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@piotrMocz
Created January 10, 2017 12:54
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Using TensorFlow backend.\n"
]
}
],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pylab as plt\n",
"import seaborn as sns\n",
"from keras.models import Sequential\n",
"from keras.layers import Dense\n",
"from keras.regularizers import l2\n",
"from keras.wrappers.scikit_learn import KerasRegressor\n",
"from sklearn.model_selection import cross_val_score\n",
"from sklearn.model_selection import KFold\n",
"from sklearn.pipeline import Pipeline\n",
"from sklearn.preprocessing import LabelEncoder\n",
"from sklearn.preprocessing import StandardScaler\n",
"from dateutil.parser import parse as parse_date\n",
"from dateutil.relativedelta import relativedelta\n",
"%matplotlib inline\n",
"from matplotlib.pylab import rcParams\n",
"rcParams['figure.figsize'] = 15, 6"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Wczytywanie danych\n",
"\n",
"Załadujemy dane z arkuszy Excela, które wcześniej nieco przetworzyliśmy, żeby ładnie się dawały przetwarzać."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"bkpd_df = pd.read_csv('niedzica/csvs/bkpd_2015.csv', delimiter=';')\n",
"opady_df = pd.read_csv('niedzica/csvs/opady_2015.csv', delimiter=';')\n",
"rdn_df = pd.read_csv('niedzica/csvs/rdn_2015.csv', delimiter=';')\n",
"temp_df = pd.read_csv('niedzica/csvs/temperatura_2015.csv', delimiter=';')\n",
"ubytki_df = pd.read_csv('niedzica/csvs/ubytki.csv', delimiter=',')\n",
"wiatrowe_df = pd.read_csv('niedzica/csvs/wiatrowe_2015.csv', delimiter=';')\n",
"wiatrowe_roz_df = pd.read_csv('niedzica/csvs/wiatrowe_roznica_2015.csv', delimiter=';')\n",
"zapotrzebowanie_df = pd.read_csv('niedzica/csvs/zapotrzebowanie_2015.csv', delimiter=';')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Proste przetwarzanie\n",
"\n",
"Tworzymy funkcje, które usuwają kolumny, formatują daty i zamieniają format dostarczony przez elektrownie na normalny szereg czasowy. Biblioteka `pandas` pozwala na używanie daty jako indeksu -- dostajemy wtedy szereg czasowy, który możemy indeksować datami, np. time_serie['2016'] da nam wszystkie obserwacje z roku 2016."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# funkcja pomocnicza do usuwania wielu kolumn:\n",
"def drop_many(df, cols):\n",
" dfc = df.copy()\n",
" for col in cols:\n",
" if col in dfc.columns:\n",
" dfc = dfc.drop(col, axis=1)\n",
" return dfc\n",
"\n",
"\n",
"# funkcja tworząca nazwy kolumn:\n",
"column_names = lambda: ['date'] + list(map(lambda x: str(x), range(24)))\n",
"\n",
"\n",
"# funkcja przerabiająca daty na format ISO:\n",
"format_date = np.vectorize(lambda d: parse_date(d).isoformat())\n",
"\n",
"\n",
"# funkcja przerabiająca niedzicowy format na szereg czasowy:\n",
"def make_time_series(df, feature_name):\n",
" dates = []\n",
" features = []\n",
" for row in df.iterrows():\n",
" # konieczny trick: wiersz w iteratorze jest tuplą\n",
" row = row[1]\n",
" date = parse_date(row['date'])\n",
" for hour in range(24):\n",
" feature = row[str(hour)]\n",
" new_date = date + relativedelta(hours=hour)\n",
" dates.append(new_date)\n",
" features.append(feature)\n",
"\n",
" time_series = pd.DataFrame({feature_name: features}, index=dates)\n",
" return time_series"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Przerabiamy każdy plik na szereg czasowy, używając zdefiniowanych powyżej funkcji:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# BKPD\n",
"bkpd_df = drop_many(bkpd_df, ['Unnamed: 25', 'Unnamed: 26', 'Unnamed: 27', 'Unnamed: 28'])\n",
"bkpd_df.columns = column_names()\n",
"# ostatnie trzy wiersze są zbędne\n",
"bkpd_df = bkpd_df[:-3]\n",
"bkpd_df['date'] = format_date(bkpd_df['date'])\n",
"# konwersja na szereg czasowy:\n",
"bkpd_ts = make_time_series(bkpd_df, 'bkpd')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# OPADY\n",
"opady_df.columns = column_names()\n",
"opady_df['date'] = format_date(opady_df['date'])\n",
"opady_ts = make_time_series(opady_df, 'opad')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# RDN\n",
"rdn_df.columns = column_names()\n",
"rdn_df['date'] = format_date(rdn_df['date'])\n",
"rdn_ts = make_time_series(rdn_df, 'rdn')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# TEMPERATURA\n",
"# TODO chyba to sa opady...\n",
"temp_df = drop_many(temp_df, ['Suma'])\n",
"temp_df.columns = column_names()\n",
"temp_df['date'] = format_date(temp_df['date'])\n",
"temp_ts = make_time_series(temp_df, 'temperature')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# UBYTKI\n",
"# ubytki zapisane są nieco inaczej:\n",
"ubytki_df = drop_many(ubytki_df, ['Unnamed: 0'])\n",
"\n",
"# każdy ubytek musi zostać powielony 24 razy\n",
"dates = []\n",
"planned = []\n",
"unplanned = []\n",
"\n",
"for idx, row in ubytki_df.iterrows():\n",
" date = parse_date(row['date'])\n",
" planned_item = row['planned']\n",
" unplanned_item = row['unplanned']\n",
" for hour in range(24):\n",
" new_date = date + relativedelta(hours=hour)\n",
" dates.append(new_date)\n",
" planned.append(planned_item)\n",
" unplanned.append(unplanned_item)\n",
" \n",
"ubytki_ts = pd.DataFrame({'planned': planned, 'unplanned': unplanned}, index=dates)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"### ZRODLA WIATROWE\n",
"wiatrowe_df = drop_many(wiatrowe_df, ['Unnamed: 25', 'Unnamed: 26', 'Unnamed: 27', 'Unnamed: 28'])\n",
"wiatrowe_df.columns = column_names()\n",
"wiatrowe_df = wiatrowe_df[:-3]\n",
"wiatrowe_df['date'] = format_date(wiatrowe_df['date'])\n",
"wiatrowe_ts = make_time_series(wiatrowe_df, 'wiatrowe')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"### ZRODLA WIATROWE -- ROZNICA\n",
"wiatrowe_roz_df = drop_many(wiatrowe_roz_df, ['Unnamed: 25', 'Unnamed: 26'])\n",
"wiatrowe_roz_df.columns = column_names()\n",
"wiatrowe_roz_df = wiatrowe_roz_df[:-3]\n",
"wiatrowe_roz_df['date'] = format_date(wiatrowe_roz_df['date'])\n",
"wiatrowe_roz_ts = make_time_series(wiatrowe_roz_df, 'wiatrowe_roz')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"### ZAPOTRZEBOWANIE\n",
"zapotrzebowanie_df = drop_many(zapotrzebowanie_df, ['24'])\n",
"zapotrzebowanie_df.columns = column_names()\n",
"zapotrzebowanie_df['date'] = format_date(zapotrzebowanie_df['date'])\n",
"zapotrzebowanie_ts = make_time_series(zapotrzebowanie_df, 'zapotrzebowanie')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(17544, 1)\n",
"(15672, 1)\n",
"(17544, 1)\n",
"(15672, 1)\n",
"(17808, 2)\n",
"(17544, 1)\n",
"(17544, 1)\n",
"(17544, 1)\n"
]
}
],
"source": [
"# żeby zrobić jedno duże data frame, musimy \"dorównać do któregoś z szeregów czasowych\n",
"# dobrym wyborem jest 17544 obserwacji: pełne dwa lata (2015, 2016)\n",
"print(bkpd_ts.shape)\n",
"print(opady_ts.shape)\n",
"print(rdn_ts.shape)\n",
"print(temp_ts.shape)\n",
"print(ubytki_ts.shape)\n",
"print(wiatrowe_ts.shape)\n",
"print(wiatrowe_roz_ts.shape)\n",
"print(zapotrzebowanie_ts.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Konwersja do dużego data frame'u\n",
"\n",
"Otrzymaliśmy wiele szeregów czasowych. Teraz chcemy z tego zrobić jeden duży data frame indeksowany czasem. W tym celu najpierw wyciągniemy \"gołe\" wartości numeryczne z każdego z szeregów (śmiesznym list comprehension, proszę zobaczyć poniżej), a następnie wyrównamy ich długość do potrzebnej wartości i z'agregujemy do jednej dużej tabeli."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"date_index = zapotrzebowanie_ts.index\n",
"bkpd = [x for x in bkpd_ts['bkpd']]\n",
"opady = [x for x in opady_ts['opad']]\n",
"rdn = [x for x in rdn_ts['rdn']]\n",
"temp = [x for x in temp_ts['temperature']]\n",
"planned = [x for x in ubytki_ts['planned']]\n",
"unplanned = [x for x in ubytki_ts['unplanned']]\n",
"wiatrowe = [x for x in wiatrowe_ts['wiatrowe']]\n",
"wiatrowe_roz = [x for x in wiatrowe_roz_ts['wiatrowe_roz']]\n",
"zapotrzebowanie = [x for x in zapotrzebowanie_ts['zapotrzebowanie']]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# funkcja przerabiająca tablicę na żądaną długość:\n",
"\n",
"target_len = len(zapotrzebowanie)\n",
"\n",
"def fill_zeros(arr):\n",
" if len(arr) >= target_len:\n",
" return arr[:target_len]\n",
" \n",
" missing_zeros = (target_len - len(arr)) * [0.]\n",
" return arr + missing_zeros"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"bkpd = fill_zeros(bkpd)\n",
"opady = fill_zeros(opady)\n",
"rdn = fill_zeros(rdn)\n",
"temp = fill_zeros(temp)\n",
"planned = fill_zeros(planned)\n",
"unplanned = fill_zeros(unplanned)\n",
"wiatrowe = fill_zeros(wiatrowe)\n",
"wiatrowe_roz = fill_zeros(wiatrowe_roz)\n",
"zapotrzebowanie = fill_zeros(zapotrzebowanie)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"niedzica_df = pd.DataFrame({\n",
" 'bkpd': bkpd,\n",
" 'opady': opady,\n",
" 'rdn': rdn,\n",
" 'temp': temp,\n",
" 'planned': planned,\n",
" 'unplanned': unplanned,\n",
" 'wiatrowe': wiatrowe,\n",
" 'wiatrowe_roz': wiatrowe_roz,\n",
" 'zapotrzebowanie': zapotrzebowanie,\n",
"}, index=date_index)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Preprocessing danych\n",
"\n",
"Po agregacji danych i doprowadzeniu ich do wspólnego formatu, wykonamy na danych nieco preprocessingu. Rzeczy, które warto rozważyć przed trenowaniem modelu to:\n",
"\n",
"* uzupełnienie (imputing) brakujących wartości -- możemy zastosowac różne strategie, m.in. zastępować brakujące wartości zerami, średnią czy medianą kolumny lub stosować bardziej wyrafinowane rozwiązania, np. knn.\n",
"* skalowanie wartości niektóre metody wymagają, by feature'y były podobnego rzędu wielkości; nie zawsze jest to jednak konieczne, przykładowo: XGBoost radzi sobie bardzo dobrze z nieskalowanymi feature'ami,\n",
"* normalizacja wartości: podobnie jak skalowanie, jest przydatne przy niektórych metodach.\n",
"* kodowanie zmiennych kategorycznych -- większość metod działa na liczbach, więc warto zakodować zmienne kategoryczne jako liczby. Do wyboru mamy tzw. one-hot encoding i zakodowanie na jednej zmiennej."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Dodawanie nowych zmiennych\n",
"\n",
"Zmienne, które być może warto wyliczyć z istniejących to dzień tygodnia i pora roku. Wydaje się, że ta informacja zawarta jest w dacie, ale lepiej będzie wyliczyć ją osobno. Dodatkowo, osobno zakodujemy każdy z elementów daty."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"get_month = np.vectorize(lambda d: pd.Timestamp(d).to_pydatetime().month)\n",
"get_day = np.vectorize(lambda d: pd.Timestamp(d).to_pydatetime().day)\n",
"get_weekday = np.vectorize(lambda d: pd.Timestamp(d).to_pydatetime().weekday())\n",
"\n",
"def get_season(d):\n",
" month = pd.Timestamp(d).to_pydatetime().month\n",
" if month in {12, 1, 2}:\n",
" return 'winter'\n",
" if month in {3, 4, 5}:\n",
" return 'spring'\n",
" if month in {6, 7, 8}:\n",
" return 'summer'\n",
" return 'autumn'\n",
"\n",
"get_season_v = np.vectorize(get_season)\n",
"\n",
"niedzica_df['month'] = get_month(niedzica_df.index)\n",
"niedzica_df['day'] = get_day(niedzica_df.index)\n",
"niedzica_df['weekday'] = get_weekday(niedzica_df.index)\n",
"niedzica_df['season'] = get_season_v(niedzica_df.index)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Wizualizacja\n",
"\n",
"Zacznijmy od wizualizacji danych. Powie nam to bardzo dużo o ogólnej charakterystyce danych i pomoże dobrać konkretne metody.\n",
"Zastosujemy:\n",
" \n",
"* histogramy, by poznać rozkład zmiennej\n",
"* wykresy czasu, by zobaczyć przebieg czasowy zmiennej\n",
"* macierz korelacji/heatmap, by poznać wzajemne korelacje zmiennych"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x10879fbe0>]"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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j5hgATKbrzLE3J3kiydcn+fEkv9zr9f5Zr9e7OMm7knxoZ91VSd7V6/UuSpJer/dNSV6T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\nLxRb/ze2O1rj76QhuDY4AcDo7QFYHHv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/AU/z9lvl8NfjbJ/0Z1aNE/SYtPhw0wO+puOP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\nzMzMzMzMzAbW/wGARf1JBmmh2wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10878f828>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(niedzica_df['2016']['rdn'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Widać, że cena ma bardzo duże wahania. Żeby nieco złagodzić przebieg wykresu, weźmy logarytm z ceny i zobaczmy, jak prezentuje się jego wykres. Dodatkowo, cena nigdy nie jest zerem, co pozwala nam użyć zwykłego logarytmu i nic nie dodawać."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x11694c0f0>]"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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kOObSSmZwLTlMMc5sX2/2agFgMLhOcoIk12DXBZJeK+ndkt6hhYDWNZImJH3S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IYBPLT+pFZva1ZIb2va4bIxFgA/eny9oX4ZHH2R27FLQ3cUS9AT12RDVF3A6Ms1TRZ5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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x113e6c710>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"niedzica_df['log_rdn'] = np.log(niedzica_df['rdn'])\n",
"plt.plot(niedzica_df['2016']['log_rdn'])"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x113e20470>]"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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v91rfmpurG0RUrTGWaEqgpWVunYlEwjG/KZFAoZQK1qQs70YaPCCRkNeZSKCpae71Tc1N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\nDw5Xb9NYzLYtuXGuJhgbiyuTjdBMp4A3T12C144vwcLyJtz9+JFKad5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Mtyg9ZbtaWt0a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\nQYM05KvPphMk1xtsfhYGHaxhayh0FbZNMJcb5Fur4ud9aQQREyzJdzZwd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kgPB7M5bTbd\ntKJ15Rt/rjZheYdA7UL3vNo9qXdth3CfntyPcvD6GPNR/I7+ibp15RKaqk7zxTVI4abiwwUrlHea\ngKs6qTSQP5GTm6js5GfOF7bTqVS+ERkL9EATXChI2V9+bXjetdPall7/qx+hD33yYbOPoR4Ufa4z\n4CKHq+YAkfKIisO40AYWNCZCBKF910NLXYqN33n/56B+3CdWXtMmrrdloA9SxC/BDiTB9gB/wq8G\n+AxOtYNloA8hn5YTcd2Is/9hYZ1tHR6TFujbWHAE9U8d36SvftkX0PHtDXr9971KPN5FnA3lyNGW\niGhna4O+6Stuo+feqjvONrNkghcvH9LO1gb9n3/rJfQdX9ed/cATpzbuO2q3/EGkML3RdmskQgij\nEXAkKN8gf4RHR8l+COFLEAmEONBokF1Y0vTCntzrLRSgIszjsHSdqnMzGsttTgfRqexn1uDZC3rU\niVCIcI8LW4XmlcI3jtSpq5/znWaAleBDwwidhw0nQQgJGwTjVagXYWxWam0id/sCrpzXLjwgREZA\nkTg2jYTY+akiqVTqKm73eb+9UDYEoIho4nwDfAIGvSafeti77OfkdDuVwdoRZ1gO+LDUmJVpBzKM\nztj1dIJZgYjuuvsx+p33fU7eWD5ktJeXnag1BD3irDXa5/XEyYLBxNbGyUaHia9Ea2nyxrMfo0js\nVSJqvW260QRA2iIcZ0o6r94P+TCHPXdSfkbtReUe9o38R7WTnnByTYaDd2hA4Gc0hAvW4gyCjDjj\nODjOiE94uczJkztx/LEfLSZrEW6Hs5b+WF3YjfFpetb/qh34zkhejhxlJfLG5ZsFsO2pTvuyf16b\nWTTmMBTlvCFrVI5NVLzG4F/APQ9fYE4zrY/VjrRKczHSEaI+zLU8p4v6KTV5xvqjOCcrbNQzZ2UO\n7njxmNxyrW1THQCw/DOUaxxNJOa/nMhougi+Bfw5tG1rRA4WvJNz34Mr13FWWE9jSJe+ys0ShcNx\nxvi++Stuo5/83lfRMeWkCTw5Rjuivha+8FnXLn8//YYT4n7unNvcGMWTUcG1w8/uOGGs7yvdJRgR\nZxH+cOWbdzF0gGiSJoE0F3MeUHAlK9EMZSRo1hAcJYIpdgb4Xcpp+m9/4+MSHzQqDHRAIIS7YyNY\nWzVjI6DOaMg/4Zvf9im9M9gHaA/f2fvuoZNJ+YRyLs5pHn1nq+0cWseAj5za6xpeSEPNgJeGlwGt\njCpIMNa17WJCJwgHhoVQh7D9kI/ttnP51hoOiSZ4RykOFUZaAfL+1G5vMNvMIg3d9uC5EgdI3v6y\nvHQqwVjDNjVjkt22Y7Xf9sF7MnwDlBrkQjY6SlbdrtVHdwaOsVWcSnn7WBaTHpI0jJ0+EqdwgAAO\n7/nQ9lBe0Y3kifi8YKhpt8/DISy2o14STcof/zv38NBjerL82q1MEV8TWTS1+yfHP5d/cLPIccbb\nr+P9EvnmRkaKXRh+e6Vj8Wfe8qfssLEhspvXE98EHRKqbaOMRecdvYh/9b7oUjz2ddAXCmqjCO3W\ns7BosAcRND2R3/Mwajnx1ufTOr1fryOIyNOjORQsfIqgB4XkkS2Qg5pnsHKsPdERZ9oDCcqeI8to\nhP3EkefZV5oNvcRHhjlyRGNNg6M8HOB/KCjdqqlBNcGhehwBxu9j/Qi7yHEWTp7j97n1xpP03d/4\nfCJq6anXHRf3cyVsHW+8REeBMFcGZSnF522rrgbH0QEFgiifDGfva/GSdEDwe150lNYHj200wV1r\nvNqTEoOmgi81i53fl5OUnE9V9Kx/yVsxJYXGhXzUtkS/8Z7PiOu1KzM1K5p/8mc8T53WnvZJmFMG\n78HkOQ4Bj42A2OFar4BqtjYdecSZuK/VT7Q0fhWl3oMx8gsMKZ+oRTRt7bFwpHnjlK2aYmxBGe9L\neVdv7Kldq9iuWss3tTnTpLzV2xUTdow6MeZEEhS+NB5guRXz6kED/W3L2adBzXa0SMetHMXX18dn\nktz+uootIL+hF8nDq8qxCX1WnQOyD1Z9LVKo05zZZktGA7lIR8RPtRTt1dg2FNOghwvsJDXPKR7I\nu5JthQ5RNXxqJI8VWbR8f45jhk4edxtfuS3R3ZfvKA7xYs/77YXyVGDL8GSI2kyPuu0rfeL1dfEm\nndg2TeudgxLfW971aTp9YpNe9cKbzL5azsKIhq4aNrZqghqW+EAPR06aHsZNstNYIA7n/rr2W4kT\nnKlNpImDTt3JjPIwLf9kRTR+sInKdxRdqNMRJXnM/fYlPjBFXJmfQ9vKm9pcDPnS26aN9RFfyZw/\nnpvp7WtwxUWcnb90QO/48L306DkZLqmBSkxPuKvX6gQH3s6PdDb7lMF4XL9VswS+aPc6+qLdp6j3\nRuA4cwWHMijyYpOARtpALOzz0H4giMLn+TOjrGCkOJP4UfCgbEbBobVhdhDvS2N4c8PnI0uutUT0\n/umDGkq/PbXMFVBepUj4CxqisA0eNWj4kT9/hA6VU8OidxTCODDYqxWc8h3RKBBKnimkWNYg36Al\n5uIj20FQGspdv31iPcNLOnlke4IkjtIOkxwDzTQjIjLwVdzs+dgQ8u67W0QsnMZvsz+Fhlfl5zWf\nq5XxPSwnXpF8DGhqjT3PycPLnEooC8REEstW4942aUO+RSfR5qDlVVpOJEW3AnkZ0HiJszRnLdl6\nTu9R2TY/FsUXbDWvnXgS+Qu9JZN9Lu/g3vIPh8u4bZI5iXx5hmO9NE/l3v6A05dvgC7gG02+qect\n9IcDODpXLStEVaPczG3aK+hB0QeJ78A5JS7OJxiVbYnaKkojchgLB4Via2goa2ha6xy03vHnfusu\n9Tp2Qdu5sgq+rk3mjcye4b+lOZigrD+L0DS6Q33dCNpKE7iARmhbyB0F5nsacze0bfjzytb3YCwx\nfKp8Xk9H1NpM8fNJEqFwEl4Qb6bSTHxD6J+d40zfqhk6yWsZMYMrLuLsl3//E/Tuj9xP157aKqqv\nkdYjd1GId/DBUPBEji+EccM3/tRu11oXNsZ1WzW7yWd+T6FhMGhT6tqZK1unEB9RvULF7aO5EWCf\nAAllsCbl/bo+s7qKMEfY3vSHu/bOs3lLZy/s0x9/XHGcVRqX4hq8dIlDhEVTKVt6faVtu3Jyg50/\nL2nC7gfbCGuNBk1/ifYC/ZV3aRWFyg0taZQoT9UhUXDyMtC8wkgoynWw/DtskXP74+Dstvi2sr5j\nMGsb6mrzcbVtyya28TtENLXx9YbJ3Q+cX+KUUcHg1FHaREOolG0+9+B5+vV3f5pe/eKb6fZbrjbr\n1U5STDC3avrPe84D1ryVLwx0glp2kHokLb1eGuHluamqEqDXbt0sxDkc8CDz3eBLRYsvqiOrZssd\n3F8pIbmz/bXaaY7XNL4izzmYAj1WED1vfMm9/SzKzXHwxo6yeOz6p7/CjQQ4Ui/v+u2y8pu3yis6\nPp4VJsu+bUJE9PgFCBBwIr1rT9n0FwFb8St8P0I9iTpDx1dH06APFbaGC1Yk4hr4eBRfXt+RN5KI\nxdbaeNSY0V05xIEgdXpUPu/jS4try2jOBDJ9+Vcb78ZcMfEy2i5i7qbI2Bqolm/Cnqulqf98R4Ih\nSjlBHzxHlrr9VeNDh8bC9iFZXqIja6tmJM+gesVXu+IcZ+/+yP1ERPTw43ouBQGaE6eSSSdjdvgo\ni1YqAbFVM3h+POZct45ntRTyla2NkX84ruZNzvur5ssJmLwXnK1xrGa8jQfbJ7gvV/t70CcKuGVO\nJkf0Vim07ROhA9UTRES0NeF8GDl1esNQi8QikpOeSHsIhUP8O5TkcMufHzUJ3ll+4yg/VwThBCCc\ntFQaDSnRaOGwJJLdVY1JoCkb+6Gs8XOkESrIVLaaD90QUHViWoXBro5EUV1JVCpq8P6lip39Gp/j\n2Iwm59FX+7nfuoveded9Zv11VzBzaFuid955H70RVtndLcGBsYnPe/Ajb3wfzeYtfWD6EL3h778a\n+mZvy5EOkiJ0S4jC8WtPFe5BOCSW9n7PGE5EmsM3qEetvnn5Ba2x5+xMFKBH1BlO6tChC80knUJy\nS5ouP/EaRiOgTiKlTKREmecOCcRXqRNKE9n3V4JzjQjlnRibpLPNDEIHmcPXkSdiUpXK5Y2WOBvb\nJ6p3lGk6w0vyrjo/YTKONMXnNZ3h5jgLx4L/Thqffvq+c/QHH7yH/sIXPpWIorFfWxbolsCcPEYU\nn74dFvAFNCAKtr5D3Woa1yqNZReMyMU18LVKQc6luHGBpoZmH1o24qg04gzuR4dKVNvgzjxJLYsG\nnFQbxnAUb+D0OZIVJVAbaR3RIMYXl1OmaFUb2cBpxbhi5KNSgf0sX+i05vxRebWxTXQFbtV8IiBy\naExgi1zsIIgUpN8fdDw1yX9mdfYZgDnOCrZqMocJ9reBTilNCQO/p1FL9Ctvl0nXpXCH+8E3wW/M\nI870/qGTh7UAGg0VmHpAQpDkLFJQI/B0hdtkAukQKUgZASI1HFf6Pj7EIaIAFT4XkyJoLzKMokMj\nRH0oy4mo+zgl4rwmt4BohhF/SU6TSNbIDuDQk04gn2/KwMlDskIOoGWrBRFnDb6j1r54ZwOf0Q8+\n1rXsfz5fRTTNnWZa/aNK9NyDdJqRYBTXWUjaAy7KJeQT3B954/vsE3crjU8LhgiwOmPVcjohyAm7\nPhbE2FP4FuOMrTdkXfG2ahorSLbbRoIfyVM3ttWoFIWuasLlxQMeTftrrD42oRBVRLh5fQ50QMk2\nRv8EyBI+9RSjphnJXDBDnaM7H/OyFoGmc+rj5wfHGdv+in2opLGGzXdiCYSh8xGfV/nGCY8KnSqy\nS/y+QdNf+K9T9XrMl37Z18N5QccXLyJq8k7B5eY4q9MJJWO/CPrtqdE3LeDToc08ii+PruLPc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1HBTYPvJNueuub5A1oUxs80siv6BnXZo4uRGQv5VqlBQqdWsNpWTy7NWPtr9Gq3/ygyjRoEgT\nAyczmMzsvSVQbyhZJweqz0c098ZddtOPkLDHcmS/m32pisjo+4iOIhv0pOv6tkI10TN7ZW0BSTZ/\nYDh4NJzyu8Hv4LsSya2TVVEuYmEgxkdEdGhEucWTLD8nGcq/3A46nM3ZyZr981KGQvvBN7PGhnXo\nQm0EW5TzjEjn0/47qonrA8Gjb93kcHC4TqRiVL9OR4ULVkEHPHQlE1mhAzR5Fsi7ZV+Nvei1TutV\nnJEaDFHEwdismcy3RP/6rR9bOs2IdPkv7DWljoUf8ZWcAPlEOHh5A357CRhJEeEmXX/3A58XiwNC\nXirDQGx9d57Pwdz+GvS3NtF9BCWyA21gvsBk41vtwCyFSxPct8Zqa0QOBjpipR0JC3gy4iyAkjHO\ncpwVkH8UNIpOIMyPVQb5Cihniqbh0VBPjOfMv8f6k3xHWdvGTpmSqLwc5IkaiW698ST92eceW7Qv\n67Pk/Rm6N/3uJ0T7ieRWTeHXytsDuSAi1JLv5daEQPX21FphDLc3g1x+WuQQ8oGLLnHH2fHtCetE\nFKWHCq8EZxTsFBmfqyi4+89cXP4W27wV6xLspKKJpvk8AY2wPam/at1YRARRL8ohD7wsOtj9Uyc+\n+upa12YL5eE+a1B7PyMhl7WaJ4xXp6w6QAyS2oZuHd/VTLqs7ZLuZFnlE96BVBD2HFZxIzYA/5oT\ny9AQC57PwcqLifiSuG0jTVonlL7wqDr/JUx5VblV04rA0J08fCxGfEVkb9XsWuROej7p0XK5BPKH\nbCcWUax3rai+5X1D0VtOpXAsq4yB8m+A8ahZnpL+xt+6iw5nLX3H192R5Z3zo6BFq0n77jpf8a2a\neX1ovdKW0fDVJOpHvuty3kJ9KLfKKx4czljZi7yuLddvnay7X7MjIX+vVleri2tZ7lECvaywsYWS\nzR/yZ0K+4fdLok1r4CgPI2iJ6NFzl+EB4nyXJA3ZWIX6JIsMnxpQj/IxsnnX1sN+uesTFmw+yqGf\n78nGuI5A/Gj7kEPzHLTUHlofj9LhulLUIDCKGHuKZ9WoSAAAIABJREFUTB/wyWtaZCSjGbQv9bSk\naW+bWHwaRn4HEbUePBlxtgIgY4yEBvUhynFWslpWAyKi4ojbV3G69/goSE0SzkHuSLOS6w8QReXJ\niDOpPXY2x+xCLnDkNsSYZsxxNsItb2B8gqOsQUebNWPI2wgMnWCOFDu6EB+UhXMTT9VUHVt5/Zim\nz7v19PL39ae3uTNTEZSq0wXqeBBOLKF+vE0nomli8mVDHLigdIfRVPvmDs6EfIbt8eeTgsNq3tvO\n5U2KxGmsYqJp01HFiEpX4YEENJTGp/WSMT5U+o1iFKjOOgWsRRcRcYGT8RWcAz2YWzXZ88GWYm3s\n2yhdyJ/zcwQhDSrxhMZqVLbbVhM9I98t/wxlblyiMWpHxSRONLOPlvwSWzUdz5m6VbN0WyGOnezv\ncEW+o3U4gCr/nKIW2a1R1HJiqe0HfFg6ebZO8izhO8EnQNK8jdw26h2E/+atH3McHOBESvE7WrYF\ny6nmOHhlniXEh7aMgkvlUyNSqLvIL8BY5TSQByIQ0dIhqUHkIJB2O9QvEHD8xMlAR6zh5MkFRpt5\nzoQWQkXJ71LJ2CfiffeckbURZ7VOnmUfLJ0ZyluvzVZ3JsIV4dThdxXdb9s2RxLJU/GOGpSkoRB6\nkdFALo54gHpWrwH4WFlUGaAllTlKFpS8+37eX3kt1MMkbeaykdjhU+8xeak40nCe4dg+RHyr5r0P\nX/DQ6eWVLdAnI85CUFeqgBN5xFkM0eTZi8C48ZqdAgxKXo+sjf8etmo20J/cWNsYNZDjTG7VxOaj\nk0dFfYzqaxJddSI/2fMyM1Q3xnyrZUk0Vp4IFg8HGI14Xrems16z/oIjTRgdgA4FW9K2fylaNy8G\nhpnE6bevOeIS3Pf4UoNXPPcGOn/pgG592tV01fFN2tgYIrKQz4XDQ6Fh9WmsgdERGrchTXnZyjGT\n40cnDKdjcr9jZJpqCrTQb1YMMgowMiJsMH112UONMNhx7CiP2ralgS7U2l5tk08sfhVjEVfTgtW1\n0uiBoQEYa9nf4b6NLyUimbVC1g0Ds5gTKOCbAvninXJXm5vK3c7APGdGSEZC45JHT/XXBnwr8I1A\nqdMQHWVeJKDnVCpJF8D6kDRelc94EWBiEoX3nPYT9mcBM3TUrcM3QcSthZOYc9B+HvlCfHOcbFts\n6zhcPcWmT9b1unPtOEalfm30VYkd7/YvaXyBD3A9rDW/f4h8YzsHa+VZycKAH+GG7fNyzeEAmghY\n6lHLiY7XFB1i8Y2VqqVaZq9AUw+O0hnZtpqeDhb5lMFfStM5WbmjeDnii9LTWK86jqdMl7WvDFX3\nQpNSOPbF0Hbuyzr2ApZ14ELo5Anln4quw6lcCx22yCdg+Gt608Moqov2g/vKC/Z68+yFA/qN93xW\n6cfRjT2Bu7jmFQqa4MSVqii/lmgzqK+199Uv/QJ6ylXb9N3f+PwiHGjI5TyxbuhsCbhNKoIsp8lk\nY8RP1STtO/ALeHiA7A8MGqg/GTd0U+aUvLB3KCJ/8idKIof4Vs2GdrbGWTmxd0wNp9l4JHOceSgT\naQa520XpRAoUXvS8uI/tYZ64FRx1TZPotV/ydPrSF9xERN13y9vzhK22zbE2j1vkD4loWOIc/P5v\nfuHy9zOfesrFZ11j96L7zNCSVoM38SR4PAfPOJF9GCDOtWKvIJrbCoVTJ+VFSQLgoxoJGZNUmagW\n8ok5Rir5ruYQi7KTp6ShBbfVCX0EXtSi2idW9g2nsL1KY3VVY9baWpSyv3Bx+RPzHVqQRyrWRGQs\ntV75Z1AcPBk+LKsCzS5aNH3z2z7JLzgOdBz7bhYgQ366zsGAL6q3pi/gUBxI0OMLnlfKwkGR9y8a\nJ1JFKPKN0zByKvc2r3lyaLXDIx77pfqJSLMDFPmGZYWMXsSZjF5HlMFYrZRv4vlA764ajcW3TcPY\n8/QkqayrArPn3cWUurG3csSZ0d66jrrQoQLXND2M9U0wo+aAZoE8K3W4mvPo6JugTE8cJ9IkzurD\nGVEf2xyf6K7xKvZWTbSN6mjo8XFZ1KCPH21iTWsO+JSLQESkIZE2z+A0tvjqkbN7pEHtXKxmqD8Z\ncRaAutrYouMsG4kF1I/zKskK3/zq2+ibX31b2LYGyHTrhs6W4ZRM2hsqmuDJaTgZN0yIphSvVMcH\nNPDyNSc3WXmyMaJjWxvL8t7+Ib+PJzgW4MMcZ9ec3BrKIx5l16TkRtVpgkMizfqnKA+1kxkIQVJJ\nUwRteyxTYOBAqN0aStR9t7w/TBSjsE+KQqp8xydqUpTff94zrqGf/v4vp9FI44kEeZ38d+70Vfk7\nYn3VSBCGgmklmOBtGQlpSjYdzdU8zxBKqKS1CDAd4VxZQlQdbQ7NFJKa72f1I5oERXyoGRVLPWes\nOoPZAxVIMqboTzxx1aPdkno/nFQU6bksAgTRQhm3w9ZMusxcfHDBHctK89bkGU+pLu1zX8Teej4H\nLfrL2gKnReQKvkIaGO/4qXsfp2fedIr1N5pYCoNd0FyXbjWnakYR/tE26yVO6+TQ4HltCzDKn7wR\nSycOW4qVb+AUtfq6Hm1Nh3K0cFozkezB21LcY8h8PpKGoBdLJpb7FTnO6ifLBQJujQjdGnnKTtXM\nIiOZ2E/9H0YFjgCKlqnBc5zZ2/fDbdLk3y8G83CANXQGtdKhgW0gH4qybMFLe6G5edZ1SJiLnurV\nFfU40kD0L4o4Q8Yz2iZFviaTTTusRVsno3KkUwb7reSkeQ08XvTmo7bfzKaR2hT7BOW7MvJnvPo1\nYw/hyYizAFRaAmcwQVKwirVKxNk6oG5PyPuzsnbwcAKOht9jgqzhOc6e/bSrWLlLxOoLinirJn9i\na8J9xpNxQy+87VoajxpKiejLXngT+w7jUcOoWPKJMMdZ7gQZNXw76rxteZ42ZTLuAgiWjfGIbyFe\nPH/D6S6q7nVf+Swx+I+aLzRDsHEUzCr48gMJGrBeUdgKI4NWcWLzMubeO6rTbzYnoyW/5PZ9k/jB\nHqMRhCoqM5iQdYL6Mn+N/449lC7o1xqvcpKSI9Uvi8icxIuyzPnUhIJVWU3+usYtPJ/DpcuH6vXY\nMRbVBz5mExGdBt7EsQHjUxt7RRDwkLdFzpvMr9ZeZIihLCjDw86kCPjGcyJ578fHrOe0JihnfKB1\nWgFve3kcCaRMQvI6DhOdu3ggrsloUxm5nZCmcE8bi3d+6hF2UI0199e6HE6mDVPmo58+w8rWCZBF\nE00gqWcfDgiH/sY08/tgpYWwHWf+2FolGks9VTNvT4y1HJ//XS0dJSLOXCe23b52v8R+chcaKp2R\nni3z5/eepZ/+zx+lT93zONuJzvkmyk2FOsTeAsfefa2Is0g+lYHpuK+UBazN1tDD7DekP1HqRguh\nOcKi01GDdyzNqW3ZiyWHqzTIR1CfvXPJAr0n34Bv0THn7g5qdWdknK6kjuahzR99M+U+jk0LWiPJ\nWTCV4u+s4auVd5Vjr8YZ9mTEWQCachCTZZhkhG0GH7z2aNkIBNMXTnzXQ8qLTZOInOPUT+5M6Cu/\n+Ga656EL9Nde/Sy6eHkwgrttjULLM4hOHo1ecWM8op2tMf3T7/4SOjyc0+mTW/S3vvo59Ibf/Dhd\nc3JLKvWCSCVm+ME7jBq+PZVa7jCdty2NU+4U8r8TKsTJRiMMPSKiH3zdF9I9D52nO249TWcgxDU8\nQAFxRnwcKdAGlHwYpy4v5c5IqTDjiWW4VTMQvmOI+44ifaq3hhLmQZGRjKDDIdIw2OIrJggpiPYs\nFxZeAvHcSIoOpdBoZueQsMLS0QBnjUnDR21DwadfVgwrzoc4gXCfz+Cma48Z+Hyaxadq8jJLtmzG\n3vPnBScmvO/3WQPdyOQ1chw5lOZWsSA0Rn2V5E+CtN/Ad9qkxuuCZ7CbsjUwJnE+mrLfFjz8+B6d\nv3RAx7eHCG7rcABNrbvvqDyjtuU5svKxiHwLkyzl8SX86ts/RX/9K5+toDu6sZfDL/3uJ+gvfvHT\nxPVoQoB1lIxjoCcN2epldHReKiXZJ/sQigwHhn8p9ZftIY0DmhMZ20LzXRGUnfioyS8sg7zTxCY6\nzmoizmKni8RHZOeOqo1+qknx8lP/+aNERPS+ux6kV/c8u9TDgyfNsyyE/NOEQ9+3zAxzhn61w2Hl\nyJLMyczaD52TdpPnLh7Qw4/DtjSwbZCmKM9Ux5uBdN4a0UqRrVFp8/ZgpWUokW8obxSvcHl/BA3l\nfe+2d7U1kpyFkZCODuue18p9xJlmE0sdl43MBd8gRtCTolUPJBHF2IdvJPH5Mh8hSg9QmltUgycd\nZwFo7LEB0U0jcIBEgB9s1EAUyRE4znArlOdAWHVVxQPvVDfMRdXTozdCiYit5iZ0MpH8LujAQIje\ncWvSbfk7uTMYGV/6/BvompObdMM1xxY4sz5X0mwMEWa4VbNbTbIN9qQY9GZlIpqMRyK6i4jo6hOb\ndPXiEIQoB1BtvgV5n1c4eWzC2mzAGl0lpxoezMGNV96+FjkTO0Dtb4L4tfo1xqaKgOTKOzt0YqTl\ny8L2IrpyPtEcnPn9UoPdizhj2ymCSY46ybJwqle1iK9MHiWfhtVb7jTDCjqAW+5KHay9nBI4RR/8\n9mq2kGgLiB0Nc/wJaCblFxq3JRGJFWmICiaCBfic9sKTSgvHBRFsZfIcBGxsdlN5VrlQDaGu0don\nCiJ1Ms9ZHkWifaJ/+ksfpP/r217KHiVSxpJCMxyLrAoKefZs9o7O5NzrAo5VIU8z+N33f57ZLD1E\nx9xHCwO1tkUJ3yUswFgU8i8AL3JckkweUCNpsvhhRfAKWyVoL9AhRHqeOr41Ey7gWExQhv5qdPxv\n7/scffNX3DbwALPToXLwDtHiSA+njmdpSRx88cFG5fIth+U2baCJ1IuG7sx+WyhN+bamk2f1iLN2\n0R6/Hm5zdAT6v/q1j4hrGk2jxeJorAzQ0ts/dE/4PM5Xo4UCC5/jlnfbk/JHsfcK8FvPNynBQi/w\nBSAQOiuDloytjAHfVW/bDoJ5RP/6d8ijQ/PbxC+IsZtBZy8qel3g5w3mfpUNmNdo3yx2nAV8A/Vr\nhvqTWzUViAYZ5h1iCriA+ELwQLTUKM5eGAKGZHuG0Yq6wQdHQaDRodGYOZmSdJxh+5GzMdySp1RI\nKdHtTz+9dDTVOXn4/a0JP/Bg1DTM2TcnfsbcbN6CYeazViL+HTfGjaC5eCYynMKQ5kTf8XV30M7m\nmL71Lz1H3MfnTx2bkDA+wWnjg6wwBgUR08xXSKJ2YMwi32H16gMQlGtMaTf80AnNYYwKL/TDO++U\nEmyvVfpoR385OMEQyaFkK6hpfJlbJ/32JF/yOxabnL2wT7/9x3eLlvhkv2DLnehvnVAOJ46VxmyJ\nEzvBBUGzqFzwitGpXjX5uoocElVbp/yyh886dU484Vh3mjFq8Y0ly2smx2r0n4Hv7gfPw5WyiaTe\npi9jh+cQW2/gRzTjjSO2orV1xxlZG9lT7ZAokZ+ODI901oAvbw9uorxD+RZMDHuamVs1hTMyonE8\n9mdzuaWY8Q1rj/OqrkICob6Ad33kPvV6zWIGUXm0UpsJG29hoB5/GaMKZ2TWnojEdvQw6lG7L7Zz\nMJo844VV50bDWFmPxjmoW+CV98HUGpzm5fjed9eD9M47Ja+KBaRoIaA0sqfAdiMyRI/73VbY2eLS\nSdnZgo8bTbdGFF/Ed+vIhqLttgRvhToD9WJCKmT4jF0C6NDl4jLRGA56w/5Wyx+sH0Yllw/2JyPO\nFGiyCDAtIuXmpxxnZe+kHA20aKl9Gto4+q2a6KCIjYq1cUJZRK1A/xByh8hko5HGINSPtmp6p2CV\nQt7PMCoQbh/b3hCGF9vi2xId3xm2tjzl6m26cGnIZ+RF2WgoNzdGIhpL1K806DWEr3juDfTyO64v\ncszhtabBso9PdaBgxBnvnqog+PMuSjWfQg7Id+s6I1WArZqzbMvzCLa7YicibGIsUrCCGHxT3m1n\nqyZ73ldgunwylLZ1AiQrywgzfMVoe0MPv/7uz6jX5dZMh089SwvAdgwGxmvAx97WJ/v0OaCRmBUh\nURlCSkXhZH4db4tc5NhCeOixS+xYc2EYhsYsNOjhMyIVPT7BJiO+yiFf7PPHHvaJ66jh98IR1hDN\neb5zFZYTyQJjFQ1qfGfrJa0tPIKGjGaSamIrp4Uv++0nJI/Gpt0/D3qMQj6KYrD1PCk0dkDXq7a8\nE/iUci9v+FbNvL5Ps1UWX2ZG6pD+AXc8JyXqDtWk8R0/lzmV/a2aBOVV9OTgpL/34Qv0lnd92qwf\nO5limmrwmXvPLp7HNsD4gDLS0KMp2tJDH32a1ZZrIeL7apsb28c2UiJKrajD63P5p82tWiK6dFkX\n7KFTJ4i4rbUXNb7v+9g3KOypvBy0hyBMFcJxqjTKGNdRGkbMWfXCZYWOKbGJNVPH15ved9SvIwIc\n+pMxpL0JbJt4vhjIS1Hfbc599kkgTmDt29xweoe+6iVDrolbbzw5PFvUPi/LiLP1hLWGD+c0Xn+O\nBicwKUSx5ITShEQenbU5GYcRExgFiLC3X2DdB8CEaRiNxWFnc0xns+TFm5MRhJe3dMctp+nld1xP\nz7zpJL3otmvlPNThLtwKhRFn0eEJROWh/0ucOW6jvVe/+KlENJxiKiIPHfwlIJw6jGaKwq1WUD7f\njQLhLJxQ0Tsqt8VWTTgcIME7M5TJ3+KbiPNGSkk4uRkfBe1Z/fbuyUkU9FH5BjUiEh0SqLTVsHJh\njNbwZiLPjsKIW1KmtrXGpTBygkjHqBy+LowlzcEhy9wQspDwLXflEE/0/Jf6J2/6E3rHh+9dlmsn\n4zULUlYqJ2zP09vC+Fxc0+BElm/Mq1/Mh1kfa0AYv8akKH8A+cyiKxMbRuSg0AEgSxJp31VFx14G\no4K959fZ4qt2Q3xDrZJdIWEf8BsswNpRLOWldt8fG8rORTdXFb70KtsYZ/NWylNW5PJKyi+C+7x/\n1mfcyCaIq5xw20PptsK2belwNqd/8LPvpffd9WAxvsixVmqvfea+swM+1Itkl1U+MnBYtmo0liVN\n/XIp2BFniH/9sZ9zGm4jxHmBRmMhDypt4lBPAoLo1F6JTykLmc3HpufULpnXCJ2B9wnuBzqkh9K8\ncRGNqxa8lH6E0xBhe0h7zwQjok48DzTL5aKIc1GIGuaKxzLy6ZMRZ0cLTUNECz+LRcxvec2z6Bk3\nnaQTOxN6+LFLVe2Hk+sjcJz5A3t1hinG7yggIewVn854PNz/qi++WXEm8jJ6qxGeBlGCqwATvhHJ\nlEF6cW9wnN10zTF2AMLB4ZyaJtH//pefqzaBeZgilJONhq38jJWIvNiIqECoQJMSfdNX3EbPuvkq\nevbTrhLPYO69Ukedd1/k6wLhrPXRbTOgybr77AU+pZdiqybmOGPPY3sBpCTGDm4Vz98RHXVdE7bB\nbgLkYPTaixwip45N6PEL+9is2UbK/vb30NgUhlKFiBQTyaL+AD7jOZOigcG/ztamttsD7aHTJ8+O\n4UWJcGF8CVa+GhXW2FqJcObsZXjAf36l0wwXUDpJYHyq3U+8UMKmPP8pv+fxjRYNVLtdKx7b/GLC\nZzx0ymShqHdiosnR1W5Fr91WUypPZQeM+otXaKE8FJOgqZz4JUd+K05z/ESVY6/vD9uqySKtIxqu\nNhbnbcsWv5aHAeAzwv5CGkLOMwcn5kjuIUyJELyjFT0/b1v6kTe+T1yvpmngEI7B16v62Mc+6S0z\nncHq+/Zabe7PWqj9hqvQVHOEl9bX5FtiwkNpIdSDPs1te7EMYd/nPI+laN+hSTx3kxWEDnLGqoJ+\ngLY0x5l/P7Lv2H0FYbSDC9vU7A7zO1Kr0F/TUbz9yXjI39u2rdQx+A5RLEg1Xwbt5c+WV71ygCWy\nd6j50tuvp9tvubpauGJtjJY6ioAzuYXDHgRHgE7Bz8s5kzYJc5bJHoyahn74W19C3/G1d9CXv+ip\n4jvg9qFx4DgbNYl+4K+9iJ5362n60W9/GRENUVDXn96JXkf0syT/F8Jrvuhmmowbuvm6Y3TrTSdo\nZ2uIAtAi4qJthrwur4CHA2gReVIQ+cJZPu9XOLY9ps2NEb3sjuuzAwlyfIA/VGjKNVAKOFmvFZ4C\npcPHREqOs6D+KttR8VTNGctxBu8ICi2lmK6TjTziDKJDiT/fNMq2H6Pd8ogz3gJOLLT8hpbD1TpB\niLWAbKHKQ0deFghML3JHa08aJpZRokN4MmnApx7fqhNorc/8dlC2rcvIV8ZXU73JNcrPSj1dOYmq\nWZAq4VPBF8r7CL0uDOiubM9JAvmYFbVooOJ0rHl+rByf6FA8Ni2y6sa/YgtFk3OYWdZOZuXEEu/r\n38iqn0Oel8vcqklE8ApCJ3jWlyqPKHMqAU1xEtRd8t/Rsj3M7Vooz7D9IErZsuM/+udn+IWMT5FG\nKMPD+wbOY1b0Zw7K86GTx5Bv9z9ykT7/0AWJQvCpz4frH2Ih+QYZ1eMST57iCfV6C75e1suVgx86\nUbNApfUvAsGHKfljXVG7te8s6gfzhlL7yd6qKTvgtqnQhNtzkR6X8pLfl/YkY+Nk58VsDc+Z5FMo\nRzrEyd9VdICV4FPZH+lT0KFkQQmHPlFSInGHCo2CEHf7IER8uI48u6IiztwIiAx4cuy4vmfchvVJ\n20a3qrDWcURbPp6QiDPHcEpUth31lhtO0C03nCAi+e0wr9xG4DijRPTcW0/Tc289vbz0g3/9xfSH\nH7mPvvT5N4Z9IeIDMRq02u0brzlG//x7Xkmbk4ZGTUMnspxmN12rOO8KDbGhf8P98aiBsvJsoLRX\ncfLksLkhTwBkDg/Bl5FCk/f5zoogaadiNNQ6B4WhgwoLnq/eqqkAP9GHHw4wavgUAvWL5jzE/m6M\n+XfC1VsWcYZE7RsJ+i1v5n3kt3Dr+lihsSXP7Igsh+/ID0vvr+X19RSoep/QkEIjpL+WF8wv1hYa\nQoJvsX7A10BTrT+YN1NE7YnJtd/HJT7rxEm18vBz7e2nAPEEIDA2HXxavrDFU7wN+C1XvsmsT0TL\nHGScpnkfo3fgsgAbKZ3oDafMIT75vOATIIKFc86JqreH4hB0BopLz8H71OuOZeiyKL5AZ0SRip6O\nOJy1hOaiPrGzIzLwmohAMyDXO67/Q/nGxWOnIGJYL6Pt4t/v4V/+yp30hr//6mXZ2KlJ6MhCHSSq\nK+/cQ75tGhfFhrYk30U0qN0Ct2601SoBA5ykGIEm5yme0zsHFiHtLKaE27UCx1opDE5tfj3UEYvP\nXpqiICmNiF0WosyJLPmIljuuVJwRTQN5V2sDR053vWyP1VXmNaiDEJ8WUaVCq1uOsXwM9DS0l9Ps\nl37vEwq+gAaIA/SkdBYOKtc6/CAwXdgcfmPcCJpL26ZOPh1ltOcVFXFmekKxDJOsCNApFAOvhRPD\no4C8RbHv/YiUQ3EHCCLOmnjboWgOHrhw6YCVrfB3oztERPSUq7bpG171DLruqu3CTmQ/C77Z3/76\n59KN1+zQ933TC5bXdrbGy61wT7lqm175ghvp5uuOq847lNUezRLx7ao4AWi00xc1hcnK9QqG35cV\npIOibqy5+ACB2HajeM6876jdEU6eYAsxOsVXecVc0cocZ/BO2iTFazwRbTK+SWKsshxnjeIEMjtu\nm3+Yty0HHMtiYQFemRvNErQ+YqSOWKUVfErsvkdUlf7YHvGy6JvRfkutniMDJ+vOCqTaR8+4tVZI\nHUNIo7dHYwsK17pUrOtvu1G+i3k3oCFAPqaHbYyS71w+gz5oNMUtcI88vkcf/MRDxe/Aitm36EVQ\ncVoJY2unnLhKW0WWdRS548xygMj2tTJ/1nLUWekfYicPL0eLMQz4XsZFe/KbhX3A+qys0zjXO77W\nix31sj+cT4lgwSgY27X5CC3Ic1O5eg50hupYM3BYfCryMsFz8WmFfn2Eej7174eAfKmUyS66spDZ\nYe72/UhH8Pqr2qRWjrM4arASxNjF++CeVGhco7c0HOFicvRdF1C69V28g2JPCXvN6W8EYtxBm3Ke\n4Y190u2pkA+j+vbzf/zxBwkh/CZIU6iETm/LcZ0/z+Wn/Eb5Vs3NjRE42uTiTvVuISwHTnMPrqyI\nM8OPn5+i2Zd7KDG2S8ZhInsVItrutRrwd2BMuEZSvGLszkAXW6cK4dYbT9Kn7ztL3/61t4t7ccTZ\n+u/I8rIVNPfS26+nl95+vdOlRN/2NfJd8vs59qh3G2yPONGp45vL8msWSfr5Ex6+AgW6wlfkjjLF\nGKXyPE5EfOxcPpixKDd16xM8774jGnakbBkJFB46xWsPIyCSCYR5xBl3bKXsb1/ff8VEGxnNDmdz\nRtNx0wh5qBlnGngH2Vor7USSxkI+ghKNThDC75hAi8uJI+dt7X5DiWZmon4lnxfWEf3h+Cw+aYtX\nLHk5XLV16munaopoAbSMNJoXQs7fej4QUu8rO3oZ1K5P1UYL1EwsSxyCHUmZ9RhOBEUb/e0Fvh/8\n6T90++jmOCs4DcyC3Dno4dcM6tLPlu1iBAcIQxDoBC061MJnjP/AwI9y/ng01Zwu0dhSx6rDV53O\nkJp4edK8eD6JIsqzqI/9ol1rOJWq5VtQjkCSKIkyF3ea8DH0Ys43drDp2k4e5RO67YU0POJ5gxj6\n2CbyJdl8ZJ4ajDgqZfq604bq9ns9WrhgJKL0iNMQaabJAkkj/6Xj012hfmmOs8KXLvkkrA7olJLF\nHjH1coSRYvo4nbR0BpZrxz6WI7vAN5YSXNRsYC7jMyK1xrjz5inEddvW5kjY4Ai171gb+e3BkxFn\nJAlcu1WzZCR/7yLq6I6nXy3ql5x4WAs5E3YRXgPSaEvLUQAaEvlWwZTKQ5Fz+Hvf8iL60W9/GX3J\n824UDqko4uxIgAnfIMLtCGiqG7N2XW50tnTq2IS+8y8/l77yi2+mL3vhTcozgWB5IiIhUYFl5RHw\nqXhWuXbbzaeWv59x00mcDwgjAj/MuqtPkdP7NtqeAAAgAElEQVRb3A9z40lgzoFGnqqJ+D1DSoM8\nUrFJiTvOxg0rY0o1axuf7LkN0aorbt3UHF8eSkkDJXYIjEvkI8U0siFxDGhI4VhGw8uDttX1WL2R\ncARGhPPdVAMd+bIAhfayybhdsjJdA5HxGm87dEaGyad2EzFNpfzEiDOBs2ISpG0vLYm8zp8NJwQk\nR6ccOzoO3cHLG1D1qEdzB99sZm1/5fVqD5Eo5dMep9Y+2g58kiK3quOkRutB7/BJxE9uTtAH7fnS\n7anlfFp3v9yU8bb4JihzfCjfLJzF7yju83JI0+Clo3lAtEhYax7K6FHQg1ztCnlHinzrwYpUjOVN\nIP9WtIGX8rFWL8NbV2NPeKo63o/HTpi+BO5H6UjkvEJv15qfl0SvigU0YWskft8BseAOOLEsZYHk\n3B6MgDNRvzY/VyT/BD6hAqVOlG3Y8skI+DTrC72a+Pz1qmOboIdTKJ/83sYRujXm4RUVcaYZVkQk\n9nTnTpgSwVky+X7BM6+ln/iuL6FTxyciISlODI8C8mTzx7bGwOT+oDsK8ITrqvi2N8f01M2OZcej\nhn78b7+C/tkvf4huv+Xq8HCAo3jDHEPMFutjVHSeCzdeM+RJe/4zriEiopfdcT297A496m1zw99G\nWKtAS+Awm2x0+9iHRkb9Ft7CPCdERNdfvUPf9Q3PozNn9+iFt11Lb/uTe7IHNAMeyu5WzVRtnKIC\nQsfWSqH/YAjO4XAAl08CfCkRTbKIs2NbY/ZOY4hoQye8h8KLOMtB7nYFGiqWFt/WMvxWUWoTkvyd\n0GBPKKNgoljwCXkdNIYxXwTvgDdZL12xlFEufn3v+bbVlhDRcOLWale0LXhPB2hJ6HMwF5oKDOwq\nCORhSEPl/pAHRHG6oMGt8CXSFNjMdFhYueLid8j5QD6/SoLwqCwcEqINY1LCBI4d0eq9oxx7nK/7\nKy2VbbnT+lvrtOZ8QwJ0cnBFikNRyDt8VmlzqXeAJOoEi7Nx6LAYDgfILjpRybVO7OLTX5djEfiQ\ntImijdPbZm1F1Po6qOAd14xur5WX1bYMjq2E0evImLwTDkmXH+4Nv/lxeted97FneJ/rypasyfMT\nq91ZthePbSznNjAulAoAPklE1LKysuWO4YvzD0qUPt/VLzB1UHxKseiPeEA4ZPNKRXwLSiiBLJJa\nuHDsmAufWK4bm55O0yBK1xTxidDTGQ98+JMP02fuPycxOjgSJbrt5lP0Bdcfp3MXD+hrXnELfeqe\nx3n/KmX6uovJHlxRjjNrQi5y7ECuqAjEIDXgmlNbah2R/LpSH2mwd/lw+XtnayyY/qjxIWCb+eR3\n7VwJC7j2qm36se98BRERve2D97h1j+Qd2WQ7EkxHi08pCnjqdcfpb371Lo2atHSceSBOcxVb5Oqj\n+F73mmfRb/zRZ+nbX6tvQb24N+SmO7E94dFMK67uveQ5T7FvMr6XjjAPJSrcrr5vNGB9uRpn47Pg\n+PYGXT6YLfH3Cb+JOqe72AYNhlToAM1+H9veYH3G9jEizQMvsbu7Kgx1a04uVRPnwzPRZFzb4osT\nwRYmpl7/xWRcaS80BhdgR5xF5cgQs42KougofEeKJ4IWzDWnktG3/BvIpOzQHwO/doiJ1p6MVPL5\nVrSXhu293DnYR/JQFV+gMYnPdzhJ4OPtBcYoK8rvUhvJU+/QUHLjGTVVvkEDH1tX8Ec5HKPJbO2k\nJrqf883B4YzOXZzTiZ2JWR8nKeondfrY0VjSheU4q3gHLSrZkk/WVs1aB0Tp2O9xYmRmyv72P3G0\nY9SdEPEGTu0QCyFPtYlmcAp5NBlGqOZT6nVfWfsCHyk0AvzufSL8CEv4/9h78/jJrqs+8Hvfq6rf\nvvW+d6tbUqml1t5qrZalWJt3vMjxgo2XAAabCSEwOMHBBJNAhuUDMx+SMCb5GMKWAQaGJYYZE/AG\nXmSQZVvSD2+SrH3pbvXyW6vqzR/1q6p7lnfPu1WvSiSt449bv1vvvXvucu6955x7lgxthaSvNAPi\nldhFra+0LPWiQShwDhunhjmHYEPCx5Cdu6KstCn2wtxee3Y5LwSF9r61mZjnZoHYWJzusmCFcv/M\ng/bal/0c1CrZCgcg8QUfS0UZwvyN3/6/+9qzSn2yfo4gTRL8+DuvATJ5QZ93Dof7EH5fXjQEqyNw\nTinO8k1B6Yj5m2IR7XTk+SGVSkNwM/S7OjVeFcIvbU9sD4oArTMlrprl4xtKFzgO7+9BA+fH4uNC\nUh6+W66Qsczyv5EHjg/25iuf337NXtx2dE/uHJ9d7il0ZyarIp5WeNwKrMUQM+niDxhxXloxzqz2\n9EE389M1PHdqpY0v2WjzhuUeV26KrJchbnPjyQ7PUvGK87fgjJd4o5ImwnWdM4256zlwURoTv0a4\najKhIs+djH7j188FS8m0CKaBKdaScPCY4B4nmFWnjKFCVxk6/dOUg2G6jLac9McUCgWJdSb3K3IB\npTwvApoilGR9DbjIWfvbwswYTpxe1TMOa/Wx57YLiVbeUJz5c+j3gTfAUIzx9+X+0/mlqMWZXGtK\nMz3hudhExijaQrTK3QpTT4mlWSo60D7AMQszhk+sfaeNEe0TL8QK4zF082/+yxdx/NQq/sV3XpXr\nDsbXmt/mDvA9XQrTEPD33z6ZW7//C/82y7T9Ldy+9of5z60LrBihqJVlvSzpXZwyhlnIioVfWElF\nm4dPszhTxsNUZFljYKzN6ED1nT7nuF1b0N6/+Biy/Y3TEZ2EXEVTluW4aht0Zu3x+dZRYXP6gS3O\nCP6Akr77T6esxKBlX4g+8nIk3VjJAWyX342LgQz4umdllNceJdAG+A9iDIn8K1DI+vgZwC56GVkq\newWtM3GuS5/9WJyV7e5fxLpUxld15JmLHNPQ/tL5O3G9jVPOIa0zVj7tJ750bt2F3/yfAELJAXyo\nsixzFkQfIOx9Lfh1mTDJXDVjbxj6AV5nhTFqZYNVZRnKOiKsD2PQBEL/zzBVDEozRw5uMulSQar/\nHBhrn7mpVVMitHLrJllvuDkabqpg0SzOrD7GrRXTPNimVPHL/h0z3b9nJ2sEBxf600Rj+MMY92yd\nxgfedhXe//pLUd83T5WZaULc/BLn9JhjCgRdNf0YjAYDr9EhDRza+1uNH8E4Icko0nnlgqQQgjin\npOHkrzvaXo1pyPu+8w3QPsO0cY0WLA0hifQ/182PD5pfn8P0RJW+a4zZ5IYbvhU4P2/vNV062A8d\nuhokm1eofk4m/jrKS9nOBUnRB07HlEzFF52hyluLtvVTXpsz9XsLdAsv9pz1ia+9PF4m1/6T0aVA\nHnqutFlzfw1dBFiKMkvJ49PNs8+voJVl+JU/+mouPqFw4NyDA8ZrlbynQvDswPNn17oIQvuZ1ibL\nOqozpnl0GmPhpr8f4En8pBJdy0guuLGy0SYt3mAXn2rBq1lYWH1CVJmDHYsqfO5G88AanbCCYz+I\nEAc5KLMs063NI+miiEIBCN4Jdhqk/mzzn3TxFuFP6X6o1MboWCgjI+lGrL3IGGd5Y77WaOHf/pcv\nCnymh5J6TOefo9p+xRHIcyIfqWY9lWf92bc7auR+Zy5NYz+WvAU/ePPP4SIoOR1qX/P3+TuDW0YW\nW+savGhxBkXJ4wmGPA6UBrE6Gf66EAwj67OgktJYUpKgSkaoALnhLLuDGE0ffOgrVtUgOHKYWf95\nP/DP//EVuPdrz+LVNx6Q+COtsYrA226/EL/5//09dm+ZAkCtLRPjQCuCj6cltw55S1EXHZDSwtfH\nVcUrrtuPrz36PM7fPYdNs+NYJfELq0QZmabUao+f6bK97YcX7p3v/ua75FTThFpkJA4VT5K7YM9c\nYD0HXDW9v4XFb4Gbc/8n6lZYwLLGSasTzhUIRksc8gG6kdVJJoDMEa0/U0y8nEMvsqyqOGNjxmOa\nifeN771yC/LsdHB4/Nmz3fIXHniKWD8613b79Rsg25DHXIZdNfMU+jF98stFXURihfcux65YaGhK\nFxGPRqMTZp4m3Ulz2pzLsFtlfay7wf4LCM+tLMu1OHMbOLrWUwynE4uJrX0vPi1Z+7lWfELGEXuD\nKcR0FK7QwbY4M+o3het29uO899t1sv3N0WfjtRTkBfbc2t9CY6gJOYWVPkWzahp0HxMOJD+pRABM\n4TsfJ7E4C9ApRyDjcRn7WySvYpY7iqvO2lfqC116SDpxgu5C+19owNsWZwpOo0+mW2EO0iJZkYvg\ntxRdVrQUjRfJi//arV+UY+nGWHtGaA1ee+xltFYnf1/u6Qy/R8fie1a/czTGWSLOZTmmkn9rI8xh\n3wrwGuFB4mQSazUIR/kg9TKE/03o1JpE+n74hJEIOV8A2IYdttVd3Ps+vKg4g2T+/EDz1Yoe/4R8\nzw8D8wNaFLGmis9fcYgh8jLQcSJPaYyzibEe6S1Mjw2Ob8DnRSAm2+owFHnDqPOS8zbhkvM2qc9s\ni7P49tx61W7s3TaNPVunBI40VTjuSHxciWIxBWHGRDuw4/psCtfG+wCwaXYc//rdx7rlN7z0IH7/\nE9/csAZjWTYTeSTFKqp9oaxScWR/TBhT4sfa4RBkLgNuODUWc0pj1PKYy1/83S8JVKrii3HoVBFH\nn/ND21777H04+xurTBivIi4pYbqXFh/0e39MP3Hv4z1rkxx8jz5zllhGwoEoWB37SGPMEkUhoSq1\nvA99oTdWCdRT1EkU2vd2TCFNSHHdPuTGjeu63MVtqfwWWFdYbKAISQnk/Xy60YLhW0fEV791HP/h\nD7/S/Vaz4vOFcV3BSptLXUT0Mc2zHNLaEIppprqIbHyfl8TCumyJFjQVohirplhbb6n4hEKC70eu\nZ90JaH0uwE+xSQm58XTqzP0evhK7B1mW5b5vjWGMEqnVytBotvDXX3kSjzx1RsUp93T5nCTRCaxl\n3TIK7Myxg7Zb+9OgwbNN6ysFXzNw6PMxFFUo527gMYEMVCHptylUtpXceQj7dNW0zgy29orEQJP7\nY+iD7j89DNF0E37fokPR50EVvPx9hMfQORemVQUfwcl4Fz6kOm+D9gVPrmVkXHnQZCjaGPrNStkG\n5hzbQxmd2nozTRHHDinRxvDz2DjjNh9QHM4xxVkx81kf8uKf+MAP1Jj3ASWGj/f8yEFdqREL3BUp\nhL8MEDh8pVPicGDHDG44sgPHT63gzmv3lYDPXLkDg6/8M7Xdg6NTboaGi4/DMPqYOEesmypsTAdV\nDqZM0JMJD4ofMM4xxV4iUyJr34TqLyOpxB3X7MPW+Qkc3DkLgDKMvI2CTyoA677iLEmINJM4CEVd\nroAQwEGtCWgFtSJWvr6w631//NSq8q48pK1Dn/FJUhXpwoyzEAhIfdRl2CncrmpB1kQgOUCYzmKF\nc//7ex58WiJUwK/h9NI6ts5PeM8cszqGGBfNBU4loo3f/q+//Dr+7HOP9OqMFPx67q86xApV2jrw\nlULU7VG3rOH4hPBOFo6ytPPmNdP5n6hYeJn8O28/6/BNP/9f782vD7pgSPllxXogp72qQtn7t/MX\nbYOmoOBlfd5z49RFKo34CBRJYLO63gzGmZN10vK4pzjji1EIirxuNgeCN2E/+MH3c9vXdZvO49F5\nG/rfzzhkWYYvLj6Dj37swdwGCkWWNkacrnIOXqqA9pSDorpwH6U1e/h9DrHCevu33obWGZOuNWli\nZIBU8AfdUzmdOTmvHcg8q1aKROKMK+fgU3/12zMAPpf/XAM6RpIGQpd42phaOMtWRsYqeE1rLLb/\niD5a6wKKYoyXA2eSExuiftnCcWrv55VNxVohS8X8H1wCIUckhH+T7vo2Qj4pgfagQJ9jFa6mErrA\nYtuAc0txlvM7n6CaZ2XWudULQbSrPytrCoqffPcx/N3Xn8UtV+yKq3wDfvDuy/Frf/YgXnX9/jZO\nr4/SNar8UHehPiYbG9k/edXF5eErsm4HBNqH4SNUD4T8lwdHyMBSqJaBksQ4S8IRwIqgI5u7o8J6\nVsB1kwN3P/Pn3Y/h1GujcchbS61AJ6uVBMcOb++WueIM7ECz3FE5NJu+66ejVj2JQ9VTdm6eG89t\ncjirpmf6zuagVuEWZ/TbJKGHbiG3afI++4HhSMSY0TFNHNASaZYYOsYUiMsV/txovulWGMDvf997\nHt5bYhXYr7huP8ls/On7nsCbbj2/W37m+WVMjYddN3vCc+837fTt0KOvNNuokpaNPqWGsG7VJ5Sd\nogIupHh7kYpRoZPAc/5S+6ZbZ7hbuQpXo+z9rVkC5tOJ/rvldq1aKxHFF7MOZfu71lghKDLcjv/A\nn/M+9DRnHrp8y0epxKbPY62pAODkGWYB6jXHFahjYqy3xzrwCyH7AiusNFLGzGKXOkPqj2mEMtJS\nNoa602xl+OIivRzQFWV0bfK1HaQrDzQ6dcqhYO7hhrAd665lW6DpwqhmUauBavkNVg7uBeH6dZfb\nuDEqGveouKtmuH7NbTvvUjC3fra/BV3B+f4H+5yUSGnRtvYM11/Ey0+W/R2PP9fiBXr4um3ID9HA\n6U7sBfxM4vxkjhyQoc9z2KLbCIMAFQGDxDnqCedcME55ER2I4ImN5tCwO5noU6xHVJki8rmVHCDv\nNouNwtR4T584N5XvitSBaPctVpaumg57tk3j1TccCLpCheCyQ5vx8++7EbdetUfgzBMgSgWOI/UV\nEOXjG0KVAkgfRmBxRpQ+kJtx2fg4lJmFpAiOkPVSG2GB+nzlJrNgy5DFWZyBKg8T54jw7ysGirbR\ntjiLH1Pf5DxNEzWOUAz4Yzheq1All3PYvXUK1168HeftnMGrbziQu/gKM5cB/B2cvEwvAmwEgvni\nQo/PaHHmUhUYAugs4dvxeZYNlO3d+CXHcmhQQVIwlwV4ks2z493y9ZdsF4LL6novFt9933hOsTjT\nGZssT3o2IFYI6pZzXTUtZth6v/cvkK/k6VonhNqotY+1yVF07PtscMFSsQTMo5P8WIPa2tDGzfvb\n0ff9H0h1GbC0st62PvEqELPIhCqwMeTxD/PWVkwfWQtofYz/jFWAiHkXYyQtXKcnenzl6npTGeMA\nPidtMjh6yx0rVli33h8oOUAGnF1p0B/5GQBepmPA+8zf96FDNQ89eQpf/PtnejX6cwB7L7D29Gh3\nLeN7OwZjEF23Dv8Dxyrk5yRvX0iRpVvU8jrCdCjam8vbGK6anvt9CJ9lLVUkrE7oXBKKte4/EW0y\n8Jmu6OY5bE1CuCwe8z1fYehiRBfxubE5CCtpeFbKWZYTasPYv5Q2hd6PjU+t8QGcXwvNc5EzSqxt\nYw5ImAgFv7W/xVyexMK5ZXGWs9fxCbjmom147NmzmKiluObwNrPe2AnhRCYsvkqcYA0nJ6hhuGoK\nHFxoKhnszXdwrL7G3RbWB8fnWye13R2Gik7AKNxR/TVZrSYDKwdpnBFpcRblOumki/FYLcWPvvVK\nnDyzhmPK3mC1cRhJJTLuqsluhsJ0Ix9ee3g7/vgzDwEAbrp0Jx54+ASrz+F7X3NJ77e8dgUtzsJt\n8EE7sCkfZDN63KxcCABeOU0TwWxKfIFYLlqbeH1M4BA9yGG81pst/PIffEXgjI0jojKzXrdsxssR\nl9pqJSF0yOu445q9WPGSWgghyWuT5amZn3kv2ORcZWS+9Ve4XEQxlydYZsiw3mjhP/3p/d31xelS\n8OeM7jgddX7T2rjezPCVbx0Hh5hjUzPoKpIcwMIn1gITSkJCg09jv/eJb+Ajf3I/brlil6eMpBVo\n9YswFnxzYKDF4uPu7OR9Q6iJdW0S4EBi9oguiDY4bF/ouVE/f3YN49WUvB9DF50zwf+Bf84TvvBZ\n9ZWRX1x8BqeX1nBg54x43iuz2vj+pgxa3q7damUiPpbb6Af5gQ9qiE75mHiQZRmWVxv4yY/eI3F2\n/na6MEveN3gZ013LVD7yD2gj8/bTfHwFhjR0TgbqzrK8bNPhPpkJFnKQFr3P6UcJbmw/rD76gWOD\nrJMtHVQr3ikH62I2en8rwGuEynCcnwwvVeawoOBT6I7vd359kPhEnRsVLq828PF7HlWeh8t59eW9\nHytn8NfThMpOiSJXEHxFZEUyplQNr8maVHaTFmcWTjkGcWMSgnNMcZZncUYHtFZN8cF3HC1c78BE\nymOcRdVWFKmPn2IYisUZA74Iy4YCvOXAQONdhbmScvD1cGTZkOgiAIUypQwIvhVElWWE7AeIUOWc\nvKUowGB364Ijc9BZ5/V9C+S9hZkxnDi9iqvrW1XGyHkHu9m/Pvrvj2GSUOsC6XbY/k2zPunAWC3F\nT3/vdXCuTYOkflXy1espaitkMfhCEGWWiYVuZUOMECizmSbMmsAppviGwpU+DivutPry8D19YhlP\nn1hWcfpgW7HICny3myK3wL4ibGqiirVGz7HyvJ2zuOzgZvzhp76J2ckaXnvTefi9T3yDNDeP2ctT\nSPR+69PSJ0dIKpSJtY/6Ac6w+4wg8BdffBSff4DHj6NCDxeCSEudHXepo1C458Gn1Vh1MfFjNCu5\nPN4ny9pWhjY+KMJ4YAy40OI9O3G6Hd/wE/c+jusu2dGtINaKlwtBecJ0lrUFIWLhhiJ0QssDW2Rw\nUOjC3w8caAKsVisTnQ6693f/6ZVD+2uW2QmwOuXnTq3il//gywDaGbi9LtE2WIo0Xu78oyz1LMtE\noHApfDOrPUh3HWpxFrBqyYCTZ2gsTqGwVb6Pdc+yLTL62M+4gtT1BjWaXWSE4nhZeT9XGQk9OUD8\nHh5+38cXgn5jnPG1WyQmrtyv+At0zoQCw9iPBM5YOhQ8N8cXRGePoaZYYxsStbi1wpfIzYOHtKX7\nKxtT5RzujMGDj5wshNNWkrP6I5VK1pHomLdO4oCUHSqahW1oXTi21v3q0lQKAdRVU/bJdtVkxchj\nNATnmOJM/72oX3seTHqunX5g7TywFFfDcGX0yZLTG2dqSsHH+kCDwA8hplqBA2ZQIG6A5U+RxMeE\nlmHQRQj4PPGNsYzWEIuziqWMtDHyeF88Ll3Urazjrpr6az/29qvxma88iesv2a4+j4oDEnyqgx+Q\nt8L67BLFsidxaDV71gka+OuVu2pyyJUPAqcoT30dAk2Yj3HVlMypQkteYytcgcsO+cTlWz31PqFM\nArFqYY1SdZGCMSqOD9CSYPD65ZnnyUCF9rdLDmzCp7/8BACapQ8A3nLbBdi/YwY/+303YGq8irFa\nyhgvpQ8dSx4jcH7BZFiFheuiAXvjhXfKUNP9PMOTx5ckTlKHZoGmCAm9x+CjELs2Qgw5VTCGheVW\nluVkuGVlaHHZ6Ach2tX2o8z7dwMJ+ZMqQLgboxS6JAPe/uH00hp+5N//NQDg7XfW/Sbntlcv0/dj\nFSBOqYODjGvbK7damVASBatzrD5lXYn9iHs18D4rhPTwk6e9Ojndh7/XhF/fKs+HLNOVLlwYFs+Y\n4CiFZzmPrQ0lqxnbSrZGNi9nP+uVrXM1/L7eRlYmfbY3G0o2mnKQv0/XqjYN7bhRedkKw/uhqeTJ\nmUNLdda1yC04pn58Qn+Ui7D8kleh+5mYM60BefVZ+GDLzxbvMaghhXP0bOJxhJ2Gw+yjU/8GOv2l\na9UY5QL7M8dvPTfGPNZVU+kjtcRmFmesji6vEzDfD42BpgQjoS1gr12JcjC6CsG5pTjL+d267bdg\n2ot75Md1KQqatrVsIBtBrOa2L4S0yLMTlo7OqrIElFwhMVB7CoCv1MkQNjkbxiYhhO+EZU0qASdX\nyliWPBa02AHKlZ0xMc4ANuc5726aHW/H+soBXyExDLoRWTW5gldZi43ONlUAn78/jY+l4nm/cUC6\n3weezU5WVSWQOLSN+jkDThUa4UyhjjfSOSSGqyYvc0FTCBDBHth0wx9XRYIFybDT53H4HIA33noI\nzgFHDm4W9c9uxAbd5MVBky7EulBDLZsUQTevTQbzGRP3SPs+1kKDM9T+47wAwYzMqDDO3xc/2lYq\nEidrs1BA6N9lBfczgU9tAysEq2RrN4d18gVRNkRskCHGmCu581zmHn3mbPc335091v1LzgF9bt4z\nds9Nz1WTKXUcW3v+nt5s0ayXnO4EOlGW5zanGx6OpIgF78xk1XvOcMaOcaBDT59YwjcfP8V+1ZU0\n/lOu4OVkxSFJgFazLSP84ae/JSv36c5xBW+8AsIUni0FrTIAoVeKGIAIOmPtCSxN5YceT5plenIA\nW+Fg7ekcX3sO7eSheTHOFAS9pSu2v2JB3tla9x+zNjjBe/ShqBd0R5+b1lKsvniPLXnO+VMvLvyd\nExfgIVrV5qAVyKIuxlQ5wvrpY7jM3s85o4rWL706mOyUOBanHGK/8g0EBD5IuvPLtqtmvFXdoHQW\ngnNLcVYwOUDs+E552fWKZOGUTEV5E1oEp8hOMQTFXSiA5FBcNYeoXe4AVUgYi7aE9oiMkIF3h9F7\nfkucMsVZGTj9+rgLHoci+Pwgv5NjFeEiLAXD/FodynExpmuvryqCQJiGNKGumolUy/CbIwsuPbgJ\n+7ZPY2mlgduP7u2rXaFnGjP9I2++Ap+87wm85sYD6i0wGdMirpr+35xxctR1NWXaRs1NJwuub82F\nLr++DJnJGMUyQtx604w7AkcU4zbDDsxO1vCuVxxWH49VpYJVWFaz55rrpEZDuee4IQBoQhDQFriK\nWCuI5+YP9DeZHMCwcoEivgcYdI1ht6bRuojnVs/870EFAqlE5mtFKee0z4csRxC1grrrbWZlZb/5\n5Jce996PW8umFUyBMeZ0wBsgeD5icdaSc2DhM+jGf57BtjjTunjfN3uuvrZVi732iXLR9WjkZ3/n\nXoG7935+mbwPNu9OWkomG/h5NmC/jtwfnEQaS1ccLCsXMafaXuR3uYDmzNyfXP4zjS47c9pODqCg\njFSMWQrdLg1t4HrkqdP4w099Cy87ugeXHNjUfY/EWAzikwoHroQJgSALxhvp33O6Zk9N2Sb8vmW1\nZypsGVh0CbBwJcoLqRiUAgPbqS9xAOqeNpsAACAASURBVA3Pasopcm2G0RWJl0rL1piH8XHQ5oTv\nd5J/c+x95N5qtqvy66PnsOb1JnhWcTGg4/IaqLShHDjHFGf67+ZNiwHjtZ6QsFbA4ky4ag4hOH8I\nZ4iJKg8fLT/luaUMQ8dlMnolqHlilH9lKPL8eWq9AMkBrBvMMnD666VWTQaepR1e0OML9szLW5OI\nPnBm+WVX7+mrTf6+Y7tFDzYCPIgnVzK1f4urM00SfOid17RvfTST6sj6Gs0WidPlH4Adhc/hA5tw\neIMRFYGbGeNjoufMJOiNMVcIp6lUfNH6IGJeCJTkbxZrz3HBlZczk+EOIkQ7XqAPRQI/p4nDes77\nEl34eU1xu6YWZ1KK0lDGuGqavHAOA59lwL/4Pz+rvE/LpvWC0h4q0/RK+TezlE6EUMQ7z+iaN3rQ\n+Kt+/X6be67nUdVLfFD6zNojyj4vk9OAz93/FP3Ir5/JUKQGVj+3ggEKWNYIurGEovCcFXG7CSkI\nHJgVnXPkHGoyV00woUnD6MSY5gtFQCYuZ4u43TzmWfQJsjTGSGu//1Oe22YePvDLEPA+yzEXiq7A\nPOpuiy743FJI9BMCgZb5+7zNYblC4GOLj6/99lpUkPh/inkH0GzvR2rcVmvPjuxzLw5nG9e//ugX\nkGXAvV9/Fv/5A/9Ioi+wF/gKh9g5FPul96/6uuAHnXg/NqmEOWaGYYrdRRufP/VJQn9wjvMeYVZB\nyOfKGcDP9SC/qNRpPbfKMr4iLcde8vPv04Qq/nmYG95nvv8VweG3UdNB+H0eqybyXDQQxibmiIG+\nFWf1en0MwD0A3re4uPjJjd/2AvgVAC8F8BiAH1tcXPxd75u3APgwgB0A/l8A3724uPic9/xnALwb\nbbr4T4uLiz/qPdsE4CMAbgfwDIAfX1xc/M2YNhdNDtDPLeqOTZN48vgS3vnyi+z3WXkYMb+C+JVF\nUjqOnL8B4OTpVZQN1pSVYeWWss13kPYUAW6hYDGzZQOPSRS6cegX/IDitUoa7mMBdBftX8DdtxxC\ntZLgwr3zxAVDi3EWnqf2ww+98xo8/NRp3HBkh90ABWIUZ4PSjXDVTOQspVSKKlSvZh5v1ZGXgODn\nf+deLH67FyTVn3Ou8NGq56b2xeI50D63mKLML/MYZ461wQHIQmSqfECFNt7mjGbQZc1tF+OYhIqw\nOONt5Gs5bn+zwM+42QGeWTmP4W9ppk0MiliImQy997eWcCFeyJL7I5/3DuRaRxCykXPELR21d0Jt\n5MAtKXkN5HsZ4mzwc1XQudLmwDzazLDi/uXYc77WRRWMPzTdpg2hJ1ZBYQpdYNubHtey+xx0LTZb\nGUGqzgHDF+LvnPJj0aya+TjDY2ZZT/HfRNgJ5WWhCGN1heZNex4kG0f7KNwWnd4GUn+s54zZPntO\neBvD70uFA6fbIB1rCowO0hyLM34VKxW2OfV1n/O1v4Euo//twPJqA1948Olu4hzNwjaEz7Hfiikj\n/fqkklx+Q8EaA/F95JiZSqDoM0SegTxciT8tiZOxji0xg9ApS5vplMVNFcDy4iHWqi6WTkP7vYqP\nv6/MkWNyBOffZHscQrH/+F7he0VoxkPrnlHFWDVV3EnjzowyoS+NzYbS7LcBXOz9lgL4bwBWAFwB\n4OcA/Ea9Xr944/kxAL8K4EMArgOwAOCj3vf/HMBbALwWwBsAvK1er/+Qh/bXAMwAuBbAvwHwq/V6\nvXjqS+RPaRludT/2jqvxY2+/upBw/UJYnIUEzWHg57fCt17Vs9Y5tbSufVIaPv354DgSdqCFqizb\nVTNRGCcfhrFHjLOA3zHWWkXhtqM9uti3fTrYySKKOuccXn7dfty24VLoW0nMTdXkzXSBOvfvmMHN\nl+/qO4mGL+Rba62vIfU+0m6KBIMc6aoZgb4Q+EozgB5CWoIIwSSwxVDErZALQTymWbPJYpwFGCGn\nKGAZOoUR6v2QZXwtOXF5IhmhXHQbbeL48vFr9dUqKbEKiWX0OGiXQdMTPBYoH9P2353l0my1cNo7\nKzpvt10rJc5YlzdbAcJ+MOrXgZ6DHciUPnCGnaPUBE/n2MuRQpD/vhWAV9GbRTOnUo5UBDuhQOBl\nv302PgunY4MoLIlYnYMKQfGCZhCdicM5SesV7xxqtag1u9ZnUrdSP6dD/j23OLOUhRxM968C1vFx\nCgkuDHMlszwTJJ2G2yzxsd8GpJtoAwCDv+OW3vydQi7FYi3Sv0UNZMzzz9W8BA/WGPZtcZYjTH70\nYw/iox970Htf/z4XB3/fVA6E9zM+po4NojZl5pHB6Yw9j81kX4R/4+1z7DnP/E4UZ4lT9p8ATrZf\nJnxtsyYl7Icia1mgFC/E0engYyrniMu73GuC89TBIWWKuDRNyBmk8Ytb5nveQ3dduy86NvsQ9Wbx\nFmf1ev0wgN9SHr0SwG4A1y0uLp4F8LV6vX4XgBsA3A/gfQD+a8dKrF6vvx3Aw/V6ff/i4uLDAP4X\nAB9cXFz8m43nP4q2ddov1Ov1Qxv1719cXPw2gAfq9fr1AL4fbQu1QpAfG4WX40d8aryKQ7vnCr3L\nqx9NjDOfSAc7YIsh9OpPHLZv6i2CfhIoRKDTn5fQR5FVxLlcmipjSP021yppsNJhTCGPUzSM2HQH\ndsziQ++8BlMTFYzXKqUrB/dvn8GerVNoNDO85qbz8NgzZwrXWVZvfQrhQZLLAL+daZqQeVprNIM3\nfKXQTU4deRZnHPz2WJlVgc6NYfE+CEbGsUykaYKGlw25WkkoI8QYNefC8ds0wTHEPHKhrP1b3B4t\nGbXw95xR2TQ7FpX8pB/wEwWcXWlgwlPMc5ksyzL8zG/+Lb7xmGcx6lmJaLQVq3CIPRNMS6GN/2fe\ncyoT9Uoq/TBmtF0uLthpSSaiXW4DvJB21kUL57zMhQ4n+xCSKaLXBftRW9v8/Vglj6roD+GwhKJC\nY0x5k6Ag5YCad7avrjcVHDFCiWbVR2m9wi6MrP0xjE+CGeOMtbHIMSze4WtTNJIVjXkWIJSRcXTR\nj4sved94Lr5ni6mY4oyd24wu+VoUZdHn9n/zXDWj3U9NxVqnrDMAX3jw6T7w904NbqUcufTBrfa0\n7Z0/jnVpEwoLiw7NMehjD2dl7qpJsmw6xeghgNJBxjYWyk1GmOIM4Ws1ci3KtR6uTxjDmPj0deR/\nT10z6aW/Y63Wzm0Om2bGun9XEke8SzS+f6ya4me+9zqcWlrH+bvnSAKedputMyOON4mBflw1Xwrg\nLwB8EMAS/31DaQYAWFxcfL33/DoAP+09e7Rerz8C4Lp6vb4GYC+AT3nvfxrA/nq9vh3AMQCPbCjN\n/OcfiGl4boyzESiuQjCKrJo+VUvLofL7zzcSX0gqEgcuGp+5iAbHwZlP1zvvottTBFKmUNAYpw6z\nUIbbJAdtM/WhLLrZv2Om9Do7UEkT/MS7j3XnTsu4kwfD2He5ACGRDlZ/mjicONVzhf7sV5/CAW98\ngfIV5bm1FdObEeDZIDXg1pdF9m9uut/0FGVp4rBOFGepNMV27E9TBgozJlacyWjmUgiKFLhbEn8+\nXkuFhWvZ4NP+o0+fwda5cfK8s4e1sgxrjRZRmgGdPrYFJNW6gJcHFCyjGbMOw5x5Re8VmiU5t1by\nF8/qywUCTpgWQyywiS7k02EHs2xDBCgfhOZNE/S4NbuNkkqi7OJc4iNVlu92Iy8yjOcF6JAZsAp3\nLe6SOzXe48fOrjQEnQVROmUamWTJ6UZcGMXub6xs7aeaHjDG4oy/L62OJd34PeT6C63NvL2Czvlz\nU5Em6wyBtV8aOvUNpYtXLqAc0Oro/U0JS67F/DbnJwfg34d5WGsMO/tNwTtBWzGnttH/O25MxZxo\nDQoRGuy1wb0mLLdC2xI8iC5MNBtlntyJKNKcEts4iI96ACSOZ5SUFwW0wj4usAw6NxVlkcpPgY/V\nV2UX8IlzBAdXJmr7E4fJcZol2a+/k4Wdw7aFSWxb6LSBdyKIbighqDoQrThbXFz8j52/6/W6/+gg\ngG/V6/WfBvB2tOOQ/cTi4uL/s/F8J4DHQeEpAHs2nmXs+VNoD80e49vCkBtT2Dp0S4ZRBOcP4RxF\nTDXOdEx4CRQ2M4GpHIThx2UoC4gQZDCXZUwp0cJrjFji0Gp6UlrZwOqUSqchoFQYl6JMSh4QoSHM\nvw8dzBhnfbTI1yFUUofltQZ5zse07P0m78DMs8bk4I/JHdfYWTu5YBerVAIoo1VJE0JjbYszKiTR\n/SM8S9rT0J7fNoMPVIgCQpDB8K81msHnlTQp1VVTA3//WFptkMVH5jTH7aYTCBpZQYszo832mIb5\nAsnHtf/XdQ8PMLNZJtMDcCHKOcnQhvooGfg+1kbo+wx47Jkz+MS9PVZsUIsz2R7ITrGyXzQVZ2r3\nApIllyuV6mMVrpagaLn0RStAmLLPgbXZOXJBcXj/ggyeHcDp2KRY7wNS2LYUFgKnIRjy/VNanPF5\nNdYFq8OxNopg/WzxOq3NwU5KwhMuxOwLM+tc5KFhKZms7wvNYd6ev1Gdox+YCWW6iizknBmRyka1\nzcr3xRVnxlrmShhGR0XaR8eM45TrwI/7xveKIji5Ery4lV6nTOuLtW6XZyCNccYvmHjCLD7Gon7Q\ntZUk1CusfXHrP+du2rL+WF7DOsetS8BYHp+zn5VKgjPLvTAZfAzTJJH7aejMcDI8ydmVnpwy44Xx\nyG2jUH7GncNlQplZNacBvAvA7wB4FYB/BOD36vX6tYuLi38LYBIAjwq/CmBs4xkWFxfX2DN4z/O+\nLQx5hyU/1KvVVARXLhPSCsVXYy5xw8Dt953XPwx8/pgmDpgYr+KV1+/H/Q+dwNvvrJeO03LxqlaS\ngXGue3GQJsYrGwtXP0ErJeCb90xbedD3zm8deThNXOljypU8fJ2U0UcOmhDRyX6Vpu0+dgT8fiw1\n+VoLxhxzg48p/75WC1tUdfoYAyurvQNofmYM4zW6rcuYhgl5Nmgfcw/pguNXrab4t997HZ54bglX\n17eaB16tmpoZeUj7WJbMNKWBoTlNTIxVCPOYJOz2Lcl30QYAl0izdn8cnHOoesHzXeKEpR1fe5aw\nzt/n4+7vXYBcO+PjFRpzwrCMTBK59r/71RfjI398P15y2U513k13Vf82X6EBcvmjrH1tfwqVi9AN\n+d4Y4y6deYHz80Ik8Bgi2vtJkqCS9CwhNYUMoTMnb9ZtuinexyR1+PGPfJ4IjbHxUa0xTdOE3Gyn\nbO1xF5IiSiyRWZnwJg6VChtDtlZloo1IujHosFq16SoEQqhJnaC1NKVjWKkk+IE3XIovf/M47r71\nEP7ss4/03hdKGwouoXTjBB3SeXUAxmrh/c26zJVjwscszEMnaUJj7Fh0k7AxTGkmUpGExzFLRoVf\nC8Y4Y4KlA8SYij6zssikHEmnVYM3SpnXQ8r3K0sZmYCtXSqXOL5W2X7GLSc7bQA2lB3KOuHnsOiT\nMaZ8f+zsTRmyQnKUud8x83nOq2h98sElEHTN9zvKy2hrlZ8Zhixl7Ff8OZfN1DEIgJwTuT/6Z1Kt\nmhKprFpJSBv4mHBIEkfer6QJqlV60erPi1TM9XEOW2PEypxntdYuB+uMGq+l+HsvFvGJM6vknWo1\nYbyKHfPbD4fyN199Ej/yliu75Qv2zpuyAueRrT6OjYXPhMoGXaw3WjiwYyZKDipTcdYA8Ozi4uL3\nbZTvrdfrLwHwPQDei3bSAK7oGkPb3XMFAOr1es1TnnXeXTK+LQxTU7qebYwJmnOzE1hYmIqpOgpO\nLlOLkLm5CVIeBm6/jxNMuzsMfP5YJ0mChYUpvPeNV5SOpwMzM2eCzxcWpjBVQKsdgq2bJnv1zU8G\nbxGmpsYHHtfpmR5d3H1bHYsPHyfPK6nD6salQKWSlDKP9X0LWHzkBLbMT2B2htIl36zn5yexMFOu\n9WCqCLcdJcfEeI30cXaWtq8InFiia29iUjcRBtqb/SBjOj8zJr6fZ2s9Seht2cxMPN1cddF2fPwL\nbcFnx7ZZHD64BX/xxUe7z7lQ4TMFY7XqwHSTt6+maTGanJudwPl753FpQXwLm6ZIn8bHw+t6cnIM\nlbT3/tTUGFq9M1zMyeZNU6hWe/vl5ESVMC5tRi1/8VfSBNPemFQqKaane+skTR2h3UrqxBngvw/Y\nLqx8DubmJkn52KW7gN/+u255hq3bzZumMeb12RrTiQlJN6+55QJcf/kebJ4bVxnFySm6R4+P9XD4\nCtwsy9R12WFGK5VUXft8DPgY8vJYzaabYH1TtDw1NUbOhKlJmozE3z8nJscwxpKv1GoVVCu9W96x\nsQq5/ufvV6spJiZ641SpJGLeLEU9HzNOF355dnZCWFrwNiWOWsBa+KanKa1MTtZQ8cZpcrJG1voE\ne87PJA6VSkqEikolJXRXqaRkniuVBJMe7aWpwxSjRQsnpwt+js7P03XD1+rcLP2+Vg2z6ZOMziYm\n6JhNTtZInycm2ufoHTccxB03HGy/M/Vk93m1mgpBzYdKmhC6q1YSTHljmKYJoZsMwKZN06QOTmfj\n4+E+Tgu6oeXZ6Xy67XxPFe9hoWt8vEoEqcmJGsbHe2tzfKJK5mVsrIKax2PXqhWRWTgkmCXOif3Q\np0sHe3+bZWcIl2s4cLqcY3sqfz4zPUaE5ampMRqf1FgXtWqFjEGtViF0VqsxhUctJftZrZqK/abz\nfW2sIsYDoOeYc3JP52ubP5+coM97Z5SUmzReZ2Kcfs/peIrR5eQkjTVqnfu1aoVcio2NVYmSemys\nQusTZwYtA/aZYdEJP5s5b8P3u9j9dGZmnCgLp6fGSRKw+fkJJJ5ryczMOKGDsbFKUDk4VqsQupia\nGkNlzcvwOFah9dUqRKausjMEsNcGp0O+f82yM2Fhno7hwgIt8zkV+NiYzs1NEllky2a6X4+PVzGx\n3mOaZ6bGqCKtkgSVg5VqioTR8kuu3gtXSZFlGS6tbw+2FwDmTq+Rcp7c0YHN7MzR1usv/dAt+PSX\nHsed1+3HwmxxWbZMxdkTAFrst0WgKw89BoCnnNyx8d1jaJ8NOwA84j3LvOd53xaG02dW1N/9eDcA\ncPr0Mk6M27F2+oVTp5ZJeWWZEsSJE2dRNjQ8V53mehMHd83im4+fGhq+5aXh98mHM2e4QSKFU6eW\nsLYyGLnfeMl2fPzzjyBxwP6tk0HT1OXl1VL6/FPffS2efG4Jlx6Yx5e/lh94tNlslYLvfa87gr/+\nypM4dngbnj5J6ZRb2Zx6fhlolBuvLuOxmLw+rq6t48SJs0jTBLOzEzh1almsXQvOsj1gdSWU4TXr\na0w/8Lar8Kn7Hsfrbj4ovl9h6yJ1Di3v0D9zJp5uXveSA2g0mjhy3iacPLmEqy/YRJ7zMfLncW2t\nMTDdLLE+dWB9vVmo7tOnl3HiRHGl9qnnl9Dy+rS+3gi8DSwvr6HR7NHp8tIalld7895k368sraLp\nvb++3kTDi8vYamXB+G3NZkbGpNVsYdnb4xvNFpaXevtVq5Vh6Szdv84u0bLl9srnQJwxrL4zbB20\n56mHo2HEoVxZXlfntgLg+ef1+6xTp2mb1nyX4gzdzKYZgJNs7wHQtUJbW2/guIJ7mZ2jS6zPvNww\n9q6VFVrfslEfLy8vr5F589fh2TMrWFmle8/aepO8s7bWQKNBy75irtFoYcXbv5rNFlZZnc1GeH/k\nY8b3R58uTz4v56TB6nfOBf2Yzp5l+M6ukNeXl9bQ9OZleXmNrPWV5XVStvb/RqMJXwfUaDQJ3TUa\nTTIGTbZW+VougnN5ma3ls3RM+fo4zdbFWcbL2PjW6Rgur5E5WF5eJ+t5ZWVNrN31VX9MWuIcpu3J\nyLkpx4yWW015jvL9x9pvOJ1y/nJpucja9PpkuNqtrTbI2l1ZoWO4urKO9UZvzNbWmmQ/aTSaSBxF\nEhrTLMuw6tFllmWyzwZd8bVr0Q2fA17m8tLZs6uErvi6aLXstdgk53aTfNNYZ2O43sT6Gh3TtTVG\nJxvteeSJU/hXv/LXAufqqn+2OzGmK4z/43s+36P9dfZLv/1F8kw7D9fW6PfyjOJzvEZwFBpTdkYk\nHnGvrzWQeRtgewzZmcHGoBWgGwe59jjd8P2Ly2b8fYtOOS905swKWZtnl1bJmJ05s4L1BuX3moyu\nQmfU2noD6+s9WbG91imd+udss9kkdNRqZVhe5mMa3nA4XYgxO83XIlurjN9rGDwx3x/PnFnBwvQY\nnjvVrvfsmRW88ZZD+L2/+gYA4PlTK1hd88+QdTJvzWYruKc2GnSMLju0GSdPLuHI/nkAxfQDfH/j\nY8bh5ElaJ8dx4sRZTNcS3HXNHqDZk1WKXPaXqTj7LIAfq9frbnFxsTOEhwE85D2/CcCvA0C9Xt+L\ndoyyv1lcXHxiI1HATehl7HwJ2gkBnqrX659FO1HArsXFxU6AjZs26iwMeQuU6z+azUwwhGUCX0Qc\n/zBwc8Hrva+9BL/7l9/ANRdtG2pfN5APHUeIKQHKmdNqmuDD7zmGDO04ASHj1KxVzjzu2jyFXZun\n0GpmyFh1XMNfBr7piWo3ztSTz1EGn5vJN5qtIcwrnUfSx4z2sdkHfh4HQ4uL4UM//btw7zwu3Duv\nfs9voZPEteM2bUDWiqfTiVoF77izruI7dngbjp+mhySJtYTB10XeGLYK9iV2bTabLUIllrNYq5VR\nZjTL0PBvadltIA8EnTilj0GkNMNX232vV1YDGbOytZ8JjKxCftbx8W2yM6jRaEXFhMj62NOD554D\nOoOQZRnWFMavsxW0WhnW1iVuPmYcX+yYWntFkTJ3RepAo9kS+zlY3DNOI1lGPVgzZGLeY+NBijEL\nlNX5Zgj9zKcqPkGnNn7/kyxjfd4Yk2C/xTjm00WWgcxLlslsfdYq4fPK+yQuMow5KLK/+e9kjO60\nMQ2tXRl9T77RYvtZS4yhpzBW8PE+WxittcbHXBtTf4ysGGft9+kY+p+0MtZohQD9n4psrWJMSAXa\nGPDvbRw+cDoU9fPnfD+N3GzU/YyVQ1VmWiUbwDPuaW10yhhqbQqV/Xn8+D2PkmfamuLfS/x0tVn8\nKIf2/uivvYztXyCDLMZY2d+CwHgZrc2h/RWQdGWtRZNOWTmBE2cGp7PgpprZCQ7IWssYnUGOgbX+\nBZ2wPlvJnQRvY0ypNoa3H92D3/nvXwfQlvV2b+kpkKqVBEsr+co4B6OPGZ3HKy/YMnTZzeKBB5F7\nylSc/TaAfwXg39fr9Z8DcCeAu9DOiAkA/wHAX24owe4B8IsA/nhxcfER7/m/q9frHeuznwbwswCw\nuLj4rXq9/ucAfqNer//TjTrfAuDmmAbmZtWMDOQ3KPD6R54cIHXYMjeB7/uOI0PD5/vNR54F/YEx\nhGUNsR+MM0Qnw6ChUGDTYWTVFHRqpJQvByeLDeD3sQSEIvbAsBc7gwXmYmJly+kXfvStV+LL3zyO\nu67dh//j9+8jz3gslUEhbwiLLvvYKUhYQNxBA5RzxVmtkpB4MZU0wbrHKVlWNXw1pmkiY7PwM8cI\nbh1LFg4O3/2qi/Grf3I/XnnDAflcqY/HkykbLj5ALSF9d4vE9XBmGYhik7cpyyRj6j/vlcUbpGSN\nqeQLjDIPxCzotPd3Hvk49rcVaJ6/L84Io5NR2beURsfEcTLrB8CDW2t9EtkN4XKVPa77j/8brz9M\nN7HZWAedg9jv2x/RCkSwfD/PkDJH9EwwsmrygOKOD3FG6iuiYIlfi+y5sX+2v/H2GyucjaM4nJPJ\nAuxkJMXHVA2cz96xxsCi22go8H3MOczHzLEanAvTvraWo9eWeB4uSwXKYPtbkTEiceDM/ZknApFJ\nKyTd0gaKcyvYPhm7zxrD0P4N9JGgQbSJQoXF4mvHyvPjVhp8r5PJm3yzZREnM3GkFVq8L4tsQnuH\n9pzHQJPJUmw6I+87h9uO7kWaJti1ZQrVSoJLD23GZYc24+zKOl56+S780Wce6r6fsj6a/KLjFwnx\ne1MsrzEMmbgDgyrOukOxuLh4ul6v3w7gPwL4MoCHAbxpcXHxSxvPP1uv178XwIcBLAD4c7Tjn3Xg\nZwFsBfB/o22D8ZHFxcVf8p6/A8Cvom1l9gSAdy0uLlJbWauxOQe4lbmqdGD1W5n2ykY5CkWd36eo\nG40+gY+gHxsLGM6chqosSwESAjKPQ0DHxyw25XFfOFk5YQz9oCDiKYSY2YGxSeCxYwZlzPKgvm8B\n9X3tPM5hBnx4dBp7I10URDrwAswo/94HESSZJb1IEwfq8AFkBRha/3uqgOCB8ZV06ZF0oTGz1x/Z\ngWMXb1MDbzs43HlsL/7889/G1RdubbeTJXQJQT9rv1pJcPPlu/DJLz2Od7/iMB5+6jRrURsyZKrV\nUqdNGfTbxlhFWXTKdqOsLiUmDHcgy6RljyYsU2Wmsh8KBUaYjkTzjDGh1qnK93yMDVZGNkcKCEKw\nC4x7NzNfYKvhGc+C9Wf6NFL8xdd+sTL9PvYyRVPqkLLynAOnMwv4CcLpxG+zSjeGQli+T8umQlkr\nu/z3BT5FQRDMPMoI14GNkbI2NZyizR1QBtGiG3vth983tlOhyCoiPIsxCeCUe4Gy31jnImmfTXdh\nXimerxftU4oJG0O+v4VAmyORUZfsBS6sSDNwtnVIXGnDmxAeM4tuBU7RhrC3TzWlGR+14P3BPrI2\npYmDY0qfCuGVWAIGhc5izwwxJqxoJR+IpdMOb/Gyq/f06nAOP3j35SrOVsat6e0+cqu8WBi1kUMI\nBlKcLS4upqz8IIBbAu//OjZcNZVnLQA/vPF/7fmzAL6j37YC+be8QmgZBEkB4PWPQpHl71ZWBqMy\nIPbGcVAQwrBQnA0BJ7u59ns5DHyhQ3z4MyqVPkPZxwKMTRn45qdp0MwgM1tSB7/n1RfjI39yPzmU\nOiD2niFMZOxtVCzkHWijMDQFCkyT8VzL1OWnH6+kCVZdz5/WFNQVJicvG1ineRaDbqVszztDcvd6\nB7z+5kO49OBmHNo1J3AOi0n549eXTgAAIABJREFUrrvqeP3NBzE7VcO3P95LFpB4QlWWAU0ltkuX\njnPcS0xB0Hhu1Rdrmc4VFkmRM5EpwhLk0wnTBfReCrRZoosQWpQmc/IyLzfEnBQQnoniiyvNjXlQ\nFG+gQ0zqyzq+n/lNjlbyWHRiK33C36t18v3F2D9iM0AyMjUFOwvilZFxz4H8tajjkwqHkJzALX2k\nAqTYfpH3fgaFTgwlebwltjHGitaHZ8kM12+sddZpqeSRG16cxZl816Yjvi6C6Oz6lfaFFE0mPifX\nOqcjsUcLOgvzHhyk50nc2rT2OxOM/bVaScg7MjtrAQTeWVepJMStL3FAhVmwkfoTmbUz+mIgkt+L\nvoDvY6+Yn+l5yzx/Zo0pziw+wlH2oY8zTe5v1gfxOIpCma6a/+Ahz5x/0FuFWBCCVWRK936AaMRH\nYQ3lKVlGoDcrcPtWfp85o+QLQ0MRPEUfif9F6ehMYb50jMoBULIw75zD9EQVZ5bXcdG++eCwlTWk\n112yA5efvwUTYxUssUCsXCEyDLrRFDl5z/pDIIsZiivMB12bRdwf/LZwpkNae1EGvZ0i3hbMfHz+\n8zRxcp7ZHJgWZ/noujh8WDfiNzi0GUzffZIyg/aY9gPOOcxOtZXXkqFv15q1zbEEdOa5Bd3931JY\nSPe1uD7K/c/eD/NczXXrLUVplNAfQso7zR3M5C0NBtqyOIt2YzTGjAvPfFAca3S7fZ0dR8Mny0HB\nTbM4M+iKg20NFW6j9b3RPEknTAGhEQW3JgjeJ4GNmZPq0mh31mhlZIE93C/z9hU4c7hBP1ekSXdV\nuqcLpY2hjBS/GT9YYxg7ByYIuo3kXbprtVOk5yzf/3gb2esbOAug9L836EgqkDm+uEHTlI28fZwX\n4HQWrl+5THH0DXnZYq2NAD7jDNLaLC29Ob7YMQ3/UkmpMjJxVMbWzgDePv9irpomxMLdgblqOkfk\n3cQp/F4EnQKaMQ/f7yxXTQOfoezUYMtcL+vk6noTXPy06MY/ovuRc6QVXuS5CODw/gU88PAJHNgx\nE43fh3NLcVbQ4mzYFmCcyCsjsACj+IbbP4DGOHshLM6qlQQrXhaQYfSYm6r6G8Mo3BjLjlVlIZTr\nYvh0lCd4DgI//OYr8Ln7n8LLrt6DexafyX2vzN5NdNOoh/eaUZgjcyZiUNCEpqaReTL0fbGPPMal\nwK1zFji0te/9X/qJ50AYN8PiDFDcgkLCvQKckdoyH06tvbQqA72SuB4FYgANClIQbf+dozfrtSkn\nxpmlcIhWSHAG33Cf6JneZN0iiavkK6G0TnIhCuymHC5skaoKNeE+FnElIm3m3w8oIGh0FHyFCc/O\nwCmEbU3o837K2CtZVgLdGEqc2BhrGkKuFwsqfZRBp9aQxvLmYwpbASHw8T4b+40Z48xYmvydIjoe\nrhgLWvYodXKlTZBO1frYnBhy46CWimZ9yvu0j8a6gNLHgOZMV9LErkX/jNH7EC7H7acSPytrah++\nVsk5bBMqfcWJPnM3RTtGWQintLw03V2N92PPDGsOhcUZ47/SJJGVsPr9i7k0dUhIAvCMhCLi1qht\n1804uom1brfHdLAzSoPD+xewc/MkTp5Zxa1X7sav//miV5+TlTLYs226+/f2TZMmPg6xFv8+LGxY\ny33/647gbxefwWXnb4nG78OLijNIIuQuaWWD0C6PxOIsYjMuAXxBbhQWZxzGqilOo2fdM+y4dY5p\nzoYxxKHNdRjdMwWAEfSR32yXAfu2z2Df9vaNg3YId+h1FHHxRmHtasWqGxyBhi8rnhRkwOYU6Q7J\nclkgkLTf9FolFUKQpRT030+TJGjtxJnb9m9xa02cYYbmi2czBHiMM1sIGhT4GHTACv6fZVmhGGdW\nHBBbeOZjagiS4IGZKQNNFGc5OAkvoAiOwVhWrM3WHDkU6BObFw5SATIYZTjWCCZLb4wxFQStjoZi\n/gB0P+SxWzQYNNg/b3AZZwIlO0U4thRTwo1Y0gUNRRGgs8y+fOY878DKSGPMuSKskMUZU1qTMWX1\ncTIULsUWMsdd9iRdB2OgId46KjZmrFAmgjaxiALE8UERaz2f9p2Cw74Y8OvnDYi3Do21cbCtsySP\nG6XghTxH6ZyEY5pp8b5CODVeRfJ/vGzQbaTPXZI4gdOHNElIRsVqJSX7UdsiLYyOew/xc43EJXfh\nWKTtOkII4xVjwl3W+N6CIjx0JU3wk+85hvVGC+O1SpDuNLjygi14zY0HMFZLcf7uuaj2AbaCloNz\nDm+7/UJ85stP4N2vPAwAmBqv4iWX74rGzeEcU5zp7OrILc4M/MOG0SQH8JjREaTV5IuKZ8obBvgo\nYw/0QfEBw8+CJ8yDR6Dg5QqK0BiXjQ/YCAS/oVQYFT4fRoGTCwAD1y8YG7TTuxQ0OeurCSTNvF0D\nuUFk3K+2H/pHRa2aSEExxFwq64a6vGXCWpQrM0MuyxrErs31pnTl5LeowwY+pl3FGLKgkiaD7qop\n4wXGCUl5+PLKuhDklVkbLCWUA3OXhVyr3HqAC57MkDHMEBcQgiywFBrm9yETN9iCnSbMGwjpmDnq\ndlNEIWsrXGk5Ns6c/N7A5/2r1ukKKLKYxZm2/3RixmpuPoS2YfeZ78GxYyQUb5HCt6XgddDiFNHa\nuBiXt58BOh0LnJyuydNM0qH4PnJMDJ61iMI3Js5RuwY2RqxCqdRh5UEuP8SYFihHnhkSf7g+Tmec\nbooolEOXJ9VKElT4am0MujFCU9qEy5aHXcy66LxPAs0rn697F4Nj1YS0uZImQZwOjl60Ojkmfn1Z\ni2cRVvpcYL/xwQr2P6glJoeiirY0SZDWko2/GZ0GqujQ5Xe85GBUu0JtLLLfvOzqPWps6UFhtD6C\nLzDkxX2Rt/WR3GMsRGvcBwd/Ixh1Vs1RGJzxNTRWG4XiLJ9pGP4ID59ubCVP+fgd+VuxLigbX+DA\nGQk+44AsBScr+/NYRqKQPMaruMVZfJ9X13t7+bix1h1ANBUWIwdQAbpWTRX7izCXwC2NuKtUSCHS\nblPcWou1Ilxbb4rfFrzgr7ar5uB0Sm/WmatmIIZZlmXItKyb/Bw31prt/mpIqgoNCPcur8itehQV\nDcnmKqxaoAgRnOFmdBbrqhmyatFaPKiLiCrIKQJ6bn0In7VC+IaMA+fvga1WNrDwXETBGoJBFSAc\nhwM/1+T7wuIsJNw6uYdyN2SLx4y3/qTlqshOHV7bXPgtEjybK73Haz07A+7SK9rI5Uhn03FozNuu\nmsYZETmmahtI2VjLYu8x6hfCteZi7HLL0Mqm9SetX9t/RBsJPvY82pJHcg78B7m2XP77Gg5mouZX\nV6smits2ed2kKw7WJZ+liLPG2II0cfBzB2k8rB/Mf6yaYnIsvHZpA4FGo3fWVdJE9MG/4GpmGYvp\nnZXgOsnKkYMUaxVdrcTLAUJhG4GvHxjwjq9UOKcUZ37MKx9GbXHGB30UcY2oz/Zos2qOBBi6kVic\n+X9zZnwIYxxSZA2DhMRmPpKdi/YpNMalYAv0cSj4WDkmm1nfOAPM5jDWabcPG3vO1x49iY997mGs\nrjd1F7w+cCyv9YJOTI1Xwy87enGgKVDe//pLUasmeN1LzgNA36+xmBnOEIIA7vbIFSh0nqtpwlwJ\nJKM2qPsYh+kJOWZzU72Ms5Z7fRlUI27Cu7gzXUmz8X6WQc2qKaxYTIuziPZBESyV76WQ4u8nVBDm\n4By11BYxzpyxP3AlEZdT+etQMgUGPlCtAIXiP4AQilIMbI83lGbyTFCyZhogAy33ys0Wd9XUFGlG\n/YYwbr0f73In6+MXTtzljQNRHmbhMXKs0Y5dDLQyez/icXZjYwBx/qqQ0ojtwUF8ABG2HYA5LyP3\nmeV1UqFUaLM5gD7u/gsiuUB+89UfLKW68bmJUFd6e0XTqkbj51if6WbA6Hgwq2Ht+0EzQlpQQD8r\nzwyPNosoQKTFWq9craTsnFUsI2Pa7OKtn0yX4gJ0w9/3LzY1HnbVuxgcq6WYGO+t5bX1ZnC/cQDW\nGr3va1UaaiOD9KgiFmeI5+sradgLIpZPjz0z+EVEEaAXC/Yl3aAg9pcQKzTUlpxjrporazIgMqDc\nVA/bJS2SsSoD/Bv60QQgH61Olvep1ocGPRaokELxV4ZAQ8H4D8NQuHDm2bo9KwGkFYp/yA+jjxR4\nMO7S8bEqxZgOxVeTFqOCzxapPkcx11GS/fRv/C0A4PTZdbzx1kPK9/E4l1d9xVn4GHMIJwcAgKsu\n3Ipf/mc3dwVI3zp5vFYRQk3IjNZxHFxwddTVoFalzO14LRUxiWIUdUXg0kObxW++AnJlVb9kKhO4\nBUjPVRPq+HZdNXMs0ixrBBn3yRC6DMUZh3Zco3yhwa8uy3R3VJ7mnjZByZAmhK4I5tLJMbCsBbQ6\naLmApBj8Plyn42VXQEEQGjOnKc56zzOlzbG3+WYwbuP7Qi5wnA64oombmTCgii9pcSYz4PLnnuCY\nZbZreaTClVfH+SvRPk1By/abIDhgyr9ccI5cxjYaLcWaifFjAV5GQcfqs2NP8drk/peLTq/AeCzb\nSMe5kBWfWMv0Fa6glUoWo5EMzDPA2O8spbYFpvsrHxPH93hjrwFXYNA+1CoJdTvkbXBxmZjbGSVZ\nRkfjnIx1O1SQivctD6ptCxMbyu32JaHP26w1WuE+OqpImqhVcGZpnbzjK7paLKZjS7E4s7oo9jPj\nDLEglk4rfVmc9f7Wzu2yIUZpPmydyjllcbacIwzE3mIMCqMIss6BbDQjiFU1isydQfwjUNzlCUXA\ncCx5LCZj6PiMgJTlIO39mbDNeCg6pcABNYz+ma6aQ8ApFBQxzG4BkAx8+79cL/DpLz/Rt992h9Y3\nzbbdCdc8xdaUYj1F2ufCFmc9HIn3d++dmcmqKdQQfGCZSxkzyz/dOj9B2jQxlkafSUUyMx/evwAA\nuPjAglrfhGdhsbKuXzJ1oIy1oQkRAIBMd/PtxTjLcizOLOaT1WfsmrEecg7yMoNYD3jtyRTtoINk\nYM0kEv7fQgizGUgr7b1f1MY82iUl+FR/PyToWRZnTH/R/c2v34xxxi+sjD6arpqG9lAqpYLo5Bwr\nY+KvbQ1ojJ4saPXmwGk5E4ozzXX85dftBwBcfv6WaOFZXkwy4T1At52y/1ORwPnb5ie65fVGUwjH\nYbqUlkQW7dP6tD2W04lBNwX6mF+78gPfTwR/Zq9uxwp0CHkIA3nhJCzIDHzcEtJqYmz8LgvMOUQ4\nA2MRdNw939+mq5VEjJmVZCLYR6dYQ1n7HStzy3BbbxauP00dbj+6F0Av3MR33XURdm+dwt23HIJz\njliPrq03jcXo8MobDmBuqobzd8/hvF2z9LIZMi6myEpcIAEV6YNhLR8biiPGhRnoT17mCt4QxjL4\nxZhLvGHrVF60OIN2mzbcUZfuEUOeZaAb2FXDPwwYhXLOB+GDPmKLM34LMwrFXdlB3jlIJU/kdV8/\nOEH7NOwYZ9pt1lDxMRhF3DjprpCPvwzo3EByt8ws0xUeRcb5p77nOtyz+AxuuGQ7AGD7/AQeefoM\nAGDSsDhr4+79XeT27g0vPYT7Hz6BA9tnMDdVkwJD6GPnhFKb0/G2hUkcO7wNjz17Fm+85RCpb7xW\nib5cKTKP737FYXzhwadx7cXb1efWuPCb3kFBZmVql9s48oO057pqsjPHWlsxmQZJA7pl+Y0UGiTd\nZN7/eX38wimkWNesWGgfbWY2yk1GdS8Ntzdc4cYPoWFlDLkiy0da8rBanCNCC7c4A7Q5zUWnPhd7\nuvH9oBe5DnLPn+CCIwMS7FoxsxMKDa/Ig2G3Wjod3H3rIVx/2S5snxvD0grlxWPdWc2Mufx7UMVW\nkTNgZrJ3IbPeaJExarYysrqcgtP/xVJic6VQ55sOqAHHWR2DWqkIBa6i5KFryZFvbAUIX4t07TuA\nWk+BnZtgZ4auXSQgLCEjlY0W3VmgKZWc8zO3yz5HsfWOW7dTWa9aSUQGbVOhG0DK9xZAs+ILn8Ox\nGXU5aGv/jbccxIV757rZGvdum8aH33Nt9x0/Du6BHTN45uRKbv3OtcNW/Nz7buhawvt9qlYTmkgJ\nTPGl0ZlBN9zizNrfLCiSLKVWTbC2ESu4H1dNGSoocr+JBMvq2U/s9qLirETQYpxpGvhhw6BBPPsB\nkp53BEqdUSiOwviHP6g+BrHxDQF/6JZ22IH6AUk3Q6Fbwp8Pf52EmIBR4BOZ/4ZsqchTeZfjqknL\nPcsgCnnJAoq0YPeWKRy5YBtOnDiLRqOFmy7bid/6+NewMDNGYnMVgSJrZdeWKfziD9yEWiURt2lc\nACiEU7E8eu9rj3R/a2UZts6P45mTK3jb7RcqVifFBYQbjuxQ39k8N467rt2XW4flppwkDq0uYzI4\n3chA9huFPFfMrkIWePrEcu7zbp3GGEZbDrHnnTYTIYgLeprSJNtQKmf8EU0O4BwfI02Zx4qO/m1N\nk6mg9cpf/uZz8vtIl2IOjm5Hum6SCYZWoHvZRv99GROIW1tZQdn7iTlmvT8xlnY9Ivo5E5i+VCgL\na9XeRPnxezQc3IICkHRIx4gKiq2c5ACVNMGV9fYevsp4cVPfyoVxkRwg/D6/hCtikSH65JdbQNWX\nnvjadzIrp6kw5Uoj74MMWsIGXuZr2e5jqHnaXiCtl3pgn6vKnDDNWeiST9C1Cw9pe//tlTMl9l4o\nlh+g7Y9xG5ym0E2cQzMvWZGT+9XGkaFC+0yg5aYXOb9WSbvKEaBjDUXH3Epg4ON3TnMrlO/T5+Ex\nNsOTGOd4JUlQraS4ur4tt4pdW6Zw61W78fyZNdx17T7cs/iMic5XhjWY/Fwhc8TkPUUJbnXRcn+N\njnFW4P3bj+7Fn/7Nw0gT15ccIOg0voooqLG45eqlXTNvpZQL57ziLGETftG++aG3Q7pHDB8aTXoL\nMWzw+6gFoi4b+KIdhXLQnzmuKCziOhULo05iwcd0epLO43ACy+t/t9sz/JUybGUkX+wyQ1H5OHna\n6BgBohjofeDKj7y4Tv1sgLdcuRvz02M4sHPGzAzKFQhFu0wSjETQogPILW+aJIyu5DeJc/jQO6/B\n82fXsHPzFB7dsKYrgq/9HHjnyy/CFxefCSrHQqAxwP50JQmAEkOf5QlhGTI9icTGC48+cwYf+eP7\nxXO+lkzXTWNMzcD5jgtBjHl0UqjpvN/KMjz05GmBkycH8Of9/odO4KVX7CL1hYQUB4tuZHIA+Ubv\n+R995iHxPN5V0xLSmBWdJhyTMTYYdkWI4XX5Z/e6Ev9GjLGpdOF0yN0KJYKxqqc44/gKrP2g+xUb\nA20PJkohxdUyFKeoxcr9xDgzk5+wMudhi1xG0zPAPgSoMpEKt+04RtTqhCsrqTVWAetPQysUG3S9\nHyV28LnyDmlyAWUkv1jgFmchOuvsn7S+cIO5S7GmUM3D18FBnkeOqZaZmU6zjOMrXDX5QcwqFBZn\nHu9RqySUjrk1lOK+KvqcOM+KzQkFhmVxZhkxxF5E9GNZ6ZzD2++oe+Xgy+InP+ZttZJQRZej5+jC\n9Jg5JhxKtzgrcGbceWwfZiaquPz8LVF1azgSYy2WfdEKSLoYZULCc0px5mviO8APrGFYfHCIXVRl\ngO/aMgprsKmJKrZvmsTTx5fwXXfV7Q8GBHGrMZIYZ72/RVaUIVichfzgh0JB/AAcCd0SqYgI0MNY\nmrwLNIjyEPCxshU4tQwQcZI8FGUcNryKDpkKV03vXx/6aUElTXD0ovYN48kzq8F3HWhcN0vRpkGM\n66RzwLp3Q1mpFAv4OzlexeRGENtYht05h5sv34WbL98VftGog/4AMl1lx1QUcUE8hasmJ5gWYsZa\nkskBwu0rlCXO0UHiVnTcdbIDf/DJb5Fb7M5jco64dmylDjx9clkqlQy6NIV108IiUAE04d1m2IMN\nLCK8E3zhc6g3R/ltnJligaOtMY2kQys2qEN4bUVbuKEPAZ/E7JGKuJDCgivKeLBsFV/kuWfF/Jk0\nYrhpdBN8n8kFPHNeq5UF9wc+RlxppLVPuvd7L0iDM5Muo9digec0SQ67hCuydvmYsDdk3CT6gXBF\nD46pE2eMZR1lKXRj+TNpzdWhxKyLP2FjolnFaVmmO+9TV0+HRsvnPRLB7/G1K4dQG4OMPDl60Tbc\n8+DTOFrfaiobhdwSOaaCzkswIND2t46MrNXmG92MVVNyqdpqZSQ25lhVi1Ebbg83tLCs9CwocmZM\nT1Rxx7H+LlkBOQ+hq4H4GQrDWDWN3u/KhHNKcaYGfmW79ygUZ6O2HOI4RhH/K3EOP/5dR7Gy1uwG\nbBwqsCEchVUdUZyxOaxVUpQNwdu4IWwaUiHicNvVe/DxLz6K1950Xun4OE7p6lB+H4OZSoegOXtB\nkgMM2+KM04mvAPGUZ1kry3XXLBG9+gK5OKgM1uf2kRGuw7/1rSRJdLbUQYMSlwGcYec324MCHZIe\nA180ayYHSxgX+1mkQkID3wrPEpZ75UwqzaAIz44y7Ndfsl1aYDCFBS8HFbxQsk8LYTz/eyBfaV4U\nhIWFeM7bQwfZsuSBY1Z/HbnVwz8zkW9J3eYZB9ujpfW5XNtcIUqfF0BC6M4JOrHA55earRbguFUJ\nfZ9bsHElU6wiLDqOmwP+5duvxi/97pdw7OLtihuPfD/u3KNWJC2uHGxRqzxNSU5LcUpo7YzRlTAM\niQfxYxquv73f0LL/honPCcoXfRZZNbkyke2P1gUWd7e14g0OmmVYNkKWuaIspKjvusAFwlxwpbZv\nIJImlC4raUK8cdab0gpP3dO9Mw4A3nlXHVdfuBVHDm4y3Vmty5JoJf+ASiW1DQnQaurPAGBppZdV\nc3K8QmKmraw1CL/ikvB+qYGI+zagjsB8v2T+LZFa8NLxAcDrbz6Iv7r3Mbz3NUdw/DSNUzcK3U0H\nXlScsY1rGC52HPgEj9p1cjRujO2AtFY2p7LAyro0bJzcwm1uOi7uUhEIKVxHIVcnicObX3YBbrly\nN3ZunhwKjlAygGH0Ud6Oecz1kMbU54NGkSgkFJekDKV9nvKRB0Bv6THfB5/YAt/7MXUs6wQLRVYg\nO5cfU2h2qkYCcvtMVx7EKlSHQaqcYecuJQPXz5Q8HbBcNfPAtp6K208Evy8ESz4mylpw9P3QPDoH\nHD/Vs57cvWUK33qi5855zeHtePZkL7ZbxuqTrkhS6cNhapwqjaSME/4+3srFphspOIbH1FbuyXnz\ncQXdEBWLDNPiTPAiNt2F4gvaCRfkc66Is3J6+PxSs5kFrd54IHue9OXM8nq0xVmMUqkD5++ewy/9\n05cgcU4k/pJ0S38pojQn+1MrI+5atSp1geNaJKk0t2IAyThD5MyBHCNLqWPvb/nrQv9AsfBia9XE\nx3gRuT/SH2Qf6ftWm32rYi1eIbeGskJnRF+AKWXaBi0bKztTQiidbKMflqeSUjpNE0dYsL//9knc\neuVuVme+nNGByfFqN8nQKks2YnlUhfYWHcL7YT/ys36Jlm9xduUFW7uhCg7vX8DsVA1p0nZhfeX1\nB7C82iB1xcbG4/JjjEWuJmua1vQl8G9c/hwGD8rhVTccwKtuOAAA+MKD1NNklIqzFzaC+4ghL8U9\n0ZyOYPAlYzX8aThv11z374XZEViAjRj4rFVHkByAWPGlDm+57QIAwJHzNg1lTkeRgTFUfyeI5K4t\nU0OzgOG3caH2lAEhoWhYfaTuDZFCUh9ALM4S7l5RAr6ceeIB0LMsU10OBm0B78IUy7LpQJm7ibEK\n3nTr+QCAO67ZWxBHcSHDOYcrLtiCC/fM4bydM7j58p0kzuMVF9gxJaJpv2yyYUILF3LKAC5858XG\n674fKYwPGuPMBMY7qIJepKTnKyDO3z1HFL5j1VRxPXLkW6pIM+bMybiVg2bvsoVn+YMLviAZdJGN\nNYCTu2tpiriQkNJqhZVIKk5ubVDAFcmf99isc5ysuLBdZEb9y9RmS7qrhtycWxlw1rPIAArQQaR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iImEFvflvRcAPw2rzdaSJiVSoz1pdYSmd0r3J5oZSTDWq0kJHszr48LzgCjGyNCeFuZycpE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\n+AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x113d44828>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(niedzica_df['2016']['zapotrzebowanie'])"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x11697b5f8>"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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/obpDaKwFK65edwiNdtAKQx+WqkGfe+xPdYfQaCuMG91/Ca3auCem1x1CY/XP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\n5RMAAAAAW+bfj5ebWcAK6zAAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1169927b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.heatmap(data=niedzica_df.corr())"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"### Wnioski\n",
"\n",
"Widzimy, że RDN i zapotrzebowanie są mocno skorelowane. Ale obswerwujemy więcej: logarytm z RDN jest jeszcze bardziej skorelowany z zapotrzebowaniem! Świetnie -- zatem pozostaje nam użyć logarytmu.\n",
"\n",
"Dodatkowo, dzień tygodnia i ubytki wnoszą pewną informację. Teraz spróbujemy przetworzyć nieco wartości, żeby modelom \n",
"było łatwiej się dobrze dopasować.\n",
"\n",
"### Przygotowanie zmiennych (feature'ów)\n",
"\n",
"Definiujemy funkcję, która dokona dla nas całego preprocessingu danych, o którym wspomniane było powyżej. Wewnątrz funkcji łatwo podmieniać metody imputingu i skalowania danych."
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def preprocess_data(train, predicted_col, feature_cols_to_use, nonnumeric_cols, zeros_to_nan=True, fill_na=True, scale_features=True):\n",
" # weźmiemy tylko tyle danych, ile jest nie-nanów w kolumnie rdn:\n",
" train_set_size = train.loc[np.isnan(train['rdn']) == False].shape[0]\n",
" train = train[:train_set_size]\n",
" \n",
" # użyjmy tylko wybranych kolumn:\n",
" train = train[feature_cols_to_use]\n",
" \n",
" # uzupełnimy brakujące wartości w każdej kolumnie medianą tej kolumny:\n",
" from sklearn.base import TransformerMixin\n",
" class DataFrameImputer(TransformerMixin):\n",
" def fit(self, X, y=None):\n",
" self.fill = pd.Series([X[c].value_counts().index[0]\n",
" if X[c].dtype == np.dtype('O') else X[c].median() for c in X],\n",
" index=X.columns)\n",
" return self\n",
" def transform(self, X, y=None):\n",
" return X.fillna(self.fill)\n",
"\n",
" # join the test and train dataset: the distributions might be different\n",
" train_imputed = DataFrameImputer().fit_transform(train) if fill_na else train\n",
"\n",
" # zakodujemy wszystkie zmienne kategoryczne:\n",
" le = LabelEncoder()\n",
" for feature in nonnumeric_cols:\n",
" train_imputed[feature] = le.fit_transform(train_imputed[feature])\n",
"\n",
" # przeskalujemy wartości w kolumnach:\n",
" if scale_features:\n",
" scaler = StandardScaler()\n",
" scaler.fit(train_imputed)\n",
" train_scaled = scaler.transform(train_imputed)\n",
" else:\n",
" train_scaled = train_imputed\n",
"\n",
" train_df = pd.DataFrame(data=train_scaled, columns=train.columns, index=train.index)\n",
" train_X = train_df.drop(predicted_col, axis=1)\n",
" train_y = train_df[predicted_col]\n",
" return train_X, train_y"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"train_X, train_y = preprocess_data(\n",
" niedzica_df,\n",
" predicted_col='zapotrzebowanie',\n",
" feature_cols_to_use=niedzica_df.columns,\n",
" nonnumeric_cols=['season'],\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Trening modelu\n",
"\n",
"Użyjemy sieci neuronowych, gdyż funkcja, której próbujemy się nauczyć sprawia wrażenie nieliniowej i dość skomplikowanej, więc metody takie, jak SVM czy regresja liniowa nie dadzą sobie rady.\n",
"\n",
"Do konstrukcji sieci posłużymy się biblioteką Keras, która pozwala łatwo konstruować sieci neuronowe, które pod spodem używają biblioteki Tensorflow lub Theano."
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"input_dim = len(train_X.columns)\n",
"\n",
"def baseline_model():\n",
" model = Sequential()\n",
" model.add(Dense(13, input_dim=input_dim, init='normal', activation='relu'))\n",
" model.add(Dense(1, init='normal'))\n",
" model.compile(loss='mean_squared_error', optimizer='adam')\n",
" return model\n",
"\n",
"def larger_model():\n",
" model = Sequential()\n",
" model.add(Dense(20, input_dim=input_dim, init='normal', activation='relu'))\n",
" model.add(Dense(13, init='normal', activation='relu'))\n",
" model.add(Dense(1, init='normal'))\n",
" model.compile(loss='mean_squared_error', optimizer='adam')\n",
" return model\n",
"\n",
"def wider_model():\n",
" model = Sequential()\n",
" model.add(Dense(25, input_dim=input_dim, init='normal', activation='relu', bias=True))\n",
" model.add(Dense(1, init='normal'))\n",
" model.compile(loss='mean_squared_error', optimizer='adam')\n",
" return model"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(15670,)"
]
},
"execution_count": 76,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train_y.values.shape"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"seed = 47\n",
"np.random.seed(seed)\n",
"estimators = []\n",
"# estimators.append(('standardize', StandardScaler()))\n",
"estimators.append(('mlp', KerasRegressor(build_fn=wider_model, nb_epoch=100, batch_size=5, verbose=0)))\n",
"pipeline = Pipeline(estimators)\n",
"kfold = KFold(n_splits=10, random_state=seed)\n",
"results = cross_val_score(pipeline, train_X.values, train_y.values, cv=kfold)\n",
"print(\"Wider: %.2f (%.2f) MSE\" % (results.mean(), results.std()))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
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