{ "cells": [ { "cell_type": "code", "execution_count": null, "id": "0edb5df1", "metadata": {}, "outputs": [], "source": [ "#| hide\n", "!pip install -Uqq nixtla" ] }, { "cell_type": "code", "execution_count": null, "id": "81059425", "metadata": {}, "outputs": [], "source": [ "#| hide \n", "from nixtla.utils import in_colab" ] }, { "cell_type": "code", "execution_count": null, "id": "b97694a6", "metadata": {}, "outputs": [], "source": [ "#| hide \n", "IN_COLAB = in_colab()" ] }, { "cell_type": "code", "execution_count": null, "id": "44ec954b-63b3-4236-86a5-5a2cd86de934", "metadata": {}, "outputs": [], "source": [ "#| hide\n", "if not IN_COLAB:\n", " from nixtla.utils import colab_badge\n", " from dotenv import load_dotenv" ] }, { "cell_type": "markdown", "id": "24c899f2-78c1-43b2-8347-3164e3549c3f", "metadata": {}, "source": [ "# Exogenous variables" ] }, { "cell_type": "markdown", "id": "a81fc39a-c6a0-485d-a3f3-c3a6298928a6", "metadata": {}, "source": [ "Exogenous variables or external factors are crucial in time series forecasting as they provide additional information that might influence the prediction. These variables could include holiday markers, marketing spending, weather data, or any other external data that correlate with the time series data you are forecasting.\n", "\n", "For example, if you're forecasting ice cream sales, temperature data could serve as a useful exogenous variable. On hotter days, ice cream sales may increase.\n", "\n", "To incorporate exogenous variables in TimeGPT, you'll need to pair each point in your time series data with the corresponding external data." ] }, { "cell_type": "code", "execution_count": null, "id": "0bc1e229-6c80-463f-b721-465a48fbddf1", "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "[![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Nixtla/nixtla/blob/main/nbs/docs/tutorials/01_exogenous_variables.ipynb)" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#| echo: false\n", "if not IN_COLAB:\n", " load_dotenv()\n", " colab_badge('docs/tutorials/01_exogenous_variables')" ] }, { "cell_type": "markdown", "id": "bfa2ede9", "metadata": {}, "source": [ "## 1. Import packages\n", "First, we import the required packages and initialize the Nixtla client." ] }, { "cell_type": "code", "execution_count": null, "id": "a84a0f65-e084-4e65-a0fb-d27c184dde44", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "from nixtla import NixtlaClient" ] }, { "cell_type": "code", "execution_count": null, "id": "469d474a-c427-427c-a127-d140aeba0354", "metadata": {}, "outputs": [], "source": [ "nixtla_client = NixtlaClient(\n", " # defaults to os.environ.get(\"NIXTLA_API_KEY\")\n", " api_key = 'my_api_key_provided_by_nixtla'\n", ")" ] }, { "cell_type": "markdown", "id": "de88de33", "metadata": {}, "source": [ "> 👍 Use an Azure AI endpoint\n", "> \n", "> To use an Azure AI endpoint, remember to set also the `base_url` argument:\n", "> \n", "> `nixtla_client = NixtlaClient(base_url=\"you azure ai endpoint\", api_key=\"your api_key\")`" ] }, { "cell_type": "code", "execution_count": null, "id": "ced2bba4-089d-4733-9613-33a16cad622b", "metadata": {}, "outputs": [], "source": [ "#| hide\n", "if not IN_COLAB:\n", " nixtla_client = NixtlaClient()" ] }, { "cell_type": "markdown", "id": "054c3cad", "metadata": {}, "source": [ "## 2. Load data" ] }, { "cell_type": "markdown", "id": "bc2bb3db-00e6-44e6-8dc3-a2e0eba7e295", "metadata": {}, "source": [ "Let's see an example on predicting day-ahead electricity prices. The following dataset contains the hourly electricity price (`y` column) for five markets in Europe and US, identified by the `unique_id` column. The columns from `Exogenous1` to `day_6` are exogenous variables that TimeGPT will use to predict the prices." ] }, { "cell_type": "code", "execution_count": null, "id": "2fec19dc-48dd-4337-8678-fe3753b5eb30", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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unique_iddsyExogenous1Exogenous2day_0day_1day_2day_3day_4day_5day_6
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" ], "text/plain": [ " unique_id ds y Exogenous1 Exogenous2 day_0 day_1 \\\n", "0 BE 2016-10-22 00:00:00 70.00 57253.0 49593.0 0.0 0.0 \n", "1 BE 2016-10-22 01:00:00 37.10 51887.0 46073.0 0.0 0.0 \n", "2 BE 2016-10-22 02:00:00 37.10 51896.0 44927.0 0.0 0.0 \n", "3 BE 2016-10-22 03:00:00 44.75 48428.0 44483.0 0.0 0.0 \n", "4 BE 2016-10-22 04:00:00 37.10 46721.0 44338.0 0.0 0.0 \n", "\n", " day_2 day_3 day_4 day_5 day_6 \n", "0 0.0 0.0 0.0 1.0 0.0 \n", "1 0.0 0.0 0.0 1.0 0.0 \n", "2 0.0 0.0 0.0 1.0 0.0 \n", "3 0.0 0.0 0.0 1.0 0.0 \n", "4 0.0 0.0 0.0 1.0 0.0 " ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv('https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/electricity-short-with-ex-vars.csv')\n", "df.head()" ] }, { "cell_type": "markdown", "id": "b8f00038", "metadata": {}, "source": [ "## 3a. Forecasting electricity prices using future exogenous variables" ] }, { "cell_type": "markdown", "id": "eed41a2f-67ce-4812-8073-18b271b1592d", "metadata": {}, "source": [ "To produce forecasts with future exogenous variables we have to add the future values of the exogenous variables. Let's read this dataset. In this case, we want to predict 24 steps ahead, therefore each `unique_id` will have 24 observations." ] }, { "cell_type": "code", "execution_count": null, "id": "95c03577-25f3-479f-a76e-fd5e4632da96", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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unique_iddsExogenous1Exogenous2day_0day_1day_2day_3day_4day_5day_6
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" ], "text/plain": [ " unique_id ds Exogenous1 Exogenous2 day_0 day_1 day_2 \\\n", "0 BE 2016-12-31 00:00:00 70318.0 64108.0 0.0 0.0 0.0 \n", "1 BE 2016-12-31 01:00:00 67898.0 62492.0 0.0 0.0 0.0 \n", "2 BE 2016-12-31 02:00:00 68379.0 61571.0 0.0 0.0 0.0 \n", "3 BE 2016-12-31 03:00:00 64972.0 60381.0 0.0 0.0 0.0 \n", "4 BE 2016-12-31 04:00:00 62900.0 60298.0 0.0 0.0 0.0 \n", "\n", " day_3 day_4 day_5 day_6 \n", "0 0.0 0.0 1.0 0.0 \n", "1 0.0 0.0 1.0 0.0 \n", "2 0.0 0.0 1.0 0.0 \n", "3 0.0 0.0 1.0 0.0 \n", "4 0.0 0.0 1.0 0.0 " ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "future_ex_vars_df = pd.read_csv('https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/electricity-short-future-ex-vars.csv')\n", "future_ex_vars_df.head()" ] }, { "cell_type": "markdown", "id": "99f1e41d-e5bf-4d01-aa68-1a7a7fbb579b", "metadata": {}, "source": [ "Let's call the `forecast` method, adding this information:" ] }, { "cell_type": "code", "execution_count": null, "id": "d252a0e0-f393-4957-8173-230972fc7a40", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:nixtla.nixtla_client:Validating inputs...\n", "INFO:nixtla.nixtla_client:Inferred freq: h\n", "INFO:nixtla.nixtla_client:Preprocessing dataframes...\n", "INFO:nixtla.nixtla_client:Querying model metadata...\n", "INFO:nixtla.nixtla_client:Using future exogenous features: ['Exogenous1', 'Exogenous2', 'day_0', 'day_1', 'day_2', 'day_3', 'day_4', 'day_5', 'day_6']\n", "INFO:nixtla.nixtla_client:Calling Forecast Endpoint...\n" ] }, { "data": { "text/html": [ "
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unique_iddsTimeGPTTimeGPT-hi-80TimeGPT-hi-90TimeGPT-lo-80TimeGPT-lo-90
0BE2016-12-31 00:00:0051.63283061.59882066.08829541.66684337.177372
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4BE2016-12-31 04:00:0033.78537043.14050348.58124024.43023918.989498
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" ], "text/plain": [ " unique_id ds TimeGPT TimeGPT-hi-80 TimeGPT-hi-90 \\\n", "0 BE 2016-12-31 00:00:00 51.632830 61.598820 66.088295 \n", "1 BE 2016-12-31 01:00:00 45.750877 54.611988 60.176445 \n", "2 BE 2016-12-31 02:00:00 39.650543 46.256210 52.842808 \n", "3 BE 2016-12-31 03:00:00 34.000072 44.015310 47.429000 \n", "4 BE 2016-12-31 04:00:00 33.785370 43.140503 48.581240 \n", "\n", " TimeGPT-lo-80 TimeGPT-lo-90 \n", "0 41.666843 37.177372 \n", "1 36.889767 31.325312 \n", "2 33.044876 26.458277 \n", "3 23.984835 20.571144 \n", "4 24.430239 18.989498 " ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "timegpt_fcst_ex_vars_df = nixtla_client.forecast(df=df, X_df=future_ex_vars_df, h=24, level=[80, 90])\n", "timegpt_fcst_ex_vars_df.head()" ] }, { "cell_type": "markdown", "id": "12207fa7", "metadata": {}, "source": [ "> 📘 Available models in Azure AI\n", ">\n", "> If you are using an Azure AI endpoint, please be sure to set `model=\"azureai\"`:\n", ">\n", "> `nixtla_client.forecast(..., model=\"azureai\")`\n", "> \n", "> For the public API, we support two models: `timegpt-1` and `timegpt-1-long-horizon`. \n", "> \n", "> By default, `timegpt-1` is used. Please see [this tutorial](https://docs.nixtla.io/docs/tutorials-long_horizon_forecasting) on how and when to use `timegpt-1-long-horizon`." ] }, { "cell_type": "code", "execution_count": null, "id": "18f36e5c-f41f-4888-b279-97558b71c1bf", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nixtla_client.plot(\n", " df[['unique_id', 'ds', 'y']], \n", " timegpt_fcst_ex_vars_df, \n", " max_insample_length=365, \n", " level=[80, 90], \n", ")" ] }, { "cell_type": "markdown", "id": "e945ad3c-63fd-4e51-9815-336306f60463", "metadata": {}, "source": [ "We can also show the importance of the features." ] }, { "cell_type": "code", "execution_count": null, "id": "ef1c9df3-eff2-4984-a88f-00274b21b3cd", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nixtla_client.weights_x.plot.barh(x='features', y='weights')" ] }, { "cell_type": "markdown", "id": "80c432bd", "metadata": {}, "source": [ "This plot shows that `Exogenous1` and `Exogenous2` are the most important for this forecasting task, as they have the largest weight." ] }, { "cell_type": "markdown", "id": "6476dd08", "metadata": {}, "source": [ "## 3b. Forecasting electricity prices using historic exogenous variables" ] }, { "cell_type": "markdown", "id": "812064d9", "metadata": {}, "source": [ "In the example above, we just loaded the future exogenous variables. Often, these are not available because these variables are unknown. We can also make forecasts using only historic exogenous variables. This can be done by adding the `hist_exog_list` argument with the list of columns of `df` to be considered as historical. In that case, we can pass all extra columns available in `df` as historic exogenous variables using `hist_exog_list=['Exogenous1', 'Exogenous2', 'day_0', 'day_1', 'day_2', 'day_3', 'day_4', 'day_5', 'day_6']`.\n", "\n", "::: {.callout-important}\n", "If you include historic exogenous variables in your model, you are _implicitly_ making assumptions about the future of these exogenous variables in your forecast. It is recommended to make these assumptions explicit by making use of future exogenous variables.\n", "::: " ] }, { "cell_type": "markdown", "id": "12123021", "metadata": {}, "source": [ "Let's call the `forecast` method, adding `hist_exog_list`:" ] }, { "cell_type": "code", "execution_count": null, "id": "671bea25", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:nixtla.nixtla_client:Validating inputs...\n", "INFO:nixtla.nixtla_client:Inferred freq: h\n", "INFO:nixtla.nixtla_client:Preprocessing dataframes...\n", "INFO:nixtla.nixtla_client:Using historical exogenous features: ['Exogenous1', 'Exogenous2', 'day_0', 'day_1', 'day_2', 'day_3', 'day_4', 'day_5', 'day_6']\n", "INFO:nixtla.nixtla_client:Calling Forecast Endpoint...\n" ] }, { "data": { "text/html": [ "
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unique_iddsTimeGPTTimeGPT-hi-80TimeGPT-hi-90TimeGPT-lo-80TimeGPT-lo-90
0BE2016-12-31 00:00:0047.31133057.27731761.76679037.34534032.855870
1BE2016-12-31 01:00:0047.14274056.00385061.56830638.28162832.717170
2BE2016-12-31 02:00:0047.31147453.91713760.50374040.70581034.119210
3BE2016-12-31 03:00:0047.22451457.23975060.65344237.20928033.795586
4BE2016-12-31 04:00:0047.26694556.62207862.06281737.91181032.471073
\n", "
" ], "text/plain": [ " unique_id ds TimeGPT TimeGPT-hi-80 TimeGPT-hi-90 \\\n", "0 BE 2016-12-31 00:00:00 47.311330 57.277317 61.766790 \n", "1 BE 2016-12-31 01:00:00 47.142740 56.003850 61.568306 \n", "2 BE 2016-12-31 02:00:00 47.311474 53.917137 60.503740 \n", "3 BE 2016-12-31 03:00:00 47.224514 57.239750 60.653442 \n", "4 BE 2016-12-31 04:00:00 47.266945 56.622078 62.062817 \n", "\n", " TimeGPT-lo-80 TimeGPT-lo-90 \n", "0 37.345340 32.855870 \n", "1 38.281628 32.717170 \n", "2 40.705810 34.119210 \n", "3 37.209280 33.795586 \n", "4 37.911810 32.471073 " ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "timegpt_fcst_hist_ex_vars_df = nixtla_client.forecast(\n", " df=df, \n", " h=24, \n", " level=[80, 90], \n", " hist_exog_list=['Exogenous1', 'Exogenous2', 'day_0', 'day_1', 'day_2', 'day_3', 'day_4', 'day_5', 'day_6'],\n", ")\n", "timegpt_fcst_hist_ex_vars_df.head()" ] }, { "cell_type": "markdown", "id": "99be6b1b", "metadata": {}, "source": [ "> 📘 Available models in Azure AI\n", ">\n", "> If you are using an Azure AI endpoint, please be sure to set `model=\"azureai\"`:\n", ">\n", "> `nixtla_client.forecast(..., model=\"azureai\")`\n", "> \n", "> For the public API, we support two models: `timegpt-1` and `timegpt-1-long-horizon`. \n", "> \n", "> By default, `timegpt-1` is used. Please see [this tutorial](https://docs.nixtla.io/docs/tutorials-long_horizon_forecasting) on how and when to use `timegpt-1-long-horizon`." ] }, { "cell_type": "code", "execution_count": null, "id": "5e7f0ecc", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nixtla_client.plot(\n", " df[['unique_id', 'ds', 'y']], \n", " timegpt_fcst_hist_ex_vars_df, \n", " max_insample_length=365, \n", " level=[80, 90], \n", ")" ] }, { "cell_type": "markdown", "id": "8cd03e1f", "metadata": {}, "source": [ "## 3c. Forecasting electricity prices using future and historic exogenous variables" ] }, { "cell_type": "markdown", "id": "96c6869c", "metadata": {}, "source": [ "A third option is to use both historic and future exogenous variables. For example, we might not have available the future information for `Exogenous1` and `Exogenous2`. In this example, we drop these variables from our future exogenous dataframe (because we assume we do not know the future value of these variables), and add them to `hist_exog_list` to be considered as historical exogenous variables." ] }, { "cell_type": "code", "execution_count": null, "id": "81f2e577", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:nixtla.nixtla_client:Validating inputs...\n", "INFO:nixtla.nixtla_client:Inferred freq: h\n", "INFO:nixtla.nixtla_client:Preprocessing dataframes...\n", "INFO:nixtla.nixtla_client:Using future exogenous features: ['day_0', 'day_1', 'day_2', 'day_3', 'day_4', 'day_5', 'day_6']\n", "INFO:nixtla.nixtla_client:Using historical exogenous features: ['Exogenous1', 'Exogenous2']\n", "INFO:nixtla.nixtla_client:Calling Forecast Endpoint...\n" ] } ], "source": [ "hist_cols = [\"Exogenous1\", \"Exogenous2\"]\n", "future_ex_vars_df_limited = future_ex_vars_df.drop(columns=hist_cols)\n", "timegpt_fcst_ex_vars_df_limited = nixtla_client.forecast(df=df, X_df=future_ex_vars_df_limited, h=24, level=[80, 90], hist_exog_list=hist_cols)" ] }, { "cell_type": "markdown", "id": "d9b670da", "metadata": {}, "source": [ "> 📘 Available models in Azure AI\n", ">\n", "> If you are using an Azure AI endpoint, please be sure to set `model=\"azureai\"`:\n", ">\n", "> `nixtla_client.forecast(..., model=\"azureai\")`\n", "> \n", "> For the public API, we support two models: `timegpt-1` and `timegpt-1-long-horizon`. \n", "> \n", "> By default, `timegpt-1` is used. Please see [this tutorial](https://docs.nixtla.io/docs/tutorials-long_horizon_forecasting) on how and when to use `timegpt-1-long-horizon`." ] }, { "cell_type": "code", "execution_count": null, "id": "b392f8c0", "metadata": {}, "outputs": [ { "data": { "image/png": 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7RZIAt912G2PGjKmjqER9Vm+Si2vXrmX48OFERkaiKAoLFy60e3zs2LEoimJ3u/nmm+22SU9PZ/To0fj5+REQEMBDDz1Ebm5uLb4KIYQQQggh6oZqUrEUmus6jAbnhRdeYNSoUbRp0wZXV1fi4uKYOHEio0ePBiA5ORmAsLAwu/3CwsL0xy41efJksrKy9Nvp06ed+yLEVW/v3lOkp+eycWM8qalZdR1Og6WqKpOem89zL3zJqlV76zocIYQQQlwBVFXlwoWiOrlVZbHUnXfeidls5tdff9XvS01NZfHixTz44IPO+NKIBq7etEXNy8ujc+fOPPjgg4wcObLMbW6++WbmzJmjf+7u7m73+OjRo0lKSmLFihUUFxczbtw4HnnkERYsWODU2IUQQgghhKgPLBYVY10H0cD873//4+uvv2bBggW0b9+eXbt2MXHiRCIjI3nggQeqdUx3d/dS5ypCONOx4xcT3Vu2HGHYsO51GE3ZVFXlgw+XUlBQxDP/GI7BUG/WOuvi4xM5dfo8AJ98uoIbbmiPi4v8VhVCCCFE9RUUFHPTwJfq5LlXrngJT0+3Sm3r6enJvffey5w5c7jzzjsB+Oqrr4iKiqJfv35OjFI0VPUmuThkyBC99VB53N3dCQ8PL/OxgwcPsnTpUrZu3Ur37tqJ1MyZM7nlllt46623iIyMLLWPzEIRQgghhBBXDhWki1+VTZo0Sa9eBOjYsSMnT55k2rRpPPDAA/r5R0pKChEREfp+KSkpdOnSpS5CFqKU48dT9I8319Pk4r59p1jwzToABg7oTOfO0XUbUBlWrb5YrXj6TBqLf9/BiFt71GFEQgghhBC1Z/z48fTo0YOzZ8/SuHFj5s6dq3eUFOJS9Sa5WBlr1qwhNDSUwMBA+vfvz2uvvUZwcDAAGzduJCAgQE8sAgwYMACDwcDmzZu5/fbbSx1v2rRpvPzyy7UWvxBCCCGEEE4jicVqyc/PL1VBZTQasVgsAMTExBAeHs7KlSv1ZGJ2djabN2/mscceq+1whShTyeTilq1HMZstGI2OrwzMyMjlo0+Wc/xYCmazhVdeHkWTJsGV2vfb7/7SP/5j5R6nJRdVVeXAgTOkZ+RiNBrw9nLHx8cDHx8PgoJ8cHUt+zKIqqqsWr0PgLguMezcdYJPP1tB796taRTi55RYhRBCCHHl8/BwZeWKl+rsuasiLi6Ozp07M3/+fAYNGsT+/ftZvHixk6ITDV2DSS7efPPNjBw5kpiYGI4dO8a//vUvhgwZwsaNGzEajSQnJxMaGmq3j4uLC0FBQZedhfLMM8/on2dnZ9O0aVOnvg4hhBBCCCGcRtUukMvK0sobPnw4r7/+OlFRUbRv356dO3fyzjvv6HNFFEVh4sSJvPbaa7Rs2ZKYmBj+/e9/ExkZyW233Va3wQsBmExmEk6eA8DFxUhOzgUOHTpL+/aOP7f9fckOFi3apn8+/b8/8/6Mhyr8nZOUnMGfa/frn69avZennxrq8Jaj6ek5vPX2r6z5c3+Zj7u6GmkeG063brHccH17OnSI0h87fDiRxMR03N1dmfr6aB6f8AknElJ5YfJXfDhrPO7uVbs4J4QQQggB2vlEZVuT1gcPP/wwM2bM4OzZswwYMEDyJaJc9W/IQTlGjRrFrbfeSseOHbntttv47bff2Lp1K2vWrKn2Md3d3fHz87O7CSGEEEII0XBJ+WJVzZw5k7/97W88/vjjtG3blmeffZZHH32UV199Vd/mueee48knn+SRRx6hR48e5ObmsnTpUjw8POowciE0p0+fx2Qy4+XpRp/erQHYvOWwU57r7Nl0AK6/rh1ubi5s336cFX/sqXC/n37ahMWiEtclBn9/LzIy8tix87jD43t20nzW/Lkfo9FAu7ZNaNO6MU2bBBMQ4I2Li5HiYjOH4s/y9YJ1PPL3j/hizkp9X1tCslevVvj7ezF9+hj8/Dw5ePAMX8xZ5fBYhRBCCCHqo3vvvZczZ87w6aef6gsuhShLg6lcvFRsbCwhISEcPXqUm266ifDwcFJTU+22MZlMpKenlzunUQghhBBCiCuFqmo3VEAKFyvN19eXGTNmMGPGjHK3URSFV155hVdeeaX2AhOikmwtUWNiw+jaNZY/1x7gUHyiU54rOTkTgD592tC6dSSffvYH789cTFxczGVbh27efASAkbf3ZPuO4yz8ZQvT3viZDu2b8vhjNxMREVjj2AoLizkUfxaAj2c/Srt29qvsVVUlKSmDfftPs279AVau3Mtnn6/Ey8udUXf3ZfMWLca+fdoC0KRxMH9/dDBv/nchBw6ernF8QgghhBANgb+/P3fccQeLFy+WTi3ishpM5eKlzpw5Q1paGhEREQD06tWLzMxMtm/frm+zatUqLBYLPXv2rKswhRBCCCGEEEIIpzlmTS7GxoYRE62NCjl16pxTnispOQOAiPAARt97PbGxYaSn5/LC5K8oLCwuc5/CwmJOJGgLgTt0iGLY0G4ApKRksnLVXhb+ssUhseXlFegft2nTuNTjiqIQGRnEoIGdefXlexj/8AAAZs5awsFDZ4i3JmR7dG+u79M4MgiA9PRch8QohBBCCNEQnD17ltGjR+Pu7l7XoYh6rN4kF3Nzc9m1axe7du0C4MSJE+zatYtTp06Rm5vLpEmT2LRpEwkJCaxcuZIRI0bQokULBg8eDEDbtm25+eabGT9+PFu2bOGvv/7iiSeeYNSoUURGRtbhKxNCCCGEEKKWSFdUIa46tsrF2JgwoqIaAVr7UpPJ7NDnUVVVr1wMDw/Ezc2FN6bdp7cOfX/m72Xud+x4CmazhYAAL0JD/WnXrinfLniG22+7BoDEpHSHxJebWwiAl5c7BkPFlzrGPnAjPbq3QFVVpk37CVVViYkOpVEjf32boCAfADIyJLkohBBCiCtfRkYGP//8M2vWrGHChAl1HY6o5+pNcnHbtm3ExcURFxcHwDPPPENcXBxTpkzBaDSyZ88ebr31Vlq1asVDDz1Et27dWLdunV32/Ouvv6ZNmzbcdNNN3HLLLfTt25dPPvmkrl6SEEIIIYQQtUyyi0JcTcxmi94KtHnzcBo18sPT0w2z2cLZRMck7WwyMvMoLCxGURRCQ7UEXJPGwbw05W4AlizdwYULRaX2O2yNr1WrxiiK1rM5KiqEHj1aABdbrdZUXr5WuejjU7lZqIqiMGyYVkV59FgygB6TTaA1uZiZme/wZK0QQgghRH0TFxfH2LFjmT59Oq1bt67rcEQ9V29mLvbr1w9VLf9iyLJlyyo8RlBQEAsWLHBkWEIIIYQQQjQI+ntpyS8KcdVYuWovqalZ+Pp60q5tExRFIappCPGHEzl58hzNrJWMjmBLAgYH++LmdvFSQs+eLYmMDCIxMZ2/NhxiwE2d7PaLP6y1G23T2r6jUHhYoN1xayovV0suentXvn3X9de1w9fHgxzrvj262ycX/f28MBoNmM0WMjLzLjtXUgghhBCioUtISKjrEEQDUm8qF4UQQgghhBA1IElFIa4qFouFufNWATDq7j54eWlJtWbNtITiyZOOnbuYnGSdtxgRYHe/oih6QnHlyj2l9rMlF1u1uiS5GK4dJy0tp9x5jVWRm1e1ykUAd3dXBgzoDIDRaKBLXIzd40ajgYAAbwDS03JqHKMQQgghhBBXCkkuCiGEEEIIcUVQL/m/EOJKtnr1PhISzuHr48Gdf+ut3x8VFQLAqVPnHfp8+rzFsIBSjw24qSMAGzcdJs+a5AMoLjZxzNpytHWrxnb7+Pt74enpBkBKSlaN47PNXPT2qnxyEWDk7T1xd3fl+uva4e1VuuoxKFBrjZqeLnMXhRBCCCGEsKk3bVGFEEIIIYQQNaBqN1UFpa5jEUI4VWFhMbM/Xg7AXXf1savWs7VCPXnKsZWLScm2ysXAUo81bx5OdHQjEhLOMfEfc+jbty039e9IXl4BxcVmfHw8iIy0309RFMLDAjiRkEpySoaeFK0uW1LT26fybVFtsf/y8/N6ovNSQda5i+kZklwUQgghhBDCRpKLQgghhBBCCCFEPWU2WzAataZDK/7YTVZWPufPZ5OYmE5IiB/3jOprt31U1MW2qKqqoiiOWW5wucpFRVEYefu1vPPuIvYfOM3+A6f5+JPl+uOtWkWWGUd4RKCWXHTA3EVbctHHu2qViwB+fl7lPmZLLqalSXJRCCGEEEIIG0kuCiGEEEIIcSWQbqhCXHG2bD3Cc89/yYPj+tO+fVP+89J3do8/8fjN+qxFm6ZNgwHIyblAZmYegda2njVlq1wML6NyEeBvd/Si5zUt2brtKOvWHWTb9mOYzRY8Pd0YPqx7mfvYEpVJ1nmONWFri1qVmYuVERTkC0CGVC4KIYQQQgihk+SiEEIIIYQQQghRD61atY+iIhMffbyckGAtyeXj40FubgFdu8YycGDnUvt4eLgRHh5AcnImp06dd0hyUVXVi5WL4QHlbte0aQhNm4Yw8vZryc0twGQy4+/vVW71pO1YySmZNY5Rb4tajcrFy9HboqbnOPS4QgghhBBCNGSSXBRCCCGEEOJKoapSwSjEFeRQ/Fn94/NpOQQF+bDgq39w7lwWjRsHlZu0i24WSnJyJseOJ9O5c3SN48jJuUB+vlYZGBFeduXipSpTQWib35jskMpFW3KxajMXK6K3RU2XykUhhBBCXL3Gjh1LZmYmCxcurOtQRD1hqOsAhBBCCCGEEDWnSlJRiCtKUZGJ48dTAIhqGgLAxKeH4efnSfPm4Xh4uJW7b6tWEQAcPpzkkFjOncsGICDAC3d3V4ccEy62RXXIzEVr8rM6MxcvJ9iaXMyQ5KIQQgghrlCKolz29tJLL/Hee+8xd+7cWoknOTmZp59+mhYtWuDh4UFYWBh9+vRh9uzZ5Ofn69tFR0frMXp7e9O1a1e+//77Uo+VdRs7dmytvJYrmVQuCiGEEEIIcUWQ7KIQV5Jjx5Mxmcz4+XnyxecTSExMp0WLiErt26pVJACHDyc6JJbMrDwA/P29HXI8G1tb1HPnszGZzLi4GKt9rDxb5aKDZy4G6pWL0hZVCCGEEFempKSLC9K+++47pkyZQnx8vH6fj48PPj6OmeNdkePHj9OnTx8CAgKYOnUqHTt2xN3dnb179/LJJ5/QuHFjbr31Vn37V155hfHjx5Odnc3bb7/N3XffTePGjdm6dStmsxmADRs2cMcddxAfH4+fnx8Anp6etfJ6rmRSuSiEEEIIIcSVQC31gRCiATt0SGuJ2qZNE7y83CudWISLyUVbgrKmsrK0FeL+fl41PlZJQUE+uLm5YLGopKZm1ehYudaZi46vXNRmXWZnX3DI11IIIYQQor4JDw/Xb/7+/iiKYnefj48PY8eO5bbbbtP36devH08++SQTJ04kMDCQsLAwPv30U/Ly8hg3bhy+vr60aNGCJUuW2D3Xvn37GDJkCD4+PoSFhTFmzBjOnz+vP/7444/j4uLCtm3buOuuu2jbti2xsbGMGDGCxYsXM3z4cLvj+fr6Eh4eTqtWrfjggw/w9PRk0aJFNGrUSI8/KCgIgNDQULvXKWpGkotCCCGEEEI0cKqqam1RbTchRINnm7fYpnVklfdtHBmEj48HxcVmTpxIrXEs2dbkop+/Y5OLBoOBRo201eOp52qWXHRW5aKfnydGo3bpJCNDWqMKIYQQompUVcVSbKmTm+rk2Rnz5s0jJCSELVu28OSTT/LYY49x55130rt3b3bs2MGgQYMYM2aM3so0MzOT/v37ExcXx7Zt21i6dCkpKSncddddAKSlpbF8+XImTJiAt3fZHTPKmzkO4OLigqurK0VFRY5/saIUaYsqhBBCCCGEEELUM/HxWkvT1q0bV3lfRVFo1TKCHTtPcPhIIi1bVr7qsSxZ2RcAx1cuAgQEeHP2bDpZWRdqdBxb5aK3t7sjwtIZDAYCA7w5n5ZDWloujRrJKnchhBBCVJ5qUjn5VXzFGzpBs/tao7iWn4yrqc6dO/Piiy8CMHnyZN544w1CQkIYP348AFOmTGH27Nns2bOHa6+9llmzZhEXF8fUqVP1Y3zxxRc0bdqUw4cPk5GRgaqqtG7d2u55QkJCKCjQ3utNmDCB6dOnl4qlqKiIt99+m6ysLPr37++slyxKkOSiEEIIIYQQQghRh/LzC/l9yQ5270mgfbumREU14tixZADaVCO5CNCyVSQ7dp4g/nAiQ2/pVqP49LaoDq5cLHnMLOtcx+owmcwUFBQDjm+LChAU7Mv5tBzSpXJRCCGEEELXqVMn/WOj0UhwcDAdO3bU7wsLCwMgNVXrpLF7925Wr15d5vzGY8eO6e1LL7VlyxYsFgujR4+msLDQ7rHnn3+eF198kYKCAnx8fHjjjTcYOnRojV+bqJgkF4UQQgghhGjorN1uVFW7CSEajjNn0hj/6Gw9gbdy5V79sYAAb8LDA6p13NbWuYtHDifWOMbsbGtbVCdULtqqIW2vvzry8y9eZPJxcFtUgKBA7QJYerokF4UQQghRNYqLQrP7Wle8oZOe25lcXV3tn09R7O6ztTC1WCwA5ObmMnz48DIrDyMiIigoKEBRFOLj7Ss9Y2NjAfD09Cy136RJkxg7dqw+w/FybVOFY0lyUQghhBBCiCuBqv9HCNGA7N13iqysfAIDvbl1eA/27jtFRnousbFhDBvWvdoXSFq11JKLh48kYbFYMBgM1Y7RuZWL2jwdWwKzOnKt8xbd3V1xcTE6JK6S/Py0C1k5OTVr3SqEEEKIq4+iKE5tTdqQdO3alR9//JHo6GhcXEqnpry9vRk4cCCzZs3iySefLHfuYkkhISG0aNHCGeGKCkhyUQghhBBCiCuFnLMK0eDk5moJq65xsTz6yCCHHTcqKgQ3NxcuXCgiOTmTyMiy20xVRla2LblYerV4TV1si1qD5KJ13qIzqhYBvK2tVvOszyOEEEIIIapuwoQJfPrpp9xzzz0899xzBAUFcfToUb799ls+++wzjEYjH374IX369KF79+689NJLdOrUCYPBwNatWzl06BDdutWs3b9wnOovXRRCCCGEEELUO6r0RRWiQbFV3Xk7eFagi4uRpk1DAEg4ea5Gx8q2VS46pS2qlrDMrEFyMS9Pa4vq7eXukJguZUta2r5XQgghhBCi6iIjI/nrr78wm80MGjSIjh07MnHiRAICAvQuG82bN2fnzp0MGDCAyZMn07lzZ7p3787MmTN59tlnefXVV+v4VQgbqVwUQgghhBDiiqCCokhn1Go4e/Yszz//PEuWLCE/P58WLVowZ84cunfvDmgJ2//85z98+umnZGZm0qdPH2bPnk3Lli3rOHJxJbAlrHx9HV911ywqhGPHkklISKV3r+rP+rFVLvo5oy1qgLUtak2Si7YErZMrF3OlclEIIYQQV7ixY8cyduzYUvfPnTvX7vM1a9aU2iYhIaHUfZcufm3ZsiU//fTTZWOIiIhg5syZzJw587LblfV8ZenXr58swnUCqVwUQgghhBCioVPL/URUICMjgz59+uDq6sqSJUs4cOAAb7/9NoGBgfo2b775Ju+//z4fffQRmzdvxtvbm8GDB1NQIIkGUXPOqlwEiI4OBeBkDSoXLRaLPmvQOZWL1raoNZm5aGuL6oSvIYCPj1YRmSeVi0IIIYQQQgBSuSiEEEIIIcQVQC3zQ1Gx6dOn07RpU+bMmaPfFxMTo3+sqiozZszgxRdfZMSIEQDMnz+fsLAwFi5cyKhRo0ods7CwkMLCQv3z7OxsJ74C0dDplYtOqLpr1qwRAAknU6t9jNzcAiwW7ReLvzMqF/WZi3nVPsbFykVntUXVWrfmSHJRCCGEEEIIQCoXhRBCCCGEuGIoSl1H0PD8+uuvdO/enTvvvJPQ0FDi4uL49NNP9cdPnDhBcnIyAwYM0O/z9/enZ8+ebNy4scxjTps2DX9/f/3WtGlTp78O0XDlOrGlZ3QzrXIxIeFctVtBZVnblXp5uuHq6vj1ybZWq9nZF7BYLNU6Rq515qLzKhe140rlohBCCCGEEBpJLgohhBBCCNHA2eUMpHKxSo4fP67PT1y2bBmPPfYYTz31FPPmzQMgOTkZgLCwMLv9wsLC9McuNXnyZLKysvTb6dOnnfsiRINma+npa62Oc6SoqBAURSEn5wIZGbnVOoYtueiMeYtwsS2qxaKSm1tYwdZly8tzXmtZuJi0lJmLQgghhBBCaKQtqhBCCCGEEFcCFSldrAaLxUL37t2ZOnUqAHFxcezbt4+PPvqIBx54oFrHdHd3x93dOe0ZxZUn1zrP0BktPd3dXYmICCQxMZ2EhHMEBflW+Ri2WYjOmLcI4ObmgpenG/kXisjKysPPr+pJ1ovJRef8u7N9b/IkuSiEEEIIIQQglYtCCCGEEEJcUarZ+fCqFRERQbt27ezua9u2LadOnQIgPDwcgJSUFLttUlJS9MeEqAlnVi4CREfXbO5itpMrF0se21YlWVW21rI+TmgtCyUqF3MLq91eVgghKmve/DW89voPmEzmug5FCCGEKJckF4UQQgghhLhSKCB9UaumT58+xMfH2913+PBhmjVrBkBMTAzh4eGsXLlSfzw7O5vNmzfTq1evWo1VXJn0mYtOaumpz108ea5a+zu7chEgwN/b7rmqSk8uOqstqq+W+DWZzBQVmZzyHEIIAbBs+S4+/mQ5vy/Zwb79p+o6HCGEEKJcklwUQgghhBCioSuRT1QtdRdGQ/SPf/yDTZs2MXXqVI4ePcqCBQv45JNPmDBhAgCKojBx4kRee+01fv31V/bu3cv9999PZGQkt912W90GLxq8wsJiiou1yhRfX2clF7XKxZPVTS5aqwn9a6FyMbualYsZGXkABAb6OCymkrw83TAYtLbTOdY2ts6UkpLJhQtFTn8eIUT9cuZsGv996xf98xMnqldxLoQQQtQGSS4KIYQQQghxJSjRqk/a9lVejx49+Pnnn/nmm2/o0KEDr776KjNmzGD06NH6Ns899xxPPvkkjzzyCD169CA3N5elS5fi4eGcZJC4etgq7hRFwdPTzSnPER4RCMD5c9nV2j872/nJRX/rnMXMaiYX09JzAAgKdk5yUVEUvL20uYu5Tp67uGnzYf5211tM/r+vnfo8Qoj6Z/78NeTnF6JYZ2gfP55SwR5CCCFE3ZHkohBCCCGEEFcASSdW37Bhw9i7dy8FBQUcPHiQ8ePH2z2uKAqvvPIKycnJFBQU8Mcff9CqVas6ilZcSWyJKh9vdwwG55yeBwdpCTdbAq6qbJWLfk5si+of4G33XFVhsVhIT88FIDjI16FxleRtneeYl1votOdIT8/h1de+x2y2sHPncZm3JsRVxtYGtX//DoAkF4W40qhmFYvJUms31ezYM8SxY8deVZ1bEhISUBSFXbt21erzKorCwoULa/U5q0uSi0IIIYQQQjR4KpYiC6ZsaaMnymc2W8jIyK3rMEQJuTnWeYs+zquCDbIm3LKzL1RrXmBWrVQuWtuiVmPmYnb2BcxmrR90YKC3Q+MqyTbP0ZmVi9Pe+Flv8VpcbOb06fNOey4hRP2Sl1fAyZPav/mht3QD4NjxZOlGIcQVQjWrFJ7PpyA5r9ZuhefzK51gVBTlsreXXnqJ9957j7lz5zr3C2WVnJzM008/TYsWLfDw8CAsLIw+ffowe/Zs8vMvvl+Mjo7WY/T29qZr1658//33pR4r6zZ27NhaeS3OdPjwYUaMGEFISAh+fn707duX1atX221z6tQphg4dipeXF6GhoUyaNAmTyTEzxF0cchQhhBBCCCFEnVItKhazqpUwqoBS1xGJ+uTPtQeYOu1HOndqxpvT76/rcISVLVHl6+PptOfw9fXAxcWIyWQmIyOXsLCAKu2fnaXNGPR3ZuWiNXGZmZVX5X1tVYt+fp64ujrvEoePr61y0TnJxZSUTP7acAhFUQgPDyApKYMjR5OJiQlzyvMJIeqXQ/FnUVWVsLAA4rrEYDAoZGdfIC0th5AQv7oOTwhRQ6qqYim2oBgUMNTCiZpFez5VVVEqcWKYlJSkf/zdd98xZcoU4uPj9ft8fHzw8XFO+/lLHT9+nD59+hAQEMDUqVPp2LEj7u7u7N27l08++YTGjRtz66236tu/8sorjB8/nuzsbN5++23uvvtuGjduzNatWzGbtS4QGzZs4I477iA+Ph4/P+13qqen895/15Zhw4bRsmVLVq1ahaenJzNmzGDYsGEcO3aM8PBwzGYzQ4cOJTw8nA0bNpCUlMT999+Pq6srU6dOrfHzS+WiEEIIIYQQDZ01oaitTJUV7qK0iIgAcnIusH3H8WpVrwnnyM3REnfePu5Oew6DwUCQtTVqejUqV20JPz9nVi5aj51djbao6dZ2r85siQrOr1xct/4gAJ06RnFtz5YAHDuW7JTnEkLUPwcPngWgbdvGuLu70qRxMADHT0hrVCGuKAYFg4vB6beqJjDDw8P1m7+/v3Wx08X7fHx8SrVF7devH08++SQTJ04kMDCQsLAwPv30U/Ly8hg3bhy+vr60aNGCJUuW2D3Xvn37GDJkCD4+PoSFhTFmzBjOn7/YreHxxx/HxcWFbdu2cdddd9G2bVtiY2MZMWIEixcvZvjw4XbH8/X1JTw8nFatWvHBBx/g6enJokWLaNSokR5/UFAQAKGhoXavs6ouF/snn3xCZGQkFovFbp8RI0bw4IMP6p//8ssvdO3aFQ8PD2JjY3n55ZerVUl4/vx5jhw5wgsvvECnTp1o2bIlb7zxBvn5+ezbtw+A5cuXc+DAAb766iu6dOnCkCFDePXVV/nggw8oKqp51yNJLgohhBBCCHElUEtULQpxiZYtIggO9uXChSJ2706o63CEVW6eNr/Px4mVi8DF5GJa1ZKLqqqSmaklF53ZctSWXMzKvlDlfdOslYtBwc5dTW9rXWtrZetoa9ceAOC669rRvHk4AEcluSjEVePgwTMAtG3TBIDYWK1qWeYuCiHqs3nz5hESEsKWLVt48skneeyxx7jzzjvp3bs3O3bsYNCgQYwZM0ZvZZqZmUn//v2Ji4tj27ZtLF26lJSUFO666y4A0tLSWL58ORMmTMDbu+z3nopSfuLUxcUFV1dXhyTOLlVR7HfeeSdpaWl2bUnT09NZunQpo0ePBmDdunXcf//9PP300xw4cICPP/6YuXPn8vrrr1c5nuDgYFq3bs38+fPJy8vDZDLx8ccfExoaSrduWnvtjRs30rFjR8LCLnbCGDx4MNnZ2ezfv78mXw5AkotCCCGEEEJcIVRQVVSLZBdFaYqi0NNaDbVx0+E6jkbY5OZqyTRbVZyz2Kr60qxVfpWVl1dIcbHWTiowwInJRWvL1azMqrdFTUtr+JWL2dkX2LnrBADXX9eOFs0jgNKVi+fOZ/OPZ+bw66KtDo9BCFG3Dh6yJhfbSnJRCNFwdO7cmRdffJGWLVsyefJkPDw8CAkJYfz48bRs2ZIpU6aQlpbGnj17AJg1axZxcXFMnTqVNm3aEBcXxxdffMHq1as5fPgwR48eRVVVWrdubfc8ISEhemvW559/vsxYioqKmDZtGllZWfTv39/hr7Wi2AMDAxkyZAgLFizQ9/nhhx8ICQnhxhtvBODll1/mhRde4IEHHiA2NpaBAwfy6quv8vHHH1c5HkVR+OOPP9i5cye+vr54eHjwzjvvsHTpUgIDAwFtdmXJxCKgf56cXPNFbJJcFEIIIYQQooFTbW1RVRUsqlQvijL16tkKgE2b4yvYUtSWXOv8Pts8P2exVfXZEnGVlWFto+rl6YaHh5vD47KJiAjEYFA4n5bDmbNpVdrXNnMxyMnJRW8nJhc3bDyE2WwhNjaMJk2C9aRCamoW2dkXW8UuW7aLzVuO8Mb0n5n1wRL+WLmHAwdOOzweIUTtysjIJTk5E4A2rRsDklwUQjQMnTp10j82Go0EBwfTsWNH/T5bIis1NRWA3bt3s3r1aj1R6OPjQ5s2bQA4duxYuc+zZcsWdu3aRfv27SksLLR77Pnnn8fHxwcvLy+mT5/OG2+8wdChQx32Gm0qE/vo0aP58ccf9Ri//vprRo0ahcFg0I/xyiuv2B1j/PjxJCUl6dWdlaWqKhMmTCA0NJR169axZcsWbrvtNoYPH243Q9OZnDftXAghhBBCCFFrLlYs2nqjVm3Ohrjy9ejREoNBISHhHEnJGUSEB9Z1SFc9PblYS5WLtkRcZWVkaJWEAYHObTnq5+dFt67N2brtKCtX7uWB+/tVel9bNaat9auz+FoTwHm5jk0uJidn8vkXKwG4rm9bAHx8PIiICCQpKYNjx5KJi4sF4MDBi4nEBd+sA8BoNPDj95MIDa363CAhRP1wwNoSNSoqBB9rC+boZqEAnDp9vtz9hBCirrm6utp9riiK3X22Fqa2OYS5ubkMHz6c6dOnlzpWREQEBQUFKIpCfLz9YsjYWO29kKdn6VECkyZNYuzYsfocxMu1Ta2JimIHGD58OKqqsnjxYnr06MG6det499137Y7x8ssvM3LkyFLH8PCo2vnAqlWr+O2338jIyMDPzw+ADz/8kBUrVjBv3jxeeOEFwsPD2bJli91+KSnaopXw8PAqPV9ZpHJRCCGEEEKIK4CqqtrYRUvF24qrk5+fJx3aRwGwWVqj1gu2KjjbxWRn0WcuVjW5WAvzFm0GDNBWvq9cuadK+9leU7CTk4uOrlz8ddFWXn71fzzy9484ezadiIhA7hh5rf64be7ikaMXW1YdOKAlIEbe3pP27Zri4+OB2Wxhz96TDompLIWFxbw/83d+XrhZq44XQjjcnj3av+EOHaL0+8LDAwBtEUqeEyqmhRCiLnTt2pX9+/cTHR1NixYt7G7e3t4EBwczcOBAZs2aRV5e5drlh4SE0KJFC8LDw52WWKxM7KAlCEeOHMnXX3/NN998Q+vWrenatavdMeLj40vt36JFC726sbJslY6X7mcwGPRkbq9evdi7d69eOQqwYsUK/Pz8aNeuXbW+DnbPVeMjCCGEEEIIIeqerWDRmmQUoixxcTEAxB9OrONIBEBuTm0nF6vXFtWZ8xZtbri+HUajgaPHkklISK14Byu9LWqwk2cu+jiucvHUqfO8Mf1nli3bxfnz2UQ1DWH2B48QEuKnb9OqpbYCft++U4A2bzE1NQuDQeHxx27m008eY/CgLgDsd2Jr1O9/2Mi3363nv2/9wvszf5cEoxBOsGu3NnM1rkuMfp+Xlzt+flqFjq1lqhBCNHQTJkwgPT2de+65h61bt3Ls2DGWLVvGuHHjMJu1Od8ffvghJpOJ7t27891333Hw4EHi4+P56quvOHToEEajsd7GDlpr1MWLF/PFF18wevRou2NMmTKF+fPn8/LLL7N//34OHjzIt99+y4svvljleHr16kVgYCAPPPAAu3fv5vDhw0yaNIkTJ07obWEHDRpEu3btGDNmDLt372bZsmW8+OKLTJgwAXd395p9QZDkohBCCCGEEA2ealFRLdb/y3VfcRlNmgQDcPZseh1Holm3/iADBr3M8uW76jqUOlFblYu2tqhpVW6Lak0uOrktKmitUXv2bAnAH1WoXrTNkXR25aKtdW2OA5KLm7dolcMtmofznyl38flnj5dqa9qjewsAtm47itls4aC1bWJMTBheXtrFoHbtmgI4be5idnY+X365Rv/8u//9xVdfr3XKcwlxtSooKOLgwbMAdOkcY/dYuLV9uSQXhbiCWFQsJovTb1jq50lhZGQkf/31F2azmUGDBtGxY0cmTpxIQECAXoHXvHlzdu7cyYABA5g8eTKdO3eme/fuzJw5k2effZZXX3213sYO0L9/f4KCgoiPj+fee++1O8bgwYP57bffWL58OT169ODaa6/l3XffpVmzZlWOJyQkhKVLl5Kbm0v//v3p3r0769ev55dffqFz586ANgfzt99+w2g00qtXL+677z7uv/9+XnnllZp9Maxk5qIQQgghhBBXAouqtYGR7KK4jMaNgwA4m1g/kotz5q4iP7+Q92Yupm/ftnrS5Gqhz1x0dnLRWtWXnlbFysVabIsK0Ld3GzZsiNfbf1bEZDKTlaW1hHJ25aK3AysXt249CsCAAZ316sNLtW+vtT3NysonPv6snkBs17bJxW2sycX4+ERMJjMuLo5byV9UZGL2R8vIyS0gNjaM4cO68977i/nm2/XcdWdvzp3PxmgwEBEhs1uFqIl9+09jMpkJDfUnMtL+31NYmD+HDyeSnJxRR9EJIRxFURQMrgYsxbWX+DO4GqrVJnTs2LGMHTu21P1z5861+3zNmjWltklISCh136VdD1q2bMlPP/102RgiIiKYOXMmM2fOvOx2ZT1fWfr161fl7gvR0dHVit1gMJCYWH6XmMGDBzN48OByH69KnN27d2fZsmWX3aZZs2b8/vvvlT5mVUhyUQghhBBCiAZPRQVpiSoq1LixVrmYkpJJcbEJV9e6OyU8fCSRQ4e0ao2MjDy++99fjBvbv87iqQu5ORcA8PHxdOrz2Nqi5l8oIj+/sNJJ3MwMW3LR+ZWLAFFRjQA4czatUttnZOahqioGg4K/n5czQ8PXxzEzF00mMzt2HAeg5zUtyt3OxcVI927NWfPnfjZvOaInXNuWSC42bRqMr68nOTkXOHo0mTZtGtcoNputW4/y8qv/01vOPvboYHr2bMm3364nJTWL92cu5rfF2wF4/rnbuWVI11LHyMsrYMUfe7jh+na19vMjREO0a5fWErVL5+hSSYDwsAAAklMyazkqIYSjKUYF9xCvWm0vrigKitF5MwiFkLaoQgghhBBCNHCqRdVnLuofC1GGkGBf3N1dsVhUUlKy6jSW337bBkCjRtqcuQXfrCM7O78uQyrTkSNJPPrYR3z51Z8OvyCkt0X1dm7lopeXO56ebgCkZ1S+NWpGZu3NXISLbXuTkjIwmcwVbH1x3mJgoA9Go3Mvb+iVi3mFNfo52Lf/FPkXiggI8KKlda5ieXr2bAXAn2sPcPCQlly0VSuCdtHQVsnoyLmLP/28ifT0XBo18uPZf95K796tcXEx8re/9QLg54VbKC42U1xs5rXXf2Dhws12+xcXm5j0/Hze/O9CvpizymFxCXGlKS42sWOnttigS+foUo/rbVEluSjEFUExKhhcDLV2k8Ti5U2dOhUfH58yb0OGDKnr8Op9fFCPkotr165l+PDhREZGoigKCxcutHtcVVWmTJlCREQEnp6eDBgwgCNHjthtk56ezujRo/Hz8yMgIICHHnqI3NyqzZQQQgghhBCiwVFt/5HKRXF5iqLobdcqWx3mDIWFxSxbtguAyS+MJCY6lLy8QjZuOlxnMZUlOTmTfz47l717TzH7o2V8OHupwxKMZrOFvLxCAHx8nZtchIvVhxlVmLuYYa1cDKiltqghIb64ublgNlsqdTHd1uY1yMnzFuFiAthstlBQUFzt42zZorVE7d6thd18nrL0vEabQXn4cCJ5eYUEBfkQExNqt0379o6fu5hkne/23LO3MfL2a/VqquHDeuDh4Qpo8yLvGHktAIusVYw2/33rF3btStDiOli5FrdCXOlUVWXRb9uYO281X371Jw+P/5Abbpyi/1vpEhdTap/w8ABAZi4KIYQz/P3vf2fXrl1l3j777LO6Dq/exwf1qC1qXl4enTt35sEHH2TkyJGlHn/zzTd5//33mTdvHjExMfz73/9m8ODBHDhwAA8P7U3+6NGjSUpKYsWKFRQXFzNu3DgeeeQRFixYUNsvRwghhBBCiNpjrVpEUawzPCTDKMrXuHEwJ06kcvZs3c1d3LU7gZzcAkJD/bmmRwt69GjBiYRU9h84Xe4MutpmNlt47vn5nE/LISTEj/Pns/l6wTpiY8MZcnNcjY+fV6K9prMrFwGCg31ITEwnLb3ycxczMmyVi7XT1tJgMNC4cRAnTqRy5kwaTaxtfMuTZk0uBgc5d94igIeHKy4uRkwmM+npufr80qqytUS9pkf5LVFtwsMDaN48nGPHkomJDmXKv+8sNVexnbWS0dZi2BFs891siQ0bPz9PnnriFlb/uZ8Xnr+d3JwCfvxpE4klZrgePZqkt0wFOH48BbPZ4vTKUiHqu917Epj2Ruk5XYqicO21rWhmbQtdku3fYIokF4UQwuGCgoIICqre+7naUN/jg3qUXBwyZEi55ZyqqjJjxgxefPFFRowYAcD8+fMJCwtj4cKFjBo1ioMHD7J06VK2bt1K9+7dAZg5cya33HILb731FpGRkbX2WoQQQgghhKhNeiWVAlK6KCpiS4rUZXLx2LFkQGvxaDAY6NAhiv99v4F9+07VWUyXij+cyNFjyXh5ufPpx3/n54VbmP/lGhb9ttUhycWMTK0q0MfHAzc355+a2xJwaWmVq1y0WCxkZWltagNrqXIRtNaolU1+HzuRAqBX4zqToii0bhXJ/gOn2bnrRLWTi7ZEXIsWl2+JavPKS3ez/8AZBg3sXObPSZMSc1QdIT+/kOxsbRbopclFgNtu68ltt/UEIM9Pq7zNysonN7cAHx8PjhxJAqBLl2gOHTpLQUExp8+cJ7pZaKljCXE1Wb/+EADR0Y2IbhZKly4x3NivPcHBvuVWMdtmLp5Py6GoyFQrfyuEEEKIymoQS8dOnDhBcnIyAwYM0O/z9/enZ8+ebNy4EYCNGzcSEBCgJxYBBgwYgMFgYPPmzaWOCVBYWEh2drbdTQghhBBCiAbHDKCiGBSZuSgq1CTSmlxMdHxb1NOnz/PSK/9j/pdrOHnqXLnbHT+uJYWaNw8DLrZ2PHIkicLC6recdCRbhVnXrrGEhQVw+23XALBrVwJJ1squmtDnBdbSPMOQEC25mJqahcViYeas31n8+/Zyt8/OvoDFov0yCailGOFisuzMmTSmTvuR/3txAWazpcxtba1A27ePqpXYelirDbdtO1qt/c1miz7z0vb9qEhMTBjDhnYrN6lgm1maf6HIrhq2umztF319PPCuoKLW28tdTzyftbZZPpGQqsUdHUbz2HAAjh5NrnFcQjR0GzZqycWHxt3E1NdHc9edvWnUyP+y7ZEDArxxd9daEaem1u2cZCGEEOJSDSK5mJysvRENCwuzuz8sLEx/LDk5mdBQ+5VwLi4uBAUF6dtcatq0afj7++u3pk2blrmdEEIIIYQQ9ZuWUFQMtraoQpSvsTV544zKxQ9nL2X58l189PFyHhg7k4OHyp63ZqtcjI3VzvHCwwIIDvbFbLYQH5/o8LjKcuZsGnPmrio3IWNLLnbrGgtAWFgAXa0zsVas2FPj59dbjgbWTsvRi9/3NA7FJ/LNt+t5991FWCxlJ+5s8fn5eZZqxelMTZpoca5bf5DfFm9n9Zp9xMeXbvlZXGzSf1Y6tK+dc/ke3ZsDsHXb0XK/bpeTkZGLxaJiMCgO+757errh46MlAc+dq/mCadusy/DwylWDRuqLFbTfJwkntUUFMTGhtGihJRdt1YxCXK3Onk0nIeEcRqOBa6yzVCtDURTCwvyBi+2KhRBCiPqiQSQXnWXy5MlkZWXpt9OnHTcAXQghhBBCiNqiWlRUFFC0rqgWSTCKy7AlAxIT0y+21HWA9PQc1v+lVWbExIRSVGRi/vw1pbYzmy16dZOtsklRFNpbZ8ft2187rVE/+mgZn372B7M+WFLqMZPJzO49CQDEWROKAIMHa+1Qly3bWeOvXUaG1ha1tlqO6hWBZ9M5af36518o0ivVyouvNqsW4WLb3pJz/HbuOlFquyNHkykqMuHn56knJJ2tQ4coPD3dyMjI06tvq+L8eW1GZFCgj0NnEDYK0aoXHZJctCYwwspoiVqWSxcr2H62ops10lu/Hj2qJRdVVWXDxniHtXAVoqGwVS126tgMX1/PKu1rS/Qnp9R95eKvi7by7oxFvPf+Ylk0IIQQomEkF8PDtRPOlBT7N+8pKSn6Y+Hh4aSmpto9bjKZSE9P17e5lLu7O35+fnY3IYQQQgghGiRb5aKKtEUVlxUREYDBoFBQUExaWo7Djrt06S7MZgvt2jbh9VfvBWDtuoOl2qOePZtOUZEJd3dXPdEJF1uj7t9fO4s+Dx7SquF+W7ydM2fTSj124UIRfn6etGh+8Xyy3w3tcXNz4URCKqdP16ytbO1XLmpf6zNn0jh56rx+f3lJstqOz8aWBC2prOTifmsSun27piiK4vS4AFxdXejSRUs2b9la9daotn9vwcGVa4laWSHW1qjnztc8uZhiTWCUNW+xLE1KzHAtKjLpFYzNokNpaU0uHrG2Rf110TaenTSP++5/j3XrD9Y4ViEair82xAPQp3ebKu9rm7toS/yfPHWOUyV+h9eW3bsTeGP6z3z/w0a++99fjH90NkuW7Kj1OIQQQtQfDSK5GBMTQ3h4OCtXrtTvy87OZvPmzfTq1QuAXr16kZmZyfbtF2dGrFq1CovFQs+ePWs9ZiGEEEIIIWqDqqpauaIKWC+wq9Vo1yc0b7zxBoqiMHHiRP2+goICJkyYQHBwMD4+Ptxxxx2lFj42JK6uLoRZL1aePuOYuYuqqrJo8TYAhg3rTnR0KH37tEFVVb75Zr3dtsdPaImGmOhQu+qtDh20uXl7951yaEVlWbKz80lK0i7Ums0WPv9ipd3jtpaocV1i7OZh+fp60tyabDx2vGZz5Gq7cjEiIhBFUcjPL2TP3gT9/uMnyv5Zzsys3fhsQkP9S7Vh3b07odTcRVsSun0ttUS10VujViO5aEv+hYQ4dmGzbe6iIysXbQmNipSshD595jwWi4q3tzshwb40t7ZFPX8+m7S0HOZ/uQaAvLxCnn/hS7ZsPVLjeIWo71RVZe/ekwD07Fn5lqg2tsrsXbsTOHcui3EPzuLRxz6iuNjk0Dgr8vtSLZHYsWMU11zTkqIiE6++/gN799VOtwEhrgSqRa31myONHTuW2267zaHHrM8SEhJQFIVdu3bV6vMqisLChQtr9Tmrq94kF3Nzc9m1a5f+zTpx4gS7du3i1KlT+sn9a6+9xq+//srevXu5//77iYyM1H+g27Zty80338z48ePZsmULf/31F0888QSjRo0iMjKy7l6YEEIIIYQQTqZaAEU7eVRVFdUspYvVsXXrVj7++GM6depkd/8//vEPFi1axPfff8+ff/5JYmIiI0eOrKMoHcOWIDt82DHzDQ8fTuTkyXN4eLgycID29bv33usAWLpsJ/n5hfq2x45pyazY5mF2x2jbpjEeHq6cP5/NwYNlz2p0FNvr9vZ2B2D58t12F0g3bzkMQFfrvMWSYqJDAUhISC31WFVkZGqVgUG1VBno7u5KaKg2u2vv3ouv9fiJsl9Hhi25GFC7lYsuLkYiI7Q2gNdc0xIvL3fy8gr11po2+w/YkotRtRpf925acnHP3pOYTOYq7XteTy46tnLxYlvUmrdN1GcuVjK52LjEzMUE689SdHQoiqLg7eWuJx///Z9vSErKICDAm+uvawfAylV7axyvEPXduXPZXLhQhNFooFmzRlXef8BNnTAaDezYcZzXp/1EQUExWVn5nHdg54GKFBYWs3r1PgAeHT+Id956gGt7tgK0xR9CiIqpFhVTvoninKJau5nyTZVOMCqKctnbSy+9xHvvvcfcuXOd+4WySk5O5umnn6ZFixZ4eHgQFhZGnz59mD17Nvn5+fp20dHReoze3t507dqV77//vtRjZd3Gjh1bK6/FmXbs2MHAgQMJCAggODiYRx55hNzcXLttTp06xdChQ/Hy8iI0NJRJkyZhMjlmgUq9SS5u27aNuLg44uK0GRbPPPMMcXFxTJkyBYDnnnuOJ598kkceeYQePXqQm5vL0qVL8fDw0I/x9ddf06ZNG2666SZuueUW+vbtyyeffFInr0cIIYQQQojaYqvyUrSxiyDJxSrLzc1l9OjRfPrppwQGBur3Z2Vl8fnnn/POO+/Qv39/unXrxpw5c9iwYQObNm2qw4hrpm2bxgAOS+LZWmu2b98Ub2/tHK1zp2giIgIpKjKxbfsxfVtbxV9sjH1y0cPDTU86LF2+yyFxlSfemlzseU1Lhtwch6qqvPLq/8jPL+TYsWR27UrAYFDo26dtqX1jYrTkYnkVf5V1sXKx9pJ3ttaoJasAT5TTFvXYMe37FBRUu8lFgDbWn89bbo6jc6dmgH1r1PSMXH3GX7u2TWo1ttjYMHx9PblwoYjDVZw55qy2qI0c2BbVNoOzsm1RbT9TKSmZHLX+zEQ3C9Ufv2PktQDs2pUAwKi7+zJ0aDcA9uw5WeN4hajvTp3WWphGRgSWqsqujPDwAPrf2AGALVsuVvumnXdOctFSRveL9esPkptbQFhYAF26RGMwGPSq8dOna79FqxANlWq2gAKKUXH6DcX6fJWUlJSk32bMmIGfn5/dfc8++yz+/v4EBAQ47wtkdfz4ceLi4li+fDlTp05l586dbNy4keeee47ffvuNP/74w277V155haSkJHbu3EmPHj24++672bBhA1u3btXj//HHHwGIj4/X73vvvfec/lqcKTExkQEDBtCiRQs2b97M0qVL2b9/v13S1Gw2M3ToUIqKitiwYQPz5s1j7ty5es6tpupNcrFfv37aKutLbrZsuKIovPLKKyQnJ1NQUMAff/xBq1at7I4RFBTEggULyMnJISsriy+++AIfn9o/ERJCCCGEEKLW6DMWrSeRqqK1wXFyW8krzYQJExg6dCgDBgywu3/79u0UFxfb3d+mTRuioqLYuHFjmccqLCwkOzvb7lbftLUmZByVXLS1V23aJES/T1EU+vTR5kv99dch/X5bIrJ5iVmGNoMHdQHgjz/2VLkqrCri47XkYqtWjZn49DDCQv05ezadN9/6hQXfrAPghuvbExERWGrfaL1y8Vypx6ri4kzD2ms7WtY8w4STqaW+1seOJ7N2nTYTz5bwrU0Tnx7Gu++MY+DAzvqMQ1urWoBNm7TK0pYtI/D19azV2AwGg57wrGrFznlrMsDxbVG1itSatkUtLjbpMVY2uRgc7Iu7uysWi8pma+IjOvpiddY9o/oy5d934u7uSqNGfoy8vScdrS2QT548R1ZWfpnHFeJKcco6dzgqqupVizajRvUtdV9NZyabTGZmf7SMB8bOpP+A/3DHnf+1fvwS993/HidKLKBZumwXAIMHddZbhTdtqv29PyXJRSGqRDEotXarivDwcP3m7++Poih29/n4+JRqi9qvXz+efPJJJk6cSGBgIGFhYXz66afk5eUxbtw4fH19adGiBUuWLLF7rn379jFkyBB8fHwICwtjzJgxnD9/8XfJ448/jouLC9u2beOuu+6ibdu2xMbGMmLECBYvXszw4cPtjufr60t4eDitWrXigw8+wNPTk0WLFtGoUSM9/qAgbTFUaGio3eusqsvF/sknnxAZGVlqkcaIESN48MEH9c9/+eUXunbtioeHB7Gxsbz88svVqiT87bffcHV15YMPPqB169b06NGDjz76iB9//JGjR7X2/cuXL+fAgQN89dVXdOnShSFDhvDqq6/ywQcfUFRUVOXnvFS9SS4KIUR17NhxnMTE9LoOQwghhKgHVGvZotZ2B8ktVtq3337Ljh07mDZtWqnHkpOTcXNzK7VKNywsjOTksmfuTZs2DX9/f/3WtGntzoSrjLZttOTi6TNp5ORcqPHxzliTi5cmr/rakosbDmGxWEhLy+H0aW3bli1KJxd79GhBQIA3mZl51ZppV1m2tqitW0fi6+vJiy/+DUVRWL58F0uW7gTKvpgLFysuT506V6MEaF1WLoLW3tXT043iYjNnztrP3vzii1Woqkq/fu1p2TKi1uKzCQjwpuc1LVEUhV7XaouKN246rM/JtCWrbT9fta1LZy3huWv3iQq2tGdLBjRydHLRerzzNUwupqZmo6oqbm4ulf65VBSFyEgtCX/o0FnAvnIR4ObBcSz6ZTJfznsKHx8PAgK89faQtll0QlypbH/zbMm46mjbpgnXXKPNa7RVk5+vYaXyZ5+v5Muv/uTI0SQKCopJSsrgyNEkiopMHD+ewiN//4idu06Ql1+oz0cdNLCLvn+U9fVI5aIQV7d58+YREhLCli1bePLJJ3nssce488476d27Nzt27GDQoEGMGTNGb2WamZlJ//79iYuLY9u2bSxdupSUlBTuuusuANLS0li+fDkTJkzA27vsBXiKUn7i1MXFBVdXV4ckzi5VUex33nknaWlprF69Wt8nPT2dpUuXMnr0aADWrVvH/fffz9NPP82BAwf4+OOPmTt3Lq+//nqV4yksLMTNzc1uPrynp7bobv16beb9xo0b6dixI2FhFzvGDB48mOzsbPbv31/1L8IlJLkohGiwEk6m8sRTnzH5/76u61CEEEKIOnWxLaoCqFD5DjhXvdOnT/P000/z9ddf241cqInJkyeTlZWl306fPu2Q4zqSv7+XPgvNlhCoCT252NQ+uRjXJQYvTzfS03M5dOgsGzbGo6oqbds2ISiodGtIFxcjA6wzG1f8safGcZUlL69Ar7RoZU2cdevanNdevQc3NxdAa+9qq666VFiYPx4erhQXmzlbzUVuxcUmPalbm8nFJk0ufn+aNWukz488XqI16rFjyaxesw9FUXjowZtqLbbytGgRQY/uLTCbLXy9YC3FxSa9Qq5PGW1ra0OXLtGAVrlYVgvB8tiSAc5qi5qekYvJZEZVVT7+ZLlehVtZySla8jY8LOCyF+4u1bjEogKj0UCr1pGltvHx8cDPz0v/vFNHrfpzjyQXxRXuYuVi9ZOLAK+/di9fzX+afje0B6jRzMWdO4/z5Vd/AvD0U0P5ZsE/mP3BI/x3+v3MnfMEnTtHk5dXyLQ3fmLLliMUF5tp0iRYbwsO0NT69z49PZfc3IIavDIhREPWuXNnXnzxRVq2bMnkyZPx8PAgJCSE8ePH07JlS6ZMmUJaWhp79mjv62fNmkVcXBxTp06lTZs2xMXF8cUXX7B69WoOHz7M0aNHUVWV1q1b2z1PSEgIPj4++Pj48Pzzz5cZS1FREdOmTSMrK4v+/fs7/LVWFHtgYCBDhgxhwYIF+j4//PADISEh3HjjjQC8/PLLvPDCCzzwwAPExsYycOBAXn31VT7++OMqx9O/f3+Sk5P573//S1FRERkZGbzwwguA1uYWtIWyJROLgP55eQtlq0KSi0KIBuvwYe0XZUJCapVO6oUQQogrimpNJtquAyugqhbtflGh7du3k5qaSteuXXFxccHFxYU///yT999/HxcXF8LCwigqKiIzM9Nuv5SUFMLDS1feAbi7u+Pn52d3q4/atrXOXTxUs9aoqqrqlW+XVi66urpwTU+t2mLd+oOsW6+12rxcxVmf3tpj+/afqlFc5TlyVHsPGRrqb5fYu7FfB2a+/zD9bmjPPyYOL293DAbDxdaoJ1KrFUNmpla1aDQa8PV1TFK7Mkp+f6KiQoiN1S4u/PXXIQoKtBXetoTUjf3a0zy27J/x2nb//TcA8Nvi7fyxci/5+YUEB/vSpowkVm1o1SoSDw9XsrMvcCKhcj8DZrOFdGsr3JAQxyYXAwO9MRoNWCwq6em5bNl6lHnz1zDrgyVVmsOYlKglF8Mq2RLVZuTtPWnXtgl3/q0Xn3/2eKUqMztak4tSuSiudLbFLFE1qFwE8PZyJzY2TF+cUN22qGazhalv/ISqqgwf1p277+pDs6hGdO4cTZ8+bWjVMpK3//sAXp5unDmTxmefa7PN+vRuY7fowNvbQ4/l9BmpXhTiatWpUyf9Y6PRSHBwMB07dtTvsyWyUlO190u7d+9m9erVeqLQx8eHNm209/7Hjh2jPFu2bGHXrl20b9+ewsJCu8eef/55fHx88PLyYvr06bzxxhsMHTrUYa/RpjKxjx49mh9//FGP8euvv2bUqFF6deHu3bt55ZVX7I4xfvx4kpKS9OrOymrfvj3z5s3j7bffxsvLi/DwcGJiYggLC7OrZnQml1p5FiGEcIIz1jewxcVmMjPzylz9LoQQQtRnqkXFUmzB4GaoUpWI3THMKhaLar+/NbdYvSNeXW666Sb27t1rd9+4ceNo06YNzz//PE2bNsXV1ZWVK1dyxx13ABAfH8+pU6fo1atXXYTsMG3bNGHlyr01nruYmZlHbm4BiqLYtd206Xd9e9as2c8PP27EZNIWhF3Xt/yKszattaTnmTNp5OYW4OPj2OTb9u3a7L62bRqXeqxjhyg6vj66wmPERIdy6NBZjp9I4QZrFUlVpFtbogYEeNfayT9AZInvT1RUI0JD/flt8XaWLN3Jxk2H+ec/hrN8xW4A7r33+lqLqyJd42Jp364p+w+c5rXXfwCgd6/Wtfq1K8nFxUjHDs3Yuu0ou3cnVCoJm5GRi8WiYjAoDq9WNRgMhAT7kpKaxblz2fzvf3/pj23ZcoSht3Sr1HESTmoVVraWpZV1bc9WXNuzVZX2sVUuHjx0lqIik141LMSVpKjIpLdzrmnloo1tZmt1k4vr1h/g7Nl0/P29ePqpsi++e3m5079/R35bvJ0T1kU0fXq3LrVd06bBWrvzU+f1dutCiKuLq6ur3eeKotjdZztHtRWF5ObmMnz4cKZPn17qWBERERQUaOcU8fHxdo/FxsYCF9t+ljRp0iTGjh2rz0Gs7nl1RSqKHWD48OGoqsrixYvp0aMH69at491337U7xssvv8zIkSNLHaM6XXTuvfde7r33XlJSUvD29kZRFN555x396xUeHs6WLVvs9klJSdEfqympXBRCNFinTl+cDZOaWrN5A0IIIURdUC0qliJLjdqYWootKCXmLaIoWGTmYqX5+vrSoUMHu5u3tzfBwcF06NABf39/HnroIZ555hlWr17N9u3bGTduHL169eLaa6+t6/BrpG1b7ULggYNn9Na61XHmrNYaNLSRH+7urqUev+mmTrRv35S8vEIKC4sJDw+gefPyT2b9/b2IiNBmuMUfrnnL1kv9+ac2X+S669pV+xh65WIlq9YulWGtYAsMKHuWjLN4e7nrLTRjYkK5dXgP/jFxGJGRQWRm5vHv/3yL2Wyhc+do2rWtPxeKFUXh2X/eSnh4gP6z2qeO5i3a2Fqj7tqVUKntz5/XEgFBgT4YjY6/FBNi/b5u33GMjZsO6/dv3nyk0sdIOKn9PEdXMblYHU2bBhMQ4KXPdxPiSnT2bBoWi4qXp5vD2iHbjlPdtqjf/W8DACNuvQYvL/dytxs2tLv+sbe3O507R5faxjZH8pTMXRRCVFLXrl3Zv38/0dHRtGjRwu5mOwcbOHAgs2bNIi8vr1LHDAkJoUWLFoSHhzstsViZ2EFLEI4cOZKvv/6ab775htatW9O1a1e7Y8THx5fav0WLFjVaNBcWFoaPjw/fffcdHh4eDBw4EIBevXqxd+9evXIUYMWKFfj5+dGuXfXPhWwkuSiEaLDOlHgDm5KaVYeRNHwmk5nCwuK6DkMIIa4+KqgWC2o123urFhWLSQUU/URK/6+0RXWYd999l2HDhnHHHXdw/fXXEx4ezk8//VTXYdVY2zaNcXU1cu5cdo0uDNrekzVuElzm40ajgf/71x16ZVLfvm0rPPFvbW136Yh5kCWdOZPG0WPJGI2Gy7ZmrUhsjNbi6Xg126JmWCsXA4Nqb96izb8m38GEx2+mTevGuLgYufNvvflq/lN06xarb3PPqL61HldFWrduzHffPMPzz93OY38fXKPvnyN07hQNwK7dCZVKztuqjEIq0TK0OmxJ46++XgtApDVBv3XbUczmyv2NSUjQKhejm4VWsGXNKYpCTLT278iW1BTiSmNbEB0V1chhF7xr0hb10KGz7N6dgNFo4I47Lr9AqmPHKL2Va89rWuLqWrq62Pb4qVOSXBRCVM6ECRNIT0/nnnvuYevWrRw7doxly5Yxbtw4zGYzAB9++CEmk4nu3bvz3XffcfDgQeLj4/nqq684dOgQRqOx3sYOWmvUxYsX88UXXzB6tH1HlClTpjB//nxefvll9u/fz8GDB/n222958cUXqxXTrFmz2LFjB4cPH+aDDz7giSeeYNq0aQQEBAAwaNAg2rVrx5gxY9i9ezfLli3jxRdfZMKECbi7l7/ApLIkuSiEaLBOnylZuZhZd4HUE+kZuRQVmaq8n6qqPPvcfIbdOpXzVZjJIoQQwhFUsKhYTNVMLpotcGliUgHMFskt1sCaNWuYMWOG/rmHhwcffPAB6enp5OXl8dNPPzmkjUxd8/Bwo0vnGAA2lah0qirbvMWm5SQXQUtWPD/pNlq2jOBvIytuJ2trjXoo3rHJxT/XalWLcV1i8PPzqvZx2lhbqh47llyt90965aKD22NWRs9rWjL63uvtLnR7eLjx3+n3M3BAJwYN6lLnibvyuLq6MOLWHoy574Y6a4lq0759U1xcjJw/n83ZxHTS03PIyblQ7va22YeOql66lG3OYW5ugZ7Q9/Z2Jysrn/jDiRXuX1hYrLdvjI5xfnIRIDpaq5A8aW3HKsSV5tQp7We7adPy/z5WVYj1d0hGRh4mk7mCre0t+m0bADf171jhbFRFUXj44QEEB/vyt7+V/Xc7Kkr7N3xaKheFqDTVotbarT6KjIzkr7/+wmw2M2jQIDp27MjEiRMJCAjQ39s1b96cnTt3MmDAACZPnkznzp3p3r07M2fO5Nlnn+XVV1+tt7ED9O/fn6CgIOLj47n33nvtjjF48GB+++03li9fTo8ePbj22mt59913adasWbVi2rJlCwMHDqRjx4588sknfPzxxzz11FP640ajkd9++w2j0UivXr247777uP/++3nllVeq90W4hDS1F0Jc1oULRZw5k0aLFs4tLa+qrKx8u5P3q70t6tGjSYx76AP639iBl18aVaV91649wJYtWrukbduPcfPgOGeEKIQQoiyqdrMUq6geaoV/a1VVRTWpGFy1kxeLyaIlE0sMWFRsbVGFqISePVuyddtRNm8+gpubC9//sIFXXhpFixYRlT7GaWtlRpPLJBcBhgzpypAhXS+7jU1ra3IxPr7ipEhV/Ln2AEC15iSWFBzsq88AXP/XIW4bcU2V9tcrFwNrty3q5Xh4uFX5feTVzN3dlXZtm7Bn70lWrNjNt9+uxz/AmwVfTcTF5eKK+tTULF6c8g0HDpwGICTEOcnFwYPj2Lb9GG1aN+aOkdfSrl1TunVtztp1B9i8+XCFbW5PnjqHqqr4+XnWWrteW2JCkoviSnPhQhHT3/yZ1Wv2ARd/1h1Bm9WrvdfLyMyrMElY0n7r76HK/g0ccFMnBtzUqdzHbUnT06fPo6oVv4+tLXl5Bbw/83eu6dGCmy4TvxC1TTEaUM0WVHPtnKsp1WzDPnbsWMaOHVvq/rlz59p9vmbNmlLbJCQklLrv0g4PLVu2rLALTEREBDNnzmTmzJmX3a6s5ytLv379qjwGIjo6ulqxGwwGEhPLP4cZPHgwgwcPLvfxqsQ5f/78Crdp1qwZv//+e6WPWRVSuSiEKJPFYuHLr/5k5N/e5IFxM/VV3vXFpSvjrvbKxXXrD2I2W1i1eh+ZmZXrSQ5gNlv45NMV+ueObj0mhBDi8lTbaERVrdRJpmpWMReYsZi0k1JLkaqdNFoA2wUdxXa8GgxyFFeNXte2AmDHzuO89/5iEhLO8e6M36p0UmurXGzSJMRhcdkqF8+cSSM3t8Ahxzx3Ppt9+04BcP31NZ8x0rdvW0B7H1ZVGZm2mYu1X7koHMc2g+yLOavIyS3gzJk09u49qT9uMpn5z0vfsm/fKSwWFW9vd264vmaJ7fK0a9uEr7+cyL9fvJN27ZoCcM01LQCtdWtFSrZEra0EgT67VNqiiivM9z9sYPmK3RQXm2nZMoLBg7o47NhGo4Ega9V72vnKt0YtLCzm2LFk4GL1fU01jgxCURTyLxTpFfn1wdx5a1j02zamvfFTla6PCOFMikHBxcsFV1+3Wru5eLmgGOpH0l9cmSS5KCpl587jPPHUZ9JH/Sqy6LftzP5oGVlZ+QAcOuTYVeM1VbIlKmgrgq9me/dqF8rMZgtr1x2o9H5/rNzDiYSLJ/OSXBRCiNqlWlQUA2CpXHIRi4pqMmMp1hKMWCxgUOxboCoKqpl62wpH1C/R0aGEhfpTVGTS26vv3HWCjZVsk1pcbNLPEZo0CXJYXP7+XkRYZ8bt3HXCIcdca61abN++aZUqPcpznTW5uH37MfLzC6u0b0a6dhE2qB5VLoqq62JNLpacaWirji0qMjFz1u/s3nMSLy935s15kmVL/s211oR+bWjRXKtAPlWJysCT1gRfs2jHVVhVpJm1muvMmfQqt3cUor5SVZUlS3cC8Mw/hjNvzpMVVvZXla29clXach89mozZbCEgwJvwsACHxOHq6kKQdXbwuXP1o5tUcnIm3/+wAYD8C0V8+936Oo5IiIsUg1LrN1G+qVOn4uPjU+ZtyJAhdR1evY8PJLkoKumnnzezY8dxvvl2XV2HImrJ0qU7AAgN9QcgOTmjLsMp5cwZ7SJW8+bavKOUqzi5aLFY2Lf/lP75ylV7K73vn39qFak39e8IwOEjiXJiL4QQtUlVtYpDg4K50Fzh7EWLWUVVtYpFc6EZjIq19LFE4aICiqLNchSiIoqi0LOnluwwGBSuu05LmL3534VMe+Mndu48ftn91/y5n/z8QkKCffVEgaN06qTNHvnX/33NRx8vr3Iro0vZ3vf0q2FLVJuYmFAiI4MoKjKxZeuRKu179mw6ACGNap7kFHWnY8dmGKwX7nx9PQEtubh5yxHuvucdvv9hIwDPP6fNG63tOZFRUVo1cUpqFhcuFF12W9uCw5jo2pm3CBAa6oenpxsmk5mziem19rxCONPBg2c4efIc7u6uDLnZOSNHgq3tlc+nVb5y8eChMwC0bdvEodXJjax/x1LrSXLxs8//oKjIpM+m/OGHjfqieSGEKOnvf/87u3btKvP22Wef1XV49T4+kOSiqKTklEwANm06XOOTelH/JSVnsHvPSRRF4Z5RfQFITKpfycVT1rao3brGAtoqOYvl6mz/lpBwjtzcAn22y44dxyvd+uPgQe0EY8SIa/DydKOgoJiTp2TmiRBC1Brr2yqDqwEsFkz5psu2M1XN1jaoqgpmC4pRKXGgi9lFVVX0RKQQFRk6tBsuLkYeuL8f/zf5Dvz8PElNzWLRb9t4auIXLF22E5PJXOYCpJ8Xbgbg1lt72M2Zc4QnJwzhuuvaYjZbmP/lmhrNX8zOztcrIB3VllJRLiZjf1+yswqxXNDfy7Ztc/k5eKJ+8/HxoEuXGAwGhZem3IWHhyspKZk8O2keKSmZhIT48X//uoOBAzrXSXwBAd74+WlJz9NnLt+F6GSJtqi1xWAwENVUS4Da2rIK0dD9vkRbqH3DDe3x9vZwynOEBGsJvbQqJBdtXYraOqglqk1oI21Ben3oJnXkSJJeNTpt6n20bBlB/oUivZJRCCFKCgoKokWLFmXeGjd27O/KKzE+kOSiqCTbm4SU1CxOnJB5CPXdwUNneOTvH3HAOqy7qv74Yw8AcV2i9RXjyfUsuXjmtNYWtUuXaAwGBbPZQnp6/enxX5v2WOe6dO7cjFatIjGbLTw0/kPem7mYwsLicvdLS8shJTULRVFo27YJra2zjaQ1qhBC1B5VVfWcoMHNqM1ULCq7gly1qNY2qgqKi4LiYtBWntsGN5aoXNTvk9yiqISOHaJYvfJlxj88ED8/Lz7/dAL/96876NevPWazhVde/Z7r+/2bG2/6Dw+Mm8nUaT/y448bWfHHbnbtSsBoNHDr8B4OjysoyJfp08bosw2rWh1Y0vq/DmE2W2jRPNyh7elGDO+BoiisX3+Q48dTKrXPgYPae/QmTYLx9/dyWCyibkx97V6+nPcUvXq1pte1rQGtTWrfPm34/rt/MvSWbnUaX5S1ovhyI05MJrM+dqI226Jqz6clM09WonWrEPVdcbGJP1Zq11OcVbUIEGKtXKxKctG2sNjRi1pCQ7VE57lzdZ9cnP3RMlRV5ab+HWnfvin333cDAAt/2UJxsamOoxNCiCuPJBdFhUwms90blk2VnL8i6s7/vt/Avn2n+PKrP6u1vy25OHBgFyLCtVk359NyLpuoqk3Z2fkX2/bEhOnzBurDSrm6sG+f1hK1Y4dm3H1XH4xGA0lJGXz33V+8PvXHcis6bScX0c0a4e3lrg91l+SiEELUDlVVUS/5FW1wUbAUWcqsXlQtqrWNqnVeh7VqUTVZsJitsxsBrJ1SVbMqyUVRaUbjxVPDxo2DGHpLN1575R5G3d1Xb59mNls4ciSJ3xZv5+13F/Gfl74DoE/vNnorfWfo2aMFAFu2Hq32MVZaL/Zef307h8RkEx0dyg03aMf88uvKvfe2LQBs166pQ2MRdcPPz4uYmDAAbhnSFYCucTG8+so9uLu71mVowMXWqKdPl59cPHI0CZPJjI+PB2FO/LdcluhmWjLTNvNRiIZs+47jZGdfICjIh+7dmjvteao6czE/v5AEawK/jYMrFxtZKxfreubitm1H2bT5MEajgUcfGQRo1aMhwb6kp+eyxtoaXYjadLV2WBMNW1V+bl2cGIe4Qpw/n4OlxMyejZvjuffe6+owIlERW7Jp2/ZjmEzmKrWoSk3N4sjRJIxGAzf2a4+vrydenm7kXygiOSXT4bN0quO337ZTVGSiZcsIopqGEBrqz7lz2aSkZl2VF2lslYudOjbj2mtbcV3ftqz/6yCvT/2RP1buITU1i6AgHwbc1Ikbb+ygXyDUZy6001YuSnJRCCFqmT4r8eLcG8WoYDFp1YtGd0VLJNoeVwGLiuJ6MQmkqlCcWwRoFY3aQWzbWlBVFQXHzdURVxeDwcBTT97CuLE3YrGo5OcXcvhwIvHW2/HjKeTnFXD//f2cGkePHi0B2Lv3JAUFRXh4uFVp/337TrFx02EMBoWBAx3fnvKBMf1Ys2Y/f/yxh4cevImwUH9+/XUrzaJD6dY1ttRsq/0HtPdg7dpKS9QrTZ8+bfjum2eIiAh0eJvg6opqak3eXaZycecOrWVwl87RtT4Xspk1uZgglYviCrB27QEAbri+nd2iHUezXZfZsfMEubkF+Phcvv3q/v2nUVWV0FB/PTHpKLbFRalOqlwsKCjCZLJc9jUeOnSWKdYFT7ff3lPvUODiYmTEiGv4/IuV/PjjpjprUS2uPm5ubhgMBhITE2nUqBFubm4OnXUqhDOoqkpRURHnzp3DYDDg5lbxOZckF0WFbNVg7u6uFBYWs3v3SfLyC/H2cq/jyERZMjJyOXs2HYC8vEL27z9N587Rld4/wbpitEmTYPz8tDZNEZFBHDuWTFJihkOTi7akV1VOvM1mCz/9vAmAv93RC0VRCAv1Z//+01dl5WJ29gXOWFsY2RKrPj4e3Dw4DotF5bXXf9CTj2v+3E/rVpEEBfnQsWMz9u3XVs3b2qK0bBEBoFeFCiGEqAUqpXqJGFwULIUWLEXFKEYwuruguChaW9RLEoVqoRlzgQWj28W/pYqioChgsQAWKV0UNefrq81s8/f3IiIikBtucMzMwspq2jSYsLAAUlIy2bUrgWuvbVXpfVVV5YPZSwGtqswZC+Vat27MtT1bsWnzYebMWUV4eABz5q4GtMVfL790N2FhAXo8tsrF9lfhorirQVPrDMH6opm1cvHUZeaq2+aRdukSUysxldQ8NhyAY8eSKSwsrhfVnkJUh9lsYe06Lbl4vYNm+5anS5dooqMbkZBwjl8XbeXee8ovAFBVlc+++AOAnj1bOjyW0EbWtqipjq1czMrKZ+781fz661YKC4vpGhfLTTd1ot8N7fWW4kVFJhb+soVPPllO/oUiWreK5OEHB9gdZ8StPZg7bzV79p5kz56T+ugfIZzJYDAQExNDUlISiYnVnxkuRF3w8vIiKiqqUgvOJLkoKpSSmgloVU3nUrNITMpg9+4EevdqXbeBiTLt328/Z3HzliN6crEySWHbrIuSF14iwgO05GKy4+Yu7t6dwGMTPmHIzXH8+8U7K73fps2HSUzKwNfXk4EDOgEQGhoAQHJKpsPiayiOHk0CIDIiED8/T7vHbBfQjh1P5uzZdL7731/EH9be1Gws0d64nbVyMTDQB9BaplS14lUIIUQ1qLb/2CcMFaOiVx+qZhVTXjEGdwNYuNj6FGvVYl7RxX0uoQCWYgsGN/l9Lho2RVG4pkcLFv22jVWr99KyZUSlKy9++nkzu3cn4ObmwsMPDah4h2p6+OEBbNp8mGXLd+nvoYxGA3v2nmTqGz8x451xKIpCYmIGWVn5uLoaadkywmnxCGETpScXz2vV7JdUTpjNFnbt1pKLXeNiaz2+pk2DCQryIT09lwMHzxBXBwlOIRxh//7TpKfn4uvjQdc45/4cGwwGRt3dlzem/8z332/grjt7l3v+vnzFbvbuPYWnpxsPP3iTw2OxtUVNPZdV5u+Y6nrrnV9YuXKv/vm27cfYtv0Yb739C21aNyYo2Ie9e0+SmZkPQLdusbwx9T68ve0rHENC/Ljllq4sWrSN/779C3M+nyDXOkStcHNzIyoqCpPJhNlsrutwhKgUo9GIi4tLpX+XS3LxKnL69HlMJrM+D6KybNVgYaH+REWFkLhoG9u3H5PkYj1lq0bz9fEgJ7eAzVuOMP7hAXy9YB0ff7Kc669rx8sv3V3umyk9udisRHIxQpu7mJjouOTi+r8OArBk6U7uG319pX8uv/lmHQBDb+mmt8SKjQkFLs6vuZocsSYXW7Qo++JU+/ZNad9eWxU/8vaebNt+jKSkDL6YswoAV1cjLZprq4VLthnJzrlAkDXZKIQQwjlUVS0rtwigtzhVjFrFornAgqJgV+WoFpkxF1owupW/otBiUlEtJVqmCtFA9bAmF39bvJ3fFm+n/40deOYfwwkKsk8yXrhQRMLJVI4fT2HT5sP6hcnR917n1LmQ7do24frr2rF23QGKikx06xbLP5+5lbHjZrF161H+WLmHgQM6s3ef1lGiZYsI3NzkdFw4X+PGwRgMCvn5haSl5RAS4mf3+NGjSeTlFeLt7V4nCW9FUYiLi2Hlyr3s3HlckouiwbLN9Ovdpw2urs7//T54UBc+/mQ5KalZzPpgCRMev7nU8xYVmfjQWr1//5h+eiLQkRpZKxcLCorJySkotei5upKs15+eevIW+vZty6pVe1m5ai9HjiSxv8S1n5AQPx4c159hQ7uVe53rsUcHs3btAY4dS+Z/32+4bKWnEI6kKAqurq64ukpVvrgyydlMPXPuXBa795zE19eTntc4rl1Bbm4BD4//kJzcAvrd0J7HH7tZ70FekRRrcjE01J8WzcNZtGgbO3Ycd1hswrH27dfmLd51Vx8+/2Ilhw6dZdLz89mwIR6A1Wv24fWmO/+aPLLMVQgnre1ybCtc4WJyMSkp3WFxlnwz+NXXaytVvbhjx3F27DyBq6uRu+/qrd/fzToo/cCBM1ddy96LycXwCrcNCwtg6C3dADCZzMz/8k/at2+qn4AYjQY9KZ2dnS/JRSGEqCWKomDON2HKK0ZxNeDi7YbBtcQcRoOC0V1BNat2FYqmCyatmrGMqkUAFVWbu2i2oBhkhbZo2Pr2acMN17fjUHwiqalZrFq9j9Vr9mMwKISE+NGubRPOnE3j6NFkLXFvZTAoPPzQAO4fc4PTYxw/fgDr1h/EYFCY+PQwopuFcv+YG/js85W89/5ifLw9+HD2MgDi6qBCTFyd3NxciIgI5OzZdE6dOl8qubhjp1a12LlztFNnxF1Ot7hYVq7cy46dJ3hwXJ2EIESN7dypXSe7rk/bWnk+d3dXxo3tzzvvLuJ/329g1+4E3ph6H+HhAfo2q9fs49y5bEJC/Bh1dx+nxeHv70VWVj7nzmU5LLmYmZkHQPv2UTRpHMz9Y/px/5h+JCVnsHPnCbKy8mnfrilt2zauMJkbEODNhMeHMHXaj3z+xUpuHtyl1OIkIYQQVVep5OLIkSOrfOCPPvqI0NDQKu93tVu3/iBvvf0rvXq1dmhyccfO4+TkFgDaaqoNG+N56MGbuPee6yo8gUhNuVi52LWrdhJ8+EgS2dkXHPamQTiG2Wzh4MEzAPTr15716w8SfzhRTyzecktXli7dyeLft9OxYxS3Du9R6hinTp0HLmmLGhEEQFJypkPiNJnMHDp0Vv98+YrdPPzQAD2JWZ7Pv1gJwPBh3fW5NVp8gURGBpGYmH7Vtew9ejQZuDgvsbIeGT+Q9u2jSiUlff28yMktICenwGExCiGEKIeK1tsUMBeYMBeYUQvMKAoY/EsvlCmZRLQUq5gvmDG4lvM+zraASAGLyYLBVZKLomHz8HBj2tT7AIg/nMi0N37i8OFEzGaVlJRMUkq0xw8M9CY2NoyYmDAG3tSJjh1rZ75S89hw3nt3HEajQZ8jd9/oG1i5ci8nElL556R5AMREhzL2gX61EpMQAFFRjTh7Np11fx3Uz+kBLBYL69ZrM+LqsmIwzhrTvn2nZO5iA5aRkcusD5awd98p0tJymPzCSAbc1Kmuw6o1iUlapV10dO1dC/3bHb0ICfFl+psLOXw4kYcf+ZA3p99Pu7ba6JMfftwIwO23XePUf1ehjfzJysonNTWL5s0rXvhcGZlZWrvTAOt8RZuI8EAihlz+2lFZht7SlYULN3Pg4Bm+mLOKZ/85wiFxCiHE1axSycWFCxdy11134elZuUTSggULyM3NleRiNdhOQo8fS3bocbdtPwZoK34Li0xs3XqU2R8tQ1VV7h/T77L72tqihoYFEBLiR7NmjTh58hw7d53ghuvbOTROUTMnTqRw4UIR3t7uxESHMm3qfWzYeIjs7At07BhFt67NiW4WyoezlzJn7mqG3BxHZlY+Bw+eIS0th7592nDunDaEO6pEcjHSwZWLx0+kUFBQjLe3O23bNGHb9mN88tkKHh0/iMn/+opmzRrx3KTb8CpRgbj49+3s3KVVLY65r/TK827dYklMTGfbtqunZa/JZObEiRSg/Lao5TEYDFzXt/SKSj9fTxKB7Ox8R4QoxBXt9Onz5ORcoG3bJg6bLSKuMqoKCqhm22xELVFovmDG6K1icCmnIlEFU34RqsmC0bvst/OKAqpJBYOCpVhF9XDcDBwh6lrrVpHM+XwCaWk5WCwqJ0+e4+Chs0REBBDXJaZUZVZt6t69hd3nbm4ufDBrPNPf/Jk/1x7A19eT6dPHlJoJJYQzDRvajY0b4/nuu79o3SqSwYO6oCgKH85exq5dCbi4GOlbxrlBbYlqGkJwsC9paTkcOHBaKnsboLNn03nmn3M4fSZNv2/Ge7/Ru1dru/P6K1VubgE5ORcA7CoHa0O/GzrQtk0TJj03n6PHknl64ufM/uARTCYL+/efxsXFyIhbSy8sd6RGoX4cOZpEqvV6Uk0VFZnIzy8EwN/f2yHHVBSFCY/fzIQnP+OXX7dy/nwO589nM23qaKe0ixVCiKtBpduivv/++5VOFv7www/VDuhqFxurzZ1LSc0iN7fAbgZaTWy3JhdvvjmOG/t14Jtv1zPrgyXM//JPhg/rTuBl2h+mpGYC6DNKusbFcvLkOXbsOCbJxXrmrLUnfbOoRhgMBsLDAxh5+7V229z5t178739/kZKSyQv/+potW45gNlsA+PXXrQAEBfnYVaXaKgozM/PJzy+s8cnBfutcyHbtmvL3Rwfx0MMfsmzZLg4dOsvJk+eIP5xIwslzvPXm/YSE+PHTz5t46+1fAbj7rj52VYs23bs1Z9GibWzfcaxGsTUkJ0+eo7jYjJeXOxERAQ45pq/1+56dfcEhxxPiSnXufDbjHvqA/PxCWreKZOLTw+jcObquwxINjFa0qKCazFhMKkZ3AyhaclEtNINL2W/VTblFmHKKMbhfphrRoIB11qJqVsGiQjntU4VoiBRF0ZOIoaH+9OjRooI96k5AgDdTXx/Njp3HiQjXOm4IUZtu7NeB0fdez9cL1vLKq9/z4YdLsagq6em5APzfv+6w61xT2xRFIa5LDH+s3MOOnSckudgAPffCfE6fSSM8PIBJ/xzBOzMWcfZsOgu+WcfDDw2o6/CcLjlZuxYTEOBVJ8nUsLAAZs9+lGcnzWP37gT+8c+5eHq6AdD/xg5ObwEaak3OnTuX5ZDjZVkXOxuNBnx8HPf1jIuLpXfv1mzYEM/adVrV9p9rD/C3O3o57DmEEOJqUqmG+qtXryYoqPInQEuWLKFx48bVDupq5uvrqSfxjh9Pccgx09JyOHEiFYBuXZujKAqj7u5D61aR5OcXMnfe6nL3LSoykZGh9TkPs8bVzdqyZLvMXax30tNzAAgOKf+No7u7K2OsM2c2bozHbLbQrJl2Ihl/OBGwn7cI4OPjQVCQj902NWGbt9i+XVPatmmizwE8efIc3t7uBAZ6c/hwIpP/72vWW1sFg5YY/fujg8o8pu3n8siRJL03/5XONm+xZYtwDAbHzEfx05OLUrkoxOV8+ukKfTVt/OFEZs76vY4jEg2VqqpYii2oqpYIVBQFxahgyi+mxNg4naXIoiUWXQ3lVjaCtXLRYvvA+rEQos4oikK3rs0lsSjqzN8fHcTwYd0xGg2cT8shPT0Xo9HAE48PYfCgLnUdHu3bNwXQO7OIhiMn54J+zemjDx+lV6/WPPb3wQAs+Gadfp2ioTlzJo3lK3bbzfEtj22ETHh41dt1Ooq3lzvTp40hJiaUtLQczpxJw9vbnftGX+/0527USFvsc85BlYtZ1ms6fn6eDrvWYfPMxOH07t1av+5lW2QhLk+1qFiKzXUdhhCinqnUb+gbbrgBl3JWTpelb9++uLtf+W0PnKW5tXrx2HHHtEa1VS22bBmBv7VXucFg4PHHbgbg54Vb7GaUlJRqXXXk5uai79utW3MMBoXjx1PK3U/UjbQ0a3KxglVptw7vQbNmjXBzc+G5Z0ew4KuJtGlzcUFAWatWu3drDsDmzUdqHKetctF2Avn3Rwfpq/smPz+Sj2f/HV8fD/bvP80L//oKgNtGXMPEp4eV+8YyKMhXr/zdvTuhxjE2BEeOaMnFqrZEvRw/Xy25aGvpIoQo7fCRRBb/vgOAJyYMAeB8WsO8aCLqlmpRURQwF5owGC4mCg2uBsxFFq168dJ9ii2oZrX8WYs6BS2raNux4gtjQgghrlxGo4HJL4xkxbIpfPTho3z+2eMs/f1F7r33uroODbjYLceWpBENh23WYGCgt75Y/sZ+HWjdKpKCgmJWr9lfl+FV2xtv/sxLL3/Hzp0nKtw2yfo1iKjD5CJoybgZ7z7Ivfdcx//96w6+/+5Zh14vKI+trWhKqmMqFy/OW3RMS9SSIiODeOvNBxg0sDMgycXKUk0WzIWWSiXbhRBXjyov/7jhhhuYP38+Fy7IhWdnsSVIHFW5aJu3aEsO2fTo0YK4LjGYTGZ+sbbDvFRqivbGICzUX5/T4+/vRYf2UQD8teGQQ2IUjmF7U2SrMiyPu7srn3/6OIsX/YvbbuuJoijcdWdv/XFbJWNJPXu2AmDz5sM1ijEvr4CTJ88B6EPGg4N9mf3BI7z7zjj69+9IkybBTJ48EgCLRaVVq0iefmpohbOibMnKg4fO1ijGhsK2OtRRA9MBfH21RQTZklwUolxffLEKVVUZcFMnbuzXAYDMzDw50RJVp6pYzKAWqyjGi2/LFWuisTi3qFRO0Fxo0lqeVsRauahaVEDFYpafTyGEEODh4UanTs1o26ZJvZr9aUvK2JI0ouFILiOxpigKN93UCYC//mqY143OWudHnjp9vsJtk6xtUW1J8rrUKMSPJyYMYegt3QgIcHxyrixNmmhV+Y6qPLZVLjoz/iDreKj0DEkuVobFZEE1W0C6oQghSqhycjEuLo5nn32W8PBwxo8fz6ZNm5wR11UtNlZLFDiqcvHoUe04nTpFl3rsjpHaPL5Fv23DZCq9On7vvlMANGlq3yazd+82APy1Id4hMQrHqGxyEcDLy93uZPKm/h0JCdYqHpvHlk5W9bxGm2MTfzixRm1NzpxNB7RVjSVnfbZsGUHPa1rqn/e7oQMTHr+ZLl2iee3Ve3B3d63w2G1ba9WXh+KvjuSirf2rbXWoI/jJzEUhLisn5wIbNmp/+x54oJ9+wltUZCL/QlFdhiYaIhWwWLCYVJRLmoQY3Q2YCyxYCi6+P1PNYCm2XLYdqo2ioFUrqioo1rmLQgghRD0VHh4AaOc4F+Q9VYNiq1yMiLRPrPXtq1032r7jGHnWcQINhaqqetLp/PmKW31eTLAGODOseqt1q8YYjQbOnct2yNxFW+Wif4BXjY9VnkBrx6906UBTIa0lqtYRRRbUCiFKqnJyccaMGSQmJjJnzhxSU1O5/vrradeuHW+99RYpKdIb3xGaN79YueiIX9q2N0S2HuglXX99O4KDfUlLy2Ht2gN2j6mqyu+/bwe0xFNJfftY3yRuPyZv/OuRtPTKtUUti6urC29Ov59//mM43bs3L/V4UJAvrVtFArB5y9Fqx5iYqCUXIyMqnjcz+t7r+XDWIzRpHFypY7dpo1VCHjp05qp4w2Obi2hrZeoIfn7am3dpiypE2dauO4DJZCYmJpTmseF4eLji5qZlhbKuknmvwnFUi4pqsqCilqrOVwwKKGDKK9LnJaoms5aINFaictGg5RUthWa9glGrYhRCCCHqH19fT3x9tMWvyclSvdiQ6FV7l7QEbRbViCZNgikuNrN1a83Hq9Sm3NwCiq3z5c5VIrmoz1ysB5WLdcHT043YGO1a5oEDZ2p8vKwsa+WiE9qi2gQHSeViZalm9eKixavgWpsQovKqNRXXxcWFkSNH8ssvv3DmzBnuvfde/v3vf9O0aVNuu+02Vq1a5eg4ryrNohphNBrIzr5Q4xlOqqqSYf1DGRRYuprNxcXI8GHdAfj3f75l0M2v8PPCzQDs23+a02fS8PR0o98N7e32i4kJJSIikKIikz7TUdQ9vXIxuOrJRYA2bRpzxx29ym0/amuNumlT9StWkxK1E4/ISMe/6Y6NDcPV1Uh29oWrop1Oli256Oe41Xy+vrbKxXyHHRNg5co9vPnfhXq1pRAN1apVewEYYG3zpCgKgdbqRfn5FlWhWlRUFcyFZrt5iyVp1YtmLAUmQKtaxKLqbVMvR1EUFAMUZRZSnFUAZotcDBBCCFGv2RIzibV4LmexWLBYpM9feYqLTRUu3NXP8S9JrCmKQt8+bQFYtGgby1fsZufO42RlOfZc05FMJrNd1SLA+XOVSC7Wk5mLdamtdezNgYM1Ty7qlYv+zqtctHX8Sk/PvSoWp9eExWTR8ooo+qJHIYSAaiYXbbZs2cJ//vMf3n77bUJDQ5k8eTIhISEMGzaMZ5991lExXnXc3V1p0kSr1Dp2rGatUUuutgoMLHvFz+23XYOvryeqqpKbW8Bbb//KXxsO8dvibYA2iNvLy91uH0VR6NO7NQAbN9VsBp9wDFVVSbMmo8tKJDtC717a9/zPtQc4Y50/UFWJSVrlYkQlKherys3NRZ8/eMgBcxctFgu//LqVXbsrHuBe20wmM3l5WmsZWytTR7AdK8eBbVFVVWXG+4tZ+MsWxj86m4STqQ47thC1KSsrny1btcrt/iUq+m2tUTMkuSiqQLWoqMVmVIv9vMWSFIOCYlQozi3GUmzBXGiuXNWildHdiNHDiKVIxVxklosB5Zg2bRo9evTA19eX0NBQbrvtNuLj7RdSFRQUMGHCBIKDg/Hx8eGOO+6Qri1CCOFgtsRMci0lF8+cTWPAoJeZ+cGSWnm+hub48RSGDp/Kq6/9cNnt9MrFyNLn+LauVxs3Heall79jwpOfcett09i796TjA66hc+eyuPW2aUx56Vt94bZ2/+WTi7m5BXrnn/CrtC0qQLt2WnJx/4HTNT5WrcxctCYXi4pM5Dewtr21SVVVLMUWFCMoiooqizGEECVUObmYmprK22+/TYcOHbjuuus4d+4c33zzDQkJCbz88st89tlnLF++nI8++sgZ8V41msdq7QTi4xNrdBzbaitvb/dyZ9Y1auTPrwtf4JeFL3Dr8B6oqsqk5+azaJGWXLxlSNcy94uLiwUc88ZB1Fx+fiFFRVplQ2VmLlZHx45R9OjRgqIiE++8u6haq7sSrasaGzd2fHIRoG0bbe7iwUM1Xy337Xd/Mf3Nn/m/Fxc4ZDWrI1fDlWxb6uPjcZktq0afuZjjuNWkqalZeuL77Nl0/vnsPFkdLBqkDRsOYTZbaNkigmZRjfT7A6RysdosFgvHjiWzdevRq+73gmrWTtRVM6XmLZZkcDNgKTJTeL4AU74JxaVqb99tVY5ae1RZlV2WP//8kwkTJrBp0yZWrFhBcXExgwYNIi/v4r/pf/zjHyxatIjvv/+eP//8k8TEREaOHFmHUQshxJUnwlr5Zmsx6Wzbtx+noKCYRYu2YTKZK97hKvPJpyvIzS1gxR+7ycsrKHMbVVUvW7XXuXM0gwZ1oWXLCOK6xODr40FxsbleXkdau/YAmZn5bNx4mIySycUK2qLa2vgGBHiVWph/NWnfrimgLfQ2m2v2vr42Khc9PNzw8nQDIC1NWqOWy6K1QtVGNihwdZ2yCSEqUOXkYpMmTfjss8944IEHOHPmDD/88AM333yzXRvFTp060aNHD4cGerWxJe42ba5ZVaDeJrOCSjZ3d1cahfjx7D9vpXs3bd6ewaDQq1drunSJLnOfttb5dseOJVNYWFyjOB3tamxpYHsz5OXljqf1DZKjKYrCP/9xK66uRjZtPqy30K2Ki5WLzmkXYpu7eLCGlYuHDp3lo4+XA5CRkUdCwrkqH+PChSJOnNBmp/659gDDbp3KW2//4pCfz2xrctHHxwMXF2ONj2dzceZigcP+HdkSvVFNQ/D2dicpKYODB2teWSpEbUs4qf0e6NSpmd39/tbkYlZm6aR8ampWnfxNslgsbNl6hNkfLeODD5dSXGyq9RgqcurUeW4b+SZjHnifp//xBcuW767rkEopKCjiiSc/5Z0Z1VtQczmWYq29EJbS8xZLUhQFo7sRxajg4mXE4FL5ykX9GC4K5kILliK5cFqWpUuXMnbsWNq3b0/nzp2ZO3cup06dYvt2bfZ4VlYWn3/+Oe+88w79+/enW7duzJkzhw0bNrBp06Y6jl4IIa4ctqqvmoy4qMrf65SUTEBbqLt/f/1LdtWlQ4fOsnbdAQDMZoveveNSmZl5XLhQBJRdtWc0Gnhpyl3Mm/MkH8waz8CBnQGt2q++2Wx9jfn5hXbddrKy8vWF3GXR5y1exS1RAaKjQ/H0dCM/v5BTp6p+/aQkW+tcZ85chIsjhdIzajaS6kqhqioWk332ULWoF8cyKGAxq1flNVchRNmqnFxcuXIlBw8eZNKkSTRq1KjMbfz8/Fi9enWNg7ua9bpWm223b98puwqlqrLNWwysZJtMFxcj77w9lh+/n8TqlS/z9n8fwGAo+8ckLMyfoCAfzGYLh48kVTtGR3t/5u/cMux1TtbwzUxDk5auvRkKdlLVok1UVAhj7rsBgLfe/pV3q3DB1WKx6CeKjctomeIIbVprlYu7dyfwxJOfsq2aM0Hf/O9Cu9Wr1WmN+vrUHxg95j3uGf0u//fi12Rk5PHTz5v57n9/2W1XWFjM70t2VGmQeLa1bamfr+NaopY8ntlscVhrEFsisUuXGHpe0xKA9X8ddMixhahNtlXJl67KDiynLepffx3itpHT+eTTFbUTYAnf/W8DE/8xhy+/+pOvF6xl8e87aj2Giqxbf4DzJVaC18cZztu3H2fHzhP88MNGfvrJcUkk1ayimi2oxZVrc6oYFQwuymWTkJdjcFFQLSrm/OJSFwxEaVlZWQAEBWnvVbZv305xcTEDBgzQt2nTpg1RUVFs3LixzGMUFhaSnZ1tdxNCCHF5FysXq5dc3LX7BMNuncpnn/9Rqe1tyUWALVuPVOs5r1SffaF9DV1dtYWsGzbEl7mdLbEWEuKHm9tlWjFY+fhYx3DU4DqXM5hMZnbsOK5/vv+AfSek85epXpR5ixqj0UDr1pEArFy1t0YJKFtHGP8A51UuwsVCjJJtcK9marEF8wUTqvni985iUsF6CqIYFFDRbkIIQTWSi9ddd50z4hCXiIwMIjq6EWazhc1bjrBs+a5qtXm0tXKoSptMFxcjERGBuLpe/o2hoii0sw5sPuiAgc2O8MuvW/n2u/VkZeXz1/pDdR1OrUq3zVt0cnIR4MFx/XlwXH8Avv9hI7v3JFRqv7S0HIqLzRiNBho18nNKbDExobRqFYnZbGHHzhO8Mf3nKrfay80t4FC8lhC7/bZrANi1K6FKx8jOvsCfa7WVnqdOncdiUfV/Lx98uJR9+07p2/5z0jxee/0H5s5dVYXjayv5bJWGjuLu7qqfFGY7aO6i7fdD27ZN6NOnLaAlXYRoaJKtF6AuXZVdXlvUP9fuB+DI0dpfgGNbWGGL9aefNmkrUetR69ETJ7QV4e3bay2U6mN7LNvfAoD3Z/1O/OGatau3US0WVJMF1axWaYZidSkGLTFpLrJo7VFltXG5LBYLEydOpE+fPnTo0AGA5ORk3NzcCAgIsNs2LCyM5OSy56NPmzYNf39//da0aVNnhy6EEA2ePnOxGsnFs2fTmfwvbUFnZRdV2SUXt5RdmXc1MpnMbNqkddF68olbANiw8VCZ7yOTErXORJGV7Ezk66uN9MjJqR+Vi4WFxezbd4q9+07ZLa49cMn70svNXTx9+jygXce72vXtrZ3vfzFnFa+89n213nOqqqqfVzm9ctF6/SxDkouoZhVTgVk7Rynxb101W8Bgyy4CqiqjFoQQukolF7t27UpGRuXf3PXt25ezZ6XlXU1d27M1AG+/8ysvv/I/Hv37x1W+IG+roggMdM4f5LbWZMmBepBcPHo0iXfe/VX//PiJlDqMpvbZqt6Cgnyd/lwGg4GHHxqgV6GdPp1Wqf3OWk88wkL9HdrKsyQXFyNffPY4X857Cm9vdxIT0+1WIFZG/GHt91d4eAA39e8EwO49CVV6Y/yXdTZbs2aNePqpoTz/3O18+slj9LuhPWazhZWr9gKwfccxPT7bfZWhVy46YQaBLWGZ7YDVpBaLRb8437ZtY3r3ao3BoHD0WHK1VySL/2fvvuOjqNM/gH++M9vSe0ghhRp6L6I0AQUVFduJXeCwwXknVvTO3s8f9t49GxZUsAEiFqoI0nsJkEB6b1tmvr8/pmQ32SS7YUvK8369osm2TEh2d2ae7/N5SLDk6ZFH0S6XN1Vc3LYtGwBQFeCTJ5xz7FUXJN15+4Uwm404eCgPi55dhmnnPopPF68J6PY05fBh5X36vHOHAwCOHi30a0TW2rV7seSrDV69lu9TX7/C1flAb73lWSdEc7jMIduU4qJs52CtiDltDWZgkO0yJKvkshqZuJo3bx527tyJTz/99JQeZ+HChSgvL9c/jh9ve8VzQghpa7R9rLKyGq9SVGRZxsJ7P9SjFPPzy/QUp+bkOc123LM3R1/A2dkVFVVCljkMBhEXnD8SoaFmlJZWY+++xous9EhQj4uLSudiVVXb6Fx89bXluOGm13Dfvz92uVz7W9I0N3dRi1DNzHSf7taZXH75GbjpxqkQRQHLl291Wajnqbo6ux5D68+Zi0B9yluxD4qLdXU2zL3hVdxx1/unPHMy0LgkQ6pTOxaZ2q0I5biFS/Uz3BljAOfUuUgI0XlUXNy6dSu2bduG7du3e/SxdetWWK2+idPrzE4fo0Sjajs1DoeEe//9Ef7a6nk8o9ba72ksqre04uKeNtBt8N33W2C3S3ohVTtp2VloMxfj4vzfuahJTIwCABQWlnt0+5MnlGKSv1f0CYKAHj2ScPZZQwAA3yzb5NX996kHTX2yUtG/fxoMBhGFhRU4ccLzYtgvv+4EAEyeNBCX/+0MXHjBSDDGcMYZfQAABw6cgN3uwNNPf63fJz7e825OvXPRx7GoABAZqUbV+ODgOienBFVVdTCZDOjerQuiokIxcEA6AGBdB+5erK6uQ3Z2Qcs3JO2G3e5AUZHSId6ouKge9JaV1xcXS0oqcTxHWXhRGeCTJ4WFFSgtrYYoChg2rDvOPluZbfPlkg2oqqrD6l92BnR73JEkGUfU58jwYd311e7+SkJYsXIb7rrnf3jm/5a6dI63ZK86v/dWddX+ho37UVzc+pksnHNIVgdkuwRZVjKFWht16i3BwMAlDtkuKycFSCPz58/Ht99+i9WrV6Nr16765UlJSbDZbCgrK3O5fX5+PpKSktw+ltlsRmRkpMsHIYSQ5kVEhCAiXOlscy78teTAgZM4eCgPoSEm/Rh1n5tCmDNJklGgdqNFRYVCljn+/LPtRbQHg3Z8n5CgRJ2OGtUTAPCL0z5kRUUNnnzqKyxVj7U97VwMV3+/lW1k5qKWEKYtEoyPc12sbbEYATTfuXj0qNK5mJmR6I9NbFdEUcC110xA795KPKp2/OQN7ZjKZDIgJMTk0+1rSDt/5otY1J9W7cCu3cexbt0+fP31RkiS7DL6xnnsTlsi2yTYqxyQbDIEIwMEpnQvcq4UG3l9LCoAQCswEkIIvIhFnTx5MoYMGeLRR21t21iB1N4NGpSJsDAzAOC6aydi3Li+sNslfP7FOo8fw+/FxT7KiZfjOcU+i1BsrU1/KjEml116OgDgSHZBu1stdCpKSrRYVP93Lmq0aNPmdrSdaZ2LySmBmUVwwQUjAQC//rrbo5WrGq1TJSsrFWazUY8zffLpJfjvM9/oA+vdKSmtQnZ2ATZuVGZ2TBjf3+X6Xr2SASgHwFu3ZuvFB8C7HVptRoVWCPQlbTWpL57T2sFar17Jerfq2LFKVMpHn/zeoVYHr1u/Dznq7/PuhR/iqmuex6FD7uPySPuTX1AOzjlMJkOj91R3nYvbth/VP/dFN151jRWffb4Ot9/5Pi657L84d/pjeOiRz9x24e1RC2LdMhNhNhtxycWnuVzvabe5P508WQqr1Q6TyYCUlFj066dERvojCeGvvw7jEadYpl9+3eXR/YqKKlBUXAlBYJg8eRD690+DJMlYvmJrs/fjMoej1gHJKrnMN1QKixJkqwyIArhNDkgkqoYJ6txFW9s8sRFMnHPMnz8fX331FX7++Wd069bN5frhw4fDaDRi1apV+mX79u3DsWPHMGbMmEBvLiGEdGhaB9wJ9djRE5vUouCwYd0xZHAmALTYMVVSWgWHQxnZceZEJQa7LSQytQUFBUpxMVE93p+qLdpduknvKP32281YumyTfvzTs4f7xTYNRYRrnYtto7iYm6v8nRmNIsxmo34OQaMdvzc1c7Gqqk6/LiODOhc12uLL8gbJLp4oL1POEURFhfp9EZ4+c9GL80VN+WbpH/rnr7+5Etdc9zwuuPAJ/Pb7bmQfLcD0Cx7Ho499ccrfx5dkhwxHrQSAQzQLyigF9ZgBshJ/yjka/B445E50rpUQ0jyPiotHjhzB4cOHceTIEY8+Dh8+jIyMDH9ve4dnMhnw5BNX4957LsYNc8/ClTOVeZfbtx/1ONKrtMz7mYveiIoKRWqq0oXWMJM+kEpKKvVOxQvOHwGTyQCr1a4P1m5r/DHrqLgV8zVPVUKC2rnYTESIM+33kRqgWQRZvVPQJysVDofkVaeONlMrS11tN2SIcpJx8+bD+Orrjfjq641u71dYVIFLL/svrrz6OdhsDqSmxqJnT9eDrG6ZiTAYRFRW1eGHH/8CAIwY3gMAUFpa5XFB3F8zF5XH1IqLp17426/+W/btk6pfduEFo5CaGou8vDI88ugXbWoGXGsdPHgSd9z5Pubf+hb27s3Fli2HwTmnExQdiHMkasOD3OgYN8VFNRIVOPWTJzm5xZh7wyt47vlvsX79Ppw8WYqysmosX74Vmzc3XmHvvEACAHr3SsETj1+NJx6/Wt/OSh/EHp8KLbo8MzMRoiigXz9lEYc/5i5+8eUGSJKMrl3jAAC//rbbo/dhreMhIyMBISEmnHfOMADAd99vxpEj+U3+XrnMIVslOGoccFTb4ai1Q7ZJkOockGsdSkFRVjoIBYPX489PiWAUAKuDZi42MG/ePHz44Yf4+OOPERERgby8POTl5ekLJqOiojBnzhwsWLAAq1evxubNmzFr1iyMGTMGp512WguPTgghxBsZ6UqB5vARz1NAtIXGI0b01Pd/tPSBpuSr+3bx8ZHo0b0LAOB4TpG3m9shaR2d2vH+2LF90bVrHCora/Htd5sBADt3K0kQZ00ZhCefuBoTJvR3/2ANhOszF4PflFBdY9UX+H704b/w4Qf/xAA1ZUej/T01taD66NFCAErHo9aVSeoXX5a2oriodS76e94iAMSoi/NLS6pQUVHb6u7CgwdPYteu4xBFAd26JaKqqg7Z2YWQZY7XXl+O119fgYqKWvy0ajusVjsAJc75lVd/xCuv/uhVDLQvyA5Z+bBKAOfKMYKKCfXHKlKdBNZwopHAINs5HU8QQgB4WFzMyMjw+kMU/TNPrbMZPqwHpk8fAcYY+vbtCpPJgJKSKn11WEu0HaVYP3UuAvWFEX/FrH3x5XrMnvNysysX/9yszKzr1TMZsbER6JapxFEcamPRqPn5ZTh3+qP47zPf+PyxtQHUccHoXCzwrLio/Q6TPYxM8YVR6lzIgwc96yCrrrHqXT29s5Ti4szLz8CVV4zDRPWA6fsftrjdkfrjjwOoq7PrX19w/shGRQij0YBu3ZS/z59WbQcAnHnmADDGIMsc5eWe7XzrMxf90LkYGaHNXDz11aTaXMW0tHj9svBwCx595EqYTAasXbcXy1dsO+XvE2zHjiknIgoKyvHv/9TP6/BmxTVp2+qLi41fv7QD3+pqqz4fxLm4WFtra/WBamFhOebe8CqyswsRHx+JebdMw6sv34Dp5ylzCt97f3Wj+2gn0/o4FfUnjO+HCeP7IU6Nejru4X6Et/Lzy2C3O1q8nbYgqHs35WRef61zcfdxnx+o5uQqP+sNc8+CyWTAiRMlHr0naJ3XfdSTSpMnD4LJZMCRIwW46prncfW1z+u/b3cEk7LyV7bKcNTYIdXJYEYBTGTgdhlc4gHtXAQAQVTmLso2Ohng7NVXX0V5eTkmTpyI5ORk/WPx4sX6bZ599llMnz4dl1xyCcaPH4+kpCQsWbIkiFtNCCEdk7Y48+DBkx7d3mq16/tdI0f00Pd/WupczM8vAwAkdYlCWrpyrHL8OBUXgfpCmhYxK4oCZl5+BgBg8Wdr4XBI2L1b2U+aceEojB/XD6Lo2YIpfeZiGygunlC7FqOiQtE1NQ6pqbGNzlX07qWcE2hqQbU2bzGD5i26iFKPjxrOrvSEdh9/z1sEgDh1cf6u3cdxwYwncP8DrZu5rcUDjxvXFw89cDmyeqfg0ktOQ0S4BdnZhfj1t90AAJvNoS9A3vTnIXz40W/48KPfMGv2S7jrnv/hn7e9o3cO+wuXubIIssoO2S6DGd0cjzBAssoAeKPFkNpCSZrhTggBvIhFJcFnMhn07h/nuLXmlPo5FhUAzj5LmeW0+ped+gocX8nNLcGLL32Pvfty8fY7q5q8nda5MVwtdHZXVx4ePty2IgnXrN2LsrIaLPv2T5/ELjgr1mJRAzhzMUGdEVhY1PLOjyzLOKCezNWKv4GgDVXXdvpbcuDACXDOkZgYpRflo6PDMH/eObjn7othMhlw+HC+2xkeW7dmAwCuunIcvl12L66+arzb76FFq2jFhuHDeiA6Wtlx1mZntkTb4fZH56J2wFdZeeqdi/n5yt9Gly7RLpdn9U7B9dedCQD49NM17X7VW5HTDLYTTh3TbbV7ui37adV23HnXB5h/61v4csmGYG+OLk8tlCc1+FsGgIgIi35Cpby8GtU1VhxocEKstd2L3yzdhPLyGnTrloi337oFV105HoMHZ2LO7MkwGERs+esIduyo3yfgnOsn07SimDOtey/HDyfPVv60DRdf+l9ccdVzWNvCTFWtuKgttujdOwWiKKCkpEp/3fAFzrked9WzRxJGj1YWnHiyIEqfv6vue0VEhOCyS0+HIDAwxlBQUI4tfx1u9jGYyCCYBAgmUY8a4jLgqLEDQmALi9r2cJmDU5SRC86524/rr79ev43FYsHLL7+MkpISVFdXY8mSJU3OWySEENJ6PXsqx0qejhfYsfMYbDYH4uMjkZmZiN69U/T3aW10iDt5anGxS1KMvhAyJ6ekU41WaYrzzEXNeecOR3R0KE6eLMWyb/9EQUE5BIHpnX2e0mJRa05h8Z2v5J5QFqA5Jys57+uHhpiQpu47N9W5mJ2tdC7SvEVX7sZGeEq7T1S0/4uLzslfNpsDv/62W//791RdnQ0/Lt8KQCm29+yZjHffmY8Ft12AmTPHNrr91q1HAADL1IIkYwzHc4qxZs0ebNp0EN9+92crfxrPcIkDklJUFEyC2+hZZhAA5trRqF+n3p6Ki4QQgIqL7c6gQZkAgO3bs1u8bV2dDTXqbDh/RmUOHpyJLolRqKqqw7r1+3zymIWF5cjJKcYrr/4Iu13Z4VyxcluTJ+r/VIuLI0Y0KC4eaVudi7t2KXFvkiTj5593+OxxZVnWu1QD2bmorWQsK6tptnsDULpkamqsMJuNyAxgcVErZGZne1Zc1E4mZ6ldi84iI0MwbpwyL/D7H7c0un6b+rwcNrQ7YmPCm5wP0Es9YAaU52ZaWpz+eytu5gDYWYU2czHCD52Lajdka1YZNqStCO6i/q04u/ii0bBYjDhw8GSzJ+izswtw9bXP6zGybVFxsfvf2wkqLnpFkmQ89fRXWLtuL7ZsOYwXX/re54tWWks7AZWUFN3oOkEQ9OdNWVkNjh5VInDi4yIQGmIC0LrioizL+t/9dddM1Bd0AErB/pxzhgIAPl28Vr88P78cZWXVEEWhUSwzAP0Eia87Fysra/Hc89+Cc44TJ0pw590fYMPG/U3eXnt/1t6vzWaj/vm+FjoNvFFWVq3HDCUnx2CiOgf3vfdX46JLnsafaoxaQ9U1VmxXi7bORdp5t0zDb788ggvOHwEAWLNmj9fbJNc5INVJEM3B2g0PfFGTEEII8ZQ2u+/Y8SKP9gM3bVLey0eO6AHGGMJCzUhXOxGffe5bfLlkg9uFjM6di10So2AyGeBwSHpaRWdW4Ka4aDYbMXWqsu/55lsrASgJFKGhZq8eOyys/vbBnruYk6MsQNNG/QDKzxmvJn3ExIbXpzUVlrudu3hUXcScSfMWXcRoYyM8TGZyVlparT6G/xfONzxXyjnHKi/P1a36eQeqquqQkhyjJ7tpLrv0dERHh8JoFHHZpcqc7q1bs1FaWoXffleOI154fjb+Mf9cTJ40EID/Z7/KDglgDecoumICa358AwNku9zuF4kTQk4dFRfbmUGDlFmWznFrTdHekI1G0WUHztcEQcBZavfiihVbT/nxiooqcPkVi/C3mf+H1b/shCAw9OiRBEmS8fEnvze6/dFjhTh5shSiKOjD27WYtcNtLBbVeS7lch/8W2kqKmr1FZbaTlwgREaGwGQyAGh6wLlmj7qD1Lt3MgyGwMUmp6szO8rKalDqQbeo1m2kxZ80dN45ShTh8uVb9WhSQIlJyckphiAwDBzY/MzZ3r3qi4tDh3QDYwyx6gGMViRuiT9nLmoHV1v+OnJKO4s2m0P/eRp2LgLKtp8zTZlhttipONLQ4s/W4vDhfLzxxoo2O59RKy5qMToTJyoFDOpc9M7BgydRXW1FWJgZcXERsNkc2O5hp76/Oc9cdMd5da4Wh5uSEotwrRO4yvvop61bs3HyZCnCwswYP75fo+svnjEaALBu/T7U1SmLiX75VenI69UrGWazsdF9unZVY798WFyUJBmvvb4cpaXVSE+Px9ixyiKMpgpvVqtdjxLWCopA/ZzblmLMvHHihPIcTEiIhNlsxIQJ/TF4UAYEgSE/vwwPP/I5qt3MOPn00zWorKxF165x6Nu3q8t1giBg7BnKz7h27V78vmYPbrz5Nb3DQrbLsJbWKTNMVLKDw1pUC3uFDfZKO5ioRKYSQgghxFVCQiQiI0MgSbJHC0Sd5y1qtLj1VT/vwP8tWoqdO481ul+eU8KKIAh6ugNFowIF6tiTxATXBaJTzxoCQDm2BoB+6r+zNwwG8ZQW3/lSrhqdr/3uNUnqMV1sbDi6dIlGRkYC7HYJt93+nn4crslWZy5mBHABdXugRZqWlbamuOj/8U4ai8WEkSN7Ij09HtddOxGA0tjgjW+WKh2IF1wwEoLgepo9PNyCt9+ah/ff/QcuuGAkAGDHzqP49rvNcDgk9OmTiuHDeuCKmWMx83Kly3H37hy/Fe24zCHb+SknqDCRKUkoMhUXCensqLjYzgwcoBQtjucUNxvxAbi+ITe3IsUXpp49BIAS++lux90bf2094jK37pKLT8O//nkeAGDZt382Ogn47bfKQPFRo3rpq+a0k5XHjhV5NPspEMrLa3BMPVARBIZdu47rc6BOlVbAiYwMgdFo8MljeoIxhni1k6aghegIbQZY3z5dm72dr4WEmPSCj7bj3xytgNDwAEMzcmRPZGQkoLKyFs+/8C1sNgeOHMnXoy169kxucZB7L6fC5ZAh3QDUZ/031QHXkD5zMcr3nYtjz+iL0BATTpwowbbt2ZDl1q1I0/4mzGZjk/MS/va30wEAa9ftc1tEcjgk/PrbLgBAfkE5tmxpPoIwWLRY1FnXT8LHH/0Ld995EQDl99lWOu/ag63qwplBgzIxaqRygmhTE51l/lZTY8XatXv131+eWihOdjNzEaifu1jasLiovh5UtWKG6fc/KB3SkycNgsVianR9794pSE6OgdVqx4aN++FwSFj82ToAwIUXjHL7mOnpvj1x9tvvu3HpZf/FV1//AQC4/bYL9Lh0bRZPQ59/sR4Oh4SEhEiX6CktVstd7HRraSeNtEUToaFmvPrKjVj+w3+QmhqLouJKfPDBLy73KSmtwifqYqYb557ldkHMiBE9YDYbkV9Qjvv+/TF27DiGV19fDkA9aK+VYC2xQqpR9kGkGjukWgm2ChskmwTBRLvghBBCiDuMMT0a9UALM5IrKmr0/QYtxQgA/j5nCq69ZoI+jmL9hsZpCvWdi9EAgHQ1GvVYJy8uyrKsLxxObJA+k5WVoneFAkD//t4XFwGnMRytWHznCydPlqKgoFyPzk9NdT32T1YXE8bGhEMUBTzz9HWIj4vAoUN5uOxvz+D5F79DWVk1bDaHvt9PnYuuYk4hFlU7lxmIzkUAeP7Z2fj4w3/hb5edDlEUsHdvLjZs2I9KD+aCHjqUh507j0EUBZx37nC3t0lOikFmZiK6ZSYiKioUdXV2vPnWTwCA86eP0G/Xs2cSDAYRZWXVPl+kzCUZsk3SC4LNzX3nDdKKuQzYSuog2+oXejOBAZyDU3GRkE7P6zMb3bt3R3Fx44JIWVkZunfv7pONcufBBx8EY8zlo0+fPvr1dXV1mDdvHuLi4hAeHo5LLrkE+fltq2vNFyIjQ9BDjQnZuPFAs7ctCcC8RU2PHkmYOLE/JEnGwvs+OqUBxFoEwIUXjMTiTxbg1n+ch2FDuyM5OQY2m8OleGm3O/D9D0px8YLzR+qXJyZGITzcAkmScdSDgtKpOplXiudf+A4f/O+XJourWtdielq8PhvyRx/FPGqF5kBGomoSE7WYkOY7F7Xioja7KpC0Hf2jHqx81WM8uzSO8QSUYfb3LrwEjDH88ONfuGDGE7jqmufx9H+/BgC9e7Y54eEW9OmTCpPJoM//io31vHNRkmR9lac/OhdDQkyYpEZyfPzJGsya8zKuvvZ5r4tkzpGoTS1wyEhPwHnnDgfnHI89/oXefaXZuvWIvjIWAL77oXEcbVtQohYX4+MikJmRiMjIEL1jnLoXPacV6YcMztRXn2ux14H24Ue/4c67P8Bdd/8PdXU25Kvva551Liq/85SUGESoxUVvT57s2ZuDn1ZtBwCcd+4wt7dhjGGCGvP5y6+7sfqXncjPL0NMTBimTR3i9j5paudizvGiU14Ra7Xa8dhjXyC/oBwRESGYd8s0jBzZU+8WOHDwZKPXjaKiCrz33s8AgJtuONvltUGLH927L9dnq3Vz1RM+qSmuJ43Cwiz45z+UhUufLl6jnxgCgI8++g01tTb0yUrFmWcOcPu4ZrMRo0Ypf6PavKB16/Y16LDgsJUrBUap1gHBJMAYaoAxzOD3RV+EEEJIe6ZFo7Y0d3HzlsPgnKNbZqJLfHxSUjRuunEqLrtUWcj4xx+Nz51oi0q1hBVt7mJn71wsLa2GJMkQBNYoMpIxpi8sB4B+/Vq3cFhL9mjN4rtTVVxciWuuewHXz34Rhw4rf1/OMxeB+r8FrbiamhqLZ5+dhbSucaisqsPixWtx9bXP49/3fwJZ5ggPtyAuLvDnYtqyqCgtFtX7USv1saiBS+USBAExMeEYqR6DLrjjPcy4+Ck9dtkdSZLx0ss/AADGjevb4t+AINSnrTkcEoYN645zz6k/zjObjfqCCF9Ho0p1EhzVdjhqJXDedCSqVOOAtaQWsqP+WIzbJThqJdgrreANgqRkmrtISKfndXExOzsbktR46LLVakVuru9irNzp378/Tp48qX+sWbNGv+62227DsmXL8Pnnn+PXX3/FiRMncPHFF/t1e4Jl4gTlRGJL88dKtNU+fpy36Ozf916KHj2SUFxciede+LbVj6MV4QYNykRaWjxEURkwrL0JayefAaVTsrS0GnFxETjj9Cz9cmW1o3JAcuDAyVZvi6fee281Fn+2Fq+9vgI33PSafkLY2S715+rfPw3nqTsQy7790ydDzIvVglRsXGB+1860g7jmiosOh4R9+5UVpUEpLmpzF1soNMuyrP8cXRKjm7zdwAHpmHn5GQDqOwirq5WO2sEeFBcB4Jn/Xof33/sHuqqrJOPiPO9crK6u00+8+2PmIgCco/6NrlmzBwcOnMSRIwX49dddXj1GvlPUUHNu/ce5SEiIxPGcYrz19iqX635erUQ89lbjEn/5ZReqq/1/EOpwSPj66434y+n1hnOO1b/sdNs9qXUuagcUjDGkJCsHqTR30TOcc31u6ZAh3fTV5/v2nWgUPxQIWqz2pj8P4oqrnoMkyRBFQe/Wbkg7+C0urmzQuag8R7XXCE8UF1finoUfwmZzYOwZfTBgQHqTtz1TjeBdu3YP3nhTmX9z6SVj3EaiAvUdfJVVdac8V3XVzztQWVWHpKRoLP36Hlx15XgAygm96OgwSJLs8h7MOccLL36Pmlob+vXtiqkNCqA9eyZBFAWUlVW3uGDFU7n676Jxx+kZZ/TBsKHdYLdLevyR1WrHt98pi5bmzJ7cKNrI2bixSlRtdHQYhg1TFth9srh+31QwCeAyh73SDtkugxmooEgIIYR4or5zUdmPWLd+H+686wPkNIh1/1OPRHWdc6YZrS4E2rM312W/Jze3BJWVtWCM6QvHtLnUnb1zUUufiY2NcJvecPZZQ2A0ivqiytbQkj086Qzzte++34KaGqs6NkUpYjnPXASAiy8ajeuvOxMzZ47VL+vRPQmffHwbnvnvdcjMTEBJSZU+AuDii06jhWMNaAsva2qssNm8SxMrCXDnorNZsyahT59UREeHobbWhoX3fYT9B9ynqrz+xgps/OMAzGYjZl8/yaPHnz59BGJjwzF71iQ8/+zsRsds/dRxDLucRiqdKtkhQ3bIYAYBAIfQxDGJVOuArcwKqU4Ct9Wfp5SsErjEIdVKkGudfpeMAVRcJKTT87i4uHTpUixduhQAsHz5cv3rpUuX4quvvsIjjzyCzMxMf20nAMBgMCApKUn/iI9XVhOVl5fj7bffxqJFizBp0iQMHz4c7777LtatW4cNGzb4dZuCQVvZsnnLYZzMa/qktVakCEROOaBEjd32z+kAgD17WldodjgkPdakf4P8fi0+Ujv5nJNTjPfeWw1A6epouOPby8MoFV/Y8tdhl+/51NNf6REbmp276ouLEycOQHR0GAoLK7B27d5T/v7a7zoYnYsJ6hyGwmZmLh49Wgir1Y7QULMeNxNIWnHxSAudi1q0CWPMZXi9OzfdeDb+9c/pePKJq/HR//6JYcO6Iz09Xl/p1pLYmHBkpNdHp+idix7MhdQKmqGhZr/Nrxw8KAMp6gpOQc3j1064e6qlLlBNREQIbvuX8trhPN9AkmT8ohY0b7rxbKSnx8NqtWO1WnD0F6vVjnvv+whPP/MN5s1/E8/83zdYv34fFt77Ee7798e46+4P9BmngPK6pcW9xMXXPwe1ON6TanGjqqoOK1Zuw4oVW1tchd0ZHT1aiLKyGpjNRvTJSkFCfCS6ZSaCc47Nbgq6q3/ZiRkXP4Wt2464ebRTp/39On9+zrShEEX3u07d1Fm/Bw+e1AvKKSkxCI/w/uTJy6/8iMLCCmRkJOD+//yt2ZMV/funIS4uAtXVVuTmliA6OgwXqbMY3bFYTPoq7FOdu/jV1xsBADMuHOVyYMwY09/DnQ+Mv/hyPX5atR2CwLDgtvMbFe7MZqP+eu2ruYtNxV1p2zl16lAAwG+/7QYA/PLrLlRW1qJLl2icdlrvZh972tQh+Mf8c/HiC3Nww9/PAqAkEhQ7xdaLFhGyXYJgFOikEyGEEOIhrXNx375cfLp4De5Z+CHWrtuLz75Y53K7P9SuoqaOwRISotC9exdwzvVCJAD88KOShjJyZE99tAp1Lirq5y26Px5OTY3Fm2/cjFdevqHJ/eKW1Cd7BLZzUZZlLF22yeUyi8XYqOMsNjYCN8w9q9E4BEEQcPqYLLz79nxcd+1ETJs6FB+89w/cdOPZft/29iYiwqL/fZSXexeNGsiZiw0NHJCOd96ah6+X3I1hQ7uhpsaKm295A2+/s8olkWXrtiP48KPfAAD3LrxYXxDRkjNO74Nvl96Lv8+Z4vb5o80x3dPEeInWkO0SuKzMSRQMgttIVNnOYa+wAUyJPJXqlOIi54BslSAYGZhBgL3Krnc1MkHpXKRoVEI6N4/3BGbMmIEZM2aAMYbrrrtO/3rGjBmYOXMmVq5cif/7v//z57biwIEDSElJQffu3XHVVVfh2DElfnLz5s2w2+2YMmWKfts+ffogPT0d69evb/LxrFYrKioqXD7ag+TkGAwf3h2c82ZjNbU40LQ097Pj/KFbN+WkYH5+WaN4Q08cOpwPm82BiHALunZ1XT02eFAmAGWG04qV23D1tc/jwMGTCA0148ILG8+W0gp9Bw/6t3OxsFDJ6hcEhhdfmINBAzNQXW3FI49+rneXVVTU6nGp/funw2QyYPp5Sh77EvXk7KkoDXCXqjOtCFfYTBTuHi0SNSul2S4Qf9FOVrcUkZundtrFx7tfpenMaDTgb5edjvHj+qFbty546YW/49OPF7Q4b7EpWudiS7NUAehdXJGR/ulaBJQDpzsWKLPTXnx+Dhhj+HPzIZfowJZonYsNZ3W4M3JkLzDGUFRUoRdYDxw4ibKyaoSHWzBieA99YcX3P/o3GvWBBxdjzdq9+t/Akq824vY738dvvyvFh5pamz6HBKiPshVFAdFOsyWT1U4prdD08is/4MGHFuPBhz/D7L+/rD9viULrSu/fP02fHTtcXYXuLo5m5cptKCgo98kCDXe0GNS77rgQC247H198dgfuXXhJk7fXIj337M3Ri5EpybH6yZMqD0+ecM71KNjbbzu/xdcUQRBw1ZXjEBFuwcUXjcb7787XVwo3RZspeyqx4fsPnMCuXcchioL+fuZMi8nao0b6bN9+FC+8+D0AYN4t5+gHzg1lZSldyvt8XFzs2mBFumbsGX0gCAx79+XiZF4pvlmqzI684PwRLZ4wMxhEXDFzLHp0T8LAgeno3z8NISEml4UsjDEYQg0QjDRjkRBCCPFUt26JiIgIQXW1FS+8+L2e9uO8T3jiRAlyc0sgigKGDmt6RM+okcoYio1qNKosy3oKlHMkYZo6SzA/v7xNzUznnOPjj3/Hzz/vCMj3Kyxs+Riud68UfX+yNbSZi1UBnrmoHc+Gh1uQmaks9E1NjfN6AZjZbMSNN5yN+/9zmcdFpc6GMYYo9di41Iu5i7W1NtTVKc+/QMaiNmQyGfDkE9dg8KAM1Nba8PY7q/Dsc/UJbe+qjQ7nTx+Bs6YM9tn31Y6h9u7L9UnKGZc4ZJvstluRc+iFQkeNDZJNhmASIBgEyDYJsoODO2TIdhmCQYBgZJBtEqQa9fWRKXMX4aNxFoSQ9snjMx2yLEOWZaSnp6OgoED/WpZlWK1W7Nu3D9OnT/fbho4ePRrvvfcefvzxR7z66qs4cuQIxo0bh8rKSuTl5cFkMiE6OtrlPl26dEFeXtPdIU888QSioqL0j7S01g2jDoZzz1FO5H2zdJM+K6ChQ2qkW3e1myIQoqPD9B3FhpElntAiUfv2S2tUhEpLi0NsbDhsNgceefRz2GwOjBzRE++9M7/RijLANUrFV7Ob3PlrazYAZQc7MjIUDz5wOUwmA7bvOKp3K778yg+oqbEiMzNBX4U548JRYIxh06aDmHnFInzeYBWmN4qLlSJFcDoX1eJiM52L2snlPn1aN5PhVGkzFwsKypuN1KzvtIsOwFa50n532u+yOVrnoj/mLTo77bTeePCByzF0aHc9aui77z3vXtT+PZM8+PcMCzXrUUT71QjdXbvUgny/NBgMIqZNHQrGGLZuzW7UGewrNTVWvYj43KJZeHbRLJw2ujd6907BsGHdER2t/Js7v+5qkaixseEur1spWueiWlx0nptgt0uteo1sjzjnKCgox+Yth5qM/a2oqMXHnypxksOGdtMvHzNa6Rxbu25vo9fxo8eUwpiv4jOdWa12vRt10qSBuPSSMXonb1PqIz1rIEmyEhcVH6HHonp68iQ/vxxFRRUQRQH9+zcdh+ps5uVjsfzH+3HH7Rfq3eTN6d1LKeBpz7HW+OknJf57wvh+eue1s75qpM/uPTngnOO557+FJMk4a8ogPVbanfq5i+7jh7xhtdr1hQBN/f5iYsIxaFAGAOD111dg69ZsCAJzWzBtDmMMD/znb/jqy7sxYpj7aLaWcM5Rc7wKZduLIVlbPpnAOUflvjIU/HICJX8WoOZYlV/3dwghhJBAMZuNeOeteXo6wpkTB0AQGI4eLURBQTk451jylbJIt3+/NISp3YfuaDPuN/2pLN7aujUbJ0+WIizMjAnj++m3i4kOQ3i4BZxz5OS2nf30PXty8NIrP+DxJ74MyPu8tm/dUpLPqQhWLOqyZX8CUNInbrlpGgSBYajTsQfxLW3BY3mZ56MYtAW4ZrMRISEmv2yXp8LDLXjl5Rtw7z3KyK3lK7aiusaK3XtysGnTQYiigOuunejT75nWNQ5hYWbYbI5TWgiq4ZwDHG7P/nObBFtxHWylVkjVDohmEYwxMAMgOWRwmwTZKoHLHExkYIxBMAlwVDuUkQ8CA2TeaA4jIaRz8XoZ9ZEjR/Q40rq6wEUYnHPOObjsssswaNAgTJ06Fd9//z3Kysrw2WeftfoxFy5ciPLycv3j+HHfZVr725kT+yMhIRIFBeWYNeelRl0dDoekvxH1UItZgcAYQ7q64u/YMe/jRHarrf9aznjDx9bmLkqSjF49k/F/z1zX5Iq5bt0SIYoCystrXLqMfG2bGsk3eIiybUlJ0ZgyZRAA4KuvNuLPzYew7FtlJ/buOy/SOyFSUmIxfbpy8vLY8SI8+9y32Lu3dZ0aWgRbXFA6F9VY1GZO8GvxdsGYtwgoKyO1g6ODzcTkehrj6Q/ayfnKytoWZxLonYt+mrfojnai/fsf/oIse7b3WFDg2cxFTa/eyoIArbi4U11soM2bS0yM0oucP/ipe1GLQdJmqI0e1QuL/u96vPfOfLz0wt/RvbvyeuocSV3cYN6iRpu5mHuiBLIs66+J2grM5gryHUVdnQ3/WvAuZlz8FP5x69uYM/eVRicRJEnGQw8vRk5OMZKSonHxRafp1w0b1h0hISYUFlbokdnafbQCsz+Ki9rfbkiISV8w0xKz2Yju3esX8yQnxUAQhPqTJx52Lu5UC349eyT57YB6iPp+pcWMt4b2fjVqVC+312vv4zk5xXjp5R+wd18uQkNM+Nc/pze7Oly73+bNh5qNfveE1mkdFmbWV067M2G8MrdSi2WeOKG/R0Xahrp2jWvV74xLSgxRxe5SVO4tgzW/FpV7y1q8T+W+cqWgaJdhL7Whcl8Zao5SRzQhhJCOITU1FnfdOQOrVj6Axx69Ul+A9Memg3jxpR/w8Se/A0CLC4IGDkiHIDDk55ehuLhST0GZPGlQo1h3bVFkYUHb2U/f8pdyvqGm1tbkQj1f0mYutmZfyFPa/nVlZeDOKTqng5x11hCMHdsXS764C7fOPzdg29DZaKk+hUUVWPLVBo+Of7VUoJiYsDYxUoAxhvPOG470NGVEy6+/7sJ77ytdi2efNbjFBajeEgRBH7eR3cJYH49wDoC7/beU7TIkmwRHtQOcQ+9uZIyBMcBeaYOtwuYSoyoYBcgOGZI6e5GDUSwqIZ2c18VFWZbxyCOPIDU1FeHh4Th8WJmD9J///Advv/22zzewKdHR0ejduzcOHjyIpKQk2Gw2lJWVudwmPz8fSUlNF9bMZjMiIyNdPtoLi8WE1169EX2yUlFeXoPbbn8XH/zvV30l27FjRXA4JISGmAJeKNFm6nk7CJ1zrp/obDhvUaPNXRQEhnvuuajZ6Eqz2agXOvcf8F806la1c3HI4PoVbxer865+Xr0D9/37YwDARTNGY7BaHNUsvPtifLvsXkycqJzYfOudn3AyrxRr1zbu0mmOtgMWGxf4zkVtFkNhYYXbmEe73aFH0/YNUuei8/dubjC2FuPZJTE6EJvkIiLCAqNR+XvWfp9N0WJF/BmL2tD4cf0QGmpGfn4Ztu842uLtOed6sTbRw9egrN7KCYP6zsX6OaUaLbroxx89L3J6Q1uUkZGR4Pb6pKRoAPXdiEB9cTG+wfMv2alzUYtXMhpFDByQ4XK/jsrhkPCf+z/VV3VaLEYUFJTj+Re/c7ndpk0HsX7DfphMBjzx+NUukZ5msxGj1eLV72t265fn5ZXpRfhTKdLm55fh5Vd+xIsvfY8vl2zQo2f0v93EKK8OarWTXkB9p5we++ThyRMtQlsrqvuDFjOenV2od2h6g3OOferzNCvL/aKRyMhQjBvXFwDwidqVOnPmWMS0MDulb9+uGDqkG2w2B557/lv8+z8f47LLn9E7Vb1xWE1waCnuavz4fvr1UyYPwsJm4m99SXbIqDpcgcJfT6BkYwHqTtSv6rYW1MJa1Phvxl5pQ/HGfBT8nIva48p7RXjvKIRmKq8/VQfKUZfvujrcUeOAtbgOjio7dTYSQghpd7RkkBHqXMVXX/sRny5W9i3+eet5mD59RLP3Dw016/v2e/bk4I+NSjyqtiDYWXx8y6k8gfbXX/Wzx52PQfxFG3fS1MxFXwjXxwYErnPxxIlSlJfXwGAQkdVbSfFITIxqcRwKaT3tuO7NN1fimf9birfe/qnF+2jnOoIxb7Epypz2IQCAl17+AWvW7IEgMFxz9QS/fL9u6lifIz4oLnIZ4Nz9cZBklSCIDIZQEYYQ1+eBaFa+Fo2C/rlGMDDIasoKE6BHp8q2U49xJYS0P14XFx999FG89957ePrpp2Ey1a/OHjBgAN566y2fblxzqqqqcOjQISQnJ2P48OEwGo1YtWqVfv2+fftw7NgxjBkzJmDbFGjJSTF49ZUbMP284ZBljtdeX47lK7YCAA4fUU6odeveJeAz7tLTlR13bzsXN/5xADk5xQgJMTUqwmkmTxqIwYMy8I/553pUqOqlRr811612KvLzy/Q3/CFO29y3b1dk9U6BzeZAZWUtBgxIxy23THP7GLEx4bj5xqkQRQHr1u3DFVc+izvv/kCfA+EJbU5fMHbAEhOj0CcrFZIk438f/tbo+kOH8mG3S4iICEFKSuP42kDR5nvtbra4WAYgOJ2LjDG9e7GluYvabDptlmQgaHFEALB8+dYWb19ZWYeaWmXuahcPZi4CQG+tc/HASZSWVumxof361hcXJ4zvh/BwC06cLMWPHmyHt7LV4mJmE8VFLYI5T/1bAZruXExNjYXBIKKqqg7r1u8DoHQ2aX9fRUUds7hYVVWH+x/4FOdNfwxr1+2FyWTAyy/OxXOLZoMxhu+/34ING/brt9fer8aN7asf6DsbN1YpUK1ZUz9b8ZhToamwsKJVBZMtWw5j1pyX8dHHv+GTT9fg/xYt1ecYa/MWPZkX6sy5O1srLnt78kQrLg70Y3ExKipUP2jdtr3lxQINnTxZisrKWhiNIrp3a/p16OEHZ+pxY9HRobhi5tgWH5sxhltvPQ+MMfz++x78vHoncnNL8Pzz37V4X2cOh4R33v0ZAFqMu0pOisEjD8/EQw9ejocevLzZaLWWyDYJlXtLYS2qha24DnV5NajJqULtyRrU5dWgNrcaFXtLUbwhH4W/nED1oQpwiYMZBRhjzIgeGo/QdOW9vGJPKeyVyusolzmqsytRsrEAjgplzolgEhDZLwZhGREI7xmJkK5q9NSOEtTlK39vtSerUbw2D2VbilC8Ph9Fv+eh5niV/riEEEJIezFqpFJcLC1Vig+3/Ws6Lv9b01HrzrRzByt/2oai4kp1wV/jfS0t7cafyUfecDgkbNuWrX+de8I/oyGcFWixqF7uB3ujfmxA4DoX9+xVUrJ69kyCyWQI2PftzLTionZsdTS75cWC2oL1lhYkBtq0qUMBQF+YOffvZ/ntfIz2uEeO+KC4KMlgrPGxMpeVoqBzV6IzJjAIRsHt9UwQwGUOLgFggCxxOGrskKwSLWQkpBPyuur0wQcf4I033sBVV10FUaxfvTB48GDs3bu3mXuemjvuuAO//vorsrOzsW7dOlx00UUQRRFXXHEFoqKiMGfOHCxYsACrV6/G5s2bMWvWLIwZMwannXZayw/ejpnNRiy852J9p/qXX3YBAA4dUoppzhFtgZKWpsSUHveyc/Gjj5XC1AXnj9RPxjYUExOOV1+50eODiF49lc7VAwfq4/Sqa6y4ed4beOrpr7zavoZ+WrUd117/IgCgd+8Ul8g1xhhmqidRBw3MwLOLZjV7sjItLV7fWdG6cX5e7dnAdodDQpmaYR8XF/gdMMYYbrjhLADAkq826HGCmr17tXmLqUGNtdAGYzvPvWso38sYT1/TYm2bW5Fqtdqx8Q9lte24cf2avJ0/TD1bGVT+8+qdLUa3aoXa6OhQWCyexQRqc+Bycorxhxr1nJGR4NKhabGY9LkGr762HNU1Vm9+hBa11LmoFYzyTpbplzVVXDSbjcjKUn6mpcs2AQAyMxL1FdG+Pmmxd28unnr6K7cdxJoP/vcL5sx9BdMveBz/+/BXn35/zbr1+/DTqu2orKpDZGQIHnvkSgwalIFBgzJwycVKV7fz7E7t772pSJkxY7IgCAwHDp7Ub+vcGW+12r2OVDp6rBC33f4uysqq0atnMk5TZzuu+ll53dVexzyZF+rMuYsvVetc9CIW1Wq16532/uxcBKAv4nE+YeUpLeq6R/ckGI1Nn5wxm4149JEr8eADl+OVl25AWJj79/aGsnqn4Hy1C6FLl2gYDCI2bNyPVau2Y+/eXOzYeQyHDuc1e/D62WfrcCS7ANHRoZh13Zktfs9JZw7EWVMGn/L7lL3KjvLtxag+VIHyrSUo31GCyj1lqNipfF6xuxS1x6vhqLQDHBBDDYgaGIuECcmIHZEAc7wFYT0iIYaIkOsklPxRgNLNhSham4eqA+UAB0zxFsSPS0L8+GSEpConbRhjiMiKhiUpBOBA+Y5ilPxZiIqdynNGsIhgorLKuO5kDawFgZ1xRAghhJyqAQPS9fjxGReOwqWXeL6QvK+6AOzn1TsBKAtPnSNRNfHxyv58Wyku7j9wUl+wCfi/c1GblQ4AiQGIRa0I4MzFPep5gGCmKXU2zok0QP05guY4x6K2JcnJMRiqJqmdOXEArr3GP12LgDLiCfBNLCqXAQiNj2+4Q1YWODZRXGwOE5WCIpeUuYtc4vXfi2qLhHQ6Xi/Xyc3NRc+ePRtdLssy7Ha7TzbKnZycHFxxxRUoLi5GQkICxo4diw0bNiAhQTkB/Oyzz0IQBFxyySWwWq2YOnUqXnnlFb9tT1vCGMNZUwZh8WdrsXnLITgckt4J0qN74OYtajL0zsVCcO4+27uhfftysXnzYYiigL/97XSfbYs2u+mPTQdRXWNFWKgZP/6wBdu2ZWPbtmz8fc6URgUBT9TW2vDoY1/AZnOgZ48k3OcmQu3sswajZ48kZGQkeBS1ccvNU2E2G5CYGIXXXl+BP/88hNpaW4vzm8rKqsE5hyAwREUFZwds9KheGDw4E9u2ZePJp77Co49cgVC1mLpHPQkd7J34vmpxMy+vDCUllXqXoLP6zsXowG6cauCgDOzek4Ovvt6IyZMbx/QASoRkXZ0dXbpEo3ev5IBu39Ch3REfH4miogqs37Bf70hy53iOUvxJ6uJ5t2p0dBi6JEYhv6AcX3/zBwBgQP/GBZbLLj0dX3/zB3JzS/DBB7/g5pumevmTNE2LXtRexxrSik15TrPgipooLgJK/OSuXcdxQC0YZWYmOBUXfde5WFFRi7vu+R+KiioQFRWGm248u9Ftystr8NrrK/Sv33zrJ0yeNNDncyK059HECf3x8EMzXV7/xpyWhS++3KC/RwH1c/Ga2o7o6DAMHJiBbduysXHjfsyYMdqlcxEACovKvYoJfuedVbDbJQwb1h3PPH0tCgoqMPPKRfhz8yFUVNTonanedi727JEEg0GEwyEhOUXrXPR8Zfa+fSfgcEiIjQ3XC9n+MnhwJr7+5g+sXbsHNpsdgwdn4qwpgz26rxZd3NtNp2lDoijg7LM8e1xnd9x+AcaMycLQId3w3vur8eniNfjPA5+63GbhPRfrRUhnpaVVeOddJc3ilpvPQWRk0/MWfY2JDKHp4bCVWcElrqz4NQjqQTcHExjEUCNM0SYYo00QLY13xQWDgNhRiSjfVQpbUR1sJcoiCsEsILxHFCwpoW73rZjAEDkgFhBKUXeiBvZS5X6WlFBE9osBZMBaVIua41UI6dq2VoMTQgghLTGZDLhv4SU4eCgPs64/06sFQX3V8wKSpIxV0IoEDSXE14/8aAucI1EB/3cuVlbW6otItUKrP0ToyR6B71zUFh0T/2tYXCwsqoDDITV7fqytdi4CwMKFF2P9+n04f/oIvy6c1xJmjh0vgt3uaHYxZ3M45+Ayh7tN5Q5Zuc5N4bElTGCArBQXBZMBopkp38vOW/2YhJD2y+vOxX79+uH3339vdPkXX3yBoUOH+mSj3Pn0009x4sQJWK1W5OTk4NNPP0WPHj306y0WC15++WWUlJSguroaS5YsaXbeYkeTlZWKiIgQVFdbsWdPDg4dUouLPQLfudi1qzLbqLKqzuNZTh/8T+mgmTxpoB476AuDB2ciPS0eVVV1+OGHLeCc48uvNujXb/rzYKsed9/+XNhsDsTHReCdt+ehl5siD2MMPdQTzZ6IiQnHHbdfiGuunoCUlFjYbA78oXaoNae4pH7nSxQDG4GrYYxh/i3nwGhUuktuvuUNfU7F3j1acdH9XK5ACQuzIDNTKRjt2t24e9Fqteur5LztVvKVKy4fC4NBxJa/jmB7E1GFv/2uzJ0bN65vwDtBRVHAWepskp9/3t7sbXfuVOJn+/b17vfeW+3007qpnOctakwmA+bPOxcA8NXXG2G1+mZhi8Mh6R3XTUWc6J2L+WX6zMemOhcBYODADJevMzISkeCHFdHPPr9Mf7w/m3hd07YzPNyCYcO6w+GQ8PobK9ze9lRoz/20tPhGr3/acPrjx4v1+YbaSZLUZmKThw/rDgDYqj4vjjaI3fbmBNDhw/n4aZXSoXjrP86FxWJCeno8evRIgiTJ+H3NHhTo81e9Ky6aTAaMHNkTJpNBX9wSHqGePPFgZbY2E7Z//zS/P7+1uYvHc4qx5KuNeODBxfjgf794FGWzd59SXOyT1XJxsbUMBhETxvdDZGQIZl1/pv7ci4+L0Iu+b7y5ErW1jeM9P/l0DWpqbeiTlYpzz/Hfvqk7pigzYk9LQmTfWMSelojYkYmIGRqP2BEJiB2RiJhhCYjsEw1LUqjbwqJGMImIHhKHmOHxiBwQi6hBcYg/IwkhqWHN/m0wxhDVX/neEVnRiMiKRmS/GDDGwEQGS5dQRPSKbjQ7hRBCCGkPJk0aiBvmnuX1yfYePZJcjpWHDMl0ezt/LAJsyr79J/D3ua/ox3fu/KWOw9Dmep884d/ORa1rMTo61G1np6/o+8cBKi5Kkox96v5rsBc9dyYNi4uyzFs8btNij2Nj215xsWtqHC679HSPk5laKzExCqGhZkiSrI+KaRUZAOdwri7KVgmyTYbskE95O2V7/WMoxydc+X6EkE7F60rE/fffj/nz5+Opp56CLMtYsmQJ5s6di8ceewz333+/P7aReEAUBYwcoRRbf/1tt94J0r1b4IuLZrNRnyl2/HjLb4QHD57E6l92gjGGa3wcLSAIAi67TOmE/Ozzddi8+RCynXLeN21qXXFxj1ow69cvzecDwBlj+oyx39fuafH2pWpBLNgDr/v3T8NLL85FbGw4Dhw8iTvueB+FRRV6h1KfIBcXAaC/Ondx167Gcxe1nVyz2ehVB5QvJSZG4Rz1RPi77/3c6CR/YVEF1qxV4qfHq38jgabNXVy7bl+z0ag7dylz4wYMyGjyNu6MO6P+5woJMWH06F7ubze2D5KTY1BVVYdff93l1fdoSl5eGex2CSaTocm5mwkJkRBFAXa7pBejtaJdvJvi4qCBrp2XGRkJPo9F/fXXXVi+fCsEdYXg3n25qKhoXMgqUVeBxsdH4B/zzwVjDCt/UmImfalIm9Oizqxx1qWLcqCkFXJlWUZeXhkAIDm56Q5Kbabt1q1HwDnXZ/pqcdRFXhQX331feW5NnNhfj+IFgDMn9gegxIvnF5Sp2xvt8eNqnnriaiz9+h79vhFq52JNrU0vqDbl4EGlw9Xd7ElfS0qKxtgz+iAmJgyjRynPs9deX4Evl2xo9n6cc+zfr/zN9M4KzOt6REQIFn+yAKtXPYSl3yzE54tvR0pKLIqLK7H4s7Uuty0rq9Z/htmzJgV87rQvMcZgirUgJDkUli4hYF4sIDJGmBCaHo7Q9PCgRpITQgghbYHZbETPHsric1EUMLCJYxR/jS9oyOGQ8PjjX2L3nhx88ukat7fhnOuzuM89dxiA+sQPf9HnLfoxEhWo3z+uDFAsavbRAj0VqqnxF8T3oqMap4fktRCNWlqmLp6PbluxqIHEGNO7F4+cQjQq51yJKVUPBWSbDFupFdaiWki1Epih9cdJTGCQ7a7Htpyr0aiEkE7F61eSCy+8EMuWLcNPP/2EsLAw3H///dizZw+WLVuGs846yx/bSDw0cqRycvCzz9cBUHaMgxUlkK5GCmYfrX8jPHQ4D/fe9xG+/W6zfnJ4167jeOPNlQCASZMG+CXG9ZxpQxERbkFOTjEW3vcRgPpZlJs2HfSoS4NzrncpAcDuPUpxyl+RGmPH9gEArFu3t8WurOISpbDRFlZ2DRyQjtdfvUkvMF58ydOQJBmxseFexwv6Qz+1uLjs2024/c73sezbP2G3KwWyPD0SNSqoJ2KvuXoCRFHAxj8O4Lnnv4UkyThw4CQefewLXHLpf1FWVo3o6FAMaSLKx9/69euK+PhI1NRY9eL8li2HcdfdH2D+P97Ewns/RF5eGfapcbgDvZwbN336CHy77F58+fmdWPrNwiY7mQVBwDnTlELsd99vOYWfqJ4+bzE9ocmChMEg6icdTuaVISe3GAUF5WCMuY2xjIkJR3paPADlICEjPV6/f2VVHerqGnddeaO0tApP/fdrAMDVV41HZmYCZJljy1+H3N4WUBYiZPVOwVlqVOWnDYozp0pb8azFSjlzOVA6UoDi4krYbA6IotBkQRcA+vdPhygKKCgox+HD+foJn6FDledBQaHyPY8fL8I9Cz/E1m1H3D4O5xx/bFQ6wq+6YrzLdRMnKIXzPzYdwAl1VXhiM9vUFINBdInhDAurn7dbXd38jNCDB5V5yT17Biby+OmnrsV3y+7Ds4tm4cYblCjdN99ciYqKmibvk59fjrKyGoiigB4BnOtsMIj6Cnqj0YAb/j4FAPD+B7/gmf/7Bjt3HkNdnQ0vvfIDamttyOqdgjPO6BOw7SOEEEJI26ZFo/bpk9rk6BFtcVxJaVWLi8Jag3OOktIqfP7FehxQF5Xt2ZOjH5M6y88vR0VFLURR0BcfFxRWuL2trwRi3iJQP3PRZnOgsLDco3Myp0JbHN4nKzVoaU+dkZbsYzSK+kJvbWFpU0pK2m4saiBlOh0ztxpXOgm5pHQs2sutkCUZTBQg2yQIrZi3qGEiA3dwl2IiExi4DzoiCSHtS6veVceNG4eVK1eioKAANTU1WLNmDc4+u/F8JxJYo0YqszAdDgmiKOCf/zg3aNuixXZ8/sV6OBwSCgrKseD29/DLr7vw+BNfYvoFj2PmlYsw98ZXsWbtXjDGMPv6SX7ZltBQMy5Rh71XV1thMIj4z32Xwmw2oqi40mX2V0Occyz79k+cd/7jmDf/Tb3Qt2e3f4eBDx6UidjYcJSV1eCRRz93KWw2VFys7Hy1ZnakP6SmxuKZp69DSIgJkiQjISESt6pdUsE2bGh3MMZQWlqN9ev34Yknl+CKK5/FsWNFWL58KwAEfSVj19Q43H7b+QCU58+4Cf/GdbNexPc/bIHDIWHwoAz896nrfN4x6ylBEDBxgjJr8fsftuDRx77A/Fvfwpq1e7HlryP49bfd+M8Dn8BulxAdHYbUVO/n+cXGKPPmwkLNzd7u3HOUFbx/bj6Ek3mnHhGkLYZo6W8gOTkagDJ38dtvNwNQXn+bOgAaNEhZGZ2UFA2LxYSwMDMsFqVIos1rbK1n/m8pysqq0aNHEmbPmowRI5T3AXdd2VrEjLadl6vzbVev3uFxhLUntFhUd52LgNOBUnaBXsTrkhjV7N90SIhJ735eumwTACVmR+vOLyysgCzLePTxL/Db77vx7rur3T5OWVk1KqvqwBhDz56ui1m6dUvE4MGZsNslvSvX21hUdwwGUT+BVVnV9Opsu92hr0zVVtYH0tVXjUf37l1QWVWnR5W7s3zFVgBKd6U/47JaMmXKIAwf3h1Wqx1LvtqIG256DdPOfRTfq4sN/j5nSpt43yGEEEJI2zD17CEIDTXjwgtGNXmb6OgwiKIAWeb6wjxfuuvu/2H6+Y/jxZe+1y+z2Rx6ZKez/QeUy7plJiIxMQoWixGc8xaLM6dCW8CXmOh+P95XQkNN+n7ahRc9hcce/9Kv309L3WgLaUqdSWZmIubMnoyF91yMDHVETX5LnYv6MWvn7VwE6ucu/r5mDz743y+tej3iMiA7OGzFdagrqoNklSBaRAhGBkOYAexUiosCA5eUuYv1FwKyxP2+WIAQ0rbQkp0OJDk5BoMHZSA01Iz/PnUtJk8eFLRtmXn5GYiMDMGhQ3l47vlvcduCd1FYWKGeXDeitLTapQPo4otG67O4/GHO7Ml45615eO2VG/Hpx7chKytVH+K+cWPTcw2ffOorPPHkEpSVVWPb9qN4+dUfUVpahRMnlRPi/to5NRhEPPTg5TAYRPy8eiceeHAxDh3Og83maPRGXdKGOhc1ffqk4p235+GF52bjy8/vxNlnDwn2JgEA0tPj8dabN+OhBy/HTTdORVxcBE6cLMW/FryD739QTkhfc5Vvo3lbY8aM0fj3fZfCZFJmiYiigMmTBuKtN27Gq6/c6HYOYSBpHV6rf9mJ73/YAsYYLpoxCrfcPA1AfezsgAHpfj25n5ISi+HDu4Nzjrfe+umUd2K1wk6LxUW1mzI3t0T/uzn//BFN3n6kuvBDmzvKGPNJ5FL20QKs/mUnRFHQ/15GasXFPxt3LtavAg1Tt6cr+mSlwm6X9ILMqZIkWf8+CU0U5rp101Zh5uvRTsnNzFvUDBmsvGYv+WojAKBXr2Q9sqmwqAI/Lt+KHTuU6KjtO466je3VZlYkJkY1KowxxnDH7Rfoq5mjokJ9Nk8jPFybu9j0XJmjRwvhcEgICzO77YL1N1EU9Ofw51+sQ25u49it2lobFn+mRHdpkePBIggCnls0G88umoWpU4fAYjHCZnOgS2IUHn34CupaJIQQQoiLwYMz8dOKBzD9vOFN3kYUBX3RbqGP5y4eO1aEtev26l8PG9YdZ5yu7K9s33G00e0PHFA6G3v3TnFJSdHORfiD1rkY7yaBxJcEQcCkSQP0r3/9bZdfCxIHDwU2HYQoGGOYM3sypk0diiR1ZERzxXFJklFeriSotKXzW8Ggpa3t338Cr72+otnFn03hsgwuSZDsEkSzAEOowWfnZ5jIIMvcpVORCUzplqTmRUI6Fe+mYAOIiYlx+2LEGIPFYkHPnj1x/fXXY9asWT7ZQOKdF1/4O+x2qcmYj0CJjg7DTTecjaef+UY/ERwXF4GXX5oLURBw8FAeBvRPR2RkCBwOye9dWKIoNCoEjh7dCxs27seXSzbgohmjG/2bFRaW49vvlK6kGReOwtff/IEvvlivdy+mp8frcR7+MHxYD9y78GI8/MjnWPXzDqz6eQcAZUf/9dduRHJSDDjnOHxY6bxsaztfGekJyEhve/MM+vbpqnecnnfuMMz++8v6Du7ZZw/BAC9jPP3l3HOGYcL4frBa7QgPD9ELjW3BoEEZiI4OQ1lZNbp2jcN//n0ZBg5IB+ccK3/aph8IexuJ2hrXXTMRf/11BD/8+BeSk2Pw9zlTWvU4DoeEdev2AaifzdmUpKRoAMA3SzehqKgC0dGhelSRO1MmD4LJaHD524qPj0BOTjGKTuGkxerVOwEAo0b10mf0DRvaDaIoICenGHl5Zfq2Ak7zK5w6LGfMGIUnn/oKX32zETNnnnHK8+lKSqsgSTJEUWhyDqzWbXjkSIHexZiS0nKH65Ahmfjo498gSTIsFiPm33KOHod67FgRXnr5B/22Vqsde/bkYLA6q1Fz7Lgyq1GLqm2oR/ckXDFzLD786DePtslT4eEWFBZWoKqZzsUDWiRqj6SgddyNOa03RgzvgT83H8KTTy/BC8/NcdmWpcs2oaysBikpsZg8aWBQttGZKAoYPaoXRo/qherbrThyOB89eyb5rCjsK5JNhiCyU1odTAghhJDAiI+LQEFBOQoLKwAfjrlfvuIvAMBpo3vjicevgslkwEcf/4616/Zix46jwBXjXG6vdS726qUUxFKSY3HkSIFf5y5qMxcDMdLkkYeuwH/uuwyTz3oQ1dVWFBVV+GXWI+cch5z2s0lw6MXFZjoXjx8vAuccjDGXMROd0YgRPfC3y07HgQMn8dfWI9i2Pdv7B1E7FxnUwp+PMTDIdhliiH4BwJXnHAMd9xDSWXh9FvH++++HIAg477zz8NBDD+Ghhx7CeeedB0EQMG/ePPTu3Rs333wz3nzzTX9sL2mBc/xasJ1//kiMGN4DZrMRl146Bu+8dQuSk2KQmBiF08dkITJSeQcKVrzj+dNHoEuXaJw8WYq33v4JVVV1kJxa+les3AbOOQYNzMBdd87A5X87AwCwbNmfAIB+ff3fPTZt6lC88dpNmDihPwR1Z6CoqALvvvszAKWD58/NhyCKAkYM7+H37elo4uIi8MRjyoFdaIgJt9w0Ndib5CIszILY2Ig2VVgElOfsIw/PxI03nI333pmvFxEZY7jK6aA4EIXaESN64o4FFwAA3nn3Z2zZcrhVj7Nx4wGUlVUjNjYcI0Y0/1zSiuZapMu0qcNgNDb9O2KMYcKE/i7RxfFxymrg4lOIRf1ZLS5OOrN+1W9YmEXvvDx0OM/l9g1jUQHgrCmDERZmRm5uCTY008XtqUJ1tXNsbHiT80y0zsVjx4tw7JhS7Ev1oJA3aGAGjEbl/eLf916qdi4q/445OcUoK6tGeno8JoxXYnu3/NX4b+H4caVzMS0trsnvM2f2ZNww9yz865/TW9wmT0WEK+93WlenOwfVuTvBXFHNGMNdd86A2WzE5s2H8c3STfp1NTVWfPTx7wCUCNVgvXc3JSzUjAED0ttcYVG2y4DMIVlpCS8hhBDSHvgiYaQhWZbxozqG45xzhsJsNoIxhkEDlfEJ23ccxUcf/4bFn63VO/j271c7F7Xiopr04c/iYmGAZi5qTCaDPkbj8KnMlmtGQUE5KqvqIIpC0EegdGbaotemYlFXrNiKv899BQDQo3uXNnesEWgGg4h//XM67rv3EgDAwYN5eqODJzjnkB0yuE322wJHJgCyvX42LWNa5yLFohLSmXh9xnrNmjV49NFHcdNNN7lc/vrrr2PFihX48ssvMWjQILzwwguYO3euzzaUtD+iKODZRbPAOW+TOwahoWbceceFuOPO9/HJp2vwyadrEBcXgYX3XIwxp/XGDz8qKwunTR0CAJh3ixIXt/iztQCAfv38M2+xoQED0vH4Y1fB4ZCwY8dRzPvHW/jhx7/Qq1cyXnxJ6dS5+aapFPHRSv36peGD926FILCArNDsKIYP64HhwxoX4SZNGohPP1uL6qo69OsbmOfIjBmjsXffCSxdtgnvvv8zhg3r7vVj/Lhceb6fNWVwi69XEycOwG0VNThypAB2u4Rrrh7v9fc71ZMWR48V4tChPBgMIsaN7edyXWZGAg4fzsfR7EI9agkASksady6GhJhw/vSR+HTxGnzy6e84fUxWq7ZHU6iudk5oJkopMTEKYWFmVFdbselPZTakJzGgEREheObp62CzO/Sfq+H3ufmmaSgpqcSvv+3G5i2HMavBLN/jaudiWhOdiwBgNhtx/XVntrg93ujaNQ7bdxzFk09/hZoaK2bMGI2ysmr8+ttuTDpzACIiQnDwYNuIa+raNQ433nAWXnjxe7z08g8Ye0YfxMdH4u13VqGoqAIpyTH6vFPSAlkpLhrCjZBqHJAdHIKBVvESQgghbZm2eE3br/WFbduP4uTJUoSGmjF+XP2+e1ZWCoxGEaWl1Xj5lR8BAAMHZqBraqxehNH2DbXC2NJlf2LypEF+GdGipYIk+HnmorNumYk4dqwI2dkFGD2ql88fX4tEzcxMbHOLdjuTJHW0SF5emd6dqDmZV4rHn1wCm82BQQMzcO/CS4K1mW1OcnIMYmLCUFpajf0HTnqeDsUBLnHIEodg9M9ENCYycAcHlwCmnUKhmfeEdDpev8IsX74cU6Y0jp2bPHkyli9fDgA499xzcfhw67pHSMciikKbLCxqTh+T5XKStLi4Enfc+T4W3P4eDh/Oh9EoYtIkZXalwSDin7eeh6efvAYXXzQa06YODei2Ggwihg7tjtNG94YkyXj2uW/hcEiYOLE/rpg5NqDb0tGkp8eja9emO5mI5wwGEW++fjM+/WRBo5l2/nT9dWfCYBCxefNhJVbIC1VVdfh9zR4A9YsJmmMyGXDZpafjrjtn4L57L3Ep1nkq/hRnufysxiSPHNFD7wLXaFGj2UddV/9qQ+AbRij/7bLTIYoCNm8+jLVr92LFiq2orm56NmBzCotajlJijOmRRNpMDU86FwFlfqVzwTQ6OkzvZhwwIB3jx/XVi8s7dx5rtLrTk+KiP9x449kYNrQb6ursePqZb/DJp2tw6z/fxlNPf4W77vkfHA4JBw8pq9N79Qx+XNNll56Ovn27oqbGipdf/RH79p/AZ5+vAwDcvuACOjHjIUedBNEiwhhphmgxQLZJkGwyJKvU8p1Jm/Xyyy8jMzMTFosFo0ePxh9//BHsTSKEEOJD+iLAYt8VF3/7fTcAYOLE/i7HSGazsdGCzO++24z96piJlOQYfRTLtKlD0b9/Giora3Hrv972eQdjdY0V1dVWAPBLPGlTujmNTPCHQ2pxsQdFogaVVrS3Wu36MaDmtdeWw2ZzYNjQbnjl5blITw/ssVpbxhjTx7bs3n3c4/txmYPbJXCZ1xf+fL1tIoPs4OASJbQQ0pl5XVyMjY3FsmXLGl2+bNkyxMYqJwerq6sRERHR6DaEtEX3LrwYS7++Bz9+/x9cdukYAMDGP5R4wDPO6NPoxP3YsX1xx+0XIjzcEvBtBYC/z5msf37FzLF46IHLgzafixB3RFEI+N9kUlI0zjlHKfgvenYZNmzYj+yjBSgpbTqGUrN02SbYbA50y0xEb3V2ob/Fxyvvka3tXNywcT8A4MyJAxpdV19cLHS5vLRMi0UNc7k8KSlan593590f4MGHP8PdCz+ELHt/kFCgRinFJzS/2nneLefoJ24Az2YuusMYQ6+eyRAEhnk3TwNjDOlp8YiLi4DN5sDOXcf028qyjJxcNRY1wIsJEuIj8cLzc3DtNRMBAC++9L2+inrbtmzMmfsKSkurwRhD9+5dArpt7oiigNsXXADGGJYv34obbnwVkiRj4sT+GHOK3a2dBTMKMEYaYYy2gAmAIcwApr42MsYg2eggvD1avHgxFixYgAceeABbtmzB4MGDMXXqVBQU+OeEKCGEkMDTiiCnMhu9oYJ8ZR85y82xxr/+dT6uv+5M3P+fywAAK3/ahr/UeH/nY5PQUDOee3Y2evVMRlVVnV6w9JVCtWsxLMyMsFCzTx+7OfqxS7Z/3ksP0rzFNsFsNupjQvLyylBdXYdHH/sCd939AVb+tB2MMdx6qzJyi7jqpxYXnY9tW8QByS4DDH47N8MEpnRIOui4hpDOzOul5//5z39w8803Y/Xq1Rg1ahQAYNOmTfj+++/x2muvAQBWrlyJCRMm+HZLCfETQRD0k9y3/et8nHfecPz003YcOHASc+c07tINtn790vDC83NgNhs9j0QgpBO45uoJWLFiG/btP4EFd7wHQCmS3Pav6bj4otPc3qekpBLvvqfMML1i5tiAFUWdZwU2jIXxxMkTpQCAXr0aR2hmqpFJ2dkF+mPX1tpQW2sDALedlldeOQ6rft4BSZIhigK2bDmMTz5dg6uu9C7yVetcbC4WFVC6DD/+8F94/4NfEBZmRnR0WLO3b85TT16DsrJqfTUyYwyjRvbEDz/+hd9/36PH9xYVVaKuzg5RFDyKYfU1QRBw4w1nobCwHD/8+BcsFiOuuXoC3nzrJxxQV6dfdeW4NjMzsF/frrjg/BH4Zukm2O0Shg3rjjtuvzDYm9UuCCYB5hgzhBBRf24zkwhzrBnMIEK2OmAttVJMaju0aNEizJ07F7NmzQIAvPbaa/juu+/wzjvv4J577gny1hFCCPEFbRHg8eNFKCyqaHG/1hPagsdYN/vhWb1TkNU7BbIs4/U3ViI/vwzvvrcaADBoUIbLbcNCzTj99CwcOHgS2dmuCwkLiypgtzkQExOOkBDv9ycLC9QEkgB2LQJAd3Ue+5Ej+V4dF3l6Wy0dhIqLwZfUJRrFxZU4ePAkVv28Hd//sEW/7txzhqF3r8As9G1vBvTXOhdzPL8T55BtMgTB38caHLJdguh9eYEQ0kF4/eyfO3cu+vXrh5deeglLliwBAGRlZeHXX3/F6aefDgC4/fbbfbuVhARQ714pbX6nZsTwxrPuCOnsuqbG4a03bsZXX2/EmrV7UVtjRWVVHf5v0TLExIS77fJ77fUVqK62ok+fVJx7buDmyPXp0xUhISYUFJRj167jGODFQgG73YFidX6iu/jRtLR4CAJDVVUdiosrER8fqUeims1GhLo52dC7Vwo+/N8/YTIasOnPg3jyqa/w+hsrMea0LK866fSZiy10LgJAeLhFn2V7KuLiIvRVsJozJw7ADz/+hV9+3YVb/3EuBEHA8RwlEjUlOSZocd2MMdxz90Xo1y8N/fuloU+fVERHh+Gvv47g8r+dgf7qgWNb8Y/55yIxMQp9+3TF6NG9qEveQ4wxMIPQ4DKAmZW/OyHEAINdgqPSASEof4s8CN+z/bPZbNi8eTMWLlyoXyYIAqZMmYL169c3ur3VaoXVatW/rqjwXbweIYQQ/+maqiRcnDxZihkXPYXIyBCkpMTiqSeudkne8Ia72ecNCYKA884dhnfeVRY+TjpzgNsFklqn39Fj9cXFr7/5A0//92sASofjxx/+q9kxBe7kF2jzFgNbXNSOXSqdjl1asmHDfjz0yGdYeM/FLjMsG7Ja7Th2TDkG6NEGRg90dqed1hu7dh/Ha2+sQFWVMobjmqsnID4+AuedOzzIW9d29e3bFYwxnDxZipLSKreLFBqSZQ7u4BCM/j1+YwYBsk0G5zRukZDOyqt+c7vdjtmzZyMlJQWffPIJtmzZgi1btuCTTz7RC4uEEEJIsPTokYQ7br8QXy+5Gz/+8B9cNGMUOOd46OHPsHuP60q/FSu34dvvNgNQupYDGcESEmLC+PHKgfCPy//y6r6FhRXgnMNkMrjt+DObjXpnnhaNWlpaH4naVIEoIz0ByckxOH/6CIw9ow8cDglvvrXSq20rKgzOiueGRo7sidBQs1K8VVd4HldPLKQFeYaH0WjAJRefhj59UgEAF80YjYcfmtnmCouAcnJq1vWTcNppvamw2Eqcc8h2GbJd1ueRMAYYLAaAKfNQAkl2cDCBQTBQ5JS3ioqKIEkSunRxXXDRpUsX5OXlNbr9E088gaioKP0jLa3tPccJIYQ0lpISi8cfuxKDB2eCc47y8hrs2ZODDRsPtPoxm5p93tBFM0ajT59UXHnFODz04Ey3c661lJKjTvPVN6ojEwCgpsaKPzYd9HobDx5UOvwCPe/ObDbq89c9jUZds3YPystr8Mcfzf9Ojh4rhCxzREWF6jPvSfBcfdV4pKfHo6SkCjabA0OHdMNNN56Nyy49HaEBjOJtb8LCLPrzfvcuz+YucrsMZUGhn4uLAlOOc2imPCGdlldnFoxGI7788kt/bQshhBDiM4wxLLjtApxxeh/YbA7ce99H2LXrODZs2I/Fn63FY49/AUCJQw1GxPC0qcqMyFU/74Dd7vD4ftqq4i6JUU0WfLppK5rVA3Qtiqm51dIaxhhuuXkaBIHh1992Y89ez+JXOOcoUGe1eNK56E9msxFjx/YFAKxevRMAsGdvLgAgrWtwi4ukE5EB2VZfzOMyU1f2cjCjCMEgQHYEuLholyCYjRBMVFz0t4ULF6K8vFz/OH7cs5NBhBBCgm/ihAF49eUb8O2yezFxQn8AQElJy7Pc3bHZHKhUu7RaKi7GxUXgnbfmYf68cyCK7t+r09OVIkNZWQ3K1JnqWhejFv25e7f37zm71Pv07xf4xTDduikLdw4f8ay4WKAuaKyrszd7uxKntBdaKBd8ZrMR995zif67uPmmqfR78dDFF5+GW26ehkw1Rrgl3CEDnIP5eZdfG/FgK7NCrqMCIyGdkdcvMzNmzMDXX3/th00hhBBCfEsUBTxw/9+QnhaPgoJyzL3xVSy44z08/8J3sNslTJzY3yfRnK0xfFh3xMVFoLy8Bt8s3QRJ8mwQen5+GQAgsUvT3YEZGcpBR33nYtNzXtzJzEzE2WcNAQC88YZn3YsnTpSirs4OQWBBLy4C0GNwf169A5u3HMJ33ytdqmecnhXMzSKdAGMMTBTAZUA0CTCEGmEIM8IYbgAzCuA2ZSWxGCKCB7C4yGUOcAYxjGaitEZ8fDxEUUR+fr7L5fn5+UhKahy1ZjabERkZ6fJBCCGkfYmNCUeqGpOq7U97S7ufwSAiIiLklLcpJMSEpKRoAED20QI4HBJyckoAAOeco4x5aJjY0hK73aHPAA9OcVE5djl0qHESgDsF6mJLbaZ8U7TozfAwyylsHfGlQYMy8OQTV+PRR67wajRIZ3fJxafh6qvG67HNzeEyhyxxcLBWnPX3nmgRwWUOa0kd7JXWgCezEEKCy+uzC7169cLDDz+MtWvXYvjw4QgLc41ku/XWW322cYQQQsipCg+34InHr8Jtt78Hq9WOhPhIJCREIisrFdddOzGgcajODAYR06YOwUcf/45Fzy7DF1+ux6JnrkeKGgvUlAK9czG6ydtkZiormo+onYvOsaiemjN7Mlb+tA0b/ziAgwdPomfP5GZvv/oXpUNw6NBusFgaz3UMtNNG90J0dBgKCsrxj1vfBgBMnjQQI0b0DPKWkY6OiQyGcIOeRKStyGaiAEMIgyQAcp2kRJOq0ahM8P+qbdkuQzQJfp+90lGZTCYMHz4cq1atwowZMwAAsixj1apVmD9/fnA3jhBCiN9o3YatLS7WJ4g0PZ7AW5kZicjLK0N2diFiYsLhcEiwWIyYOLE/Xnzpexw6lIe6OpvH++QHD+XBZnMgMjIEqanNH4v4Q+/eKQCA/ftPeHR7r4uLEVRcbEvGqQkzxE84AElZzBiozlDRIkK2c9gr7DCGOyBaaDEjIZ2F18/2t99+G9HR0di8eTM2b97sch1jjIqLhBBC2pxu3brg6yV3B3szGvn7nCngHFi2bBOOHSvCvf/+GK+/eiPMZmOT98nPVw6mExOb7lzs3l2JFtq3LxdWqx0lJZUAPItF1aSmxmLC+H74efVOfLlkA+6+66Jmb//z6h0AgElnDvT4e/iT2WzEC8/Nxl33/A95eWUICzPj1lvPC/ZmkU6CMeZ2xAkTmHqwzSDVOvRoVNHk/wN/7uAQQkUwUVAGPxKvLViwANdddx1GjBiBUaNG4bnnnkN1dTVmzZoV7E0jhBDiJ1pxsbWxqNr9vNkPb0lGRgI2bNyPo0cL9e1LT09AUpdoxMVFoLi4Evv3n8SgQRkePd5udUZ5v75pQYmpzFKLi4cO58Nud8BobHyq8rXXVyD3RDHuW3iJHgdbW+dZcTEi/NQ7RglpLzjnavdgYJ/LgpHRIQYhnZDXxcUjR474YzsIIYSQTsdsNmL+vHNw2aVjcP3sl7B//wk89/y3zRby8gvKAABdukQ3eZus3ino0iUa+fll+H3NHr1zsaU5Lw1dcskY/Lx6J5av2IrZsyahorIW3bt1aXTS4cSJEuzdmwtBYJigzqVpC3r2TMZbb96Cjz/+HaePyUJCPMUSkuBjjEEwCpCtDIJFgKPSAfi52ZdLXOmiNCjFTcFAMxdb4/LLL0dhYSHuv/9+5OXlYciQIfjxxx/RpUuXYG8aIYQQP9HGCpS0Nha1xLvxBJ7IyFBSSrKzC/T9+8yMBDDG0K9fV/z++x7s2n3ci+KiMm+xX7+uPttGbyQnxyAiIgSVlbU4fKRALzZqHA4JH338GyRJxpkTBuiX17XYuVgLAAgLM/t+owlpqziHLIPmWRJCAoLOLBBCCCFB1qVLNB568HIAwNJlf6KioqbJ2xbka7GoTXcuCoKAaVOHAAB++GELcnKKAQAx0Z7HogLAkMGZ6NkjCXV1dlx0ydO45toX8N33WxrdTotEHTKkm09PnPhCbEw45s87B8OGdQ/2phCiYyIDMzCXaFR/ku0ymKjMWxRMtPt/KubPn4+jR4/CarVi48aNGD16dLA3iRBCiB9pYwVa3bnYykV+zdFGIBw9Voijx5QZ61rBUZuZqBUMG6qursPuPTn4a+sROBwSAGCXXlwM/LxFQCmCZDUTjVpYWKHPp/9j00H9ck9jUX0x65KQtkx2yErHIueQHRxwSACj2YeEEP9rVQhyTk4Oli5dimPHjsFmc30zX7RokU82jBBCCOlMRo3shfT0eBw7VoQdO47hjDP6uL1dfkHLsagAMG3aULz/wS9Yv2E/AGXGo7cnDBhjuOyy0/HEk0sgq8WPL79cj+nnDddv43BIWLp0EwBg0pkD3D4OIcQVYwzMIACi4FU0Kuetm53CJQ4x3AjRINIqZkIIIcQLWlGwvLwGDocEg0H06v6lpb6PRc3MSAQA5OWVYeeOYwDqi4va/v7uPTmN7pebW4JrrnsedXV2AMDtCy7A1LOH4NixIgBA3z6pPttGb2VlpeDPzYewb18uzp8+wuW6kydL9c//2HRA/9zTWNTwcJq5SDou2SHDUeOAIDJAne3OwWifnxASEF4XF1etWoULLrgA3bt3x969ezFgwABkZ2eDc45hw4b5YxsJIYSQTmHwoEwcO1aErduy3RYXa2qsqKxU4n26dGm+uJiRnoD+/dL0lch33nEhunaN83qbpp83HBaLEaGhZiy89yPs238CBw+eRM+eyQCAJV9txPGcYsTEhGHq2UO8fnxCOivBIEAQPI9GlWwyZLsM0SRAMHrefSg7OCAAokkABDrJQAghhHgjKioMgsAgyxzl5TWIi4vw6v7a7HNfdi5GR4ehb9+u2LMnB8eOK4VBrbjYNVXZ3y8urmx0v63bjuiFRUAp2mnzC0NDTD4tgHqrt9q5uM9N5+LJvPriYl5emf55S7GolXpxkToXScfEOYdslcAlDlmWAQ4wowAGgNN+PyEkALzORVq4cCHuuOMO7NixAxaLBV9++SWOHz+OCRMm4LLLLvPHNhJCCCGdgjYXZfuObLfXF6hdi+HhFoSFtbwC9/LLzwAAXH3V+EYrgD3FGMNZUwbjjNP7YOxYpeD5/Q9/AQAqKmrw9jurAABz/36WR9tECFEwkQECg6jOP+S86egiqU4COIcx3ADJLnv1fWS7DNEsQjAJtIKZEEII8ZIoCoiKCgXQumjUEr1z0bvxBC351z+n658LAkNa13gAQEiIslrJZnPoUaKao0cLXb52OCQ9GlX0siPT17J6K12TBw/m6dukce5cdFbTQnGxWi8u0sxF0jFxh7L4UDAyCCYRglkEwMBlDtrtJ4QEgtfFxT179uDaa68FABgMBtTW1iI8PBwPP/wwnnrqKZ9vICGEENJZDB6cCQDYsycXVmv9quKKihpcdfVzuP+BTwG0HImqmTJ5EFaueAC33DzNJ9t33jlKHOryFX8pcajL/kRlZS169EhqdfGSkM6KMQYmADAIEIwM3OG+uMglDs4BU7QZhnCT0j3RxG0b3ZdzgHOIFhFgAk1bJ4QQQlohNlbpVtQKhd7QCpK+7FwEgIED0nHeucq+eUpKLEwmJZjMbK4PKHM+ngCgz2fUZhA6HJJegDQYgruT0LVrLEJDTLBa7cjOLnC5zrlb0ZkkybDbHU0+ZmWVkvhCnYukI+Iyh6NWAhjAnLoUuczBZYCqi4SQQPB67yEsLEyfs5icnIxDhw7p1xUVFfluywghhJBOJjUlFnFxEXA4JOzZWz8nZdXPO3AkuwAHD+UBALp0ifb4McNCfbdSd/ToXoiODkNpaTV27DiKbduyAQDnnTsMokhVC0K8pRQYlZXGWsGwYQejZJVhCDFAsBjADAJEiwjZw+5F2c4hGEUwowGCSLNXCCGEkNaIVeNCW9O5qM1cjPVD5Oi8W6Zh0pkDMHvWJP0yrcgIAHUNiovabMUePboAUIpzWpegt7MkfU0QBAwcqKS4rP5lp8t1TXUuAkBtrb3J67SZixE0c5F0MJxzSFYHIHMwA2t4JcC5soiREEL8zOOXmocffhjV1dU47bTTsGbNGgDAueeei9tvvx2PPfYYZs+ejdNOO81vG0oIIYR0dIwxDFIPqrdtO6pf/suvu/TrASA1JSbwGwflpMPw4d0BAH9tPYJdu48BAAb0Tw/K9hDS7jEonYUmEZC5cqKgRoKjxgEuc0g2GUwADOFGMKYsQBZDlJOGnnQvcrsMMUQ5WciC3JFACCGEtFcxatdhqZfFRYdDQnm50j3n685FQJm9+OgjV2La1KH6ZYIgwGw2AgCsTvMVHQ4JOTnFAIDu3bqol8lwOLTOxeAWFwFl1jsALPt2s0s0qjZzUfu5nNXWWpt8vCqauUg6IC5zSHUSZKsMZnCzeFDvXAzK5hFCOhmPzzI89NBDqK6uxqJFizB69Gj9ssmTJ2Px4sXIzMzE22+/7bcNJYQQQjoDbe7ihg37AAAVFbXYsuUwAODZRddj9qxJuPKK8UHbvqFDugFQ5i6WldXAaBTRu3dK0LaHkHZNjTBiJgFMZJBqJYhmEWKICEetBMYAQ4QRgql+l10wG2CMMEK2yZCsUpNFRs65MtPRYgBjtHqZEEIIaS29c9HLWNTy8hpwzsEYQ1SUb2cuNsdiUYpwdXX1MwlzT5RAkmSEhJiQnKwsVHRI9TMXDW0ghWTcuH6Ijg5FUVEFNmzYD0ApihYWVgCAvsgRUOZMAkBtnfu5iw6HhFp1JmM4dS6SDoLLHI5qB+Q6B5jIwGVlvjqXXW8DcEosIYQEhKHlmyi0iKbu3evfzMPCwvDaa6/5fqsIIYSQTurMiQPw0ss/YNv2o9i3LxdHsgsgSTK6ZSZi1MheGDWyV1C3TysunjhRAgDIykp1iV8ihHiOMQbOGQSjAMEgKBGo4UYIZgMMIQ4wowjB6HpigAmAIcIEQRRgr7aDO2RIEiCaG3QcyEqnIwcHA6O5K4QQQkgraV2HpV4WF7UY1aio0ICOELCYjSiHayyqFomalhavdyk6HBIcklJcFNtAwoHJZMC55wzHx5/8jnffXw2Zc3Tv3gWSJMNoFDF8WA+sW7cPRqOI6OgwFBZWoK6JWNTq6vqOxrAw342JICSoOMBlGcwoAGCwl9ZCtslgogAxRIRoFsHtns1mJ4QQX/DqbCCteiCEEEL8KzExCpPOHICVP23HJ4vXolqN85kwoX+Qt0yRmZmI6OhQlJXVAAAGDqBIVEJaizGAgYMxQLCIgABltqIAiKFN76YzBohhBgihBkg1DthK6/TOCA3n6g3VwiITaD+eEEIIaY2YGKXr0NuZi6Vl6rxFP0SiNsesdy7WF96OHi0EAGSk1xcXJedYVDH4sagAcMH5I/HJp2uwZ08O7ln4IdLT4wEASV2i0bNHkv65oBZrm4pFraxS4mhDQ0xtIvKVEF/jNglSnawknHAOe4UddtiVOFQ6f08ICRCviou9e/duscBYUlJyShtECCGEdHYzZ47Fyp+2Y8WKrfplbaW4yBjDkMHd9DmQA6i4SEjrOe1XG8KM4KFGr+JLGQMEswjBKIA7OJhzlyOvj0JlyuJmQgghhLRCa2NRa2qUwld4WGBjOS0WEwDXmYtacTE9PcG1c1GLRW0jBbj09Hj89+lr8etvu/Ddd5v1jsuk5BgMG9Yd114zAYMHZeLNt34CANTWNdG5qC7QDKNIVNIBcQ7Yq20AAwSDsphQMNanDlJzECEkULwqLj700EOIiory17YQQgghBEDfPl0xeHAmtm3LhsVixE03TkVWG5prOGQIFRcJ8QmnlcVMZK2q/wkGBjHEAFuFDYKxvjLJuXpigXMwg0AnGQghhJBW0mNRvexctFodABDwEQIWs9q5aK2fR3jsuNq5mJEAqxqX6nDqXGwLsaia08dk4fQxWQCAZcv+BAAkJ8VAFAXcdONUAMCHH/0GAKirdT9zsVItLtK8RdIRaV2Losn1eUv7+4SQQPNqD2fmzJlITEz017YQQgghRPXQA5djxcptmDJ5EJKSooO9OS5Gj+4FURSQnh6PhPjIYG8OIe2ec6Rpw3hTT4ghBghVdnCJg4lMe1AwAwNjTI8OI4QQQoj39OJiWTVkWYYgePa+arMpxUWzWuwLlOZjURNw+Eg+AKVzUZLaVueis7/PnowVK7bBarUjOTnG5TpLiNKdWdNEcbFKjUWNCA/x70YSEmDcLsNWofzd6/v9hBASJB4XF2n1AyGEEBI4iYlRuPqq8cHeDLcy0hPw1hs3Izo6LNibQki7xpShiwAHwJTCIrfJ4Iwp81MakB2y0uHYYL+cCcpMRc6d0k85wLUvaD+eEEIIaTVtn1eSZFRVWREZ6VnByqZ2CAa8c7FBcbGiogYVFUqxrWvXOBw7phQaJclp5mIb6lzUJCREYd4t0/D+B79g7Bl9XK4L0X/GJoqLlWrnYgR1LpKOg8sctgobZLsMQ2jbWxBACOl8PN7D0XKbCSGEEEKyslKDvQmEtH9M/Y+2my1zQBAABsh22SXmVHbIgKx2NhobFAudi5QqzjlEQbmcCVRcJIQQQlrLaDRAFAVIkgyrzQ7As+KiHotqDk4sqhZ/mpNbAgCIi4tASIipfuaiJEHSZi6KbbNQceklY3DpJWMaXa51LtY21blYrRYXAzzvkhB/4pIM2SZBtIjUBEQIaRM83sORZdmf20EIIYQQQkjnwtQPtXWRSxyCWYBgEOGosYNLMpgoKIv8JA5mEiHbmtsn59B7F7WZi4wBba8ZgRBCCGlXzGYjamqssDpFjbZEKUQCZlNgY1EtFqXwpnUu5uYWAwBSU2IBAKIal+5wyHBIWudi2ywuNiW0peIizVwkxGu2UiuYyGCMNLm9XqpzoDa3GlKtBCYwhPeKclkMSQjpfAK7fIoQQgghhBACAE5zFrX/MAgGEYJRgGAWIdc6AMbBHTKYUYRoFMBtSoeB0snIleKhqFUpXZNGOBgEQ+MYVUIIIYR4x2JRiotNxXC6o81cDHTnorlBZGiu2rmYmqoUF/XORYcEh9a52AZjUZujFVBrm/h9VFYqMbDhNHOREJ1U50D5zlLIdQ6EdA1HSEooBJPyelBXUIvybcUAA2JGJMAUbdbvJ9sk1J6oQfXhCnCp/njDUW1HzLAEmv1ISCdGxUVCCCGEEEKChAlKxyKXOCAwMINycC6aRUDikG0SmFGojz8SGLjMAZlDMIngslJ8BAO4S1MjAwMHE9vXyUJCCCGkLTLrUaMOj++j3dYc6JmL6rbWWbXOxYbFRa1zsb64KLaz/YUQtXOxronOxepqKwDqXCREYyuzomxrMbhdOWCoOlCOqgPlMEQYYYoxoza3WrkhB8p3lCBudCLAGCr3laEur0Zfw2iMMsEUZ0HNsUrYy2wo216MqP4xepGSENK5UHGREEIIIYSQIGECwCXlCMX3jQABAABJREFUQwwR9C5DxphSUDQIEIyCUoTkHExkkO0ymCBAtBjAHTIcdhmMNZyRrhYrad4iIYQQcsrqC3bedC6qsajmQMeiqoVQLRb1hBqLmhoHABDVzkXJIcPhaJ+xqCEtxKJWVmmdi1RcJESySijfphQWDRFGhKSGoTa3Go5Ku/4BAMZoE2SrDKnWgaI1ecqiRrUYaYgwIjQtHJaUUDDGYIoxoXRLEWxFdShal4+oAbEQTO1rkQIh5NRRcZEQQgghhJBgYQA4BwMgNOgaYKIA0elcH2NM6US0yhAsSuGQC2o3I6svLHLOlemLAtNHMBJCCCGk9bSo0dZ0LpoC3rnoOnPxxIlSAPUzF93Horav4mJLsahVlcrMxQgqLpJOjnOOip0lkG0yDOFGxI5MABMFhKaFQ7JKsJVYYSupA3dwRPSJhmyTULa1GHKdBEgcYqgBUQNiYIwyuzyuKdaC2JGJqNhdCkeVHeU7ihE1KC5IPyUhJFiouEgIIYQQQkiQMEEAlx1gouDRvBLBwCAbBAhG5SQgE5kyd5GjfuSiOoqRCTRvkRBCCPEFrfvQu5mLwelc1GcuWm2wWu0oLKwA0DgWVZJkSJLSlSS2s5mL9bGodrfXV1UrxcXwCJq5SDovqc6Bil2lsJVYAYEhamCsy8gE0SwiJDkUIcmhLpfFj02Co8IOqc4Bc7ylyTELxigTYkcnouSPAjgq7ag5Womw9Ai//1yEkLajfe09EEIIIYQQ0sEwKB2JnkSYMlGdvyjWx6cKRgHgDFoqqj57kToXCSGEEJ+wtGLmos0WpM5Fp1jUkydLwTlHaKgZ0dFhAACDGovgkOT6zkWxfXUuasXFmlqr2+urqtTiYhh1LpLOSap1oHhDQX1hcUAMDOGeLXRgjMEYZYKlS2iL89uZwBDZLwYAYCu2KvMZCSGdBhUXCSGEEEIICRLGADCAGTyrAjKBQTSLLh2JgkFQ9+q16qIaoUrFxRZlZ2djzpw56NatG0JCQtCjRw888MADsNlcO1O2b9+OcePGwWKxIC0tDU8//XSQtpgQQkgwaN2HVi86F4MXi6p1WdqRm1sCQOla1PYdtM5FJRZVdrmsvQixuEa/NlRVqcxcDAs3u72ekPbIXm5rMGPdPS5zlG1XZyyGGxF3WiIsXUJbvF9rGSNNCM0IBwDYyt0X/AkhHRPFohJCCCGEEBIsTJmZ2HDeolcPIajzFyWnXFQokakUi9q8vXv3QpZlvP766+jZsyd27tyJuXPnorq6Gs888wwAoKKiAmeffTamTJmC1157DTt27MDs2bMRHR2NG264Icg/ASGEkECw6FGj7otZ7gQrFlWbR1hntSMntxhAfSQqAIhi/cxFSWqnMxfVzsXaWvfFXqvaNaoVIQlp72S7hPxVOYAAhPeMgqVLiNv9fNkmoWJvGRwVdjADQ/SQOIgh/j/9H94jEoZwIyJ6Rfv9exFC2g4qLhJCCCGEEBIsDB7PW2z2MZwiVTlvfBlxb9q0aZg2bZr+dffu3bFv3z68+uqrenHxo48+gs1mwzvvvAOTyYT+/ftj69atWLRoERUXCSGkk9DmGHoTi2oNUiyqPnOxzobcE2rnYkp9cbG+c1F26lxsX8XFUL242LhLinMetEhaQvzFVmYDOIdcK6NiRwmqD4owJ4RADDPCGGGEIdKIuhM1qDxQDm5XntdRA2IDUlgElOMZT2NXCSEdR/vKPfDQyy+/jMzMTFgsFowePRp//PFHsDeJEEIIIYSQRpjAIJo8m7fY/AM5fS5zZd5ih9zT97/y8nLExtafhF2/fj3Gjx8Pk6m++2Hq1KnYt28fSktL3T6G1WpFRUWFywchhJD2y2yuL9h5yhbkWFRrnR0nTyjvUykuxcX6zkVt5qJ4CgkKwWBpJhZVKywCgCnAXaOE+IslIQQp52fCkhoGCAxSrYSaY1Wo3FOKkj8KULj6BCp2l+pRqDEjE2BOCAn2ZhNCOrj2tffggcWLF2PBggV44IEHsGXLFgwePBhTp05FQUFBsDeNEEIIIYQQF0xgEEw+6BZgrp2LjAFM6HC7+n538OBBvPjii7jxxhv1y/Ly8tClSxeX22lf5+XluX2cJ554AlFRUfpHWlqa/zaaEEKI3+kFO686F4MVi6puq82BktIqAEB8fKR+vda5KEmyXlxsdzMXQ+rnSsqy7HKd3S7pn5uM7asjk5DmCCYRoenhiD+jC6IGxSIkLQymODOYQRmPwESG8F5RiB2dCFM0zRslhPhf+9p78MCiRYswd+5czJo1C/369cNrr72G0NBQvPPOO8HeNEIIIYQQQnyPuTYugnN13mKwNij47rnnHjDGmv3Yu3evy31yc3Mxbdo0XHbZZZg7d+4pff+FCxeivLxc/zh+/PgpPR4hhJDgMuvFRS86F9UOOnOgOxf1rj4bysqqAQDR0WH69c4RqFqxtL3Fomo/I+e8UcFXm3XJGGt3PxchnmAGAZYuoYjsE4OYYQlImJCC2FEJiB+bhLDMCBqNQAgJmA4VPm6z2bB582YsXLhQv0wQBEyZMgXr169vdHur1QqrtT6fneKKCCGEEEJIu8T0/ygEoUHFsXO5/fbbcf311zd7m+7du+ufnzhxAmeeeSZOP/10vPHGGy63S0pKQn5+vstl2tdJSUluH9tsNsNsphXjhBDSUVgs9Z1ynrJaldsGb+aiHZKkdC7GxNQXF0WX4qKyjQaxfRXhtN8HANTW2RASUh9d7jzrknXmlVak02ACgzGK9jsJIYHXoYqLRUVFkCTJbWxRw5XJgBJX9NBDDwVq8wghhBBCCPELxpiSh6p/DXTm6mJCQgISEhI8um1ubi7OPPNMDB8+HO+++y6EBnGyY8aMwX333Qe73Q6jUTmZuXLlSmRlZSEmJsbn204IIaTtqY9F9by4qHcuBjoWVf1+kiRDkpTI0BjnzkWn+YpadKvYzmJRBUGAxWJEXZ0ddbU2wOnt2GYLzqxLQgghpLNpX3sPPkZxRYQQQgghpL1TYj4BrZjIOQcT0Jlrix7Lzc3FxIkTkZ6ejmeeeQaFhYXIy8tzmaV45ZVXwmQyYc6cOdi1axcWL16M559/HgsWLAjilhNCCAkkrUBY14riYqCLXM5dfdr3Dw2t72pyjgrVOjHbY3yoFo1aW+saVWuzUnGREEIICYQO9U4bHx8PURTdxha5iyyiuCJCCCGEENIhqIVEzjnA6+cKkuatXLkSBw8exMGDB9G1a1eX67jaCRoVFYUVK1Zg3rx5GD58OOLj43H//ffjhhtuCMYmE0IICQItatTTzkVJkmG3SwACX+QyGESIoqB3LUZHh7nsEwhO89is7bi4GBpiQllZdaPiot1OxUVCCCEkEDpU56LJZMLw4cOxatUq/TJZlrFq1SqMGTMmiFtGCCGEEEKIHzEGMA5wKIVGsXPPXPTU9ddfD8652w9ngwYNwu+//466ujrk5OTg7rvvDtIWE0IICQa9c9HDmYtagcv5voHCGHP5ns6RqNr1WjFR68Q0tLNYVACwqHMWa2qtLpdbKRaVEEIICYj2t/fQggULFuDNN9/E+++/jz179uDmm29GdXU1Zs2aFexNI4QQQgghxC+YwAAGcFmtMzJQcZEQQgjxES1qVIvcbIkWiQoEp8jlHI0aExPe6HqtmFhXZ1O/bn+di/HxkQCA/Pxyl8tp5iIhhBASGB3unfbyyy9HYWEh7r//fuTl5WHIkCH48ccf0aVLl2BvGiGEEEIIIf7B1Foi5wDnYALFohJCCCG+YjErXXJaMa4lWnyqKApBKdxZnDoXoxt0LgJaMdGux6KKYvvrPUhPi8MffxzA8eNFLpdTcZEQQggJjA75Tjt//nzMnz8/2JtBCCGEEEJIYDCm1RWVtkWRCouEEEKIr5jNyumzOg9nLmrRnOYgFbjMLp2L7oqLaudiO45F7do1HgAaFRftWnHR2CFPeZJOjAkCmEGALHEI9OdNCGkD2t/eAyGEEEIIIcQVg1JUlLnSxUjFRUIIIcRntGKd1cPiohafajIHpwJgsZj0z912LopKN6X282hftyfpaWpxMafY5XKauUg6KiYyiBYR3C4He1MIIQQAFRcJIYQQQghp97Q5i5xzgDOwdhhvRgghhLRVZjVmtK7O085F5XYmk7GFW/qHcyyqu5mLohrVardLANrnzMWuaXEAgJycYshyfbFFj0UNUmGXEH8yWEQwA4Ns58HeFEIIoeIiIYQQQggh7R5Thy7KABM5zVskhBBCfEgr1tlsDpdCVlO0zsVgxaJanGNR3c5cFJr9uj1I6hINg0GEzeZAQUGFfrlNL+xScZF0PMwoQgwxQKbuRUJIG9D+9h4IIYQQQgghrgQAYOAyB5gAqi0SQgghvuMcM6p1xjWnvnsuOJ2LLc1cFBskHIjtsHPRYBCRkhIDAMjJqZ+7aKOZi6SDM4QYAAZlv58QQoKIiouEEEIIIYS0ewzgADgHE6iySAghhPiS2Sli02ptubiozTIMWueiuYWZiw2Kie0xFhWon7t47Lib4iJ1LpIOihlFCEYBsoOKi4SQ4KLiIiGEEEIIIe0cE5jercgENSKVEEIIIT4hCIJerKqrs7V4+2DP/XMuhrqbudi4uNg+Tw927aoUF4/nFOuXUXGRdFhM/Q/nEENEcDfRqLKd0zxGQkjAtM+9B0IIIYQQQoiOMVa/Zy9SZZEQQgjxNa0LsU7tSmyOVS9wBScWVYtxtViMCAkxNbre0CAW1SC2187FOADAcbedi8H5tyfEX5jAIJgFQOYQzCKYyMCl+kKi7OCQ7TJkuxSQ7eGcw1ErQbLJLttBCOk8qLhICCGEEEJIR8CY8gHtgxBCCCG+YlYLdlZPiotaLGrQOheVwpq7SFSgcediwxmM7UVXNRY153jjzsVg/dsT4k+iSQQzCAAYBJMAySrBUeOAo8YB2SpBDAncQgHZJkMwCGACg2SVlBENhJBOhd5pCSGEEEII6QCYAIAxMEZH9oQQQoivacUqa13LxcVgR3NaLEpx0V0kKtA4BrW9zlzsmqp0LuaeKAHnHIwx/d/eaKRTnqTjYQKDaBbBHQ4YIs0whnNwiUN2KN2KgkmEVCvpzwd/4hKHMcIAwWKArbgWDmtgOiYJIW0HvdMSQgghhBDSUTCoHYzB3hBCCCGkY7F40bmod88FLRa1+c5FsYPMXIyMDAEASJKMujo7QkJMsNlp5iLp2JhBULoXJRmCRXkui+opftkuKwsOZQB+XDMg2zmYKEAwGyAYGMQQAxzVDv99Q0JIm9Q+9x4IIYQQQgghOiURlYExBoH28AkhhBCfs6hRo3UedC4GOxZ16JBuiI0Nx7ixfd1e37BTsb12LoaEmPTurJoaKwDAZqXiIunYGGMQ1dmLnPOGV4IJDA0v9jXZrkSwCkbl+SdaDGAGWt1ISGdD77SEEEIIIYR0BAIDB1fnLhJCCCHEl7RCYZ0XnYumIHUuZmWlYtk3C5uMRWw4Y7G9di4yxhASYkJNjRU1NVbExUU4dY3SKU/ScTGDAGYUwB0czFj/PGeiOoOdc/gryoRzDnAGg6X+OcaMAkRz+1ykQAhpvfa590AIIYQQQghxpZ5LYLSHTwghhPicuRWxqMHsnmtu3lpHmbkIAKGhZgBOnYvazEUqLpIOjDEG0SQ26l5kDGAiwGU/ti7KyveA0yIFxgBDhAmihZ53hHQmdOqBEEIIIYSQ9k6dtcgEpcJIzYuEEEKIb+mdi+0gFrUlBtG1mNhwBmN7EhqqFH3ri4vKvz3FopKOjhnruxddLjcI4LL/vi+XlXmLTHQ94BAMjS8jhHRs9E5LCCGEEEJIB8CYVlhk8FcMEiGEENJZWcwtdy7m5Bbjz00H9QJksGJRW9Jo5qLYfnsP6jsXbQAAm10CQMVF0vFp3YuOajtku1pNlDnAoXy4wTmHVCdBNIvKosRW4BKHYBYoLYUQQsVFQgghhBBC2j9W/z8BVFskhBBCfMxiUQqFzRUXn3hiCf7aegSCetK+rRa4GsaiNpzB2J5oxcXqBrGoNHORdAbMKECwiIAEZUSCyOColZq8vWxXZjHKDg7R1MriogwlkpUQ0unROy0hhBBCCCEdAYMai9p+TxASQgghbZXZ3HxxsbrGiu07jgIAZHXemXaftqZh52JHKC7qsajWtt01SogvMcZgCKn/W5cdMgTB/cxFzjm4XYYYIkKynkpuKgcz0EpGQgjNXCSEEEIIIaRDYCKDYKTde0IIIcQftEJhUzMXt249AklyPWHfHjoXDQZRjVRvnxoVF9XORSN1VpFOiDEGiAIgNi4wcgeHYBQgmES3xUdPcJkDAgNrxwsSCCG+Q68EhBBCCCGEtHdMiScyRpiCvSXtltVqxZAhQ8AYw9atW12u2759O8aNGweLxYK0tDQ8/fTTwdlIQgghQWM2K4XCpoqLf24+1Pg+bbS4KDp1LjaMSG1vwkKVfR+9uGhXiotttbBLiF8JADMwMCjxpRrOOSSbDDHUANEkorXrCbgECCIVFwkhCnolIIQQQgghpMPgyrzF9tuAEDR33XUXUlJSGl1eUVGBs88+GxkZGdi8eTP++9//4sEHH8Qbb7wRhK0khBASLBaLUsSy2pooLv7pprjYVmNRRdfOxfasvnPRBsB55mLb/LcnxJ8YYxAMgnIowOu7E2WrDNEkQgw1AiIDExi45H33IpdlMIGBte+XDUKIj1BxkRBCCCGEkA6Cty7hqNP74YcfsGLFCjzzzDONrvvoo49gs9nwzjvvoH///pg5cyZuvfVWLFq0KAhbSgghJFgsFnXmopvOxZLSKhw6lAcAMBrrz7q31e45Uew4nYtNxaK21X97QvyNGQRAZJAdSuui7ODgHDBGmiAYlK5DJrJWRaNyiUMwiy5fO117qptOCGln2vceBCGEEEIIIYScgvz8fMydOxf/+9//EBoa2uj69evXY/z48TCZ6iNnp06din379qG0tNTtY1qtVlRUVLh8EEIIad+0LkSrtXFxccuWwwCAXj2TkZmZ2Og+bY3LzEWxfbcgORcXZVmG3S4BcC3yEtKZCCKDIcwIMAbZLkO2SjCGGyBYlOcEU6NTvS0ucs4BziCq80y5JIM7ZOX/EgeYQHGphHQy9IwnhBBCCCGkI2DQFwyz1g5S6WQ457j++utx0003YcSIEW5vk5eXhy5durhcpn2dl5fn9j5PPPEEoqKi9I+0tDTfbjghhJCAs6iFwto6W6PrsrMLAAD9+nVFRnqCfnlb7Z5zjkIVO0osaq1VLywCgKmNFnYJ8TvGIJhEGEINkKwSxFARhgizy5xFwSh6HYvKHRyCiYEZlXIClziYUQSXlEKjYGRgIh2DENKZUHGREEIIIYSQds75ZAGjPXzcc889YIw1+7F37168+OKLqKysxMKFC336/RcuXIjy8nL94/jx4z59fEIIIYGXlBwDANi9OwelpVUu1xUUlAMAEhOjkJnZvoqL7T4WNURJFqipseqRqABgbqP/9oT4GxMAJjCIoUYYI0wwRloaHR8I6vNeskqQHZ4VGWW7DMEsKpGqnAMcEIyCeiDCIFC3MCGdDr3TEkIIIYQQ0lFwDkbrB3H77bfj+uuvb/Y23bt3x88//4z169fDbDa7XDdixAhcddVVeP/995GUlIT8/HyX67Wvk5KS3D622Wxu9JiEEELat759UtG3b1fs2ZODL5dswN/nTNGvKyhU4q8TE6P0DkegfcSiiu08xrA+FtWmFxcFgbX7n4uQVmNM6V4UADHG/f4oMwoQLSLAAalOVuYwMiUqVbYrsxoFk6CnoXB1sLtoVksJMgBBgGAUwGUO7pDBDNS1SEhnQ8VFQgghhBBC2j3m9tPOKiEhAQkJCS3e7oUXXsCjjz6qf33ixAlMnToVixcvxujRowEAY8aMwX333Qe73Q6jUTlJvHLlSmRlZSEmJsY/PwAhhJA2hzGGq64Yh3/f/wm+XLIBV105HiFq11yh1rmYEIWYmDD9PiZT2+zkce1cbJvb6CnnmYtacdFkMlBEPOm0mMDABAYuyU3GlApGAeb4EMgODl5UC+7g4AyQbBIMJhEcgFQrQbSIymM5OASjAMGkRaLKEEzKdaJZBDcK9JwjpBOiZTyEEEIIIYS0d+qxPPdudEqnl56ejgEDBugfvXv3BgD06NEDXbt2BQBceeWVMJlMmDNnDnbt2oXFixfj+eefx4IFC4K56YQQQoJgwoT+SEmJRXl5DVb+tE2/vKBQKS4mJEYiLS1evzwkpG12sRucuvo6UnHRarMDAIxG6qUgnRsTmUcHBoKBQQwRIdlkyFYJpggjTPEhMMVYIFpESHXKHFPZLiuFRq1YqUWiQilmCu08XpkQ0jr0bksIIYQQQkiHwABw6lz0saioKKxYsQLz5s3D8OHDER8fj/vvvx833HBDsDeNEEJIgImigPHj+uHTxWtw9GghAKC6ug7V1VYAQEJCFMxmI55/djZsNgfCwy3B3Nwmic6di+08PtRd5yLNWySdnWBgkK2e3VYMMUKodkAwCjCEm/SZjcZIM2RbLSSbrHQohigJHlzigCCAtfPXDkLIqaN3W0IIIYQQQggBkJmZqc+UcTZo0CD8/vvvQdgiQgghbU1sbDgAoLS0GgBQqM5bDA+3IEwtdI0c2TM4G+ehjtW5qETT1tXZYa1TOhdNVFwknZ06d5HLHExQVh7KNglw02XIjAIM4UaIZtElRlUwCRBDDbCX2WCMNIKpnYpc5hAMgv64hJDOi95tCSGEEEII6Sg4dS4SQggh/hQdrcxULCtTiot6JGpCZNC2yVsunYvtPM5Q61wEgLLyGgCAyUynO0nnxkSluKhEozJ18RwDZLgUHAHlZsZIk9vHMYQZIdtkGEKN0EcqcoC189cNQohv0CsBIYQQQgghHQFr9AkhhBBCfCwmRikulpZWAQAKCpTOxcSEqKBtk7ecC4piO+9cNJkMENVOTK3gSzMXSWfHGIMgMnBZ+VqJMmUQjAK4Q/b4cQSjAFOMGcysvE5wWUn4cO5wJIR0XlRcJIQQQgghpL1zXklMEUWEEEKI38Q06FwsVDsXExPbU3FRdPt5e8QY07sXtahaikUlROku1IqLkDkEI4NgFpW4VMm7AqPWtchlpUhJxUVCCEDFRUIIIYQQQgghhBBCPBITo85cLKsG5xwFBe0vFtW5oCiK7f/UYFiYUlwsL1eKi2YqLhICJjA1GZUDHBAMIgSDANFiAJcA2YsORp1apGSMiouEECouEkIIIYQQ0oHQgT4hhBDiT9rMRZvNgZpaGwoK1VjUdtW5KLj9vL3SOhe1blKTyRjMzSGkTWCi0mHIbTIgCHq3oWgWYQg16PMXvXxUMKH9v2YQQnyDXg0IIYQQQghp57TVw4wBtJCYEEII8Z+QEBMsFqV4VVZajUK1c7E9zVx07lY0iO07FhVwV1ykzkVCmMBgCDNCsIhKt6HT6ARmFNT5i42Li7JDhmyTmnhUDkbVBEKIil4OCCGEEEII6QCoqEgIIYQEhta9WFpahQJ15mJCYjuKRRU7zsxFoL64WKoWF42m9v8zEeILTGAwhBghhrgW3BnT5i+6di9ySYlQhSA0ik3lnAOglYyEkHpUXCSEEEIIIaQjoON8QgghJCC0uYt5+WWoqKgF0L46F50Lih0jFtUEACgvrwEAmCkWlRAX7mYkCgYBgknpXuScg8sc3CFDMIswWERA4mpBUUW1RUJIA5QTQAghhBBCSIfAlAIjHfATQgghfqV1Lu7blwsAsFiMCA+3BHOTvOI6c7H9d/lRLCohrSOaDeCSHbJNBgMgWESIZuU1QTCJkB0ymFE9uOAAVRcJIc7a//IkQgghhBBCiNNxPh3wE0IIIf4UE6MUF7f8dQQAkJGe4LYzqK3qeJ2LSnGxttYGgIqLhHiKCQyixQAmCkph0WIAY0yJTTUKgHNkKue0kJEQ4oLebQkhhBBCCCGEEEII8VBMg87FHj2Tgrk5XhOdCopiR+hcDDG7fG000ulOQjwlGAQYw4yA4BqfygwCIAjgEgcTGcABQWTtaiEFIcS/2v/yJEIIIYQQQoiCDvYJIYQQv4uJVmYuympXT88e7au46NK5KHaA4mKoa3HRbKbiIiHeYG6KhkxgEAwMXJKVCzinSgIhxEW7eUnIzMzU27K1jyeffNLlNtu3b8e4ceNgsViQlpaGp59+OkhbSwghhBBCSICxBv8nhBBCiF9osaiadldcdCooimK7OTXYpLBQk8vXFItKiG8IJgHgSiQq5wDrAK8XhBDfaVfvtg8//DDmzp2rfx0REaF/XlFRgbPPPhtTpkzBa6+9hh07dmD27NmIjo7GDTfcEIzNJYQQQgghhBBCCCEdTHS0a3GxRzsrLjrHonaEmYspKbEuX1NxkRDfYKISjQqZK+MWaREjIcRJu3q3jYiIQFKS+x22jz76CDabDe+88w5MJhP69++PrVu3YtGiRVRcJIQQQgghHR8d7BNCCCEBERMTrn8eFxfh8nV7YBCdi4vtPxZ1zJgsPPzQTLzwwncoKq5EWtf4YG8SIR0CExgEE4NsVaNRqbpICHHSrpYnPfnkk4iL+3/27ju+qbKLA/jvJm3SQVtmKWVvZS8ZioCKDBEHqC+KCgo4EAc4XnGAAwUXDhyI+qIoOEABJ7JFtjJFhiBldlDoXpnP+0dyb5M2bdP2SZO0v+/n0482uTd9csi6OfecUw/du3fHa6+9BqvVql23bds2DBgwAAZDYSuEoUOH4siRI0hPT/d4eyaTCVlZWW4/RERERETBSWGCkYiIqAq4Vi4GW9UiUGTmYjVILgLA4Ku6YNnSx/H1l9Nw2WUX+Xs5RNWGLkQPx3EGjzWIyF3QVC4+9NBD6NGjB+rWrYutW7di+vTpSEpKwty5cwEAycnJaNmypds+DRs21K6rU6dOsducPXs2nn/+ed8vnoiIiIioivCEYiIiIt9ynbkYbPMWgaLJxaCqOyiVwRCCpk1ZtUgkkxKiADoFEAKKjgcaRFTIr58gnnzySSiKUurP4cOHAQDTpk3DoEGD0KVLF9x333144403MG/ePJhMpgr//enTpyMzM1P7OX36tKy7RkRERERUpQoP9nnQT0RE5EtGYygiwh2ds1q3aujn1ZRfSEj1aotKRL6jKAr0Rj0rF4moGL9WLj766KMYP358qdu0atXK4+V9+vSB1WrFiRMn0L59e8TFxSElJcVtG/X3kuY0Go1GGI3G8i+ciIiIiChQ8aCfiIjI55q3iMWRI2fRqVMzfy+l3NwqF/XVp3KRiHxDF+p4nVDYIoWIXPg1udigQQM0aNCgQvvu3bsXOp0OsbGxAIB+/frh6aefhsViQWhoKABgzZo1aN++vceWqERERERE1Q8P+ImIiKrCq3PuQGpqVlC24VQUBXq9DjabnZWLRFQmReesXiQichEUpydt27YNb731Fvbt24fjx49j8eLFmDp1Km6//XYtcXjbbbfBYDBgwoQJ+Pvvv/H111/j7bffxrRp0/y8eiIiIiKiKsLcIhERUZWoVy8KF13U2N/LqDC9s2JRz+QiERERVUBQJBeNRiO++uorDBw4EB07dsRLL72EqVOnYsGCBdo2MTExWL16NRISEtCzZ088+uijmDFjBu655x4/rpyIiIiIqGqwS1HF/fTTT+jTpw/Cw8NRp04d3HDDDW7Xnzp1CiNGjEBERARiY2Px+OOPw2q1+mexREREEqjtUPVsi0pEREQV4Ne2qN7q0aMHtm/fXuZ2Xbp0we+//14FKyIiIiIiCjyKAlYvltO3336LSZMm4eWXX8aVV14Jq9WKAwcOaNfbbDaMGDECcXFx2Lp1K5KSknDnnXciNDQUL7/8sh9XTkREVHFqxWJICJOLREREVH5BkVwkIiIiIiIvsHyxXKxWKx5++GG89tprmDBhgnZ5hw4dtP9fvXo1Dh48iLVr16Jhw4bo1q0bXnzxRfz3v//Fc889B4PB4I+lExERVYqaVOTMRSIiIqoInp5ERERERFSNKEwwem337t04e/YsdDodunfvjkaNGmH48OFulYvbtm1D586d0bBhQ+2yoUOHIisrC3///bfH2zWZTMjKynL7ISIiCiQhWuUik4tERERUfkwuEhERERFVB8wpltvx48cBAM899xyeeeYZ/Pjjj6hTpw4GDRqEtLQ0AEBycrJbYhGA9ntycrLH2509ezZiYmK0n6ZNm/rwXhAREZVfCNuiEhERUSXwEwQRERERUbWgMMHo9OSTT0JRlFJ/Dh8+DLvdDgB4+umnMXr0aPTs2RMLFy6EoihYunRphf/+9OnTkZmZqf2cPn1a1l0jIiKSIkTvbIuqZ+UiERERlR9nLhIRERERVQcKoNMzuwgAjz76KMaPH1/qNq1atUJSUhIA9xmLRqMRrVq1wqlTpwAAcXFx2Llzp9u+KSkp2nWeGI1GGI3Gii6fiIjI5664ojM2/f432rWL9/dSiIiIKAgxuUhEREREVA3oQnQQTC4CABo0aIAGDRqUuV3Pnj1hNBpx5MgR9O/fHwBgsVhw4sQJNG/eHADQr18/vPTSSzh37hxiY2MBAGvWrEF0dLRbUpKIiCiY3HfvENx37xB/L4OIiIiCFJOLRERERETVhKIwuVge0dHRuO+++zBz5kw0bdoUzZs3x2uvvQYAuPnmmwEAQ4YMQYcOHXDHHXfg1VdfRXJyMp555hk88MADrE4kIiIiIiKiGonJRSIiIiIiqrFee+01hISE4I477kB+fj769OmD9evXo06dOgAAvV6PH3/8Effffz/69euHyMhIjBs3Di+88IKfV05ERERERETkH4oQQvh7EYEiKysLMTExyMzMRHR0tL+XQ0RERERU7dTEz9w18T4TEREREVUlfuYmqlo6fy+AiIiIiIiIiIiIiIiIiIIDk4tERERERERERERERERE5BUmF4mIiIiIiIiIiIiIiIjIK0wuEhEREREREREREREREZFXmFwkIiIiIiIiIiIiIiIiIq+E+HsBgUQIAQDIysry80qIiIiIiKon9bO2+tm7JuBxBhERERGRb9XE4wwif2Jy0UV2djYAoGnTpn5eCRERERFR9ZadnY2YmBh/L6NK8DiDiIiIiKhq1KTjDCJ/UgRT+Rq73Y4jR46gQ4cOOH36NKKjo/29pKCVlZWFpk2bMo4SMJZyMI5yMI7yMJZyMI7yMJZyBEMc/b1GIQSys7MRHx8Pna5mTGngcYZc/n4MVxeMoxyMozyMpRyMoxyMozyMpRzBEEd/r7EmHmcQ+RMrF13odDo0btwYABAdHR2wL9TBhHGUh7GUg3GUg3GUh7GUg3GUh7GUIxji6M811rQziXmc4RuMpRyMoxyMozyMpRyMoxyMozyMpRzBEEceZxDVDEzhExEREREREREREREREZFXmFwkIiIiIiIiIiIiIiIiIq8wuViE0WjEzJkzYTQa/b2UoMY4ysNYysE4ysE4ysNYysE4ysNYyhEMcQyGNVZHjLs8jKUcjKMcjKM8jKUcjKMcjKM8jKUcwRDHYFgjEcmjCCGEvxdBRERERERERERERERERIGPlYtERERERERERERERERE5BUmF4mIiIiIiIiIiIiIiIjIK0wuEhEREREREREREREREZFXmFwkIiIiIiIiIiIiIiIiIq8wuUhEREREREREREREREREXmFyMUCkpqbCbrf7exnVwo4dO/Dvv/8CAIQQfl4NEVFgyc7O9vcSqoWdO3ciIyMDAN9riCiw8XVfHr72ExGVzGq1+nsJ1ca+ffuQlZXl72UQERGVislFP0tMTET//v1x3333aQeqVDFnz57FTTfdhH79+mHWrFkAAEVR/Lyq4JOcnIy3334bP//8M44fPw6AX55URHp6Ok6ePAkAsNlsfl5NcEtJScH8+fPx888/IyEhAQAfkxWRmJiIfv364bHHHoPZbPb3coLW2bNnccstt6Bv37549dVXAfC9pqJSUlLw6aefYvPmzUhPTwfA53ZFBMP7TVZWFlJSUgCAJ9NVIb7uy8PXfjn4ui8PX1flOHfuHJYsWYItW7Zoj0kqv8TERPTu3RszZszw91KCnvp+0717d3z++ef+Xk7QSklJwffff499+/Yx6V0JwfBeEwzHQkTVGZOLfvTEE0+gefPmqFevHubNm4e6dev6e0lB69FHH0WzZs1gtVpx9dVXQ1EUFBQU+HtZQWf27Nlo06YNfvrpJzz66KO49tpr8euvv/LLk3KaM2cOmjVrhqeffhoAoNfr/byi4PXUU0+hdevWWLp0Ke666y6MHz8eBw8ehKIo/DKqHB577DE0b94cDRo0wMyZM2EwGPy9pKCkvteYTCZcdNFFCA8P9/eSgtbzzz+PVq1a4YsvvsB//vMf3HLLLfjjjz/4flNOwfB+M2vWLLRp0wbvvvsuAECn4+FHVeDrvjx87ZeDr/vy8HVVjieffBJt2rTBhx9+iGHDhuGhhx7CiRMn/L2soDN16lS0aNECcXFxmDJlir+XE9SmTZuGZs2aIT8/H3Xq1EFUVJS/lxSUZsyYgVatWuHtt9/GgAEDMHnyZBw8eBBA4CbIAlEwvNcEw7EQUXUXeK8MNUBubi4aNWqEBQsWYPXq1Vi5ciXi4+NhsVj8vbSgs2fPHtSqVQvr1q3Dxo0bsWLFCnTt2hV//PEHwsLCmHwoh927d2PFihX48ssvsXr1aqxatQqDBw/GnXfeiW3btvl7eUHBZDLhkUcewXfffYfLL78cJ0+exPLlywHwQ2x5nT9/Htdddx3Wr1+Pn376CWvXrsXnn3+O/Px8rF+/HgArBrxx/vx5xMfHY/Hixdi4cSO+//57xMfH+3tZQWfz5s2IiorS3mtWrlyJXr16aY9FvteUz9q1a/Hzzz9j+fLlWLt2LZYvX4569erh1ltvRXJysr+XFxSC4f0mJycHkydPxooVK9CiRQv8+eef2LJlCwA+Z3yJr/vy8LVfHr7uy8HXVTnOnj2LYcOGYcOGDfjxxx+xZs0avP/++9i7dy8OHDjg7+UFjVOnTqFx48b4/vvvsXnzZr7fVMKqVasQExODDRs2YMOGDfjhhx/Qq1cv/Pzzz/5eWtD56quv8Ouvv+KHH37A6tWrsWjRIpw8eRLjx48HEJgJskATDO81wXAsRFRT8FW1itntdkRGRmLIkCFo0aIFLr/8cuzduxeTJk3CQw89hLlz5+LIkSPatlQ6nU6Hr7/+Gnv37sXll18OAOjVqxfOnTuH48ePM/lQDsuWLUNmZiZGjhwJq9WK5s2bY/jw4UhNTcUHH3yAM2fO+HuJAUn9cCWEgNFoROvWrTFp0iS88sorqFevHr744gtkZWVBp9MFzAexQOUaH4PBgBEjRmDevHkYOHAgFEXBkCFDoNPpcOmll3rchxxcY1K/fn10794dnTp1wmWXXYY9e/ZgypQpePrpp7FkyRKcO3fOjysNbK5xzM3NxaJFi7T3Grvdjk6dOuH8+fNISUnhe00ZXF8nAWDp0qXQ6XQYMmQI7HY7evfujSuvvBLHjx/Hm2++ifz8fH8uN+AF8vuN6981Go1o1qwZHnvsMcybNw/nz5/H8uXLkZ+fz+pzH+Lrvjx87ZeHr/sVx9dVOVxjY7FYcM011+CTTz7BgAEDYDAYMHr0aCiKgnbt2vlxlYHPNY4hISFo3Lgxevfujd69e2P37t144oknMHfuXKxdu5adpMrgGsvk5GR8+OGH2LNnDwYMGACz2YwWLVogOzubcxfLUPQ4Y/ny5YiPj8eVV14JvV6P66+/Hr1798aff/6Jt956y21bKhQM7zX87o0oMDG5WAXUJKFrn+/58+fjyJEj6NKlC0aOHAmTyYTU1FQsWLAA1113HQoKCnhGjQdqLNUqz65du2LEiBFu1+n1eoSFhSEzM9M/iwwCnh6TjRo1Qq1atZCeno6QkBAAjhkUl19+Ob788kvs37/fL2sNZCaTCXl5eQAKq+juvfdeTJo0CZ07d8aIESNw9uxZfPrpp35cZXBwjSUAREZGYuzYsbjkkksAABkZGbjhhhtw8uRJzJo1C2+99RZsNhu/2CuiaBwB4I033sDGjRvRr18/XH/99UhNTcXWrVvx3//+F3feeSdPZPGgaByHDBmCG2+8EYDj9VOn06FWrVrIzMxk65UyFH2dtFgsiIqKQnx8PHJycrTPOgUFBejZsyfeeecdbWYGFcrLy8Pp06dhNpsD9v2moKAAOTk52u8hISGYPHkyxowZgz59+mD48OHYsmULVq1aBYDV57KoX564fqbj637FqLFUjzOGDh3K1/4KUOOozj2y2Wx83a8gs9nsNj+Kr6sVUzSO8fHxuOOOO9CpUycAjuOMMWPGwGQyYc6cOVi+fDm/mPagaBwbNWqEF154AV9//bX2enn48GF8+umnGDt2LKZOnco4lqBoLMeNG4cxY8YAcLxmGgwGNGzYEEePHkV0dDTjWALXOCqKgpycHFitVrRo0cJt1nRoaCguvvhizJgxA9nZ2XytLCI/Px8XLlzQftfr9QH3XuO6xkA9FiKqqZi98rHZs2dj+PDhABwHAzqdDlarFeHh4Zg7dy7MZjO+/vprfPrpp1i2bBmWLl0Ku92OqVOnAmD1oivXWIaGhha7Xn2DGTRoEFJSUnD27FkAjGFRRR+TanxatWqFyMhIjB49Gjt37sSzzz6LiRMnYubMmejduzcWL14MgPFUvfjiixg4cCBGjhyJxx9/HElJSQDgdpbUzTffjPbt2+OHH37A0aNHoSgK4+eBp1jq9XpERkYCAJKSknDZZZchLy8P77zzDlq0aIF58+Zh0qRJAPiYVJX0mLzooovw9NNPIycnB0uXLsUXX3yBDRs24P3330dCQgKef/55P688sHiKo6IobgeuADB48GAkJSXh2LFjAHgGrCdFY3n27FmEhoaidevWOHv2LB544AEcP34czz77LKZPn45nn30WzZs3x4IFCwAwpqrnn38e3bt3x+jRo3HVVVdpHS4C6f1m5syZ6NGjB4YNG4ann35ae95ER0dr65gyZQqMRiNWrlyJxMREAPw3rqw33ngDEydOBADtxDCAr/sV4RrL0o4z+NpfOtc46vV62O126PV6tG/fnq/75TRr1iwMGzYM119/PebNm4e0tDQoioKoqCgtTnxdLZunOBoMBtSpUwcAcPr0aTRv3hx5eXl46qmnkJubi6effhrTp0/388oDS9E4XrhwAYqioF+/frj33nuRlpaGZcuW4euvv8b+/fvx9NNPY9u2bZg/f76/lx5wisYyPT3d7VhDPQHjyiuvRFJSEg4fPsxkmAdqHG+44Qatuq5WrVro1KkTfvvtN7z44os4f/48ZsyYgXfeeQdPPfUU6taty8dkES+88AL69OmD66+/HmPHjsWpU6e0k6kC5b1m5syZ6NChA4YNG4bbb78d//zzDwBHtyv1OMPfx0JENZognzh27Ji46aabRIMGDYSiKOLDDz8UQghhtVrdtlu3bp0wmUzCbrdrl73wwgvi4osvFllZWVW65kBVUiwtFovH7VNSUkS/fv3EU089VZXLDHglxdFkMgkhhLDZbOLXX38Vffr0Ea1btxadO3cWv/zyixBCiBdffFFcddVVwmw2+239gWL//v2iX79+omPHjmLJkiVi6tSpomfPnuKmm25y2059Tn///ffisssuE08++aR2nc1mc9umpvImlmqMDh486LbvRx99JOrXry9SU1OrdM2BqKQ4jho1StsmIyNDbNq0SVgsFu3xl5eXJyZNmiRGjBgh8vPz/bX8gOHtc9t1+06dOomPPvqoilca+EqK5Y033iiEcLx/v//++6JTp04iPj5eXHzxxWLNmjVCCCEmTJggJkyYUONfH4UQYuvWraJXr16iU6dOYsWKFeLzzz8XAwYMEP3793fbzt/vN1OmTBFt2rQRS5cuFdOmTRNdu3YVl1xyicjOzta2UT//fvTRR6JHjx7igw8+KLZ+8t7ff/8tRo4cKSIjI0XDhg3F0qVLhRDuxxl83feON7F0xdd+z0qKo3rsYLVa+brvpV27dolevXqJjh07ik8++UT85z//Ed27dxdTp0512059XvN11TNv4qjGac+ePW77Pvvss6J79+4iMzOzKpcckEqK4yOPPKJtc+TIEbFt2zZhs9m0x+WFCxfE0KFDxZQpU0p8Pa1pvImlq7Vr14oWLVpor5XkUFIcH3roISGE4/utRx99VLRr107Ur19ftGvXTmzYsEEIIcRVV10lXnzxRT+uPnBs3rxZdOvWTXTs2FEsXbpUvPLKK6Jv377i1ltvddvO3+81zzzzjGjbtq34/vvvxRtvvCH69+8vWrVq5fb9kLpGfvdG5B+sXPSRffv2Qa/XY8GCBZg6dSqef/55mEwm7QxO1ZVXXgmDweDWt/qvv/5CXFwcDAYDzzxEybF0rbpzFRsbC7PZrM3u4NkqDiXF0WAwwGq1anNQNmzYgLVr12L//v0YNmwYAGD16tVo3LixxzO5axKLxYLly5ejUaNG+O2333Drrbdi7ty5mDJlChISEnDq1CltW/XswpEjR6JPnz7YsmUL1q9fj2+++QYPPPCA2zY1UXliCQAXX3wxgMIz5A4dOoRmzZrV+H76pcXx5MmTWhxjYmJw+eWXaxX0drsd4eHhOHToEAwGA4xGo5/viX+V9/EIAB06dEBGRgYyMjIAwK21UU1WWixPnTqFhIQEhISE4P7778eWLVuwbt06HDx4EIMHDwYAbN++HTExMTX69VG1ZcsWdOnSBVu2bMH111+P22+/HcOHD0edOnW0Fpiun3Gq+v1GCIHz589j8+bNePzxx3HTTTfhjTfewLJly3D8+HHMmDGjWOvwiRMnonnz5vj111+xZ88efPvtt5gxY4b0tVV3W7duhaIo+N///oehQ4fi7bffhtlsdjvO4Ou+d0qLpafPF3zt96ykOIaGhsJqtUKv1/N13ws5OTn48ssvcdFFF2HLli24++678dVXX2HEiBE4duyY9rgD+LpamvLEEQC6desGoPA449ixY4iOjkZoaGiNPs4oLY7//vsv0tPTAQBt27ZF3759odPptPebunXr4sSJE9rraU1XViyLPiYB4LLLLkNqaipSU1MB8HstoPQ4JiQk4Pz58zAYDHj11Vfx22+/YfXq1Thy5AgGDRoEAPjnn3/cOj3UZGvWrEHfvn2xfft23HTTTXjiiSfQpUsX1KpVS9tGCOG39xq73Y78/Hxs3LgRY8aMwciRIzFt2jRs2LABQgjMmjVLO0ZXX6f53RuRfzC5KJn6ojZs2DBMmzYNN9xwA+644w5ER0fjiSeeKHVfRVGwa9cuJCUl4c4774TRaKzRL4AViaV6gD9gwABs2LABAGr87Epv4uj6OAsPD0eLFi20/TZt2gSLxYJx48ZV/eIDjBACHTt2xOTJk1GvXj3tA77BYMD58+e19jqu2wPAbbfdhvz8fFx77bW4/fbbtXafNZm3sSz6GqgoCv766y/s27cPY8eORd26dWv862R5HpMqnU6HrVu3wmq14q677qrRMQTKH0e1zdvAgQOxbt06AOAXJ05lxbJ+/frattHR0bjooou033/99VfUqlULd9xxR5WvO5Co7x2TJ0/GE088gejoaACOmXpr165FmzZtsH37dgCO57JrK62qfL9R/+7+/fu1+bhWqxVt2rTBW2+9hffeew9//vmntk71sTB58mQcOHAAV199NW699VYYDAafrbG6UR8b//nPf/DYY4/hlltuwY033ojs7GzMnTu31H35uu/Om1gWTSrwtb84b+LoeizG1/3SCSHQsmVL3H///YiJidFOJImJicGRI0e09wMAbi3f+Lrqzts4ejrO2L17t/Z9THh4eI1+rSwrjjExMQCKx1Gn02HdunWIjo7mdwhO5Xluq2w2G/r374/ffvsNAL/XAsqOo3rMptPpEBcXh+7du2v7fvvtt4iLi8N//vMfv6w90Nx33314/PHHtWSiyWTCsWPH0KpVK20Eg6IobscZVfleo9PpYDKZcPDgQe04o6CgACEhIXj33Xexdu1abNy4EUIIt5Pr+N0bkR/4vjiScnNzxdy5c0V0dLQ4cuSIEMK91c6JEyfE0qVLxX333SeioqLEpEmT2KqoBGXFUjV16lTRpUsXcebMmapeYlAoK44Wi0XMnz9f3HvvvSIiIkLcd999WvvUms61nYLaYuH9998X/fv399g29syZM+Lee+8ViqKIu+++W6SlpVXZWgNdeWJ57NgxsWrVKjFlyhQRFRUlJkyYIHJzc6t0vYGqPHE8evSo+Pnnn8UDDzwgoqOjxeTJk0VBQUGVrjdQlfe5LYQQ1113nbjyyiv5vC6iPLHMyckRixcvFvfff7+IiIgQjzzySIltz2uylStXiqioKNG5c2dx1VVXifj4eDF27FiRkZGhbeOP95v09HTRp08f8eCDDwoh3P/te/bsqbVWUh8HJ06cEPfcc49QFEXcdddd4sKFCz5fY3V3/vx5MW3aNNGpUydx4sQJIYT7Zzq+7nuvrFiq+NpfurLiyNf90rnGSn3tfOaZZ8Qtt9zicXu+rnpWnjgePnxYbNq0STz88MMiOjpa3HvvvSIvL6/K1hrIyhPHgwcPio0bN4qHHnpI1KlTR0ydOpVjVVyU97kthBDdunUTY8eO5fu2i/LEMT09XXz//fdiypQpolatWmL69OnCarWyRWYRixcvFtHR0aJDhw6iZ8+eomXLluKxxx5z26aq32vUf6Orr75aG62h/nsLIcTw4cPFVVdd5fbc4HdvRP7BenAfEC6l40IIREREYOTIkfj+++/xyCOP4Oeff3Y7yzUtLQ2//vorTpw4gbVr16J3797+WnrAKW8s1e1vvvlmTJw4EY0bN/bX0gNKeeMYEhICvV6PM2fOYMOGDXxMOrnG0dXWrVvRs2dPhIaGwm63u51VuHLlSvz222/Yvn074+iivLE8efIkvvzySyQmJvJ10kV543j8+HEsXLgQqampWLNmDePoVN44Wq1WhISE4IEHHkCjRo1KrBCticoby4iICCQlJeHo0aNYv349+vTpU9VLDkhF42i1WrF48WJcc801EELg4MGD6NatGyZMmIArrrgCgH/ebyIiIjBw4EBs2rQJBw4cQKdOnWA2m2EwGPDf//4X48aNQ1ZWlnZG/ueff47ly5djx44d2lnIVHFCCNSrVw/XXXcddu7cidmzZ2P+/Plun+kSEhLwv//9D+fPn+frfim8iaXNZoNer+drfym8iWNkZCRf90sgnBUYKvV9YPfu3RgwYIC2jev7A19XiytvHA8cOIDPP/8cWVlZfJ10Ud447t+/H5988gny8/Pxyy+/8LntoryxVI81nnzySXTo0IGtzJ3KG0ebzYadO3fir7/+wtq1a/mYLEFWVhb+97//YeTIkcjNzcWmTZtw4403YuLEiWjfvj2Aqn+vUUeH3XjjjZg9eza2bduGfv36IT8/H+Hh4XjuuefQt29fnDt3Dk2bNgXA796I/KZqcpjVS2pqqkhISBBZWVlCCPeztIuedan+brPZxNdffy1iYmLETz/9JIQQYuPGjeL8+fPCbreLc+fOVdHqA4usWG7atEkkJydX0aoDj8w4JiYmVtGqA0954qieNWW1WkWzZs3E8uXLtev+/fdf3y82wMmK5dGjR4UQQuTn54uzZ8/6eNWBxxdxPHXqlI9XHXhkP7c9VbLUFL54nayJZ7WXJ46e5OTkiHr16ok33njDZ2t0/bxQ0nVCCLF+/Xpx6aWXivvuu89tm19++UU0b95c7Nq1y2drrI4uXLggUlJStI4RRTtLuFJ/N5vNYs6cOaJ9+/bi999/F0IIsWXLFiGEECaTqUa+7gshL5bbtm2rohUHJplxVF/rauLrvhDli6X62puRkSHq1asnfvvtN+26mvqcVsmKo1pZm5ubWyOP32THMScnR/zzzz++XnZAkv3c9vTZqyaQFceTJ08KIRyfr7Ozs3297IBTnjgKIYpVcv7zzz+idu3aYtGiRT5bY2nVuK5r/Pvvv8WQIUPE0KFD3bb566+/RFxcnPjll198tkYi8g6Ti+Vgt9vFQw89JFq0aCG6du0q2rVrJ3bu3Olxu2eeecbtdyGESE5OFuPHjxetWrUS11xzjVAURTvwr2l8EcutW7dW2foDBeMoR0XjKIQQv/32m2jSpInIysoSZ86cETfffLNQFKXGJml9EcuamFRkHOXgc1sexlKOysTR1VdffSUuueQS7Qs92R566CExZMgQj+tS2Ww28c477wghhHjllVdE+/btxSeffKJdP3/+fNG9e3e2+veS+tho37696Nmzp+jfv7/HLxntdruYO3eu2+9COL5kGTVqlOjfv78YPny4UBRF/P3331V7JwKEL2J58ODBqr0TAYBxlKeisRRCiG+//Va0bt1aCCG099AGDRrUyJOTfRHHlJSUqrsDAYJxlIfPbTn4mJSjMnF09fHHH4u+ffuK1NRUn6zzkUceEZdeemmp/0Y2m03MnDlTCCHE0qVLRWxsrHj55Ze1xONXX30lOnXqxNanRAGAE4G9dODAAQwcOBA7duzAokWLMGfOHLRq1QqTJk1Cfn6+tt0nn3yCxo0b45tvvsHJkycBwK0dZWpqKhISEhAeHo4TJ07g0ksv9cv98SdfxbJfv35+uT/+wjjKUZk4AsDBgwfRqlUrvP3222jbti2ys7ORkJCARo0a+ePu+JWvYhkfH++Pu+M3jKMcfG7Lw1jKUdk4JiYm4tSpU3juuefwyCOP4Nprr0Xjxo0hhJC2xkOHDmHEiBFYsWIF1qxZg8WLFwMA7HY7gMLPDx9//DHi4+O1NnJ33nknbrnlFkycOBGjRo3Cvffei8cffxyjR4+GwWCQusbqaNeuXejTpw927tyJ9957D/fffz9MJhPGjRsHAFob4Y8//hiNGjXCN998g8TERACF/yYNGjRASkoKtmzZon2m69Chg3/ukB/5KpYXX3yxf+6QnzCO8lQmlgBw+PBhdO/eHS+//DLatm2LjIwM7Nq1Cw0aNPDL/fEXX8UxNjbWL/fHXxhHefjcloOPSTkqG8fz588jMTERzz33HGbMmIGbbroJdevWlfoZ/t9//8UNN9yAVatWYdu2bVi4cKHH7T755BM0adIEX3zxBZKTk3HttdfipZdewosvvogBAwbgrrvuwoQJEzBixAhERUXxOIPI3/yY2Awqb775phgxYoQ4c+aMdllKSoowGAxi7969QghHS8khQ4aIjz/+uFjLtKNHj4o+ffqI5s2ba61hairGUg7GUY7KxvHaa68ViqKITp06iV9//bVK1x5oGEs5GEc5GEd5GEs5KhPHM2fOiDlz5oi2bduKzp07i/Xr1/tkjd9++62YMGGCWL9+vXjkkUdEXFxcsfaFP/zwg+jevbvHf+tFixaJJ554QowaNUqsW7fOJ2usjp577jkxcuRIcf78ee2yHTt2iMjISK1V3/fff19i3Pft2yfatm0r2rRpIzZv3lylaw80jKUcjKM8lY1l7969haIo4uKLL67R76GMoxyMozyMpRyMoxyVieOhQ4fECy+8INq0aSM6derks+OMjRs3ivvvv19s3rxZvP766yI6Olob36LavHlziceUv/zyi5gzZ44YN26cz9ZIROXH5GIZ1JLro0ePilWrVrldt3//ftGyZUuxb98+7bKSWj8VFBSIDRs2+GydwYCxlINxlENGHC0Wi5g/f7744osvfLvYAMdYysE4ysE4ysNYyiEjjlarVezZs6fY/pVVdKbP+fPntbaFCQkJIj4+Xjz55JPaGlQ5OTml3g55R43brl27in0htnr1atG6dWu3ZHTRuKvy8vLEypUrfbfQIMBYysE4yiMjljk5OeKpp56q0e+hjKMcjKM8jKUcjKMcMuKYl5cn1q5dK3744Qepays63zEjI0McO3ZMCOFozXrRRReJcePGFduv6LFQ0ZmQRBRYmFz04JNPPhGrV68u8Xr1y5Vff/1VxMXFscdzKRhLORhHORhHeRhLORhHORhHeRhLOYIhjs8//7wYP368eOGFF9zOclZZrVYxb948ERoaKk6ePCmEYBJRhiVLlpQ6C1H9IuaLL74Q7du3L3NmZU3+woWxlINxlEd2LGsqxlEOxlEexlIOxlGOYIjjs88+K2688UYxZcoUcfDgwWKJRiEclZQ6nU789ttvXt9uTf6MQRSoOHPRxZYtW9CzZ09MnDgRX331FZKSkgCgWP9mdY7EunXr0Lt3b9SpU4c9notgLOVgHOVgHOVhLOVgHOVgHOVhLOUIhjiePn0aPXv2xLJlyxAZGYn3338fw4YNw7Jly9zWqtfrMWbMGHTt2hUPP/wwgMJ5LVR+mzZtQufOnTF27FgsXrzYbc6mKzXG69evx2WXXYawsDBt5qUn6mOpJmEs5WAc5fFVLGsaxlEOxlEexlIOxlGOYIhjamoq+vfvjxUrVqBr165YvXo1br31VsybNw+A+zHRyJEjMXToUDz99NMoKCgodluejo1q4mcMokDHbwicMjIy8PXXX6NXr1546aWXsHHjRmzcuBFA8Rcv9YX6jz/+wJAhQ7Rt/vjjDxw7dqxK1x2IGEs5GEc5GEd5GEs5GEc5GEd5GEs5giWO69evh91ux++//453330Xx44dQ3x8PN5++23s27cPiqLAarUCAOrXr4+ZM2di5cqV2LRpEwBg9erV+Oeff3y6xurmzJkz+OyzzzB48GBMnz4dH3zwAfbt2+dxW51OByEE/vjjDwwdOlS7bN++fcjIyKjCVQcmxlIOxlEexlIOxlEOxlEexlIOxlGOYInj9u3bkZaWhp9++gkzZ87E/v37ccUVV2DevHnYunWr23EGALz22mvYsWMHli5dCovFgh9//BFbtmwBwEQiUdCoivLIYGAymcS6devE7t27hRBCDBkyRIwcOVIcPnxYCFG89DohIUE0a9ZMHDhwQBw+fFhcccUVIiwsTGzfvr3K1x5oGEs5GEc5GEd5GEs5GEc5GEd5GEs5giWOzz33nLjkkkvc2hP99ttv4qqrrhK33nqrdpm63ry8PDFmzBjRokUL0adPHxEeHi527Njh0zVWN5mZmWLZsmXir7/+EkII0a5dOzFmzBiRnp7ucftdu3aJpk2biqSkJHHw4EFxxRVXiPDwcHHo0KEqXHVgYizlYBzlYSzlYBzlYBzlYSzlYBzlCJY4fvzxx6Jp06bCZDJplx0+fFiMHDlS9OvXz+M+U6dOFQ0aNBBdu3YVYWFhpY6WIKLAw+RiCbZu3Sri4+PFW2+95faiqH7RsnLlStGoUSMxadIkodfrxa233iqysrL8tdyAxljKwTjKwTjKw1jKwTjKwTjKw1jKEahxfPLJJ0W/fv3E2bNn3S5//fXXRbdu3cSaNWuEEIXzFY8ePSquvvpqoSiKmDhxIv+tJVizZo1QFEWsWLHCLems/v/ChQtF+/btxUMPPST0er247bbbGPcSMJZyMI7yMJZyMI5yMI7yMJZyMI5yBGoc33//fdGrVy+xc+dOt8u/++470axZM/H1118LIQqPM44dOyZGjRolFEUR99xzD/+tiYIQk4seqC9yEydOFH369BHbtm0rts0jjzwiFEURV111ldi1a1dVLzFoMJZyMI5yMI7yMJZyMI5yMI7yMJZyBGIc1TUdOnRIKIoili9f7nb93r17RZ8+fcScOXO0yw4fPiwuueQS0bFjR3HgwAGfr7EmUP8dhg8fLvr06SNOnz5dbJsxY8YIRVHEoEGD+BwrBWMpB+MoD2MpB+MoB+MoD2MpB+MoRyDGUU1qnjx5UtStW1e89dZbwmw2a9efPHlSXHfddeKee+7Rtk1MTBRXX321aN++PY8ziIJYjUku/vPPP+K1117TWlO5cm0L5fp7YmKiaNmypXjyySdFZmamEEKII0eOaP9dtmyZj1cdmBhLORhHORhHeRhLORhHORhHeRhLOYIhjkePHhWXX365WLRokRDCvRWr6xpvvvlm0b17d5Gamuq2f58+fcSDDz6o/Z6VlSX27t0rdY3Vkbdxd/395MmTQqfTiXfeeUf7kujUqVNCCCE2bNhQLPlbUzCWcjCO8jCWcjCOcjCO8jCWcjCOcgRDHJOSksTZs2dFXl6eEEIIq9XqcY0PPPCAaN68udizZ4/b/qNGjRJjxozRfi8oKBBHjx6VukYiqnrVPrlotVrF5MmThdFoFHfffbf4/ffftevUF18hhDCbzWLz5s1u+wkhxJw5c0THjh3FG2+8IQYPHiwuv/zyGlumzVjKwTjKwTjKw1jKwTjKwTjKw1jKEQxxNJlM4o477hB6vV4oiiL++9//FluHut3Ro0fFyZMnRXh4uHjqqadERkaGEMLxpcCAAQPEjBkzpK6tOvM27haLRRw8eLDYddOmTRMtW7YUS5YsEVdffbW4/fbbtS9sahrGUg7GUR7GUg7GUQ7GUR7GUg7GUY5giKPZbBb33HOPaNGihejRo4cYOHCgKCgo0K5T5efni927dwur1SqaNGkiJkyYIE6cOKFdP2rUKHHfffdJXRsR+V+1Ty6++uqr4rLLLhPbt293u9z1LJC3335bREVFienTp2svwur1p06dEiEhIUJRFHHDDTcUO8O7JmEs5WAc5WAc5WEs5WAc5WAc5WEs5Qj0OM6ePVtERESIAQMGiISEBHHdddeJcePGCSHcv5R4++23RUREhHjllVeEEEIsWLBAtGnTRgwdOlSsXLlSTJ06VTRq1KjYjBTyrLxxf/3117UvYFwfG4qiCEVRxIgRI8SFCxeq/H4EAsZSDsZRHsZSDsZRDsZRHsZSDsZRjmCI45kzZ0Tfvn3FFVdcIbZu3So+++wz0apVK7dOJ+oao6KixGOPPSaEEGLZsmWid+/eolOnTuLjjz8WDz/8sKhfv75Yu3at1PURkf9V2+Si3W4XOTk5ol+/fuKjjz4SQgixdetW8eGHH4rff/9dZGdnCyGEePzxx0WdOnXEF1984fYlkRBCLF26VCiKIi655BKxe/fuKr8PgYKxlINxlINxlIexlINxlINxlIexlCMY4vjxxx+LLl26iG+++Ua77PnnnxetW7fWfi8oKBD33XefiI2NFZ9//rlbteUPP/wgrrnmGtGvXz/Rq1evYglU8qwicS/62Fi8eLEICQkRl1xySbG2UTUJYykH4ygPYykH4ygH4ygPYykH4yhHsMTxyy+/FF27dhVJSUnaZXfeead45plntN8fffRRUbduXfHFF1+4HWfs27dPjB07VgwdOlT069fP4wx6Igp+1Ta5KIRjNk7Dhg3F6dOnxbRp00SjRo3EpZdeKmJjY8WVV14pcnNzRWpqaomtqf744w/x4YcfVvGqAxNjKQfjKAfjKA9jKQfjKAfjKA9jKUegxlE9cL9w4UKxLxpef/110alTJ3Hs2DEhhCNJ+s8//2gzH133VyUnJ0tfY3VU2bi73s63335bo59jjKUcjKM8jKUcjKMcjKM8jKUcjKMcwRbHDz74QERERGi/JyYmim7duom5c+eKTZs2CSGEOHfunNuxUNH75Wn9RFR9VJvk4o4dO4QQ7l+W5OXliY4dO4px48aJ0aNHi4MHD4oLFy6Iv/76S9SuXVs8+uijxV70iLGUhXGUg3GUh7GUg3GUg3GUh7GUIxjiqK7RtVWSSl3H77//LnQ6nThz5kyVrau6Y9zlYSzlYBzlYSzlYBzlYBzlYSzlYBzlCIY4ejoW2rt3r4iPjxe9e/cWo0ePFiEhIWLQoEHiqquuElFRUeK5555zm7tIRDVP0CcXly9fLuLj40XdunVFQkKCEKLwxTotLU1MnDhRREVFiVGjRgmbzaa9SP7vf/8TMTExNXJgcEkYSzkYRzkYR3kYSzkYRzkYR3kYSzmCIY6e1li0+lB17Ngx0bx5c7Fw4UKfr6u6Y9zlYSzlYBzlYSzlYBzlYBzlYSzlYBzlCIY4elqjxWLRrk9ISBCrVq0SHTp0EIsWLdIuX7JkiYiIiBCnT5+u0vUSUWDRIYgtXrwYL7/8MgYMGIAOHTpgzpw5AAC9Xg8AqFOnDq688koYDAbYbDbodDoIIQAAHTp0gMFgwKFDh/y2/kDCWMrBOMrBOMrDWMrBOMrBOMrDWMoRDHEsaY06neeP8WFhYTAYDMjPz/fpuqo7xl0exlIOxlEexlIOxlEOxlEexlIOxlGOYIhjSWsMCQnRtmnRogXS0tKg1+txxx13wG63AwD69esHi8WC/fv3V9l6iSjwBGVy0WazAQDatGmDq666Cq+88gquu+46bNy4ERs3bgQAmM1mAMB1112HO+64A99//z3Wrl2rfVm0efNmdOvWDd26dfPHXQgYjKUcjKMcjKM8jKUcjKMcjKM8jKUcwRBHb9aobqMSQqBx48Zo2LAhtm/fDgDaFwDkHcZdHsZSDsZRHsZSDsZRDsZRHsZSDsZRjmCIY3nXKISATqdDSkqKlhz9+eef0aNHD/Tu3dtn6ySiIFC1hZKV888//xSba6OWah84cEBcd9114pprrtGuU1taHT9+XNx5550iMjJSjBo1Stx6662ibt262uDbmjhziLGUg3GUg3GUh7GUg3GUg3GUh7GUIxjiWN41Ft3WbreLhx9+WFx66aUiJydH2rqqO8ZdHsZSDsZRHsZSDsZRDsZRHsZSDsZRjmCIY3nXqLZwXbNmjRg4cKDo1KmTmD9/vrjrrrtE3bp1xZtvvumTdRJR8AiKysVvvvkGLVu2xMiRI9G3b1/873//065Tzx7v2LEjbrjhBpw4cQILFy4EAK1tVcuWLfHZZ5/hjTfeQOvWrREWFoatW7finnvuAQAoilLF98h/GEs5GEc5GEd5GEs5GEc5GEd5GEs5giGOlV2jSlEUmEwmdO3aFaGhoZVeV3XHuMvDWMrBOMrDWMrBOMrBOMrDWMrBOMoRDHGs6BrV6snBgwfj5ZdfRsuWLbF8+XKkpaVh69ateOSRR6Suk4iCUBUnM8tt9erVokWLFuK9994Tq1atEtOmTROhoaFiwYIFIi8vTwhReJbFmTNnxIQJE8Qll1wisrOzhRBCmM1mv6090DCWcjCOcjCO8jCWcjCOcjCO8jCWcgRDHGWtUa205L+9dxh3eRhLORhHeRhLORhHORhHeRhLORhHOYIhjpVdY0FBgXZbNptNZGRkSF8jEQWvgE0uqmXazz//vOjZs6fbC+zkyZNFr169xHfffVdsvx9//FH06tVLzJw5U+zbt09ce+214tSpU1W27kDEWMrBOMrBOMrDWMrBOMrBOMrDWMoRDHEMhjVWR4y7PIylHIyjPIylHIyjHIyjPIylHIyjHMEQx2BYIxEFv4Bti6q2lzp48CBat26N0NBQWCwWAMCsWbMQFhaGlStXIjk5GUDhoNkrrrgCvXv3xgsvvICePXvCYrEgNjbWP3ciQDCWcjCOcjCO8jCWcjCOcjCO8jCWcgRDHINhjdUR4y4PYykH4ygPYykH4ygH4ygPYykH4yhHMMQxGNZIRNWAv7ObqtWrV4sHH3xQvPnmm2LHjh3a5QsWLBBRUVHFSsQXLFgg2rVrJzZu3Khtm5OTI958802h1+vFoEGDxP79+6v2TgQIxlIOxlEOxlEexlIOxlEOxlEexlKOYIhjMKyxOmLc5WEs5WAc5WEs5WAc5WAc5WEs5WAc5QiGOAbDGomo+vF7cjExMVFce+21IjY2VowdO1Z07txZxMTEaC+ER44cEY0bNxbPPvusEEIIk8mk7RsXFyfefPNN7fe///5b9OnTRyxatKhK70OgYCzlYBzlYBzlYSzlYBzlYBzlYSzlCIY4BsMaqyPGXR7GUg7GUR7GUg7GUQ7GUR7GUg7GUY5giGMwrJGIqi+/Jhdzc3PFuHHjxH/+8x9x/Phx7fLevXuL8ePHCyGEyMrKErNmzRLh4eFaj2e1b/TAgQPFxIkTq37hAYixlINxlINxlIexlINxlINxlIexlCMY4hgMa6yOGHd5GEs5GEd5GEs5GEc5GEd5GEs5GEc5giGOwbBGIqre/DpzMSIiAkajEePHj0fLli1htVoBANdccw0OHToEIQSioqJw2223oUePHrjllltw8uRJKIqCU6dO4dy5c7jhhhv8eRcCBmMpB+MoB+MoD2MpB+MoB+MoD2MpRzDEMRjWWB0x7vIwlnIwjvIwlnIwjnIwjvIwlnIwjnIEQxyDYY1EVL0pQgjhzwVYLBaEhoYCAOx2O3Q6HcaOHYvIyEgsWLBA2+7s2bMYNGgQrFYrevXqha1bt+Kiiy7CkiVL0LBhQ38tP6AwlnIwjnIwjvIwlnIwjnIwjvIwlnIEQxyDYY3VEeMuD2MpB+MoD2MpB+MoB+MoD2MpB+MoRzDEMRjWSETVl9+Ti570798fkyZNwrhx42C32wEAOp0Ox44dw65du7Bjxw507doV48aN8/NKAx9jKQfjKAfjKA9jKQfjKAfjKA9jKUcwxDEY1lgdMe7yMJZyMI7yMJZyMI5yMI7yMJZyMI5yBEMcg2GNRFQ9BFxy8fjx47j00kvx008/oWfPngAAs9kMg8Hg55UFH8ZSDsZRDsZRHsZSDsZRDsZRHsZSjmCIYzCssTpi3OVhLOVgHOVhLOVgHOVgHOVhLOVgHOUIhjgGwxqJqPrw68xFV2qOc/PmzahVq5b2Avj888/j4Ycfxrlz5/y5vKDCWMrBOMrBOMrDWMrBOMrBOMrDWMoRDHEMhjVWR4y7PIylHIyjPIylHIyjHIyjPIylHIyjHMEQx2BYIxFVPyH+XoBKURQAwM6dOzF69GisWbMG99xzD/Ly8vD5558jNjbWzysMHoylHIyjHIyjPIylHIyjHIyjPIylHMEQx2BYY3XEuMvDWMrBOMrDWMrBOMrBOMrDWMrBOMoRDHEMhjUSUTUkAkh+fr5o06aNUBRFGI1GMWfOHH8vKWgxlnIwjnIwjvIwlnIwjnIwjvIwlnIEQxyDYY3VEeMuD2MpB+MoD2MpB+MoB+MoD2MpB+MoRzDEMRjWSETVS8DNXLz66qvRtm1bzJ07F2FhYf5eTlBjLOVgHOVgHOVhLOVgHOVgHOVhLOUIhjgGwxqrI8ZdHsZSDsZRHsZSDsZRDsZRHsZSDsZRjmCIYzCskYiqj4BLLtpsNuj1en8vo1pgLOVgHOVgHOVhLOVgHOVgHOVhLOUIhjgGwxqrI8ZdHsZSDsZRHsZSDsZRDsZRHsZSDsZRjmCIYzCskYiqj4BLLhIRERERERERERERERFRYNL5ewFEREREREREREREREREFByYXCQiIiIiIiIiIiIiIiIirzC5SEREREREREREREREREReYXKRiIiIiIiIiIiIiIiIiLzC5CIREREREREREREREREReYXJRSIiIiIiIiIiIiIiIiLyCpOLREREREREREREREREROQVJheJiIiIiIiIiIiIiIiIyCtMLhIRERERERERERERERGRV5hcJCKicvn000+hKApOnDjh76V45cSJE1AUBZ9++mmZ244fPx4tWrTw+ZqIiIiIiMgdjzOIiIiIggeTi0RERJKpXzR4+unbt6+23fjx492uMxqNaNeuHWbMmIGCggI/3gMiIiIiIgo0rscZ3377bbHrn3vuOSiKgvPnz2uXFT3miI6ORteuXfHGG2/AZDJV5fKJiIioGgnx9wKIiCi43HHHHRgzZgyMRqO/l+KV5s2bIz8/H6GhoVX+t2+99VZcc801bpc1aNDA7Xej0YiPP/4YAJCZmYmVK1fixRdfxL///ovFixdX2VqJiIiIiPyJxxnl88ILL2DUqFFQFKXMbV2POTIyMvDtt9/isccewx9//IGvvvrK10slIiKiaojJRSIiKhe9Xg+9Xu/vZXhNURSEhYX55W/36NEDt99+e6nbhISEuG0zefJkXHrppfjyyy8xd+5cNGzY0NfLJCIiIiLyOx5neK9bt27Yu3cvli9fjlGjRpW5vadjjj59+uDrr7/G3LlzER8f78vlEhERUTXEtqhERNVcSfM91JY5KkVRMGXKFKxYsQKdOnWC0WhEx44dsWrVKrf9PM1CEUJg1qxZaNKkCSIiInDFFVfg77//RosWLTB+/PgS/2ZptwkAv/zyCy6//HJERkYiKioKI0aMwN9//12u+1/SLBT1foaFhaFTp05Yvnx5uW7XVxRFQf/+/SGEwPHjx/29HCIiIiIij3ic4b/jjDFjxqBdu3Z44YUXIIQo9/46nQ6DBg0CgKCZcUlERESBhZWLRESk2bx5M7777jtMnjwZUVFReOeddzB69GicOnUK9erVK3G/GTNmYNasWbjmmmtwzTXXYPfu3RgyZAjMZnOF1/L5559j3LhxGDp0KF555RXk5eXhgw8+QP/+/bFnzx6PX2R4a/Xq1Rg9ejQ6dOiA2bNn48KFC7jrrrvQpEmTYtump6fDZrOVeZsRERGIiIhwuywvL89t3gkAxMTElNk6ST3Ar1OnTpl/l4iIiIgo0PE4Q+5xhl6vxzPPPIM777zT6+rFov79918AKDX+RERERCVhcpGIiDSHDh3CwYMH0bp1awDAFVdcga5du+LLL7/ElClTPO6TmpqKV199FSNGjMAPP/ygnTH89NNP4+WXX67QOnJycvDQQw9h4sSJWLBggXb5uHHj0L59e7z88stul5fXf//7XzRs2BCbN29GTEwMAGDgwIEYMmQImjdv7rZt9+7dcfLkyTJvc+bMmXjuueeKXTZz5ky3yzZs2KCdJaxSE5CZmZlYsWIFvv32W3Tq1Ant27cv5z0jIiIiIgo8PM6Qe5wBALfddhtefPFFvPDCC7jxxhvLnL3oeszxzTffYMWKFejSpQuPOYiIiKhCmFwkIiLN4MGDtQN+AOjSpQuio6NLbc+5du1amM1mPPjgg24HtI888kiFD/rXrFmDjIwM3HrrrW6Vf3q9Hn369MGGDRsqdLsAkJSUhL179+LJJ5/UDvgB4Oqrr0aHDh2Qm5vrtv3ixYuRn59f5u22atWq2GX33HMPbr75ZrfLunbt6vZ7bm4uGjRo4HZZ//798dlnn5X5BQERERERUTDgcYbc4wx1zc888wzGjRuHFStW4MYbbyzxNjwdc1x66aX4/PPPy/z7RERERJ4wuUhERJpmzZoVu6xOnTpIT08vcR/1bNu2bdu6Xd6gQYMKt/U8evQoAODKK6/0eH10dHSFbhcoeb0A0L59e+zevdvtsssuu6zCf6tt27YYPHhwqduEhYXhhx9+AACcOXMGr776Ks6dO4fw8PAK/10iIiIiokDC4wy5xxmqsWPHatWLN9xwQ4nbuR5zGI1GtGzZ0mOrViIiIiJvMblIRFTNlVT95mm+h16v97itEKJK12K32wE45qHExcUV2z4kpOrevlJTU72ahVKrVi3UqlWr3Lev1+vdEpBDhw7FRRddhHvvvRfff/99uW+PiIiIiKgq8DijcmQcZ6jVi+PHj8fKlStLvI2ixxxERERElcXkIhFRNVenTh1kZGQUu9yb+R7eUGeHHD161K1lT2pqarEzkdUzjDMyMlC7du0S16K2TIqNjZV+EOy63qKOHDlS7LJLLrmkUrNQyqtRo0aYOnUqnn/+eWzfvh19+/at9G0SEREREcnG44yS11uUL48zbr/9dsyaNQvPP/88rrvuOu8XTERERFQJTC4SEVVzrVu3RmZmJvbv348uXboAcMwDWb58uZTbHzx4MEJDQzFv3jwMGTJEO2v4rbfe8rgWANi0aZN24Jubm4vPPvvMbbuhQ4ciOjoaL7/8Mq644gqEhoa6XZ+amlpsZoi3GjVqhG7duuGzzz5zm4eyZs0aHDx4UPtSQFXZWSgV8eCDD+K1117DnDlzsGLFCmm3S0REREQkC48z3PnrOMO1epGIiIioqjC5SERUzY0ZMwb//e9/ceONN+Khhx5CXl4ePvjgA7Rr167Y3I+KaNCgAR577DHMnj0b1157La655hrs2bMHv/zyC+rXr++27ZAhQ9CsWTNMmDABjz/+OPR6Pf73v/+hQYMGOHXqlLZddHQ0PvjgA9xxxx3o0aMHxowZo23z008/4bLLLsO7775b4TXPnj0bI0aMQP/+/XH33XcjLS0N8+bNQ8eOHZGTk+O2rYxZKOVVr1493HXXXXj//fdx6NAhXHzxxVW+BiIiIiKi0vA4ozh/HWeosxf37t0r7TaJiIiISqPz9wKIiMi36tWrh+XLlyMiIgJPPPEEPvvsM8yePRsjR46U9jfUNjx79uzB448/jn///RerV69GZGSk23ahoaFYvnw5WrdujWeffRbvvPMOJk6ciClTphS7zdtuuw3r1q1D48aN8dprr+Hhhx/GV199hW7duuGuu+6q1HqHDRuGpUuXwmazYfr06fjuu++wcOFC9OrVq1K3K9O0adOg0+nwyiuv+HspRERERETF8DijOH8dZ4SEhOCZZ57x6d8gIiIicqUIWdOziYiIimjRogUGDRqETz/91N9LISIiIiKiaoLHGURERET+xcpFIiIiIiIiIiIiIiIiIvIKZy4SEVFQMpvNSEtLK3WbmJgYhIeHV9GKiIiIiIgo2PE4g4iIiKhsTC4SEVFQ2rp1K6644opSt1m4cCHGjx9fNQsiIiIiIqKgx+MMIiIiorJx5iIREQWl9PR07Nq1q9RtOnbsiEaNGlXRioiIiIiIKNjxOIOIiIiobEwuEhERERFRjWWz2fDcc8/hiy++QHJyMuLj4zF+/Hg888wzUBQFACCEwMyZM/HRRx8hIyMDl112GT744AO0bdvWz6snIiIiIiIiqno6fy+AiIiIiIjIX1555RV88MEHePfdd3Ho0CG88sorePXVVzFv3jxtm1dffRXvvPMO5s+fjx07diAyMhJDhw5FQUGBH1dORERERERE5B+sXHRht9uRmJiIqKgo7SxlIiIiIiKSRwiB7OxsxMfHQ6fz/7mO1157LRo2bIhPPvlEu2z06NEIDw/HF198ASEE4uPj8eijj+Kxxx4DAGRmZqJhw4b49NNPMWbMmDL/Bo8ziIiIiIh8K9COM4iquxB/LyCQJCYmomnTpv5eBhERERFRtXf69Gk0adLE38vApZdeigULFuCff/5Bu3btsG/fPmzevBlz584FACQkJCA5ORmDBw/W9omJiUGfPn2wbds2j8lFk8kEk8mk/X727Fl06NDB93eGiIiIiKiGC5TjDKLqjslFF1FRUQAcL0DR0dF+Xg0RERERUfWTlZWFpk2bap+9/e3JJ59EVlYWLrroIuj1ethsNrz00ksYO3YsACA5ORkA0LBhQ7f9GjZsqF1X1OzZs/H8888Xu5zHGUREREREvhFoxxlE1R2Tiy7UFkXR0dE86CciIiIi8qFAaQ/6zTffYPHixViyZAk6duyIvXv34pFHHkF8fDzGjRtXoducPn06pk2bpv2uftHB4wwiIiIiIt8KlOMMouqOyUUiIiIiIqqxHn/8cTz55JNae9POnTvj5MmTmD17NsaNG4e4uDgAQEpKCho1aqTtl5KSgm7dunm8TaPRCKPR6PO1ExEREREREfkDJ5sSEREREVGNlZeXB53O/bBIr9fDbrcDAFq2bIm4uDisW7dOuz4rKws7duxAv379qnStRERERERERIGAlYtERERERFRjjRw5Ei+99BKaNWuGjh07Ys+ePZg7dy7uvvtuAI62So888ghmzZqFtm3bomXLlnj22WcRHx+PG264wb+LJyIiIiIiIvIDJheJiIiIiKjGmjdvHp599llMnjwZ586dQ3x8PO69917MmDFD2+aJJ55Abm4u7rnnHmRkZKB///5YtWoVwsLC/LhyIiIiIiIiIv9QhBDC34sIFFlZWYiJiUFmZiaio6P9vRwiIiIiomqnJn7mron3mYiIiIioKvEzN1HV4sxFIiIiIiIiIiIiIiIiIvIKk4tERERERERERERERERE5BXOXCQiIiIiIiIin/nll9346JO10CkKevRohelPjoKiKP5eFhERERERVRArF4mIiIiIqgG71Q5bgdXfyyAiKuaHn/5EcnIGEpPS8eNPu3D+Qra/l0RERERERJXA5CIRERERUXUgALtN+HsVRETFZGXlF/k9z08rIfKfDRsPYMFHa2C32/29FCIiIqJKY1tUIiIiIqJqQQDMLRJRAMrKzCv1d6Lq7tixJMyY+RVsNju6dGmOvn3a+XtJRERERJXCykUiIiIiouqAiUUiCkBCCGRlOyoX69ePBlC8kpGoOrNabXh5znew2RwVi3v2JHi1nxBC24eIiIgo0LBykYiIiIioGhFCQFEUfy+DiAgAUFBggdnsmAfbtEk9nD+fhUy2RaUa5Mcf/8Thw2e13/fsTcDBQ2fw9DNLMGniYFwzvId2nRACP/+yG0uXbcOZ0+eRX2BBnTqRGHJ1Nzz04DX+WD4RERGRR6xcJCIiIiKqLgTLF4kosKjzFUNC9GjYsLbzMlYuUs1x6IgjsThkSDfH74fO4P0PViElJQMLPlqjVSfm5Zkw7dFP8dLL3+KffxKRl2+GEAJpaTn46uvN+PffZH/dBSIiIqJimFwkIiIiIqoGhGBukYgCj1qlGBMTgZiYCMdlnLlINUhBvhkAcFH7eMTF1YbNZsfu3ccBAOfOZWL7jn8AAJ8t2ogdO4/CYAjBffcOxZdLpuKHldNx+eUXAwC+WbrVP3eAiIiIyAMmF4mIiIiIqhMmGIkogKhVitFR4YiODndcls3kItUcBSYLACAszIDu3VoWu/77H/5AUlI6vv5mCwDghefH4M47BqJ5swaoVy8KY28dAAD4dfVepKfnVN3CiYiIiErB5CIRERERUXXBxCIRBZgsZ5VitEvlYhYrF6kGKchXk4uhbsnFCXdfBQDYuvUInpz+BcxmK3r2bIXL+1/stn/nzs1w0UWNYTZb8f0Pf1bdwomIiIhKweQiEREREREREfmEOnMxOjoc0dHO5CJnLlINUmBytEUNDzPgkkvawGAIQVxcbdx5x0B07doCNpsdR48lQVEUPDjlGiiK4ra/oigYcnVXAMAR5/xGIiIiIn8L8fcCiIiIiIio8oQQYOkiEQWaTGciMSY6AjHO5KI6h5GoJlArF41hoWjYsDY+XTgFkZFhCA0NwXMzbsFvmw7CZrOjbZs4tGsb7/E2oqIcLYULCixVtm4iIiKi0jC5SERERERUHYgi/yUiCgCFlYsRhTMXWblINUhBQWHlIgC0aB6rXdewYW3ccvOlZd6Guq9aBUlERETkbwHTFnXTpk0YOXIk4uPjoSgKVqxY4Xb9+PHjoSiK28+wYcPctklLS8PYsWMRHR2N2rVrY8KECcjJ4bBrIiIiIqoJmF0kIt/KysrH/xauw5mzF7zeJ9M1uajOXMzKc1ZbE1V/+QWFMxcryujcV62CJCIiIvK3gEku5ubmomvXrnjvvfdK3GbYsGFISkrSfr788ku368eOHYu///4ba9aswY8//ohNmzbhnnvu8fXSiYiIiIj8z/k9Pb+vJyJfWb1mLz7+ZB3+97/1Xu+TlVl85qLZbIXJxCQJ1QwmZ+ViWLihwrfBykUiIiIKNAHTFnX48OEYPnx4qdsYjUbExcV5vO7QoUNYtWoV/vjjD/Tq1QsAMG/ePFxzzTV4/fXXER9fvG+9yWSCyWTSfs/KyqrEPSAiIiIi8jMmFonIhzKdicLTp897vY/aAjUmJgIR4QaEhOhhtdqQmZmHsLCKJ1uIgkWBM5EeZqx45aJa9ciZi0RERBQoAqZy0RsbN25EbGws2rdvj/vvvx8XLhS2Ytm2bRtq166tJRYBYPDgwdDpdNixY4fH25s9ezZiYmK0n6ZNm/r8PhARERER+QQTi0TkY/n5jqqpxKQ0r/cpbIsaDkVREKO1RuXcRar+rFYbLBYbACC8EpWLaiJend9IRERE5G9Bk1wcNmwYFi1ahHXr1uGVV17Bb7/9huHDh8Nmc3xIS05ORmxsrNs+ISEhqFu3LpKTkz3e5vTp05GZman9nD592uf3g4iIiIiIiCgY5ec7Ov+kp+dqicayZDmTizHOlqjRUeEACpOORNWZa/tfIysXiYiIqBoJmLaoZRkzZoz2/507d0aXLl3QunVrbNy4EVdddVWFbtNoNMJoNMpaIhERERGR/4gi/yUikizPJaGYlJSOVq0alrq9EEKrUFTnLUZrlYtMLlL1pybhFUWBwVDxr+Bck4t2ux06XdDUChAREVE1FbSfRlq1aoX69evj2LFjAIC4uDicO3fObRur1Yq0tLQS5zQSEREREVUXAgAEM4tE5DsFRZKLZcnLM8FmswOA1g41OtpRuZiVyeRieeXlmfDxJ2tx7FiSv5dCXlLnLYaHhUJRlArfjut8UrPZWul1EREREVVW0CYXz5w5gwsXLqBRo0YAgH79+iEjIwO7du3Stlm/fj3sdjv69Onjr2USEREREVURJhaJyLdcKxe9mbuY6UwgGgwhWktItT1qVjZnLpbX5i2H8b+F67HgozX+Xgp5SU3IG8Mq3hIVcG+p6m1L4vKw2+04cOAUZzoSERGR1wImuZiTk4O9e/di7969AICEhATs3bsXp06dQk5ODh5//HFs374dJ06cwLp163D99dejTZs2GDp0KADg4osvxrBhwzBp0iTs3LkTW7ZswZQpUzBmzBjEx8f78Z4REREREfmesGv/589lEFE1lu+WXCy7clFtiapWLQKF7VEzWblYbrm5BQCAlHOZfl4JeUudkRjuUnlYEXq9TmurWmCSP3fx998P4Z775uPd936RfttERERUPQVMcvHPP/9E9+7d0b17dwDAtGnT0L17d8yYMQN6vR779+/Hddddh3bt2mHChAno2bMnfv/9d7eZiYsXL8ZFF12Eq666Ctdccw369++PBQsW+OsuERERERFVCeHaDpW5RSLyEbe2qIllJxcznXMV1YSi6/9ncuZiuantMNPScvy8EvKWWglY2cpFoHDuoqlAfnIx4YRjzNCxY8nSb5uIiIiqp4pPk5Zs0KBB7l+KFPHrr7+WeRt169bFkiVLZC6LiIiIiCh4MLFIRD6UV86Zi1lqcjEqXLtMm7mYxbao5WWx2AAA6ek5sNns0OsD5nxxKoGsykX1NrKy8pHvg9al6emOhDWrYomIiMhb/CRKRERERERERGXKzzdp/5+YlFbqCcJAYQJRTSgChS1Ss9gWtdwsFkflot0ukJmZ6+fVkDfUFqZhEioX1erHAh9ULqanOx5P589nwWazl7E1EREREZOLRERERETBz/n9vhCOHyIiX3BNauTmmpCdXXr1YW6uIxkZWStMuyw83FHB5Yvqq+pObYsKAOcvZPtxJeQttZVwWLicykXX25QpPcNRuWiz2ZGWzra7REREVDYmF4mIiIiIqgMmFYnIh+x2O/KdSY3QUD0AILGMuYvqvDnXlpCGUMd0FrUKj7xntdq0/0+7wARQMNAqF43yZi6qtymTWrkIAKlsjUpEREReYHKRiIiIiKi6UJhhJCLfcK1abN6sAQAgKbn05KJanRjmmlw0OJKLZrPN4z5UMtfKxQtprFwMBvkSKxeNPqxczMgoTC5y7iIRERF5g8lFIiIiIqJqpKwZaEREFaEmSRRFQaP4OgDcExKemAqKz5sL1ZKLrFwsL4ulMCF7gZWLQcEksXIx3EeVi3a73e25fI7JRSIiIvICk4tERERERNWCABSF7VGJyCfytRanoYiOigCAMmcu5ntsi+poqVqT26IKITDv3Z+xZMnv5drP7BKzNFYuBgU1KR8usXIxX3LlYlZWPuz2wg8PTC4SERGRN0L8vQAiIiIiIqokUeIvRERS5Oc5kyQRRkRHhwNwJCVKU6C1hCys2jIYHP9vqcGViykpmfjyq83Q6RTcfHM/hIZ699WMhW1Rg47aTtgosXLRJLlyMT3dvQr2XCqTi0RERFQ2Vi4SEREREQU94fF/iYhkca3Aio52VC5mZeWVvo8zseJWuWhwVC6aLTV35mKaM5ljt4tyzbezWAtjlsa2qEGhwMPc0YpSb8N1/qkMRdsbs3KRiIiIvMHkIhERERFRNaEo/l4BEVVXri1Ova1cNDn3MbrOXHRW6VmtNtjtdl8sNeBluiRzkpMzvN7PYnaZucjKxaBQoCXYK1+5qM4uVZ+LsqSnOx6PBuc81HPnsqTePhEREVVPTC4SEREREQU5IVBYscjKRSLygfx8EwBH5WJUlCO5WPbMxeKVi6GGwhaglhpavZhRweSi+8xFVi4GgwItwS6vctEkuXJRbYvatk0jAMD581mw2Wpm4p+IiIi8x+QiEREREVF1wdJFIvIRbeZiuEvlYhnJxcKZi4WJFaNLctEcAHMXbTY7Fn3+G/7662SV/c10t+Riutf7WVySizk5BdJn75F8PqlczJdcueh8PLZuHQedToHNZtda9xIRERGVhMlFIiIiIqLqhJWLROQDWlvUcAOio7yduVjYSlWl1+ugOE+E8EVyMTs7H/fePx9ff7PFq+3/OnAS8z/8FW++9aP0tZSkopWLrm1RAVYvBoMCZwJY6sxFyUlltXKxfv0o1K8fDQBI5dxFIiIiKgOTi0RERERE1YUCCGYXicgH1Gopt8rFMmYuqlVbYS5VW4qiIDRUD8C9zacs+/adwF9/ncLSZdu82l69D1U5wzAzszApW67KRat7cvHCBc5dDHSF1bvyKhcLfFS5WKd2JBo0cCQXU5hcJCIiojIwuUhEREREFOwEIGx22E02Vi4SkU+4JhfVmYsmk6XU1pzqvLmiVVtqa9SilXgyZOcUAABSUjK8mhunVk+WlSiVKb3ClYvuydgLrFwMeFrlojGQKxedycU6tRDXsDaA8j0uiYiIqGZicpGIiIiIqBqwme2w5lkhmFwkIh9wTS5GRhqh0zlam2aXMHfRarXBYrFp+7gKVZOLPqhczM11JBdtNjvOpZZdfaUmR8tKlMrk2hY15VymV0lQoLDSs3btSABAWhVWW1LF5AdD5aKzLWrt2pGIi6sDoHwVtURERFQzMblIRERERFRdOL+fFswwEpFkrslFnU6nVS+WVPGntkQF3NuiAkBoqCO5aPLRzEVVUmLZCRLXhGJJiVLZMl2SizabHefPZ3m1n5qsrV3bMfMyX3KSieQzSaxcDPd55WIkGjWqDQBIYuUiERERlYHJRSIiIiKioOdIJgohwNJFIvKFPC25aASAwuRidp7H7dWWqIqiwOCsVFQZnDMXi7b5lCHH2RYVABIT08rc3mQqXENVJRfVykW93vGVjLctKNUWrpGRYW6/U2ASQmhJ9nAJlYtGtXKxQF5y0Wq1aY/7OnVqoZFauZjEykUiIiIqHZOLRERERETBTrj8AJy7SETS5eebAADhzgRHtDO5mJ1d4HF7LakSFgpFUdyuMxgdt+GLtqg5uS7JRS8SJK4JupLui0xWq02bC9miRSwAIDklw+t9gcLkYlW1caWKMZutWicBY5jEysUCeRWraqJbp1MQHR2ORo0cycWk5HR2QSAiIqJSMblIRERERFQNCLuzJ6p3o7uIiMqlIN+ZLIxwVC5GRztac2Zlea5cLJw1VzypEuqsXPRFW9Sc7PIlF10TdCXdF5nUZI6iKGjXthGA8lcuRtVi5WIwcG1bG2aUOHNRYuWielthYY52x3FxtQEAubmmKkm2ExERUfBicpGIiIiIqBpQFABCsNKAiHwiT61cdCYLo6PLmrnoTC56SKoYnDMXfV25mJTkTVvUqp25mJnpSGDGxLhUiXmRBBVCaDMX2RY1OKiJO4MhRGuBWxlhzspFq9WmVbFWlno7ISE67W/UqRMJwFG9SERERFQSJheJiIiIiIKccLZEZWKRiHxFrcKKcCYXtZmLJVT7aRVRnioXDY7KRbNZToLElevMxaTEclYuVkFyMd1ZuVi7diRiY2MAAOcvZJW5n81m117jo6LYFjUYqAl2o4SqRaCwctFx23L+7QuTi3rtMs5dJCIiIm8wuUhEREREVA1oiUXX2YtUphYtWkBRlGI/DzzwAACgoKAADzzwAOrVq4datWph9OjRSElJ8fOqiapegdrmNMy9crGkar98Z2Il3MOsOYPBdzMXc12Si+cvZJeZgDOZXGcu+j65qLZFjYmJ1KpAvUkUuVYpsnIxOGhzRz0k2CsiNFQPnc4xvzRf0txFq9XRS90tuegyd5GIiIioJEwuEhERERFVB3Y1ucihi+Xxxx9/ICkpSftZs2YNAODmm28GAEydOhU//PADli5dit9++w2JiYkYNWqUP5dM5Bd5zuRieISaXFRnLpbQFlWbueipLapauSg/OZad476eshIkZnPVVi5mOpOLdWpHahVt3lQgqi1RASAy0uj1fuQ/BaaSWwNXhKIoWnLfJKly0aJWLrq0bY1TKxe9nAVKRERENVOIvxdARERERESVJ6BACDW3KAAofl5RcGjQoIHb73PmzEHr1q0xcOBAZGZm4pNPPsGSJUtw5ZVXAgAWLlyIiy++GNu3b0ffvn39sWQivyhsi+pIbEWrbVFLrFx0tkU1emiL6py56IvkotoWNapWGLJzCpCUmI4WzWNL3N61crGkRKlMrm1R1TaX3iSK1CpPnU5BuPPfgJWLga0gv+TWwBUVFhaKvDyT1nK1sjy2RW1UGwArF4mIiKh0rFwkIiIiIgpyQgjH4EUBQAhw9GLFmM1mfPHFF7j77ruhKAp27doFi8WCwYMHa9tcdNFFaNasGbZt21bi7ZhMJmRlZbn9EAUzm82uVcmpCbGyZy6WUrlodCQXXavxZDCZLNpttm0XDwBITEwrcx9VVbZFrV07Uku8FpSjcjE0NARGZ/xMTC4GNPXfJzRUX8aW3lMrF/MlVS7anMlFfUjh14OFMxczStzPYrHi5192I/U839+IiIhqKiYXiYiIiIiCnVqxyKRipaxYsQIZGRkYP348ACA5ORkGgwG1a9d2265hw4ZITk4u8XZmz56NmJgY7adp06Y+XDWR77kmvyIinJWLzraoJSXktHlznmYuapWLctt6qlWLiqKgVUtHtWJZyQ+Ta1vUEhKlMmVmOv5GTExEYZLQi+Si2Vm5aAjVazMr2RY1sKmJO/XxLkNhtat/Zy6uWbsfs15ahvfeXyVlHURERBR8mFwkIiIiIgp6AlCEoxMqE4wV9sknn2D48OGIj4+v1O1Mnz4dmZmZ2s/p06clrZDIP/LzTAAcLTkNBkeiJDparVwsoS2qNnPRU1tUdeai3MrFnFxHcrFWpFFLghaUUeHl2ha1KioX011nLjoTRWWtEQAsahWcobBykW1RA5s2z1Bi5WK45MpFT21R4+JqA3Ak60t6fh89mgQASEhIkbIOIiIiCj6cuUhEREREFOwEAGflop09USvk5MmTWLt2Lb777jvtsri4OJjNZmRkZLhVL6akpCAuLq7E2zIajTAajb5cLlGVUpNfYWEGKIpjnquaXMzJKYDdbodOpyuyjzO5aPTQFtWgtkWVmxzLyXYkFyNrhcFo9C5x55qgq4rkYpazcjE6JkJri+pd5aKzLWqIHkaD9xWP5D9qK1vXxF1lFSakJVUu2tQ1Fj5/w8IMqFcvChcuZCMxMQ3R0Y2L7XfqVCoAICmJcxmJiIhqKlYuEhERERFVA1pOUYDVixWwcOFCxMbGYsSIEdplPXv2RGhoKNatW6ddduTIEZw6dQr9+vXzxzKJ/EJNYqlJQaBw5qIQAhmZxduJam1RPVQu+iq5mJ3jSA5G1QrXkoumMlqvuibosrLyHTNsfUhtb2o0hrpVINrt9lL3s6rJRUOIdt9YuRjYrM5/61CZyUX1cS2tctHZFlXvvsYmjesCAM6cveBxv1OnzwMovbqRiIiIqjcmF4mIiIiIgpywC2dSUQBC8fdygo7dbsfChQsxbtw4hIQUJk9iYmIwYcIETJs2DRs2bMCuXbtw1113oV+/fujbt68fV0xUtdTWiaEu7R1DQ0MQGxsDADh7Nq3YPlrlooeZi6HOGXQmycmx3By1ctFYmIQpo7rP9Xqbza61c/UVNUloCA1xi41re1ZP1KRkaKheS84yuRjYLB6eN5WlJirV52RlWUto3dq4ST0AwJkzxZOLZrPVrWIxMbH485+IiIiqPyYXiYiIiIiqCwEIli2W29q1a3Hq1Cncfffdxa578803ce2112L06NEYMGAA4uLi3FqnEtUEWnVTkQqsJmoCwlnF5CrfmVwMD/PQFtWZXLRInrmY7Uwu1nKtXCwjaVc0+ejrKiy1vWlIqF6rXATKbnOpzlw0hIbAYPAucUr+pT1vZCYXnbdltZVe6eqtEp/bjZ3PbQ+Vi2fPXoDdXvhZIzGJyUUiIqKaiMlFIiIiIqJgJwDFrR8qE4zlMWTIEAgh0K5du2LXhYWF4b333kNaWhpyc3Px3XfflTpvkag60qqb9O5fITR1JhdPe6huKsh3JL6MHioXDUbftEXNzXUkF6NqhWmJu7IrF93X4Ou5i1ZrYatMnU6nVSGWXblYPCnJysXAps1c1MtLLuqdSUD1titLe26HuD+31RMHznp4bp865X4yAecuEhER1UxMLhIRERERBTs7ALUbqtoilYhIEksJrRObNqkPADh9pnjlYoHJWbkYXrxy0VdtUbOz1baoYV61RRVCaAk6dYakr5OLalJIrUBT16nGq+T9XCsX1eSsDTZJFWwkn5ZI9kFbVFnJRZvVcwK0sHKxeFXiySLJxcREJheJiIhqIiYXiYiIiIiCnBB2R0JRURxzF4mIJCqsbiqSgGiqtkUtuXLR08xFgzPZYpGcXMzJcSQGo1ySi+ZSKgItFhuE8zWzfv0oAEBWdp7UNXn6m0BhgjXM2TbWVFB6haW2nyFEu2+Oy1m9GKgsFs9J+crQ2qJa5fy7q+1Vi1YuNm5cFwBw4UI28vJMbteddrZBjourDYCVi0RERDUVk4tERERERNWAEAAUQLCIhYgks5Uwl821LaoocmJD4czF4snFUINv2qLm5DqSIJGRYQhTKwJLmWXoWtXYoEEMgMLqR18QQpRYuVhWW9TCykW9VrkIsDVqIFPnGYaGyEsuhmjJRVkzFz2fOBAVFY6YmAgAQGKie/XiqdOpAIC+fRytxDlzkYiIqGZicpGIiIiIKIgJ4WyDKgBFcWQXWbxIRDKVNJctPr4uFEVBXp4JaWk5btcV5DuSemplnis1OWaW1NpRpVUuRoUXJu1KSb6pyUWdTkGdOpEAgKws31Uu2mx2LQmrJhfDvG2LalZbbIYgJEQPvXP+ZVkzJcl/SkrcVYbstqjWEk4cAFxbo7pXJqszF/s4k4tJSemw23lmExERUU3D5CIRERERUZDTKoZ0gBBK6RsTEZWTOnOxaAWW0RiqtUYsOnexwJn0Cgv31BbVmVyUXHWXm+OcuRhphNHonOtYSvJNrRY0GEIQXQUzF9VkE1CYzDGGqRWWpScJzUUrHg2+mVtJ8qjVpjJnLqqPG9fHUmWUdOIAADR2ViafOVNYmZiZmYfMTEcCvmePVtDrdbBYbLhwIVvKeoiIiCh4MLlIRERERBTsnC1RFefMRWFn6SIRyaMmIPSeqpuaeJ67mJ9fWltU38xczHYmF6NquVQulpJcNJsd1xmNoYiMDAMA5OWXXkFYGWZzYUJIrd7UZi6WUYFYmKhy7GfwInlK/mXxReWiOq9UUkvhUp/bzrmLZ84UPrdPOectxsbGoFatMMTGOtoJJyZy7iIREVFNw+QiEREREVEwE455i9rMRQGwLyoRyVRa60TXuYsqi8UKm82xT5iH5KJWuSh55qJauVgrKsxtlmHReZAqtXLRaAzV1pmf57vkotVaeH/VtqbaOsuoXFTbYBoMauWiYz/OXAxc6qxSX1QuWmRXLupLOXHApSr51CnHvMVmTesDABo1qgOg+FxGIiIiqv6YXCQiIiIiqi4UxZFsZOUiEUlUWuvEps4kg2tb1Pz8wkRZqTMXfVS5WCuyMLkohChxPp1a9Wc0hCAiwplczDdJXZMri0trU0VxtLAunLlYzspFNYYmJhcDlfpv5ovKRTVxWVmFJw54eG43cTy31RmLrv/frJnjuubO/544mSplPURERBQ8mFwkIiIiIgp2dgEIR25RUQDI+c6RiAhAYXKx6MxFAGjVsiEA4I8/jiEjIxcAYDI5qv/0ep3Hqi01QSartSPgSCLm5TkSgxERRrekZknzDE3OtqgGYyjCw9Xkou8qFz3NrlQrJsucuWhWE5NqW1RnxaOZbVEDlS/aomqVi5LbonpaY4uWsQCA8xeytTmLWuViswYAgJbO539CQoqU9RAREVHwYHKRiIiIiCjYaYWKCgBRYgtAIqKKKC0B0aNHK7Rt2wi5uSYs/HQ9gMK5hWFhoVqFnqvCykU5rR0BaG1YAUcCLiREr7UeLSkBp7VFNYQUJhcLfJhcdFZqhjrvPwAYvZydWFi5qLZFZeVioLO6VKrK4rO2qB4qFyMjjFrb0+PO5GHRykX15ILjx5lcJCIiqmkCJrm4adMmjBw5EvHx8VAUBStWrHC7XgiBGTNmoFGjRggPD8fgwYNx9OhRt23S0tIwduxYREdHo3bt2pgwYQJycnKq8F4QEREREVUtYXckE4UiHLlF5+BFJhiJSJbSZi7q9TpMmTwcAPDd8h04c+YCUlIyAAD160d7vD01uSizctG19WnRBFxJiTuz2hbVGIrwKpi56Kly0Wj0snKxSHLR4GVSkvxHfd54qvitKPXf31pCq9/yKu25DQAtndWLCQkpsNnsOHPWMVu1uVa56Lg+MSndp1W/REREFHgCJrmYm5uLrl274r333vN4/auvvop33nkH8+fPx44dOxAZGYmhQ4eioKBA22bs2LH4+++/sWbNGvz444/YtGkT7rnnnqq6C0REREREVU84TsTTOauDhBAQdrhUMxIRVY5a3aT3UN0EAJdc0gZ9ereFzWbHL6t2I/FsGgCgceO6HrdXEyQWiw12u5w+zp6Si1rr0BIScCZnJaHRGIrwCN+3RVUTQiGhrm1R1TWW/nfVfdXErNHg2E/23EqSx2J1/NvoZSYXnbdllTVz0eZ8TOo9r9G1MjE5OQMWiw0GQwhiY2MAAHXq1EKdOpEAgIQT56SsiYiIiIJDwCQXhw8fjlmzZuHGG28sdp0QAm+99RaeeeYZXH/99ejSpQsWLVqExMRErcLx0KFDWLVqFT7++GP06dMH/fv3x7x58/DVV18hMTGxiu8NEREREVEVEcKZSFQc8xYFmFgkIqm01oklJCAAoG/fdgAcCYazic7kYrzn5KLBpS2oRVoFVmGSTW2HatSSi54TcCatcjEE4eFGAIUtXX1Bva/ulYulr1FVWLmozlx0Vi4yuRiwfNEWVa+1RZU7c7GkEwdatXImFxNStHmLTZrU055jrttw7iIREVHNEjDJxdIkJCQgOTkZgwcP1i6LiYlBnz59sG3bNgDAtm3bULt2bfTq1UvbZvDgwdDpdNixY4fH2zWZTMjKynL7ISIiIiIKJna7gCLgSDIqcI5dtDPBSETSqAmI0pIkzZs72iSePJmKs87KxfgSkotqggyQl1y0uCRy1DmPZc0zVC83GEIQEa62J/VlcrH4zEW1crGsv2txzqc0qFWZZbR8Jf/zlEyuLNltUW1q69YSntstXSoXT512n7foaRsiIiKqOYIiuZicnAwAaNiwodvlDRs21K5LTk5GbGys2/UhISGoW7eutk1Rs2fPRkxMjPbTtGlTH6yeiIiIiMiH7AJCUZzzFp2Fi3Zw5iIRSVPWXDagMLl45swFLQnRpHE9j9u6JjLMZjnJMU/zDMOccxRNJcwzVKsFjcZQhIUXtkX11etnaZWLBWUkCdXEZIgzMavux7aogctqcz5vJFYuqo8deRW/zqrkEp7bLZo3gE6nICsrH3v3JgAAmjVt4LaN2jo1IYFtUYmIiGqSoEgu+sr06dORmZmp/Zw+fdrfSyIiIiIiKhdhd+mDqgCKmmUkIpKkMAFR8lcIDWNjYDSGwmKxaRVMJc1cVBRFq7wzmyUlSTzMMyyrclFNbBqNoVrlos1m91nCTk2Auq+xfG1R1cpFIysXA56WEJZYuag+dtTHUmWVdeKA0RiqnSSwbfs/AIDmRSoXtbmMbItKRERUowRFcjEuLg4AkJLi/kElJSVFuy4uLg7nzrmfJWW1WpGWlqZtU5TRaER0dLTbDxERERFRsBBCQNidCUXh+MIewlm1yMJFIpJErZIqLUmi0+mKtUts1KhOidur1YtqAqayCtuiFrYcNRrUxJ0XlYvOKkfAUb3oC55m8KltUU1ltEXV9jWoMxdZuRjorL5siyotuajOUy3568GWLR1dwsxmKwyGEHTu0tzj9efOZSInp0DKuoiIiCjwBUVysWXLloiLi8O6deu0y7KysrBjxw7069cPANCvXz9kZGRg165d2jbr16+H3W5Hnz59qnzNREREREQ+ZwcgBAQECgsWBZyDF/22LCKqXqy2spOLANC8WWG7xAYNorWqPE+0ykVZyUUP7R21qsASEnBq0tFoDIFer9O2z/fR3EX1vromQMPUtqgltG4t3Feduehsi6pVfjK5GKgsXswqLa8QvdyZi948t3v1agMA6NixKea9PaFYu+OoqHCEOyt/MzJzpayLiIiIAl9I2ZtUjZycHBw7dkz7PSEhAXv37kXdunXRrFkzPPLII5g1axbatm2Lli1b4tlnn0V8fDxuuOEGAMDFF1+MYcOGYdKkSZg/fz4sFgumTJmCMWPGID4+3k/3ioiIiIjId7QKRQVw7YYq7HbmFolIGpsXMxeBwrmLQMktUVVqkkxWcszmIZFTVltU9XKDs8IxPDwUJpMF+XlVV7lYmAAtY+aiM06hBse+BrZFDXhay1GZMxd91BZVX8pze9SNfXB5/4vRoEG0o0OCB0ZjCPLzzXw8EhER1SABk1z8888/ccUVV2i/T5s2DQAwbtw4fPrpp3jiiSeQm5uLe+65BxkZGejfvz9WrVqFsLAwbZ/FixdjypQpuOqqq6DT6TB69Gi88847VX5fiIiIiIiqhAAg1Cyiov1XES4XExFVkjczF4EiycX4eqVsWdje0yJp5qLFQwvKwnmGpScX1SRkeLgRGRl5PmuLqlWyhRRvi1p25aLVbV8j26IGPKvVOXNRL3/morTKRS+e24qiIDY2ptTbKWxBzMcjERFRTREwycVBgwY5zrwugaIoeOGFF/DCCy+UuE3dunWxZMkSXyyPiIiIiCjwCAEoiqM9auGFrFokIqmsHlqOeuLaFjU+vuR5i0BhBZb0tqieqgJLSC6qiTl1O7W1Y36+Scqaiq3R01xIL5OLRfdl5WLgs3ioVK0sNbmstjOtLG+rkstS1nONiIiIqp+gmLlIROSJyWTBI9MWYtHnv/l7KURERH5htwsAAkIIqJ3KBAChAMLODCMRyeFpnqEnTZvW09omNm5ceuWiWukkq/LO6qlysYzEnVplVSy5WEair6Is2szF4glQcxlJGS1R5UwqsnIx8Kn/ZjLboqrPQUsVVi56Q32umXz03CGiihNClFrQQ0RUUUwuElHQ+uuvk9i58yi++vp3fy+FiIjIP2zOykV17iIAxZFvZF9UIpLG6mV1U1iYAc2b1wcAtG7VsNRt1dmBFknJMYvVQ+LO4GVbVGfCLjzMmVzM823lomuyKcyZJCwwWUr98ldNTBpCi8xcZHIxYNlsjudNaCWrAl2pjx1ZyUXtxIFKtm5l5SJR4BJWAVsB3yuISL6AaYtKRFReZxPTAQAZGXkwm63aATYREVFNIOwCdpuAooN7IlEHCLudrVGJSJryVDfNeuE2nDqditat40rdTm3vKa0tqofEnTpLsaQ5cGoixKBWLkY4kot5Ppq5aPU4c9HxN+12AYvFVuIxjZqELVa5yGROQLLZ7FpysbItR11pbVGtsisXK5tcZJteokAl7ALCXvZ2RETlxcpFIgpaiYlp2v+fP5/lx5UQERFVjBACdosN1lwLrOU8o1jYBGAXgE6tXHSULiqKAmETLFwkImls5UhAtGrVEIMGdipzO4MzuSitvaPWFtVlnqFaTWUuoXJRm7norFwMNwIA8n2UXCza2tT1bwOlz100F2n7ysrFwOaa/JM6c9H5vLHbhZa8rIzCquRKtkXVnmt8PBIFGiGE89iABwdEJBeTi0QUtFyTi+dSM/24EiIioooRNgFrnhU2sw12s71cB/12qx1COJOJrt8v6pzJRc5cJCJJLB4q7ipLTY7JqrzT2jt6mGdYUjWVWWuL6tguwjlzsaDAN8lFtUrTNY4hIXro9Y6vZkpKgtrt9sKqR7Vy0cBKsUDmmlyUWbnomgSUUb0oq3JRa+/ro+cOEVWCXThHJvh7IURU3TC5SERB66xrcvEcKxeJiCgICQEIAZ1BB9gdZxV7t5uA3WKHoi/siKooLv91zlzkGcpEJIO3MxfLQ525aJY1O85SvHVrYXKxhLaoWuWiYzu1RWleno/aoqrVhy4JUEVRCtfprFy0290r0lyrO9WKT60tKivFApL6nAFkJxcLb0tGclGtStbLqlws4blGRH5kBwDB5CIRSefVgLJRo0aV+4bnz5+P2NjYcu9HROQt18rFVFYuEhFREBJ2QAgFOkWBgDO56MUndLUlqhLibInq+m2BokAIu2MbAUDx0eKJqMawSkpAuCpsiyonGeF5nqGatPOcLFSr/tTWpBHOmYv5+SYpayqqMAHqnmwKCwtFXp4JBQVmpKXn4M5x72DggA54/LEbAHhusalVfjK5GJDUx7VOp2iVqTK4PnZktBS2SpoLWVaVMBH5hxACdmflohACCg8MiEgirz7hrFixAgaDATExMV79/PTTT8jJyfH12onIx6xWG376eRdefW0F0tMD6zmdnZ2PrKx87ffUVFYuEhFR8BE2OxRFLT0E7BbvWqPanV8oKjrXLwicMxd1zoJIL6sgiYjKIqt1oivZyTFtnmGoh5mLzmqqrKx8vPf+Lzh6NMl5ucW5Fsd24eFqctFHlYvOOBoM7meRuK7zr/0nkZaWg81bDmvXu8ZITS4ymRPYLD54zgCAXq/TkpUWmW1R9UwuElVLooT/JyKSwKvKRQB45513vK5EXLZsWYUXRESBISUlAw8+/AnOnLkAAGjevAH+c8tlfl5VocSkdLffOXORiIiCkbALwJkgVPQKhM3umIuiL/msYrvVDrvZDkXdRjgrFNXTBrW2qHZ+iUBEUlg9tBytrFDpyUXH7bgmc9SKRDXhsX7DX1i85HccO5aMF54fgwJnG9KoqDAAhW1R8301c9FcfI2Ay7w6k1k7zklPz3VUmSgK0tJynOsMh07n+Ddg5WJg89QCV5aQED1sNrukmYuOysXKrtOoPYaZXCQKOM4xDDwwICLZvDoy2LBhA+rWrev1jf7yyy9o3LhxhRdFRJWTmJiGuW9+79Y2tLy+WbpVSywC7vMNA0HR+5bKmYtERBRkhF1A2BzztgBnFaIAbAU2R9LR0z5CwG6yAUJoyUVhFxBuXVFdL+eXCERUeWrrxNAQr89PLlNhW1Q5Mxe1tqguSRKjwb2aKisrDwDw118nsW/fCQBAkyb1EB0dAQCIUCsXfTVz0cMaAcDobN9aUGBBUlKatm12tqNTi3pc1qRJPW0f1+QiX+sDT0n/1jKoSX5rJZ87Nltht4TKt0V1T+QTUWBwO6bgWwURSeZVcnHgwIEIKcdBRP/+/WE0Giu8KAo8uXkmbN12pNhgeQpMS7/dhmXfbsfiJb9XaH+73Y716/8CAPTu3RYAkFykUtDf1ORis6b1AQCp55lcJCKiIKOeQexSpKiEKrCbbbDle/6yWNgE7BY7lFDHx3i72Q5Lugl2qx2K6/eCCmC3OhKRJSUqiYi8VdgWVWLlojPpYpY0c1GbZ+iaXFRbNTqr+3JzHbMU8/LN+Pa77QCALl2aa9uHR/i2Laqn1q1u6zRZ3Dq0pDlHU5w96zj2adK4brF97HYhpYKN5LJIajfqifrcqWxi3vVxU9nndtEWxEQUQJxNTngeChHJVu5PDwMHDsSiRYuQn59f9sZUbSxcuB6PPf4Zvlu+w99LIS+cOe04s/XwkbMV2v/vv08j5VwmIsINuPH63gCApOQMWcuTQk0udu3aAgBw4UI2D6qJiCioCLtavSggnOdvKYoCxaCD3WyD3Vz8pC5hc1QpKooCYRMwZ5hgM9sQEqHXKhYBR75S0TsTlQWsaiGiyvHpzEVJyQg1mRNaSlvUvDyTdt2OnUcBAN26tNAuCw93nCTts+RiCdVsaltUU4EFSYmFycV0ZzvUM2cdx3eNGxevXATYGjUQWT0ku2VRT/6v7MxFtSLZcZty2qKaWblIFFicJzMqCiBYMEJEkpU7udi9e3c89thjiIuLw6RJk7B9+3ZfrIsCjJqk2rbtiJ9XQt44m+g4+Pz33+QKJdzWrtsPAOh/eQc0b9EAAJCUlB5QX0yedR50d+zYFHq9DjabHenOM3uJiIiCghCwm20wpxXAlJoPS7ZZSxxCrzjao9rc33vtFjsU5yd4a54FdpMN+nD3xCLgbLFqF1BCdbBb7AC/SyCiSlATJXqJlYtqcswiqXLR04w7dYaimlxUKxdddXFNLjq3z8svvp0MFmcSMLTozEVnW9Sc3AK3ysX09FwApbdFBdiKMhBpVaoSE/Iq9TFuq2Ry0XV/vb5yz+0wl9a+RBRABAAogKLweICIpCv3p4e33noLiYmJWLhwIc6dO4cBAwagQ4cOeP3115GSkuKLNVIAUFti7tt/ktVhAc5utyPRmXgzm61ISDhX7v03bDgAABh8ZWc0iqsDwHGWb1aW/yuWhRDYvPkQjjgT3k2b1EP9elEAgNTUwGyN+sOPf2LFyp3+XgYREQUYu11AWAXsZsfMI0umBVZnglEXooOwC9hcqlHUKkdFp8BuscOWa4XOoCuWWAQA6BQIq9CSjDxTmYgqwxczF9XWoNLbonqoXCwosEAI4Va5CAB16kSiadPChF24c+airxIkWqvMIm1RmzVznNC5fcdRt0Sh1hY1UW2LWrhWRVG0BCNbUQYeq82HlYvORKDMtqiVTS66tvYlosAhhON7NCjgqAQikq5Cnx5CQkIwatQorFy5EmfOnMFtt92GZ599Fk2bNsUNN9yA9evXy15njZGQkIJFn/+GX1fv9fdSNFarDSnnMgE4EkxHjyX5eUVUmgsXst3a4hwpZ2vU02cu4PyFbBiNoejduy2MxlDUcybvkgJg7uKCj9bgiSc/R2ZmHmrVCkPr1nGo3yAaAHAuNdPPqysuJSUDs+d8h1dfW4ETJ8uX6CUiomrOJmC32QGdAr1BB51BB0uWBfZ8x/u4LkRxJB6d1YvCJiCsdljzLDCnFcBuFdCFev4472h95OyEpAB2K5OLRFRxvpi5qLVFldTS02otPs9QTXiofyc3r8Btn65dWridoKHNXMzzTeWip+pKAOjS2TH3caezVasqLS0HZrMVKSkZAIDGLjMXgcJqMSZ0Ao+nZLcsasKy0m1RnZ8NQkKKd0AoLyYXiQKTsNuhOAsXtUQjEZEklToy2LlzJ2bOnIk33ngDsbGxmD59OurXr49rr70Wjz32mKw11ih/HTiF+R/+ip9/3u3vpWhSU7Ngc+nFv2dPgh9XQ2VRz2pVlXfu4smTqQCA5s0baAf8cXG1AQBJyfKSi1arDUuW/F6uhNuFC9n48qvNAIBbbr4Ui794BNHREYhtEAMAOHcu8CoX//jjmPb/v/66138LISKigCKEgN1qhzALKHrHF3q6EAWKDrDmWxztUfWOqkM1MWi32mE3W2HJdFyvDy/lo7zzGwRhE4BOgd0i+GUCEVWIEMItCSGL1hbVLKczjtpe1TVx55pcNJmsyMtzzFJUq7TU+e2qCGflYn6BBXYfVHyrVZqGIsnFTp2aAYDbcTcApKfnICk5HXa7QHi4AXXr1nK7vrCNq29mRFLFWX3aFjXE7W9UlMyTBrT5ppz/SRRY7HAcF0BxtEgtx+GAsAtWOxJRqcr9CeLcuXN444030KlTJ1x++eVITU3Fl19+iRMnTuD555/Hxx9/jNWrV2P+/Pm+WG+1175dPADgyD9nA+YLoMQk92TV3r1MLgays2cd/146neOLyiP/JAIADh0+g0n3foBvvyt9TqqWXGxWX7ssvpGjNarMysVfV+/Fu+//gqlTFyLXyzODl3z5O8xmKzp1aoaHHxqBBvUdFYuxsWpyMfAqF3e4nH28es0+n3xJQUREQcguICw2CGGHTl9YLaCE6GA32SHUSkO9ApvJ5khEWu2wm+2AIqAvqR2qejtq6yPhbI2qJhqJqFqyWKx47/1ffNIBx2aza8emMpOLahJQVltUTwnQkBC9lkg0mS3IzXVULj445RrccftAXH/dJW63oc5oFEL4pNWomgwq2iozJiYCzZs30H5X15yWnqMd3zVpXK/Y675aaVnA5GLAsVg9V6nKoCYsZVYuVlaYUW0pzMciUSARdkdLVCgAIMqVXLTlW2HLtwbM99NEFHjKnVxs0qQJPv74Y4wbNw5nzpzBsmXLMGzYMLcPuV26dMEll1xSyq1QSVq2bIiQED2ysvKRnJzh7+UAAJKSMgAAtWtHAgD27TtR7IxKChzqwWe3bi0BAMeOJePM2Qt4/IlF+Pvv03hj7vf4+ZeSK2NPniqsXFQ1ciYXkyVWLu7ffxIAkHIuE/Pn/6pdvvOPozh9+nyx7dPTc7B8xQ4AwF3jrnB7zVEToYcPn5G2PhlsNjv++NNRuagoCpKS0vHXX6f8vCoiIgoEwiZgswhH21KXT+S6EMVxXYHjS221etGaZ4XdbIPNYofOmy8BdYDdJmDLt8LRF1U4foioWvr0sw1YvOR3PP/CN9Jv2/XYT+b8OIOz+soia+ZiCckcozaX0KJVLnbt2gL33zdUSyaq1DajAJDvgySJtkYPsys7O6sXAaBVq4YAHG1Rz5y5AKB4S1SgMBmaz+RiwNGqAn0xc9FZaWitZHLRYrW63V5laJWLnP9JFDCEcBxrqIWLKEdbVGEXsNuE4/ijwMYEIxF5VO5PEOvWrcOhQ4fw+OOPo0GDBh63iY6OxoYNGyq9uJrIYAhBa+eBxJF/ytfOsjRCCCz4aA1ef2Mlzp8vX+vIJGfl4uX9L0ZEhBHZOQU4cIAJkkCV6GyL2qd3W0REGGEyWTD29reQlpaDWrXCAACz53yHv0r4Nzx1ypHYa96s8PkdF+dILiZKrFz8++Bp7f+//W47/jpwCnv2JuCRqQvx4MOfFJu98u1321FQYMFFFzVG377t3K7r3qMVAODA36cDasbDkX8SkZWVj8hII4YM6QoA+PGnXX5elWd/HTiFN9/6AXPf+sGtlSsREfmG3eaoRFSgFKtEUUIU2PJtMKcVwJJhhlDPNLYDsAsoxb+TLkZRFOiNepgzzbBkmSAA2C08OYyoOiooMGPhp4XH37K/AHRNYITofTBzUVIyoqQ2lAaXWXB5zsrFyAijx9vQ6XQIV1uj5vkguVhC5SJQOHcRADp1bAoASE/PxZmzanKxXrF9Ctu4MrkYaLQqVb0PZy5Wui2qs3JRwho5c5EoAKltUBXn8YbwvnJROE9MVEIU2E02CB5HEJEH5T4yuPzyy32xDnLRrr2zNeqRRGm3eTwhBZ9+tgHfLd+B225/C8tX7PC6PaOaUGrcuB6uGNQJAMpsrUn+o7XNaVIPV17h+PeyWGyIi6uNRZ8+hCuv6ASbzY7PFhU/AUAI4TZzURUfL7ctam6eCQkJjlmL/fq1BwAsWrQRK5yViefOZbq1dDKZLPhuueO6sbdeXuxL2GZN66N+/WiYzdYSk6b+sNPZErVXz9a44breAICff9mNPXuO+3NZxRw8dAZTHvwIS5dtw7Jl2zD10YXY+cfRsnckIqIKEUI4ZiDabFA8fBrXhepgN9lgzbfBmmsFrAKKTgdrvgWKrngysiS6EEeC0ZZnBYTj7GPOTSGqfpZ9635sluflyAFvqQkIQHJbVDW5KK1y0VmFVSRxp1Yj5ueZtdmEEZGek4sACpOL+XLjCBRWaRaduQgAnToXVi526KAmF3NwtrTKxXC2RQ1Uvm2L6py5WMnKRZtzf72E5zWTi0QBSBQZsqiesOgNdbyCXgfoAGu+VZsDT0Sk8iq52KNHD6Sne59U6N+/P86elVd1V9NocxclJhd3bHckCvR6HXJyCvDa6ytx3+QFXlUxJiU6/u3j4+vgppv6AQA2bDyA1HJWQFLVOOusXGzcuC6mPzkKP6ycjsWfP4yvv5yGuLjauO/eoVAUBVu3HsHBg6fx7nu/4LEnPsO0Rz/Fjp1HkZ2dD0VR0LRp4czFRnFqW9QMKWdCHz58BkIINGxYGw8/OAKKomDL1sPYsPFvbZvFizdpLZjWrNmHjIxcNGxYGwMHdix2e4qioIezenH37sBJ3G3f/g8A4JJL2qBr1xYYObIXhBB4YdYyZGfnS/s7eXkm7N59HKvX7ENKSka59k1Pz8FTTy+GxWJDt24t0LdPO9jtAs/O+EpLVBORZz/8+Cc+/mRtuZ93FJzS0nMq/SWeStgEYLVB2OE4YC9C0SkIiQxBSLgeig6w5phhyTbBVmCDLrR85waqbVbtVsfZx0wuElU/6ugAVVaWvM+ZQGECQ1EUbRagDIVtUeW8tmqVi0WSOeHO1qFp6TnaZSVVLgK+bTVq0dZYvAS9ebMGaNasPqJqhWnHNvn5Zq3jizoKwpV63/KYXAw4pVWpVpb0ykUZbVGdSXyz2er1iexE5FtablFRf1dg93IGu91m1/bThegAIdgelYiK8aKpErB3717s27cPdesWP1OupO1NJvln+dUU7ds1BgAcPnIWQgivz04vzbYdRwAAD0weBr1ehw8/XI0DB07hjbnfY/bLt5e6b5Jzzl58ozpo3y4eXTo3x/6/TmLlyp2YOGFwpddG8uTmmZCRkQsAaBxfF4qioF69KNSrF6Vt06RJPVze/2Js+v0g7pu8wO2L0sNHHDMLG8XV1s48BICGDWtDURTk55uRmpqF2NiYSq3z778df6djhyZo1qw+LrvsImzefAhWqw0tW8bi/PlsnDp9Hhs3HsCgQZ3w1TdbAAA3j+5X4tnSvXq0wurVe7Fr978Arq7U+mRITc3E/r8ccyX7X3YxAODhB0dg167jSExMw/wPV+Pxx66v9N9JS8vGhEkfaMmNiAgjnpo+Clde0dmr/T9csAbnzmWiWdP6eHXOnQgN1eOBKR/h4KEz+PSzDXj6qdGVXiNRdfTXgVOYPec7AMBnizbigcnDMOY//f28KvKVtev2Y8bMrxAebkDPHq0wbep1iIurXe7bsVvtjsSiELBZ7BBWQBde+j46gw7WfBtgskFv0DtmMJaToldgL7BCF6pz/H2vjgCIKBhYrTbtc6CiKBBCICs7X5uZLoOlhKRdZYUaHLdXdBxCRWnrLDLPMKZ2BIDC8RF6vU5ryepJTEwEEhPTkO48rpJJm8Pn4ZhGURR88N49sFhsaNAgGgZDCMxmK7Ky8hEebkDHjs2K7aNWWRawLWrAsVo9t+mVQb3Nyp70VNrjsbxcvz8wm63F5pkSkf+o3ysrOgBeJBfVLivQFR53KHqd4yRFl2QlEZHXpyddddVV6Natm1c/+flyz5Ssadq0iYNer0NGRm655yN6kptnwr59jiTHZZdehJtvuhTzP7gXer0Ov206iD//LHm+mtlsxfnz2QCAOOcBqlq9+P33f2iVZRQYEp2VZrVrRyAyMqzE7W4d4/gC3Gq1oW7dWnj4oRHOx1weAPeWqIBjHkqHDk0AAJ9/8Vul13nQefateoB8638u064bPaovbnY+xua+9QPmvfszjh9PQUS4ASNH9irxNtWzew8ePCO9FVRungm7dv+LtLRsr/dRqzC7dG6uJWMjIoyY/uSNAICV3+/Ev/8mV2pddrsds176FikpGahdOwLNmtZHXp4Jzzz7JR6ZtrDM9qvZ2flYvWYvAOC//70RtWqFwWgMxe23DwDgaKcsi91uR67kfxcifxFCYN67PwNwfAFps9mxYsVOP6+KfGnl945/3/x8MzZvOYx77puPY8eSynUbdqsd1jwrrLkW2PKtzvmHZZ9EpugcrU1DjHroQip2JK+E6GC32CFsgGA7I6JqJS0tB3a7gF6vQ/Pmjsq27Kw8qX/DalNnx8mrWgRcZi7KSi5aPVeK1a4dCaBwfEREhLHU197YBtEAgNRzmVLWpRJCaAlQg8FzMqdOnVqIjY2BoiioW7eWdnnPHq08JkTVtqh5PpgPSZUjM3FXlFppWOnkok1ictHl8WmSNEeVqLrLyMjFgQOncOTIWd98vyrgLF90UHQK7FYvOpmoLVFdkotQ4HVHVSKqObw6OkhISMDx48eRkJDg1c/x48fRvHnzsm+YPDIaQ9GiRSwA4LCE1qi7dv0Lq9WG+Pi6aNLEMQS+TZtGuPHGPgCAN9/+scQPpWobzLCwUNRxHpQNHNAB0dHhOH8hO6BaUAajPXuOY8mXv0trG6JWmcbFlX6mcpcuzXHjDb3Ru3dbfPTh/fjPLZdhwOUdtOubNWtQbJ/77h0CAFixcidOnkqt8BqFEFprn47OWSLdurXEoEEd0bZNIwwd0g133D4QrVvHIT09F98s3QoAeHTadYiKKrm8Iz6+Lho1quP4kn+lnC/5TSYLZr28DCOufQkPPvQJRl4/B/dP/hD7958sc9/16/8CAFzhnHup6tmjNQYN6gi7XeDNt3+sVEuJ5ct3YPuOf2AwhODddybhi88fxu1jB0CnU7Bz51E88ODH2Lz5UIn7r/p1DwoKLGjZMhbdurbQLm/axPHF1BnnfBcZpj+9GNddPxt79iZIu00iWXLzTNrrpzc2bDyAAwdOISwsFLNfHgsASDmXyRYx1VRGRi727j0BAHhlzh1o1aohzp/PwqR75+PzL37T5me5KvpYEHYBW74VsNuhD9NDMegBm/C6ClEXolSoYtF1f2ETgN3u3RcKRBQ0zjkTYPXrRyMm2lGhlyWx/T5QmMCQMZfNVWFbVDmJCK0tapF11imSXIwsZd4iADRwnhgoewyIzWbX3h9CQsouIa9TpzC52KdPO4/bRLByMWD5si1qqKSWwlpbVAknDoSE6LW2yZy7SFS2ggIz/nPrXNxz33zcNeE9vPv+Lz74K8K9ylAHQJR9LOA4biiSXFRvj8e8ROTCq08QzZs3L/ePXi//A1RNclF7R2vU/ftPVPq2duxwzH3r17ed2xmaE+++CtHR4UhIOIc1a/Z53FdtHdOoUR1t39DQEK3l4uoS9vO3rKw8zH7lO7z2+oqA/bI3OTkDjz2xCO++9wvWORNRlaW2RCqrVZuiKHj8sRvw1ty7tJZJN9/cT7ve0zyPnj1ao/9lF8Fms+O111dW+IDhwoVsXLiQDb1eh/bt47X1vDxrLD779EFERjqq5158fgzCnHMbrhneA8OH9yjztsc4KyDf/2AVtjsf95WxeMkm/PzzbpjNVtStWwtCCOzbfxL3Tf4Qb8z9vsQzy1xbol4xqFOx66dMHg6DIQS7dx/H0mXbKry+NWv3AwDumXg1WrVqiJAQPSbfPwzffPUorrrS8Ryd9fIy7UsnV0IIrdJq1A193F4bGjd2tMDOzs5HZmblz3zPyzNh69YjyM834+lnFiMpyfskDpEvnTp1Hk9O/wIjrn0Jo296zevk948/7gIAjPlPf3S4uCkURYHJZNHaUlP1snnLYdhsdrRt0wiX978YH7x3Dy65pA1MJgs+mP8rrh35Mma9tEyb5SVsjgpF14N2YbNDWO1QnPMShVXAbrV7nLfoK4pOgTXf4liLl7NWiCjwnUt1fM5r0CAaUWpyUfLMRZvEuWyuZCVIVJYSKsXUJJ16bBtRyrxFAIht4EgunjsnN7noej+9aTFb1yW52LeE5KIv50NS5fiyLar6GK9sYl52daV6/F5QwOQiUVnOnctCtsvJQEf/qXxxSTHqzEUnRVEcycEykot2i71461Nn5WKAfsVKRH5Sdd9oULn07t0GALB9x9FK39Zff50CAPTq1cbt8ujoCIy9zdH+8NPPNnisXtyy9TAAoF27eLfLhwzpCgDY+NuBgDsr7Z+jiRg3fh5++OFPLF+xU2r1lSxCCLz2xkrtIHClpEq7lBTHlwsNG9Yu975du7RA587NoNMp6NzZc+Xx5MnDYDSGYvfu43jiyc8rdIasWvUY36iO21yGolq0iMVbc+/GpImD8ei067y67ZtG98OIa3rCbheYOfMrXLjgfRvTos6cvYBFnztawD791Gj8sHI6Vnz3X4y81tGa9dvvtmP2K98Vqzq1Wm147/1VAIDOnZt5nE8ZH18X9983FAAw792fy2xfWhL1y6TOnd3nr8TH18Wzz9yMi9o3RlZWPm4c/SouH/gMLh/4DAZf/RwemPIRbr/zbSScOIewsFAMHdrdbf+wMAMaONtByXj+/HXglJaIzcjIw4yZX1X6Nokqa8PGA7h74nvY9PtBrR3bxo0HvNo3OcWRIO/erSUMhhDUc7YtS3ae4EGBRQiB3NyCCp9s9NtvjjbXAwc6KvyjosLx1ty78MzTN6FevShk5xTg519244UXl0IIASEcrUdt5sLPVeoBunoih7DaYLcKKFV4Lp7OoIPNZIetwAb2NCKqPlJTHQmw2AbRiHZ2+ciWXLmoVWDJrlw0FrZFlXFCaEmVYmpb1ETnCW5lVS6qbVHVz9qylDu56Px80bRJPe3kv6LUmYtMLgYeLbkYKn/Qsfr4kTZzUVJ1pXp8H2jfEREFopzcArffMyWfGAQ4EoGiaJZQAeyltGAVNs8nQWqJSR5GEJELJhcDVO9L2kJRFPz7bzJSK3FQY7fbceasIznQ0tlq1dWoUX0RHR2O02cu4OtvtuDff5O1AzuLxYo1ax2ViUOHdHPbr0vn5mgYG4PcXBO2bjtS4fX5wttv/4QUl0qtf3xx9k8l/bbpb2zbdgShoXrodAp270moVKtRlVa5WIHkoqIoeP3Vcfj8s4fQunWcx21aNI/FG6+NQ3i4AX/8cQxPPrW43DNSTp503M+icx096dKlOe4af6V20FwWR0Xm9WjfLh7ZOQV4Z95P5Vqbq3nv/gyz2YpLerXBNcN74P/snXV4FOfCxc/MrGXjbkQhCsFdW6BQWlpoKTWoUtqv7a27UfdbuXWjRo0KtFDDirt7PCHubisz8/0xspHdZDc7uwnl/T1P7qXZ3dk3KyPvec85FEUhJMQXjz16OV54/howDI0//zyE2XOex6XzX8Htd36CZ55diTvv+hTrNxwFw9C4/rrzbG7/yoUTMWvWcLAsh8ee+Nbh/kWe5+U+1CBxAqQ9Go0Kzz13NXx99eB5HizLgWU5tLQacfhIHvLyKqBWM7jz9gvh5dW1n3NApBChLO0/nOGI6AYbM2YQaJrCyVOFVt2UBIK7KC+vw7Knf0BLiwHDh8fi/24TxP6DdkZ9S989SYQPFd3i5URc7BUlJTX44st/kKdgz2t7vvt+Oy6Y/RyuuPK/+OLLfxyKIm9uMWDffmGh13nTLE50iqJw0ZyR+HXVI3j7rZug0aiwb1+WZbEQD3AGwSHIczw4Ew+KocEZOZjqDTA1mEDR6LFvUUkomgKtosE2G8GZyawAgfBvQRIXg0N84e0jiItKOxdd5cDStBNdlHAv2hqnJC5Kt+s97IxFVfh81WwWrpsoipLjI7sjRqyqmNKuvqIzRFzsv1hEeeWn3SSh3+xkj7JZYVcyERcJBPtp6SwuuigFh6I6nffTFDgTb3NRD89yQt+itUoGCsS6SCAQOkDExX6Kr68eqSkDAAB7nXAvVlU1oq3NBIahERHRtYfPU6/FNVdPAQC8/8HfuO6Gd/DCiz+D53ns2pWBhoZWBAV6Y0wn1yNN05g5U3Avbtt+qtfjUxqTySz3+Y0cEQcAyOiH4uI//wjumCsXTsTECUkAgN9+2+/0diXXTGhoV7ecPXh7eyAuLrTb+4wcGY+33rgJHh4a7NuXhWeeW+lQ8bQkLlrrdVQCjUaFRx6+DDRNYcPGY9i7z/Hvj9nMYvduIVb1rv/M6TL5O/38NDz1xBXQaFRobjagqqoBR4/mY/2Gozh+vABqNYMXX7gWkyYm23wOiqLw2COXYfDgKDQ0tOKe+z53SMirq2uWJ0iCAr2t3mdAZCB+XfUI1vz6qPyz4uu78fijl2PZUwvx+5rHsWDBBOuPFftZCwur7B6TLSRx8YIZQ5GYILigjxzNd3q7BEJvOXb8jBxz+c7bS3DpJYIjOTe3HDU13TueW1uNaGoSLgQlcVFa0FFWVueyMf9b4XkeTy77Hp9+thGLrvsfXnl1teJx5ps3C8fc0tJafPrZRuzcZf+iqNOni2AysQgL80NcXNdFWgxDY+yYBLmX+N33/0JRQTWMdW3gDGawbWZwJg48y8LUZIShuhWmRsGhw+jcXyFAqylwRhacUZkIwn8TxcXFWLx4MQIDA+Hh4YG0tDQcOHBAvp3neSxbtgzh4eHw8PDAzJkzkZXlfMIIgeAs0kLU4CDXORfNrGuci+3de0r0Lkrb6OwKlMRFiZ6di2IsamWDoscko1FysjF2LS5ZsGA8XnjuGiy9ZabN+8ixqKRzsd9hK6ZXCSyxqM4dz1lpjArVGmlFN7LBSMRFAqEnmpsNACzJY3X1LYpfB1nrVqRowYForSaB53kxccX6MYrnKaItEgiEDhBxsR8zblwCAGDXngzk5ZX36iKxsEgQBsLD/W2e1F5xxQSMGTMIEREBYBgaf/19GB9/sgG/rNoDAJg9e7jVlZWjRsYDAE6dLHR4XK4iI6MERqMZfn56zJwxFACQmVXax6Pqyun0IgCCk2vevLEAgL/XHXb6RMKZWFRHGDo0Bq+8tBhqNYMtW05i06Zjdj+2oED4TNrjXOwtycmRuEIUzT744G+HX9eCgiqYzSz0eq1NF+esWcOx9rfHsPL7+7H8szvw9LIr8Z875+Cu/1yEzz+7E1O7WWEsodWq8cbrNyJhUDhqapqwQoxhtQfJOeXn59lt1I5Wq0ZQkI/8MzA+DHPnjsaFs0fAW5yAsoYkLhYV19g9JmsYDCacOi183ocPj8Ow4bEAgKNEXCT0IenpxQCEfZlKxcDPzxMJg8IBAIcOd9+7KDlE9B4aeHoKrl9pnyvtgwn2s2tXBtLTi+XzjDVr9+OkgucVJpMZWdnCecCUKSkAgB9/2mn346UFMYMGhnU7EbzwiokYNjQGHh4aVFTUg21lYWo0wdRoBNsmiHnmRjMomoJKz4DR0G51LUoIz+n+5+3v1NbWYtKkSVCr1fjrr79w6tQpvPHGG/D3tyzMe+211/DOO+/go48+wt69e+Hp6YnZs2ejra2tmy0TCK6nQopFDfGVxcWGRuc7s9sjuZsYxTsXLdenBgfTUKxhthGL6u/fUVzsqXMxKEhYuGcwmBQVah3tt9Nq1Zg+Pa3bKgm96FxsI87Ffof0ebQnAtdRLLGoTnYuspJzUaHORa34eSSdiwRCj0ixqJGiEcRsZtHSYlD2SXi+i1BI0RR4DuBMbIe5Mp7nwRk5cCbOumsRggtSaQGUQCCc3Th8dRAfH4/q6q7umrq6OsTHxysyKILAhPGCo23LlpNYdN3/cPudnzicqV9YKLxXUaJQYA1PvRb/e+tm/Pzjg7j/vksAAF+v2IIDB3MAABdeOMLq41JEZ2VhUTUaGpS9gO0tx08I/ZJDhsQgKTkSAJCZWdyvDn4NDa0oFgWb5KRIjB0zCCoVg7q6Zqf6ukwms9wx6GpxERCE0RuuPw8A8NPPu+1+nBT/Gh0V5Iphydx803RotWpkZZfi6LF8hx6bkytElMbHh3Y7+evt7YGoqCCkJA/A7FnDce01U3DN1ZNtCpLW8PHxkF/HXAciASurxAisoK6RqEogi4uFVfjwo3V48601DkUJSpw8WQiTiUVQkA8iIwMwfJjgKD5ytHsBh0BwJZK4mCweJwBg5CjhHOageOyzRWWVICC2jyMOI7GovYLneSz/fBMA4JqrJ2PyZEH8O3b8jGLPkZ1TBpOJha+vHvfdcwkYhsbBg7l2R1GfOVMBAIiJ6epabA/D0Hjm6avwzdf3YFhajBCLyrJgW83gTWawbSwoGqDVZF1ff+TVV19FVFQUvvjiC4wdOxZxcXGYNWsWBg4cCED4rL799tt48sknMW/ePAwdOhRff/01SkpK8Ouvv/bt4AnnPFJ0Z0iwr7xwTHHnoos6F2malkUSkwLioslGLKq/n2Piolarlt2OSkb523JWOoOOxKL2Wyxisus6F511LlrGqFQsquhcJLGoBEKPSM5F/wAv6HTCIpK6OoXnVm1MhdJqSqhwaFeVwBqEaxeKEd2NtrDihiQQCOcuDp9B5Ofng2W7nsAYDAYUFxcrMiiCQHJyJILaCQe5ueVYs9ax6MyiIkFcHNCNuNiey+aPw3WLpyEgwAspKQOw9JaZGBhvXSjx9dXL2z2d3j/e++MnhAnJtCHRiI8LBcPQqKtr6Vf9bhkZwmsVEREAHx891GqV3IeZ5YTLslKM7dFoVF0uoF3F/HljoVYzOHmqEKdO9ew0aWszyrGBrnQuAoCPj17uCv3pJ/vFTwDIyRFEvoHx3UfEKsWAKFHIK7I/FrVKFBet9S0qgbQgIT2jGCu+2Yqff9nTo6PLGpKIOHxYLCiKwrChMQCAvLwK1NnZKVBb24THn/wWyz/f1G8WMtgi/0wFnnzqOxw+bF93H8E2RqMZhYVVyMgodnhhTXdwHCfvh9uLi6NHCiJCT72LcrdVu+9eaD+MRW1uMeCbb7fhnns/x3/u/gz19f3vu3PgQA7SM4rh4aHBNVdPxtA0Yf9wXEFx8dQpwTmdkjwAYWF+sqv84UdXYOltH+LvdYe7ffyZM/a77UND/TpE7zE6BpyJg6nJDM7IgdYSYbG/smbNGowePRoLFy5ESEgIRowYgU8//VS+PS8vD2VlZZg50xJN6Ovri3HjxmH3buvnGAaDAQ0NDR1+CASl4XnesuAs2Ac+PnoAZ0/nIgA5gcNZkYTneXkbncU76XWR6CkWFRCcoIDFGaoEsvjZTeqIo0jORRKL2v8wKSzctYdhlOpcVHbhgEbuXHR+sQCB8G+nWXQueup18PUVriHq65XtXeR5WA0toWgKoARBkefFjngDJwiL3XUCU5RNwZJAIJyb2H2Ws2bNGqxZswYAsG7dOvm/16xZg9WrV+P5559HbGysq8Z5TsIwNN59Zwlee+U6/OeOOQCA5Z9vQrMDNvkCsS8tygGX2O3/Nxu/r3kcyz+9AzfdOL3b+0q9kPYIS66G53kcPy44F9PSoqHVqmXRrj/1LkpCbEq7Se2EBCGOLzu79+Ki5JgJDfF1W9RaQIC3HD/70y89C3iSk9bHx6NL94krWHiFEI26bfsphyb9c0XnoiMORGcYECkIefX1LXZPBkkChxTbpDSR4pi4dqvS1jq4uAGwCLWS09nPz1P+Xh49Zp+AsPb3A9iy5SSWf74Jly94DZ9/sanfrs7+8svN+GfzCdxz3xc9ihYE2zQ0tGLBwtdx1TVv4qYl78vuNiUoKKxCS6sROp0aMe26X4cPjwXD0Cgqqpbdy9aQxcUgS7et3LnYj5yLK1ZsxQcf/o39B7Jx6FAuVq3eA7OZxaZNx2SXe18jLQiaNnUw/P29ZHHx6LEziiUOnBZjmVNThX3Q1VdNAiD0L548WYjnnv8Jb7xp25mdLzoXY3u5IIbxYARhUW1/DKq1bhSCa8nNzcWHH36IhIQErFu3DrfffjvuvvtufPXVVwCAsjJhnxAa2nHRUWhoqHxbZ15++WX4+vrKP1FRUa79IwjnJHV1zbKgFhTk7Trnoos6FwFAoxG2aXTSudi+A76zU0ylYuDjY6kD6Mm5CAAh4iIiRZ2LRuVjMuXOxX56bnwu445YVJOTC/AskcdKdS5K4iJxLhIIPSE5F728dPDzFRbB1Cm8ILS76wqKocCzHHhW7F/keaA7xyIAUORahUAgdMRucXH+/PmYP38+KIrCDTfcIP/3/PnzcfXVV2PDhg144403XDnWc5KY6GBMnpyCK6+ciAEDAlFb24xfftlj9+OLihwXFx0hNVWYKJGcAXl55fjfu3/gmJ2igZKUldWhuroRKhWDlGRhEjExKQIAkNmPxMV0sW+xvWNm0CBBxHLGuVhe4Z6+xc5cIQp4//xzvMeLCCkS1dWuRYmBA8MwcmQ8WJbD6l/32v24bDEuz13ORb1ei6BAQSSUvrM9UeXiWFQPD408JqkLbeu2Uw6vhC8UFzhER1v2QcPF3sW9ezPt2kZ2tvB+6PVatLQa8dnyTbj5lvfR1s9WaBsMJuzYcRqAsAr4ued/QmZW/9n3nE0cOJDdQQDbuTNdsW1LkahJiREdJkk9PXWYIsZyrl5te3/R3iEiIe136+qa+83n8oQo3A0eLBynf1uzHx98uA5PPf0D3n3/r74cmkxeniDcDRwo7GuTkiKgVgsx4Y44ubtDEhel84K0tBi8/+4teP7Zq3H9ddMAAL+s2oMdVj5jzc1tspjsyHGrOa8BrEGY7KMooWOxuzhUzsiCM3HgjCxqD1WicksJjDWkx8+dcByHkSNH4qWXXsKIESNw6623YunSpfjoo496vc3HHnsM9fX18k9hYd8vxCP8+5Bcdf7+Qge3JKAp71yUetmUd2BpNIIY4ay42N75aE3M8ff3kv/taYe4GBwsLCKqrFRQXBT78ZR0gHroibjYX5GdtC5x/IrORZOTnYsKuyt1RFwkEOxGdi56auHrJzkXlRMXpcWattY3UrTgQuRZHhzLifWM3YuLFCVokP2peopAIPQtdp9BcBwHjuMQHR2NiooK+b85joPBYEBGRgbmzp3ryrGe06hUDK69ejIAYPdu+yZZWZaTu/2661x0Bsm5ePJUIf73zh+4/sZ3sXLlTrzy2iqXPF93SB1NSYkR8oq5xARBXMzI6D8T/Bbn4gD5d5Jz0SlxsbxvxMXkpEj4+uphMrE9dgaeOSP1LbpHXASAhVdMBAD8tmafXRc5zc1tssvRXc5FwBKNWmjnhLokcAS5SFwELILgZfPHYtDAMBiNZqzfcMTux3McJ/897Ts2J08SBJzf1uzH3n1ZPW5H6kZ77tmr8fyzV8PPT48zZyqtigF9yZ69WWhpNSI0xBdjRg8CAOzbl93Hozo7OSL2pJ533mAAQE5uuXzx5SyS2JTcbh8scfll4wAAf687YjMloMpKLKq3t052QZT3gxhujuNkx/5998yFn58eFRX1+GHlDgBArp19g65GOmbExwniolarlhfeKNG72NzchnzxuJOSYlnQM2JEPGbMGIr/u202LpsvvOf7rOyLzhQIiyMCAy1uoJ5oLW1G7f4KNByvhqGi+8l9zsii4XQtKreWonJLCap2lsFYbQDP8qg/XgPOqFwcMKF7wsPDkZqa2uF3KSkpKCgQEjHCwoTzgfLyjuc55eXl8m2d0Wq18PHx6fBDICiNdEwKEYUwaV/V0mJQNFJcEkmUcje1x9Id51pxsX1qil3ORSkWtUK5WFS5u1JBJ5uH6Fw0Gs0d3JuEvkd2/CoYgyshLZBz3rkojpEhzkUCwd00ide3er1Wdi4qGovKiz+gwJk4sM1WjrMUwJlYcEYhErVnqHbbJRAIhF50Lubl5SEoSJgkbmsjq6rdyegxwmT1yVNFdjkjKirqYTKxUKsZlwlOCQnhUKkEl8HKH3fKFzT5+ZVyTGdvKSqqxiOPrcC+/T2LDwBwSOw4SxNj1QBgyJBoAMDhI3lOX7AqQU1tk/y6JImuSgBIGCSIiyWltWhq6t33So5FDfXt/o4KQ1EUEhNFEbeH7s0CNzsXAWDypGSEhfmhoaEVGzYc7fH+ubnCxGH73hp3EDVA2K9KTr+eqKoSXF3BLupcBIClt1yAyy8bh1uWzMTcuaMBAD+s3Gm3M6uiogEGgwkqFYPwcH/59xMmJOHSS8aA53k88+zKbuOmDAaTHO+cMCgMM2YMxaWXjAUArLfj/XQn//xzDABw/vlpGDcuAYAl9pHgGEeP5gMApp+fhohwf/A8jxMnlXH9pFvpW5QYNWogoqOD0NJiwPr1R6w+3hKLavnuURQl73v7Q+9icXENmpsN0GhUSEyMwCVzx3S4vaS0ts9Xm5pMZhSI4l1cnMUlLkWjKiEupmcUg+d5hIX5ISDAeoT0mDFC1+YhKz2pZ/IFZ6UjxyyVlxrqAC14lkfD8VrUHq6CoboNbKtZjhDiOR7N+Y2o2lmG1iLLBAJv5sF4MGA8VeCMnCAwmuybKObMQqRRl98bWdTsq0DN/gq0lbf0+fveX5k0aRIyMjI6/C4zMxMxMcLnMS4uDmFhYdi0yRLR3NDQgL1792LChAluHSuB0J4K0VUXLAphXl46+TYlo1FZs+viHTWi8GJ02oFleTxjpS+qfSe9p6euy+2dkWNRlXQuiuKiRkGxyUPsXATQb9ITCALS++0Kx6/sXFSsc1GZMWq1wmebiIsEQs+0tItF9ZFiUeuUjUUFIHQrtphgbDCAM3RckCBEowqRqFRPkajitgS7o/LDJBAIZycOn0FwHIfnn38ekZGR8PLyQm6uMBnz1FNPYfny5YoPkGAhMiIAwcE+MJtZnDhR0OP9pQn5iIgAqxdYSqDVqpEouu4CA73x5n9vlCPY9u/vvWOH53m88tpqbN9+Go88+g2O2/H3HjwofBZHjx4o/y45KQKBgd5oaTHg0OG8Xo9HKaR41uiooA4XtT4+eoSKkwLZOb1zL0riYpibnYuA4F4Eeu62zM8XnYvRronptQbD0LjicmHi76efd/c4sZojR6K6z7UIAANEd7G9UYBSRJMrnYvDhsXiwQfmwcdHj4svGomQEF+UlNTg40832PX4gkLh/Y6MDOjS0XPfvXORlBiB+voWvP7f32y+L/lnKsGyHHx8POS/9YILhJ7PPXsyFY/96i0Gg0l2Us6YniYvcjh+vIBM5jtIU1ObHIU7bFgshsivpfNik8lklp3sKVacixRFyU62P/88ZHUb1mJRASAsTBDQnV1YYwue51FUVI2i4mpUVjWgtLTW5qIZSUAdNDAMKhWD+fPGQqNRdXC0KP3d4XkeW7edwj33fY61vx/o8f6FhdVgWQ56vbbDohjpu3PieM/H/Z6Q3mvpGGWNEcPjQVEU8vMru3RRylHe0faLi2pvDULOHwBduDBBYKxqQ92hKlTtKEPV9lI0ZtahelcZmrLqwZt5qLzV8B8djKDJYfAdGoCAcaHwGxoI0ICxxoDqXWVoKWwCZ2TBtpphajDC1Cj8GGsNaMyoQ9XOMlRuLkHFlhI0nK6FoaoNbJsZPM+j/mQtTPVGmOqMqD9Wg7pDVXYLlucS9913H/bs2YOXXnoJ2dnZ+O677/DJJ5/gzjvvBCDsG+6991688MILWLNmDY4fP47rr78eERERmD9/ft8OnnBO03nBi0rFwNNTcOU1Niq3EFhpd1N71BpRXDQ4Ky4K+za1mrEa69bRuajpcntnJMFWyVhUowucixqNCrQ4IUyiUfsXZhfGokrXVmaTs85FKfJYaedi3y/sJhD6O03tYlFd5lwED54H2DYOnJGDqdEIvt2lgBSNCs4BcZHEohIIhHY4rDi98MIL+PLLL/Haa69Bo7GclA8ZMgSfffaZooMjdISiKIwYEQ9AcOL1RFGha/sWJe6//1LcdOP5+PrLuzB+fCLGjRUcO3vtdBxaY9u2Uzh0SBALDQYTHn7ka9nhYI3S0lqUlNSAYWgMGxYr/56maUyamAwAchdaXyK54qzFbQ4a5Fw0apnsXPTr1eOdISmx5/hZg8EkR+BJMbDuYu7c0dBq1cjKLpX7QW2RI79H7ulblIhyIBbVbGZRWyucdLrSudgeT08dHnloPgDgxx932SX4FxbY3gdptWose2ohVCoGO3elY/PmE1a3IcU3DhoYJk8UDYwPw8CBYTCbWWzZav1x7ubwkTy0ipGoqakDkJRo6Y4rLqnp6+GdVZw4IQiyEREBCA7ywdA0wYF+XAGxKTOzFEajGb6+evk715nzpglRrOkZxV2iWDmOkwWoLuKiuO9VqiuwPUajGcue+QFXXv0GrrzqDcyb/woWLHwdN978nlWBUdoXJ4miWni4P7784j/46ou75C5VpT6XBoMJf/x5ELfd/jEee/wb7N+fjZdfWYUPPvwbmVklaLERL5snHg/i4kI6TAIPERco5Z+pdDoKVxKpuzvm+Prq5d7jzu5FaUFMbKxjbnuKoaCP9ob/+BB4RHqC1jFC5JCRQ8uZJrCtLGgNDZ/B/ggYFwKNvxaMhwq6UD1oNQ2VlxoBo0NkB2Njeh0qt5aiakcZavZWoGaP8FN7oBItBU1gW8TPAMejtagZdYerULW9DFU7ymCsagMoQB/tBYqhYKwxoP5EDQzVJH2kPWPGjMHq1avx/fffY8iQIXj++efx9ttvY9GiRfJ9Hn74Ydx111249dZbMWbMGDQ1NeHvv/+GTtezA4pAcBWyc7HdMUlK3mhoUM79YGZd2bkoORedE0l66rfz928nLtrhXJReU2VjUZXvXKQoCjod6V3sj0iRpa6IRVXLsahKdS4q85nU6QRxkbhoCYSeaRadi556HXx9Xde5yJtYcGYOKr0K5lYWXFvH/QalokB10w8PQBYk5es2oi0SCAQRh68Ovv76a3zyySdYtGgRmHYrF4cNG4b09P7Vf/VvZOSIOACwy4WXLU7Kx7o4gjI1ZQCW3nIB/P29AABjxwji4v792b3qfWhpMeDd9/8CAFx11SSkpAxAfX0L7n/giy6uAomDB3OEsaQOgGenDo0pk4V+tx07Tvf56pq8PCFiLS4upMtt0uTnX38dRmlprUPb5Xke5WIUX4ibY1EBywR2Tm6ZTSdNbl45WJaDr6/e7e5KHx8PTJ0ifA42itGVtsjJFb438W52LkqxqEWFVT1+TqVIVJWKkVe4uYMJE5Jw4ewR4Hke3/+wvcf7nxEXOMTYcKrGxYXi+uumAQDefHut1Y47aT/WWZC/YKbgXtywsX9Eo0quupEjBReURqOSvxdKiGLnEkfESNTh4kIRKSbz5MkCp/ujpJjatCHRNsvqQ0P9EBERAJblcOxYR7dkbW0zWJYDTVPyMU9Ciro+dUqZ+FYJo9GMBx76Eps2HQfD0PDw0ICmKVAUhby8Cvzxx8Euj7EW/RobE4KwMOFvA4BShcTFJ576Di++9AtOnCiARqPCFHFf+82323DjTe/hiitftxrN17lvUSIgwBthYX7geR7pGcVgWa7XE+RZ2cJiHal/2RYjRwoLt6RFTRL5vYhFbY/KUwWfVH8ETwlHyPRI+AwJgCZAC884bwROCoNHhKfNz6HaV4PAcaHwSvSFykuYqAMF0Bra8qOloQ31gO+wQARPC4f/qCDowvRgPFWCmNkmfF+8E33hneSHgLGCYMmbOJgbyKRfZ+bOnYvjx4+jra0Np0+fxtKlSzvcTlEUnnvuOZSVlaGtrQ0bN25EYmJiH42WQBCoFs8J2ydZ+IgudSVjUS3xjq6IRVWoc1EUWWy5Ats7FztfL1rD3084zre0GBSr17CITcq+jnoxGrWVCDr9CrML44RV8vdGoc5FxWJRiXMREBbf9YdaHkL/RhYXvXTyvE6dks5FAOCFBY7ghQWQFE2B7RyNSlPduhY5AwtDdWu79BNSukggECw4fAZRXFyMQYMGdfk9x3EwmUiuuqsZKToXT50q7HE1WHq67V4pV5KaOgCenlo0NLQiM6v7mMzOmExmPP7kdygpqUFQkA+WLpmJ11+7HpGRASgprcVDj3xtdXL5gCgujho5sMtto0cPhE6nRnlFPb78ajP27svqM5Exz8ZkKgDMmJEGrVaN9IxiLL7+f9i7z37nZ1V1I1pajWAYGuFh/j0/QGEiIvzh7aWDycQiVxRQOyM5aRITI2xOprqSGTMEMeqff46D46yL3jzPIydbErPc61yMjBQm/Bub2lBX1/0JZZUYyxgY6A2adk3ksS2uuXoyAGDnzvQeJ/y7cy5KXLd4GgYMCERNTRN+/HFnl9slcVFy9kpMn54GADhyJL9fRKNKAmKa2PPa/t8nSO+iQxw9lg8Asgs9Li4Unp5atLQaZSdab5HepyFDYrq9n7SQp3NKgBQ/F+Dv1WWCVXq/T50ucloEbc+ffx3CwYO50Hto8NYbN2LThmewY9uLuOfuiwEAX3y1uUOvDc/zcgS3tTjQ8AjhGFFc4tgiFmu0tBiwd69wrLplyQz89OODePXl6/DUE1dg0MAwaDQq1NW1YP+BrjHp3S22kSJrT50qwtPP/ICLL3kJX6/YanPfbQ2j0SyLg5Iz0RajxHOrg+3Exby8chQUVoFh6B7FSXugaAoe4Xr4jwqG1yBf0HZM4lEMBc8YbwROCEXweREImRGJ4GkRlp+pEfAbGghdiAdoDQNNgA6+aQEImhiG4GkR8BkSAJ/B/vCIEibIVV5qBIwNgT7WG/pY6x2UBALh7KKqWhIXLd9pKQK7QUFx0ewiUQwA1KKry2R00oElORdtuMQ6xKJ69iwuenlp5WsWpYRasws6FwFAJ4mLLURc7E+YXdm52O9jUc/ducHWViMWXfc/3HDTu4peExD+fTS3i0X19VPeuQge4FkebCsLSiUcz2gVBc7Igrfzo8kZORjrDGBbWfByxytFtEUCgSDj8FlOamoqtm/v6lj5+eefMWLECEUGRbBNZKTQu2gysTjWTf+UwWCSJ+VTUrr2SrkSlYqRRb7duzMceuzb//sd+/ZlQadT45WXFkGv1yLA3wtvvXETvL09kJ5ejI2bOjrPeJ6XJwRHj+oqLmq1atlN+elnG3Hf/V9gxTfbevOnOQXP8/JEp7XJ1IHxYfj6y7swbGgMWluNePSxb7q4KGxx5owQ3RYR7i9HC7kTiqKQKLp2Mm30Lkq/lyJU3c34cYnw8tKhsrLB5nensrIBjU1tYBgasTFd3yNXotNpECJ2u/QUqyh1vrWfSHIXCQnhSBgUDpOJxYaN3btApd7X7jo2tVo1blkyEwDw/Q87OgiFPM9bOjA7ORcHRAYiLjYELMthz97MXv0tSmE2szgputWkvjgAGCKLi8o62f7NGI1mnD4tRBcPGxoLQOhNlZxlb769ttergHmel+N809Kiu73viOGiuNgpJUD+7lmJI46JCYa3lw5tbSanRVAJnuexatUeAMCSJTMxerRlcdf8eWMRGuKLysoG/PrbPvn3xcU1aGpqg0ajsnqsiQgXxMXSUuedi0eP5oNlOYSH++Pmm2bInV9z5ozE11/djUsvHQPAki7QHtm5GN91IUdqqnDesntPBrZuOwWW5fDRx+vw7HM/2j22vPwKua9V2rfaYvjwODAMjaKiavk4/YfYuTlxYlKHCem+glbTDi3ModU0PML1XdyRtIqGLsSjTxb5EAgE5amuFo9LgZZzQh8f5Z2L7uhcNDgpLpp6iHf0d9C5SNM0vLyE+FSlFrIZpVhUhUVaDx1xLvZHpM+kSzsXe5EU1R4zK4yRYRRyLsrf53NXXNyy9SRKSmqQn18pL/gnEDrD83y7WFQtfH2kzkUFxUXw4FkOPMuBZoRzf4qhwJl58HYI3zwLmOoN4MwcKAqyc5HnhR5HAoFAAHohLi5btgz/+c9/8Oqrr4LjOKxatQpLly7Fiy++iGXLlrlijIR2UBSF8eOFCKYtW07avF9OThlYloOfn/sjKAFg8iSh53Dbdvt7DptbDFj7uxDv9vxz1yA1NUq+bcCAQCy6dgoA4MuvNneIW83MLEF1dSM0GhUGD46CNZbcPAPTpqZizBhhYvajj9dh3fojDv1NzlJWXoeWViNUKsamkysqKgjv/G8JJk5MEromH12BmtqmHrd9Ropui3WvINaepETBIZOebr3TMKMbJ4070GhUmDolFQCw0YYoJglZUVGBfSLSxorvX0+dqlJsrrv6FjszZ46wkOTvvw/bvI/BYEKZGNUbHd19pODMGWkYODAMTU1tuPHmd3HFwtdx85L3sfDK/6KmpgkURSHeikgySdzP7NzZt32qObnlaG01wtNT20HMkeI8s7JL5c8/oXtOny6C0WiGv79nh07Eu/5zEby8dDhxogBvvLm2V6uAy8rrUFXVAIahkdKDo3+46FxMzyjuENcr9eZa++7RNC0LyscVcqueOFGA7JwyaDQqXHzRyA63aTQq3HD9eQCA1av3yo586diWkjLA6gSrFIta4mD8tjWk1ABrC3sAYIwohh440FFcbG4xyIso4qw4+VPFRVFHjgjiZVCgNxiGxoaNx+xORJD6ixMSwnsU0ry8dBg/Tji32rDxKMxmFn/9LYiLcy8ebdfzWYM3CxffnJnv81h2AoHw78NkMqOuTpiEDAy04lxUsHORdWHnoiRGOBshaHEu2upcFFzcDEPbfZ4vCbVKiYuuipf18CCdi/0R+f12QeeiSqE4YVZp56IodLe1nbviYvtrZGvpHQQCIOyvpesDLy8d/Pws4qJi1w28KARykGf/KZoSrk9MPS9MMLcYwbaxYHQMKBUFTtynURTAO5AoQyAQ/t04fHUwb948rF27Fhs3boSnpyeWLVuG06dPY+3atbjgggtcMUZCJ2ZOF+Idt2w9YXOCVXJ+pCQP6JPV6ZMmJYOmKWRmlqDEzl6nAwdyYDaziIwMwKSJyV1uX7BgAnx8PFBQUIVN7dyLv4t9U1Mmp8gxHJ1JSAjHyy8txv/eulmOdXzjzTVujeuQIuCiogK7PXlXq1V48flrkZAQjpYWA379dW+P2z5TIDgXY3oQcVzJ0KGCkLJu/VHZ3SNhNrOycCc5HPuCmWI06qZ/jlt973NE4WCgm/sWJaQewTVrD3Qb/7dDFNOGpHbvvnIVsy4YBoahcfJUIR546CucOt1VUC4qrgbP8/Dy0nVYKW4NmqZx21Lh+FFWVoeS0lqkZxSjpLQWGo0K114zGTrxQrU9kycJ3W6792T2aeTMCdEJO2RwdIeY2sBAb/k9/eijdX0ytrON9pGo7Y9dAyID8fRTVwIA1qzdjyW3fCCLR/YiRaImJkZY/Ty1JzzMH+Hh/mBZTu7TbGhowXffC8kN1o5RgMWtqlTP5i+rhf3/BTOHwcena7/qBbOGQ6tVo6CwCqdOFcFgMOEX0el4+WXjrG5Tci7ae2zuDjmS3Ia4OGJ4HGiaQmFRtbzYAABWrNgCjuMRHRXUwW0jkZQUCbpd78fVV03GtKnC4pA/RUdhT2SJImTCIPuOORdcMAyAcAzbuSsDtbXN8Pf3xITxjnfq0WoaKi8VeJaDuUWIEGLbSCwWgUBQlupqYQGiSsXAt10Ht3S8aGxsU+y5zD24Ap3BEovq3H5SEnJsucSiooIQExOMCROS7L4+tryWCsWiuqiDT4pFbSPiYr+CdaFzUblYVGU/k1qt8H02nqOxqOXldfL5MQDs20/ERYJ1pEhUhqGh1arl4w3LcmhqUub4zfMAOEGo7JBkQlNg27pfmMCZOLDNZtAaIT2FoinwZlGopCiAaIsEAkGkV0sPp0yZgg0bNqCiogItLS3YsWMHZs2apfTYOvDMM88IO7R2P8nJlsm9trY23HnnnQgMDISXlxcWLFiA8vJyl46prxgxIg5+fp6oq2vp0A/UntMZQvyCuyNRJfz9vTBc7Mvatv2UXY/Zs0eIUJ0wIcnq7Z56La6+ShAGvxDdi21tRtmlceklY+x6njvvuBDBwT5oamrr4qboDRzH4e91h/HIYyvw3zd+w9atJ62uNOqub7EzWq0aixdNBQD8smpPjyJofr4gLsbG9p24OHlSMganRqGlxYD33vuzw235+RUwGs3w8tIhUnTN9AWjRw9EWJgf6utbsH7D0S635+Raj+B0FzOmp8HLS4eSkhocPGj9u11RUY+jRwWxY8aMNHcOTyYgwFt2Eu/enYF77/u8g7sLgDz++LhQuyZwJk9OwXvv3ILXX7seH394G15/9Xr89/Ub8NcfT+LOO+ZYfczgwVHw89OjqakN77z3J37/vXtR1h54nsdPP+/C/979AxkZlhibnbvS8cmnG9DS6e8EIMfsWovavHXpLKhUDPbuy+rz+NazgaNH8wFYIlHbM2lSMp5ediV8fDyQlV2K+x/8ssd+0vZI3ZftezG7Q+o4/vjj9WhubsNnyzeisbEVAweG4aI5I60+RorFleJXnWH//mxs3Cjspy6zIRR66rWYNm0wAODvdYfx97ojqKtrRmioH84/b4jVx0jOxfLy+g4pAI5SV9csC7yjR8VbvY+Xl07uT5QmWoqLa/D9DzsAAHfeOcfq/kGv1yImxnI8mz49DRdfNAoAsH7DEbtW6Wdli87FHvoWJaZMToFOp0ZJSQ1efOlnAMCFs0f0aiKdoimofbTQBuigDdBC7asBQIFniXuRQCAoR7XYtxgY4NVhcZMrnIuuctwBgFojbNPZGEVTD72QGo0K3664B6++vNjubSr9WhqNUiyqsk42vQeJRe2PWKJ6XdC5KDkXnVxgqfTCAUvnonOOyrOVdeuPgOd5DBggJLCcOFFg9fqxMzk5ZVj++SY8+tg32LGjb1N5CO5BjkT1FPp9tVq1vC9XMhqVN3e9/qBUNDiTkK5iC87AgjVxoNXC/ouihWsZnuUACuBYksxCIBAElD/LcSGDBw9GaWmp/LNjxw75tvvuuw9r167FTz/9hK1bt6KkpASXX355H47WdahUDM4/T5hM3LTJeryj5FzsqwhKAJg6VRjj1q2241sleJ7H7j3CxPvE8dbFRQC4YsEEeHvpcOZMJf7ZfBybt5xEU1MbwsP9McrG5GZnaJqWJ2M3bzlh12Ns0dzchltv+wjPPf8Ttm8/jVWr9+KxJ77Fb+36ryQk56K1filrnH/eEISG+KK2trnHbrv+4FykaRoPPnApaJrCho3HsGGjRbxLzxAcJIl2xNO5EpWKwRULJgAAVv64s8vJUG6O6FzsI3FRp9PgwtnDAaBDh1p7Nm46Bp7nMWxYLEL7IPJY4v9um40fvrsfEREBaGpqw4ZOYu0ffwqO4pmic88eRo6Mx6SJyUhLi8GkScmYOCFJjnmyBsPQmDhBWGTy88+78dIrq/DzL3t68dcIsCyH/77xG956+3esXLkTNy15H7fd/hHefe9PPPTw1/jyq824/4EvOwipRqMZh4/kA7DEoLYnMjIA8+ePBQA8+NBXeOHFn+XJQEJHWJaThVppcUpnZs8aju+/vQ+xscGorm7Eq6+ttvuiRnITWnufrHHD9efBz88TGZklmH/5q/Jn6567LrI5AZOaMgA0TaG8vA733Pc57vzPp7h28Vsd9of2UFxcg6ee/h4cx+Oii0bKMaHWmHOhEFO8fv0RLP98EwBg4RUTbI4xKMgHKhUDs5lFZWWD1fvYg9QJHB8fioAA2/2vkqvxwIFscByHN99aA5OJxZjRg+QIdWukpggx52lp0QgL88OYMYMQFOiNuroW7NrVfZ8zz/Ny72VCQrhdf4+Hh0aOzm5qakN8fCiuWzzNrsdahRIu3GmNChRDg1ZTYI1kiS+BQFCOKvF8IiioY1S3SzsXXSAuWmJRnRRJ7BBAadqx/lofSVzs785FHYlF7Y9YYlFd2LnotLgoxqIq1LkoiSOSK+tcY+eudADA4kVT5RSUnipPduw4jRtvfg/LP9+EbdtP4dXXf3U67pbQ/5HciZ6eOvl3vmLikyMLaLuD53hwHA90OuxRDIQuRoPt/QfbZpZ7GoXHUIKgaOaE4ygP4YdAIJzzOHwG4e/vj4CAgC4/gYGBiIyMxLRp0/DFF1+4YqxQqVQICwuTf4KChN66+vp6LF++HG+++SamT5+OUaNG4YsvvsCuXbuwZ0/vJ5r7MzPEaNT1G47igw//7rCasqXFgDNnBLGpr5yLAOQIs2PHC3CiBxdHbm45KirqodGoMELsurKGl5cOV101CQDw2Wcb8eWX/wAA5l48qsOK3Z6QHB3bt59y6sRt3fojOHW6CHq9Fjdcfx4unC1M8r79zh9yN5dEruhcjLPSHWcNlYrBFVcIQtgXX/5jc4KgublNniBu7/ToC5KSIrHwiokAgGee/RGrVu8By3JYJcb0DbHTMeRKLpk7Gh4eGuTmlnfoQDCbWeSfEQTggXYKwK5g3qWCELV5ywm8+fZatHVagSyJeLPECL++JDo6SI5e/PW3fbLIk5FZgqysUqjVjMvHueTmGZh36RhZpPjwo3U4daoQBw7mODTBwvM8Xnl1NVb/uk/oth2XCLWawfHjBbLLSqNR4djxM7jv/i/kC+Zvv9uGqqoG+Pt72vx833rLBZg6JRUcx+PPvw7h2sVvW3XOupv9+7Px2OPf4Nff9vWLCYDc3HI0Nxug99B0K/D7+3vh6aeuhErFYOu2U3jk0RU4daqw2223tBiQLUYz27sfGjAgEG+9cSP0ei2amw1QqxksXjQVo8UeQWvo9VrZ8bh/fzYOH8lDfn4l3np7rV2rliXe//AvNDS0IiVlAB56YF639x09aiCCAr3R2NSGqqoGhIf7d+vkZxga4WF+AJyLRt28VVicI3UZ22LcuAQAwsKIRx79Brv3ZEKjUeGeuy/udoJ33qVjEB0dhJtunA5AOCbOFo+xzz7/I15+dRUOHMi2Oqm2e08mmpra4OGhcei4OO9S4XVLSRmA999dCr8eIp1tQdEUGJ0KKk811N5qMB4MVDph8py4FwkEglJUiTUEgZ3ipS1uOyXFRdd1LsqxqE5OppvMoitQQQHU0rmolHPRNWIT6Vzsn8hissp1nYtOx6Kyyi4cCAwUFjtUVTeek66mqiph0UdcbIjcPb6/m2jUPXsy8cRT34FlOYwcGY+AAC9UVzfin83OLYIn9H+kBcueeq38OyniXDHnIi+KgZ0O3RRFgWIomJtNQsxpJzgzD87Eg+p0zKcoIRpVECt5MXeVQCCc6zh8dbBs2TLQNI2LL74Yzz77LJ599llcfPHFoGkad955JxITE3H77bfj008/VXywWVlZiIiIQHx8PBYtWoSCAkGwOnjwIEwmE2bOnCnfNzk5GdHR0di9e7fN7RkMBjQ0NHT4OVsYNiwWE8Ynwmg045tvt+HmJe/L7rWff9kDjuMRFubX5WLTnYSG+mHChCTwPI977vsc+/Zn2bzvTtGFMGrUQJu9iRILr5gILy8dCouqUVhUDT8/T1wyd7RDYxuaFoOAAC80NrXZjJ+0hx07hJVpN95wPm67dRaefGIBxo8T3pfnXvhJPqGuqWmUxcY4O2JRJebPG4vwcH+Ultbi5VdXWT1BP1NQBUCYWJAmE/qS/9w5B5fNHwue5/HfN9bgvvu/QHpGMTw9tbhy4cS+Hh68vT1w8UVCpOHTz6yU+9QKCqpgMrHQe2gQJk689wUDB4bJkbg//7wb1yx6G2t/P4CDh3LwzHM/IiOzBAxD24w8dDcXXzQKGo0KmZklOJ0uxIj+8ccBAMDUKalWe+KUJDzcH488fBleeXkxRo2Kh8Fgwi23foi771mOO//zqd2i2cefbMAffx4Ew9B49pmr8OYbN+KXnx7CFQvGIyjIB/fcfTE++uA2eHt74MSJAtx73xdYv+Eovvp6CwDgnrvn2uzx8/LS4ZWXF+OzT25HUmIEGhtb8cyzK/H6f3+V47HczeHDuXjoka+xddspvPb6r7j62rdQXl7XJ2ORkPoWh6TF9DjBkZQUibvvuggAsGNnOm67/eMOMbadOZ1eBJblEBrqh5AQX7vHlJQUic8+vR0vPHcNfl/zOO64/cIeH/P6a9fjvXduwROPL8DTy67EgAGBqKtrsdtVazaz8iTEA/dd0uMxkWFo3Lr0AkQNCMQtS2bg6y/vgpeXrtvHSNGo773/F9LTbb9utqipacTWrULk+UUXWo+IlRg+LBbzLh0DjuPl1dwPPTivRxf/kCHR+OG7+zF+nKXz8JqrJyE5ORJtbSasXXsAd9/7Oa5d/DZqapvk+/A8jy++EBYeXTZ/nEPRcyNGxOOXnx/Cxx/e1qG/zFEomgKjZUCraFA0BVrNgNIyYHQMWAMLnufBmbhuo4gIBAKhJ+RY1E7Xey5xLiosQLRH2k87e07kCpeYdB6rlFDbYmUyWQmIuNg/cZVTFbCI6M7HogrKAqPQdzs4WBAXW1uNcuzjuYTkOPP398JYcQFe+wXNbW1GPPb4N3jxpV+wfsNRPPr4NzCZWJx33mC8/eZNWHD5eADATz/tcv/gCW5FmqfwbHfd5isec+rqFXIuskJHIkV3XdBJq2mwRg5cqxnmZjPYFssxmDdx4FgOVKfdAkUDrJEVtke0RQKBIOKwuLhjxw688MILWLFiBe666y7cddddWLFiBV544QUcPHgQn376KV5//XW88847ig503Lhx+PLLL/H333/jww8/RF5eHqZMmYLGxkaUlZVBo9HAz8+vw2NCQ0NRVlZmc5svv/wyfH195Z+oqChFx+xKGIbGf1+/Aa+/ej0iwv1RUlqLW2/7CB99vB6fLd8IQHD09DXPP3s1xo5NQGurEU8t+6FLLxsgnHSvWSNEQE6ZnNLjNr29PbD0lpmgKAoXzByKFV/d3SUOqCcYhpadlT/8uLNXPW3NLQYcPCR0SE2eLLimaJrGk08sgN5Dg8zMEhw+LERgvP2/P2A0mpGUGIHoqCC7n8PTU4fnn70aKhWDLVtO4pdVXSenz+QLbru+di1KMAyNBx+Yh5tvEtwmUs/WLUtmdhud505uWTITKSkDUF/fgrvuWY59+7Ow9ndBEBs4KMwhF6wruOP2C/HmGzciJMQX5eV1ePmVVbjr7uVYv/4IaJrC0ltm9tpRozS+vnpMP1/ofvz4k/U4U1CJv/4+DAC4+OJRbhsHTdN4/NEF8oSaWs0gPaMYDz+yosfO0j17MvH1ii0AgEcemo+ZMwRneFCQD+6/71Ks+fVRXHWlIGq8878l8PHxwMlThXjm2ZUwGs0YOzYBF9gR/5qaGoVPP7kdN980HRRFYfWv+/DU09879Xf3hsLCKjz0yAoYjWYMTYtBWJgfqqsb8dbbvyM7uxQvv7qqx/geR2BZDrm55di69SQ2bzmBo0fzu3T91dQ24ZtvtwGwdB32xBULJuC7b+/FyJHxYFkOy0VByRpSJKq9fYvtiY0JwfTpaXYv3tBq1Rg5Mh4XXzQKs2cNl/eF332/zS6xOzOzBM3NBnh76ZBkZ7T53LmjsfKHB3DzTTM6ROvY4rrF0+DpqUV6RjGW3vYhfv5lt0Ory3//4xDMZhaDB0f1GDtKURQeenAe5s8TXNlXLpwo9yc6SkCAN5Z/egfef28p5l48Cj4+Higqqsb77/8l32f/gWycPFUIjUaFa6+Z7PBzhIf5Kz55TtEUKIaGylMFWk3D3GwGeKHLhEAgEHqL5FwMCrLhXFRSXHRh56JG7Fx0VlyUxqikc1F6LZUSaqVrYb3C4qJOJyxE6px4Qug7eJ5v11Xqws5FZ52LCvdCenho4C2KJZWV9YpsUwlKS2vx4ku/dEmXUpLWVqMs8Pv7e2LUqIGgKAp5eRWoFPfXO3emY+u2U/jjz4PyteSUKSl47hlhzmfevLFQqxmcOl3UY/qXEhgMJhw8lIPCwiqXPxehI+07FyWkRbClpbWKPAfP8hDUxa7iIkVTAAWYmoww1LTBWG+Qr004IwsK6JIyQzEUeDMnuh2JukggEAQcPoNYt25dB4egxIwZM7Bu3ToAwEUXXYTc3N67wawxZ84cLFy4EEOHDsXs2bPx559/oq6uDj/++GOvt/nYY4+hvr5e/iks7D5Wrb9BURQmTUrGJ5/cjsGpUWhsbMXXK7bAbGYxdUoqLprTvZvAHej1Wrz+6nWIjgpCY2Or1S7CrVtPoqS0Fr6+erlvricWXjERW/55Fs8+c3Wv3ZmXXz4eGo0K+/Zl4bPlmxx+/N69mTCZWEQNCOzQdRgQ4I1Zs4YDAFb/uhe7dmdg46ZjoGkKjz5ymcOdg6mpUbjzDsEt8+57f+J0elGH2/tD32JnKIrCLUtm4oH7LwVFUUhOipRX4fUHfHz0eO+dWzBpYjKMRjMefmQFVv64EwCw6NqpfTw6gfHjErHy+/vxf7fNRsKgcMTGBmPs2AR8+sntuP668/p6eB1YtGgKtFo19u/Pxo03vYfmZgMGp0bJUTDuIjzcHz//+BD+/vMpfPzh/0Gv1+LwkTyronx71m04AgC4bP5YzO3BBZ2UGIH33rkFY8YMwuDUKEydkopHH7b/e61SMbhlyUz897XrwTA0tm8/Lbtn3cUPK3eipcWAoWkx+N/bN+N1cSzbtp/CkqUfCI6we5bjq6+3ICOzxKnJvubmNvzfHR9j8fX/w2NPfIsnnvwOt9/5Ce65d7ncM2E2s1i27HtUVNQjOjoICy4fZ/f2Y2NC8NCD80DTFHbsOG3TvXhcvDhPS3N/NPMFM4chOjoIDQ2t+PKrzT3eX1qQMWJEPBiF+m86M3JkPL7/9j6cf94QsCyHN99ai48/2WDXY1mWw2/igqDL5tv3XtE0jYcfmo+1vz2Ge++Z2+txA8LxZcTwODz+2AK88fqNoCgKf/19GIcP56KpqQ3/e+cPeWz9ZUGL4F6kQNEU1F4aqPQqqL01QneJG92LPM+DNXLnZEwZgfBvpNpW56K34HxobGxV7PvuSgeWRiMIY86KJCYXjNESi6qQc1FcZNRTwoCj6D2EyekW4lzsN7T/PDuSomAvktDPss4d11kX9KkGie7FCie6vZXms+Ub8cefB/HUsu+d7qm0heRaVKsZ6PVa+PrqkZQYAQA4IKaS7BNdjNKCgAkTkvD8s9fIr3+Av5ecULRjZ7pLxinxxZf/YM7FL+Cuu5fj6mvfwtPP/KBY119/4p9/jmPupS91G0/bF8jOxXaLTWJjhQqlvLwKp7fPczw4MwceVJdYVAlGS4PnAZWeAc8Bpnoj2FYz2Da2SyQqAFAqCpyJB29iAVBWI1UJBMK5h8OzVgEBAVi7dm2X369duxYBAULMVnNzM7y9XTuh4+fnh8TERGRnZyMsLAxGoxF1dXUd7lNeXo6wMNu9TVqtFj4+Ph1+zkYC/L3w/ntL8egjlyElZQASEsLx8MPzHRaxXIVarZJjHn9YubPDRDXP8/j2u+0ABBeKrVhBW9t1hoHxYXjk4csAAF9+tdnhkw0pEnXy5JQur/X8+YJDY8vWk1j29A8AgKuunGS3C6UzVy6ciGlTU2EysXjqqe87uF9Oil1jsbH9R1yUWHD5eKz59VF8+MGtLlnp7AweHhq89OK1crwwIAiLU6ek9vHILGi1alx/3TR89eVd+O6b+/D2mzchJbnvelRtMTA+DE89eQUAYfVjSIgvXn5pkcuEke7w8tLBx8cDycmR+M+dcwAIIr8td7LZzGKXeOE264Lhdj3HoEHh+N9bN+PTT27HKy8v7lWM7oQJSfICEHsEJ6VobjFg3TrBWXrLLTOh1aoxMD4M11wtOLxMJhZhYX5gWQ4ff7IeN938Hq6/4Z1eXYQbDCY89vi3OHlScJGlpAzA0LQYeHhocOhwHu78z6coKq7G62/8hkOH86D30OCVlxbb5bxrT0x0MC4Quz0//mRDlwkWjuPklb9pQ2Ic/juchWFo3HWnEOH6w8qdyMm1nagAAAcOCOLi6NEDXTquoCAfvPD8Nbj9/2YDAH78aWePLl8AOHWqEKWltfD20mHG9DSHnlPpqPbBg6PknsSHH12B2+/8BHl5FQgM9JbPO/oLtIoBeIDWM9AEeIDWq0BraXAm912Vs60cKIqCSq8G7QIXBYFAcC9VkrjYuXNRFMSMRrNd+3V7kDsXXXBuJ4mB/TsWVZn+K9mporRz0UN0LhJxsd/Q/npdaacq0FEMdEYss/SpKve9CQkW3FeV/URcNBrN2L7jNAAgL79CXlSsNLXtIlGl+aExcjRqDniex759wpzT889dg6+/vAuvvXIdNJqO81pDhwrXK5mZJS4ZJyB8Zr5esRVtbSb4+3uC53ls2HgM77z7p8uesy9oaTHgzbfXoqamSV5Q3F+QFtq2X2wSK6aR5Z9RQFxkOaFvEdZjUSH+ntHQoCgKjI4Ga+JgqG4Da2BBq6y4HcXPNWtgAfDgObJgkUAg9EJcfOqpp/DQQw/h0ksvxQsvvIAXXngB8+bNw8MPP4ynn34aALBhwwZMmzZN8cG2p6mpCTk5OQgPD8eoUaOgVquxaZPFfZaRkYGCggJMmDDBpePoL2g0Klx6yRgs//QOfPXFXQjw9+rrIXVg9uzhCA72QVVVgxyZCAAHD+UiPaMYWq26T5xtcy4cITsv3vvgL7vjUYuKq7F9h9A3NdlKlGtiQgQGD44Cy3JoaTFg1Kh43Lr0gl6Pk6IoPP7YAoSLEbjLPxfi/4qKqnHwYK7gYp2Y3Ovtu5LAQO8eO8P6CrVahZdeXIRLLhmNyy8bh9tu7f17dK4z/fw0PPTgPAwbGoPXX73e4ahiVzB71nB4eelQXFwjX8h15sjRfDQ2tcHPzxNDehGZ6QzXXTcNDENj957MLo5kV7F+/RG0tBoRHR2EUSMt8aM33zQd8+eNxf/dNgs/rXwQDz84D6kpA8AwNAoKq5CbZ3+EUENDKx5/8ltceNELOHAwBx4eGnz0wW1Y/ukd+OjD2/DB+7ciIMALWdmluHbR21i79gBomsLTT18lr9Z0lBtvOB8MQ2PP3swuYu2ZM5VobGyFTqfGoEG2Fxy5kkmTkjF1SipYlsN/31hjc4W5wWDCMdHJ2v79cRUURWHxoqkIDvZBW5sJBw/1nDqRlV0KQOjG7A/79v+7bTaSkyPR3GxATk4Z9Hot3vjvDX3aOW0NiqEAhgbP8sLqYZ4Ho1OB53i3OAml59X4a6EJ0ILWEHGRQDjbkWJRAzvFouo9NPICL6XiPKXORaV62dojTaw7HYtqVj4W1UfhiNkmyani4EKqnvAQnYutbcqIyQTnkYTk9t9HJWnv0HXG9Ss5fpVcOCD1LvaXWNT9B7LR1NQmvw/LP9+EsrI6xZ+nVuwA929XXyKJiwcOZKOgsArl5XVQqxmMHBGPQYPCrX42khKFBekZmcUuO0fMzSuHwWCCl5cOa397DK+/dj0AYPuOUzCZnNsX9yd+/GkXamqE9yUrs7SPR9MRS0x2O3FRvBYuLKx22mHLmTiA4wE7P0IURUHlwQgJK14q24KkigLbxoIHJWyfQCCc8zh8BrF06VJs3boVnp6eWLVqFVatWgW9Xo+tW7diyZIlAIAHHngAK1euVHSgDz74ILZu3Yr8/Hzs2rULl112GRiGwTXXXANfX18sWbIE999/PzZv3oyDBw/ipptuwoQJEzB+fP+JYjyXUatVsjPmxx93yidJ34odW5fMHdVnHXJLb5kJT08tsrJKsemf4z3ev6a2Cfc/8CWamw1ISozA0DTrThjp7x09aiBef/V6pydhvb098OD9lwIAfvp5F/LzK/Dbmv0AgHFjExAREeDU9s9VtFo1Hnvkcjz4wLx+564827hs/jh8+MFtPXawuQsPD43c7bZqtfVo1G3bxUUCk5Ld7rQcEBmIC2YKjruVK51fQXvyZCFeeOln1NQ0Wr2d53n8+qslzrK941qn0+Dhh+bj+uvOA8PQmD9/HD779A6MGiW4544fsz+69Ysv/8GWLSdhMJgQFOSDV15ajORki2s7KTECn35yO0YMj5Mvmu67Z65dnbu2iIkOxoMPzAMAfPqZEHsksXHTMQCCa7Evv+P33HMxdDo1jh7N77DIpj0nThbAaDQjKNC710Kro1AUhcmThNd+587TPd4/X+z5jY9zz/h6wsfHA599cjueefoqTJ2Siv++fj0SEyL6elhdoGgKjJYBOGGVL2/i5NXCvBuiUVkjB1pLAypKnGToH+kWBAKhd5jNLOrqBDddZ+ciRVGW3kWF4jxd2bkopdE4O6EtCSxKRlBaXkeFnYsKx6J6iM7F1laDotsl9B458lDh91pCOeei8t9ti7jYP5yLmzefAADMnzcWw4bGoK3NhJdfXaW4cCdFiraf10obEg2tVo2q6kb8KDom08QkF1sMGhQGhqFRW9ssO9SV5tQpYWFrSvIA0DSNCeMTERDgheZmAw4fyXPJc7qbhoYWfPvdNvm/8/Ir+pVw2mKlczE01Bc6nRpmM4vikppeb5vneCG+lIfip/y01Lto5ohzkUAgAHBQXDSZTLj55psRERGB77//HocOHcKhQ4fw/fffY+LEia4aIwCgqKgI11xzDZKSknDllVciMDAQe/bsQXCwYBt/6623MHfuXCxYsABTp05FWFgYVq1a5dIxERxj7sWjoffQIC+/AgcP5iArqxR792WBpilcfdXkPhuXn58nrr1mCgDgk083dHvC0dJiwIMPfYWiomqEh/vLXWXWmH5+Gn5c+QDeevMmh+Jeu2PChCRMnpwCluWw7Okf8PsfBwBYYlgJBEJHJGfyzl0ZKCjoWFTP8zy2bxPExb6Kw71igbAAZsvWk065C2prm/Dwo1/jzz8PYeWPu6zep66uWXadzbnQvk7eoWJH4TE7eyGrqhqw+te9AIAXnr8Gv61+RF6x257wMH+8+84SPPnEFXhm2ZVYsMD5lIF5l46RjyUvvvQLvvxqMwwGE1aLguq8eWOcfg5nCA/zx003TgcAvPf+X1YnKjdtEha4jB49yK3R5pMnCc73HTvTe5xoyRU7QOLiQl0+LnuhaRqzLhiGV15ejOHD4vp6ODah1TRA0+CNHCgNA4qhQWlocOaOqQk8y4Mz8+BZZS7YeY4HOECl1wgrjBlacFISCISzltraJvA8D4ahrS7QtHQFKiOKSdGJrulcFJ2LTouLwuOVFEmk17Gpqc3uhJvuaGnp2rGlBJJzsa2VOBf7CxaXqvKRqIAQuy/19lU7IUCZXRAnHNyPYlFNJjO2i4tJp09Pw6OPXg6NRoX9+7OxZu0BRZ+rttYSiyqh1aoxfFgsAMjXJGOtXBu1R6tVI0aMx8zMcE006unToriYIiwApWlaXmy4Tbw+PtvZszcLzc0GxMYGw9vbA2Yzi7x85+NGlcJaLCpN04iJFqNR8yvt3hbP8+BMrHwdx7M8wHHgec6mA7G3UAwFnuXBmwXxsrPAyPPuSWUhEAj9B4fERbVajV9++cVVY+mWH374ASUlJTAYDCgqKsIPP/yAgQMtfUQ6nQ7vv/8+ampq0NzcjFWrVnXbt0hwP15eOlx0kTCh/f0PO/DFl0K05/Tz0/rcdXfVlZMQEOCF4uIamyeZJpMZjz/5HdLTi+Hrq8ebb9zYY/TjgMhAxd1Q99x1MfR6LbJzylBf34LgYB9MnJCk6HMQCP8WoqODMHlyCniex+dfbOpwW2ZWKcor6qHTqa0KYO4gJWUA4uJCYDSasUl02DkKz/N4/b+/yRe0Bw7mWL1fjRjV4+urlyfLekJyZh87XmDX/b/5dhuMRjPS0qJx/nlDuhXIaJrGRXNGYtas4XZt2x7+c+eFHRaL3H7HJ6ira0ZIiG+/6FO9+qpJiIsNQV1dMz76eH2H25pbDFi//ggAYO7Fo9w6rpEj4+HhoUFlZUOP/S55YkSuu5yV/yYomoJKx4DSMlDpVABNCd2HPCyTATwPcxsLcDxYIyd3MvJs73tNODMPWkOD1v0p3LIAAKfeSURBVDIAB9AaWvGJBgKB4F4qqwQxISDACzTd9VpDdtw1tnW5rTeYXRCdKKHRCKKGyehcBJwci6qgSCK9jhzHy67D3sLzPJqaujpVlEAaZ2VVA5nU7SfILlWFI3AlKIpCUpIgDJ1OL+71durFBQhSBLASyM7Fqr4XFzduOo7GpjYEBnpjaFoMYqKD5bqaDz74y+k45vbIsaj+HRd83H777A7zXePGJfa4raREIYUjI7P37213nJLFxSj5d1OnCtdK/2w+gcXX/w+3LP0ALS1nrxs6I0N47UaNHCgnK2X2o2hUKRa182KTGPEa64ydvYs8x4NtMcPcYpbTUDgzCx4AbwbggnN+iqHAGkwQ1MWuY+Hd2ClPIBD6HoevDubPn49ff/3VBUMhnAtI7pTdezKxZetJAMCia6f05ZAACCXrN91wPgAh0q+11djhdo7j8OLLq7BvXxZ0OjXeeP0GeUWRu4mMDMCKr+7G9dedh+TkSNz1n4tInCeB0A1Lbp4BANiw8ZgsjACQV7GOG5vQZ91xFEXJ0a2//3Gwh3tbZ936I9iy9aS8kCE9vdhqDJplNa39EdQpqVGgaQrl5XWoqOi+N8VoNOPX34QVuUtunuFW550ETdP4z51z8MD9l4KmKaSLF5WXXza+X+wn1WoVHnxAiLf+9bd9ON7OEdq+D3PECPe677RatbyKemM3InddXbP8OYqN6Ztj4NkOpaah8lCBYihR5KPFFcDC7byZB6OhoQn0gNpbDc7EgTPxYA0szG0sOJPjk8a8mQOjo4UJAIoCoyZ9iwTC2Y7ct2ijX9bHRw8AaFTKuci6PhbV2Ul+kwscWFqtWnaHORsxazSaZQHUS+GozIHxoVCpGNTVNaOkpFbRbRN6R3OTa/o125OaMgAAcOpUYa8ez7Kc/LlWsqImRHQu9nTt4GrMZlZeXHrlwonytZK0sLyxqQ0nTti3gNIerMWiAkBiQgR++O4+vPjCtXjh+Wtk4bA7EmVxUXnnYkuLQb4mTk0dIP9+1Mh46D00qKtrRm5uOU6dLsKHH61T/PndhfTaJSVGyOJiVpZrnKC9QdpH6DvtI+JEcdEelyXP82BbzWCNQkQpZ2blSFSwwiJFWuUCcVFFC7GrZq7DAknWYAbn5EIhAoFw9uHw7EJCQgKee+45XHHFFXj55ZfxzjvvdPghELojJjoY08QVUaGhfnj4wXnyiru+5tJLxyAiIgA1NU1Y+aOl/4znebz7/l9Yv/4IGIbGSy8sQmpqVDdbcj3h4f74v9tm4fPP7sTMGUP7dCwEQn8nKTEC500bLLoX/5F/v3270C83pY8dbRfOHg6GoXHqdJHcZ2cv5eV1ePOttQCAm2+ajtjYYPA8j0OHu7oX5dW0fl5dbrOFp16LQYOEi7GeolGrqxthNJqh0agwZnTfOEElFlw+Hq+8tBg6nRpeXjpcesnoPh1Pe0aMiJdd/K++/ivMZhYcx9nsw3QXc+YIY1q1eq/scu2MdJEbHu4PvcKRbucKFEXJrkFaRQsCo1roLgEAzsSB8VCBVlNQeWnAaBmwBhZqbzU0PhpwZg6cAx2NPM+DB0BrGPAsB1pDgXJzvyyBQFCeM2eEuLQBkYFWb7c4F5XpXDS5sHNRq1AsqhzdqvAYLa+lc0JtczsHUHd9a71Bq1UjKUkQI46fsL8nm+A6pPfby0WxqEA7cVF0oTlKfUOLLAz4+uoVG5fkXKyra1bUGWgPUnwxz/NY+/sBFBfXwN/fE1e0q2BgGFpOrdm3P0ux57YWiyqhUjE4/7whmH5+ml3bkr7ProhFzcgsAcfxCA72QXC7JC6tVo1588aCYWjMmCGM85dVe3DoUK7iY3A1PM/LaSxJSZFyH7tUEdIfsLiGO4qL0gLOM3bEonJGDpyRBa2hQKsocCZeSD1hObBGFuDhkrQSihFdikYWnEkQGDkjB66NCIsEwrmIw23ny5cvh5+fHw4ePIiDBzu6LCiKwt13363Y4Aj/Tp5ediVKSmoRGxtsNcanr1CrVbh16QV45tmV+Pa7bbhs/jh4emrx3zfWYM3a/QCAxx9bgPHje46xIBAI/YslN8/A1m2nsOmf47jh+vOg12uRlV0KmqYwaWJyn44tIMAbw4fH4uDBXBw9dsbuuEme5/HSK6vQ1NSGwalRuG7xNNTWNSM/vxIHDuTgvGlDOty/N85FQOhdzMwswfHjZ7pdzFAl9r0EBnr3iTjWmcmTU7Dy+/vBcbyiq7GV4K47L8KuXenIzS3H409+By9PHbKyS6HRqDDnwhF9MqYpk1OQnByJ9PRirFixFffcfXGX+5BIVGWhGEpwEmpUMLUaBdGQpsDohNNzigbUvlrQWjNUXhpQtHAhb242gVbZdwrPswDNUIAoKNL9wMFLIBCcJ0/uv7W+P7Z0LiojLrKicKekK1BCci6anBQhzGazuD1lx+jjo0dlZYPTr6XsUtFrXXINnDYkBidPFuL48QJcOLtvziUIFprc4VwUFzxnZ5fBYDA5nMRSJ14beHt7KLpwwNdXD41GBaPRjOrqRoSH+yu27ebmNjz40FcYNiwW/3fb7A63HTiYg0ceXQEKgEarQl2dIN5ct3haF0F/7JgErFt3BPv2ZXfZTm+xFYvaGxLExZ3lFfWorW2yKlj2FqlvURKn23PnHRfijtsvBMPQ8PbywK+/7cMnn27ARx/eptjzu4Pi4ho0NbVBo1EhLi4EtCiwZWWVguO4Pp+HZFkOZWV1AICwTt+PmFixc/FMRbdj5cwc2DYWYChQFAWeBmDkwJkocCwPzsCBVrvmmpyiKFAQrks4AwuKAtg2FpTKksZCIBDOHRzeo+bl5dn8yc09+1a0ENyPTqdBfHxonx/QrTFzRhoSEsLR3GzAJ5+ux8OPrMCatftB0xQeenBen036EggE5xg4MAzTpwti2/LPN2H7DsG1OHxYrKIrdXuLtJoyJ8f+1ZSZmSXYvz8bGo0KTz25ECoVg9GjhC7iAwdsOxcDAhy7OB0yROhdPHmy+8ilmmpL/1N/ITjYF6Ghfn09jC74+urxyEOXQaVisGPHafy97jAYhsZjj14uR9m5G4qicNutswAAq3/di9LSrrFq0mR2vI3JbIJjUJSwyphSCX2InJEDo6ZBtYstpTU01D4a8BwHzsyB1jAAT9ndqcWzHGg1DVAAaEoQNAkEwlmPtNgjPi7U6u1Sf1qjQs5FuXNRpfz1m1qjcCyqwosolHotLR18rnGypaVFA4CiMY/OwnEcsrNL5c/PuURzs+vFxbAwP/j7e8JsZpGV5bgjS4rx9Fd4ER5FUQgSHXFKR6Pu2ZOJo8fO4OsVW/HPP8fl31dVNeDpZ35Aa6sRLa1G1NW1gGFoTJmSgsvmj+uynTGjhWumjMwS+RrJWZR8PT09dYiOCgIgVF4oSW6ucPxItBLPStO0HB973eJpAICTpwq71Ab1d6S+xYEDw6BSMYiJCYZGo0JzswElVq5x3E1VVQPMZhYMQ8sxwhIDIgOhUjFoazOhvLzr90foZzfD3GwGeF7ob4fwvQMlnPuDFbrbKRdEokrQahq8UUhIYVvNAA2SjkIgnKOQbz6B0A6apnG7uHJt9a/7sGdvJrRaNV5+abHVk1ICgXD2sOQmoQdw67ZT+PSzjQD6PhJVQooezcous/sxGzcJF9STJiYjOlq4+Bw5Ih40TaGgsKrLxXx3UT3dIcXy5OSWg2Vtl7NX14jOxQDr/U+EjkybNhiffXo7Bg4Mg95Dg5dfXITZs4b36ZjGjhmEkSPjYTSa8errv3YRsKTJ7Dgbk9kEx6EYGrSKhjbIA7pgHdR+WiFWyGT5rvEcD3AAIKwSphihm9EeOJYXnJCcMAngimgkAoHgXjiOQ74Yi2prf6xUlKeELC4yyjsXNaLT0NlYVJM4RskJqRQWF6izsaiC2OTlIrFpyBBBXMzJLZOFrb7mjz8P4fob38WKb7b29VDcjqvFZEAQE1JTBPdib6JR6+qtdwQqgRSNWin2wyqF1KcOCPUCFRX1MBrNePqZlaitbcbAgWH47pt78flnd2LDumV49eXrrDo6g4J8MGhgGHiex4GDXRdlOgrP86it6921li1SUp2LvbVFZaXwnoSFde8oDQ/3R2ioH1iWO+viltPFONlk8TpWpWJksbawoKrPxiVRUlIDQFggwHQS5FQqRo5GzcmxMjfAAZyBBSgetKbjYymGBmfmwbaZQYuORldBMRQ4MweK40FpaIAHTA1GGGvbwLa5Nw6ZQCD0Lb0SF4uKivDBBx/g0Ucfxf3339/hh0A42xk3LgEjR8QBECIt3n/3FkyZnNLHoyIQCM4SGxuCCy4YBkAosg8L8+s3naWDBoYBEC4g7HEk8TyPfzYL4qLUiQEAXl46xNi4GKmtkzoXHZtAGBAZCJ1ODYPBhMIi2xdj1e1iUQn2kZgQga+/vAt//P4EJveD4wxFCS59jUaFffuy8Odfh+Tb2tqMsvhtK4aP4DgUTQE8D4oGaC0DSkWBogHwoqgIQUik1TTUXmqhj1FDgzPZt5+gQAnbpARxkUAgnP2UlNbCYDBBo1EhMjLA6n0sbjtlRCazuLjIFZ2LGo0w8S85D3uL2SSJiy7qXHQyFrWpSRCb9C4Sm4KDfBAe7g+O43HqlLJiRG85ejQfAJDhgt64/o4Ui+rl5TrnIgCkOiFASU47l4iLonNRErKU4rTo4tNoVGhsbMXtd36Chx7+GoeP5MHDQ4MXnr8GsbEhSE6OhE7Xfbfp2LEJAIC9+5zvXWxpMcjua6VeT2c7NW1RWSUsQA0O6vmaTZoXO3QoT9ExuBrJuZiYGCn/LizMDwBQXl7XByPqiOSejAi3fgwfOEiYG8i2Ji6KWFswSDEUKI6HuY0FrXXteb/0/MZ6I7gWFsYaA0z1RrDNJvCs/f3wBALh7Mfhvc2mTZuQlJSEDz/8EG+88QY2b96ML774Ap9//jmOHDnigiESCO6Foig88/RVWHrLTHz2yR1ylwGBQDj7eeiBS3H/fZfgow9uw08rH+w3QlhsbDAYhkZTUxvK7LjgOX26CKWltfDw0GDihKSO24oRhB/J1SBRUyP1gDi2mpZhaAwUxc/uIpeqq4XtBwb2n1jUswGKohzuyHElMdHBWHLzDADAO+/+KUdFffX1FjQ2tiI0xFcWwwnOQ9EAaEoWEsEBoChQahq8WXQwUqLwSIsRqhoGFA2YW83dX7xzwvZ5HiQSlUD4FyFFVMdEB3dxPEhIEdvOuu0kWlsFYUznofzxSq0RnYv9NRZVfi2dExdb3BCTmSa6Fw8ddm1dzT//HMcbb66BwWDq9n55+cJnVelozLOB5hbRuah3nXMRAFKSBQEqvZ+Ji6GhQtRjaWmNYtvkOE4WjZ59+ipERgagtLQW+w9kQ6tV49WXFyMmOtju7U2YkAgA2LHjtNPRvZJrUadTd+l37C2SK/X06SK74/DtoapKWBAaJLpLu2PEcEFcPHLk7BEXeZ5HRmZH5yIAuSrDnmttVyPVT0REWHePStda2dldr72l/nW21QzOwIIzcmCbzTBUt8FUb4CpySSklbjQtSjB6GhwZhbGegM4MwtGzwAkJYVAOOdwWFx87LHH8OCDD+L48ePQ6XT45ZdfUFhYiGnTpmHhwoWuGCOB4HaCgnxw043TFS0fJxAIfY+npw5XLJiAoUNjbE7I9QVqtQqxsYIomGNHNGr7SNTOq3Il52L+mYoOv+9tLCoAJCaIsa3diIs1NVLnYv8QbAm955qrJyNhUDgaG1vx8ScbkH+mAt9+tx0AcO89cxWPnDunoSmAokQFUJgwoBkKjJYBaBoUQ0HlobL0qTAUaA0Djb8WjI6BuY0FZyMileeEVcUUAFrt2mgkAoHgPiwR1bZd5N4Kdi5yHCcLa67oBdaoLZ2LzkygW2JRlRYXlYmYlcQmLxfGZEoLzn5bsx9tbcp3pHEch48+Xo8nl32PX1btwfoNR23el+d55IviYn+YzLcFy3LYvOUEiouVE8EAoFl0Lnq62LmYmCicoxcWVTvci+dKcVHqg83JKVdsm0VFNWhuNkCjUWHSpGQs//QOTJqYDD8/T7z+2vUYPXqQQ9sbPiwOAQFeaGhoxf792U6NzZnrLFsMGiT0BdbVNaOsrE6Rbba2GmVXreQu7Y4RI+IBCO5JV+xTXMGZgko0NrZCo1EhPt4SHS45F8us9Bi6m2IxFjXchnNRqkyx5lzkWQ6mBiMM1Qa0VbahrbIVhto2cAYWpkYTOBMHWu2ec36KosDoGFAqGioPFbnWIBDOURyeWT19+jSuv/56AIBKpUJrayu8vLzw3HPP4dVXX1V8gAQCgUAgnAsMsiP+REJakX7etMFdbpM6Gs7kd3Qu1tVKzkXHJxASBvUsLlaJsahB/cQNSug9KhWD+++7BACw9vcDWHrrhzCbWUyYkISpU/tHT+m/BYqiQDMUeLFikecAMBRoFQ21pxoqTzVojWWinKIpUDQtCoweUPuowRlZqzGpPM8LwiUNWZwkEAhnP7mic7G7/ltLT6Dz4mJLixGc6K6W4laVRKOxLFhxxj1kaDN12Z4S+PoK5001YkJDb7F08LlObJo+PQ3h4f6oq2vG2t8PKL791b/uw9crtsj/vWtXus37lpfXy2JXXV1zjy7HvuLjT9bjiSe/ww03vatI956E7Fx0oZgMCIv6AgK8wPM8cnMdE/IsHYHKi4uWPvlSxVx36emCOzMxMQIqFQMfHz1ef+16/L7mMYweNdDh7TEMjfPPGwIA2PTPcafGJiV9KCnUarVq+frw1KlCRbZZJXZgenhooLfDVRsR4Y+QEF+YzSxOnCiQf79t+ymcN30Zvvt+uyLjUpLjx4VxpqYO6LAgUnIu9odY1NISwbkY2YNzsaio2qaoy+hoqPQMGC0NxoMBo2Og0qug0jNuFfkoigKtIqIigXAu4/BMg6enJ4xGYecWHh6OnBzLCVhVVd8X4xIIBAKBcDaSMFBcoWgl/qQzFRV1ACwuxfbEiA7IMwUWcbGtzYgWcYKnNytqExKESJmsbsYmxa4GEHHxX8GwYbGYPXs4eJ5Hc7MBSYkRePjBeWRFqgugVLQsLlIQnIuA2JvS6fWmaOECnueEnka1txYqbzV4joO52WyJVwUENyTNg6JpUDQRFwmEfwuSc7G9I6MzknOxqakNHMc59XxStKpWq3ZJjHd7MdDoRO9iY5MgpHorLIBGRwUC6Hhe1Rskt5CrOhcBYXHQ4kVTAQDffrcdJpNzUbOd+V0ULKW+7/37s23G2UquRYn+GI26fcdpfPPtNgBCZ979D3yJ4+0EFGeQOxddKCZLWBYBOtZt6UrnYmxsMFQqxu7KB3s4LUaiJidHdvg97cQ5zvTpwmd52/ZTTkUz17lIqFW6d1ESF4ODfOw6p6coCiNF96K0YKGmtgmvvLoKRqMZH3+yHgUF/Wse+OixfADA0LSYDr+XY1EVcoE6Q4nkXIyw7lwMCPCCn58nOI6X46VtQdEknYRAIPQtdh+Fn3vuOTQ3N2P8+PHYsWMHAOCiiy7CAw88gBdffBE333wzxo8f77KBEggEAoHwb8ae4nYAMBhMqKsTJvqCg3273B4THQSKolBf3yKvopVWJqvVTK9WUMfHh4KiKNTUNKFadCi2h+M4+feBAaRz8d/CfffMxZULJ+KZZVdi+Wd3yBflBGWhaEFU5DneEpPa3f1VNMBbHqvx1UIb6NFBpATEWFRK7Fok2iKB8K+gprYJZ8ROZXtiUXmeR1OTwanntESiKu9aBDrGmBqdcLe5SsyRFm2VldU5FQvY0uIesemiOSMRGOiNiop67N2bpdh2889UICOzBAxD4/57L0FAgBdaWo04ejTf6v07T4j3B7dQe8xmFi+/8gsA4LL54zBubALMZhYbNtqOenUEqWPTlWKyhMUl2HP6SXuk6wlXiItqtQpx4ncn28Fx2SI9XRAXU5Iie7in/QwbGoOgIB80NbVh777ef1+kWFSlX8vUVKF3USlxsbJSEBeDguxfDHrlwomgKAobNh7Dvv1ZeP31X+XPjsnE4o031yjaCeksx4+dAQAMHRrb4fdSLGpVVYPTHZvOYDCY5MSfSBviIkVRsnvRnsoUAoFA6Evsnmp49tln0dzcjDfffBPjxo2TfzdjxgysXLkSsbGxWL58ucsGSiAQCATCvxnpAqKwsLrblbPSRaGHhwbe3l0nqHQ6jXzxlC9OQLbvAenNykYPDw2ixJX71tyLDQ2tYFlB1Qgg4uK/Bh8fPe69Zy5mzRru1KpwQvdQNAXQNDgTB1CU8N/d3Z+hAAodXIoUQwuaZPu5HY4XVjOraLKimUD4F2A0mvH449/CaDQjJiYYEd10w2s0Kuh0gsvQ2d5F6fGu6FsEBNeR1INtcsK52CQ6F72snBs5g7+fJ3x8PMDzPM444dCxxKK6VmzSatVy96JSLjwA2LjxGABg3LgE+Pt7YcJ44Tl27c6wev/OzsXyfuZcLC6pQV1dC3Q6Ne6952LMnj0cQPcVAPbC83y7jk03OBcTpH42x8buSuciYKl8cNRRaQ2e55GVKWwnMSnC6e1J0DSNaWLk/549mb3eTl29eK2l8GuZlCj8rdkKxctWVYk1FlYWqNoiOTkS8y4dAwC4974vsHXbKTAMjReeuwYajQr7D2TjwAHlIoWdoaamEYVF1QCAIYOjO9wWGOAFlYoBy3JWF8u6i9JSIRJVr9d2u2inu95FAoFA6E/YPVMkHcji4+MxdOhQAEJE6kcffYRjx47hl19+QUxMTHebIBAIBAKBYIOAAC/odGrwPN/t6u5yMRI1ONh2nI2ld1GY2JEcjM5c8EoTF9YmXaprhAs0X199h24LAoHQMxQjdKZQNA2asU9cpDV0x55FSvzpcEcAFAWaIcIwgXC2w/M8Xn1tNY4dPwMvLx1efmlRj4s+JDGwobHFqeeWYlGtLWhSCq0YjWrsZYxne4emt5eyDkuKomQH1pke4um6o0l0srmyc1FiyBBhUv2EQuIiz/NYv0Fw9F0wcxgAYOJEQVz8e91hvPraajzy2Aosve1DvP/BX8jIKJadi5KLtr85FyUHcEx0MNRqVYfzXGejhFtbLT2l7ni/E6T0k+wyu8fO87wlytNF4qIseirgvKqpaUJLqxE0TSFqQJDT22vP6NGDAAAHnejcrBedfFJHq1IMGCAs7mxuNsjvlzNUyrGojtVY3HbrLPj6CseUkBBfPL3sSkyfnoYZYqzs4SN5To9NCaS+xbi4kC7CHU3TCAn2AdC30aglpVLfYkC3i/8kcX77jtPYvTujX7lDCQQCoT0OzTaQVc8EAoFAILgGiqIQLroQpIsOa1SUCyu/Q0P8bN4nWhQXrTkXe8vAeOECJ1fsemqPtPqTuBYJhN5BqxmoPFWgtUyP96UoCoxGBYqmwJk7TyJaJh54XuxvJKfvBMJZz7ffbcdffx8Gw9B4/rlrEBtjOxJVQhJ1nHUuNkjORW/XOBcBQC2Ki6Zedp4ZDCY55s7LS3kxJ0Z8vaXzqt4gOxf1ro/JHDJYiFI8nV6kSPzf6fRiFBVVQ6tVY8rkFADA2DGD4OWlQ319C35bsx/bt5/GyZOF+Pa77bj5lg9wWoxxHDN6IACgvLx/ORclcTE6WhCqYqKDodGo0NJiQGlpnVPbbhaFZIahZQexK4mKCoJGo0JrqxElJbavIdrT2Ngmp464zrkoxbU67wYtLhY66kJCfDv0tCrByBFxoGkKBYVVve4GrRedi36+yu4ntVo1QkMEl2GR+Bo4g9S5GBTk49DjfH31+PCDW/Hyi4vw08oHMHOGYDiRYlulyNq+5qgYiTqsUySqhJTu05eLHUqlvsVu0gcA4W/QaFQoLa3FAw99hZ9/2e2O4REIBILDOCQuJiYmIiAgoNsfAoFAIBAIvUO6yCjtTlwUY1FDQmzH2cR2mgSrqRGci86If/HxoQCA3Fxr4qKw/aBAxy5UCQSCBVpFg1bZd2pOMRQYHQNI0aiU/D8AxMQRigIYiiwOJBDOcnbvzsCHH60DANxz98UYNzbBrsdJx3zJydFbXN25CEBOPVi1ei9OnSp0+PGNTRYxx8NDo+jYACA2Vly05YRzsUUSF10gfnYmJiYY3l46tLWZFHGNST2EUyanQC+Ko56eOnz95d1Y9tRC3HjD+bjv3rl46smFmDIlBTzPg2U5MAwtu8L6WyxqgRhxGyMuyFOpGMTHCee6WdnOxXhKQrJer3XLMVilYuTz9Ew7I0glF5xer1VcrJNIEMXF4uIaWXDtLUXFQtTlgMhAp8fVGW9vDySJPY69dS/W1YvORRcItZGie7FIjPt0hirZuej4NVtsTAimTRvcIaUmJWUAAGEhQ18763iex969QrTtsGGxVu8j9ceX9eFihwwx3jcysvv588jIAHz/3X04/7whAID9/SR6lkAgEDrj0FnEs88+C19f+7O5CQQCgUAg2E+EPeKiGIsaEmL7olCK78rMLIbZzKK2ToxF9e/9Ba/kXDxzphJmMwuVyuKwqhFjUQMCiXORQHAXtJoG20aDZ3mhhxGAPK/DiamoNE2ciwTCWUxtbRNeeOln8DyP+fPGYsHl4+1+7CVzR2P//mys/HEnFl4xsdfioBSL6qrORQDw9tKhqqoBv6zag61bT2LNb4859Pgm0V3p6ekaMceyaEuBWFQ3OBdpmkZqahT27svCiZMFSE6O7PW2WJbDJrFvcdYFwzrcFhbmhwvDRnT43YWzh2Pljzvx7nt/ITV1gBzr2O9iUQsk52Kw/LuEhHCkZxQjK6sU500b0uttN4litytctLZISAhHenox0tOLMf38tB7v7+q+RUBwu4WE+KKioh6ZmSUYMSK+19uShLWeBJneMnrUQJw+XYQDB3MwZ85Ihx9fX+ca5yIgCKqHDuWiqKj3na8SlZW9cy7aYtDAMKhUDOrrW1BaWouIiL4znOTmliMvvwJqNYNJE5Ot3kcSF8vL7XP4Ko3RaMbWrScBWKKluyM8zB9XXDEBm7eckDtHm7LrYWoxgVJpwZt5gOfBeJBaEgKB0Hc4tAe6+uqrERLScwQLgUAgEAgExwkPFy7ISkptx95UVEjORT+b90lNHQA/P0/U1TVj3/5sSyyqX+/Fv/BwP+h0arS1mVBcUoOYdpMxVWIsamCAY/0dBAKh91A0BVpDgTNwoBgKFA3wYvodz0H8HVEWCYSzjdZWIx574lukpxfBz9cTtbXNiIsLwT13X+yQcDb9/CH46usw5OSU4fsftuO2W2f1ajxSrKornYsP3H8p1m04grVrD6CquhHNLQaHRDiLmOOaMcaIzsXCwuouC6zspVnuXHS9uAgAaWnRgrh4ogBXLJjQ6+0cPpKHqupGeHt7YNy4nl2zFEXh6qsmY9rUwfDx1aNWTM+oqKgHz/P9wk3P83yHzkWJ7vrFHaG5xX0RuBLDh8Vh7doDOGCn867WxX2LEsOHxWL9hqPYszfLKXGxWHIuDlDeuQgI4uKKb7biwMGcXn1OZeeiwp2LABAVpYxzked5+ZotOFgZcVGjUWHQwDCkZxTj9OmiPhUXN4iLICaMT7Ip7EuxqH3lXNy9OwONTW0IDvbBiOFxdj0mUdwvlVfUo7aiEXX7uy5y0UXo4ZPsLy82JBAIBHdidyxqfzgJJBAIBALh30x4uB8AoLSbvhSpCySkm4tClYrBzJlCF8bffx9GpfgYZ5yLNE0jLs56NGqNJC4GEnGRQHAntFqY4OY5XnAoitZFIZqKEs70ySk8gXDWYDSa8dgT32Lfviw0NLSioLAKKhWDp5ddCa3Wse42mqZxy5KZAICfftoFg8HUqzHJsajerhMXR46Mx2OPXC5PCFdWOjbxK4mL3i5yioWG+EKnU4NlOTme0RF4npejMt3lZhsyJBoAcOKEEIubkVmCV15dLb+f9rJhgxCJOv38IR3iEHsiPNwfnnqtLGK0thqd7v9Uirq6ZjQ2toKiKFm4ASwxnk6Li+Ln0R0RuBJSt2VGRonsSuwOdzgXAWDiBMGdtXNXulPbkfoGXeVcHDo0BhqNCpWVDSgucazb0GQyo0UUlP38XONcBJzvXGxsbIVR7LVV8potJUVwRp92U+9iaVkt3v/gL2zcdAzrNxzF0ls/xONPfIv1G44AgHwNbA2Lc7HO5ePMP1OBDz78G088+R32788GAKwTxzjrgmGgafum4z09dfLnPi+7DB6RnqA14mPFc/y2khZU7y5DY0YdWkuaYWow9nlMLYFAOHew++yQ7JgIBAKBQHAtknOxtKy7zkVRXAztPqZ8zoUj8PPPu7F5ywmwLAcAiB8Y5tT44uNCcfp0EXJzy+X+B57nkZcnrKAMdKLTkUAgOA7FUKBUlCgutlMROR6USnAukgWCBMLZw1dfb8a+fVnQ6dR48IF5KCmpQUrKACQmRPRqe1OnpMDHxwMNDa3IP1OJpETHt9PQKDhyvF0oLkoEB/ugqakNlRUNchSpPUidi17erhFzaJpGTHQwMjJLcPx4gUNjAwCDwSSfi+k93SM4paZEAQBKSmvR0NCK5Z9vwo4dpxEW5ocbbzjfrm0YjWZs3nICQNdIVHvRatXw9xccuGXldS6N17UXKRI1NNQXOp2lo3PQIOE8ubyiHvX1LfDtZcSlFIHr5ab3GhBiLgcNDEN2ThkOHMzBzBm2BRbAfeLi+PGJoGkKubnlKC2rRXiYf6+2U+zCzkVA+JwOHBiG06eLkJlZ4tDz1IuuRZqmXLJ4QHJrFhVWOeX+lSJRfX31ivZspiQPwGrsQ3p6kWLbtAXP83j22R9x7PgZq7frdGqbkaiAxblYUlIDk8ns0IIJe2ltNeL9D/7CqtV75d9t3nICaWnRSBcF2FkXDHdomwkJ4SgurkF6fhmGXT4BTfkNQv+6loGx1oD64zVgW1m0FDTJj9GGesB3SABJMSEQCC7Hbucix3EkEpVAIBAIBBcidS7W1jajtdXY5fa2NqN8ARsS3L24mJwUiZiYYHky64brz+vVpGJ74uO7Ohf/+ec4snPKoNOpMWrUQKe2TyAQHIOiKCECiRMXAUr/xws9jERYJBDOLvbszQIA3HvPXFw0ZyRuWTKz24nSnqAoCoPEhUU5OWW92obsXHSDKCSd25RXOOpcFMboSjFnzJhBAIA33lxjd/SkhORapCgKHjrHHKi9xctLh5AQ4fXMz69Arvj+Z4q9Xfawe08mmsQIv2HDYns9Fskt1F0yhzspKBC669pHogKCQygmRvjd3r2Zvd6+9H67KwJXYuxYIbZ2376sHu9bWyuIEK4WF3189EhLiwEA7NqV0attNDS0yvshV8ZuSs7VzEzHnKvStZmPj95uN5ojSK61xqY2h53H7amsEsTFYIX6FiWkTtf0jBL5utNVbN5yAseOn4FWq0ZMTDBCQnxx4w3nIzlJGMPMGUPh4aGx+fioAYHw9/dEW5sJR4/mKz6+1lYjbrn1A1lYnDQxGZdeMgY0TeH48QKYTCwSEyPkhQz2Ii0wysyy7L9pNQ2KpqAN1CFoUhh80wLgMcATan8tQAGG8lbUHqxEc34jTA1d5xUIBAJBKZQ/8hEIBAKBQOgV3t4ecqRXaWnXCRipb1HvoelxZSxFUZg/bywAYMqUFCy9ZabT45PFxTxBXDQYTPjgo3UAgMWLppJYVAKhD6BoGjzfqV+Rp0AxNIlEJRDOIgwGkxzHOGqkcot1BoriYna2s+Ki652LkhjW21hUV3UuAsDSWwSh12g047HHv5F79eyhvdjkCvHBFnGxwuLwU6cLUSKeV2Y6EPm5QYzwu2Cm/RF+1hgYHyY+t/3CpiuR+xZjgrvcNmN6GgBg3fojvd6+pV/Tfc5FABg7VhDA9+3P7jF5THKxKdW91x1SNOquXkajFpcIrsXAQG/oXdhjmZgoxuJmOyYu1tVLLlDXLMDQ6TTy++RM72KV+J4HKSwuxsaGwNvbAy0tBruE7d5iNJrxwQd/AwAWXTsF3397H35d9QhuXXoBPvn4//D+e0vxwP2XdrsNmqYxcYKwYGdnL8Xu7vj1t33Iy6uAv78n/vfWzXj9tevx6COXYcVXd+PpZVfimWVX4vXXrnd48V+iuEDYVmQzraahC9PDJ8UfAaOD4TciCBRDwVRnRFNWPWr2VaCloIkkEhIIBJdAxEUCgUAgEPoRYaJ7sb24aDCY8MxzP+LjT9YDAIJDfO26KFl4xQR88tH/4cXnr1VkMksSF4uKqmEwmPDX34dRWlqLoCAfXHP1FKe3TyAQHIeiAYriAVquXIRgYaTImT6BcBaRlVUKs5mFn58eERG9iw60xiDRjZOT21tx0eLKcTXSBHqFw85F18aiAoBarcKLL1yLwEBvNDcbuvRPd0dziyg2uVAYsUZsnCAubtlyUv5dSUmN/Hp1R3NzG3bsFMSgC7rpMLOH5CRhYjw9o3+Ii9J7Fx0d1OU2Ka5w3/5s1NQ09mr7feVcHDY0FhqNChUV9fjvG7/J7kRrSC62kBA3iIsTBXHx4KHcXjnbJEEt0oWuRQBIEN1hWQ64ewGgvk7YR/r6us4Fauld7L24KL3nQUHKLgZVqRjMuXAEAGDN2v2Kbrs9O3acRklpLYICvbHo2qldxjBieJxd3cSTJgmfxx07TysqthkMJnz73TYAwO23zZbd7gAQFxeK2bOGY9as4b1yjiYkCMfxMwWVaGvr2YWoDdQhYGwIPOO8oQnQAjzQmFEnxKcaWIefvyd4jkdrSTMMVa3gXexeJRAI/Q8y5UAgEAgEQj9CikZt37u4bfsprF9/RO69kVb29wRN0xgyJBoqFaPI2IICveHj4wGW5ZCbV45Dh3IBAJfNH9ttBA2BQHAhFAWAEiNRLZMkFN+ph5FAIPRrTp4qBACkpkYpGmk8UFwY1JtYVIPBBKPRDMC9zsUK0WFjL5JY5u2CvrP2aDQq2Q1YWFhl9+MaGwX3p6eLx9eZ+Djhve/cT5Zlh4Nw27ZTMBrNiI4Okl0zvSVJjCxMTy/qc+dMfX0LDornr8OGxna5PTo6CKkpA8CyHDZsPNar57A4ad37fmu1alx15SQAwOpf9+H+B760+XpXigJ+cJB91xTOEBsTAo1GBaPRjLKyOocfX1xcA8DSPegqBsaHgqIoVFU3OiQsy87FXnZ02sOAKOFvd2S/05mqKuFvcoVb9dJLxgAAduxMR3V170T5nti9R4gqvuCCYU5dd44ZkwC1mkFxcY3cv6oEv63Zj5qaJoSF+eFCUWxViqBAb/j7e4LjeOTk2bewReWlhtcgX/iNDIJXgvA9N5S3onpXGVqKmhXbF/M8j4bTtWg4WYu6w9WoPVCFxow6RbZNIBDODoi4SCAQCARCPyI8XFiVW1LSUVxsT6id4qLSUBSFIUOiAQDHjp3BiZMFACB3qRAIBPdDUZQl/lSeJxBci6RzkUA4ezgliouDU6MU3W5cnDBhXlPThJpunEzWaBBFMYahXRpHKCHHojroXGyUOhddGIsqERUluN0KHJiUrq4WXvfAAPfGx8eKQmhn7IlG3bpNOPe8YOYwp48lCQnhYBgatbXNchxnX7Fh41GYzULvmRQZ3BlJGPjjj4PgOMddOH3lVAWA2/9vNt59ZwkYhkZGZgnKyuu63IdlOVSJApA7nIsMQ8u9gY58byQkt560DVeh12sRJYp4WQ7ESEudi650LsbGiBHHp4p6vQ2Lc1H59zw+PhRDhkSDZTn88echxbfP87zcgzp+XKJT2/LUazFiRDwAYOfO3kX1dsZgMOGbbwXX4vWLpym2sFeCoigkJkQgKNBb/rw58ljPWG8EjA2BylsN3syj8XQtag9Uwtxksns7bKsZdUer0ZRTD17seueMLJpzGtBWIoyJ8RD+bkavcmiMBALh7IaIiwQCgUAg9COkKDRpJaXRaMbu3cLF1J13XIiJE5PkLsW+YPiwOADAxk3HUFZWB5qmkJIyoM/GQyCc81DC/1AdChZ58KCIcZFAOIs4KU4apyosLnp4aDBAnJTPddC9KEWienvr3LJYISRYci46GIva6D6nmBSlWVBgv4NIckEFBHq5ZEy2iOskLkqigq3eLgmW5XD4sODumzDeuYl8QHDUSWNJzyh2envO8KcofFw0Z6TN+8ycMRR6vRbZOWX4/Y+DDj+H9Hl0t1NVYtTIgXKM4okTBV1ur61tAstyYBgaAW4SvGOihX7Lgl4473Jzyjtsw5VIr1umA9GodXWu7VwEgPHjEgAABw/loMWBvtf2VIniYm9iOe1h3qWCe3H16j0wm5WN3szJKUNVdSN0OjWGDnV+UeskMap3Zy97QDvzx58HUVXVgJAQX1x00ShFttmZV15ejDW/PYaJ45N69Xi1rwYBY0Pglegr9zFW7ylHQ3ptjyKjsc6Amn0VMFS0ojm3EbUHKlGzrwKVW0vRnCcc37yT/BA0ORy+wwOhC3N9jDqBQOg/EHGRQCAQCIR+xPBhsQCAffuyUFFRj4MHhYtIoddwMv772g2KTzz2ZnwnTwoOi/i40D5ZmU0gEAQomgJFA6DEnkXht3JaKoFA6P/U1jahpESI/kt1wYIdyaGV7bC4KDgCfbzdM1EoORcbGlrt6pWSaGp2n7goCRyOxOlJLjF3Oxe9vHQdIhBnXTAMQM/iYnZ2KRqb2qDXa52ORJWwRKP2nbiYnV2K9IxiqFSM/FpYw8/PE0tvmQkA+ODDv2XxyF4kcdwVDjF7kZJGjlsRF6XY4YAALzCMe6YEeyPKA4DZzMp9sUp9FrsjYZDYu2iHu1fCLc7F2BBERgbAZGKxb39Wr7ZRVek65yIgiPIBAV4or6jH+g1HFd32nr3C3zxyZLxdvYo9MWliMgDg+PECeRFNbzGZzFixYisA4LpFU6HRuMa1p8TfTdEUPGO8ETgxFNpgHcADrYXNqN5djpr9FWgtbQbPdoxL5cwc6o5UgzNyYDxVgjBZb4SpXjhGq7zU8E7ygz5aWDzDaBnQaiI1EAjnEuQbTyAQCARCP2LQoHCMHBEHluXw8y+75UjUKZNTQNN9f9hOTo6ETme5uBk8uO+ETgKBIEAxFHieAg/e0qFCyf9DIBAAvPHmGpw/42k88OCXikWhKYUkuERHB8HbW/loT0lczMmxr6tJQhIXvd3QtwgAnp5a6MUurYoK++Mz3dW5CFhEkuLiGrCsfZGZNZK4GOhecREQYnElZs0SBLXcvHK5S9MaUifh8OGxisX7JScL4mKGm52LObmC+3Df/iw8/OgKAMDkScnw8+teCFpw+XgMGhiGhoZWfLVii93Px/M8KsRY376qMQCANFFctOZclGKHJaewO4iWnYuOxaKeOVMJk4mFXq+V011cSWKi4FzMyrZfXKwTxUVXdi5SFIXJk1MAADt2OH78MptZORY7KMg1+6H2nZ/ffLu1V5HCttijUCSqREREAOLiQsCyHPaIXY6AsGikWVysYg88z+Oz5ZtQXlGPoEBvzJ07WpHxOfL8nInrIgj2BKNTwW94EPxGBkEbogMowFRnRMOJWlRuL0VTboN8PdFS0ATexIHRqxA4LgQB40LgEeUJ7xQ/BE0JQ+CEUFlYJBAI5yZ9P0tJIBAIBAKhA1ddNRkA8PMvu+XeimnTUvtySDIqFYO0IZY4GmllNIFA6ENoChTPC+ZFwCIsEm2RQAAAFBZWYdXqvTAYTNi9JxNPPPUdTCbb4oq7KSkVepalXi2lGThQEJhyHHQuNoqdiz4+7nEuUhSF4BDHo1ElcdEdnYuhoX7QaFQwGs0oK6uz6zHVNVLnovsnYOPihM9UYKA3EgaFw9/fEyzLYddu2wLFITESdaTYS6YEyaJz8XR6sWURjIvhOA73P/AlXnr5F9x73xcoK6tD1IBA3HXXRT0+VqVicIvoXty69aTdYxZct0LEYEgfiovS+XlWVikMho6Rh1L3XrAb+hYloqN651yU4kkTEsLdssgyUYxFLSioQmurfe7petHZ6tuDYO0sUyYJ4uLOXel2L2yQqK1rBsfxYBga/v6u2w9dftk4eHnpkJ9fiR0KLeJpazPi2LEzAIBxYxMU2SYATG73egLCwodFi9/Ggw99Zdf33WxmseyZH7DiG8G1ePPNMxRxF/YIRYFS0WANHNhW4XNgbutdDK02UAe/YUEImhwOz4E+oHUMeBOH5pwG1B+vAdvGoqVAOH55xvuAYmioPNXwSfaHfoAXGB3pViQQCERcJBAIBAKh3zFpYhIiIwPQ1maC2czi/POGYNTIgX09LJnhw2PlfxPnIoHQ99A0BV6KQeWFxsV+YHQmEPoNP6zcAZ7nMXJEHLRaNYxGM8rLexavamoacev/fYRJU57A1POewrffbXPJ+CrFuLr2EZZKIrnX8s9UOOQmkeLifNzkXAQsbirJXWUPkgjqjlhUhqERKXZYFtrZH2fpXHS/czFhULj8/xRF4ZK5Qi/at99ttzqBbjazOHIkHwAwaqRy4uKgQWFQqxnU1TWjsLBase12x6lTRaisbIBKxUCrVWPY0Bh89OFtCA+zzwE3dswgaDQqlJXVITfXPtdveUUdACFa1S1Cgw3CQv0QFOgNluVwOr2ow22Ss9JV3XvWkBy/lZUNDnUGZorxpJLo52oCArwRGOgNnuftXozhDuciAAwdGgNvbw/U17fI9RT2UummKFxPTx0uFjsHd+3KUGSbJ08VwmxmERzsgwEDAhXZJmCJRt2zJxNmM4t/Np8Ax/E4euwMjh7L7/HxK3/ciU2bjoNhaDz80HzMnzdWsbF1B62iofXXQhesgy5IB42fFrSKAmfq/aINRsfAK94HQZPD4JPqD1CAobwVVdtLZdeiLsx95wEEAuHsgkw7EAgEAoHQz6BpGo8+chkmTEjCKy8vxgvPX+O2ThR7kFay+/rq5ZXIBAKhD6Eoi1uRb2dcJM5FAgG1tU1yCsDNN82Qo/WKxY5DWzQ3t+H+B7/CiRMF4HkeZjOL39bsd8kYq6pd24UVGREAtZpBW5vJbrcd0L5z0Y3iouxctC8W1Wg0yxGf7hAXAcd7F6urpM5F9zsXZ0xPwx23X4i7RbfewismQK1mcPJkIT7+ZD0ef+LbDlGlx46dQUuLAd5eOgwapJygo9WqMWSw4KY7cDBbse12h+ScmjY1Ff9sfAYfvH+rQ64tnU6D0aOFxX2Su6knKsr7PhIVEFzAcu/i8Y7RqJJz0Z3OSh8fPfz8BPHNXlEeALKyJOei6/sWJSQh095o1Pp60bnows5FQHDTjh4lfB6PHM1z6LFVklvVDYLysGFCws2pU44JoLY4ejRf2O7QWFAKntgOHhwFX189GpvacPRYPnbvtoihK1fu7PaxFRX1+PyLfwAAj7hRWJSgVDRoDQNax4DWMlB5qsAae+de7LBdioJHpCf8RgSB1lkisb0G+Sj62hMIhH8X/WemkkAgEAgEgsyokQPxxus3YOqU1H53Mj90aAzuu3cunn3mqn7RA0kgnPNQwoQAz7dzJFE0URcJBAB/rzsCo9GM5ORIjBgRh8gIwXVW0oO4+NbbvyMzswR+fp54/91bAABFRdWoFXurlMTVzkWVipEFsby8CrsfJzkXXdEDaYsQMaqxwk7nYpPYj0VRFDw9tS4bV3skF5Y9EY8GgwmNYmxrX3QuarVqLF40FbGxlnjUCy8cAQD4esVWbNl6Ei+89As4jkNWVimeXPYdAGDChCTFF7ZJQt3Bg7mKbtcWO3aeBgBMnpwCiqJ6dT49WXQ32RvxWC71GYb2rbgIWKJR9+/vKOZKruBgN3YuAkB0lNS7aJ+4yPM8siTnYqJ7nIuAEMEKWCJZu8NgMMkxuL4udi4CwjUY0FUw7glJXHTVApb2DE4VUm1y88odcqna4uhRIRJ12LBYp7fVHoahMXWKUDvy6acbkZ1TJu8jtm0/3a04+u77f6K11YghQ6Jx0UUjFR1Xj1AAKAq82XLOz3howGgYmFvMYHsZkdoebaAOwVPCEXx+BIKmhkMX6p5odAKBcHZCZgQJBAKBQCA4BEVRWHjFRIwdo1zvBYFA6D0ULU6a8oCQckf6FgkEieJiIYJx/LhEUBSFCFlcrO32cfsPCBPyTz1xBUaMiEdMjDAx7mgcnT24w1Uide/l5tkX7whYRE93TEhLSJGVRUX2RWc2NQrCnaen1m0LnqKjJZGkZ+dijShGq9WMW0Xa7lh87VR4eekQFOgNvV6LnJwyfPTxevzn7s9QV9eC5ORI3H/fJYo/r+S6OnQ416F43t5QUlKD3NxyMAyNCeMTe72diaK4ePJkoV0LC8rL6wAI3Zx9zbSpgwEABw/lorJdh2mFixcz2MIRUR4ASktr0djUBpWKQVysa/porSFFCUvCZnfUi5GoDEO7ZXFDmuRGPXHGoe5Sy77c9QscgoN9ERLiC47jO7iie4PZzOLESUFIHa6wuAgAV181CQBw7LggYKamDMCE8YngeR633Pohlt72ofweS/yz+Tg2bToOmqbwwP2Xun2hLUVTUOlVAE2DE92KtJqCJkAHrb8OoOBURGp7aBUNRsv0fEcCgXBOQ8RFAoFAIBAIBALhbIcGwIuxqJQw+UAERgIBqK0VIusCxEjK8HBBvOrOudjc3CZPxkruHynS8YQrxEU3TPxKzjVHnIsVoiDhzvhEqR8yz04RtKnJfX2LEvHiGNPTi2E2d+8SqakWBKmAAO9+k0QRFRWENb8+ilW/PIzFi6YCAL75dhsaG1sxeHAU3nl7CXx8lHeqpKQMgN5Dg/r6FmRl29dn11skp2FaWrRTf0tIiC8SEsLB8zy27zjd4/0lx21fx6ICQGRkAIYNjQHP81i/4SgAwQ0o7dtC3O1clER5O+OEJXEvLi4EarXKZePqTGKiEMGanVPW4/e7tk6KRNW75fudkBAOjUaFhoZWu2OZAaBKjGZ2l1s1NXUAAODkqaIe7tk9mVmlaG01wtvbQ14goyRxcaGyexEAxo9PxIMPzsP4cYlQqYT46O++3y7fXlXVgNde/xUAsHjRVCQlui+utz20ihYERooGJzoYaTUFxlMFRq8CZ3LevUggEAj2QsRFAoFAIBAIBALh3wAFADyk4sX+MpHd33nmmWfkyDzpJzk5Wb69ra0Nd955JwIDA+Hl5YUFCxagvNx+9xehb5GcY/5+Qh+WPbGoZ84Ik7aBgd6y20wSGSUXhVK0tRnl2ExXTvxKglh+vv3iouR2CnGjwylWnECuqm7s4hixhhSL6uXpPnExISEc3t4eaG424HR6986cquq+61vsDp1OA5WKwZULJ8JP/G4MGxaLt9+62WVCrUrFYPiIOADAwQM5LnkOicOHhejVCeOTnN7WjOlpAIB1646guLgGixa/jc+Wb7R6XzkWtR+IiwAwe7YQgfvX34fB8zwaG1thMAgxnu5wsbXHUedinrivGhgf5rIxWSMyMgAeHhoYjeYe+yGrxe+3u9zdarUKKSmCcHfCgWjUyir3ORcBSzSqs72LUt/i0LQYlzkEr1s8Tf73hPGJCA/zx5tv3IgXX7gWAPDLL7vliPA331qLhoZWJCVGYMnNM1wyHnuhVTRUHgzAATwnOBV5jgetYkDRFDizMu5FAoFA6AkiLhIIBAKBQCAQCGc7lOBUlGJRKZoIi44wePBglJaWyj87duyQb7vvvvuwdu1a/PTTT9i6dStKSkpw+eWX9+FoCY5QWyM5xwRxJ8IOcTFfFBelKFQAGDJYmCw9fbqoRzeLI0iOEg8PjUtj9SRHYP6ZCrsiKQ0GE+rqhAnVkBA/l42rM556rewutSfCVYpF9fJ2n7jIMLQc8bl/f1a3962pEd7fgD7oW7QHvV6Lt964EXfcfiHe/O+N8NS7NtpRet329vC6OUt6htCXJ4kczjDrguEAgMNH8vDiyz8jL78Cn3/xD46f6CruyLGobvzOdMf089Og0aiQm1uOrOxS2Vnp56eHVqt261iiowRxsbCwyq5IT0nYk0RJd0HTNAYNEgTNnqJRpdfTnQswLNGo9ouL7uxcBIBU8Xt30klxUVokIHVNuoLBg6Ow9JaZuPaaKbJwCwCTJyUjYVA4WlqNWPnjThw6lIstW0+CYWg8+eQVbnXT2oJS06C1tByDyps50GoatI6RI1MJBALB1RBxkUAgEAgEAoFAOJuh2v0/z4PnQcRFB1GpVAgLC5N/goKEycz6+nosX74cb775JqZPn45Ro0bhiy++wK5du7Bnzx6b2zMYDGhoaOjwQ+gbpJ40f39JXBSEq8amNjQ0tFp9jOTui20nLsbGhkCv16K11ehQtGhPSO7AoEDXxmZGRPhDo1Ghrc2E0tK6nsclTkbrdGp4u1G4Aywuy9zcnsVFyfXp5eXePsMxYwYBAPb34MCr7qfOxfYkJUVi8aKp8PDQuPy5JkwQnISHDuXa/P45S21tkyzyJSU5H1sYFuaHEcMFx+WRI/ny7199bXWHhQYsy8mRo6Gh/cO56OPjgUlib+Rffx9GRqYguoaF+rt9LJGRAWAYGi2tRtnR2x0FkrgY5V5xEQASE4TPTVZ29+KitP92V9woAKSlCULb8RNn7H6MO3p925OcFAmGoVFZ2SALsI7S1NSGffuF7uPx43rfm2oPN904Hf+5c06HYzBFUbjhhvMAAF+v2Ipnnl0JAJh36Ri3u2ltQVEUaDUDigZ4lgdAgWJo0Goy1U8gENwH2eMQCAQCgUAgEAhnORQFUFIiKg3St+ggWVlZiIiIQHx8PBYtWoSCAsERcPDgQZhMJsycOVO+b3JyMqKjo7F7926b23v55Zfh6+sr/0RFOe+eITiO0WiWxSfJuajTaeR/l5Zady9KzkWppxAQ3GqSC+qQ6KZQAkmMCHax80WlYuRJenv6DCvKJUeOr9sjluPj7RcXS0trAQDBbo54HCuKiydOFKC5xWDzfjWiczawnzoX3U1MdDDi40PBshx27uy5w7A3ZIiuxeioIHgqFJd74YUj5H9PnpwCX189cnPLcfe9y2V3W01tE1iWA01T/er9niOOfcOGo1izdj8AYNq0wW4fh1qtkl3JPfUu8jwvx6e627kIAAOlfVAPC0kqKsT+SjfG4Eou+vz8SjSLsdDdYTCYZCHfXbGoHh4aJAwKBwAcPNS74+X27adgNJoRGxssO0ndzXnTBmPOhSPAshyqqhvh6ant8zjUzlAMBVpFgzOxwr81tBDxT1Oi4EggEAiuhYiLBAKBQCAQCATCWY7kVJSjxkjfot2MGzcOX375Jf7++298+OGHyMvLw5QpU9DY2IiysjJoNBr4+fl1eExoaCjKyspsbvOxxx5DfX29/FNY6Fw0GKF31NU1AxCEwfY9clI0arGNaNQzVpyLADBpkuAAWvv7Abti/exBikUNcoPzJU7sM8zOsf3ZlaiQHDkh7ov7k5DFxbzyHl9nSaSIiQnp9n5KExERgIiIALAshwPduBflzsV+JDb1NeeJwtbmrSddsv30DKEHUwnXosT55w2Bl5cOGo0K990zF48+cjk0GhWOHMnHrf/3EQoLq2RBPijIByoVo9hzO8v48Ynw89OjpqYJx48XgKYpXDRnRM8PdAH29i7W17egsVEQxAYMCHT5uDojdb/2tBCjog96af39veQFMgU9dEICQG2tcBxUqRi5Q9gdjB0rLMDY18sI5I2bjgEAZs4Y2mcd4jRN46knF+L5Z69GasoAPPLwZXIKQn+BokRBkaZBaxhBYFTTAEXJXYwEAoHgSoi4SCAQCAQCgUAgnMXIky4UAB4ARToXHWHOnDlYuHAhhg4ditmzZ+PPP/9EXV0dfvzxx15vU6vVwsfHp8MPwf1IrjF/fy/QtOXS19K7WNvlMUajWRYdY2I7ClZzLhwBnU6N3NxyHDtmfyRdd1TKcXWuF5+kHqzjx3seu+zIcWPcn4QUi5qTU4Zb/+8j3HjzezAYTFbvm39GEIJjOgnB7mDc2AQAwDPPrsRXX2+xKoTWiOJiQAARFyXOP28IAGDfvqxuXZ+9JUMUF5OTB/RwT/vx8tJh+ad34MvP/4PwcH9Mm5qK77+7D6kpA2AwmLDq171yFKs7XWz2oFIxmDlzmPzf48YlujXGsz3RUcL3tKCgCv994zc8/OgKGI3mLveT+hZDQ/2g07k+rrczcbHCPqisrA4t3XxG5VhUN7/nMdHC63jmTPcOUMCyyMbf39OtIt3YMcL+cd++LLt6fttTV9csR6LOmDFU8bE5yowZQ/HZp3dgZj8YizUoFQ1aI8ShUgwldDGqKHBmIi4SCATXQ8RFAoFAIBAIBALhbEecL+I5npgWncTPzw+JiYnIzs5GWFgYjEYj6urqOtynvLwcYWH9o3OHYBtL36Jnh99Hir2LJVaci4VFVeA4Hp6eWgR1cpt5e3vgAnGSftVq252bjiB3LrqhC2v4sFgAwLHjZ8Cy3U/29kWXmER0dBAYhkZTUxtOnixEZmYJdu5K73I/s5lFUZHwHnZ2mbqDJTdPx/DhsTAYTPj4k/XYtTujy32qpVjUfty56G7i40MRNSAQRqMZu628Zs6Sni6Kiwo6FwEgKiqoQ1RyeJg/bhYjEv/88xC2bjsp/t5P0edVgjntYl3nXjyqz8YRHSW4EHfvzsCq1XuxY8dpbN5yosv9zhT0Xd8iAPj66mV34JluIlz7ahGG5AC1R1yUjoN+fp493FNZ0tKi4eGhQW1tM7Kye3bLt2frtlNgWQ6JiRGykEqwDUVRUOnVoGjK0sOopgHiXCQQCG6AiIsEAoFAIBAIBMJZDkVRgqjIA6ApIjA6QVNTE3JychAeHo5Ro0ZBrVZj06ZN8u0ZGRkoKCjAhAkT+nCUBHuoESdVAzrFmEVGChPcWdmlXR5zJl/sW4wJseryuPyycQCAzVtOyo4QZ5BiUYPdIC4OGhQOvV6L5mZDj9GoctxfH8SiarXqLlGIf/99uMv9iktqYDaz8PDQ9IlbLCDAG++/uxTzLh0DAFi37kiH25ua2lBV5Z5OzbMJiqIwaVIKAOCwgv2lgCCklFcIn93ERGXFRWuMG5uAsDA/NDa2YsPGY6AoCvPnjXX58zpKclIkLpw9AhMnJmGyGO/cF0SLQlH7OE9rCzUk52JUlPsjUSUkITnPRu9ic3Ob7Gp09/dbcmp3J3xKWJyL7l3goFarMHJEPADBvegI0qKDaVNTFR/XuQBFU6AYCqApxSLce4JnebBGTrgOIRAI5xREXCQQCAQCgUAgEM52JBGE5/usm+Zs5cEHH8TWrVuRn5+PXbt24bLLLgPDMLjmmmvg6+uLJUuW4P7778fmzZtx8OBB3HTTTZgwYQLGjx/f10Mn9IDUNdV5UnXM6IGgKAonTxairKyuw23HTxYAAGJirbslkpIiER8fCrOZxcGDtrv27KXSjeITw9BIGxINADh6NL/b+1b2YSwqAIwflwiGoXH9decBAHbvyZQdOBL5ohAcEx3cZ/s9iqJwySWCuLhj52m0thrl27ZvF9w3sbHB/S4qs69JSxM+hydOKNtHu2dPJgDB2eXpqevh3s7DMDTmXWoRE6+5ejJGiIJKf4KiKCx7aiH++9oNUKtVfTYOyXHXnuPHC5CV1XGhh9SlGt2HrrW4HsTFykphH+ntpYOHh3ujWx2JRZWOg+52LgLAuHFCNOpeB8RFk8mMAweESNQJ45NcMq5/OxQN0CoaFA3wrOufj+d5sG0sKApwk5ZJIBD6Ef9KcfH9999HbGwsdDodxo0bh3379vX1kAgEAoFAIBAIBNdBtVssTPoWHaKoqAjXXHMNkpKScOWVVyIwMBB79uxBcLAweffWW29h7ty5WLBgAaZOnYqwsDCsWrWqj0dNsAepczGgUyRlcLCvHBG66Z9j8u+bm9vw++8HAADnTR1sc7ujRw0EABxy0nXF87zsbAtyk/Nl+PA4AMCRI3nYsydT7izsTHlFHQD3d4lJ3H3XRf/f3n2HR1VtbQB/z5nJpIcSJCEIhCK9hxakd0QQQQREmggXwQLYK6JcQVHAggUUvUqRD6UoSq8qVXpReicEAoQQUmdmfX9MZkhIgITs5Mwk7+95cq+ZOTNZWeycOXuvs/fGb7++huH/6YCqVUvDZrNj1eo9GY5xDqyXNWBJ1PSqVS2N0qWLIykpFX/8+Y/r8dVr9wIA2rSuxZs+blIzrch99Nh5ZfsuXoyJw8ef/gYAruWL80PXByNQvHgAatQog2FD2+fbz/VEwcGB8PPzBgB4eZnQKG3f0ptnLzpnNhq1LCoAlC/vKC6eOJH1OfKCQfstAjdmLp45c+mOS1xfSbfnYn5r0qQyAMfnzZkzl7L1mj17TyIhMQXFivmjcuVSeRlewaVr0LxM0DQNkg9Lo9qSbDD5mGAp5gOvIC/HrEkiKjQKXHFx3rx5GDNmDMaOHYsdO3agTp066NixIy5cyPqCgIiIiIjI42nO/9Fc/0fZ8+OPP+LcuXNITk7GmTNn8OOPP6JixYqu5318fDBt2jRcvnwZ169fx4IFC7jfooe4fIs9FwGgXbvaAIBVq24UrBb/sg3XryejXLl70LTprWdMRKQVF7dvz11x8UrsdaSm2qBpWqb9HfNKnTrlAADr1u/HmBe+w4iRM5CcnJrhmJQUq2u2S4hBxUVN0xAU5AcA6NTRsV/cr7/+nWGJt5NphVEj9ltMT9M0VzFr1ardAIC4uERs3eqYfdO2TS3DYnNX95QIQkjJIrDbBf/+eybX7ycimDBhAeLiElGlchgG9G+pIMrsKV48EIsWvIwvpg2DxWLcrEBPoGmaa/Zi40b3YcDjjn+n5St2IS4uAQBgs9lx9qxjL9UyRhYXXTMXo7N83qj9FgEgJKQoLBYzUlNtiDp/5bbHXolN+xw0YObivaWDERlZBXa7YNbsDdl6zebNjlmOjRtVhq4XuCHrfKFpGnSTBpg0iC1vi4v2VDs0XYNXEW/oFh1eQd4w+fA8SFSYFLgz9eTJkzF06FAMHjwY1atXx5dffgk/Pz/MnDnT6NCIiIiIiPKE5pytmL7ISFTIXbnFnosA0KplDZhMOg4eOoc3x87Fq6/NwqzZ6wEAj/VtfttBzbp1wqHrGk6djsHFtNkrd8O5JGtwcGC+LVVYreq98PIyub6Pjb2O1Wv2ZjjGOZvSYjGjSBG/fInrdjp1rAs/XwuOHD2PjWl7cQE3Zi6WM7i4CAAd2juKi5vSZoP+8ecBWK02VKgQgvLlQwyOzj05Zy+qWBp15ao92LzlECwWM956s1e+L/1pNptgNpvufCChUcNKjr0puzdGvXrlUaliKJKSUrFo8TYAwOHDUUhJscLb2wuhoUUNi9O552LU+dgMyx07XXTNXMz//VRNJt01q/NOS6Mateeik7OAvHTZDtcy4LezeYtjaWPnrEe6O1rasqh5uU6p2AX2VDvMAV4ABPZkG9dFJSqEClRxMSUlBdu3b0e7du1cj+m6jnbt2mHTpk2Zjk9OTkZcXFyGLyIiIiIiT6S5Ji6yY08EAFfSlkUtVjzzoGqxYgFo2KASAGD16r1Yv+EAYmMTUCI4EB071L3t+wYG+qJy5TAAwPYddz978XyUY8ZJqVJF7/o9csrb2wsDB7RCg4iK6Nq1AQBg4cItGY6JvpA2aH5PkFss5xkU5IeHH24MAPjf9+sgIhARnEgbVDd65iLgKEQ0a1YNNpsdU6YswbffrQUAtGld0+DI3NeN4uKpXL1PfHwSPv3sdwDAwAGtWMx1c08OaYdFC19G08gq0DQNffo0AwD89PMmpKZasTJt9u/9TavAZDJuyLJYsQAULeoPEcGBf04jJiYOn01bigMHHMXwC2nnSaP2pXXeVHGn4qKRey4CQJ064ahTuxxSU22YN++v2x579uxlHD16HpqmoVHDSvkUYcGk6Rq0PJ75aUu2weRtgu5tBjQdmlkHuyBEhU+BmqscExMDm82GkJCMF5MhISH4999/Mx0/YcIEjBs3Lr/CIyIiIiLKG67JihonLRKluXKHGRtjxnTFkiXbERDgAz8/C1JTbWjYoFK2ljaMqF8R//57Ftu3H3Mt25lTzpmLoSFF7+r1d+uJwW0BOJaNXbp0J/YfOI2DB8+iSpXSAIDly3cBAMLLlczXuG6nT+9mmP/TJuzbdwpbthxGYKAvEhKSYTLpKF062OjwAAAjnuqITZsOYtvfjuVQw0oVQ88ekQZH5b5qVC8DANh/4BRE5K4L2TO/XYNLl66hzL3B6PdYC5UhUh4wm024p8SN2X7t2tbGF18uR0xMHJYu24mVaUtVd7jDTR75oV7d8li7bh9ee30OvC1mxFy6hu3bj+LbmU/jwsW0ZVENWjraubzsyVPZnLloUHERAPo91gK79/yAX37dhicGt3Htu3mz+T9tBAA0bFjJsGJoQaHpgG7WMiwlrpKIAKLB7O8FDYDZzzFz25oPezwSkXspUDMXc+rVV1/F1atXXV+nT+d+OQ4iIiIiovyXrqioscBIZLfbXYOqxbOYuQg49oMa/p8OeLxfC/R4uAl6P3o/KlTI3qyniPoVAAA7d979zEXnXlmlShW76/fIjeLFAlwz6yZ9uBhxcQk4ceIClvz2NwCg/+P5t2/dnQQHB6Jb2kzLN8fOxRtvzgEAtGpVw232uQsvV9IVY2CADz78cKBbLCvrripXDoPFYkZsbIJrj72cslptWLpsBwDgmacfcJu2QNlnsZjxaK+mABznoZiYOAQG+KBJY+OXxXz5pe6oUaMMrl1LRMylawCAg4fOITo6FhfTzfA2Qrm0mz8OHjx32+Ocy4MXzWLv4fzStGkV3HtvMOLjk7B06Y4sj7l2LRFLljg+e/r0vj8/wyuYdA0w6YBokDwo+Ik1rXgJQPfWoXuZoJl16F6FusxAVCgVqL/6EiVKwGQyITo644bL0dHRCA0NzXS8t7c3goKCMnwREREREXkc116LAp2FRSLExSXCZrMDyJsZGzVrloWmaTgXdQWXL1+7q/cwauZieoMGtkZgoC8O/HMGTzz5OV59fTbsdkHz5tVQu3Y5w+LKylPDO6Fu3XBcv56M6AtXUbp0cbz0Qnejw8rgqeGd8Hi/Fvh46hC3mvnpjiwWMyqkLWF6+EjUXb3H7j0ncPVqAooU8eMebR6sb59miIio4Dpnt25dyy0KxUFBfvhk6hB069oQj/RsgmrV7gUA/L50B06fuQTAuPN3gwYVoesaDh0657pR5WaJiSlISkoFYNyei4BjuypnAfn/5m+E3W7PdMziX7YhITEFFSqEoHGj+/I7xAJH0zToZh2aLpDM6c41sdkBHdC9TDCl/a1qmgaTrxkaC4xEhUqB+ou3WCyIiIjA6tWrXY/Z7XasXr0akZFcjoSIiIiICiZN06Dp4KxFojSX0/ZbDAryhdlsUv7+AQE+CA937Hm1b//drYBzPjoWABAaaszMRcCxV+AX04ahRIkgnDt3GSdPXoTJpOOp/3Q0LKZb8fW1YNIHA9GwQSUUK+aP/45/DIGBvkaHlUFAgA9GPNUJVauWNjoUj1CpkuMm8CN3WVxcv+EAAKDZ/dXy5O+c8ofZbML4dx5DWFhxAECXB+obHNENvr4WvPLywxgzuptrpvfMb9cgOTkV991XyrX3YX4rXiwAdWqHAwDWr9+f5THO2fsWixl+vpb8Ci1LD3Suj4AAH5w+c8n1d+tkt9vx84LNABxLYLvDXr8FgWbSHP2CPFga1W4TaGYdJh+T4+c4f6am8d+PqJAx/lYgxcaMGYOBAweiQYMGaNSoEaZOnYrr169j8ODBRodGRERERJS3NDgGEogKuZhLjv2wbrUkqgo1a5bF8eMXsH//abRoXj1HrxURREU5ZpuEliqaB9FlX4UKIfjft09j46aDSExMQcWKoQgPd89Zd/5+3vh46hOwWm0sJhUAFSumFRePns/xa0UEG9KKFC1b5Ozvj9xPkSJ+mPn1SERFXXbt/+pumjerjmmfL3PNsBzyRFtDCymtWtXAzl3HsX79fvTp3SzT81fS7bdodMHHz88bPXs0wf++X4fPpi1F08gq8Pb2AgDs3n0C0dGx8Pf3Rvt2tQ2NsyDRTBo0XVNeW3Tu42jy0jMUFomocCpQMxcBoHfv3vjwww/x1ltvoW7duti1axeWLVuGkJDs7Z1BREREROSJNA2uWYusL1JhFx3t2A8rNCTvZgXWrFEWALB//6kcv/batSQkJCQDMHZZVKdixQLQ5YEIPNIzEvXqljc6nDtiYbFguK9SKQDAkSM5Ly7+8+9ZXLhwFb6+FjRsWEl1aGSAoCBfty0sAkDZsiVQtmwJAECVymFo3qyaofE4b2rZs/cULl3KvDy3a7/FPFga/G4M6N8KJUsWQVTUFfwwa73r8eUrdgMAWreq6So4kgKaBs2kQ2xqq4vO/RY1s2540ZqIjFfgiosA8PTTT+PkyZNITk7Gli1b0LhxY6NDIiIiIiLKW7rmmLioA1wblQq782l7UIWGFs2zn1GjehkAjiKH1WrL0Wude2QVK+YPHx9jl6sjMopzWdSoqCuIj0/K0Wv/7//+AgBENqnMggTlm759mqNYMX88+2wXwwsrISFFUb3avRARrN+QeWlU57KoRu63mJ6vrwXPPv0AAGDW7A2IiYlDSooVa9fuBQB06FDXwOgKHk1P2zJB8dRFsdsdsyLNJnY3iKhgFheJiIiIiAoTTXPsc+KqLrKzT4Wcc+ZiSB7OCgwPvwf+/t5ITEzB8eMXcvTa8+djARi73yKR0YKC/FCyZBEAwKbNB/HBpEWY++OfOHUq5rav27nzGFas3A1N0/B4v5b5ESoRAOChbg3x26+vu80M7zZtagEAli3flem5K1ccxUV3mbkIAK1b10TNmmWRkmLF/83fiE2bDuJafBJKlAhym5wWJLpZBxTWFkUEYhXolrS+BvsbRIUei4tERERERAWBBmjQ2NEnj7Fp00FMnvILnhs9E3v35Xxp0dvJj5mLuq6jejXH7MWcLo3qis8NlkQlMpJz38X/vvczFi3eik8/+x2PPT4FK1buzvJ4q9WGj6b8CgDo/lBDVK3qvstoEuW1jh3qwmTSsW/fqUxF+RszF92nuKhpGvo/7rghYOGiLZj6yW8AgA7t68Bk4hC1SpoGQFfbL7An22HyNsHka4Fu0gyfvUtExuOZm4iIiIioAJC0wiL7+eQJ9uw5iedf/B9++nkztm07gtden43LaftDqXDeNXOxiLL3zEqNGo7i4r79p3P0OufMxVKlOHORCrf70pZGTUmxwmIxo27dcNjtgvcm/Iz9WfxdTZ+xEseORaNIET/8Z1iH/A6XyK0EBweiUaP7AABLl+3I8JyzuOhOMxcB4P6mVVA+vCSuX09GdHQsytwbjAH9OQNZOQ3OpU0g9txPXxSbQOyAOdALmia8mZGIALC4SERERETk+ZzLorK6SB7COQhap3Y5hIffg0uXruG///0Jdrs91+9tt9tx4YKjuBgakrfFu5o1ywIA9t3tzMU8nFlJ5AmcMxcBYOCAVvj04yfRrFk1pKRYMfr5b/F/8zfiekIyrFYb1qzdi1mzNwAAXnqxO4KC/IwKm8htdO5UD4BjadT0n6HnXXv7useei066rqNfvxYAgCJF/PDRh4P4t5wnNGgmDbpJg+T+0gp2m2M5VN3HDBFA40xTIgJgNjoAIiIiIiLKLe3G/3EPFHJzqalWrFm7DwAwZEg7FCvmjyFPfo5Nmw9hyW/b0a1rw1y9/6XL8bBabTCZdJQoEagi5FuqUd0xc/HUqRjExSVke4A0yjlzkXsuUiFXp3Y4vL29ULp0cfR7rAVMJh1j33oUo8d8i337TmHqx0sw9eMl8PIyITXVBgB4uHsjtG5V0+DIidxD82bVEBjgg+joWCxcuAU9e0ZiyW/bsWPncWiahiqVw4wOMZPOnepB1zVUr1YG994bbHQ4BZMGaCZHgdFuE9zcObCn2mFLscPsa4Km37njIDaBydvk2ued9zISEcCZi0REREREBYbmXAKJKAvJyamIiYkzOgxs2XIY164lokRwIOrVLY+KFUJdyxt+/sUy11Jud8u55GiJEkEwm025Dfe2ihTxQ5m0gdEDB85k+3WcuUjkULJkEcyf9zymfzkcFovj/nd/P298MW0YXnqxO0JKOpY2Tk21ISDABw90ro9nn+liZMhEbsXb2wtPPtkOAPDptKX4ZuZqfPjRYgDAk0Pa4r77ShkZXpY0TUOnjvVQtmwJo0Mp0DRNg2bRIdaMUxftVoHdKjD5mGBLskPsAluSDfbU2yyfKoBuTisjiLC/QUQAOHORiIiIiKhg0NjRp1tbv34/Jn6wEBH1K2D8u48ZGsvylbsAAO3a1YEpbVmtXo9E4velO3D06Hl88eVyvPpKj7t+/+joWABAaB7vt+hUo0ZZnD5zCfv2n0KTJpXvePz1hGTExSUCYHGRCHDcCHAzk0lH94caoftDjRAfn4TYq9dRKrSY65xBRDf07NEEf/71L7ZtO4JvZq4GADRrVg0DB7QyNjAyjKY59mJ3FARv9A/ELrAl22ApYoHJ14yUy8mwJdqge5tgT7VD7IDJO+sbszSTBnEWFtnlICJw5iIRERERkefTAN2kw+TtuLzXWGSkm5QuXRxXryZg/YYDrpl9eWntun14a+yPmPD+AixdttO1D9TZs5exYcMBAED79rVdx5vNJrz4/EMAgF+X/I2t2w7f9c92/n4h+bTkaI0ajqVR9+8/na3jnbMWAwN94e/vk2dxERUUAQE+uLd0MAuLRLeg6zreeK0nyoeXRJXKYXjphYfw33f7Qtf5N1NoaY7/0Uw6oDmKioBjOVSztwnmAAt0Lx2WohZ4l/CBdwlfeBfzBsSxBGp6Io7vNZMGpK2wyr4GEQGcuUhEREREVCDoFhOgm6BxHImyUKlSKUREVMD27cfw84LNGDmiU579rB/n/YlPPv3d9f2vv/6NJUv+xgvPd8OX01cgNdWGhg0qoWqV0hleV7t2OfR4uDEWLNyC9yYswKzvn0NAQM6Lb/k9c7FmWnHxwIHTsNvtdxzMPR8VC4CzFomISJ177imC2bNGGR0GuRnNpEM3axAbAE0gVoEpyMvVX9DTzVLUfc3QrqVC7OIoJDrZ4The1x3FRXDmIhE5cOiBiIiIiKigcHb4ibLQu9f9AIBfftmKxMSUPPkZS5b87Sosdn2wAfo91hw+Pl7Yues4Hh/wCf744x+YTDpGj3owy7veR47ojNKli+PChav45NPf7ioG58zF0JCid/tr5EjFiqHw9vbCtfgknDoVc8fjnTMXS+XTzEoiIiIqZDTHl6Y7CoVit0OsAt2iZygoZniJBuheWuaZi2nFxhvLooLdDSICwOIiEREREVGBwr4+3UrTplVQunRxXItPwpLf/lb+/pcvX8MnnzkKiwMHtMIrLz+MkSM6Y9b3z6Fli+quZbUe6RmJ8PCSWb6Hr68Fb7z2CABgyW/bsXPX8RzH4Zy5GJJPxUWz2YTq1e4FAGzfceyOx593zqzkzEUiIiLKA84buEQcq5vYUwT2VDtMvmbo5lv3FnSLCWLP+JjYBZquOWYvCqDrGpdFJSIALC4SERERERUMGhwjCOzr0y3ouo4+vZsBAL7731pcT0hW+v7TPl+G+PgkVK4chieHtHMNPIWFFceE9x7Ht9+MxEsvPISnhne87fvUqROOh7o1BABM+nARUlOtOYrDiOJd48aVAQAbNx2847FRUWkzF0tx5iIRERHlDU13XIeZvE3wKuIF7+I+MPtbbv8a5+zEdMQOaF5pJQQRVhOIyIWnAyIiIiIiD5fh5mEWF+k2unVtgDL3BuPKleuYM2eDsvc98M8ZLF22E5qm4cXnH4LJlLmrWaVKaXTv3hgWi/mO7/fU8E4oVswfJ05cxIKFW7IdR3x8EuLjkwDk38xFALi/aRUAwPbtR5GUdPslZ/N72VYiIiIqfDQNjpmG3iZYinrD5GeGlvWKqDdeY9ahmzSIPV2BUQS6+cZ1nZbFNR4RFU48GxAREREReTxWFCl7vLzMeOopx8zBOXP/xP79p5W877x5fwIA2revgxo1yuT6/YKCfDFsaAcAwOw5fyAlJXuzF51LogYF+cLPzzvXcWRXhQohCClZBCkp1jsujRqVtucil0UlIiKiPHMX3QNN1x2zF203PW5yvpkGrohKRE4sLhIRERERFRA3rWJElKWWLWqgfv0KSE5OxchnZmDZ8p25er+LF69izdp9AIC+ve9XESIAoHOnerjnniDExMTh96U7svWa8/m836KTpmlomjZ7ccbXq9DjkQ8wZ+4fmY5LTk7FlSvXAXBZVCIiIspDmpbjzoFmciynKnbHxosiAmjajdmK3IKBiNJhcZGIiIiIyNNlWBaVPX66PU3T8P7E/mjevBpSUqx45935WLR4612/388LtsBms6Nu3XBUqVJaWZwWixmP9W0OAJg1ewOsVtsdXpFuyVEDZgU2jawKADh06BzOn4/F9z+syxSzc9ain68FgYG++R0iERERFRLOPRdzSvc2QWyOoqRYBbo5XXFR09jXICIXFheJiIiIiAoEjXcTU7b5+3ljwn/7odcjkQCADyYtwsJF2d/b0Ck+PgmLFjte17uXulmLTt26NkTRon44d+4yVq3ec8fjow2auQgAEREVUKpUMfj5WuDn5424uETs2nU8wzGu4mepYtA4OEdERER5SOT21xpiE4jNnuEx3aQD4pi1aE+1Q/cxQTPBsQ8ja4tElA6Li0REREREBQgLFpRduq5j1HMPonfaUqaTPlyMnxdsztF7zJq9AXFxiQgPvwfNmlVTHqOvrwW9H20GAPjhh/Ww2+23Pd5VvDOguOjjY8H3/3sWvy15HW3b1gIArFu/P8MxRs6sJCIiosLjTpMMRQRitUOsGZdO1bxN0C067KkCiAaztzn9s6wuEpELi4tERERERAUF91ykHNI0Dc8+/YBr+dGPJv+C7TuOZuu1Fy9exbz/+wsA8NTwTjCZ8qZ72bNHEwQE+OD4iQv4ZuZq/N/8jYiLS8jy2OgLsQCMKS4Cjhmh3t5eaNWiBgBgw4YDGQqimzcfAgCUK3uPIfERERFRIaEBt+sciE0Akw5ommNvxTS6WYPJzwx7ig26RYPmZUp7QdoKKawtElEaFheJiIiIiAoCzfU/RDmiaRpGjuiE9u1qAwDWrdt/h1c4/O/7dUhOTkXtWuXQ7P6qeRZfQIAPevZoAgD49ru1mPrxEnw0+Zcsj3WXmYERERXh7++NmEvXsG/faQDA2bOX8cef/wAAHuwSYWR4REREVOBpt7/x0A7oXhqga4A944EmXy+YvM2uJVGBtNqixlVSiOgGFheJiIiIiDxdWh//TssfEd2Kpmlo3bomAGRr5mJiYgqWLd8FAHjyyXZ5PtDUt08z1K0bjqpVSgMAVq/ZizNnL2U4xmq1ISbmGgBj9lxMz2Ixo3mz6gCAyVN/RXJyKn5asAkigkaN7kP58iGGxkdEREQFnIZbdgzsVjugASaLCbpJg9y06rxu1mApaoHZz+vGgwJoOjsaRHQDi4tERERERESEenUrQNM0nDhxETExcbc9du26fUhISEbp0sURUb9CnscWFOSHzz8bhpnfjERkk8qw2wVz5vyR4ZgLF65CRGCxmFGsmH+ex3Qn/xnWHkWL+uPQoXN4+pmv8csv2wAAvXs1NTgyIiIiKizSL3kqIrAl2wHRYPIxQzPp0Mx6ljMcdW8TdC89/RuxkkBEGfCUQERERERERChSxA/33VcKALBj5/HbHvvrkr8BAA92aZDvy2P1798SAPDb79tx6dI11+PR0bEAgJCSRaDrxnd1Q0KK4t13+sBk0rH/wGkkJqagYsVQNG58n9GhERERUQGnOfdHTF84tDtmH5r9zTB5O9Y71UyO67j0RcisiACaG1xfEZH74BmBiIiIiMjDaZp2YwCBqxVRLtSv55iFeLulUU+fjsHu3Seg6xo6d6qXX6G51KkdjurV7kVqqg3rN9zYH9K536LRS6KmF1G/It77bz8M6N8K49/ti88/G+oWhU8iIiIq4LK4+UtsduheGnTzjWsRTU/bV8Ge6fCb3k7j9gtElAF7NUREREREBYGW6T+IciwiIq24uP3YLY/5489/AAANGlRCyZJF8iWu9DRNQ4sWjv0MN28+5Hr8fNrMxdDQovke0+00b1YNw//TAW1a10JgoK/R4RAREVGhoWWcuSjIuNQpHMVF3axBbLefueiYush+BhHdwOIiEREREVGBwM4+5V7dOuHQdQ3nzl2+5b6L//x7BgBQr275/Awtg8aNKwMAtu84hpQUKzZtOohVq/YAcK+Zi0RERESGSFvRxLncqdgE0HVopszlAN3b5Dj2FgVGcRYW2d0gonTMRgdARERERES5p910YzLR3fD390FoaDGcO3cZp89cQokSQZmO+fffswCAatVK53d4LpXvK4Xg4EBcunQN7/53Plav3gsAMJtNrtmXRERERIWVpmnQdEDSljt1LIlqciyDehPdrEO36LAn2117MGYgADROXCSijDhzkYiIiIiooOAdxaRA6bDiAICzZy9nei4uLsH1eNUq9+ZrXOlpmobGje8DAFdhsVvXhpg/73nUrWPcjEoiIiIid6Glv/swiyVR0zNZzI7Zi/YsblcUgNVFIroZi4tERERERETkUrq0o7h47lzm4uI/abMW7703GEFBxu4f2CRtaVQAaNigEl568SEuiUpERETkpMOxV6LT7YqDOqCZtKyLixDXMqtERE5cFpWIiIiIqCBgZ58UcRYXz569lOk515KoVY1bEtWpUcP7EBjgA92k4/XXekLXee8sERERkZOm6wBs2dozUdM0aCYdYrVmek5sAt1Ld8yEJCJKw+IiERERERERuYTdZlnUf/45AwCoWtW4JVGdgoJ88cP3z8Fs1lG8eKDR4RARERG5IS3dnom3Lw7qJg32rJ4QQLfwJi4iyojFRSIiIiKigiBtqSLeUEy55VoWNSqrZVEdxcVq1YyfuQgAJUsWMToEIiIiIrfk6BcIIM6Owh1eoDuOExFXIVJsAug6NBOLi0SUEc8KREREREQFgnbT/xPdndJpMxdjYxNw/XqS6/EVK3bh4sU46LqGyveFGRUeEREREWWH5pi16FgWFXfsJmi65igwptt3UWx26F6a4zkionRYXCQiIiIiKgjY3ydF/P19ULSoHwDgTNrSqOvW78M74+cDAHo90hR+ft6GxUdERERE2aDBVWDUde2Oy6JqugbdpEHS1kYVEcdrvUx5HysReRwWF4mIiIiICgDXYAGLjKRA6bBgAMC5c5eRnJyKDyYtht0ueLBLBJ55urPB0RERERHRnWjO2Yoi2a4CaGbdVVyEIG1JVHYwiCgzFheJiIiIiAoMdvxJDee+i2fPXsbKVXsQG3sdISFF8dKL3aHr7EYSERERuT3nvol2SdtPMRsv0TVokBuvy8ZyqkRUOJmNDoCIiIiIiBRhx58UCQtzFhcvYcWKXQCAR3o2gdnMZbGIiIiIPIcGDRr0HBQXoWuOwqJdoFv0Oy6nSkSFE4uLRERERERElIFz5uLqNXsRH58EHx8vdH2wocFREREREVG2aTd9ZYcOQEsrLkKDZuKKFUSUNZ4diIiIiIgKAE1Lt68K3bWJEydC0zSMGjXK9VhSUhJGjhyJ4OBgBAQEoGfPnoiOjjYuyHxQtUppAEB8fBIA4MEuEQgK8jUyJCIiIiLKAU3ToKUVC5HN2YeapkH30gC7Y2lULZszHomo8OHMRSIiIiKiAoOd/9zYtm0bvvrqK9SuXTvD46NHj8Zvv/2G+fPno0iRInj66afRo0cP/PXXXwZFmvcqVgzFt9+MxImTF2G12tCmdS2jQyIiIiKiHNI0DaJJjl6jm3TY7TbAxOIiEd0ai4tERERERAWFBu6Jcpfi4+PRr18/zJgxA+PHj3c9fvXqVXzzzTeYM2cO2rRpAwD49ttvUa1aNWzevBlNmjQxKuQ8V6VKaVRJm8FIRERERB5IBwAtZ0XCtH0XoWlc95CIbomnByIiIiKigoA1xVwZOXIkunTpgnbt2mV4fPv27UhNTc3weNWqVVG2bFls2rQpy/dKTk5GXFxchi8iIiIiovym6XrO9lxE2mxFTYNu0njjIhHdkscUF8PDwx3rRKf7mjhxYoZj9uzZg+bNm8PHxwdlypTBBx98YFC0RERERET5TWOB8S79+OOP2LFjByZMmJDpufPnz8NisaBo0aIZHg8JCcH58+ezfL8JEyagSJEirq8yZcrkRdhERERERHek6TkrEmq6Bt2sQTN7TOmAiAzgUcuivvPOOxg6dKjr+8DAQNd/x8XFoUOHDmjXrh2+/PJL7N27F0888QSKFi2KYcOGGREuEREREVG+0rknSo6dPn0azz33HFauXAkfHx8l7/nqq69izJgxru/j4uJYYCQiIiKifKfpjq+c0r1NnLVIRLflUcXFwMBAhIaGZvnc7NmzkZKSgpkzZ8JisaBGjRrYtWsXJk+ezOIiERERERV4mlmDZjIZHYbH2b59Oy5cuID69eu7HrPZbNiwYQM+++wzLF++HCkpKYiNjc0wezE6OvqWfRNvb294e3vndehERERERLelmXWYTDmvLuqctUhEd+BRZ4mJEyciODgY9erVw6RJk2C1Wl3Pbdq0CS1atIDFYnE91rFjRxw8eBBXrlzJ8v24FwoRERERFRSapjn2R6Ecadu2Lfbu3Ytdu3a5vho0aIB+/fq5/tvLywurV692vebgwYM4deoUIiMjDYyciIiIiOj22EcgorziMTMXn332WdSvXx/FixfHxo0b8eqrryIqKgqTJ08G4NgLpXz58hleExIS4nquWLFimd5zwoQJGDduXN4HT0REREREbikwMBA1a9bM8Ji/vz+Cg4Ndjw8ZMgRjxoxB8eLFERQUhGeeeQaRkZFo0qSJESETERERERERGcrQmYuvvPKK4+6J23z9+++/AIAxY8agVatWqF27NoYPH46PPvoIn376KZKTk+/657/66qu4evWq6+v06dOqfjUiIiIiIiogpkyZggcffBA9e/ZEixYtEBoaigULFhgdFhEREREREZEhDJ25+Pzzz2PQoEG3PaZChQpZPt64cWNYrVacOHECVapUQWhoKKKjozMc4/yee6EQEREREVF2rVu3LsP3Pj4+mDZtGqZNm2ZMQERERERERERuxNDi4j333IN77rnnrl67a9cu6LqOkiVLAgAiIyPx+uuvIzU1FV5eXgCAlStXokqVKlkuiUpEREREREREREREREREOWPosqjZtWnTJkydOhW7d+/GsWPHMHv2bIwePRqPP/64q3D42GOPwWKxYMiQIdi/fz/mzZuHjz/+GGPGjDE4eiIiIiIiIiIiIiIiIqKCwdCZi9nl7e2NH3/8EW+//TaSk5NRvnx5jB49OkPhsEiRIlixYgVGjhyJiIgIlChRAm+99RaGDRtmYOREREREREREREREREREBYdHFBfr16+PzZs33/G42rVr448//siHiIiIiIiIiIiIiIiIiIgKH48oLuYXEQEAxMXFGRwJEREREVHB5LzWdl57FwbsZxARERER5a3C2M8gMhKLi+lcu3YNAFCmTBmDIyEiIiIiKtiuXbuGIkWKGB1GvmA/g4iIiIgofxSmfgaRkTRhKd/Fbrfj4MGDqF69Ok6fPo2goCCjQ/JYcXFxKFOmDPOoAHOpBvOoBvOoDnOpBvOoDnOphifk0egYRQTXrl1DWFgYdF3P959vBLvdjnPnziEwMBCaphkdzi0Z3TYKEuZSDeZRDeZRHeZSDeZRDeZRHeZSDaPzWBj7GURG4szFdHRdR+nSpQEAQUFB/DBRgHlUh7lUg3lUg3lUh7lUg3lUh7lUwxPyaGSMhe1OYl3Xce+99xodRrZ5Qvv1FMylGsyjGsyjOsylGsyjGsyjOsylGuxnEBUOLOETERERERERERERERERUbawuEhERERERERERERERERE2cLi4k28vb0xduxYeHt7Gx2KR2Me1WEu1WAe1WAe1WEu1WAe1WEu1fCEPHpCjGQMtg11mEs1mEc1mEd1mEs1mEc1mEd1mEs1mEeiwkUTETE6CCIiIiIiIiIiIiIiIiJyf5y5SERERERERERERERERETZwuIiEREREREREREREREREWULi4tERERERERERERERERElC0sLhIRERERERERERERERFRtrC4SERERERERERERERERETZwuKim7h48SLsdrvRYRQIW7ZswdGjRwEAImJwNERE7uXatWtGh1AgbN26FbGxsQD4WUNERER0KxzrUIPjHEREt8ZxDiJjsLhosHPnzqFZs2YYPny4a5CS7s7Zs2fxyCOPIDIyEuPHjwcAaJpmcFRUWF25cgUnT54EANhsNoOj8WzR0dH48ssv8fvvv+P48eMA2KG+G+fOnUNkZCReeOEFpKSkGB2Oxzp79iweffRRNGnSBB988AEAftbcrejoaHz33Xf4888/ceXKFQD8274bnvB5ExcXh+joaADgADNlwnMBuZPo6Gh8+OGHmDt3Lv7++28AbI93i2MdanCcg9yNJ1x7egKOc6jBcQ4iY7G4aKCXXnoJ5cqVQ3BwMD799FMUL17c6JA81vPPP4+yZcvCarWiffv20DQNSUlJRoflkc6fP4+PP/4Yv//+O44dOwaAFzg5NXHiRJQtWxavv/46AMBkMhkcked67bXXULFiRcyfPx+DBw/GoEGDcODAAWiaxnaZAy+88ALKlSuHe+65B2PHjoXFYjE6JI/k/KxJTk5G1apV4evra3RIHmvcuHGoUKECZs2ahd69e+PRRx/Ftm3bOFiWQ57weTN+/HhUqlQJn332GQBA19n9oBt4LlAnJiYGBw8eBMDB3rv1+uuvo3z58li5ciXefvtt9OrVy9Ueed2ZMxzrUIPjHOpwnEMNT7j29AQc51CD4xxExmPv3gDXr19HqVKlMH36dKxYsQKLFy9GWFgYUlNTjQ7N4+zcuRMBAQFYvXo11q1bh0WLFqFOnTrYtm0bfHx8+KGcQxMmTEClSpXw22+/4fnnn8eDDz6I5cuXc4Anm5KTkzFq1CgsWLAAzZs3x8mTJ7Fw4UIAnKmRUzExMejWrRvWrFmD3377DatWrcIPP/yAxMRErFmzBgDv2M2OmJgYhIWFYfbs2Vi3bh1++eUXhIWFGR2Wx/nzzz8RGBjo+qxZvHgxGjRo4GqL/KzJmVWrVuH333/HwoULsWrVKixcuBDBwcHo27cvzp8/b3R4HsETPm/i4+MxYsQILFq0COHh4fj777/x119/AeDfDDnwXKDOpEmTUKpUKQwaNAiAY7CXf2fZd+3aNfTq1QurV6/G77//juXLl2P+/PkoV64cfvzxRwC87swujnWowXEOtTjOkXuecO3pCTjOoQbHOYjcB4uL+cxut8Pf3x8dOnRAeHg4mjdvjl27dmHo0KF49tlnMXnyZNcdp/yAvjNd1zFv3jzs2rULzZs3BwA0aNAAFy5cwLFjx/ihnAM7duzAokWLMHfuXKxYsQLLli1Du3btMGDAAGzatMno8NyWs2MnIvD29kbFihUxdOhQvP/++wgODsasWbMQFxcHXdfZCbyD9PmxWCzo0qULPv30U7Rs2RKapqFDhw7QdR1NmzbN8jXkkD4nJUqUQL169VCzZk3cf//92LlzJ55++mm8/vrrmDNnDi5cuGBgpO4tfR6vX7+O77//3vVZY7fbUbNmTcTExCA6OpqfNXeQ/jwJAPPnz4eu6+jQoQPsdjsaNWqENm3a4NixY5gyZQoSExONDNftufPnTfqf6+3tjbJly+KFF17Ap59+ipiYGCxcuBCJiYm8K7uQ4rlAPavVijfffBM///wz+vbti8TERHz11VcAeI2UE4GBgejatSs++OADtGrVCgBQu3ZteHl5oVu3bq7jmNPb41iHOhznUIfjHHePYx1qcJxDDY5zELknFhfzgfPC2Wq1uh778ssvcfDgQdSuXRtdu3ZFcnIyLl68iOnTp6Nbt25ISkrislFZcObSeedjnTp10KVLlwzPmUwm+Pj44OrVq8YE6aF++uknXL16FV27doXVakW5cuXQuXNnXLx4EV988QXOnDljdIhuJzk5GQkJCQBu3F32n//8B0OHDkWtWrXQpUsXnD17Ft99952BUXqG9LkEAH9/f/Tr1w8NGzYEAMTGxqJ79+44efIkxo8fj6lTp8Jms7FjfZOb8wgAH330EdatW4fIyEg89NBDuHjxIjZu3IiXX34ZAwYM4OBOFm7OY4cOHfDwww8DcHzW6LqOgIAAXL16lUsB3cHN58nU1FQEBgYiLCwM8fHxrmudpKQkRERE4JNPPnHt4UI3JCQk4PTp00hJSXHbz5ukpCTEx8e7vjebzRgxYgT69OmDxo0bo3Pnzvjrr7+wbNkyALwru7BJTEzEpUuXADj+7VNSUnguUMBsNqNixYoYMGAAxo4di6ZNm2L69Om4dOkSdF3nZ/wtZNU/79OnD1q0aAHAcd3Zo0cPbNu2DePHj8eoUaMQGxvL81YWONahBsc58g7HOe4OxzrU4DiHGhznIHJfvKLLYxMmTEDnzp0BODp/uq7DarXC19cXkydPRkpKCubNm4fvvvsOP/30E+bPnw+73Y7Ro0cD4B196aXPpZeXV6bnnR++rVq1QnR0NM6ePQuAOcxKVp3AUqVKISAgAFeuXIHZbAYAXLhwAc2bN8fcuXOxZ88eQ2J1V++++y5atmyJrl274sUXX0RUVBQAZLhrr1evXqhSpQp+/fVXHD58GJqmsT1mIatcmkwm+Pv7AwCioqJw//33IyEhAZ988gnCw8Px6aefYujQoQD4N+50qzZZtWpVvP7664iPj8f8+fMxa9YsrF27Fp9//jmOHz+OcePGGRy5e8kqj5qmufavcn7WtGvXDlFRUThy5AgA3l2alZtzefbsWXh5eaFixYo4e/YsRo4ciWPHjuHNN9/Eq6++ijfffBPlypXD9OnTATCnTuPGjUO9evXQs2dPtG3b1jXrw50+b8aOHYv69eujU6dOeP31111/N0FBQa44nn76aXh7e2Px4sU4d+4cAP4bFxZjx45F9erV0alTJzz++OP4999/YbFYULVqVZw5c4bnghxIfw3vzMvAgQMxYsQIVKxYEd26dYPZbMb7778PgEX8rNzcP3dy7tMUExODPn36IDExEbNmzULnzp2xatUq9O/fHwDbY3oc61CD4xzqcJxDDY51qMFxDjU4zkHk5oTyxJEjR+SRRx6Re+65RzRNk6+++kpERKxWa4bjVq9eLcnJyWK3212PvfPOO1KtWjWJi4vL15jd1a1ymZqamuXx0dHREhkZKa+99lp+hukx3nvvPenQoYPre5vNJiIiS5YskRYtWkjr1q1ly5Yt8sYbb4jZbJbVq1dL06ZN5bHHHstwfGG1Z88eiYyMlBo1asicOXNk9OjREhERIY888kiG45x/07/88ovcf//98sorr7iec+Yw/d99YZSdXDpzdODAgQyvnTFjhpQoUUIuXryYrzG7o1vlsUePHq5jYmNjZcOGDZKamupqfwkJCTJ06FDp0qWLJCYmGhW+28ju33b642vWrCkzZszI50jd361y+fDDD4uI4/P7888/l5o1a0pYWJhUq1ZNVq5cKSIiQ4YMkSFDhhT686OIyMaNG6VBgwZSs2ZNWbRokfzwww/SokULadasWYbjjP68efrpp6VSpUoyf/58GTNmjNSpU0caNmwo165dcx3jvP6dMWOG1K9fX7744otM8VPB9MYbb8h9990nv/zyi3z00UfSrFkzCQ8Pl6NHj4rNZpMvvvhCatSowXNBNtx8DZ+V69evy1tvvSVVq1aVnTt3igiv3Z2y2z8XETl27FiG71evXi3e3t5y6tSpfInV3XGsQw2Oc6jFcY7c41iHGhznUIPjHESegcXFPPLzzz9L7969ZeHChTJmzBgJCwuTpKQkEbn1RYvzw6VXr17SunVrSUpKKtQfyE53k8uIiAgZPXr0bY8pbG7VeUlOThYRR56WL18ujRs3looVK0qtWrVk6dKlIiLy7rvvStu2bSUlJcWw+N1BSkqKjBs3Tnr06CExMTGux7/99luJiIiQkydPZvm6MWPGSPPmzWX16tUyb948GT58eH6F7Laym8ubz4HO78eMGSP169eXS5cuFerz5N22Sed5sVmzZvLwww8X6hyK3F0erVar3HvvvTJp0iTX93TnXKYfsL169ar8888/GV5fo0YNGTNmTL7F684mTZokTzzxhFy9etX12IQJE6Rr166ugUebzZbh7zc/P2/sdrtcvHhR6tat67qmEBE5fPiwBAcHy+jRo+X69euuOJ0efvhh6d69u+zYsUN++ukneeONN/IsRjKOzWaThIQEadasmbz55puux1NTU6V8+fLSp08fiYqKEhGRK1eu8FxwG9kt5DjPBVu3bpX27dtLnz59XM/dqlhRmOSmfz5p0iSpVKmSnDhxotBfM4lwrEMVjnOowXEONTjWoQbHOdTgOAeR5+CyqIpJ2hIBnTp1wpgxY9C9e3f0798fQUFBeOmll277Wk3TsH37dkRFRWHAgAHw9vYu1EvZ3E0uncvWtWjRAmvXrgUA7ueQZvfu3TCZTJg+fTpGjx6NcePGITk5GRaLBVarFbquo0OHDli7di1WrVqFPXv2oFOnTgCAFStWoHTp0lku01KYiAhq1KiBESNGIDg42LVMhcViQUxMDIoVK5bpeAB47LHHkJiYiAcffBCPP/64axmMwiy7ubz5HKhpGvbu3Yvdu3ejX79+KF68eKE/T+akTTrpuo6NGzfCarVi8ODBhTqHQM7zaLfbYTKZ0LJlS6xevRoAuPdimjvlskSJEq5jg4KCULVqVdf3y5cvR0BAgGvpucLK+dkxYsQIvPTSSwgKCgLgWOJr1apVqFSpEjZv3gzA8becftne/Py8cf7cPXv2uPaNsVqtqFSpEqZOnYpp06bh77//dsXpbAsjRozAvn370L59e/Tt29e1FCEVLLquIzk5GQcOHHC1j6SkJJjNZnz22WdYs2YNVqxYAbvdjqJFi/JccBu3uoY3mUwZlkxzfpY3bNgQ3bp1w+7du7FgwQIsWLAAgwcPdu3lVtjktn9+4MABrFixAn379kW5cuUK9TUTxzrU4DiHWhznUINjHWpwnEMNjnMQeZD8r2cWPtevX5fJkydLUFCQHDx4UEQy3ml64sQJmT9/vgwfPlwCAwNl6NChnLp9C3fKpdPo0aOldu3acubMmfwO0e0479S5fv26bNmyRUREdu7cKVWrVpVnn31WRLLOofN169evlyZNmsjq1avzKWL3lv7OJ+ddUZ9//rk0a9Ysyzsez5w5I//5z39E0zR54okn5PLly/kWq7vLSS6PHDkiy5Ytk6effloCAwNlyJAhrhkxhV1O8nj48GH5/fffZeTIkRIUFCQjRoxw3SFd2OX0b1tEpFu3btKmTRv+Xd8kJ7mMj4+X2bNny1NPPSV+fn4yatQozrDJwuLFiyUwMFBq1aolbdu2lbCwMOnXr5/Exsa6jjHi8+bKlSvSuHFjeeaZZ0Qk4799RESE9O3bV0RutIMTJ07IsGHDRNM0GTx4sFy6dCnPYyRjONtC+/btXUsip59l07lzZ2nbtq3rM4jngsyycw1/88wl52uOHj0q7dq1E03TxMvLS1544YV8jNz93alPefLkSfn5559l5MiR4u/vLwMHDpT4+HijwnVrHOtQg+McOcdxDvU41qEGxznU4DgHkWfgrU55QNJt8i4i8PPzQ9euXVG/fn2MGjUKQMYZDpcvX8by5ctx5MgRrFq1CtOnT4ePj09+h+2WcppLSbe59Ny5c1G6dOl8jdcdOe/U8fPzQ6NGjQAAlStXxrBhw/Ddd9/h0KFDMJlMrrshAcfMg+nTp2P48OHo3Lkz6tati2bNmhkSvzsRkSzvfNq4cSMiIiLg5eWVadPtxYsXY/369di8eTO++eabW95hVdjkNJcnT57E3LlzcfDgQaxatQpff/01/Pz88jNkt5TTPB47dgzffvst9u/fj5UrV2LatGnw9vbOz5DdUk7zaLVaAQAjR47E1KlT+XedTk5z6efnh6ioKBw+fBhr1qzBlClTYDab8zNkt5T++gdwtLnZs2dj586dWLZsGZYuXYo5c+Zgx44drmOM+Lzx8/NDy5YtsW3bNuzbtw+apiElJQUA8PLLL2PRokWIi4tzza744YcfsHDhQmzZsgUzZ85E8eLF8zxGMoamaRARPPzww/j777+xadMm6LqOxMREAMDbb7+NNWvW4MKFCwAAX19fngtukp1reF3XM1zDa5qG6OhoTJo0CatXr8YTTzzh+r4wy2mfMjY2FuvWrcPx48exZs0afPfdd4V+No4TxzrU4DhH7nGcQy2OdajBcQ41OM5B5EHys5JZUFy8eFGOHz/u2oQ8/d0UN99hm35PnHnz5kmRIkXkt99+ExGRdevWSUxMjNjtdrlw4UI+Re9eVOVyw4YNcv78+XyK2vOkz6vzvw8fPiytWrWSzp07Z/maGTNmSJcuXVx3ARYGOWmPzjunrFarlC1bVhYuXOh67ujRo3kfrJtTlcvDhw+LiEhiYqKcPXs2j6N2P3mRx1OnTuVx1O5H9d92Yd5fMS/Ok4Vxn5uc5DEr8fHxEhwcLB999FGexZj+uutWz4mIrFmzRpo2bZppj52lS5dKuXLlZPv27XkWIxknu214//790qFDB+nYsWOG1+/du1dCQ0Pl999/dz1WGM8Fd3I31/Bz586VZs2ayebNm/MlRnegsn9+8eJFEZEMezwVJhzrUIPjHPmD4xzZx7EONTjOoQbHOYgKDhYXc8But8uzzz4r4eHhUqdOHalcubJs3bo1y+PeeOONDN+LiJw/f14GDRokFSpUkAceeEA0TZO//vor3+J3J3mRy40bN+Zb/O5GZefl3Llz+RS1+7jb9ijiWE7l3nvvlbi4ODlz5oz06tVLNE0rlHkUyZtcFsaLbeZRDf5tq8NcqpGbPKb3448/SsOGDeXEiRN5Euezzz4rHTp0yDIuJ5vNJp988omIiLz//vtSpUoV+eabb1zPf/nll1KvXj0uf1fAZLcN22w2GTt2rIiIzJ8/X0qWLCnvvfee6zr0xx9/lJo1axb6JdR4DZ877J+rw1yqwXEOtXiOzD1ew6vB/rkazCNRwcPiYjbt3btXmjdvLo0bN5YNGzbI0qVLpVOnTlKnTh1JSEhwHff1119LqVKlpHLlypkGfKKioqRLly6iaZr07NlTTp48md+/hltgLtVh5yX3ctsev/jiC2nRooW8++674uvrK506dcqzwV53x1yqwTyqwTyqw1yqkds8nj17Vk6ePCljx46V0NBQGTdunKSmpmYYaMutAwcOyAMPPCBly5YVTdNk1qxZIpJ59uKMGTMkJCREGjZsKFevXpWoqCh58803RdM0efjhh2XYsGESGBgo48ePF5vNpjRGMk5O23DFihUlKipKEhMTZcaMGeLr6yuRkZEyaNAg8ff3l5dffll5G/YUvIbPPfYp1WEu1WAe1eE5Ug1ew6vBPKrBPBIVTCwuZtOUKVOkS5cuGTbOjo6OFovFIrt27RIRx91QHTp0kK+//jrTkmmHDx+Wxo0bS7ly5eSPP/7I19jdDXOpBjsvauS2PT744IOiaZrUrFlTli9fnq+xuxvmUg3mUQ3mUR3mUo3c5PHMmTMyceJEue+++6RWrVqyZs2aPInx559/liFDhsiaNWtk1KhREhoammmpyl9//VXq1auX5b/1999/Ly+99JL06NFDVq9enScxknFyey5YunSpTJw4UQYOHJhnbdgT8BpeDfYp1WEu1WAe1eA5Uh1ew6vBPKrBPBIVTCwu3oFzaYXDhw/LsmXLMjy3Z88eKV++vOzevdv12K2WfkpKSpK1a9fmWZyegLlUi52X3FHRHlNTU+XLL790zeworJhLNZhHNZhHdZhLNVTk0Wq1ys6dOzO9PrdunpEYExMjBw4cEBGR48ePS1hYmLzyyiuuGJzi4+Nv+z5UsOS2DRfGmYm3w2v43GGfUh3mUg3mUS2eI3OP1/BqMI9qMI9EBRuLi1n45ptvZMWKFbd83nnxsnz5cgkNDS30e4XcDnOpHjsvd4/tUR3mUg3mUQ3mUR3mUg1PyOO4ceNk0KBB8s4770hMTEym561Wq3z66afi5eXluuOfRcTCI6/acGEuNPIa/u55wjnVUzCXajCP6vEcmTtsk2owj2owj0SFhw5y+euvvxAREYEnn3wSP/74I6KiogAAIpLhOE3TAACrV69Go0aNUKxYsUzHFHbMpVozZ87EypUrAQBmsxkAUKlSJXTs2BEAYLPZAABRUVFITExEmTJlXK/18fHJ8j29vb3RqlWrPIzafbA9qsNcqsE8qsE8qsNcquEJeTx9+jQiIiLw008/wd/fH59//jk6deqEn376KUOsJpMJffr0QZ06dfDcc88BAHSdXYeCLq/bsPN1hQWv4XPHE86pnoK5VIN5VIvnyNxjm1SDeVSDeSQqfDhCkCY2Nhbz5s1DgwYN8N///hfr1q3DunXrAGTuBDsHVrZt24YOHTq4jtm2bRuOHDmSr3G7I+ZSHX4w5x7bozrMpRrMoxrMozrMpRqeksc1a9bAbrfjjz/+wGeffYYjR44gLCwMH3/8MXbv3g1N02C1WgEAJUqUwNixY7F48WJs2LABALBixQocOnQoT2MkY3hKG/YEvIbPPbZHdZhLNZhHdXiOVINtUg3mUQ3mkaiQytN5kR4kOTlZVq9eLTt27BARkQ4dOkjXrl3l33//FZHMS/gcP35cypYtK/v27ZN///1XWrduLT4+PrJ58+Z8j93dMJdqXLlyRZ555hkZNmyYvPfee1KhQgWZM2fObV/TunVr+eyzz1zfb926VQ4fPpzXobo1tkd1mEs1mEc1mEd1mEs1PCWPb7/9tjRs2NC1/JiIyPr166Vt27bSt29f12POeBMSEqRPnz4SHh4ujRs3Fl9fX9myZUuexkjG8JQ27O54Da8G26M6zKUazKMaPEeqwzapBvOoBvNIVDixuHgLGzdulLCwMJk6daokJye7HneeDBcvXiylSpWSoUOHislkkr59+0pcXJxR4bo15vLu8IM5b7A9qsNcqsE8qsE8qsNcquGueXzllVckMjJSzp49m+HxDz/8UOrWrSsrV64UkRv7Kx4+fFjat28vmqbJk08+yX/rQsRd27C74zV83mB7VIe5VIN5vDs8R+Ydtkk1mEc1mEeiwoHLombBbrcjMjISDzzwAObOnYsdO3a4nnNO5V67di3Onz+PY8eOYevWrZgzZw4CAwONCtltMZd3z2KxoE2bNqhXrx4A4O2338b27duxbNkypKSkuPInacuC7NmzB6mpqfj4449Ro0YNhIaG4sKFC2jcuLFhv4O7YXtUh7lUg3lUg3lUh7lUwx3zaLfbAQADBw7E5s2bsXXr1gzPt2vXDt7e3ti+fTsAx3JFBw8exGOPPYZz585h7969mDFjBv+tCwl3bMOegtfw6rE9qsNcqsE83j2eI/MG26QazKMazCNRIWJwcTPfHDp0SCZNmuS6Gyq99MtCpf/+3LlzUr58eXnllVfk6tWrIiJy8OBB1///9NNPeRy1e2Iu859z9sCTTz4pjRs3lk2bNmU6ZtSoUaJpmrRt21a2b9+e3yEahu1RHeZSDeZRDeZRHeZSDU/I4+HDh6V58+by/fffi0jGu//Tx9irVy+pV6+eXLx4McPrGzduLM8884zr+7i4ONm1a5fSGMk4UVFRcvbsWUlISBAREavV6nrOXdpwQcNr+Ftje1SHuVSDecx/PEfeHtukGsyjGswjEWWlwBcXrVarjBgxQry9veWJJ56QP/74w/Wc80JGRCQlJUX+/PPPDK8TEZk4caLUqFFDPvroI2nXrp00b9680E7TZi7V8oRBSnfG9qgOc6kG86gG86gOc6mGJ+QxOTlZ+vfvLyaTSTRNk5dffjlTHM7jDh8+LCdPnhRfX1957bXXJDY2VkQc1xotWrSQt956S2lsZLyUlBQZNmyYhIeHS/369aVly5aSlJTkei79cTwX3BkH13KH7VEd5lIN5lEtniNzj21SDeZRDeaRiG6nwBcXP/jgA7n//vszrcee/k7ujz/+WAIDA+XVV191XQA5nz916pSYzWbRNE26d++e6Q7vwoS5VMMTBik9AdujOsylGsyjGsyjOsylGu6exwkTJoifn5+0aNFCjh8/Lt26dZOBAweKSMYBvY8//lj8/Pzk/fffFxGR6dOnS6VKlaRjx46yePFiGT16tJQqVUq2bt2qND4y1pkzZ6RJkybSunVr2bhxo/zvf/+TChUqZJihKsJzQXZwcC332B7VYS7VYB7V4TlSDbZJNZhHNZhHIrqTAltctNvtEh8fL5GRkTJjxgwRcWwm+9VXX8kff/wh165dExGRF198UYoVKyazZs3KtHH0/PnzRdM0adiwoWuz6cKIuVTL3Qcp3R3bozrMpRrMoxrMozrMpRqekMevv/5aateuLf/3f//nemzcuHFSsWJF1/dJSUkyfPhwKVmypPzwww8ZbmT69ddf5YEHHpDIyEhp0KBBpmsT8nxz586VOnXqSFRUlOuxAQMGyBtvvOH6/vnnn5fixYvzXHAbHFxTg+1RHeZSDeZRDZ4j1WGbVIN5VIN5JKI7KbDFRRHHspMhISFy+vRpGTNmjJQqVUqaNm0qJUuWlDZt2sj169fl4sWLt7wbatu2bfLVV1/lc9TuibnMPU8YpPQUbI/qMJdqMI9qMI/qMJdquGsenQXCS5cuZbpW+PDDD6VmzZpy5MgREXFcfxw6dMi1zFj61zudP39eeYzkHr744gvx8/NzfX/u3DmpW7euTJ48WTZs2CAiIhcuXOC54A44uKYG26M6zKUazKMaPEeqwzapBvOoBvNIRHdSYIqLW7ZsEZGMgyUJCQlSo0YNGThwoPTs2VMOHDggly5dkr1790rRokXl+eefz3RRQ8xlXnLXQUp3xvaoDnOpBvOoBvOoDnOphifk0Rlj+uVOnZxx/PHHH6Lrupw5cybf4iL3kFUb3rVrl4SFhUmjRo2kZ8+eYjabpVWrVtK2bVsJDAyUt99+O8NydZQ1Dq7lHNujOsylGsxj3uE58u6wTarBPKrBPBLR3fD44uLChQslLCxMihcvLsePHxeRGwMuly9flieffFICAwOlR48eYrPZXCfJmTNnSpEiRVxLMRBzqZonDFK6M7ZHdZhLNZhHNZhHdZhLNTwhj1nFePPsQ6cjR45IuXLl5Ntvv83zuMg9ZNU+UlNTXc8fP35cli1bJtWrV5fvv//e9ficOXPEz89PTp8+nd8huzUOruUO26M6zKUazKNaPEfmHtukGsyjGswjEeWGDg82e/ZsvPfee2jRogWqV6+OiRMnAgBMJhMAoFixYmjTpg0sFgtsNht0XYeIAACqV68Oi8WCf/75x7D43Qlzqc6iRYtQunRpdO7cGSdOnICu67DZbACApKQkREZGYsGCBRARVKlSBUWLFkXNmjUxefJkfP3110hKSjL4NzAe26M6zKUazKMazKM6zKUanpDHW8Wo61lfxvv4+MBisSAxMTFP4yL3cKv2YTabXceEh4fj8uXLMJlM6N+/P+x2OwAgMjISqamp2LNnjyGxu5usruGtVisAoE6dOvjrr7/wzjvv4J9//sHMmTOxdu1arFq1Cl999RU++OADREdHG/wbGI/tUR3mUg3mUR2eI9Vgm1SDeVSDeSSi3PLI4qKzUFOpUiW0bdsW77//Prp164Z169Zh3bp1AICUlBQAQLdu3dC/f3/88ssvWLVqlWuw6M8//0TdunVRt25dI34Ft8FcquUJg5TujO1RHeZSDeZRDeZRHeZSDU/IY3ZidB7jJCIoXbo0QkJCsHnzZgBwDQBQwZLT9iEi0HUd0dHRrsL077//jvr166NRo0b5Hr+74eBa7rA9qsNcqsE8qsVzZO6xTarBPKrBPBKRMvk9VTI3Dh06lGnJSOdU7X379km3bt3kgQcecD3nXNLq2LFjMmDAAPH395cePXpI3759pXjx4q413QvjMpTMpVrO/GzevFleeeUVOXnypHzwwQdSpUoVWbt2rYiIJCcni4hIfHy8jBo1SjRNk5UrV7re48MPP5T27dvfcpmzgoztUR3mUg3mUQ3mUR3mUg1PyGNOY7z5WLvdLs8995w0bdpU4uPjlcVF7iGn7cN5Xbly5Upp2bKl1KxZU7788ksZPHiwFC9eXKZMmZJvsbuj7FzDp9/jdPbs2VKnTh05f/6867Fp06ZJ48aN5eLFi/kauztge1SHuVSDeVSL58jcY5tUg3lUg3kkItU8org4b948CQ8PlypVqkijRo3km2++cT2X/qQ4c+ZMqV69usycOVNEMq4RLSLy5ZdfyosvviiDBw+Wf//9N3+CdzPMpVqeMEjpztge1WEu1WAe1WAe1WEu1fCEPN5tjFndlDR8+HB56qmnXDc2kedT0Yb/+usv6dq1q3Ts2FEeeuihQnkucOLgWu6wParDXKrBPKrFc2TusU2qwTyqwTwSUV5x++LiihUrJDw8XKZNmybLli2TMWPGiJeXl0yfPl0SEhJE5MbJ7syZMzJkyBBp2LChXLt2TUSEm0anw1yq4wmDlO6O7VEd5lIN5lEN5lEd5lINT8ijqhidNzHx375gyW37SEpKcr2XzWaT2NjY/P8l3AQH13KP7VEd5lIN5lEdniPVYJtUg3lUg3kkorzktsVF54XLuHHjJCIiIsMgyYgRI6RBgwayYMGCTK9bsmSJNGjQQMaOHSu7d++WBx98UE6dOpVvcbsj5lItTxikdGdsj+owl2owj2owj+owl2p4Qh49IUYyDtuHWhxcyx22R3WYSzWYR7V4jsw9tkk1mEc1mEciyg+60Xs+3oqmaQCAAwcOoGLFivDy8kJqaioAYPz48fDx8cHixYtx/vx5ADc2mm3dujUaNWqEd955BxEREUhNTUXJkiWN+SXcBHOphogAADZt2oTg4GAMHToUHTt2xEcffYShQ4di+vTpWLZsGYAbG5uXLl0aDz/8MEQEH374Ifbs2YMePXrg9OnThv0eRmN7VIe5VIN5VIN5VIe5VMMT8ugJMZJx2D7UUHUN/8gjj7iu4XVdR5EiRYz5hQzC9qgOc6kG86gGz5HqsE2qwTyqwTwSUb4wsrKZ3ooVK+SZZ56RKVOmyJYtW1yPT58+XQIDAzMt8zR9+nSpXLmyrFu3znVsfHy8TJkyRUwmk7Rq1Ur27NmTv7+Em2Au81bv3r3l0UcfFZEbObx8+bI0a9ZMBg4cKFFRUSJyY2my69evy4gRI0TTNDGbzdKxY8cMd/UVdGyP6jCXajCPajCP6jCXanhCHj0hRjIO20fe4jV8zrA9qsNcqsE85i2eI3OObVIN5lEN5pGIjGB4cfHcuXPy4IMPSsmSJaVfv35Sq1YtKVKkiOtEePDgQSldurS8+eabIiKSnJzsem1oaGiGjaH3798vjRs3lu+//z5ffwd3wVyqxQ/m3GF7VIe5VIN5VIN5VIe5VMMT8ugJMZJx2D7U4jV87rA9qsNcqsE8qsVzZO6xTarBPKrBPBKRkQwtLl6/fl0GDhwovXv3lmPHjrkeb9SokQwaNEhEROLi4mT8+PHi6+vrWuPZuW50y5Yt5cknn8z/wN0Qc6kOP5hzj+1RHeZSDeZRDeZRHeZSDU/IoyfESMZh+1CH1/C5x/aoDnOpBvOoDs+RarBNqsE8qsE8EpHRDN1z0c/PD97e3hg0aBDKly8Pq9UKAHjggQfwzz//QEQQGBiIxx57DPXr18ejjz6KkydPQtM0nDp1ChcuXED37t2N/BXcBnOpRkJCAl599VX4+/tj8+bNmDVrFvbs2YMqVargiy++AACUKlUKTz31FD788EOcPn0aFovFtU9BlSpVsH//ftf7Va9eHZs3b0b//v0N+X2MwvaoDnOpBvOoBvOoDnOphifk0RNiJOOwfajBa3g12B7VYS7VYB7V4DlSHbZJNZhHNZhHIjJcPhczM3EutSAiYrPZRETksccek6FDh2Y47syZM1KpUiUJDw+XRx55RMLCwqRNmzZy/vz5fI3XnTGXagwbNkyWLl0qIiKpqakiIvL2229L48aNXXf3HDt2TO6//35p0qSJnDhxQkRETp48KdWqVZMlS5YYE7ibYXtUh7lUg3lUg3lUh7lUwxPy6AkxknHYPtTgNbwabI/qMJdqMI9q8BypDtukGsyjGswjERlJE0m7FcmNNGvWDEOHDsXAgQNht9sBALqu48iRI9i+fTu2bNmCOnXqYODAgQZH6v6Yy5xLTU2Fl5cXAMBut0PXdfTr1w/+/v6YPn2667izZ8+iVatWsFqtaNCgATZu3IiqVatizpw5CAkJMSp8t8b2qA5zqQbzqAbzqA5zqYYn5NETYiTjsH3kHK/h8w7bozrMpRrMY87xHJm32CbVYB7VYB6JKL+4XXHx2LFjaNq0KX777TdEREQAAFJSUmCxWAyOzPMwl+rwgzn32B7VYS7VYB7VYB7VYS7V8IQ8ekKMZBy2D3V4DZ97bI/qMJdqMI/q8BypBtukGsyjGswjEeUnQ/dcTM9Z4/zzzz8REBDgOgGOGzcOzz33HC5cuGBkeB6FuVTr2LFjOHLkCGrWrAnAcbHtXMe8UqVK6N27NyZPnswL7ltge1SHuVSDeVSDeVSHuVTDE/LoCTGScdg+1OI1fO6wParDXKrBPKrFc2TusU2qwTyqwTwSkRHMRgfgpGkaAGDr1q3o2bMnVq5ciWHDhiEhIQE//PADSpYsaXCEnoO5VENEoGlalh/M58+fx7hx45jLbGB7VIe5VIN5VIN5VIe5VMMT8ugJMZJx2D7U4DW8GmyP6jCXajCPavAcqQ7bpBrMoxrMIxEZIh/3d7yjxMREqVSpkmiaJt7e3jJx4kSjQ/JYzKU6I0eOlJdeeklWrFgh4eHhUrJkSVm+fLnRYXkUtkd1mEs1mEc1mEd1mEs1PCGPnhAjGYftQx1ew+ce26M6zKUazKM6PEeqwTapBvOoBvNIRPnN7fZcbN++Pe677z5MnjwZPj4+Rofj0ZjL3EtKSkKtWrVw9OhRWCwWjBs3Di+//LLRYXkktkd1mEs1mEc1mEd1mEs1PCGPnhAjGYftI/d4Da8O26M6zKUazGP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" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nixtla_client.plot(\n", " df[['unique_id', 'ds', 'y']], \n", " timegpt_fcst_ex_vars_df_limited, \n", " max_insample_length=365, \n", " level=[80, 90], \n", ")" ] }, { "cell_type": "markdown", "id": "a19f5eb4", "metadata": {}, "source": [ "Note that TimeGPT informs you which variables are used as historic exogenous and which are used as future exogenous." ] }, { "cell_type": "markdown", "id": "38cd05d6", "metadata": {}, "source": [ "## 3d. Forecasting future exogenous variables" ] }, { "cell_type": "markdown", "id": "b4b6b0e4", "metadata": {}, "source": [ "A fourth option in case the future exogenous variables are not available is to forecast them. Below, we'll show you how we can also forecast `Exogenous1` and `Exogenous2` separately, so that you can generate the future exogenous variables in case they are not available." ] }, { "cell_type": "code", "execution_count": null, "id": "ce9a9bce", "metadata": {}, "outputs": [], "source": [ "# We read the data and create separate dataframes for the historic exogenous that we want to forecast separately.\n", "df = pd.read_csv('https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/electricity-short-with-ex-vars.csv')\n", "df_exog1 = df[['unique_id', 'ds', 'Exogenous1']]\n", "df_exog2 = df[['unique_id', 'ds', 'Exogenous2']]" ] }, { "cell_type": "markdown", "id": "2b5abf7f", "metadata": {}, "source": [ "Next, we can use TimeGPT to forecast `Exogenous1` and `Exogenous2`. In this case, we assume these quantities can be separately forecast." ] }, { "cell_type": "code", "execution_count": null, "id": "91eaa3f6", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:nixtla.nixtla_client:Validating inputs...\n", "INFO:nixtla.nixtla_client:Inferred freq: h\n", "INFO:nixtla.nixtla_client:Preprocessing dataframes...\n", "INFO:nixtla.nixtla_client:Restricting input...\n", "INFO:nixtla.nixtla_client:Calling Forecast Endpoint...\n", "INFO:nixtla.nixtla_client:Validating inputs...\n", "INFO:nixtla.nixtla_client:Inferred freq: h\n", "INFO:nixtla.nixtla_client:Preprocessing dataframes...\n", "INFO:nixtla.nixtla_client:Restricting input...\n", "INFO:nixtla.nixtla_client:Calling Forecast Endpoint...\n" ] } ], "source": [ "timegpt_fcst_ex1 = nixtla_client.forecast(df=df_exog1, h=24, target_col='Exogenous1')\n", "timegpt_fcst_ex2 = nixtla_client.forecast(df=df_exog2, h=24, target_col='Exogenous2')" ] }, { "cell_type": "markdown", "id": "ec6cb79c", "metadata": {}, "source": [ "> 📘 Available models in Azure AI\n", ">\n", "> If you are using an Azure AI endpoint, please be sure to set `model=\"azureai\"`:\n", ">\n", "> `nixtla_client.forecast(..., model=\"azureai\")`\n", "> \n", "> For the public API, we support two models: `timegpt-1` and `timegpt-1-long-horizon`. \n", "> \n", "> By default, `timegpt-1` is used. Please see [this tutorial](https://docs.nixtla.io/docs/tutorials-long_horizon_forecasting) on how and when to use `timegpt-1-long-horizon`." ] }, { "cell_type": "markdown", "id": "44b4b4fd", "metadata": {}, "source": [ "We can now start creating `X_df`, which contains the future exogenous variables." ] }, { "cell_type": "code", "execution_count": null, "id": "53cfe8e9", "metadata": {}, "outputs": [], "source": [ "timegpt_fcst_ex1 = timegpt_fcst_ex1.rename(columns={'TimeGPT':'Exogenous1'})\n", "timegpt_fcst_ex2 = timegpt_fcst_ex2.rename(columns={'TimeGPT':'Exogenous2'})" ] }, { "cell_type": "code", "execution_count": null, "id": "f62cec4a", "metadata": {}, "outputs": [], "source": [ "X_df = timegpt_fcst_ex1.merge(timegpt_fcst_ex2)" ] }, { "cell_type": "markdown", "id": "697fc8e4", "metadata": {}, "source": [ "Next, we also need to add the `day_0` to `day_6` future exogenous variables. These are easy: this is just the weekday, which we can extract from the `ds` column." ] }, { "cell_type": "code", "execution_count": null, "id": "322e0197", "metadata": {}, "outputs": [], "source": [ "# We have 7 days, for each day a separate column denoting 1/0\n", "for i in range(7):\n", " X_df[f'day_{i}'] = 1 * (pd.to_datetime(X_df['ds']).dt.weekday == i)\n", " " ] }, { "cell_type": "markdown", "id": "f8113866", "metadata": {}, "source": [ "We have now created `X_df`, let's investigate it:" ] }, { "cell_type": "code", "execution_count": null, "id": "38ef56b7", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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9BE2016-12-31 09:00:0072821.19068057.2400000010
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" ], "text/plain": [ " unique_id ds Exogenous1 Exogenous2 day_0 day_1 day_2 \\\n", "0 BE 2016-12-31 00:00:00 70861.410 66282.560 0 0 0 \n", "1 BE 2016-12-31 01:00:00 67851.830 64465.370 0 0 0 \n", "2 BE 2016-12-31 02:00:00 67246.660 63257.117 0 0 0 \n", "3 BE 2016-12-31 03:00:00 64027.203 62059.316 0 0 0 \n", "4 BE 2016-12-31 04:00:00 61524.086 61247.062 0 0 0 \n", "5 BE 2016-12-31 05:00:00 63054.086 62052.312 0 0 0 \n", "6 BE 2016-12-31 06:00:00 65199.473 63457.720 0 0 0 \n", "7 BE 2016-12-31 07:00:00 68285.770 65388.656 0 0 0 \n", "8 BE 2016-12-31 08:00:00 72038.484 67406.836 0 0 0 \n", "9 BE 2016-12-31 09:00:00 72821.190 68057.240 0 0 0 \n", "\n", " day_3 day_4 day_5 day_6 \n", "0 0 0 1 0 \n", "1 0 0 1 0 \n", "2 0 0 1 0 \n", "3 0 0 1 0 \n", "4 0 0 1 0 \n", "5 0 0 1 0 \n", "6 0 0 1 0 \n", "7 0 0 1 0 \n", "8 0 0 1 0 \n", "9 0 0 1 0 " ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_df.head(10)" ] }, { "cell_type": "markdown", "id": "ac313e02", "metadata": {}, "source": [ "Let's compare it to our pre-loaded version:" ] }, { "cell_type": "code", "execution_count": null, "id": "f2a0f524", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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unique_iddsExogenous1Exogenous2day_0day_1day_2day_3day_4day_5day_6
0BE2016-12-31 00:00:0070318.064108.00.00.00.00.00.01.00.0
1BE2016-12-31 01:00:0067898.062492.00.00.00.00.00.01.00.0
2BE2016-12-31 02:00:0068379.061571.00.00.00.00.00.01.00.0
3BE2016-12-31 03:00:0064972.060381.00.00.00.00.00.01.00.0
4BE2016-12-31 04:00:0062900.060298.00.00.00.00.00.01.00.0
5BE2016-12-31 05:00:0062364.060339.00.00.00.00.00.01.00.0
6BE2016-12-31 06:00:0064242.062576.00.00.00.00.00.01.00.0
7BE2016-12-31 07:00:0065884.063732.00.00.00.00.00.01.00.0
8BE2016-12-31 08:00:0068217.066235.00.00.00.00.00.01.00.0
9BE2016-12-31 09:00:0069921.066801.00.00.00.00.00.01.00.0
\n", "
" ], "text/plain": [ " unique_id ds Exogenous1 Exogenous2 day_0 day_1 day_2 \\\n", "0 BE 2016-12-31 00:00:00 70318.0 64108.0 0.0 0.0 0.0 \n", "1 BE 2016-12-31 01:00:00 67898.0 62492.0 0.0 0.0 0.0 \n", "2 BE 2016-12-31 02:00:00 68379.0 61571.0 0.0 0.0 0.0 \n", "3 BE 2016-12-31 03:00:00 64972.0 60381.0 0.0 0.0 0.0 \n", "4 BE 2016-12-31 04:00:00 62900.0 60298.0 0.0 0.0 0.0 \n", "5 BE 2016-12-31 05:00:00 62364.0 60339.0 0.0 0.0 0.0 \n", "6 BE 2016-12-31 06:00:00 64242.0 62576.0 0.0 0.0 0.0 \n", "7 BE 2016-12-31 07:00:00 65884.0 63732.0 0.0 0.0 0.0 \n", "8 BE 2016-12-31 08:00:00 68217.0 66235.0 0.0 0.0 0.0 \n", "9 BE 2016-12-31 09:00:00 69921.0 66801.0 0.0 0.0 0.0 \n", "\n", " day_3 day_4 day_5 day_6 \n", "0 0.0 0.0 1.0 0.0 \n", "1 0.0 0.0 1.0 0.0 \n", "2 0.0 0.0 1.0 0.0 \n", "3 0.0 0.0 1.0 0.0 \n", "4 0.0 0.0 1.0 0.0 \n", "5 0.0 0.0 1.0 0.0 \n", "6 0.0 0.0 1.0 0.0 \n", "7 0.0 0.0 1.0 0.0 \n", "8 0.0 0.0 1.0 0.0 \n", "9 0.0 0.0 1.0 0.0 " ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "future_ex_vars_df.head(10)" ] }, { "cell_type": "markdown", "id": "716d3d38", "metadata": {}, "source": [ "As you can see, the values for `Exogenous1` and `Exogenous2` are slightly different, which makes sense because we've made a forecast of these values with TimeGPT." ] }, { "cell_type": "markdown", "id": "f78ab3ff", "metadata": {}, "source": [ "Let's create a new forecast of our electricity prices with TimeGPT using our new `X_df`:" ] }, { "cell_type": "code", "execution_count": null, "id": "a104659d", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:nixtla.nixtla_client:Validating inputs...\n", "INFO:nixtla.nixtla_client:Inferred freq: h\n", "INFO:nixtla.nixtla_client:Preprocessing dataframes...\n", "INFO:nixtla.nixtla_client:Using future exogenous features: ['Exogenous1', 'Exogenous2', 'day_0', 'day_1', 'day_2', 'day_3', 'day_4', 'day_5', 'day_6']\n", "INFO:nixtla.nixtla_client:Calling Forecast Endpoint...\n" ] }, { "data": { "text/html": [ "
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unique_iddsTimeGPTTimeGPT-hi-80TimeGPT-hi-90TimeGPT-lo-80TimeGPT-lo-90
0BE2016-12-31 00:00:0046.98722556.95321361.44268437.02123632.531765
1BE2016-12-31 01:00:0025.71913334.58024240.14470016.85802311.293568
2BE2016-12-31 02:00:0038.55352845.15919551.74579231.94786025.361261
3BE2016-12-31 03:00:0035.77192745.78716349.20085525.75669022.342999
4BE2016-12-31 04:00:0034.55511543.91024849.35098625.19998419.759243
\n", "
" ], "text/plain": [ " unique_id ds TimeGPT TimeGPT-hi-80 TimeGPT-hi-90 \\\n", "0 BE 2016-12-31 00:00:00 46.987225 56.953213 61.442684 \n", "1 BE 2016-12-31 01:00:00 25.719133 34.580242 40.144700 \n", "2 BE 2016-12-31 02:00:00 38.553528 45.159195 51.745792 \n", "3 BE 2016-12-31 03:00:00 35.771927 45.787163 49.200855 \n", "4 BE 2016-12-31 04:00:00 34.555115 43.910248 49.350986 \n", "\n", " TimeGPT-lo-80 TimeGPT-lo-90 \n", "0 37.021236 32.531765 \n", "1 16.858023 11.293568 \n", "2 31.947860 25.361261 \n", "3 25.756690 22.342999 \n", "4 25.199984 19.759243 " ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "timegpt_fcst_ex_vars_df_new = nixtla_client.forecast(df=df, X_df=X_df, h=24, level=[80, 90])\n", "timegpt_fcst_ex_vars_df_new.head()" ] }, { "cell_type": "markdown", "id": "1a65798f", "metadata": {}, "source": [ "> 📘 Available models in Azure AI\n", ">\n", "> If you are using an Azure AI endpoint, please be sure to set `model=\"azureai\"`:\n", ">\n", "> `nixtla_client.forecast(..., model=\"azureai\")`\n", "> \n", "> For the public API, we support two models: `timegpt-1` and `timegpt-1-long-horizon`. \n", "> \n", "> By default, `timegpt-1` is used. Please see [this tutorial](https://docs.nixtla.io/docs/tutorials-long_horizon_forecasting) on how and when to use `timegpt-1-long-horizon`." ] }, { "cell_type": "markdown", "id": "b2ba53a1", "metadata": {}, "source": [ "Let's create a combined dataframe with the two forecasts and plot the values to compare the forecasts." ] }, { "cell_type": "code", "execution_count": null, "id": "62f20711", "metadata": {}, "outputs": [], "source": [ "timegpt_fcst_ex_vars_df = timegpt_fcst_ex_vars_df.rename(columns={'TimeGPT':'TimeGPT-provided_exogenous'})\n", "timegpt_fcst_ex_vars_df_new = timegpt_fcst_ex_vars_df_new.rename(columns={'TimeGPT':'TimeGPT-forecasted_exogenous'})\n", "\n", "forecasts = timegpt_fcst_ex_vars_df[['unique_id', 'ds', 'TimeGPT-provided_exogenous']].merge(timegpt_fcst_ex_vars_df_new[['unique_id', 'ds', 'TimeGPT-forecasted_exogenous']])" ] }, { "cell_type": "code", "execution_count": null, "id": "54fcf5cd", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nixtla_client.plot(\n", " df[['unique_id', 'ds', 'y']], \n", " forecasts, \n", " max_insample_length=365, \n", ")" ] }, { "cell_type": "markdown", "id": "019c6510", "metadata": {}, "source": [ "As you can see, we obtain a slightly different forecast if we use our forecasted exogenous variables. " ] } ], "metadata": { "kernelspec": { "display_name": "python3", "language": "python", "name": "python3" } }, "nbformat": 4, "nbformat_minor": 5 }