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Análise de dados de capacidade e geração de energia elétrica no Brasil, com dados da ANEEL.
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{
"cells": [
{
"cell_type": "markdown",
"id": "d1067302-cf2f-4b9c-ab61-c4a9f319460f",
"metadata": {},
"source": [
"# Análise de dados de geração de energia por UF\n",
"O presente documento usa dados da ANEEL referentes à data de 21/12/2023. \n",
"\n",
"## Objetivos\n",
"Caracterizar os principais modais de geração de energia elétrica no Brasil, identificar tendências e fazer uma análise por região. Dessa forma, os objetivos específicos são:\n",
"- Comparar a capacidade de geração de cada modal energético do país e como as instalações evoluíram com os anos;\n",
"- Identificar os principais tipos de combustível de energia termoelétrica e em que período passaram a se tornar relevantes no Brasil;\n",
"- Descobrir como as usinas se distribuem em número e capacidade instalada;\n",
"- Analisar o histórico de geração de energia elétrica do país;"
]
},
{
"cell_type": "markdown",
"id": "cd3541b5-2b36-4fc1-a7bb-20b60aa7769b",
"metadata": {},
"source": [
"## Tratamento dos dados\n",
"### Introdução: Descrição dos conjuntos de dados\n",
"Aqui as colunas relevantes de cada conjunto e dados. Elas serão usadas no código para remover as colunas não relevantes. Os dados saõ disponibilizados com a codificação `iso-8859-1` (`latin-1`), mas foram previamente convertidos em outra ferramenta para `utf-8` para facilitar a publicação do presente arquivo.\n",
"\n",
"#### Capacidade por UF\n",
"Disponível em: https://dadosabertos.aneel.gov.br/dataset/capacidade-instalada-por-unidade-da-federacao\n",
"\n",
"Mais de 1400 linhas. Período: 2006 - atual\n",
"\n",
"| Coluna | Descrição |\n",
"|--------------------------|----------------|\n",
"| `AnoReferencia` | Ano do dado |\n",
"| `MesReferencia` | Mês do dado |\n",
"| `NomUF` | Nome da UF |\n",
"| `SigUF` | Sigla da UF |\n",
"| `MdaPotenciaInstaladakW` | Potência da UF |\n",
"\n",
"#### Todos os empreendimentos\n",
"Disponível em: https://dadosabertos.aneel.gov.br/dataset/siga-sistema-de-informacoes-de-geracao-da-aneel\n",
"\n",
"Mais de 25000 linhas. Período: 03/01/1903 - atual\n",
"\n",
"| Coluna | Descrição |\n",
"|----------------------------|-----------------------------|\n",
"| `SigUFPrincipal` | Sigla da UF |\n",
"| `SigTipoGeracao` | Sigla do tipo de usina |\n",
"| `DscFaseUsina` | Se a usina está em operação |\n",
"| `NomFonteCombustivel` | Fonte de combustível |\n",
"| `DatEntradaOperacao` | Data de entrada em operação |\n",
"| `MdaPotenciaFiscalizadaKw` | Potência gerada de fato |\n",
"| `DscMuninicpios` | Nome do município |\n",
"\n",
"Valores para `SigTipoGeracao`:\n",
"\n",
"| Sigla | Descrição |\n",
"|-------|-------------------------------------|\n",
"| UTN | Usina Termonuclear |\n",
"| UTE | Usina Termelétrica |\n",
"| UHE | Usina Hidrelétrica |\n",
"| UFV | Central Geradora Solar Fotovoltaica |\n",
"| PCH | Pequena Central Hidrelétrica |\n",
"| EOL | Central Geradora Eólica |\n",
"| CGU | Central Geradora Undi-elétrica |\n",
"| CGH | Central Geradora Hidrelétrica |\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "c749bc91-897b-45eb-aac3-c8e8c26bb5c6",
"metadata": {
"ExecuteTime": {
"end_time": "2023-12-23T17:01:56.510117973Z",
"start_time": "2023-12-23T17:01:56.229553226Z"
}
},
"outputs": [],
"source": [
"ufColumns = [\n",
" 'AnoReferencia',\n",
" 'MesReferencia',\n",
" 'NomUF',\n",
" 'SigUF',\n",
" 'MdaPotenciaInstaladakW'\n",
"]\n",
"\n",
"enterColumns = [\n",
" 'SigUFPrincipal',\n",
" 'SigTipoGeracao',\n",
" 'DscFaseUsina',\n",
" 'NomFonteCombustivel',\n",
" 'DatEntradaOperacao',\n",
" 'MdaPotenciaFiscalizadaKw',\n",
" 'DscMuninicpios'\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "70e77687-152f-4abf-9302-62742cdedafd",
"metadata": {
"ExecuteTime": {
"end_time": "2023-12-23T17:01:57.599962724Z",
"start_time": "2023-12-23T17:01:56.498578610Z"
}
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"from matplotlib import pyplot as plt\n",
"\n",
"# plt.style.use('dark_background')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "5cd88f51-520a-460a-9cb5-37180b79ac00",
"metadata": {
"ExecuteTime": {
"end_time": "2023-12-23T17:01:57.633875973Z",
"start_time": "2023-12-23T17:01:57.568302145Z"
}
},
"outputs": [],
"source": [
"csv_params = {'sep':';', 'decimal':','}"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "582dcd4e-4933-4bf3-b8cb-fb7b22701731",
"metadata": {
"ExecuteTime": {
"end_time": "2023-12-23T17:01:57.655412598Z",
"start_time": "2023-12-23T17:01:57.568759607Z"
}
},
"outputs": [],
"source": [
"dUf = pd.read_csv('capacidade-instalada-geracao-uf.csv', **csv_params)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "b74ef854-bc90-44fd-8c23-36bf0b3d678f",
"metadata": {
"ExecuteTime": {
"end_time": "2023-12-23T17:01:57.787409806Z",
"start_time": "2023-12-23T17:01:57.609297608Z"
}
},
"outputs": [],
"source": [
"dEnter = pd.read_csv('siga-empreendimentos-geracao.csv', **csv_params)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "02ec4543-40f7-4694-a08f-265b134f0eaa",
"metadata": {
"ExecuteTime": {
"end_time": "2023-12-23T17:01:57.801966814Z",
"start_time": "2023-12-23T17:01:57.770321461Z"
}
},
"outputs": [],
"source": [
"def drop_other_columns(df: pd.DataFrame, columns_kept: list):\n",
" columns_to_drop = []\n",
" for c in df.columns:\n",
" if c not in columns_kept:\n",
" columns_to_drop.append(c)\n",
"\n",
" return df.drop(columns=columns_to_drop)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "54e7c604-1882-4310-8f62-c6d56759deab",
"metadata": {
"ExecuteTime": {
"end_time": "2023-12-23T17:01:57.804184005Z",
"start_time": "2023-12-23T17:01:57.770867203Z"
}
},
"outputs": [],
"source": [
"dUf = drop_other_columns(dUf, ufColumns)\n",
"dEnter = drop_other_columns(dEnter, enterColumns)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "4b17a540-aa7d-4dbb-a932-ef316eba7d08",
"metadata": {
"ExecuteTime": {
"end_time": "2023-12-23T17:01:57.858927152Z",
"start_time": "2023-12-23T17:01:57.771224861Z"
}
},
"outputs": [],
"source": [
"# estes dois passos são quase equivalentes, diferindo apenas por umas poucas usinas:\n",
"dEnter = dEnter[dEnter.MdaPotenciaFiscalizadaKw > 0] # remove usinas com 0 kW\n",
"dEnter = dEnter[dEnter.DscFaseUsina == 'Operação'] # remove usinas que não estão em operação"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "e4d0202f-fb85-4f57-86b7-e87f4dd377ca",
"metadata": {
"ExecuteTime": {
"end_time": "2023-12-23T17:01:57.884523178Z",
"start_time": "2023-12-23T17:01:57.812522040Z"
}
},
"outputs": [],
"source": [
"dEnter.DatEntradaOperacao = pd.to_datetime(dEnter.DatEntradaOperacao)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "2458ed6b-a33a-496d-bfcc-b80507f03ac9",
"metadata": {
"ExecuteTime": {
"end_time": "2023-12-23T17:01:57.886701397Z",
"start_time": "2023-12-23T17:01:57.812972029Z"
}
},
"outputs": [],
"source": [
"estados = pd.DataFrame(\n",
" [[\"SP\", \"SE\", \"São Paulo\"], [\"MG\", \"SE\", \"Minas Gerais\"], [\"RJ\", \"SE\", \"Rio de Janeiro\"], [\"BA\", \"NE\", \"Bahia\"], [\"RS\", \"S\", \"Rio Grande do Sul\"], [\"PR\", \"S\", \"Paraná\"], [\"PE\", \"NE\", \"Pernambuco\"], [\"CE\", \"NE\", \"Ceará\"], [\"PA\", \"N\", \"Pará\"], [\"MA\", \"NE\", \"Maranhão\"], [\"SC\", \"S\", \"Santa Catarina\"], [\"GO\", \"CO\", \"Goiás\"], [\"PB\", \"NE\", \"Paraíba\"], [\"ES\", \"SE\", \"Espírito Santo\"], [\"AM\", \"N\", \"Amazonas\"], [\"RN\", \"NE\", \"Rio Grande do Norte\"], [\"AL\", \"NE\", \"Alagoas\"], [\"PI\", \"NE\", \"Piauí\"], [\"MT\", \"CO\", \"Mato Grosso\"], [\"DF\", \"CO\", \"Distrito Federal\"], [\"MS\", \"CO\", \"Mato Grosso do Sul\"], [\"SE\", \"NE\", \"Sergipe\"], [\"RO\", \"N\", \"Rondônia\"], [\"TO\", \"N\", \"Tocantins\"], [\"AC\", \"N\", \"Acre\"], [\"AP\", \"N\", \"Amapá\"], [\"RR\", \"N\", \"Roraima\"]],\n",
" columns=['SigUF', 'SigReg', 'NomUF']\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "73ba29b5-6177-4432-b0d0-b349c9284860",
"metadata": {
"ExecuteTime": {
"end_time": "2023-12-23T17:01:57.897785533Z",
"start_time": "2023-12-23T17:01:57.813439549Z"
}
},
"outputs": [],
"source": [
"dUf = dUf.drop(columns=['NomUF']).join(estados.set_index('SigUF'), on=['SigUF'])"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "c2aae535-d3e3-40cd-83b5-1feb9405babf",
"metadata": {
"ExecuteTime": {
"end_time": "2023-12-23T17:01:57.899877567Z",
"start_time": "2023-12-23T17:01:57.815849083Z"
}
},
"outputs": [],
"source": [
"dEnter = dEnter.join(estados.set_index('SigUF'), on=['SigUFPrincipal'])"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "ea323838-ff3d-47a5-ac5d-c61b633be02a",
"metadata": {
"ExecuteTime": {
"end_time": "2023-12-23T17:01:57.925380285Z",
"start_time": "2023-12-23T17:01:57.828898002Z"
}
},
"outputs": [],
"source": [
"dEnter = dEnter.drop(dEnter[dEnter.DatEntradaOperacao.dt.year == 1900].index)"
]
},
{
"cell_type": "markdown",
"id": "a7ea3dbd-5f0c-4fcc-9c1c-9cd60703e64e",
"metadata": {},
"source": [
"### Testes com os conjuntos de dados\n",
"Para conhecer melhor os datasets, vamos tentar reproduzir alguns dados conhecidos."
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "97497233-c759-4121-b249-ab3dc017cb73",
"metadata": {
"ExecuteTime": {
"end_time": "2023-12-23T17:01:58.073740814Z",
"start_time": "2023-12-23T17:01:57.842670200Z"
}
},
"outputs": [
{
"data": {
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"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"query = dEnter.groupby(dEnter.SigTipoGeracao)['MdaPotenciaFiscalizadaKw'].sum()\n",
"plt.pie(query, labels=query.index, autopct='%1.1f%%')\n",
"# gráfico de barras, título, eixo x (nomes), eixo y (unidades)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "0ee80392-1c79-4e16-bf8f-8244f6b4b39f",
"metadata": {
"ExecuteTime": {
"end_time": "2023-12-23T17:01:58.077376556Z",
"start_time": "2023-12-23T17:01:57.973691024Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Potência instalada no Brasil: 196308250 kW ou 196.30825 GW\n"
]
}
],
"source": [
"p = dEnter.MdaPotenciaFiscalizadaKw.sum()\n",
"print(f'Potência instalada no Brasil: {p} kW ou {p/1e6} GW')"
]
},
{
"cell_type": "markdown",
"id": "15b99300-ed4e-45bd-ac86-32ba547810f8",
"metadata": {},
"source": [
"O que concorda com a notícia da Aneel de que [o Brasil passa da marca de 190 GW](https://www.gov.br/aneel/pt-br/assuntos/noticias/2023/brasil-ultrapassa-os-190-gw-em-capacidade-de-geracao-de-energia-eletrica) de capacidade instalada. Além disso, os dados mais recentes do conjunto de dados por UF são coerentes:"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "01fef1b6-0045-4d3f-a2ed-73252651513e",
"metadata": {
"ExecuteTime": {
"end_time": "2023-12-23T17:01:58.091972117Z",
"start_time": "2023-12-23T17:01:58.016222722Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_5272/1921084532.py:1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" dUf[dUf.AnoReferencia == 2023][ dUf.MesReferencia == 8].MdaPotenciaInstaladakW.sum()\n"
]
},
{
"data": {
"text/plain": "195564229.04000002"
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dUf[dUf.AnoReferencia == 2023][ dUf.MesReferencia == 8].MdaPotenciaInstaladakW.sum()"
]
},
{
"cell_type": "markdown",
"id": "44eb6a9f-3510-4a2c-bd88-fd53854d2d5d",
"metadata": {},
"source": [
"## Metodologia\n",
"### Caracterização da geração atual no Brasil\n",
"Primeiro vamos comparar como cada tipo de geração de energia contribui com o total do Brasil e como estão distribuídas em quantidade."
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "c295ed8d-968e-4f11-9d43-bc579a88ac18",
"metadata": {
"ExecuteTime": {
"end_time": "2023-12-23T17:01:58.295453427Z",
"start_time": "2023-12-23T17:01:58.016743740Z"
}
},
"outputs": [
{
"data": {
"text/plain": "[Text(0, 0, '0.837 GW'),\n Text(0, 0, '27.7 GW'),\n Text(0, 0, '5.78 GW'),\n Text(0, 0, '11 GW'),\n Text(0, 0, '103 GW'),\n Text(0, 0, '45.8 GW'),\n Text(0, 0, '1.99 GW')]"
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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Ix48fA/j/cfD2CJabmxtq166tdProTWlpaYiIiECPHj2gp6cnlRsbG8Pf31+h7t69eyGTyfDZZ58p9I+1tTUaNmxY6BVJL1++xNGjR9G9e3cYGBgo9e/Lly9x7tw5hXXePjYaNGgAANKw+5kzZ5CUlIQBAwYotJebm4uOHTsiIiJC6XT325/Z8ePHAbz+zrypZ8+eRZpjkpqaim+++QZOTk7Q0tKClpYWjIyMkJaWlu/vjDft3bsXlSpVgr+/v0L8jRo1grW1daH9+W/WfVt+x/Hbbt26hb///htDhgxROE7eVtTjvzC+vr4KI40VK1ZE7969cefOHekU8LFjx+Dr66s0+j9w4ECkp6fj7NmzKu/j+yro91hubi5OnDghxWtoaCiNcL0ZL4BCv6N5rK2t4ebmplDWoEEDhdNQx44dQ506dZTqDRw4EEIIpTMd+XF0dERERAQiIiJw9uxZbNu2Dfr6+vD19cXt27eV6ufXt0X9Xri5ueHAgQOYMmUK5HI5MjIy3hmfOmnMKbMqVarAwMAAMTExRaqfmpqKjz76CHp6epg3bx5cXFxgYGCAuLg49OjRQ+mD0tLSgrm5uUKZtbU1AEjDfffv38dHH30EV1dX/Oc//4GdnR309PRw/vx5jB49Wmoz75y/qhPH8raTt93CYluyZAkmTZqEESNGYO7cuahSpQoqVqyI6dOnKxygiYmJ+Z72eHsbeadTvvrqK3z11Vf5xlfY/VBKeztvl73PdvK72mTixIn48ccf8c0338DLywuVK1dGhQoVMHToUIVj6MmTJ9JpsIKcP38e7du3h7e3N9asWYPq1atDR0cHu3fvxvz586X28o6D/OKxsbEpdD7Ls2fPkJubq9TvQP6fhRCiwNNihd0OIDExEdnZ2Vi+fDmWL1+eb523+/ftYzjvVE/efud9Zm//kXlTUlISDA0Npfdv91Fe3729T/l9h/LTt29fHD16FNOnT0fz5s1hYmICmUyGTp06vfOX+z///IPnz59DR0cn3+WFHdf/Zt23FeWqqaL+jirq8V+Ywo7FxMREVK9eHYmJiQUe73n13lScV4YV9nssL47ExERYW1sr/cNraWkJLS2tIp0iyu941NXVVejXxMREaY7Ymwrql/zo6emhWbNm0vuWLVvC29sb1apVw4wZMxTm9wD5921RvxfLli1D9erVERoaigULFkBPTw8dOnTAokWL4Ozs/M5Y/y2NSYgqVqwIX19fHDhwAA8ePHjnF/nYsWN49OgR5HK5NCoEvJ74mp/s7GwkJiYqHKR5593zynbv3o20tDTs3LkTNWvWlOpFRkYqtJV3jrqoE2Dz5G0nISEB1apVU4rtTVu2bIG3tzdWrlypUP72XCNzc/N8J2W/Pacg7xxwYGAgevTokW98hc0X+BC2k99oXt6clqCgIIXyp0+folKlStJ7CwuLd37e27dvh7a2Nvbu3avwX/nu3bsV6uUdB/Hx8UrH+aNHjwqdx1K5cmXIZLJ854zk10cymQwnT57M9yKF/Mre3E7FihXx+eefY/To0fnWye+S8cLk7dfy5csLvCLq7T9Wb39meX33zz//vPM79Lbk5GTs3bsXM2fOxJQpU6TyzMzMIt3frEqVKjA3Ny/wSldjY+NiWfdtRRmVLurvqKIe/4Up7FjM+7zMzc0RHx+vVO/Ro0cAoHTMF+f9tPKba5dfvH/++SeEEAqxPH78GNnZ2YV+R1Whar8UVdWqVVGlShVcuXJFadnbfavK98LQ0BCzZ8/G7Nmz8c8//0ijRf7+/goXlxQXjTplFhgYCCEEhg0bhlevXiktz8rKkiZA532ob/9S/+mnnwpsP+9eDXm2bdsG4P/3r8ivTSEE1qxZo7Ceu7s7TE1NsWrVKqWrhwqTt5234/j111+lSXF5ZDKZ0r5dvXpVaWjZx8cHL168wB9//JHvvuVxdXWFs7Mzrly5gmbNmuX7KuyXckltx8vLCy9evMCBAwcUyt++auXfbidPfv28b98+PHz4UKHMz88Pt27dKnQIO+/S4LwJxMDr0ZHNmzcr1GvTpg2A13+M3hQREYGoqCilicVvMjQ0hJubG3bu3ImXL19K5S9evFC4OAAAunTpAiEEHj58mG//1K9fv8DtGBgYwMfHB5cvX0aDBg3yXb8oIzJv8vDwQKVKlXDjxo0CP7OCRlDytG7dGsDrK0zf9N///lfpO/Q2mUwGIYTS5/3zzz8rXWGUny5duiAxMRE5OTn5xl5Yoq/Kum+PIrwPFxcXODo6Yt26dYVeFVXU478wR48eVUgycnJyEBoaCkdHRynh9/X1lf6JfdOmTZtgYGDw3rcMeHsUsigK+j1WoUIF6fjy9fVFamqq0j8zmzZtkparg6+vL27cuIFLly4pbUcmk8HHx+e92n3w4AGePn2a72T0t73v98LKygoDBw5Enz59EB0drXTFdnHQmBEiAGjVqhVWrlyJUaNGoWnTphg5ciTq1q2LrKwsXL58GatXr0a9evXg7+8Pd3d3VK5cGSNGjMDMmTOhra2NrVu35psRA68v2V+8eDFSU1PRvHlz6SozPz8/eHp6Anh9ryMdHR306dMHkydPxsuXL7Fy5Uo8e/ZMoS0jIyMsXrwYQ4cORdu2bTFs2DBYWVnhzp07uHLlinSlwttq166Nzz77DEuXLoW2tjbatm2La9eu4fvvv4eJiYlC3S5dumDu3LmYOXMmvLy8EB0djTlz5sDe3l7hF3///v3xww8/oH///pg/fz6cnZ2xf/9+hIWFKW3/p59+gp+fHzp06ICBAweiWrVqSEpKQlRUFC5duoTffvutwM+mpLYzYMAA/PDDD/jss88wb948ODk54cCBA9J2KlT4//8I/2Y7b/bzhg0bUKtWLTRo0AAXL17EokWLlEZuxo8fj9DQUHTr1g1TpkyBm5sbMjIycPz4cXTp0gU+Pj7o3LkzlixZgr59++KLL75AYmIivv/+e6VfNK6urvjiiy+wfPlyVKhQAX5+ftJVZra2tpgwYUKhMc+dOxcdO3aU7s2Vk5ODBQsWwNDQUOE/Og8PD3zxxRcYNGgQLly4gNatW8PQ0BDx8fE4deoU6tevj5EjRxa4nf/85z/w9PTERx99hJEjR8LOzg4vXrzAnTt3sGfPniLNb3iTkZERli9fjgEDBiApKQk9e/aEpaUlnjx5gitXruDJkydKI6Jvq1u3Lvr06YPFixejYsWKaNOmDa5fv47FixfD1NRU4fh4m4mJCVq3bo1FixahSpUqsLOzw/Hjx7F27doijYYEBARg69at6NSpE8aNGwc3Nzdoa2vjwYMHCA8PR7du3dC9e/d/vW79+vWxfft2hIaGwsHBAXp6eoUmrwX58ccf4e/vj5YtW2LChAmoUaMG7t+/j7CwMOmfsqIe/4WpUqUK2rRpg+nTp0tXmd28eVPhn5iZM2di79698PHxwYwZM2BmZoatW7di3759WLhwoXSZuKqMjY1Rs2ZN/P777/D19YWZmZn02RbE3NwcI0eOxP379+Hi4oL9+/djzZo1GDlypHRavH///vjxxx8xYMAAxMbGon79+jh16hSCgoLQqVOnd84lLKoJEyZg06ZN6Ny5M+bMmYOaNWti3759CAkJwciRI+Hi4vLONjIyMqT5fDk5OYiJicHChQsBQOEWCwVR5XvRokULdOnSBQ0aNEDlypURFRWFzZs3o1WrVirfz8jJyQkA8r2lQoH+9bTscigyMlIMGDBA1KhRQ+jo6AhDQ0PRuHFjMWPGDPH48WOp3pkzZ0SrVq2EgYGBsLCwEEOHDhWXLl1SuhppwIABwtDQUFy9elV4e3sLfX19YWZmJkaOHClSU1MVtr1nzx7RsGFDoaenJ6pVqya+/vprceDAgXyvVtm/f7/w8vIShoaGwsDAQNSpU0csWLBAWp7fbPvMzEwxadIkYWlpKfT09ETLli3F2bNnRc2aNRWukMnMzBRfffWVqFatmtDT0xNNmjQRu3fvFgMGDBA1a9ZUaPPBgwfik08+EUZGRsLY2Fh88skn4syZM0r9IIQQV65cEb169RKWlpZCW1tbWFtbizZt2ohVq1a983Mpqe3cv39f9OjRQ2E7+/fvz/fqkKJsJ+9qk4iICKVtPXv2TAwZMkRYWloKAwMD4enpKU6ePJnvVRHPnj0T48aNEzVq1BAAhJaWlujcubO4efOmVGfdunXC1dVV6OrqCgcHBxEcHCzWrl2rdLVLTk6OWLBggXBxcRHa2tqiSpUq4rPPPhNxcXHv7B8hhPjjjz9EgwYNhI6OjqhRo4b47rvv8j3e8mJq0aKFMDQ0FPr6+sLR0VH0799fXLhw4Z3biYmJEYMHDxbVqlUT2trawsLCQri7u4t58+ZJdfKuDPrtt9+U1s3v2Dh+/Ljo3LmzMDMzE9ra2qJatWqic+fOCuvn7cuTJ0+UYnr58qWYOHGi0nfI1NRU4cqo/K68yjuGK1euLIyNjUXHjh3FtWvXlL5/BcnKyhLff/+99DvCyMhI1KpVSwwfPlzcvn1bqpff8VPUdWNjY0X79u2FsbGxACB93wvq54L2VYjXVxr6+fkJU1NToaurKxwdHRX6SJXjPz8AxOjRo0VISIhwdHQU2traolatWmLr1q1Kdf/66y/h7+8vTE1NhY6OjmjYsKHSsVHYPhbkyJEjonHjxkJXV1fhSsOCrjKrW7eukMvlolmzZkJXV1dUrVpVfPvtt0pXqyYmJooRI0aIqlWrCi0tLVGzZk0RGBgoXr58+c6Y8rbztvx+f9+7d0/07dtXmJubC21tbeHq6ioWLVpU6NW4b24Hb1xdVqFCBWFjYyP8/PyEXC5XqFvYd6qo34spU6aIZs2aicqVK0u/4yZMmCCePn2qtJ2343z7eKpZs6ZSX7yLTAgVzslQvgYOHIj//ve/SE1NLe1Q6D0FBQVh2rRpuH//fpm4+7dcLse8efNw5MiR0g6F8PoKNg8PD2zdulXpykcqPjKZDKNHjy5wVLys8fb2xtOnT995vzgqmzTqlBkRAOmXa61atZCVlYVjx45h2bJl+Oyzz0o9GXr06BFu3LiBR48e4ejRo3j+/HmRJ5+Sehw+fBhnz55F06ZNoa+vjytXruC7776Ds7NzgRPsiaj8Y0JEGsfAwAA//PADYmNjkZmZiRo1auCbb77BtGnTSjs0xMfHIyAgAOnp6ejXrx+ToVJgYmKCQ4cOYenSpXjx4gWqVKkCPz8/BAcHF3rPHSIq33jKjIiIiDSeRl12T0RERJQfJkRERESk8ZgQERERkcbjpGoAubm5ePToEYyNjYv1lu5ERESkPkIIvHjxAjY2NoXeOLUomBDh9aXObz8lmYiIiMqHuLi4f33bFCZE+P+DD+Pi4pQecUFERERlU0pKCmxtbVV6gHFBmBDh/w9dNTExYUJERERUzqhjugsnVRMREZHGY0JEREREGo8JERFRKTpx4gT8/f1hY2MDmUyG3bt3K9URQmDWrFmwsbGBvr4+vL29cf36dYU6w4cPh6OjI/T19WFhYYFu3brh5s2b79x+QkICxo0bBycnJ+jp6cHKygqenp5YtWoV0tPTAQABAQHw8/NTWO/AgQOQyWSYPn26QvncuXNhY2OjYi8QlT4mREREpSgtLQ0NGzYs9InuCxcuxJIlS7BixQpERETA2toa7dq1w4sXL6Q6TZs2xfr16xEVFYWwsDAIIdC+fXvk5OQU2O7du3fRuHFjHDp0CEFBQbh8+TKOHDmCCRMmYM+ePThy5AgAwMfHB6dOnUJ2dra0rlwuh62tLcLDwxXalMvl8PHxed/uICo9gkRycrIAIJKTk0s7FCLSYADErl27FMpyc3OFtbW1+O6776Syly9fClNTU7Fq1aoC27py5YoAIO7cuVNgnQ4dOojq1auL1NTUfJfn5uYKIYSIjo4WAMTZs2elZW5ubuLHH38UOjo6Ii0tTQghRGZmptDX1xdr1qx5574SqYM6/35zhIiIqAyLiYlBQkIC2rdvL5Xp6urCy8sLZ86cyXedtLQ0rF+/Hvb29gXeYy0xMRGHDh3C6NGjYWhomG+dvCt3XFxcYGNjI40GvXjxApcuXcKnn34KR0dHnD59GgBw7tw5ZGRkcISIyiUmREREZVhCQgIAwMrKSqHcyspKWpYnJCQERkZGMDIywsGDB3H48GHo6Ojk2+6dO3cghICrq6tCeZUqVaQ2vvnmG6nc29sbcrkcAHDy5Em4uLjAwsICXl5eUnneaTRHR8d/s8tEpYIJERFROfD2fVaEEEpl/fr1w+XLl3H8+HE4OzujV69eePnypUrtnj9/HpGRkahbty4yMzOlch8fH5w+fRpZWVmQy+Xw9vYGAKWEqE2bNu+5h0SliwkREVEZZm1tDQBKo0GPHz9WGjUyNTWFs7MzWrdujf/+97+4efMmdu3alW+7Tk5OkMlkSleiOTg4wMnJCfr6+grlPj4+SEtLQ0REBMLDw+Hl5QXgdUIUERGBpKQknD17lqfLqNxiQkREVIbZ29vD2toahw8flspevXqF48ePw93dvdB1hRAKozxvMjc3R7t27bBixQqkpaW9Mw5HR0fY2trijz/+QGRkpJQQVa1aFXZ2dli8eDFevnzJhIjKLT66g4ioFKWmpuLOnTvS+5iYGERGRsLMzAw1atSATCbD+PHjERQUBGdnZzg7OyMoKAgGBgbo27cvgNeXz4eGhqJ9+/awsLDAw4cPsWDBAujr66NTp04FbjskJAQeHh5o1qwZZs2ahQYNGqBChQqIiIjAzZs30bRpU4X6Pj4+CAkJgZOTk8LolJeXF5YvXw4HBwfUqFFDzT1EVEL+9XVqHwBedk9EpSU8PFwAUHoNGDBAqpObmytmzpwprK2tha6urmjdurX466+/pOUPHz4Ufn5+wtLSUmhra4vq1auLvn37ips3b75z+48ePRJjxowR9vb2QltbWxgZGQk3NzexaNEi6XL6POvXrxcAxIgRIxTKN2/eLACIIUOG/LvOIFKROv9+y4QQotSysTIiJSUFpqamSE5O5sNdiYiIygl1/v3mHCIiIiLSeEyIiIiISONxUjURUSmzm7KvtENQu9jvOpd2CEQq4QgRERERaTwmRERERKTxmBARERGRxmNCRERERBqPCRERERFpvFJNiE6cOAF/f3/Y2NhAJpNh9+7dCsuFEJg1axZsbGygr68Pb29vXL9+XaFOZmYmvvzyS1SpUgWGhobo2rUrHjx4UIJ7QUREROVdqSZEaWlpaNiwIVasWJHv8oULF2LJkiVYsWIFIiIiYG1tjXbt2uHFixdSnfHjx2PXrl3Yvn07Tp06hdTUVHTp0gU5OTkltRtERERUzpXqfYj8/Pzg5+eX7zIhBJYuXYqpU6eiR48eAICNGzfCysoK27Ztw/Dhw5GcnIy1a9di8+bNaNu2LQBgy5YtsLW1xZEjR9ChQ4cS2xciIiIqv8rsHKKYmBgkJCSgffv2Upmuri68vLxw5swZAMDFixeRlZWlUMfGxgb16tWT6hARERG9S5m9U3VCQgIAwMrKSqHcysoK9+7dk+ro6OigcuXKSnXy1s9PZmYmMjMzpfcpKSnqCpuIiIjKoTI7QpRHJpMpvBdCKJW97V11goODYWpqKr1sbW3VEisRERGVT2U2IbK2tgYApZGex48fS6NG1tbWePXqFZ49e1ZgnfwEBgYiOTlZesXFxak5eiIiIipPymxCZG9vD2traxw+fFgqe/XqFY4fPw53d3cAQNOmTaGtra1QJz4+HteuXZPq5EdXVxcmJiYKLyIiItJcpTqHKDU1FXfu3JHex8TEIDIyEmZmZqhRowbGjx+PoKAgODs7w9nZGUFBQTAwMEDfvn0BAKamphgyZAgmTZoEc3NzmJmZ4auvvkL9+vWlq86IiIiI3qVUE6ILFy7Ax8dHej9x4kQAwIABA7BhwwZMnjwZGRkZGDVqFJ49e4YWLVrg0KFDMDY2ltb54YcfoKWlhV69eiEjIwO+vr7YsGEDKlasWOL7Q0REROWTTAghSjuI0paSkgJTU1MkJyfz9BkRlTi7KftKOwS1i/2uc2mHQBpAnX+/y+wcIiIiIqKSwoSIiIiINB4TIiIiItJ4TIiIiIhI4zEhIiIiIo3HhIiIiIg0HhMiIiIi0nhMiIiIiEjjMSEiIiIijceEiIiIiDQeEyIiIiLSeEyIiIiISOMxISIiIiKNx4SIiIiINB4TIiIiItJ4TIiIiIhI4zEhIiIiIo3HhIiIiIg0HhMiIiIi0nhMiIiIiEjjMSEiIiIijceEiIiIiDQeEyIiIiLSeEyIiIiISOMxISIiIiKNx4SIiIiINB4TIiIiItJ4TIiIiIhI4zEhIiIiIo3HhIiIiIg0HhMiIiIi0nhMiIiIiEjjMSEiIiIijceEiIiIiDQeEyIiIiLSeEyIiIiISOMxISIiIiKNx4SIiIiINB4TIiIiItJ4TIiIiIhI4zEhIiIiIo3HhIiIiIg0HhMiIiIi0nhMiIiIiEjjMSEiIiIijceEiIiIiDQeEyIiIiLSeEyIiIiISOMxISIiIiKNp6XqCpmZmTh//jxiY2ORnp4OCwsLNG7cGPb29sURHxEREVGxK3JCdObMGSxfvhy7d+/Gq1evUKlSJejr6yMpKQmZmZlwcHDAF198gREjRsDY2Lg4YyYiIiJSqyKdMuvWrRt69uyJatWqISwsDC9evEBiYiIePHiA9PR03L59G9OmTcPRo0fh4uKCw4cPF3fcRERERGpTpBGi9u3b47fffoOOjk6+yx0cHODg4IABAwbg+vXrePTokVqDJCIiIipORUqIRo8eXeQG69ati7p16753QEREREQlrchXmX322WdYt24d7t69W5zxEBEREZW4Ik+qjo+Px5dffomXL1+ievXq8PHxQZs2beDj4wNbW9vijJGIiIioWBU5ITp69CiysrJw7tw5yOVyyOVyjBw5Ei9fvoS9vb2UIPXp06c44yUiIiJSO5kQQrzvyq9evcK5c+ewb98+rFq1CqmpqcjJyVFnfCUiJSUFpqamSE5OhomJSWmHQ0Qaxm7KvtIOQe1iv+tc2iGQBlDn3+/3ulP1y5cvcfToUcydOxfffvstli5dCisrKwwePPhfBfO27OxsTJs2Dfb29tDX14eDgwPmzJmD3NxcqY4QArNmzYKNjQ309fXh7e2N69evqzUOIiIi+rAV+ZRZeHi49IqIiICDgwO8vLwwZswYeHl5oWrVqmoPbsGCBVi1ahU2btyIunXr4sKFCxg0aBBMTU0xbtw4AMDChQuxZMkSbNiwAS4uLpg3bx7atWuH6Oho3iCSiIiIiqTICZGvry9q1KiBKVOmYOfOnbCwsCjOuAAAZ8+eRbdu3dC58+uhVzs7O/zyyy+4cOECgNejQ0uXLsXUqVPRo0cPAMDGjRthZWWFbdu2Yfjw4cUeIxEREZV/RT5l9vXXX8Pa2hrjxo2Dr68vvvzyS+zYsQNPnjwptuA8PT1x9OhR3Lp1CwBw5coVnDp1Cp06dQIAxMTEICEhAe3bt5fW0dXVhZeXF86cOVNgu5mZmUhJSVF4ERERkeYq8gjRggULAACpqak4efIk5HI5Fi5ciD59+sDFxQVeXl7w8fFBz5491RbcN998g+TkZNSqVQsVK1ZETk4O5s+fL13JlpCQAACwsrJSWM/Kygr37t0rsN3g4GDMnj1bbXESERFR+abypGojIyP4+flhwYIF+PPPP5GQkICPP/4YW7ZsQe/evdUaXGhoKLZs2YJt27bh0qVL2LhxI77//nts3LhRoZ5MJlN4L4RQKntTYGAgkpOTpVdcXJxa4yYiIqLypcgjRHlyc3MREREh3Yvo9OnTSE1NRY0aNaR5POry9ddfY8qUKQgICAAA1K9fH/fu3UNwcDAGDBgAa2trAK9Hit6c1P348WOlUaM36erqQldXV62xEhERUflV5IRo0aJFCA8Px+nTp/HixQtUq1YN3t7eWLp0KXx8fGBvb6/24NLT01GhguIgVsWKFaXL7u3t7WFtbY3Dhw+jcePGAF7fG+n48ePSKT4iIiKidylyQvTDDz/A29sb33//PXx8fODk5FSccQEA/P39MX/+fNSoUQN169bF5cuXsWTJEul+RzKZDOPHj0dQUBCcnZ3h7OyMoKAgGBgYoG/fvsUeHxEREX0YipwQPXr0qDjjyNfy5csxffp0jBo1Co8fP4aNjQ2GDx+OGTNmSHUmT56MjIwMjBo1Cs+ePUOLFi1w6NAh3oOIiIiIikylR3ekpKRIt8bev38/srOzpWUVK1aU7hdU3vDRHURUmvjoDqL3o86/30UeIdq7dy+mT5+Oy5cvAwB69+6NtLQ0ablMJkNoaKhaL7snIiIiKglFvux+9erVGDNmjELZnTt3kJubi9zcXAQHB2PdunVqD5CIiIiouBU5Ibp69SoaNmxY4HI/Pz/pkRpERERE5UmRE6KEhASYm5tL78PDw2Frayu9NzIyQnJysnqjIyIiIioBRU6IzMzM8Pfff0vvmzVrBm1tben97du3YWZmpt7oiIiIiEpAkROi1q1bY9myZQUuX7ZsGVq3bq2WoIiIiIhKUpETom+++QaHDh3Cp59+ioiICOk5YOfPn8cnn3yCI0eO4JtvvinOWImIiIiKRZEvu2/cuDFCQ0MxdOhQ7Ny5U2FZ5cqVsX37djRp0kTtARIREREVN5Ue7tqtWze0a9cOYWFhuH37NgDA2dkZ7du3h6GhYbEESERERFTcVH7avYGBAbp3714csRARERGViiLNIdq+fXuRG4yLi8Pp06ffOyAiIiKiklakhGjlypWoVasWFixYgKioKKXlycnJ2L9/P/r27YumTZsiKSlJ7YESERERFZcinTI7fvw49u7di+XLl+Pbb7+FoaEhrKysoKenh2fPniEhIQEWFhYYNGgQrl27BktLy+KOm4iIiEhtijyHqEuXLujSpQsSExNx6tQpxMbGIiMjA1WqVEHjxo3RuHFjVKhQ5Kv4iYiIiMoMlSdVm5ubo1u3bsURCxEREVGp4JAOERERaTwmRERERKTxmBARERGRxmNCRERERBrvXyVEQggIIdQVCxEREVGpeK+EaNOmTahfvz709fWhr6+PBg0aYPPmzeqOjYiIiKhEqHzZ/ZIlSzB9+nSMGTMGHh4eEELg9OnTGDFiBJ4+fYoJEyYUR5xERERExUblhGj58uVYuXIl+vfvL5V169YNdevWxaxZs5gQERERUbmj8imz+Ph4uLu7K5W7u7sjPj5eLUERERERlSSVEyInJyf8+uuvSuWhoaFwdnZWS1BEREREJUnlU2azZ89G7969ceLECXh4eEAmk+HUqVM4evRovokSERERUVmn8gjRJ598gj///BNVqlTB7t27sXPnTlSpUgXnz59H9+7diyNGIiIiomKl8ggRADRt2hRbtmxRdyxEREREpeK9EqI8GRkZyMrKUigzMTH5VwERERERlTSVT5mlp6djzJgxsLS0hJGRESpXrqzwIiIiIipvipQQ1a5dGzNmzAAAfP311zh27BhCQkKgq6uLn3/+GbNnz4aNjQ02bdpUrMESERERFYciJUSHDh3C9u3bAQB79uxBSEgIevbsCS0tLXz00UeYNm0agoKCsHXr1mINloiIiKg4FCkh6t27N6ZPnw4ASEpKgr29PYDX84WSkpIAAJ6enjhx4kQxhUlERERUfIqUECUlJeHs2bMAAAcHB8TGxgIA6tSpI917aM+ePahUqVKxBElERERUnIqUEP3555/w9/cHAAwaNAhXrlwBAAQGBkpziSZMmICvv/66+CIlIiIiKiYyIYT4Nw3cv38fFy5cgKOjIxo2bKiuuEpUSkoKTE1NkZyczNsGEFGJs5uyr7RDULvY7zqXdgikAdT59/tf3YcIAGrUqIEaNWr822aIiIiISo3K9yEaO3Ysli1bplS+YsUKjB8/Xh0xEREREZUolROiHTt2wMPDQ6ncw8MDmzdvxsyZM9G4cWMEBwerJUAiIiKi4qZyQpSYmAhTU1OlcmNjYzx79gy1a9fG119/jfnz56slQCIiIqLipnJC5OTkhIMHDyqVHzhwALVq1UJAQAAaNWoEa2trtQRIREREVNxUnlQ9ceJEjBkzBk+ePEGbNm0AAEePHsXixYuxdOlSAK/vT3Tnzh21BkpERERUXFROiAYPHozMzEzMnz8fc+fOBQDY2dlh5cqV6N+/v9oDJCIiIipu73XZ/ciRIzFy5Eg8efIE+vr6MDIyUndcRERERCXmX92HyMLCQl1xEBEREZWa90qI/vvf/+LXX3/F/fv38erVK4Vlly5dUktgRERERCVF5avMli1bhkGDBsHS0hKXL1+Gm5sbzM3NcffuXfj5+RVHjERERETFSuWEKCQkBKtXr8aKFSugo6ODyZMn4/Dhwxg7diySk5OLI0YiIiKiYqVyQnT//n24u7sDAPT19fHixQsAwOeff45ffvlFvdERERERlQCVEyJra2skJiYCAGrWrIlz584BAGJiYiCEUG90RERERCVA5YSoTZs22LNnDwBgyJAhmDBhAtq1a4fevXuje/fuag+QiIiIqLipfJXZ6tWrkZubCwAYMWIEzMzMcOrUKfj7+2PEiBFqD5CIiIiouKmUEGVnZ2P+/PkYPHgwbG1tAQC9evVCr169iiU4IiIiopKg0ikzLS0tLFq0CDk5OcUVDxEREVGJU3kOUdu2bSGXy4shFCIiIqLSofIcIj8/PwQGBuLatWto2rQpDA0NFZZ37dpVbcERERERlQSVE6KRI0cCAJYsWaK0TCaT8XQaERERlTsqnzLLzc0t8FUcydDDhw/x2WefwdzcHAYGBmjUqBEuXrwoLRdCYNasWbCxsYG+vj68vb1x/fp1tcdBREREHy6VE6I3vXz5Ul1x5OvZs2fw8PCAtrY2Dhw4gBs3bmDx4sWoVKmSVGfhwoVYsmQJVqxYgYiICFhbW6Ndu3bSHbSJiIiI3kXlhCgnJwdz585FtWrVYGRkhLt37wIApk+fjrVr16o1uAULFsDW1hbr16+Hm5sb7Ozs4OvrC0dHRwCvR4eWLl2KqVOnokePHqhXrx42btyI9PR0bNu2Ta2xEBER0YdL5YRo/vz52LBhAxYuXAgdHR2pvH79+vj555/VGtwff/yBZs2a4dNPP4WlpSUaN26MNWvWSMtjYmKQkJCA9u3bS2W6urrw8vLCmTNnCmw3MzMTKSkpCi8iIiLSXConRJs2bcLq1avRr18/VKxYUSpv0KABbt68qdbg7t69i5UrV8LZ2RlhYWEYMWIExo4di02bNgEAEhISAABWVlYK61lZWUnL8hMcHAxTU1PplXeTSSIiItJMKidEDx8+hJOTk1J5bm4usrKy1BLUm202adIEQUFBaNy4MYYPH45hw4Zh5cqVCvVkMpnCeyGEUtmbAgMDkZycLL3i4uLUGjcRERGVLyonRHXr1sXJkyeVyn/77Tc0btxYLUHlqVq1KurUqaNQVrt2bdy/fx8AYG1tDQBKo0GPHz9WGjV6k66uLkxMTBReREREpLlUvg/RzJkz8fnnn+Phw4fIzc3Fzp07ER0djU2bNmHv3r1qDc7DwwPR0dEKZbdu3ULNmjUBAPb29rC2tsbhw4elZOzVq1c4fvw4FixYoNZYiIiI6MOl8giRv78/QkNDsX//fshkMsyYMQNRUVHYs2cP2rVrp9bgJkyYgHPnziEoKAh37tzBtm3bsHr1aowePRrA61Nl48ePR1BQEHbt2oVr165h4MCBMDAwQN++fdUaCxEREX24VB4hAoAOHTqgQ4cO6o5FSfPmzbFr1y4EBgZizpw5sLe3x9KlS9GvXz+pzuTJk5GRkYFRo0bh2bNnaNGiBQ4dOgRjY+Nij4+IiIg+DDIhhCjtIEpbSkoKTE1NkZyczPlERFTi7KbsK+0Q1C72u86lHQJpAHX+/VZ5hKhy5cr5XsElk8mgp6cHJycnDBw4EIMGDfpXgRERERGVFJUTohkzZmD+/Pnw8/ODm5sbhBCIiIjAwYMHMXr0aMTExGDkyJHIzs7GsGHDiiNmIiIiIrVSOSE6deoU5s2bhxEjRiiU//TTTzh06BB27NiBBg0aYNmyZUyIiIiIqFxQ+SqzsLAwtG3bVqnc19cXYWFhAIBOnTpJzzgjIiIiKutUTojMzMywZ88epfI9e/bAzMwMAJCWlsarvIiIiKjcUPmU2fTp0zFy5EiEh4fDzc0NMpkM58+fx/79+7Fq1SoAwOHDh+Hl5aX2YImIiIiKg8oJ0bBhw1CnTh2sWLECO3fuhBACtWrVwvHjx+Hu7g4AmDRpktoDJSIiIiou73VjRg8PD3h4eKg7FiIiIqJSofIcIiIiIqIPDRMiIiIi0nhMiIiIiEjjMSEiIiIijffeCdGdO3cQFhaGjIwMAACfEUtERETllcoJUWJiItq2bQsXFxd06tQJ8fHxAIChQ4fycnsiIiIql1ROiCZMmAAtLS3cv38fBgYGUnnv3r1x8OBBtQZHREREVBJUvg/RoUOHEBYWhurVqyuUOzs74969e2oLjIiIiKikqDxClJaWpjAylOfp06fQ1dVVS1BEREREJUnlhKh169bYtGmT9F4mkyE3NxeLFi2Cj4+PWoMjIiIiKgkqnzJbtGgRvL29ceHCBbx69QqTJ0/G9evXkZSUhNOnTxdHjERERETFSuURojp16uDq1atwc3NDu3btkJaWhh49euDy5ctwdHQsjhiJiIiIitV7PdzV2toas2fPVncsRERERKWiSAnR1atXi9xggwYN3jsYIiIiotJQpISoUaNGkMlkEEJAJpNJ5Xl3p36zLCcnR80hEhERERWvIs0hiomJwd27dxETE4MdO3bA3t4eISEhiIyMRGRkJEJCQuDo6IgdO3YUd7xEREREalekEaKaNWtKP3/66adYtmwZOnXqJJU1aNAAtra2mD59Oj7++GO1B0lERERUnFS+yuyvv/6Cvb29Urm9vT1u3LihlqCIiIiISpLKCVHt2rUxb948vHz5UirLzMzEvHnzULt2bbUGR0RERFQSVL7sftWqVfD394etrS0aNmwIALhy5QpkMhn27t2r9gCJiIiIipvKCZGbmxtiYmKwZcsW3Lx5E0II9O7dG3379oWhoWFxxEhERERUrFQ+ZQYABgYG+OKLL7BkyRL88MMPGDZsGJMhIiL614KDgyGTyTB+/HiF8oEDB0Imkym8WrZs+c72li5dCldXV+jr68PW1hYTJkxQmPKRHyEE1qxZg1atWsHExARGRkaoW7cuxo0bhzt37gAADh48CJlMhoSEBIV1ra2tYWtrq1D24MEDyGQyHDp0qAg9QKXlvRIiIiIidYuIiMDq1asLvMFvx44dER8fL732799faHtbt27FlClTMHPmTERFRWHt2rUIDQ1FYGBggesIIdC3b1+MHTsWnTp1wqFDh3D16lUsW7YM+vr6mDdvHgDA09MTWlpakMvl0rpRUVF4+fIlUlJSpMQJAMLDw6GtrQ0PDw8VeoNK2ns9uoOIiEidUlNT0a9fP6xZs0ZKOt6mq6sLa2vrIrd59uxZeHh4oG/fvgAAOzs79OnTB+fPny9wndDQUGzfvh2///47unbtKpU7ODjA19dXuiGxkZERmjdvDrlcjoCAAACAXC6Hp6cnhBCQy+VwcnKSyt3c3HgmpYzjCBEREZW60aNHo3Pnzmjbtm2BdeRyOSwtLeHi4oJhw4bh8ePHhbbp6emJixcvSgnQ3bt3sX//fnTu3LnAdX755Re4uroqJENvevPJDD4+PggPD5feh4eHw9vbG15eXkrlPj4+hcZKpY8JERERlart27fj0qVLCA4OLrCOn58ftm7dimPHjmHx4sWIiIhAmzZtkJmZWeA6AQEBmDt3Ljw9PaGtrQ1HR0f4+PhgypQpBa5z69YtuLq6KpSNHz8eRkZGMDIyQvXq1aVyb29v3Lp1C/Hx8QCA48ePw8vLC15eXtKptLi4OMTExDAhKgfeKyF6/vw5fv75ZwQGBiIpKQkAcOnSJTx8+FCtwRER0YctLi4O48aNw5YtW6Cnp1dgvd69e6Nz586oV68e/P39ceDAAdy6dQv79u0rcB25XI758+cjJCQEly5dws6dO7F3717MnTu30JjeHAUCgKlTpyIyMhIzZsxAamqqVO7h4QEdHR3I5XLcuHEDGRkZaNKkCZo2bYqUlBTcvn0b4eHh0NXVhbu7exF7hEqLynOIrl69irZt28LU1BSxsbEYNmwYzMzMsGvXLty7dw+bNm0qjjiJiOgDdPHiRTx+/BhNmzaVynJycnDixAmsWLECmZmZqFixotJ6VatWRc2aNXH79u0C254+fTo+//xzDB06FABQv359pKWl4YsvvsDUqVNRoYLymICzszNu3rypUGZhYQELCwtYWloqlBsYGMDNzQ3h4eFISkqCp6enFKu7uzvCw8Nx9uxZtGrVqtBkj8oGlUeIJk6ciIEDB+L27dsKH7Cfnx9OnDih1uCIiOjD5uvri7/++kt6WHhkZCSaNWuGfv36ITIyMt9kCAASExMRFxeHqlWrFth2enq6UtJTsWJFCCGkydFv69OnD6Kjo/H7778XKX4fHx/I5XLI5XJ4e3tL5XmnzeRyOU+XlRMqjxBFRETgp59+UiqvVq2a0v0YiIiICmNsbIx69eoplBkaGsLc3FwqT01NxaxZs/DJJ5+gatWqiI2NxbfffosqVaqge/fu0nr9+/dHtWrVpLlI/v7+WLJkCRo3bowWLVrgzp07mD59Orp27VpgohUQEICdO3ciICAAgYGB6NChA6ysrHDv3j2EhoYqrefj44O5c+ciPj4eX331lVTu5eWF7777Di9evGBCVE6onBDp6ekhJSVFqTw6OhoWFhZqCYqIiChPxYoV8ddff2HTpk14/vw5qlatCh8fH4SGhsLY2Fiqd//+fYURoWnTpkEmk2HatGl4+PAhLCws4O/vj/nz5xe4LZlMhtDQUKxZswbr16/HwoULkZWVherVq8PX1xdLlixRqN+qVSvo6uoCgMJpv+bNmyMnJwf6+vpo0aKFurqCipFMFDRuWIAvvvgCT548wa+//gozMzNcvXoVFStWxMcff4zWrVtj6dKlxRRq8UlJSYGpqSmSk5NhYmJS2uEQkYaxm1LwxODyKva7gi9tJ1IXdf79VnkO0ffff48nT57A0tISGRkZ8PLygpOTE4yNjQvNuomIiIjKKpVPmZmYmODUqVM4duwYLl26hNzcXDRp0qTQm2kRERG9C0fKqDS996M72rRpgzZt2qgzFiIiIqJSUaSEaNmyZUVucOzYse8dDBEREVFpKFJC9MMPPyi8f/LkCdLT01GpUiUAr+9cbWBgAEtLSyZEREREVO4UaVJ1TEyM9Jo/fz4aNWqEqKgoJCUlISkpCVFRUWjSpMk7b4dOREREVBapfJXZ9OnTsXz5coWH37m6uuKHH37AtGnT1BocERERUUlQOSGKj49HVlaWUnlOTg7++ecftQRFREREVJJUToh8fX0xbNgwXLhwQXoWzIULFzB8+HBeek9ERETlksoJ0bp161CtWjW4ublBT08Purq6aNGiBapWrYqff/65OGIkIiIiKlYq34fIwsIC+/fvx61bt3Dz5k0IIVC7dm24uLgUR3xERERExe69b8zo4uLCJIiIiIg+CO+VED148AB//PEH7t+/j1evXikse/tJwERERERlncoJ0dGjR9G1a1fY29sjOjoa9erVQ2xsLIQQaNKkSXHESERERFSsVJ5UHRgYiEmTJuHatWvQ09PDjh07EBcXBy8vL3z66afFESMRERFRsVI5IYqKisKAAQMAAFpaWsjIyICRkRHmzJmDBQsWqD1AIiIiouKmckJkaGiIzMxMAICNjQ3+/vtvadnTp0/VFxkRERFRCVE5IWrZsiVOnz4NAOjcuTMmTZqE+fPnY/DgwWjZsqXaA3xTcHAwZDIZxo8fL5UJITBr1izY2NhAX18f3t7euH79erHGQURERB8WlROiJUuWoEWLFgCAWbNmoV27dggNDUXNmjWxdu1atQeYJyIiAqtXr0aDBg0UyhcuXIglS5ZgxYoViIiIgLW1Ndq1a4cXL14UWyxERET0YVH5KjMHBwfpZwMDA4SEhKg1oPykpqaiX79+WLNmDebNmyeVCyGwdOlSTJ06FT169AAAbNy4EVZWVti2bRuGDx9e7LERERFR+afyCFFpGD16NDp37qz0rLSYmBgkJCSgffv2Upmuri68vLxw5syZAtvLzMxESkqKwouIiIg0V5FGiCpXrgyZTFakBpOSkv5VQG/bvn07Ll26hIiICKVlCQkJAAArKyuFcisrK9y7d6/ANoODgzF79my1xklERETlV5ESoqVLl0o/JyYmYt68eejQoQNatWoFADh79izCwsIwffp0tQYXFxeHcePG4dChQ9DT0yuw3tvJmhCi0AQuMDAQEydOlN6npKTA1tb23wdMRERE5VKREqK8+w4BwCeffII5c+ZgzJgxUtnYsWOxYsUKHDlyBBMmTFBbcBcvXsTjx4/RtGlTqSwnJwcnTpzAihUrEB0dDeD1SFHVqlWlOo8fP1YaNXqTrq4udHV11RYnERERlW8qzyEKCwtDx44dlco7dOiAI0eOqCWoPL6+vvjrr78QGRkpvZo1a4Z+/fohMjISDg4OsLa2xuHDh6V1Xr16hePHj8Pd3V2tsRAREdGHS+WrzMzNzbFr1y58/fXXCuW7d++Gubm52gIDAGNjY9SrV0+hzNDQEObm5lL5+PHjERQUBGdnZzg7OyMoKAgGBgbo27evWmMhIiKiD5fKCdHs2bMxZMgQyOVyaQ7RuXPncPDgQfz8889qD/BdJk+ejIyMDIwaNQrPnj1DixYtcOjQIRgbG5d4LERERFQ+qZwQDRw4ELVr18ayZcuwc+dOCCFQp04dnD59WrphY3GSy+UK72UyGWbNmoVZs2YV+7aJiIjow6RyQgQALVq0wNatW9UdCxEREVGpKFJClJKSAhMTE+nnwuTVIyIiIiovinxjxvj4eFhaWqJSpUr53uMn794/OTk5ag+SiIiIqDgVKSE6duwYzMzMAADh4eHFGhARERFRSStSQuTl5ZXvz0REREQfApVvzLh+/Xr89ttvSuW//fYbNm7cqJagiIiIiEqSygnRd999hypVqiiVW1paIigoSC1BEREREZUklROie/fuwd7eXqm8Zs2auH//vlqCIiIiIipJKidElpaWuHr1qlL5lStX1P7oDiIiIqKSoHJCFBAQgLFjxyI8PBw5OTnIycnBsWPHMG7cOAQEBBRHjERERETFSuU7Vc+bNw/37t2Dr68vtLRer56bm4v+/ftzDhERERGVSyonRDo6OggNDcXcuXNx5coV6Ovro379+qhZs2ZxxEdERERU7N7rWWYA4OLiAhcXF3XGQkRERFQq3ishevDgAf744w/cv38fr169Uli2ZMkStQRGREREVFJUToiOHj2Krl27wt7eHtHR0ahXrx5iY2MhhECTJk2KI0YiIiKiYqXyVWaBgYGYNGkSrl27Bj09PezYsQNxcXHw8vLCp59+WhwxEhERERUrlROiqKgoDBgwAACgpaWFjIwMGBkZYc6cOViwYIHaAyQiIiIqbionRIaGhsjMzAQA2NjY4O+//5aWPX36VH2REREREZUQlecQtWzZEqdPn0adOnXQuXNnTJo0CX/99Rd27tyJli1bFkeMRERERMVK5YRoyZIlSE1NBQDMmjULqampCA0NhZOTE3744Qe1B0hERERU3FROiBwcHKSfDQwMEBISotaAiIiIiErae9+Y8cKFC4iKioJMJkPt2rXRtGlTdcZFREREVGJUnlT94MEDfPTRR3Bzc8O4ceMwduxYNG/eHJ6enoiLiyuOGKkcCw4ORvPmzWFsbAxLS0t8/PHHiI6OVqgjk8nyfS1atKjAdr29vfNdp3PnzoXGI4TAmjVr0KpVK5iYmMDIyAh169bFuHHjcOfOHQDAwYMHIZPJkJCQoLCutbU1bG1tFcoePHgAmUyGQ4cOqdItRERUxqicEA0ePBhZWVmIiopCUlISkpKSEBUVBSEEhgwZUhwxUjl2/PhxjB49GufOncPhw4eRnZ2N9u3bIy0tTaoTHx+v8Fq3bh1kMhk++eSTAtvduXOnwjrXrl1DxYoVC70XlhACffv2xdixY9GpUyccOnQIV69exbJly6Cvr4958+YBADw9PaGlpQW5XC6tGxUVhZcvXyIlJUVKnAAgPDwc2tra8PDw+Be9REREpU3lU2YnT57EmTNn4OrqKpW5urpi+fLl/KNASg4ePKjwfv369bC0tMTFixfRunVrAK9HXt70+++/w8fHR2G+2tvMzMwU3m/fvh0GBgaFJkShoaHYvn07fv/9d3Tt2lUqd3BwgK+vL4QQAAAjIyM0b94ccrkcAQEBAAC5XA5PT08IISCXy+Hk5CSVu7m5wdDQ8F1dQUREZZjKI0Q1atRAVlaWUnl2djaqVaumlqDow5WcnAxAOaHJ888//2Dfvn0qjzauXbsWAQEBhSYmv/zyC1xdXRWSoTfJZDLpZx8fH4SHh0vvw8PD4e3tDS8vL6VyHx8flWIlIqKyR+WEaOHChfjyyy9x4cIF6T/qCxcuYNy4cfj+++/VHiB9OIQQmDhxIjw9PVGvXr1862zcuBHGxsbo0aNHkds9f/48rl27hqFDhxZa79atWwojmwAwfvx4GBkZwcjICNWrV5fKvb29cevWLcTHxwN4ferPy8sLXl5e0qm0uLg4xMTEMCEiIvoAqHzKbODAgUhPT0eLFi2gpfV69ezsbGhpaWHw4MEYPHiwVDcpKUl9kVK5N2bMGFy9ehWnTp0qsM66devQr18/6OnpFbndtWvXol69enBzc3tn3TdHgQBg6tSpGDNmDHbu3ImgoCCp3MPDAzo6OpDL5WjYsCEyMjLQpEkTCCGQkpKC27dv4+zZs9DV1YW7u3uRYyUiorJJ5YRo6dKlxRAGfei+/PJL/PHHHzhx4oTCSMybTp48iejoaISGhha53fT0dGzfvh1z5sx5Z11nZ2fcvHlToczCwgIWFhawtLRUKDcwMICbmxvCw8ORlJQET09PVKxYEQDg7u6O8PBwnD17Fq1atVIpeSMiorJJ5YQo78GuREUhhMCXX36JXbt2QS6Xw97evsC6a9euRdOmTdGwYcMit//rr78iMzMTn3322Tvr9unTB3379sXvv/+Obt26vbO+j48Ptm/fjmfPnsHb21sqzzttdvbsWQwaNKjIsRIRUdml8hyiN2VkZCAlJUXhRfSm0aNHY8uWLdi2bRuMjY2RkJCAhIQEZGRkKNRLSUnBb7/9VuA8oP79+yMwMFCpfO3atfj4449hbm7+zlgCAgLQs2dPBAQEYM6cOfjzzz8RGxuL48ePIzQ0VBoByuPj44Pbt2/j4MGD8PLyksq9vLywd+9exMbGcv4QEdEHQuWEKC0tDWPGjIGlpSWMjIxQuXJlhRfRm1auXInk5GR4e3ujatWq0uvt02Lbt2+HEAJ9+vTJt5379+9LE5zz3Lp1C6dOnSryFWkymQyhoaFYunQp9u/fD19fX7i6umLw4MGwtbVVmtvUqlUr6OrqAoDCndibN2+OnJwc6Ovro0WLFkXaNhERlW0ykXepWBGNHj0a4eHhmDNnDvr3748ff/wRDx8+xE8//YTvvvsO/fr1K65Yi01KSgpMTU2RnJwMExOT0g6HiDSM3ZR9pR2C2sV+V/hd4/PDfiBVqfPvt8pziPbs2YNNmzbB29sbgwcPxkcffQQnJyfUrFkTW7duLZcJEREREWk2lU+ZJSUlSRNjTUxMpEvrPT09ceLECfVGR0RERFQCVB4hcnBwQGxsLGrWrIk6derg119/hZubG/bs2YNKlSoVQ4j0oeBwOBERlVUqjxANGjQIV65cAQAEBgYiJCQEurq6mDBhAr7++mu1B0hERERU3FQeIZowYYL0s4+PD27evIkLFy7A0dFRpfvHEBEREZUVKidEb6tRowZq1KihjliIiIiISkWRT5kdO3YMderUyffmi8nJyahbty5Onjyp1uCIiIiISkKRE6KlS5di2LBh+V7nb2pqiuHDh2PJkiVqDY6IiIioJBQ5Ibpy5Qo6duxY4PL27dvj4sWLagmKiIiIqCQVOSH6559/oK2tXeByLS0tPHnyRC1BEREREZWkIidE1apVw19//VXg8qtXr6Jq1apqCYqIiIioJBU5IerUqRNmzJiBly9fKi3LyMjAzJkz0aVLF7UGR0RERFQSinzZ/bRp07Bz5064uLhgzJgxcHV1hUwmQ1RUFH788Ufk5ORg6tSpxRkrERERUbEockJkZWWFM2fOYOTIkQgMDIQQAgAgk8nQoUMHhISEwMrKqtgCJSIiIiouKt2YsWbNmti/fz+ePXuGO3fuQAgBZ2dnVK5cubjiIyIiIip273Wn6sqVK6N58+bqjoWIiIioVKj8cFciIiKiDw0TIiIiItJ4TIiIiIhI4zEhIiIiIo3HhIiIiIg0HhMiIiIi0nhMiIiIiEjjMSEiIiIijVemE6Lg4GA0b94cxsbGsLS0xMcff4zo6GiFOkIIzJo1CzY2NtDX14e3tzeuX79eShETERFReVSmE6Ljx49j9OjROHfuHA4fPozs7Gy0b98eaWlpUp2FCxdiyZIlWLFiBSIiImBtbY127drhxYsXpRg5ERERlSfv9eiOknLw4EGF9+vXr4elpSUuXryI1q1bQwiBpUuXYurUqejRowcAYOPGjbCyssK2bdswfPjw0gibiIiIypkyPUL0tuTkZACAmZkZACAmJgYJCQlo3769VEdXVxdeXl44c+ZMqcRIRERE5U+ZHiF6kxACEydOhKenJ+rVqwcASEhIAABYWVkp1LWyssK9e/cKbCszMxOZmZnS+5SUlGKImIiIiMqLcjNCNGbMGFy9ehW//PKL0jKZTKbwXgihVPam4OBgmJqaSi9bW1u1x0tERETlR7lIiL788kv88ccfCA8PR/Xq1aVya2trAP8fKcrz+PFjpVGjNwUGBiI5OVl6xcXFFU/gREREVC6U6YRICIExY8Zg586dOHbsGOzt7RWW29vbw9raGocPH5bKXr16hePHj8Pd3b3AdnV1dWFiYqLwIiIiIs1VpucQjR49Gtu2bcPvv/8OY2NjaSTI1NQU+vr6kMlkGD9+PIKCguDs7AxnZ2cEBQXBwMAAffv2LeXoiYiIqLwo0wnRypUrAQDe3t4K5evXr8fAgQMBAJMnT0ZGRgZGjRqFZ8+eoUWLFjh06BCMjY1LOFoiIiIqr8p0QiSEeGcdmUyGWbNmYdasWcUfEBEREX2QyvQcIiIiIqKSwISIiIiINB4TIiIiItJ4TIiIiIhI4zEhIiIiIo3HhIiIiIg0HhMiIiIi0nhMiIiIiEjjMSEiIiIijceEiIiIiDQeEyIiIiLSeEyIiKjMOHHiBPz9/WFjYwOZTIbdu3cr1dm5cyc6dOiAKlWqQCaTITIyskhtp6SkYPr06ahbty709fVhbm6O5s2bY+HChXj27BkAYMqUKahdu7bCelFRUZDJZPj8888Vyjdv3gxtbW2kpqa+174SUdnChIiIyoy0tDQ0bNgQK1asKLSOh4cHvvvuuyK3m5SUhJYtW2L9+vX46quv8Oeff+L06dOYOXMmIiMjsW3bNgCAj48Pbt68iYSEBGlduVwOW1tbhIeHK7Qpl8vh5uYGIyMjFfeSiMqiMv20eyLSLH5+fvDz8yu0Tt5ITWxsbJHb/fbbb3H//n1ER0ejWrVqUnmtWrXQpUsXCCEAAJ6entDW1oZcLkdAQACA14nP6NGjERQUhDt37sDJyUkq79Onjyq7R0RlGEeIiOiDlpubi9DQUHz22WcKydCbZDIZAMDQ0BDNmzdXGA06fvw4fH194eHhIZXHxcXh7t278PHxKf4dIKISwYSIiD5oT548wfPnz+Hq6qpQ3rRpUxgZGcHIyEhhpMfb2xtyuRwAcOPGDWRkZKBx48bw8vKSysPDw6Grqwt3d/eS2g0iKmZMiIhII+SNAuXZtWsXIiMj0aFDB2RkZEjlPj4+uHXrFh49egS5XA5PT09UrFhRISGSy+Vo2bIl9PX1S3IXiKgYMSEiog+ahYUFKlWqhJs3byqU16hRA05OTjA2NlYo9/DwgI6ODuRyOcLDw+Hl5QUAaNasGZKTk3Hr1i2Eh4fzdBnRB4YJERF90CpUqIBevXphy5YtePjw4Tvr6+vro0WLFpDL5Thx4gS8vb0BAFpaWnB3d8emTZsQGxvLhIjoA8OrzIiozEhNTcWdO3ek9zExMYiMjISZmRlq1KgB4PUl9Pfv38ejR48AANHR0QAAa2trWFtb59tuUFAQ5HI5WrRogTlz5qBZs2YwNDTE1atXcfbsWdSrV0+hvo+PD3744QcAQJMmTaRyLy8vLFiwQEqaiOjDwREiIiozLly4gMaNG6Nx48YAgIkTJ6Jx48aYMWOGVOePP/5A48aN0blzZwBAQEAAGjdujFWrVhXYrrm5Oc6fP4/+/ftj0aJFcHNzQ/369TFr1iz07t0ba9asUajv4+ODFy9ewMPDA1pa//+/0cvLCy9evIC7uzt0dXXVuetEVMpkIu8GHBosJSUFpqamSE5OhomJSWmH88Gym7KvtENQu9jvOpd2CPQB4HfjNfYDqUqdf785QkREREQajwkRERERaTxOqiaiUsHTI0RUlnCEiIiIiDQeEyIiIiLSeEyIiIiISOMxISIiIiKNx4SIqITMmjULMplM4VXQnZXzDBw4UGkdmUyGunXrKtRbunQpXF1doa+vD1tbW0yYMAEvX74stG0hBNasWYNWrVrBxMQERkZGqFu3LsaNGyfdLfrgwYOQyWRISEhQWNfa2hq2trYKZQ8ePIBMJsOhQ4eK2iVERGUGEyKiElS3bl3Ex8dLr7/++qvQ+v/5z38U6sfFxcHMzAyffvqpVGfr1q2YMmUKZs6ciaioKKxduxahoaEIDAwssF0hBPr27YuxY8eiU6dOOHToEK5evYply5ZBX18f8+bNAwB4enpCS0tLeso7AERFReHly5dISUlReMxGeHg4tLW14eHh8Z69Q0RUenjZPVEJ0tLSeueo0JtMTU1hamoqvd+9ezeePXuGQYMGSWVnz56Fh4cH+vbtCwCws7NDnz59cP78+QLbDQ0Nxfbt2/H777+ja9euUrmDgwN8fX2RdwN7IyMjNG/eHHK5HAEBAQAAuVwOT09PCCEgl8vh5OQklbu5ucHQ0LDI+0dEVFZwhIioBN2+fRs2Njawt7dHQEAA7t69q9L6a9euRdu2bVGzZk2pzNPTExcvXpQSoLt372L//v3Ss77y88svv8DV1VUhGXqTTCaTfvbx8UF4eLj0Pjw8HN7e3vDy8lIq5xPgiai8YkJEVEJatGiBTZs2ISwsDGvWrEFCQgLc3d2RmJhYpPXj4+Nx4MABDB06VKE8ICAAc+fOhaenJ7S1teHo6AgfHx9MmTKlwLZu3boFV1dXhbLx48fDyMgIRkZGqF69ulTu7e2NW7duIT4+HgBw/PhxeHl5wcvLSzqVFhcXh5iYGCZERFRuMSEiKiF+fn745JNPUL9+fbRt2xb79r2+U/PGjRuLtP6GDRtQqVIlfPzxxwrlcrkc8+fPR0hICC5duoSdO3di7969mDt3bqHtvTkKBABTp05FZGQkZsyYgdTUVKncw8MDOjo6kMvluHHjBjIyMtCkSRM0bdoUKSkpuH37NsLDw6Grqwt3d/ci7QsRUVnDOUREpcTQ0BD169fH7du331lXCIF169bh888/h46OjsKy6dOn4/PPP5dGjurXr4+0tDR88cUXmDp1KipUUP6/x9nZGTdv3lQos7CwgIWFBSwtLRXKDQwM4ObmhvDwcCQlJcHT0xMVK1YEALi7uyM8PBxnz55Fq1atoKenp1IfEBGVFRwhIiolmZmZiIqKQtWqVd9Z9/jx47hz5w6GDBmitCw9PV0p6alYsSKEENLk6Lf16dMH0dHR+P3334sUq4+PD+RyOeRyOby9vaXyvNNmcrmcp8uIqFxjQkRUQr766iscP34cMTEx+PPPP9GzZ0+kpKRgwIABUp3AwED0799fad21a9eiRYsWqFevntIyf39/rFy5Etu3b0dMTAwOHz6M6dOno2vXrtJIztsCAgLQs2dPBAQEYM6cOfjzzz8RGxuL48ePIzQ0VGk9Hx8f3L59GwcPHoSXl5dU7uXlhb179yI2NpYJERGVazxlRlRCHjx4gD59+uDp06ewsLBAy5Ytce7cOYUrxuLj43H//n2F9ZKTk7Fjxw785z//ybfdadOmQSaTYdq0aXj48CEsLCzg7++P+fPnFxiLTCZDaGgo1qxZg/Xr12PhwoXIyspC9erV4evriyVLlijUb9WqFXR1dQEATZs2lcqbN2+OnJwc6Ovro0WLFir3CRFRWcGEiKiEbN++/Z11NmzYoFRmamqK9PT0AtfR0tLCzJkzMXPmTJXiqVChAoYPH47hw4e/s66enl6+d77W0dFBWlqaStslIiqLeMqMiIiINB4TIiIiItJ4PGVGVMLspuwr7RDULva7gu+KTURFc+LECSxatAgXL15EfHw8du3apXTfsfz8+OOPWLFiBWJjY1GjRg1MnTpV4eKMrKwsBAcHY+PGjXj48CFcXV2xYMECdOzYsdB2hRD4+eefsW7dOly/fh25ubmoWbMm2rZtiy+//BJOTk44ePAg/Pz8EB8fr/BYImtra2hrayMuLk4qe/DgAWxtbREWFob27dur3kHFjCNEREREZUBaWhoaNmyIFStWFHmdlStXIjAwELNmzcL169cxe/ZsjB49Gnv27JHqTJs2DT/99BOWL1+OGzduYMSIEejevTsuX75cYLua+ABojhARERGVAX5+fvDz81Npnc2bN2P48OHo3bs3gNcPaD537hwWLFgAf39/qc7UqVPRqVMnAMDIkSMRFhaGxYsXY8uWLfm2q4kPgOYIERERUTmVmZmpdId4fX19nD9/HllZWYXWOXXqVIHtauIDoJkQqVFISAjs7e2hp6eHpk2b4uTJk+9cZ+vWrWjYsCEMDAxQtWpVDBo0SOFhnzt37kSzZs1QqVIlGBoaolGjRti8ebNCG3Z2dpDJZEqv0aNHF7rtV69eYdGiRWjSpAkMDQ1hamqKhg0bYtq0aXj06BEAYNWqVTA2NkZ2dra0XmpqKrS1tfHRRx8ptHfy5EnIZDLcunXrnftNRET/XocOHfDzzz/j4sWLEELgwoULWLduHbKysvD06VOpzpIlS3D79m3k5ubi8OHD+P3336UHNudHEx8AzYRITUJDQzF+/HhMnToVly9fxkcffQQ/Pz+lm+y96dSpU+jfvz+GDBmC69ev47fffkNERITC08zNzMwwdepUnD17FlevXsWgQYMwaNAghIWFSXUiIiIQHx8vvQ4fPgwA+PTTTwvcdmZmJtq1a4egoCAMHDgQJ06cwMWLF7Fw4UIkJiZi+fLlAF5n/qmpqbhw4YK07smTJ2FtbY2IiAiF++PI5XLY2NjAxcVF9Q4kIiKVTZ8+HX5+fmjZsiW0tbXRrVs3DBw4EACkO87/5z//gbOzM2rVqgUdHR2MGTMGgwYNKvBO9nk07QHQTIjUZMmSJRgyZAiGDh2K2rVrY+nSpbC1tcXKlSsLXOfcuXOws7PD2LFjYW9vD09PTwwfPlwh+fD29kb37t1Ru3ZtODo6Yty4cWjQoIHCUKeFhQWsra2l1969e+Ho6KjwiIW3/fDDDzh16hSOHTuGsWPHomnTpnByckKHDh2wcuVKBAUFAQBcXV1hY2OjMGFOLpejW7ducHR0xJkzZxTKy3L2T0T0odHX18e6deuQnp6O2NhY3L9/H3Z2djA2NkaVKlUAvP4bsXv3bqSlpeHevXu4efMmjIyMYG9vX2C7BT0A2snJqdAHQIeHh0sPgNbS0pIeAB0eHl7mHwDNhEgNXr16hYsXLypdRti+fXuFhOFt7u7uePDgAfbv3w8hBP755x/897//RefO+V/CLITA0aNHER0djdatWxcYy5YtWzB48GCl7P5Nv/zyC9q1a4fGjRvnu/zNdb29vd95fvjVq1c4e/YsEyIiolKgra2N6tWro2LFiti+fTu6dOmi9NBnPT09VKtWDdnZ2dixYwe6detWYHua+ABoJkRq8PTpU+Tk5MDKykqh3MrKCgkJCQWu5+7ujq1bt6J3797Q0dGBtbU1KlWqJJ2uypOcnAwjIyPo6Oigc+fOWL58Odq1a5dvm7t378bz58+lIdOC5Hd+uHv37tL54TeHNb29vXH69GlkZ2fjxYsXuHz5Mlq3bq1wfvjcuXPIyMgo8wc8EVFZlZqaisjISERGRgIAYmJiEBkZqTD14u0HQN+6dQtbtmzB7du3cf78eQQEBODatWvSKD8A/Pnnn9i5cyfu3r2LkydPomPHjsjNzcXkyZMLjEUTHwDNhEiN3h6REUIUOkpz48YNjB07FjNmzMDFixdx8OBBxMTEYMSIEQr1jI2NERkZiYiICMyfPx8TJ05UOIX1prVr18LPzw82NjYqxxsSEoLIyEgMHjxYYW6Qj48P0tLSEBERgZMnT8LFxQWWlpbw8vJCREQE0tLSIJfLUaNGDTg4OLxzu0REpOzChQto3LixNHI/ceJENG7cGDNmzJDqvP0A6JycHCxevBgNGzZEu3bt8PLlS5w5cwZ2dnZSnZcvX2LatGmoU6cOunfvjmrVquHUqVOoVKlSgbHkPQB66dKl2L9/P3x9feHq6orBgwfD1tZW6Qq1D+EB0LwPkRpUqVIFFStWVBoNevz4sdKo0ZuCg4Ph4eGBr7/+GgDQoEEDGBoa4qOPPsK8efNQtWpVAK8fwpl3H4dGjRohKioKwcHBCsOSAHDv3j0cOXIEO3fufGfM+Z0fztuemZmZQrmTkxOqV6+O8PBwPHv2TMr+ra2tYW9vj9OnTyM8PBxt2rR553aJiCh/3t7e0v19CvL2A6Br165d6A0WgdejNDdu3FA5Hk17ADRHiNRAR0cHTZs2la7uynP48OFCZ9Snp6crnePNG4Ys7EshhEBmZqZS+fr162FpaVngHKQ39enTB4cPH37nFylPYeeHw8LCcO7cuTI/HEpERFQQjhCpycSJE/H555+jWbNmaNWqFVavXo379+8rnP4KDAzEw4cPsWnTJgCAv78/hg0bhpUrV6JDhw6Ij4/H+PHj4ebmJp3yCg4ORrNmzeDo6IhXr15h//792LRpk9LVa7m5uVi/fj0GDBgALa13f6wTJkzAvn370KZNG8yaNQsfffQRKleujFu3buHAgQP5nh8ePXo0srKylM4Pjxw5Ei9fvmRCRERE5RYTIjXp3bs3EhMTMWfOHMTHx6NevXrYv38/atasKdV5+9zvwIED8eLFC6xYsQKTJk1CpUqV0KZNGyxYsECqk5aWhlGjRuHBgwfQ19dHrVq1sGXLFuk27XmOHDmC+/fvY/DgwUWKV09PD0ePHsXSpUuxfv16BAYGIjc3F/b29vDz88OECRMU6vv4+CAjIwO1atVSOA3o5eWFFy9ewNHREba2tir1GRERKeMDoEuHTLzrhKUGSElJgampKZKTk2FiYlLa4Xyw+CV/jf3wGvvh/9gXr7EfXmM/FJ06/35/MHOI3uexGURERETAB5IQvc9jM4iIiIjyfBBziN58bAYALF26FGFhYVi5ciWCg4NLNTYOfRIREZV95X6E6H0fm0FERESUp9yPEL3PYzMyMzMV7uOTnJwM4PXkLHXLzUx/d6Vy5n37iX3xGvvhNfbD/7EvXmM/vMZ+UL1ddVwfVu4TojyqPDYjODgYs2fPVirnZeNFY7q0tCMoO9gXr7EfXmM//B/74jX2w2vF3Q8vXryAqanpv2qj3CdE7/PYjMDAQEycOFF6n5ubi6SkJJibmxf67LGyLCUlBba2toiLi9PoWwewH/6PffEa++E19sP/sS9e+xD6QQiBFy9eFOn5ne9S7hOiNx+b0b17d6n88OHD6NatW77r6OrqSg+hy1PYQ+7KExMTk3J7YKsT++H/2BevsR9eYz/8H/vitfLeD/92ZChPuU+IgKI9NoOIiIioIB9EQlSUx2YQERERFeSDSIgAYNSoURg1alRph1FqdHV1MXPmTKVTgZqG/fB/7IvX2A+vsR/+j33xGvtBEZ9lRkRERBqv3N+YkYiIiOjfYkJEREREGo8JEREREWk8JkRERESk8ZgQlVEJCQn48ssv4eDgAF1dXdja2sLf3x9Hjx6V6ly+fBm9e/dG1apVoauri5o1a6JLly7Ys2eP9FyX2NhYyGQyREZGKm3D29sb48ePL6E9en8DBw6ETCZTenXs2FGqc+bMGXTq1AmVK1eGnp4e6tevj8WLFyMnJ0ehLZlMht27d5fwHqjHm/2gra0NBwcHfPXVV0hLS5Pq7NixA97e3jA1NYWRkREaNGiAOXPmICkpCQCwYcOGAm9CWl76pqDjdvfu3dKd5jds2JDvMfPzzz9j8eLFMDU1RXq68vOiXr58iUqVKmHJkiXFvRv/WlH7oaifd379JZPJsH379mKIXr3e1Rfe3t4F7p9MJoOdnZ3UTn7Ly8M97dTdB29/7kuXLpXqfKg+mMvuPySxsbHw8PBApUqVsHDhQjRo0ABZWVkICwvD6NGjcfPmTfz+++/o1asX2rZti40bN8LR0RGJiYm4evUqpk2bho8++uiDufs2AHTs2BHr169XKMu7VHTXrl3o1asXBg0ahPDwcFSqVAlHjhzB5MmTce7cOfz666/l9pEsb8vrh6ysLJw8eRJDhw5FWloaVq5cialTp2LBggWYMGECgoKCYGNjg9u3b2PVqlXYvHkzxo0bV9rhlygTExNER0crlJmamiI1NRWBgYHYsWMHPv/8c4XlO3bsQHp6ulK5pli/fr3CPxrAh3EX/507d+LVq1cAgLi4OLi5ueHIkSOoW7cuAKBixYpS3WHDhmHOnDkK6xsYGJRcsMVElT7Q09PDtGnT8Mknn0BbW7tU4i0NTIjKoFGjRkEmk+H8+fMwNDSUyuvWrYvBgwcjLS0NQ4YMQefOnbFz505puaOjI9zc3DB06FC1PPm3LNHV1YW1tbVSeVpaGoYNG4auXbti9erVUvnQoUNhZWWFrl274tdff0Xv3r1LMtxi82Y/9O3bF+Hh4di9ezcGDRqEoKAgLF26VCHxsbOzQ7t27fD8+fNSirj0yGSyfI8ZfX19+Pv7Y926dUqJz7p169C1a1dYWFiUVJhlSqVKlfLts/LOzMxM+vnly5cAAHNz83z31cDAQOP7oE+fPtizZw/WrFmjUff34ymzMiYpKQkHDx7E6NGjFZKhPJUqVcKhQ4eQmJiIyZMnF9jOhzIi8i55ffHVV18pLfP394eLiwt++eWXUoisZOjr6yMrKwtbt26FkZFRgb+8PoT/8tVpyJAhOH78OGJiYqSy2NhYhIeHY8iQIaUYGVHpMzExwbfffos5c+YonJL/0DEhKmPu3LkDIQRq1apVYJ1bt24BAFxdXaWyiIgIGBkZSa+9e/cqrOPu7q6w3MjICCdPniyenSgGe/fuVYp/7ty5Ul/Url073/Vq1aol1fnQnD9/Htu2bYOvry9u374NBweHIg1vJycnK/WlkZFRCURcst7ezzf/E+7QoQNsbGywYcMGqWz9+vWwsbFB+/btSyHa4qPK592nTx+lenfv3i3hiEtXSEiIUh9s3LixtMMqcaNGjYKenl65mE+nLjxlVsbknepSdYSnQYMG0sRpZ2dnZGdnKywPDQ1VShr69ev3/oGWMB8fH6xcuVKhzMzMDGvWrAGAAk8RCiE+qNGyvMQwOzsbWVlZ6NatG5YvX44BAwYUeT+NjY1x6dIlpXJnZ2d1h1uq3t7PChX+//9fxYoVMWDAAGzYsAEzZ86ETCbDxo0bMXDgQIW5FB8CVT7vH374AW3btlUos7W1LbbYyqJ+/fph6tSpCmWWlpalFE3p0dXVxZw5czBmzBiMHDmytMMpEUyIyhhnZ2fIZDJERUXh448/LrAOAERHR6Nly5YAXh+8Tk5OBbZra2urtFxfX189QZcAQ0PDfPfPxcUFABAVFQV3d3el5Tdv3kSdOnWKPb6SkpcYamtrw8bGRhoRcnFxwalTp5CVlfXOUaIKFSoUeqyUdSYmJkhOTlYqf/78OUxMTKT379rPwYMHIzg4GMeOHQMA3L9/H4MGDVJ/wMVEXf3wJmtr63J5bBS1L4rC1NRU4/sgz2effYbvv/8e8+bN++CvMAN4yqzMMTMzQ4cOHfDjjz/me+72+fPnaN++PczMzLBgwYJSiLBsyeuLxYsXKy37448/cPv2bfTp06cUIiseeYlhzZo1FRKfvn37IjU1FSEhIfmu9yFNqq5VqxYuXLigVB4REaFwGvldHB0d4eXlhfXr12PdunXw9vaGo6OjOkMtVurqhw8B+6J4+qBChQoIDg7GypUrERsb+y8jLPs4QlQGhYSEwN3dHW5ubpgzZw4aNGiA7OxsHD58GCtXrkRUVBR+/vln9O7dG507d8bYsWPh7OyM1NRUHDx4EAA+uGH/zMxMJCQkKJRpaWmhSpUq+OmnnxAQEIAvvvgCY8aMgYmJCY4ePYqvv/4aPXv2RK9evRTWi4mJUbovk5OTU7meR9OiRQtMnjwZkyZNwsOHD9G9e3fY2Njgzp07WLVqFTw9PT+Yy+5HjRqFFStWYPTo0fjiiy+gr6+Pw4cPY+3atdi8ebNKbQ0ZMgTDhg0DAPz888/FEW6xUWc/5Hn+/LnS98zY2DjfCzzKEnX2RXp6ulIf6OrqonLlyuoMWe2K43gAgM6dO6NFixb46aefYGVlpcaIyyBBZdKjR4/E6NGjRc2aNYWOjo6oVq2a6Nq1qwgPD5fqREREiJ49ewpLS0uhpaUlzM3NRYcOHcT27dtFbm6uEEKImJgYAUBcvnxZaRteXl5i3LhxJbND/8KAAQMEAKWXq6urVOfEiROiY8eOwtTUVOjo6Ig6deqI77//XmRnZyu0lV87ABT6tawaMGCA6NatW6F1QkNDRevWrYWxsbEwNDQUDRo0EHPmzBHPnj0TQgixfv16YWpqmu+6AMSuXbvUGnNxuXDhgujQoYOwtLQUJiYmolmzZuKXX36Rlhe2n29KT08XpqamwtTUVKSnpxdjxMXj3/TD2593Qd+N4ODgYt4L9XhXX+R51+/E/PqgQ4cOJbAH/566+uDtvwtnzpwRAETNmjWLJ/AyQibEB3bDGiIiIiIVcQ4RERERaTwmRERERKTxmBARERGRxmNCRERERBqPCRERERFpPCZEREREpPGYEBEREZHGY0JEREUya9YsNGrUqFS2bWdnh6VLl5bKtktKr169UL16dZw6dQoBAQH5PoaBiIoPEyIigkwmK/Q1cOBAfPXVVzh69Ghph/pBSklJQWxsLLZu3YoJEyYgMTERjRs3Lu2wiDQKn2VGRIiPj5d+Dg0NxYwZMxAdHS2V6evrw8jIqFw/7604vHr1Cjo6Ov+6HRMTE5w/fx7A64dxElHJ4wgREcHa2lp6mZqaQiaTKZW9fcps4MCB+PjjjzF79mxYWlrCxMQEw4cPx6tXr6Q6mZmZGDt2LCwtLaGnpwdPT893/sF//Pgx/P39oa+vD3t7e2zdulWpTnJyMr744gtpu23atMGVK1cKbffMmTNo1KgR9PT00KxZM+zevRsymUzhQb83btxAp06dYGRkBCsrK3z++ed4+vSptNzb2xtjxozBxIkTUaVKFbRr1w4AsGTJEtSvXx+GhoawtbXFqFGjkJqaqrD906dPw8vLCwYGBqhcuTI6dOiAZ8+eAQAOHjwIT09PVKpUCebm5ujSpQv+/vtvhfX/+usvtGnTBvr6+jA3N8cXX3yhtA0ien9MiIjovR09ehRRUVEIDw/HL7/8gl27dmH27NnS8smTJ2PHjh3YuHEjLl26BCcnJ3To0AFJSUkFtjlw4EDExsbi2LFj+O9//4uQkBA8fvxYWi6EQOfOnZGQkID9+/fj4sWLaNKkCXx9fQts98WLF/D390f9+vVx6dIlzJ07F998841Cnfj4eHh5eaFRo0a4cOECDh48iH/++Qe9evVSqLdx40ZoaWnh9OnT+OmnnwAAFSpUwLJly3Dt2jVs3LgRx44dw+TJk6V1IiMj4evri7p16+Ls2bM4deoU/P39kZOTAwBIS0vDxIkTERERgaNHj6JChQro3r07cnNzAbx+AnvHjh1RuXJlRERE4LfffsORI0cwZsyYonxMRFQUpfxwWSIqYwp6QvrMmTNFw4YNpfcDBgwQZmZmIi0tTSpbuXKlMDIyEjk5OSI1NVVoa2uLrVu3SstfvXolbGxsxMKFC/PddnR0tAAgzp07J5VFRUUJAOKHH34QQghx9OhRYWJiIl6+fKmwrqOjo/jpp5/ybXflypXC3NxcZGRkSGVr1qxReOL39OnTRfv27RXWi4uLEwBEdHS0EOL1k8AbNWqU7zbe9Ouvvwpzc3PpfZ8+fYSHh8c718vz+PFjAUD89ddfQgghVq9eLSpXrixSU1OlOvv27RMVKlQQCQkJRW6XiArGOURE9N4aNmwIAwMD6X2rVq2QmpqKuLg4JCcnIysrCx4eHtJybW1tuLm5ISoqKt/2oqKioKWlhWbNmklltWrVQqVKlaT3Fy9eRGpqKszNzRXWzcjIUDrNlCc6OhoNGjSAnp6eVObm5qZQ5+LFiwgPD893ntTff/8NFxcXAFCILU94eDiCgoJw48YNpKSkIDs7Gy9fvkRaWhoMDQ0RGRmJTz/9NN/Y8tqfPn06zp07h6dPn0ojQ/fv30e9evUQFRWFhg0bwtDQUFrHw8MDubm5iI6OhpWVVYFtE1HRMCEiIrWTyWQQQkg/v0kIoVT25rL81nlTbm4uqlatCrlcrrTszcTpXdvM29ab7fr7+2PBggVK61etWlX6+c2kBADu3buHTp06YcSIEZg7dy7MzMxw6tQpDBkyBFlZWQBeT0ovjL+/P2xtbbFmzRrY2NggNzcX9erVk+ZjFdZnhfUVERUd5xAR0Xu7cuUKMjIypPfnzp2DkZERqlevDicnJ+jo6ODUqVPS8qysLFy4cAG1a9fOt73atWsjOztb4R480dHReP78ufS+SZMmSEhIgJaWFpycnBReVapUybfdWrVq4erVq8jMzJTK3r7PT5MmTXD9+nXY2dkptft2EvSmCxcuIDs7G4sXL0bLli3h4uKCR48eKdRp0KBBgbcsSExMRFRUFKZNmwZfX1/Url1bmmydp06dOoiMjERaWppUdvr0aVSoUEEauSKif4cJERG9t1evXmHIkCG4ceMGDhw4gJkzZ2LMmDGoUKECDA0NMXLkSHz99dc4ePAgbty4gWHDhiE9PR1DhgzJtz1XV1d07NgRw4YNw59//omLFy9i6NChCiMsbdu2RatWrfDxxx8jLCwMsbGxOHPmDKZNm1bgzQz79u2L3NxcfPHFF4iKikJYWBi+//57AP8fYRk9ejSSkpLQp08fnD9/Hnfv3sWhQ4cwePBgafJzfhwdHZGdnY3ly5fj7t272Lx5M1atWqVQJzAwEBERERg1ahSuXr2KmzdvYuXKlXj69CkqV64Mc3NzrF69Gnfu3MGxY8cwceJEhfX79esHPT09DBgwANeuXUN4eDi+/PJLfP755zxdRqQmTIiI6L35+vrC2dkZrVu3Rq9eveDv749Zs2ZJy7/77jt88skn+Pzzz9GkSRPcuXMHYWFhqFy5coFtrl+/Hra2tvDy8kKPHj2ky+vzyGQy7N+/H61bt8bgwYPh4uKCgIAAxMbGFpgcmJiYYM+ePYiMjESjRo0wdepUzJgxAwCkeUU2NjY4ffo0cnJy0KFDB9SrVw/jxo2DqakpKlQo+Fdlo0aNsGTJEixYsAD16tXD1q1bERwcrFDHxcUFhw4dwpUrV9CwYUPUrl0bv//+O7S0tFChQgVs374dFy9eRL169TBhwgQsWrRIYX0DAwOEhYUhKSkJzZs3R8+ePeHr64sVK1YUGBcRqUYm3j6RTkRUBAMHDsTz58+xe/fu0g7lvWzduhWDBg1CcnLyO+f4qFNcXBw+//zzfOdAEVHp4aRqItIImzZtgoODA6pVq4YrV67gm2++Qa9evUo0Gbpz5w4yMzMRERGBpKQkmJmZldi2iahwTIiISCMkJCRgxowZSEhIQNWqVfHpp59i/vz5JRrD/PnzsW3bNrRt27bQ04ZEVPJ4yoyIiIg0HidVExERkcZjQkREREQajwkRERERaTwmRERERKTxmBARERGRxmNCRERERBqPCRERERFpPCZEREREpPGYEBEREZHG+x/xo+sC4lDWfwAAAABJRU5ErkJggg=="
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"query = dEnter.groupby(dEnter.SigTipoGeracao)['MdaPotenciaFiscalizadaKw'].sum()\n",
"plt.title('Capacidade de geração de energia elétrica por tipo no Brasil.')\n",
"plt.xlabel('Tipo de geração')\n",
"plt.ylabel('Capacidade de geração (GW)')\n",
"container = plt.bar(query.index, query.values/1e6)\n",
"plt.bar_label(container, fmt=lambda v: f'{v:.3g} GW')"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "8dd9e098-384a-49ad-9eaf-e4082b56ccac",
"metadata": {
"ExecuteTime": {
"end_time": "2023-12-23T17:01:58.579690864Z",
"start_time": "2023-12-23T17:01:58.189093241Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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B8bnE8Tg+g9yNZe79ihAaGoqOHTuiY8eO6Nq1K1544QVs27YN2dnZduFZDq74XnzxRSxduhSvvfYaduzYgWPHjiElJQW1atWy01vReA10KDkzXoZarUbfvn2xbds23Lhxo8IH3+7du3Hr1i3s3buX/+8FsCY8ugJN08jNzbX7cnLJq9yxTZs2Qa/XY8OGDXb/+Z06dcruWtyKC0+SNW3B8dy+fRvx8fFO2mzx448/olevXli+fLndccfcmho1arhMIHZMzOXixTNmzMDTTz/tUp9tDoIr7f7O48qL9uOPP2LUqFGYN2+e3fGcnBxUq1aN/71WrVoV3u9169ZBq9Vi69atdn9oNm3aZHceNw6ys7OdxvmtW7fKzZcRWzMHx74R0r8RERF8bsudO3f4/3qHDh2KCxcuiPJ9ccTt27fRqFEj/vcff/wRjRs3xq+//mpniyeJrhy4CZwjj62WGjVq4OjRoyCE2PHcvXsXNE073TtPPbdCn2eeQKjWqvBkZ2c7Hb916xYAVJqnbt26qFmzJk6fPu30nmO/FhQUYOvWrfjoo48wffp0/jiXS2WLisZroEPxzPgAM2bMACEEY8eORUlJidP7FouFT9blBrPjqqf//ve/bq/P1THg8PPPPwMAn0zr6pqEEKxatcruc926dUNMTAxWrFjhtEqlPHA8jjp+++03PvmNA0VRTradOXMGhw8ftjvWu3dvFBUV4ffff3dpG4cWLVqgWbNmOH36NP8fkOMrKirKrXZf8fTs2RNFRUVOK1bWrVsnKg8HV/38xx9/4ObNm3bHBg0ahEuXLpXrMqcoChqNBmq1mj9mNBqxdu1au/P69OkDwPoH2BYpKSlIS0tD3759fabZHSrbv7Vr18aYMWPwwgsv4OLFizAYDGjevDmaNm2Kb7/9VtDkomvXrggNDXX6vhw6dMhphQpFUQgJCbH7I3f79m2PVzMBcDu+VSoVevToAQDo27cviouLnSaoP/zwA/9+ZVCZ51lF8JZWVzznz5/HyZMnnXgoikLv3r0rdd0bN24gJyen3KRpDhRFgRDi1H/ffPON02o0W7gar4EOxTPjAzzyyCNYvnw5JkyYgIcffhjjx4/HAw88AIvFgtTUVKxcuRJt2rTB0KFD0a1bN1SvXh1vvPEGPvroI2i1Wvz0008uZ/GAdVn3559/juLiYnTq1IlfzTRo0CA89thjAKy1bEJCQvDCCy9g2rRpMJlMWL58Oe7fv293rcjISHz++ed47bXX0K9fP4wdOxa1a9fG5cuXcfr0aX7lgyNatWqFl156CV9++SW0Wi369euHs2fP8itIbPHEE09g9uzZ+Oijj9CzZ09cvHgRs2bNQuPGje0mPqNGjcIXX3yBUaNGYe7cuWjWrBmSkpKwY8cOJ/7//ve/GDRoEAYOHIgxY8YgPj4eeXl5SEtLw8mTJ/G///3P7b3xFc/o0aPxxRdf4KWXXsKcOXOQmJiIbdu28TwqVdn/FVXhse3nNWvWoGXLlmjXrh1OnDiBRYsWOXlMJk+ejF9//RXDhw/H9OnT0blzZxiNRvz111944okn0Lt3bwwZMgSLFy/Giy++iNdffx25ubn47LPPnB6wLVq0wOuvv46vvvoKKpUKgwYN4lczJSQk4O233/aZ5vLgaf926dIFTzzxBNq1a4fq1asjLS0Na9euxSOPPMLX//j6668xdOhQdO3aFW+//TYaNGiAzMxM7Nixw2mywqF69eqYOnUq5syZg9deew3PPvsssrKy8PHHHzuFmZ544gls2LABEyZM4Fc9zZ49G3Xr1vU4fFCjRg2MHz8emZmZaN68OZKSkrBq1SqMHz+eX502atQofP311xg9ejSuXbuGtm3b4sCBA5g3bx4GDx7sUX6SKwh9nnkCb2l1xNtvv40ffvgBQ4YMwaxZs9CwYUP88ccfWLZsGcaPH4/mzZtXeA2j0YgjR44AsK5szcjIwMKFCwHAbvm+O0RHR6NHjx5YtGgRatasiUaNGuGvv/7C6tWr7byVgGfj1VMkJiYCsOaY+Q0kTD4OOpw6dYqMHj2aNGjQgISEhJCIiAjSvn17MnPmTHL37l3+vEOHDpFHHnmEhIeHk1q1apHXXnuNnDx50mnVy+jRo0lERAQ5c+YM6dWrFwkLCyOxsbFk/PjxpLi42I57y5Yt5MEHHyShoaEkPj6evPvuu2Tbtm0EANmzZ4/duUlJSaRnz54kIiKChIeHk9atW5MFCxbw77vKiDebzWTKlCkkLi6OhIaGkq5du5LDhw+Thg0b2q1mMpvNZOrUqSQ+Pp6EhoaSDh06kE2bNpHRo0eThg0b2l3zxo0b5B//+AeJjIwkUVFR5B//+Ac5dOiQUz8QQsjp06fJc889R+Li4ohWqyV16tQhffr0IStWrKjwvviKJzMzkzz99NN2PElJSS5Xm3jCw62SSUlJceK6f/8+efXVV0lcXBwJDw8njz32GNm/f7/LlQv3798nkyZNIg0aNCAAiEajIUOGDCEXLlzgz/n2229JixYtiE6nI02aNCHz588nq1evtlulQ4h1pdOCBQtI8+bNiVarJTVr1iQvvfQSycrKqrB/KqtZq9WSuLg4O83caqZFixa55PKkf6dPn046duxIqlevztv99ttvk5ycHLtrHT58mAwaNIjExMQQnU5HmjZtarf6ynE1EyHWVT3z588nCQkJJCQkhLRr145s2bLFpa2ffvopadSoEdHpdKRVq1Zk1apVLr+DrtCzZ0/ywAMPkL1795KOHTsSnU5H6tatS/797387rebKzc0lb7zxBqlbty7RaDSkYcOGZMaMGcRkMtmdB4C8+eabFXJzEPo8c4QrWz3VWl6fOMLVM+j69evkxRdfJDVq1CBarZa0aNGCLFq0qNyVi7Y8sFnFpFKpSL169cigQYPI3r17Xdp47949p+twz6fq1auTqKgo8vjjj5OzZ886PVs9Ga+ermZq2LChU1/IHRQhAuIJCmSFMWPG4P/+7/9QXFwstRQFlcS8efPwwQcfIDMzUxaVOffu3Ys5c+bgzz//lFqKAhHQq1cv5OTkVFgnSoECf4cSZlKgwEfgwnQtW7aExWLB7t27sWTJErz00kuST2Ru3bqF8+fP49atW9i1axfy8/Od3NgKFChQIFcokxkFCnyE8PBwfPHFF7h27RrMZjMaNGiA9957Dx988IHU0pCdnY0RI0bAYDBg5MiRykRGgQIFfgUlzKRAgQIFChQo8GsoS7MVKFCgQIECBX4NZTKjQIECBQoUKPBrKJMZBQoUKFCgQIFfQ9IE4H379mHRokU4ceIEsrOzsXHjRjz55JMArFVxP/jgAyQlJeHq1auIiYlBv3798Omnn/J7Y3gClmVx69YtREVFCdo8UYECBQoUKFAgHQghKCoqQr169ewKi7qCpJMZvV6PBx98EC+//LLTbqEGgwEnT57Ehx9+iAcffBD379/H5MmTMWzYMBw/ftxjjlu3biEhIUFs6QoUKFCgQIECHyArK6vC8hWyWc1EUZSdZ8YVUlJS0LlzZ1y/fp0vw10RCgoKUK1aNWRlZTmV1q8qaJrG6dOn8eCDD0Kj8f28UOEPbn45aFD4g5tfDhoU/sDlLywsREJCAvLz8xETE1PuuX5VZ6agoAAURZVbA8NsNttt+sbtxhwREYHo6Gh+cy61Wm3XpmkaFEXxbZVKBZVK5bZtsVgAAAkJCQgPD4dOpwNFUbBYLPwNpWnarq3VakEI4dssy4JhGL7Nsiw0Go3bNsMwIITwbYZhkJCQgMjISKjValFsUqvVfFuj0ZRrk9lsRkJCAqKjo0EIEcUmV/fGnU1msxnx8fGIiYkBIUQUm4TcJ4vFwvNTFCWKTULvk8lkQv369RETE8Pz+2LscdpLSkr4PuDgi7HH2UHTNOrVq8ffA1+NPU47IQTx8fGIiori9fhi7HFtiqIQHx+PiIgI6HQ6n449zg6WZVGvXj1ER0fz1/HF2LPdaDE+Ph6RkZEICQnx2djjbFKpVKhfvz5/D3w19jg7CCFISEhAREQEtFqtz8Ye17ZYLPzfIZVKJfrYAzzbpd1vEoBNJhOmT5+OF198sVwPy/z58xETE8O/uBATV847LS0NaWlpAKy7NXObtaWmpiIjIwMAcOzYMWRlZQGw7mTLbQO/b98+5OTkALBubV9UVITExETs2rWLnzQlJSXBZDKBpmkkJSWBpmmYTCYkJSUBsE6ukpOTAQD5+fn8zr85OTnYt28fAGsBs0OHDgGwuteOHTsGAMjIyEBqaioAID09HefOnUNiYiIuXbokmk35+fkAgOTk5Apt2rFjBxITE2EwGESz6cyZMx7fpxMnTkCn00GtVotmk5D7dPfuXdy+fRtqtVo0m4Tep127dqF27dpQq9U+HXucTZcuXUJJSQnUarVPxx5nk8FgwOXLl6FWq3069jib1Go1bt++jbt374pmk5D7pFarodPpcOLECdFsEnqf1Go1Lly4AIvF4tOxx9mkVquh1+tx9epV0WwScp/UajVq1KiBvXv3imaTkPt09+5dJCYm4uDBgz4de5xNJ06cQGJiIjIzM0UfewcPHoTH8NUmUBUBANm4caPL90pKSsjw4cNJ+/btSUFBQbnXMZlMpKCggH9lZWURACQvL48QQghN04Smaae2xWKxa3Mbiblrl5SUELPZTA4ePEgMBgNhWZY/zrIsYVnWqU0IsWszDGPX5jZ+c9emadqubTKZyMGDB4nJZBLNJtt2RTYZDAZy8OBBUlJSIppNruxwZ5PRaCQHDhwgFotFNJuE3Cez2czzi2WT0PtkMBh4Db4ce5xek8nE8/ty7HHaS0pKyP79+/lr+Wrs2d7zAwcOELPZLJpNQu4Tx280GkWzSeh9slgsZP/+/fzvvhp7XJvrA26TSV+NPa7teA98Nfa4Nvd3yGg0+nTscW2j0cj/HRJ77OXm5hIAFf7dJ4QQ2YeZLBYLnnvuOWRkZGD37t0V5r3odDrodDqn42q12u6nY9s21udJm3O9xcfH8yEm7rjtOY5tiqL4NudK87TtqJ1zMXOuRTFsEtLW6XSIj4/n3Zli2FRR21ZvSEgI6tevb3e9qtok5D5pNBo7fjFsEnqfdDqdyz7w9tizvXZF98AbY49rq9VqJCQkON0Db48923b9+vX533019rg2y7KoX78+QkJCRLVJyH1SqVRISEjgn0m+Gntcm+sD7vq+GnucTY73wJdjjwv1xMfHIyQkhL++L8Ye1w4JCSn375BYY68iyDoBmJvIpKenY8+ePahVq5bg6xYWFiImJgYFBQXlToQYhuHzYBSIB9svmAIFChQoUOApPP37DUicAFxcXIzLly/zv2dkZODUqVOIjY1FvXr18Mwzz+DkyZPYunUrGIbB7du3AQCxsbH8LLiqIITg9u3bfHxR6GfNZrOdZ8aX8Ad+lUqFxo0bi3a/bEHTNA4dOoRu3bpJlsUvJb8cNCj8wc0vBw0Kf3Dzc5B0MnP8+HH07t2b//2dd94BAIwePRoff/wxfv/9dwDAQw89ZPe5PXv2oFevXqJo4CYycXFxCA8PFzQpIITAYrFAq9VKNpmQMz9XsDA7OxsNGjQQXaNKpULTpk0l8/xIzS8HDQp/cPPLQYPCH9z8HGQTZvIWynNTMQyDS5cuIS4uDjVq1JBIYWCjoKAAt27dQmJiol2MVoECBQoUKCgPQsJMQZ3MwOXIhIeHV+rzhBAUFhZCqvmgP/Bz4SXbmhBigaZp7N69m69F4GtIzS8HDQp/cPPLQYPCH9z8HIJ6MsOhKuGPsLAwEZUEHr83w18qlQpt2rSR1L0qJb8cNCj8wc0vBw0Kf3DzcwjqMJPJZEJGRgYaN26M0NBQiRQGNpQ+VqBAgQIFlYESZvIRPvroI7Rt2xYsy0rCz7IsCgoKgpbfYrFgx44dki2pl5pfDhoU/uDml4MGhT+4+Tkonhk3XoOKwiOjR4/GV199BYPBgLi4OMlWEzEMwxerkiO/Nz0zLMsiPz8f1apVk8TFKTW/HDQo/MHNLwcNCn/g8vtNnRk5g9sbAgB+/fVXzJw5ExcvXuSPhYWFISoqClFRUVLIA2CdcEm5rl9qfpVKhdjY2KDll4MGhT+4+eWgQeEPbn5eh9QC5Io6derwL25HXsdjjmGmMWPG4Mknn8Qnn3yCuLg4REdHY9y4cSgpKeGvazab8dZbbyEuLg6hoaF47LHHkJKSwr9///59jBw5ErVq1UJYWBiaNWuG7777zqVGbkYsZZhJSn6LxYI//vhDUveqlPxy0KDwBze/HDQEEv+FI9lYM/0g7mUWScJfGUjNz0HxzFQRjiGWXbt2ITQ0FHv27MG1a9fw8ssvo2bNmpg7dy4AYNq0aVi/fj2+//57NGzYEAsXLsTAgQNx+fJlxMbG4sMPP8T58+exbds21KxZE5cvX4bRaHTJTVEUoqKiJAkxyYFfo9Gge/fuknmHpOaXgwaFP7j55aAhkPiv/50Lfb4ZNy/dR60Gnnn9A8n+qkDxzFQB3B9x2z/mISEh+Pbbb/HAAw9gyJAhmDVrFpYsWQKWZaHX67F8+XIsWrQIgwYNQuvWrbFq1SqEhYVh9erVAIDMzEy0b98eHTt2RKNGjdCvXz8MHTrULb9U+TJy4Y+Ojg5afjloUPiDm18OGgKJn6GtXm6W8TyVNZDsrwqUyUwVwCXA2oZZHnzwQbsifI888giKi4uRlZWFK1euwGKx4NFHH+Xf12q16Ny5M9LS0gAA48ePx7p16/DQQw9h2rRpOHTokFt+qcM8UvNbLBZs3rxZUveqlPxy0KDwBze/HDQEEj83iWEZz5+pgWR/VaBMZqoITz0TFEXxlXIdzyeE8McGDRqE69evY/Lkybh16xb69u2LqVOnur1mMM/INRoNBgwYIKl7VUp+OWhQ+IObXw4aAomf88wwAjwzgWR/VaBMZkTG6dOn7XJcjhw5gsjISNSvXx+JiYkICQnBgQMH+PctFguOHz+OVq1a8cdq1aqFMWPG4Mcff8SXX36JlStX+tQGf4LUXyCp+eWgQeEPbn45aAgU/jLPjLCKKYFif1WgTGaqCIZh7PYmKikpwauvvson8X700UeYOHEiVCoVIiIiMH78eLz77rvYvn07zp8/j7Fjx8JgMODVV18FAMycORObN2/G5cuXce7cOWzdutVuomMLf9ibyZugaRpJSUmS7kkiJb8cNCj8wc0vBw2BxF+ZnJlAsr8qkH465edwDDP17dsXzZo1Q48ePWA2mzFixAh8/PHH/PuffvopWJbFP//5TxQVFaFjx47YsWMHqlevDsCaQDxjxgxcu3YNYWFh6N69O9atW+eSW+owj9T8Go0GgwcPltS9KiW/HDQo/MHNLwcNgcTPe2Zoz3NmAsn+qkCpAFyF6rSEED7fhaIojBkzBvn5+di0aZNI6oXx+xqe8HuzAjAhBCaTCaGhoZLZLyW/HDQo/MHNLwcNgcS/bvZR5N7Uo02PePR8sYXP+SsDb/IrezP5CFKHWYKdn6ZpJCcnS+pelZJfDhoU/uDml4OGQOJnaOGrmQLJ/qpA8cyI6DXwtWfGH6Dsmq1AgQIFnmHtB4dQmGNCy6510HdMa6nlSA7FM+MjcHVmuPngmjVrfDqRceT3NeTAH8yeKTloUPiDm18OGgKJn/PMCFmaHUj2VwXKZKYKIISgqKhI0kEUzPw0TWP//v2Sulel5JeDBoU/uPnloCGQ+LnwktAwU6DYXxUoYSaBIZBevXrhoYcewpdffukFtfLA1KlTsWbNGqxcuRLHjh1Dx44d8cwzz1TqWkqYSYECBQo8wzfv7IPZQKPxgzUxeHw7qeVIDiXM5CMQQkDTtKSeEW/w//nnn/jjjz/w1VdfYdeuXejfv79P+T0Fy7LIy8uTdDsHKfnloEHhD25+OWgIJP7K1JkJJPurAmUyUwUQQqDX6yWdzHD8JSUlol331KlT6NKlC/bs2YOUlBTExMRUyC8FGIZBSkoKGIYJSn45aFD4g5tfDhoCiZ+txGqmQLK/KlAmM+VAr9dj1KhRiIyMRN26dfH555/bva9SqRAWFobp06cjPj4eERER6NKlC/bu3VvudS9cuIDHHnsMoaGhaN26Nf78809QFGWXPHzz5k08//zzqF69OmrUqIHhw4fj2rVr/PtjxozB008/jWXLlqF+/fpo3rw5AODHH39Ex44dERUVhTp16uDFF1/E3bt37fjPnTuHIUOGIDo6GlFRUejevTuuXLkCAEhJSUH//v1Rs2ZNxMTEoGfPnjh58qTd5zMzMzF8+HBER0cjISEBI0aMwJ07dwT2btWh1WoxcOBAaLVan3PLgV8OGhT+4OaXg4ZA4ScsAcuWJgDTnv+DGCj2VxXKZKYcvPvuu9izZw82btyI5ORk7N27FydOnODfJ4Rg9OjROHjwINatW4czZ87g2WefxeOPP4709HSX12RZFk8++STCw8Nx9OhRrFy5Eu+//77dOQaDAb1790ZkZCT27duHAwcOIDIyEo8//ridB2bXrl04d+4ckpOTsXXrVgDW7RRmz56N06dPY9OmTcjIyMCYMWP4z9y8eRM9evRAaGgodu/ejRMnTuCVV17hk7eKioowevRo7N+/H0eOHEGzZs0wePBgFBUV8TY/+eSTyMvLw969e7Ft2zZcuXIFzz//vCh9LgQsy+Lu3buSulel5JeDBoU/uPnloCFQ+G1DS0LDTIFgf5VBAhwFBQUEACkoKHB6z2g0kvPnzxOj0ej0XlFREQkJCSHr1q3jj+Xm5pKwsDAyadIkQggh6enphKIocuPGDbvP9u3bl8yYMcOlnm3bthGNRkOys7P5Yzt37iQAyMaNGwkhhKxevZq0aNGCsCzLn2M2m0lYWBjZsWMHIYSQ0aNHk9q1a5N79+7ZneeIY8eOEQCkqKiIEELIjBkzSOPGjUlJSYnbz9iCpmkSFRVFtmzZQgghJDk5majVapKZmUlYliUFBQXk7NmzBAA5duyY0+fL6+OqwmKxkF27dhGLxSL6tf2BXw4aFP7g5peDhkDhNxstZOm4XWTpuF3kt3nOz1Jv81cW3uQv7++3I5S9mdzgypUrKCkpwSOPPMIfi42NRYsWZSWmU1NTQQixOwYAZrMZNWrUcHndixcvIiEhAXXq1OGPde7c2e6cEydO4PLly4iKirI7bjKZ+HAQALRt2xY1a9a0Oyc1NRUff/wxTp06ZZeUlZmZidatW+PUqVPo3r27W5fg3bt3MXPmTOzevRt37twBwzAwGAzIzMwEAKSlpSEhIQEJCQkAgOjoaDzwwAOoVq0a0tLS0KlTJ5fX9QY0Gg369OnjMz658ctBg8If3Pxy0BAo/HaeGdZzz0yg2F9lHVILkCuIB0mtDMNArVbj+PHjTptsRUZGur1uRftXsCyLhx9+GD/99JPTe7Vq1eLbERERKCkpgVarBUVR0Ov1GDBgAAYMGIAff/wRtWrVQmZmJgYOHMiHp8LCwsrlHjNmDO7du4cvv/wSDRs2hE6nwyOPPMJ/3lY/IQQWiwVardYju8QGy7LIzs5G3bp1oVL5PmIqNb8cNCj8wc0vBw2Bws/YbC4pJGcmUOyvKpScGTdITEyEVqvFkSNH+GP379/HpUuX+N/bt28PhmFw9+5dJCYm2r1sPS+2aNmyJTIzM+0SZlNSUuzO6dChA9LT0xEXF+d0XceVRWazmW9fuHABOTk5+PTTT9G9e3e0bNnSKfm3Xbt22L9/PywWi0t9+/fvx1tvvYXBgwfjgQcegE6nQ05ODv9+69atkZmZiaysLJ7//PnzKCgoQKtWrVxe01tgWRZXrlyRNFYsJb8cNCj8wc0vBw2Bwm+fM+P5tQLF/qpCmcy4QWRkJF599VW8++672LVrF86ePYsxY8bYzTxbtGiBkSNHYvTo0diwYQMyMjKQkpKCBQsWICkpyeV1+/fvj6ZNm2L06NE4c+YMDh48yCcAc56NkSNHombNmhg+fDj279+PjIwM/PXXX5g0aRJu3Lhhd72oqCj+cw0aNEBISAi++uorXL16Fb///jtmz55td/7EiRNRWFiIESNG4Pjx40hPT8fatWtx8eJFANZJ3Nq1a5GWloajR49i5MiRdt6cfv36oV27dhg5ciRSU1ORlpaG0aNHo2fPnujYsWMVe10YNBoNevToIdnW81Lzy0GDwh/c/HLQECj8tp4ZIQnAgWJ/VaFMZsrBokWL0KNHDwwbNgz9+vXDY489hocffph/nxCCFStW4J///CemTJmCFi1aYNiwYTh69CifU+IItVqNTZs2obi4GJ06dcJrr72GDz74AAD4Crnh4eHYt28fGjRogKeffhqtWrXCK6+8AqPR6FQF0Ww28yGxWrVqYc2aNfjf//6H1q1b49NPP8Vnn31md36NGjWwe/dunr958+ZYtWoVn0Pz7bff4v79+2jfvj3++c9/4q233kJcXBz/eW4JefXq1dGjRw/069cPTZo0wa+//lrF3hYOlmVx/fp1Sf8jkZJfDhoU/uDml4OGQOFn6cqvZgoE+6sM0dOPZYbKrmbyBCzLkqKionJXE3mCAwcOEADk8uXLPuUvKioiHTt29HhlU2X4vb2a6eDBg5Jm8UvJLwcNCn9w88tBQ6Dw38sq5FczrZ66z+f8lYU3+YWsZlL2ZpJg36CNGzciMjISzZo1w+XLlzFp0iRUr14dBw4c8JmGa9eugaZp9OvXDxs3bkT79u29wqPszaRAgQIFFePOtUL836fHAQC6cA1eW9xDYkXSQ9mbyUcghMBkMgku519UVIQJEyagZcuWGDNmDDp16oTNmzf7jB8A1qxZg9atW6N27dp89WBf8osBhmFw+fJlSct4S8kvBw0Kf3Dzy0FDoPCztquZBISZAsX+qkKZzFQRlbmBo0aNQnp6OkwmE27cuIE1a9a4rUvjDX4A+Pjjj1FSUoKjR48iIiKiUteoCr8YIITg/v37ku6NJSW/HDQo/MHNLwcNgcLPVHI1U6DYX1UoYSYlBOJVKH2sQIECBRUj81wutnx12voLBUxY1tvntbvkBiXM5CMQQmA0GiWdEQczP8MwuHDhgqTuVSn55aBB4Q9ufjloCBR+u9ASsW486Uv+ykJqfg7KZKaKkNqxFez8RqMxqPnloEHhD25+OWgIBH7H0JKQ5dmBYH9VoYSZlBCIV6H0sQIFChRUjPSUO0hefY7/fewXPRASFtw7DilhJh9B6jBLsPMzDIOzZ89K6l6Vkl8OGhT+4OaXg4ZA4Wcq6ZkJFPurikpN+ywWC27fvg2DwYBatWohNjZWbF0KFChQoEBB0IB12FzScXKjoHx4HGYqLi7GTz/9hF9++QXHjh2z2+Cwfv36GDBgAF5//XV06tTJa2IrAyXMJC2UPlagQIGCivH33hvYt65sI+NR87ohKja4n5mih5m++OILNGrUCKtWrUKfPn2wYcMGnDp1ChcvXsThw4fx0UcfgaZp9O/fH48//jjS09NFMUTuIITAYDBIGuax5b99+zb+9a9/oUmTJtDpdEhISMDQoUOxa9cu/jOpqal4/vnnUbduXeh0OjRs2BBPPPEEtmzZwl/n2rVroCgKp06dcuLs1asXJk+e7JLf12AYBqmpqZK6V6Xkl4MGhT+4+eWgIVD4HcNKntaaCRT7qwqPwkyHDh3Cnj170LZtW5fvd+7cGa+88gpWrFiB1atX46+//kKzZs1EFSpXSF0HgOO/du0aHn30UVSrVg0LFy5Eu3btYLFYsGPHDrz55pu4cOECNm/ejOeeew79+vXD999/j6ZNmyI3NxdnzpzBBx98gO7du6NatWqV4pcKtjt6ByO/HDQo/MHNLwcNgcBf2ZwZsfirAqn5AWU1U8CEQAYPHowzZ87g4sWLThV98/PzodVq0bBhQ/To0QMbNmxweQ1CCCiKwrVr19C4cWOkpqbioYcesjunV69eeOihh/Dll196pCuQ+liBAgUKvIXjSddw9Per/O8jPuyMGvGREiqSHl5ZzfTNN9/gypUrVRbnbyCEwFBCu3zpzRbcu18Ivdni9pyqvCqaZxJCoNfrkZubi+3bt+PNN990uTVBtWrVkJycjNzcXEybNs3t9YR6WTh+qebDNE0jJSUFNE0HJb8cNCj8wc0vBw2Bwu/omWFoz8JMgWJ/VeHxaqZJkybBZDIhPj4evXv3Ru/evdGnTx80aNDAm/okh9HCoPXMHZJwn581EOEh5d8itVqNy5cvgxCCli1buj3v0iVrYlmLFi34YykpKejduzf/+7p16/DEE0/wv3fr1g0qlf1812g02nlr1Gq1R7Z4AxRFoXr16pKFuqTml4MGhT+4+eWgIVD4HVczeRpmChT7qwqPJzP5+fk4cuQI/vrrL+zZswdvvvkmTCYTGjZsiD59+vATnHr16nlTrwIbUBRlF7oROpjatWvHJ/k2a9bMaWb966+/olWrVnbHRo4c6Zbf11Cr1UhMTAxafjloUPiDm18OGgKFv7I5M4Fif1Xh8WRGq9Wie/fu6N69Oz744ANYLBYcOXIEe/bswd69e/HLL7/AbDYLcjXt27cPixYtwokTJ5CdnY2NGzfiySef5N8nhOCTTz7BypUrcf/+fXTp0gVff/01HnjgAUFGVgVhWjXOzxro8j1rmMWAiIhwr8xKw7Tlez24ME9iYiIoikJaWppd/9mCS8i+ePEiunbtCgDQ6XTlDsKEhASn920TvTj+iIgISWblNE3j2LFj6Ny5MzQa31fKlJpfDhoU/uDml4OGQOF39sx4HmYKBPurikpXAGYYBiUlJTCbzfwkpnHjxoKuodfr8eCDD2Lp0qUu31+4cCEWL16MpUuXIiUlBXXq1EH//v1RVFRUWdmCQVEUwkM0bl8xEaHlvl+VlycTBK1Wi9jYWAwcOBBff/019Hq90zn5+fkYMGAAYmNjsWDBAlH7R6vVino9IVCpVIiPj3cKhQULvxw0KPzBzS8HDYHC7zh5YTz0zASK/VWFx9Mok8mEQ4cOYe/evdi9ezeOHz+OJk2aoEePHpg4cSJ69uwpOMQ0aNAgDBo0yOV7hBB8+eWXeP/99/H0008DAL7//nvUrl0bP//8M8aNGyeIyxugKAo6nU4W/MuWLUO3bt3QuXNnzJo1C+3atQNN09i5cyeWL1+OtLQ0fPPNN3j++ecxZMgQvPXWW2jWrBmKi4uxfft2AMLzX6S2X6VSoWHDhkHLLwcNCn9w88tBQ6DwO05ePA0zBYr9Vdbh6YnVqlXDyy+/jPv372PSpEnIzMzE+fPnsWLFCrzwwgui58pkZGTg9u3bGDBgAH9Mp9OhZ8+eOHTokKhclQUhBEVFRZIWzeP4GzdujJMnT6J3796YMmUK2rRpg/79+2PXrl1Yvnw5AOCpp57CoUOHEB4ejlGjRqFFixbo06cPdu/e7ZT8K5RfCtA0jX379kmaxS8lvxw0KPzBzS8HDYHCz9KOOTOeh5kCwf6qwmPPzIMPPohTp07hr7/+AkVRUKlU6NWrF2rUqOEVYbdv3wYA1K5d2+547dq1cf36dbef48JeHAoLCwGAr07I/VSr1WAYhv9DzP2kKMqjNsuyvGfC1XHumrZtlUoFQojbthB+7rO2/HXr1sVXX32Fr776yu1nO3bsiN9++82tTQDQqFEjMAzDa7e1affu3U783Dnu7OPep2kaGo0GLMuCZVloNBr+HnBt23vjqk3TNCiKglqtBsuyaNy4MVQqFWiahkqlcmpbLBao1Wq+rdFYw3dcGwCvi2trtVoQQvg2y7JgGIZvc9q5vlKpVKLZ5M4OdzYxDIMmTZrY2VcVm9y13dnETaQ5LWLYJOQ+URRldw/EsEnofWrUqBE4+GrscW2VSoXGjRvz311fjj3ODq4PuOeCr8Ye1+b6gHvW+GrscTap1Wo0adKEvweVtYlxyJmhLQwYhqnwPgFA06ZN7caEL8aebbtp06Z2917MsecpPPbMHD16FHl5eVi4cCHCwsKwcOFC1K1bF23atMHEiRPxv//9D3fv3vWY2FM45o3YThBcYf78+YiJieFfCQkJAICzZ88CANLS0pCWlgbAmgzLdZbBYOAnQXq9HiUlJQCse1JZLBYAQFFREX9+UVERGIZBSEgICgsL+YFcWFjI/xF3bAPWgW47weLyf2ia5tsWiwXFxcUAgJKSEj4Pxmw2w2AwALCG/UwmE0JCQmA2m2EymQBYl05z7craxNnhiU0hISHl2sRpv3fvHu9Ry8rKwrFjxwBYPXCpqakAgPT0dJw5c8bpPp05c4bfIiM1NRUZGRkAgOPHj/Nf3kOHDiE7OxuANbE8JycHgHXylZ+fDwBITk7mtSUlJcFkMoGmaSQlJYGmaZhMJiQlJfF9kZycDMCac7R7924AQE5ODvbt2wcAuHPnDq5duwaVSiWaTceOHUNWVhYAeGTTn3/+iejoaKhUKlFsys7OFnSfLl68iIKCAqhUKtFsEnKf9Ho9/v77b6hUKtFsEnKfVCoVrl27hjt37ohmk5D7xE3ijh8/LppNQu+TSqVCamoqSkpKfDr2OJtUKhVycnL4Omi+GnucTSqVCuHh4dizZ0+VbHL0xFzPuO7Rfbpz5w7i4+Nx4MABn449zqbjx48jPj4e169fF33sHTx4EB6DVAGFhYXkjz/+IJMnTyYxMTFErVZX+loAyMaNG/nfr1y5QgCQkydP2p03bNgwMmrUKLfXMZlMpKCggH9lZWURACQvL48QQghN04SmaUIIIcXFxeTcuXPEaDQSlmUJy7KEEOJRm2EYwjAMKSgoIAzD2B3nznNsc9dw1xbCz33Wkb8y13HU7q7tyiaO351NBoOBnD9/nuj1emKxWPjrcW2apu3a3L1x17ZYLHzbaDSSP//8k1gsFmKxWHhe23ZJSYldm7OJa7Ms69TmtHNthmHs2pxes9nM84tlkzs73NlkMBh4DWLY5K7tziaTycTzi2WTkPtUUlJidw/EsEnIfbJYLOTPP/8kZrNZNJuE3CeO32g0imaT0PvEaeB+99XY49ocv8lkEs0mIffJ8R5U1qYtX50iS8ft4l9n92V5dJ/MZjPZtWsXMRqNPh17XNtoNJJdu3YRk8kk+tjLzc0lAEhBQQGpCJVaR8WyLFJSUrB3717s2bMHBw8ehF6vFzUJqHHjxqhTpw527tyJ9u3bA7B6Kf76669yV+TodDqXSalccqttkqtarea9PLbeHk/aXBglLCwMFEXx79lmdLv6rO25jm0h/Fzbkb+y13HU7q7t6BVzxe+qrVKpeJcm50IEnO9HRW3bpX8hISFo27at3fUcz7FdbSWkTVEU37a9vm1bo9HY8YthkydtW706nc5lH1TWJndtd9q1Wm2F90CoTULaarXa5T2oik1C71Pbtm3533019rg2y7Jo27YtQkJCRLVJyH1SqVRo27Yt/zz11djj2lwfcNf31djjbHK8B5W1ybHiLyEU/155drAsizZt2iAkJIS/vi/GHtcOCQlBmzZtoNVqBX23hN6niuDxmSkpKXxNmQMHDqC4uBj169dHr169sGTJEvTu3dsuduwJiouLcfnyZf73jIwMnDp1CrGxsWjQoAEmT56MefPmoVmzZmjWrBnmzZuH8PBwvPjii4J4vAXHL67C71uoVCrExcUFLb8cNCj8wc0vBw2Bws+vXqIAEGGrmQLB/irr8PTELl264D//+Q+qV6+OxYsX49KlS8jMzMQPP/yAl19+WfBEBrDmPLRv3573vLzzzjto3749Zs6cCQCYNm0aJk+ejAkTJqBjx464efMmkpOTERUVJZjLG2BZFgUFBXxuicLvW3C7gnP5P8HGLwcNCn9w88tBQ6Dwc54ZTUipx8nD1UyBYn9V4fGu2RcvXrTb18df4M1dswkhfLa5FBVw/YHfm7tmsyyL/Px8VKtWzS7E4StIzS8HDQp/cPPLQUOg8P82LwX3MosQFh0CY2EJHnmqKToMrDh1I1DsdwUhu2Z7HGZynMg41hdRqVSIjAyu7copipK0fHOw86tUKsTGxgYtvxw0KPzBzS8HDYHCz3lmtCEqGOG5ZyZQ7K+yDk9PPHXqFIYMGcL/Xq9ePVSvXp1/VatWDSkpKV4RKVdwM1IpwzzBzG+xWPDHH39I6l6Vkl8OGhT+4OaXg4ZA4edyZLS60oRgD3NmAsX+qsLjf6u/+uorPPbYY3bH1q5di/j4eBBC8O2332LJkiVYu3at6CLlCoqiEBUVJenW68HMr9Fo0L17d8m8Q1Lzy0GDwh/c/HLQECj8nCemLGfGs8lMoNhfZR2ennjw4EGMGTPG7ljXrl3RpEkTANYlus8995yo4uQOrnqhwi8df0Vx1EDml4MGhT+4+eWgIVD4uQrAnGfG08lMoNhfVXgcZsrKykKDBg3432fNmoWaNWvyv9etW5evghkskDrMYss/ZswYvq6L7evxxx/nzz906BAGDx6M6tWrIzQ0FG3btsXnn3/OV/3lQFEUNm3aJIhfClgsFmzevFlS96qU/HLQoPAHN78cNAQKv5NnhvZ8NVMg2F9VeDyZ0el0uHHjBv/722+/bTcby8rKQnh4uLjqZA5uRiplmMeW//HHH0d2drbd65dffgEAbNy4ET179kT9+vWxZ88eXLhwAZMmTcLcuXMxYsSISm0WKbX9Go0GAwYMkNS9KiW/HDQo/MHNLwcNgcJfWc9MoNhfZR2enti+fXts2rQJjz76qMv3N2zYwNeLUSANdDod6tSp43Rcr9dj7NixGDZsGFauXMkff+2111C7dm0MGzYMv/32G55//nlfyhUFkn+BJOaXgwaFP7j55aAhEPhZm9VMgOermcTirwqk5gcEeGYmTJiAL7/8El9//bVdWIFhGH6n5vHjx3tFpKQgBCjRu3wRczEKc2+DmIvdnlOlVwXeEmKz8WN5SE5ORm5uLqZOner03tChQ9G8eXPegyOsazzj9xZsN0sLRn45aFD4g5tfDhoChZ/zxGgEemYCxf6qwuOieQDw3nvvYdGiRYiKikKTJk1AURSuXLmC4uJivPPOO1i0aJE3tVYKVS6aV6IH5tXzgVIX+PctICTC7dukdPdqiqLw8ssv48cff3Sy47333kNISAimT5+O+/fvo1q1ak7XGT58ONLT03H+/HkA1vDRxo0b8eSTT5Yrz5ZfiqJ5xGbLeamKBkrJLwcNCn9w88tBQyDwE5Zg2QTrrtsPD2qIE9uuo1mn2hjw6gM+4a8KvMnvlaJ5ALBgwQI89dRT+OWXX/htvLt3744XXngBXbt2rbxiBaKgd+/eWL58ud2x2NhYrFq1CgDcelC4CYk/gvsSBSu/HDQo/MHNLwcN/s5v64Upy5nxPMzk7/aLAcHsXbt2Da6Jizbc6iFxAZZlUVhUhOioKO+UkdaWn1DNhXm4GWtERAQSExOdzmvevDkAIC0tDd26dXN6/8KFC2jdurVgebb8UkyGaJpGcnIyBg8eLMmGl1Lzy0GDwh/c/HLQEAj8jM3ERaMVHmbyd/vFgEdhpszMTLtl2RXh5s2biI+Pr5IwseDNvZnkhDFjxiA/P9/lkmq9Xo8GDRqgV69eWL9+vd17v//+O4YPH45169bxCcCehpk8QSD1sQIFChR4A6ZiC1ZP3Q8A6P1SS+z58QIatqmBJyY+KLEyaSEkzOSRO6FTp04YO3Ysjh075vacgoICrFq1Cm3atMGGDRuEKfZTcBstSpUA68hvNptx+/Ztu1dOTg4iIiLw3//+F5s3b8brr7+OM2fO4Nq1a1i9ejXGjBmDZ555xqngYUZGBk6dOmX3Ki4uLpff15A6AVlqfjloUPiDm18OGgKBn/PMUBSg1gpbzRQI9osBjyYzaWlpiImJweOPP47atWtjyJAhGDt2LP71r3/hpZdeQocOHRAXF4c1a9Zg0aJF+Ne//uVt3bIAIcRpw00p+bdv3466devavbgtKJ555hns2bMHWVlZ6NGjB1q0aIHFixfj/fffx7p165zCRO+88w7at29v9zp+/Hi5/L4GTdPYv3+/pFn8UvLLQYPCH9z8ctAQCPxcSEmlUUGltj6LubozvuCvCqTm5yBoNZPJZEJSUhL279+Pa9euwWg0ombNmmjfvj0GDhyINm3aeFNrpRAsYSa5QuljBQoUKCgf+XcN+GnmEYSEqtF3dGts++/fqNMkBv+Y9rDU0iSF11YzhYaG4umnn8bTTz9dJYGBAi7MolarJVsSF8z83HYK1apV804Ctsz55aBB4Q9ufjloCAR+ttQLo1KXeWY8DTMFgv1iQDrmAAAhBHq9XtIwUzDzMwyDlJQUp72lgoVfDhoU/uDml4OGQODncmZUGqpsMsN69lwNBPvFgKAwkz9CCTNJC6WPFShQoKB83MkoxP8tOI6o2FD0Gd0Km79IRfW6EXjxoy5SS5MUoq9mUuAahBBYLBZJPSPBzM+yLO7evSvpruVS8stBg8If3Pxy0BAI/C49MwLCTP5uvxhQJjNVhNFoVPglAsuyOHv2rKRfYin55aBB4Q9ufjloCAR+bjWTWmObM+PZP4mBYL8YUMJMSgjEq1D6WIECBQrKR+a5XGz56jRqJkSizz9b4bd5KYiopsOYTx+VWpqk8EmY6fz589i+fTt+//13u1cwgRCCkpISScM8wczPsixu3rwp6X8kUvLLQYPCH9z8ctAQCPwMU7XVTP5uvxgQvDfT1atX8dRTT+Hvv/8GRVH8HzJuaa7UGc2+htlslnQ/imDmZ1kWV65cQe3atSVbkiglvxw0KPzBzS8HDYHAz9LWiYDaLmfG8zCTv9svBgSHmYYOHQq1Wo1Vq1ahSZMmOHbsGHJzczFlyhR89tln6N69u7e0VgpKmElaKH2sQIECBeXjUspt7Fx9HvEtqqP3Sy3x44eHodGpMe4/PaWWJim8GmY6fPgwZs2ahVq1akGlUkGlUuGxxx7D/Pnz8dZbb1VatD+CEAKz2SxpmCeY+VmWxfXr1yV1r0rJLwcNCn9w88tBQyDwc0Xz1JVczeTv9osBwZMZhmEQGRkJAKhZsyZu3boFAGjYsCEuXrworjo/gMVikQX/mDFjQFEUKIqCVqtFkyZNMHXqVOj1ev7c9evXo1evXoiJiUFkZCTatWuHWbNmIS8vDwCwZs0aVKtWzSUPRVEud+SW0n6pY7VS88tBg8If3Pxy0BAI/KzLnBni0T+KgWC/GBA8mWnTpg3OnDkDAOjSpQsWLlyIgwcPYtasWWjSpInoAuUMiqIQGRkpSSl/V/yPP/44srOzcfXqVcyZMwfLli3D1KlTAQDvv/8+nn/+eXTq1Anbtm3D2bNn8fnnn+P06dNYu3atKPy+hkajQbdu3aDRCE79Cgh+OWhQ+IObXw4aAoGf4XJm1BTUmtI/ywQgHlQBDgT7xYDgycwHH3zAz8DmzJmD69evo3v37khKSsKSJUtEFyhnEEJgMpkkDfPY8ut0OtSpUwcJCQl48cUXMXLkSGzatAnHjh3DvHnz8Pnnn2PRokXo1q0bGjVqhP79+2P9+vUYPXq0KPy+BsMwuHz5sqRlvKXkl4MGhT+4+eWgIRD4Xe2abXvc2/xVgdT8HARPpQYOHMi3mzRpgvPnzyMvLw/Vq1eX7D90b4IQAiPtujAcIQRGsxGMivGK7WGasAqvW94ACgsLg8ViwU8//YTIyEhMmDDB5XnuQkueQMoBTAjB/fv30ahRo6Dkl4MGhT+4+eWgIRD4bT0zQiczgWC/GBDFLxQbGyvGZWQJI21El5+l2R/j6ItHEa4Nd/s+RVGIiIhw+d6xY8fw888/o2/fvkhPT0eTJk08WkJdUFDA50RVhPL4fQGNRoNOnToFLb8cNCj8wc0vBw2BwM/y2xmooFKrbI57Fmbyd/tF0eHJSU8//bTHF9ywYUOlxSgQBi7Mwy153rp1KyIjI0HTNCwWC4YPH46vvvoKo0eP9thzFBUVhZMnTzodb9asWbn8UnjlGIZBeno6mjVrBrVaHXT8ctCg8Ac3vxw0BAI/w61mUlNQqSiAAkDK9mzyNn9VIDU/B48mMzExMXybEIKNGzciJiYGHTt2BACcOHEC+fn5giY9/oIwTRiOvnjU5Xve/mMepgmr8BzbfJXevXtj+fLl0Gq1qFevHu+Jad68OQ4cOACLxVKhd0alUiExMdFjjVLvhhHMe1PJRYPCH9z8ctDg7/y2OTMAoFarwNCsx4Xz/N1+MeDRZOa7777j2++99x6ee+45rFixgp+FMQyDCRMmVFjUxh9BUVS5oZ6IEOnCLBRFITy8TFtERITLiciLL76IJUuWYNmyZZg0aZLT+/n5+ZXKm3Hk9zXUajXat28ftPxy0KDwBze/HDQEAj+/a3ZpvoxKTYGhPas1Ewj2iwHBq5m+/fZbTJ061c6dpFar8c477+Dbb78VVZzcQQiB0WiUdDWTJ/xdunTBtGnTMGXKFEybNg2HDx/G9evXsWvXLjz77LP4/vvvvcrvLTAMg7Nnz0qaxS8lvxw0KPzBzS8HDYHAX1Y0z/onWciWBoFgvxgQPJmhaRppaWlOx9PS0iQvmqPAPRYsWICff/4ZR48excCBA/HAAw/gnXfeQbt27Sq9NFuBAgUKFFQdrjwzgOf7MymoxN5M77zzDtasWYN///vf6Nq1KwDgyJEj+PTTTzFq1CgsXrzYK0IrC2VvJmmh9HFwIuWPDBTmGNGudwJqNYiSWo4CBbLGru/P48Lh23jkqaboMLAhvp9xEMX3zXh2RkfENQy89A1P4dW9mT777DNMnz4dX3zxBXr06IEePXrgiy++wLRp07Bo0aJKi/ZHEEJgMBgkDTMFMz/DMEhNTZXUvSolvxw0uOO/9ncuLhy+jeJ8syT8vkKw88tBQyDwl21nINwzEwj2iwHBdWZUKhWmTZuGadOmobCwEAACMvHXU0hdKDDY+cPCKl7xFcj8ctDgip8vAqbx/viQo/3BxC8HDf7OzzjlzFh/ehpm8nf7xUCViuYF8yQGsP4hl/ImBju/Wq1Gy5Ytg5ZfDhrc8bP8ZEaw81cUfl8h2PnloCEQ+Fm3OTOerWbyd/vFgEdPmg4dOuD+/fsAgPbt26NDhw5uX8EEQgj0er2kYZ5g5qdpGikpKaBpOij55aDBHT/jo8mMXO0PFn45aAgEfs4zw3lkhISZAsF+MeCRZ2b48OHQ6XQAgCeffNKbevwOUlY8DHZ+iqIk3RNMan45aHDH7+g29zW/rxDs/HLQEAj8nAeGC8tykxrGg8lMINgvBjyazHz00Ucu28EOiqIkXaET7PxqtVpQteJA45eDBnf8nGdG5eWcGbnaHyz8ctAQCPz890XNVQAWFmbyd/vFgOB/m1JSUnD0qHN5/6NHj+L48eOiiPIXEEJQXFwsaZgnmPlpmsahQ4ckda9KyS8HDe74+ZwZtffDTHK0P1j45aAhEPi5cFKZZ0ZYmMnf7RcDgp80b775JrKyspyO37x5E2+++aYoovwJnuxErfB7ByqVCvHx8VCpvPsHU678ctDgjp8PM2m9q0uu9gcLvxw0BAK/495MQiYzgWC/GBC8mun8+fMuE33bt2+P8+fPiyLKX0BRFJ9LpPD7HiqVCg0bNgxafjlocMVPCPFZArAc7Q8mfjloCAT+sjBTqWem9HvDHfc2f1UgNT+vQ+gHdDod7ty543Q8OzsbGk2VVnr7HQghKCoqkjTME8z8NE1j3759krpXpeSXgwZX/CxbNh64h7Mv+X2JYOeXg4ZA4OfDTNxqJpWwMJO/2y8GBE9m+vfvjxkzZqCgoIA/lp+fj3//+9/o37+/qOL8AVJ6Jmz5e/XqhcmTJzu9v2nTJj7LfM2aNaAoyun1zTff4PPPP0dMTAwMBoPTNUwmE6pVq+ZyqwqpPTNNmzaV1L0qJb8cNLjiZyxl/036IswkN/uDiV8OGgKB3zFhXkjRvECwXwwIdqV8/vnn6NGjBxo2bMhv+33q1CnUrl0ba9euFV2gnEFRFEJCQvyKPzo6GhcvXrQ7FhMTg+LiYsyYMQPr16/HP//5T7v3169fD4PB4HRcavu5WG2w8stBgyt+bgdgwDdhJrnZH0z8ctAQCPyOCfNCiuYFgv2i6BD6gfj4eJw5cwYLFy5E69at8fDDD+M///kP/v77byQkJIgqjqZpfPDBB2jcuDHCwsLQpEkTzJo1Sza7cxNCUFhYKGmYRyg/RVGoU6eO3SssLAy1atXC0KFD8e233zp95ttvv8WwYcNQq1atKvOLCZqmsXv3bkndq1Lyy0GDK35uB2CKKnOX+5Lflwh2fjloCAR+LjTLeWbUAlcz+bv9YqBSSS4RERF4/fXXxdbihAULFmDFihX4/vvv8cADD+D48eN4+eWXERMTg0mTJnmdH7D+wSZGo9v3dISANRi8UjCICgur8Lpibifw6quv4oknnuB3uQaAa9euYc+ePfjjjz+8zi8UKpUKbdq0kdS9KiW/HDS44ufCTN72yrjj9yWCnV8OGgKBn1/9x3lmNFyYyTPPjL/bLwYET2a+//571KxZE0OGDAEATJs2DStXrkTr1q3xyy+/iJrVfPjwYQwfPpznatSoEX755Ref1rMhRiMudnjYZ3y2aHHyBKjwcLfvUxQleGl0QUEBIiMj+d8jIyNx+/ZtAMDAgQNRr149rFmzBp988gkA4LvvvkO9evUwYMAAUfjFhEqlQlxcXNDyy0GDK37HZaa+5vclgp1fDhoCgZ91XM1U+tOTCsCBYL8oOoR+YN68efx/44cPH8bSpUuxcOFC1KxZE2+//bao4h577DHs2rULly5dAgCcPn0aBw4cwODBg91+xmw2o7Cw0O4FgN+enGEYuzYXIiGEuG1LifJ0sSyLgoICu7BbeecTQhAVFYXU1FSkpqbi1KlTOHjwIH8ORVEYNWoU1qxZA5qmwbIsvv/+e4wePRoqlYrn5K7FMAzPz2ngznHkZ1mWd0PathmGsWu7u09cm6Zpvm00GrF9+3ZYLBZeL3cO17ZYLHZtTg/XJoQ4tTntXJtlWbs2p9dsNvP8Ytnkzg53NhkMBl6DGDYJvU8mk4nn54477pgt1CYh96mkpMTuHohhk5D7ZLFYsH37dpjNZtFsEnKfOH5jqffYl2OP085pKCkp8enY49ocv8lkEs0mIffJ8R5UzqbSZzhlfa7ykxlLxffJbDZjx44dMBqNPh17XNtoNGLHjh0wmUxeGXueQvBkJisriy9dvGnTJjzzzDN4/fXXMX/+fOzfv1/o5crFe++9hxdeeAEtW7aEVqtF+/btMXnyZLzwwgtuPzN//nzExMTwLy6P5+zZswCAtLQ0pKWlAQAuXrzId5bBYOAfSHq9HiUlJdY2w6DxkcNocfIE6v61F02OHkGLkydQZ+8eNDl6BE2PHUXtPbuRmHIMLU6eQO09u9HseAqaHU9xarc4eQKJKcf4dtNjR1Fn7x60OHkCTY4eQd2/9qLFyRNofOQw6u37C1RYGEpKSqDX6wFY/3hyq41MJhNMJhMiIiL4nwUFBTAajfyX2mAwICcnB9HR0dDr9aBpGiqVCnXq1EHDhg2RmJiIWrVq8X1QVFSE0aNHIysrC1u3bsXOnTuRmZmJZ555hh/0XI4Mtyw7IiICLMvaTRqLiooAWAcip/3evXs4dOgQAOsYOnbsGAAgIyMDqampAID09HScOXPG6T6dOXMG6enpAIDU1FRkZGTw7QYNGkCtVuPQoUPIzs4GAOzbtw85OTkAgN27dyM/Px8AkJyczGtLSkriv3xJSUmgaRomkwlJSUl8XyQnJwOwrtbbvXs3ACAnJwf79u3jbQoJCYFarRbNpmPHjvFFKT2xac+ePXjggQegVqtFsSk7O1vQfUpPT0fNmjWhVqt5m7jJDAFbKZuE3Cej0QiapqFWq0WzSch9UqvVCAkJwb1790SzSch9UqvVaNCgAW+HL8ceZ5NarYbZbOb/qfDV2ONsUqvVqFatmt1zoao2CblP3K7RnB1Cbbp08RJI6VzmytXLSEtL41cz5ebmVWjTvXv30KlTJxw6dMinY4+zKTU1FZ06deLb7u4TIHzsHTx4EB6DCEStWrXIyZMnCSGEPPTQQ+T7778nhBBy+fJlEhERIfRy5eKXX34h9evXJ7/88gs5c+YM+eGHH0hsbCxZs2aN28+YTCZSUFDAv7KysggAkpeXRwghhKZpQtM0IYSQ4uJicu7cOWI0GgnLsoRlWUII8ajNMEy5bZZlndrcNdy1hfA7tqdOnUratGnjdHz8+PGkU6dOhGVZ8u2335KYmJgKberVqxd54YUXyAsvvEB69+5dJZsMBgM5f/480ev1xGKx8Dxcm6ZpuzZ3b9y1LRaLXZvjctcuKSmxa3O2cm2WZZ3anHauzTCMXduVHYpNZe1bl/PJ0nG7yA/vHwwYmwLxPik2ycMmk7GELB23iywdt4sYikyEpmlyeONlsnTcLrL3lwt+aZNY9yk3N5cAIAUFBaQiCJ7MvPjii6RDhw7k1VdfJeHh4SQnJ4cQQsjmzZvJAw88IPRy5aJ+/fpk6dKldsdmz55NWrRo4fE1CgoK3HaG0Wgk58+fJ0ajsVL6GIYh9+/f5zve17Dlz8jIIGFhYWTChAnk1KlT5OLFi2Tp0qVEp9OR3377jRBCyHfffUdiYmIqvO7atWtJaGgoCQ0NJT/++KNH/O5Q1T4uDyUlJWTr1q38F87XkJpfDhpc8WddyCNLx+0iP318RBJ+XyLY+eWgwd/5zUYLP5mxlFj/uB/9/Yp1MvPTBa/zVxXe5C/v77cjBIeZvv76azzyyCO4d+8e1q9fjxo1agAATpw4UW74pzIwGAxOGdJqtVo2S7MpikJUVJSkW69z/I0aNcL+/ftx5coVDBgwAJ06dcKaNWuwZs0aPPvss4Ku+49//AM6nQ46nQ5PP/20R/xSQKPRoHv37pJVnpaaXw4aXPE75sz4mt+XCHZ+OWjwd37bukwqvs6M56uZ/N1+0XQI/UC1atWwdOlSp+Pc6hcxMXToUMydOxcNGjTAAw88gNTUVCxevBivvPKK6FyVAUVRUKvVsuF/+OGHsX37drfnjxkzBmPGjKnwumFhYXy8VQi/r0FRFKKjo4OWXw4aXPGzPtqXyR2/LxHs/HLQ4O/8ruoyCdlo0t/tFwuVetrs378fL730Erp164abN28CANauXYsDBw6IKu6rr77CM888gwkTJqBVq1aYOnUqxo0bh9mzZ4vKU1mwLIv8/HzJPEXBzm+xWLB582Y+4z7Y+OWgwRU/XzPDB5MZOdofTPxy0ODv/GVbGZR9X4QszfZ3+8WC4KfN+vXrMXDgQISFheHkyZP8CqCioiLMmzdPVHFRUVH48ssvcf36dRiNRly5cgVz5syRtIS+LbgZqZRhpmDm12g0GDBggKTuVSn55aDBFb+vw0xysz+Y+OWgwd/5Wb5gXtn3RS2gaJ6/2y8WBE9m5syZgxUrVmDVqlV2BdO6deuGkydPiipOgYKKIPUXSGp+OWhw5Hf1n6Yv+X2NYOeXgwZ/5ufCTK48M56EmarKLwak5gcqMZm5ePEievTo4XQ8OjraozyLQALxw72ZAonftlZCMPLLQYMrfl/mzMjR/mDil4MGf+fnJiy2nhkhkxl/t18sCH7a1K1bF5cvX3Y6fuDAATRp0kQUUf4CqcMswc6v0WgwePBgSd2rUvLLQYMrfl/mzMjR/mDil4MGf+fnwkzcCibbtqdhJn+2XywIftqMGzcOkyZNwtGjR0FRFG7duoWffvoJU6dOxYQJE7yhUYECt5D6vwGp+eWgwZGfz5lR+2aSKzf7g41fDhr8mb8szOTsmWFoz7ze/my/WBA8mZk2bRqefPJJ9O7dG8XFxejRowdee+01jBs3DhMnTvSGRtlC6jBLsPPTNI3k5GRJ3atS8stBgyt+PmdG65swk9zsDyZ+OWjwd35XYVk175nxLMzkz/aLBYoI+EvEMAwOHDiAtm3bIjQ0FOfPnwfLsmjdurXdTsxyQmFhIWJiYlBQUOC0Ft5kMiEjIwONGzdGaGioRAoDG0ofBx+O/n4Vx5OuoW2v+ugxornUchQokDWun8vF1q9Oo2ZCJJ5/vzMA4NqZHPyx7AziGkbh2RmdJFYoHcr7++0IQf86qdVqDBw4EAUFBQgPD0fHjh3RuXNn2U5kvA1SunO0lJ6RYOcPZs+UHDS44mcsvlua7c7+4vtmHN92DcaiEkn4fQWp+eWgwd/5XXlm+ARgtuJr+rv9YkGwH7ht27a4evWqN7T4HUjpztFSDqJg5qdpGvv375fUvSolvxw0uOJnfLyayZX9Z3Zn4ejmqzh34JYk/L6C1Pxy0ODv/FwoSeViNZMnOTP+br9YEPy0mTt3LqZOnYqtW7ciOzsbhYWFdq9ggkqlQrVq1Zz2j5KCv1evXpg8ebLTOZs2beJXG61ZswbVqlVzeS2KorBp0ya731291q1b55JfCmi1WgwZMsSu3lEw8ctBgyt+rmqpL+rMuLPfpLdWIzUbvPuAlWP/B5sGf+fnE4BtVzMJKJrn7/aLBcFrqR5//HEAwLBhw+yW5BJCQFEUGIYRT53MwYVZ1Gq1JMuTbfm9ge+++46/3xxsJ0NS289tpyDVhEpqfjlocMXvywrA7uynS0NdnBZf8/sKUvPLQYO/8/MVgF2sZvIkAdjf7RcLgpn37NnDv3bv3s2/uN+DCYQQ6PV6ScM83uSvVq0a6tSpY/eyTeKV2n6GYZCSkiLZBFpqfjlocMVfljPj/QebO/vpEsZOi6/5fQWp+eWgwd/5+dV/6sqtZvJ3+8WCYM9Mz549vaFDtiCEgC5x/0AMD40EYyFgIP6N1ISoyvV4qFQqxMTEiM7rKaTm12q1GDhwYNDyy0GDK37ONe6LyYw7+33lmZFj/webBn/n5ysAu/TMeBZm8mf7xYLgycx3332HyMhIPPvss3bH//e//8FgMGD06NGiiZMD6BIWKyf9JQn36//pCa3OfQiJEAKapgVVXiwoKPB49dkLL7zgFMI6c+YMX+nZll+qMFNOTg5q1qwpmXtVSn45aHDF78sKwO7s95VnRo79H2wa/J2/LAG4cnsz+bv9YkEw86effoqaNWs6HY+LixN912wFFcNoNAo6PyoqCqdOnXJ6ucIXX3zhdF5CQkKV+MUEy7I4e/YsWNa7f7Dkyi8HDa74fZ0z48p+zptK+2AyI7f+DzYN/s7v6vvCTWwYDycz/my/WBDsmbl+/ToaN27sdLxhw4bIzMwURZScoAlR4fX/SBNa04SUP9fk9kYCrBt9FhQUOJ2Tn59vV2xIpVIhMTHRI/46deqUe64tvxTQaDTo06dP0PLLQYMrftaHu2a7s5+bxLBeDjPJsf+DTYO/87OuVjMJCDP5u/1iQfDTJi4uDmfOnHE6fvr0adSoUUMUUXICRVHQ6tQuX5oQFQjFQBOicntOVV4VhW4IISgpKQEhBC1btsTx48edzklJSUGLFi280je2/FKAZVncvHlT0v9IpOSXgwZX/L6sM+POfi7M5AvPjNz6P9g0+Ds/H5Z1s2t2Rc9Xf7dfLAh+2owYMQJvvfUW9uzZA4ZhwDAMdu/ejUmTJmHEiBHe0ChrmM1mWfBPmDABV65cwZtvvonTp0/j0qVL+Prrr7F69Wq8++67lbp2fn4+bt++bffS6/Uu+aUAy7K4cuWKpF9iKfnloMEVP0M7FwHzJT/g26XZcuv/YNPg7/y8Z8Z2byauTQBSQRVgf7dfLAgOM82ZMwfXr19H3759+cRTlmUxatSooMuZoSgKUVFRsuBv1KgR9u/fj/fffx8DBgyAyWRC8+bNsWbNGqdkbU/x8ssvOx2bP38+pk+f7sQvBTQaDXr06BG0/HLQ4Iqf98z4YKNJd/YzXAKwD8JMcuv/YNPg7/xMOXVmAKt3RlVOKTF/t180HUI/EBISgl9//RWzZ8/G6dOnERYWhrZt26Jhw4be0CdrcGGWkJAQyYrm2fI//PDD2L59u9vzx4wZgzFjxri9Vnm/e8Lva7Asi6ysLCQkJEiWxS8lvxw0uOL3dZjJlf1cArAvVjPJrf+DTYO/85e3msn2fW/xVxVS83OoNHPz5s3x7LPP4oknngjKiQwHi8Wi8EsEqWO1UvPLQYMrfr6iqVqanBmGYfkN+nwRZpJb/webBn/nZ/i6TM6rmQDPJjP+bL9YEOyZAYAbN27g999/R2ZmJkpK7HelXbx4sSjC/AEURUm6Y3iw82s0GnTr1i1o+eWgwRV/WZjJ+946l/w2RS697ZmRY/8HmwZ/52ddVABWqSiAAkDKJjve4q8qpObnIPhfp127dqFFixZYtmwZPv/8c+zZswffffcdvv32W7f1SgIVhBCYTCZJtzMIZn6GYXD58mVJy3hLyS8HDa74fRlmcsVvu4KJ9rJnRo79H2wa/J3fXcK8p1sa+Lv9YkHw02bGjBmYMmUKzp49i9DQUKxfvx5ZWVno2bNnpRNN/RlS38Bg5ieE4P79+5JO5qTkl4MGV/yMixwAX/Jzy7IB73tm5Nj/wabB3/ndbf/haa0Zf7dfLAh+2qSlpfFbFmg0GhiNRkRGRmLWrFlYsGCB6ALlDIqiEBERIUnyq8JvHX+dOnUStJ1DIPHLQYMrftaHG0264rfdS437r9eX/L6E1Pxy0ODv/O48M55uaeDv9osFwU+biIgIvrZIvXr1cOXKFf69nJwc8ZT5AQghMBqNks6Ig5mfYRhcuHBBUveqlPxy0ODIT1jCJ9/6ImfGlf20paxNWOJRFVUx+X0JqfnloMHf+cs2mnTnmak4zOTP9osFwVOprl274uDBg2jdujWGDBmCKVOm4O+//8aGDRvQtWtXb2iUNaR2rQU7v5R7Q8mBXw4abPltkxV9sZrJkR+A0y73DF1+nQ6x+X0NqfnloMGf+cu2M3DImdHYlzrwFr8YkJofqMRkZvHixSguLgYAfPzxxyguLsavv/6KxMREfPHFF6ILlDMoikJ4eLjCLxHUajXat28ftPxy0ODIbxvW8UWYyZX9tp4ZwJo3U97u82Lz+xJS88tBg7/zMy5WM1l/98wz4+/2iwXBT5smTZqgXbt2AIDw8HAsW7YMZ86cwYYNG4Ku3ozUYZZg52cYBmfPnpXUvSolvxw0OPLbJtyqfLBrtiv7nT0z3g0zyan/g1GDv/OXhZkcc2Y8X83kz/aLBenK9SlQoCDgYOsylyox3NEz4+3NJhUoqAoYN7vMC9k5W4EymakSKIpCWFiYpKuJOP5evXph8uTJTuds2rSJf5+iKLevRo0aAYDb8954441y+aWAWq1GmzZtoFZ7MSFCxvxy0ODI78saM674Ad96ZuTW/8Gowd/5ec9MJVcz+bv9YkGZzFQBhBAYDAZJwzye8m/YsAHZ2dnIzs7GsWPHAAB//vknfywlJYU/d+zYsfxx7rVw4cIq8XsDDMMgNTVVUveqlPxy0ODIzy8z9UGIyRU/4GIy40XPjNz6Pxg1+Ds/vzeTk2emNAHYgzCTP9svFqRdGB4AkMorIZQ/NjaWb5tMJgBAjRo1UKdOHadzw8PDXR6vCr+3EBYWFtT8ctBgy+9rz4wjP+AiAdjLVYDl1P/BqsGf+csSgB0rAHseZvJn+8VClSYz3H/kUv9B8yYIIaBL6+q4goaiyn2/KtDodOX2LRfmkQpS86vVarRs2TJo+eWgwZFfijCTo/2+9MzIrf+DUYO/83N7MzmWMhASZvJn+8VCpSYzP/zwAxYtWoT09HQA1h203333Xfzzn/8UVZwcQJvNWDL6GUm43/r+/6ANDXX7PhfmEXt59LJly/DNN9/YHfv666/5ys+u+KWY0NI0jdTUVLRv316S6pNS88tBgyM/v2O2jyYzruxnHBOAveiZkVv/SwGpNfg7P7/9h9NqJs8mM/5uv1ioVJ2ZDz/8EBMnTsSjjz4KQggOHjyIN954Azk5OXj77be9oVOBG3gj6WrkyJF4//337Y7FxcX5jN9TUBSF6tWrS5qALSW/HDQ48pd5Znyjx5X9vvTMyK3/g1GDv/O79cx4WDTP3+0XC4InM1999RWWL1+OUaNG8ceGDx+OBx54AB9//HHATWY0Oh3e+v7/JOMuDxRFIbTUcxMdHY2CggKnc/Lz8xEdHS2INyYmBomJiRWeZ8svBdRqtUc6A5VfDhoc+aUIMznab7vRpK0mX/H7ElLzy0GDv/O79cyoPA8z+bP9YkHwEyc7OxvdunVzOt6tWzdkZ2eLIkpOoCgK2tBQly+NTgczTUOj07k9pyqvima6hBAUFxeDEIKWLVvi+PHjTuekpKSgRYsWXukbW34pQNM0Dh06BJqmg5JfDhoc+Vl+0zzfhZkc7XesK+PNyYzc+j8YNfg7v/u9mTwrmufv9osFwU+cxMRE/Pbbb07Hf/31VzRr1kwUUf4ErVYrC/4JEybgypUrePPNN3H69GlcunQJX3/9NVavXo13331X0DUNBgNu375t97p//365/FJApVIhPj4eKpU0FQak5peDBkd+3jPjg00mXfEDvg0zya3/g1GDP/OzLAFhK9o1u/zx68/2iwnBYaZPPvkEzz//PPbt24dHH30UFEXhwIED2LVrl8tJTiCDoijoKggF+Yq/UaNG2L9/P95//30MGDAAJpMJzZs3x5o1a/Dss88Kuu6qVauwatUqu2MDBw7E9u3b3fJLAZVKJekWGlLzy0GDI7+vw0yu7PdlBWC59X8wavBnfracjVnVHiYA+7P9ouoQ+oF//OMfOHr0KGrWrIlNmzZhw4YNqFmzJo4dO4annnrKGxplC0IIioqKJC2aZ8v/8MMPY/v27bhz5w4KCgqQkpKCESNGOH2uUaNGIITgoYcecnpv7969IIQ4vRwnMq74fQ2aprFv3z5J3atS8stBgyO/u03zfMUPlHlm1FrPdx0Wk9+XkJpfDhr8mZ+12ZjVKWdGw4WZyh+//my/mKjUOqqHH34YP/74o9ha/BJSeiaCnV+lUqFp06aSulel5JeDBkd+xsdLs13ZzyUA68I1MBSUeD3MJKf+D0YN/szP2ExU3O2aXVEFYH+2X0xUaVG40WiExWKxOyZ05Yw/g6IohISEKPwSgYvVBiu/HDQ48kuVM2MLLqykC9daJzNe9MzIrf+DUYM/83OeGUpF8auX+OsKCDP5q/2i6hD6AYPBgIkTJyIuLg6RkZGoXr263SuYQAhBYWGhpGGmYOanaRq7d++W1L0qJb8cNDjycy5xx/i/r/iBMs9MaDhXRM+7YSY59X8wavBnfob/vjhP/oWsZvJX+8WER0+cVq1aYebMmQCAd999F7t378ayZcug0+nwzTff4JNPPkG9evXwww8/eFWsHCH1nhTBzK9SqdCmTRtJ3atS8stBgyM/N3HwZZjJ0f4yz0zpZIb23mRbbv0fjBr8mb+slIHzZIZPAK7As+jP9ouqw5OTkpOTsW7dOgDAli1bsGzZMjzzzDPQaDTo3r07PvjgA8ybNw8//fSTV8XKDRRFQavVSlp5MZj5VSoV4uLiJP0SS8kvBw2O/O4KgPmKHyibUOnCtaW/e283X7n1fzBq8Gd+zjPjuGM2ICzM5K/2i6rDk5Oef/55fPjhhwCAvLw8NG7cGIA1PyYvLw8A8Nhjj2Hfvn1ekilPsCyLgoICsKx3d+VV+F3DYrFgx44dTnlbwcIvBw2O/L5emu3KfotNArBVk/c8M3Lr/2DU4M/8/F5m5YaZyn+++rP9YsKjJ05eXh4OHz4MAGjSpAmuXbsGAGjdujVfW2bLli2oVq2aV0TKFRRFISIiQlLPSDDzq9VqdOrUSbL9oaTml4MGR37Wx2EmJ36W8H8guMmMN+vMyK3/g1GDP/OL4ZnxZ/vFhEdPnKNHj2Lo0KEAgJdffhmnT58GAMyYMYPPnXn77bcFV5r1BDdv3sRLL72EGjVqIDw8HA899BBOnDghOk9lQFEUNBqNpJOJYOZXqVSIjY2V1L0qJb8cNDjyM3xpdt+FmWz5bfdl4sNMXl7NJKf+D0YN/sxf3i7zQpZm+6v9ourw5KSYmBgMGjQIAPD222/jrbfeAgD07t0bFy5cwC+//IKTJ09i0qRJooq7f/8+Hn30UWi1Wmzbtg3nz5/H559/LhsPEMuyyM/PlzTME8z8FosFf/zxh6TuVSn55aDBkZ8vmufDMJMdv40XpizM5L3xKbf+D0YN/szPhZBcJgB7WDTPn+0XE1WqMwMADRo0QIMGDcTQ4oQFCxYgISEB3333HX+sUaNGXuGqDCiKQlRUlKSekWDm5xLQNZoqD2O/5JeDBkd+X+fMOPLTNmEuvgKwF8NMcuv/YNTgz/x8wrzLnBnPwkz+bL+YEPzEeeutt7BkyRKn40uXLsXkyZPF0MTj999/R8eOHfHss88iLi4O7du3d9ozyBFmsxmFhYV2LwBgGIb/advmaqRwZfs9bXPeCLVa7XSc+92xzV3DXVuoFo4fAHr16oXJkyc7nbNx40ZQFIVevXqBoii3r0aNGoFlWf68n3/+2c6mL774gj/HdpuDslyF8m1iWbasFolNm2EYu7a7+8S1aZq2Ox4ZGQmKokDTNM9r27ZYLHZtTg/XJoQ4tTntXJtlWbs2p5cQgvDwcFAUJZpN7uxwZxNN0/yEUgybhN4nlmX5vCmGYfiJA0WRStsk5D4B1vIA3D0w6c0AAE2IClTp0422MKKPPU47RVEIDw/n9fpq7HFtiqIQGRlpp9dXY4/TTlEUX6LBl2OPa3O5e7Z6fTH2uDZ3Dyqyw5VNLL/9B8Uf57SjdH7DMqRcmwghiI6OBsMwPh17XJthGERHRzvZJ9bY8xSCJzPr16/Ho48+6nT80Ucfxdq1a/HRRx+hffv2mD9/vtBLO+Hq1atYvnw5mjVrhh07duCNN97AW2+9VW49m/nz5yMmJoZ/JSQkAADOnj0LAEhLS0NaWhoA4OLFi3xnGQwGmM3WB6Fer0dJSQkAoLi4mL+hRUVF/PlcOz8/H4WFhXznc0XkbAvKcW3AevNtJ1hFRUUArDeNa1ssFhQXFwMASkpKoNfrAVgnagaDAQBgMplgMBiQn58Po9HI8xuNRphMJt4mTvsPP/yAa9euITs7G3v27AEA/Pnnn7h06RIyMzORkpLC77MUGhqKDz74gO8PTq8r+/Lz88EwjFubOO337t3DoUOHAABZWVk4duwYACAjIwOpqakAgPT0dJw5c8bpPp05cwbp6ekAgNTUVGRkZACw5nJt2bIFFosFhw4dQnZ2NgBg3759yMnJAQDs3r0b+fn5AKwlBjhtSUlJMJlMoGkaSUlJoGkaJpMJSUlJ/P1NTk4GAOTn52P37t0AgJycHH7V3o0bN3j3qlg2HTt2DFlZWQDgsU2///47LBaLKDZlZ2cLuk9nz57F1q1bYbFYcObMGRQWWPv3xq0bVbLJ0/t0//59JCUlwWKxID8/H4cPHQEAUGrg/IVzAACTsUT0scfZxLnYb9y4IZpNQu6TxWLBli1bcPToUdFsEnqfuLHHPRN9NfY4mywWC7Zu3YoLFy6IZpOQ+8Tdg8rYxK20M5mMTvfp5k2rbpZhy7Xpxo0b2Lx5M/766y+fjj3OpqNHj2Lz5s24fPmy6GPv4MGD8BhEIHQ6HUlPT3c6np6eTiiKIr/88gv56aefSEREhNBLO0Gr1ZJHHnnE7ti//vUv0rVrV7efMZlMpKCggH9lZWURACQvL48QQghN04SmaUIIIcXFxeTcuXPEaDQSlmUJy7KEEOJRm2EYwrIsYRiGb9se596zbXPXcNcWwu/I0bNnTzJp0iSnczZs2EAA2B2/evUqAUBSU1OdbOrZsyd5+eWXSc2aNcnSpUv544sXLyYNGzZ0ssm2H1zZZDAYyPnz54lerycWi4W/Htemadquzd0bd22LxcK3S0pKSHFxMWFZllgsFp7Xtl1SUmLX5mzl2izLOrU57VybYRi7tq3ewsJC3mYxbHJnhzubzGYz0ev1Lu2ojE3u2u5sslgspKioiLAsS2iaJhsXnyBLx+0i5w/drLRNQu4TwzB29yDzwj2ydNwusvaDQ+T6eWv7x5mHRR97nHaWZUlhYaFLW7059rg2y7KkuLiYP8eXY89We2FhId8fvhp7XJtlWVJUVMSfI4ZNQu6T4z0QYtPFo9lk6bhdZOPiE072XTh6iywdt4ts+OxEuTbRNE0MBoOTHd4ee7bnGAwGYrFYRB97ubm5BAApKCggFUFwkCsxMRHbt2/HxIkT7Y5v27YNLVu2xIgRI3D+/HnUqVNH6KWdULduXbRu3druWKtWrbB+/Xq3n9HpdC43P+TCIbbLx9RqNZ/vYZv34ZgDQiwsbKOWXJslLO9mBUXxx4nN2bZtFkyFbbvoqFblVhdFUS63EXA8pyL7bNtcNnp0dDT+/e9/Y/bs2RgzZozd8mvHjHVOA3fckdP2c1xMVaVS8ec73o+K2rZxWU/aWq22Um2uIKCjXsd2aGio5DZxfSyWTa7a5dnBfd/UajUf39eGaPjzvH2fbO8BWKteTYgKIbqy1UzeGnuk1JPJXdOXY0+lUoEQgpCQEJ5Xiu8T1wfc992XY4/j1+l0gsabmPfJ8R4IsYnlV/85/33SajX8OeXZQYj1fduVpb4Ye1yb47T9e+qNsVcRBE9m3nnnHUycOBH37t1Dnz59AAC7du3C559/ji+//BKAtf7M5cuXhV7aCY8++iguXrxod+zSpUto2LBhla/tKYiFxa2Zh3zGZ4t6s7qBCnG/dp+Uhnq8sbnnhAkT8J///AeLFy/mCyaWxy9FEjDnKh08eLDdFzNY+OWgwZGf3zVb67u9mWz5+QRgrbosAdiLq5nk1v9SQGoN/szPOOTM2KIsAbj88evP9osJwZOZV155BWazGXPnzsXs2bMBWFcYLV++HKNGjRJV3Ntvv41u3bph3rx5eO6553Ds2DGsXLkSK1euFJXHX0FRlNcmEjqdDrNmzcLEiRMxfvx4n/N7Ao1Gg8GDB0uaxS8lvxw0OPKXrWbyzZhw5OfqzGhDVND4aDWTnPo/GDX4Mz9bTl0mfjLDVryayV/tF1VHZT40fvx4jB8/Hvfu3UNYWBgiIyPF1gUA6NSpEzZu3IgZM2Zg1qxZaNy4Mb788kuMHDnSK3yuQGlVqDerm8v3SGkirG04RWxuTxEdHY2CggKn4/n5+ZX23Lz00kv47LPPMGfOHFktibcFTdOSfomk5peDBlt+bnWGr3bNduSnS2w8MxrvT2Yc+aWA1Pxy0OCv/GWemcpXAK4Kv1iQmh+oxGomW9SqVctrExkOTzzxBP7++2+YTCakpaVh7NixXuVzBEVRUIWoXb4orQrFJj0orcrtOVV5VTRBIjYrplq2bInjx487nZOSkoIWLVpUynaVSoX58+dj+fLl/BYW7vilAE3TSE5Olmzrean55aDBkZ/3zPgwzGTLb+uZsQ0zeWuMyq3/g1GDP/OX65nReBYm9Wf7xUSlplL/93//h99++w2ZmZn8EmYOJ0+eFEWYP0ClUklajdiWf8KECVi6dCnefPNNvP766wgLC8POnTuxevVqrF27ttIcQ4YMQZcuXfDf//4XtWvXdssvBbRaLYYPHx60/HLQ4MjPllMEzBf8fM5MiIr3zBBiddW72sxPbH5fQ2p+OWjwZ/7yKmZ76pnxZ/vFhOB/n5YsWYKXX34ZcXFxSE1NRefOnVGjRg1cvXqV3/IgWEAIsSu8JyV/o0aNsH//fly5cgUDBgxAp06dsGbNGqxZswbPPvtslXgWLFjA165xxy8FpPYMSc0vBw2O/L6uAOzEb7F6ZjQ2CcDW494JNcmt/4NRgz/z854ZF2EmNb9rdvnX9Wf7xYTgJ86yZcuwcuVKLF26FCEhIZg2bRp27tyJt956y2XORiCDEMIXmpMD/8MPP4zt27fjzp07KCgoQEpKCkaMGOH0uUaNGoEQgoceesjpvb179/Kr0jg88sgjIIQ4hZqktp+maezfv19S96qU/HLQ4MjP+HjXbEd+S2nOjMbGMwN4b0WT3Po/GDX4M395ezMJWc3kr/aLCcFPnMzMTHTrZk2IDQsL4ysL/vOf/8Qvv/wirjqZgwuzSLlbaTDza7VaDBkyRLLlgFLzy0GDIz+/14yPVjM58XOTGa0aKhUFlaq0TLzFOxNuufV/MGrwZ36+lEF5q5k8CDP5q/1iQvBfoTp16iA3NxcA0LBhQxw5Yi0fnpGRIbmbydcghPB7Yyj8vgfLssjLy5N013Ap+eWgwZafEOLzMJOj/RYuzBRSWtSLTwJmXF9AZH5fQ2p+OWjwZ3623NVMpWO3gsmMP9svJgQ/cfr06YMtW7YAAF599VW8/fbb6N+/P55//nk89dRToguUMwgh0Ov1kk4mgpmfYRikpKSUbcwWZPxy0GDLz7KEL2Htq8mMo/22nhkA0JTqoL2UMyOn/pcKUmvwZ37GkzozFYSZ/Nl+MSF4NdPKlSv5Gdgbb7yB2NhYHDhwAEOHDsUbb7whukA5Q6VSISYmRuGXCFqtFgMHDgxafjlosOW3mMseZr6azDjaTzt4ZrgkYJb2XphJLv0frBr8mb98z4znYSZ/tV9MCHri0DSN2bNn8ztaAsBzzz2HJUuW4K233kJISIjoAn2BynoWiM026lLAH/i9qY1lWdy9e1dS96qU/HLQYMtvm2TrqwrAjvbTNgnAtjq85ZmRU/9LBak1+DN/mWfG/WomkPKrAPuz/WJC0GRGo9Fg0aJFkruTxAKXsGQwGCp9DaPRKJacgOTn6hDZbjAmFliWxdmzZyX9EkvJLwcNtvzcZIaiXP+n6W1+wMYzUxpmUpf+9NZqJjn1v1SQWoM/85e7msnmHwK2nPHrz/aLCcFhpn79+mHv3r0YM2aMF+T4Fmq1GtWqVcPdu3cBAOHh4YK3JQgJCYHZbPaGPL/nZ1kW9+7dQ3h4uFdKXWs0Gn6zUykgNb8cNNjyG2gLANcFwHzBD9huZ2DvmfFWnRk59X+wavBnfm41U3lLs4HyQ03+bL+oOoR+YNCgQZgxYwbOnj2Lhx9+GBEREXbvDxs2TDRxvkCdOnUAgJ/QCAFXNM5263Nfwh/4VSoVGjRo4BV9LMsiOzsbdevWlWR5uNT8ctBgy8/S7l3mvuBXqVT8ZEZbutu8xss7Z8up/5Ux6H/8nGfG1XfG1rtZ3mTGn+0XE4InM9wOyosXL3Z6j6IovwtBURSFunXrIi4uDhaLRdBnaZpGamoq2rdvL8kmW/7AHxIS4rUBzrIsrly5gtq1a0v2JZaSXw4abPl9vWO2I79KpeLDTGo+Z8a7m03Kqf+VMeh//LxnxtVqJhUFUAAIwJSzosmf7RcTgv8CSh0X8xbUanWl8jq6d+/uBTUKvyfQaDTo0aNH0PLLQYMtv69rzDjyA3DyzKi97JmRU/8HqwZ/5uc9M25yzNRqFRiarTDM5K/2i4kqPXVc7dcTTGBZFtevX5c08UrhD15+OWiw5S/7L9O3YSZb+3nPjNbeM+PN1Uxy6X+pILUGf+bnN2Z1853xpNaMP9svJgQ/dRiGwezZsxEfH4/IyEhcvXoVAPDhhx9i9erVoguUM1iWxc2bNyUdRAp/8PLLQYMtP7fiwhu7U3vCD9gszeYmM1rvh5nk0v9SQWoN/szP75rt5jvjSa0Zf7ZfTAiezMydOxdr1qzBwoUL7erKtG3bFt98842o4uQOjUaDbt26SZKvovAr/HLQYMvPh5m0vg0zcfyEEH7SogmxrwDszTCTXPpfKkitwZ/5y3bNrvxkxp/tFxOCnzo//PADVq5ciZEjR9rlmLRr1w4XLlwQVZzcwTAMLl++LGkZaYU/ePkro+HUn5n46aMjOJl8XXR+KXJm7PhtvC/OezN5bzsDZQwGdx9UhZ/3zLgNM5VWsC5nMuPP9osJwU+dmzdvIjEx0ek4y7KCVwP5OwghuH//vqQVeBX+4OWvjIaCe0bk3zHAYhLnwWPLX17NDG/Blp8LMQFlYSaNl1czST0GpOaXgwZ/5ufLGbhLAObqJJUzGfdn+8WEYL/QAw88gP3796Nhw4Z2x//3v/+hffv2ognzB2g0GnTq1EnhV/j9RoM+31rgMDxanK1HbPmlWs3E8Zss1gUJKjXF/0fLJwB7McykjMHg7oOq8HNLrl0tzQY888z4s/1iQvBT56OPPsLEiROxYMECsCyLDRs2YOzYsZg3bx5mzpzpDY2yBcMwuHDhgqTuPYU/ePkro8FQaN1eIqKaTnR+KXJmbPkdk39ttbBe3DVbGYPB3QdV4S/Lman8aiZ/tl9MCH7qDB06FL/++iuSkpJAURRmzpyJtLQ0bNmyBf379/eGRllD7nsjKfyBzS9UA++ZiRFvU1iOv6IHs7fA8ZftmF2Wy+dtz4wtv1SQml8OGvyVnxVhNVNV+MWC1PxAJcJMADBw4EBZbPktNdRqtaShNYU/uPmFaiAsgaGg1DMTI45nxpafy0vxZQVgW37HHbMB7xfNk3oMSM0vBw3+zM8w7isAA2VhJqacyYw/2y8mpKs9HABgGAZnz56V1L2n8Acvv1ANJr0FLGt9KIqVM2PLL9VqJo6fLnH2zGi8XGdG6jEgNb8cNPgzP1vBd0btYZjJX+0XE4I9M9WrV3e5aSBFUQgNDUViYiLGjBmDl19+WRSBChQoEAf6AmuIKSxK65UJB8uUv8zU2+Cq/NrlzHh5NZMCBZUFyxJwC4AqzpmRdqWQP0DwZGbmzJmYO3cuBg0ahM6dO4MQgpSUFGzfvh1vvvkmMjIyMH78eNA0jbFjx3pDs2ygVqvRpk0bhV/h9wsN+tIQU7hIISZHfkaCXbNt+bkwk9pFArA3w0zKGAzuPqgsP2szJt2HmSqezPir/WJD8FPnwIEDmDNnDtauXYt//etfeOutt7B27VrMmTMHJ06cwKpVq7Bo0SIsWbLEG3plBYZhkJqaKql7T+EPXn6hGrjk3wgRk39t+csKgPkuZ8aWn0sA1rpKAPZimEkZg8HdB5Xlt52guE8A5pZmlx9m8kf7xYbgycyOHTvQr18/p+N9+/bFjh07AACDBw/m92wKdISFhSn8Cr9faBA7+deRX4qcGVv+8j0z3nPTSz0GpOaXgwZ/5GdsJiiqCsJMFY1ff7RfbAh+6sTGxmLLli1Ox7ds2YLY2FgAgF6vR1RUVNXVyRxqtRotW7a029ZB4Vf45aqBy5kRc1m2Lb9UYSaO31UCMF9B1UueGanHgNT8ctDgr/xc9V9KRUGlqnzRPH+1X2wIfup8+OGHePfddzFs2DDMmTMHc+fOxfDhwzFt2jR89NFHAICdO3eiZ8+eoouVG2iaRkpKCmiaVvgVftlr8IZnxpa/bGWG78JMtvx8ArDN0myNl3NmpB4DUvPLQYO/8jMe7DLvSdE8f7VfbAhOAB47dixat26NpUuXYsOGDSCEoGXLlvjrr7/QrVs3AMCUKVNEFypHUBTldnWXwq/wy00D55kRczJjyy9FmMmWn/fMaG09M9a2tzwzUo8BqfnloMFf+Vm+xoz774vagwRgf7VfbFSqaN6jjz6KRx99VGwtfge1Wu1y002FX+GXowa++m81ccNMHL8UkxlbfleeGbW24o36xOKXAlLzy0GDv/JzOTPleTK5iU55nhl/tV9sKEXzqgCapnHo0CFJ3XsKf/DyC9FAWFK2L5PIYSaOX4pds+34Xe3NpPF+mEkZg8HdB5Xl53Jm3OXLADYJwOV4ZvzVfrGhTGaqAJVKhfj4eKhU0nSjwh/c/EI0mPQW3lUtVvVfR35Wgo0mbfldJwB7d2m21GNAan45aPBXfsaDIpOe1JnxV/vFRqXCTAqsUKlUaNiwocKv8MteA1cwT+zqv7b8UoSZbPldh5nKPDOEENHj+lKPAan55aDBX/lZD1b/ebKayV/tF12H1AL8GTRNY9++fZK69xT+4OUXooFflh0tbo0ZW35+abYPd8225XedAFyqhXinJLzUY0Bqfjlo8Fd+3jMjwmomf7RfbFT6qXP58mXs2LGD3/qbEPEfFHKHSqVC06ZNJXXvKfzByy9Eg4FbySRi8q8jvxQVgG35y1uaDXgnb0bqMSA1vxw0+Cu/J54ZfjVTOUXz/NV+0XUI/UBubi769euH5s2bY/DgwcjOzgYAvPbaa0GzJJuD1LFChT+4+YVo0OeLvy+TIz8jec4MlwDswjMD7yzPlnoMSM0vBw3+ys965JmpeDWTv9ovug6hH3j77beh0WiQmZmJ8PBw/vjzzz+P7du3iypO7qBpGrt375bUvafwBy+/EA28Z0bE6r+O/FwYx9dhJo6f25tJbeOZoVSUTUl48SczUo8BqfnloMFf+T1Z/edJArC/2i82BCcAJycnY8eOHahfv77d8WbNmuH69euiCfMHqFQqtGnTRtIZscIfvPxCNOi9tC+TLT/n+fB1AjDHz3lmtCH2/GqtCizDeGVFk9RjQGp+OWjwV36Wqfj74snSbH+1X2wInszo9Xo7jwyHnJwc6HTiPijlDpVKhbi4OIU/SPmz0wtw/3YJVE0NqFk/UhINnvaBN6r/OvKXLTX1bc4Mx88lAKu19nvEqDUqWMB4LcwUzN8BOWjwV/4yz0w5OTMeFM3zV/tF1yH0Az169MAPP/zA/05RFFiWxaJFi9C7d29RxckdFosFO3bsgMViUfiDkP/vv27gr18u4fq5HEn4Ac/7gF/NJHICsC2/FEuzbfldJQAD3t2fSeoxKDW/HDRIyU8IwcH1l/Djgp0oKSkR9FnWkwrAHoSZgrn/bSHYM7No0SL06tULx48fR0lJCaZNm4Zz584hLy8PBw8e9IZG2UKtVqNTp06S7laq8EvHrwu3fn248IYU8KQPCCFe2WTSkV+qXbM5fn4y4+CZ4YqSecMzI/UYlJpfDhqk5E9PuYNTO28AUMNYQCOkluf/LHjimfFkMhPM/W8LwU+d1q1b48yZM+jcuTP69+8PvV6Pp59+GqmpqWjatKk3NMoWKpUKsbGxksYqFX7p+HVhWgCAxcxIwg941gfeqv7ryC/Frtkcv91Gkz70zEg9BqXml4MGqfiNxSXY/1s6/3uJSdhzwDPPjGdhpmDsfycdlflQnTp18Mknn2Dr1q1ISkrCnDlzULduXbG1yR4WiwV//PGHpO49hV86frXO+hAy6YW5l8WEJ33ALcsOjRS3+q8tf4m5pGw1k4/DTH/88QfMxhKg9J9X2+0MbPV4IwFY6jEoNb8cNEjFf/B/l2EqLuM0FJkEfZ7fNduD1UxMOXVmgrX/HeFRmOnMmTMeX7Bdu3aVFuNv0Gg06N69OzQaaXaFUPil5Q8Nt3o5aLN0YSZP+sDgpeRfW36Kct7c0Rfg+Alb9gdB41Dnhk+iLOcPQlX5g/U7IAcNUvBnnsvFxaO3AQoIjdDCVGwBI/B/mrIik+UVzat4O4Ng7H+XOjw56aGHHgJFUU57m3BVf22PMYx0Lndfg6IoREdHK/xBys/lzAh1L4sJT/pA76UaM7b8JcayGhO+XM3E8evzrTba1pXhwBXxo2nx75PUY1Bqfjlo8DW/xcxg788XAQDtetXH/TsGZJ3PQ4lJ4K7ZHtRl8mQ7g2Drf3fw6F+ojIwMXL16FRkZGVi/fj0aN26MZcuW4dSpUzh16hSWLVuGpk2bYv369d7WKytYLBZs3rxZUveewi8dv7r0XwGzQVoXf0V9wNWYCa8mvmeG4zcZzfwxXxbN4/kNVn6NVuW0maSaTwAW3zMj9RiUml8OGnzNf3TLVRTlmhAZq0OX4U2g1VnHl7HYXMEn7eHJ9h/8ZIYtP8wUTP3vDh55Zmx3xHz22WexZMkSDB48mD/Wrl07JCQk4MMPP8STTz4pukgO8+fPx7///W9MmjQJX375pdd4PIVGo8GAAQMkde8p/NLxh0ZYJwcWCT0znvSBodRrESFy8q8tP23dog0qNQVK5TvPDMevz7X+V+yY/At4NwFY6jEoNb8cNPiS/861QpzZlQUA6PViS4SEahAaYV0IQJuFTZZZDzZm9WQ1UzD1f3kQ/C/U33//jcaNGzsdb9y4Mc6fPy+KKFdISUnBypUrZZeTI/UNVPil4w8Jkz7MBFTcB3z1Xy94Zjh+fpmpD/NlbPndLcsGylaLeGNpNscvJaTml4MGX/AzDIs9ay+AEKBZp9po2KYGACAk1MptNgoNM3ngmdF4NhEPhv6vCIKfPK1atcKcOXNgMpVlbpvNZsyZMwetWrUSVRyH4uJijBw5EqtWrUL16tW9wlEZ0DSNpKQkSffEUPil41db/yETHCsXE570gbeq/9ryl5itLmZfLsu25TcbrRM2V54ZtRc9M1KPQan55aDBV/yndmYi92YxQiO06P5cM/64JtQ6voSuamT4nJmq780UDP1fEQRPZlasWIE///wTCQkJ6NevH/r164f69etj586dWLFihTc04s0338SQIUPQr18/r1y/stBoNBg8eLCk7j2FXzr+sMiyMFN5MW1vwpM+4Kv/eiEBmOOnSh8lvlzJZMtPGOtD33FZtq0mbyzNlnoMSs0vBw2+4C+4Z0DK1msAgMeeTURYVNl3KSyicqsaubpM5W5n4OFqpkDvf08g+MnTuXNnZGRkYO7cuWjXrh3atm2LefPmISMjA507dxZd4Lp163Dy5EnMnz/fo/PNZjMKCwvtXkDZKiuGYVy2aZq2a7MsW27bYrGAZVnQNA2LxcKv7OLahBCnNgC7Nsuydm1uZuuuzTCMXZv7XWybbO2oyCaapkW3Sch94kqIi2mTp/dJoyv7+piNFtFsEnqfOG2ubGJZlq/+Gx4T4pX7ZDaby5IZS/+T9MXY4+6TyWTiJyqcy95WO3eMoVlRxx6n12Qy+Xzs2bZLSkokG3ucTSaTyafPPce22Wz26nPvSupdMDSLuk1j0LhDDTubuHCzSS/QptJd3imV+79PBFZdLMOWaxNN05KMPVtub409T1Gpf6PCw8Px+uuvY/Hixfjiiy8wduxYREREVOZS5SIrKwuTJk3Cjz/+iNDQUI8+M3/+fMTExPCvhIQEAMDZs2cBAGlpaUhLSwNgrZ+Tnm6t4JiamoqMjAwAwLFjx5CVZU3yOnToELKzswEA+/btQ06OdR+e3bt3Izc3F8nJydi5cyeKiooAAElJSdaHq43rzWQyISkpCQBQVFSE5ORkAEB+fj52794NwLpR5759+wAA2dnZOHToEN8Hx44dA2BdVZaamgoASE9Px+nTp5GcnIxz586JZlN+fj4A6+7oFdm0bds2JCcnIz8/XzSbuJpGnt6nP//8EzRNi2aTkPt05242QFkfEtevZIpmk5D7tHPnTuzcuZO3w9Gmgtxi/r86hjKLfp/OnTuHXbt2ocRU+tAjdJVtEnKfODs4/sKifCebTCZrdjJjYUUde1lZWaBpGrt378bNmzdFs0nIM4Kmafz555+SjD3OJq4PiouLffLcc7SJpmns2rULFy9eFM0mx/t09pS176rHh2Hbtm12NmlCrJPlnLt5gmzKzb0PAMjNy3F7n7JuWLWXmC1ubbp58yaSk5N9PvZsbUpOTsaVK1dEH3tCtkiiCDdlkyE2bdqEp556ym7PB4ZhQFEUVCoVzGaz034QZrMZZnPZErnCwkIkJCQgLy8P1atX52eCarXark3TNCiK4tsqlQoqlcpt22KxQK1W822NRgOKovg2YJ1V2ra1Wi0IIXybZa2zba7Nsiw0Go3bNsMwIITwbVd2KDb51qbvph2EqdiC5z7oiOp1wmVnU+7NYvw6JwWhkVq8sugxr92nW+kF+P3LU4itF4EXZnbx+X26dOQu9v50EQ3bxuKJNx+y037k9ys4kXQdbXrGo/vzzQJm7AXi90muNv35/XlcOnIHXYY1xoP969vZdO+aHhs/P4mYWmF4afYjHtu0bfnfuH42Dz1fbI5Wj9Z1aVNhjhE/f3QMmhAVXvuie9Ddp7y8PNSoUQMFBQUV1rKRPgW5HPTt2xd///233bGXX34ZLVu2xHvvvedyYyudTgedzjnRkTvX9jO2bdt4nydt7sYXFhYiKiqKr22h1WrtznFsUxTFt7kb5mnbUbsr/qraJKSt0Wh4frFsqqhtq1etVqOoqAhRUVGi2STkPlEUxSec0iaW562KTULvk0aj4fvAlR1lG0yGiDr2OKhUKhQVFfErhbj8FG+PPdu20WiEpXRfJq1O46RdW5pHw1hY0cYe1yaEwGAwICoqSjSbhNwnQgiKi4t5fl+OPa5NCIHRaOSfQ95+7jm2CSHQ6/Uu74FYY8+st3ocw6N1TjZpQ606uIUAntrEuRE0WrXbv08arVUnyxL+PUc7KvN3yF27MveJoqhy/w6JNfYqgrQ7Q1WAqKgotGnTxu4VERGBGjVqoE2bNlLLA03T2L9/v6C4nsIfWPwlpQVWpFqeXVEf6L20W7Yjf9lqJt8+Ujh+i4mrM+M+Adhbq5mkHoNS8stBgy/4jYXW71GYi1pNmtJDQpdml5UzqPpqpkDvf08g68mM3KHVajFkyBC7Ga7CH1z8NWvHAoBdOX9fayivD7y5ksmWv2w1k2+XZnP8pfmCTvsyWTVxFYDFn8zIYQxKyS8HDb7gNxSVTmainDnCo8MAWIvgcUm9noDfNduD1Uwg7qsAi2o/IcDdCwDj+fNM6vvPoVKTmfz8fHzzzTeYMWMG8vKsSU8nT57kk+C8ib1798qi+i9gzeTOy8vjM68V/uDjpzRWbqlqzVTUB3z1Xy95Zjh+ujTM42vPDMdvMVv5XU5m+L2ZxB8nchiDUvLLQYO3+QkhMBZZPY/hUS48M1oKKJ3Dmw2ePwc8KTRp67Vh3YxfUe2/8AewrAuw80OPPyL1/ecg+Mlz5swZNG/eHAsWLMBnn33GZ0xv3LgRM2bMEFufrMEwDFJSUiTbXFPhl56/sDgfAFBilGcf6Au9W/2X47eUcMugfTuZ4fnNHoSZvOCZkcMYlJJfDhq8zW8xMfzYCXMxmWEJC5XGOjER4qEt88xUHGaynu/aMyOq/TdSrD9PrgUsRo8+IvX95yD4yfPOO+9gzJgxSE9Pt1suPWjQIH7pVrBAq9Vi4MCBkrpXFX5p+Rs1sS79l8ozU1EfcLtJezPMNHDgQEnDTAMHDgRb+hx1WQHYizkz5fW/kJCDN/h9Bak1eJufCzFpdGpodc6TZa1Wi4goa6hJSN6MR54ZmxCUu8mMqPYX3rL+LCmyemk8gNT3n4PgyUxKSgrGjRvndDw+Ph63b98WRZS/gGVZ3L17V1L3qsIvLb+FtU4WpMqZqagPDF5OAOb4uT/cUoSZ7t69y4e5XO3NxG806QXPjLv+v5dZhFVv78ORzVdE5/SE35eQWoO3+ctCTK7/WLMsCxW3tUklPDOq8jwzqrIQFsO4DzOJZj83mQGA0+s8+ojU95+D4CdPaGgoX1XXFhcvXkStWrVEEeUvYFkWZ8+elfRLrPBLy5+bby1SJeVkxl0fEEKgL/SuZ4bjlzJnxpbf13szuev/21cLwNIEt9LzRef0hN+XkFqDt/n5lUwuQkwcv4W17lUoJGfGk12zbd9355kR1f5Cm7zXK7uAojsVfkTq+89B8JNn+PDhmDVrFl/mmKIoZGZmYvr06fjHP/4hukA5Q6PRoE+fPpLuiaHwS8vfuk1zANItzS6vD8x6mn9gRkR7b8fsPn36gBDrv4++zpnh+Bl+1+zywkzi1wd11/9caXtv51JJ/R2QgwZv85etZHI9mdFoNIirWxOAsH9qGA92zQZsl2e7niyIZj8hZZ6Z6HiAsMDf/6v4Yzev4NHiE1BD2vq7gp88n332Ge7du4e4uDgYjUb07NkTiYmJiIqKwty5c72hUbZgWRY3b96U9D8ShV9a/mKjtUy40BoTYmpw1wfcsuzQCC3vnfAWf1mYybc5Mxy/paR0MuMqAZhbzeSFHBZ3/W8stk5mzEaL6Jye8PsSUmvwNr+xdDJTXpiJIdZzhDwHPPXMVFRrRjT7jfcBprR6/iMTrT89CDXlfzkdV6d9i+xRfarGX0UIfsJFR0fjwIEDWL9+PT799FNMnDgRSUlJ+Ouvv7yyP5OcwbIsrly5IumXWOGXlj/nvtUNa5Fwaba7PuAmMxHVvBNisuXnKwBX8GD2Fj8f5vJxnRl3/W8qncyUCAg7iMnvS0itQSh/idGArV8uwMXD+z06v7yCeRy/wVxUem1vembcT2ZE6X8uxBRRC3hwBKDSAnf+Bm7/7f4zuVegP2Hdg0nXxc8mMxz69OmDqVOnYtq0aejXr5+YmvwGGo0GPXr0kNS9qvBLy9+h44MApA0zuesDfb53k39t+Unpc9RbHqCK+PkwkwvPDJ8A7KUwk6v+58NMJsZtsTNv8vsS7jQU5tzFvcxrkvG7w8XDB3Dx8H4c/HWtR+cbShOAywszNU5sCEDY5JX3zFQQmlVVkDMj2hjgQ0z1gPBYoMXj1t/L8c6wf3wAY47VYxX15CtV468iPLJ+yZIlHl/wrbfeqrQYfwPLWnfhTUhI4PeqUPiDiz/3/j0A0oaZ3PWBt6v/2vJLGWay8nOTGedxwP3n6y3PjKv+5zwzgNVrpwv3zrJVqb8D5Wn4bda/UZybg3ErfkBYVPmbBHqD3x2y0y8AAO7fzobFbIJWF1ru+WVhJtffo4zTJ3Hj8nkA9WAW4KH1ZDUTUPadcpfALtoY4Dwz0fHWnw++AKRtsebN9PsEUDtMF64fguHALoCtAapWDajr1688twjwaDLzxRdf2P1+7949GAwGVKtWDYC1InB4eDji4uKCbjJz8+ZNxMfHS/bHVOGXlj/n/l0AgEXinBlXfeDtZdm2/AwdA8C+LoYvwOfslLs0u3SjSZoFIYTfDE9Mfsf+NxaX8G2zwbuTGSm/A+40WErMKLhjLdVRmHPP65MZIX2QnX7R2iAEuTeyUKdps3LP5yYzrsJMhGWxZfE8WEwm6GLGeeyZYVnCbzRZcc5MxauZRBkDnGcmqq71Z2J/ICwWKL4DXN0LNLOJwLAssON96O9Yny2mVq1BiB8kAGdkZPCvuXPn4qGHHkJaWhry8vKQl5eHtLQ0dOjQAbNnz/a2XllBo9GgW7dukoY5FH5p+R95rAsAgLawbutAeFuDuz4o88x4N8zUrVs3EMYzl7m3+MvzzKjtSsKL+8B11/+2nhlveu2k/g6406C/f59vm/XFPud3B7PBgJwbmfzv9zIzKvxMefsyFefnwWKyLssmbIHH99p2awIxVjOJMgZsw0yAdQfNts9Y26d/sT/37Hrg1kno71iLBTZ58klJxyBQiZyZDz/8EF999RVatGjBH2vRogW++OILfPDBB6KKkzsYhsHly5clLeOt8EvLn3njGv+7RYItDcrrA4MPEoA5fm4y4eucGZ6/HM+MrSaxa8246n+6hAFdUsbjzSRgqb8D7jTo88smM6biIp/zu8Pty5cAGw9CTub1Cq7Nwqy33j9XYaainHt8m7BFHicAMzZelqquZhJtDDiGmQBrIjAAXNgKmErry1mMwK5PQBtVMOdbv293atf2v+0MsrOz+RoztmAYBnfuVFxgJ5BACMH9+/clc68p/NLzFxTm8wmmUuTNlNcHvkgA5vi5SUJF8X9v8Ofm5vEJyOVtZwCAn3SJye/Y/1zyLwdvjgupvwPuNOjz8/i2ycueGSF9wOXLaLTWiUlOBQnKnIeNogBdhLNnpvDe3TIdbFHlPDMVfGe4MBPjZjIj2hhw9MwAQL0OQM3mAG0Czm+2Hju6AijIgr6oDgBA17Il8lnWP8JMtujbty/Gjh2L48eP8+KPHz+OcePGBd2qJo1Gg06dOkka5lD4pecPCbPyS7E/k7s+8EX1X1t+VsIwU/t2Hcp+dzGZoSiqLAlYZM+Mq/43FttPZrxZHVrq74A7Dfr7NpOZYu+HmTztg+zL1nyZ5l0fBYAKV1sZSpdlh0aFWLcWcEChnWem0POcmdLvi0pFgXJxXVuoPQgziTIGCrOtP209MxRV5p05vQ7Q5wD7FwMA9OxDAICIR7tJPgaBSkxmvv32W8THx6Nz584IDQ2FTqdDly5dULduXXzzzTfe0ChbMAyDCxcuSBrmUPil59eGWl2tvt7SgLAEtzPycf5cmlMf+KL6L2BzD7gwkwS7ZqedL03opNzza7xUa8bVGHTyzHg5zCTld8CdBn1+Pt/2tmfG0z4ghOBWafJvmz4DAIqCsbDALiTmiIoK5hU6hpnMDIgHS/GFeDI9CTNVeQyYCq2bSwJAdF3799o+B4ACrh8Afv8XYC4EqfMg9BesCd5hXbpIPgYBD1cz2aJWrVpISkrCpUuXcOHCBRBC0KpVKzRv3twb+mQPo9GzbdIV/sDlL/PM+PbLfPXUPWxfeRYx8Ro0e68Z1DbpIr6o/svBaDTyyc++XpoNAIZi6xjQaFVuVyqptSrAxHhlfybHMWgq9l2YyRW/FHDUYBtmMnvZM+OK3xXyb9+CqagQaq0W9Zq3RPU6dXE/+xZyMq8jolp119etoMZMUY5tmKkYIFYPbUWr13jPjAeT/4omM4AIY4ALMYVWA0Icit9WSwAadwcy9gEXkwAAJQ+8Bfr2h6C0WoR16ABjenrV+EVApZ9yzZs3x7BhwzB8+PCgncio1Wq0b98earVz0qHCHzz8Om4y42PPzL0s639SBTdpHN1kvyrDF9V/gbI+kCrMpFar0bxZSwCuk3/58/j9mcSdzLgag46TGW+OC6m/A+402CUAe9kz42kfcEuyazdOhFqjRc2ERgDKX9FkqGCTSccEYMCzySs3Dj2Z/JctzXY9dkUZA66Sf23x4Atl7RZDoM+0Pl/COnSANjJS8jEIVHIyc+PGDSxbtgzTp0/HO++8Y/cKJjAMg7Nnz0oa5lD4peeXKsykzzfz7dO7s3DhSLbNe6XucS8m/wI290DCMNOlNOt/ha7yZThwusROAHY1Bh1zZrzpmRH7O2AqLgbtYoGHUA22S7N9sZrJkz64dcma/Fu3uXXyW7NBIwDlr2iqqGCebZgJxABCaI+eA7xnxoO6TJxnxl0Fa1HGAJ/8W9f1+62GWr026hCg/yzoDx8GAEQ88ojkz2EOgsNMu3btwrBhw9C4cWNcvHgRbdq0wbVr10AIQYcOHSq+gAIFAYYQbjLj4wRgPVcUL1YNfR6DvT9eRGzdCMQ1jIahNPk3wovJv7bgcwB8PJkBylZ5uNrKgINa6x3PjCtwOTO6cA3MBtrr+zOJhfw7t7HmnTeQ2OkRPDH5vSpdy5ermTwF55mp18xaVqRW6WSmPM9MWcE857CR2aCH2aAHAFAqNQjLgLDFHk1mKueZ8eJqIVcrmWyhiwLG7gaYEpBqjWA4egyANflXLhD85JkxYwamTJmCs2fPIjQ0FOvXr0dWVhZ69uyJZ5991hsaZQu1Wo02bdpIGuZQ+KXn14VZH3QlPq4zw3lmeo9sg0btaoKhWWxb8TcMhSU+88xwfVAWZvJtzoxarUaDeOu+OOXlBvH7M4nsmXE1BrkwU0wta0Exb+6cLeZ34Pbli2BoGunHDvOF4CqjgWUZGAoK+Pe9vZrJkz6wmEz8pKVuaViyZsNGAIC8G1lgWdffXUOh+5wZzisTGhmFarVrAyhdnu3B5LUynpnywkxVHgMVhZkAoEZTIK4VTOfOgS0qgio6GqGtW0v+HOYgeDKTlpaG0aNHA7AuCTMajYiMjMSsWbOwYMEC0QXKGQzDIDU1VdIwh8IvPb821Po18rlnpnQyk3U7A31GtUD1OuEovm/G9pV/oyjP+sfImzVmAJt7QEsYZrp4GQCg9SDM5I2ieY5j0FS6lQE3mfHmJFfM7wC3AollaNy4cK7SGoyFhSCkrJ+9XQHYkz64fTUdhGURWaMmomrUBABUi6sDjU4H2lKC/NvZLj9XXpiJy5eJqlETCCnd38nDwnmMh/syAbZLs92Hmao8Boq4ZdluPDM20B86BACI6NIFlFot+XOYg+AnT0REBMxm60O0Xr16uHLlCv9eTk6OeMr8BGFhYQp/kPNrQ32fAEyXMPx/gDE1whESpsGgN9oiJFSN7MsFuHbG+l30RZgpLCxMsskMAGhUVs+YurwEYC95ZgDnMWgqrRgbzXlmDN7zzLji51Bwz8AnsHoCfUFZnkvm2dOV1lBcWmNGVboxodmgd+v5EAsVPQf4EFNiWeV6SqVCzfoNAAD3rl9z+Tk+zOTKM1NaMC+qZhwiqscC8Lxwnqc7ZgNloVt3nhlAhOdgRWEmG+gPlebLdHtEPH4RIPjJ07VrVxw8eBAAMGTIEEyZMgVz587FK6+8gq5du4ouUM5Qq9Vo2bKlpGEOhV96/tDSZZi+XJrN5cuotSq0ebAV1Go1qteJQP9XHwBs/tmLqOb9MFPLli355MSK9pnxBn9cLWslUk8SgL2xmslxDBodPDPeTAB29x0ovm/GutnH8Pt/Tnl8LdtCd5l/ez6ZcdRgKF3JVL1u2R9Gs17v8fWEwpPnAFf5t26zFnbHazZoDADIybrm9BlCSNm+TC5yZgpzrZ6ZmFpxqN800foZTz0zlagz464CsCjPQU/CTABYgwGGU6cAABHduonHLwIET2YWL16MLl2sm+t9/PHH6N+/P3799Vc0bNgQq1evFl2gnEHTNFJSUkDT0iT4Kfzy4FeHWB82vvTMcCGmiJgQHD9+nO+DRm1rosuwJvx53qz+C5T1ASuRZ4amaVy9bM2FKHdptpc8M67GYFnOTDgAa5jJW6Xe3X0Hbl66D7qERe7NYqel4u5gu5z67vWrMBYVVkpDcWnyb1TNWtCGWid03kwCrug5QAjhPTN1m7eye69WA2u+lattDUpMDO9BKc8zExlbA7lFxaVcwnJmPPLMVBBmqvJzsMQAGEvvfQWeGcOJE4DFAm29etA2aCAOv0gQvJqpSRObB2V4OJYtWyaqIH8CRVGoXr2620JdCr80/FkX8nDp6G3UahCFdr0TvM6vNnCeGR9OZrg6MjE6VK8eY9cHDz/eEIyFBW1hERUb6lUdFEUhJqYaCLEuv/X1ZIaiKOi0YQDMkizNdhyDtptMxsRZ/5ATlsBiZhASKn65d3ffgTsZZROR3FvFiG/uuiicLQy2lXAJQda5M2je9THBGrhl2RHVqiM0IhIWk9GrhfMqeg4V3rsLff59qNQaxDVuYvdeTX5F0zWnzxlLQ3RanRpaFyvl+JyZmnGwaHVIh7c8M+WvZqryc5jLlwmJBHTR5Z7KhZjCuz3C80n9d4CD7wPcAQS1Wo3ExERJwxwKvzN/wV0jLhy+jaw092XKxeQPjbD+1+bJQ+zIpivYvvL/2fvu8Diq6+13yvZV79223C033BvGNjYGDKaGlgChJARCT0gInSQQQr78TEIMIdTQTcA0G9u4995tyZaLetdKWmnrlPv9MTuzXdqVdrUG7/s8fjzadm6be8+c855zjqCuvL1PshXLTIrGbwwoisKUKwdhxrWDo77BMAyDgUXuAyIWSfOSEqWDOhah2b5rUA7LpmkK+kR3PZ9oWe2C3QONZ93RRKa60Fw8lo52AED+yBIAofNmfNsgW3gMySnQGo0Aoptrpqd9SHYxZQ4YCJXa2+0qKzMdjQ1w2r2z6LrDsoPkmHG5mZKzsjBs9BgAYXBmemWZCR7N1Kd9WHEx5Uq1mLqBQv6d5ubLxPockBHSzpOSkoLU1NSQ/p1P4Hke27dvj6mbIy7fX74xRdqwutpCDy/ti3zGtdeFErVSc6INp/c3K7yK3kLmzOgSVDGfgx3bdyp/9zdnhud5VJ6tAuAOvw4EJkq1mXzXoJwwT2NUgaIoqPUyCTY68xPoHuCdAlqq3ZaQ1hCUGVEQYDVLCtCImRcBCF2Z8W2DnGPGkJwKrcGlzETZzdTdPeB2MQ33e0+fmKSUMvBNnmftpi6TwPOwmKR+6pNTcfzUGekN4oC9y9pjm8XeRDMFSZrX531YJv8mBEmYJ8tpaYHjhDSWBg9+bKzPARkh2T2XLFmiXLe2tuJPf/oTLrnkEkxzaWc7duzA6tWr8dRTT0WlkecqaJpGXl4eaDo2Bq64/MDyZWXGM0NuNOVrdW43EyGkW2uIEurZx+KPct+MKVqkxXgOsjKzcQSVAIWAlYWjLV+vNQLo6FaZUQpNBjkQ+iLfcw3K/BSdUVoTGh0LexcXNctMoHugqaoTokexQ1Ndz4qE1dwBEAKKpjFkygys/c9StNXXwdzSjMT0jLDaIId4G1NSoFGUmegRgHvah+oU8q+/MgNI1hlLextaqiuQ66HwdFeXqcvUCkJEMCwLY3IKigYNwgGNDrzDBmuHye/zvlAI8yHlmek+mqnP+3CI5F/Lzl0AAM2IEWDT0iInP0IISZmR88oAwLXXXovnn38ev/71r5XXHnjgAbz66qtYu3YtHn744ci38hwFTdMoKiqKyz/H5BuTJZ6IrZMDzwndEkMjIV82K4sCgcCJQd0dhBAlVFYfIDoiHLiVGQ2KirL79Ft9AU3TyMnOBVAJhg1e6DGa8vVaPYCO0NxMEbbM+K5BWZnRGlzKjGyZiaIy43sPNJ6R+DKJGTqYm20w1Vl6VLLlSCZ9UjJ0xgRkFQ9Gw6mTqDp6CCUXXRxWG2TLjD45BVpjAoDoupm624d4pxNNZyWrSa5PJJOM9MIBqDx8wM8y052bydwih2VngGFZFBUVwZCUio6mWtgtLvf22S3Atw8BI64EZj0iZdF1QQyjMGtPBOA+78Pm0HLMWHb4u5giIj9CCFuVWr16NRYuXOj3+iWXXIK1a9dGpFE/FPA8j82bN8fUxB+X7y9fY2CVp3Q5E2405dOMe5PpLjybc7jJocEK14UKpSq2kY35HOzaIaU2Z0IwmUdDfm1NA4CeQrPl+jaRdzN5jr/MmdG6LDNyRfVoupl851/mywyfmg2KpuCw8j3eB3KOGUOS5HIpLBkLIDRXk2cbCCEKAdiYnOrmzETZzRTsHmiqOA1R4KFPSkZiRlbA7wcra6A8eHSTMC8xPUORb0iWrBUOWZkp/RpoPQVs/TvwjwuA/f8FXPl2win/0VNodp/34RBzzHjWY4qo/AghbGUmLS0Ny5cv93v9yy+/RJqH6el8AE3TKC4ujqmJPy7fXz5FUTAorqbo8WZk+QzLhFRsUt4cWQ3Tp8gWQoiXmynWc5CfJ0WMdVdOIJry9VoDgNAIwHyElRnfNShzZrQebiYgegTgQPdAgyuSKW9oMpJdEVWtPbia3KTdZADeykxPYeWebXDabOCdcsX2FDdnJsqWmWD3gFJccsjwoJYpz4KTnn11J8wLkGPGI2GeLD/B5Y7j7O3Sh7qkz4BRA5Ym4Ov7gTdmA2c3uwnAoXBmekia1+d9OAQ3E28yga+rBygK+gvGR1Z+hBD2jvrcc8/hzjvvxMaNGxXOzM6dO7Fq1Sq8+eabEW/guQzZVxiXf+7JN6Zo0NFkQ6cperwZT/kaHQvOLnQbnm0zBycUhgOn3W3hSUjRIVVj7NPv9QU0TSMtNR1ARUyy/9I0DZWLgR0LArDvGlQ4My43k7of3Eye8jtNdljaHaBoChmFiUjLM6KtwQpTrQVFo4I/bFpdPBe9iwybO2wEGJUKljYTTLU1SMsPnuLAsw2yi0mt00Gl1SqWmWiWNOhuH1DIv0FcTACQllcAiqZh7+qEpc0EY6o0Tt1xZuRIpsT0DEX+2axMAIDImyX3tqzMXPkqYG0BNr4ENBwB3rsCouZpAONBc2bAapIqUgdRBkJxM/VpHw7BMuN0ZfpX5eaCNhgiKz9CCHv3uf3227F9+3YkJyfjiy++wOeff46kpCRs27YNt99+exSaeO6C53msX78+pib+uPzA8mXeTDRJwJ7yQylp4ObLRIb8q9axoBgS9Tloa7Cg6lirUu/JEzzPY/euvQBCi8yINHieR0uzdICGVGgyCm4mz/H3dTMplpkoupk85cv5ZdLyDFBpGKTmSgdPTyRg2TJjdKXlV6k1yBsmJZirOnow5DbI3BtDsvQ7mn6KZgp2D/hWyg4EVq1GSo50GHvmmwnNzZSpyE9Il2o+SZWzBckaAwBJecC0+4AHDgCT7gYoBkKL5NKiD38I/HUg8Md04OXBwL+mAB9cB7RXKbJCSZrX6z2Ad7rb2Y1lxnFa4h2pPfLMRUR+BNGrR6kpU6bgww8/xP79+3HgwAF8+OGHSlbg8wk0TaOkpCSmJv64/MDyDUp4dnQtM7J8jU52MwXnzLiVmT7yZTyy//bHHGz/4jS++echVB1r9XuPpmkMcFUfjpVlRqOWXCmBEpspn4uiZcZz/OUik36cmShaZjzlN7j4MtmDkgAAabmSMtFTeLabAOxOrldYMg5Az7wZzzZ45pgB4EEAjq5lJtA90GlqQWdrMyiKRnbx0G5/w+1qqlBeC60uU4YiPylTsswoifO6JIUHRhdXx5AGXP434FfbIaZKyhXDutYsEQBLM9BcBpz6Htj8srt/IUQz9XoPkBPmMRpAHzy1iuOMZJnRBFBmYn0OyAjJzWQ2m5GYmKhcdwf5c+cDaJpGpmsBx+WfW/KNydHPNeMpX+bAdOdmipgyI2f/Tdb0yxzIbjF5c/cETdNITJAOzlDIjJEGTdOgiCSX6YYAHC3LjO/424JFM0XJMuMrX45kyh4o7cOyZaat3gJRJEFD5xUCcLKnMiPxZqqPH4EoCqDpwMqiZxv8lJl+sMwEuwdkq0x60QCotN1nws4oKMLJHVsUy4zAi8qc+d6vhBC3mykjU5Fv4qW5J2In7B1dgMOVuNDgE9qeORzCIAqorgU969fApX8BrK2SK6rugMStOfwZMP95QJcSkpup13uAp4upm2g3p2yZKQ6szMTyHFDaEcqHUlJS0NQkaaLJyclISUnx+ye/fj6B4zisXr0aHBfdqrhx+eHLN6ZG383kKV92M3X3BG7tIaNoqFAsM8mafpkDrevJVOYQeILjOOzdvQ9AbCwzHMfB3CEdlLGozeQ7/u48M9KYKW6mKJW68JQv8CKaqySibdZAScFMzNCBUdHgORHmFlvQ3/ElAANA1qDBUOv0cFgsaHI9mffUBrlitlxFWlZmolnOINg9EIqLSUZ6kavgpEuZkdc6RVOKQirD1mkG75DuwYTUdEW+NjFJbhEsjTXSJaMGtEnwhVLLjKEBVg0k5gDZo4HxPwOySgDeBhz8yP0ZBM+R1Kc9oDO0SCaHK7xdU1wcWfkRREiWmfXr1yvZfTds2BDVBv2QwDAMJk2aFNN0/nH5geW7LTPRU2Y85ctuJi4UAnCfLTPS7xiSNP0yB3pFmfG3zDAMg0EDB6N+Z0VIOTMiDYZhwNIq8OBjVjXbc/zdnBlpa1W7KqpHyzLjKb+5sgsCL0JrUCl1oWiaQmqOAc1VnTDVWZCcqQ/4O3KiO0/LDM0wKBg1Gqf37kLl0UPIHhzYVePZBmsQNxPnsEPgOTBs38jvPcn3ROPpcgBA9uCelRm54KSpthoCz7tdTEYVKB9rlsyX0Sclg1WrIYoiJk2aBK1eD5rVQ+StaK+tlj5szApo8ZDDrP0yZlMUMOlO4NuHgT1vAlN+FVI5g17vASGQf0WLRYpkQmDOTKzPARkhKTOzZ88OeH2+g6bpmJZwiMsPLl/OAmztdELgxahYDTzlqxRuRD9yZlxupmjPgRyaag1gmaFpGnqddEDGijMjuvSEbqOZ5NDsKHBm5PHnPIpMahXLTM8h+5GSL/NlsgYleoUhp+ZKykxrbRcGjfPP5uu028C56hLJFhUZhSVjcXrvLlQdPYQpV13fYxu6fJQZjV4vHdCEwN7V5aUsRQrB7gFTnWQdSS/oOaFbYnomVFodOLsNbfW1sHVKFqWAfBlXwrzEjEw/+SptEhxdVnQ2u7govi4mF9yh2QHW7OifAN8/A5jOAGc2gGbGSd8Rg7uZer0HhKDMOM5WSG1NTQUbwPsS63NAaUe4X3jnnXfw2Wef+b3+2Wef4b333otIo34o4DgOK1asiKmbJS4/sHytUSU99ZDouZo85YfiToi8MqPulzmQXSaBLDMcx2H/voMAYudmctqlvnebZyZKlhnP8ZddTDRNQe3KO6TWyZaZ6MyPp3w5kknmy8iQScDBCk7KYdkqjRZqrc7rPZk3U1d2HLwzcOI9zzYolhmXUkTRNLR6ibcTLd5MoHvAYbUqrjM5Uqk7UDSNdJd1pqWqwl2XKUCmbiWSKS3DT75GLx32XSYXWd4YmEsidlc1W2MExt0sXe95s0fOTJ/2gBByzDi7If/2WX4EEfbu85e//AXprhA0T2RmZuKFF16ISKN+KGBZFrNmzQLL9j4BWlx+dORTFOV2NUVJmfGULxOAuSBP4IQQxc0Uqey/hiRNv8yBzrWhy+RWT7Asi8GDBgOIlWWGAYi02XfnZmKjxJnxHH+7R8I82TIi8y1CKULaV/kNZ1yWmYHeHI3UPEmZCBbR1KUUhvR/6k7LL4QhOQU851QS0HXXBl/LDABolMrZ0VFmAt0DbfW1Sjs0+sCuNV9kFAwAIIVn28zd5JiRSxm4LDOe8rUGqd8WV9HOYMqM0FPV7El3Sf+fXAXaLilPwRTxPu0BoVhmFPKvP1+mz/IjiLB3n8rKSgwcONDv9aKiIlRVVQX4xo8XFEUhMTGx3+vRxOWHJt+Y4iIBR4k34ylf7XInBHMzcXZBcXH0xTJDRAKrKzW9IVnTL3Mgb+j2TieIj6mboiioVJLS2N8VswFv5aRbAnCULDOe4++bYwZwE4AFXgTPRV6hkeVbzU50ttoBCsga4GuZkZSZjkZrQGVOtqboAygzFEWhYNQYAMFDtOU2iAIPe6dkHfJUZhQScJQsM4HuAVmZCcUqIyPdlWKgpaqi+7Bsj1IGvvJ1SZJFyib31dCDZSbYPZM+BBg4GyAi6BPfSt8JYpnp0x4QSsI8xTLjf+73WX4EEbYyk5mZicOHD/u9fujQofOunAHHcfjqq69i6maJyw8u3xjlXDOe8hXLTBA3k+xiUmkYqDS9J8rZujjFd65PUvfLHMiHMyGA3cddwnEcjhw6AiA2lhm71T23scgA7Dn+vkUmAWm+4drjo0ECluXXnZIUktQcg5LbRoYhWQO1joUoErQ3Wf1+I1AkkycKR8ulDQ5224aOlhYAAM2w0BndRRWjXWwy0D3gVma6j9LxhGyZaamu9Khu333CPF/5cn0mu8NlBQtqmfGIZgqGyXdLnzn5DYDu3Uy92gMEHuiU6pqFljAvsGUm1ueAjLB3nxtvvBEPPPAANmzYAEEQIAgC1q9fjwcffBA33nhjNNp4zoJlWSxYsCCmbpa4/ODy3cpMdHLNeMpX9xCabe1mcwwHsotJl6ACw9D9MgcMQyvuEt/wbJZlUTxoiPS5GCgzEGlFtm/UiSeiVZvJc/xtSli2W5mhaCqq9Zlk+c1VkiXAly8DSE/OsnUmUI2mQJFMnihyJc9rOF0Oh9VfGZLbIFtl9MnJoDwSqEU7C3Cge8BU51JmcvND/h05cZ65uQmdbVJfAtZlcikzci0mT/nGVImC4XS6wuCDEYD5INFMnhh6KZCYD9ou8W+CRTP1eg+wNEnJ+mhWaSchBE0VZ8C7FBPCcXC6PC6aADlm+iQ/wgh79/nTn/6EKVOmYN68edDpdNDpdFiwYAHmzp173nFmAMR8AuPyg8s3uEoaRIsz4ylf3QMB2NoR+Ugm3zZEE7puwrPhemCMRdVszim5brrjywAexfp40mPhxHAhj38gNxMQ/SzALMsqyfKyBvnnNAHcyfNaa/15M27LTOCIlMSMTCRn5YCIIupOlgZtg1yXyeijFGldtXyimQXY9x7ojZtJazQiwUXqNTdVAvB3M3FOB6wd7QDc0Uye8mXXE8/bQQjc2X99oIRmd2eZYVhg4u2gKWmNB7PMeMoPC2ZXxJUxG6AZcA47vv2/v+D93z2Aj5/8DcwtTXBWVwM8D0qvB5uTE1n5EUbYyoxarcann36KsrIyfPjhh/jiiy9w+vRpvP3221Cr+7ZR/9DA8zxWrlwZ09pEcfnB5UfbzeQpX91DOQNbFBLm+bYhmtApWYC9LTM8z+PkiVMAADoGVbPlSKaeKnZ7uqAiyZvxHP9AbibAgwQcBTcTz/NY8e1KNFW6lJkAlhkASO0mosnSDQFYhpxjRs7d4tuGlStXorNVsiD4hncrbiZLdNxMvvcAIQRt9RIXJBw3EwAMGCtVhO5sOQbA/+Gj0+VKU2m0ChfIU35Spqs+E0TYBFXwaCbFzdTDA8AFtyn1JwUu8Prp9R6gRDLlosvUik+ffRwnd20DADRVnMaHf3gEldu2AAA0AwcG5cTE+hyQ0evdZ+jQobj++uuxaNEiFBX1HMf/YwTLsrjsssti6maJyw8uX1ZmLFF0M8nyPS0zgZ78I1fKwJ0wz7cN0UQwywzLshjgyp4aCzcTcekl3YVlA95tC5ZJtTfwHH/fukwyenJB9lX+lHEXgneKUGsZpGYbAn4uLS94wUnfEgSBkOWKWGs8eypgGy677DLYXBE8hiRfy0x0swD73gOWNhM4uw0UTSM5Kzus3xoyeToAwNF1EoQQP8tMp4eLST7cPeVrjVqAksbazGmCupkExc3Uwz1jzAQ9dB4AQOQDPyj1eg9wkX8bhUx8+MQjaDxTDm1CIhY99DtkDBgEa0c7Vqz4H6pTEwKWMeiz/AijV9Jramrw9ddfo6qqCk6f3AN///vfI9KwHwp4no/pJMblB5evRDOZnRAEsXuyXR/lywcWCMA5BPffLkSjyKRvG6KJ7txMcpROLNxMcpK6ntxMntwEgRMBXTcfDrcNrvEPxJkBol+fqeF0OwDJKhOMNyS7mcwtdjjtvNf69M3aGwiKMhOkrAHP824Lj09iNbdlJrqVs+V7QHYxJWVmhZ1xuKBkLNQ6PZy2LhCh3o8z45swz1e+RseCohNABAs6RSOyA5QyADzLGfR8z9AX3AxstUEkFGBrA3T+89SrPcBci3JzGlaWm8HzBKl5Bbj6d88gOSsbg8ZPwqrXluDkzq04UpAJXrAhRxBAB8nyG+tzAOiFZWbdunUYNmwYli5div/3//4fNmzYgHfeeQdvv/02Dh48GNHGvfjii5g0aRISEhKQmZmJq666CidOnIiojL6A53msWbMmpm6WuPzg8nVGlZRwirg5K9GSz6rdBNRAriZrpHPMeLiZ+mMOunMzVVVKqdt7cvVEAw7ZzdTDEy5FUVEJz/YcfzdnxnuOo0kA5nkeB3ecBOCfX8YTOqNaUaTb6t0kXiKKsLg4IPog0UwAkDmgGKAodLY2K5wRzzasWbPGXZfJh3ujFJuMkmXG9x6Qyb+pYZB/ZbAqFQpGXiD9IZ72C/c3+yTM85WvdikzAGCm0oIWb5SjmUIpzsoUTHBd0RB3vSWFFXqgN3sAIQS7dpfj69qR4HmCojHjcfOf/qZYslRaLRY99DuMFKS1W1pzFp+/+AxsASLSYn0OyAh793n88cfx6KOP4ujRo9Bqtfj8889RXV2N2bNn4/rrA6e77i02bdqE++67Dzt37sT3338PnuexYMECWCzdl7PvL6hUKixevBgqVeTrjcTl910+RVPKoR8N3oynfIpyZ30NRAKORikD3zZEE8GyAKtUKuTnFQDogcwYLQjSYaEOIdw9GsUmPcc/GGdGrY+em0mlUkHNS0pMML6MjNQAEU22rk4QUQQoCvrE5KDfZVgNkrMk/knjGW9XkzwGNpeS42vhiXY0k+890JuwbE9kD5GUGcF5ys9l3BnAMuMpX6N3KzMdYnJQGUo5gxByM3ly0cQNLwF/HwEs/xVweBnQ1dSrPWDLx+9h6xFpPsZNGoFrfv8sNHofFyUhGHimGhecbYBKrUbVkYP47LnHIQreD2uxPgdkhL37lJaW4rbbbgMg+cpsNhuMRiOef/55vPTSSxFt3KpVq3D77bdj1KhRGDt2LN555x1UVVVh3759EZXTWxBCYDabIx4dEZcfOfnRDM/2la/u5gk8GkUmA7UhWlAsMz5ZgAkhcNikNsWknIErmikUq5B8cESyPpPn+HtmAPaEsi6i4GaydTrR3ihZWrK7scwAgcsayHwZXUIimG7cBGveOobONklZ8lVm5DFQuDd+bqboJs3zvQd6E8nkiZSc4QAYCFybUkVbhm9Ytq98VsWAZqT+dnDBfZlKaDbd87r1LHkgMgagsx449BHwxd3A34aAvDYDju+eBuFDe2AjhODQmhUAgIsyT2PeT64L6D7iGxtBrFZkWx248bm/glVr0FxVgbaGOr/fi+U5ICPs3cdgMMDhKn+em5uL06fdPtQWF9M7WujokAhm50JRK0Ayr23ZsiWmbpa4/O7lyyUNolGfyVe+zEPwtcwQQiKSZ0YQRMUy4ulm6o85CFY5m+d5NDVK930sqmbL0UyhZB9WLDMRdjNt2bIFdqtDUZL8ODNRDM2uOy0pEEmZOj8lyhdKWYNat1Jhaes5kslp51FxpBUULVkjfEnAPM9j8+bNQfPVaJVyBp1ROfB87wG3MhO+mwkAOAcNWjUAAFC+e7vXe50+2X8DyVerpfIJnY7g1kK3mykEy4yHxVN84Ajwsy+BGQ8C2VJmZqrxKDS7XoFw/JsefwuQ5txps4ECwdiU+qDZf5VkeYWFyBw0WLF0dTQ2eH0u1ueAjLCVmalTp2LbNil86/LLL8ejjz6KP//5z7jjjjswderUiDdQBiEEjzzyCGbOnImSkpKgn3M4HDCbzV7/AEBwmcbkRH++1zzPe12LotjtNcdxYBgGl19+udI++XVCpFwWvtfy5+RrURS9ruXFEOxaEASva5qmcfnll4Om6Yj1yfO6pz4B0hpgWTZifQpnniiKwqWXXgqVShW0TzoXUbarzRFSn8KZJ4ZhcMkll0ClUkEURai00u1kt3BefbJZnIprQ2Ngej1PljY7QFyJ2PTujfKyyy6DSqWK6tpTu9pt7XR6tZ2maaSnSeGoFI1+W3tK210Wb7WW7bFPMv9BVoD6svbktqtUKlxyySXgbO7CgYya8uqTQgC2cSH1KZx5aqmWrCxZAxJ67FNylmQpMNVZlNc7XQURDckpQeem7lQbiEhAM1LOFNkyI7ddpVLhwunTIAryWjF69UnmzAg8D97piPgeoVKpsHDhQmkf5Dm0uw7blNzcXq09i9kJRiUlgizfvUPphygI6Gx1Z/+VX1epVLj00kshQ+0q72Gxi8H7JxOAWbrHtUfTlJJFWqDU4ItmQZz3LHDPFvAPnwAZfgUAgK47ENL91ForcdyS1TYwNECMWQHXnuO0NM+a4kEQRRGJmdL8tzXUefWJoijlHOrr/RToOlSErcz8/e9/x5QpUwAAzz77LObPn49PP/0URUVFeOutt8L9uZDx61//GocPH8bHH3/c7edefPFFJCUlKf8KCiR//tGjRwFIbrLSUinx0+HDh1FeLuVNOHDgAM6ePQsA2L17N6qrpQnfvn076uul5EKbN29WrE/r16+HyWSCyWTCmjVr0NkpEaNWrlwJu93uFXtvt9uxcuVKAEBnZyfWrFkDAGhvb8f69esBSFatzZs3AwDq6+uxfbv0RFBdXY3du3cDAM6ePYsDBw4AAMrLy3H48GGYTCYcP348Yn1qdz1dhdonk8kEs9kc0T6FM09lZWUQRTFon+qapeRXXW2OiM9TXV0dNm/eDFEUUV1dDatdeuKtq2nw6tPBPa50/yoK5adP9nqeaislfz2jEdHhCoNds2YNampqIIpiVNdes0lqh8PC40TZSWWejh8/jg5XttTaupp+XXsAYOmUMq0yLN1jn2TL0bGjxwH0fe1VV1dDFEVs3rwZVRWS6Z1SEbS68q3IfdLoZPK0I6Q+hTNPbfWSMmMRTT32qdkszYHV7MSxw1LRyPLjUj4VQ1Jy0HnatV5avxQrWWY6W1tg7WhX5kkURaz65msAUuTS6jXfe/VJpdWBcrkx7F1dEd8jRFHEnj17cPLkSXQ0NYKIIhi1GsaUtF6tPbPJAlo1EKBotFRVoKWmCitXroS5tQUCzwMUBWNqmjJPoiiiqqpK6ZPWpTTb7A7U1tb69YkQ4g7NZqiQ1p7MIxYF4t2nQyfRljFJWiulG0O6n5oqKwAAKWobYMiAnRMCrr1OVzvUg4rR0tKCTqekWNSePuXXJ5PJhDNnzvT5fvKdJ9lwEgooEmtHVwi4//778eWXX2Lz5s0Bi1x6wuFwKG4wADCbzSgoKIDJZEJKSoqiCTIM43XN87wU8eC6pmla0TQDXcua78aNGzFr1izodDpQFAWO45QQNc9wNZ7noVKpQAhRrkVRVJ4sRFHS4lmWDXotCILkl3VdcxyHTZs2Yfbs2VCpVBHpE8MwyjXLst32yWazYcuWLZgzZ46r4GDf+xRoboL1yWazYdOmTZg3bx4oigrYp5N76vH9W6XIGpiIxY+M7bFP4cyTw+HAhg0bMG/ePDAMg+/fOoZT+5ox7ZpBGDM3X+lTXXk7vl5yCEmZOtz0zORez1PFoVas/s8xZA5IwLWPTQBN07Bardi8eTPmzZNyUURr7XEcj/88sBmEALe+MA36JDUYhoHdbseHz2+F3UTjkrtHYeC49H5Ze3I/tv7vJA6trUHJRbmY9ZOh3fZp+csH0FTZiYW/HIXi8Vl9Wnty2wVBwLp16zAkZzxWvXYMqTl63PDUZK8+1Z1sx1dLDiIlR4+bn5ka0T3ii5cPoLmyE3N/PhQjpuT32KePntkFc4sdVz40FgXD07D+3Tdw4LuvMfGKazDjxlsDzs3yv+9D3UlJeXZ2vguRN+Ga3z+L/BLpfuJ5Hl/99x1UrvkaafmFuOUvr/j1aendt8Bm7sCtL7+KtPzCiO4Roihi3bp1uOiii1B77BC+/OsfkTFgEG596R+9Wntr3y7DmQPN0OtXwlRbhlk3347xly1G09lT+OSp38KYlo5fLn1XmSdAivKdPXs2dDodvvztWzhd9RUAEXe9+jYMKalefaIpGq/dtxEAcOf/m6VYdLtbe288uAmcQ8BP/zgVhhS1Vz/EukNQvz0XRJ0A8rsK0Azb7f205YO3cWDVN5iYWoMLxycDd28IuPYqfvoz2PbuRe5fX0LCokU4tPY7rH/rNQwcNxFX/vZJpU8OhwObN2/G7NmzwbJsn+4n37kxmUxIS0tDR0cHEhO7J7j3OjB87969KC0tBUVRGDFiBCZMmNDzl8IEIQT3338/li9fjo0bN/aoyACARqOBRqPxe51xPRnI//tee8bIh3ItM7cvueQSLzmejO5A1/KhD0CZsFCvfdsuuzkC9bMvfQr1Wq/X+8nva596uvZsr06nw8KFC+ELz88kpUs8AUu7I6z+hTJPGo3GS77GILm0eIeotIFhGDgs0g2sT1QHXIehzpPVLJl/jSlapQ16vT7gGER67alULLRGFWydHBxWAQmpUvu1Wi0SE5JgN3WCVTNKv6K99uRrOWmeWqPqsR8KSZhIj7l9WXvyNU3TWLhwIcr3NAKQQu/dYya1UaOX/pcJwJHcI+QovfScpJD6kZprhLnFjvYGGwqGQ0l0Z3QduL79E3gRTWc9wnHpTAAmNJ45hYHjJyrtHjG4GJVrpOy/gfqkNSbAZu6Ao6sr4nsEwzDKPaCEZbvIv71ZezIvLH/kJJhqy3Bq9w5MXnwdulolq4dcYNJznjzvQS3MAG0ERDMsba1IckU+KYe10x0NRDNUSGtPJgGLAvHvR94YgNGAcnaCaq8E0oq7XWOmuhppjDRWUImjAI9+ePbJecbFmRk4CDRNK2Pa3tTgtf51Ol2351CkztyeELabqaamBrNmzcLkyZPx4IMP4oEHHsCkSZMwc+ZMxUwUKdx333344IMP8NFHHyEhIQENDQ1oaGiAzWaLqJzeQhRFNDU1Kf69uPxzT76SBbjDGbRQW6Tku0OzvUMXlbDsSOWYSXIr6/05B4ES54miCIc9dtFMvBLNFAIB2NW+SEYzyeNvdbmQfMOyAY/aTD7roq/gOUGJkjMkh7a23OHZLveUKwJJH4QA3FzVCZ4ToTGwSM7Su3kzHiRgURTRVCsdkL51mWTI9ZlsUShp4HkPKOTfXuSYkSHnUho4fjJAUag/dQKdrS0wN7vCsj3Iv77yAUAttinh2Z2t/kExgkeNpVATeXoqM74QKQZc2jDpj7oDPf6WrMykqG1Byb98WxsEk+S61AySjAjJWVJtJnNTA0TRvZZjfQ7ICHv3ueOOO8BxHEpLSxXOSGlpKQghuPPOOyPauNdeew0dHR246KKLkJOTo/z79NNPIyqntxBFEUePHo3pYR6X3718XaIaNE2BiESxbERLfrDQbKtZOugil2PG/Tv9OQfu8GxvZcZmldoVk9Bsh0uZiWI0U2tdF7Z+Vo7d3571e08ef1nBCxRRJBOAeYegRLFEAl0madwpFlDpQht7uXq2XNZAiWZKCqyE1J1qBwDkFCcjLc+oKDMNZ7yVmWpXZuBgSlE0Sxp43gNtimWmdzlmALeynpaXidyhIwAAp/bscCfMC6DMKPcgZ4OGtIOipP7K0U9en/dYf3SIWbPliKaAyowoopFx9bcHZYZz2JU2paqtQZUZp4vLwubkgHYpognp6aAZFgLPo8tFHJflx/IckBH27rNlyxa89tprGDZsmPLasGHD8M9//hNbtmyJaONkRrzvv9tvvz2icnoLlmUxd+7cmNYmisvvXj5NU9C7Dv+u9sjmmvGVHyw0W356jnSRyUBtiCYUy4yHUsiyLDRqqWxEKGGmkYacr0Ot7TlhFytnAA7TMmPtcOLQumqU7agP8JvS+DutklIVSJmRLXZAZLMAd7ZK6zk5wxBywjK54GRrrQWEEFg6ui9lUH9KckPlDk5Ger7BRQKm0OUiAQPSGKQapQPP6FNkUkY0Sxp43gN9zTEj8KJSdkKXoMaQydMASFFNwUoZeN2DXU1Q09ZuLTNm17xpjaqg5Sd8ISvrgRRxlmWRP2mR9Ef9oW5/Ry7AqVUBepYHEgOPk8OVckUzyF2TiaYZJLkimtob3PdCrM8BGWErM4WFhUrolid4nkdeXu8W0A8VoiiitrY2ppaJuPye5RuTpcNWfpKNlnx35Wwfy4zLbB3phHmB2hBNBHMzcY7QSgpEA1wYbia6l+UMsgYkApSkPMiuPhny+Nsscl0m/zmmGRoqV4biSNZn6jRJh6LagJDnPyVLD4qm4LTx6GjuhMOVTT2QMkNEgnrZMjMkCam5RlCUGqxGUljkEG1RFGFqagz6O4BHFuAoWWZqa2th6+pS3GYpub07i+S1TdMUNDpWUWZqjh9Fc4VkrUgIYJlR7sGuJmgoS7fKTHOV5GrLKEwIuV09WmZYl4Wl/hDQzVowucKyU7WudRzMMiPnmPEpMCmXO2hvdCszsT4HZIS9+/z1r3/F/fffj7179yqx63v37sWDDz6Iv/3tbxFv4LkMURRx+vTpmB7mcfk9y1d4MxFOnOcr322Z8eHMdETazeStzPTXHMjJ4DyzAIuiCE4pNBk7zkwo5nq2l24mtY5Fao5keWg8Y/Z6Tx5/xc1kCPx0KruaImqZcSkzHKwhzz+jopGcJSV1qz1R53pNBY3Bv9q2qd4Ch1WqO5ZRmID0fEkhIXAlz/NQZuT8K8GUGSVxXhQsM/IcyFwQfVKyf2r+ECHzZXQJktUkKTMbmQOKQYjolWMmkHxRFAGLr2XG382kKDMF4SgzMmfGf55FUcRJEwXCagGHGTCdCfo7CvmXlpQ+pA8L+DnHGdkyU+z1epKLN9PukTgv1ueAjLB3n9tvvx0HDx7ElClToNVqodFoMGXKFOzfvx933HEHUlNTlX8/drAsiwsvvDCmbpa4/J7lG6JU0sBXflDOTGff3UycQ1B+19fN1F9zEMgyw7IsaLiiSkKwjkQaQhhuJpkz0xsCcPYgKVqo4WyH1+vy+MsWF98ikzLUUcgCLLuZhpYMDGv+5RpOZw9KOZgMySmgAhRElK0yWQOTwDA0ElK1UGkYv0zALMtCdEhtMQRzMxlcbqYAhQr7CnkOzE3SAdubApMyAt2rsnVGhi9nxusejJplJjgBmGVZzLpoLqgsVzLZ+oNBf0eJ9tJYpQzCxoyAn5MtMxo/y4ykzHT4uJlieQ4o7Qj3C0uWLIlCM36YEEUpWVpBQUFINTbi8mMjPyHF5WaKgmXGU36g6siEEIVj0hfLjOzeYNW0FwejP+cgUEkDURTBy5aZWBKAw4hmEntRziB7UCKOb61DwxlvZUYef/mJPlhJAU0U6jPJlhmH2CXlLwlx/odPzUbZ9npUHpNcDsHJvzJfRlLkKJpCWp4BdV3eJGCH1QqnK8LUt2K2jGjWZ5LnoNUVUdXbApOAB7/NI/JwyJTp2LbsAwASkVmt0weUX1BQANqHM2NpbwPPcWBdnCaBF5VCn2EpM3Q30Uwu+YU5Y0HV7pVIwKOvC/g7imVGbQOK5wT8jGizgauTrHbqYm/LTHJ2YMtMLM8BGWErM3KRyTjcvsK8vLyYHeZx+T3Lly0ZlghXzvaVr3IpGZ4huE4br7g1+qLMWD3Csj2fovtzDrSuaCaZAwRI6cnlXC+xqJotK1Lh1Gbqi2WmubITgiAqLjV5/B0KZyawMhONytmyZabL2R6WMpM7JBmJGTqYaiQLQaAIJEI8+TLJyuupeUbUn/YmAVtd1hZWrYZaF7i4YjQrZ8tzEA75V+BF0DTlR8BVLDMJ7nlMzStASm4+2upq/PgynvLz8vJAWyTLDCidFGZGpMgfmWtiqrNA5Ak0ehaJ6dqQ+ygr4oGi4WT5+dljJRtp3cGAv0FEEW2eYdnFcwN+znn2LEAImKQkMD5FQ5MVN1MdCCGgKCrm54CMPkm22WwB6yCdL2BZFtOnT4+pmyUuv2f57srZkVVmfOXLT9+8Q4AoSk9Qco4ZtY5VagP1Bl0B+DKB2hBNyJYZu4dlRnYxAaFVro40BKer5lUobiaFABx+0vPkTD00ehY8J6K1xn0gsyyLSROnKApSoDwzAAJa7foCURCVNTF99qSw5p+iKIyYlgMiyuTfZL/PdLba0dXmAE1TXtW40/MkErBaJ9XjajxzCg5XqnxDSmpAdxXgXWwy0pDvgXZXpE5POWbaGix489Et+OCZnSjbUe/FQ5EtbJ45oSiKUlxNcjRPIPlKNBNlAUVRoGhXeLYHb6a5Wup/ekFC0LEKhJ7cTNOnTweT70pcG4QE3GlqAe90goaIJD0FFASupeg4IxGd1cXFfm1MyswCKApOmw22TrN//2OIsHcfi8WCX//618jMzITRaERKSorXv/MJgiDg1KlTSormuPxzU74nAVhWMqIhXyYAAwDnCs9WEub1mfzrXS07WBuiCflp1WkXFIuI0+G20sSiarasRNAh7KMKAZgLf6womlK4Jg0eJGBBEFB2VKo1QzOUYp3zhVI5O0JuJkuH01X8kUJ9S1XY8z98WjZArAAAhjX6vS9bZdILE5RILABIc1Xephg3CbjTJPFCgrmrAHeeGbsreiqSEAQB5eXlHpaZ7t1MJ/c0gncIMDfbsO69Unz07C6U7ZSUmkBuJgCYdMW1GLvgcky95saA8pV7sKsJGlrqI0X582aaKyVlJjMMFxPQvTKjyE8bArBawNkZkARscrnhktV2MAOmAarAliGnTP714csAkvXNmJoGwB2eHetzQEbYysxjjz2G9evXY+nSpdBoNHjzzTfx3HPPITc3F//973+j0cZzFoQQtLW1RaWsfVx+5OTrE9WgKEAUiRffwxNOG4/2Jmuf5DMqWnF3yO4Eq9nfbN0buLP/em+y/TkHah2rbKryEyzvwT+JSTQT564+3BP6YpkBPEjAHrwZQghaG9sBuPKGBHnajjQBWHYxGVM0aG9vD3v+jSlaaA3SHHa0+o+dL19GhpynRhAky0zDmVPociXe0yclB5Un55lxdHWBRDjqhRCCxppqcA47KJpWXDrBUH1cau+AMenQGlXoaLZh3bul+Oi5Xag/3Q7AX5nRGo24+M5fIWvQ4IDylXvQ0gQV5Qo0kEnALf6WmWB8mYZTJ7H69X8oYyrDHZrtP3aKfIoBskdLLwZInudZxiCYiwkAHHJYtk8kkwx5fDtc4dmxPgdkhL37fPPNN1i6dCmuu+46iUU9axaefPJJvPDCC/jwww+j0cZzFizLYtKk8Ey8cfn9L59maOiTunc1ndzdgA+f3okN75f2Sb78BM65eDOy8qRP9K8XFg4ChWUHa0O0QFGUwgmxu8KzKSLX0vHnH0QbRCRKAjyNrmfLl5IBuJflDGR3S6NHRBPLsiguGgogOF8GcHNmIkUAlsm/CWnaXs+/WiOtqeZK3u+QVPgyg5O9XtcaVDCmaLzKGthd7gb5iT0QZMsMISKc9sDlaJqrOrH2nePYsfxUWAcjy7IozJCUq6TMLDBs8HmwWzg0VUjtnX3TUPzsT9Mw9apB0BpU6GiywdwijWs4llSve7CrGTQlQq2hQDMSGfrMgb0AJEWkpSY4+ZcQgtWvv4KjG9Zg/Tuve70nP0QEUsS95OeMk14MENFkqpai11K74csA3VtmACA5S7J8tbksM7E+B2SErcyYTCal4GNiYiJMrvoNM2fOVEq5ny8QBAFlZWUxdbPE5YcmX3E1BVFmSrdLN2ZKTuj5KQLJV2m9n8CtHZFyMwVWZvp7DuSQVZkoyTklpSYW2X87mqVDkWagVB7uDn2tzZQ5UEqeZ26xKxY3QRBw+mQFgOB8GcDDzRQFy0xv5593drrapEHVcbclwNbpRFuDZKXM9VFmACAtz+iVCbipQnqS1ycl+X1WBqtWg1W5OFc+ifMaK8xYsfQwlr2wByd2NWD/6iqcOeCfnyUYBEFA6YF9AHom/1aXmkCIVKPKmKKFWstiwsIB+NmfJaVGY2BBs5RSwypU+WVlZRDsnZKLB5IljlGPAs2wqDtxHPXlJ9DWYIXAiVBpGSRl+BOlKw/tR4tL4SjftR21J9wPVt0lzfPaA3LHSy8GsMy0VUi/l5qoAjJHBOwL4Xk4KqQ2hGqZifU5ICNsZWbQoEGoqKgAAIwcORLLli0DIFlskgMQyX7siHXRy1jK72qzo70l8j7wcBBq/xUScICSBq21XWiq7ARNUxg2pXsTdU/yfYmeVsUy01c3k3/232BtiCZ8c83IT4qxCMuW83Xo05iQkubJ4dvhJs2TofFInufpalKKTHZjmVEqZ0dKmXFZZoyp2l7NPyEEVlcpA4oyKMo84C5hkJprCNintDwDKEoNrStHSdXRwwCCh2XL8E2c13CmA9/88xD+95e9qDjcAopyc3K2/e+UV3XpniAfrKk9ZP6tLpWUtoKR3m2VlZrbXpyB216YgYTU0CONANc92OVSwFgt1Ho1KNqAwtEScXjfii+9kuUFsmLuXfGl1BZXRNimD95SLFTdJc1T5ANA7jjp//rDfiRgU71rjAaPBoK4Q53V1QDHgdJqocrNCfiZQOHZsT4HgV4oMz//+c9x6JBU/+Hxxx9XuDMPP/wwfvvb30a8gecyGIbB+PHjvcqany/y7RYOn724D6Vf2wCx/5/KgfD6311JA3kjHzAm3c9XHq58d+Vs6dCymfvuZiKEBLXM9PcaULIAy/WZXA+KsVRmBgzPDqn/LCt9prduJgDIdpGAZVcTwzBIT5ZcLsES5gHuUheRIgDLykxSuq5X8++wWCDwrrbQelQcalEU1LogLiYZaXmSUsKoJcVf4KTvJXTjZgLc4dnm5jZ8/coBfP7Xfag61gqKpjB8ajZufnYqrv3dRBhTNOg02XHg+6qQ+sIwDFSCtB67s8wQQhS+TOGIwIqXSs2EbUVV7kGbq/iiIVPJ+Dxg3MUAgJO7tqG6TLJ4BHIxNVdVoPLwAVAUjWsefx6sRoP6k2Uo373dJSM4AdhrD0gfBrA6Fwn4tPIZh9WKLqtrjMbMC9oXucCkeuBAUEHCrN3h2fX+8mOIsHeghx9+GA888AAAYM6cOSgrK8PHH3+M/fv348EHH4x4A89lCIKAo0ePxtTNEiv5J3c3wmHhYTU70VwTm5D8cPqvZAH2SZwn8CJO7paeMIZPD/wkEo58dxZg6TVrBIpMOqy8cgD7EoD7ew0olhlX5WynQzoQY+FmanIpM07GHFL/6W6K9YWKLIUELK15QRBQWyXVJeqOM6PRSe85bJGp3C67mQzJ6l7Nv1zDSGswImtACkSR4MQu6T6Q+TK+5F8ZsjLDc97KizYxuJsJcFtmjm89i+rSNtA0hREzcnDLc1Mw7/aRSM7SQ6VmMP1aiWS7f1WlorR1B0EQ0OBydXWnzLTVW9HV5gCjopHrkTunr1DuQbPLumXMUPYBXUIOCkePAxFFVBxYDyCwMrPv2y8BSAn68oaNwMRFVwMAtnz0LgSe69Yy47UHMGxAEnDbmWMAAD3jhHbkgqB9se7eAwDQDPYnOstIcrmZrB3tcNptMT8HZfT5caqwsBDXXHMNxo4dG4n2xPEDQen2OuW6paarm0+eGzAGKWlQeaQVtk4O+kQ1ikb1vQSHb+XsSIRmy5FMGj0LVh3bpx85Kkt+ihdj5GYihKDFFRlizAiNeNjb2kyekEnATZVm5WDh7N3nmAE8azP1fcMnhKDLw83UG8jKjD45BSNmSITO0u31cNp5NFdL93Mwy0xylh40Q4EQ7wRyweoyyZAjmporJXfMxT8fibk/G4GkDO+MuoMnZCJ3SDJ4TsT2z0/12BeB52Br67nAZNVxyXKSOyQ5KvcRZXG5mQyZXhypiZdfBQAwN+0FIQ4/ZaarzYTSrRsBQFFiJl1xDfRJyWhvqMeh71e5i6QGsMz4QXY1eSTPMx2WFKlUIw0YM/2/A0C029G+fDkAIPHyy4L+vNZghDZBslB6Vs+ONULegdavX4+RI0cGTIzX0dGBUaNGYcuWLRFt3LkOhmFQUlISUzdTLOQ3V3WipdqtwJhqYsObCaf/RldJA99ik6U7pJtx2JTssDPYBpKvuJlsvMRL6IyAMhPExRSsDdGEmzMjWRhIjNxMna12OKw8aIbC5AvHhtR/JTS7D26mlGxX8jyniNZaCxiGgYaRDuPuODOKxc7Og/Qx15Gtk5NIzBSQlK7v1fxb2iV3iyE5BUMmZoJR0TDVWXB4fQ2ISJCQqg3KG2FYGinZeoUEDAAURcPYQ54xOaLJ0mEGRfnzVmRQFIVZNwwBRQGn9jWh9mRbt7/b1doCQkSoNFoYU4K7uhQXUxC5vYV8D9JWVz4ZY6ZXnbYBYy9AUlYeQJwg/HGl0KeMg6u/hSjwyB02EjlDpMKPap0e06+/GQCw4/OPIYqS8hrMzeS1BgJENJlOSdSQ1Bz/pH8yzCu/g9jRAVVuLoyzZnXbZzcJuCHm56CMkHegJUuW4O6770ZiYqLfe0lJSfjlL3+Jv//97xFt3LkOQRBw4MCBmLqZYiFfVgBkHoBs7u9vhNN/o4ebST5MLB0OVB6VntbCdTEFk+8+tAQ4rLxiuehLnplgCfOCtSGa8CUA806XmykEAm4k0eRKPpaaa8DhI4dC6j8TAcsMRVPIGiAnz+uAIAhoa5Ye8LolALvWBYjbatdbyK4XQ6IaoEiv5l+2zBiSU6DRq1B8gWRl2ftdBQAgZ0j3LqM0VyZgfZL0lK/S69FTNLXsZiKiAxlFid1astLzEzBqlmRl2fJpeVDiKwC01EjcmuSc3KB5fningNrydgDBlajeQr4HxU4XIdbobZmhaBqFoyWeiuA8AKX+BwDObsehNSsBABMXXeX1u6PnXoLU3HzYO81oOClZVoJFM3mtATmiSc4ETAjaXLWWUgeVBO1H2yefAACSb7wRVA+KiSdvJtbnoIyQlZlDhw5h4cKFQd9fsGAB9u3bF5FG/ZCgC1KL5Mcqn+cEnHT51idcNgCAFA0Uycy64SDU/uuT1AAluUVsrhwpJ3Y1gIgEWQMTlSiVvsr3fCKTD3yNvm+lDIIlzAvWhmjC7WaSxjBW0UzutPDGkPvf19BsGUomYBcJmHdIY9Dd4cyoaEWZ6isJWObLJKRJlpPezL9bmUkGAIyYLrmaZKtVoJBsT8i8GbVOOtR64ssAbgIwiB0Fw3vOFj/lykHQ6Fm01nbh+Na6oJ9TyhhkB8/8W3+qAwInwpCs6fW93h10Oh0oS5P0h8HbMgMA2oRRAKWD4GxH+e4dyveObloLu6ULyVk5KJ44xes3aYbBrFt+DgBoKN8MInYGVeq81kD6UBcJuAtoPQU0n4DJKil5qaNmBPy+7egx2A8fBqVSIfnaa3rsr2yZkUnAsT4HgTCUmcbGRqhUwW9WlmXR3Bx6boAfAxiGwfDhw2PqZupv+WcPtcBh5WFM0WDsnAKwahq8U0RHmNlzI4Fw+s8wtOLq6WqzgxCCMlcU04heWGWCyffcxOQcM+FESAWCtQc3U3+uAc/K2YQQ5SGT7ee6TC0ua2DWgKTQ10AELDOAZyZgMxiGAe/yXHZHAAY8wvYjZJlJSNX2ev6tMmfGVYIgb0iyV+HDYHwZGbIyIxLJMpOem9djGzR6OXGeHQVBoonaGurQ0SQRqrVGFSZfISVu2/n1GdgtgcnT7Q0uq0Ne8JpMMl+mYGTw+lG9hTwHlMXtZpI5UrLi2lrrAKOReKX7Vki8FFEUsH/FVwCACy5fDJr2H7/iCZORP6IEosCBs21TLL2B5Cvj70kCrj8I8dR6tDklZSO1MHAivLZPPgYAJFxyCdi07qPSACApyx2eHetzUEbIO1BeXh6OHDkS9P3Dhw8jJ6d3h8IPFTzPY8+ePeD5yIRb/hDkywrA8Gk5IBChTZZel5+U+xPh9t+Y7M4C3HjWjLYGK1gVjSETg/uRw5XvGZodCb4M4FFkMkCOmf5eA7IrhedEcA4BnMvN1J/ZfwkhimszNVcXcv/ZPmYAliFbZszNNrQ1dSm/152bCYDfAddbeGb/7e38WzraAQDGFEmpoGhKUeq1RhVSsvXBvgrAnQ/G6RyKMfMvR9KIsT22QeCk8aEoh6IQesJhteDDxx/GB79/EDZXQcqSC3ORmmuAw8Jj9zdnA/6uqU6qySQfsIFQFSW+DOC+B0mXpIT5cmaISNBc3QlWMxY0q0J9+QnUnSzF6b270N5YD63BiJLZFwf8bYqiMPundwAAROdxdJmqg8r3Gn+P5Hnmo+sgEBoMQwes+i10dMD87QoAQMrNN4XUZyXXTEN9zM9BGSErM5dddhmefvpp2O3+oXI2mw3PPPMMFi1aFNHGneugKAopKSkR1/TPVfmdJjuqXEmnhk/LluTnSptec1X/RzSF23858sPS7lB4P4MucIdRRkK+Z2h2xIpMdgTnzPT3GlBpGEUpsHdx7mimfrTMdLU5YO/iQNEU0vKMIfdfdjOJAukTCVejdx/2VUel+4FmKa+CjIGgjlCxScXNlKrt9fx7RjPJGHVhHvKGpWDiZQN6/D1DssalnKkx5uKbUThiVI/f6WiVxpxVcQHXS+2J43BYLbBbunB47SoAUubbWT8ZAgA4uqkGrbX++0ybyzITLCy7q80BU50FoICC4ZFXZuQ5QJBopo5mGzi7AFaTgJEzLwIghWLvdYVjj11wGVTa4FFp2YOHInOgVBG7tuy7oPK9xl+OaKreDdPpowCAlMzMgNafji+/BLHboRk6FLrx40Pqs8yZ6WxphijwMT0HZYS8Az355JMwmUwYOnQo/vrXv+Krr77C119/jZdeegnDhg2DyWTCE088Ec22nnNgGAaDBw+OqZupP+WX7agHCJA3NBlJGXpJfolk2m2JgWUm3P7Llpn2RivK90hPUTJXIFLyldBsGx+RHDMAYO0Ibpnp7zVAUZTiNrN2OmPiZpKT5aXmGKDRqUPuv+cBGilXk6zMaA3Bi0zKiLSbyehyM/Vm/i1t7mgmGTqjGlc9PB5j5xb0+H2KohRXU3uDNaQ2mOpcVjwqcLHXmtJjyvXBVd9A4CW3Uv7wVAwcmw5CXHuQBxxWq+IyS88P3O7qUsnFlFmU2KP1rDdgGAaDC3NAOV2Klo9lRl6v6flGTHCRfE/u3o66E8fBsCzGXdKzEWDQxMsBAF0tp8A5vSMyA64BOaKpdi9MVun11CL/8gSEELR9LBF/U26+KWSFxJCcAlajASEiLKbWmJ6DMkLegbKysrB9+3aUlJTg8ccfx9VXX42rrroKf/jDH1BSUoJt27YhK6t35vofKniex/bt22PqZuov+UQkykYim6N5nkddm5Ssqrm6s9+rpobbfzlxXtnOBnB2AQlpWuT1IXlWIPmeIbi2CFlmJi0aiEmLBgas5xKLNehJAna7mfpNvDstfKExrP57kpQjpczUnJSTz/V8SKoj5Gbq8nEzhTv/As/D5ioO2VNumO4gKzNN1Z09tkHgRLTWyqTxwKnvaz2Uma42E07s2Kr8PXiCxM2pPdnu9Z3T+3YBAFQGIxh14Czb0XQxAdI9uG+zZEkCqwU0CR55hXivMgbpBUUYMPYCJafB8BkXKa6+7pCQlgNQBhAioPFUuZ98v/FPHwqoJOuhSebL5Ppziqw7d8JZUQFar0fioitC7jNFUUjOlEjArXW1MT0HZYS1BRUVFWHlypVoaWnBrl27sHPnTrS0tGDlypUYMGBAlJp47oKmaeTl5YEOkvb5xyS/trwd5hY71FoGgy7IVOQPGpkPmqbgsPBBK1JHC+H2Xw7PliMMRkzP6RPXI5B8N2cmcm6mkTNyMXnRwIBPlbFYg57h2XKoaF+itcKFzM/KKEwIq/80Q8lpUfoe0TRI4s3IbrZQnvh963b1Bk4bryhDCanaXs2/1dwOAKBoGjqjfzbaUCHzZtrqLT22oeFMBwReWjec3QpR9A7j5ZwONJyWDumSOfMBSK4Y+QEpb5ikdDVXdypEYN7pxNZP/gsAGDpzTkD5okiC1mOKFGiaRm6Sa/4NmQBFeVlmmqokxVFOljfBlURPul4ckgyGpUGzkhut9sRxP/l+4+9BAm5zSkpNIGWm7SOJ+Jt01WIwxvCivGTejLm5MabnoIxeSU9JScGkSZMwefJkyVd4noKmaRQVFcVUmekv+XLG3yGTsqByZc+kaRqDigcgxVVhtrmf882E23+5PhMAgAKGTQ2vqGQo8uVNTOBEJduwvo/RTOG2IdrwzAIsn0lMfyozimUmMaz+UxTlTpzXR8tMarZBUVwByUXTEyLBmZFdTBoDC7WW7dX8W9vbAQCGpOSg9XdCgWyZaa219NiG6jITQLnvP4fFO9Fmw6mTEAUehpRUXHjLz8GqNWiqOI2a40dcbdVIPCUC1LmsMwdWfYPOlmYYU9Mw75bbAspvruqEw8JDrWUU4nakQdM0cowu2a7surLiSoi79IWszBSNGY+p196Ei269CxlFA0OSQdEUaFZyideWHvWTH3D8XSRgk8NlmcnzdsNxjY3oXC/lr0m+8caQ2uEJmXDd0dgQ03NQRmyl/8DB8zw2b94cUzdTf8h32Hic3i+R2zw5JrJ8+QmtvyOawu2/bJkBgPxhKUhM61tuhEDyPQ+4jibJnK4Pkh8mEojFGvTMAswrbqb+cTFaOhxSyDslcRDC7X+kIpoomvI6HDX6npU5T9dDb+FJ/gV6N/9KjpkQ3BvdIdX1EGPtcGL9mk3dtqG6tA0URYNVS+22d3nvFTWuAzpv+CjoEhIxaraUZE6uJA1I9ywA1Jxog63TjF3LlwEApl53M3bs2h1QfrUrJDt/eCqYMDN8hwqe51F+cJv0h0uZYVS0kkhS4ETQLKWMF0VRmPGTW7wsND3KqDyrKDM1B/bBtGwZCMcp8gOugbwJsAksrIJ0v/qWemhf9hkgCNBNnADt0KFh9Rlwk4DbGupieg7KiCszfQBN0yguLo6pZaY/5JfvaYTAiUjNNSBzgNssLcuXnzg8Sxz0B8Ltv2c0UG9zy/Qkn2ZosGrv5Gx9zTMTbhuiDdkK4eVmYvvHMiNbZVKy9FBpmLD7HynLDOAuOgmENseeES69hWeOGaB3898VgPzbG6i1rJKbJtWQG7QNdguH5ko5S7LR9Zr3XlFbJrlO8keMAgBccJnkfjmzb7cSep3nSrRXe7INO7/4FA6rBemFAzBq9tygYyDzZaLlYgKkOcgyuPyXBin0maIoRXkFgLRcY58SS3JnToNiMkGBAUdTOPXCn3H60svQ/vkXoEQxcP9HXYO2kl8BAIypaVBr3Q9vhOPQvkxSBlNuCi0c2xeeJQ1ieQ7KiCszfcD5wpkp9Ugu58l2l+VnFkpPqP0d0RRu/xmWRsmFeSgYmYpB4/zzLURKvm+od7TdTP3OmUl0uZm6OMXN1F8FMBUXU5GkQPdmDQCAwPXdkuSZKyUkN1MECMC+2X97xZnxSZjXF8iuJsquDdqG2pNtIESqa6VzlcNxdLmVGVEQUHeyDACQP1xSZlJz8zBowmQAwP6VUmK5vCEpAAW0VNfi4GopL8rsW34OllUFHAOHjVdcPNEi/wLSHCTSrpQlHkUc5chGIHCl7HDAnS4HRdFQa1yZdzPTwdXUoP6JJ3D2iitg3LfPPxKJYWHKugiAP1+mc/0G8M3NYNLSkDh/fq/aJFtmzE2NyM3JiSszP2TwPI/169fH1M0UbfmttV1oqjCDpikMnezNMZHlJ2dLG2tXmwO2rsBhl9FAb/o/++ZhuPKBcRE5fIPJ99zENHo2qjlYYrEGPQnAPOeSS/WPm8kzMgQIv//uLMB9ryMj12gCALW+5zn2DNvvLXwtM72Zf0uHuy5TXyErM4d3lgdtQ3WpJC9/RKpSbNLmYZlpqjgDzm6DxmBAekGR8rpcbfrYpnWwdZqhNaok16JtG0SBR9GY8RgwbkLQMagtawMRCZIydUhMj166fZ7n0XTWxWMxuiN6PS0zfVFmiNMJ/sxp6TcTpPHhL78EmY89BiY1FVxlFeoe+x1qHn0Uok8eOFNdDQDv7Mh8aytaXn8dAJB83XWg1L172ErMyATNMOA5J1Z/+03czfRDBk3TUrXUGFpmoi1/36pKAMCAMel+UTmyfK1BjaRMabNo6cfkeefq+HtaZvoaydTbNkQTctp+m7n/o5nc5F+3ZSac/kfSMqM1qBQehBe5PAg0emncIuJm8rDMhDv/XSbZzZTc63bIKBghKUTmaqDyiCngZ2rkaKLhKYoy42mZUfgyw0Z6EZLzR45G5oBi8E6HkkQvKcMMkTsBgMKFrrpFwcZALmFQOLLn9Px9AU3TSFa5Si0Y3BZfz32gL8qM7dgxwCnNu9ooEYbrTp1A2h0/x+Dv1yD9gQcAhkHXyu9QectPwTU0KN811UrKTEqOpMxY9+3D2auvgaO0FLTBgJQbb+h1u2iGQWK6ZInKS0uNW2Z+yKBpGpmZmTE9TKMpv6bMhPI9jaAoYMKlRX7ve8qXn5T7kwR8ro6/Jwm4P5SZ/h4DxTLjkQG4P5QZW6dTCf+X11u4/ZctM3wEODMAMO+2EZhx3WDkDevZjaGEZkfCzeTBmQmn/w6rFZVHDgIAMgpDi6TpDrlDUpQke+v/W4aOZu8cMuYWGzqabaBoCnlDUwJyZmrLpPwyeS4XkwyKopQkcwdWfQOe49B4UqowrU0cjcwBUp2hQGMgcKIStFBUEn1lRu2QrE+ebiZ5vmmaUoIkegPr3r2giGRJZLV5oCgaHU2N6DK1gjYYkHHvr1D4zttgkpNhP3YMZ6+/HraDBwEAbbJlJjcPrW+9hcpbbwPf1AR1cTEGfPIxVH0sQZTk4s3AaYsrMz9kcByH1atXg+MCF0D7IcsXeBGbPzkJACi5MA+ZRf5hjZ7y0wukTao/lZlzdfw9n8j6mv23t22IJuTQbFEgsJhduYWoyCgH3UFeW0mZOmWMw+0/w7ojTCKBlFwdGoVSCELPCopSm8nG9yrBJM+5cxfJlplw+1+6ZQM4uw2pufnIGzGq5y+EgIlXFEKbKsJp47HqjSPgObcLr6ZMOuSzByZCrWOVytlyNBMhxI/864lh02bCmJIKS3sbvvvX39FSfRIAC0JNUaxUgcbgzMFm2C0cjCkaxXoULXAcB77DVdXbw80kr9GUXEOflH3r3r2gXcoMISqkFw0AANSeKFXkb21rQ/7HH0EzdCiE5hZU/uxWmD7/Qqlq7Vj6bzS9/DdAEJC4aBEGLvsUmiFDet0mGTJv5sD27THbh2XElZk+gGEYTJo0KablDALJt3dxfVYqDq6tQluDFboEFaYsDlxp1VO+/KTcnxFN5+r4e7mZokj+7a4N0QSrYhTrk6VdOlxZde/qW4UDXxcTEH7/2QhVzu6NfHldEJGAc4TP2ekySYojq6aVjMPhyCeE4ND3kmVj7ILLIlZLR61R4ZK7S6A1qtBS3YUty9wZauWEdfmuSCStK0mfbJkx1dbA1mkGq9Yga9Bgv99mWBXGLZQy057csQUAkJg1FRSdgNoTkqLUZG/CiHEjvMbg2FYpAmrE9BzQUQrJVtoo2MGKLqXew82kcc1Rn/gyggDbvv2gXEx7USDIGzYCAFDnSp4nrwFtUREGfPwREuZfDMJxOP38sxAFAQwhEDZtBqVSIfvZZ5D78l9BG3pvKfKEHNFkVDE/nHIGcfiDpmmkpsbOVxhIPiEE3/zzIJa9sEe52cOFudWGvSsqAAAzrhui+Pq7k5/uUmbam6x9rj0TKs7F8Qd83ExRzDHTXRuiDa1LSbO43D794WYKpMyE2/9IhmaHK59V06BdGaedtvCUmVN7duLEjh0A3AUmw5VfW3YMLdWVYDUajLxwbljyuwNN08gfmI0Fd4wCKOD4ljqU7awHEYlimSkYIbnhFM6MS5mR+TI5g4eCYQPvM2MuXghWI6VV0CUkYsRMqZZRzYk2lLeV48ovr8SdW+5EvVWyQrQ3WlF7oh0UBYyY0fvaa6GCtrZIF65SBjKGT8vGoHEZIdW6CgbHiRMQu7qgURMUlaQif3gKcoeNBOC2zHiuAdpgQN4rryD93nvRoZPGzGBzQp2fj6JPPkbKjTdGtCBkcrY0vta21rib6YcMjuOwYsWKmLo5fOXXnmxHU2UnQCTrSm+wdVk5eE5E7pBkDJ0cvN6Wp3x9olrK40KAlpr+sc6ci+MP+LiZomyZidUY6F2uJqUsQH+4mQIoM+H2n4lQ0rzeyKcoyh2ebQt9vmpPlOKrv/0JWz9eAlFoV1xM4co/uEayyoyYMVtRKiIBuQ3ZQxIweZHEw9n04Qmc2NUAu4WDSssg05VgUOHMuAjACl9mREnQ39cZEzDeZZ2ZdfPtKBrtyoR7og3/t/f/4BSdaLA04M5Vd6LR0ojjWyWXT2FJmsItChldTUDN3rC+IruYiKuUgYy0XCMuvWc00vN7P9bWvVJb0kYVYtGvx2Huz0Ygz6XMNFWchtNu81sDFE0j44H70ThZygCcn5mNgV98Dt2oyLgVPSFbZpprquJuph8yWJbFrFmzwLLRM7FzTiFomYBA8g+vr1auK462or3RGpa8isMtOHuoBTRN4cKbhnarxfvKz3DxZvor30x/jH9v5HuGZkebAByrMfBV0lTqyFcj9oTdwsHcInEkZJcmEH7/FQJwhJSZcOWHSwIWBQHr3lrq+otAcBzxOqBDlW9pb0P5ru0AgLHzLwtJdqjwbMPESwegcGQqeE7E+v9KloO8oSlK9l2twdvNVONSZvKHd3/QzrrxVtz9r7cxeu4CZBcngWYpdLU5cPh0GViKRY4+B7WWWvxi9T04vl1yMY2aGaZVpqMGeG068OY8YOv/hfw1xiZFTXmSfyMF6959AAD9xEnKa4npGUhIywARRTScOhlwDTRXnkVDYx0omsbMv/4fmMTolHKQCcCi0wnOHriAaH8hrsz0ARRFITExMaJmO1+sffs4lr2wR6lY3Z18c4sNZw9LJs+0PCNAgMMba0KWxTsFbFkmkX7HzitAWm73TxS+8tOViKb+scz0x/j3Rr6mH0OzYzUGOp/CitHMpQO4FeTEdK1Xhepw+x9pN1O48tVhZgE+uGYlmivPKiHLgvMYDMnu9RWq/KMbvoco8MgZPCwgN6Uv8GwDRVO4+I6RMKZo5MLQXgRct2WmE+bmJnS2NIOiaeQMHda9DJpWwoBVagbZLktPrnkIrht6Hd699F1kG7JBnTXCYRGgS1KFF8XktAIf3wRYpAgorH0W2LG0268obXN9h4qwMkMIUSwz+okTvd7LdfFmak8cD7gGDqz6BgAwZPJ0JKSlR7RdnlBptEpZDHNjQw+fji7iykwfwHEcvvrqq6iZ15qrOnHmoHSj7PzyNDinT6VZH/mHN9YARErdPeNaacMq214f8sa5b1UlzC12GFM0mHj5gB4/7yvfTQLuH8tMtMe/t/JVvQjNtna046u//QnHNq2LSBuiDX/3WXTdTM2u/EWeVhkg/P6zbOTdTIHkd5lasfyl53By1zav18Opz2Rpb8O2T98HAMy57W4wqgSAWGExlfYo3xOiKODQ2u8ASMTfSMO3DTqjGpfcXaLwg2S+DAB3NJOlS7HKZA0s9kq1HwpsWZI1pMg8AneNugt71u3B63Nfx5iW2QCAE5m7YBVCtEoTAnx1L9BwGNCnA1PukV5f/Tiw580evy6YpQdNQR9ZpcF59iwEkwmURgNdibflKm+4izdTdtxv/G2dZpRu2QgAGH/pFRFtUyAkZUrWmda60B+co4G4MtMHsCyLBQsWRM3Ev3dlhXJt6XDi0Lpqr/c95TvtPEq3STfVmDn5yB+RgpQcAziHgLLt/lYdX7Q3WrF/jZQgb+ZPhni5SoLBt/9yeLapzhKxwyIc+f2NYPJ7w5nZ+N83cWrPTqx9cynMLc19bkO04edm0kTXzdRcJaWlT/eJDAm3/3SEo5mCyd+5fBnO7N+DNf/+h8IPATzqM4XgZtr8wdtw2qzIGjQEYxdcBo1xDACg5viWHuV74uyBvehsaYbWmIBh02aF1b9QEKgN2YOSsPjh8bj0ntFIyXZHzsiWGd7hQNWRQwC658sEAidw+NYu1RUa0DUSGYYMLFiwAGlcNrLaBoFAxOaEr3Hfuvtg5bwVGk7kUNdVh4NNB7G3YS8ONR/CsbWP4+TJb3FGrUX1lX9H19wngZkPS19Y8Siw//1u20NbJcWKTgjOL+wNrHskq4xu3Di/LL0yb6a+vAw0TXmN/5H1a8BzTmQMGKR8LppIyXaVNWhuirqs7hCbU+BHhGgdIq21XZJVhgImLCzCvu8qcWB1JUbNyvWqAyPLP7GzAU4bj6RMHYpGpYGiKIyZk49NH53A4Q3VGD0nX3lS8gURCTZ9fAIiT1A4Kry6RZ79T0jTQqNn4bDyMNVb+lyPJFz5sUAg+fKBpTGwIRWXqz5+BKVbNwIAeKcDWz9+D5fd/5s+tSHakOszyZDzt0QLsusyM8CaCqf/kbbMBJJv6+rEsU1rAQAOiwV7vvkcs266DYBHfaYeLDM1x4/i+JYNAEXh4jt/BRAKAhkJYDsazxyHqa5GqbfTU/9l4m/JnPlge5m6vicEakPukGS/1zQ6vUSSJQRn9u8G0DNfxhfLTi7DMWYvptDXgbWrYaqzIClLiwPbpIex9KE6UEYe+5v24641dyHXmIt6Sz0aLA1osbVAJAHmPt+VPG7Xk2D3sFhcvBh3TrwNBXvfA76+H2A1wJifBG6QxXWIGyLrZlJcTBMm+L2XXlgEtU4Hp82GlqpKpOYXAnBZ4Vzh9+MXLuoX93NSVg60CYlAL3InRRJxy0wfUH+mDSu+WRmVmhT7vqsAABSPz8CUKwYhozABTrvgZa3heR4rV64E5+RweINk4hszJx+US2kZNjUbGj0Lc4sdFS4uTUBZqypQU9YGRkVj1g3dk349IcuX+09RlAdvJvquJl/5/Y1g8tMLjMgZnISSWXk9/obA81j/tlQnpXD0OICiULp1I+rLT/SpDdGGX2HFKNZmctp4hcie7uNmCrf/TIQtM4HkH1m3GrzDAY0rl8f+776GxVXcUR0CAVjgeax7+zUAwJh5lyB78FBYOpygqATQKilaSE7v31P/2xvqUXFoPwBg7MWX9qWrQRHOHFA07a7P1ClZ22SXSSjocnbh34f+DZEWoHNFPFeXtmLFtysVXuHkuUOx9OKl0LE6HGk5gtUVq3G4+TCarE0QiQiWZpFnzMMAfQ7yeAFZPI9USo1EdSJ0rA68yOPz8s+xyLQJjw+bgtMqBlj+S+DY8oBtIl2SMhNpN5N1n0uZmTTR7z2aZpAzZLir/0eV8T+9bzfMzU3QJiRi+IzZEW1PMExYdDXyr7gBExdf1y/ygiFumekldn1zBntXVuCChaMi/mTc1mBB+T7pBpl42QBQNIVpVxfj61cO4uimWoyZU4CkDB1YlsVll12GuhMdaG+0Qq1lMHyaOz21Ss1g5MxcHFhThcMbqgNaXKpLTdj1zVkAwOybhiI5Ux9yO2X5nv3PKDCi9kQbWqo6gRm9HQGfNh4/AmNqGlKyvaMTAsnvTwSTz6oYXPMb/6epQDi4egVaqiuhTUjEogcfw6b338axTWux4b//wU3Pv9yjYhmrMfB1M6mj6GZqqZEUY2OKxo+DFG7/mQhbZnzlCzyPA6u/BQBc9LO7cHjdKtSXn8DOLz7BvDt+5XYzBcjFVFNmwrbPT8GQcFxZEzNvvBWARxmD9AnoqD+DY5vWYeaNt4JVqbrt/6G13wGEYMC4CUjO7lvq+mAIdw60BqOSATgtvxC6hNAjbd4++jbaHG0YkDgAF2QNw67Ks6g/ZcaICZOwtrMM+iQ1ikangWEy8P6l72NN5Roka5KRbchGjiEH2YZspGpTQVvbgP9cBLTXAgNnA7d8ATBS+/c37scbR97Attpt+NZZjxX5uZhnseLub36FkceWS4nx9OmAIR3Qp4LqkNz/TGJ2Ny0PD1xtLfi6eoBloRs7NuBn8oaNROXhA2goP4HL7n0YLMviwHcS8XfM3AVQqTURa093UKnVMd2HZcQtM71EpErnjgAAQeRJREFUWq4ULXTo+2p0NHn7Zcu2bcLur/7X69/et6oSIFJxx/R86Um0YEQqCkamQhQIdn19Rvksz/M4vF6yyoyYnuvHdRl9kWSpqT3R7pf/pavNge/fPgYQYMSMHIyYHn6CKX+rRGQjmg6vXYVlz/8Bq5YugSj6JxqLdaXWvsjvajNh+2cfAABm3XQrdAmJmHnjz6DSaFF/sgwntm+Oeht6C7mkgQw6im6mk3skxd7XKiMjnP5HujaTr/zy3dvR1doCfVIyhs+YjZk3Su6lw2tXo6OpwU0A9rHMdJrsWPWfo2iubMCJbV8BAC68+XbloJdT96cVjEJCWgbsXZ0KuThY/3mnE0c3Su6uSIdj+8kKYw40HjluApUwCIYmaxPePy7xVx6a8BAKhkvRSrUn23Fsi5TrZcT0HCUMfFjqMNw//n78bOTPML9oPkrSS5CuSQVddwD49KdAexWQMhC4/l1FkQGAC7IuwOsXv45PFn2CeYXzQACsNehxQ04GHmjZhjMH3wU2/QVY+Rvgf3eA6nRxEiPoZpJdTLpRo0DrAz9gyhatuhPHwfM8WqorUX3sMCiKjgrRuzvEeh8G4spMr1F8QQbyhidD4Ak2f3JSqbXScOokVvzjZWz5+D2cPbgv7N/taLbh5O5GAJJVxhPTri4GKKB8TyOaKs3geR4rvvgeVcdNAAWMnuPv1khI1SoWmcMb3ARiQRCx+j9HYeuU6ipdeMPQsNvK8zzWrFnjtZCViKbaLohi310PRWPGQ63Vou7Ecexb8VWP8vsTfZW/+cN34LTZkF08BKPnLAAAGFPTMNllrt380bvgnI6otqG30Bp9LTHRcTOd2teEY5ulvCEls/3Xd7j9j7Rlxlf+ftcaHTv/MrBqNQpLxqBozHiIAo/tyz50W2Y8ODMCL92LDgsPkdsCgAPF5KCzY6Cyr8iWmcQ0PUbPk9bK4bXfddv/kzu3wt5pRkJ6BgZd4O+qiBTCnQOZBAz4F5fsDksPLoVdsGNcxjjMLZiLjAIj1DoWThuP+nIzQAEjA2X87WwEDn4M/O9O4OVi4D9zgartgDoBuOljQB+4SOiotFFYMmcJll+5HJcPvAw0KGww6HF1fh6eHT4VjcMXAkUzQNKHoiZ5CvjE3mf69YXClwngYpKRM3gYKJpGZ2sLViz/Avu/+xoAMHjSVCWMvT8Q631YRlyZ6SUoisJFNw0HzVKoLm1TQqizBw/F2PmXAoRg5T//ho6mxrB+d//qShCRoHBkKrIGeJtfMwoSlIy8O5afBsuyyKSl/AwDRqcjKSOwBj92rkQUPLmrEbZOqZbOji9Oo+FMB9Q6Fgt/UQJWHX46epVKhcWLF0Olch9sydl6sCoavEPws1j1BkmZWbjo1rsBANs++S9aqiu7ld+f6Iv8mtKjKHURPOfd8SsljwgATLjiaiSkZaCzpRn7vv0yam3oCxiGhsbgfprVaCNPLG1rsCiJ1y64pBBFo/zzhoTb/0jXZvKUX3eyDPWnToBhWWkPcEF2FR3fuhG2TikXh2c0044vTqPxrBkUysFZSwGKgko/FwdWV2PLsnIQkSiWGWOaFqPnLABF06gtO46OhrqA/SeE4OCaFQAkrgxNR6fcxIGmA7hr7V2wDrOGPAee2Yd7UmYIIWiwNGBd5TosPyVxVh6d+CgoigLN0F4k48IRqUhM9wjxPrwMeH0W8P+GAl/eAxz9H2AzAZpEYMQVwM+WA5kjemzv4JTB+MuFL2H5VV9ibsFciCD43FGHRfwZvDL2EnT9Yj3yH1oTUbeOEsk0Mbgyo9Jqlcrhg9NTULZtEwCJ+NufiPU+LCOuzPQBSZk6jJot+Um3LitXahJddNsvkDVoCOxdnfjm/14E73SG9HudJrtCYvO1ysiYcsUg0CyFmrI2nNrXhFLX58e4FJZAyC5OQkZhAgRexLEtdTi9v0kJ855324igSlBPIITAbDZ7VQCmaQpprvTd9ac6evW7viiZMx+DLpgEgefx3b/+DsH1BBBIfn+it/JFQcA6F+l3zFyJ4OkJlVqDWTdL7ondX36GrjZTWG2wdZrxzf/9BZ888zscXrsKDqslrPb5gnPYUX/qBIjorQB4FtGM9FnJOQWseuMoOIeA3CHJmHJl4GKn4c5Bb5LmEVHEiR1b0VrjXx7EU/6+lZJVZvjMi2BIdieKyy4egiFTpgOEoGybdCDLeWZOH2jCwXVV4G07YGuT+A7jFy7CnFsvBCjgyIYarP+gDOYWKbtqQqoWxtQ0FE+YAkDixPj232m34btX/x/qy0+AZliUzJkfcl/DwbrKdbh7zd3Y37QfL+x6Aa8fej2keZAtM4kZmUhMd/P4CCHYVfo5/r3n7/j9lt/jhm9vwNSPpmL+/+bjoY0PQSQi5hbMxbjMccp38oe5x3mEnPGXs0kRSF/cLeWOAYCcccCs3wA/XwU8dga44QOgwJ1VNxQMShqEV+a+gvcvfR/jM8fDLtjx5pE3cennl+KNfW/AztvD+r1g4Jub4ayoACgK+gsu6Pazcuj11o/fA+9wIL1wAPJHjgYghaFXmith46ObmTfW+7CMOAG4D+B5Hh3qM0hITUanyYG9Kysw/ZrBYFUqXPnI43j/9w+i8cwpbHj3Dcz/xa97/L0DqyulqqhDk5EzODngZxLTdRg9Ox+H1lVj7TvHIQoEKTl6r5vaFxRFYezcfKx9txSHN1QrqdzHzS8MKwzbFzzPY8uWLViwYIGXVp43NAWNZ83Y/OlJaI2qPsmQ2z//F/fjvUfvRdPZ09i1fBmmX39zUPn9hd7KP7j6W7RUVUBrTMDMm24N+JnhM2bjwHffoP7UCWz79H1ccs+DIbWh8cwpfP33F5ScD7Vlx7Dhvf9g6JTpKJkzH/kjSrysQN2BEILy3dux8b030dnajIyigbjw5ttRNPYCUBTl5WoiEazNRAjB5o9OwFRngS5RjQV3jQpa+TjcOQi3NhMRRax54584uuF7sBoNrn7sGRSWjPGTP+2C8Sh3cVguuPRKv9+Z8ZOf4dTunagt3Q91wlA4bAPQ3mTFuncOgbOshMhJlaYvuGwxZv/0DtAMA5Waxrr3Sr3yRMl1mcbOvxSn9uzA8c3rYU3NxsLLLodKpUJz5Vl8839/QVt9LSiaxkW33umlWEUKn5R9ghd2vQACguKkYpzuOI1/HfwXHIIDD4x/oFviui4xGYA7JJsXeayqWIV3Dr2Bk+azfp9nKAYFCQUYlT4Kv5nonbKgcFQqqM8BWi2iYGQSYDoDLLsVaDgCgAJmPwZMuhsw9m0P8sS4zHF4b+F72Fi9EUv2L8GZjjP459F/YtmZZbhn7D1YPHgxVHT4+xEhBEdbjqJ8+XsYAaA9PxnPHP4rbLwNVt4KO2+HQWVAlj4LWYYsZOmzwGTJeYukBxZLSTJ+v+X3KG8vx9mOs+BFHmpajYnZEzEzbyZm5c1CUWJR2CHbTsGJ7XXbYeEsmJA1AdkGN9k51vuwDIrEWp2KMsxmM5KSktDR0YHEKNWnqDjcghVLD4OmKdzw5GSk5kohmRUH9+HzvzwLEIJLfvUQSi66OOhvWDoceP+JHRB4EYsfGof84YH9uABg7+Lw/lM7lKe7i24ZhlE9hAELnIj/PrEdVrNkJcoZLCW1YoIcEn0B5xSw5s1jqDjcAooCLrxpGEou7DlMuSeUbduEFf94GTTD4OY//b+Ip2XvD1ja2/D2Q7+E02bF/Lt/jTEXLwz62bqTZfj4qd8AFIWfvrgEWQOLu/3tIxvWYN1br0HgOCRn5WDU7Hko3bYJplo3VyopKxslsy/G0GmzkJobfE7a6mux/p1/K2G9nigsGYsLb/k5Dnxvw+kDknv13tfmRCynxfFtddjwfhkoCrjyofHdKurhovJoK775515kFCbhhiemdvtZURSw5vV/eGVlZtUaXPXbp1A0ZpzXZzd/+A72fP05CkvG4PqnXgj4e6teW4JjG9eCZgugSb4eSek8Gss/BhGaQTMsLr77XoU7JeP0gSasefMYREHapm95fiqSM/Ugooi3HvoFOhobcMk9D2LURRfjyLrVWP/uvyFwHIypabj8wcfCzuHSEwgh+OeBf+I/R/4DALh2yLV4cuqT+LD0Q/xt798AAD8d8VM8NumxoOvB3NKMPV9/jhHz52ND107899h/UWeRCLw6Asy1WDCYqDBwxqMYOOhiFBgLoGKCH5KNZ83QJaiQ2LwW+PJewGGWoo2ufRMonhPR/vuCF3l8ffprLD24FI1WiVJQmFCI+8bdh4UDF4Kmet5fOxwd+PbMt/i8/HOUt5Xj52sEXLqP4LsJFN5Z0L3JU2dncMN6ySrvUAlYNrcWAuM+0lW0CpzonR0635iPmXkzMS13GkaljUKmPjPgXBFCcKj5EL498y1WVaxCh6PD6zcmZU9S/nkqN5FEOOd3XJnpA0RRRHt7O5KTk/Hd60dRcbgFeUOTsfjh8cri2PG/j7H9sw/BqtS46U9/U3ycvtj6v3IcWluN7EFJuOa3F/R4MOxbVYGdX56BWsfg1henQ6PtWSPes+Isdn9zFrpENW74wySpynUf4Nl/3/LvoiBi08cnlQq2Ey8bgMlXDOzTgUcIwbdLXsLJnVuRll+Im//8d3RZrQHl9we6678vutpMKN26EUfWr0FbXQ2yBg3BzX/+W49chhX/eBll2zYhd9hIXHLPA0jJyfMaQ1EU0drcjANfLcORdasBAIMmTMal9z0CrcEIQgjqy0/g6MbvcWL7ZjhtbpNzWn4hBk+ahiGTpyFzYDEoigLndGD3l59hz1f/g8DzYFgWkxZfhzHzFmLfiuU4uHqF4uZLzRuPrs7xYDUp+OU/ZkdkDpqrO/G/v+wA7+zEyBmJyB2ihsXUiq72NnA2GzinA5zdDs5hB+dwgLPboE9Jw8wbforsHpRbnuOw4b1PcPj7L0CzWix64H4Mnjwt4JoUBQGrlv4fSrduBEXTuOSeB3Fy51ac2b8HjEqFxb95EgPHTYAoimhuaMBnTz4Mh8WCqx57SnEB+cLc0oS3HvwFRJ4Hq50B3rEfIDboEpOx+DdPIG9YYP5G1bFWfPf6Eai0DG57cYbiKtv15WfY+vF7SCscgPS8ApzYIWUGHjh+Ihbe+zD0iUnhDH2P4EQOz25/Fl+floim9427D78c80sQQtDe3o7Vjavxwm5JkfvJ0J/gialP+B3mhBCc6TiDVRWr8EnZJ2h3tAMAUrWpuGXELbghbw6SPrtDcg+pDMBP/gsMCf4QCAAi54Bj5ePQHXhLeqFgKnD9O0Bi+NGZvYEoimhsbcT3Td/jraNvwWSX3MJDU4bi3nH3YmjKUGgYDTSMBmpGDTWtBkVR2NOwB5+Xf451levgFKWHTA2jwZJ3GaTVmHHkoUvQOWM0dKxO+dfJdaLR0ohGa6Py/wVfOWG0MqgZQUM1dziGpgzF4OTBGJIyBDmGHJztOIuttVuxpXYL9jXuAy96E3VTtakYkTYCI1Klf3kJedhcsxnfnv4WVZ1u12qmLhMZ+gyUmkr9Eg/m6fNw04ibcFvJbREd2x+dMrN06VK8/PLLqK+vx6hRo7BkyRLMmhVaWu5oKjMcx2H9+vWYO3cubB08Pn5uF3hOxMU/H4lhUyRNlYgilr/0HM4e3IfkrBxc//TLsJoptDVYYKq3oq3eAlO9RYlWWHT/2IBER18InIjdK06jwXwWi26aE5J5j3cKOLi2CgPHZkiFKPsIz/4Hkk8IwZ5vz2LPigoAUvj3RTcP83MZCLwIU50FTZVmDBiTDkNScCXLau7Ae7+5D9aOdkxYdDUcmflB5UcbPfWfczpwes9OHNu8HpWHDoC4NgC1To+fPP1CSJYlc0sT3nnoHvCctNkZklOQP3I0CkaORsGoMQBF4ZM/PQlbSxNAUZjxk59iylXXB3QlcXY7Tu7ahtKtG1F97DBEwR3qnpAmRbxUHNqvkNaLxozHvDvuQUqO24LT0dSIbcs+kDIWEwKABq3KQVFJLrQGA9R6AzR6PTR6g9TWESVIyuw+zbvV3IHyXdtRtm0zak+cBBG7j+AKhuEzZmPGDT9Dcpb3UyJxZZvd+N830d7gXdpj0AWTMO+OXyExwx39IQoCVr76/3Bi+2bQDIPLH/gthk6dCZ7j8O2Sl3B6704wLIsrH30CBaPH4bN/LUH9jk1Izs7BHf/3727deOvfeQMHVn2t/J2cU4Trn3zWizsSCF1t0pgYU9z3hqW9DW/c+3OIgitpJU1j1k23YeKiq0N2JfYEXuRh5+3o4rrw7I5nsa12GxiKwdPTnsY1Q64B4H0ffFvxLZ7Z/gwICBYXL8Zz05+D2WnGzvqd2F63HdvrtqPJ6k57X5BQgNtH3Y4ri6+ElnVVA3d0Ap/+DDizAaBZ4Mp/AuNuDtA4B1C2AuK2f4CuPyC9Nu3XwMXPAt1YciINz/474cQHxz/Au8feRRcXPD0FTdFeCsHw1OG4dsi1WJg+E/WzFgCEYMjWLWDTe07Ed3jD99jx7Ze48fFnkdTDOrJwFuyq34WttVtxoOkAznScCZwR2QUdq8PFhRdjUfEiTMmeAoZm0OXswoGmA9jTuAd7G/biWOsxiETEvWPuxa/G/6rH9oaDH5Uy8+mnn+JnP/sZli5dihkzZuDf//433nzzTRw/fhyFhYU9fr8/3Ewy9n5XgV1fnYEuUY1bnpsKjY6FpcOBisM1WP/Ws3Da2kCrBkFlWBzwabCoJA2X3zcmZlWgo4VjW2qx6aMTIAQYMDoNk68YhJaaTjRVSv9aa7oUQuYld5dg8ITuwwpP7d2Fr17+I0BRuPHZl7wyiBJCwHNOcDYbWLUaKq0uauNZd7IUbfV14Ox2OO02yVpgt8Fpt8Pe1YnKwwfhtLkjunKGDseoC+dh2LRZXuGpPeHsgb3Y8/XnqCsvg+BTUJCiaBAiQmtMwOX3/wYDxoWWrM/e1YWzB/agfM8OnD24D7zDrUAYU9Mw57a7MWTKjKBj11RxBitffR2t1cd7lJWcnYOi0eNQOHocCkaNgc6YALulC6f27MSJ7ZtReeSgH7lYpdXBmJoGY0oqDMkpMKSkQqPTQ6XRQKXVglVL/zOsCqVbNyo5eWhGiiSaes0N0Cclo7WmGhveewOVh6XDTpeQDE6YApWqE46u3RAFHqxGg+nX3YwLLlsMAFj5z7/h5M6toBkGix76HYZMnq60S+A5rHjlZZTv3g6aYbHoocew5aN30VZfh7k//yXGL+y+sJ+1ox2v/fIOgDiRXjQeN//xCag02h7H0Ow0I0GV4DcfsuUuIT0Dix58DLlDe47OCYY9DXvwzPZnYOftsPN22ASb31O8jtXhb7P/hgvzLwz6OyvOrMATW5+AQARkG7LRaGkE8Qjd1zAaTMyaiKuHXI2LCy8GE8g6yTuBr+4Djkg1mDDvGaleEkUBjcekekmHP5WikwApQmnxv4CR/nylSMDBCzDbeBg0DHQqpsc9pc3Wjn8fehMrK1bAylnAiQ6IPsVYWWgxIvEiXD7gKiwYPBHpRjW6Nm5Eza/uhXrgQBR/t1Ii19p41LbbUN9hg1bFIC9Zh5xkLTRs91ZdBy+gzcJBzdJI0LJQBaAU2Hk7ytvKUWoqxfHW4yg1laLSXInR6aNxZfGVmFc4D3pV9wEisnIzIHEACiIYng78yJSZKVOm4IILLsBrr72mvDZixAhcddVVePHFF3v8frSUmb31+7CtdifaOjtAqRg4BCccTh55qydC02WANbkDKkENVacUKijyjXB2fgJAgDppJvQDJ4BL6oJZ34IWbS1q2NOATrr55WyVOYYcJKgykK7JQqo2BTRNg6YAmqJAUxRARDS3tCA5NQ0EFASRQBAJREJACEBTEnnW8zsUDYiuzwmEKN8RXDlhGJqCiqHB0BRYmgLL0GAoCgIh4AURnCB91skL+NOe30NNdMg05iBJk4oEVSqMbAoSVCkwMikwaHRQMzQ0LI22kx3Y9+kpiEGiSFQ6Bin5RgydlYuc4SmAa6+gXBc0JbWNoigwNIWNb7yCE1s3QG0wIiE9E06bFU6rFZzN4mVxAEVBpdVBpdNDrdNDrTdArdPBkJAArcuKIFkTpOu0/EIvV6AgEtS120AIQEBc/0tK0+53/oHafdu7XSf61HQUTL4QORNmQp2aBacgQiREGhcVDQ3LQMNKY6RmaVAUBULcWz8hUFK48JwTzadPor7sGOpPHEXTqRMQeA7J+UW45MHfIykzGxQljZi814oEyu8R+drjjieQ6kHVHT+M2iP7oUtOxaj5i6DW6kBR0vj/89D/w66G7UjXZiJdl4lUbQbSNBnQV2Wi7ZtWUKoODJ2fBc5uk1xBNis4mxXWlgaYq057KyoUBWN2DixNTSCC+6DU5+SBtxWDIgMw7vbxyCzOVvpPuslhI4oE5o52qK3tKP3mUzSUStErKq0WRWMuwJl9uyAKAmiWxYiLFyF3/CXY8no5VHoW0+/Ixv6P/4PmU1L4d0p+EYyp6ag+vA80w2Da3Y8io+QCNFoasb5mJbSMERpGD7WogfO7zXCWnXR3S6NB8r23w8bYYOU7YOHb0cV3QEWpoGMN0LEGaFk9dIweOGgHabFj6k1XIFGX4LrXaNA0wFAURCKtO14UIYqAU+Dxk9VzoKLVyNHnIddQgFxjHvKNhcjh1bAfLkdqyWBY1QLanF1o57vQ7jSjw9kJimZx5+jfSfe8634XRWlMPe91FU3jsGkPHt8eLFCBQjKbgyvzHsXQ5FEwalgYNCyMGhY6FY2O9jYkJacArvW7rX4D/u/QMxCINMdZ2oHI14xDOjMaar4YNicNrYpBoo5FolaFRC2LRJ0KCVoWGpZxrVUBAw68jIJSiZ/TWHAZVJ1VSG0/qrSqjUnHeu18rFIvAJ+YD72GhUHNQK9moVcz0m+BQBQJRAKIRBoHQqCMCZFfFwn0LQ3gOAGtHIHJLqLVIaDFTtDBATxNgyYEepogXcsgTUsjTUsjWU1BcDhg5QCzzYl2qxMdVg5EFEETEawoQCXyUIlOqIgTLHFCTRww2kWk2K1ItZuRYu9EJteJPEsrDLZOHBozG29Puwm1bTZYnP7JQikKyDBqkJeiQ16SDhqah1Vg0NrlRIvFgZZOB8w+WaZ1HuOdoGVh1KqgZWloVAy0rDQfWpX0v7wfaVjG9b/0N0tTyjjKe4sgiOjo7MSE4hyMKYgs2fxHo8w4nU7o9Xp89tlnuPrqq5XXH3zwQRw8eBCbNm3y+47D4YDD4ynTbDajoKAAJpMJKSkpEFwHHcMwXtc8z0sHpeuapmnQNB30+vYvXsS+zo/85Oe1D8UVpfcpfxOIaDHUoj7hNIi9FIMrrNg5yoTywvAy5NobFoFrmxnWd6IK2oqEYc93+xFH8zw4W9xhobk8jcutKuhECo2siAZGRAND0MiIaKeJosCEArXowM01y5AgRCbTsIwx8y/D/LvulSw8PA+zQ8SEP60N+NkL2g8g314LjlKBo1XK/05KBZ5m0aTOQJ02x61ZRBiMyCOR70S7KgkkBKJhb6EreAes0b9WVLZ5EK469iDaNS34j84Q4JuASnQiz16HAlsNCm01SOXalPfajE6czbXibI4FnQYeWs6ArM6BON4+D6Kjd6n38201mG7aiSynu/L4Gf0AbE2djg5VEpIFCnd3auEEwSvJdoAQjOg6gRmmHdCJkqtXAI2VWQtRoS8CADD6M9AXveElhxKBmYfTUVwn9fvowA7sHdEeVlstZx6C6OiZOEmxHTAO6fnBLRCMgoj6k38N7cO0DbSmCRBVIEQFiGoQUQUQFUBYhHWDAqC11aDVrRCsg0D43j9I/pz5Dk+xH4B21f9yEgZrxQlYJlyE6rZ0vLphSbff/8vEW7Apf3xIsv7z/V+Qbwlex64/IILC09PuxL6s4cprKXoVcpN0sPECattscISYWoChKeVBNdq4Z9YA/OaSYWBZNug5G+6ZazKZkJaWFpIyc06HZre0tEAQBGRlefvcs7Ky0NDQEPA7L774Ip577jm/148ePYpZs2ahtFR6CispKcHhw4eh0+kwfPhwHDhwACkpKRg8eDB2796NvLw8FBUVYfv27SguLkZeXh42b96MkpISZGZmQjTp4OyaDBAGFGHB0iqwtAr1ArA9twwJnAY1mho0JlXDxppA6C6A7sLhAg6CXo+JWRORqkqF0CZg+ujp0HJanK44jcziTJQ3lONM6xkIOgHHmyrBUWYQPnQyn2yJkS00wZYyTUnbE8tIGjcvCABFgRfR7Q0gWWxUEBoXg9FYQTOdEGkzGJUFIm0GYToBikeiOhG8BqAYFeycgEZKxH8SXIqmx75IudriC0KkNwOp205ag//lXo1se4OkQNBqOGg1RFYDjlYDKi1YCKCcNqiJEyrBCZp3Qi06oBaduDLXjpEDC8DbbThdfhKZqSmwWyyob5cY+52dndiyZQumXzQfWhUNIopgGAYgBKIoQsWyOJk5AWXieFA0A14UXVYxyRoiQ0VL46XTqEARASqagk6rQZfVDk4EBELBxvHoTQ43gWbRpo582K0v7A2LQatMoFQdoFkzaFUHaLYDDapOlKbvRZ2hASncQskCQlPQqFTgeadrQ9LCZNfAlFKMA6CgpncgR7sSHXoB7QkCQCgAFCCqYWcEVCadhq5zHtQ6FjRNw+FwQKORCJPStQYggMPpgEajBSEi7A4OFMPCwQuo0eVjWe61GGw5jUHWsygzDkOVXnJHMzQFkQJOqwUINAUtS0EQgZNJI3BWX4Tppp3It9diY9qFqDUUQscyoCCCZYygLVNAYAXF2EExDoiwYvtoOxwqgmyTGqWFIhg+FyKnAyUmgAgJ4Jwa0DQBxThAYAPNOgFauqYYBwysEU6OADQDUSTgPBYOTQEqRrLEgiSBrvoLRLoFAt0ESm0CYVsAthWp6grYWCcSRBHJoohkQUSqICBVFJAsiNAIKvxTxwKiCJoC1CoVBJ5zJZ1jYXM4QUCBgIKT10G0F0GrYqCmRSQZNUgxasFZzMhOS0KCQY+z1XVQGxLhEICG1g4QRg0bJ8LJc1CzKtC0RLTWaNSgUQzRkY/crCQYVTS4rnaMGFwILSXA1FSPwoHFaDSZUd3QAkNKOlo6LGg1W6HRGeDknOA5HgaDHpudV+FpZyaupdbhEDsOewyzkVE4DHldbZhiqgU2dL9+J+QZUTi1CA31dUhOTkJiQgJqqquRmZGOBKMBZ8+eQX5eHgx6HTTb1OB5HWiRB8XxoHrIbE1AgbAMCEWDAKBZVtqzRAKVWiU9FNE0tEYjeArgQMGYnAyHKIBTqZE2ZDA6KAo2nQHqAcOwt7kLNboU/GT8GCxqqUV+qgEzx4/C0UP7lfNp27ZtMKRmgzKm4fvt+wB9KmiNHi11lRhVXIjivAyUHdyD2VPGY0BuJr5ZsRLjJ00FVDp8vep7jBo3CRZOxPbd+zFsVAmsDh5HS8swaPAwdFhsOFtVi9z8AnRabWhoakVKegY6rXa0mbuQkJgEnnPCYbcjJTkZTocdTqcDKSkpMFJ2HDhwAJMmTUJ5eTlsNhvGjx/fpzN327ZtIe9T57Rlpq6uDnl5edi+fTumTZumvP7nP/8Z77//PsrKyvy+01+WGYtNkmFqbUZmRgbUamnD5ThOKbjF87zXNePacAVBgFGngSiKEAQBKpUKoihCFEWwLOt3bXfaQTMsQCQtm2EYcDwPjhfR2tKM7KxMsAwDjYpVSKaefaJpGhzHSxYCioYo8FCxjF9fOY4DwzCgaRpOp1PaZAlgczihVavA0BQgCgrZ1el0oqWlBdnZ2dIB7+oHz/Owww6KUNAxOq8+UbQ07oQQqFXS64SQHrV5QggomoHDyYFAIjva7U40NTehMD8PNEiPfZKvCSgIPKf0w3eeVCqVYpmR+xRonnieR11dHfLzpdBIz9d5QYRGLX0+WJ8854kQQAAFjuPBMFLbBZdywNAMBCFwn+x2B5pbmpGTnQNeEMAwLAiIst5oipLmW60CCCAKPNRqNYhHnwjxXm+CIIJxzYcgimAY6Vo6DFmvPnEch9r6WhTmFypJs7q7nzzb3t08sSzb4/2kUqkgCAJqa2uVOeB5HqBZODgeDo6HVqMGQxEwANRq7/mT15U8Z6K0sEBDVNre0x4BANXV1cjLy1N+py998u1fT3sERVGoqa1FdlYWNBqNu08MA4HnACKAUesitu8F6hMhBDU1NcjLy1M+35v7Kdi15zz57QscB9FsRn1DAzIzMqFSsX59YpOSwOp0YfVJnieGokA4DpzNBoYQUDQNgaKg0ukAhoFApP24rq4OmZmZUKvVfe5TuPMEAI2NjcjIyADLsn26n3ozTzzPo7m5GZmZUoh33DITAOnp6WAYxs8K09TU5GetkaHRaKSnNx8wDOP1v++1Z8XPUK4NOg14nsfZM2eQk52tEMI8o1oCXevULORhlyesp2u91p+ApVVJC+BodQUGFuR6tC1wn9RqD3Y/qw74Gc/2qtXuz2hVHinC4T1+p0+fRlZWlvJdmqahVquhhnd6e88+MTTr9RvhXOs90uaraeBobRUGF+WDZd1tD9Ynz2vGo3+BPkNRlFefAs0NAFRUVCA3N1fZRGT5chNC6ZPcXhWkeXU3xuPaY85UjHt9UxoVaiorUJiXC50nkdSrirXHbS7/Js2AVQiEjNf9oVx7zBNYd589205RFKoqqpCfmx/SfeM51qHMU0/XhBCvOZDXrZpVI0HnX2LBax0Guf89E6P3tEfwPI/Kykrk5eVFrE+e1z3tETzPo7KiAnm5uX7tZVTu/kdq3wvURkEQlDnwvG88PxPK/RTsutt7iGHAsywqy8qQN3KkdO/BDa/rMPrkdc2yYHTuPdB3pfA8jzNnziA7OzsyfQpw3d3c8Dyv7MPy7/d2vfV2nmT5ctv62qdA1z3hnLbMABIBeMKECVi6dKny2siRI7F48eKYEoDjiCOOOOKII47oIZzz+5yvzfTII4/gzTffxNtvv43S0lI8/PDDqKqqwj333BPrpkEURVRWVipm97j8uPzzrQ1x+ee3/HOhDXH557d8Gee8MnPDDTdgyZIleP755zFu3Dhs3rwZK1euRFFRUaybBlEUUVtbG9NFFJd//so/F9oQl39+yz8X2hCXf37Ll3HOu5n6iribKY444ogjjjh+ePhRuZnOZQiCgFOnTikM7bj8uPzzrQ1x+ee3/HOhDXH557d8GXFlpg8ghKCtrQ2xMm7F5Z/f8s+FNsTln9/yz4U2xOWf3/JlxN1MccQRRxxxxBHHOYe4m6mfIAgCysrKYmrei8s/f+WfC22Iyz+/5Z8LbYjLP7/ly4grM32EzWaLy4/LP6/bEJd/fss/F9oQl39+ywfibqY44ogjjjjiiOMcRNzN1E8QBAFHjx6NqXkvLv/8lX8utCEu//yWfy60IS7//JYvI67MxBFHHHHEEUccP2jE3UxxxBFHHHHEEcc5h3DO73O6anYkIOtqZrM54r8tm9dKSkq8qoH2F+Lyz2/550Ib4vLPb/nnQhvi8n+88uVzOxSby49emens7AQAFBQUxLglccQRRxxxxBFHuOjs7ERSUlK3n/nRu5lEUURdXR0SEhJAUVREf9tsNqOgoADV1dUxcWHF5Z/f8s+FNsTln9/yz4U2xOX/eOUTQtDZ2Ync3FzQdPcU3x+9ZYamaeTn50dVRmJiYkz5OHH557f8c6ENcfnnt/xzoQ1x+T9O+T1ZZGTEo5niiCOOOOKII44fNOLKTBxxxBFHHHHE8YNGXJnpAzQaDZ555hloNJq4/Lj887INcfnnt/xzoQ1x+ee3fBk/egJwHHHEEUccccTx40bcMhNHHHHEEUcccfygEVdm4ogjjjjiiCOOHzTiykwcccQRRxxxxPGDRlyZiSOOOOKII444ftCIKzNxxBFHHHHEEccPGnFlJgTEIuCL5/mYyvdErOSf72MQ7/+50/9YtSGWY9DU1ITm5mY4nU4AUmmY/kZ1dTX27duHurq6fpcNxH4Mzvf+h4N4aLYPOI7DkiVLwDAMiouLsXjx4n6V73Q68fTTT8NkMiEnJwe///3vodPp+k1+rPsPxMcg3v/Y9h84v8eA4zjcf//92LhxI5KTk5GcnIyvvvqqX/OIcByHX//61/jiiy+Qm5uLuro6fPnll5gxY0a/yY/lGJzv/e8VSBwKXn/9dZKUlEQuvPBCctFFFxGdTkeWLFlCCCFEEISoy1++fDnJzs4mc+bMIffffz/R6XTkpz/9KRFFkYiiGHX5se4/IfExiPc/tv0n5Pweg88++4wUFxeT2bNnk/Xr15M33niDDBo0iNx3331RleuJzs5OcuWVV5I5c+aQ/fv3k7KyMrJgwQIyZ84cQgj50Y/B+d7/3iKuzLjw+OOPk5EjR5JPPvmEEEJIa2srefTRR0lJSUm/bKJ2u51ceuml5A9/+IPy2pdffkn0ej2x2WxRlx/r/hMSH4N4/2Pbf0LiY3DfffeRp556inAcp7x22223kUceeSTqsmXs2rWLDBkyhKxfv1557T//+Q+58sor+0WZjPUYnO/97y3Oa84M8fCwLViwAH/4wx/wk5/8BACQmpoKp9OJn//856Aoyu/zkZZ/5MgRbNy4EfPmzVNea2howC9+8Yuo+SkFQVCuY9F/3zbEYgy6urrQ2dkJAJg/f36/j0FXVxesVisA4PDhw/3ef0/Eag3IiGX/5XUYqzGQfzMW94AnnnjiCdx9991gWRYAUFlZiSNHjiA3Nxe7du2KunxAcrGdOnVKcWm0tLTgX//6F3Jzc/H222/DZrNFRa68Bp588smYjgHHcTHpv7y+Yt3/XiN2elRs8fvf/5688sorQd+///77iUqlIuPHjycLFy4k27Zti7r8/Px8cvXVV5OVK1eS3/zmN4SmaTJmzBiSm5tLli5dSpqamgghkTEzPvnkk+Txxx8P+n60+x+sDf05Br/5zW9ISUkJqaysDPh+tMcgkPz+7P/q1avJwYMHCc/zAd+Pdv8Dyc/Ly+u3/hNCyKlTp7r9rWiPQSD5/bUG/vznP5Onn36afPzxxwHf/8c//kEoiiIzZ84ks2fPJikpKeTZZ58ldru9T3JDacNFF11Ehg4dShYuXEhomiYLFy4kDzzwAElPTyfXX389OXz4cETkr1ixghASfCyjPQbB5M+ZM6df+v/vf/+bvPHGG2Tjxo3Ka55t6Y81ECmcd8rMa6+9RoxGIxk/fjw5fvy43/sOh4M89dRTZNasWWT58uXk888/J7fccgvJzs4mp06diop8efFs2rSJ3HvvvWTy5Mlk8ODBZN26deTEiRPkT3/6ExkyZAh57733+iz/yy+/JFlZWWTKlCnk1VdfJSaTyev9aPc/WBv6cwxee+01kpiYSPLz8wlFUcqNLJtw+2MNeMrfsGGD8l5/9P+dd94h2dnZZPTo0SQhIYHce++9pK6uTnk/2v0PJL+6upoQQsjGjRuj3n9CCHnrrbdIYWEhmTBhApkyZQr54IMPlPkXRTHqY+Ar//333ydOp5MQQsj69eujOga7du0ihYWF5IILLiCXXnopSUhIINdddx0pLy/3+ty7775LNm/erNybH3zwAdHpdKSioqJP8rtrQ1lZGSGEELPZTMrLy8n06dPJ3/72N+V7Bw4cIIMGDSLLli3rk/xvv/2W5OXlEYqiFAU1kEITrTEIJF8QBGUNdnV1RbX/H330EcnMzCTTpk0j48aNIxkZGeSFF14ghBCvh4toroFI47xRZsrLy8nkyZNJYmJi0CcReSE1NDT4Pa3qdDry2WefRVU+IYRwHEcWLFjgt2GNGjXKy4/eG3R1dZErrriCPP/88wHflxdsNPofahsIIcTpdEZlDLZs2UIGDhxIcnJyyEcffUROnz5NLrjgAvKf//xH+Uw0xyCY/DfeeMPrc9FcA2+++SYZPHgw+fjjj0lzczP58MMPidFoJAcPHiSERH8NBJJvMBgU+YREt/+EELJkyRKlDVu3biVPP/00oWma/Otf/1IUCkKiNwaB5FMURf71r38Rh8NBCJEUymiNwSOPPEIuv/xyQoi05x05coQUFRWRX/3qV6S+vj7o90pLSwnLsmTNmjV9kt9TG2TFes+ePWTYsGGkqalJWZc8z5OUlBSvAz5cbNmyhSxcuJD8+te/JpdeeimZOHGi32eCWWoiMQahyCeEkP3790el/x9++CEZO3Ysef311wkhhNTW1pJXX32VGAwGYjabFTmBEMk1EGmcN5yZPXv24NSpU/jjH/+IG2+8Ee3t7fjwww+xZcsWnDp1CgAUn3hmZiYYhlH82Fu3bkVqaioMBkNU5QNAc3Mz9uzZg4suugiA5Mft6OiATqfrk3wA2LhxI3bu3IknnngCbW1t+P3vf4+XXnoJH3/8MQghUe1/KG2QfbbRGoOvv/4al112Gc6ePYubbroJgwYNQmtrK2praxU50RyDQPJNJpOSQ0LOKRKN/hNCIAgC1q9fj2nTpuHGG29Eeno6br75ZuTm5vp9PtL9705+Xl6e12ejeQ9YrVasWLECt9xyC2688UZMnz4dzz33HGbMmIG//vWvWLlypfLZaKyBYPJnzpzpJT9aa6CjowO7d+/GiBEjlNdLSkrwu9/9Drt378Znn30W9Ptffvkl5s6di5kzZ/ZKfqhtWLZsGQAgISEBJ0+eRHV1tXJffvPNNxg4cCDmzp3bK9kAkJWVhQULFuCRRx7BH//4Rxw/fhxvvfUWADdvRJbni76MQTjyAUCv16O8vDzi/ec4DlOmTMGtt94KAMjNzcW4ceOQl5eH0tJSAADDMAF/IxJrIGqIiQoVI9x8881k0aJF5O677yYFBQVk6tSpJCMjg+Tk5JD169cH1MYbGhrIT3/6U3LdddeRrq6uqMrneZ6YzWYybtw4cumll5JDhw6RiooKcuedd5IRI0aQo0eP9kqu3K+33nqLXHXVVWTt2rVk4MCB5JJLLiFXXnklYRiG3H///aS2tjZq/Q+1DTU1NYTjODJmzJiIjgEh3mG1MlP/tttuIxdffHG334vUGIQq32QyKeb3SPafEELGjRtH7rrrLtLQ0EAIkTghw4YNI88++yzZsWMHsVqtft+J5D3Qk3yLxUIcDkdU5p8QyeKRmppKPvroI0IIUSKErr32WpKbm0tuvfVWhZPiiUiNQSjyGxsbicViicg+sG/fPtLe3u712sSJE8kvf/lLQghRuA9Op5Ncc8015OqrryZnzpxRPltZWUlOnTpF7rrrLpKbm0veffddQkh4fJ1w23DVVVeRyspKYrFYyA033ED0ej255557yK233koSEhLI008/3Wf5suWB4zjy6KOPkoyMjKA8kL6OQbjy5d9tbW0lN910U0T639bWpvzd3t7uZ3k5ePAgyc7O9qMdEBKZNdAf+FEqM8uWLSN33XUXWbJkiRdRasOGDWTQoEFk+vTpZPny5aSuro6cOnWK3HTTTWTo0KHKJtHe3k4+++wz8pvf/IakpaWRiy++mFRVVUVV/pAhQ0hpaSkhhJDNmzeTzMxMMnToUJKfn0/mzJnj58/ujfyPP/6YJCUlkXvvvZc8/fTTikn93XffJVOnTiUvvfRSRPrf2zZMmTJFMZ9u3ryZZGRkRHwMfEMbf/nLX5I5c+aQjo4Or9ejtQa6ky9vDqIoRm0NfPLJJ6SoqIgsWLCApKWlkeHDh5Pnn3+ezJkzh4wdO5b8+c9/jmr/e5L/l7/8hRDS9/nvrg033XQTGT58OKmpqSGESDyAOXPmkLvuuosMHTqUHDhwIKpj0J38IUOGkEOHDvV5Dfzvf/8j+fn5pLi4mBQWFpKnn35akffKK68Qo9FILBYLIYQorq3PP/+cFBQUKByOEydOkEcffVSRfeLEiZD73pc25Ofnk+3btxNCCLFYLOSxxx4jt99+O7n11lvDakMg+bIbzTNnz5kzZ0hBQQF59NFHlfdknDx5kjzyyCO9GoPeyvfcI6xWK/ntb38bkf4/9dRTykOEr5y///3vZMaMGYQQ4uVqPXnyZJ/WQH/iR6XMtLS0kOuuu45kZ2eTe+65h8ycOdNLkyRESojlGb9PiHQjGQwG8uabbxJCpKewV199lVxyySXkm2++6Tf5ntyNqqoqsnv3brJ79+6IyRdFkZSUlBCKosg777yjfE8URXLttdeSu+66ixBCSFNTE/nnP/8Zdv8j0YY777xTeWqI5Bh4cg9EUVRu5HfffZckJib6Pak0NzdHdA2EKt9zI41k/z3Huqmpibz88stk9uzZio+cEELuvvtucvXVV5P29nbS2traqzXQV/lXXXUVaWlpIYRIT4Th9j9YG3Jycsh///tfQoi0QQ8aNIgMGjSI5ObmEr1eTz7//HNCCCEsyyoRJo2NjRFbA+HI//bbb5Xf6s0a2LNnDxk+fDhZsmQJOXToEFm6dCnJyMggv/rVr0h7ezuprKwkxcXFimXE8/BKS0tT9kGLxUI2bdrUqwiuSLVBhmfOk77Kb21tJYQQr3tu6dKlhGVZxSplt9uJw+EgoiiSDRs2hD0GkZDveW9Eo/+CICi/e/XVVwdMime1WsnGjRujEs0aafyolJnPPvuMTJ48WdH+CSFk8eLFZODAgeR///sfIYT4mdFFUSQcx5HBgweTBx98UHldfmLoT/kPPfRQ2DJDlb98+XJCCCFLly5VyIaeN8jtt99Opk6dqvzdm/5Hog3Tpk3rldxw5Hs+kaxdu5YUFBSQdevW+f1WpNdAuPJ7g+7kf/HFF4QQaWO88cYbyZ/+9CdCiPup+JFHHiHFxcXKGo10/0OV31dXVrA2DBgwQJmD6upqsnr1avLee+8pB2lTU5NfpEgkxyBU+b0lGMuK8GuvvUby8/O9rI2vvvoqmTx5MnnxxRcJIYT861//IgzDkE2bNimfOX36NCkuLlb2qli2QVbuIi1/6tSp5I9//KPf91pbW8n06dPJ4sWLyb59+8j8+fPJ+++/H7YrJVLyFyxY0C/yBUEgoiiS4uJiRYk+ceIEufHGG8O2xscaPypl5uqrrybXXHMNIURKCU2I9ORLURSZN28eaW5uJoT4+/rWrl1LRowYQfbt2/ejlt/S0kIEQSALFiwgw4cPJ6tXryaEEFJfX08WLFjgZRn6obYh1DmQn4r2799PsrKyIsbOP9flNzY2EkIImT9/PrnqqquU7zU0NJBFixaRJ5544gctP5Q2yJwYX5ffp59+SoYPH95tRM8PQf5jjz1G5s6d66WIdXV1kfvuu49MnTqVnDhxgoiiqISaP/fcc+TAgQPkl7/8JRk9enRA7twPrQ3dyZ8+fbpCKfC0yL7zzjuEoihC0zRZtGhRrx/oIiU/EH8t0vIJkcLkR48eTerq6siDDz5INBoNmT9//jmZS6Y7/GCjmTZv3ozVq1d7VZUdMmQIjh07BgAwGo0AgLKyMsydOxd2ux3Lly8HIDHV6+vrUV5ejtdffx133HEH5s6di2HDhoWc3fOHJt9ms+GLL74ATdP48MMPkZmZiZtvvhmXXXYZxo0bB47jcPnll4ck+1xpQ1/mQGbrjx8/HqIoYtu2bWH1/Ycq/8svvwQAPP7441ixYgVmzJiBe++9FxMnToTZbMYvfvGLH4z8vraBpmk0NzejrKwMr776Kh5++GFcc801SE9Pj+o+ECn533//PR544AG88sor2L17t/L6jBkzsH37djQ0NACQIqEMBgMWL14MmqaxYsUKUBSFDz74ANdffz2WL1+O66+/Hnv27MGHH34YMLrtXG1Db+RTFIU1a9YAkO5Dp9OJpUuX4s4778SFF16Iw4cP45tvvoFer4+p/FAKi/ZVPgCsXLkSR48exbBhw/D9999j27ZtWLNmzbldVDIQYqtLhY/m5mZy6623EoqiyNixY8nZs2eV906fPk0yMjLI7NmzyUsvvUSmTZtGBg4cSNatW0fGjh1LnnrqKUKIFEHw3nvvkSFDhvz/9u4tJIo3DAP4s6mpS2AQGhqpZWDiARLNahEM7QBJGJZGGh3X0kIvorzIC4WiC1GxC8PKNMUOEm1hJ0xpA7EDIoaSSHUXZXbh1bJRq+//InZwM/hX6n4z7vODoJ1Z5nkHB3n9Zr5vZNWqVdLW1uYT+RUVFdpfAl++fJGuri6prq7Whr6NUsNc/Azco2Nfv36V4uLiGc8xLdT8iooK7bs2m03Ky8tl3759f7UIl+r82dbg/hmI/JzpkZOTo+T3wL/mf/r0SbKzsyUsLEwKCgokMTFRQkJC5NWrVyLy8/fL2rVrpaioSEQ8R4DS09OluLhY+zw5OSkOh0NbrO5Pqa5htvklJSXa57GxMSkrK/urxQgXUv65c+ckNDT0n2/t6YWhmpkfP35IQ0ODbNu2TW7duiVms1kuXLjgMRzW29srVqtVkpOT5eTJk9qw/v79+yU3N1f73vj4uNy/f99n8/+V6hqY79v581HDwMCAYfIdDoccOHBA8vPzPaZQp6amysGDB0Xk562L1tZWWbRo0YwHNwsKCrS3L4v82/Ra1TXMdf7fWgj5GRkZ2uffLUVgRIZqZkREXr58qc0sqKqqktDQUG0q5XTuhwpFfo4AJCQkaA8czubNo76er4camO/b+XNVw9/OENFLflFRkTx+/NjjGFVVVZKWlqZ959u3b7Jr1y6Ji4sTu90uU1NT8vnzZ1m/fv2MmUJGrIH56q8BvTFcM/NrFx8RESFFRUXaNLbp+51Op3z//l0aGhpk3bp1c/JyLl/P10MNzPftfD3UoDJ/+jRmd05hYaFYrVaPbU6nUzIyMiQsLEy2bt0qERERsmHDhjmZpaK6Buarvwb0xnDNjJv7L56Ojo7fvivi48eP0tDQICkpKR4rbjJ/4dTAfN/O10MNqvPd0tPTtbV8pqamtOfSxsbGpKurS86fPy/t7e3zkq2XGpiv/hpQybDNzHQbN26UrKwsbdqn+x7gjRs3ZvVCLuYbpwbm+3a+HmpQlf/hwwdZvny59Pf3a9um397yBtU1MF/9NaCaoZsZ973C4eFh8fPzk/r6eiktLZXk5GQZGhpivheoroH5vp2vhxpU5btvJVy/fl1iYmK07ZWVlXL8+HGtqZpPqmtgvvprQC8M3cxMl5qaKiaTSaKiouTJkyfMV0B1Dcz37Xw91KAi/8SJE3LmzBnp6uqS6OhoCQsL0xaj9BbVNTBf/TWgmuGbmffv30tCQoKYzWYlT2j7er4eamC+b+froQZV+U6nU9asWSMmk0kCAwO1F3V6k+oamK/+GtADf9WL9s2Wn58fcnNzUV5e/kcrJjJ/4dXAfN/O10MNqvKDgoIQHR2NLVu2oLa2FkFBQV7L1ksNzFd/DeiBSeQP1+0mIiLdmZyc1F6P4as1MF/9NaAamxkiIiIyNMO+aJKIiIgIYDNDREREBsdmhoiIiAyNzQwREREZGpsZIiIiMjQ2M0RERGRobGaIiIjI0NjMEJEu9PX1wc/PD9u3b1ddChEZDBfNIyJdOHr0KJYsWYKrV6/i7du3iIyMVF0SERkER2aISDmHw4GOjg4UFxcjOzsbLS0t2j673Q6TyYSenh6kpKTAbDZj06ZNGB0d9TjGpUuXEBMTg8WLFyM2NhZtbW0e+ysrKxEZGYnAwEBERESgtLTUG6dGRF7AZoaIlLt9+zZiY2MRGxuLwsJCNDc349dB47Nnz6Kmpgb9/f3w9/fH4cOHtX02mw1lZWU4deoUhoeHcezYMRw6dAjPnj0DANy5cwd1dXVobGzEu3fvcO/ePSQmJnr1HIlo/vA2ExEpZ7FYkJeXh7KyMrhcLoSHh+PmzZvIysqC3W7H5s2b0d3djczMTADAo0ePsGPHDjidTgQFBcFisSA+Ph6XL1/WjpmXlweHw4GHDx+itrYWjY2NGB4eRkBAgKrTJKJ5wpEZIlJqdHQUr1+/xt69ewEA/v7+yM/Px7Vr1zy+l5SUpP0/PDwcADA+Pg4AGBkZgcVi8fi+xWLByMgIAGDPnj1wOp1YvXo1rFYrbDYbXC7XvJ0TEXmXv+oCiMi3NTU1weVyYcWKFdo2EUFAQAAmJia0bdNHVEwmEwBgampqxrbpx3BvW7lyJUZHR/H06VN0d3ejpKQE1dXVeP78OUdqiBYAjswQkTIulwutra2oqanB4OCg9u/NmzeIiopCe3v7Hx0nLi4Ovb29Htv6+voQFxenfQ4ODsbOnTtx8eJF2O12vHjxAkNDQ3N6PkSkBkdmiEiZBw8eYGJiAkeOHEFISIjHvt27d6OpqQl1dXX/e5zTp08jLy8PycnJyMzMRGdnJ+7evYvu7m4AQEtLCyYnJ5GWlgaz2Yy2tjYEBwcjKipqXs6LiLyLIzNEpExTUxOysrJmNDIAkJubi8HBQQwMDPzvcXJyclBfX4/q6mrEx8ejsbERzc3NyMjIAAAsXboUV65cgcViQVJSEnp6etDZ2Ylly5bN9SkRkQKczURERESGxpEZIiIiMjQ2M0RERGRobGaIiIjI0NjMEBERkaGxmSEiIiJDYzNDREREhsZmhoiIiAyNzQwREREZGpsZIiIiMjQ2M0RERGRobGaIiIjI0NjMEBERkaH9B1LnZ0j+yAPYAAAAAElFTkSuQmCC"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"query = dEnter[dEnter.DatEntradaOperacao.dt.year >= 1953]\n",
"query = query.groupby([query.DatEntradaOperacao.dt.year, query.SigTipoGeracao])['MdaPotenciaFiscalizadaKw'].sum()/1e6\n",
"\n",
"query.unstack().plot()\n",
"plt.title('Capacidade de geração acrescida por ano no Brasil.')\n",
"plt.ylabel('Capacidade de geração acrescida (GW)')\n",
"plt.xlabel('Anos')\n",
"plt.legend(title='Tipos\\nde geração')\n",
"plt.xticks(np.arange(1953,2023+1, 5), rotation=30, ha='right')\n",
"plt.grid(ls=':')"
]
},
{
"cell_type": "markdown",
"id": "e1f523c2-26f8-4cc6-949b-f4336858f7ac",
"metadata": {},
"source": [
"Vamos ver os principais combustíveis do tipo de geração termoelétrica, com os dados do SIGA e os de termoelétricas."
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "11f7e877-d0b7-4da1-a526-3316f4e60518",
"metadata": {
"ExecuteTime": {
"end_time": "2023-12-23T17:01:58.796079803Z",
"start_time": "2023-12-23T17:01:58.585448742Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<BarContainer object of 10 artists>"
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"query = dEnter[dEnter.SigTipoGeracao == 'UTE'].groupby(dEnter.NomFonteCombustivel)['MdaPotenciaFiscalizadaKw'].sum()\n",
"query = query.sort_values().tail(10)\n",
"plt.title('Principais combustíveis da energia termoelétrica no Brasil.')\n",
"plt.xlabel('Tipo de combustível')\n",
"plt.ylabel('Capacidade de geração (GW)')\n",
"plt.xticks(rotation=30, ha='right')\n",
"plt.bar(query.index, query.values/1e6)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "81113ac0-4f95-4ae3-97ec-7677f81e26e4",
"metadata": {
"ExecuteTime": {
"end_time": "2023-12-23T17:01:59.070132804Z",
"start_time": "2023-12-23T17:01:58.797031325Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_5272/2472615270.py:1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" query = dEnter[dEnter.DatEntradaOperacao.dt.year > 1983][dEnter.SigTipoGeracao == 'UTE']\n"
]
},
{
"data": {
"text/plain": "([<matplotlib.axis.XTick at 0x7fa7a35b7f10>,\n <matplotlib.axis.XTick at 0x7fa7a341dd90>,\n <matplotlib.axis.XTick at 0x7fa7a33c6f10>,\n <matplotlib.axis.XTick at 0x7fa7a33c0dd0>,\n <matplotlib.axis.XTick at 0x7fa7a33c2a10>,\n <matplotlib.axis.XTick at 0x7fa7a33c1510>,\n <matplotlib.axis.XTick at 0x7fa7a33ba5d0>,\n <matplotlib.axis.XTick at 0x7fa7a33b0690>,\n <matplotlib.axis.XTick at 0x7fa7a33b2790>],\n [Text(1983, 0, '1983'),\n Text(1988, 0, '1988'),\n Text(1993, 0, '1993'),\n Text(1998, 0, '1998'),\n Text(2003, 0, '2003'),\n Text(2008, 0, '2008'),\n Text(2013, 0, '2013'),\n Text(2018, 0, '2018'),\n Text(2023, 0, '2023')])"
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"query = dEnter[dEnter.DatEntradaOperacao.dt.year > 1983][dEnter.SigTipoGeracao == 'UTE']\n",
"query = query.groupby([query.DatEntradaOperacao.dt.year, query.NomFonteCombustivel])['MdaPotenciaFiscalizadaKw'].sum()/1e6\n",
"query = query.unstack().transpose()\n",
"query['SUM'] = query.transpose().sum()\n",
"query = query.sort_values(by='SUM').tail(5).transpose()\n",
"query = query.drop('SUM')\n",
"\n",
"query.plot()\n",
"plt.title('Principais combustíveis de novas usinas termoelétrica no Brasil.')\n",
"plt.legend(title='Combustíveis')\n",
"plt.xlabel('Anos')\n",
"plt.ylabel('Capacidade acrescida (GW)')\n",
"plt.grid(ls=':')\n",
"plt.xticks(np.arange(1983,2023+1,5))"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "ef1453b1-c886-4344-b9bc-be14cc11288e",
"metadata": {
"ExecuteTime": {
"end_time": "2023-12-23T17:01:59.290903044Z",
"start_time": "2023-12-23T17:01:59.074059227Z"
}
},
"outputs": [
{
"data": {
"text/plain": "[Text(0, 0, '641'),\n Text(0, 0, '969'),\n Text(0, 0, '426'),\n Text(0, 0, '16606'),\n Text(0, 0, '215'),\n Text(0, 0, '2941'),\n Text(0, 0, '2')]"
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"query = dEnter.groupby(dEnter.SigTipoGeracao).count()\n",
"plt.title('Empreendimentos de usinas geradoras por tipo no Brasil.')\n",
"plt.xlabel('Tipo de geração')\n",
"plt.ylabel('Quantidade de usinas')\n",
"container = plt.bar(query.index, query['SigUFPrincipal'])\n",
"plt.bar_label(container)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "219d3253-9eea-45ea-905a-ddab93ed131f",
"metadata": {
"ExecuteTime": {
"end_time": "2023-12-23T17:02:00.150111463Z",
"start_time": "2023-12-23T17:01:59.290762872Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"query = dEnter[dEnter.DatEntradaOperacao.dt.year > 1953]\n",
"query = query.groupby([query.DatEntradaOperacao.dt.year, query.SigTipoGeracao])['MdaPotenciaFiscalizadaKw'].count()\n",
"query = query.unstack()\n",
"\n",
"query.plot()\n",
"plt.title('Novos empreendimentos de usinas geradoras por tipo no Brasil.')\n",
"plt.xlabel('Anos')\n",
"plt.ylabel('Quantidade de novas usinas')\n",
"plt.yscale('log')\n",
"plt.xticks(np.arange(1953,2023+1, 5), rotation=30, ha='right')\n",
"plt.grid(ls=':')"
]
},
{
"cell_type": "markdown",
"id": "6077c47b-a329-42f4-8f70-3327238bf26a",
"metadata": {},
"source": [
"Apesar do grande volume de Unidades Fotovoltáicas (UFV), as unidades mini e microgeradoras não estão inclusas e seu número passa dos milhões. Apenas estão inclusas usinas que geram pelo menos 1 kW. Agora vamos determinar a quantidade de energia gerada por usina, em média."
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "dafbb908-ec4e-4da3-9583-65bbc2c5a96d",
"metadata": {
"ExecuteTime": {
"end_time": "2023-12-23T17:02:00.581284733Z",
"start_time": "2023-12-23T17:02:00.151928740Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<BarContainer object of 7 artists>"
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"p = dEnter.groupby(dEnter.SigTipoGeracao)['MdaPotenciaFiscalizadaKw'].sum()\n",
"qtd = dEnter.groupby(dEnter.SigTipoGeracao).count()['MdaPotenciaFiscalizadaKw']\n",
"plt.title('Capacidade média de empreendimentos de geração por tipo no Brasil.')\n",
"plt.xlabel('Tipo de geração')\n",
"plt.ylabel('Capacidade média por empreendimento (GW/#)')\n",
"plt.yscale('log')\n",
"plt.bar(p.index, p/qtd/1e6)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_5272/654645330.py:5: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" 'mUFV': dEnter[dEnter.SigTipoGeracao=='UFV'][dEnter.MdaPotenciaFiscalizadaKw <= 1]['MdaPotenciaFiscalizadaKw']/1e3,\n",
"/tmp/ipykernel_5272/654645330.py:6: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" 'gUFV': dEnter[dEnter.SigTipoGeracao=='UFV'][dEnter.MdaPotenciaFiscalizadaKw > 1]['MdaPotenciaFiscalizadaKw']/1e3,\n"
]
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"query = pd.DataFrame({\n",
" 'CGH': dEnter[dEnter.SigTipoGeracao=='CGH']['MdaPotenciaFiscalizadaKw']/1e3,\n",
" 'EOL': dEnter[dEnter.SigTipoGeracao=='EOL']['MdaPotenciaFiscalizadaKw']/1e3,\n",
" 'PCH': dEnter[dEnter.SigTipoGeracao=='PCH']['MdaPotenciaFiscalizadaKw']/1e3,\n",
" 'mUFV': dEnter[dEnter.SigTipoGeracao=='UFV'][dEnter.MdaPotenciaFiscalizadaKw <= 1]['MdaPotenciaFiscalizadaKw']/1e3,\n",
" 'gUFV': dEnter[dEnter.SigTipoGeracao=='UFV'][dEnter.MdaPotenciaFiscalizadaKw > 1]['MdaPotenciaFiscalizadaKw']/1e3,\n",
" 'UTE': dEnter[dEnter.SigTipoGeracao=='UTE']['MdaPotenciaFiscalizadaKw']/1e3,\n",
" 'UHE': dEnter[dEnter.SigTipoGeracao=='UHE']['MdaPotenciaFiscalizadaKw']/1e3,\n",
" 'UTN': dEnter[dEnter.SigTipoGeracao=='UTN']['MdaPotenciaFiscalizadaKw']/1e3 # Angra 1 e Angra 2, 0,64 Gw e 1,35 GW\n",
"})\n",
"\n",
"query.plot.box()\n",
"plt.yscale('log')\n",
"plt.title('Distribuições de potências de empreendimentos por tipo no Brasil.')\n",
"plt.xlabel('Tipo de geração')\n",
"plt.ylabel('Capacidade de geração (MW)')\n",
"plt.grid(ls=':')"
],
"metadata": {
"collapsed": false,
"ExecuteTime": {
"end_time": "2023-12-23T17:02:01.337269971Z",
"start_time": "2023-12-23T17:02:00.586461669Z"
}
},
"id": "f5fa4def88d34975"
},
{
"cell_type": "code",
"execution_count": 25,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"De um total de 16606 usinas fotovoltaicas, 917 geram mais de 1 kW \n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_5272/340771000.py:3: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" m = query[dEnter.MdaPotenciaFiscalizadaKw > 1]['MdaPotenciaFiscalizadaKw'].count()\n"
]
}
],
"source": [
"query = dEnter[dEnter.SigTipoGeracao == 'UFV']\n",
"t = query['MdaPotenciaFiscalizadaKw'].count()\n",
"m = query[dEnter.MdaPotenciaFiscalizadaKw > 1]['MdaPotenciaFiscalizadaKw'].count()\n",
"\n",
"print(f'De um total de {t} usinas fotovoltaicas, {m} geram mais de 1 kW ')"
],
"metadata": {
"collapsed": false,
"ExecuteTime": {
"end_time": "2023-12-23T17:02:01.345180437Z",
"start_time": "2023-12-23T17:02:01.332892372Z"
}
},
"id": "4448b3b1662babaa"
},
{
"cell_type": "code",
"execution_count": 26,
"id": "67ae7c07-38e0-493e-b403-2f6bdef672fa",
"metadata": {
"ExecuteTime": {
"end_time": "2023-12-23T17:02:02.664374991Z",
"start_time": "2023-12-23T17:02:01.342036449Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 640x480 with 2 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"query1 = dEnter[dEnter.SigTipoGeracao == 'UFV'].MdaPotenciaFiscalizadaKw.sort_values()/1e3\n",
"\n",
"ax1_bins = int(1+3.22*np.log10(query1.size))\n",
"ax1_ticks = np.linspace(0, query1.max(), ax1_bins + 1)\n",
"\n",
"query2 = dEnter[dEnter.SigTipoGeracao == 'UTE'].MdaPotenciaFiscalizadaKw.sort_values()/1e3\n",
"\n",
"ax2_bins = int(1+3.22*np.log10(query2.size))\n",
"ax2_ticks = np.linspace(0, query2.max(), ax2_bins + 1)\n",
"\n",
"\n",
"fig, (ax1, ax2) = plt.subplots(2, sharex=True, sharey=True)\n",
"fig.suptitle('Quantidade de empreendimentos de geração por faixa de potência no Brasil.')\n",
"fig.supxlabel('Capacidade de geração das usinas (MW)')\n",
"fig.supylabel('Quantidade de empreendimentos')\n",
"\n",
"ax1.hist(query1.values, bins=ax1_bins)\n",
"ax1.set_title('Usinas fotovoltáicas')\n",
"ax1.set_xticks(ax1_ticks)\n",
"ax1.set_yscale('log')\n",
"ax1.grid(ls=':')\n",
"\n",
"ax2.hist(query2.values, bins=ax2_bins)\n",
"ax2.set_title('Usinas termoelétricas')\n",
"ax2.set_xticks(ax2_ticks)\n",
"ax2.set_yscale('log')\n",
"ax2.grid(ls=':')\n",
"\n",
"fig.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_5272/18587139.py:1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" query1 = dEnter[dEnter.DatEntradaOperacao.dt.year >= 2008][dEnter.SigTipoGeracao == 'UFV']\n"
]
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"query1 = dEnter[dEnter.DatEntradaOperacao.dt.year >= 2008][dEnter.SigTipoGeracao == 'UFV']\n",
"query1 = query1.groupby(query1.DatEntradaOperacao.dt.year)['MdaPotenciaFiscalizadaKw']\n",
"query1 = dict(query1.apply(np.array))\n",
"\n",
"plt.boxplot(\n",
" list(map(lambda year: year/1e3, query1.values())),\n",
" labels=query1.keys()\n",
")\n",
"plt.xticks(rotation=30)\n",
"plt.title('Potência de novos empreendimentos de usinas fotovoltáicas')\n",
"plt.xlabel('Anos')\n",
"plt.ylabel('Capacidade de geração (MW)')\n",
"plt.yscale('log')\n",
"plt.grid(ls=':')"
],
"metadata": {
"collapsed": false,
"ExecuteTime": {
"end_time": "2023-12-23T17:14:46.589674942Z",
"start_time": "2023-12-23T17:14:45.991673819Z"
}
},
"id": "52944af55f37678a"
},
{
"cell_type": "markdown",
"id": "aef0e51f-b7ad-48ed-a437-005d6b191995",
"metadata": {},
"source": [
"### Evolução temporal da geração de energia do Brasil\n",
"Aqui tentamos fazer uma curva com o consumo de energia no Brasil, de 2006 a 2023"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "6fa9ec83-2d31-4a0f-9c09-d153e50381ca",
"metadata": {
"ExecuteTime": {
"end_time": "2023-12-23T17:32:05.137520037Z",
"start_time": "2023-12-23T17:32:04.923878962Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_5272/3189046108.py:1: FutureWarning: The default value of numeric_only in DataFrameGroupBy.sum is deprecated. In a future version, numeric_only will default to False. Either specify numeric_only or select only columns which should be valid for the function.\n",
" query1 = dUf.groupby([dUf.AnoReferencia, dUf.MesReferencia]).sum()\n"
]
},
{
"data": {
"text/plain": "(0.0, 196.50599114149998)"
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"query1 = dUf.groupby([dUf.AnoReferencia, dUf.MesReferencia]).sum()\n",
"query1 = query1.groupby('AnoReferencia').mean()\n",
"\n",
"plt.title('Potência média anual de energia elétrica do Brasil.')\n",
"plt.xlabel('Anos')\n",
"plt.ylabel('Potência gerada (GW)')\n",
"plt.xticks(np.arange(2006, 2024, 2))\n",
"plt.grid(ls=':')\n",
"plt.plot(query1.index, query1.values/1e6)\n",
"plt.ylim(bottom=0)"
]
},
{
"cell_type": "markdown",
"id": "cbf837ea-6cdf-426d-b9b3-b6050aee2b71",
"metadata": {},
"source": [
"### Análises por região\n",
"Podemos fazer uma análise mais distribuída por região do Brasil. Primeiramente, uma análise potência instalada, por tipo e de quantidade de empreendimentos."
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "f879a9ae-f0de-44e8-bcf3-39b8468b73dd",
"metadata": {
"ExecuteTime": {
"end_time": "2023-12-23T17:02:03.397364478Z",
"start_time": "2023-12-23T17:02:03.143664495Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<matplotlib.legend.Legend at 0x7fa7a38cd2d0>"
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"query = dEnter.groupby([dEnter.SigReg, dEnter.SigTipoGeracao])['MdaPotenciaFiscalizadaKw'].sum()\n",
"(query/1e6).unstack().plot(kind='bar')\n",
"plt.title('Geração de energia elétrica por tipo e região do Brasil.')\n",
"plt.xlabel('Sigla da região')\n",
"plt.ylabel('Capacidade de geração (GW)')\n",
"plt.xticks(rotation=0)\n",
"plt.legend(title='Tipos\\nde geração')"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "2f9fd8d7-8a18-430e-afce-8f1c6bb69c43",
"metadata": {
"ExecuteTime": {
"end_time": "2023-12-23T17:02:03.767022696Z",
"start_time": "2023-12-23T17:02:03.406742804Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<matplotlib.legend.Legend at 0x7fa7a14fc7d0>"
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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