsOWqkYCmE0QnqMGmdw6xf3Mti8tySE2xYrVFArO9AVqL1STl9RLozX69WVeU5ZCWdGa95PSAB+87vwVdA8CQMwPz4qvP6JhCCDGevV/zYfT2oqx5pFpSRvX4XR+uw719W3Scc/tdGOz2UZ1jsvD7guzb1UjF9no6eqp09GexGpk9L5c5C/NIy5DvsRBCCCGEEGLiMagqn7l0JlOznTz51j5CYR2XN8jPn97OLZfM4KLFBeOiNZgEWoUQQoxbuqZjAkz0vuAq0BVg58fHhtxfUcBi7Qu+9gZi+4Kx5sjtftmzkjkyOpraPWzZ3xwdr15eeEbH03Ud37on0Lt7jmm2RUoGq4YzOq4QQoxX7qCHTY19QdBVU84d1eMHW1tpfvqp6DjlwotxlJWP6hwTna7rNNV3U7GtjoN7mgmHtEH75BQkU74wj9LZWRhN8pomhBBCCCGEmPhWLsgnL9PBr5/fRZc7gKbr/Onv+znW1M2tl87CZBzb52cl0HoSSSkWlpxblOhljJpQSOONDUfRiJSjWr1sKpZx2FhYiLHEYTcD4PYEErySiS0UDOP1BPF5gj1fA3i9QULBwScoT0bXwecN4vMGofXU+wOYLYZ+mbFmbP2CsL1fbdGgrRmjSR0XV1rF21ubjqH3VEOcW5LO1GznGR0vdOBDQgc/jo6tK+9ATco8o2MKIcR49lH9JoJaEIApznympYze5xhd02h47BE0rxcAU3YOWTfcNGrHn+iCgTAHKhup2FZPS6Nr0HaT2cDM8hzKFuaRmXNmr49CCCGEEEIIMR5NL0jhu7ct5dfP7+JIQzcAH+yop67Fwz9eN48UhznBKzwxibKdRFKKleUrixO9jFGzZV8zNUSCEoXZTlZePD3BKxJi/MvKSgKgubk7wSuZnILBMD5PJHDq9QQ5cKSNtdvqCAfDmAAjCklmA6k2EwFfmIA/NOI5Av4wAX+Yrg7fsPY3GNV+gVfTcRmy5gEBWqvNhMVqnPCBWZc3yLqd9dHx6hVnls2qdTbiW/9kdGyatRJT6fIzOqYQQoxnmq7xQc1H0fGqKeeO6mtLx3vv4N27JzJQFHLv/AKq5czKv08GrU0uKrbVs7+ikWAgPGh7RraD8kX5zCjLxmyRj+ZCCCGEEEKIyS092cq3bl3MH97Yy0cVjQAcrO3kvsc38eXr5lGSl5zgFQ5NPs1NIrsO96VvzSvNSOBKhBBidJhMBkwpBpJSrAAUTktnyfKp/O7lSvZUtwM6BDTsis4dV8xm4fRM/N4QXk8gkhnrDfZlynp7M2YD0ft83mA0C3O4wiENV5cfV5d/WPsrCtEg7PHB2QFB2X5ljcdbn9l3ttYQCPVd6FN2Bs3s9XAI7zsPQTAS+FZScrGc89lRWacQQoxXFa17afW1AeAw2lmas3DUjh1oaKDluWei47TVl2ObPmPUjj/RhEIah/Y2U7mtjobarkHbDUaV6XOyKF+UT3Ze0oS/2EoIIYQQQgghRsJsMvCFK8uYmp3Es+8dRNehvdvPT/+0lTsun81Z5bmJXuIgEmidJHRdHxhonSaBViHExJTqtPAvNy/k9Y+reeGDKjRdx+MP8ZsXdnPhogI+fdF0MpzDK8un6zp+X2hg2WJvYIjgbF9J43B4ZJFZXQevO4jXHRz2YyxWY1/ZYtvAIOygksZ2M8YE9jEIhsKs2VITHa9eUXhGJ5UDm59Ha66KDFQDtovvRTFJVpUQYnJ7v+bD6O1z8pdjNphG5bi6ptHw6O/QA5EWCeaCKWRc86lROfZE09HmoXJbPXt3NeD3Da6gkZpuo2xRPrPn5WCxjs7/jxBCCCGEEEJMRIqicNmKQqZkOXjwpQq8/hDBkMbDL1dyrMnF9atKx1QiigRaJ4naZjft3ZHsKrvFSGlBYlOs9YAXrasRxexAsSWB0SJXcwshRo2qKHzy7GJmFabx25cqaO2KZD++u62WAzUd3HvNXPIzHac8jqIokbK/NhMM4/oUXdcJBsIDM2WjAdkAPk9PNm2/AO1QpQRPxe8L4feF6GzzDmt/o0kdWLbYNrB8sc1uwmI1EYs/w1sPNKN7gjiBJLuZwiQrDTWdp3WscHMV/s2bgWwATHMvwe1Lg9M8npiYjCZD9GfdYEjcRQZCxEuju4k9bfsBUFBYWXDWqB27/Y3X8B0+FBkYDOTe9UVUkwQJe4XDGkcOtFKxrY7a6o5B21VVYdqsTMoW5pNfmCKfd4QQQgghhBBiBOZOy+A7ty3lV3/dSX2rB4DXNxylptnNPVeXYR8jF7Equj7SooiTRyAQorNzeCexx7rXP67m2fciJ0mWzs7mH66dm7C1aK5WPM9/H93Xr6elwYRiTYr8syWd8LbacxuLHUWRk6ci8aRH69jn8QV5/PW9bN7XHL3PbFT5zKUzWTk/L+EnPUMhrV+f2aGzZX39g7XekfeZFWKyMlsMPWW5jdHM7yFLc9si20xmQ6KXLMSIPbP/Jd6vWQ/A/Mxy7pl/26gc13/sGNU/+j6EIxcEZVx7HRlXXj0qxx7vujt9VO6oZ++OBjzuwKDtSSlWyhbmMXt+LnaHOQErFEIIIYQQQoiJw+sP8fDfKthxqK9qa066na9eP4+8jKGTaXrP28eDZLROEgPLBqcncCUQ2PH6wCArQDiI7m5Dd7cN7yCKimJ1Dis4G72tyslTISYju9XEl66dy/s76vjz2wcIhjQCIY3HX99L5ZE2Pr96NnZr4l4OjUYVZ7IFZ/Lwyt9qmo7PG+wXnO0rW3yivrOaJtdUickp4A8T8HvpbB/e/kajirVfILYvGGselA1us5swW4wJv1hDTG6+kI8N9Zuj41VTzhmV4+qhEA2PPhwNslpLppF++SdH5djjlabpHDvcRsW2Oo4ebhvUw11RoKg0g7JFeUwtSR9TZayEEEIIIYQQYjyzWYx85fr5vLD2MK9+VA1AY5uHHz2xmXuuLmd+aWZC1yeB1knA6w9xoF9ZxUT2Z9V9LoL7PoiOFXsqut8N4eH3JowcSEP3dqF7u4b/GIsjGpxVo0HY5J5ArLNv3BucNcrV50JMFIqicMHCAqYXpPDQSxXUtbgB2LinicN1Xdx7zVym5Se2pPpwqaqC3WEedoaMrusE/GG8nsCgksZ9pY0DBPwjL2F8KrXNLnw9pZFTnRYyUqyndRzd04HW3RIdq6l5KJZTl34Wk5CuEwiEoxcijLRuSyik4ery4+ryD2t/Ve0pLz5kcLZ/5mxfH2UJvojRtKFhK75w5Oc1x57NrLTpo3Lc1pdfwn/sGACKyUTunV9AMUzOixY9rgB7dtZTub1+yL8NdqeZOQvyKFuQizP59F7nhBBCCCGEEEKcnKoqXL+qlKnZTh59dQ+BkIbXH+aBZ3dy/QWlXL6iMGEXw0ugdRKoPNJOuCebqTDbSapzeFlTsRCofAdCkfJaasZU7NfdF9kQ8qN7u9F9/f71jDVvN7qvC93nit5P8DRKOvvd6H43emcj2nD2N1p6ArDJQ2TIOlH7B2VtSWCySVaLEGPclCwn37ltKU+vOcD72+sAaOn08Z9/3MJ1q6axenkh6gT7PVYUBYvViCXOWbuHajt55cktABhUhftvW0xa0shff8Ktx/C8+BtIjpRMNs1bjfXs80Z1rWJi0nUdvy/Uk/UdGCILfHBp7nB4ZJFZTdPxuANDlg49EYvV2JcVa+sXhB0iY9ZqN2M0SqsEMTRd13m/5sPoeNWUc0blvaj38CHaXnslOs68/kbMeflnfNzxRNd1aqs7qNxeT9X+liErQ0wpTqN8UR5F0zOkH7QQQgghhBBCxMnyOTnkpNn59fM7ae3yowPPvXeIY00ubr98NhZT/C8SlkDrJDCgbHBpArNZQwGCFW9Hx+b5l/edDDJZUUxWSM4a3rHCwUjg1dsvAOvr7hn3BGn9rn7BWxcw0rQWP7rLj+5qPfW+AKrh1OWL+48tThRVTsoIEW8Wk4HbLptNWXE6j7++B68/TFjTefbdQ+w50s5dV5aRIv3UztgbG49Gb59VlnNaQVY95Me35kEIR4KsakYRluU3jNoaxcSmKD3ZpjYTaRn2U+6v6zrBQHhwMNbbrzR37/09+wQDI88E9/tC+H0hOtuGd9GYyWwY2FPWduKM2d4+s3Lh1+Swr/0gjZ4mAKwGCytyF5/xMTW/n4bf/47edHDbrNmkXnTJGR93vPB5g+zb1UDF9vohf0etNiOz5+dStjCflDRbAlYohBBCCCGEEKIoN4nv3LaM/3thF/t7qrluqGykodXDl6+bd9pV9U6XBFonOF3Xj+vPmrhAa/DgR9FSv4ojHWPp8tM+lmIwoTjSwJE2rP11TYsEXvtlyh6fOXv8GG2EJ0+1MLqnA93TMdxngWJxDK+/rC05kl1rMI1sTUKIE1o2O5vi3CR++7cKDtdF/jbtrmrje49u5ItXllFekth+1uNZY7uHrfuao+PVKwpP6zj+j/6M1hHJPMZoxnbxvfJ3UMSMoiiYLUbMFiPJqcMLoIRCWk/wNTBkf+RoNq03hK/n60gFA2GCgTDdnb5h7a8alIHBWLsZW79A7cASx2asNukzO171z2ZdkbcUq/HMP0i2vPAcwcYGAFSrldw77prwFwbquk5jXRcV2+o5tKdpyMz23CnJlC/KZ9qsLMkyF0IIIYQQQogxINlh5hu3LOKptw/w3rZaAKobu/nhHzbxD5+aR1ZWUtzWIoHWCa622U17d6SXkM1ipLQgMT0IdV0juOP16Ng871IUNX4/foqqotiSwZYMw4jN6roOQW9fELa3jPFJgrOEhtfPrd8skeCv3wXUD+8hJutxQdhkVFtStPfsgL6ztqRI+WM5eSrECWWl2vjWrYt5cW0Vr30caaTe5Q7wi79s5/Kzirh2ZQlGKQc4Ym9tOhatITB3WjpTspwjPkawajPBPe9Fx5ZzbkVNzRudBQoxSoxGFWeyBWfy8DK2NU3H5x2cGRvNmB0iWDtUydKTzhHWcbsCuF3DK2esKGCxHtdbdkDmrPm47FmTlEkdA1q9bexqqYyOVxWcfcbH9OzdQ8fbf4+Osz59C6bM4VWbGY8C/hD7K5qo3FZHa7N70HazxcDM8hzKFuWTkSV9wYUQQgghhBBirDEaVD6/ehZTs5089ff9hDWdLk+Q//7zNuZMzyI9OT6ZrRJoneD6Z7OWl6RjSNAV6eGjO9A6I1fHY7Jhmn1BQtYxXIqigNmOYrZDSs6wHqOHAv2CsF09X3vLGkfG0UCtzwX+wSd0TinoQw/60LubT70vgMF0ghLG/XrP2pJQe+7HYkdR5OSpmFyMBpUbLihlTlEav3ulki53AB147eNq9h1t556ry8kcZnabgG5PgPU7+y4euXz5yLNZNVcrvg8ei46N05ZhmnX+qKxPiERSVQW7w4x9mOXJdV0n4A9He8z2z5SNZsx6A/g8kYxZrzdIKDisTvT95oiUS/V5gzDMbgkGo4pcxpVYIT3MHH01AAoKf9u6D9h32sfTAT0YgGmfixxTVVE2qLBh7SisdmwKh7XeCskDZOY4KV+cz4w52ZjM8e/tI4QQQgghhBBiZC5cVEB+hp3/e3E33Z4gYU2ntsklgVYxOgaWDU5cGcxAv2xW05wLUMwTL2ihGM0ozgxwDq88s66F+gKx3hOUMh6QOesCfWQnTwkH0d1t6O62YT4JtS879mT9ZW39ArZxzEwWIpbKS9L5wZ3LeeSVSiqqIr8zh+q6+N5jm7j98tksm52d4BWOD+9urSUQivytKsxxMrtoeCXee+mahu/dh6MXoyjODKwrb5fsfDEpKYqCxWrEYjXCMN/GBYPhE2bM9gZo+/ehDfhHXs44HBrh+xERAwoqfUHAkDYK/yeKkQER9En0/2w0qkwvy6Z8UT7ZefErLyWEEEIIIYQQYnTMKkzjO7ct5dd/3cXRJldc55YIyQTm9Yc40NMIGBLXnzXcdIhww/7IQDFgnveJhKxjrFFUI4o9Feypw9pf1zXwe/pKGJ8yONsF4RGePNU1dG9XtJfusJjt0cCrenz5Yquzb9wbnDUOL4tHiERIcZj5p5sW8OaGozz/wWHCmo7XH+LBF3ezZ2E+N188A7NJsltOJBAMs2ZrTXR82YrCEQdIA9tfIVzfk5WlKFgvuhfFIiUbhRguk8mAKcVAUsrwrtoMh7Uhyxn3Zc0O7D/r8waHzAIUYjxKy7RTvjCfmXNzIhc0CCGEEEIIIYQYtzJTbPz755bw1N/3YzDEL2lDPk1OYJVH2gn39PUqzHaS6hxe/7DR1j+b1Tj9LFTHyLKbRISiqGB1olidqJy6T6Gu6xDyDwi89i9nrPWWOO4XnCXoG/nCAh70gAe9s5Fh5T0YLQNLFx+XIav2D8raksBkk0w2EVeqonD5WUXMLEzlty9V0NIZ+b14b3sdB2o6ufeacgpOo+foZPDh7ga6PUEAMpItLJ01sizgcONBAltejI7Ni6/BmDtjNJcohDiOwaDicFpwDPN9oq7rhCZRpuNYo+s6P9/yG2pdkRLtV5dezoVTzzvt42kuN9U/+j7hrsjFmc4lS8m96+5RWetYpygKRqO0zBBCCCGEEEKIicRiMnDHFXPIzIzf+VsJtE5gA8oGlyYmm1XraiJ0ZEt0bF5wWULWMRkpigImK4rJCslZw3qMHg5GArHerlOXMvZ2o/vdRLp6jUDIj+7yo7uG2QhONQxdyvhEZY0tTpQE9SIWE0tpfgrfv2M5f3hjL5v2NgFQ2+Lmvj9s5pZLZrBqQb5cBNCPpuu8ufFodHzpskKMhuH/LuoBD953HoqWSDfkzsS86KpRX6cQ4swoioJJMvsT5lDHEWq8tWAAk2ri3KnLzuj/o+4vf4TONgyAISWF/M9+DoP8/wohhBBCCCGEGOfied5WAq0TlK7rx/VnTUygNbDzTXrryxmmzMWQPjUh6xDDoxhMKI40GGbWsa5p6P4h+syeJECLFh7ZorQwuqcD3dMx3GfR02d2iF6ztuTj7u/JqjXIn0IxNLvVyL3XlFNeks5Tf99PIKQRDGk88cY+Ko+0c/tls7BbTYle5piw/UALje1eAGwWIyvnnzrzvpeu6/jW/gG9uyVyh9mO9aJ7UFQ52S+EEP29X7M+entZziIcJvtpH6t74wZcmzdGxzm33YHBKRUbhBBCCCGEEEKIkZDowgRV2+ymvdsPRE54lxYkx30Nus9FcN/a6Ni84Iq4r0HElqKqKLZksCXDMGKzuq5D0NsXePV2o/m6ouWMBwZnI/cT8o9wVXpfUJf64T3EZOsJxvYGYZNRbf2DtM6+vrO2pEj5Y8lknDQUReH8BfmUFqTw0Eu7qW12A7B5bxNVdV3ce005pQUpCV5l4r3RL5v1wkUF2CzDf4sR2r+O0KEN0bH1/DtQnYm5QEgIIcaqDn8n25p3Rcerppxz2scKdXTQ+KcnouPk887HOX/hmSxPCCGEEEIIIYSYlCTQOkH1z2YtL0nHkIBSqoHKNRAOAKBmFGLInxP3NYixRVEUMNtRzHZIyRnWY/SQv6ec8eA+s71jLZpJ6wK/e+QLC3rRg170rqbh7W8wRbNiQympGFNyCNiyUFPzUdPyUeypEoidgAoyHXzn80t5+p2DvLetFoDWLh//+cetfOr8Ei4/qwh1kv6/H6zt5GBNpL+fQVW4eMmUYT9W62jAt/6P0bFp9vmYpi0b9TUKIcR4t752A1pPefXSlBKmJOWf1nF0XafxD4+iuSPvmYwZGWR9+pZRW6cQQgghhBBCCDGZSKB1ghpYNjg97vProQDB3W9Hx+YFl0vgSZwWxWhBcVpgmNltuhYanCF7srLGPle0J+SwhYPo7jZ0dxve1urB20021LR8DGn50eCrmpaP4sxAUaR/7HhmNhn4/OpZlBWl8fjre/H4Q2i6zl/fP8ye6na+eGUZKU5LopcZd29u6MtmPbs8l7Sk4X0P9HAo0pe1J3NdTc3DcvatMVmjEEKMZyEtxLq6vsz/M8lm7Vr7Ae5dO6Pj3Du+gMFmO6P1CSGEEEIIIYQQk5UEWicgrz/EgZ7MIkhMf9bggQ97SreC4kjHKNlJIk4U1YhiTwV76rD213UN/B50X09m7Al6y/bd7oJw6OQHDXrRmg6hNR0aeL/RjJqaNyD4akgtQEnOkl6U48zS2dkU5yXx8N8qOVgb+XtbeaSd7z26kS9cWcbcBPXFToTGNg9b9zdHx6uXD78Xt3/Tc2gtRyID1Yj1ontRTJMvUC2EEKeyvWkXXYHIe+sUczILs+ae1nGCLc00/eXP0XHqJZdiny1VZ4QQQgghhBBCiNMlgdYJqPJIO2FNB6Aw20lqnLOrdF0jsPON6Ng8bzWKKj9qYmxSFBWsThSrE5W8U+6v6zqE/NHAa5IpQLCtnu6aw4Q76tHaayHgHfrBoQBaSzVay3FZsKoRNSU3EnxNzUNNK4jcTslBMZhG4VmKWMhMsfFvty7ipXVVvPphNTrQ5Qnyi2d2cNmKQq47fxpGw8TPYH5r0zH0ntvzSzMoyHIO63Ghmt0E+71WWFbciCGzKAYrFEKI8e/92g+jt1cWnIXhNC7Q0jWNhkcfQff7ADDl5pJ53Y2jtkYhhBBCCCGEEGIykujXBDSgbHBp/LOqQtXb0TsbIgOzDdPs8+O+BiFiRVEUMFlRTFZIzsKRlQRAsDmSZaLrOrqnA60n6Kq116F11KG110WzvAfRQmjtNWjtNcdNpqIkZw8qQaym5EnW3xhhUFWuO7+U2YVp/O7lSjrdkb7Ub2w4yr6jHdxzTTnZqRO3HGOXJ8C6XfXR8erlhcN6nObtwvfuw9GxYep8THM/MerrE0KIieBodw2HOyMXaRkUA+cWrDit43Ss+Tve/fsiA0Uh984voprNo7VMIYQQQgghhIgJTdPweLrx+TyEQkGIXvIvJj4FVTVgsVixWu1YLGPzPKsEWicYXdeP68+agLLB/bNZ51yIYh6bP/xCxIKiKCiONFRHGhSUDdimebt6ArB9wVetow7d3T70wXQNvbOBUGcDsHXgPEmZ0eCroX8fWLM9Rs9MnExZcTo/uHM5v391T/RvcFV9Fz94bCO3XTab5XNyErzC2Hh3ay3BUKTHcVFOErMLU0/5GF3X8b33CLq3CwDFloz1gi9IH28hhDiB92v6slkXZ88n2Zw04mME6utoef656Dj9iiuxTSsdlfUJIYQQQgghRKxomkZ7ezPBoC/RSxEJoaNpIbxeF16vC7s9maSk1DF3HlECrRNMbYub9m4/ADaLkdKC5LjOH248SLhhf2SgGjDNvTSu8wsxlqm2ZFRbMuTNGnC/HvD0BF3rCUezYOvRu5tPcCTQu1sId7cQPraTYL/7FXtqpPRwal5P8LXnti2+fwsmo2SHma/dOJ+3Nh7jr+8fIqzpeP1hHnqpgsojbdxyyUwsponTi9cfDLNmS18W9mUrCof1Jie4+++Ej+2Mjq0X3i0/n0IIcQKugJvNjduj41VTzh3xMfRwOFIyOBh5x2CZWkjGVdeM1hKFEEIIIYQQImY8nm6CQR+qaiA5OR2z2YqqTvxWXSJC13VCoSB+vweXqwuPpwuTyYzN5kj00gaQQOsEs+tQXzZreUk6hjj/0enfm9U4/axIVp8Q4qQUsx1DznQMOdPp35FVD/rROnsyYPtnwXY1ga4NeSzd00HY00G4tmLgHNakgT1ge7JgFfvYuwJoPFMVhctWFDKrMJWHXtpNc0fkarsPdtRzoKaTL10zlynZw+thOtZ9uLsBlzdy0j4j2crS2VmnfEy4pRr/hmeiY9P8yzBOmRuzNQohxHj3Yf1GQloIgMKkKRQnTx3xMdpefxVf1eHIwGAg964vohjlY6AQQgghhBBi7PP5PAAkJ6djtUolv8lGURRMJjMmkxlVNdDV1YbH0y2BVhFbA8sGp8d1bq2zkVDVlujYPP/yuM4vxESjmCwYMosxZBYPuF8PB9E6G/sCr71B2I4G6DkZezzd1024fh/h+n0DN5hsPQHY/Egv2J7bSlIGiiJXh52ukrxkvn/Hcp54cx8bKhsBqG/1cN8fNnPLxdO5YFHBuA5wa5rOmxuPRsefWDb1lBf26EE/vnceiv6MqplFWJbdENN1CiHEeBbWwnxQ81F0fMGUc0f82uE7Wk3ryy9Fx5nXfArLlJEHa4UQQgghhBAiESI9WcFstiZ4JSLRrFY7XV1tBIOBRC9lEAm0TiBef4gDNZ3Rcbz7swZ2vUlvI2rD1HkY0qfEdX4hJgvFYMKQPmXQ75iuhdG7mglHA7C1PQHYegid4AUo6EVrOoTWdIgBIVqjOZL92q//qyG1ACU5C0WdOOVvY8lmMXL3VWWUFafxp7/vJxDUCIU1nnxrP5VH2rn9itk4rKZTH2gM2naghaZ2LwB2i5GVC/JO+Rj/R09FfhYBjBZsF30JxSBvQ4QQ4kR2t+6h3d8BgNPkYHH2/BE9XgsGafj97yAcBsBaOp20y64Y7WUKIYQQQgghRAxF4g1SLlj0JQXpCV3HUOQM5wRSeaSdsBb5ISvMdpLqtMRtbs3XTXDfuuhYslmFiD9FNaCk5qKm5kLx4uj9uq6hu1oHlB8O99wm4B36YKEAWks1Wkv1wPtVI2pK7sAyxGn5qCk5KIbxGTSMJUVRWDk/n+kFKTz4YgU1zS4Atuxv5khDF3dfXc6MKamJXeRpeGNj38/FhYsLsJpP/nYieHgTwb3vR8fWcz8b+TkVQghxQu/VfBi9fU7+ckwjfJ1tfekFArWRXtqK2UzunV9AkZMTQgghhBBCCCHGobFcHVACrRPIgLLBpfHNZg1WvAPhSMacmlGEIX9OXOcXQpyYoqgoSVmoSVlQuCB6v67r6J6Ogf1fe77qvu6hD6aF0Npr0NprjptERUnOjpQf7pcFq6bkoZjid9HHWJWX4eA7ty3hL+8c5J2ttQC0dvn5rz9t49qVJVxxVhGqOnbfLPR3sKaTQ7VdABgNChcvOXn1As3Viu+Dx6Jj47TlGGeeF9M1CiHEeFfvbmR/+0EAFBTOLzh7RI/3HjxA+5uvR8eZN9yEOUcucBFCCCGEEEIIIUabBFonCF3Xj+vPGr9Aqx4KEKx4Ozo2L7h8TF9dIISIUBQFxZGG6kiDKeUDtmneLrSO+kFBWN3dPvTBdA29s4FQZwOwdeA8SZnR4KuhXxBWMU+uBvYmo4HPfmIWZcXpPPbaHty+EJqu8/wHh9lT3c4XriwjLWnsB6Vf39CXzXpWee5Jqyfomobvnd9CwAOA4szAuvI2eY0QQohT+KBfNuuCrHLSrKnDfqzm99Pw6COgRyrd2OeUkXrBRaO9RCGEEEIIIYQQQiCB1gmjtsVNe7cfiPQFLC1Ijtvcwf3ro9lvijMD47SlcZtbCBEbqi0Z1ZYMebMG3K8HPD39X+v6esF21KF3t5zwWHp3C+HuFsLHdhLsd79iT42UHk7N6wm+9ty2xe/vVyIsnplFUU4SD79cEe2rvae6ne89upEvXFnG/DhXJBiJhjYP2w/0/V+vXl540v0D214m3LA/MlBUbBfdi2JxxHKJQggx7nlDXj5u2BIdr5py7oge3/zcMwSbGgFQbTZy7rhLSgYLIYQQQgghhBAxIoHWCWLXob5s1vKSdAxxOpmiaxqBXW9Ex+Z5n0BR5cdKiIlKMdsx5EzHkDOd/p3i9KAfrbM+GoTVOiJ9YPWuJtC1IY+lezoIezoI11YMnMOaNLAHbGo+asbUCRWAzUix8s3PLOLl9Ud4ef0RdMDlDfK/z+7gE8umcsMFpRgNY++k+Fsbj0bbzc8vzaAg88RB01DDAQJbX4yOzUuuwZA7I7YLFEKIcS6shVlXu4FAT0uOfEcuM1KnDfvx7soKOt9dEx1n3XwrpvSxewGPEEIIIYQQQogz89prL/OTn/xg0P2qqpKUlERhYTGrV1/O1Vdfh9ovbvTjH3+f119/ZVhzrFu3+ZTz/+Y3j7BgwcIh9zl6tJrf//637Nq1g87ODqZMmcpVV13LddfdNGBN45VExCaIgWWD0+M2b+joNvTOyBXzmG2YZp0ft7mFEGOHYrJgyCzGkFk84H49HETrbBxYgri9Dq2zAbTQkMfSfd2E6/cRrt/XfwYMuTMwlizFWLIE1Tn+TxobVJVrV05jVmEav3u5gg5X5KT6W5uOsf9YB/dcU05O2tgpr9zlDrB+d0N0fNlJsll1vxvfOw9Fy1Ya8mZhXnhVzNcohBBjTSAcxBV04Qq46Q66cQVcuIO9t924gu7odlfQjSfkHfD486ecM+xy62GPm8bHfh8dOxYuIvmckWXDCiGEEEIIIYQYn9LS0lm2bEV0HAgE6OrqZO/ePfzsZz9ly5bN3Hfffw76jFlaOp3S0tNLjti9eyf/8z//fdJ9DhzYz5e//EXcbjfz5i1g9uwytm7dzP/+78+orKzgu9/94WnNPZYkLND60ksv8ac//Yn9+/ejaRolJSVcd911fPazn8VgMAzYt6qqil/96lds2bKFjo4OCgsLuemmm7j11lsnRLT7THn9oWj5SYhvf9bAjtejt81lF6GYbXGbWwgx9ikGE4b0KRjSpwy4X9fC6F3NhDtq0drr0dprewKx9dCTxTOQTrhhP+GG/fg/ego1exqmkqUYS5aiJmfH58nEyJyiNL5/53IefXUPO3uqExxp6OYHj23i86tncVZ5boJXGPHO1hqCoUh2cnFuErMKU4fcT9d1fGv/gO7quQDI4sB64d1StlIIMe7puo4v7KO7N0AacPUESvuCpt39gqauoDuamXo6bEYry3IWDXv/5qefItTeBoDBmUTO526XnthCCCGEEEIIMUkUFRUPGbTs7OzgH//xi7z77tt88MFqVq26cMD288+/kLvuumfE87333hp+8pP78Ho9J9xH13V+9KPv4Xa7+c537mP16isAaG9v5+tf/wfeeut1zj//Ai644OIRzz+WJCTQev/99/P73/8es9nMsmXLMBgMbN68mZ/85Cds3LiRX//619GTAnv37uXWW2/F5XKxePFi5s2bx4YNG/jRj37Ejh07+NnPfpaIpzCmVB5pJ6xFsoYKs52kOi1xmTfccACt8WBkoBowlV8Sl3mFEOOfohpQUnNRU3OhuO9+XdfQXa0DSxC31aA1H4Fo0VrQmg7jbzqMf8MzqBlFGEuWYJq2DDU1L95PZVQk28187Yb5/H1zDc++e5CwpuMLhHn45Uoqj7Rz66UzsZgNpz5QjPiDYd7ZWhsdX7ai8IQn70P71hI6vDE6tp5/x4TIQBZCTDyaruEOeqJB0+6gG3dP0LT7BIHUsB6O6ZoUFOwmG2mWVK4ouRSrcXjv613bttL14froOPuzn8eYkhKrZQohhBBCCCGEGCdSUlK5+eZb+elPf8QHH7w7KNA6Uk1Njfz2t7/hzTdfw2q1kp6eQVtb65D7btq0gUOHDrBo0ZJokBUgLS2Nb3zjW3zpS3fx3HN/kUDrSO3du5dHH32U9PR0nnrqKUpKSgBobGzklltu4e233+att95i9erV6LrON7/5TVwuF/fffz/XXHMNAG1tbdx+++28/PLLXHrppaxevTreT2NMGVA2uDSO2aw7+3qzGqefg+pIi9vcQoiJSVFUlKQs1KQsKFwQvV/zdBI6spVQ1WbCdXsG9H3VWqsJtFYT2Pw8alpBpLzwtKWoaVPGVSaPoih8YtlUZk5N4aGXKmhqj5SPXLernoO1ndx7TTmFOUkJWdv6XfW4vEEAMlOsLJmVNeR+Wkc9vg//GB2bZl+AqWRpXNYohBBBLRQpyxsYWI63f/ZpbzaqO+jGHfSg97uIJxYMigGnyY7T7MRpckT+mZ0kmRw4TA6cZgdJPfc5TQ4cJjuqMrIKAKHuLhqfeDw6TlpxFklLl43yMxFCCCGEEEIIMV5lZkYqAno8J84+Ha7f/e5B3nzzNWbPLuPf//27/M//3H/CQOuGDR8CsHLlBYO2zZu3gLS0dHbu3I7H48Zud5zx2hIl7oHWjz76CF3Xufrqq6NBVoCcnBw+85nP8N///d9s2rSJ1atXs379evbt28fy5cujQVaA9PR0vv/973PLLbfw5JNPTupAq67rx/VnjU+gVetsIHRka3Rsnn9ZXOYVQkxOqj0Fc9mFmMsuRPe5CFVvI1i1mXDNbtD6sou09loC7bUEtr6EkpKDqWRZpLxwZtG4CboW5ybzvduX8ce39vFRRaQHdkObhx89sYVPXzSdixYXxPW5aJrOWxuPRceXLpuKYYgywHo4iHfNQxCKlMlUU/OxnHNL3NYphJhYdF3HHw4M6mHqimac9rsv4MIV9OAL+2K+LrNq6guamh0kmfpu9w+kOk0OkswOrAZrTP9m67pO05N/INzdBYAhNZXsz3wuZvMJIYQQQgghhBh/9u3bA0B5+dwzPlZhYTHf/vb3Wb36ilO29qyqOgzAtGmlJzhWETt2tFFVVTUqa0uUuAdae080NDY2DtrW3t4OQGpqKgBr164F4JJLBpekXbx4MRkZGWzZsgWXy4XT6YzRise22hY37d1+AGwWI6UFyXGZN7DrLXrLeBqmzseQXhCXeYUQQrE6Mc1aiWnWSvSAh1D1dkJVWwgd2wnhYHQ/vbORwPZXCGx/BSUpE2PJUkwlS1Gzp6GMMFso3mwWI1+8qpyy4nT++NZ+/MEwobDGn/6+n8ojbdxxxRycNlNc1rLtQDNNHZHsWofVyMr5Q5dn9m98Dq21OjJQjVgvvhdlmCUvhRATn6ZreEO+aIleV9CNu7dE7xBBU1fQRVALxXxdNqOtJ6PUgfMEQdOkfveZDeaYr2kkujd8hGvrlug49/Y7MTjG71XAQgghhBBCCCFGRzgcpqurk3XrPuCJJx4lP7+Aa665/oyP+7nP3T7sfVtbWwDIyMgccnvv/e3tQ2fEjhdxD7SuXLmSn/70p7zxxhs8/PDD3HDDDRiNRt566y2eeOIJUlJSuP76yH/2wYOR/p8zZ84c8lglJSW0trZy6NAhFixYMOQ+E92uQ30/gOUl6UNmGY02zdtFcN/a6Ni84PKYzymEEENRzHZMM87BNOMc9KCP0LGdhA5vJnR0B4T80f307haCO98guPMNFEcaxuIlGEuWYsidiRKHv5un69x5eZQWpPDQi7s52uQCYNuBFqof28jdV5Uzc2pqTOfXdZ03NhyNji9YVIDVPPitQ+jYToK73oyOLWd9GkNGYUzXJoRIrLAWjgZEhyzR23PbHfTQHYx81fqVfY8FVVFxGO19gdLeIKnJgaO3RK/J2S+oasegJq7/9ZkKtrfT9FRfufaUVRfgmDs/gSsSQgghhBBCiPh7Y8NRXlpfhT8QPvXOY4TFbOCac0u4bMXonT/bvn0r5503dAuvjIwMHnjgQZKSBrcle+yx3/HYY78b8nG5uXk899zLp70mrzeSvGG1WofcbrFEkjQ8Hu9pzzEWxD3QWlpayg9/+EN+/OMf8/Of/5yf//zn0W2LFi3iP//zP8nLi2TLNDU1AZCVNXQvuN77W1paYrzqsWtg2eD0uMwZrHwnmjWmZhZjyJsdl3mFEOJkFJMV07TlmKYtRw8FCNXsJnR4E6Gj2yHQ92Ktu9sJVrxNsOJtFFsyxuLFkaBr/mwUNe4vi6eUm27n259fyrPvHuTtLTUAtHX5+a+ntnLNeSVceXYxqhqbspQHazs5VBcpR2k0KFyyZMqgfTRPJ773HomODYULMJUPrkQhhBh/wlqYZm8L9e4mGtxNNHgaqXc30u7rwBOK/Ycgo2qMlODtV463f5A0WqK3Z7vNaB1xf9PxStd1Gh//PVpPfx1TZhZZN346wasSQgghhBBCiPh7c9PRcRVkBfAHwry56eioBlrT0tJZtmxFdKxpGm63i4MHD9Dc3MS9997JT3/6c+bMKR/wuNLS6ZSWzhjymL3VZ0+X2nNx86la6ugxvjA71hJyRnnx4sWcffbZfPzxx8yfPx9VVdmxYwe7du3iqaee4v/9v/+HoiinjHb33j8aDXyHYjYbycoaHOEfKzy+IAdqOqPjC5YVkZ489PdqtGhBP0f3vBMdZ573KZzZ8SlXLMRYNpb/Vkxaeatg2apI79CqXbj3fox7/0Y0b3d0F93bRXDPewT3vIdqc2KfsRzn7LOwlcxHMcanNO9wfe0zSzhrfj4P/GUb3Z4gug4vrq3iUF03/3LrYjJSbKM+529frozevnDJVKaXDCzzoesaDU8/gO7t6Q3oSGXKdV/D4JDXBSHGk0A4SF1XIzVd9dR2NVDTVU9NVz0N3U2ER/HDjs1kJdnsJNniJMmaRLLFSbKl96tz0NhitIyb/trx1vDGW3gqdkcGisKsf/4qKVOzE7soIYQQQgghhBhlLS0GQiENo/HEF9VecVYRL3xwGN84CrZazQauOKvopM9ruHoTMIqLS7jvvh8P2q5pGk8++TgPPvhrvvnNr/PXv76M3W6Pft6+4IKL+OIX7z3t+XuPYzAog56P3R45XxkKBYZ8roFApCKh0+kY5vciMsdYOxcf90Dr9u3bufPOOykoKOCVV16hoCDS27OxsZEvf/nLPPHEEzidTr72ta9hMAwv2q1p4zvafbp2HGgmrEX6pE7LT4l5kBXAtfM9NE9PdlNKFo45Z8d8TiGEOBOKwYR9+mLs0xeTqd2Dr7oC196P8OzbSNjdEd1P87pw7XwH1853UCx2HDOW4ph1FrbShaimsdFrdMXcPH45JZWf/WkLFT0VDXYdauErP3uPr9+yiOVluaM2V01TNxsrG6LjT10wfdA+nRtfxXt4W3ScdfVXMThSRm0NQojR5Q36ooHUvoBqA03uFnRdH9GxFBScFkckcGp1knTSoGkSSRYHJsPYuoBlvPLWN1D12B+i4/xrriKlvCyBKxJCCCGEEEKIxLn8rCIuP6so0csYs1RV5bbb7uStt97g0KGDrF37PqtXx6cdZGZmFvv376O1tZXi4pJB20/Vw3W8iHug9Sc/+Qlut5sf//jH0SArQE5ODr/4xS+47LLLePzxx7n77rux2SLRbp/PN+Sxeu93OBwxWWsgEKKzc+zWhl63rTZ6e05RKs3N3SfZ+8zpmob7w5eiY0PZpbS0xiabWIjxovfqmVj//olR5CyBpSXYFt9MuPEAoarNhKq2oLvborvofg+u3R/g2v0BGM0YCxdgLFmKsXABiin2F7Wcyj/dMJ+XPzzC39ZXoevQ7Qnww99v4JKlU7jxgumYRuFquKff3Etv3GVBaQZWdeDPebilGs87T0bHpvmX406ahlt+F4RIOE/QEyn362mkwd1EvTvytd3fMeJjpVlSyXVkk+fIIdeeTa4jh2x7Jg6TfXhlekMQDkGH2wcM/Z5eDJ+uadT8/AG0ns9B5rx87KuvlPchQgghhBBCiAkpFAr3fJ2cyXbDofUk4+m6ftLvU3FxCYcOHaS+vp5QSItecK1pJ3/cqfQeJxwefJzi4ml8+OE6Dh06xIIFiwc97siRIxgMBgoLi4e5Bp1QKDysz8DxzHqNa6DV5/Oxc+dOkpOTmT9//qDtU6dOpaSkhAMHDlBdXU12djZ79uyhpaWF0tLSQfs3NzcDJ+7hOpHpun5cf9aMmM8Zqt6G3tUYGZjtmGafH/M5hRAiVhRVxZg3C2PeLPSzb0FrriJ4eFMk6Nrd3LdjKBDp9Xp4ExhMGKfMjQRdixaiWGJzoc+pqKrCNeeVMLswlYdfrqS9O1Jm4+3NNew/1sGXrplLTrr9tI/f5Q6wfldfNuvx/SL0oB/fmgdBi7zZVbNKsCy7/rTnE0KMnK7rdAddNLh7g6lNkdueJroCIwu6KShk2NLJc2STa8+JBlZz7FlYjYm/uET0af/7m3gP7I8MVJXcu76IajIndlFCCCGEEEIIIca8Y8eOAZCdPXoV8U7lrLPO4amnnmDt2ve47robB2zbtWsHHR3tLFy4GLs9MedYR0tcA63d3d3ouo6qnvjq995ywcFgkBkzZvD+++9z8OBBVqxYMWA/Xdc5fPgwBoNhyCDsRFfb4o6eWLdZjJQWxL4fXmDn69Hb5rKLxkRWlxBCjAZFUTFkl2LILkVf8Wm01qOR4GrVZrTOvoAj4SCh6m2EqreBasBQUI6xZAnG4sWo1vj3BphVmMYP7lzOo6/uYfvBSKmNo40uvv/4Jj73iZmcMzfvtI67ZksNoXDkKrKSvCRmTk0dsN3/4Z/6vi9GC7aL7kExJKTtuxATnq7rdPg7I1mpnkgwtd7dRKO7CXdoZJVFVEUl25ZJriOnJ6jam6GahVnK+o55/tpaWl/4a3Sc/smrsA5RekkIIYQQQgghhOjv+eefZf/+vTidSZxzznlxm3fhwsWUlExj06YN/O1vL3D11Z8CoL29nZ///L8AuPnmz8ZtPbES17OiGRkZpKam0tHRwc6dOwdltTY2NnLo0CFMJhPTpk1j5cqVPPLII6xZs4Zbb711wL5bt26lra2N5cuX43Q64/k0xoRdh/qyWctL0jGcJHg9GsINB9AaD0YGqhHT3EtiOp8QQiSKoigYMoswZBZhXnY9WnsdoaqeoGtbTd+OWpjwsZ2Ej+3Ev/YPGPJnRzJdixej2lPjtl6nzcRXrp/Hmi01PPPuQUJhHX8gzCOv7KHySDuf/cRMrObhv9z7g2He2dr3PC9bUTSgV3rw8EaC+z6Ijq3nfQ41JX5XwgkxUWm6Rqu3fVC53wZPI/5wYETHMqlGsu1ZPeV+ezNUs8myZWJQDTF6BiKW9FCIht8/jB4KAWApLCLjk1cleFVCCCGEEB7v34kAAJGNSURBVEIIIcaK6uoj3HffdwbcFwwGOXToAEePVmMwGPjXf/1/cY2nqarKv//7d/na1/6B++//Ma+88hKZmVls27aF7u4urrrqU5x33vivnBrXQKuqqtxwww088sgjfPvb3+aRRx4hJycHgLa2Nr7xjW8QDAa5+eabcTgcLF++nBkzZrB+/XqeeeYZbrrppui+P/jBDwC444474vkUxoyBZYPTYz5f/2xW04yz4xpEEEKIRFEUBUN6AYb0AixLrkXraCBYtTkSdG050rejrhGurSRcW4l/3ZMYcmdEgq4lS1CdsS/trigKlyydyowpqTz0twoa2yJZbh/ubuBQbSf3XjOXotzhZdyu21mP2xc5kZ+ZYmXxzL5m9Fp3C74PHouOjaVnYZxx7ig+EyEmvrAWptnb0lPqNxJIrXc30uRpJqiFRnQsi8E8oNRvbk/p3wxb2vD6p4pxo/XVl/EfrQZAMRrJvetuFKNUEhBCCCGEEEIIEdHe3sZbb70+4D6LxUJ2dg6f/OTV3HDDp5kxY1bc11VWNpeHH36c3//+IbZu3UJV1SGmTJnKPff8I1dddW3c1xMLit7bqTZO/H4/X/jCF9i4cSMWi4Vly5ahKAo7duygq6uLhQsX8thjj2G3R3rL7dy5k9tuuw2Px8OCBQvIzs5m48aNdHZ2ctNNN/HDH/4wZmsNBEJ0dnpjdvzT5fWH+OoDawn3NDn+xZfPJdVpidl8WkcD7mf+HYjMZ7/xxxjSCmI2nxDjSW9T7eE04BYTi9bVTOjIZoJVW/oy/oegZk/DVLIMY8lS1OTY9xT3BUL86a39rN/dV/LYaFC48YLpXLJ0yoDs1ONpms6/P/wRzR0+AD5zyQwuWToVAF0L4335p4QbDwCgJGXiuP4+FPPp94IVYiILhoM0epqjfVN7e6g2eVvQdG1Ex7IbbYPK/eY5cki1pJz0d1pMDL4jRzj6k/tAi/zcZN74adJXX57gVQkhhBBCCCFE7DU0RC44zc0tSvBKxFgwkp+H3vP28RD3y6AtFguPPvooTz31FC+99BJbtmxB0zSKi4v54he/yO23347ZbI7uP3/+fJ599ll++ctfsmHDBg4cOEBRURH//M//zI033niSmSauyiPt0SBrYbYzpkFWgMCuN+gNshoKF0iQVQghADU5C/P8yzHPvxzN1UboyBZCVZsJN+yHftcwaU2H8Tcdxr/hL6gZRRhLlmCatgw19fT6p56K1WzkrivLKCtO54m39uEPhAmFdf685gB7qtu544rZJNnNQz526/7maJDVYTWycn5+dFtg69+iQVYUFdtF90qQVQjAF/LR6GkeUOq33t1Eq7cNnZFdz5hkdpJnzyHX0VfuN9eRQ5LJKQHVSUoLBmh49OFokNU2YyZpl65O8KqEEEIIIYQQQgjRKyH1pkwmE7fddhu33XbbsPafPn06v/zlL2O8qvFjQNng0tiWpNS8XQT3r4+OzfMvi+l8QggxHqnOdMxzL8U891I0TyehI1sjQde6PdAvc01rrSbQWk1g8/OoaQWR8sLTlqKmnTzT9HScPTeXafnJPPRSBdWNkYzr7Qdb+P5jm7j7qjJmFaYN2F/XdV7fcDQ6vnBxARZzpJdjqH4fgW1/i24zL7kWQ870UV2vEGOdJ+iJZKUe10O13d8x4mOlWVL7yv32ZKjmOrJxmOTiBTFQ6wvPE6irA0CxWMi54wsoqpSFFkIIIYQQQgghxgpp7DPO6Lp+XH/W2AZagxVrIBwEQM0qwZA3O6bzCSHEeKfaUzCXXYi57EJ0n4tQ9TaCVZsJ1+wGLRzdT2uvJdBeS2DrSygpOX3lhTOLRi3ompNu5/99bgl/ff8Qb206BkB7t5/7/7yNq84p5qpzizH0nLA/UNNJVX0XECk1fPGSnpLBfje+d34bzdI15M3GvPDKUVmfEGONrut0B12Rcr/uvnK/DZ4mugIjKxGvoJBhS+8p99vXRzXHnoXVaI3RMxATiWf/Ptr//mZ0nHXjpzFnZydwRUIIIYQQQgghhDieBFrHmdoWN+3dfgBsFiOlBckxm0sP+SOB1h7m+ZdJ2TohhBgBxerENGslplkr0QMeQtXbCVVtIXRsZ/QiFgC9s5HA9lcIbH8FJSkTY8lSTCVLUbOnoShnlrlkMqrcfPEM5hSl8ftX9+DyBtF1+Nv6I+ytbufuq8tJT7byRr9s1nPm5pLiMKPrOr4PHkN3t0U2WBxYL7xbsqnEuKfrOh3+zkhWqicSTK13N9HobsId8ozoWKqikm3L7Cv325Ohmm3PwmwwxegZiIlO8/lofOyR6EUu9vK5pKy6MMGrEkIIIYQQQgghxPEk0DrO9M9mLS9Jj2YixUJw3zp0vwsgeuJfCCHE6VHMdkwzzsE04xz0oI/QsZ2EDm8mdHQHhPzR/fTuFoI73yC48w0URxrG4iUYS5ZiyJ15RgHOBdMz+cGdy/ndyxXsPdoBwP6aTr736EauOreE7QdbovuuXl4IQHDfB4SqNkfvt666E9WZftprECLeNF2j1ds+qNxvg6cRfzgwomMZVSM59qwB5X7zHNlk2TIxqIYYPQMxWTU/+zTB5mYAVLudnNvvkgsehRBCCCGEEEKIMUgCrSeheb0EGuoxOJNQ7fYxkcGz61D/ssGxO9mtaxqBXX2lyszzVqPISUQhhBgVismKadpyTNOWo4cChGp2E6raTKh6GwS80f10dzvBircJVryNYkvGWLw4EnTNn42ijvwlPC3JwjduXsSrHx3hxXVV6Dq4fSGeXnMgus/C6ZnkZTgId9Th//BP0ftNcy7EVLzkzJ64EDES1sI0e1t6Sv1GAqn17kaaPM0EtdCIjmU2mMnrKfXb10c1hwxbGuoZZpiPR7qmoXm9hLu7I/9cXWh+/6kfKE5bqKODzvffi46zb/ksprS0Ez9ACCGEEEIIIYQQCSOB1pPwH63myH98LzJQVQwOJ4akpIH/nJGvRudx9zucKMbR/fZ6/SEO1HRGx7Hszxo6sgW9qykysDgwzVoZs7mEEGIyU4xmTMWLMRUvRg+HCNdWRoKuR7ZGqwoA6N4ugnveI7jnPbA4MBYtxjRtCYaCcpQRlCdVVYWrzi1hVmEaD79cQVvXwIDJZSsK0cNBfGseglAk409Ny8dy9s2j8nyFOBPBcJBGT/OAcr8NniaaPM1oujaiY9mNtki5X3t2pI+qI4c8Rw6plpQJnTmoh8OEXS7Cru6+4Gl3F6Hu7sj93d39tnURdrlAG9n3Vowe5+IlJJ11dqKXIYQQQgghhBBCiBOQQOtwaVrkZFN317AfotrtA4KxvbeNAwK1yT1fnagWy0mPV3mknbAW6dNUmO0k1Xny/U+XrusEdr4eHZvnXIhissZkLiGEEH0UgxFj4XyMhfPRV95GuH5fJOhatRnd2+/1x+8mtH8tof1rwWTDWLQQY8lSjFPnoRjNw5pr5tRUvn/Hch57bQ/bDkTKBpcWJDNjSgr+j/6M1trTs9VgxHrxl1CMsXnNEWIovpCfRk9TX7nfntK/Ld42dPQRHSvJ7OyXoRop95tjzyHZ7JwQAVUtEDguaNrdFyx1dUcCqP3+aR53opcshsmQlET2526bED+nQgghhBBCCCHERCWB1pNQbTZMWdmEXd1oXu+pH3AczeNB83gINjYOa3/FbO4JwCb3BWSdfVm0Nfu7yPd68BgsLJiag67rMTnxEm48gNZ0ODJQjZjmXjLqcwghhDg5RTVgLCjDWFCGfs5nCTce6Am6bkF3t/XtGPQSOvgRoYMfgdGMsXBBJOhauOCUF8k4bSa+fN08NlQ2cqShm0uXTiV8bBfB3W9F97GsuBlD+tRYPU0xyXmCHho8fb1Te7+2+ztGfKw0S2pfuV97TiRb1ZGNw2Qf/YXHiK7rkTK9LlfPBX7dA4OoPbdD/W7rcSjjq1qtAy4aVK02kNhfTClmM2kXXYIxKTnRSxFCCCGEEEIIIcRJKLqujywtYBIJBEJ0dkYCrFowSNjlQjs+M8DVexLMNTCLwO2CWH9rDYa+0sXHlTI2HF/KuLec8TD6zHrffCDSJxAwzTof66o7Y/s8hBjHsrKSAGhu7k7wSsRkoesaWnMVwcM9ma7dzUPvaDBhnDI3EnQtWohicZzy2JqnA89z30H3RX6eDYULsa3+mmRTiTOi6zrdQVekd2q/cr8N7ka6AiP726mgkGFLj5T67clSzXPkkGPPwmoce9U3dE0j7HYR7u4t1dt1XNapK/p+MtTdjeZyoYdG1lN2xBQF1eEY2Pbi+PeNA95POlFNw8uUF0IIIYQQQgghRlNDQzUAublFCV6JGAtG8vPQe94+HiSjdZhUkwk1LQ3S0hhO8cSRnlgLd3dDODyyRYXDhDs7CHd2EBjO/kOdWDvu5JqqBAlUbkM1gWoE0/zLRrYmIYQQMaUoKobsUgzZpegrbkJrPRrJdD28Ca2zoW/HcJBQ9bbIhTOqAUNBOcaSJRiLF6NaB7/R0HUN33uPRIOsij0V6wV3SZBVDJuu63T4OyOZqZ5GGnqyUxvcTbhDnhEdS1VUsm2ZfeV+7dnk9ARUzSPoSTza9FCoJyA61i+8c0YrpAx6z+cc3oV3QgghhBBCCCGEEOLUJKP1JPpntMbaqUrFHa2qp7G2BXvYR5oaxK75E1IqLnLSznncSbvknhN7ThSLVU7Ki0lFMlrFWKHrOlp7HaGqTYSqNqO11Qy9o6JiyJ8dyXQtXoxqTwUgsPN1/B//pXcnbJ/8V4wFZXFZuxhfNF2j1dse7Zsa6aHaRKO7CV94ZO9NjKqRHHsWufZIZmpvud8sWwZGNbbXA+q6ju73R99zRQOnQ5Tq7b19Oq0kRupUrSQMSckDs01tdnnvJYQQQgghhBBiQpKMVtHfWM1olUDrScQz0Hoq9z+1lb1HOwC444rZrJyfjxYIDD4JGD1Z2DUoq0LzuGO+TsVo7DsB2O8kYDRI2y/bQrXZkAZfYrzLyHQC0NriSvBKhBhI62oidHQHoaM70NqOnXA/Q9Y0DHkzCex6C3QNAHPZxZgXXx2vpYoxKqyHafW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