{ "cells": [ { "cell_type": "code", "execution_count": null, "id": "18102cea", "metadata": {}, "outputs": [], "source": [ "#| hide\n", "!pip install -Uqq nixtla" ] }, { "cell_type": "code", "execution_count": null, "id": "a50470ae", "metadata": {}, "outputs": [], "source": [ "#| hide \n", "from nixtla.utils import in_colab" ] }, { "cell_type": "code", "execution_count": null, "id": "ace35684", "metadata": {}, "outputs": [], "source": [ "#| hide \n", "IN_COLAB = in_colab()" ] }, { "cell_type": "code", "execution_count": null, "id": "b1ea1aa8", "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": "6ecd9d32-9178-4768-bffa-d70c93c98311", "metadata": {}, "source": [ "# TimeGEN-1 Quickstart (Azure)\n", "\n", "> TimeGEN-1 is TimeGPT optimized for the Azure infrastructure. It is a production ready, generative pretrained transformer for time series. It's capable of accurately predicting various domains such as retail, electricity, finance, and IoT with just a few lines of code 🚀." ] }, { "cell_type": "code", "execution_count": null, "id": "2c48909a", "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/getting-started/22_azure_quickstart.ipynb)" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#| echo: false\n", "if not IN_COLAB:\n", " load_dotenv()\n", " colab_badge('docs/getting-started/22_azure_quickstart')" ] }, { "cell_type": "markdown", "id": "7e5b10a6-b39c-4583-bc2c-ab0b70eeea28", "metadata": {}, "source": [ "## Step 1: Set up a TimeGEN-1 endpoint account and generate your API key on Azure\n", "\n", "* Go to [ml.azure.com](https://ml.azure.com/)\n", "* Sign in or create an account at Microsoft\n", "* Click on 'Models' in the sidebar\n", "* Search for 'TimeGEN' in the model catalog\n", "* Select TimeGEN-1\n", "\n", "![Azure Model Catalog landing page. Search for forecast and TimeGEN-1 comes up as the only option.](https://github.com/Nixtla/nixtla/blob/main/nbs/img/azure-model-catalog.png?raw=true)" ] }, { "cell_type": "markdown", "id": "aa3705dd-6133-4eb0-8c53-8a8ff65ee455", "metadata": {}, "source": [ "* Click 'Deploy' and this will create an Endpoint\n", "\n", "![TimeGEN-1 in the model catalog. Cursor is on the Deploy button indicating what to select to deploy TimeGEN-1.](https://github.com/Nixtla/nixtla/blob/main/nbs/img/azure-deploy.png?raw=true)" ] }, { "cell_type": "markdown", "id": "a2ca7c90", "metadata": {}, "source": [ "* Go to 'Endpoint' in the sidebar and you will see your TimeGEN-1 endpoint there\n", "* In that Endpoint are the base URL and API Key you will use\n", "\n", "![Endpoint is highlighted in the side panel. The main panel shows the endpoint and API key for the TimeGEN-1 endpoint, with buttons where you can copy the information.](https://github.com/Nixtla/nixtla/blob/main/nbs/img/azure-endpoint.png?raw=true)" ] }, { "cell_type": "markdown", "id": "5f30be1a-3eaf-4133-8254-680e8f7cda72", "metadata": {}, "source": [ "## Step 2: Install Nixtla" ] }, { "cell_type": "markdown", "id": "73ad0fc4-bcf1-4b7e-8e6c-5969982e1b78", "metadata": {}, "source": [ "In your favorite Python development environment:" ] }, { "cell_type": "markdown", "id": "d9c35e70", "metadata": {}, "source": [ "Install `nixtla` with `pip`:\n", " \n", "```shell\n", "pip install nixtla\n", "```" ] }, { "cell_type": "markdown", "id": "03e24b4f-6b8c-4ffa-82c6-f5b889fdd423", "metadata": {}, "source": [ "## Step 3: Import the Nixtla TimeGPT client" ] }, { "cell_type": "code", "execution_count": null, "id": "9d984aea-1315-4d4e-8b4d-b23efe947be1", "metadata": {}, "outputs": [], "source": [ "from nixtla import NixtlaClient" ] }, { "cell_type": "markdown", "id": "8b73a131-390e-46b9-847b-173f7d3c869a", "metadata": {}, "source": [ "You can instantiate the `NixtlaClient` class providing your authentication API key. " ] }, { "cell_type": "code", "execution_count": null, "id": "f1098659-f250-4663-b588-f9e17065cafa", "metadata": {}, "outputs": [], "source": [ "nixtla_client = NixtlaClient(\n", " base_url = \"YOUR_BASE_URL\",\n", " api_key = \"YOUR_API_KEY\"\n", ")" ] }, { "cell_type": "code", "execution_count": null, "id": "e5b8ea7f-e30e-4001-a7a6-9e935e12180a", "metadata": {}, "outputs": [], "source": [ "#| hide\n", "if not IN_COLAB:\n", " nixtla_client = NixtlaClient()" ] }, { "cell_type": "markdown", "id": "8ca0d1f7-9730-4146-b6f3-596099ce6e3b", "metadata": {}, "source": [ "## Step 4: Start making forecasts!\n", "\n", "Now you can start making forecasts! Let's import an example using the classic `AirPassengers` dataset. This dataset contains the monthly number of airline passengers in Australia between 1949 and 1960. First, load the dataset and plot it:" ] }, { "cell_type": "code", "execution_count": null, "id": "687802f2-be84-4b81-95eb-44798c591daf", "metadata": {}, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "code", "execution_count": null, "id": "fded6ec5-949a-44b8-9a4a-8fc8a5295e06", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " timestamp value\n", "0 1949-01-01 112\n", "1 1949-02-01 118\n", "2 1949-03-01 132\n", "3 1949-04-01 129\n", "4 1949-05-01 121" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv('https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/air_passengers.csv')\n", "df.head()" ] }, { "cell_type": "code", "execution_count": null, "id": "6242b73d-fd43-41be-b4db-123cf7cd5b11", "metadata": {}, "outputs": [ { "data": { "image/png": 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YVwbTf4csllAJCQl4enoSHx+Ph4eHreOIiIiIiIiIiIiIFEmr1+yjWtXy1KzpY+soIkDBvv9/7do1jh07hr+/Py4uLlbdqyTK6edXHV8iIiIiIiIiIiIikm97957grbdn8ODDX/PXX1tRz4WI2IIKXyIiIiIiIiIiIiKSbzt3HQUgPd3IJ5/N56OP55GSkmbjVCJS0qjwJSIiIiIiIiIiIiL5FrH/JAChoVUxGAwsXLSDJ5/+gbNnL9s2mIiUKCp8iYiIiIiIiIiIiEi+ZGRkEBFhLnw992xvvvh8JB4erhw8eJoHH/6a8J1HbJxQREoKFb5EREREREREREREJF9OnrpAQkIyzs6O1A6oRPNmAfz841MEBFTi8uVERj//CzNmbtS5X1Ii6M+5deT086rCl4iIiIiIiIiIiIjkS0TEKQCCgirj4GAPgK9vWb6bPIoe3RtiNGYw6aslvDtmFsnJqbaMKmI1jo6OACQlJdk4SfGU+XnN/DzfikNBhBERERERERERERGR4mtfxAkAQkOqZnvcxcWJt98aRJ06fnw5cTErV+3l6LGzfDT2fvz8vG0RVcRq7O3tKVOmDOfOnQPAzc0Ng8Fg41RFn8lkIikpiXPnzlGmTBns7e1ve73NC19nzpzh1VdfZenSpSQnJ1O7dm1++uknGjduDJhf0Hvvvcf333/PpUuXaN68OV9//TV169bNWiMlJYWXXnqJGTNmkJycTOfOnfnmm2/w8/Oz1csSERERERERERERKTEyz/cK+Z/CF4DBYGDQ3S0JqFWJt96ZwdGjZxn1xLfMmvEipUu7FHRUEavy8fEByCp+ieWUKVMm6/N7OzYtfF26dInWrVvTsWNHli5dSoUKFThy5AhlypTJuuaTTz7hiy++YMqUKdSuXZsPPviArl27EhUVhbu7OwCjR49m4cKFzJw5E29vb1588UV69+5NeHj4HSt/IiIiIiIiIiIiIpJ3V64kc+yY+U3+mxW+MtWvX52ff3qKRx79hvPnE9i37wQtWwYWVEyRAmEwGKhUqRIVKlQgLS3N1nGKDUdHxxzXe2xa+Pr444+pUqUKv/zyS9Zj1atXz/r/JpOJCRMm8OabbzJw4EAApk6dSsWKFZk+fTqjRo0iPj6en376iWnTptGlSxcAfvvtN6pUqcLKlSvp3r17gb4mERERERERERERkZJk/37z+V5+ft6U9Sp922vLl/OgYcMaLF++m4ORp1X4kmLL3t5ejTk2YmfLzRcsWECTJk0YPHgwFSpUoGHDhvzwww9Zzx87dozY2Fi6deuW9ZizszPt27dn8+bNAISHh5OWlpbtGl9fX0JCQrKu+V8pKSkkJCRk+xARERERERERERGR3IvYf33MYd1bd3v9V3BQZQAOHjxjtUwiUnLZtPB19OhRJk+eTEBAAMuWLePxxx/n2Wef5ddffwUgNjYWgIoVK2a7r2LFilnPxcbG4uTkhJeX1y2v+V/jxo3D09Mz66NKlSqWfmkiIiIiIiIiIiIiJcK+febCV2hozgpfdYL9ADgYeRqTyWS1XCJSMtm08JWRkUGjRo0YO3YsDRs2ZNSoUTz66KNMnjw523UGgyHbr00m0w2P/a/bXfP6668THx+f9XHq1Kn8vRARERERERERERGREshozGD/AfP7qznt+AoIqIS9vR1xcVc5dy7emvFEpASyaeGrUqVK1KlTJ9tjwcHBnDxp/gkBHx8fgBs6t86dO5fVBebj40NqaiqXLl265TX/y9nZGQ8Pj2wfIiIiIiIiIiIiIpI7x46dJSkpBTdXJ2rUuPn7sf/LxcWJGv7maw9GnrZmPBEpgWxa+GrdujVRUVHZHjt06BDVqlUDwN/fHx8fH1asWJH1fGpqKuvWraNVq1YANG7cGEdHx2zXxMTEEBERkXWNiIiIiIiIiIiIiFjevghzE0PdulWxt8/5281BweZzviIjdc6XiFiWgy03f/7552nVqhVjx45lyJAhbNu2je+//57vv/8eMI84HD16NGPHjiUgIICAgADGjh2Lm5sbQ4cOBcDT05OHH36YF198EW9vb8qWLctLL71EaGgoXbp0seXLExERERERERERESnWIq4XvkJCquTqvuAgPxYu3MHBgyp8iYhl2bTw1bRpU+bNm8frr7/O+++/j7+/PxMmTGDYsGFZ17zyyiskJyfz5JNPcunSJZo3b87y5ctxd3fPumb8+PE4ODgwZMgQkpOT6dy5M1OmTMHe3t4WL0tERERERERERESkRMjs+AoNqZar+4KDMju+TmMymTAYDBbPJiIlk8FkMplsHcLWEhIS8PT0JD4+Xud9iYiIiIiIiIiIiORA3KWr9O4zFoC/l7yNh4drju9NTzfSpdt7pKamM2vGC1SpUs5aMaWE0/v/JY9Nz/gSERERERERERERkaJp//5TAPhXr5CroheAg4M9AbUqAXDw4GmLZxORkkuFLxERERERERERERHJtX37TgAQElo1T/cHB5vHHR6M1DlfImI5KnyJiIiIiIiIiIiISK5F7L9+vlfdPBa+gvwAdXyJiGWp8CUiIiIiIiIiIiIiuZKebuTAAXPBKu8dX+bC16HD0aSnGy2WTURKNhW+RERERERERERERCRXDh2OITU1HQ8PV6pWKZenNapWLYebmzPXrqVx4sR5CycUkZJKhS8RERERERERERERyZWICPOYw7p1q2Jnl7e3me3s7AgK9AU07lBELEeFLxERERERERERERHJlX0RJwAIDcnbmMNMQZnnfEWq8CUilqHCl4iIiIiIiIiIiIjkSsQ+c8dXSD4LX8FBlQE4ePBMvjOJiIAKXyIiIiIiIiIiIiKSC+fOxXP2XDx2dgbqBPvla63g6/f/cySW1NR0S8QTkRJOhS8RERERERERERERybHM871q1aqEm5tzvtaqVMkLT0830tON/PNPjCXiiUgJp8KXiIiIiIiIiIiIFEn7959i85YoW8cocfbtvz7msG6VfK9lMBgIzjrnS+MORST/HGwdQERERERERERERCQ3jh07y+Rvl7FxUyQAP37/BHXq5L8IIzmTeb5XaGg1i6wXHFyZsK2HOBh52iLriUjJpsKXiIiIiIiIiIiIFAnnz8fz40+rWLwknIwMU9bju3cfV+GrgKSkpBF1KBqAkLpVLbJmVsfXQRW+RCT/VPgSERERERERERGRQu3q1Wv89vt6Zv2xiZSUNADat6uDl1dp/pq/jQMHT9k4YckRFRVNerqRsmVL4+vrZZE1g4IqA3DixHmSklLyfW6YiJRsKnyJiIiIiIiIiIhIoZSWls7ceVuZMnUN8fFJANQLrcZTT/YgNLQa4TuPXC98qVOooOyLOAFAaEhVDAaDRdYsV86D8uU9OH8+gahD0TRs4G+RdUWkZFLhS0RERERERERERAqdDRsP8uXExURHxwFQrVp5nni8O23bBGcVXIICK2MwGIiNvUxc3BXKlnW3ZeQSYd/1871CQiwz5jBTcJAf588f4ODB0yp8iUi+2Nk6gIiIiIiIiIiIiMh/nT5zkTfe/J3o6Di8vd155eX+TJv6LO3a1snWZVSqlAvVq5UH4ODBM7aKW2KYTCYi9psLX6Eh1Sy6dnCw+ZyvyEj9PopI/qjwJSIiIiIiIiIiIoXK1q2HMRozqBPsxx8zX6R/v2Y4ONjf9NrgOuaCic75sr7o6EvExV3FwcGewEBfi64dHGw+5+tgpMZWikj+qPAlIiIiIiIiIiIihUr4ziMAtGkTjKur022vrXO9U+jAARVMrC2z2yuwti/Ozo4WXTso0Pz7eOZMHAkJSRZdW0RKFhW+REREREREREREpNDIyMhg586jADRuXPOO19cJrgLAgYOnMZlMVs1W0u3bdwKAkFDLnu8F4OHhip+fNwAHNe5QRPJBhS8REREREREREREpNP45EktCQjJurk4EB1W+4/U1a1bEycmBK1eSOXMmrgASllz7Iq6f71XX8oUvgKDA6+MOD6p7T0TyToUvERERERERERERKTTCw83dXvUb+N/yXK//cnR0ICCgEgAHDuicL2tJSkrhyJFYAEJCrFP4Cr4+tlLnfIlIfqjwJSIiIiIiIiIiIoVG5vlejRvVyPE9mQWTA+oUspq9+06QkWGiYgVPKlTwtMoewcGZHV8adSgieafCl4iIiIiIiIiIiBQK6elGdu86BuTsfK9MdVT4srr16w8A0KJFbavtEVi7MnZ2Bi5cSOD8hQSr7SMixZsKXyIiIiIiIiIiIlIoREaeISk5FXd3VwJq+eT4vjrBVQA4dCia9HSjteKVWEZjBus3mAtf7dvXtdo+rq5OVK9eATD/WRARyQsVvkRERERERERERKRQ2LnLfL5X40Y1sLPL+VuXfn5lcS/tQmpqetY5VGI5EREniYu7SunSLrkaQZkXwUHXz/lS956I5JEKXyIiIiIiIiIiIlIohIf/W/jKDTs7O4I07tBq1q7bD0Cb1sE4OjpYda9/z/nS76OI5I0KXyIiIiIiIiIiImJzqanp7Nl7HMjd+V6ZMs/5UsHEskwmU1bhy5pjDjMFZXZ8RZ7GZDJZfT8RKX5U+BIRERERERERERGb27//JKmp6Xh7u1OtWvlc31+njvmcL3V8WVZUVDRnz17GxcWR5s1qWX2/WjV9cHCwJyEhmejoS1bfT0SKHxW+RERERERERERExObCd/475tBgMOT6/uAg84i8Y8fOkZiUYtFsJVlmt1eLFrVxcXGy+n5OTg7UquUDQGSkipgiknsqfImIiIiIiIiIiIjNhYcfAfI25hCgXDkPKlbwxGQycSjqjCWjlWjr1psLXx3aWX/MYabgrHGH+n0UkdxT4UtERERERERERERsKjk5lYj9pwBzx1deBdcxF0w07tAyjh8/x4kT53F0tKd166AC2zdY57WJSD6o8CUiIiIiIiIiIiI2tWfvcYzGDCpV8sLXt2ye16kTfP2crwMqmFjCmrURADRpUotSpVwKbN/gYPPYyqioMxiNGQW2r4gUDyp8iYiIiIiIiIiIiE2Fh/97vld+1AlWx5clrVt/AIAO7QtuzCFA9WoVcHFxJCk5lZMnzxfo3iJS9KnwJSIiIiIiIiIiIjYVvjN/53tlCgyqjMFg4OzZy1y8eMUS0Uqs6Og4Dh2Kxs7OQJsCHHMIYG9vR2BtXwD2q3tPRHLJpoWvMWPGYDAYsn34+PhkPW8ymRgzZgy+vr64urrSoUMH9u/fn22NlJQUnnnmGcqVK0epUqXo27cvp0/ri6GIiIiIiIiIiOTcqVMX+PqbpZxQd0mBS0hI5tChaAAa5bPjq5SbM9Wrlwd0PlR+ZXZ7NahfHS+v0gW+f+afhWXLdxX43iJStNm846tu3brExMRkfezbty/ruU8++YQvvviCr776iu3bt+Pj40PXrl25cuXfn9YYPXo08+bNY+bMmWzcuJGrV6/Su3dvjEajLV6OiIiIiIiIiIgUISaTibnzwhjx4CR+n76BH39aaetIJc7uPcfIyDBRtWo5ypfzyPd6Wed8qfCVL+vWmRsQOnQIscn+fXo3xc7OQHj4UY4fP2eTDCJSNNm88OXg4ICPj0/WR/ny5p/IMJlMTJgwgTfffJOBAwcSEhLC1KlTSUpKYvr06QDEx8fz008/8fnnn9OlSxcaNmzIb7/9xr59+1i5Ut+kiIiIiIiIiIjIrZ2/kMCLL03ls88XcO1aGgAHD56xcaqSJzz8+pjDRvkbc5ipTh2d85VfFy4ksC/iJADt2taxSQYfnzK0vj5ice5fW22SQUSKJpsXvg4fPoyvry/+/v7ce++9HD1qPsjy2LFjxMbG0q1bt6xrnZ2dad++PZs3bwYgPDyctLS0bNf4+voSEhKSdc3NpKSkkJCQkO1DRERERERERERKjtWr9/HA8C8J23oIJycHHnu0K2A+1yghIdnG6UqW8J3m9wMbN87fmMNMdYLNha+DB05hMpkssmZJs37DAUwmE3XrVKFCBU+b5Rg4oAUAS5fuJCkpxWY5RKRosWnhq3nz5vz6668sW7aMH374gdjYWFq1asXFixeJjY0FoGLFitnuqVixYtZzsbGxODk54eXldctrbmbcuHF4enpmfVSpUsXCr0xERERERERERAqjK1eSGfP+H7z1zgwSEpIJCqzMlJ+fZuSIjvj6lgXg0CF1fRWUuLgrHD16FoBGDS1T+KpZ0wcnJweuXL3G6dMXLbJmSbNunfl8r/bt69o0R9MmNani501iYgrLl++2aRYRKTpsWvjq2bMnd999N6GhoXTp0oXFixcDMHXq1KxrDAZDtntMJtMNj/2vO13z+uuvEx8fn/Vx6tSpfLwKEREREREREREpCnbs+IcHRkxk+fLd2Nvb8eDIjnz/3eNUr14BgKBAXwAORqrwVVB27joGQECtSpQpU8oiazo42BMQUAnQuMO8SEhIYucucxdeBxsXvuzs7Bg40Nz1NWfeVnXwiUiO2HzU4X+VKlWK0NBQDh8+jI+PD8ANnVvnzp3L6gLz8fEhNTWVS5cu3fKam3F2dsbDwyPbh4iIiIiIiIiIFE8pKWmMn7CQZ0f/zLlz8VTx8+bbb0bx6CNdcXCwz7ouKMg8Ii8qSoWvgpJ5vlcjC405zJQ57vDAAf3Ae25t3BSJ0ZhBrZo++Pl52zoOPXs0wtnZkSNHYtmz97it44hIEVCoCl8pKSkcPHiQSpUq4e/vj4+PDytWrMh6PjU1lXXr1tGqVSsAGjdujKOjY7ZrYmJiiIiIyLpGRERERERERERKtrHj5vDn7C0ADBzQnCm/PEPdujcefZHZ8RUZFV2g+UqyzPO9mjSqadF169Qx//6q4yv31q6NAGw/5jCTh4cr3brVB2Du3K02TiMiRYGDLTd/6aWX6NOnD1WrVuXcuXN88MEHJCQkMGLECAwGA6NHj2bs2LEEBAQQEBDA2LFjcXNzY+jQoQB4enry8MMP8+KLL+Lt7U3ZsmV56aWXskYnioiIiIiIiIhIyRYfn8TqNeY38j/+6AHatgm+5bW1a1cGIDo6joSEJDw83AokY0kVG3uZ06cvYm9vR4MG1S26dmbH1+HDMaSlpePoaNO3QYuMxKQUtm3/B7D9mMP/untgCxYu3MHadfu5ePEK3t7uto4kIoWYTTu+Tp8+zX333UdgYCADBw7EycmJsLAwqlWrBsArr7zC6NGjefLJJ2nSpAlnzpxh+fLluLv/+4Vt/Pjx9O/fnyFDhtC6dWvc3NxYuHAh9vb2t9pWRERERERERERKiDVr9mE0ZhBY2/e2RS8wd5b4+pYFIEpdX1aXeY5UUGBlSpVysejafn7euJd2ITU1nSNHzlp07eIsbEsUqanp+Pl5U6PGrY+SKWi1A3wJCalKerqRBQu32zqOiBRyNi18zZw5k+joaFJTUzlz5gxz5syhTp06Wc8bDAbGjBlDTEwM165dY926dYSEhGRbw8XFhUmTJnHx4kWSkpJYuHAhVarc2KouIiIiIiIiIiIlz/KVewDo2qV+jq4PDjJ3fUXqnC+ryzzfq7GFz/cC8/uKwVnjDnXOV06tXb8fgPbt6mIwGGycJru7B7YAYP6C7aSnG22cRkQKs0J1xpeIiIiIiIiIiIilnD17mT17TmAwGOjSpV6O7gkMNBe+olT4siqTyZR1vldjC5/vlSlz3KHO+cqZlJQ0tmyOAqBjh8Iz5jBTxw4hlClTinPn4tm46aCt44hIIabCl4iIiIiIiIiIFEurVu3DZDJRv341KlTwzNE9QYG+AERGqvBlTadPX+TcuXgcHe0JDa1qlT0yC18HD6jwlRPbt/9DUnIqFSp4EnS987EwcXJyoG+fJgDMnbvVxmlEpDBT4UtERERERERERIqlFdfHHHbL4ZhDgNq1zW/4R8dcIiEhySq55N8xhyF1q+Li4mSVPYKvF76OnzhPYuI1q+xRnGSOOWzXrg52doXzbeN+/ZphZ2dgR/gRjp84Z+s4IlJIFc6vYCIiIiIiIiIiIvlw4uR5og5FY29vR8eOoTm+z8PDlcqVywIQFRVtrXglXtaYQyuc75XJ29udihXLYDKZdGbbHaSnG9m40Tw+sEO7wjfmMFMlHy9atQoCYN48dX2JyM2p8CUiIiIiIiIiIsXOihXmbq/mzQPw9HTL1b1B18/5Oqhxh1aRkZFh9fO9MmWd86Vxh7e1c9dREhKSKVOmFPXrV7d1nNu6e2ALAJYs3UlSUoqN04hIYaTCl4iIiIiIiIiIFCsmkymr8NU1F2MOMwVeL3xFqUvIKiIjz3D5ciIuLo7UqeNn1b0y1z94UIWvm7l2LZVfpqzm9Td+B6Bt22Ds7Qv3W8ZNm9Skip83iYkpLF++29ZxRKQQKtxfxUREREREREREihijMYOLF6+QlpZu6yglVlRUNKdOX8TZ2ZG2bYJzfX9QoO/1dVT4soZFi8MBaNe2Do6ODlbdK6vjS4WvbDIyMvh72S7uHTqeH35cSXJyKnWC/Xjk4S62jnZHdnZ2DBjQHIC587ZiMplsnEhEChvr/pdFRERERERERKSYOXbsLKdOX+TixStcvHiF8xcSzP//whUuXLzCpUtXycgwUbVKOX6b9hwODva2jlziLL/e7dWmTRBubs65vr92bXPHV3TMJRISkvDwyN2oRLm15ORUVqw0//706dPE6vsFBlbGzs7AuXPxXLiQQLlyHlbfs7DbvecYEyctIfL6KM+KFcvw5BPd6dK5HgaDwcbpcqZXz8Z89/0K/jkSy969Jwr9eEYRKVgqfImIiIiIiIiI5ND6DQd47fXfcnTtyVMX2L3nOE0aW/cMI8nOaMxg5aq9AHTr2iBPa3h4uFK5clnOnIkjMuoMzZoGWDBhybZmbQSJiSn4+palYQN/q+/n5uZM9eoVOHr0LAcjz9C2TcktfJ0+c5FvJv/N2rX7AfPnZvgDHbhnSCucnR1tnC53PDxc6datPgsX7mDO3DAVvkQkGxW+RERERERERERywGQyMWXqGgCqVi1HtWrlKeftjre3O+XKeZj/9/qvv/1+OUuW7GTduv0qfBWwPXuOc+FCAu6lXWjeLO8Fq6DAyubCV2S0Cl8WtHDRDgD69G6CnV3BnMJSJ9iPo0fPsnfv8TyNvizqrl1L5YcfV/Ln7C2kpxuxszPQt09THnm4M2XLuts6Xp4NHNCChQt3sHbdfi5evIK3d9F9LSJiWTkqfL3wwgu5Xvitt96ibNmyub5PRERERERERKQw2r37GJGRZ3BycmDy14/h5VX6ltd26hhqLnytP8Dzo3sX2Bv8QtYYvQ4dQ3ByyvvPfAcFVWbV6n0658uCTpw8z549x7GzM9CrZ8MC27d5swAWLQ5n9ZoInnyiR5EZ52cpX05czPwF2wHz5+Lpp3tSs4aPjVPlX2BtX0JCqhIRcZK/l+1i2NB2to4kIoVEjv7rP2HCBFq2bImTk1OOFt24cSNPP/20Cl8iIiIiIiIiUmz8PmMDAHf1anTbohdAk8Y1cXNz5sKFBA4cOE1ISNWCiFjipaWls3pNBABdu9TP11qBgeZzviJV+LKYRde7vVq2CKR8ec8C27d16yDcXJ2IiblExP5ThJagv4+xsZdZvGQnAP/33r107lzPxoksq1vX+kREnGTz5igVvkQkS45/7GXevHlUqFAhR9e6u6utVERERERERESKj2PHzrJ5cxQGg4F772lzx+udnBxo3SqQFSv3snbdfhW+Csi2bf9w5Uoy5bzd831+VGBtXwBiYi4RH5+Ep6ebJSKWWOnpRpYsNRdg+vRpUqB7u7g40bZdHZYt282KlXtKVOFr+oz1pKcbadSoRrEregG0aFEbgL37TpCYeI1SpVxsnEhECoMc9dn/8ssveHrm/KcwvvvuOypWrJjnUCIiIiIiIiIihcmMmRsBaNc2mCpVyuXonvbt6wKwdt1+TCaT1bLJv5av2A1A5871sLfP33hJd3dXKlc2TzOKOqSur/zatCmSS5cSKVu2NK1aBhb4/pkdgKtW7SU93Vjg+9tCXNwVFiw0d9mNHN7BtmGsxK+yN1X8vDEaM9i+4x9bxxGRQiJH3wGMGDECZ2fnHC86dOhQSpUqledQIiIiIiIiIiKFxYULCSxbvhuAobkYpdWyRSBOTg5ER8fxzz+xVkonmZKTU9mw8SAAXbvmb8xhpqCg6+MOI6Mtsl5JtnCxuQDTq2cjHBzsC3z/Zk1r4enpxqVLiezcdbTA97eFGTM3kZqaTt26VWjcuKat41hNZtfXlrBDNk4iIoVFnn705fLly/z444+8/vrrxMXFAbBz507OnNFPv4iIiIiIiIhI8TJ7zhbS0oyEhlbN1Yg0V1cnWjQ3vyG7bv1+a8WT6zZsPMi1a2lUrlyW4OsFq/wKyjrn67RF1iupzp2LJ+x6UaL3XQU75jCTg4M9nTqGALB8xR6bZChICQlJzJsXBsDI4R0xGAw2TmQ9LVuYOwi3bj2s7loRAfJQ+Nq7dy+1a9fm448/5rPPPuPy5cuA+Qyw119/3dL5RERERERERERsJikphXnztgIw9L6cd3tl+u+4Q7GulSvNxYxuXetb7E3+wOuFr6godXzlx+Il4WRkmGjQoDpVq+ZsVKg1ZHYCrlu3n5SUNJvlKAh//LmZpORUAmpVolWrgh8tWZAaNvTHycmBc+fiOXrsrK3jiEghkOvC1wsvvMDIkSM5fPgwLi7/HhbYs2dP1q9fb9FwIiIiIiIiIiK2tHDRDq5cvUYVP2/atgnK9f2tWwVhb2/H0aNnOXnyghUSCpi7W8K2Hgb+PcvJEgJr+wIQE3OJ+Pgki61bkmRkZLB4cTgAfXo3tWmWeqHVqFDBk8TEFLaERdk0izUlJl7jz9lbABgxvEOx7vYCcHZ2pHGjGgBZnYUiUrLluvC1fft2Ro0adcPjlStXJjZW86pFREREREREpHhITzcy649NANx3bxvs7HJ/YoSHh2vW2Trq+rKeNWv3k55uJCCgEtWrV7DYuu7urvj5eQMQGaUjPvJi586jRMdcolQpZzp2qGvTLHZ2dnTtUg8o3uMO587bypUryVStWi6r67S40zlfIvJfuf6OzcXFhYSEhBsej4qKonz58hYJJSIiIiIiIiJia2vWRhAbe5kyZUrRs2ejPK/T4fobzzrny3pWrNgNWLbbK1NgoLnrK0qFrzxZuGgHAN26NsDFxcnGaf4dd7h5cxSJiddsnMbyrl1LZeasjQCMeKAD9va5L9gXRZnnKe7de4LEpBQbpxERW8v1V75+/frx/vvvk5ZmnoNrMBg4efIkr732GnfffbfFA4qIiIiIiIiIFDSTycT06RsAGHR3C5ydHfO8Vru2wRgMBg4ePE1s7GULJZRM58/Hs2v3cQC6dK5n8fWDrp/zpY6v3IuPT8rqdOzTu4mN05gF1KpEtWrlSU1NZ936A7aOY3ELFu7g0qVEKlXyyirylQRVqpSjcuWypKcb2bHjiK3jiIiN5brw9dlnn3H+/HkqVKhAcnIy7du3p1atWri7u/Phhx9aI6OIiIiIiIiISIHauesoUYeicXZ2ZOCAFvlaq2xZd+rVqwbA+g3F7412W1u5ah8mk4n69arh41PG4usHXi98RUVFW3zt4m7Z8t2kpZlHUGZ2ztmawWCg2/WC0IpiNu4wLS2d6TPMBfv7h7XDwcHexokKVsvr4w7DivH5bSKSM7kufHl4eLBx40bmzJnDRx99xNNPP82SJUtYt24dpUqVskZGEREREREREZECldntdVevRpQpk//3OzLHHa5dF5HvtSS71Wv2AdDFCmMOAQJrmws2MTGXiI9PssoexZHJZMoac9i3dxMMBoONE/0rcyTmjvAjxF26auM0lrP0712cOxdPuXIe9MrHeNaiqkWLQADCwg5hMplyff+hw9F5uk9ECp88D3nt1KkTL730Eq+88gpdunSxZCYREREREREREZs5cjSWLWGHMBgM3HtvG4us2a5dHQD27DlBXNwVi6wp5lF6Bw6cBv79HFuau7srfn7egMYd5sbByDMcORKLk5MDXbs2sHWcbPz8vAkO9sNozGDN6n22jmMR6elGfp22DoCh97XJ13jWoqpRQ3+cnBw4ey6eY8fO5ereI0diGfngVzw26lvS0tKtlFBECopDbm94//33b/v8O++8k+cwIiIiIiIiIiK2NmPmRgDat6+DX2Vvi6xZyceLoKDKREaeYcPGSPr1bWqRdUu6bdsPYzKZqFXTh/LlPKy2T2CgL6dPXyQq6gzNmwVYbZ/iZNH1bq8OHULw8HC1cZobde1Sj4MHT7N85R7uvrulrePk26rV+4iOjqNMGTf69W1m6zg24eLiRMMG/mzddpiwsEPUqFExx/f+Nn09ABUreuLomOu3zEWkkMn13+J58+Zl+3VaWhrHjh3DwcGBmjVrqvAlIiIiIiIiIkXW+QsJLF9uPvdn2H3tLLp2h/Z1iYw8w7p1+1X4spCtWw8D0Lx5bavuExzox6pV+4iMVMdXTiQnp7L8+vlZfXo3tnGam+vcuR6TvlrKvn0niYm5RKVKXraOlGcZGRn8+utaAO4Z0gZXVyfbBrKhFi1qs3XbYbZsjWLo0LY5uicm9hIrV+4F4P5h7a0ZT0QKSK5HHe7atSvbR0REBDExMXTu3Jnnn3/eGhlFRERERERERArEn39uJj3dSP361albt4pF125//ZyvHeFHuHIl2aJrl0QZGRmEbT0EQPPm1u3CCgwyn/OlUYc5s3rNPpKSUqhcuSwNG/jbOs5NlS/nQcOG5mwrrhc9iqr1Gw5w7Pg5Spd24e6BLWwdx6ZaXj/na8+eEyQmpeTonpkzN2I0ZtC0SS2CgipbM56IFJA8n/H1Xx4eHrz//vu8/fbbllhORERERERERKTAJSal8Nf8bQAMvS9nnQK5Ua1qefyrVyA93cimzZEWX7+k+edILHFxV3F1daJeaDWr7hVY2/xmeGzsZS5fTrTqXsVB5pjDPr2bYGdnkbcfraJb1/oArFy5x8ZJ8s5kMjF16loA7h7YgtKlXWwbyMaqVPHG17cs6elGwsOP3PH6y5cTWbDQ/Of1/mGW7fIVEdux2H95Ll++THx8vKWWExEREREREREpUCtW7OHq1WtUrVqO1q0CrbJHZtfXunX7rbJ+SZI55rBxoxo4OVn3TJ7SpV3w8zOf96aur9s7fuIce/aewM7OQM+ejWwd57Y6tA/BwcGef47EcvToWVvHyZOtWw8TdSgaFxdH7hnS2tZxbM5gMNCyhXn0aVjYoTteP3vOFlJS0gis7UuTJjWtHU9ECkiuvyuYOHFitl+bTCZiYmKYNm0aPXr0sFgwEREREREREZGCtGHjQQB69WxktS6VDh3qMmXqGsK2HiY5ObVEn8WTX1uzxhxa93yvTEGBlTl9+iJRUdG0KKA9i5r0dCOff7EAMI+cK1/Ow8aJbs/Dw5UWLWqzceNBVqzcw6jHuhXY3kZjBmlp6bi45P1rgNGYwU8/rwKgf7/mlClTylLxirQWLWozZ24YW8IOYTKZMBgMN70uOTmV2XO2APDA/e1veZ2IFD25LnyNHz8+26/t7OwoX748I0aM4PXXX7dYMBERERERERGRgpKcnJo1Fqt16yCr7RNQqxK+lbyIjrnE1m2H6NA+xGp7FWeJSSns2XsCoMCKUEGBlVm5ai9R6vi6pYlfLSE8/Churk488Xh3W8fJka5d6l0vfO3lsUe7Wr34YTKZWLM2gkmTlpCUlMJXkx4lIKBSntb648/N7D9wCjdXJ+67r42FkxZdmV2gZ89e5vjxc/j7V7zpdQsWbichIRk/P++sblwRKR5yXfg6duyYNXKIiIiIiIiIlDjnLySQmHiN6tUq2DpKibdt+z+kpqZTqZIXNW7xJqklGAwG2revy4yZG1m77oAKX3kUHn4EozGDKn7eVK5ctkD2DAzyBTTq8FYWLtrB7Nnm7pl33hlCjRrW+3tkSW1aB+Pq6kR0dBwHDpymbt0qVtvr2LGzjJ+wiB3/OXvqjbd+5+cfn8Ld3TVXax0/cY7vvl8OwNNP9yr03XUFycXFiQYN/Nm27TBhWw/ftPCVnm5k5qxNAAy9tw329oX3LDoRyT39jRYRERERERGxgatXrzHywUkMHTaBBx/6ir/+2kpi4jVbxyqxNm0yjzls0zrI6h0fHa53FmzadJDU1HSr7lVcZY05bFFwIwcDa1cGIDb2MpcvJxbYvkXB3r0n+PSz+QA8+kgX2rWtY+NEOefq6kTbNsEALF+x2yp7JCZeY+KkJQwfOYkd4UdwcnJg5IiO+PiU4cyZOP7vgz/JyMjI8Xrp6UY++GA2qanpNG8WQL++Ta2Suyi70zlfK1bu5ezZy5QtW7rQn0UnIrmXo46vgQMH5njBuXPn5jmMiIiIiIiISEnxx5+buHTJ/OZ51KFoPvlsPhO/WkKXzvXo17cZder46byRApKRkcHmLVGAufvD2urWrUI5b3cuXLxCePgRWrYMtPqexYnJZCJs62Gg4MYcApQu7UIVP29Onb5IZNQZnfN13dmzl3njrd9JTzfSsUMII0d0tHWkXOvatT7LV+xh1ep9PPvMXRbr/snIyGDZst18Pflv4uKuAtCubR2efaYXvr5lade2Do8/+R0bN0Uy7bf1jBjeIUfrTp+xgQMHT1O6tAuvvzZQ/624iRYtavPlxMXs3nOMpKQU3Nycs57LyMjgt9/XATBkcGucnR1tFVNErCRHX8U9PT1z/CEiIiIiIiIit3flSjKzro9YeunFvjzzdC+qVSvPtWtpLFoczqOjJjN85CT+nL2ZhIRkG6ct/g4ePENc3FVKlXKmQYPqVt/Pzs6Odu3MHTFr1++3+n7FzclTF4iJuYSTkwMNG/gX6N6Bgeaur6io6ALdt7BKSUnj9Td+Jy7uKrVq+vDWm4OKZBGmWdNaeHi4Ehd3lZ07j1pkzahD0Tzx1Pf834eziYu7ShU/b774bCQfjbsfX1/zeM6goMq8+EJfAL7/YQXbth++47pHjsTy40+rABj9XG8qVND7sTdTtUo5fCt5kZZmvOH3dMuWQxw7dg43N2cG9G9mo4QiYk05Knz98ssvOf7Iq3HjxmEwGBg9enTWYyaTiTFjxuDr64urqysdOnRg//7s3xCmpKTwzDPPUK5cOUqVKkXfvn05ffp0nnOIiIiIiIiIWNsff27mytVr+PtXoH+/Ztx3bxum/zaayV8/Rs8eDXFycuDIkVjGT1hE3/7jGDtuDsnJqbaOXWxt2Ggec9iieW0cHXN9HHqeZI473LDhAEZjzkecyb+jy+rXr46rq1OB7h10vfAVGVn83nua8OUiunQdwxfjF3DuXPwdrzeZTIwdN4fIqDOUKePGxx89UOC/H5bi6OhAp46hgPmssvzIyMhgwpeLePiRr9m37ySurk488Xh3pv36HC1uMpqzT+8m9OndBJPJxLtjZhEbe/mWa6enG/m/D2eTnm6kTesgevZomK+sxZnBYMj6fG/5n3GHmd1eA/o3z/XZaiJSNBSKM762b9/O999/T7169bI9/sknn/DFF1/w1VdfsX37dnx8fOjatStXrlzJumb06NHMmzePmTNnsnHjRq5evUrv3r0xGo0F/TJERERERERE7ujKlWRm/WHu9nr4wc7Y2Zn/aW4wGKhfvzpvvzWYhfNf58Xn+1Crpg+pqeksWhzOtN/W2TJ2sbZpcyQArVsHFdieDRr44+HhyuXLSezec6zA9i0OttpgzGGmwCBfAPYfOJ2rM5kKu5SUNOYv2E5Sciqz54Qx+J7P+PSz+bctwvz2+3pWrNyLvb0dH/7fUCpV8iq4wFbQ/3rnz5q1Ebd93XeyavU+/vhzMxkZJrp2qcfM6c/zwP3tcXK6dVH9hef7EFjbl/j4JN58e/otz/6bMnUNhw5F4+HhyquvDCiS3XUFqWUL8xjZsK2HMJlMgPk8uj17T+DoaM89Q1rZMp6IWFGeCl+zZ89myJAhtGjRgkaNGmX7yK2rV68ybNgwfvjhB7y8/v0PpMlkYsKECbz55psMHDiQkJAQpk6dSlJSEtOnTwcgPj6en376ic8//5wuXbrQsGFDfvvtN/bt28fKlSvz8tJERERERERErGrWH5u4evUaNWpUpEOHuje9xt3dlbvvbsnUKc/w2qsDAFi0aAfp6fohT0uLibnEkSOx2NkZst4kLQgODva0a2sed7h69b4C27eoS0lJY+cu89iyFs0DCnz/unWqULq0CxcuJNzQRVKU7d5znJSUNLy8StGgQXXS0ozM+2srQ+79nE8+/YuYmEvZrt+0OZJvv1sOwPOje9OwYQ1bxLao2gG+NG5cA6Mxgz/+3JynNUwmE9OnbwDgwZEdeW/MvZQvf+dRhM7Ojnz4wVDc3V05ePA0X05cdMM1UVFnmPrrWgBefKEv3t7uecpYkjRqVANHR3tiYi5x4uR54N9urx49GlKunIct44mIFeW68DVx4kQefPBBKlSowK5du2jWrBne3t4cPXqUnj175jrAU089xV133UWXLl2yPX7s2DFiY2Pp1q1b1mPOzs60b9+ezZvN//EJDw8nLS0t2zW+vr6EhIRkXXMzKSkpJCQkZPsQERERERERsbYrV5Kz3lB96MFOWd1et2IwGOjZoyFeXqW4cPEKmzZFFkTMEmXjJvOYw3r1quHp6Vage3fpYp58s2ZthIqaObRr9zFSU9OpWMGT6tUrFPj+Li5O9OndBIA//shbcaQw2rIlCoA2rYP55qvH+GriIzRqVIP0dCN/zd/GkHs/Z9zHczlzJo7jJ84x5r1ZmEwm+vdrxsABLWyc3nKG3tsWgAULt3P16rVc379z11GiDkXj7OzI4EG56yby9S3LmHeGYDAYmPfXNpYs3Zn1XGpqOu9/8CdGYwYdO4TQpXO926wkmVxdnWhQ33wOYFjYIY4ePcvGTZEYDAaG3dfOxulExJpyXfj65ptv+P777/nqq69wcnLilVdeYcWKFTz77LPEx995/u9/zZw5k507dzJu3LgbnouNjQWgYsWK2R6vWLFi1nOxsbE4OTll6xT732tuZty4cXh6emZ9VKlSJVe5RURERERERPIis9urZk2frDOe7sTR0YG7ejUG4K/526wZr0TaeL2Y2KZVcIHv3ahhDcqUKcXly0nsCD9S4PsXRZljDps3r22zMW+D7m6JnZ2B7Tv+4ejRszbJYGmZ56ZlnonUqFENvpr4CN98/ShNm9TCaMxg4cId3Dv0C5586gcSE1OoX786z4/ubcvYFteiRW38q1cgKSmFBQu35/r+zG6v3nc1pkyZUrm+v2XLQB4c2RGATz79i0OHowH46edVHDt2jjJlSvHSi3014jAX/nvO1+/T1wPQvn0dqlYtZ8tYImJluS58nTx5klatzD+x4OrqmnXe1gMPPMCMGTNyvM6pU6d47rnn+O2333Bxcbnldf/7hdxkMt3xi/udrnn99deJj4/P+jh16lSOc4uIiIiIiIjkRULCv2d75aTb67/69m0KwLbt/xAdHWeVfCVRYuI1du0yn6/Vuk3Bne+VycHBnk4dQwBYuWpvge9fFIVtzSzQFPyYw0yVKnlljanM60i8wuTMmThOnrqAvb0dTZvUyvZcg/r+fDnhIb6bPIrmzQIwGjO4fDmRihXL8OEHQ3F0vPW5VUWRwWDg3nvbAPDnn5tz1Yl55GgsW8IOYWdn4J57Wuc5w0MPdqJF89qkpqbzxpvTCftPwebVl/vj5VU6z2uXRC2vF7527z7G8hV7ALh/WHtbRhKRApDrwpePjw8XL14EoFq1aoSFhQHm0YSZhwTmRHh4OOfOnaNx48Y4ODjg4ODAunXrmDhxIg4ODlmdXv/buXXu3Lms53x8fEhNTeXSpUu3vOZmnJ2d8fDwyPYhIiIiIiIiYk2z/thIYmIKtWr60L5dnVzd61fZm6ZNa2EymfLUhSA3t3XrYdLTjVStUo5qVcvbJEPmuMN16/aTmppukwxFRUzMJU6cOI+9vR1NGte68w1WNHiw+YfC/162i/j4JJtmya+wMPOYw9DQqpQuffMfTg8Nrcb4Lx7kh++eYNjQtnw5/iHKFtMCTLeu9fHyKsXZc/GsXhOR4/tmzNwIQPt2dfGr7J3n/e3s7Bjz7hAqVfIiOjqOF16aQkaGiW7dGtA+h53C8q9q1crj41OGtDQjRmMGjRvXoE6wn61jiYiV5brw1alTJxYuXAjAww8/zPPPP0/Xrl255557GDBgQI7X6dy5M/v27WP37t1ZH02aNGHYsGHs3r2bGjVq4OPjw4oVK7LuSU1NZd26dVkdZ40bN8bR0THbNTExMURERGRdIyIiIiIiImJrCQlJ/57t9VDuur0y9e/XDIBFi8N1HpSFZI45bN264Lu9MtULrUb58h4kJqZkdTPJzW29/vkJqVvllgWagtKgfnVq1/YlNTWd+QuKdjF6S2YXXfPAO15bt24VnnqyZ7EeE+fs7Migu1sCMHPmxhz9oP/58/EsX27uJhp6X9t8Z/DwcGPsB0NxcjJ31JXzdueF0X3yvW5JZDAYsrq+QN1eIiVFrr/T/v7773nzzTcBePzxx5kyZQrBwcG89957TJ48OcfruLu7ExISku2jVKlSeHt7ExISgsFgYPTo0YwdO5Z58+YRERHByJEjcXNzY+jQoQB4enry8MMP8+KLL7Jq1Sp27drF/fffT2hoKF26dMntSxMRERERERGxipmzNmV1e2WOSMuttm2C8fZ2Jy7uKus3HLBwwpLHaMxgy/VOlzY2LHzZ2dnRqVMoACtXatzh7YT953wvWzMYDAy53vU1Z+6WIluMTklJIzz8KEC24kBJN6B/c5ydHYmMOsPu3cfueP2fs81/BurXr07dulUskiEwsDJvvnE31aqV5913h+Dh4WqRdUuiDu3NI2WDg/1o1tS23aIiUjByXfiys7PDweHf+b1Dhgxh4sSJPPvsszg5OVk03CuvvMLo0aN58sknadKkCWfOnGH58uW4u7tnXTN+/Hj69+/PkCFDaN26NW5ubixcuBB7e3uLZhERERERERHJi/92ez38UOc8dXuB+Tyou3o1BmD+/KLdYVIYREScJD4+CXd3V0JDq9k0S9fO5nGHGzcdJDk51aZZCqu0tHR2hB8BoEUhKHwBdOlcDy+vUpw/n8DadfttHSdPdu85TkpKGuXKeVCrlo+t4xQaZcqUolfPhgBMn7HxttcmJqXw1/xtAAyzQLfXf3XtUp8Zvz9P40Y1LbpuSdO0aS2+/upRPvtkOAaDwdZxRKQA5Pq7bX9/f95++20iIyMtHmbt2rVMmDAh69cGg4ExY8YQExPDtWvXWLduHSEhIdnucXFxYdKkSVy8eJGkpCQWLlxIlSqW+ckKERERERERkfyaMXMjSUkpBNSqRNu2wflaq1/fphgMBrbv+IfTZy5aKGHJtHHTQQBatgzEwcG2PzwbHOyHbyUvrl1LY9Nmy7/fUhxERJwkKSmFMmVKUbt2JVvHAcDJyYEB/ZsDMOuPTTZOkzdhYZljDgNUEPgf9wxpg8FgYNPmSI6fOHfL6xYs2M7Vq9eoVq08rVrdeVyk2EbDBv54FdNz6UTkRrkufD3zzDP8/fff1KlTh8aNGzNhwgRiYmKskU1ERERERESkSIuPT+LP2VsAeCgf3V6ZKlXyonmzAMD8ZqvkXeb5XrYcc5jJYDDQpYu560vjDm/u3zGHAfn+e2RJA/o3x8HBnv37T3HgwClbx8m1zHGfLVuqYPO/qlYtl3X+36xZNy9spqcb+eN60fO+e9sUqj+bIiIlWa6/Gr/wwgts376dyMhIevfuzeTJk6latSrdunXj119/tUZGERERERERkSIpq9sroBLt8tntlalfv2YALF4STlpaukXWLGlOnbrAiRPnsbe3K1Rj88BciLh69ZqN0xQ+YVszO5MKx+9XJm9vd7peL1pmjjQtKs6ciePkyQvY29vRtInOPbqZ++5tA8DSv3dx6dLVG55ftXofZ8/FU7Zsabp3a1DA6URE5Fby/GMItWvX5r333iMqKooNGzZw/vx5HnzwQUtmExERERERESmy4uOTmD3737O9LDVGrHWrQMqV8+DSpUTWrz9gkTVLmsxur4YN/Cld2sXGacxq1vShevXypKUZWb9Bv6//deFCAocPx2AwGGjWtPAVaIYMbgWYiyDnz8fbOE3OhV3v9goNrVpo/h4UNg3qVyc42I/U1HTmztua7TmTycT0GRsAGHR3S5ydHW0RUUREbiJf/bfbtm1j9OjRDBgwgKioKAYNGmSpXCIiIiIiIiJF2oyZG0hKTqV2bV/atrFMtxeAg4M9fXo3BuCvBdsstm5Jsun6+V6tC8GYw0wGgyGr62vVKo07/K9t2/8BIDDQt1Ce0RMYWJn69atjNGbcUBwpzLZkddFpzOGtGAyGrK6vOXPDSElJy3pux44jHD4cg4uLY9ZZbyIiUjjkuvB16NAh3n33XQICAmjdujUHDhzgo48+4uzZs8yaNcsaGUVERERERESKlOTkVGZfP9vLkt1emfr0boqdnYHw8KOcOnXBomsXdwkJyezZewKANq0tV5C0hM7XC1/btv/D5cuJNk5TeISFFc4xh/+V2fU1f8G2bMWRwiolJY3w8KMAtGxReD+vhUGH9nXx8SnD5cuJ/L1sd9bjv1/v9urduwmenm42SiciIjeT68JXUFAQS5cu5amnnuLUqVMsX76cESNG4O7ubo18IiIiIiIiIkXOuvX7SUpOpXLlsrSxQleRj08ZWlx/s3r+gu0WX784C9t6CKMxA3//ClSuXNbWcbKpVrU8tWv7YjRmsHbdflvHKRSMxgy2bT8MFO7CV9s2wdeLI0ksX7HH1nHuaPee46SkpFGunAe1avnYOk6h5uBgn1XYnDlrIxkZGfzzTwzbth3Gzs7AvUNa2zihiIj8r1wXviIjI7NGHPr46D+MIiIiIiIiIv9r2fWugB7dG1q82ytT/77NAFiyNJzU1HSr7FEcbdxoHnNY2Lq9MmWOO1ypcYcAREaeISEhmdKlXahTx8/WcW7JwcGeQQNbAvDHn5sxmUw2TnR7/3bRBVjta1Rx0qd3E0qVcubEifNsCTvE9BkbAejYIQRf38JVQBcRkTwUvmrXLrw/XSMiIiIiIiJiaxcuJLB9h/lMou7dGlhtnxYtalO+vAeXLyepOyiH0tONhF0/16iNBc9ds6TOnUIB2LXrGBcuJNg4je1t3Wb+/WrapBYODvY2TnN7vXs3wcXFkSNHYgnfedTWcW5rS1gUQFbnqNxeqVIu9Lv+wwbf/7CCFSvNXX333dfWlrFEROQWclT4Klu2LBcu5HxmeNWqVTlx4kSeQ4mIiIiIiEjuzPtrK+M+nktCQpKto5R4K1ftJSPDREhIVfz8vK22j4ODPX16NwFg/vxtVtunONmz9zhXr16jTJlS1AkunN1DlSp5ERJSFZPJxOo1EbaOY3NhW6+POSwCBRoPD1d69WwEmLu+Cqvo6DhOnryAvb0dTZvUsnWcImPwoJbY29tx+HAMRmMGDRv4F9qvIyIiJZ1DTi66fPkyS5cuxdPTM0eLXrx4EaPRmK9gIiIiIiIikjNxcVf4YvxCjMYMdu86xqefjKBq1XK2jlVi/X19zKE1u70y9e3TlClT17Br9zGOnzhH9WoVrL5nUbZxYyQArVoFYm+f6yE4BaZL53pERJxk5aq9WWcLFSWxsZf5/IsFNG5cg8GDWuXpc20ymZg5axP7958CoHmzAEvHtIrBg1sxd95WNm2K5PSZi/hVtl7xO6+2XB9zGBJSFXd3VxunKToqVixD506hWWe4DVW3l4hIoZWjwhfAiBEjrJlDRERERERE8mjxkp0YjRkAnDp9kUcf+4YPPxhKE/0kf4E7evQshw5FY29vl3VWkzVVqOBJq5aBbNwUyfwF23numbusvmdRZTKZ2LjJfL5X20J6vlemTh1D+HLiYiIiThITc4lKlbxsHSlXfpmymk2bI9m0OZL1Gw7w9puDc/Uarl69xodjZ7Nu/QEA+vdrRoUKOfthbFurVrU8LVvUZkvYIWbP3sLo53pbfc/NW6L44YcV3D2wBb2vd4HeTub5Xi2LQBddYTNsaDvWrI2ghn9FWrbU509EpLDK0Y/cZGRk5PqjRo0a1s4uIiIiIiJS4mVkZDB/wXYAHh/VjZCQqly5eo3nX5zCX39ttXG6kmfZ8t0AtGwZiKenW4Hs2a+f+dyZpUt3kpKSViB7FkUnTpznzJk4HB3tadq0cBeFy5XzoGFDfwBWrd5n4zS5k5CQnNUR4+TkwO7dx3lgxEQWLQ7HZDLd8f7Dh2N46JGvWbf+AA4O9rz4fB9efqmftWNb1ODrXXqLFoeTlJRi1b0iIk7yxpu/E3UomrEfzeWHH1fc9vOckpJG+M4jQNEYH1nYBARUYub0F5g08RHs7Apv16iISEmnr9AiIiIiIiJFWHj4UaKj4yhVypnBg1ox6cuH6datAUZjBp98Np8JXy7K6gYT68rIyGD59cJXj+4NCmzfFs1rU7FiGRISklmztnidCWU0ZvDoqMn0vOsDJny5iKNHz+ZpncSkFGbP2QJA40Y1cXNztmRMq8jsGFy5aq+Nk+TOkqXhpKSkUaumD79Ne456odVISkph7Lg5vPbGb8RdunrLexctDufRUZM5ffoiFSuW4dtvHuPuu1tiMBgK8BXkX/NmAVStUo6kpJSsrwnWcPr0RV557VdSU9Opcv08wV+mrGHcR3NJT7/5ESS79xzn2rU0ynm7E1CrktWyFWeVKnlRurSLrWOIiMhtqPAlIiIiIiJShM1fsA0wnyfl6uqEs7Mj7749mEcf6QLAH39u5pVXfyUx8ZotY5YIu3cf5+y5eEqXdqF1q6AC29fe3o6+fczjzebP31Zg+xaEvXuPs3//KeLjk/jjz83cP/xLRj3xLYuXhHPtWupt701PN7JpUyRvvzuD3n3GMneeuQOyQ4e6BRE93zq0r4u9vR2HDkVz4uR5W8fJkYyMDOZd/zwPHNAcv8refP3Vozw+qjsODvZs2HCQB4Z/yYaNB7Pdl5KSxthxcxg7bg6pqem0bFGbKT8/TZ06VWzxMvLNYDDQv7+5E3PuvK056nTLrUuXrvL8i79w+XISQYGV+eXnp3nl5f7Y2RlYtDicV1+bdtNus8wxh82b1y5yBUUREZGcUuFLRERERESkiIqLu5J1Bk6/vs2yHjcYDDw4shMfvH8fzs6ObAk7xGOPf0t0dJytopYImWMOO3YMwdnZsUD37t27Cfb2duzZe4Jjx/LWFVUYrV5j7mBr3LgG7dvVwd7ejn37TvLh2Dn06TeOzz6fz6HD0VnXm0wm9kWc5LPP59On3zhefvVXVq3aR0pKGlWrluOpJ3vQ+67Gtno5uVKmTCmaXj+nb1UR6fravuMIp05fpFQpZ7p1awCYC7PDH2jPjz88QY0aFbl0KZFXX5vGuI/mkpiUwunTF3ls1LcsWhyOwWDg0Ue68OknwwtsVKi19OrZGGdnR/45EktExEmLrn3tWiqvvDqNM2fiqFTJi08/GY6bmzP9+zXjo7H3Z33df/rZH2/osNsSFgWg86lERKRYc7B1ABEREREREcmbxUt2YjRmUCfYj4CAG0dWdeoUSiVfL159dRrHjp3jkce+4aOxD1CvXjUbpC3eUlLSWL3GfBZTj+tv+Bek8uU8aN0qiPUbDjB/wXZGP9e7wDNYmtGYkTW6cei9bWnZMpALFxJYsnQnCxbuIDo6jrnztjJ33laCgipTv351Nmw4mK3AW7Zsabp2qU+3bvUJCqxc5DpcunSpR9jWQ6xYuZcHR3Yq9PnnzgsDoGfPRjeMk6wd4MvPPz7FDz+uYPqMjSxctIMd4UdISEgiMTGFMmVK8d679xT689dyysPDla5d6rFocThz5m0lNNQyX3eNxgzefW8W+w+cwt3dlc8/G4G3t3vW823aBDPpy4d5+dVfiYw8w6jHv2X85w/i5+dNdHQcJ09ewN7eLquoKiIiUhyp40tERERERKQIysjIYMHC7QD079fsltcFB/nx4w9PUru2L5cvJ/HMcz+yY8c/BRWzxNi0KZLExBQqVixD/frVbZIh88/B0qU7SUlJs0kGS9q79zhxcVdxL+1CkyY1AShXzoPhD3Tgj5kv8OX4h+jcKRQHB3siI88wa9YmoqPjcHV1okf3hoz/4kH+mvsqzz17F8FBfoW+aHQz7drWwdHRnhMnznP4nxhbx7mt2NjLbNoUCcDA/s1veo2TkwNPPdmTryY9go9PGWJiLpGYmEK90GpM/eXpYlP0yjRwQAsA1qzZx6XbnG2WUyaTiQlfLmLDhoM4OTnwyUcPUL1ahRuuCwmpyneTH8e3khdnzsTx2OOTOXDgFFuujzkMCamKu7trvvOIiIgUVrkufNnb23Pu3LkbHr948SL29vYWCSUiIiIiIiK3t3PnUc6cicPNzZnOnevd9toKFTyZ/PVjtGkTTFqakU8/m09aWnoBJS0Z/l62C4Du3epjZ2ebnzFt1qwWlSp5ceXqNVav3meTDJaUOeawbbs6ODpmH1hjZ2dH06a1+L/372P+vFd5+qme9OrViDHv3sOiBW/wztuDad4sAAeHov0+RenSLrRpHQzAzJmbbJzm9v6av42MDBONGtWgevUbizH/1bCBP9OmPsuwoe147NGufDXpEcqX9yygpAUnKKgywcF+pKUZWbQ4PN/rTZ+xgTlzwzAYDLzz9uDbFtmrVi3H9989TlBgZS5fTuLpZ39k9pwtALRsoTGHIiJSvOX6u/FbHciZkpKCk5NTvgOJiIiIiIjInc1fYO726t6tAa6ud/63mKurE+++PZiyZUtz6vRF/py9xdoRS4zLlxOzOim622DMYSY7Ozv69mkKwF8LttkshyUYjRmsXbcfgE4dQ297rZdXaYbe15a33hhEt671c/T3oSgZNqwdACtW7uHMmcJ5Tl9qajoLF5m/Jt09sEWO7ilVyoWnnuzByBEdi3yB8nYGDjB3v/01fxtGY0ae11m+Yg9ff/M3AM883fOOfy8AypZ156tJj9C8WQDXrqVx4sR5AFqo8CUiIsVcjgtfEydOZOLEiRgMBn788cesX0+cOJHx48fz1FNPERQUZM2sIiIiIiIiAsRdusq69QeA2485/F+lSrnw+KjuAPwyZTVxcVeskq+kWbVqL0ZjBoG1ffH3r2jTLL3vaoy9vR379p3kyNFYm2bJj737TnDx4hXcS7vQ9PqYw5KqTrAfzZoFYDRm8Pv09VbZIzHxGrt2HWXmrI383wd/MmPmxlv+4PPNrF23n0uXEilXzoO2bYKtkrGo6tK5Hu7ursTEXCJs66E8rbFr11E+HDsbgCGDW3HvPW1yfK+bmzOffjKcXj0bAVCxgicBtW48E1JERKQ4cbjzJWbjx48HzB1f3377bbaxhk5OTlSvXp1vv/3W8glFREREREQkmyVLdpKebqROsB8BAbl7A7NXz4bMnRtGZNQZvvthBa+/OtBKKUuOv5fvBqBHj4a2DQJ4e7vTtm0wa9fuZ/78bbzwfF9bR8qTNWvMoxrbtr1xzGFJNHJEB7ZtO8ziJeE8OLJjvsYCXrmSTNShaA5FRRMZdYZDh6I5eerC/1y1i5SUNEaO6JijNefODQOgX9+mxbp7Ky+cnR25q1djZs7ayNx5W2ndKnc/NH7s2Flee/030tKMdOhQl2ee7pXrDA4O9rz5xt20bh1E1SrliuR5dyIiIrmR4+8ejx07BkDHjh2ZO3cuXl5eVgslIiIiIiIiN5eRkcGCheaRYv1y0e2Vyc7OjudH92bUE9+xaFE4A/s3JzCwsqVjlhinTl1g//5T2NkZ6HKHs9YKSv9+zVi7dj9/L9vNk0/0wMWlaI3+y8jIYO1a85jDjh1DbJymcGhQ35/69auzZ89xps/YyHPP3pXrNY4cjWXMe39w5MjNOwErVixDYG1f3N1dWbwknO9/WEEZTzf6929+23UPH45h774T2Nvb0bdv01znKgkG9G/GzFkbCQs7RHR0HL6+ZXN0X2JSCq+8No0rV68RGlqVd98egr193s4QNBgMdOygv08iIlIy5Pq/lmvWrMHLy4vU1FSioqJIT9eByCIiIiIiIgVl586jnD59ETc35zwXWkJDq9Gta31MJhMTvlyUq5Fmkt2y691ezZoG4O3tbtsw1zVpXBNf37JcvXqNlav22TpOru3dd4ILF69QurQLzZrWsnWcQmPE8A6A+ayoS5eu5ure9HQj77//Z1bRy7eSFx061OXxUd344vORLF74BvPmvMJH4+7nzTfuztrr088XsHr17f8MzftrKwDt29WhfDmP3L2oEqJKlXI0axaAyWTir/k5P3/v888XcOZMHBUrluGTj4bj7OxoxZQiIiLFR64LX8nJyTz88MO4ublRt25dTp48CcCzzz7LRx99ZPGAIiIiIiIi8q/5C8zdXt27NcDVNe+dPOZOIEf27D3Bqju8sS03ZzKZsgpf3bs3sGmW/7Kzs6Pf9c6b+bl4k72wWL0mAoC2bYI15vA/mjcLICioMikpacz6Y3Ou7p31xyYO/xODh4cr8+a8wuw/X2bsB8MY/kAHWjSvjZdX6WzXP/ZoV/r3a4bJZGLM+3+wbfvhm6579eq1rL8DAwe0yNPrKikGXO+cW7R4B6mpd/4h8r+X7eLvZbuwszPw3rv34OnpZu2IIiIixUauC1+vvfYae/bsYe3atbi4uGQ93qVLF2bNmmXRcCIiIiIiIvKvuEtXWbf+AAD9+uVvpFiFCp48cH97AL7+einXrqXmO19JE7H/FGfOxOHq6kS7tnVsHSebu+5qjIODPfsPnOLw4Rhbx8mx/4457NQx1MZpCheDwcCI4eYzt+bM3cKVK8k5ui86Oo4ff1oFwDNP96JixTI52uvFF/rSsUMI6elGXn/jdw4cOHXDdUv/3klycir+1SvQsKF/zl9MCdS6VSAVKnhy+XISa9ZG3Pba02cu8tln8wF46MFO1KtXrSAiioiIFBu5Lnz99ddffPXVV7Rp0ybbYZh16tThyJEjFg0nIiIiIiIi/1q6dCfp6UbqBPtRO8A33+sNva8tFSuW4ey5eH6fvsECCUuWZct2AdC+Xd18dd9ZQ1mv0rRvZy7G5Wa0mq3t23eSCxcSKFXKmaYac3iDtm2C8PevQGJiCrPnbLnj9SaTiU8/m09KShqNGtWgV89GOd7L3t6Od98ZQtMmtUhOTuXFl6dy/Pi5bGvPnWceczhwQPNs7xHJjRwc7LM6MefOC7vldWlp6bw7ZhZJyak0aFA9q9gpIiIiOZfrwtf58+epUKHCDY8nJibqmxwRERERERErycjIyBpz2K9fM4us6ezsyDNP9QTgt9/XExt72SLrlgRpaemsXLUXgB49Gtg2zC1kvsm+bPlukpJSbJwmZ1avMY/dbNe2Dk5OGnP4v+zs7LIKIX/8ufmOv68rVuxh67bDODk58OrL/XP9vo2TkwPjxg4jONiP+PgkRr/wS9bXifCdRzlx4jxurk706NEwT6+npOnbpyn29nbs23eSQ4ejb3rNDz+u5ODB07i7u/Lu20Owt8/1W3ciIiIlXq7/69m0aVMWL16c9evMb5p++OEHWrZsablkIiIiIiIikmXnrmOcPn0RNzdnOney3Ai4jh1DaNCgOikpaXwz+W+LrVvchW09TEJCMuW83WncqKat49xUo0Y18PPzJikpJatIV5hlZGSwRmMO76hzp1D8/LyJj0/KKobfTHx8EhMmmt+/GTmiI1WqlMvTfm5uznz+6QiqVSvPuXPxjH7hZy5fTszqWurevSGlSrncYRUB8PZ2p0P7ugDMu94t91/bth/mt9/XA/DGawNzNJZSREREbpTrwte4ceN48803eeKJJ0hPT+fLL7+ka9euTJkyhQ8//NAaGUVEREREREq8+QvM4+q6d2uAm5uzxdY1GAyMfq43BoOBlav2snvPMYutXZz9/bd5zGHXrvULbUeGnZ1dVtdXURh3qDGHOWNvb5d1Pt/0GRtISUm76XVffb2Uy5cT8fevwLChbfO1Z5kypZjwxYNUrODJyZMXeG70z2zYcBAwjzmUnMv8fC1fsYerV69lPX7p0lX+74PZAAzo34z21wtkIiIiknu5/u68VatWbNq0iaSkJGrWrMny5cupWLEiW7ZsoXHjxtbIKCIiIiIiUqJdunSVdesOANCvX1OLr187wJe+fZoAMOHLxRiNGRbfozAwmUxcvXoNk8mU5zWuXr3Gho0H2bQ5EoDu3RtYKJ119OrZCEdHeyIjzxAVdcbWcW4rc8xh2zYac3gnPbo3oGIFTy5evMLiJeE3PB++8wiLl4RjMBh47dWBODrm//NZsWIZxo9/EE9PNw7/E4PRmEH9+tWpWdMn32uXJA0a+ONfvQLJyan8ff2cQJPJxAdj53Dx4hX8q1fgmad72TiliIhI0ZanH0sLDQ1l6tSpREREcODAAX777TdCQzWGQERERERExBqWLN1JerqR4GA/agf4WmWPxx7tSunSLhw6FM2SpTutsoetTZm6hm493qdX7w957vmf+Wby36xevY/TZy7eshiWlJRCWNghvv7mbx5+9Bt69Po/Xn1tGqmp6dSs6UNArUoF/Cpyx8urNO3bmTtHbjcWzxpSUtKIib2Uo2uzjzkMsWasYsHR0YFhw9oB5vP50tONWc+lpKTxySd/AdC/XzNCQ6pabN/q1Srw+WcjcXV1AuDugS0stnZJYTAYGHC962vuvDBMJhN//LmZLVuicHJy4P337sXFxcnGKUVERIq2XP/IT0JCwk0fNxgMODs74+Sk/ziLiIiIiIhYSkZGRlbBon+/Zlbbx8urNA892ImJk5bw7XfL6NghhNKli8+5PQkJyfx+/eyc+Pgktm//h+3b/8l6vnRpF2rX9iUosDI1a1Tk1OmLhO88woEDp2/ogKvi502jRjUYNKhl1rnXhVn/fs1YuWovy5fv5qmnelLKgqMybybu0lXmzdvKnLlhXL6cSN8+TXn2mV63HdEZEXEqa8xhs2YBVs1XXPTp3YQpU9cQG3uZZct3c1cv8xSeqb+u5dTpi5TzdueJx7tbfN86wX58+80ooqLOWPS8wZKkR/eGTP52GcePn+ePPzdnna/4zNO91EEnIiJiAbkufJUpU+a239j7+fkxcuRI3n33XezsCueccxERERERkaJi46ZITp++iHtpF6u/yXz3wBb8NX8bJ09eYMrUNTz9VE+r7leQ5szdQlJyKrVq+vDG63cTdSiaqKgzREad4ciRWK5evcbOnUfZufPoDff6+JShcaOaNGpUg8aNalChgqcNXkHeNWzoT9Wq5Th58gIrVuyxWgH16NGzzPpzE8uW7SY1NT3r8QULt7Mj/AjvvDWYevWq3fTezDGHbdoEa8xhDjk7O3LfvW34+pu/mTZtHT26N+TEifP8dr3A+8ILfaxWvA4IqERAQOHudizMSpd2oVvX+sxfsJ0vJy4GoG3bYJ2XJiIiYiG5/m5yypQpvPnmm4wcOZJmzZphMpnYvn07U6dO5a233uL8+fN89tlnODs788Ybb1gjs4iIiIiISIkxY+ZGAPr3b37bjhlLcHR04Nln7uKll6cye84W7hnSivLli1aR52aSk1P548/NANx/f3uCgioTFFQZMJ+Xlp5u5OixsxyKijYXwo6epWLFMjRpVINGjWrg61vWhunzz2Aw0K9vMyZ9tYT587dZtPBlMpnYtv0fZs7cyNZth7MeDw724957WuPp6ca4cXOJjo7jyae/5/5h7Xj4oc7ZzpwyjzmMAKBTR3UQ5Ub//s35ddo6Tp66wOo1+5g9Zwvp6UbatAnOGnEphdOAAc2zunnLl/fgjdfuLhIdpCIiIkVBrgtfU6dO5fPPP2fIkCFZj/Xt25fQ0FC+++47Vq1aRdWqVfnwww9V+BIREREREcmHAwdOsWfPcRwc7Bk0qGWB7NmyRW3q16/Onj3HmTJ1LS+/1K9A9rWmBQu3Ex+fhK9v2ZueH+XgYE/tAF9qB/jSu3cTGyS0vl49G/Hd98uJOhTNwcjTBAf55Wu9lJQ0VqzYw4xZGzl27BxgLrC1b1eHe+9pQ2ho1aw38af9+hzjJyxk6d+7+HXaOraEHeKdtwdTs4Z5pNv+/ac4fz4BNzdnmjWtlb8XWsKUcnNmyOBW/PTzKj76eB7Jyam4uTrx4vN9VEQp5GoH+NK8WQC7dh/j3beH4OnpZutIIiIixUauZxFu2bKFhg0b3vB4w4YN2bJlCwBt2rTh5MmTd1xr8uTJ1KtXDw8PDzw8PGjZsiVLly7Net5kMjFmzBh8fX1xdXWlQ4cO7N+/P9saKSkpPPPMM5QrV45SpUrRt29fTp8+nduXJSIiIiIiUuhkdnt17VKP8uU8CmRPg8HAY492BWDhoh1ER8cVyL7WkpaWnvV5vH9YOxwc7G2cyDY8Pd3o0MFc9JszJyxfa127lspDj3zN2I/mcuzYOVxdnRg8qCWzZr7A2A+HUa9etWxFl9KlXXj7rcF8+MFQPD3dOHw4hoce/prpMzaQkZHB6jXmbq82bYJxdnbMV7aSaPCglri5OZOcnArAqFHdqFixjG1DSY58/NED/DX3VRo1qmHrKCIiIsVKrgtffn5+/PTTTzc8/tNPP1GlShUALl68iJeXV47W+uijj9ixYwc7duygU6dO9OvXL6u49cknn/DFF1/w1VdfsX37dnx8fOjatStXrlzJWmP06NHMmzePmTNnsnHjRq5evUrv3r0xGo25fWkiIiIiInJddHQc6en6ntqWYmIuZY1/u/eeNgW6d8MG/jRtWov0dCO/TFlToHtb2rLlezh3Lp5y3u706tnI1nFsavDd5q7BpX/v4tDh6DyvM2OmucvL09ONp57swV9zX+X50X3wq+x92/s6dgjht1+fo2XLQNLSjHz19VKeefYnVq02n+91s248uTMPDzfuHtgCgDrBfgwc0MLGiSSnnJwcKFOmlK1jiIiIFDsGk8lkys0NCxYsYPDgwQQFBdG0aVMMBgPbt28nMjKS2bNn07t3byZPnszhw4f54osvch2obNmyfPrppzz00EP4+voyevRoXn31VcDc3VWxYkU+/vhjRo0aRXx8POXLl2fatGncc889AERHR1OlShWWLFlC9+7dc7RnQkICnp6exMfH4+FRMD9FKSIiIiJSWM2ctZGJk5ZQqZIXQwa3ovddjSlVysXWsUqcLycuZtYfm2japBZfTniowPffv/8Uj46ajJ2dgem/PU/VquUKPEN+GY0ZDLt/AidPXeDpJ3sydGhbW0eyuXfencnKVXtp0KA6X096NNfj8C5cSOCe+74gOTmV98bcQ9cu9XOdwWQyMX/BdiZ9tSSrS8nNzZnFC99Qx1cepaams2TpTtq1DaZsWXdbxxERESlU9P5/yZPrjq++ffty6NAhevXqRVxcHBcuXKBnz55ERkbSu3dvAJ544olcF72MRiMzZ84kMTGRli1bcuzYMWJjY+nWrVvWNc7OzrRv357Nm82HEoeHh5OWlpbtGl9fX0JCQrKuuZmUlBQSEhKyfYiIiIiICFy5kswvv6wGzB1HX05cTP+BHzPpqyXExF6ycbqS48qVZBYu3A7AffcVbLdXprp1q9CmdRAZGSZ++nmlTTLk17r1+zl56gLu7q7069/M1nEKhSef6IGzsyO7dx9nzfURg7nxw08rSU5OpW6dKnTpXC9PGQwGA/37NWPqlGcIDa0KQLeu9VX0ygcnJwf692umopeIiIgIuSx8paWl0bFjR1JSUhg3bhxz585l3rx5jBs3jurVq+cpwL59+yhdujTOzs48/vjjzJs3jzp16hAbGwtAxYoVs11fsWLFrOdiY2NxcnK6Yazif6+5mXHjxuHp6Zn1kTmiUURERESkpJs5ayNXrl7D378Cr7zcn2rVypOYmMKMmRsZcs/nvP3ODPbvP2XrmMXegoXbSUpOpUaNijRvFmCzHI880gWAlav2ceTorf+NVRiZTCamTVsHwKC7W1DKzdnGiQoHH58y3D+sHQCTvl5KSkpaju/9558YFi8OB+DZZ3rlulvsf/lV9uabrx7jx++fYPRzvfO1loiIiIhIplwVvhwdHYmIiMj3N7f/FRgYyO7duwkLC+OJJ55gxIgRHDhwIOv5/93LZDLdcf87XfP6668THx+f9XHqlP7hLiIiIiJy+XIis2ZtAuDRR7rQv18zfp/2HJ9/OoKmTWphNGawavU+Hh01mVFPfMuatREYjRk2Tl38pKcb+XP2FsB8tpcl//2VW7UDfOnYIQSTycRPP62yWY682Lb9H6IORePi4sjgQa1sHadQGTa0LRUreHL27GWmz9iQo3tMJhOTvl5KRoaJjh1CCA2tZpEs9vZ21KlTBScnB4usJyIiIiKS61GHw4cP56effrJYACcnJ2rVqkWTJk0YN24c9evX58svv8THxwfghs6tc+fOZXWB+fj4kJqayqVLl255zc04Ozvj4eGR7UNEREREpKT7ffp6kpJTqV3bl/bt6gJgZ2dHy5aBfDnhIX6d8gy9ejXCwcGefftO8uZb03nx5alkZKj4ZUmrVu/j3Ll4vL3d6dY19+cnWdojD3fGYDCwdt1+IiPP2DpOjk2bthaAvn2aUqZMKZtmKWxcXJx46qmeAPw6bR1nz16+4z1hYYfYvv0fHB3teeKJnJ2nLSIiIiJiC7kufKWmpjJ58mQaN27MqFGjeOGFF7J95JfJZCIlJQV/f398fHxYsWJFtr3XrVtHq1bmn9Zr3Lgxjo6O2a6JiYkhIiIi6xoREREREbmzCxcSmD0nDIDHHu160y6jWrUq8dYbg5g7+2VGjuiIs7Mj27YdZtmy3QWctvgymUzMmLkRgLsHtigUXTD+/hXp1s1cgPvhp6Jx1ldExEl27jqGg4M9991rmzPSCrvOnUKpX68aKSlpTP522W2vTU838tXXSwEYdHdL/Cp7F0REEREREZE8yfW/oiIiImjUqBEAhw4dyvZcbkdwvPHGG/Ts2ZMqVapw5coVZs6cydq1a/n7778xGAyMHj2asWPHEhAQQEBAAGPHjsXNzY2hQ4cC4OnpycMPP8yLL76It7c3ZcuW5aWXXiI0NJQuXbrk9qWJiIiIiJRYv/62jpSUNEJCqtKyRe3bXluunAePPdoVV1cnJn+7jK8n/03btnUoXdqlgNIWXzt3HeXQoWicnR0Z0L+5reNkefjBzqxcuZctW6LYt++ExcbcWcuvv5nP9urerQEVK5axbZhCymAwMPq53jz0yDcsX7GHgQNaUK/ezX9fFy3awbHj5/DwcGXE8I4FnFREREREJHdyXfhas2aNxTY/e/YsDzzwADExMXh6elKvXj3+/vtvunbtCsArr7xCcnIyTz75JJcuXaJ58+YsX74cd3f3rDXGjx+Pg4MDQ4YMITk5mc6dOzNlyhTs7e0tllNEREREpDiLjb3M/PnbgFt3e93Mvfe0ZvHicE6eusBPP6/iuWfvsmbMEiGz2+uuXo3w9HSzcZp/+fl506tXIxYu3MH3P65g0peP2DrSLR05GsvGjQcxGAzcf387W8cp1AIDK9O7d2MWLtzBhC8X8eMPT2Bnl30wTGLiNb7/0dzp99CDnfHwcLVFVBERERGRHDOYTCaTrUPYWkJCAp6ensTHx+u8LxEREREpcT76eB4LFm6nUUN/vpr0aK7u3brtMM+/8Av29nZM+eVpatbwsVLK4u/48XMMvX8CBoOBWTNewM+vcI2Ti429zD33fU5ampGJXz5Mk8Y1rb5nTMwlNm+OZNPmKE6cPE/jRjXo0qUejRrWwMHh5j/s+N7//cGyZbvp2CGEDz8YavWMRV1c3BXuue8LEhNTeOP1u+l9V+Nsz3/73TJ+nbaOqlXK8du05275eRcREREprPT+f8mTp4Hx27dv588//+TkyZOkpqZme27u3LkWCSYiIiIiItZ3+vRFFi8JB+DRR7rm+v7mzQJo364O69YfYPz4hUya+EiuR6CL2YxZ5m6vtm2CC13RC8DHpwz9+jZl9pwwfvhxBY0b1bD473V6upH9+0+xeUsUmzZHcvTo2WzPL1oczqLF4Xh5laJzp1C6dK5PSEiVrC6l6Og4Vq7cC8DwB9pbNFtxVbasOw+O7MRXXy/l2++W0bFDXUqVMo8tjY29zMxZmwB48skeKnqJiIiISJGQ68LXzJkzGT58ON26dWPFihV069aNw4cPExsby4ABA6yRUURERERErOTnX1ZjNGbQonlt6tevnqc1nn32LraEHWLnrmOsXLWXrl3qWzZkCRAXd4Vly3YDMPS+trYNcxvDH+jAgoU72LfvJGFhh2jZMjDfayYlpbDpeldXWFgUCQnJWc/Z29sRGlqVVi2D8PevwKZNkaxZG8GlS4nMnhPG7DlhVKxYhi6dQ+nSpT4LFmzHaMygWbMAAgMr5ztbSTF4UEvmz9/GqdMXmTJ1LU892QOAb79fTmpqOg0b+NO2TbCNU4qIiIiI5EyuC19jx45l/PjxPPXUU7i7u/Pll1/i7+/PqFGjqFSpkjUyioiIiIiIFRw/fo5ly3cD8OijXfK8TiUfL0YM78APP65k0ldLad0qCDc3ZwulLBnmzttKamo6detUITS0qq3j3FK5ch7cPbAFM2Zu5PsfVtCiRe18dX2lpxt5/Inv+OdIbNZj7u6utGxRm1atgmjRPAAPj3/POmvdKogXnu/D9u3/sHLVXtatP8DZs5f5ffoGfp++Ieu64fer2ys3HB0dePbZu3j5lV+Z9ccm+vZpwpUrySy//vXhmad7qZNTRERERIqMXBe+jhw5wl13mQ+tdnZ2JjExEYPBwPPPP0+nTp147733LB5SREREREQs76efV2EymWjXtg7BQX75WmvofW1ZvGQn0dFxTJm6hief6GGhlMVfSkoac+eFAXDfvW0KfYHh/mHt+Gv+NqIORbN+/QHat6+b57WWr9jDP0dicS/tQt++zWjdOpCQulVvO1LPwcGeli0DadkykFdS0tgSFsWKFXvZtDmS1NR06terRsOG/nnOVFK1ahlIi+a1Cdt6iElfLeHKFXPnXY/uDQkKUveciIiIiBQddrm9oWzZsly5cgWAypUrExERAcDly5dJSkqybDoRERERKfZMJhMHI08TtvWQraOUKIcPx7Bq9T4MBgOPPpL3bq9Mzs6OPP9cbwBmztrEiZPn871mSbF06U4uX06iUiUv2rWrY+s4d+TlVZohg1sB8P0PK0hPN+ZpHaMxg1+nrQXggQc68NSTPWhQ3z9X50g5OzvSoX0IH34wlMWL3uTzT0cwbuz9hb54WBgZDAaefaYX9vZ2bNwUyZ69J3B2dmTUY7k/+09ERERExJZyXPh66KGHuHLlCm3btmXFihUADBkyhOeee45HH32U++67j86dO1stqIiIiIgUL1euJDNnzhZGPvgVDz/yDS+8OCVrrJZY3w8/rQSgc6dQatb0sciarVsH0apVIOnpRr4YvxCTyWSRdYuy9HQj8fFJxMRc4siRWPbtO0HY1kOsXrOPRYvD+ePPzfx2fUTfkMGtclX0saWh97XFw8OVY8fPsfTvXXlaY/2GA5w8eQH30i4M6N8s35lKuTnTsmUgZcqUyvdaJVX16hUYdHfLrF/fd28bKlYsY7tAIiIiIiJ5YDDl8F+j9vb2xMTE4ODgwLVr1/D19SUjI4PPPvuMjRs3UqtWLd5++228vLysndniEhIS8PT0JD4+Hg8PD1vHERERESm2TCYT+/adZP6CbaxeE0FKSlq258uX92Dm9BdwdXWyUcKS4cCBUzzy2GTs7Az8/ttoqlUtb7G1T5++yLAHJpCWZmTch8PyNQavsDt/IYGzsZe5ePEKFy4kcOHilev///r/Xkzg8uWkHBUAS5d2Yd7cVylVhM5GmzlrIxMnLaFcOQ9mzcjd31uTycSDD3/NoUPRPPRgJx55OP9dh2IZV64kM/Khr7CzMzDll2eK1J9JERERkZvR+/8lT47P+Mr8x1rZsmWzHrOzs+OVV17hlVdesXwyERERESk24uOTWPr3ThYs3M7x4/+OwPP3r0DfPk3p1CmUx5/4jpiYS/z2+zoefUSjtazp+x/N3V49ejS0aNELwM/Pm6H3tWXqr2uZMHExzZsH4OJS/AqZc+aG8fkXC3J8vZOTA25uzri5OVPKzRk3N6esX7u5OdO5c2iRKzAMHNCCP2dvISbmErP+2MTIER1zfO/WrYc5dCgaV1cnBg9qZcWUklvu7q5M/200BoMBJ6dcHwsuIiIiImJzufouVnPSRURERCQ3UlPT+WL8Qpb+vZO0NPM5QC4ujnTuVI++fZsSUrdK1veYzzzdkzfenM7v0zfQ+64mVKpU9CYJFAW7dh9j27bD2Nvb8dDITlbZY8TwDvy9bDdnz15m2m/Fr5B55Uoy3/9gHv9eoYIn5ct7UM7bnXLlPPD2ds/2/73LuePh7lpkRhjmhpOTA6Me68aY92bx2+/r6du3KWW9Sufo3qnT1gLQr28zPD3drBdS8sTZ2dHWEURERERE8ixXha/atWvfsfgVFxeXr0AiIiIiUjykpxsZ894s1q7bD0BgbV/69m1K1y71KV3a5Ybr27erS6NGNdi58yhff7OUD/5vaEFHLvZSUtL45NO/AOjTuwm+vmVvf0Meubg48ewzvXjzLXMhs2fPRvhV9rbKXrbw2+/ruXIlGX//Cvw65Vns7XN8dHKx06VzKDNnbiQy6gxTpqzmhef73vGe3XuOsWfPcRwd7bnvvjYFkFJEREREREqSXBW+3nvvPTw9Pa2VRURERESKCZPJxCef/sXadftxdLRn3Nj7adUy8Lb3GAwGRj97FyMf+orVayLYtesoDRvWKKDEJcMPP67kxInzeHu7M+qxblbdq0P7ujRtUovtO/7hyy8X8+knw626X0E5fz6eP/7cDMATo7qX6KIXmMffP/VUD5559ifm/bWNwYNaUaVKudve8+uv6wC4q1djypfTGQsiIiIiImJZuSp83XvvvVSoUMFaWURERESkGDCZTEz6aimLFodjZ2fg/ffuu2PRK1OtWpXo17cZ8/7ayoQvF/PzT0+V+MKCpezde4IZMzcC8OrL/a0+Xs5gMPD88715YPhENm2OZO26CDq0D7HqngXhp59Xk5KSRv161WjdOsjWcQqFxo1q0rJlIFu2RPHtd8v58INbd2tGRZ0hbOsh7OwMDBvargBTioiIiIhISZHjdxF0vpeIiIiI5MSUqWuYOctcYHnj9btp365Oru5/9JEuuJd24fA/MSxctMMaEUuc5ORUPhg7G5PJRK+ejWjTJrhA9q1erUJWceOzzxeQkJBUIPtay/ET51i8JByAJ5/ooX8j/ceTT3THzs7AmrURREScvOV1v04zd3t16VKfypWtM2pTRERERERKthwXvkwmkzVziIiIiEgxMHvOFn74cSUAzz17F716Nsr1GmXKlOLhh7sA8P0Py7lyJdmiGUuib79bxunTFylf3oPnnr2rQPd+cGRHqlUrT1zcVSZOWlKge1va99+vwGjMoG3bYEJDq9k6TqFSs4ZP1t/3r79ZetN/Px4/cS7rzL/h97cv0HwiIiIiIlJy5LjwlZGRoTGHIiIiInJLy5bv5ovxCwF46MFO3DOkdZ7XGjigOdWrl+fy5SR+nrLaUhFLpJ07j/Ln7C0AvP7qQNzdXQt0f2dnR954/W4MBgNLlu4kLOxQge5vKRERJ1m7bj92dgYet/L5aEXVIw93wdnZkT17T7Bh48Ebnv/tt/WYTCbata1DjRoVbZBQRERERERKAh2YICIiIiL5tnHjQT74cDYAgwa15OGHOudrPQcHe559xtyZNHv2Fo6fOJfvjCVRUlIKH46bA0DfPk1p0aK2TXKEhlRl8KCWAHz86V8kJqXYJEdemUwmvvn2bwB69WyEv7+KNjdToYJnVsH7m8l/k55uzHouJuYSy5bvBmD4A+r2EhERERER61HhS0RERETyZefOo7z1zgyMxgx69mjI6GfvssjZRy2a16ZN6yCMxgwmFfERebby9TdLiYm5hI9PGZ55ppdNs4x6rBu+lbw4e/Yykyf/bdMsubUl7BC7dx/Hyckh30Xd4u7+Ye0oU8aNkycvsOg/Z/RNn7EBozGDpk1qUadOFRsmFBERERGR4k6FLxERERHJs4ORp3nl1V9JTU2nbdtgXn9tIHZ2lvsW85mne+HgYM+WsENs3hJlsXVLgm3bDzPvr20AvPH63ZRyc7ZpHldXJ157dQAAc+dtZdfuYzbNk1NGYwaTv10GwOBBLalYsYxtAxVypUu78ODITgD8+PMqkpJSuHjxCguvF8FGDO9gw3QiIiIiIlISqPAlIiIixcrJkxf49rvlGo1XANasjWD087+QlJxKo0Y1eH/MvTg42Ft0jypVynHPkFYATJy4mLS0dIuuX1xdvXqNcePmAnD3wBY0aVzTxonMmjSpRZ8+TQD46KO5pKSkFXiGhIQkfvhxBQsX7cjR/stX7OHIkVjcS7vwwP0a0ZcT/fs1o3LlssTFXWXGzI3MnLWJ1NR0QkKq0rChv63jiYiIiIhIMafCl4iIiBQLSUkpfDP5b+4f/iW/TlvLq69Os8mb6iXB1avXeP///uTNt6Zz5UoyISFV+fijB3B2drTKfiNHdMTLqxQnT11g9pwwq+xR3EyctJiz5+Lx9S3Lk0/0sHWcbJ55qhfly3tw6vRFfvxpZYHtazKZWLlqL/cNG88vU9Yw7qO5DLj7E378aSVxcVduek9KShrf/7ACgPvvb4+Hh1uB5S3KHB0deGJUd8A84nDePPPf2xEPdLDIGFQREREREZHbUeFLREREijSTycSKlXu4b9h4fvt9PenpRhwc7Dl1+iK/T19v63jFzv+3d9/xNZ7/H8df2bIjiYgQoxozVq0WrVWjLWrVbFVpUaNmtWpXS3UotatWrRhFB4raoxSl1CoaI8QIGSLznHP//vCTb7W25JyM9/Px8CDnvu77/lzJ/ZHk+pzruvbuO8VrHSbw89r92Nvb0eG1Wkye+GaGLqPn7p4rbRB91uwNXIuOz7B7ZQc7dh7jp1X7sLOzY8jgFri6Ots6pNt4eORi4ICmACwK286RoxEZfs/Ll2N57/15DBseRnT0DQoVykPevD7ExNxg1uyNNG/5GWM+Wc7ff1+67bwVK3dz6VIMefJ40eqVahkeZ3ZSu3YopUoWIDExhYTEFJ4sGki1asVtHZaIiIiIiOQAdoZhGLYOwtbi4uLw9vYmNjYWLy8vW4cjIiIiD+jUqYuM+/LHtL2CgvLlpk/vRiQmpTB8xGKcnR2Z/21vChTws3Gk1vP9D3tYumwnzs6OuLm54ObqfPNvNxdc//FvD49clAktSKFCeR5oBkZycirTpq9j8ZIdAOTP78uwIa9QpkyhjO4SABaLhTffmsqx4+epXSuUj0a1zVYzR44cjcCwGJQqVeCx+hUXl8irr40n6up1WreuTu9eL6VjlOlrxMjFrFv/B0WLBjLrm+44OTmm+z0sFgsrVv7G1GlrSUhIxtHRgdc71KLDazWxs7Njy5bD/ym+Va0SQps2NShVsgCt2nxBbGwC77/XjCaNK6d7fNnd/gPh9Og5A4APR7bh+bplbRyRiIiIiOREGv/PeVT4Qg++iIhIVnP9eiIzZ23gu+W7MJstODs78nqHWrRr+ywuLk4YhkGfvrPZs/ckVauEMO6LjtmqSHI3168n0qz5WBISUx74nAIF/Hi2Rklq1ChJmdCCd9yj6/jx83w4ainhp2/um9b05Sr07PECbhk4y+tOjhyNoGu3aZjNFvr3bUyLFs9Y9f4ZJTz8Eh06TsRstlCkcABNmlSmYYMKeHs/+LJ68fFJbN78J8tX7ObY8fMUDPZn7pxeGbb8ZHqIiblBu1fHExNzg86d6tK5U910vf7pM5f55JMVHDx0BoDQ0IIMeq8ZRYrkva2dYRj8+edZFi3eztatR7BYbv565OnpyvXriRQqlId5c99J9/3rcoq5327m6rXr9O71Eg4OWnBERERERKxP4/85jwpf6MEXERHJKiwWC6vX7GfqtJ+Jjr4BQK2apenV80Xy5ct9W9uzZ6N47fUJpKaa+ejDttSpU8YWIVvVvPlbmDptLUUKB9D97YbcSEi+ucxYQjKJickkJNz8d0JiClevxnHw4BlSU81p53t7u1HtmeI8+2xJqlQOuTljbsFWZs7agNlswc/Pk0HvN6faM7Zbrixs8Xa+mrgaJycHpk/tRokS+W0WS3qZMHEVixfvuO01Z2dHatUsTZPGlalQocgdC7cpKSZ+3fUX69YdYMfOY6SkmABwcXFi4oTOhIYWtEr8j+OXDQcZNjwMR0cHZs/qQdEnAh/7mqmpJuYv2MqcuZtITTXj5upMt24NaNa06n0LLxcuXGPpsl/58cc9aQXkMR+3p2bN0o8dl4iIiIiI2IbG/3MeFb7Qgy8iIpIVnDwZyWdffM+hQ2cBKFjQn359G1Olcshdz/lm5i/Mmr0Rf38vFi3og7t7LmuFa3UpKSZavvIZUVevM2RwS1584an7nnMjIZndu/9i2/aj7Nx5nOvXE9OOOTs74u/vxYUL1wCoVas0Awc0xcfHPcP68CAMw+D9D+azbdtRgvLlZvasnnh6uto0pseRkmLi5WafEBubwIjhrYmPT+T7H/Zw4kRkWpvgAn40blyZF198Ch9vNw4eOsPatQfYuOnP275mRQoH0KBBeerXK09goI8NevPw/vn1LFmyANOndn2smVVnzl5h8JCFaXt1PfN0Md4d0PShPx/x8UmsXvM7DvZ2NG/+dI6YMSoiIiIikl1p/D/nUeELPfgiIiKZ2Y2EZL6Z+QvLlv2K2WzB1dWZTm/UodUr1e67J1ByciqvdpjA+fPXMv1+R4/rp1X7GD3mO/Lk8WLZkgEPvV+SyWTm0KEzbN1+lG3bjqYVvNzdXejXtwkNG5TPNIP/cXGJvNF5EpGR0dSqWZqPP2qXaWJ7WBs2HGTo8DDy5PFi+bKBODjYYxgGx46f54cf9rB+/R9pM48cHOzJnduDqKi4tPP9/b2oX68c9euXI+TJfFny83AlKo72r44nPj6Jdm2fpWePFx7pOjcSkunceTJnz0Xh4+NGn3caUa9euSz5ORERERERkfSj8f+cR4Uv9OCLiIhkRoZhsGnzn0z4ahVXrtwc6K9dK5Te77xEQID3A19n1+6/6Nd/Dg4O9sz6pgchIfkyKmSbsVgsvNbhK8JPX6ZH94a0b/fcY13PMAzCwy/z14kLPFXhiYf6fFvLkaMRdHt7OiaTmT69G9HqlWq2DumR9Ok3m99+O0HH12vT5a16/zmekJDMLxsO8sMPezhyNAIANzcXatcKpUGD8lQoXyRb7Ju0ecuffDB4IQAff9SO2rVCH+p8wzAYMXIx6385SECANzNndMfPzzMjQhURERERkSxG4/85jwpf6MEXERHJbCLOX2XcuB/ZtfsvAIKCfOnftzHPPOLeUkOGLmTjpj8JDS3ItCldsLfP+oWCf9qx8xjvDvwWNzcXVi5/Dw+P7Luk4z8tWbqT8RN+wtHRgWlTulCqVLCtQ3ookRejafnK5xiGwbIlAwgK8r1n+1OnLnIlKo4K5Yvg4uJkpSitZ9LkNSxctA03NxdmftOdQgXzPPC5K1fu5tPPv8fBwZ7JE9+ibNlCGRipiIiIiIhkJRr/z3my16iPiIiIZGkpKSZmz9nIq69NYNfuv3BycuCNjrVZMK/3Ixe9AHq/8xJurs78+edZfvxpXzpGnDksXLgNgKYvV8kxRS+AV1o+Q61apTGZzAwZtoi4uMT7n5SJrFq1D8MwqFSx6H2LXgBFiwbydNVi2bLoBdCta30qlC9CQkIyH3ywgISE5Ac6768TFxj/1aq0a6joJSIiIiIikrOp8CUiIiKZwpGjEXR4/StmfPMLKSkmKlUsyrdz3+GtN+s99kB/njzevPX/y8hNmfoz0dHx6RFypnDkaAT7D4Tj4GCfZZf7e1R2dnZ88H4LgoJ8uXgxho/HLCOrLGZgNltYtepmEbZx40o2jiZzcHR04MORbfD38yT89GXGjF1+36/njRtJDBm6iJQUE9WrlaBtmxpWilZEREREREQyKxW+RERExOaSklL4YPACzp6Lws/PkxHDWzNhfKeHWursflo0f5qQJ/Nx/Xoik6f+nG7XtbWFC7cCUL9euUy5F1dG8/DIxUcftsXJyYFt246yeMkOW4f0QPbsPcmly7F4erry3LOlbB1OpuHn58lHo9rh4GDPhg2HWLJ0513bGobBJ2NXEBFxlbx5fRg6pGW2W8ZUREREREREHp5+MxQRERGbm79gK5cvxxIY6MPC+X2oX68cdnZ26XoPR0cHBgx4GYDVq3/nwB/h6Xp9Wzh//hqbtxwGoF3bZ20cje2UKJGfd3q+CMDkKT/z559nbRzR/f34414AGjYon22XLnxUZcsWotf/fz0nTV7DwYNn7thu+YrdbNh4CAcHe0aNbIOXl5s1wxQREREREZFMSoUvERERsamLF2OYv+DmrKWePV7A09M1w+5VJrQgTRpXBuCzz7/HZDJn2L2sIWzxdiwWg6erFqNo0UBbh2NTzZs/TZ3aoZjNFoYODyMuLsHWId1VdHQ827YfBaBxIy1zeCevtHyGes+XxWy2MGToQq5evX7b8WPHzvPVxJv7evXo3pDQ0IK2CFNEREREREQyIRW+RERExKYmT11DSoqJCuWLULtWaIbfr/vbDfDxcSM8/DJhi7PGsnh3EhNzg5/+f4+odu1y7myvW+zs7Bj0fnPy5/fl0qUYPvv8e1uHdFc/rz2AyWSmZMkCPPlkPluHkynZ2dnx3sBmFCkcQNTV6wwdviitUB0fn8SQYYtITTXz7LMlad2quo2jFRERERERkcxEhS8RERGxmQN/hLNhwyHs7e3o3fuldF/e8E68vNzo0f0FAKZ/vY616w5k+D0zwoqVu0lOTqV4sSAqPvWErcPJFNzdczFqZNub+0NtPMSWrUdsHdJ/GIbBTz/dXOaw8UsVbRxN5ubm5sLo0e1xc3PhwIHTTJ22FsMwGP3Jd1y4cI18+XIzeFBLq/y/ISIiIiIiIlmHTQtfY8aMoXLlynh6ehIQEEDTpk05fvz4bW0Mw2DEiBEEBQXh6upKrVq1OHz48G1tkpOT6dWrF/7+/ri7u9OkSRMiIiKs2RURERF5SGazhfETbi5V1qRxZYqFBFnt3i++8BQNG1TAbLYw8sMlLFm602r3Tg/JyaksXfYrcHO2lwb+/6dEifxp+519/sX3xMUlZuj9EhNTSEkxPXD7Pw+fI/z0ZXLlcqJevXIZGFn2UKhgHgZ/0AKARWHbGTJ0EZs3H8bR0YFRH7bFyyvjlkYVERERERGRrMmmha8tW7bQo0cPdu3axfr16zGZTNSvX58bN26ktfn0008ZN24ckyZNYs+ePQQGBlKvXj2uX//fOv99+vRhxYoVhIWFsX37duLj42nUqBFmc9bet0NERCQ7W7V6H3/9dQEPj1y89ebzVr23nZ0dQwa3oNUr1QAYP+EnZnyzHsMwrBrHo1qz5ndiYm6QL19uqywPmdV0eqMOBQv6c/XqdSZOWv3Y1zOZzJw9G8WOHcdYFLadTz9bSc93vuHlZp9Qt94IXnjpI9b8vP+BrvXjj3sAqFOnDO7uuR47tpygdq3QtGLmps1/Ajf3AyxVsoAtwxIREREREZFMys7IRCM8V65cISAggC1btvDcc89hGAZBQUH06dOH9957D7g5uytv3ryMHTuWrl27EhsbS548eZg3bx6tW7cG4MKFCwQHB7N69WoaNGhw3/vGxcXh7e1NbGwsXl5eGdpHERERublHT6s2XxATc4Pe77xksz16DMNg7reb+XrGegCaNa1Cv75NcHDIvKtBm80W2rX/knMRV+nTu1Fa8U5ud/DgGd7u8TWGYfDluDeoWiXkoc5PSEhmwsRVHNgfzoXIaMxmy33PadnyGd7p+SKOjg53PH4jIZkmL48hMTGFqZO7UK5c4YeKKSczmcz06TuL3/eHU6tWaT4e1U4zHUVERERE5IFo/D/ncbR1AP8UGxsLgK+vLwDh4eFcvHiR+vXrp7VxcXGhZs2a7Ny5k65du7Jv3z5SU1NvaxMUFERoaCg7d+68Y+ErOTmZ5OTktI/j4uIyqksiIpJJbdr8J/Pmb7nvEmUO9vbUrVuW9u2ezdTFkKxm9pyNxMTcoFChPLRo/rTN4rCzs6Pj67Xx9nbj8y9+YMXK34iNTWDY0FY4O2eqH5PSbN9+lHMRV/H0dKWR9oi6q7JlC9GixdMsW/Yrn4xdwfx5vXF3c3mgc1NSTAwavIA9e06mvZYrlxPBwf4UDPYnONif4AJ+BAf7U6CAH0uX7WT2nE0sW/YrJ/66wEej2uHn5/mf627YcJDExBQKFvSnbNlC6dbXnMDR0YHPP3udffv+pkqVJ1X0EhERERERkbvKNCM6hmHQr18/atSoQWjozSV7Ll68CEDevHlva5s3b17OnDmT1sbZ2ZncuXP/p82t8/9tzJgxjBw5Mr27ICIiWcSWrUcYNjzsgWZwAJw4GcmevScYPrQV/v56Z9DjOnP2StqeWr17vXTX2THW1KxpVbw8XRk5aikbN/3J9fgkxnzcHrcHLJQ8qhsJyVyNus7Vq3FcibpOTMwNLJZ7P5erV/8OQPNmVTM8vqyuW5f67NhxjMjIaKZNW0v/fk3ue47JZGbEyMXs2XMSV1dnhg5pSelSwfj7e9212PLWm/UoUaIAH45awh8Hz/BGp0l8/HF7yoQWvK3djz/tBaBxo0oq3DyCXLmcqV69hK3DEBERERERkUwu0xS+evbsycGDB9m+fft/jv17YMAwjPsOFtyrzaBBg+jXr1/ax3FxcQQHBz9C1CIiktXs3XuSYcMXYTZbaNigAi++UOGe7c+cucLkqT+zb9/fvP7GRIYPa0WVyg+3ZFpWZjKZ070wNXHSasxmC9WqFefpp4ul67UfR926ZfH0cmXQBzdn+rzTeyaff/Y6Pj7uj33tU6cusnrN71y5EsfVq9eJirr5d0JiyiNdz9nZkVdaPvPYcWV3bm4uvDewKX36zua75buoW7cM5csVuWt7wzAY++lKNm85jJOTA2PHvEqlSk8+0L2erVGSb2Z054MPFhB++jI9es6gb59GNH25CnZ2dvz99yUOHz6Hg4M9LzS89/87IiIiIiIiIvLoMkXhq1evXvzwww9s3bqVAgX+t0l1YGAgcHNWV758+dJev3z5ctossMDAQFJSUoiOjr5t1tfly5epVu3Oe164uLjg4qJ3SIuI5DRHjpzjvUHzSU01U6tmaT4Y1Py+RZ1KlZ6kYqWiDBsWxslTF+nbbw6vvVqTNzvXzRQzlTKKyWRm3vwtzP12M2XLFKJP70Y88UTe+594H7/+epydO4/j4GDPOz1fSodI01eVyiFMnNCZfgPmcORoBG/3+Jrx494gb16fR77mXycu0L3HDBISku943M3VGX9/L/z8PPH19cDhAZ6r52qUxNf3v0vpyX9VqRxCo5cq8tOqfYwZs5xv576Di4vTf9oZhsHESWtYtXof9vZ2fDiizQMXvW4pVDAPX3/9NqNHf8emzX/y2effc+RIBAP6N+HHVTdne9WoXkJfOxEREREREZEMZGcYhmGrmxuGQa9evVixYgWbN28mJCTkP8eDgoLo27cvAwcOBCAlJYWAgADGjh1L165diY2NJU+ePMyfP59WrVoBEBkZSYECBVi9evUd9/j6N21uJyKS/Z36+yI9es4gLi6RypWe5LNPOzzUHk7Jyal8NXEVK1b+BkDZMoUYOaL1YxVEMqszZ68watRSjhyNSHvNwcGeli2fofMbdfHwyPVI1zWZzLzaYQJnz0bRtk0NevV8Mb1CTnenT1+mT7/ZXL4cS94AbyaM70zBgv4PfZ3Ii9F06TqNq1evU7p0MHXrlMHPzxN/fy/8/Tzx8/PUcoVWcP16Iu1fHU/U1eu0b/ccPbo3/E+bOXM38fWM9QAM/qAFL7346PunGYbBgoXbmDZ9LRaLQYni+Ym8GE1sbAKff/Y61Z4p/sjXFhERERERkYej8f+cx6aFr+7du7Nw4UK+//57ihf/3wCAt7c3rq6uAIwdO5YxY8Ywe/ZsQkJCGD16NJs3b+b48eN4et58t+zbb7/NTz/9xJw5c/D19WXAgAFcvXqVffv24eBw/3dN68EXEcneLly4Rre3pxN19TqlSwUzYXynRy42bNhwkE8+XcGNG8l4ebky5IOW1KhRMp0jtg2LxcJ3y3cxZepakpNT8fDIRdcu9dmz5yRbtx0BwNfXgx5vN6RBg/LY29s/1PUXL9nBhK9W4ePjzpKw/o9cQLOWixdj6NNvFmfPRpE7tztfjnuDYiFBD3x+XFwCXd+ezpkzVyhaNJApk97C09M1AyOWe9m2/SjvvT8Pe3s7Znz9NiVL/G+Vge+++5UvvvwRgN7vvETrVtXT5Z579pxk2IgwYmMTAMiTx4vlywbi4PBwuSMiIiIiIiKPTuP/OY9NC19324Nr9uzZdOzYEbj5jtmRI0cyffp0oqOjqVq1KpMnTyY0NDStfVJSEu+++y4LFy4kMTGRunXrMmXKlAfet0sPvohI9hUVFUe37l9z4cI1nngiL1MmvYWXl9tjXTPi/FWGDQvj2PHzALRuXZ3u3Rrg5JQpVhB+JJcuxfDx6O/Yu+8UAJUrP8ngQS0ICPAGYNeuv/hy/I+ci7gKQJkyBenXtwnFiz1YISg6Op7WbccRH5/E++81o0njyhnTkXR2LTqevv1mc+JEJB4eufjis9cpU6bQfc9LTk6ld59ZHDx0hoAAb76e1i3tcym2M2x4GL9sOEjRooHM+qY7Tk6OrF13gJEfLgGg0xt1eLPz8+l6z8jIaD4YvIDjf13grTef542OddL1+iIiIiIiInJvGv/PeWxa+Mos9OCLiGRPcXEJdO85g7//vkRQkC/TpnTB3z99/p9PSTExddpaFi/ZAUBoaEG+HPcG7lls2TrDMPh57QG+HP8j8fFJuLg40bPHCzRvVvU/b1BJSTGxeMkO5szdRGJiCnZ2djR9uTJd3qqPt/ftxUSTyczVq9eJirpOVFQca37ez9ZtRyhWLIiZM7pnqRkv168n8u7Abzl46Ay5cjnxyZhXqVI55K7tzWYLQ4YuZMvWI3h65GLqlK7psj+aPL7o6HjavzaemJgE3uxcl2IhQQwavACz2ULLls/Qt3eju74x63GkpJg4fOQcZUILZuu9AUVERERERDIjjf/nPCp8oQdfRCQ7SkhIpnffWRw+fA5/P0+mTe1KUJBvut9n2/ajfPTxMq5fT6RKlRA+/7RDlhnYjo6O59PPVrJl681lDEuXDmbo4Ffuu5fV5cuxTJq8hl82HATAy8uVZ2uUIjomnqio61y5EktMTAJ3+hFjyuS3KF+uSPp3JoMlJaUw6IMF7P7tBE5ODnw4og01a5b+TzvDMPhi3A8sX7EbJycHxn/ZiQrls15/s7N16/9gxMjFODo6YG9vR0qKiYYNKjBkcIuHXr5TREREREREMj+N/+c8KnyhB19ExBri45Nwc3O2ysBySoqJd9/7lj17TuLl5cqUSV0ydMbNkaMR9Ow1g6SkVF5oWIEhg1tmyKyR9HL5cixLl/3KDz/8xvX4JBwdHejcqS7t2z37UEW733//m3Hjf+Tvvy/d8bijowN+fp74+3uSx9+LKpWfpGnTqunVDatLSTEx4sPFbN58GHt7Oz4Y1IIXX3jqtjbfztvCtOlrsbOzY9TINtSpU8ZG0crdGIbBe+/PY/uOYwDUqFGS0R+1yzIFaxEREREREXk4Gv/PeVT4Qg++iEhG238gnH795xAUlJtRI9tmSBEqLi6BXbv+YsfOY+zafYLr1xNxc3XmqwmdKVXqwfZ8fBw7fz3Oe+/Pw2y20OG1WnTrWj/D7/mwjh07T9ji7WzYeAiz2QJA0aKBDB3SkmIhD7ZX17+ZTGbWrjvApUsx+Pt7kcffC39/L/z9PfH2dst2M2hMJjNjP13JqtX7AOjbpxGvtKwGwJo1vzPq42UA9OndiFavVLNZnHJvV67E0n/AXIKD/Rk29BVcXJxsHZKIiIiIiIhkEI3/5zwqfKEHX0QkIyUlpfDa619x/vw1AFxcnOjftzEvvVTxsWZFGYbB6dOX2bHzODt2HuPQoTNYLP/7lubr68HIEa2p+FTRx+7Dg/rpp72M/mQ5AP37NaFF86etdu+7MZst7Nh5jLDF2zlw4HTa6xXKF6FNmxpUr1Y82xWnMprFYmHipDVp+7u99ebzlCoVzIB352I2W2jX9ll69njBxlGKiIiIiIiICGj8PydS4Qs9+CIiGWnipNUsCttOQIA3hQrlYc+ekwDUr1+edwe8jLubywNfyzAMDh48w4ZNh9i54xgXIqNvO160aCDVqxWnerUSlCoVjIOD9Qs6s+dsZMY3v2BnZ8foj9rdcR8oa0hMTGH16n0sXrqTiIirADg42FO3blnatKpOiRL5bRJXdmEYBrNmb2TmrA3Azc+t2Wyh3vNlGT6slYqJIiIiIiIiIpmExv9zHhW+0IMvIo/HYrHwy4ZDXLhw7b5t8+f3pU7tMjYpyNjC4cPn6Pr2NCwWg88/e52nq4Ywf8E2ZnyzHrPZQnABPz78sC3Fi917mT2z2cLWbUdYsGArR45GpL3u7OxIxaeeoFq1ElSrVpx8gbkzukv3ZRgGn362ku9/2IOzsyNfje9M2bKFMvy+ZrOFkycj+X1/OPsPhLN//9/cuJEMgKdHLpo2rUrLFk+TJ493hseSkyxesoMJX60CoGLFJ/jis444OzvaOCoRERERERERuUXj/zmPCl/owReRR2cYBp9/8T0rVv72wOcUKxZE/76NKVMm44shtpSSYuKNTpMIP32ZBg3KM3xoq7RjBw+eYfiIMC5djsXJyYF3er5I8+ZP/2fpw+TkVFav+Z1FYdvTZi05Ozvy/PNlqflcaSpVLIqrq7NV+/UgTCYzHwxewPYdx/D0dGX6tK4ULhSQ7vf460Qk+/f/zf4D4Rw8eIb4+KTb2hQo4EfrV6rxwgtP4fYQM+vk4WzZcpg/Dp6h0xt18PDIZetwREREREREROQfNP6f86jwhR58EXl006av49t5m7Gzs6N+/XL3nOlhMRts2Xo4rTjxQsMKdH+7IX5+nlaK1rpmfLOe2XM2kTu3Owvn98Xb2+2247GxCXw8ehnbdxwDoFbN0gx6vzmenq7ExSXw3fJdLF32KzExNwDw9HSlRfOnadniaXx9M//nLDExhXd6z+TwkXMEBvrw9bRu+Ps//veYP/44zbfzNvPHwTMkJCTfdszd3YWyZQvzVIUiVChfhOLF8+eY2YUiIiIiIiIiInei8f+cR4Uv9OCLyKNZuHAbk6asAWDggJdp2rTqfc+5Fh3P9Onr+PGnvQC4ubnwZue6tGzxDI6ODhkarzWdOBFJpzcnYzZb+OjDttSpU+aO7QzDYMnSnUye8jMmk5nAQB+eeboYa37eT1JSKgCBgT60aV2DRi9VzHKzlqKj4+n29nTORVwlJCQfUya9hbv7o88I2rvvFAPenUtKigm4uYRhuXKFKV++CE9VeIKQkHwqdImIiIiIiIiI/IPG/3MeFb7Qgy8iD++HH/fwydgVAHTr2oAOr9V8qPOPHDnH5+N+4Nix8wAUKRxA3z6NqFTpyXSP1dpMJjNduk7j2PHz1HyuFKM/bv+fJQz/7eixCIYOC7ttn7SQkHy0b/ccdWqHZumi4Pnz1+jSbSrR0Td46qknGPNxezw9XR/6OvsPhNN/wBySklJ55ulidO1an6JPBKrQJSIiIiIiIiJyDxr/z3lU+EIPvog8nI0bDzF0eBiGYdC+3XP06N7wka5jsVj4adU+pk1fS0xMAgB1aofSs8eLBAb6pGPE1jVv/hamTluLp0cuFszv88DL+8XHJzFx0mqio+Np2fIZKld68r4Fs6zi2LHz9Og1g8TEFIIL+DF6dHuKPhH4wOcfOnSGPv1mk5iYQtUqIXwy5lVcXJwyMGIRERERERERkexB4/85jwpf6MEXkQe3a/dfDHxvHiaTmZebVGbgu00fuzgTF5fINzPXs3zFbiwWg1y5nBg75jUqV856s7/OnL3C6x0nkpJiYvAHLXjpxYq2DinTOH78PIMGL+DixRhcXZ354P3m1K1b9r7nHTlyjnf6zCIhIZnKlZ7k07GvqeglIiIiIiIiIvKANP6f82h9JBGRB3To0Bk+GLwAk8lM3TplGND/5XSZkeTl5Uq/vk2YPbMnZcsUIikplaHDFxEZGZ0OUVuPxWLhk0+Wk5JiomqVEF584Slbh5SpFC+en1nf9KBypSdJTExh6PAwJk1eg8lkvus5x46dp0+/2SQkJPNUhSKM/UQzvURERERERERERO5FhS8RkQdw8mQkA96dS1JSKk9XLcawoa+k+95KISH5+GpCZ0qWLEBcXCIfDF5AcnJqut4jIy1fsZs/Dp7BzdWZgQMffyZcduTj4864LzryavvnAFi4aBt9+88mOjr+P21PnIikd99ZxMcnUa5sIT4d24FcuZytHbKIiIiIiIiIiEiWosKXiMh9nDsXRZ9+s7ken0TZMoUY/XE7nJwcM+Rezs6OfDyqHT4+bhz/6wJfjPuBrLAi7enTl5k6bS0Ab3drQL7A3DaOKPNycLCn+9sN+WhUW1xdndm37286dZ7M0WMRaW1O/X2R3n1ncv16IqVLB/P55x1xc3OxYdQiIiIiIiIiIiJZg/b4Qmt8SuYSGRnNoUNnuF9iurg4UrVKMVxdNQMkI0VFxdGl2zQuXowh5Ml8TJr4Jp6erhl+3717T9Kn32wsFoP3Bjbj5SaVM/yeD+PSpRh+3x/OgQPh7D8QTkTEVQDKlSvM5IlvYm+v91U8iPDwSwz6YAFnz0Xh7OzIgH5NCA0tSI9eM4iOvkHJkgWY8GUnPDxy2TpUEREREREREZEsSeP/OY8KX+jBl8zBZDITtngH38z8hZQU0wOdkzfAm169XqR2rVAtK5cBkpJS6NHrG44ejSC4gB9Tp3TB19fTavf/dt4Wpk1fi5OTA1Mnd6FUqWCr3fvfIiOj+X3/3+w/EM6B/eFc+Nf+Y/b2doSWLsiwoa8QFORroyizpvj4JD78aCnbtx8FwNXVmcTEFIoVC+Kr8Z3x8sr4QquIiIiIiIiISHal8f+cR4Uv9OCL7YWHX+Lj0d9x5OjNpc6KFQvC29vtnuecOXOFy5djAahUsSh9+zSiSJG8GR5rTmGxWBg2PIyNm/7E29uNGV+/TYH8flaNwTAMPhi8gC1bj5A3wJtZM3uQO7eHVe57/sI1DuwP5/f9N2d0XboUc1sbBwd7ihULokL5IlSoUIRyZQtrVtJjsFgszP12M9/M3IBhGDxZNJCJX7153/8HRERERERERETk3jT+n/Oo8IUefLEdk8nMwkXbmTnrF1JTzXh45KL3Oy/x4gtP3XcGV1JSCvMXbGX+gq2kpJhwcLCn1SvV6PRGHdzds3cBIjXVRFJSaoYuOTjjm/XMnrMJR0cHJozvRIXyRTLsXvdy40YSnd+cwtlzUVSqWJRxX3TE0dEhXe9hGAbnzl1l/4Fw9v//rK4rV+Jua+PgYE+JEvmpUL4IT1V4gjJlC+GuPafS3Z49J/ltz0nata1hlSKniIiIiIiIiEh2p/H/nEeFL/Tgi238/fclPhq9jGPHzgPwzDPFeX9gU/Lk8X6o65w/f42vJq1i27aby6T5+XnS/e2GNGxQPlsuf3j6zGXef38+5yKuUqpkAapVK0716iUIeTJfuvV37boDjPxwCQCDP2jBSy9WTJfrPqq//77EW12nkpiYwmuv1uTtbg3S5brx8UlMnLyaX3ceJ+rq9duOOTo6UKpkAcqXL8JTTxUhtHRB3FToEhERERERERGRLEbj/zmPCl/owRfrMpnMLFi4jVmzN5CaasbTIxd9ejeiYcMKj1W4+fXX44yf8BPnIq4CULZMIfr1a0yxkKD0Ct3mfv31OMNGhHHjRvJ/juXJ40X1aiWoXq0EFSs+Qa5czo90j4MHz9Cr9zekpprTtcj0uDZsOMjQ4WEAjPm4PTVrln6s6/1zGUUAJycHSpcO/v+lC58gtHTwI38ORUREREREREREMguN/+c8KnyhB1+s59TfF/n44+84dvzmLK/q1UowcGBT8vinz3OXkmIibPEO5szdSFJSKvb2drRt8yzdutbHwcE+Xe5hC4ZhsGjRdiZP/RnDMChXthD9+zXh8JEIduw8xt69J0lKSk1r7+zsSKVKRalerQT165d/4CX5Lly4xptdphITc4Oaz5Xi44/aYW+feT5vX01cTdji7bi5uTDzm+4UKpjnka+1eMkOJny1CicnB0Z92JaqVUJwcXFKx2hFRERERERERERsT+P/OY8KX+jBl4xnNltYvHgH02esuznLy9OVvn0a0aB+xixHePlyLJMmr+GXDQcBqPlcKYYPa5UlZ/AkJ6fy6WcrWfPzfgAaN67EgH5NcHJyvK3N/v3h7Nh5jO07jnHpUkzaMW9vN9q3e44WzZ/G1fXu/Y+PT6Jrt2mEn75M8WJBTJnc5Z7tbcFkMvNOn5kcOHCaIoUD+Prrtx9pn60jR87RrfvXmExm+vVtTMsWz2RAtCIiIiIiIiIiIran8f+cR4Uv9ODnVBaLhXnzt7J4yXbc3HJRMNif4GC/m38X9Cc42J+8Ad6PPeMnMjKaUR8v5cCB08DNWV7vDWyKfzrN8rqX9b/8wUcfLyM11UypkgX49NMO+Ob2yPD7ppeoqDgGfbCAw0fO4eBgT+93XqJF86fvWSw0DIO/wy+xY8dxVq/ex9lzUQDkzu1Oh9dq0fTlKv+Z2WQymRn43jx27f4Lf38vZs54+6H3WrOWa9eu07HTZKKi4ggNLcjnn76Ol5frA58fF5dAx06TuHgxhtq1QvloVNtsuReciIiIiIiIiIgIaPw/J1LhCz34OVFsbAIfjlrCr7v+umc7Z2dHChS4WQyrUKEIDRtUwNPzwYoMhmGwavXvjJ/wEwkJybi5OvPOOy/RuFElqxYaDvwRzvuD5hMXl0hQvtx8/vnrFC4UYLX7P6ojRyN4f9B8oqLi8PR05eNRbalU6cmHuobJZGb9+j+YOXsjFy5cA8Df34vXX6tJ48aVcXa+OWvsy/E/snTZr7i4ODF1chdKlMif7v1JT0ePRdCn72yuX0/kyaKBjP/yDXx9Pe97nmEYvDdoPtu3HyV/fl9mz+yJh0cuK0QsIiIiIiIiIiJiGxr/z3lU+EIPfk5z5Mg5Bg9dxKVLMTg7O9KndyMKF87DuXNXOXs2inPnbv6JOH+V1FTzbee6uDhR7/myNGtWlZIlCtz1Htei4xn76Qq2bTsKQNkyhRg65BXy5/fN0L7dzZmzV+g/YC4XLlzD09OVT8a8SoXyRWwSy4NYt+4Aoz9ZTkqKicKF8/DpJx0oUMDvka9nMplZveZ3Zs/ZlLYMYt68PnR8vTbJyamMn/ATAKM/bketmqHp0YUMd/JkJH36zebatXiCC/gxfnwn8gXmvuc5i8K2M3HSapycHPh6WjeKF8/cBT4REREREREREZHHpfH/nEeFL/Tg5xSGYbB8xW4mfLUKk8lMgQJ+fDyqHSEh+e7Y3my2cOlSDGfPRfH3qUusWbufU6cuph0vUTw/zZpV5fm6ZW/bC2rb9qN8MnY50dE3cHR04K03n6dd22dxcHi8JRMfV3R0PAPfn8fhw+dwcnJg8KAW1K9f3qYx/dupUxeZMm0tv/56HIBq1Yozcnhr3N3TZ1ZSSoqJH3/ay9xvNxMVFXfbsW5dG9DhtZrpch9riYi4yjt9ZnLxYgx5A7wZP74ThQrmuWPbP/88y9s9vsZstjCgfxOaN3vaytGKiIiIiIiIiIhYn8b/cx4VvtCDnxMkJCQz9tMVrP/lIAC1apbmg0EtHmqZN8MwOHToLCu+383GjYfSZoN5eOSiYcMKNGxQgZUrd/PTqn0AFC0ayLAhr9y1sGYLycmpjBy1hM2bDwPQtUt9OrxW0+Z7PF26FMOMmb+wZs1+DMPAwcGeV9s/x5udn8+QgmFyciorv/+NefO3cO1aPC++8BSDP2hh88/Do7h8OZbefWdx5swVfHzcGf/lGxQLCbqtTWxsAh3fmMily7HUrVuGD0e0yZJ9FREREREREREReVga/895VPhCD352Fx5+icFDF3L69BUcHOzp/nZD2rSu/lgD/zExN1i1eh8rv/+N8+ev3XbMzs6Odm1r8Nab9dL2kMpMLBYLU6auZeGibQA0blSJdwe8jKOjg9VjuX49kW/nbWHpsp2kpJgAqFM7lK5d6hMc7J/h909MTOHkyUhKlw7G3t62M/IeR3R0PH37z+Gvvy7g4ZGLzz99nbJlCwE3v94D35/Hzp3HCS7gx6yZPdJtBp2IiIiIiIiIiEhmp/H/nEeFL/TgZ1eRF6PZvPkw38z8hcTEFPz9vRg1sg3lyhVOt3tYLBb27D3FihW72b7jKAEB3gwd8kqm3j/rlu+W7+LL8T9isRg8VaEII4a3xt//0Z//HTuOcez4eYKCfCkY7E9wsD9eXq53bJucnMp3y3cx99vNXL+eCECF8kXo0b0hpUoFP3IMOVl8fBLvDpzLHwfPkCuXE2NGv0rVKiEsWLiVyVN+xtnZka+nd/vPbDAREREREREREZHsTOP/OY8KX+jBzy7MZguHD59jx85j7Nh5jL//vpR2rFLFoowY0Rrf3B4Zdv+4uARcXZ1xcsp8s7zuZseOYwwbEUZiYgo+Pu4MH9aKqlVCHuoa8fFJfD7uB9atO/CfYz4+bgQH+1MwOM/Nvwv6ER+fzKzZG7h4MQaAIkUC6P52Q6o9U1zL7z2mpKQUPhi8kF27/8LR0YEOr9Vk7rebMZstDHy3KU1frmLrEEVERERERERERKxK4/85jwpf6MHPyq5fT2T3byfYsfMYu3b9RWxsQtoxe3s7ypQpRN06ZWjWtGqG7BWVHZw5e4WhQxdx8tRFADq8VpM3Oz//QEsfHjp0hhEfLiEyMhp7eztq1SxNTMwNzp67SlRU3D3PzZPHi7c6P88LLzylr006Sk01MfLDJWzc9Gfaa/WeL8uI4a1VWBQRERERERERkRxH4/85jwpf6MHPig79eZbp09fyx8EzmM2WtNc9PXLx9NPFqF6tBE8/XQwvLzcbRpl1JCen8tXE1axYuRuAMmUKMnJ4GwIDfe7Y3mQyM2fuJubM3YTFYpAvX25GDGtFmTKF0trcSEgmIuIq585F/f+fm/++fj2RF1+sSKtXniFXLmdrdC/HMZstjP10BT+t2kfBYH9mzuyBu5uLrcMSERERERERERGxOo3/5zwqfKEHPys6duw8nd6cDECRwgFUq1aCatWKUya04APNVJI727jpEGM+Wc6NG8l4eroyZHBLnq1R8rY2kZHRjPhwMYcOnQWgfv3yDOjXBA+PXLYIWe7CMAwOHAjnySfz4el5573WREREREREREREsjuN/+c8KnyhBz8rslgsfP/DHqpUDiF/fl9bh5OtnD9/jWEjwjh6NAKA1q2q0/3tBjg5ObJu3QE+++J7btxIxs3NhXcHvEyD+uVtG7CIiIiIiIiIiIjIXWj8P+ex6cY6W7dupXHjxgQFBWFnZ8fKlStvO24YBiNGjCAoKAhXV1dq1arF4cOHb2uTnJxMr1698Pf3x93dnSZNmhAREWHFXogt2Nvb06xpVRW9MkD+/L5Mm9KFNq1rALB4yQ66dpvOiJGLGfHhEm7cSCY0tCDfzumlopeIiIiIiIiIiIiIZCo2LXzduHGDcuXKMWnSpDse//TTTxk3bhyTJk1iz549BAYGUq9ePa5fv57Wpk+fPqxYsYKwsDC2b99OfHw8jRo1wmw2W6sbItmOk5Mj7/R6kc/GdsDLy5Vjx8+zbv0f2Nvb0emNOkyZ9BZBQSo6ioiIiIiIiIiIiEjmkmmWOrSzs2PFihU0bdoUuDnbKygoiD59+vDee+8BN2d35c2bl7Fjx9K1a1diY2PJkycP8+bNo3Xr1gBcuHCB4OBgVq9eTYMGDR7o3prqKHJ3ly7FMGbsCq5cieW9d5tRtmwhW4ckIiIiIiIiIiIi8kA0/p/zONo6gLsJDw/n4sWL1K9fP+01FxcXatasyc6dO+natSv79u0jNTX1tjZBQUGEhoayc+fOuxa+kpOTSU5OTvs4Li4u4zoiksXlzevD+HFv2DoMEREREREREREREZH7sulSh/dy8eJFAPLmzXvb63nz5k07dvHiRZydncmdO/dd29zJmDFj8Pb2TvsTHBycztGLiIiIiIiIiIiIiIiItWXawtctdnZ2t31sGMZ/Xvu3+7UZNGgQsbGxaX/OnTuXLrGKiIiIiIiIiIiIiIiI7WTawldgYCDAf2ZuXb58OW0WWGBgICkpKURHR9+1zZ24uLjg5eV12x8RERERERERERERERHJ2jJt4atIkSIEBgayfv36tNdSUlLYsmUL1apVA6BixYo4OTnd1iYyMpI///wzrY2IiIiIiIiIiIiIiIjkDI62vHl8fDwnT55M+zg8PJwDBw7g6+tLwYIF6dOnD6NHjyYkJISQkBBGjx6Nm5sb7dq1A8Db25vOnTvTv39//Pz88PX1ZcCAAZQpU4bnn3/eVt0SERERERERERERERERG7Bp4Wvv3r3Url077eN+/foB8PrrrzNnzhwGDhxIYmIi3bt3Jzo6mqpVq7Ju3To8PT3Tzvnyyy9xdHSkVatWJCYmUrduXebMmYODg4PV+yMiIiIiIiIiIiIiIiK2Y2cYhmHrIGwtLi4Ob29vYmNjtd+XiIiIiIiIiIiIiEg2ofH/nCfT7vElIiIiIiIiIiIiIiIi8jBU+BIREREREREREREREZFswaZ7fGUWt1Z7jIuLs3EkIiIiIiIiIiIiIiKSXm6N+2vXp5xDhS/g6tWrAAQHB9s4EhERERERERERERERSW9Xr17F29vb1mGIFajwBfj6+gJw9uxZPfgiGSguLo7g4GDOnTunjSRFMpjyTcQ6lGsi1qFcE7Ee5ZuIdSjXRKwnNjaWggULptUBJPtT4Quwt7+51Zm3t7e+0YhYgZeXl3JNxEqUbyLWoVwTsQ7lmoj1KN9ErEO5JmI9t+oAkv3pKy0iIiIiIiIiIiIiIiLZggpfIiIiIiIiIiIiIiIiki2o8AW4uLgwfPhwXFxcbB2KSLamXBOxHuWbiHUo10SsQ7kmYj3KNxHrUK6JWI/yLeexMwzDsHUQIiIiIiIiIiIiIiIiIo9LM75EREREREREREREREQkW1DhS0RERERERERERERERLIFFb5EREREREREREREREQkW1DhS0RERERERERERERERLIFFb5EREREREREREREREQkW1DhS0RERERERERERERERLKFbF/4MplMaf82DMOGkYjkLMo3ERHJ6pKSkmwdgkiOERERQWRkJKCfI0UyksZIRKxPuSYiYn12Rjb93zclJYVhw4Zx7do18uXLx/vvv4+rq6utwxLJllJSUvjyyy9xd3enTJky1KxZ09YhiWRLqampzJ8/Hx8fH0qWLEmJEiVsHZJItnPrR+N33nmHI0eOsHTpUnx9fW0clUj2lZqaSs+ePVmzZg09e/Zk4MCBtg5JJFvSGImIdWh8RMR6NEYi95ItZ3ytXLmSQoUK8dtvv5ErVy4+++wzunTpgmEYepeFSDpbs2YNQUFBrFy5ktmzZ9OsWTOGDBmid8mLpLPp06eTN29eZs2aRZ8+fWjRogVLliwBwGKx2Dg6kezDzs6OmJgYli1bxqZNm9LyTETS37lz56hevTqHDh1i6dKltG3bVr+ziWQAjZGIWIfGR0SsR2Mkcj/ZbsZXcnIyzZo1o0KFCnz88ccAfP/997Rr146rV6+SK1cuG0cokr20atUKX19fpk2bRnR0NBs2bODVV1/lk08+oWvXrnoXochjMplMTJo0iVmzZvH+++/Trl07Dh48yDfffMPOnTv57bffsLfPlu9jEbGZ7du3M23aNIoVK8aECRM4cOAAwcHBtg5LJNuZOXMmYWFhrFu3Djs7OyIiIsibNy9OTk62Dk0k29AYiYj1aHxEJONpjEQeVLZ7Cg4dOsTmzZupW7du2msXL16kS5cuqvaKpINbtXLDMAgPD2fnzp08++yzAOTOnZuWLVvSpUsX5s+fz/bt220ZqkiWdivXkpOTiY+Pp2XLlrRp0waAsmXLUrp0aRwdHbly5YotwxTJ8m7lmsViSfu3k5MTJ0+epG/fvnh6ejJmzBhbhiiSbdzKMbPZDMDevXspV64cMTExtGrVinr16lGlShW6dOnCxYsXbRmqSJb2z/c3a4xEJOPc+n4GaHxEJIPdyjeNkciDyvKFr2+//ZaTJ0+mfVypUiX8/PyYNGkSa9as4d1336V79+5s3LiRkJAQpk6dmpYA2Wyym0iGGzRoEBMnTgRuLgVVuHBhTCYTcXFxACQmJgIwfPhwbty4wZo1a4iPj7dZvCJZ1T9zzd3dnfbt2zNs2DDs7e3Tvnflzp2b+Ph4AgICbBmqSJb2z1yzt7fHzs4OuDkYHxISgqenJx999BEzZ85k7969TJs2jVOnTtkyZJEs65/55uDgAMDhw4cBGD9+PACTJk2iW7du/PjjjwwfPpzz588D+r1N5GH8M9dAYyQiGWXo0KEMHTo07WONj4hknKFDhzJkyBBAYyTy4LJs4ctisdC8eXM6duzIypUrb1svd8GCBeTLl48RI0awcuVK1q9fz9KlS+nevTtffvkla9asAUgb3BCRe5s2bRqenp6sXbuWevXqpb1usVho1qwZ06ZNA8DV1ZXU1FT8/Pzo2LEjy5Ytw2Qy2SpskSznbrlWpEgR4GbO3fre9fPPP1OhQgXs7OxITU21SbwiWdW9vq/dkjt3bgBeffVVChcuTJUqVViwYIHVYxXJ6u6Ub7fesdusWTPGjx9PWFgYAwcOpG7dunTt2pUxY8awY8cO9u/fD+j3NpEHcadcuzUYqDESkfTz/fffExgYyPr168mfPz/R0dGAxkdEMsI/861AgQJcu3YN0BiJPJgsWfiyWCzY29uTP39+KlWqxLhx4zhy5Eja8eeee44JEybg4+PD0KFDqVOnDsWKFWPw4ME4Oztz/PhxG0YvknWcPHmSqlWr8t577zFjxgx+//13SpYsmXbcwcGB559/npSUFCZMmAD8b9Cwc+fOREVF8eeff9okdpGs5H65BjcHLuzt7TGbzZhMJv7444+0ZTT+uReKlqwRubv75dqtteCPHTtGqVKlOHHiBKGhoVy5cgU7Ozu6detG0aJFbRW+SJZyr3y7NeOrZs2alC1blpSUFIKCgtLO7dixIzExMURERNgkdpGs5F65dmswUGMkIunjxo0bzJw5kx49erBr1y569OiR9mYpBwcH6tWrR3JyssZHRNLBnfLN19f3tjYaI5F7yZKFL3t7e6Kioti1axe//PILbm5uTJ48Oa3qC3DlyhX27NlDrVq1gJvvKoyNjcXV1RV3d3cbRS6StezZs4eTJ08yatQo2rRpQ0xMDAsWLGDbtm389ddfANSoUYP69evzxRdfcOHCBVxcXADYv38/efLkwdPT05ZdEMkS7pVrt5bzvTVw4eDgQFRUFJcvX6ZmzZoAHDhwgI4dOwJoE1eRe3iQXDOZTDg4ONC7d29Kly7Nc889x4kTJ3jrrbcYPnw4V69etXEvRLKGe+XbiRMnAChWrBjt2rXj3Llz7NixI+3cK1eu4Ovrq58jRR7Ag3xvA42RiKSHzZs3s2vXLgYPHkx0dDTvv/8+Y8eOTVsVoG7duhofEUknd8u3RYsWpc1oNgxDYyRyV1nyK282m/Hw8MDNzQ0PDw9Gjx7Nt99+S3h4OAAxMTEEBARQsGBBunXrxsGDB4mIiKB///7cuHGDl19+2cY9EMka2rZtS8OGDVm/fj1dunShbNmyTJo0iRYtWlCrVi02bNhA3rx56datGwULFuSll15iwYIFnDx5klmzZlGsWDFCQkJs3Q2RTO9eufbcc8+xadOm296l9Msvv1CkSBGCgoLo3LkzVapUISYmBovFor0ZRO7hfrm2ceNGHB0dKVGiBJ06deLXX39lypQp+Pn5MWTIEC5cuMDBgwdt3Q2RLOFe+VazZk02btyIh4cHb731Fk2aNKF///6MGDGCAwcOMGjQIBwdHalTp46tuyGS6T3Iz5G3xlAKFSqkMRKRR3Drd6xLly5RvXp1Nm3aRMWKFTlw4AA7d+7k9ddfp1evXlgsFvr160eBAgU0PiLyiO6Xb6+99hq9e/fmwoULaW8Q1hiJ3ImdkYm/+kuXLmXdunWEhoZSp04dypQpk3bs1KlTPP/88+zfvx8fHx/q1KnDpUuXiI2NpU+fPgwYMIBt27bRsmVLfHx8SEhIICQkhK+//ponn3zShr0SyZzulm+bN2+mc+fOBAYG8u6771K1alUSEhIYOnQoe/bs4ccff6REiRJcunSJjh07cubMGeLi4ihcuDDz58+ncOHCtu2YSCbzKLm2b98+li9fTunSpYGbAxxLly7Fzc2N4sWLM2/ePEqUKGHLbolkOo+Sa7/99hs///wzRYsWxWKxpC3HdktsbCze3t626I5IpvaoP0euXLmS0qVLk5qayoABA9ixYwfx8fEEBgYyc+ZMLS0q8i+Pkmt79+7lhx9+oESJEhojEXlAd8u1sLAwunXrRvv27fH392fIkCE4OTkxd+5cpk6dyiuvvEL//v01PiLyEB4l36ZNm0azZs0YOHAgoDESuQsjE4qKijJatmxpBAYGGt26dTNq1KhhBAUFGXPnzk1rs2HDBqN9+/aGYRjGiRMnjDJlyhh2dnZG8+bNjWvXrqW1O3v2rPHbb78Zv/32m9X7IZIV3C3f5syZk9Zm2rRpxsaNG287Lzk52XB3dzdmzJiR9lpSUpIRGRlpHDp0yGrxi2QVj5tr33zzjWEYhmEymYy2bdsahQsXNlatWmXVPohkBemVa2az2apxi2RF6ZVvt8THxxsnT560SuwiWUl6/s6mMRKRu7tfrlksFiM0NNSws7MzZs+enXaexWIxWrRoYXTu3NlITk42DEPjIyL387j59uabbxqpqamGxWLRGInckaOtC293smnTJs6ePcvevXvJnz8/AE2bNmXEiBG4u7vTokULEhIS2Lt3Lx06dCAsLIyuXbtSqlQpDh06RFRUVNrmksHBwQQHB9uyOyKZ2t3ybeTIkXh4eNCiRQs6dOiAq6tr2jmGYWBvb0++fPk4fPhw2usuLi4EBgYSGBho9X6IZHaPm2u3NkJ2cHBg5MiRWiZD5C7SK9e0FrzI/aVXvt3i7u6uWV4id5Cev7NpjETk7u6Va97e3jRt2pTu3bvTo0cPEhISMJlMODo6Ymdnh6enJ0eOHMHZ2RkAZ2dnjY+I3MPj5tuff/6Jo+PN0obGSOROMuVv9AsXLqRAgQLkz5+f+Ph4AJo1a8bp06eZOnUq0dHRuLu7c/36dSIjI9m4cSMTJ07k22+/5ejRo8ycOZPU1FQb90Ika7hfvkVFReHq6nrbmrh2dnZs2bIFJycnXnvtNVuFLpKlpGeu6Qc6kbvT9zUR61G+iViHck3EOu6Va5MmTeLq1at07dqVevXqMXHiRDZu3AjAxYsXuXDhAp06dUq71q29h0Tkzh433zp37px2LY2RyJ3YvPC1detW1q5di8lkSnstJCQk7R1JHh4eABw7dow6deqQkJDAqlWrqFatGt9//z0//PADNWrUwGQy4ezszNKlS+nYsSNOTk426Y9IZvaw+ZaUlMSKFSuAmz+0RUZGcuLECaZNm0anTp2oU6cOxYsX10aRIv+iXBOxDuWaiPUo30SsQ7kmYh0Pm2uJiYksX74ce3t7FixYQEBAAO3atePFF1+kfPnypKam8tJLL9mkLyKZnfJNbMIGyysahmEYV65cMTp06GDY2dkZ5cqVM8LDw9OOnTp1ysiTJ49Rs2ZNY+zYscYzzzxjFClSxNiwYYNRrlw5Y8iQIf+5nsVisWL0IlnL4+Tb0KFDDcMwjMTERGPu3LlGSEiIUaRIEWPevHk26o1I5qVcE7EO5ZqI9SjfRKxDuSZiHY87HmkymQzDMIxLly4Z69atMz777DNjxYoVtumMSCanfBNbssmML5PJxNKlS7l06RKLFi3ixIkThIWFkZycDMATTzzBihUrKFasGIsXL6ZixYr89ttv1KlTh7Jly3L06NH/XFNTiEXu7HHz7ciRIwDkypWLF154gc8//5y///6bV1991ZbdEsl0lGsi1qFcE7Ee5ZuIdSjXRKwjPcYjHRwcAAgICKBevXoMGDCApk2b2rBXIpmT8k1szdEmN3V05KmnniI4OJhGjRpx/Phxxo0bR8OGDSlfvjwA1atXp3r16qSkpKRtDHn58mX2799PmzZtALBYLNp4XOQ+0jPf8uTJQ5MmTWzVFZFMTbkmYh3KNRHrUb6JWIdyTcQ6NB4pYj3KN7E1mz01VapUoVGjRgAMGzYMJycnpk6dyvXr1wHS1p92dnYmKSmJ1NRUvvvuO5ycnNJ+iNNDL/JglG8i1qFcE7EO5ZqI9SjfRKxDuSZiHco1EetRvolN2W6VxZuSk5MNwzCMJUuWGI6Ojsa6detuOx4REWFMmTLFqFSpkuHr62ssXLjQFmGKZAvKNxHrUK6JWIdyTcR6lG8i1qFcE7EO5ZqI9SjfxBbsDOP/S6uZQLVq1XB3d2fBggUEBARw5coV8uTJw6JFi7hw4QL9+/e3dYgi2YbyTcQ6lGsi1qFcE7Ee5ZuIdSjXRKxDuSZiPco3sZZMUfgymUw4Ojpy+PBhypUrx7hx4zh16hTbt29n7ty5hIaG2jpEkWxD+SZiHco1EetQrolYj/JNxDqUayLWoVwTsR7lm1hbpih8/VOVKlXYu3cvBQsWZPr06TRo0MDWIYlkW8o3EetQrolYh3JNxHqUbyLWoVwTsQ7lmoj1KN/EGjLN7nCnTp2iTJkyHD58mBkzZnD69Gk99CIZRPkmYh3KNRHrUK6JWI/yTcQ6lGsi1qFcE7Ee5ZtYU6YpfDk4ONCiRQuioqLo3LmzrcMRydaUbyLWoVwTsQ7lmoj1KN9ErEO5JmIdyjUR61G+iTVluqUORURERERERERERERERB5FppnxJSIiIiIiIiIiIiIiIvI4VPgSERERERERERERERGRbEGFLxEREREREREREREREckWVPgSERERERERERERERGRbEGFLxEREREREREREREREckWVPgSERERERERERERERGRbEGFLxEREREREREREREREckWVPgSEREREZF7GjFiBOXLl7f6fTdv3oydnR12dnY0bdr0gdrGxMRYJbasomPHjmmfw5UrV9o6HBERERERkQynwpeIiIiISA52qyhytz8dO3ZkwIABbNiwwWYxHj9+nDlz5qR9XKtWLfr06XNbm2rVqhEZGYm3t7d1g/uHzFh8mzBhApGRkbYOQ0RERERExGocbR2AiIiIiIjYzj+LIosXL2bYsGEcP3487TVXV1c8PDzw8PCwRXgABAQE4OPjc882zs7OBAYGWiegLMTb29umxUARERERERFr04wvEREREZEcLDAwMO2Pt7c3dnZ2/3nt30sdduzYkaZNmzJ69Gjy5s2Lj48PI0eOxGQy8e677+Lr60uBAgWYNWvWbfc6f/48rVu3Jnfu3Pj5+fHyyy9z+vTph4q3Y8eObNmyhQkTJqTNSjt9+vR/ZlvNmTMHHx8ffvrpJ4oXL46bmxstW7bkxo0bzJ07l8KFC5M7d2569eqF2WxOu35KSgoDBw4kf/78uLu7U7VqVTZv3px2/MyZMzRu3JjcuXPj7u5O6dKlWb16NadPn6Z27doA5M6dO222HMDPP/9MjRo18PHxwc/Pj0aNGnHq1Km0a54+fRo7OzuWLFnCs88+i6urK5UrV+avv/5iz549VKpUCQ8PDxo2bMiVK1f+83UYOXIkAQEBeHl50bVrV1JSUh7qcyoiIiIiIpKdqPAlIiIiIiIPbePGjVy4cIGtW7cybtw4RowYQaNGjcidOze7d++mW7dudOvWjXPnzgGQkJBA7dq18fDwYOvWrWzfvj2tmPMwhZoJEybwzDPP8NZbbxEZGUlkZCTBwcF3bJuQkMBXX31FWFgYP//8M5s3b6Z58+asXr2a1atXM2/ePL7++muWLVuWds4bb7zBjh07CAsL4+DBg7zyyis0bNiQEydOANCjRw+Sk5PZunUrhw4dYuzYsXh4eBAcHMx3330H3FyaMTIykgkTJgBw48YN+vXrx549e9iwYQP29vY0a9YMi8VyW7zDhw9nyJAh/P777zg6OtK2bVsGDhzIhAkT2LZtG6dOnWLYsGG3nbNhwwaOHj3Kpk2bWLRoEStWrGDkyJEP/PkUERERERHJbrTUoYiIiIiIPDRfX1+++uor7O3tKV68OJ9++ikJCQl88MEHAAwaNIhPPvmEHTt20KZNG8LCwrC3t+ebb77Bzs4OgNmzZ+Pj48PmzZupX7/+A93X29sbZ2dn3Nzc7ru0YWpqKlOnTqVo0aIAtGzZknnz5nHp0iU8PDwoVaoUtWvXZtOmTbRu3ZpTp06xaNEiIiIiCAoKAmDAgAH8/PPPzJ49m9GjR3P27FlatGhBmTJlAHjiiSdu+5zAf5dmbNGixW1xzZw5k4CAAI4cOUJoaGja6wMGDKBBgwYA9O7dm7Zt27JhwwaqV68OQOfOnW/b6wxuLvE4a9Ys3NzcKF26NB9++CHvvvsuo0aNwt5e73MUEREREZGcR4UvERERERF5aKVLl76tsJI3b97bijgODg74+flx+fJlAPbt28fJkyfx9PS87TpJSUm3LfuXntzc3NKKXrdiLFy48G37leXNmzctxt9//x3DMChWrNht10lOTsbPzw+Ad955h7fffpt169bx/PPP06JFC8qWLXvPOE6dOsXQoUPZtWsXUVFRaTO9zp49e9vn7J/XyZs3L0Bage3fsd5Srlw53Nzc0j5+5plniI+P59y5cxQqVOiecYmIiIiIiGRHKnyJiIiIiMhDc3Jyuu1jOzu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" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nixtla_client.plot(df, time_col='timestamp', target_col='value')" ] }, { "cell_type": "markdown", "id": "defa26b8", "metadata": {}, "source": [ "> 📘 Data Requirements\n", ">\n", "> * Make sure the target variable column does not have missing or non-numeric values.\n", "> * Do not include gaps/jumps in the datestamps (for the given frequency) between the first and late datestamps. The forecast function will not impute missing dates.\n", "> * The format of the datestamp column should be readable by Pandas (see [this link](https://pandas.pydata.org/docs/reference/api/pandas.to_datetime.html) for more details).\n", ">\n", ">For further details go to [Data Requirements](https://docs.nixtla.io/docs/getting-started-data_requirements)." ] }, { "cell_type": "markdown", "id": "19581d85", "metadata": {}, "source": [ "> 👍 Save figures made with TimeGEN\n", "> \n", "> The `plot` method automatically displays figures when in a notebook environment. To save figures locally, you can do:\n", "> \n", "> `fig = nixtla_client.plot(df, time_col='timestamp', target_col='value')`\n", ">\n", ">`fig.savefig('plot.png', bbox_inches='tight')`" ] }, { "cell_type": "markdown", "id": "7631f17b-0ca4-4cf1-9b89-182a7d85fda6", "metadata": {}, "source": [ "### Make forecasts" ] }, { "cell_type": "markdown", "id": "5c4790e3", "metadata": {}, "source": [ "Next, forecast the next 12 months using the SDK `forecast` method. Set the following parameters:\n", "\n", "- `df`: A pandas DataFrame containing the time series data.\n", "- `h`: Horizons is the number of steps ahead to forecast.\n", "- `freq`: The frequency of the time series in Pandas format. See [pandas’ available frequencies](https://pandas.pydata.org/pandas-docs/stable/user_guide/timeseries.html#offset-aliases). (If you don't provide any frequency, the SDK will try to infer it)\n", "- `time_col`: The column that identifies the datestamp.\n", "- `target_col`: The variable to forecast.\n" ] }, { "cell_type": "code", "execution_count": null, "id": "793011c6-6845-410f-b6b1-3bdb87b41ce6", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:nixtla.nixtla_client:Validating inputs...\n", "INFO:nixtla.nixtla_client:Preprocessing dataframes...\n", "INFO:nixtla.nixtla_client:Restricting input...\n", "INFO:nixtla.nixtla_client:Calling Forecast Endpoint...\n" ] }, { "data": { "text/html": [ "
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\n", "
" ], "text/plain": [ " timestamp TimeGPT\n", "0 1961-01-01 437.837921\n", "1 1961-02-01 426.062714\n", "2 1961-03-01 463.116547\n", "3 1961-04-01 478.244507\n", "4 1961-05-01 505.646484" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#| eval: false\n", "\n", "timegen_fcst_df = nixtla_client.forecast(df=df, h=12, freq='MS', time_col='timestamp', target_col='value')\n", "timegen_fcst_df.head()" ] }, { "cell_type": "code", "execution_count": null, "id": "638329d2-2d1b-49dd-8df7-1926f7d9b36b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#| eval: false\n", "\n", "nixtla_client.plot(df, timegen_fcst_df, time_col='timestamp', target_col='value')" ] } ], "metadata": { "kernelspec": { "display_name": "python3", "language": "python", "name": "python3" } }, "nbformat": 4, "nbformat_minor": 5 }