From 1f4a7f2821d9f789208939cebe87ae8331498a07 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Jos=C3=A9=20Morales?= Date: Thu, 29 Aug 2024 13:48:43 -0600 Subject: [PATCH] docs: add polars quickstart (#447) --- .../21_polars_quickstart.ipynb | 568 ++++++++++++++++++ .../getting-started/4_data_requirements.ipynb | 4 +- nbs/mint.json | 1 + 3 files changed, 571 insertions(+), 2 deletions(-) create mode 100644 nbs/docs/getting-started/21_polars_quickstart.ipynb diff --git a/nbs/docs/getting-started/21_polars_quickstart.ipynb b/nbs/docs/getting-started/21_polars_quickstart.ipynb new file mode 100644 index 00000000..ab4cf865 --- /dev/null +++ b/nbs/docs/getting-started/21_polars_quickstart.ipynb @@ -0,0 +1,568 @@ +{ + "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": [ + "# TimeGPT Quickstart\n", + "\n", + "> TimeGPT 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/21_polars_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/21_polars_quickstart')" + ] + }, + { + "cell_type": "markdown", + "id": "7e5b10a6-b39c-4583-bc2c-ab0b70eeea28", + "metadata": {}, + "source": [ + "## Step 1: Create a TimeGPT account and generate your API key\n", + "\n", + "* Go to [dashboard.nixtla.io](https://dashboard.nixtla.io/team/1245738/usage)\n", + "* Sign in with Google, GitHub or your email\n", + "* Create your API key by going to 'API Keys' in the menu and clicking on 'Create New API Key'\n", + "* Your new key will appear. Copy the API key using the button on the right.\n", + " " + ] + }, + { + "cell_type": "markdown", + "id": "aa3705dd-6133-4eb0-8c53-8a8ff65ee455", + "metadata": {}, + "source": [ + "\"Dashboard" + ] + }, + { + "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", + " api_key = 'my_api_key_provided_by_nixtla'\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": "8e7cea32-ade9-4b23-be93-9a4fbea7c6b2", + "metadata": {}, + "source": [ + "Check your API key status with the `validate_api_key` method." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "95fd6f32-8ada-4bd8-9083-77bb45bd2349", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nixtla_client.validate_api_key()" + ] + }, + { + "cell_type": "markdown", + "id": "a2597400", + "metadata": {}, + "source": [ + "**This will get you started, but for more secure usage, see [Setting Up your API Key](https://docs.nixtla.io/docs/getting-started-setting_up_your_api_key).**" + ] + }, + { + "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 polars as pl" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fded6ec5-949a-44b8-9a4a-8fc8a5295e06", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (5, 2)
timestampvalue
datei64
1949-01-01112
1949-02-01118
1949-03-01132
1949-04-01129
1949-05-01121
" + ], + "text/plain": [ + "shape: (5, 2)\n", + "┌────────────┬───────┐\n", + "│ timestamp ┆ value │\n", + "│ --- ┆ --- │\n", + "│ date ┆ i64 │\n", + "╞════════════╪═══════╡\n", + "│ 1949-01-01 ┆ 112 │\n", + "│ 1949-02-01 ┆ 118 │\n", + "│ 1949-03-01 ┆ 132 │\n", + "│ 1949-04-01 ┆ 129 │\n", + "│ 1949-05-01 ┆ 121 │\n", + "└────────────┴───────┘" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pl.read_csv(\n", + " 'https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/air_passengers.csv',\n", + " try_parse_dates=True,\n", + ")\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6242b73d-fd43-41be-b4db-123cf7cd5b11", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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RERERERERkWJn9OjR/PXXX/z444+MHj069/k6deowe/Zsdu3axe7duxk1ahQmk+mm67i5udG6dWvee+89oqOjWbt2LS+//PI110yYMIGLFy8ycuRItm3bxqFDh1i6dCnjx48nOzv7jr4OFb5ERERERERERERERERKuS5dulC2bFliY2MZNWpU7vMff/wxvr6+tGnThn79+tGzZ8/cbrCb+fHHH8nKyqJZs2Y8/fTTvP3229e8XrlyZTZu3Eh2djY9evQgNDSUp59+Gh8fn9xRiQVlMP9zyGIplZiYiLe3N5cvX8bLy8vecURERERERERERERExAoK8/3/tLQ0jhw5Qo0aNXB1dbXpXqVRXn991fElIiIiIiIiIiIiIiIiJYIKXyIiIiIiIiIiIiJyx0wmEzNnbWL37qP2jiIipZijvQOIiIiIiIiIiIiISPEXvuUAn3y6EAcHAw892J2xYzpiMBjsHUtEShl1fImIiIiIiIiIiIjIHcvp9DKZzEz+ZhkT/28qSUlp9g0lIqWOCl8iIiIiIiIiIiIicsci9x4DoF3bejg5GVm3PooHHvyKw4fj7ZxMpHCZzWZ7RyiR8vrrqsKXiIiIiIiIiIiIiNyRrKxsoqJOAvDYY3fx9ZcP4VfRm+MnzvPgw1+zcuUeOycUsT0nJycAUlJS7JykZMr5dc35db4ZnfElIiIiIiIiIiIiIndk/4EzZGRk4eXlRkC18jg4OPDjDxN49fXfiYg4zCuv/c6+qJM89mhPHB2N9o4rYhNGoxEfHx/Onj0LgLu7u865swKz2UxKSgpnz57Fx8cHo/HWP0NU+BIRERERERERERGROxIZaRlz2KBBAA4OlkFjvr6efPLReL75djlTp63j9xkbiI09xVtvjqBs2TL2jCtiM/7+/gC5xS+xHh8fn9xf31tR4UtERERERERERERE7sjevccBCG1Q/ZrnHR2NTHjsLkJCqvLOO7PYuesI4+//knfeGkWDBgH2iCpiUwaDgUqVKlGxYkUyMzPtHafEcHJyum2nVw67F75OnTrFiy++yOLFi0lJSaF27dr89NNPNG/eHLC0sL322mt89913JCQk0LZtW77++mvq1KmTu8bFixd54oknWLBgAQ4ODgwZMoTPPvsMT09Pe31ZIiIiIiIiIiIiIqVGZG7h68bFrM6dGlAjsCITX5rKsWPnePrZn5g963m8vNwLM6ZIoTEajXku1Ih1Odhz80uXLtG2bVucnJxYvHgxUVFRfPTRR/j6+uZe88EHH/D5558zefJktmzZgoeHBz179iQtLS33mtGjR7Nv3z6WL1/OwoULWbduHQ899JA9viQRERERERERERGRUiUuLoGzZy9jNDoQHFz1ptcFBlbk++8eo1IlX1JS0tm770QhphSR0sKuHV/vv/8+1apV46effsp9rkaNGrn/bDab+fTTT3n55ZcZMGAAAL/88gt+fn7MnTuXESNGEB0dzZIlS9i2bVtul9h///tfevfuzYcffkjlypUL94sSERERERERERERKUUi91rO96pTpxJubs63vNbD3YVGDQM5c+YS0dEnaRMWVBgRRaQUsWvH1/z582nevDnDhg2jYsWKNGnShO+++y739SNHjhAXF0e3bt1yn/P29qZVq1Zs3rwZgM2bN+Pj45Nb9ALo1q0bDg4ObNmy5Yb7pqenk5iYeM1DRERERERERERERPLvdmMO/1dwcBUAoqJP2iyTiJRedi18HT58OPe8rqVLl/Loo4/y5JNP8vPPPwMQFxcHgJ+f3zX3+fn55b4WFxdHxYoVr3nd0dGRsmXL5l7zvyZNmoS3t3fuo1q1atb+0kRERERERERERERKhb2RVwtfodXzdH1IsOX92Ojok5jNZpvlEpHSya6FL5PJRNOmTXn33Xdp0qQJDz30EA8++CCTJ0+26b4TJ07k8uXLuY8TJzRLVkRERERERERERCS/UlMzOHDwDJD3jq/atf0xGh1ISEgmLj7BhulEpDSya+GrUqVKhISEXPNccHAwx49bPiHg7+8PQHx8/DXXxMfH577m7+/P2bNnr3k9KyuLixcv5l7zv1xcXPDy8rrmISIiIiIiIiIiIiL5Ex19kuxsExUreuPn55One1xcnKhdyz/3fhERa7Jr4att27bExsZe89z+/fupXt3SElujRg38/f1ZuXJl7uuJiYls2bKFsLAwAMLCwkhISCAiIiL3mlWrVmEymWjVqlUhfBUiIiIiIiIiIiIipVN+z/fKERJSFVDhS0Ssz66Fr2eeeYbw8HDeffddDh48yLRp0/j222+ZMGECAAaDgaeffpq3336b+fPnExkZybhx46hcuTIDBw4ELB1id911Fw8++CBbt25l48aNPP7444wYMYLKlSvb8asTERERERERERERKdki9x4DoEE+C1/B9VT4EhHbcLTn5i1atGDOnDlMnDiRN998kxo1avDpp58yevTo3GteeOEFkpOTeeihh0hISKBdu3YsWbIEV1fX3GumTp3K448/TteuXXFwcGDIkCF8/vnn9viSREREREREREREREoFk8nE3pyOr9Dq+bo3ONhS+IqJPU12tgmj0a49GiJSghjMZrPZ3iHsLTExEW9vby5fvqzzvkRERERERERERETy4Oixs4wa/SkuLk4sX/oqjo7GPN+blZVNj7veJC0tk6m/PkWNGn42TCqlmd7/L31URhcRERERERERERGRfNsbaen2Cg6ukq+iF4Cjo5GgoCoARMecsno2ESm9VPgSERERERERERERkXyLzBlz2CB/Yw5z6JwvEbEFFb5EREREREREREREJN8i9x4DILRBQIHuDw6+2vGlwpeIWJEKXyIiIiIiIiIiIiKSL4mJKRw9eg6ABgUufFk6vg4cPENmZpbVsolI6abCl4iIiIiIiIiIiIjky959JwAIqFYeHx+PAq1RpXJZvLzcyMzM5uChOGvGE5FSTIUvEREREREREREREcmXyEjLmMMGoQXr9gIwGAw650tErE6FLxERERERERERERHJl8i9xwEIbVD9jtbJGXcYHX3qjjOJiIAKXyIiIiIiIiIiIiKSD1lZ2URFWUYdhhbwfK8cOYWvqOgTd5xLRARU+BIRERERERERERGRfDh0KI60tEw8PV0JDKxwR2sF16sCwLFj50hJSbdGPBEp5VT4EhEREREREREREZE8yxlz2KB+AA4Od/YWc/nyXlSs6I3JZCZ2/2lrxBORUk6FLxERERERERERESl2Ll1K4quvl/DJpwvIzjbZO06pEhl5DIDQ0Dsbc5gjp+srOuqkVdYTkdLN0d4BRERERERERERERPIqNTWD32dsYOq09bmj8dq1DaZFi9p2TlZ67Im0dHzd6fleOYKDq7J2XRTRMSp8icidU+FLREREREREREREirysrGwWLNzOjz+t4sKFKwA4OhrJysomKvqkCl+F5OzZy8THJ+DgYCA4pJpV1gwJrgpAdLQKXyJy51T4EhERERERERERkSLLbDazZu0+vvlmGcdPnAegcuWyPPxQd86dS+SLLxezL+qEnVOWHnuvnu9Vq5Y/Hu4uVlkzKMgy6vD0mUskJCTj4+NhlXVFpHRS4UtERERERERERESKpJ07D/PlV0uIutoJ5OPjwX3juzCgfwucnBzZs8dy1lRU1AnMZjMGg8GecUuFyL3WHXMIUKaMGwHVynP8xHmio08SFhZktbVFpPRR4UtERERERERERESKlKysbF5/YwarVu8FwM3NmZEj2jFyZPtruoyCgipjNDpw8WISZ89exs/Px06JS4/ISEuxMTS0ulXXrRdc1VL4ilHhS0TujIO9A4iIiIiIiIiIiIj805atB1i1ei9GowODB7Vi5ox/8cD93a4brefi4kStWv4AGndYCNLTM4ndfxqAhlYufP19ztcpq64rIqWPCl8iIiIiIiIiIiJSpEREHAagT+9mPPevAZQtW+am1/5dMDlZKNlKs+iYk2Rnmyhfrgz+/j5WXTs45/cx5iRms9mqa4tI6aLCl4iIiIiIiIiIiBQpERGHAGjWrOZtrw0JqQZAVJQKX7YWGWk536tBaIDVz1OrW6dS7tjK+PjLVl1bREoXFb5ERERERERERESkyEhISObAwTMANGuah8LX1U6hmNhTZGebbJqttIvcayl8hTaw7phDsIytrFnTD7B0fYmIFJQKXyIiIiIiIiIiIlJk7NhhGXNYs6bfLUcc5qhevQLubs6kpmZw9OhZW8crtcxmM3v3HgMgtEGATfbQ2EoRsQYVvkRERERERERERKTIiNhhGXPYvFmtPF1vNDpQ72rBZF/UCZvlKu1OnrxAQkIKzs6O1K1b2SZ7/POcLxGRglLhS0RERERERERERIqMiAhLx1ezPBa+4O9OIZ3zZTvhW/YDEBJSFWdnR5vsEVzv6tjKmFOYTBpbKSIFo8KXiIiIiIiIiIiIFAlnz17m+InzODgYaNwoMM/31Q+pBmhEni2tWbMPgA7tQ2y2R40aFXFxcSI5OZ3jJ87bbB8RKdlU+BIREREREREREZEiISLCMuawXlAVypRxy/N9ISGWTqFDh+NITc2wSbbS7OKlJHbvOQpAx471bbaPo6ORoKtjFKOjT9lsHxEp2VT4EhERERERERERkSJh+9XCV37GHAJUqOBN+fJemExmYverYGJt69dHYzKZqRdUhUr+vjbdK/ecr2id1yYiBaPCl4iIiIiIiIiIiNid2WwmYoflfK/m+Sx8AdQP0TlftrJmzV4AOnWyXbdXjuB6VQB1fIlIwanwJSIiIiIiIiIiInZ34sQFzp69jJOTkdDQgHzfHxxsOecrKkqdQtaUmJia24nXqWMDm+8XcvW8tgMHz5CZmWXz/USk5FHhS0REREREREREROwuYoeluBLaIABXV+d8359zzldUtDq+rGnjxmiys03UrOlHQEB5m+9XpUpZypRxIyMji8OH422+n4iUPCp8iYiIiIiIiIiIiN1FFPB8rxzB9apgMBiIi0vg4sUr1oxWqq1euw+ATh1tP+YQwGAwUO/quEMVMUWkIFT4EhEREREREREREbsymUx3dL4XgIeHK4HVKwA658taUlLS2br1AFB4hS+A4HqW7r1oFb5EpABU+BIRERERERERERG7OnQonsuXU3BzcyY4uGqB1wnWuEOr2rw5loyMLKpWLUetWv6Ftm/O2MromFOFtqeIlBwqfImIiIiIiIiIiIhdbb865rBxo0AcHY0FXqd+SDUA9kWdsEqu0m7NP8YcGgyGQts3p/h55Eg8qakZhbaviJQMKnyJiIiIiIiIiIiIXUXsuLPzvXKEXC2YxESfxGQy3XGu0iw9PZNNm2MB6NSpQaHuXaG8F+XLe2EymYndr64vEckfuxa+Xn/9dQwGwzWPevXq5b6elpbGhAkTKFeuHJ6engwZMoT4+Phr1jh+/Dh9+vTB3d2dihUr8vzzz5OVlVXYX4qIiIiIiIiIiBRz6emZ9o5QKmVlZbNr5xHgzgtftWr54+zsyJWkNE6evGiNeKXWlq0HSE3NwK+iN8H1qhT6/jlFzG3bDhb63iJSvNm946t+/fqcOXMm97Fhw4bc15555hkWLFjAzJkzWbt2LadPn2bw4MG5r2dnZ9OnTx8yMjLYtGkTP//8M1OmTOHVV1+1x5ciIiIiIiIiIiLF0JUrqbz51ky6dHudBQu32ztOqRMdc4qU1Ay8vNyoU/vOzpFydDQSFFQZ0LjDO7X26pjDjoU85jBH166hACxYsJ2srOxC319Eii+7F74cHR3x9/fPfZQvXx6Ay5cv88MPP/Dxxx/TpUsXmjVrxk8//cSmTZsIDw8HYNmyZURFRfHbb7/RuHFjevXqxVtvvcWXX35JRoZmv4qIiIiIiIiIyK1t23aQsfd8zpKlOzGbzaxbF2XvSKVOxNXzvZo2rYmDw52/XRkSbDnnKzpaha+CyszMYsOGaAA6dapvlwydOtanbFlPzl+4kluEExHJC7sXvg4cOEDlypWpWbMmo0eP5vjx4wBERESQmZlJt27dcq+tV68eAQEBbN68GYDNmzcTGhqKn59f7jU9e/YkMTGRfftu/sMwPT2dxMTEax4iIiIiIiIiIlJ6pKVl8PGnC3jqmR85e/YyPj7uAMTG6jyhwrb9auGr+R2OOcwREmIZkRcVddIq65VGETsOcyUpjbJlPQltUN0uGZycHBk4oCUAs2aH2yWDiBRPdi18tWrViilTprBkyRK+/vprjhw5Qvv27bly5QpxcXE4Ozvj4+NzzT1+fn7ExcUBEBcXd03RK+f1nNduZtKkSXh7e+c+qlWrZt0vTEREREREREREiqx9+05w7/gvmDXL8uHqwYNaMfXXp3FwMHD+whXOndeHpAtLenome/daPgh/p+d75cjp+Dpw8AwZGVlWWbO0WbPm6pjDDiEYjfZ7C3lA/xYYjQ7s3n2UQ4du/n6viMg/2bXw1atXL4YNG0bDhg3p2bMnixYtIiEhgT/++MOm+06cOJHLly/nPk6cUNuziIiIiIiIiEhJl5mZxbffLefhRydz/MR5ypf34uOP7uW5fw3A19eTwMCKAMTEqOursERGHiMjI4sKFbwIqFbeKmtWruyLj487mZnZHDx4xiprlibZ2SbWrbeM/OzUsYFds1So4E2H9iEA/KmuLxHJI7uPOvwnHx8f6taty8GDB/H39ycjI4OEhIRrromPj8ff33LIpb+/P/Hx8de9nvPazbi4uODl5XXNQ0RERERERERESq5Dh+N48OHJTPl5NSaTmR7dG/HbL0/RulXd3Gvq1asCaNxhYdoecRiAZk1rYTAYrLKmwWAg+GrX174ofeA9v3bvPkpCQjJlyrjRpEkNe8dh6JDWACxZupMrV1LtnEZEioMiVfhKSkri0KFDVKpUiWbNmuHk5MTKlStzX4+NjeX48eOEhYUBEBYWRmRkJGfPns29Zvny5Xh5eRESElLo+UVEREREREREpOhZsnQn993/Jfv3n8bLy4233hjB66/djZeX2zXXBQdZCl/R6vgqNBFXz/dq1qymVdcNCb56zle0zvnKrzXrLGMO27cPxtHRaOc00LhxDWrUqEhaWiaLFu+wdxwRKQbsWvh67rnnWLt2LUePHmXTpk0MGjQIo9HIyJEj8fb25v777+fZZ59l9erVREREMH78eMLCwmjd2lLl79GjByEhIYwdO5bdu3ezdOlSXn75ZSZMmICLi4s9vzQRERERERERESkCMjKy+OTThWRmZhMWFsRvvzxF164Nb3ht0NXCV0zMScxmc2HGLJWSktKIjrEUppo1tc75Xjnqh1g6vqKjVPjKD5PJxNq1lsJXZzuPOcxhMBgYOsTSCDF7djgmk8nOiUSkqLNr4evkyZOMHDmSoKAghg8fTrly5QgPD6dChQoAfPLJJ/Tt25chQ4bQoUMH/P39mT17du79RqORhQsXYjQaCQsLY8yYMYwbN44333zTXl+SiIiIiIiIiIgUIeFb9nPlSirly3vxwXtjKV/+5kde1KlTCaPRgUuXkjl3LrEQU5ZOu3YdwWQyU7VqOfz9fay6dvDVjq/jJ86TmKjxeHkVFXWSc+cScXd3oUWL2vaOk6tnj8Z4eLhw4uQFtm0/ZO84IlLEOdpz899///2Wr7u6uvLll1/y5Zdf3vSa6tWrs2jRImtHExERERERERGREmD58t0AdOvaEKPx1p8Bd3FxomYNPw4cPEN0zCkqVvQujIilVsQOy/lezZtZt9sLwNvbnSpVynLq1EWiY07SqmUdq+9REq252u3Vtk0Qzs52fev4Gu7uLvTu1ZSZszbz55+b9fspIrdUpM74EhERERERERERsZbklHTWb4gGoEf3Rnm6JyioMmAZdyi2lXu+V1Prnu+VI2fcYVTUCZusX9KYzWbWrNkLQMeO9e2c5nqDB1uOv9m4KZYzZy7ZOY2IFGUqfImIiIiIiIiISIm0bl0UGRlZBFQrn1vQup169SznfMXGnrZltFLv4qUkDh6KA6CpjQpfOeMOo3TOV54cOHiG02cu4eLiRFjrIHvHuU71gAq0aF4bs9nMnLlb7B1HRIowFb5ERERERERERKREyhlz2KNHIwwGQ57uqVfPUiyJiT2J2Wy2WbbSbufVMYe1a/nj6+tpkz1Ccjq+ok/o9zIP1qyxjDls3aoObm7Odk5zY0OGWLq+FizcTnp6pp3TiEhRpcKXiIiIiIiIiIiUOBcvJbFt+0EAunfL25hDgFo1/TAaHUhISCEuPsFG6WR7zpjD5tY/3ytH3TqVMBoduHQpWb+XebBmrWXMYadODeyc5ObatqmHn58Ply+nsHJVpL3jiEgRpcKXiIiIiIiIiIiUOKtWRZKdbSI4uCrVqpXP830uLk7UquUPQGzsKVvFK/UirnZ8NW9qu8KXi4sTdWpXAiBqn875upWjR89y9Og5HB2NtG1Tz95xbspodGDQwFYAzPpzs53TiEhRpcKXiIiIiIiIiIiUOMtyxhx2z3u3V456QZZzvmJiVPiyhTNxlzh58gJGowONGwfadK+QkKvnfEXrnK+bOX36Ip99/hcALVrUxtPT1c6Jbq1f32Y4ORmJiTlFVJQKmiJyPRW+RERERERERESkRDl16iJ79x7HwcFA1y6h+b6/XlBlAKJV+LKJJUt2AtAwtDoeHrYtsuSe86UCyXWuXEnliy8XM3L0J2zZegCDwcCwIWH2jnVbvr6edOvaEIBZf4bbOY2IFEWO9g4gIiIiIiIiIlIcpaVlcP7CFS6cv8KFC1cs/3z1cfFiEq1b12X4sDb2jlkqrVi5B4BmTWtRvrxXvu+vV8/SJRQbewqz2YzBYLBqvtLMZDKx8K8IAPr2bW7z/UKCLb+XMbGnycrKxtHRaPM9i7rMzCzmzN3Kjz+tJDExFbB0ej0xoRe1r46GLOqGDG7N4iU7WblqD0883gtfX097RxKRIkSFLxERERERERGRPDp48AxvvTOL06cvkpycfstrt20/SM8ejfH2di+kdAJgNptZtmwXAN0LMOYQoGZNP5ycjCQmpnLmzCUqVy5rxYSlW0TEYc6cuYSnpyudO9W3+X4BAeXx8HAhOTmdI0fOUqdO8Sjs2ILZbGbduii++noJJ05eAKBGYEUen9CL1q3rFqsCb0hINerVq0JMzCkWLIxg3NiO9o4kIkWIRh2KiIiIiIiIiOTR5G+XceDAmdyil4uLE5Url6VhaHU6d2rA0KFhPPJwD6pVLUd2ton166PsnLj0OXgwjiNHz+Ls7EinjgUrrDg7O1Krpj+gc76sbf6CbQD07NEYV1dnm+/n4OBA8NUOvn37jtt8v6IqOuYkE574jokvTeXEyQv4+nrwwnMD+HnKE4SFBRWroleOoVfHMs6Zu4XsbJOd04hIUZKnjq/PP/883wuPHz+eMmXK5Ps+EREREREREZGi6PDheDZtisVgMPDlFw9Qu1YlPDxcbviGcXa2ie++X8HqtfsKZZyb/G3Z8t0AtAkLwtOz4OdH1atXhZjYU8TEnqJLAc4Jk+slJCSzdp2lGNyvX+H9uWjUKJDtEYfYsCmGgQNbFdq+RcWChduZ9N5swFLUHTmiHWPGdMTD3cXOye5M1y6h/PeLRcTHJ7Bpcyzt2wXbO5KIFBF5Knw9/fTTVK1aFaMxbzNwT5w4Qd++fVX4EhEREREREZESY9rv6wHo2CGExo1q3PLaTh3r8933K9i+/SBJSWl3VICRvDOZTKxYYSl8FXTMYY569arAPHV8WdPiJTvJysqmXr0q1K1TudD27dollB9+XMmWLQdISEjGx8ej0Pa2t7S0DCZ/sxSArl1DefyxXvj5+dg3lJW4uDhxV88mzPhjI2vX7VPhS0Ry5fmMr+3bt1OxYsU8XauCl4iIiIiIiIiUJOfOXWbZMktBZfSoDre9PjCwIgEB5Tl+/DybNsXQo0djGycUgD2Rx4g/exkPDxfahAXd0VpBQVUAiI09hdlsLpaj4IoSs9nMgoWWMYf9C7kLMjCwInXrVmb//tOsXrOXQaWo62ve/G1cupRM5Uq+vPbKcBwd89bYUFy0bRPEjD82Eh6+H5PJhIODTvYRkTye8fXaa6/h6emZ50X/7//+j7JldeiniIiIiIiIiJQMf8zcRFZWNo0aBVK/frXbXm8wGOjUsQEAa9bus3U8uSqnONmpYwNcXJzuaK2aNSri7OzIlaQ0Tp2+aI14pdrevcc5evQcrq5Od9yNVxA9ru6ZMwqzNMjIyGLqNEun6pgxHUtc0QugYcNA3NycuXgxiQMHztg7jogUEXkufLm7u+d50YkTJ+Lj41PQTCIiIiIiIiIiRUZychpz520FYEweur1ydO5UH4DN4ftJTc2wSTb5W2ZmFqtWRwJ/FznuhJOTI7Vr+QMad2gN8xZYur26dmmIh0fhj/7s1rUhBoOB3buPcibuUqHvbw9/LYrg/PlEKlTwonevpvaOYxPOzo40b14LgE2bY+2cRkSKigL1fmZlZbFixQq++eYbrly5AsDp06dJSkqyajgREREREREREXubN28bycnpBAZWICysbp7vq1u3MpUq+ZKenkn4lv02TCgAW7ceJDExlbJlPWnatKZV1swZd6jC151JSkpj1SpLUbJ/v8Idc5ijYkVvmjQOBGDFij12yVCYsrKy+fW3tYBlPKuzc55PvCl2wlpbxprq56yI5Mh34evYsWOEhoYyYMAAJkyYwLlz5wB4//33ee6556weUERERERERETEXjIzs5gxcyMAo0Z2yNf5MZZxh5aur7Uad2hzy5bvAiydPUajdc75Ca53tfAVq8LXnVi+YjdpaZkEBlagQYMAu+Xo3r2xJU8pGHe4dNku4uIS8PX1YED/FvaOY1NhrS0fSNi37wSJiSl2TiMiRUG+/yvgqaeeonnz5ly6dAk3N7fc5wcNGsTKlSutGk5ERERERERExJ6Wr9jDuXOJlC9XpkDj8zp1spzztXFTDBkZWdaOJ1elpKSzfkM0AD16NLbauvWuFr5iY09hMpmstm5ps2DBdgD692uBwWCwW47Onerj6Gjk4KE4Dh2Os1sOW8vONvHLL2sAGDWy/R2fd1fU+fn5ULOmHyaTmS1bD9g7jogUAfkufK1fv56XX34ZZ2fna54PDAzk1Cl9+kVERERERERESgaz2czUaesAGD68bYFGhdUPqUr58l4kJ6ezbftBa0eUq9ZviCYtLZOqVcvldmlZQ2BgRZydHUlOTufkyYtWW7c0id1/mpjYUzg5GbmrZxO7ZvHycs8dV7p8eckdd7hyVSQnTl7Ay8uNgQNb2TtOocjp+tq8WeMORaQAhS+TyUR2dvZ1z588eZIyZcpYJZSIiIiIiIiIiL1tDt/PkSNncXd3YeCAlgVaw8HBgY4dQgBYs0bjDm1l2dXRdT26N7JqR5Gjo5E6dSoBGndYUAsWbAOgQ4cQfHw87JwGenSzdG4uX7Ebs9ls5zTWZzKZ+PmX1QDcPbwtHu4udk5UOP55zpe6M0Uk34WvHj168Omnn+b+u8FgICkpiddee43evXtbM5uIiIiIiIiIiN1MnWrp9ho4oCWenq4FXqdTJ8s5X+s3RJGVdf2HieXOXLqUxNar4826dWto9fVzz/mKUeErv9LSMnKLkv37Fo1zptq2rYe7mzNnzlxi797j9o5jdevWR3HkyFk8PFwYOiTM3nEKTcOG1XF3dyEhIZmY2NP2jiMidpbvwtdHH33Exo0bCQkJIS0tjVGjRuWOOXz//fdtkVFEREREREREpFBFRZ1g564jGI0ODB/W5o7WatQwEB8fdxITU9m584iVEkqO1Wv2kp1tIqhuZQKrV7T6+kFBVwtfsSetvnZJt3rNPpKS0qhcyZdmzWraOw4Arq7OdOhgKUbnFOVKCrPZzJSf1wAwdEgYZcq42TdQIXJ0NNKyRW0AwsNj7ZxGROwt34WvqlWrsnv3bv7v//6PZ555hiZNmvDee++xc+dOKla0/n9ciIiIiIiIiIgUtqnT1gPQs0djKlb0vqO1HB2NtG9/ddzhWo07tLblKyxnNfXo0dgm69e72vG1P/a0Rqjl0/yrYw779m2Og0O+34a0mR7dLeMOV66KLFFdmJvD97N//2nc3Jy5e3hbe8cpdK3v8JyvkvS9IFLaFej/cRwdHRkzZgwffPABX331FQ888ABubqXnEwQiIiIiIiIiUnKdPHmBtessBaqRI9tZZc3OHRsAljFkKp5YT2JiCpGRx4C/R0paW/WACri6OpGSmsHxE+dtskdJdOz4OXbvPoqDg4E+vZvaO841mjevhY+PBwkJyWzffsjecazCbDbz05RVAAwa2KpInKdW2MKuFr6iok+SkJCcr3vPn09k0JAP+ObbZSqAiZQAjvm94Zdffrnl6+PGjStwGBERERERERERe5v++wZMJjNhYUHUqulvlTWbNauJp6crFy5cITLyOI0aBVpl3dJu27aDmExmagRWpJK/r032cHQ0UqdOJSIjjxMTc8om4xRLogULtgPQJiyIChXurGvS2hwdjXTrGsqsP8NZtnx3bqdQcRYRcYh9+07g7OzIyBHWKdgXNxUqeFO7lj8HD8WxZesBeuajC/SPmZu4cOEKO3cewdHRaLuQIlIo8l34euqpp67598zMTFJSUnB2dsbd3V2FLxEREREREREpti5dSuKvRREAjB7Z3mrrOjk50q5tMEuW7mTN2n0qfFnJ5i2WkWa2LlzUC6qSW/i6q2cTm+5VEmRmZrFo8Q4A+vVrYec0N9a9e2Nm/RnOunX7SEsbgKurs70j3ZEpP68GoH+/5pQrV8bOaewnLCyIg4fi2By+P8+FrytXUpk9ZwsAY8d0tGE6ESks+R51eOnSpWseSUlJxMbG0q5dO6ZPn26LjCIiIiIiIiIiheLP2eFkZGQRHFyVJk1qWHXtjh0to/jWrN2H2Wy26tqlkdlsZsuWAwC0bmXjwle9qgDExp6y6T4lxYaNMSQkJFO+XJnc8XNFTYP61ahUyZeU1Aw2bIyxd5w7snv3UXZc7VQaPaqDvePYVU4RfMuW/WRn522s7Jy5W0hJSadmTT/Cworm96uI5I9VTpWsU6cO77333nXdYCIiIiIiIiIixUVqagZ/zg4HLN1eBoPBquu3blUHNzdn4uMTiFEB5Y4dOHiGCxeu4OrqZPMOunpBlQGI3X86z2+ml2bz528DoHfvZkV2bJzBYKB7t0YALFu+285p7kxOt1fvXk3x8/Oxbxg7C20QgKenK5cvpxATc/ufs+npmcz4YyMAY0Z3wMHBKm+Xi4idWe1PsqOjI6dPn7bWciIiIiIiIiIihWrpsl1cvpxC5cplc7uzrMnFxSm3+2XNmn1WX7+0CQ+3dHs1a1oLZ+d8n+aRLwEBFXBzcyYtLZNjx87ZdK/i7kzcJbZuOwhA377N7Jzm1nr2sBS+wsP3k5iYYuc0BRMVfZItWw9gNDpoTB+W89taNK8NwObw2Ntev/CvCC5dSqZSJV+6dW1o63giUkjyXfiaP3/+NY958+YxefJkxowZQ9u2bW2RUURERERERETE5tautRSjBvRvgdFom0/9d+rUAIA1a/Zq3OEd2pJzvlerOjbfy2h0oG7dq11f6ta7KbPZzHffrcBsNtOsWU2qViln70i3VKOGH3VqVyIrK5vVxbQY/dNPqwDo3q0RVaqUtXOaoiEsLAiAzeH7b3ldVlY206avB2DUiHZFtjtRRPIv3x+HGThw4DX/bjAYqFChAl26dOGjjz6yVi4RERERERERkUKTnJxGxI7DAHToEGKzfcLCgnB2duTEyQscPhxPrVr+NturJEtOTmNP5DEAWrcOKpQ969Wrwu7dR4mOPUWvXk0LZc/i5vcZG1mydCcODgbG39PF3nHypHv3Rhw4eIbly3cxoH+LQtnzyJF4vp68lJTUDN59exReXu4FWmflyj1s3BSD0ejAuLHq9sqRUwyPjj7JxUtJlPX1vOF1q1ZFcubMJXx8POjTp2h3J4pI/uT740smk+maR3Z2NnFxcUybNo1KlSrZIqOIiIiIiIhIiZSdbfm7tdjflq0HyMrKJqBaeaoHVLDZPh7uLrRsaXlTdvWavTbbp6Tbvv0Q2dkmqlUtV2hdLvWCqgDk6dyg0ig8fD9ffrUYgCce703TpjXtnChvcsbb7dx1lLNnL9t0r6SkND7771+Mu/e/bNgYw44dh3n9jT8KdG7chQtX+PDj+QCMG9uRwMCK1o5bbJUv75Xboblly4EbXmM2m/l16joAhg9rg6urc6HlExHb02l9IiIiIiIiInaQlJTG3SM/pnffd/js8784fDje3pFKtQ0bYgBo1y7Y5nt1vnp+2Jq1xXO0WlGQM8Ks9dUz0wpDvXqWwteBA2fIysoutH2Lg2PHz/Hq679jMpnp26cZw4e1sXekPPP396FRo0DMZjMrVuyxyR4mk4mFf0Vw98iPmDFjI9nZJsJa18XFxYnwLfv58aeV+VrPbDbz3vtzuHw5hbp1K3PvPZ1tkrs4a93K8rNh8+Ybn/O1aXMshw7F4e7uwpDBrQszmogUgjyNOnz22WfzvODHH39c4DAiIiIiIiIipcWMPzZy+vTF3H+e8cdGGjQIoH/f5nTpEoq7u4udE5YeWVnZbNpsKXy1bVvP5vu1bRuM0ejA4cPxHD9+noCA8jbfsyQxm83/ON+r8Apf1aqWw93dhZSUdI4dO6cxlVclJqby4ou/kpSURsPQ6jz3rwEYDAZ7x8qXnt0bsXv3UZat2M2oUe2tunZU9Ek++WQB+6JOABBQrTxPP92X1q3qsmTpTt58ayY/TVlNSHC1PP/8WbR4Bxs3xeDkZOSVl4bi5JTv02xKvDZhQfzy6xq2bD1AdrbpunMbf/ttLQCDBrakTBk3OyQUEVvK00/FnTt35mmx4vZ/aiIiIiIiIiL2kJiYyow/NgIwdkxHjh8/x4aNMezde5y9e4/z6ed/0b1bQ/r1a0FwvSr6+7aNRe49TmJiKl5eboQ2CLD5fl5ebjRrVoutWw+wZu0+nc2TT0eOnCX+7GWcnR0LdZyeg4MDQXUrs3PXEaJjTqnwhaVo/Orrv3P8xHn8Knrz7jujcHYufkWYzp1D+eiTBezff5qjR89aZWzgxUtJTJ68lIV/RQDg7ubMfeO7MmxYWG6h6q6eTYiKOsGsP8N5460/+PH7CVStWu6W68bFJfDpZwsBeOD+bvo+vImQkKqU8XTlypVUoqJOEBpaPfe13buPsnvPMZycjAwf3taOKUXEVvI06nD16tV5eqxatarAQd577z0MBgNPP/107nNpaWlMmDCBcuXK4enpyZAhQ4iPv3b0w/Hjx+nTpw/u7u5UrFiR559/nqysrALnEBEREREREbG1GX9sICkpjZo1/Xj4oe5MencMc2e/yKOP9KRq1XKkpKQzb/42HnjwK+4d/wULF27HbDbbO3aJtWFDNABtwurh6GgslD075Y471Dlf+RV+tdurSeMauLg4FereOeMOY2NL3jlfU6et49HHvmHR4h15HuX45ddL2Lr1AK6uTrz//ljKli1j45S24e3tnts9+NeiHXe83p+zwxkx8uPcotddPZvw+/RnGTWq/XXdWU883pvQ0ACSktKY+NJUUlMzbrquyWTi3Ul/kpycToMGAYwaad3utJLE0dFIy1aW8xRzRqPm+HWqpdur111NqVDeq9CziYjtFYkzvrZt28Y333xDw4YNr3n+mWeeYcGCBcycOZO1a9dy+vRpBg8enPt6dnY2ffr0ISMjg02bNvHzzz8zZcoUXn311cL+EkRERERERETyJDExhRl/bALg/vu64uBg+at5uXJlGDumIzOmP8sXnz9Ajx6NcXZ25MDBM7z73mxWr1aBxFZyCl/t2tl+zGGODh1CcHAwEBNzijNxlwpt35Ig3A7ne+XIKXzljK0rKdLTM/n+h5Xs3nOMt9+ZxYiRHzN/wTYyM2/+4fKFC7czY4alc/Xll4ZSt07lwoprE/37twBg/vytJKekF3idDRui+ejj+SQlpVG3bmUmf/Uwr74yjPI3KbA4OTny9lujKFvWk0OH4nj/gzk3/aDDnDlb2B5xCBcXJ155aeh14/vkWm1aBwHXnvN18OAZNm2KxcHBwJjRHewVTURsrEA/Hbdv384LL7zAiBEjGDx48DWP/EpKSmL06NF89913+Pr65j5/+fJlfvjhBz7++GO6dOlCs2bN+Omnn9i0aRPh4eEALFu2jKioKH777TcaN25Mr169eOutt/jyyy/JyLj5pyNERERERERE7GXa9A2kpKRTp3YlOnYIue51g8FA06Y1ef3V4cyf+2/69G4GWDoIxPqOHT/HiZMXcHIy0qoQz4sq6+tJ40aBAKxaFVlo+xZ3KSnp7N5zFLBP4atRw8DcguXhw/G3v6GY2LnrCOnpmZTxdMXHx4PTZy7x3vtzGD7iY2bPCScj49oC2J49x/jgw3kA3De+C106h9ojtlW1bRNEQLXyXElKY+HC7QVe57ep6wAYOKAlP3z3GA0bVr/NHVChvBdvvTkSo9GBZct3M+vPzdddc+LEeb78egkAEx67i2rVdDbg7bS62vEVu/80Fy5cAeC3aesB6NypwW3HSopI8ZXvwtfvv/9OmzZtiI6OZs6cOWRmZrJv3z5WrVqFt7d3vgNMmDCBPn360K1bt2uej4iIIDMz85rn69WrR0BAAJs3W374b968mdDQUPz8/HKv6dmzJ4mJiezbt++me6anp5OYmHjNQ0RERERERMTWEhKSmTXL0u113z+6vW7Gy8udBx/ohoODgZ27jnD06NnCiFmq5HR7NW1SEw93l0Ldu1tXy+Sb5Sv2FOq+xdmOHYfJzMymciVfAuzwxn/Fit50aG8pWP8xc1Oh728rOR0xnTo3YPas53nyid6UK1eG+PgEPvxoPkOHf8gfMzeRnp5JXFwCE1/6jaysbDp1qs9947vYOb11ODg4MGJEOwBm/LExz+Me/yky8hh7Ii1nR40f3yVfHVlNGtfg8Qm9APj8v4vYvfto7mvZ2SbefncWaWmZNGtWk8GDWuU7W2lUtmyZ3C7N8C37OX36IitXWn7eqttLpGTLd+Hr3Xff5ZNPPmHBggU4Ozvz2WefERMTw/DhwwkIyN8BsL///js7duxg0qRJ170WFxeHs7MzPj4+1zzv5+dHXFxc7jX/LHrlvJ7z2s1MmjQJb2/v3Ee1atXylVtERERERESkIKZNX09KagZ161amQ/vgPN1TsaI3bdtaRvDNm7/NlvFKpb/HHObt98OaOnVqgNHowP79pzl2/Fyh718c5Zzv1apVXQwGg10yDB/eBoAlS3eSkJBslwzWlnMGUpvWQbi6OjPi7nbM+uM5nn2mHxUrenP+fCKffraQIcP+w9PP/MilS8nUqV2JV14adtsCfnHS664m+Ph4EBeXwJq1N/9Q/c1MvdpN1LNH4wKdHTV8WBu6dg0lO9vEy69O5/x5y4f1p/++gcjI47i7u/DSxKEl6tfc1sKudoaGh+9n2vT1ZGebaNmyDkFBVeycTERsKd8/JQ8dOkSfPn0AcHZ2Jjk5GYPBwDPPPMO3336b53VOnDjBU089xdSpU3F1dc1vjDsyceJELl++nPs4caJkzWUWERERERGRoufipaTccYUP3Nc1X2/aD+zfEoBFiyJIT8+0Sb7S6NKlJCL3HgegXdvCO98rh4+PBy1b1AZghbq+bstsNuee7xVmhzGHORo1DCSobmUyMrJKRDH6xInznDx5AUdHI82b18p93sXFiaFDwvjj93/xwnMD8Pf34eLFJI6fOI+PjwfvvTcGNzdnOya3PsvX3BqAadPW3/SsrRs5fvw8668W0keNbF+g/Q0GAxNfHEyNGhW5cOEKr7w6ndj9p/nu++UAPP1UX/z9fQq0dmkVdvWcr/At+1n4VwQA48Z0tGckESkE+S58+fr6cuWKZSZqlSpV2LvXcrhuQkICKSkpeV4nIiKCs2fP0rRpUxwdHXF0dGTt2rV8/vnnODo64ufnR0ZGBgkJCdfcFx8fj7+/PwD+/v7Ex8df93rOazfj4uKCl5fXNQ8RERERERERW5o2bT2pqRnUq1clt4Mrr1q2rEOlSr5cSUpjpc6DsprN4fsxmczUqVMJPz8fu2To1q0RACtW7snXm+yl0YkTFzh95hJOTkaaNq1ptxwGg4G7724LWM7ey8zMus0dRVtOt1fDhtXx8Lj+w+nOzo4MHNiKP37/F//378F07BDCh/+5h0r+voUdtVAMHtQaZ2dHYmJPsWvXkTzfN/13S6GsXdt6BAZWLPD+7u4uTHpnDB4eLuzec4xHHv2GzMxs2rWtR5/eTQu8bmkVHFwVb293kpPTycjIon5INZo0qWHvWCJiY/kufHXo0IHlyy2fMhg2bBhPPfUUDz74ICNHjqRr1655Xqdr165ERkaya9eu3Efz5s0ZPXp07j87OTmxcuXK3HtiY2M5fvw4YWFhAISFhREZGcnZs3/POF++fDleXl6EhFx/QLCIiIiIiIiIPVy8eOXvbq/7u+V7RJvR6MCA/i0AmDN3i9XzlVY5Yw7b22HMYY4O7YNxdnbk2LFzHDh4xm45ioOcMYeNGgbiXsjnsf2vrl1CKVeuDOfPJ7Jq9V67ZrlT4f8Yc3grjo5G+vZtzqR3xxASXLUwotmFj48HfXo3A2Da9A15uufixSssXrITgFGjCtbt9U8BAeV55eVhAKSnZ+Ll5caLLwyy23jP4sxodKBVyzq5/z5mTEf9OoqUAvkufH3xxReMGDECgJdeeolnn32W+Ph4hgwZwg8//JDndcqUKUODBg2ueXh4eFCuXDkaNGiAt7c3999/P88++yyrV68mIiKC8ePHExYWRuvWlpbjHj16EBISwtixY9m9ezdLly7l5ZdfZsKECbi42Pc/gERERERERERy/Dp1HenpmdQPqVbgEW19+zTDaHRg374THDigAsmdSk/PZMvWAwC0a2u/wpeHhytt2lgKDsuXa9zhreQUaFq3st+YwxxOTo4MHtQKgBl/bCy23XppaRns2HkYgNZ2HB9Z1Iy4uy0Gg4GNm2I4evTsba+fOWuzpZuofjUaNQy0SoYO7UN4+KEeODs7MvHfQyhXroxV1i2Ncs5wDAysQPt2hT/WVkQKX74LX2XLlqVy5cqWmx0c+Pe//838+fP56KOP8PW1bovzJ598Qt++fRkyZAgdOnTA39+f2bNn575uNBpZuHAhRqORsLAwxowZw7hx43jzzTetmkNERERERESkoM6fT2TOHEuX1v335+9sr38qW7YMHTtYppvMnbfVavlKqx07DpOamkH58l4EBVW2a5buGnd4W+npmbkFmlat69zm6sIxcEBLy0i8mFNERh63d5wCidhxmIyMLPz8fKhRo+Dj+UqaatXK06G9pVgyfcatu75SUtKZffVn/OhR7a3aTXTPuE6sWfVm7s9+KZgunRvw8ktD+c/79+DgkO+3w0WkGMr3n/Ru3boxZcoUEhMTrR5mzZo1fPrpp7n/7urqypdffsnFixdJTk5m9uzZ153dVb16dRYtWkRKSgrnzp3jww8/xNHR0erZRERERERERAri19/WkpGRRWhowDXjlgpi4EBLh8nSZbtISUm3RrxSa8PGGADat6tn97FXbcKCcHd3IT4+gb17i2cBxdZ27jxCRkYWFSt6U7OGn73jAODr60nPno0BS9dXcZQ75jCsrt3/HBQ1o0ZaRhYuWbKTCxeu3PS6BQu3c+VKKtWqlqN9OxWoiiIHBwd692pKlSpl7R1FRApJvgtf9evXZ+LEifj7+zNs2DDmzZtHZmamLbKJiIiIiIiIFGvnzl1m3vxtADxwX/7P9vpfzZrWJKBaeVJS0lm+QmPxCspsNrNho+V8L3uOOczh4uJEh/aWN8yXr9Tv643knO/VqlWdIlWgGT6sDQBr1+3jzJlLdk6TP2azmU2bYwFofZvzvUqj0NDqNGgQQGZmdu4Zjf8rKyub32dYip4jR7TDaFQ3kYhIUZDvn8afffYZp06dYu7cuXh4eDBu3Dj8/Px46KGHWLt2rS0yioiIiIiIiBRLv/xq6fZq1CiQ5s1r3fF6BoOBAQNaAjBn7haNxSug/ftPc+5cIm5uzjRtWtPecQDo1q0hAKtWRZKVlW3nNEVPTmdSQc/Is5VaNf1p0bw2JpOZWX9utnecfDl2/BxnzlzCyclIsyLy56CoGTmiHQCz54STmppx3eurVkUSH5+Ar68HvXo1Lex4IiJyEwX6GIKDgwM9evRgypQpxMfH880337B161a6dOli7XwiIiIiIiIixVJ8fALzF1zt9rqDs73+V+9eTXF2dmT//tNEx5yyypqlzfoNlm6vVi3r4OLiZOc0Fi1b1Mbb252LF5PYufOIveMUKadOXeT4ifMYjQ40b1bb3nGuM3y4petrwcLtJBejEaQ5xcTGjWvg7u5i5zRFU4f2IVSuXJbExFQWLYq45jWz2czU6esBGDokrMj8LBERkQIWvnLExcUxefJk3n//ffbs2UOLFi2slUtERERERESkWPvl1zVkZmbTtEkNmjW9826vHN7e7nTu3ACAuXO3WG3d0iTnfK+2bevZOcnfHB2NdO5k+X1doXGH18gZcxgaGoCnp6ud01wvrHVdAqqVJykpjcWLd9g7Tp5t3lw0u+iKEqPRgZF3twVg+oyNZGebcl/btv0gBw6cwdXViSGDW9srooiI3EC+C1+JiYn89NNPdO/enWrVqvH111/Tv39/Dhw4QHj4jefdioiIiIiIiJQmFy8lsWChpTvg/vu7WX39QQNaAZYCyZUrqVZfvySLj09g//7TGAwG2oQVrXONunW1jDtcs2YvGRlZdk5TdGy5Wvhq3apoFmgcHBwYdvWsrz9mbsJkMt3mDvtLSUln125LZ2FYEftzUNT07t0MLy83Tp++yLr1UbnPT51m6fbq17c5Xl7u9oonIiI3kO/Cl5+fHy+99BINGjRg8+bNxMbG8uqrr1KrlvU+vSYiIiIiIiJSnC1fvpusrGxCgqvSpHENq68fGhpAjRoVSUvLZOmyXVZfvyTL6fYKbRCAr6+nndNcq1GjQMqX9+JKUhpbtx6wd5wiISMji4gdhwFoXYQ7k3rd1YQynq6cPHmBTZti7R3ntiJ2HCYzM5vKlcsSUK28veMUaW5uzgweZOnomjZtPWazmf0HTrNt20GMRgdG3N3OzglFROR/5bvwNX/+fE6ePMknn3xC8+bNbZFJREREREREpFhbsmQnYHkz3BYMBgODBlq6vubM3YLZbLbJPiXRhqvne7VrF2znJNczGh3o2iUUgOUrdts5TdGwZ89RUlMzKFeuDHVqV7J3nJtyd3ehf3/LESAzZm60c5rb27zZUpwLa13XaucPlmRDh7TGycnIvqgTREYeZ9rVbq8unRtQqZKvndOJiMj/ynfhq3v37jg43NHRYCIiIiIiIiIl1pEj8cTuP20pYlwdXWcLd/VsgqurE0eOnGXPnmM226ckSU5JZ8dOS/dQu3ZF53yvf+rezfI9s35DNKmpGXZOY3+bwy1jDlu1qlPkCzRDBodhNDoQEXGYgwfP2DvOTZnN5r8LXxpzmCdly5bhrqsfZPjiq8WsXBUJwKhRHewZS0REbiJPFaymTZty6dKlPC/arl07Tp06VeBQIiIiIiIikj9Tp61j8jdLdS5QEbBk6S7A8oayj4+Hzfbx9HSle7dGAMydv9Vm+5QkW7ceIDMzm2pVy1E9oIK949xQcHBVKlcuS1paJhs3xdg7jt2FF/Hzvf7J39+HTh3rAzDjj012TnNzR46cJf7sZZydHWnaxPqjWEuqkVdHGu7de5zsbBMtmtcmqG5lO6cSEZEbyVPha9euXezevZs9e/bk6bFr1y7S09NtnV1ERERERESAQ4fj+PKrJfzy61qefOoHLl5KsnekUstkMuWeuWWrMYf/NGBASwBWr95LQkKyzfcr7v455rCodg8ZDAa6Xe0ULK7jDk+eusDE//uNvxZFFHgMp8lk4tff1nLkyFkcHAy0bFHbyiltY/jwtgAsW76ryP4s3hxu6fZq2qQmrq7Odk5TfAQGVqRtm787RUePbm/HNCIicit5nlnYtWtXGjdunKdHamqqLTOLiIiIiIjIP8yb93e3z57IYzzw4FdFesxWSbZj5xHOnr1MGU/Xa94gtZXgelUIqluZjIwsFi3eYfP9irOsrGw2XR3vVhTP9/qn7t0tha/w8P1cuVL83mP5+uulrF0XxTvv/smL//6Vixev5Ov+xMQUXvz3b3w9eSkAw4a1wcvL3RZRra5B/WqEBFclMzObuXO3FMqe69ZH8eBDX7NqdWServ97zGHR76IrasaO6YiDg4H6IdVo0bx4FGNFREqjPBW+jhw5wuHDhzly5EieHocPH6Z69eq2zi4iIiIiIlLqpaVl5I7We/aZflSrWo64uAQeefSb3O4WKTxLlu4EoEuXUJydHW2+n8FgYODAVoClAFrQ7prSYO++41y+nIKXlxuhDQLsHeeWatX0p0aNimRmZrN2XZS94+TLuXOXWbfektnR0ciGjTGMGfcZa9buzdP9UVEnuPe+L9i4KQZnZ0f+/eIgnny8ty0jW5XBYODuuy1dX7PnbCEz07bjZ3fsOMwrr05nX9QJXn5lOtN/33DLnwPJyWnsvnomYFhrne+VXw0bVmfqb0/z8Uf3FtmuURERyWPhq3r16vl+GI1GW2cXEREREREp9VasjCQpKY3KlcsyeFArvvv2UZo3q0VKagYvTvyN36auUzGkkKSlZbBmteXN/bt62n7MYY7u3Rri7u7CiZMXiNhxuND2LQxpaRmMGfcZ/Qe+x+RvlnLy1IUCrZOYmMLcuZbOyLCwIBwdi/57FjnntxW3cYdz520lO9tE48aB/PTDBOrUrkRCQgr/99I03nxr5k072MxmMzNnbeKRx74lLi6BKlXK8u03j9C/X4tiV2Do3KkB5cuV4eLFJJsWLg8djuPf//cbmZnZVK5cFoD/frGIzz7/i+xs0w3v2bb9INnZJqpVLUfVquVslq0kqx5QgTJl3OwdQ0REbiHPow5FRERERESk6MkZc9i/XwscHBzw8nLn44/uZdDAVpjNZr76egnvvPsnGRm27ToQWLc+mpTUDCpX8qVhw8KbguLu7kLPHo0BCm20WmHZtCmWw4fjOX8+kV9+Xcvwuz/iiae+Z9ny3aSnZ97y3vT0TFatiuTFib/St/8kli23FJA6tA8pjOh3LOecr4iIQ0X2rKj/lZmZxbz52wAYMqg1tWr58/13jzJubCccHAwsWbqTsfd8zrZtB6+5Lzk5jVdenc4nny4kKyubTp3q89MPj1O3TmV7fBl3zNHRSP/+LQD4c3a4TfY4e/Yy/3ruZ5KS0mjUsDpTf32Kxx/rBcAfMzfxymvTb/hnZPPm/YClACwiIlJSqfAlIiIiIiJSTB04cIZ9UScwGh3o26dp7vOOjkaef24A/3qmH0ajA4sW7+DJp34oNm+eF1dLr445vOuuJoXeoTJwQEsA1q6L4sKF/J2nVJStXGU5s6hd23q0alkHg8FARMRhXn9jBgMGvcenny3k8OH43Ouzs01s3XaAt9+dRZ9+7/Lyq9NZvz6arKxsatfy54nHexebwlfVquUIDq6KyWRm9aq8nd1kb2vW7uPixSTKlytDx471AXBycuSRh3vw9VcPU7VqOc6evcxTz/zIx58uIC0tgwMHznDf/V+yavVejEYHnnqyD++8NQpPT1c7fzV3ZkD/FhiNDuzefZRDh+KsunZSUhr/ev5nzp69TGBgBd5/bywuLk6MGtWeN16/GycnI2vW7OOpp3/k8uWU3PvMZjObw1X4EhGRks/2A8dFRERERETEJuZe7fbq2CGEsmXLXPf6kCFhVAsoz8uvTGdP5DEeePAr/vP+OGrV8i/sqCXehQtX2LL1AEBu91VhqlOnEg0aBLB373H+WhTBuLGdCj2DtaWmZrBpcywA99/XlaCgKpyJu8Rff0Ww8K8Izp69zB8zN/HHzE3Ur1+NunUqs279tYU/Pz8fenRvRI8ejahVs/h933fv1pDo6JMsX7GHIUPC7B3ntmZf7W7q37/FdeMkQxsE8PNPT/DlV4uZPWcLs2ZtZtOmWM6fTyQjIwu/it689eZIGhTx89fyqkIFbzq0D2H1mr3MnhPO888NtMq6GRlZ/Pv/fuPQoTjKlyvDRx/ei5eXe+7r3bs1olzZMvz7/35jT+QxHn50Mh9/eC+VK5fl4ME4zp9PxNXVicaNAq2SR0REpChSx5eIiIiIiEgxlJKSztJlu4C/u31upGWLOnz7zSNUrVqOuLgEHn5kMvsPnC6klKXH8hW7MZnM1K9fjWrVytslQ873wbz52256vk9xsmlTDOnpmVSpUpa6dS0j7yr5+/LA/d34c+bzfPSfe+jYIQSj0YF9+04wZ+4WLly4gpeXG4MGtuSrLx/kz5nP8egjPYtl0Quga5dQDAYDeyKPcebMJXvHuaWDB8+we88xjEYHBtzkZ5KbmzPP/WsAH390L+XLe3H69EUyMrIIa12XKT89UWKKXjkGD24FwJKlu0hOTrvj9UwmE++8O4sdOw7j7u7Chx/eQyV/3+uua9q0JpO/ehi/it4cP36ehx6ZTEzMqdxur2ZNa+Hi4nTHeURERIqqfBe+atasyYUL1x8mm5CQQM2aNa0SSkRERERERG5txco9pKSkU7VqOZo2vfXfxQKrV+T7bx+lceNAUlIz+PCj+ZjN5kJKWjosWboLgLt6NrFbhq5dQinj6cqZM5fYerX7rDhbudoy3i+n+PNPRqMDYWFBTHp3DHNnv8hjj97FoIEt+eC9sSyYN5HnnxtI40Y1cHAo3p/3rVDBm2ZX/3z/PmODndPcWs5ZVp061qdCea9bXtu6VV1+++UpRo1szzNP9+U/H4zD29v9lvcUR02b1CQwsAKpqRksXrLzjtf7evJSlq/Yg9HowLvvjLrlGWg1a/rx7TePULuWPxcvJjHhie+YP9/SJRwWVveOs4iIiBRl+f4vwKNHj5KdnX3d8+np6Zw6dcoqoUREREREROTWcsYcDujfIk9v7nt5ufPG6yNwc3Nm797jud1icucOHY5j//7TODoa6da1od1yuLg40bt3MwDmXP3+KK5SUtLZtMky5rBLl9BbXluuXBnGjO7A888NpF27YJycStapDmPHdAQsnXwXLxbN89uuXEnN/ZkyeHDrPN3j5eXG4xN6MWxom2JfoLwZg8HA4EGWX4/Zc8Lv6AMHM2dtYuq09QD838QhtGxR57b3VKjgzddfPUSL5rVJTc3g9NWuwbDWOt9LRERKtjz/l8X8+fOZP38+AEuXLs399/nz5zNnzhzeeustAgMDbZVTREREREREroqJOUVMzCmcnIz07tU0z/dVKO/FPeM6AfDV10tJSUm3UcLSZcmSXQC0CQuye9fKgAEtAMuYwLNnL9s1y53YtDmWjIwsqlYtR53alewdx66aN69F/frVyMjIYvrv1u/6MpvNxMcnsHZdFN99v5wXJ/6a730WLd5BWlomNWv66eyo/9Hrria4uTlz9Og5duw8XKA1Vq/Zy6ef/QXAIw/3oNddee8s9fBw5cP/jMvtRq1dy59Kla4fjygiIlKS5PljUAMHDgQsn1a55557rnnNycmJwMBAPvroI6uGExERERERkevldHt17FAfX1/PfN179/C2zF+wndOnL/LLr2t45OGeNkhYemRnm1i2fBcAd93V2K5ZwDLWsknjGuzcdYT5C7bxwP3d7B2pQFatsow57NL5+jGHpY3BYODeezrz/Au/MHvOFsaM7ljgAqvZbOb06UvE7j9FbOxpYvefZv/+UyQkpFxz3fr10WRnmxgzusNt1zSZTMy+OuZwyODWpf736395eLhyV8/GzJm7ldmzt9Csaa183b9nzzHeePMPzGYzgwa2yu0AzA8nJ0deeXkoXTo3oEYNv3zfLyIiUtzkuePLZDJhMpkICAjg7Nmzuf9uMplIT08nNjaWvn372jKriIiIiIhIqZecnMbyFbsBGDigZb7vd3Fx4sknegMw/fcNnDx1/RnOknc7dx7m3LlEypRxo01YPXvHAWDgQMv3xfwF28nKuv6ogqIuJSWdTZstYw673mbMYWnRJiyIOnUqkZqawR8zNxZojYgdh+g3YBLD7v6Ql1+Zzq+/rWXr1gMkJKRgNDpQp3Yl+vRulvtz5auvlzB/wbbbrrtt+yFOnLyAh4cLPXs0LlC2ki5n3OG69VGcO5f3Tszz5xP59//9RkZGFu3bB/PsM/0KXFg0GAy0axdMlSplC3S/iIhIcZLvwddHjhzJ/ee0tDRcXV2tGkhERERERERubtny3aSmZhAQUJ4mTWoUaI327YJp0aI227Yd5L9fLOL9SWOtnLL0WLJ0F2Ap0Dg7F42zpTp2qI+PjwfnzyeyaXMsHdqH2DtSvmzcFENGRhbVqpajdm1/e8cpEnK6vl56eRozZ21m5Ij2eHrm/f2Y5OQ03nxrJhcvJuHkZKRWLX+C6la2POpVoWYNP1xcnHKvL1PGjV9/W8sH/5mLp6crXTrfvAD559Vur169muLu7lLwL7IEq1XLn0aNAtm9+yjz5uetE9NkMvHW27NISEimdi1/3njtbozGknkWmoiIiLXl+/8xTSYTb731FlWqVMHT05PDhy3ziV955RV++OEHqwcUERERERERC7PZnDvmcOCAlnf0yf+nn+yD0ejA+vXRbN12wJoxS43U1AzWrNkLkHt+TlHg7OxI3z7NAJg7d6ud0+Rf7pjDLhpz+E8dO4RQI7AiSUlpzPpzc77u/XryUs6dS6RKlbIsWfQKP34/gRdfGMTAga0Irlf1mqIXWM6RGtC/BSaTmdff+OOmPyPOxF1i06YYAAYPalWwL6yUGDLY0vU1f/62PHVi/jZ1Pdu2H8TV1Yk33xyBq6uzrSOKiIiUGPkufL399ttMmTKFDz74AGfnv/9Pt0GDBnz//fdWDSciIiIiIiJ/i44+yYEDZ3B2dqR3r6Z3tFaNGn65b8R++tnCYjkSz97WrY8iJTWDypXLEhoaYO841+jfvwUAW7Ye4NSpi3ZOk3fJKelsDt8PaMzh/3JwcOCecZ0AmPHHRlJS0vN0X2TkMeZcLYC++PxA3NxuX0AxGAw8968BdOncgKysbCb+31T27Ttx3XVz527FZDLTvFktAqtXzPsXUwp17BBC2bKenL9whXXrom557d69x/nu++UAPPt0P/3aioiI5FO+C1+//PIL3377LaNHj8ZoNOY+36hRI2JiYqwaTkRERERERP6W0+3VuXMDvLzc73i9++/rio+PO0ePnssdVyZ5t2TJTgDu6tm4yHUmVa1SjpYt62A2m/N0TlNRsXFDNBkZWQQElKdWLY05/F9duoRStWo5Ll9Oyf15cCsZGVm89/4czGYzvXs3pXnz2nney2h04NVXhtOiRW1SUzN49rkpHD4cn/t6enomCxZavreGDAnL/xdTyjg5OTLgakH6Vj9vr1xJ5bU3ZpCdbaJb14b0udq9KSIiInmX78LXqVOnqF37+v9QMplMZGZmWiWUiIiIiIiIXCspKY0VK/cAMLB/S6usWaaMGw8/1BOAH35cyaVLSVZZtzQ4fz6RbdsPAkVrzOE/DRpg+T5Z+Nd2MjOz7Jwmb1attoyO7NJZYw5vxNHRyLixnQCYNn096em3fh9m6rR1HDl6Fh8fD56Y0Dvf+zk7OzLpndHUr1+NK1dSefrZnzh92tJBuGpVJAkJKfhV9KZtm6B8r10aDejfEqPRgZ27jlxTRMxhNpv54D9zOXPmEpUr+fLC8wP150BERKQA8l34CgkJYf369dc9P2vWLJo0KZr/sS8iIiIiIlLcLV26k7S0TGoEVqRhw+pWW7dvn2bUrVuZpKQ0vvl2udXWLemWr9iDyWSmQYMAqlYtZ+84N9S2bT3KlyvDpUvJtx2tVhQkJ6cRvkVjDm/nrp6N8fPz4eLFJBYs3H7T644eO8uUn1cD8PRTffH2LliXqLu7Cx/95x5q1KjI+fOJPPXMj1y4cCW3a2ngwFY4Ohpvs4oAVKzoTft2wQDMnnN919eChdtZuSoSo9GBN98Ygaena2FHFBERKRHyXfh69dVXefzxx3n//fcxmUzMnj2bBx98kHfeeYdXX33VFhlFRERERERKNbPZzNz5lpFiAwa0tGoHgNHowDNP9QUsb7rGxp6y2tol2T/HHBZVjo5G+vVrDsCcPIzFs7cNG2PIyMiievUK1KzpZ+84RZajo5GxYzoA8NvUdTfs5jOZTLz/wVwyM7MJa12X7t0a3tGeXl7ufPrJfVSq5MupUxd56JHJREWfxMnp7+8xyZvBg1oBlp8hyf84p+3IkXg++XQhAA8/1IOQkGp2ySciIlIS5LvwNWDAABYsWMCKFSvw8PDg1VdfJTo6mgULFtC9e3dbZBQRERERESnV9u47waFDcTg7O9pkrF6jRoF079YQs9nMJ58uxGw2W32PoiA9PZMDB86QmppRoPuzs03Exp5iys+rOXDwDI6ORrp2ubOCgq3169sCBwcDO3Yc5tjxc/aOc0srV0UC0KVzA413u40+vZtRvlwZzp69zOKrRdh/mr9gO7t3H8XNzZnnnhtglV/PCuW9+OyT+yhb1pMzZy4B0LlzKGV9Pe947dKkWbNaBASUJyU1I7eAnp6eySuv/U56eiYtW9Zh1Mh2dk4pIiJSvDkW5Kb27duzfLlGYIiIiIiIiBSGeVe7dbp1bYiXl5tN9pjwWC/Wb4hmT+Qxlq/YQ4/ujWyyjz298dYfrFmzDwcHAwEB5QkKqkJQ3coE1a1MnTqVrxsrZjKZOHQonh07D7Nj52F27TzClaS03Nfbtwsu8Pi4wuLv70ObsCA2bIxh3rxtPPlE/s95KqgzcZc4dzaR0NCA2xZekpPT2HJ1zGEXjTm8LRcXJ0aP7sBnn//FL7+upXevprnjBs+fT+Srr5cA8NCD3ank72u1fatWLccnH41nwhPfkZSUxrAhYVZbu7QwGAwMHtSaTz9byOw54Qwe1IrP/7uIw4fj8fX14JWXhuLgkO/PqYuIiMg/FKjwJSIiIiIiIoUjISGZFSv3AJYxh7ZSsaI3Y8d05LvvV/DlV4tp3y4YNzdnm+1X2PYfOM2aNfsAMJnMHD16jqNHz7F06a7ca6pWLUdQUGWqB1Tg8OF4du46wuXLKdes4+7uQuPGgTRtUpM+vZsV5pdQYAMGtGTDxhgWLY7g4Ye64+LiZLO9zGYzkZHH+f2PDaxbF4XJZKZTx/o8/9wAfG/RGbR+QzSZmdkEBlagZg2NOcyL/v1a8PMvazh9+iLLV+yh112WbtCPP11AUlIa9epVYagNClN16lTipx8e5/z5ROrX1zi+gujdqymTv1nKkSNn+fyLRcyZuwWAV18ZTrlyZeycTkREpPjLd+HL19f3hp/UMhgMuLq6Urt2be69917Gjx9vlYAiIiIiIiKl2ew54WRkZBFUtzINbPwm86iR7Vn4VwRnzlzit6lrefCBkjPO/tff1gKWrrknn+jN/gNniI09xf79p4mJPU18fAInT17g5MkL19zn5uZMw9DqNG1ak2ZNa1K3buXczprionWruvj5+RAfn8Cq1XtzCyTWlJWVzarVe5nxx0aio0/mPm80OrBm7T527znKv18cTPt2wTe8f1XumMNQjTnMIzc3Z0bc3Y7J3yzll1/X0KN7IzZuimHNmn0YjQ5MfHEwRqNtOoeqVClLlSplbbJ2aeDp6UrPHo2ZN38bM2ZsBGD0qA60alnHzslERERKhnwXvl599VXeeecdevXqRcuWlk8bbt26lSVLljBhwgSOHDnCo48+SlZWFg8++KDVA4uIiIiIiJQW6emZzPozHICRI9vbvCDg4uLE4xN68dLL0/h9xkaGDAkrEef3HD9+nlWr9gIwbmxHypf3onx5L9qEBeVek5CQzP4Dp4mNPc2xY+eoWrUczZrWJDi4arErdP0vo9GBAf1b8O13y5k3b6tVC1+JianMm7+VP2eHc/bsZQCcnR3p2aMxw4e3ISvLxJtv/cGRI2d58d+/0rdPM556sg8eHn+PlUxKSmPL1gOApfAleTdkcCumTlvHsWPn+GtRBD/8uBKAkSPaUadOJTunk1sZPKg18+ZvAyAkuCoPP1RyPmggIiJib/kufG3YsIG3336bRx555Jrnv/nmG5YtW8aff/5Jw4YN+fzzz1X4EhERERERuQNLlu4iISEZPz8funRuUCh7dupYn3r1qhATc4pff1vLU0/0KZR9bWnqtHWYzWbata1H7do3Lgb4+HjQskUdWrYomR0Xffs044cfV7In8hiHDsVRq5b/Ha138tQFZszYyF+LIkhLywSgbFlPBg9qxcCBra4pmP74/QS+/2EF06ZvYOFfEWyPOMTL/zeUpk1rAn+POawRWJGaNTXmMD88PFwZPqwNP/y4kvc/mIvZbKZKlbLcf19Xe0eT26hTpxLdujYkcu9x3nh9RLEvsIuIiBQl+e55X7p0Kd26dbvu+a5du7J06VIAevfuzeHDh2+71tdff03Dhg3x8vLCy8uLsLAwFi9enPt6WloaEyZMoFy5cnh6ejJkyBDi4+OvWeP48eP06dMHd3d3KlasyPPPP09WVlZ+vywREREREZEixWQyMf339QDcPbxNob0pajAYeOhBS+fBnDlbcrt4iqv4+AQWL9kJwLixnewbxo7Kl/eifXvLmMHfr45WK6iTpy5w773/5c/Z4aSlZVK7lj8v/d8QZs96gfvGd72uS9DFxYkJj/Xiyy8eoHIlX+LiEnj8ye/57L9/kZ6e+feYwy7q9iqIYUPDcHd3wWw2A/Di8wNteo6bWM+bb4xg9qznNTZSRETEyvJd+CpbtiwLFiy47vkFCxZQtqzl/6iTk5MpU+b2h3FWrVqV9957j4iICLZv306XLl0YMGAA+/ZZDhx+5plnWLBgATNnzmTt2rWcPn2awYMH596fnZ1Nnz59yMjIYNOmTfz8889MmTKFV199Nb9floiIiIiIXJWcks669VEkJaXZO0qptmlTLMePn8fT05V+/VoU6t6tWtahUaNAMjKymPLz6kLd29qm/76BrKxsmjatSYMGAfaOY1cjR7QHYNHiHcTGnirwOl99vYSU1Azq1KnE55/dz89TnqBP72Y4O996qEzjRjX4+ecn6X/1+3nGjI2Mv/+Lf4w5LJyuxpLGy8udu4e3ASydfc2b17ZzIskPnWknIiJifQZzzkeC8ui7777j0UcfpXfv3rlnfG3bto1FixYxefJk7r//fj766CO2bt3KjBkz8h2obNmy/Oc//2Ho0KFUqFCBadOmMXToUABiYmIIDg5m8+bNtG7dmsWLF9O3b19Onz6Nn59lHMLkyZN58cUXOXfuHM7OznnaMzExEW9vby5fvoyXl1e+M4uIiIiIlCTPv/ALGzfF4O7mTN++zRk2tI0+jW4Hjz3+Lbt2HWX0qA5MeOyuQt9/1+4jPDbhO4xGB36f9myx/B64dCmJwUP/Q3p6Jp99ch8tWqgg8PobM1i2fDcNQ6vz9VcP5ftN95zvCwcHAz9PeYJaNQs2MnHjphjee38OFy5cAaBGjYpM/fXpAq0lkJ1tYk/kMUIbBGhknoiIyP/Q+/+lT747vh588EHWrl2Lh4cHs2fPZvbs2bi7u7N27Vruv/9+AP71r3/lu+iVnZ3N77//TnJyMmFhYURERJCZmXnNWMV69eoREBDA5s2bAdi8eTOhoaG5RS+Anj17kpiYmNs1diPp6ekkJiZe8xAREREREYiMPMbGTTEApKRm8MfMTdw98iMm/t9v7Np9hHx+bk4KKCrqBLt2HcVodGD4sDC7ZGjcqAatWtYhO9vEDz+utEuGO/XHzE2kp2cSHFyV5s1r2TtOkfDYo3fh6urEnshjLF++O1/3mkwmPv98EQD9+7UocNELoG2bevz2y1N0vTre8O7hbQu8loDR6ECTxjVU9BIREREhn4WvzMxM7rvvPipXrsz06dPZsWMHO3bsYPr06bRp06ZAASIjI/H09MTFxYVHHnmEOXPmEBISQlxcHM7Ozvj4+FxzvZ+fH3FxcQDExcVdU/TKeT3ntZuZNGkS3t7euY9q1aoVKLuIiIiISEliNpv55ttlAPTr25yPP7qXVi3rYDKZWbsuiscmfMf9D3zF0mW7yMrKtnPakm367xsA6NG9ERUqeNstx0MPWc76WrpsF0eOxN/m6qIlKSmNP2eHA5azvTROzKJiRe/cs86+/HoJqakZeb536bLdxMSewt3dhQfu73rHWby93XnrzZGsWvF67vhDEREREZE7la/Cl5OTE3/++adVAwQFBbFr1y62bNnCo48+yj333ENUVJRV9/hfEydO5PLly7mPEydO2HQ/EREREZHiYPv2Q+zYeQQnJyPj7+1C61Z1+eTj8Uz99Sn692uBs7MjMbGneOPNPxg89D/88usaklPS7R27xDl9+iKr1+wFYOSIdnbNElyvKh07hGA2m/nuhxV2zZJfs+eEk5SURo3AirRvV8/ecYqUkSPaUbmSL+fOJfLLr2vydE9aWgaTv1kKwD3jOlG27O3P9c4rV9e8HVMgIiIiIpIX+R51OHDgQObOnWu1AM7OztSuXZtmzZoxadIkGjVqxGeffYa/vz8ZGRkkJCRcc318fDz+/pZxCv7+/sTHx1/3es5rN+Pi4oKXl9c1DxERERGR0uyf3V4DB7TE398n97UaNfz494uDmPPnCzz4QDfKlSvD+fOJTP5mGS+88IvGH1rZjD82YjKZadmyDrVrV7J3HB58oDsGg4E1a/YRG3vK3nHyJC0tg99nbARg7NiOODjk+6++JZqLixNPPN4bsHQXnjp18bb3TJu+nnPnEvH392H4sIJNfBERERERKQz5/q//OnXq8OabbzJ06FAmTZrE559/fs3jTplMJtLT02nWrBlOTk6sXPn3LPnY2FiOHz9OWJhlxn1YWBiRkZGcPXs295rly5fj5eVFSEjIHWcRERERESktNm6MISr6JK6uTtwzrtMNr/H19WT8vV34c+bzvPLSUFxdndi56whLlu4q1KwlWWJiCgv/igBg1Ej7dnvlqFnTj+7dGwHw7XfL7ZwmbxYs3E5CQjKVKvnSrWtDe8cpkjp0CKF5s1pkZGTxxZeLbnntufOJ/DZ1HWA5I8zFxakwIoqIiIiIFIhjfm/44Ycf8PHxISIigoiIiGteMxgMPPnkk3lea+LEifTq1YuAgACuXLnCtGnTWLNmDUuXLsXb25v777+fZ599lrJly+Ll5cUTTzxBWFgYrVu3BqBHjx6EhIQwduxYPvjgA+Li4nj55ZeZMGECLi4u+f3SRERERERKJZPJlFvQGDa0zW1HmDk7O9KrV1POnb/C5G+W8uVXi2nfLhhPT9fCiFuizZ23ldTUDGrX8qdF89r2jpPrgfu6snLlHjaH72fPnmM0bFjd3pFuKjMzi2nT1gMwZnQHHB2Ndk5UNBkMBp5+qi/3jP8va9dFsW3bQVq0uPH33LffLictLZMGDQLo2iW0kJOKiIiIiORPvju+jhw5ctPH4cOH87XW2bNnGTduHEFBQXTt2pVt27axdOlSune3HKD8ySef0LdvX4YMGUKHDh3w9/dn9uzZufcbjUYWLlyI0WgkLCyMMWPGMG7cON588838flkiIiIiIqXWqtV7OXgoDg8PF0aPap/n+0aOaEtAtfJcvJjE98Xs/KeiKCMji5mzNgMwcmR7DAaDnRP9rWrVcvTp3QyAb79bVujjLdPTMzl/PjFP1y5dtpv4s5cpV64MvXs1tXGy4q1mTT8GDWoFwKefLSQrK/u6a2JjT7Fo8Q4Anny8d5H6vhQRERERuZF8d3xZ0w8//HDL111dXfnyyy/58ssvb3pN9erVWbTo1mMZRERERETkxrKysvn+e0vRauSIdnh5uef5XicnR555ph/PPPsTf84Op2+fZkXiTKriatny3Vy4cIUKFbzo1rXoddXce09nFi/ZwY6dR9i+/dBNu4Os5dy5y2zcFMumzbFs336QtLRMatfyp1u3hnTt0pAqVcped092tonfflsLwMi722kkXx48cF83li/fzZGjZ5k9Z8s153eZzWb++8UizGYz3bs1pEGDADsmFRERERHJmwIVvk6ePMn8+fM5fvw4GRkZ17z28ccfWyWYiIiIiIjY3pKluzh+4jze3u7cPbxtvu9v1bIOnTrVZ82afXz08Xy++vIhdYQUgNlsZvp0y3i+4cPa4ORk188o3pC/vw8DB7Rk5qzNfPPtMpo3r2XV3+vsbBPR0SfZuCmGTZtjOXDgzHXXHDwUx8FDcUz+ZhkhwVWvFsFCqVDBG4C1a/dx/MR5ypRxY8DAllbLVpJ5ebnx8IPd+eDDefzwwwq6d2uIr68nAOs3RLNj5xGcnR159JG77JxURERERCRv8v23qZUrV9K/f39q1qxJTEwMDRo04OjRo5jNZpo21RgJEREREZHiIiMjix9/WgnA2NEd8fAo2BldTz7eh/Dw/ezec4yly3ZxV88m1oxZKoSH7+fI0bO4u7swoH/RLdjcM64TCxZuJyr6JBs2xtC+XfAdrxkZeYy587ayOTyWhISU3OcNBgMhIVVpExZE27b18Kvow7r1UaxYsYeIHYeIij5JVPRJ/vvFYho1qk7XLg2ZP38bAMOGhuHhrnOf86pfvxbMmbeVAwfO8N33K3jh+YFkZmbxxZeLARhxdzv8/X3sG1JEREREJI/yXfiaOHEizz33HG+88QZlypThzz//pGLFiowePZq77tInwEREREREiosFC7YRF5dA+XJlGDKkdYHX8ff34d57OjP5m2V88eVi2rUNxtOzYEW00mra75Zur/79WhTpX7uyZcswbGgbfv1tLd99t5y2bYJwcMj30dG5Tp68wGOPf0d2tgkAT09XWrWsQ5uwIFq3rpvbeZSjX9/m9OvbnIsXr7B69V5WrIpk9+6j7NpleQC4uTkzbGib/91KbsFodOCZp/vy2ITvmDd/GwMHtmTnziOcPHkBX18Pxo7taO+IIiIiIiJ5lu/CV3R0NNOnT7fc7OhIamoqnp6evPnmmwwYMIBHH33U6iFFRERERMS60tIymPLLGgDuuafzHZ+FNOLudixatIPjJ87zw48reerJPlZIWTrExp4iIuIwRqPDNecrFVWjR7Vn9pxwDh6KY+WqSLp3a1TgtX79bS3Z2Sbq16/Gow/3pGHD6jg6Gm97X9myZRgyJIwhQ8KIj09g1eq9rFi5h+jok4wd0xFv77yfVScWjRvVoGvXUFaujOQ//5nH8RPnAXjowR7qnhMRERGRYiXfH83z8PDIPderUqVKHDp0KPe18+fPWy+ZiIiIiJQKR4+d5evJS/nxp5WYTCZ7xyk1/pwdzoULV6hUyZf+/Zrf8XrOzo4880w/AGb9uZlDh+LueM3SYvrvGwDo2iW0WIyT8/JyZ9TI9gB8+91yMjOzCrROfHwCi5fsBODJJ/rQtGnNPBW9/pefnw8jR7Tjh+8eY/XKN7hnXKcC5RF4/LFeuLg4sS/qBFeupFKrlj99+zSzdywRERERkXzJc8fXm2++yb/+9S9at27Nhg0bCA4Opnfv3vzrX/8iMjKS2bNn07p1wcejiIiIiEjpkZaWwerVe5m/cDu7dx/Nfb6Svy+9euncWFtLTk7jt6nrALhvfBecnPI9COKGWrWsQ6dO9VmzZh8ffjyfr754EIPBYJW1i5OsrGwuXLhieVxMIikpjZSU9P95ZOT+8/YIy4cJR45oZ+fkeXf38Lb8OTucU6cuMmfu1gJ1qk2dvp6srGyaNq1JaIMAq+S6087F0s7Pz4exYzrw/Q+Ws/+efLw3RmPBR1mKiIiIiNhDnv+G+8Ybb/DII4/w8ccfk5SUlPtcUlISM2bMoE6dOnz88cc2CyoiIiIixV/s/tMsWLCNZct3k5SUBoCDg4EaNfw4dCiOryYvpUPH+hqrZWMz/tjI5cspBASUp2ePxlZd+8nH+xAevp/du4+ydNku7urZxKrrFxUJCcmsXLmHs+cSuXDhCudzCl0XEklISMn3ei1b1iEoqIoNktqGu7sLD9zXlQ8+nMdPU1bR664mlCnjluf7L168wvz52wC4Vx1aRcroUR04fDieSpXK0qJFbXvHERERERHJtzwXvsxmMwA1a9bMfc7Dw4PJkydbP5WIiIiIlBhJSWksX7Gb+fO3Ebv/dO7zlSv50rdvc/r0boq3twdjxn3GyZMX+Pnn1Tz26F12TFyyJSam5I7We+D+bgUaLXcr/v4+3HtPZyZ/s4wvv1pCu7bBeHq6WnUPezObzbz2+gy2bT9402uMRgfKlStDuXJlKFPGDXd3Z9zdXSwPN8v/elx9zsPTlaZNat50raKqb9/m/DFrE0ePnuOXX9cy4bG8/7md/vtGMjKyqB9SjWbNatkwpeSXi4sTb781yt4xREREREQKLF8zTUrjmBIRERERKbjdu4/y/Iu/5HZ3OTkZ6dAhhP59W9CsWU0cHP4eofXk47154d+/MuOPjfTv14KqVcvZK3aJ9tPPq0lOTqdO7Up06dzAJnuMuLsdf/0VwYmTF/jhx5U89WQfm+xjL1u2HmDb9oM4ORkZ0L8F5ct75Ra5yl/9X29v92u+v0siR0cjEx7txfMv/sLMWZsYPLgVlfx9b3tfYmIKc+aEA3DPuE76e6aIiIiIiFhVvgpfdevWve1fSi5evHhHgURERESkZIiNPcVzL/xMcnI6AdXKM3BgS+7q2QQfH48bXt+2bT1atazDlq0H+Py/f/HB++MKOXHJFxl5jD/+2ATAIw/3sFlhxtnZkWee6cez/5rCrD8307dPM2rV8rfJXoXNZDLx9ddLARgyOIwnn+ht50T21aZNEE2b1GDHziN8+91yXntl+G3vmTlrMympGdSu5U/btvUKIaWIiIiIiJQm+Sp8vfHGG3h7e9sqi4iIiIiUEEePnuWZf/1EcnI6jRsH8vGH9+Lq6nzLewwGA0891Yex4z5nw8YYwsP307p13UJKXPKlpmbw1juzMJvN9O7VlLCwIJvu17pVXTp1rM+atfv48OP5fPXFgyWis2fZ8t0cOHgGT09X7tHZVBgMBh6f0Jv7HviSpUt3MWJ421ueVZacks4fMy3FV3V7iYiIiIiILeSr8DVixAgqVqxoqywiIiIiUgKcOXOJp575kYSEFOoFVeE/74+7bdErR2D1igwb2obfZ2zg088X8muzJ3Fyytd/sspNfD15CSdPXqBiRe9CGz345BN9CN+yn927jzJv3lYGDmxVKPvaSnp6Jt9+txyAMaM74u3tbudERUO9elXo0b0Ry5bv5ouvFvP5p/fftKA1d+4WrlxJJSCgPJ062WbUpoiIiIiIlG55nm2iT+KJiIiIyO2cP5/Ik0//wLlzidQIrMjHH92Lh4drvta4b3wXfH09OH78PLP+DLdR0tJl+/aDub+WE/89mDJl3AplX39/Hx5+qAcAX3y1hLi4hELZ11bmzN1CXFwCFSp4MXxYmL3jFCkPP9QDJycjERGH2Ry+/4bXpKdnMv33DQCMHdMRo7Fkn4EmIiIiIiL2kee/aZjNZlvmEBEREZFiLjExhaef/YlTpy5SuZIvn34y/qbned2Kp6crjzzcE4Aff1rJxYtXrB21VElKSuOdSbMBGDSwFa1a1inU/YcOCaNBgwBSUtL54D9zi+3fK65cSWXKz6sBeOD+bnnuYiwtKlXyZdjQNgB8+dVisrKyr7tmwcLtXLyYhL+/Dz17NC7khCIiIiIiUlrkufBlMpk05lBEREREbig5JZ1n/zWFw4fjKV+uDJ99ej8VKhT8bNg+vZtSL6gKycnpfPPtcismLX0+/+9fxMcnULlyWSY8dleh7280OvB/Ewfj7OxI+Jb9LFq8o9AzWMNvU9eRmJhKjcCK9Lqrib3jFEnjxnaiTBk3jhw5e93vc2ZmFlOnrgNg9KgOODoa7RFRRERERERKAc2WEBEREZE7kp6eyYv//pWo6JN4ebnx6Sf3UaVK2Tta08HBgWee7gvAwr8iiIk5ZY2opc7GjTEs/CsCg8HAyy8Nwd3dxS45AqtX5P77ugLw+ed/ce58ol1yFNS5c5eZ8cdGAB55pKeKNjfh5eXG+Hs7A/D99ytITc3IfW3p0l3En71MuXJl6Nunmb0iioiIiIhIKaDCl4iIiIgUWFZWNq+8Op0dOw7j7u7Cxx+Np2ZNP6usHRpanZ49G2M2m/nkswXFdkSevVy+nMJ7H8wBYMTdbWncqIZd84wc0Y569apwJSmN/3w4r1j9fn7/w0oyMrJo1LA67drWs3ecIm3woNZUruTL+QtXmP77egCys038+ttawPJ94OLiZM+IIiIiIiJSwqnwJSIiIiIFkpWVzdvvzGLDxhicnR35z/tjCQmuatU9Hnv0LtzcnImMPM6y5butunZJ99HH87lw4QqBgRV46MHu9o6Do6ORlyYOwdHRyIYN0SxfscfekfLkyJF4/loUAVi+Hw0Gg50TFW3Ozo488ojljL6p09Zz4cIVVq2O5MTJC3h5uTFwQEs7JxQRERERkZJOhS8REREpMS5dSuL9D+YwYNB7hIfvt3ecEu3o0bM89PBkli3fjdHowDtvj6JJk5pW36dCeS/uGdcJgC+/WkJKSrrV9yiJVq2KZMXKPRiNDrz80rAi02FTq5Y/997TCYBPPl3AxUtJhbp/VlY203/fQO++7/Dsv6awZeuB23aeff3NMkwmMx07hBAaWr2QkhZvXbuEEhJcldTUDL77fgU//7IGgLuHt7XbuE0RERERESk9VPgSEfn/9u47Lqv6///44+ICFAVcIIgj98q9V45clbM0Z+6VK1dm5l6lZu5VzobbzK05Ss2V4s6VG1RAQQEVmdf5/eHX65efcsN1MZ73242bcK73Oed14LyE6/067/dbRJK82Ng4Vq3eT4uWk1m3/jC3b4fz5fg1PHgQae/Qkh2LxcKKlfto33Em587fwM3NhS/HtaZypYSb/q15s8r4+GQkODicH37cnWDnSS7u3LnH19+sA6Btm2rxPgrvdbVtU518ebMQFhbB5MnrbXbevy/cpGu3ucyYuZnQ0Acc/PNv+vVfxEdtp7F+w2GiomL+tc+JE1fZu/csZrODdRSTPJ/JZKJXr3cBWL/hMJcvB5EmTSqafFDRzpGJiIiIiEhKoMKXiIiIJGlHj16mQ6dZTJm6kXv3I8mXL8uj9WWCw5k3f4e9w7O58PAITp26xoULAVy/EcKdu/eJioqJl/WUAgLv8kmfBUybvono6FjKl8vHTz98wltVCsVD5E+XKpUTn/R+D4Bly//g+vWQBD1fUmYYBuMnriUsLIJ8+bLQvl0Ne4f0L46OZr4Y/AFmswO//f4Xv+/6K0HPFxkZzazZW+nUefajYq1ravr1rU+zDyuRxsWZK1duMX7CL7zfZALz5m8nJOQe8Oh7OWvOVgDq1yvNGzk8EzTO5KZE8Vy89db//7+hyQcVcHd3sWNEIiIiIiKSUpiMpLSqdAIJDw8nXbp0hIWF4e7ubu9wRERE5AUEBYUyc9YWdv52CgB3dxe6da1DwwZlOXL0En37LcLBwcSCeT0oUCCrnaO1jdjYOD5qMw0//+B/vWY2O+Di4oyLizNp0qTC3d2FUiVz81aVQhQsmBUHh6c/D2UYBps2H2XqtI1ERESROrUTn/R6j0aNytlsvSPDMOg3YDGHDl2gYMGszJ3dDWdnR5ucO6Hdvx/JxK/Xkj59GhrUL0u+fFle6TiGYbB+gy8TJv6Co6OZRQt6kiePdzxHG3/mfruNH37cRcaMriz5sS/p0qWJ93P4+l5kwtdruXHjDgBv1yhCv74NyJTJDXj0vd+w0ZdVq/cTGBgKgJOTmdq1ipM7lxczZ28hdWonVi4fgIeH3ie8rGt+t2nTdjrOTmZWrvyUjBlc7R2SiIiIiKRA6v9PeVT4Qje+iIhIUhIVFcOy5Xv54cddREbG4OBgonGjcnTpXPuJjvMRI5ezfcdJChXKxndzP8ZsTv4D3bdtO87I0StxdnbEzc2FiIgoHj6Mfu5+mTK5UblSQapULkiZMnlIndrZ+tqdO/cYP3Ete/eeBaBo0RwMG/Ih2bJlSrDreJrAwFDad5xBePhDmjapQP9+DW0eQ0L44cfdzP32V+vXBQtmpWGDstSuVYy0aVM/d//rN0LYvv0Ev247jp/fo6Lnx93q0rZNtQSLOT5ER8fSvuMMrl69Td26JRgxrFm8HTssLIIZszazefNRADJnTsen/RtS5SmjE2Nj49jzxxlWrNzHqVN+T7zWrm11unWtE2+xpTQXLgTg5GQmZ87M9g5FRERERFIo9f+nPCp8oRtfREQkqdi79yxTp2/i5s1HozeKF89Jv771yZ/P519tQ0Lu0bL1FO7fj2RAvwY0aZK815YxDIP2HWZy4WIAXbvUtk5xZ7FYeBgZw8OIKCIiov+vGBZFQGAo+/ef4+CfF4iIiLIeJ1UqJ8qWzctbVQqRytmRqdM3EhoagZOTmS6da9OyRRW7FhEPHDjPgIHfAzB6VAtq1Sxmt1jig2EYNGvxDTdu3KFgwaxcvBhIbGwcAKlTO1GrZjEaNChLkTezPzG67s7d++zceZJt209w+rS/dbuzsyP13itFv74NcHQ02/x6Xtbp0/506z4Xi8Xg6wltqVz59daKMwyDHTtPMmXqRkJDH2Aymfjg/fJ83K3OCxURAc6c8Wf5in38vusvPDK58dOPfV54XxERERERSXzU/5/yqPCFbnwREZHELiDgLlOmbmDvvnMAeHi406vnu9SuVeyZU+39vOYg30xeT9q0qVi2pF+ynqrsz0MX6Nd/ES4uzvzy82e4u7/YtHHR0bEcO36FffvO8sfecwQFhf6rTd483gwf9iF5877aFHzx7fEUeWlcnFm4oBc5cnjYO6RXdvToZXp9Mp80aVKxYd1gHkZGs3XrMTZs9OXatdvWdrlyZaZhg7KkS5eGbdtOcNj3InFxFgAcHEyUKZOXurWLU7Xam6RNk8pel/NKZszczLLle/HwcOf7Rb3I8BrT4U2ZuoFVqw8AkCtnZj4f9D5Fi77xSscKC4vAbHbA1VVFLxERERGRpEz9/ymPCl/oxhcREUmsoqNjWbZ8L4u//52oqBjMZgdatqhC+3Y1SPMCnftxcRa6fjyXs2evU6tmMUaPamGDqO3jkz4L8D1yiebNKtPnk3qvdAzDMLh4MZC9+87yx96z3Lhxh8aNytGpY81EtZ5WbGwcffou5NjxK+TJ483877qTKpWTvcN6JSNHrWDb9hM0blSOzwY2tm43DIOTJ6+xYaMvO387RVRUzL/2LVQoG3VqF6dWzWLWNauSoqioGNp1mIGfXzClS+dmyjcdXmm02uOpPk0mEx07vE3bNtVwcko8962IiIiIiNiH+v9THhW+0I0vIiKSGB0+fJFvJq/Hz//RmkWlSuZiQP+G5Mrl9VLHOX/+Bp26zMZiMZgyuQPly+VLiHDt6vz5G3ToNAuz2YFVKz7F2zu9vUNKcMHB4bTrMIO7dx/QoH4ZBn/+gb1Demnh4RE0bDye6OhYFszvQaGC2f6z3b17D9m+4wSbNx8lMiqG6tXepE7tEkl6pNv/unIliM5d5/DwYTStW1WlZ493Xmr/q9du0anzbB4+jKZ9uxp07VI7gSIVEREREZGkRv3/KU/yX+VdREREkpTbweEMH7GcPv0W4ucfTMaMrowc3owZ0zu/dNELoECBrDT9v/W9Jn2z7j9HziR1S5b+AUCtWsVSRNELHk13OWpkCxwcTGzY6MvmLUftHdJL+3XbcaKjY8mXNwsFC2R9ajs3Nxc+eL8C8+f14Kcf+tC5U61kVfQCyJXLiyGDmwCwZOkeft/11wvv+/BhNEOGLuXhw2hKlcpNp441EypMERERERERSQJU+BIREZFEITY2jhUr99Gy1RR27DyJg4OJpk0rsnxpf+rUKfHMtbyep0vnWnh4uHPjxh1+/Gl3PEZtfzdv3uG3308B0KrFW3aOxrbKlM5jLXJ8PWkdly4H2jmiF2cYBus3+ALQsEGZ17q/k4u33y5KyxZVABg3bjVXr9167j6GYTDpm3VcuXKLTJncGDWiOWaz3uKIiIiIiIikZHpXKCIiInZnsVgY8On3TJu+iYiIKN4snJ0F83vSv28DXF1Tv/bx06ZNTb++9QH48afdXPO7/drHTCyWr9iLxWJQvlw+8uXLYu9wbK5d2+qUL5ePqKgYhgxdSkRElL1DeiFnz17n0qVAnJ0dqV27hL3DSTS6f1yXUiVzEfEwmsFfLOHBc36emzYdYcvWYzg4mBg1onmSXutMRERERERE4ocKXyIiImJ3W389zmHfi6RO7cSgz97n27ndKJDfJ17PUb3am1SsWICYmDgmfbOO5LDMaWjoAzZsPAJA69ZV7RyNfTg4ODB82Id4errj5xfMhIm/JImf7ePRXjVqFMHd3cXO0SQejo5mRo9qgaenO9eu3Wbcl6uf+vO8eDGASZPXA9Clc21Klcpty1BFREREREQkkVLhS0REROzqQUQUc+b+CkDHDjVp1LAsDg7x/yeKyWRiQL8GODs7cuTIZX7ddjzez2FrP685SFRUDAULZKV0Cu70z5DBlTGjWmI2O7B9x0nWrjtk75CeKSIiih07TgDQsH4ZO0eT+GTM6Ma4Ma1wdDSza9dpli3b+682Dx5EMmToUqKjY6lYIT9tPkqZhV8RERERERH5NxW+RERExK4WL/6dkJB7ZMuWiWYfVkrQc/n4ZKRjh7cBmD5jM+HhDxP0fAkpMjKa1T8fAKB1q7dS/BpRxYq9QfdudQGYOm0j5/++aeeInm7nb6eIeBhN9myZKFEil73DSZSKFMlB3z71AJg9dytHjl6yvmYYBl+NX4P/9RC8Mqdj+LBmCVIsFxERERERkaRJ7xBFRETEbvz9g1mxch8AfXrXw9nZMcHP2bJFFXLm9CQ09AFff7OW2Ni4BD9nQti06QhhYRH4+GSkWrU37R1OotCyZRWqVClETEwc48atJiYm1t4h/af1Gw4D0KBB2RRfsHyW9xuX5713S2GxGAwbvpygoFAA1qw5yG+//4XZ7MDo0S1Jly6NfQMVERERERGRRMWuha+vvvqKsmXL4ubmRubMmWncuDHnz59/ok1kZCQ9e/YkU6ZMuLq60qRJE4KCgp5o4+fnR7169UiTJg2ZM2dm4MCBxMYmzo4OERER+f+mz9hMbGwcFcrnp1KlAjY5p5OTI58NbIyDg4mdO08xdNgyoqJibHLu+BIbG8ey5Y+mf2vZogqOjmY7R5Q4mEwmPh/0PunSpeHipUB+/Gm3vUP6l0uXAzl92h+z2YF33ylp73ASNZPJxMBPG5EvXxZCQx8wdNgyTp68xrQZmwHo2eMdihbJYecoRUREREREJLGxa+Fr9+7d9OzZk4MHD7J9+3ZiYmKoU6cODx48sLbp168fGzZsYNWqVezevZubN2/ywQcfWF+Pi4ujXr16REdHs3//fr7//nsWL17M8OHD7XFJIiIi8oIOHvybffvPYTY78Mkn79l05EuJ4rkYN6YVzs6O7PnjDP0HLOb+/Uibnf917dp9mpsBd0mfPg313itl73ASlYwZXOnXtwEAi7/fxaVLgfF6/Lg4CwEBd/nz0AVW/3yAKVM3sHLV/hceObhhgy8AVSoXJFMmt3iNLTlKlcqJr8a1xs3NhdNn/OnZex6xsXFUq1qY5s0q2zs8ERERERERSYRMhmEY9g7isdu3b5M5c2Z2795N1apVCQsLw9PTk6VLl9K0aVMAzp07R6FChThw4AAVKlRgy5Yt1K9fn5s3b+Ll5QXA3LlzGTRoELdv38bZ2fm55w0PDyddunSEhYXh7u6eoNcoIiIiEBMTS5t20/HzC6ZF8yp80vs9u8Rx7NhlPvv8Rx48iCJf3ixM/qZ9oi9GGIZBx06zOP/3TTp1rEmnjjXtHVKiYxgGn3/xE3/8cZaCBbPy3dyPX2lU3IULAZw9dx1//2D8/UPw9w/m+o0QYmL+XeQqVTIXo0e1IGPGp98/UVExNHp/POHhD/nm63ZUrGibUY7JwcGDfzNg4PcYhoGPT0YWLeiJm5uLvcMSEREREZEkQP3/KU/CL6TxEsLCwgDImDEjAEeOHCEmJoZatWpZ2xQsWJAcOXJYC18HDhygaNGi1qIXQN26denevTunT5+mZMl/TyETFRVFVFSU9evw8PCEuiQREUmk7t69z5Gjl7FYnv38R6pUTpQvl5fUqZ//IIW8uNU/H8TPL5gMGdLSscPbdoujZMnczJrZhf4DFnPhYgDdun/L1CkdyJY1k91iep4jRy9z/u+bpErlRJMPKtg7nETJZDIxcEAjjh+7wrlzN1i2fC9tPqr2UsdYuuwPZs7a8p+vOTmZyZY1E9mze5DZKx2bNx3h6LErdOg0i3FjWlHkKdPv7fnjDOHhD8mcOR3lyuV76etKySpUyM/AAQ3ZvPUYAwc0UtFLREREREREnirRFL4sFgt9+/alcuXKFClSBIDAwECcnZ1Jnz79E229vLwIDAy0tvln0evx649f+y9fffUVo0aNiucrEBGRpMLfP5juPb/jzp37L9T+jTc8GTOqBXnzZkngyFKGO3fusXDRTgA+7lYXV9fUdo0nfz4f5s7pRt9+i7h58w4fd/+Wbya1p0B+H7vG9TRLluwBoEH90qRPn9bO0SReHh7u9OlTn7HjVrNg4U7eeqsQOd/I/EL7rlt/2Fr0KlUqN7lze5EjuwfZs3uQPVsmvLzSYzb//xnDP3i/PIO/WMK1a7fp0WseffvU4/3G5f81fefjaQ7r1yv9xP7yYho3Lk/jxuXtHYaIiIiIiIgkcomm8NWzZ0/++usv9u7dm+DnGjx4MP3797d+HR4eTvbs2RP8vCIiYn9BQaF80nchd+7cx8srPdmzPXtkz+UrQVy7dpvOXefQ55N6NG5UzqZrUSVHc7/dxoMHURQskDXRrE+VLWsmvp3Tjf6fLubChQB69prHxPFtKFUqd7wc32KxcOtWOCEh9wgOuUdIyD8/v0dI8KN/Q8MieN4s1HFxFhwcTLRoXiVeYkvO3n2nJDt2nOTgn3/z5VdrmDOr63MLTjt2nmTi12sB+Kh1VXp0f+e558n5Rmbmz+vBuC9Xs2vXaSZ9s54zZ64z8NNGpErlBMD1GyH4HrmEyWSiXr3Sr31tIiIiIiIiIvLfEkXhq1evXmzcuJE9e/aQLVs263Zvb2+io6MJDQ19YtRXUFAQ3t7e1jaHDh164nhBQUHW1/5LqlSpSJUqVTxfhYiIJHZ37t6nT7+FBAWFkiO7B7NndXnmejzwaErEsV/+zIED5/l60joO+15k8KAPUsQ0WxcvBvDrtuPUqlmMAgWyxssxz567zqbNRwHo17c+Dg6JZ9RLpkxuzJrRhc8H/8jRY1foN2ARo0Y2p3q1Iq913Hv3HtJ/wGJOn/GPp0ihQf0y+PhkjLfjJVcmk4lBnzWmdZtp/PWXH6t/PkDzZpWf2n7f/nOMGr0SwzB4v3E5un9c94XPlTZNKsaNacXSZX8wZ+6vbN5ylIuXAvlybCt8fDKyceMRAMqVzUsW7wyvfW0iIiIiIiIi8t9MxvMeK05AhmHQu3dvfvnlF3bt2kW+fE+udRAWFoanpyfLli2jSZMmAJw/f56CBQta1/jasmUL9evXJyAggMyZH01f89133zFw4EBu3br1QgUuLW4nIpL83bv3kF6fzOfChQC8MqdjzuxueHunf6F9LRYLK1buZ87cX4mNjcPbOz2jR7Z46jo+SV1sbBxLlv7BgoU7iY2Nw2Qy0bBBGbp1rfNaU+sZhkG37t/y119+1KlTgpHDm8Vj1PEnKiqGkaNWsHvPGRwcTAz8tDGNGpZ95WP1G7CI48evYjY74JHJjUyZ3Mjk4fb/P8/kbv08ffq0mM3PHlHo4OBAxoyuGnn4EtauO8TEr9eSKpUTP/7wyX+u4Xbs2GX6DVhMdHQsdWoXZ/iwD1+5MOt75BLDRywjNDQCNzcXhg/7kAkTfiE45B5jx7Tk7RpFX/eSRERERERE5AWp/z/lsWvhq0ePHixdupR169ZRoEAB6/Z06dLh4vLoSfru3buzefNmFi9ejLu7O7179wZg//79AMTFxVGiRAl8fHyYOHEigYGBtGnThs6dO/Pll1++UBy68UVEkreHD6Pp138RJ09dI0OGtMyZ1Y0cOTxe+jhnzl5n+Ijl3Lx5B7PZga5datO61VuJatTS67rmd5uxY1dbRyflzu3F5cuPRlK7ubnQtXMtGjUqh6Oj+aWPvfXXY4weswoXF2eWL+2Hp2e6eI09PsXFWfh60jrWbzgMQI/u7/BR66ovfYxhI5axa9dp0qZNxZxZXbVOnJ0YhsEnfRdw5MhlSpXMxfRpnZ7I27PnrtP7kwVERERRpXJBvhzX+pXu8X8KCgplyNClnDl73botffo0rPvlc5ycEsWkCyIiIiIiIimC+v9THrsWvp72pPKiRYto3749AJGRkQwYMIBly5YRFRVF3bp1mT179hPTGF67do3u3buza9cu0qZNS7t27Rg/fjyOji/WqaAbX0Qk+YqOjuWzz3/k0KELuLmmZuaMLuTL9+rFh/v3I5nw9S/s3HkKgHLl8jF8aNPnTpmY2FksFlb/fJA5c38lKioGV9fU9OvbgHfqluDEyatMmbKRCxcDAMibx5t+fetTsuSLr38VERFFi1ZTCA4Op1vXOrRrWz2BriT+GIbBt99t44cfdwOP1nvq/nHdFxppZRgGk6ds4Oc1B3FyMjP5m/aULpUnoUOWZ7hx4w5t2k0jMjKGgZ824v3G5QG4fDmIHr2+Izz8IaVK5eabr9tZ1+V6XdHRsUydtpG16x5Ny92yRRV693ovXo4tIiIiIiIiL0b9/ymPXQtfiYVufBGR5Ck2No7hI5eza9dpUqd2YtrUThSNh+kJDcNgw0ZfpkzdSFRUDBkzujJqZPMkW9gICLzLuC9/5ujRywCULZuXLz7/AC+v9NY2sbFxrFt/mO/mbefevYcA1KpZjF493yVz5ueP3Jr77a/88ONufHwysuTHPvFWWLCFJUv3MGv2VgAaNSzLpwMaYTY/e5TfDz/uYu632zCZTIwe2ZyaNYvZIFJ5nlWr9zNl6kbSuDjz0499iYuz0L3HtwSH3KNwoWxMm9aJtGnifx3YX7cdx9f3Ej17vPNa04WKiIiIiIjIy1P/f8qjwhe68UVEkiOLxcKX49ewefNRnJzMTJrYjrJl88brOS5fDmLYiGVcuXILZ2dHZkzrRNGib8TrORKSYRhs2nSEqdM3ERERRerUTvTq+S7vNy7/1FFNYWERfDdvG2vXHcYwDFKndqJd2xqULZuX4ODw//u49+S/IeGEhkYA8NWXH1GtamFbXma8WL/hMBMmrsUwDGrWLMrwoR8+dbq6TZuPMO7LnwHo26c+zT6sZMtQ5RksFgs9e83jxMlrlCyRi6CgUG4G3CV3bi9mz+yCu3sae4coIiIiIiIi8Uz9/ymPCl/oxhcRSW4Mw2DqtI2sWn0As9mBsaNbUq3amwlyrsjIaIYOX8b+/edxd3dh7uxu5MyZOUHOFZ/OnL3OgoU7OXDgPADFir7B0CFNyZYt0wvtf/7vm0yZsoGTp6698DmrV3+TcWNavdBUgYnRb7+dYuTolcTGxlGxQn7GjW1F6tTOT7Q5cOA8n33+I3FxFlq3qkrPHu/YKVp5Gj+/YNq2n050dCwAWbNmZM6srnh46G9AERERERGR5Ej9/ymPCl/oxhcRSWjX/G6zYMFOatYslqCjfR4+jOaw70V27DjJjp0nARg2pCnvvlsqwc75+Lyf9FnA6TP+eHml57tvP8YzEXaix8VZ2PPHGVas2GctWDk5menapTYtmld57vR9/8swDLZtP8GiRb8RGRWDRyY3PDzc8fB4/O+jzz093MmUyY106dIk2aLXYwf//JsvhiwhMjKGYkXf4OuJbXFzcwHgzBl/en0yn8jIGN6pW5KhQ5rg4PBy31OxjaVL/2Dm7C14erozd3Y3smTJYO+QREREREREJIGo/z/lUeEL3fgiIgkpNjaOTp1nc+FiAAAfvF+e3r3ei7c1nm7cuMP+A+fYv/88x45fsY7iAOjfrwFNm1SMl/M8T2joAz7u/i1+/sHkyePN7JldrAURe3vwIJING31ZtfoAAQF3AXB0NFOrZjHatqmWJEaoJSanTl1jwMDvuX8/knz5sjDlm/Y8eBBFt+5zCQ2NoFy5fEya2BZHR7O9Q5WnMAwDX99L5MnrTcYMrvYOR0RERERERBKQ+v9THhW+0I0vIpKQFi3+jXnzd5A6tRORkTEA5M3jzejRLcj5xssXXGJj4zh58hr7D5xn/4FzXL16+4nXfbJkoFLlgrxdowgliueKl2t4UQEBd+n68VxCQu5RskQuJn/TPt4KfK/i5s07rFp9gA0bfYmIiAIgXbo0NG5Ujg8+qJAoR6UlFRcuBNBvwCLu3LlP9myZiIuzcDPgLgULZGXGjM6kTZPK3iGKiIiIiIiICOr/T4lU+EI3voi8vvv3I3n4MOq57TJmdHvp6eSSskuXA+nQcRaxsXGMHNEcd3cXRo9ZRWjoA1KndmJA/4a8926pF5r+LjT0AT+vOcjPaw4SGvrAut1sdqBY0TeoVKkAlSsV5I03PO06nd7fF27So+c8IiKieLtGEUaPamHT6e6CgkI5fuIqu3efZs8fZ7BYHv2az5nTk2YfVuaduiX+tS6VvBp//2D69FtIYGAo8GitqG/ndCNjRjf7BiYiIiIiIiIiVur/T3lU+EI3voi8nhUr9zFz1hbi4izPbevtnZ7evd6jerU3k/xaR88TGxtH14/ncu7cDapUKcSErz7CZDIRHBzO6DGr8D1yCYA6dUow8NNGTx0hc/1GCMuX72XT5qNERT0aMZYuXRoqVihApUoFKFc2H+7uiWNKwcd8j1yi/4DFxMbG0bRpRfr1qZ8gP2/DMAgIuMux41c4dvwKx49d4eb/TWX4WLly+WjRrDLlyuXVelMJ4PbtMAZ9/hPh4RFMndKRbNky2TskEREREREREfkH9f+nPCp8oRtfRF7d+g2HGT/hF4DnjuQyDMM6+qZM6Tz07VOf3Lm9EjxGe/lpyR5mz9mKm2tqfvqp7xPT6lksFn5asod583cQF2chW7ZMjBnVggIFslrbnD7tz5Jle9i9+wyPf1UVyO9Dq1ZvUaN6kUS/ftL2HScYMXIFAN0/rkubj6rFy3FDQx+we88Zjh2/wonjVwi6FfbE62azA/nz+1CyRC7ee7dUsr7HEovHuZ2SRnOKiIiIiIiIJBXq/095VPhCN76IvJodO08yYuQKDMOgdau36NH9nWeO6nn4MJqfluxmydI/iI6OxWx2oGmTinTs8DZubolrxNLruuZ3m3btZxAdHcuQL5pQ773S/9nu1KlrDB+5gqCgUBwdzfTs8Q5ZfTKyZNkfnDhx1dquYoX8tGz5FqVL5U5SI+VWrNzHtOmbABg2pCnvvlvqtY7n5xdMr97zCA65Z91mNjtQqFA2SpbIRckSuSha7A2tLyUiIiIiIiIi8n/U/5/yqPCFbnwReXn7D5xn0Oc/EhdnoVHDsnw2sPELF2Ru3LjD9Jmb+OOPswBkyJCW7t3q8t57pZLFVHRxcRZ69PqOU6f8KF8uH5O/af/M7014eARfjV/D7j1nntju6GimTu3itGxZhTy5vRM67AQzc9YWli77A7PZgQnj21CpYoFXOo6/fzA9e88nODicrFkzUqd2cUqWyMWbb+bAxUVrdomIiIiIiIiI/Bf1/6c8KnyhG19EXs6x41fo138R0dGx1KpZjBHDm73SFGcH//ybqdM24ucXDEChQtkY0K8BhQtnj++QberxKKc0Ls789GNfvL3TP3cfwzBY88ufzJi5GScnM40blafZhxXx9EyX8AEnMIvFwuixq9m27ThmswO9er5Lsw8rvdTItes3QujZax63b4eTK1dmZk7vTIYMrgkYtYiIiIiIiIhI8qD+/5RHhS9044vIizt37ga9PplPREQUlSoVYPyXH73WWlMxMbGsWn2AhYt+IyIiCoAGDcowoF9DnJ0d4ytsm7l+I4Q2bacTFRXDwE8b8X7j8i+1f1hYBM7OjsluBFNMTCxjx61m+46TANSpXZxBn73/Qtd58+YdevaaR9CtMHLm9GTm9M5kzOiW0CGLiIiIiIiIiCQL6v9PeZL+nFoiIjZy5UoQ/QYsIiIiilIlczFuTKvXKnoBODk50qrlWyxf2o/3/m/9pw0bfK3rQiUlFouF8ePXEBUVQ6lSuWnUsOxLHyNdujTJrugFj37OI0c0p88n9TCbHdi2/QRdP57L9eshz9wvIPAuvT6ZT9CtMHLk8GDGNBW9REREREREREREnkWFLxGRF3Dz5h369FtEWFgEhQplY8KEtqRK5RRvx/fwcGfokKaM/+ojTCYTv6z9k42bjsTb8W1h3frDHD12hdSpnfh80PvJYr2y+GQymWjerDLTp3UiY0ZXLl0KpGPnWezde/Y/2wcFhdK793wCA0PJni0TM6Z3JlMmFb1ERERERERERESeRb2SIiLPcTs4nE/6LiQ4+NH6SpMntSdtmlQJcq6qbxWmc6eaAEz6Zh3nzt1IkPPEt8DAUGbN2gJAt651yJY1k50jSrxKlsjFooW9KFIkB/fvR/LZ5z/y3bztxMVZrG1u3Qqj1yfzuRlwl6xZMzJzRmc8PTQUX0RERERERERE5Hm0xhea41MSl7g4C5GR0c9t5+zsiJNT0lsDKqkJD4+ge8/vuHLlFj4+GZkzu2uCFyAsFgufD/6JvfvO4eWVnkULepI+fdoEPeeruHUrjGPHr3Ds2BX+/PNvgm6FUazoG8ye1UWjvV5ATEwsM2ZuZvXPBwGoUD4/I0c0Iyo6ll695uF/PQSfLBmYNbMLXl7p7RusiIiIiIiIiEgSpf7/lEeFL3TjS+Kx548zfDN5Pbdvhz+3berUTrRuVZWPWleN1yn35P+Ljo6lT7+FnDhxFQ8Pd+bO7oqPT0abnPv+/Ug6dZ6F//UQypTOw+Rv2r/2emKvwzAMAgLucuz4FY4fv8qx41e4efPOE23Sp0/DnNndeCOHp52iTJq2/nqMCRPXEhUVQ5YsGXByNOPnH0yWLBmYOaMzWbwz2DtEEREREREREZEkS/3/KY8KX+jGF/sLDX3A5Ckb2LHz5EvvmyVLBj7p9R5VqxbGZDIlQHQpk2EYjB23mi1bj5E2bSrmzulGntzeNo3h0uVAunaby8OH0XzUuio9ur9js3MbhsH16yGPRnQdv8LxY1cIuhX2RBsHBxP58/tQskQuSpbIRYkSuXB1TW2zGJOTCxcCGDxkibWY6OWVntkzu5Ali4peIiIiIiIiIiKvQ/3/KY8KX+jGF/sxDIPffjvFN1M2EBr6ALPZgdat3qJNm+o4PWN0j2EY7N17lhmztnDr/4oRZcvkpV/f+uTMmdlW4Sdr3/+wi2+/24bZ7MCkr9tRvlw+u8Sxc+dJho1YDsC4sa2oUb1IgpzHMAyuXr1lLXSdOH6V4JB7T7Qxmx0oVCjboyJX8ZwUK/YGadOq0BVfwsMf8vU3a7l58y6jR7Yga1bbjC4UEREREREREUnO1P+f8qjwhW58sY87d+4x6Zv17Np9GoA8ebwZMrgJBQtmfeFjPHwYzQ8/7mLpsj+IiYnDbHbgw6aV6Njh7WQ78uZ2cDgTJv5CTHQcFSrkp3KlguTI4RGv5/hnsenTAQ354P0K8Xr8lzVz1haWLvuDNC7OzPuuO7lyecXLcaOiYti46QhHjl7i+PGrhIY+eOJ1Jyczb76ZnRLFH43oKlIkBy4uzvFybhEREREREREREVtQ/3/Ko8IXuvHFtgzD4Ndtx5k6bSPh4Q8xmx1o17Y67dpWx8nJ8ZWOef1GCNNnbGbv3rMAZMzoSveP6/LuOyVxcHCIz/Dt6vRpfwZ/8dO/RiJly5aJShULUKlSAUoUz4Wz86t9Hx+fo2fveURHx9K8WWX6fFLvdcN+bbGxcfTtv4ijRy+TI7sH8+f1eO3CpmEYDBm61Fp4BUiVyokiRbJbpy4sXDi71o8TEREREREREZEkTf3/KY8KX+jGF9u5fTuMiV+vY9/+cwDkz+/DkMFNyJcvS7wc/+DBv5k6bSN+/sEAvFk4O18M/iDeRgjZ0+YtRx+N9IqJI1euzNR7tzR/HrrAseNXiI2Ns7ZL4+JM2bJ5qVSpIJUqFiBTJrcXPkdAwF06d53N3bsPqFypIOO/+gizOXEUDu/evU/HTrMIuhXGW28V4qtxrV+rqLli5T6mTd+Eo6OZDu1rUKZ0HgoWzPrKxVcREREREREREZHESP3/KY8KX+jGl4T3eJTX5CkbuH8/EicnMx071KR1q7dwfMZaXq8iJiaWlav2s2jRb0Q8jCZt2lSMG9uKcmXts0bV64qNjWPWnK2sWLEPgLfeKsTwYc1ImyYVAA8iovA9fJF9+89x4ODfhPxjNJjZ7MC775Skfbsa+Pg8e72kBw8i6db9Wy5fDiJf3izMmd2VNP93jsTizNnrdO/xLTExcXTrWod2bau/0nH++suP7j2/Iy7OQr++9fmwaaX4DVRERERERERERCSRUP9/yqPCF7rxUyrDMNi0+Sh7/jiDp4c72bNnInt2D3Jk9yBLlgzxVpAKDX3AxElr2bXr0ZRyhQtl44vBTcidO2FHYd0ODmf4iOWcOHEVs9mBzwY2pkH9Mgl6zvgWHh7BsBHLOXz4IgAdO7xNxw5vP3Wkk8Vi4e+/A9i3/xz79p/j3LkbwKMCWP16pWnXtgbe3un/tV9sbByfDfqRg3/+jUcmN+Z91x0vr3+3Sww2bPTlq/FrMJlMDPqsMQ0blH2p/cPCImjfYQZBt8J4u0YRxoxuiclkSqBoRURERERERERE7Ev9/ymPCl/oxk+JIiKimDDxF7bvOPmfr5vNDvhkyUD2HB7WYljFCgX+s2jyLHv3nmX8xF+4c+c+ZrMDnTrW5KPWVeN9lNfTREfH8uX4NWzbdhyAtm2q0bVL7SSx7tfly0EMGvwjN27cIXVqJ4YN/ZAa1Yu81DFO/eXH/AU7rIUzR0czDeqXoV3b6mTOnM7a7pvJ6/l5zUFSpXJizqyuFCyYNV6vJb5NmbqBVasPANCrx7u0avXWC+1nsVgYOOhHDhw4T7ZsmVi0oCdp077eWmEiIiIiIiIiIiKJmfr/Ux4VvtCNn9JcuhzI0GHLuHbtNmazAy1bVMHBwQF//+BHH9dDiIqK+dd+Dg4mKlUsQKNG5ahQPv8z13568CCS6TM2s2GjLwC5cmVm+LBmFMjvk2DX9TSGYbBg4U4WLvoNgJo1izL0i6akSuVk81he1B97zzJq1AoiHkaTJUsGJnz1EXnzvvo6aCdOXGX+wh0cOXIZACcnM40alaPNR9XYtesvpkzdiMlk4suxrahW7c34uowEYxgGc+b+yk9L9gCPCprdutZ57sitH37czdxvf8XZ2ZF533aPt7XlREREREREREREEiv1/6c8KnyhGz8l2bLlKBMnrSMqKgZPT3fGjGpJsWJvPNHGYrEQHHwPP/9grvsH4+cfwtlz1zlx4qq1jZdXeho1LEv9eqXx8Hjynjl27DJjxq0mMDAUk8lEyxZV6NK5lt0LTZu3HGX8hF+IjY2jaNEcjP/yIzJkcLVrTP/rdnA4CxbsZMNGXwzDoFTJXIwd04r06dPGy/GPHr3M/IU7OH78KgDOzo7ExsZhsRj06P4OH7WuGi/nsZUff9rNnLm/AvB+4/IM6N/gqaP5jh27TO8+C7BYDAZ//kGSm/ZSRERERERERETkVaj/P+VR4Qvd+ClBVFQMk6dssI7AKlcuHyOGffhShZ9rfrdZt+4wm7ccITz8IfBoSsS33irE+43KU7RoDr6bt4MVK/dhGAY+WTIwZEhTSpbIlSDX9CqOHL3EF18s4d79SLJmzcikr9vxRg5Pe4fF/fuR/LRkDytW7rOOtmvyQQX6fFIv3qeFNAyDI0cuMW/BDk6d8gOgQf0yfD7o/SS51tXadYf4etI6DMOgdq1iDBv64b++Z3fu3KN9h5kEh9zj3XdKMnRI0yR5rSIiIiIiIiIiIi9L/f8pjwpf6MZP7vz9gxkydCkXLwViMpno1PFt2rWt8cypCp8lKiqG33f9xdq1hzh56pp1u7OzI9HRsQA0bFCW3r3fI22aVPFyDfHp6tVbfDrwe24G3MXNzYXxX31kt+JcdHQsa345yOLvf7cWE4sWzUHP7u/+ayRefDMMA1/fS/hfD6ZB/TI4OTkm6PkS0o6dJxk1eiVxcRYqVizAuDEtSZ3aGYC4OAt9+y/kyJHL5MqZmfnzeuDi4mzniEVERERERERERGxD/f8pjwpf6MZPrqKiYvjtt1N8M2UDERFRZMiQllEjmlOmTN54O8elS4GsXXeIrb8e48GDKDJmdGXw5x9QuVLBeDtHQrhz9z6DBv3I6TP+ODqaGdC/IQ0blHmtUUDnz9/g7t0HZM/ugbd3+mcWFuPiLGzbfoJ587cTGBgKQM6cnnT/+B2qVC6o0Uiv4MCB83wxdClRUTEUL56Trye0xdU1NfMX7GDhot9wcXFmwbwe5MyZ2d6hioiIiIiIiIiI2Iz6/1MeFb7QjZ+c3LoVxv7959i3/zy+Ry5Zp80rXjwno0e1wNMjYX6+Dx9Gc/ToZYoWzYG7e5oEOUd8i4qKYdSYlezadRqAWjWLMeizxqRNm/qljvPwYTTTpm9i/YbD1m1OTmZ8fDKSPbsHObJ7kC1bJnJk9yB7Dg8uXQxk9pytXLwUCICnpztdOtXinXdKxvu0hinNiRNX+fSz73nwIIr8+X1o2aIKo8eswjAMRg5vRp06JewdooiIiIiIiIiIiE2p/z/lUeEL3fhJWVychTNn/Nm3/zz795+zFlMe8/R0p2GDsrRrW11Flf9gsVhYsvQPvpu3nbg4Cz4+GRkzugWFCmZ7of3PnrvOqFEr8fMPxmQykSOHBwEBd61TPj6Lq2tq2nxUjQ+bVrROyyev7/zfN+nXfxGhoQ+s2xo3KsdnAxvbLygRERERERERERE7Uf9/yqPCF7rxkyJf34ts2nKUgwf/JiwswrrdZDLx5pvZqVypIJUqFiBvXm9Nm/cCTv3lx4iRywkMDMXR0Uz3j+vSvFklHBz+e7rCuDgLS5buYd78HcTFWfD0dGf4sA8pXSoPFouFoFthXPcPwc8/GH//YPyvh+DvH0xAwF3MZgeaNqlI2zbVkszouKTGzy+YPn0XEHQrjHz5svDd3I9JlcrJ3mGJiIiIiIiIiIjYnPr/Ux4VvtCNnxQtWvwb8+bvAMDNNTXlyuejcqWCVCifn/Tp09o5uqQpPPwh4yesYdfuR1MfVqxYgKFfNCFDBtcn2gUGhjJ67EqOH78KwNs1ivDZwMYvVMSKiYnFMMDZ2THe45cn3Q4OZ8eOk9SpXZxMmdzsHY6IiIiIiIiIiIhdqP8/5VHhC934SdGVK0Fs3nKUShULULToG5rGMJ4YhsEva/9k+ozNREfH4uHhzsjhzShVKjcAO3aeZOLXa7l/P5I0Ls7069eA994tpVF1IiIiIiIiIiIikiip/z/l+e95zGxkz549NGjQAB8fH0wmE2vXrn3idcMwGD58OFmyZMHFxYVatWpx4cKFJ9rcuXOH1q1b4+7uTvr06enUqRP379+34VWIPeTK5UXPHu9SsmRuFb3ikclk4oP3KzD/u+688YYnwcHhfNJ3AfPmb2fM2FUMH7Gc+/cjebNwdhYv7k2990qr6CUiIiIiIiIiIiIiiYZdC18PHjygePHizJo16z9fnzhxItOnT2fu3Ln8+eefpE2blrp16xIZGWlt07p1a06fPs327dvZuHEje/bsoWvXrra6BJFkKW/eLCyc35N675XGYjFYtPh3tmw9hoODiY4d3mbO7K5ky5rJ3mGKiIiIiIiIiIiIiDwh0Ux1aDKZ+OWXX2jcuDHwaLSXj48PAwYM4NNPPwUgLCwMLy8vFi9eTIsWLTh79iyFCxfm8OHDlClTBoCtW7fy3nvvcf36dXx8fF7o3BrqKPJ0v247zteT1pE+XRqGD2tGsWJv2DskERERERERERERkRei/v+Ux9HeATzNlStXCAwMpFatWtZt6dKlo3z58hw4cIAWLVpw4MAB0qdPby16AdSqVQsHBwf+/PNP3n///f88dlRUFFFRUdavw8PDE+5CRJK4unVKUL3amzg6mjGb7TpIVERERERERERERETkmRJtL3ZgYCAAXl5eT2z38vKyvhYYGEjmzJmfeN3R0ZGMGTNa2/yXr776inTp0lk/smfPHs/RiyQvqVI5qeglIiIiIiIiIiIiIoleiuzJHjx4MGFhYdYPf39/e4ckIiIiIiIiIiIiIiIirynRFr68vb0BCAoKemJ7UFCQ9TVvb29u3br1xOuxsbHcuXPH2ua/pEqVCnd39yc+REREREREREREREREJGlLtIWvXLly4e3tzc6dO63bwsPD+fPPP6lYsSIAFStWJDQ0lCNHjljb/Pbbb1gsFsqXL2/zmEVERERERERERERERMR+HO158vv373Px4kXr11euXOH48eNkzJiRHDly0LdvX8aOHUu+fPnIlSsXw4YNw8fHh8aNGwNQqFAh3nnnHbp06cLcuXOJiYmhV69etGjRAh8fHztdlYiIiIiIiIiIiIiIiNiDXQtfvr6+1KhRw/p1//79AWjXrh2LFy/ms88+48GDB3Tt2pXQ0FCqVKnC1q1bSZ06tXWfJUuW0KtXL2rWrImDgwNNmjRh+vTpNr8WERERERERERERERERsS+TYRiGvYOwt/DwcNKlS0dYWJjW+xIRERERERERERERSSbU/5/yJNo1vkRERERERERERERERERehgpfIiIiIiIiIiIiIiIikizYdY2vxOLxbI/h4eF2jkREREREREREREREROLL435/rfqUcqjwBYSEhACQPXt2O0ciIiIiIiIiIiIiIiLxLSQkhHTp0tk7DLEBFb6AjBkzAuDn56cbXyQBhYeHkz17dvz9/bWQpEgCUq6J2I7yTcQ2lGsitqN8E7EN5ZqI7YSFhZEjRw5rHUCSPxW+AAeHR0udpUuXTr9oRGzA3d1duSZiA8o1EdtRvonYhnJNxHaUbyK2oVwTsZ3HdQBJ/vSTFhERERERERERERERkWRBhS8RERERERERERERERFJFlT4AlKlSsWIESNIlSqVvUMRSdaUayK2oVwTsR3lm4htKNdEbEf5JmIbyjUR21G+pTwmwzAMewchIiIiIiIiIiIiIiIi8ro04ktERERERERERERERESSBRW+REREREREREREREREJFlQ4UtERERERERERERERESSBRW+REREREREREREREREJFlQ4UtERERERERERERERESSBRW+RERERESeIjY2FgDDMOwciYiIiIiIiIi8CEd7B5DQDMPAZDL963MRiT/R0dEsWLCATJkyUaZMGXLnzm3vkESSpZiYGH755Rc8PT0pXLgwXl5e9g5JJFkyDAPDMOjatSuhoaGsXr1af0OKJLDAwEAcHR3x8PDQ+zaRBKQ+EhH7UL6JiNiWyUimj69GR0czduxYIiMjyZ49O71797Z3SCLJ0po1a+jYsSP58+fn5s2buLq6MmjQIDp06GDv0ESSlTlz5jBkyBAKFSrE2bNnKVmyJIMHD6ZWrVp6EyWSAPz9/SlUqBARERGsW7eOBg0aYLFYcHDQhAki8SkmJoaePXuyb98++vbtS5cuXewdkkiypD4SEduJjo5m+vTpuLu7U6JECcqVK2fvkESSpZiYGH766SfSp09PoUKFKFiwoL1DkkQkWb5zX7lyJdmyZeOPP/7g+vXr9O3bl0GDBgGapkYkPhmGwXfffUfXrl05dOgQ27Zto0WLFnTr1o3du3fbOzyRZCEqKopx48Yxe/ZsZs+eza5du/j555/x9PTk22+/VdFLJIEcOnSIWrVq8cknn9CzZ08AFb1E4tn58+cpXbo0p0+fZs6cOdSpU8c64lJE4o/6SERsZ/PmzWTJkoXVq1czffp0GjRowFdffWXvsESSnW+//RYvLy8WLlxI3759+eCDD1i5ciUAFovFztFJYpDs3r3fvXuXOXPm0K9fP37//XeWLFnC1KlTWbJkiToHReLBP98YnTp1iv3799OkSRMAChcuzMiRI6lVqxafffYZN27csFeYIkne41wLCwvj7t27dO3alRYtWuDk5ESNGjXIlSsX9+7dIyYmxs6RiiR9j/PNMAzrm6RUqVJhNpvp3r079+/fZ+zYsfYMUSRZ2rBhAzlz5mTfvn1UrVoVFxcXTCaT3rOJxCP1kYjY1qJFi2jevDkHDx5k+/btfPXVVwwZMoTFixcTHR1t7/BEkrzY2FimTp3KrFmzmDlzJn/88QcbNmygVq1aTJw4UbN0iFWyuwuOHTvG3r17+fDDDwEwmUzcvXuXzp07PzGPtYi8vOHDh7N48WLr19myZcNkMnHz5k0A6x9xc+fO5ciRI2zdutUeYYokef/MNU9PT9q0aWOdjuZxp7y3tzcRERE4OzvbK0yRZOGf+WYymaxvkg4cOEC2bNkoUKAAn376KePHjyc4OJhVq1YREBBgx4hFkq7H78Pi4uJ4+PAh+/bto06dOgQHB9OsWTPq1q3LW2+9xdChQ4mNjbVztCJJ1z/7PNRHIpKw4uLirJ9fvnyZgwcPUq1aNQCyZMlCx44dadeuHTNmzODYsWP2ClMkyXuca1FRUdy/f5+mTZvSokULAIoVK8abb76J2Wzm9u3b9gxTEpEkX/j64YcfuHjxovXrokWL4ubmxuTJk/H19eWzzz5j9OjR/PLLLxQuXJi1a9cSGRlpx4hFkp65c+fi5ubGhg0bqFy5snV7XFwcdevW5aeffgLA2dmZ2NhYcuTIQadOnZgxY4a9QhZJkv4r10wmE8WLFwd44smlLVu2WOeKV+egyMt72u+2x8Vlk8lEjhw5AOjbty8ZMmQgc+bMLF68WDkn8gr+WWQ2m824uLhw5swZ7t69y5QpUzCbzYwYMYI6deowceJEvvzyS8LDw+0btEgS9L8PKxYrVkx9JCIJZOjQoQwZMsT6da5cuYiOjubu3bsAPHz4EICvv/6agIAANm/erFFfIq/gn7mWNm1aWrduzfDhw3FwcLA+vJE+fXoePHhA5syZ7RmqJCJJtvBlsVj44IMPaN++PWvXrrX+MvH09GTevHmEhITQpk0b1q9fz5YtW/juu++oU6cOH3/8Mb6+vnaOXiRpuHjxIuXLl2fQoEHMmzePY8eOkT9/fuvrnp6elC9fnmvXrrF8+fIn9m3evDkBAQH8/ffftg5bJMl5Xq7BoydxH/9RFxYWxuXLl6lRowYAjo6O1naay1rk2Z6Xb4+Ly5cuXSJnzpycP3+esmXLWjvgBw8eTPbs2fV0vMgL+q8i8+PfVY0aNWLSpEmsW7eOESNG0LhxY4YNG8a4ceNYuHAhfn5+9gxdJEl52gMdHh4e6iMRiWfr1q3D29ubbdu24ePjw507d4D/31c5d+5cAFxcXIiJicHDw4MuXbqwePFizGazPUMXSVL+N9dCQkKAR0VmeJRzj0cvb926lZIlS2IymbQkhABJtPD1+In3rFmzUqZMGSZPnsy5c+esrzdp0oQ5c+bg6enJ1KlTqV27NuXLl2fq1KnExcVx4sQJO0YvknQcPnyYixcvMmbMGFq0aEFoaCgrVqzg4MGDXL58GXjUYZErVy7mzp1LSEiItQP+woULuLq6ki5dOntegkiS8Kxcu3bt2hNtTSYTAQEBxMXFUbp0aQBOnjzJZ599BqC5rEWe40Xy7f79+8TExNCjRw+KFi1KjRo1OHToEA0bNqR///4AWhNF5DmeVWR+/LuqYsWKZM6cGRcXF/Lnz28tiA0cOJDg4GA9QCXyAl7kASr1kYjEnwcPHrBgwQJ69uzJoUOH+OSTT8iYMSPwaERzrVq1iIqKYtq0acD/f9ijffv2BAcHa7pDkRf0X7mWKVOmJ9o4ODgQFxdHbGwsJ06c4K233gLAycnJ2kYPB6dcSbJ3zMHBgeDgYA4cOMCOHTtwcXFh5syZ1icsAIKDgzlz5gwVK1YEHk3Jdv36dTJkyKD1UEReUMuWLXnnnXfYvn073bp1o1ixYkydOpUGDRpQu3ZtfH19yZs3L507d+bevXu0bNmSgwcP4ufnx/bt26lQoQIeHh72vgyRRO9Zufb2229z5MiRJzrZt2zZQqFChXBzc6NTp06UKlWKW7duYRiGRqGIPMfz8s3X1xdXV1cKFSpErVq1OHjwIDNnzqRAgQL069cPX19fdViIvIBnFZmvXLkCQKVKlahbty7Hjh3jyJEj1oLY+fPnyZIlC66urva8BJEk4UUfoLp9+7b6SETiwa5duzh48CBDhgzh7t27fP7550yYMIElS5YAUKtWLWrXrs3kyZMJCAggVapUwKOHFT08PPS7TeQFPS3Xli1bZu33MAwDs9lMcHAwt2/ftq6vd/z4cdq3bw/o4eCULEn+5OPi4nB1dSVt2rS4urry1Vdf8cMPP1jfQIWHh5M6dWq8vb0ZMGAA/v7+BAYGMmLECFxdXaldu7adr0Ak8Vm1ahVdunRh2rRpnDp1yrq9S5cunD17llOnTjFt2jRWr17Njh07ePPNN2nbti1BQUHUqVOHRYsWERAQQIcOHShTpgxBQUGMHz9ew/hF/ser5Fq7du24fv068Gg9r82bN3Po0CF8fHw4deoUf/31F4sXL8ZkMmkUisg/vEq+ffTRR4SEhDBixAh++OEHSpUqZd2vcuXKBAcHU7JkSXtcjkiS8qwic61atfD19cXLy4tevXpRoUIF2rdvz4IFC/j777+ZOHEiWbJkoWzZsva+DJFE70UeoIJHT7xnyZJFfSQir+hxR3tQUBCVK1fm999/p3Tp0hw/fpz9+/fTrl07evfujcVioX///mTLlo369euzYsUKLl26xLJly3jzzTfJmTOnfS9EJJF7Xq61adOGPn36cPPmTWv/x44dO8idOzc+Pj506tSJcuXKERoaisVi0cPBKZmRiK1cudLo3LmzMXXqVOPkyZNPvHbx4kUjZ86cxt27dw3DMIwaNWoYhQsXNnx8fIzJkycbsbGxxpIlS4w0adIYRYsWNbJkyWLUqFHDuHTpkh2uRCTxCg4ONpo2bWp4e3sbH3/8sVGlShUja9asxqJFi6xt5syZY+zYseOJ/e7cuWM4OzsbK1assG4LCwszLly4YPj6+toqfJEk43VzbeXKlYZhGEZoaKhRtWpVI0+ePMaGDRtseQkiSUZ85VtcXJwtwxZJsp72vu3333838uTJY1SsWNFYs2aNcf36deP48eNGgwYNjEKFChk3btwwDMMwbt26ZTRq1MgoUqSI8cYbbxhVq1Y1Ll++bK/LEUm0XiXXChcubAQGBhpRUVHqIxF5CU/Lt2XLlhnp0qUzevToYQwfPtyIjo42DMMwFi9ebJQvX96YNGmSYRiGERgYaLzzzjvWvspKlSoZV65csceliCRqr5JrFSpUMCZMmGAYhmFYLBajefPmhtlsNtzc3IwyZcoYZ8+etcu1SOKSKAtfT+usWLx4sbXNzp07jdatWxuGYRgXLlwwihYtaphMJuODDz4w7ty5Y2135swZY/v27ca+fftsfh0iScGqVauMcuXKGdevX7dua9KkiZEnTx5j9erVhmEYRkRExL/2CwsLM3LmzGkMGzbMus1isSR8wCJJ1Ovm2tChQ63bVFwWebb4/N0mIk8XX0VmwzCMqKgoIzg42Dh9+rStwhdJMl4315YvX27dpj4SkWd7Xr5ZLBajSJEihslkeiIHLRaL0aRJE6NTp05GVFSUYRiGERkZaQQEBPzrYX4Ref1c69y5sxETE2NYLBajRYsWRs6cOY1NmzbZ52IkUXK094iz//L777/j5+eHr68vWbNmBaBp06aMGTMGV1dXmjRpQkREBL6+vrRt25bly5fTrVs3ChcuzKlTp7h9+zYZMmQAoFChQhQqVMielyOSqC1dupRs2bKRNWtW7t+/j6urKw0bNmTNmjXMnj2bqlWr4unpiWEYT0yhduDAAVxcXGjWrJl1m6ZYE3m618215s2bW7eVLl3aHpcgkmTE5+82EXm6p71vGzt2LG5ubjRp0oR27drh4uLyxH5ms9k6Xe+HH34IgLOzM5kyZfrXouUi8vq59tdff1n/llQficizPatPMn369DRu3JgePXrQs2dPIiIiiI2NxdHREZPJhJubG2fOnLGum+fs7Iy3tzfe3t72vCSRROl1c+2vv/7C0fFRaWP06NHky5fPnpcjiVCiXOPrfzsrABo2bMjly5eZPXs2d+/eJW3atNy7d4+AgAB+++03ZsyYwQ8//MDZs2dZuHAhMTExdr4KkcRnz549/Prrr8TGxlq35cuXj9OnTwNYF1k9e/Ysb7/9NpGRkaxduxZ4VNQKCAjg4sWLfPvtt3Tt2pXatWuTJ08ezZcr8j+UayK2o3wTsZ/nvW+7ffs2Li4u/8onFZlFXs7r5to/H6ASkWd7Wr5duXKFGTNmEBISQrdu3ahduzYzZszgt99+AyAwMJCbN2/SsWNH67H0cLDI071urnXq1Ml6LBW95L/YvfD1sp0VERERbNq0iUqVKrFu3TrWr19PlSpViI2NxdnZmVWrVtG+fXucnJzscj0iiVFwcDDt2rWjevXqDBo0iOvXr1tf69atG3fu3KFatWp8/fXXVKpUiRUrVvDFF1/w4MED/P39AYiMjGT79u3Uq1ePCRMm8OWXXzJt2jRcXFz0x5zI/1GuidiO8k3EtlRkFrEN5ZqI7bxsvj18+JA1a9bg4ODAkiVLyJw5M61ateK9996jRIkSxMTEUK9ePbtci0hiplwTu7DXHIu3b9822rZta5hMJqN48eJPLPB46dIlw9PT06hataoxceJEo2LFikauXLmMnTt3GsWLF39inZPHtLaQyH+LiYkxZs+ebdStW9dYsWKFkSZNGuOrr74yIiMjrW327t1rdO7c2ShVqpTRq1cv4/bt24ZhGEabNm2MJk2aWNvdunXLWLdunc2vQSQpUK6J2I7yTcR2Xud92+P18h4+fGh8//33Rv78+Y1cuXIZP/30k52uRiTxUq6J2M7r5ltsbKxhGIYRFBRkbNu2zfj666+NX375xT4XI5KIKdfEnuxS+IrPzgoReb6DBw8a69evNwzDMEaNGmV4enoax44d+1e7xwuwGsajXypFihQxxo4daxiGYcTFxdkkVpGkTLkmYjvKN5GEpyKziG0o10RsR32SIrahXBN7MxmGfca7//nnn9y6dYsGDRowevRoZs6cybZt2yhRosQT7aKjo62LQt66dYuaNWvSokULhgwZgsViwcHB7rM1iiR6hmE8MWVT1qxZqV+/PpMmTcLNze2J1yMjIzGbzcyfP5958+bx/fffU7RoUXuFLpKkKNdEbEf5JmIbet8mYhvKNRHbUb6J2IZyTezJbndNuXLlaNCgAQDDhw/HycmJOXPmcO/ePQDr/NPOzs5ERkYSExPDzz//jJOTEw0bNgTQTS/ygh53/EVHRwMwdepUFi5cyMGDB594/caNGyxatIhKlSoxdOhQBg4cqI5BkZegXBOxHeWbiG3ofZuIbSjXRGxH+SZiG8o1sSe7jfh67HFFd9WqVbRq1YrNmzdTu3Zt6+s3btxg/fr1LFy4kMuXLzNz5kxatmxpx4hFkodKlSqRNm1a6yKRt2/fxtPTk2XLlnHz5k0GDBhg7xBFkgXlmojtKN9EEo7et4nYhnJNxHaUbyK2oVwTe7B74euf1FkhkvBiY2NxdHTk9OnTFC9enMmTJ3Pp0iX27t3L999/T5EiRewdokiyoFwTsR3lm4ht6X2biG0o10RsR/kmYhvKNbGVRFH4UmeFiH2UK1cOX19fcuTIwbfffkvdunXtHZJIsqRcE7Ed5ZtIwtH7NhHbUK6J2I7yTcQ2lGtia4mi8PVP6qwQSXiXLl2icePGXL58menTp9OpUyd7hySSLCnXRGxH+SZiW3rfJmIbyjUR21G+idiGck1sIdGsDnfp0iWKFi3K6dOnmTdvHlevXtVNL5JAzGYzTZo0ITg4WB2DIglIuSZiO8o3EdvQ+zYR21CuidiO8k3ENpRrYkuJZsTX1atXWbx4MYMGDcLFxcXe4YiIiIiIiMj/0Ps2EdtQronYjvJNxDaUa2JLiabwJSIiIiIiIiIiIiIiIvI6Es1UhyIiIiIiIiIiIiIiIiKvQ4UvERERERERERERERERSRZU+BIREREREREREREREZFkQYUvERERERERERERERERSRZU+BIREREREREREREREZFkQYUvERERERERERERERERSRZU+BIREREREREREREREZFkQYUvERERERF5qvbt29O4cWObn3fx4sWYTCZMJhN9+/Z9btv06dPbJK6kpHr16tbv4fHjx+0djoiIiIiIiE2o8CUiIiIikkI9Loo87WPkyJFMmzaNxYsX2yU+d3d3AgICGDNmjHVbzpw5mTp16hPtmjdvzt9//23j6J6UGItva9as4dChQ/YOQ0RERERExKYc7R2AiIiIiIjYR0BAgPXzFStWMHz4cM6fP2/d5urqiqurqz1CAx4V5ry9vZ/bzsXFBRcXFxtElLRkzJiR8PBwe4chIiIiIiJiUxrxJSIiIiKSQnl7e1s/0qVLZy00Pf5wdXX911SH1atXp3fv3vTt25cMGTLg5eXFvHnzePDgAR06dMDNzY28efOyZcuWJ871119/8e677+Lq6oqXlxdt2rQhODj4peKtXr06165do1+/ftZRafDv0VYjR46kRIkSLFy4kBw5cuDq6kqPHj2Ii4tj4sSJeHt7kzlzZsaNG/fE8UNDQ+ncuTOenp64u7vz9ttvc+LECevrJ06coEaNGri5ueHu7k7p0qXx9fVl165ddOjQgbCwsCdGywH8+OOPlClTBjc3N7y9vWnVqhW3bt2yHnPXrl2YTCZ+/fVXSpYsiYuLC2+//Ta3bt1iy5YtFCpUCHd3d1q1akVERMQT34tevXrRq1cv0qVLh4eHB8OGDcMwjJf6noqIiIiIiCQ3KnyJiIiIiMhL+f777/Hw8ODQoUP07t2b7t278+GHH1KpUiWOHj1KnTp1aNOmjbVQExoayttvv03JkiXx9fVl69atBAUF0axZs5c675o1a8iWLRujR48mICDgiRFr/+vSpUts2bKFrVu3smzZMhYsWEC9evW4fv06u3fvZsKECQwdOpQ///zTus+HH35oLTgdOXKEUqVKUbNmTe7cuQNA69atyZYtG4cPH+bIkSN8/vnnODk5UalSJaZOnWqdmjEgIIBPP/0UgJiYGMaMGcOJEydYu3YtV69epX379v+Kd+TIkcycOZP9+/fj7+9Ps2bNmDp1KkuXLmXTpk1s27aNGTNm/Ovn4OjoyKFDh5g2bRqTJ09m/vz5L/U9FRERERERSW401aGIiIiIiLyU4sWLM3ToUAAGDx7M+PHj8fDwoEuXLgAMHz6cOXPmcPLkSSpUqMDMmTMpWbIkX375pfUYCxcuJHv27Pz999/kz5//hc6bMWNGzGazdfTUs1gsFhYuXIibmxuFCxemRo0anD9/ns2bN+Pg4ECBAgWYMGECv//+O+XLl2fv3r0cOnSIW7dukSpVKgAmTZrE2rVrWb16NV27dsXPz4+BAwdSsGBBAPLly2c93z9HzP1Tx44drZ/nzp2b6dOnU7ZsWe7fv//ENJJjx46lcuXKAHTq1InBgwdz6dIlcufODUDTpk35/fffGTRokHWf7NmzM2XKFEwmEwUKFODUqVNMmTLF+nMQERERERFJiTTiS0REREREXkqxYsWsn5vNZjJlykTRokWt27y8vACsU/qdOHGC33//3bpmmKurq7V4dOnSpQSJMWfOnLi5uT0RU+HChXFwcHhi2z9jvH//PpkyZXoizitXrlhj7N+/P507d6ZWrVqMHz/+hWI/cuQIDRo0IEeOHLi5uVGtWjUA/Pz8nmj3z++pl5cXadKksRa9/jfWxypUqGCd7hGgYsWKXLhwgbi4uOfGJSIiIiIiklxpxJeIiIiIiLwUJyenJ742mUxPbHtcjLFYLADcv3+fBg0aMGHChH8dK0uWLHaJ8fG2f8aYJUsWdu3a9a9jPV4/bOTIkbRq1YpNmzaxZcsWRowYwfLly3n//ff/M4YHDx5Qt25d6taty5IlS/D09MTPz4+6desSHR391HifF6uIiIiIiIg8nQpfIiIiIiKSoEqVKsXPP/9Mzpw5cXR8vbcgzs7OCTKiqVSpUgQGBuLo6EjOnDmf2i5//vzkz5+ffv360bJlSxYtWsT777//n3GdO3eOkJAQxo8fT/bs2QHw9fWNt5j/uT4ZwMGDB8mXLx9mszneziEiIiIiIpLUaKpDERERERFJUD179uTOnTu0bNmSw4cPc+nSJX799Vc6dOjw0kWsnDlzsmfPHm7cuEFwcHC8xVirVi0qVqxI48aN2bZtG1evXmX//v0MGTIEX19fHj58SK9evdi1axfXrl1j3759HD58mEKFClnjun//Pjt37iQ4OJiIiAhy5MiBs7MzM2bM4PLly6xfv54xY8bEW8x+fn7079+f8+fPs2zZMmbMmEGfPn3i7fgiIiIiIiJJkQpfIiIiIiKSoHx8fNi3bx9xcXHUqVOHokWL0rdvX9KnT//EmlsvYvTo0Vy9epU8efLg6ekZbzGaTCY2b95M1apV6dChA/nz56dFixZcu3YNLy8vzGYzISEhtG3blvz589OsWTPeffddRo0aBUClSpX4+OOPad68OZ6enkycOBFPT08WL17MqlWrKFy4MOPHj2fSpEnxFnPbtm15+PAh5cqVo2fPnvTp04euXbvG2/FFRERERESSIpNhGIa9gxAREREREfmnxYsX07dvX0JDQ+0dSqJUvXp1SpQowdSpU5/Z7urVq+TKlYtjx45RokQJm8QmIiIiIiJiTxrxJSIiIiIiiVJYWBiurq4MGjTI3qEkSe+++y5vvvmmvcMQERERERGxqddbWVpERERERCQBNGnShCpVqgCQPn16+waTRM2fP5+HDx8CkCNHDjtHIyIiIiIiYhua6lBERERERERERERERESSBU11KCIiIiIiIiIiIiIiIsmCCl8iIiIiIiIiIiIiIiKSLKjwJSIiIiIiIiIiIiIiIsmCCl8iIiIiIiIiIiIiIiKSLKjwJSIiIiIiIiIiIiIiIsmCCl8iIiIiIiIiIiIiIiKSLKjwJSIiIiIiIiIiIiIiIsmCCl8iIiIiIiIiIiIiIiKSLPw/OKywzaNA4UcAAAAASUVORK5CYII=", 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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 timestamps (for the given frequency) between the first and late timestamps. The forecast function will not impute missing dates.\n", + "> * The time column should be of type [Date](https://docs.pola.rs/api/python/stable/reference/api/polars.datatypes.Date.html) or [Datetime](https://docs.pola.rs/api/python/stable/reference/api/polars.datatypes.Datetime.html).\n", + ">\n", + ">For further details go to [Data Requeriments](https://docs.nixtla.io/docs/getting-started-data_requirements)." + ] + }, + { + "cell_type": "markdown", + "id": "7631f17b-0ca4-4cf1-9b89-182a7d85fda6", + "metadata": {}, + "source": [ + "### Forecast a longer horizon into the future" + ] + }, + { + "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 polars offset alias, see the possible values [here](https://docs.pola.rs/api/python/stable/reference/expressions/api/polars.Expr.dt.offset_by.html).\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:Querying model metadata...\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": [ + "
\n", + "shape: (5, 2)
timestampTimeGPT
datef64
1961-01-01437.837921
1961-02-01426.062714
1961-03-01463.116547
1961-04-01478.244507
1961-05-01505.646484
" + ], + "text/plain": [ + "shape: (5, 2)\n", + "┌────────────┬────────────┐\n", + "│ timestamp ┆ TimeGPT │\n", + "│ --- ┆ --- │\n", + "│ date ┆ f64 │\n", + "╞════════════╪════════════╡\n", + "│ 1961-01-01 ┆ 437.837921 │\n", + "│ 1961-02-01 ┆ 426.062714 │\n", + "│ 1961-03-01 ┆ 463.116547 │\n", + "│ 1961-04-01 ┆ 478.244507 │\n", + "│ 1961-05-01 ┆ 505.646484 │\n", + "└────────────┴────────────┘" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "timegpt_fcst_df = nixtla_client.forecast(df=df, h=12, freq='1mo', time_col='timestamp', target_col='value')\n", + "timegpt_fcst_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "638329d2-2d1b-49dd-8df7-1926f7d9b36b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nixtla_client.plot(df, timegpt_fcst_df, time_col='timestamp', target_col='value')" + ] + }, + { + "cell_type": "markdown", + "id": "0397b0a9-07dc-45ad-a64b-ab619d34254f", + "metadata": {}, + "source": [ + "You can also produce longer forecasts by increasing the horizon parameter and selecting the `timegpt-1-long-horizon` model. Use this model if you want to predict more than one seasonal period of your data.\n", + "\n", + "For example, let's forecast the next 36 months:\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e69f5d11-b262-458f-8909-aaefc805cd23", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:nixtla.nixtla_client:Validating inputs...\n", + "INFO:nixtla.nixtla_client:Querying model metadata...\n", + "WARNING:nixtla.nixtla_client:The specified horizon \"h\" exceeds the model horizon. This may lead to less accurate forecasts. Please consider using a smaller horizon.\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": [ + "
\n", + "shape: (5, 2)
timestampTimeGPT
datef64
1961-01-01436.843414
1961-02-01419.351532
1961-03-01458.943146
1961-04-01477.876068
1961-05-01505.656921
" + ], + "text/plain": [ + "shape: (5, 2)\n", + "┌────────────┬────────────┐\n", + "│ timestamp ┆ TimeGPT │\n", + "│ --- ┆ --- │\n", + "│ date ┆ f64 │\n", + "╞════════════╪════════════╡\n", + "│ 1961-01-01 ┆ 436.843414 │\n", + "│ 1961-02-01 ┆ 419.351532 │\n", + "│ 1961-03-01 ┆ 458.943146 │\n", + "│ 1961-04-01 ┆ 477.876068 │\n", + "│ 1961-05-01 ┆ 505.656921 │\n", + "└────────────┴────────────┘" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "timegpt_fcst_df = nixtla_client.forecast(df=df, h=36, time_col='timestamp', target_col='value', freq='1mo', model='timegpt-1-long-horizon')\n", + "timegpt_fcst_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bd521875-1a23-43a0-99ea-979ca0efc631", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nixtla_client.plot(df, timegpt_fcst_df, time_col='timestamp', target_col='value')" + ] + }, + { + "cell_type": "markdown", + "id": "ff6d8e76-dbc1-407f-8a49-5e622735ca3d", + "metadata": {}, + "source": [ + "### Produce a shorter forecast" + ] + }, + { + "cell_type": "markdown", + "id": "12e9766e-d7a8-40f6-bfaa-4df07da6c505", + "metadata": {}, + "source": [ + "You can also produce a shorter forecast. For this, we recommend using the default model, `timegpt-1`. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "94da9c70-b4e5-4f16-927f-4c153bbabaff", + "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": { + "image/png": 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M4a+//uKHH35gzJgxlufr1q3L/Pnz2bt3L/v27ePuu+/GZDLdcB8XFxfatWvHO++8w5EjR9iwYQMvv/xyrjWTJ0/mypUrjB49mh07dnDixAlWrFjBxIkTyczMLLTXaA1KrImIiIiIiIiIiIiIiJRx3bt3p1y5coSGhnL33Xdbnv/www/x8fGhffv2DBw4kD59+liq2W7khx9+ICMjg5YtWzJlyhTefPPNXNcrVarE5s2byczMpHfv3gQFBTFlyhS8vb0trSSLK4P5300uy6i4uDi8vLyIjY3F09PT1uGIiIiIiIiIiIiIiIgVFOX7/ykpKYSHh1OzZk2cnZ0L9Syxrvx87Yp32k9ERERERERERERERESkmFBiTUREREREREREREQK5Oy5y/w6629iY5NsHYqISJFQYk1ERERERERERERECuSzz5bx+RfLuff+zwkNPWfrcERECp0SayIiIiIiIiIiIiKSb2azmX37TwFw/vxVHnz4a5Yu223boERECpkSayIiIiIiIiIiIiKSb2fOXCY2NglHR3uCg+uTlpbBm2/N5X/vLyI9PcPW4YmIFAol1kREREREREREREQk3w4cPA1Ag8DK/O/dcdx/Xw8MBgMLFm5j8mPfcelSrI0jFBGxPiXWRERERERERERERCTfDhyIAKBx4+rY2dlx78QevPfuODzcnTl4MIIJ937Gnr3hNo5SRMS6lFgTERERERERERERkXzLqVgLCqpmea5D+0C+/34ydWr7c/VqIo8/8T2//7EZs9lsqzBFRKxKiTURERERERERERERyZf4+GTCwy8C0LhxtVzXqlT25ZuvH6J3r6ZkZpr4+JO/ePW130lOTrNFqCIiVmXzxNq5c+cYO3Ysvr6+uLi4EBQUxM6dOy3XzWYzU6dOJSAgABcXF3r27ElYWFiuPa5cucKYMWPw9PTE29ub++67j4SEhKJ+KSIiIiIiIiIiIiJlwqFDZwCoUsWXcj7u11x3dnbk1akjmfLEAIxGO1av2c+nny0t6jBFxAomTJjA4MGDbR1GsWHTxNrVq1fp0KEDDg4OLFu2jMOHD/PBBx/g4+NjWfPee+/xySef8NVXX7Ft2zbc3Nzo06cPKSkpljVjxozh0KFDrFq1ij///JO///6bBx54wBYvSURERERERERERKTUO3goe75ao2o3XGMwGBg5oj2vTh0JwLbtYTdcKyK2YTAYbvp47bXX+Pjjj5kxY0aRxBMVFcUTTzxBnTp1cHZ2xs/Pjw4dOvDll1+SlJRkWVejRg1LjG5ubrRo0YI5c+Zcc+16jwkTJtxWjPa3dfdtevfdd6latSo//vij5bmaNWtafm02m/noo494+eWXGTRoEAA//fQTfn5+LFy4kFGjRnHkyBGWL1/Ojh07aNWqFQCffvop/fr14/3336dSpUpF+6JERERERERERERESrkDB7ISa/+er3YjbdvUBeD8+atcvZqAz3Uq3ETENs6fP2/59e+//87UqVMJDQ21POfu7o67e9F8z548eZIOHTrg7e3N22+/TVBQEE5OThw4cIBvvvmGypUrc+edd1rWv/7660yaNIm4uDg++OAD7rrrLipXrsyOHTvIzMwEYMuWLQwbNozQ0FA8PT0BcHFxua04bVqxtnjxYlq1asWIESOoWLEizZs359tvv7VcDw8PJyoqip49e1qe8/Lyom3btmzduhWArVu34u3tbUmqAfTs2RM7Ozu2bdt23XNTU1OJi4vL9RARERERERERERGRW8vMNHEou2ItqPGtE2seHi5Uq1oegKNHzxVqbCLFidlsxpRussnDbDbnKUZ/f3/Lw8vLC4PBkOs5d3f3a1pBdu3alccee4wpU6bg4+ODn58f3377LYmJiUycOBEPDw/q1KnDsmXLcp118OBB+vbti7u7O35+fowbN47o6GjL9UceeQR7e3t27tzJyJEjadCgAbVq1WLQoEH89ddfDBw4MNd+Hh4e+Pv7U69ePT7//HNcXFxYsmQJFSpUsMRfrlw5ACpWrJjrdd4Om1asnTx5ki+//JKnnnqK//znP+zYsYPHH38cR0dH7rnnHqKiogDw8/PLdZ+fn5/lWlRUFBUrVsx13d7ennLlylnW/H/Tpk3jv//9byG8IhEREREREREREZHS7eTJCyQlp+Hq6kTNmn63vgEIbFCFiDPRHDl6luDg+oUcoUjxYM4wc/qX0FsvLATVx9bH4GAotP1nzpzJc889x/bt2/n99995+OGHWbBgAUOGDOE///kP06dPZ9y4cURERODq6kpMTAzdu3fn/vvvZ/r06SQnJ/P8888zcuRI1q5dy+XLl1m5ciVvv/02bm5u1z3TYLjx67G3t8fBwYG0tLTCeskWNq1YM5lMtGjRgrfffpvmzZvzwAMPMGnSJL766qtCPffFF18kNjbW8jhz5kyhniciIiIiIiIiIiJSWhw4eBqARo2qYjTm7S3mhg2qAHD4yNlCi0tEik7Tpk15+eWXqVu3Li+++CLOzs6UL1+eSZMmUbduXaZOncrly5fZv38/AJ999hnNmzfn7bffJjAwkObNm/PDDz+wbt06jh07xvHjxzGbzdSvnzvxXr58eUs7yueff/66saSlpTFt2jRiY2Pp3r17ob92m1asBQQE0LBhw1zPNWjQgHnz5gFZJYgAFy5cICAgwLLmwoULNGvWzLLm4sWLufbIyMjgypUrlvv/PycnJ5ycnKz1MkRERERERERERETKjAMH894GMkeD7MTakSNnMZvNN608ESktDPYGqo+1TYWmwb5wv8eaNGli+bXRaMTX15egoCDLczmdCHPyN/v27WPdunXXndd24sQJS8vG/2/79u2YTCbGjBlDampqrmvPP/88L7/8MikpKbi7u/POO+/Qv3//235tt2LTxFqHDh1yDcEDOHbsGNWrVwegZs2a+Pv7s2bNGksiLS4ujm3btvHwww8DEBwcTExMDLt27aJly5YArF27FpPJRNu2bYvuxYiIiIiIiIiIiIiUAQcOZCfWgqrn+Z56dQMwGu24ejWRCxdi8ff3LqToRIoPg8FQqO0YbcnBwSHX7w0GQ67ncpLnJpMJgISEBAYOHMi77757zV4BAQGkpKRgMBiuyRnVqlULABcXl2vue/bZZ5kwYYJlZltRJext2gryySefJCQkhLfffpvjx48za9YsvvnmGyZPngxk/cFPmTKFN998k8WLF3PgwAHGjx9PpUqVLIPyGjRowB133MGkSZPYvn07mzdv5tFHH2XUqFFUqlTJhq9OREREREREREREpHS5fDmeyMgrGAwGGjWsmuf7nJwcqFUrq4LlyFG1gxQpa1q0aMGhQ4eoUaMGderUyfVwc3PD19eXXr168dlnn5GYmJinPcuXL0+dOnXw9/cv0ipYmybWWrduzYIFC5g9ezaNGzfmjTfe4KOPPmLMmDGWNc899xyPPfYYDzzwAK1btyYhIYHly5fj7OxsWfPrr78SGBhIjx496NevHx07duSbb76xxUsSERERERERERERKbUOZreBrFXLD3d351uszq1B4D/tIEWkbJk8eTJXrlxh9OjR7NixgxMnTrBixQomTpxIZmYmAF988QUZGRm0atWK33//nSNHjhAaGsovv/zC0aNHMRqNNn4VWWzaChJgwIABDBgw4IbXDQYDr7/+Oq+//voN15QrV45Zs2YVRngiIiIiIiIiIiIikq0g89VyNGhQhcVLdqhiTaQMqlSpEps3b+b555+nd+/epKamUr16de644w7s7LJqwGrXrs2ePXt4++23efHFFzl79ixOTk40bNiQZ555hkceecTGryKLwWw2m20dhK3FxcXh5eVFbGwsnp6etg5HREREREREREREpFh68OGvOHAggldeGk7fvi3yde+xsEgmTPwMNzcnVix7xfJmukhhKsr3/1NSUggPD6dmzZq5uu5J8Zefr51+comIiIiIiIiIiIjILaWlZXD06DkAgoKq5/v+WjX9cHS0JzExlTNnL1s7PBGRIqHEmoiIiIiIiIiIiIjcUuixSNLTM/H2dqVy5XL5vt/e3kj9+pUAzVkTkZJLiTURERERERERERERuaWD2fPVGjeujsFgKNAeDQKrAHBYiTURKaGUWBMRERERERERERGRWzpw8DQAQY2rFXiPBg2yEmuqWBORkkqJNRERERERERERERG5KbPZzIEDWRVrQUG3kVjLrlgLCztPRkamVWITKW7MZrOtQ5B8ys/XTIk1EREREREREREREbmpqKgYLl+Ox2i0syTHCqJKlXK4uzuTlpbBiZMXrBihiO05ODgAkJSUZONIJL/S0tIAMBqNt1xrX9jBiIiIiIiIiIiIiEjJduBAVhvI+vUq4eTkUOB97OzsCKxfmZ27TnDkyFnq16tkrRAFMGeaiNkXjWsNTxx9nAo8C08Kxmg04u3tzcWLFwFwdXXV16AEMJlMXLp0CVdXV+ztb502U2JNRERERERERERERG7qwMGcNpDVb3uvBg2qZCXWjp5l8KA2t72f/CPpXCIx+y4THxZL1ZF1bB1OmeTv7w9gSa5JyWBnZ0e1atXylAhVYk1EREREREREREREbsqSWGtc8PlqORo0qAzA0SPnbnsvyS0xPA4At5qeqpSyEYPBQEBAABUrViQ9Pd3W4UgeOTo6YmeXt+lpSqyJiIiIiIiIiIhIiRAZeYVZszdSoYIX94zvautwyoykpFSOHz8PQGMrJNYaNqgKwMnwC6SkpOHs7HjbewqY0k0kRcQD4F7T08bRiNFozNO8Lil5lFgTERERERERERGRYi0mJpEZM9cxf8E2MjIyAejTuxn+/t62DayMOHzkLCaTGT8/bypW9Lrt/SpU8MTX14PLl+MJCztvlfaSAklnEjBnmLH3cMCxvLOtwxEptfJW1yYiIiIiIiIiIiJSxJKT05gxcx3DR77PH3O2kJGRidGY9Zbm4SNnbBxd2XHgwGnAOm0gIatVXoPArHaQh4+ctcqeAonhsYDaQIoUNiXWREREREREREREpFjJyMhk4aLt3DXqA775dhVJSanUq1eJj6ZP5M6BrQA4ooRMkTmYPV/NGm0gczRoUAXQ19FaTGmZJJ1NBNQGUqSwqRWkiIiIiIiIiIiIFAtms5m//z7Ml1+vICIiGoCAAB8enNSLnj2bYGdnx8WLcSxYuJ3Dh5WQKQomk8mSWAsKsmJiLVCJNWtKPB0PJjMO3o44+DjZOhyRUk2JNREREREREREREbG5pKRUnnluJnv3ngLAy8uVCfd0Y8jgtjg6/vM2ZsPsSqejoefIzDRZWkNK4Th9+hLxCSk4OTlQt06A1fYNzG4FeebsZeLjk/HwcLHa3mVRYngcoDaQIkVB/68jIiIiIiIiIiIiNrds+R727j2Fk5MD94zvypzfn+GukR1yJdUAqlevgKuLI8nJaZw6ddFG0ZYdBw9lzbJr2KAK9vZGq+3r7e1GpQAfAI4ePWe1fcuizJQMkiPVBlKkqCixJiIiIiIiIiIiIja3a9cJAO4Z35UHH+iNu7vzddcZjXaWaqfDaiNY6A4cOA1Ytw1kDsuctaP6Ot6OxFPxYAZHX2ccvNQGUqSwKbEmIiIiIiIiIiIiNmUymdi1+yQALVvWvuX6hg2rAnD48JlCjUvgQM58tcbVrb63JbGmBOlt+XcbSBEpfEqsiYiIiIiIiIiIiE2FHY8iPj4ZVxdHGmRXo91Mw4ZZCZnDh5WQKUyxsUmcPn0JgEaNqlp9/38q1tQKsqAyEtNJiUoC1AZSpKgosSYiIiIiIiIiIiI2tWtnVhvIZs1r5mmOV8MGWUmek+EXSE5OK9TYyrKDh7Kq1apVK4+3t5vV969frxJ2dgYuXowlOjrO6vuXBYmn4gFwquiCvbuDjaMRKRuUWBMRERERERERERGb2rU7K7HWssWt20ACVKjgSXlfDzIzTRw7FlmYoZVpBw4UXhtIAFdXJ6pXrwCoaq2gEsNjAVWriRQlJdZERERERERERETEZjIyMtm77xQALVvWytM9BoPhnzlrms9VaLZtOwZA0yaFk1gDzVm7HenxaaReSgEDuNZQYk2kqCixJiIiIiIiIiIiIjZz+PBZkpPT8PJypU5t/zzfZ5mzduRMYYVWpp0/f5XQY5HY2Rlo3yGw0M5pEKjEWkElhme1z3T2d8Xe1d7G0YiUHUqsiYiIiIiIiIiIiM3ktIFs0bwWdnZ5f7uyYXal0+HDSsgUhvUbDgHQtEkNyvm4F9o5loq1o2cxm82Fdk5plJNYc6+lajWRoqTEmoiIiIiIiIiIiNjMrl3Z89Xy2AYyR2BgFQwGA+fPX+XK1YTCCK1M25CdWOvatVGhnlOntj/29kbi4pKJjLxaqGeVJmkxqaRdSc1qA1ldiTWRoqTEmoiIiIiIiIiIiNhEamo6Bw5GANCyZe183evu7kz16uUBtRG0tujoOMvXpUvnwk2sOTraU7duAJBVtSZ5k1Ot5lLZHaOT0cbRiJQtSqyJiIiIiIiIiIiITezff5r09EwqVPCkWtXy+b6/YYOqgBJr1rbh78OYzWYaNaxKxYpehX5eg8DKgL6OeWU2m0k8qTaQIraixJqIiIiIiIiIiIjYRM58tZYtamMwGPJ9f858rkOHzlg1rrKuqNpA5vj3nDW5tbQrqaTHpWEwGnCtVnjz70Tk+pRYExEREREREREREZvYteskkP/5ajkaNsxKyBw+chaz2Wy1uMqy2Ngk9uwNB6BLlyJKrAVmfR1DQyPJzDQVyZklWU61mktVd+wc1AZSpKgpsSYiIiIiIiIiIiJFLiEhxVKh1LJF/uar5ahT2x9HR3vi45M5d+6KNcMrszZuOkJmpom6dQKoUtm3SM6sXr0CLi6OJCencer0xSI5s6Qym80khMcC4F5TbSBFbEGJNRERERERERERESlye/eGYzKZqVLFF39/7wLt4eBgT926AQAcPqx2kNawfsNBoOjaQAIYjXbUr18JgCNHzhXZuSVR6qVkMhMzMNjb4VJFbSBFbEGJNRERERERERERESlyu3Znt4FsUbA2kDkaNvinHaTcnsTEFHbsOA5Al85Fl1iDf9pBHtHX8aZy2kC6VnfHzl5v74vYgr7zREREREREREREpMjt2nUCgFYtC9YGMkfDhlUBOKSKtdu2eUso6emZVKtWnpo1Kxbp2Q2yE6Q57UHlWmaTmcRTWYk1tYEUsR2bJtZee+01DAZDrkdgYKDlekpKCpMnT8bX1xd3d3eGDRvGhQsXcu0RERFB//79cXV1pWLFijz77LNkZGQU9UsREREREREREZESKDU13dYhlElXriZw/EQUAM1vs2KtUXZiLSzsPOnpel/wdljaQHZpjMFgKNKzcyoPw8LOc/VqQpGeXVKkRCWRmZyJnaMdLpXUBlLEVmxesdaoUSPOnz9veWzatMly7cknn2TJkiXMmTOHDRs2EBkZydChQy3XMzMz6d+/P2lpaWzZsoWZM2cyY8YMpk6daouXIiIiIiIiIiIiJURqajqffb6MHr1e47vvV9s6nDJnT3YbyNq1/Snnc3sJgsqVy+Hh4UJaWgYnTly49Q1yXSkpaYSEHAOga5eibQMJUKlSOQIDK5OZaWLJn7uK/Pzizmw2E3PgMgCuNTwxGIs28Ski/7B5Ys3e3h5/f3/Lo3z58gDExsby/fff8+GHH9K9e3datmzJjz/+yJYtWwgJCQFg5cqVHD58mF9++YVmzZrRt29f3njjDT7//HPS0tJs+bJERERERERERKSYCj0Wyb33f86s2Rsxmcys33DI1iGVOdaarwZgMBj+NWdN7SALatu2MFJS0gkI8KF+/Uo2iWH4sGAAFizcRmamySYxFFdxh66QEpmIwWjAq3E5W4cjUqbZPLEWFhZGpUqVqFWrFmPGjCEiIgKAXbt2kZ6eTs+ePS1rAwMDqVatGlu3bgVg69atBAUF4efnZ1nTp08f4uLiOHToxv8gSk1NJS4uLtdDRERERERERERKt4yMTGbMXMf9k74gPPwiXl6uAJw6dZGUFH1IuyjttNJ8tRwNG2Yn1g5rPldBrctOMHfp3KjI20Dm6NE9CC8vVy5ciGHzlqM2iaE4So1O5squiwCUa+uHo5eTjSMSKdtsmlhr27YtM2bMYPny5Xz55ZeEh4fTqVMn4uPjiYqKwtHREW9v71z3+Pn5ERWV1X85KioqV1It53rOtRuZNm0aXl5elkfVqlWt+8JERERERERERKRYOXMmmocnf8M3364iM9NE1y6NmPXLFHx9PTCZzISFnbd1iGVGVFQMZ89exs7OQLNmNa2yZ8MGWe/vqWKtYNLTM9i8+QhgmzaQOZycHBjQvxUA8+aH2CyO4sSUbuLS35FgAtdqHnjU87Z1SCJlnk0Ta3379mXEiBE0adKEPn36sHTpUmJiYvjjjz8K9dwXX3yR2NhYy+PMGf0froiIiIiIiIhIaWQ2m5k3P4R7Jn7KoUNncHd3ZuorI3jrzbvx8XEnsH5lAI6GnrNxpGXH7j1ZbSAD61fG3d3ZKns2yK5YO306moSEFKvsWZbs3HmCxMRUyvt60LixbYsQhgxug8FgYMeO40RERNs0luLgyvYLpMemYXS1p3wHf5tVE4rIP2zeCvLfvL29qVevHsePH8ff35+0tDRiYmJyrblw4QL+/v4A+Pv7c+HChWuu51y7EScnJzw9PXM9RERERERERESkdLl0KZYnn57BBx8uJiUlnVYta/PzzMe5o09zy5vTObOkjh5VYq2o7NyZ3QaylXXaQAKU83EnIMAHs9msJGkB5MwZ7Ny5IXZ2tn3LuFKlcrQPrg/A/AVlu2ot8VQc8cdiAKjQuRJGZ3vbBiQiQDFLrCUkJHDixAkCAgJo2bIlDg4OrFmzxnI9NDSUiIgIgoOzhlgGBwdz4MABLl68aFmzatUqPD09adiwYZHHLyIiIiIiIiIixcPu3ScZO+5jtm8Pw9HRnilPDOCj6RPx8/POta5BYFalk5IxRcNsNrNrd1ZirWUL6yXWABo20Jy1gsjIyGTjpsOAbdtA/tuwYe0A+GvpLpKSUm0cjW1kJKQTvTmrRa1XkC8uAW42jkhEctg0sfbMM8+wYcMGTp06xZYtWxgyZAhGo5HRo0fj5eXFfffdx1NPPcW6devYtWsXEydOJDg4mHbtsn6w9u7dm4YNGzJu3Dj27dvHihUrePnll5k8eTJOThrgKCIiIiIiIiJSVn386V/EJ6QQGFiZGT8+ysgR7a9biZNTsXb69CWSk9OKOswy58yZy1y6FIeDg5GgoGpW3buBJbGmsS/5sW//KWJikvDycrXazLvb1aZ1HapU8SUxMZWVK/faOpwiZzaZubQxElOaCcfyzvi0qGDrkETkX2yaWDt79iyjR4+mfv36jBw5El9fX0JCQqhQIesHxfTp0xkwYADDhg2jc+fO+Pv7M3/+fMv9RqORP//8E6PRSHBwMGPHjmX8+PG8/vrrtnpJIiIiIiIiIiJiY+HhFwgLO4/RaMf0DyZSo3rFG64tX96T8uU9MZnMhIWdL8Ioy6acarWgxtVwdna06t6NGmbNBjt8RBVr+bEhuw1kp44NsLc32jiaLHZ2dgwd0haAeQu2YTabbRxR0Yo9cJmUqCQM9gYqdqmMwU5z1USKE5s2Zf3tt99uet3Z2ZnPP/+czz///IZrqlevztKlS60dmoiIiIiIiIiIlFCrVu8HoF3benh5ud5yfWD9SmyKjuPI0bM0aVK9sMMr03Lmq7Vsad02kAD16lXCaLQjOjqOS5diqVDBy+pnlDYmk4n1G7LaQHYpJm0gc/Tr25Kvv1nFiRNR7Nt/imZNi0c1XWFLuZTM1T2XAPBt54+Dp3UT0CJy+4rVjDUREREREREREZHbYTabWblqHwC9ejXN0z2BgZUBCA2NLLS4JCuJs3vPScD689UAXFwcqVXTD9Cctbw6dPgs0dFxuLo60bpVHVuHk4unpwu9e2d9D8+bH2LjaIqGKS2TSxvOgRncanriXkfJYZHiSIk1EREREREREREpNQ4fPktk5BWcnR3o1LFBnu4JDMyazXU0VMmYwnTixAViY5NwcXGkQYPKhXJGzpy1Q5qzlic5bSA7tK+Po6NNm5td17Ch7QBYv/4Q0dFxNo6m8F0OuUBGfDr27g74BvtjMKgFpEhxpMSaiIiIiIiIiIiUGitX7QWgc6eGuLjkrYVaYP1KAJw+HU1iUmphhVbm7dyV1QayWdMaODgUThKnUSPNWcsrs9nM+vUHAejatbGNo7m+enUr0SSoOpmZJhYt3mHrcAqN2Wwm5sBlEk7EggEqdK6E0al4zLsTkWspsSYiIiIiIiIiIqVCRkYma9YeAPLeBhKgXDkPKlb0wmw2ExamdpCFZdfu7PlqhdAGMkfD7Iq1o0fPkZlpKrRzSoOw4+eJPH8VJycH2rWtZ+twbmhodtXaokXbycjItHE01peZmsnFtWe5uvMiAN5Ny+Psd+vZkCJiO0qsiYiIiIiIiIhIqbBnTzhXriTg5eVK2zZ183Vv/eyqtaNHzxVGaGVeRkYme/eEA9CyZa1CO6dGjYq4uDiSlJRKRMSlQjunNFi/PqsNZLu2dfNc3WkL3bo2olw5d6Ivx/P334dtHY5VpVxMJnJxOEkRCWBnwLetH97Nyts6LBG5BSXWRERERERERESkVFi5ah8A3bs1xt4+f23UAutnzfw6GqqKtcJw5MhZkpLT8PBwoW7dgEI7x2i0syRJ1Q7y+sxmM5s3H2XJnzuB4tsGMoeDgz13DmwNwLz5ITaOxjrMZjOxBy5zfukpMhLSsfdwoFL/6ng2LKe5aiIlgBJrIiIiIiIiIiJS4qWmprN+Q9a8qPy0gcxhSawdVTKmMCxfsRfIqo6ysyvctyQbNcyes3b4TKGeUxIdC4vk8Snf8+zzP3H5cjyVAnzo2LGBrcO6pcGD2mA02rFnbzgnTkbZOpzbkpmSwYXVZ7my8yKYwa2mJ5XvrIlTeRdbhyYieVQ4U0JFREREREREREqhzEwTMTGJRF+O53L2Izo6Lvt/43FwNPLcM4Px8NAbpEVta0goiYmp+FX0oklQ9XzfXz8wK7F25sxlEhNTcHNztnaIZVZKShorV+0FYOCAVoV+XoPsOWuHDytJmuPSpVi+/nYVy5btwWw24+hoz8gR7Rk/riturk62Du+WKlb0olOnBqxff4j580N49pnBtg6pQFKikri44RyZSRkYjAbKtfXDo563qtREShgl1kREREREREREbsJsNvP2tPls2x7G1asJZGaabrq+Qf0q3H13pyKKTnLktIHs2bNpgSqiyvm441fRiwsXYzl2LJLmzQtvDlhZs27dQRITU6kU4EOLFoX/59qwQVbF2vETUaSmpuPk5FDoZxZXSUmpzJq9kVmzN5KSkg5Ar55NeOjBPgQE+Ng4uvwZNrQd69cfYvmKvTz80B24u5ec5LfZbCZ2/2Wu7rkEZnDwcqRi18o4lis5r0FE/qHEmoiIiIiIiIjITYSEHOOvpbssv7ezM+Dj446vrwe+vh6U9/WgfHkPoqJiWLZ8D+v/PqTEWhFLSEhhy5ZQAHoXoA1kjsDAyly4GMvRUCXWrGnxkh0ADBjQqtDbQAL4+XlRrpw7V64kcOxYJEEFqGAs6TIzTSxdtptvv11F9OV4AJoEVeexR/vRqFFVG0dXMC2a16JmjYqEn7rIsuW7GTG8va1DyrPojedJOBELgHttL3yD/bFz0JQmkZIqT4m1Tz75JN8bT5w4EQ8Pj3zfJyIiIiIiIiJSnPw6eyOQNeNn4sTu+Hi7YW9vvGbdpeg4li3fw8GDEVy6FEuFCl5FHWqZteHvQ6SlZVCzRkXq1PEv8D7161dmw9+HNWfNik6dvsi+/aexszPQv1+LIjnTYDDQtEkN1q0/yKbNR8tcYs1sNvPc8z+xNeQYAJUrl+ORh++ga5dGJbrloMFgYOiQtnwwfQnzF2xj+LDgEvF6Ui8lZyXVDFC+QwDudbxKRNwicmN5SqxNmTKFKlWqYDRe+4/G6zlz5gwDBgxQYk1ERERERERESrSjR8+xe/dJjEY77hnflQrlPW+4tkJ5Txo3rsbBgxFs+Psww4cFF2GkZVtOG8hevZre1hvWgdlz1kJDI60Sl8Cff2ZVewa3q1+kyeYePYJYt/4gq1bv48EHehVJpVxxsW17GFtDjuHoaM+DD/Rm2NB2ODqWjsZld9zRnE8+W8rp05c4HXGJGtUr2jqkW7q6LxoA91peeNT1tm0wImIVef6JunPnTipWzNsPKiXURERERERERKQ0+HX23wD07NkEPz/vW67v2qURBw9GsH7DISXWisjly/Hs2nUCgF49C94GEiCwflZiLeJMNAkJKSVqhlNxlJ6ewdJluwG4887WRXp2h/aBuLo6ERUVw8GDZ2jSpGxUrZnNZmbMWAfAkCFtGT2qo40jsi43N2eaNavJjh3H2br1WLFPrKVGJ5N8JgEM4N3U19bhiIiV5OmjGq+++iru7u553vQ///kP5cqVK3BQIiIiIiIiIiK2Fhl5hXXrDgJw96i8zUzr2qURAHv3hnP1akKhxSb/WLP2ACaTmUaNqlK58u29H+Xt7Ya/vzcAocfOWSG6sm3T5qPExCRS3teD4Hb1ivRsJycHy/fjylV7i/RsW9q7N5z9B07j4GDk7tGlc9Zjzt+lkOxWl8VZzN6sajW3mp44eDnZOBoRsZY8J9ZcXV3zvOmLL76It7d3QWMSEREREREREbG53/7YjMlkpk2butStG5CneypVKke9epUwmcxs3HSkkCMUgFXZbSB797q9arUclnaQR9UO8nYtWbITgH79Wlx3LmFh65X9d2LtugNkZGQW+fm2MGPmegAG9G9109a1JVm77MTa3n3hJCWl2jiaG0u9nELSmawPWHg3LW/jaETEmgrUXDgjI4PVq1fz9ddfEx8fD0BkZCQJCfokloiIiIiIiIiUfLGxSfz5Z1ZSYEw+qz5yqmQ2bDhk9bgkt7PnLnPo8Bns7Az06B5klT1z2kEeCT1rlf3KqqioGLZtDwOykjy20LJFLXx83IiJSWLHjuM2iaEoHTwYwY6dxzEa7Rg7prOtwyk01atVoFKAD+npmezafdLW4dyQpVqtlieO3qpWEylN8p1YO336NEFBQQwaNIjJkydz6dIlAN59912eeeYZqwcoIiIiIiIiIlLU5i8IISUlnXr1KtGqVe183ZuTWNux8wTx8cmFEZ5ky6lWa9WqDuXKeVhlT0vFWqgq1m7HX0t3YTabadGiFlWq2Ga2lL29kR49mgCwcvU+m8RQlGb+tB6AO/o0JyDAx7bBFCKDwWCpWgsJCbVxNNeXdiWFpIisghRVq4mUPvlOrD3xxBO0atWKq1ev4uLiYnl+yJAhrFmzxqrBiYiIiIiIiIgUtdTUdObM3QrA3aM7YTAY8nV/jRoVqVGjAhkZmWzZWjzf9C0NzGYzK63cBhKgfr2sxNrZs5eVGC2gzEwTf/61C4A7B9imWi1H755Zfzf+/vswKSlpNo2lMIUei2TzlqPY2RkYN7aLrcMpdMHt6gOwNeQYZrPZxtFc6+q/ZqupWk2k9Ml3Ym3jxo28/PLLODo65nq+Ro0anDunoa4iIiIiIiIiUrItW7abmJhE/P296d6tcYH26Nol67716w9aMzT5l7Dj5zl9+hKOjvZ06dzQavt6eblSKbvaJ/SYqtYKYsfO41y4EIOHhwtdsis4baVRo6pUCvAhOTmNTZuP2jSWwvRTdrVaj+5BVKtW+iukWrSohaOjPVFRMZw6ddHW4eSSdiWFpNOqVhMpzfKdWDOZTGRmXjvs8+zZs3h4WKfkXkRERERERETEFjIzTcz+bRMAd43sgL29sUD75CQTQraFkZxceqtkbCmnDWSH9oG4uTlbde/62XPWjh7Vh8gLYsmSrPmEffo0w8nJwaaxGAwGemVXNOZUOJY24eEXWJ8903H8+K62DaaIuLg40qxZTSCraq04idmXXa1WwwNHH1WriZRG+U6s9e7dm48++sjye4PBQEJCAq+++ir9+vWzZmwiIiIiIiIiIkVq06YjnDl7GQ8PFwbeRgu7enUDqBTgQ2pqOiHbitebvqWByWRi1er9gHXbQOb4Z86aEmv5deVqAhs3HQFs3wYyR87fkZCQY8TFJdk4Guv76ZcNmM1mOndqSO1a/rYOp8gEW+asFd7P2IzEdKK3RpGZkpGn9WlXU0k8pWo1kdIu34m1Dz74gM2bN9OwYUNSUlK4++67LW0g33333cKIUURERERERESk0JnNZn6Z9TcAQ4e0xdW14JUGBoOBrl3VDrKw7Nt/mosXY3F3d6Zd9pvr1hSYXbF2RBVr+bZ82R4yMjJp2KAKdeoE2DocAGrW9KNunQAyMjJZt/6QrcOxqrPnLrM6O8l8zz1dbRtMEcuZs7Z33ykSk1IL5YwrOy8Sf/QqZ+edIPbQZcyZN5/nllOt5lrdA8dy1q2kFZHiI9+JtSpVqrBv3z7+85//8OSTT9K8eXPeeecd9uzZQ8WKFQsjRhERERERERGRQrd//2kOHTqDo6M9I4YH3/Z+Oe0gN28JJS0tb9UOkjc5iYSuXRoVSqvBnFaQkZFXiItLtvr+pZXZbGbxnzsAGDiwtY2jyS2nHeSqVXttG4iV/fLL32RmmmjXth4NAqvYOpwiVbWqL5UqlSMjI5Ndu07k+/6MjGvHHf1/nvV9cCznhCnNxJXtFzm36CRJZxOuuzYtJpXE8DgAfJqpWk2kNMt3Yg3A3t6esWPH8t577/HFF19w//334+LiYu3YRERERERERESKzK+zNwJwR5/mlCt3+3PkGzWsQvnyniQlpbJj5/Hb3k+ymM1mtmwNBaBbdlWgtXl6ulC5cjlA7SDzY//+00REROPi4kjPnk1sHU4uPXtkxbNn7ykuXoy1cTTWceFCDEuX7QZgwj3dbBxN0TMYDLfVDvKTT//i0ce/4/DhMzdc4+zvSqWBNSnfwR87ZyPpsWlcWHWGqFVnSI/NXSVnqVarpmo1kdLOPr83/PTTTze9Pn78+AIHIyIiIiIiIiJiC6dOX2TTpiMYDAZGj+5olT3t7Ozo2qUhc+eFsH79ITq0D7TKvmXdqVMXuXAhBkdHe1q0qFVo5wTWr8y5c1c4cvQcrVvXKbRzSpMlf+4EoEf3INxuo5VqYfD396Zp0xrs23eK1Wv2c/foTrYO6bb9OnsjGRmZtGhekyZNqts6HJsIDq7PvPkhbN0aitlsxmAw5Om+q1cTWPLnLlJT00lKTrvpWoOdAY96PrjV8OTq3mjiDl8h+WwCZyMT8GxQDp9m5clIyiDxZFa1mreq1URKvXwn1p544olcv09PTycpKQlHR0dcXV2VWBMRERERERGREmf2b5sA6NgxkOrVKlht3y5dGjF3XggbNx0mI2Mw9vZGq+1dVoVsCwOgebOahdIGMkdgYGXWrD2girU8SkhIYc3aA0DxawOZo1fPJuzbd4pVq/aV+MTa5cvxLF6c1XazLFar5WjRvCaOjvZcuBhLePhFatXyy9N9c+dtJTU1nQYNqtAyjwl6O0cjvm388KjvzZXtF0k+m0DcoSsknIjFwT3rZ5FrNXecfFWtJlLa5bsV5NWrV3M9EhISCA0NpWPHjsyePbswYhQRERERERERKTSXL8ezfPkeAMaM7mzVvZs2qYG3tytxccns3Rtu1b3LqpBtWS3f2mW3gCssOXPWjiqxlierVu8jNTWdmjUq0rhRVVuHc13duwVhNNoReiySU6cv2jqc2/Lb75tIS8ugUaOqtGxZ29bh2IyzsyMtmmclxvLaDjIxKZW580IAGDe2c56r3HI4ejnh36sqfr2q4uDliCklk9ToFAC8m6paTaQsKNCMtf+vbt26vPPOO9dUs4mIiIiIiIiIFHdz5m4lPT2ToKBqVm+nZm9vpFPHhgCsW3/IqnuXRcnJaZYEZaEn1upVAuD8+avExiYV6lmlwZIlWW0gBw5sle9ERVHx9najTZu6AKxevd/G0RRcbGwS8xdsA7Kq1Yrrn3dRyflZsCUkNE/rFy/eQXx8MtWqlrf8fC4I1yruVB5Ui3JtKmJ0scejvjdO5V0KvJ+IlBxWSawB2NvbExkZaa3tREREREREREQKXVpaBgsWZr1BfbeVq9VydO3SCIC/Nx7GZDIVyhllxe49J0lPzyQgwIdqVQu3MsTDw4UqVXwBVa3dSuixSI6GnsPBwcgdfZrbOpyb6t2rKQArV+3DbDbbOJqC+WPOZpKT06hbN4D2wfVtHY7NBWcn1vbvP01iUupN16alZVha/44Z0xmj8fbeHjcYDXg18qXaqLqUbx9wW3uJSMmR7xlrixcvzvV7s9nM+fPn+eyzz+jQoYPVAhMRERERERERKWy795wkPj6Z8r4edOoYWChntGpVGzc3Jy5fjufgwTNWr4orS7bltIFsW7dIqnQC61fm7NnLhIaeo212pZPkZjKZ+Pa7VQB07twQb283G0d0c506NsDJyYGzZy9z5Og5GjaoYuuQ8iUuLpk5c7cCqlbLUbVqeapU8eXs2cvs3HmCLp1vXIW2cuVeoqPjKF/ekz69mxVdkCJSquQ7JT948OBcj6FDh/Laa6/RpEkTfvjhh8KIUURERERERESkUGzadASADh0CsbOzWmOfXBwc7OnQoQEA6zYcLJQzyoqtITnz1YqmSicwZ87aUVWs3cg3365my5ZQHB3tGTe2i63DuSVXVyc6dcz6fly1al+Rnbt581Hum/QF73+w6LYq5T76+E8SElKoWbPiTRNIZU1OO8itW2/cDjIz08Qvs/4GYNRdHXB0zHfNiYgIUIDEmslkyvXIzMwkKiqKWbNmERCgclcRERERERGRW8nIyCyxLchKE7PZzObNRwHomP1Ge2Hplt0OcsOGQ/raF9DZs5c5d+4K9vZGWrSoVSRnBgZmJ9bUCvK6Vq3ex08/rwfgheeHUK9uJZvGk1c57SBXr9lPZmbhtmc9cyaap5+dybPP/8SRI2eZv2Abv87aWKC9Nmw4xPIVe7CzM/Di80ML7cMAJVFw26zEWsi2Yzf8Gbtx02EiIqLxcHdm0KA2RRmeiJQy+ukrIiIiIiIiUoR27T5Bj16vMXb8x/z+x2ZiY5NsHVKZFXb8PBcuxuLs7ECrlrUL9ay2bevi7OxAVFQMoaGaUV8QIdltIJs0qY6bq1ORnFmvXlaiKCoqhpiYxCI5s6Q4evQcb0+bD8CYuzsX+9lq/9a2bV08PFy4fDmePXtOFsoZSUmpfPX1CsaO/5itW0OxtzfSoX1Wu9mvvl7Bzl0n8rXf1asJvPu/hQCMHdOZxo2rWTvkEq1Fi1o4Otpz8WIsJ8MvXHPdbDbz8y9Z1WrDhgUX2c8QESmd8lTv+tRTT+V5ww8//LDAwYiIiIiIiIiUZmazmc8/X056eibh4Rf5+JO/+OLL5XTp3Ig772xNi+Y1VYFQhHLaQLZpXRcnJ4dCPcvZ2ZF27eqxfv0h1m84aKmEkrzLaQMZnN3yrSi4uztTrWp5Is5EczT0HO3aFt3Zxdnly/G88J9fSE1NJzi4Pg892NvWIeWLg4M93bs1ZtHiHaxctY9WrepYbW+z2czqNfv57PNlXLoUB0DbNnWZMmUA1aqW561p81i6dDdTX/2NH7+fjJ+fd572/N/7i4iJSaR2bX/undjDavGWFk5ODrRsUYutIcfYuvUYtWv557q+a/dJjhw5i5OTAyOGB9soShEpLfKUWNuzZ0+eNtOwTBEREREREZEb27T5KEdDz+Hq4sikSb1YtnwPx45FsnrNflav2U/lyuUYOKAV/fq2oHx5T1uHW+pt2pTdBrJDYJGc17VL46zE2vpDPPhAb72Pkg+pqens3p1VWVTUya3AwMpZibWjSqwBpKVl8OJLv3LxYizVq1fgv6/ehdFY8j4Q0LtXUxYt3sH6DYd4+qk7rZJcP378PNM/+pM9e8MBqBTgw+OP96dTxwaW7/dnnx5EWNh5wsLO8/Irs/n8s0m3nPW1atU+1m84hNFoxysvD9dssBto164eW0OOERISytgxnXNd+/mXDQAMHNASHx93W4QnIqVInv5fb926dXl6rF27tsCBvPPOOxgMBqZMmWJ5LiUlhcmTJ+Pr64u7uzvDhg3jwoXcpbwRERH0798fV1dXKlasyLPPPktGRkaB4xAREREREREpDGazme++Xw3A8OHB3DWyAzN+eJQfv5/MkMFtcHV14ty5K3z19UqGDHuPF178hSNHz9o46tLr0qVYjoaew2Aw0L59/SI5s0P7+jg4GIk4E014+MUiObO02Lf/FKmp6VSo4EmtWn5Fenb9+tlz1o6WvjlrP85Yy8OTv2HFyr1kZGTecr3ZbOa99xdy8GAEHu7OvPfOONzdnYsgUutr2rQGFSp4kpCQwt8bD9/WXqmp6Xz40RIm3PsZe/aG4+TkwKT7e/LrL1Po3KlhriS6k5MD094ag4eHC4cOn+HjT/686d6XouP44MPFANw7sXuJmWNnC8Htsn6W79t/msTEFMvzR4+eY8eO4xiNdowe1clW4YlIKVIsPk6yY8cOvv76a5o0aZLr+SeffJIlS5YwZ84cNmzYQGRkJEOHDrVcz8zMpH///qSlpbFlyxZmzpzJjBkzmDp1alG/BBEREREREZGb+vvvw4SFncfV1SnXG3v161fm2WcGs2TRi7z0n2EEBVUjM9PE3xsP89jj35OQkHKTXaWgNm/OqlZr1Kgq5cp5FMmZbm7OtG6d1XJu/YaDRXJmaRESEgZkVasVdaVfTtvOI0fPYjabi/TswpSYlMqPM9axb98p/vv6H4wZ+xFLl+2+aYLtjzlbWLp0N3Z2Bt54YzRVq5Yvwoity87OjoEDWgHw2++bb+tr+933q5k7dysmk5nu3Roz69cpTJzQ/YZVcJUqleO1qSMxGAwsWLidv5buuu46s9nMO+/MJz4hhcDAyowb26XAMZYFVar4UrWKL5mZJnbsPG55/pdfs6rVevZsQkCAj63CE5FSpECJtZ07d/Lcc88xatQohg4dmuuRXwkJCYwZM4Zvv/0WH59/frDFxsby/fff8+GHH9K9e3datmzJjz/+yJYtWwgJCQFg5cqVHD58mF9++YVmzZrRt29f3njjDT7//HPS0tIK8tJERERERERErM5kMvH9D2sAGDE8GC8v12vWuLg40r9fS77+8iF+/fkJqlbxJSkplRUr8jaeQfJn4+aibQOZo1vXxgCsWXugSM8t6UK2hQLQtm3dIj87sH5lXFwcuXQpjl27ThT5+YVl164TZGRk4unpgpeXK2fOXubNt+Yy6u7pLPlzJ+npuTtCbdsexqefLQXgsUf70aZ10X8trG3o0HY4Otpz5MhZ9u47VaA9EhJSWLBwOwCvvDyCN9+4mwD/WydvgoPrc9+93QH43/uLCD0Wec2aJX/uZGvIMRwd7XnlpeHY2xsLFGNZ0i57BmPOTMYzZ6JZt/4QAGPv7nzD+0RE8iPfibXffvuN9u3bc+TIERYsWEB6ejqHDh1i7dq1eHl55TuAyZMn079/f3r27Jnr+V27dpGenp7r+cDAQKpVq8bWrVsB2Lp1K0FBQfj5/dMCoE+fPsTFxXHo0KEbnpmamkpcXFyuh4iIiIiIiEhh2fD3YY6fiMLNzYnRozrecn3Nmn4MGxYMwMLFO0pVlUxxkJycZkmQdOzQoEjP7typIQ4ORsLDL3LiRFSRnl1SnY+6yqlTlzAa7Wjdqk6Rn5+V9G4BwO9/bCny8wtLSHbioXevpsyb8yyTH7kDb283IiOvMO2d+Ywc9SELFm4jLS2DiIhopk6djclkpn+/lowc0d7G0VtHOR93+t7RHIDZv20q0B4LF20nKSmVmjUq0qd303zdO+GebgQH1yctLYOXXvqVuLgky7Xz56/yySd/AfDApF7UrFm0LVBLquDgrHaQISHHMJvN/DprI2azmQ7tA6ld29/G0YlIaZHvxNrbb7/N9OnTWbJkCY6Ojnz88cccPXqUkSNHUq1atXzt9dtvv7F7926mTZt2zbWoqCgcHR3x9vbO9byfnx9RUVGWNf9OquVcz7l2I9OmTcPLy8vyqFq1ar7iFhEREREREcmrf1er3TWyA56e11arXc8dfZrj6GjPiRNRHDwYUZghljnbdxwnLS2DSpXKUbNmxSI928PDxVJRsWr1/iI9u6Tati2rDWSjhlXx8HCxSQwjhmclkjZvOcqZM9E2icGazGYzW7dmVQG2a1cfV1cnxtzdmflzn+Xxx/rh6+vBhQsx/O/9RYy4632eevpH4hNSaNy4Gs8+M6jI23EWplHZH3bYtOkIpyMu5eve9PQM/piTlWy9++5O2Nnl761WOzs7Xn1lJJUqlSPy/FX++/ofmEwmTCYTb709l6TkNJo2qc5dIzvka9+yrHmzmjg5OXDpUhzbtoexbPluALXRFBGryndi7cSJE/Tv3x8AR0dHEhMTMRgMPPnkk3zzzTd53ufMmTM88cQT/Prrrzg7F+2Q0xdffJHY2FjL48yZM0V6voiIiIiIiJQd69cf4uTJC7i7O+frzVFPTxd69syaRb5w0fbCCq9M2rTpCJDVBtIWCYJePbOqWlav2a9qxDzIqazKSUjaQtWq5enQPqtt6Jy5Jb9qLTz8IhcuxuLoaE+L5jUtzzs7OzLqro7M/eMZnpwygPLlPbl0KY7I81epWNGLaW+NwdHR3oaRW1/1ahXo2DGrcvW3fFatrVy1j+joOMqX96R3r/xVq+Xw9HSx/LluDTnGDz+uZe68EHbvCcfZ2YGXXhqO0VigaT5lkpOTAy1a1ALgzbfmkp6eSdMm1WnSpLqNIxOR0iTfP5V9fHyIj48HoHLlyhw8mDVsNyYmhqSkpJvdmsuuXbu4ePEiLVq0wN7eHnt7ezZs2MAnn3yCvb09fn5+pKWlERMTk+u+Cxcu4O+fVbbr7+/PhQsXrrmec+1GnJyc8PT0zPUQERERERERsbbMzNzVavmtthl8Zxsgax7Xv1uEScFlZprYvCV7vlrHom0DmaND+0CcnR2IjLzCkSNnbRJDSZGensHO7Lad7draLrEGcNfIrKq1v5buJj4+2aax3K6tIVnVai2a18LZ2fGa605ODowY3p45vz/NM0/fSdcujXj/vfH4+noUdahFIqdF77Lle7hyNSFP95jNZmbN3gjAyBHtcXAoeMKxbt0Ann92MAA//LiWL75cDsCjk/tSpbJvgfctq9pnJ+GvXMn6Wo5VtZqIWFm+E2udO3dm1apVAIwYMYInnniCSZMmMXr0aHr06JHnfXr06MGBAwfYu3ev5dGqVSvGjBlj+bWDgwNr1qyx3BMaGkpERATBwVl95oODgzlw4AAXL160rFm1ahWenp40bNgwvy9NRERERERExKrWrjtA+KmLeOSzWi1Ho0ZVqVsngLS0DJYt31MIEZY9h4+cJSYmEXd3Z5o1rWGTGFxcHOmUndRbtUbtIG/m4MEIkpJS8fFxo169AJvG0rJlbWrV8iM5OY0lf+60aSy3a2t2FWBw8M2TlU5ODgwd0o633xpDnTq2/fMvTM2a1qBBgyqkpWUwf35Inu7ZGnKM8PCLuLo6MXhQm9uOoW/fFgwd0haAtLQMWreuw5DBbW9737KoXbv6ll/XquVH++D6N1ktIpJ/+U6sffbZZ4waNQqAl156iaeeeooLFy4wbNgwvv/++zzv4+HhQePGjXM93Nzc8PX1pXHjxnh5eXHffffx1FNPsW7dOnbt2sXEiRMJDg6mXbt2APTu3ZuGDRsybtw49u3bx4oVK3j55ZeZPHkyTk5O+X1pIiIiIiIiIlaTmWnihx/XAlkzfNzd8z8GwWAwMGhQayCrHaTaBt6+nDaQ7drWw97eaLM4ema3g1yz5gCZmSabxVHc5SSA2rapl+/5VdZmMBgYOSKram3uvK1kZGTaNJ6CSkxMYd++UwAEt1PCAbK+tndnV63NXxBCamr6Le+ZNetvAAbd2bpAP9+v54nH+9O6VR38KnrxnxeGlqpZdkWpcuV/5meOG9tFf44iYnX5rlEuV66c5dd2dna88MILVg3o36ZPn46dnR3Dhg0jNTWVPn368MUXX1iuG41G/vzzTx5++GGCg4Nxc3Pjnnvu4fXXXy+0mERERERERETyYs2a/Zw+fQkPDxfLm/EF0ad3Mz7/YjmnT19i795wmjevZcUoyx7LfDUbtYHM0bZNXTzcnYmOjmP//lP6ut7Atm1hALRrW9fGkWTp07sZX361gqioGDZuOkK3ro1tHVK+7dx5gsxME1Wr+FKlitoM5ujSpRH+/t5ERcWwbNluBt+kWuzwkbPs3hOO0Wh3Wz/f/z8HB3s+/uheq+1Xlr31xt0cCztPr+xZpSIi1pTvj/r07NmTGTNmEBcXZ/Vg1q9fz0cffWT5vbOzM59//jlXrlwhMTGR+fPnXzM7rXr16ixdupSkpCQuXbrE+++/j7196RqiKiIiIiIiIiVLZqaJH2ZkVavdPboTbm4Fr2Zwc3OmV3Z108JF260SX1l19txlwk9dxGi0s/m8LkdHe7p0aQTAarWDvK5L0XGEHT+PwWCgdes6tg4HyGqNmNP2748/Nts4moLZkj1frV07234PFDf29kZLy97fft+MyXTjStKcarVePZvi5+ddFOFJPtWoUZHevZqqWk1ECkW+E2uNGjXixRdfxN/fnxEjRrBo0SLS029dHi0iIiIiIiJSVqxavY+IiGi8vFwZPjz4tvfLeSN/3fpDXL2acNv7lVWbNx8FoGnTGnh6utg4GuiZXUmxdt3BEttWsDDlVKsFBlbGx8fdxtH8Y+jQdhiNduzbf5ojR8/aOpx8MZvNhFjmq6kN5P83YEArPNydiTgTzeYtodddc+7cFdZvOATAmLs7FWV4IiJSTOQ7sfbxxx9z7tw5Fi5ciJubG+PHj8fPz48HHniADRs2FEaMIiIiIiIiIiVGRkamZbba6FGdcHO9/RnggYGVCQysTEZGJkuX7b7t/cqqjdltIDvZuA1kjhbNa+Hj40ZsbBI7d56wdTjFzrZt2QmgYlZZVaG8Jz16ZCVF/5izxcbR5M+JE1FcuhSHk5MDzZvVtHU4xY6bq5OlBeSs2Ruvu+a33zdhMplp17YetWv7X3eNiIiUbgWa+mpnZ0fv3r2ZMWMGFy5c4Ouvv2b79u10797d2vGJiIiIiIiIlCgrV+3j7NnLeHu7MnxYO6vtOyT7zd6Fi7bftEWZXF9cXDL79p0CoEOHQNsGk83e3kj3bkFAVpWj/CMjI5PtO44D0NbGbTuv566RWXO11qw5wKVo649LKSxbs6vVWrashZOTg42jKZ6GDw/G3t7Ivn2nOHz4TK5rMTGJ/PnXLgDuVrWaiEiZVaDEWo6oqCi++uor3n33Xfbv30/r1q2tFZeIiIiIiIhIiZORkcmPltlqnXG1QrVajp49muDm5sS5c1fYteuk1fYtK0K2HSMz00TNGhWpUtnX1uFY9MyufNrw92FSUzVqI8eRI2eJj0/Gw8OFhg2q2DqcazQIrEKToOpkZGSyYME2W4eTZ1uz56sFF8NkZXFRobwnvXtlzbWc/dumXNfmLwghNTWd+vUq0bJFLVuEJyIixUC+E2txcXH8+OOP9OrVi6pVq/Lll19y5513EhYWRkhISGHEKCIiIiIiIlIirF13kHPnruDt7cawodarVgNwcXHkjj7NAViwqOS8kV9cbMpuA9mxmLSBzBEUVA2/il4kJaVaZl9JViIUoE2bOhiNt/W58EIzMrtqbeGibSUiKZqQkMKBAxEAtGun+Wo3M3pURwDWrT9IZOQVAFJT05k7byuQVa1mMBhsFp+IiNhWvv9l4ufnx0svvUTjxo3ZunUroaGhTJ06ldq1axdGfCIiIiIiIiIlRs78s6FD2uLi4mj1/QcPagPAxo1HiC5B7edsLSMj05KoKW6JNTs7O8u8LrWD/EfItjAA2hXjyqrOnRri5+dNTEwSK1cV/6/d9h1hZGaaqFatPJUrl7N1OMVa7dr+tGlTF5PJzO9/bAbgr6W7iIlJIiDAh25dG9s4QhERsaV8J9YWL17M2bNnmT59Oq1atSqMmERERERERERKnOjoOHbuzJoJdccdzQvljNq1/QkKqkZmpsky50dube++UyQkpODt7VYs2wr26pmVWNu8JZTEpFQbR2N7V68mcPToOQDatqlr42huzN7eyIhhwQD8MWcLZrPZxhHdXE5FZHCwqtXy4u7RWVVrf/61i5iYREtbyLtGdsDe3mjL0ERExMbynVjr1asXdnbFswRfRERERERExFZWrtqHyWQmKKhaoc7wGnxnVtXa4iU7yMw0Fdo5pUlOG8gO7QOLZVvBevUqUbWKL6mp6ZZYy7LtO45jNpupWzeA8uU9bR3OTQ0Y0AoXF0dOnIhi1+7iO/vQbDb/k1hrV3yrAIuT1q3qUKe2P8nJabz40q+cO3cFT08XBg5QoYGISFmXp39NtmjRgqtXr+Z5044dO3Lu3LkCByUiIiIiIiK3ZjabmTFzHd9+t4r09Axbh1PmrVixF8AyB62wdO8ehIeHC1FRMWzbHlaoZ5UGZrO52M5Xy2EwGOiZXbW2evV+G0djezltO4tzG8gcnp4u9OvbAoA/slsGFkdhx88TfTkeZ2cHmjWtaetwSgSDwcDo0Z0A2LfvFABDh7QrlDa/IiJSstjnZdHevXvZt28f5crlrf/y3r17SU1V6wIREREREZHCdOToOb75dhWQ9abfW2+OwcvL1cZRlU0nTkQRdvw8Dg5GenQPKtSznJwc6Ne3Bb//sZmFi7bTXm3dbio8/CKR56/i6GhPm9Z1bB3ODfXs0YQfZ6xj2/Yw4uKS8PQsWd/LyclpfDB9Mf5+3owb2wUnJ4cC7bN+w0E2bDgEQLu2xbcN5L+NGN6eefND2LwllDNnoqlatbytQ7pGTrVaq5a1cXTM09uBAvTsEcSXX60gOjoOR0d7hg9rZ+uQRESkGMhz/4MePXrQrFmzPD2Sk5MLM2YREREREREBFi3abvn17j3hTHrwS06dvmjDiMqu5Sv2ANA+uH6RJEQGDWoNwJYtR7l4MbbQzyvJNm3OqlZr2bJ2sa40qVnTjzq1/cnIyGR9dmKpJFny506WLt3NDz+u5d77Pyf0WGS+7k9Pz+DjT/7iPy/NIiUlnVYtaxMUVL2QorWuatXK0759fcxmM3PmbS2SMzduOsKkB75kzZq8VThu3RoKaL5afjk42DN2TGcABt3ZmnLlPGwckYiIFAd5SqyFh4dz8uRJwsPD8/Q4efIk1auXjH/8iIiIiIiIlEQJCSmsWr0PgGeevhN/f2/Onr3MAw9+xfYdag9YlDIzTaxYmfW1KOw2kDlqVK9I82Y1MZnMLF6yo0jOLKk2bT4KQKcOgTaO5NZKajtIs9nM/AUhANjbGwkPv8ikB75k5k/rycjIvOX9Fy7EMPmx7/g9u5Xi3aM78eEHE7C3NxZq3NZ014gOAPz11y4SE1MK9aw9e8N5+ZVZHDp8hlde/Y1ZszZiNptvuD4uLpmDh84A0E7z1fJtxPBgfvhuMo892s/WoYiISDGRp8Ra9erV8/0wGkvOP35ERERERERKmpWr9pKSkk6NGhUYMrgt3337CEFB1UhISOHpZ2Yyr4iqJgR27z5JdHQcHh4uRVoNMnhwGyCrUigvyYuSZOmy3XTtPpUnnvyBtWsPFGiGoNlsZvfukxzKTih0KAmJtR5ZibXde05y+XK8jaPJu507TxAREY2rqxOzf32SLp0bkpGRydffrOThyd9w5kz0De8N2XaMCfd+xsGDEbi7O/POtLE8OrlviUqqAbRqVZsaNSqQnJzG8uV7Cu2c8PALvPDCz6SnZ1KpUtbIls++WMZHH/9JZqbpuvfs2BFGZqaJmjUqEuDvU2ixlVYGg4HAwMol7u+kiIgUnjy3ghQREREREZHiwWw2s2hRVpXSoDvbYDAYKOfjzqcf30/fO5qTmWnig+lLeP+DRaUu4VIc5bSB7NE9qEhnF3Xp3Ahvb1cuXYpjS3abt9Ji1uyNpKVlsGPHcV6eOptBQ97ls8+XcTri0i3vDQ+/wFdfr2T4yPd59PHvMJvNNGhQhQoVvIog8ttTqVI5GjWsislkZu26A7YOJ8/mzc+qVut7R3MqVy7H22+N4ZWXR+Dm5sShQ2e4Z+KnzF8QkquqKjPTxLffreLpZ2YSG5tE/XqV+PH7R+ncqaGtXsZtMRgMDBncFoD5C7bdtIKsoC5Fx/HUMzOJT0ihceNq/PrzE5Yqqjlzt/LKq7NJTU2/5r6t27Lmq6laTURExDqUWBMRERERESlhDh8+S9jx8zg62tP3jn9aDzo62vPyS8N55OE7MBgMzF+wjaefmUlcnOZgF5bk5DTLPKyiagOZw9HRnv79WgG55+2VdKdOXeTkyQvY2xsZO6Yz5X09iIlJZNbsjYy+ezoPT/6GZcv35EogXLoUy6xZG7ln4qeMGfcxP/28nvPnr+Lq4kjfO5rzykvDbfeC8snSDjKPs7NsLSoqxjLHbuiQrMSSwWCg7x3N+XnmE7RsWYuUlHTe/2AxTz09g0uXYrlyNYEnn/qRH2esw2w2M2RwG7768kEqVy5ny5dy2/re0QIXF0fCT11k795wq+6dmJjCM8/M5MKFGKpVLc9774zDycmB0aM68vp/R+HgYGT9+kM8MeUH4uKSLPeZTCZCQrISa5qvJiIiYh1F91E6ERERERERsYqF2UmU7t2C8PR0zXXNYDAwdkxnqlYtz+tv/MGOncd54MEv+d9746latbwtwi3V/t54mOTkNCpVKkdQULUiP3/Qna35ddbfhGwL4/z5qwQElPw2bzmVWq1b1+GRh+/ggUm92BpyjMWLd7A1JJR9+06xb98pPvpoCd27B3Hm7GX27Am3VAgZjXYEt6tH797N6NghEGdnR1u+nHzr3j2ITz5dyoEDEZyPulrsW/ctXLQdk8lMixa1qFnTL9c1f39vPp5+L3PnhfDFl8vZtj2MseM/wcnRnujL8Tg7O/D8c0Po07uZbYK3Mnd3Z/r0bsbCRduZNz+E5s1rWWXf9PQM/vPyLMKOn8fHx40P3p+At7eb5XrPHk0o5+POC//5hf0HTvPgw1/z4fsTCAjwISzsPFeuJODq4kjTJtWtEo+IiEhZp4o1ERERERGREiQ+PtlSyTJ4UJsbruvSuSFffvEAfhW9iDgTzf0PfElExI3nHEnB5MxSuqNPMwwGQ5GfX6WKL61b18lqD7p4R5GfXxjWrjsIZLXWBLC3N9KpYwP+99545s99jkn398Tf35v4hBQWLd7B7t0nMZvNNG1SnWefGcSfi//De++Op2ePJiUuqQZQobwnzZvVAGDVquJdtZaWlsGSP7P+3g0b2u66a+zs7Bg5oj0zfnyUwMDKxMcnE305nho1KvD9t4+UmqRajpx2kBv+Psyl6Ljb3s9sNvPOuwvYseM4Li6OvP+/e65b2deiRS2++uJB/Cp6cfr0JR546CtCj0Va2sS2bFUbBwd9vl5ERMQa8p1Yq1WrFpcvX77m+ZiYGGrVss4ncUREREREROT6VqzcS2pqOjVrVrxlhVS9upX47ttHLG9mf/Txn4Uy96esio6OY8fO4wA2TQ7kJFj//GtniZ+p9+82kJ06NrjmesWKXkyc0J25fzzD9A8nMmRwGx56sDfz5jzLl188yJDBbfHycr3OziVLTlvRufO2kpaWYeNobmz9+oNcvZpIhQqe1/16/VuN6hX55quHeOzRfowb24Xvvnnkmgq30qBu3QCaBFUnM9PEkiW3n+z+5ttVLFu+B6PRjjdeH02DwCo3XFurlh/ffP0QdWr7c/lyPJMnf8Off+0CILid2kCKiIhYS74Ta6dOnSIz89p/qKempnLu3DmrBCUiIiIiIiLX+ndV0uBBbfJUIeXr68F/X70Le3sjIduOWaoX5PatWr0fk8lMo0ZVbdpms1PHBvj6enDlSgJ/bzxsszisIacNZJs2dfDwcLnhOjs7O9q2qcuzzwxm/LiupaIF5r/17t2MChU8iY6OY+nSXbYO54bmLQgBsn4e2dsbb7ne3t7I6FEdefihPri6OhV2eDYzNLt6b+GiHbeV7F64cBszf1oPwHPPDqZ9HmakVajgxRefP0CrlrVJSk7j/PmrAAS3q1fgOERERCS3PCfWFi9ezOLFiwFYsWKF5feLFy9mwYIFvPHGG9SoUaOw4hQRERERESnzDh46w4kTUTg62lsqWvKiatXy3DWyPQCffPIX6enFtwKmJFmxci9Avr4WhcHe3siA/i0BWLhwu01juV1r1mYl1rp3C7JxJLbl6GjPmLs7A/Dzr38XSiVifHwyu3afYNbsjbz239+Z9u58kpPT8nz/sbBIDhyIwGi0486Bra0eX0nWtUsjfHzciI6OY9PmIwXaY/Pmo7z/Ydb7cPdO7M7AAa3yfK+7uzMfvH8PvbMraevVq4Sfn3eB4hAREZFr5bm58uDBg4GsQdj33HNPrmsODg7UqFGDDz74wKrBiYiIiIiIyD8WLcpKmvTs0eSm1TzXM+GebixbvoczZy/zx5wtljftpWBOnrzAsWOR2Nsb6dmjia3D4c47W/PTzxvYuesEZ89epkoVX1uHlG/h4RcID794wzaQZc2dA1sx86d1nD9/lZWr9tGvb4sC7xUbm0TosXMcPRrJsWPnCD0WyblzV65Zd/FCLO+9Oy5Ps7jmzc+qVuvatRG+vh4Fjq00cnS0Z+CA1vz083rmzQ+ha5fG+br/8OEzvPLqbEwmM/37teS+e3vkOwYHB3umvjycHt2DqFPbP9/3i4iIyI3luWLNZDJhMpmoVq0aFy9etPzeZDKRmppKaGgoAwYMKMxYRUREREREyqy4uGRWr9kPwKDsmVr54ebmzMMP9QHgxxnruHw53qrxlTXLV+wBIDi4XrGY6RXg70O77FZvixaXzKq1tesOArduA1lWODs7MnpUJwB++mk9mZmmfO9x9WoCkx78kr7932TKkz/y1dcrWLvuoCWpFhDgQ9cujRg/rivOzg5s2x7G62/OueVZcXHJrFy5D4Bh2W0PJbfBg9pgZ2dg166TnDp1Mc/3xcQk8sJ/fiUlJZ12bevx/HOD89T293rs7Ozo1LFBqWuVKiIiYmv5nrEWHh5O+fJZveNTUlKsHpCIiIiIiIhca/mKPaSlZVC7tj+NG1Ut0B5972hOgwZVSEpK5auvV1o5wrLDZDKxclVWUsHWbSD/bXB2wvWvpbtISyt57T5z5qv1KONtIP9tyJC2eHi4EHEmmnXrD+b7/k8+W8qhQ2cAqFrFlx49gnjk4Tv4ePq9LF/6MvPmPMvbb43hoQd78/ZbY7C3N7JmzQE+nL4Ys9l8w32XLttFamo6tWv707RJjYK+vFLN39+bDh0CAViwcFue7jGbzbz19jyio+OoXr0Cb7wxOk+z60RERKRo5TuxZjKZeOONN6hcuTLu7u6cPHkSgFdeeYXvv//e6gGKiIiIiIiUdWaz2VKFNPjO1rdVvfDkE1mdRv5auovDR85aLcayZPeecC5ejMXD3ZkO7QNtHY5FcLt6VKzoRUxMEus3HLJ1OPny7zaQHdUG0sLN1ckyH3HmT+sxmfJetRay7RgrVuzFYDDwzVcP8ftvT/PGf0czdkxnWreug6dn7krLdm3rMfWVERgMBhYs3M63362+7r4mk4n5C7ISRcOGtC3wz6OyYOiQrGq+pct252l+3Zy5W9m85SiOjva88d9RuLk6FXaIIiIiUgD5Tqy9+eabzJgxg/feew9HR0fL840bN+a7776zanAiIiIiIiICBw5EEB5+EScnB/rcZoVU48bVLFVW0z9akq836iVLThvI7t2DcHTM8+jyQmdvb2TggFYALFyUtwqZ4iKnDWTbNnXVBvL/GT6sPa6uTpw4EcXmLaF5uic5OY3/vb8IgBHDg2ncuFqe7uvZownPPH0nADNmruP3PzZfs2b7juOcPXsZNzcnevdulrcXUUa1blWbKlV8SUxMtVS53kjosUg+/2IZAI9N7kudOgFFEaKIiIgUQL4Taz/99BPffPMNY8aMwWj8pxy9adOmHD161KrBiYiIiIiICCxclFWt1rNHE9zdnW97v4cf7oOLiyOHDp255Zu9kltKShrrs5NAxakNZI47B7bCaLRj795T+ZrrZGtr12a1gezerbGNIyl+PD1dGD4sq/Jpxsx1N23RmOP7H9Zw/vxV/Py8eWBSr3ydN2RwW8s9H3/yF8uW7c51ff78EAD69W2BqyqqbsrOzo4hg9sCWX9uN/raJSWl8uqrv5GenkmnTg0Yqrl1IiIixVq+E2vnzp2jTp061zxvMplIT0+3SlAiIiIiIiKSJS4uyTJ7KmeG1u2qUN6Te8Z3A+CLL1eQlJRqlX3Lgr83HiEpOY1KAT40aVLd1uFco0IFL9q3rw/8k5At7k6evED4qYs4OKgN5I3cNbIDTk4OHDlylu07jt90bWjoOX77fRMAzzx9Z4GSX/eM78pdd3UA4O135rNx0xEAzp+/aqmaU/Inb/r3a4mTkwNhx89z8GDEdddM/+hPIs5EU6GCJ/95YZjaa4qIiBRz+U6sNWzYkI0bN17z/Ny5c2nevPh9Wk9ERERERKQkW7Z8D2lpGdStE0DDhlWstu9dI9tTqVI5oqPj+Onn9Vbbt7Rbkd0Gsk+fZsX2ze8hg7IqZJYt201qavH/AGxO4rhNa7WBvBEfH3cGD85KrM+Yue6G6zIyMnnn3QWYTGZ6dA8q8AxAg8HAY5P70q9vCzIzTbwydTZ79pxk4aLtmM1mWreqQ/VqFQq0d1nj6elCr55NAJi34NoWrStX7eOvpbuwszPw2tSReHm5XrNGREREipd8J9amTp3Ko48+yrvvvps1sHb+fCZNmsRbb73F1KlTCyNGERERERGRMslsNluqjgYNam3VRI6TkwOPP9YPgNm/beLsuctW27u0unIl3lItVBzbQOZo06YOAQE+xCeksCa7xWJxti67tWb37kE2jqR4u3t0JxwcjOzbd4o9e8Ovu2bO3K2EHovEw92ZKU8MuK3z7OzseOH5IXTs2IC0tAyeff5ny8+joUPa3tbeZc3QIVnVfevWHeDK1QTL8+fOXeG9/y0EYMI93WjevJYtwhMREZF8yndibdCgQSxZsoTVq1fj5ubG1KlTOXLkCEuWLKFXr/z17RYREREREZEb27f/FKdPX8LZ2YE+vZtZff9OHRvQunUd0tMz+eyzZVbfv7iIi0vixMkoMjIyC3R/amo6O3ce5+NP/iIz00SjhlWpWrW8laO0Hjs7Owbd2Roo/u0g/90GspPaQN5UhfKeDOjfCrh+1Vpk5BW+/W4VAJMn98XX1+O2z7S3N/LGf0fRvFlNkpJSiY9Pxq+iFx06FKwSrqwKDKxMwwZVSE/P5M8/dwJZ1YWvvvYbSUmpNG1SnQn3dLNxlCIiIpJX9gW5qVOnTqxatcrasYiIiIiIiMi/LFy0A4BePZvi5uZs9f0NBgNTHu/P+Amf8vfGw+zYcZzWra+dqV2SpaVlcO/9XxAZeQVHR3tq1/anfr1K1KtXicD6lalVyw9HR/tr7jl0KIJdu0+ye89JDh06Q3r6P0m5fv1aFPXLyLf+/Vry7XerOXgwguPHz1OnTkCRnJuZaWL//lNUq1YhT4mdnDaQbdvUxd3d+n/HS5uxYzqzeMkOduw4zqFDZ2jUqCqQVd36/geLSUlJp3mzmgwc0MpqZzo5OfDeu+N49LHvCD0WydCh7bC3N1pt/7Ji2NB2HH5rLgsWbmfM3Z35+ptVHD5yFg93Z16depf+TEVEREqQAiXWREREREREpHBduZrA+vVZLfIGDWpTaOfUrOnH0CFtmTN3Kx99/CczZzxWqt7gXbZ8D5GRV4CshNmRI2c5cuSs5brRaEetWn4E1q+Mr68HBw6e5sCBCNLSMnLtU6GCJy1a1KJN67qWeUnFma+vB106N2TtuoMsXLSdZ54eVKjnJSWl8tfSXfwxZwvnzl3B3d2ZJ6cM5I5bzKLLaQPZrZvaQOZFQIAPd/Rpzl9LdzHzp3W89+54AFat2kfItmM4Otrz3HODrT7/z83Nmc8+m8Se3Sdp166eVfcuK7p3D+LjT//iwoUYPvn0L+bM3QrAiy8Oxd/f27bBiYiISL7kO7Hm4+Nz3X+gGQwGnJ2dqVOnDhMmTGDixIlWCVBERERERKQsmj8/hLS0DBo2qEKDwMqFetZ99/Zk5ap9hJ+6yIKF2xgxvH2hnldUMjIy+eXXDQA88Xh/OnQI5FhoJEdDzxF6LJLQ0HPExSUTFnaesLDzue4tV86dFs1r0aJFLVq2qEWVKr5WT1YUtsGD2rB23UGWr9jLIw/fgaurk9XPiIqKYe68rSxesoOEhBQgK1mZkJDCG2/OYePGwzz7zCB8fNyvuVdtIAtm3NguLFu+m02bj3IsLBK/it589MlfANwzvivVq1UolHPdXJ3oqK9TgTk5OTBwQCt+nbXRklQbMrgNXbs0tnFkIiIikl/5TqxNnTqVt956i759+9KmTdanJrdv387y5cuZPHky4eHhPPzww2RkZDBp0iSrBywiIiIiIlLapaSkMW9+CAB3j+5U6AkdT08XHpjUi/+9v4gZM9cxoH8rXFwcC/XMorB23UHOnbuCt7crdw5sjYuLI1Uq+9K9e1Z1lNlsJupCDMdCIwk9FsnFS7E0qF+ZFi1qUaNGxRKXSPv/WrSoRdUqvpw5e5nVa/Zz58DWVtv78OEzzP59E+vXHyIz0wRAtarlGTmyPX16N2PuvBC++3416zccYv+B07zw3JBrkjJqA1kw1aqVp0f3IFat3s9PP63H2cWRmJhEatasyNgxnW0dntzE4EFtmTV7E2azmZo1K/L4Y/1tHZKIiIgUQL4Ta5s2beLNN9/koYceyvX8119/zcqVK5k3bx5NmjThk08+UWJNRERERESkAJYt30NsbBKVAnzo3LlhkZyZU0kRGXmFOXO3Mn5clyI5t7CYzWZ+/iWrWm3kiA7XTRQaDAYC/H0I8PehS5dGRR1iobOzs2PQnW347ItlLFy0/bYTa2azmfUbDvHb75s4cCDC8nzLlrUYNbIjwcH1sLOzA7Iqp9q1q8frb/xBePhFnnvhZwYOaMXjj/WzzAvMSazlJDol78aP78qq1ftZm91K02Aw8MLzQ3Fw0MSP4qxy5XIMHNCKLVuO8vp/R+Hk5GDrkERERKQA7PJ7w4oVK+jZs+c1z/fo0YMVK1YA0K9fP06ePHnLvb788kuaNGmCp6cnnp6eBAcHs2zZMsv1lJQUJk+ejK+vL+7u7gwbNowLFy7k2iMiIoL+/fvj6upKxYoVefbZZ8nIyPj/R4mIiIiIiJQImZkmfvttEwAjR3Yosnln9vZG7ru3BwC/zvqb+PjkIjm3sGzZEsqJE1G4ujoxbGg7W4djM/36tcDBwcjRo+fYuy/8tvb6/oc1vPTyLA4ciMDe3ki/vi2Y+eNjfPrx/XToEGhJquWoX68SP3w32VJ1ueTPnYyf8Cl79oZz8uQFTp26hIODkY4d1F4wv2rX8qdzp3+S7kMGtyGocTUbRiR59cLzQ1i08AVq1/K3dSgiIiJSQPlOrJUrV44lS5Zc8/ySJUsoV64cAImJiXh4eNxyrypVqvDOO++wa9cudu7cSffu3Rk0aBCHDh0C4Mknn2TJkiXMmTOHDRs2EBkZydChQy33Z2Zm0r9/f9LS0tiyZQszZ85kxowZTJ06Nb8vS0RERESkzDOZTGzecpTzUVdtHUqZtmnzUc6cvYyHuzMD+rcs0rN792pKzRoViY9P5vc/Nhfp2dZkNpuZ8dM6AIYOaYuHh4uNI7Idb283+vVtAcAnnyzFZDIVaJ/IyCuWCsC7R3diwbznePml4dStG3DT+5ycHHh0cl8++/R+AgJ8OH/+Ko8+9h2v/vd3ANq2rac2kAU04Z5uGI12+FX04uGH+tg6HMmHkt5mVkREpKwzmM1mc35u+Pbbb3n44Yfp16+fZcbajh07WLp0KV999RX33XcfH3zwAdu3b+f333/Pd0DlypXjf//7H8OHD6dChQrMmjWL4cOHA3D06FEaNGjA1q1badeuHcuWLWPAgAFERkbi5+cHwFdffcXzzz/PpUuXcHTM20yAuLg4vLy8iI2NxdPTM98xi4iIiIiUBr/8+jdffLkcOzsDXbs04q67OqoCwgYefuRr9u0/zfhxXXjowaJ/s3zd+oO89PIsXF0cmTvnWby93Yo8htu1e/dJHn38Oxwd7Zk/91nKlbv1Bz9LsytXExg1+kMSElJ48YWhDBzQKt97vPLqbNasOUCrlrX5+KN7C5QYSExM4ZNPl7Lkz52W56a+MoI7+jTP916S5cTJKLy93PD1Ldt/x0VERG5G7/+LteW7Ym3SpEls2LABNzc35s+fz/z583F1dWXDhg3cd999ADz99NP5TqplZmby22+/kZiYSHBwMLt27SI9PT1X28nAwECqVavG1q1bAdi6dStBQUGWpBpAnz59iIuLs1S9XU9qaipxcXG5HiIiIiIiZVl8fLKlGsVkMrN23UEefOgrJj3wJWvW7CcjI9PGEZYNBw9GsG//aeztjQwbFmyTGLp0bki9epVISk7j11l/2ySG2zXz5/UADOjfsswn1QDK+bhz78TuAHz19QoSElLydf+BgxGsWXMAg8HAY4/2K3C1jZubMy++MJT33hlHuXLuVArwoVNHtYG8HbVr+SupJiIiIlLE8pVYS09P595776VSpUrMnj2b3bt3s3v3bmbPnk379u0LFMCBAwdwd3fHycmJhx56iAULFtCwYUOioqJwdHTE29s713o/Pz+ioqIAiIqKypVUy7mec+1Gpk2bhpeXl+VRtWrVAsUuIiIiIlJa/P7HZuLjk6lZoyIzfnyU/v1a4uBg5NDhM7zy6m+MuOsDZs3aWOLnbhV3s7Nnq/Xu3ZQK5W3zaVo7OzsemNQLgLnzQoiOLlkfRDxy9Cw7dhzHaLRjzN2dbR1OsTFsaDuqVSvP1auJ/DhjbZ7vM5vNfPLJX0BWovJWrR/zomPHBixe+AK//jIFNze1gRQRERGRkiVfiTUHBwfmzZtn1QDq16/P3r172bZtGw8//DD33HMPhw8ftuoZ/9+LL75IbGys5XHmzJlCPU9EREREpDiLiUnkt+yEzv3396Re3Uq89J9hzJ/7HPdO7I63txsXLsTw2RfLGDL0XaZ/tIQLF2JsG3QpdO7cFTb8ndV5Y/SojjaNJbhdPRo3rkZqajozf1pv01jy6+efsyove/dqSkCAj42jKT4cHOyZ8vgAAP6Ys4XTEZfydN/qNfs5dPgMLi6OTLq/561vyCM7OzucnBystp+IiIiISFHJdyvIwYMHs3DhQqsF4OjoSJ06dWjZsiXTpk2jadOmfPzxx/j7+5OWlkZMTEyu9RcuXMDf3x8Af39/Lly4cM31nGs34uTkhKenZ66HiIiIiEhZ9cuvf5OUnEa9epXo2qWR5XlfXw/uv68nC+Y9x4svDKVmzYokJacxZ+5WJj3wparXrOz3OZsxmcy0bVOX2rVu/N8zRcFgMPDgA1lVa4sW7+B81FWbxpNX4eEXWL/hEAaDgXFju9g6nGKnXbt6dGgfSGamyVKFdjOpqel88eUKAMaO6Ux5G1VRioiIiIgUJ/lOrNWtW5fXX3+d4cOHM23aND755JNcj9tlMplITU2lZcuWODg4sGbNGsu10NBQIiIiCA7OmjUQHBzMgQMHuHjxomXNqlWr8PT0pGHDhrcdi4iIiIhIaRcdHcfceVkzjB+Y1Ou6s5OcnBwYOKAVv/z0BNM/nEjlyuWIvhzPt9+vLupwS624uCT+/HMnAHeP7mTjaLK0bFGbVi1rk5GRyY8/5r11oC398mvWTLjOnRpQo0ZFG0dTPD3+WD/s7Y1sDTnG5i1Hb7r29z+2cOFCDBUretm8ilJEREREpLiwz+8N33//Pd7e3uzatYtdu3blumYwGHj88cfzvNeLL75I3759qVatGvHx8cyaNYv169ezYsUKvLy8uO+++3jqqacoV64cnp6ePPbYYwQHB9OuXTsAevfuTcOGDRk3bhzvvfceUVFRvPzyy0yePBknJ6f8vjQRERERkTJn5k/rSUvLICioGsHt6t10rcFgoG2bujz/7GAen/ID8+eHMLB/K6vMXCrrFi7aTkpKOnXrBNCqVW1bh2PxwKRe7Nx1gmXL9zB2TBeqVStv65Bu6Pz5q6xctQ+AceO62jaYYqxq1fLcNbI9v87ayCef/EWb1nVwcLj2rYErV+L56ef1ADz0YG+cnR2LNlARERERkWIq3xVr4eHhN3ycPHkyX3tdvHiR8ePHU79+fXr06MGOHTtYsWIFvXpltRyZPn06AwYMYNiwYXTu3Bl/f3/mz59vud9oNPLnn39iNBoJDg5m7NixjB8/ntdffz2/L0tEREREpMw5H3WVRYt3ADeuVrueVq3q0L1bY0wmMx9OX4zZbC7MMEu9tLQM5szNqhocNapjnr8ORaFx42qW1oHf/1D0FYqJiSnExiblae2s2RvJzDTRunUdGjaoUsiRlWwT7ulGuXLunDl7mTlztl53zXffryEpKZXAwMr07tW0iCMUERERESm+8l2xZk3ff//9Ta87Ozvz+eef8/nnn99wTfXq1Vm6dKm1QxMRERERKfV+/HEtGRmZtGpZm5Yt8lcl9dij/diyNZR9+0+zfMVe+t7RvJCiLP1WrtrH5cvxVKjgSc8eQbYO5xqTJvVk85ajrF5zgPHjulK7duHNfzObzUSciWbLllA2bznKvn2nMJnMNG1anZ49mtCta2N8fNyvue/y5XiWZLfSvEfVarfk5ubMQw/24e1p8/hhxlr69GmGr6+H5fqJk1EsXpKVdH/8sX7Y2eX7M7kiIiIiIqVWgRJrZ8+eZfHixURERJCWlpbr2ocffmiVwEREREREpPBERESzbPkeIKtaLb/8/LyZOKE7X361gs+/WEanjg1wd3e2dpilntlsZvZvGwEYOaL9dVvy2Vq9upXo3q0xa9cd5NvvVvPOtLFW3T89PYO9e0+xectRtmwN5ezZy9es2bv3FHv3nmL6R3/SsmVtevZoQpfODfHwcAHg9z82k5aWQaNGVWnevKZV4yut+vVtzoKF2zhy5Cxffb2Sl/4zzHLts8+WYTKZ6dq1Ec2a6s9TREREROTf8v1fbWvWrOHOO++kVq1aHD16lMaNG3Pq1CnMZjMtWrQojBhFRERERMTKvv9hNZmZJjq0D6Rx42oF2mPUXR34a+kuIiKi+e771Ux5YoCVoyz9tm0LIzz8Iq4ujtw5sLWtw7mh++/ryfoNh/h742EOHzlrlVaLGzcdYdmy3WzfHkZS8j8f2LS3N9K8eU3aB9enQ/tAHByMrFl7gNVr9nP06Dm2bw9j+/Yw/vf+Qtq1q0fXzo2Yv2AbkFWtVpxaaRZndnZ2THliAA8+9BV/Ld3FkCFtadigCiEhx9i2PQx7eyOPPHyHrcMUERERESl28t3P4cUXX+SZZ57hwIEDODs7M2/ePM6cOUOXLl0YMWJEYcQoIiIiIiJWdOJEFKvXHACy2vwVlIODPU89ORCAefNDOHEiyirxlSWzZmdVqw28s7Wl+qo4qlGjIn16NwPg229X3fZ+27aH8fwLP7N+wyGSktPw9fVgQP+WTHtrDMuWvszH0+/lrpEdqFLFFz8/b+4e3YkfvpvMH789zQOTelGrlh/p6Zls3HiEN96aS1JSKrVr+9O+ff3bjq0sCWpcjT59mgEw/aMlZGRk8ulnWaMWRgwPpkplXxtGJyIiIiJSPOU7sXbkyBHGjx8PgL29PcnJybi7u/P666/z7rvvWj1AERERERGxrm+/W43ZbKZ7t8bUq1vptvZq07ouXbs2IjPTxPsfLsZsNlspytLvWFgkO3edwGi0Y+SI9rYO55bundgDo9GObdvD2Lsv/Lb2mjFjLQCdOzXk++8eYdGC5/nPi8Po0qURbq5ON7yvShVfJtzTjV9+eoKff3qcCfd0o0oVX+zsDDz0QG/NAiuARx6+AxcXRw4dOsNzz/9M+KmLeHm5MuGebrYOTURERESkWMr3f3W4ublZ5qoFBARw4sQJy7Xo6GjrRSYiIiIipVpqajorVu7lrbfncfz4eVuHU2YcPnKWvzcexs7OwP33Fbxa7d8ef7Q/zs4O7Nt3ipWr9lllz7Jg9m+bAOjWtTEB/j42jubWKlcux8ABrQD44ssVBU6i7t0Xzr79p3FwMPL0UwNpEFilQAmx2rX8eWBSL36f/RRrVr1Ghw6BBYqnrKtQ3pN7xncFIGTbMQDuu7dHsa6gFBERERGxpTzPWHv99dd5+umnadeuHZs2baJBgwb069ePp59+mgMHDjB//nzatWtXmLGKiIiISClw4kQUi5bsYMWKvcTHJwNw6HAEP814HHt7o42jK/2+yW7j16d3M2rUqGiVPf39vblnfDe+/mYln32+jI4dAnFzc7bK3iVJRkYmV64kEH05niuX44lPSCEpKfX/PdIsv965K+tDiqNHd7Rx5Hk3cWJ3lq/Yw8GDEazfcIhuXRvne4+ZM9cD0K9vCypU8LrtmAwGA05ODre9T1l218gOLF6yk8jIK1SrVp7Bg9rYOiQRERERkWLLYM7jxwyNRiPnz58nISGBhIQEmjRpQmJiIk8//TRbtmyhbt26fPjhh1SvXr2wY7a6uLg4vLy8iI2NxdPT09bhiIiIiJQ6SUmprF6znyVLdnLo8BnL835+3iQlpRIfn8yUJwaUiHZ4JdmeveFMfvRbjEY7fpv1FJUrl7Pa3mlpGYwb/zFnzl5m1F0defyxflbbuziJi0tmzdr9XLgQy+XL8URHx2X97+V4YmOT8l3F1brV/7V33/E1nv8fx18niRAykGlExd6rtpo1q1otatWqvWq0qkpR2lJVu0bNtrbWrFGjaK0SRVF71EqQRJbs5P794ev8mtYITs5J4v18PDzIva7PHfkkua/PfV1XIaZOeSeVok0dc+dtY+GineTN687SxQOfqCB+6vQ1unabmSpfg/Jsjh67xMxZP9O/bxNKl05/z/UiIiIiD6P+f7G0FI9Yu/+AWKBAAfO2bNmyMXv2bMtHJSIiIiLpnmEYnDp1jfUb/Nm+/RhR0femE7e3t6NmzeK81qwSlSoWYsOGQ0yYuI7587fToH4ZcuRwtnHkGZNhGObRas1erWjxgoajowODBjZj8PuLWPXDPpo2rUDBAj4WbSMtGP/FanbtPvnQ/fb2duTM6Yy7uwsuLk5ky5qZrFkzkzWr4//+vvcnW9bMZHPOQoXyBR56rbSqXbtarF13kGvXglm77iAtW1RL8bnffbcLgPr1y6iolsaUK+vHN7N72ToMEREREZE0L8WFNbg3xYaIiIiIyOMkJCQy9tNVbNv+p3mbb153XnutEk0alydnThfz9mbNKrFm7UHOnQ9g7rztfDCkuQ0izvj27TvDsWOXcXR0oHOnuqnSRtWqRahdqwS7f/2LSZM2MGN6twz1DHH8+N/s2n0SOzsTr79WGS8vN9zdXfBwd8Hd3QV3Dxeyu2V9qvXC0pNsWTPT9Z2XmfjVehYs3EHjRuVxdn781J8XL95k969/AdDx7dqpHaaIiIiIiEiqeKLCWpEiRR77YBwSEvJMAYmIiIhI+paUlMT4CWvYtv1PHBzsqVevNK83q0i5cn4P/F3S3t6OgQNfpW+/uaxbf4jmzStTpHBuG0SecYWHR/PFl2sBaNmiGl5ez76u1cO8+25TDvx+jiNHL7Ft+580bFA21dqyJsMwmDlrCwBNX3mRIe+/buOIbOu1ZpVYuWofV64EsXjJbnr1bPTYc75bvBuAOrVL4ufnndohioiIiIiIpIonKqx98sknuLml3kO4iIiIiKRvhmEwbfomNm36A3t7O8aOaUvtWiUee175cn68XK80O345zpSpP/H19O4ZaqSTrU2euoGgoHB887rTrevLqdpWLp8cdOxQm7nztjNjxiZqVC9KtmyPH82U1u3de5pjf/6No6NDqn8O0wMHB3v69G7Mh8MWs3zFXt58o+ojC7bXr4ewffsxADp2qGOlKEVERERERCzviQprbdq0wcvLK7ViEREREZF0bsHCX1i5ah8AH334ZoqKavf17dOEPXtPc/ToZX755Tgvv1wmtcJ8ruzefZKffz6KnZ2JESNakSWLY6q32a5tTTZvOcK1a8HMnPVzuh/dlZiYxKzZPwPQ+q0aeHrqZUOAmi8Vp2zZ/Bw7dplv5m1jxEctH3rs4iW7SUoyqFqlCMWK5bFilCIiIiIiIpaV4sn/9cawiIiIiDzKipV7mb9gBwCDBr5KkyYVnuh8H5/svN2+FgAzvt5MTEycxWN83ty5E2meArJd25qULpXPKu1mzpzJvFbemrW/88cfF63SbmrZvPkPLl2+haurk/lrVO49I/br0wSAzZuPcO5cwAOPu307jE2b/wCgY0etrSYiIiIiIulbigtrhmGkZhwiIiIiko79tPEwU6dtBKB7t/q0aln9qa7Tvl1NvL3cuHkrjMVLfrVkiM8dwzD48qt1hIbexc/Pi25d61u1/YovFqT565UB+Hz8aqKj02ehNDY2nrnztwPQqWNdXFycbBxR2lKypC8v1yuNYRh8/b816P5t6bI9xMcnUrZsfsqV9bNyhCIiIiIiIpaV4sJaUlKSpoEUERERkf/YuesE479YDUDbNi/RuVPdp75WliyO9Ot7bwTM4iW/EhgYaokQn0vbtv/Jrl0nsbe3Y+SIVjg6PtEs8BbRt09jvLzcuHEjhG/mbbN6+5aw6of93L4djrd3dt58o4qtw0mTevZsiIODPQcPnuP3g+eS7btzJ5K16w4C0KljHRtEJyIiIiIiYlkpLqyJiIiIiPzbgd/PMmr0CpKSDJq9WpF+fZs88xTi9eqVpnw5P+LiEvh65mYLRfp8CQoK56tJ6wHo3KkuRYvaZk2rbNmyMPR/U0KuXLmP4yeu2CSOpxUeHsX33+8CoEe3+mTOnMmm8aRVefO4m4uOM2duITExybxvxcp9xMbGU6xoHqpULmyrEEVERERERCxGhTUREREReSp//vk3wz5aQkJCIvXqluKDIc0tsi6vyWRi4IBXsbMzseOX4xw5kr7X57I2wzAYP2ENERHRFC2S2+ajhKpVK8orTSpgGAafj/uR2Nh4m8bzJL77fjcRkTEULOhDw4blbB1Omtalcz2cnbNw7nwAP289CkBERDQ/rt4P3ButpnW7RUREREQkI1BhTURERESe2OnT13n/g2+JjY2napUijBr5Fvb2lvvVsnDhXLz+WiUApkzdmGwEjDzaxk1/sG/fGTJlsmfEiJY4ONjbOiTe7f8K7u4u/P33bRYu+sXW4aRIYGAoP/x4ryjUp1cji359Z0Rublnp2KEOAN/M3UZsbDyr1/zO3bux+Pl5UbNmcdsGKCIiIiIiYiF6OhQREZEM4cLFQAYOXki7tycTEHjH1uFkWElJSSxd9hu9+swhMjKGsmVe4PPP2pEpk+XX7+rerQEu/xsBs2HDIYtfPyMKCLzDlKk/Afc+fwUL+Ng4ontcXbPy/nuvA7Bk6W+cPn3dqu0bhsFPP/nzWvPx9On3Dbt3n3xssXbegu3ExSVQobwfVasWsVKk6VurltXw9nLj1q0wvv1uFytW7gGgY4c62Nnp0VNERERERDIGPd2IiIhIuhYREc3kKRvo3GUGBw+e4/Ll20yatAHDMGwdWoYTEHCH/u/OZ8bXm4mLS6BataJM+KIjWbI4pkp72bNno2vX+gDMmbuN8PDoVGkno0hKSmLcuNVERcVSqlQ+2rZ5ydYhJVO7Vglefrk0iYlJfD7uR+LjE6zS7rVrwfQfMJ/Px68mKCico0cvM2z4Elq3ncSKlXu5GxX7n3MuXAhk8+YjAPTp3VhTGKZQ5syZ6NGjIQCLvt1JaGgUuXPn5OV6pW0cmYiIiIiIiOWosCYiIiLpUlJSEht+8qd120ms+mE/iYlJVK9eFAcHe/buO82vv52ydYhWd+nSTU6evMqlSze5eTOU8PBoEhISn/m690f7dOg0jSNHL+Hk5MjQD95g4oSOuLg4WSDyh3vzjSr45fciLCyKeQu2p2pb6d2atQfxP3yBzJkzMeKjlmly6sLBA5uRPXtWzl8IZPGSX1O1rYSERL77fjdvd5zKH39cJHPmTPTu1YiOHerg6urEjRshTJ22keZvjGf6jE3JRrrOmvMzhmFQt04pSpTwTdU4M5pGDctSuHAu88cd3q6dJqYjFRERERERsRSTode5CQ8Px83NjbCwMFxdXW0djoiIiDzGX39d5avJGzh16hoA+fN7MmhAMypVKsScb7by7Xe78PJyY+nigWTNmtnG0VrH7wfPMWjwwgfuc3R0IGtWR7I6ZcYpa2by5M7JSzWKUb16UXLmdHnkdUNCIhg/YS179twrVJYp/QIjRrQkbx53i9/Dwxw6dJ4BgxYA8NWXnahWrajV2k5t3363i/PnA6hfvyw1/lcYfhqXLt2ka/eZxMTEM3DAq7zVqrqFI7WcrduOMfqTFTg42LNwQd9Uma7y1OlrjB+/hnPnAwCoVKkQH7zfnDx5cgIQExPH5i1HWLFyL1euBAFgb29H7VolKF/Oj68mb8De3o6liwfi6+th8fgyOn//87w7cAHe3tlZsWwwjo6WnypWRERERCSl1P8vlqbCGkosERGR9CIkJIJZs7eycdNhALJmzUzXd16mVctq5oJEbGw87TtM5caNENq2eYn+/V6xZchW06ffNxw9ehk3t6wAREXFEh//6NFqJpOJkiV9ealGcWq+VIz8+b2STXm3e/dJvvhyDaGhUWTKZE/3bg1o2+Ylm4yEmvjVOlav+R03t6wsWtAPb+/sVo/B0q5cCaJNu0nmj93dXWj6SgVefbViigqXERHR7Nx1gq1bj3Lk6GUMw6BCeT+mTe2aptezMgyDocMWs2fPKYoXz8ucWT0tNqIpOjqOufO2s3LVXpKSDFxdnRjQvymNG5d/4HSOSUlJHPj9HMuX78H/8IVk+95oXoUh779ukbieRydOXMHdw4VcPjlsHYqIiIiIPOfU/y+WpsIaSiwREZG0LiEhkR9XH2De/O3cvXtvPaRXmlSgd69GuLv/d8TV/v1neG/It9jb27Fwfl8KFcr1n2MykpMnr9K95ywcHOz5cdX7eHq6ARAfn0B0dBx3o2KJjoojKiqWu1Gx/PXXVX7bc4rTp68nu06ePDl56aXiVKtahK1bj7Fp8x8AFCrow8iPW9n08xgXl0Cv3nM4feY6pUrlY+aM7ul+ermZs7aweMmv5MmTk6ioWO7cuWve9+KLBXitWSVq1yqZbLRPbGw8+w+cYevWY+zddzpZ8bRChQKMHNEKLy83q97H07gdFE77t6cQGRlD3z6Nad+u1jNf8/eD55jw5VoCAu5N6diwQVnefbcpOXM4p+j88+cDWLFyH1u3HSVbtsx8/+2AB35/ERERERGR9EX9/2JpKqyhxBIREUnLjp+4wsSJ68xTuhUrmodBg5pRulS+R543fMRSdu46QalS+Zg9s0eaHsHzrD4asYRdu07yyisVGPFRyxSfd/t2GHv3nua3vac5fPgCcXEJyfbb2Zlo364WXd95OU1M5Xb9eghdus4gMjIm3Y9GTEhIpPmbXxASEsm4z9pTvXpR9uw9zYYN/vx+8Bz3f0V3dXWiSeMKlC/vx969p9m56wSRkTHm6/j5edGoYTkaNCib7kYG/bTxMJ+P+xFHRwfmz+1DwYJPPyXk0mW/MePrzQB4e2dnyPuvU/0ppwyNiIjGMO597kVEREREJP1T/79YmgprKLFERETSorCwKGbO3sKGDf7AvU7uXj0b0ezViimaivD27TDatptMVHQcQz94g9dfq5TaIdvE1atBtGk3GcMwWPzdAAoU8H6q60RFxXLw0Dn27DnN/gNncM/pwvvvvU6ZMi9YOOJns3v3SYYNXwLA+HFvU6tmCRtH9HTu30fOnM6sXT002ei7gMA7bNx4mJ82HubWrbD/nOvl5UaD+mVo2KAchQr5PHCKw/TAMAzeH/It+w+cJW9edxbM64uzc5Ynvs6RIxfpP2A+SUkGLd6sSu9ejZ6btRVFREREROTx1P8vlqbCGkosERGRtCQpKYmNm/5g5qwthIVFAfBq0xfp07sx2bNne6JrrVi5l6nTNuLi4sSypYNSPCVcevLlxLWsWXuQ6tWLMnFCJ1uHYxVTp29kxYq9ODtnYdGCfuTOndPWIT2x94Z8y/79Z3i7fS369G78wGMSE5P4/eA51q8/xLnzAVSsWJBGDcpRrlz+DDMCMzT0Ll26fs3Nm6G89FJxxn/e/onuLSQkgs5dZhAUHEGTxuUZMbxlui00ioiIiIhI6lD/v1iaCmsosURERNKKc+cC+PKrdZw4cQWAggV9GPIMo6YSEhLp2n0m584F0KRxeT4e0cqS4dpcyJ1I3mwxgbi4BL6e0Z3y5fxsHZJVxMcn0KffXE6evEqxYnmYPbNnmpiqMqVu3gylRasvSUoyWLFsML6+HrYOyaZOnb5G7z7fEBeXQM8eDenUsU6KzktMTGLwe4s45H8ev/xezJvbBycnx9QNVkRERERE0h31/4ulZYxXXUVERCRdu3s3hqnTNtKl6wxOnLhCVidH3u3/Cgvn932mqQgdHOz54P3mmEwmNm85wuE/Llgwatv78cf9xMUlUKJ4XsqVzW/rcKwmUyYHxn7SFldXJ06fvs6MrzfZOqQnsmnzHyQlGZQv5/fcF9UAihfLy3uDXwPgm7nb+P3guRSdt+jbnRzyP0+WLJn4dGxbFdVERERERETEKlRYExEREZsKD4+mU+fprFi5l6Qkg5frlWbZ0kG0af1SsnWnnlbJkr40f70yABO/Wk98fMIzXzMtiIqK5YcfDwDQvn2t5276Ox+f7Iz8+C0AfvjxADt2/GnjiFImKSmJDT/dWzewWbOKNo4m7Wj2akWaNauIYRiM/mQFAYF3Hnn8oUPnWbDwFwA+GNIcP7+nW1tQRERERERE5EmpsCYiIiI2NX/Bdm4E3MHby43Jk7owdkxbPD3dLNpGr54NyZEjG3//fZuly/ZY9Nq28tPGw0RERJM3rzu1apawdTg2Ub1aUTq8XRuAcV+s4cqVIBtH9Hj+hy8QGBiKs3MW6tYpZetw0pTBA5tRrGgewsKiGD58KbGx8Q887nZQOKM+WYFhGLzWrBKNG5W3cqQiIiIiIiLyPFNhTURERGzm4sWbrF7zOwAfDWtBlcqFU6UdFxcn3u3fFICFi37h+vWQVGnHWhISElm+4l6BsG2bl7C3f35/peverT5ly+YnKiqWER8/vBiTVmzYcG+0WqOG5cicOZONo0lbMmfOxGeftcPNLSunz1xn0pQN/zkmISGRUaOXExp6l8KFcjFo4Ks2iFRERERERESeZ89vL4yIiIjYlGEYTJ2+kcTEJGrVLEGlSoVStb2GDcry4osFiItL4KtJ6zEMI1XbS02/7DxBYGAo2bNn45UmFWwdjk05ONgz5pM2ZM+ejfMXApky9Sdbh/RQoaF32f3rX4CmgXyYXD45+GR0a0wmExs2+LN+w6Fk++fN387Ro5fJmjUzY8e0VXFSRERERERErE6FNREREbGJ3/ac4tCh82TKZE//fq+kensmk4n333udTJnsOfD7WdatO5jqbaYGwzBYsvRXAFq1rKbCAuDp4cono+4VY9atP8TvB8/ZOqQH2vLzERISEilWNA9FCue2dThpVuVKhenRvQEAX01az1+nrgGwb/8Zvvt+NwDDhr5BvnweNotRREREREREnl82LayNGzeOSpUq4eLigpeXF82bN+fMmTPJjomJiaFv3764u7vj7OxMixYtuHnzZrJjrly5QtOmTcmaNSteXl4MGTKEhIQEa96KiIiIPIHY2HimTd8E3JvKME+enFZp94V8nnTqWAeACRPXsXTZb1Zp15L8/S9w7lwAWbJk4s03qto6nDSjUqVCtGxx7/Mx/os13I2KtXFEyRmGYZ4GUqPVHq/D27V46aXixMcnMnzEUs6cvcGYsSsBaNmiKi+/XMbGEYqIiIiIiMjzyqaFtd27d9O3b18OHDjAtm3biI+Pp2HDhty9e9d8zKBBg9iwYQOrVq1i9+7d3LhxgzfffNO8PzExkaZNmxIXF8e+ffv49ttvWbRoESNHjrTFLYmIiEgKrFi5jxs3QvDwcKVjhzpWbbtzp7q0af0SADO+3szXM7ekq2khF/9vtNqrr1bEzS2rjaNJW3r1bETuXDm4eTOUWbO2WPz64eFRnDhxhc2b/+CbuduY8fVmAgLupOjcEyevcunyLTJnzkSD+mUtHltGY2dnx8fDW5I3rzs3b4bSrftMwsOjKVYsD/36pv4IVxEREREREZGHMRlpqCfp9u3beHl5sXv3bmrVqkVYWBienp4sXbqUli1bAnD69GmKFy/O/v37qVq1Kps3b+bVV1/lxo0beHt7AzB79myGDh3K7du3cXR0fGy74eHhuLm5ERYWhqura6reo4iIyPPudlA4bdpOIjo6jpEft6Jxo/JWj+HedIq/MfN/xZemr7zI0A+a4+Bgb/VYnsTZczfo3GUG9vZ2rFz+Hrly5bB1SGmOv/953h24AICvp3ejfPkCT3yNsLAoDh++wJWrQVy9GsTVa8FcvRpEWFjUf451dXXik9FtqFK58COv+fm4H/lp42FeaVKBEcNbPnFMz6sLFwLp3nMWMTHxODtnYdGCfuTObZ0RriIiIiIikjGo/18szcHWAfxTWFgYADlz3ntYPnz4MPHx8dSvX998TLFixciXL5+5sLZ//35Kly5tLqoBNGrUiN69e3Py5EnKl/9vZ11sbCyxsf8/PVB4eHhq3ZKIiKRB4eHRHDp0jsSkR79bktnRgcqVC+Pk9PiXNCTlZs36mejoOEqW9KVhA9uM3DGZTLzdvhbZ3bIyfsIaNm46TFh4FGM/aZOm1yxbuvTe1JV165RSUe0hKlYsxOuvVWLd+kN8Pn4133/7LlmypDyHr1wJonffOdy5c/eB+7283PD1dSefrwenTl/n9OnrDH5vET26N6DD27Wws/vvhBB378awfcefALzWrNLT3dhzqmBBHz4Z3YZvv91J9+4NVFQTERERERERm0szhbWkpCQGDhxIjRo1KFWqFACBgYE4OjqSPXv2ZMd6e3sTGBhoPuafRbX7++/ve5Bx48bxySefWPgOREQkPQgMDKV3nzncvBWWouN987ozdmxbihTOncqRPR9OnLjClp+PADBoYLMHFiGs6dVXK+LqlpWRo5azZ88pBg5eyITxHXBxcbJpXA8SEHiHHb8cB6B9u5o2jiZt69unCfv2n+H69RC+mbudd/unbOrAwMBQBgycz507d8mVKwfly/nh6+uBb153fH09yJvXPVmhPTY2nslTfmL9hkPM+WYrf526ysfDW+HsnCXZdbfvOE5MTDwvvOBJ6dL5LHqvz4OaLxWn5kvFbR2GiIiIiIiICJCGCmt9+/blxIkT7NmzJ9XbGjZsGIMHDzZ/HB4ejq+vb6q3KyIithVyJ5KBgxZw81YYnp6uvJDP85HHX7p8i6vXguneYxb9+71CizerYjKZrBRtxpOUlMTkqT8B96ZeLFE8r40juqdWzRJMntSFD4Z+x7Fjl+nbby6TvuqMh4dlpoeIjY3n5s0wgoPDCQqOICgoguDgCIKCIwgODic4OILgoAiiouMeeR3DMEhKMqj4YkGKFs1jkdgyKmfnLHwwpDlDPviOFSv3Uq9uKUqVenRB65/fH154wZOZM7qTI4fzI8/JnDkTHw59gxIl8vLVpPX89tspunWfybjP2+Pn9/8vfm3YcAiAZq9W1PcQERERERERkXQuTRTW+vXrx08//cSvv/5K3rz/38nm4+NDXFwcoaGhyUat3bx5Ex8fH/MxBw8eTHa9mzdvmvc9SObMmcmcObOF70JERNKyiIhoBg1eyJWrQXh7Z2f2zB54e2d/5DlhYVF8Nu5H9uw5xaTJG/D3v8BHw97E1TWrdYK2oSNHL7Fv3xlef70SefO4W+Sam7cc4dSpa2TNmplePRta5JqWUr6cHzNn9GDQews5fyGQXn2+YcrkLs9873/8cZFhHy0mIjLGInHa29vxzjv1LHKtjK5G9WI0blSeLT8f4fPxP7Jwfr+HTvP57+8PUyZ1eWxR7Z9ea1aJQoVyMXz4Eq5cDaJbj1kMH9aCevVKc/58AH+duoaDgz2NG1t/PUERERERERERsSyTYRiPXmAmFRmGQf/+/VmzZg27du2icOHki76HhYXh6enJsmXLaNGiBQBnzpyhWLFi5jXWNm/ezKuvvkpAQABeXl4AfPPNNwwZMoRbt26lqICmxQtFRDK26Og4Bg1eyJ/H/yZnTmdmfd0DX1+PFJ1rGAYrV+3j65lbSEhIxNs7O2NGt6Z06RdSOWrbiI2NZ9bsn1m5ah8AmTLZ07ZNTTp1rPNMa83dvRtD67aTCAmJpG+fxrRvV8tSIVvU9eshDBy8gOvXQ8iZ05lJX3V+6mlAz58PoHffb7h7NxYnJ0c83F1w93DBw931f3+74O7+/39ny5aFxw1mypo1M9myZXn0QWIWHh5Fu7enEBISSccOdR5Y0H2W7w//dudOJCNHL+fw4YsAtGtbk5iYOFav+Z26dUrx2aftnul+RERERERE5Mmp/18szaaFtT59+rB06VLWrVtH0aJFzdvd3Nxwcrq3tknv3r3ZtGkTixYtwtXVlf79+wOwb9+9Dr/ExETKlStH7ty5mTBhAoGBgXTo0IFu3brx+eefpygOJZaISMYVF5fABx9+z8GD53BxzsLXM7pTqFCuJ77O6dPXGTl6OdeuBWNvb0f3bvV5u30tm68RZkl//XWVMZ+u4sqVIAD8/Ly4dOkWAF5ebvTv24R69Uo/1VR2X8/czJKlv+Gb153F3w8gU6Y0MWj+gYKDIxj8/iLOnQvA2TkLEyd0okyZJyukBgaG0qPXbIKCwilXLj+Tv+ry0NFSkrp27T7BR8OXYm9vx7xveiebRtNS3x/+KSEhkTnfbGPJ0l+TbZ/0VWeqVinyTNcWERERERGRJ6f+f7E0mxbWHtYxt3DhQjp37gxATEwM7733HsuWLSM2NpZGjRoxc+bMZNM8/v333/Tu3Ztdu3aRLVs2OnXqxPjx43FwSFmnnRJLRCRjSkhIZOTo5ezadZIsWTIxdUpXSj9mnaVHuXs3hi8nrmPrtmMAVKpUiFEftyJnThdLhWwT8fEJLFy0k+8X7yYxMQkPdxeGffgmVasW4ddf/2LajE0EBNwBoEKFAgwa+CoFCzx4uuUHuXo1iPYdppKQkMiXEzpSo3qx1LoVi4mMjGHI/9Zcy5w5E+M+a0/VqikrioSHR9GrzxwuX76Nn58Xs77uiaurUypHLI8y4uOl/LLzBIUL5WL+vD44ONhb/PvDv/2y8ziff/4jUdFxeHtn54eV72Nvn3EK8SIiIiIiIumF+v/F0mxaWEsrlFgiIhlPUlIS48avYeOmw2TKZM+XEzpSuVLhx5/4GIZhsHHjYb6avIHY2Hhy5nRm9KjWVHyxoAWitr4LFwMZ++kPnD17A4AG9cvw3uDXkq0jFxsbz+Ilv/L94t3ExSVgb2/Hm29UoVvX+ri4PL5gNOSD79i77zRVqxThq4mdnmrEmy3ExMQxfMRS9h84i4ODPaNHvkW9eqUfeU5sbDzvDpzP8eNX8PJy45vZvfDycrNSxPIwISERtO8wlbCwKLp3q0+njnVS5fvDv12+fIvvF++mSZMK6fZ7hIiIiIiISHqn/n+xNBXWUGKJiGQ0hmEwbfomVqzci52dic/GtqN27ZIWbePy5VuMGLmMixdv4ujowLQpXZ94ukBbSkxMYtnyPcydt434+ETc3LIy5L3XH1k4Cgi4w/QZm9i1+yQA2bNno1fPhvj5eRMUFP6/PxH/+juciMgY7O3t+P67d8n/gpe1btEi4uMTGPPpKnbsOI6dnYkPhjTntWaVHnhsYmISw0cs5dff/sLFOQszZ/Z4opF9krq2bj3K6DErcXCwp26dkmzb/meqfX8QERERERGRtEP9/2JpKqyhxBIRyWgWLNzBvPk7ABgxvCWvNKmQKu3ExsYz/OOl7Nt3BhcXJ+bM6kn+/Gm7cGQYBn8cucg3c7dx/PgVAGpUL8aHQ9/A3T1lU1oeOnSeyVM3cPny7RS3+06XenTrWv+pYra1xMQkJn61jnXrDwHQr08T2rWrmewYwzCY+NU61qw9iKOjA5MndaF8OT9bhCsPYRgGHwz9nr37Tpu3peb3BxEREREREUkb1P8vlqbCGkosEZHUFHInkq+/3kzp0i/w+muVUm0awNjYeP744yK/7DzBxk2HARg44FXealU9Vdq7Lzo6jncHzOfkX1fx9s7ON3N64emR9n6WxMcnsH37nyxfuZdz5wIAyJo1MwPfbUrTpi8+8f9LQkIiq37Yz8qVe7Gzt8PDwwUPd9d7f3u44uHhiuc//u3snCU1bstqDMNg1uyfWbzkVwA6dqhNzx4NzZ+3hYt+Ye687ZhMJj4d25a6dUrZMlx5iNu3w2jfYSqRkTFW+f4gIiIiIiIitqf+f7E0FdZQYomIpBbDMBg6bDF79pwCoFbNEnw07M1k63c9i1u3wti37zT79p/hkP8FYmPjzfu6dX2Zd7q8bJF2Hic09C69es/hytUgChX0YebXPdJMISk09C5r1x3kx9UHCA6OACBz5ky80qQCHd6ujY9PdtsGmM589/1uZs/5GYA3mlfhvcHN2LTpDz4fvxqAwYOa0bJFNVuGKI9x40YIwcERlC6dfqZuFRERERERkaen/n+xNBXWUGKJiKSWbduPMWr0Chwc7DGZID4+EW/v7IwZ3fqpOrUTE5P469S1e8W0fWc4dz4g2X4vLzeqVytKnTolqVSxUKqNjnuQGzdC6Nl7DsHBEVQo78ekr7rg6Ohgtfb/7fLlW6xYuZfNW44QF5cAgIeHKy1bVKP565UsVtx8Hq1Z+zsTv1qPYRi8+GIBjh69TGJiEh3erk3vXo1sHZ6IiIiIiIiI/IP6/8XSVFhDiSUizyYuLoGwsLuPPc7Z2QknJ0crRJQ23LkTSfsOUwgNjaJb15epUb0YH49azrVrwdjb29G9W33ebl8LOzu7x17rblQs69cfYuXKvdy8FWbebjKZKFnSlxrVi1G9WlEKFfKxajHt386cvUHffnOJiorl5Xql+WR06xTdnyUYhsGNG3c4cvQSO3ceZ/+Bs+Z9xYrmoXXrGtSrW4pMmWxX7MtItm47xthPV5GYmARAk8blGTG8pU2//kRERERERETkv9T/L5amwhpKLBF5emfP3eC99781T7H3KI6ODrzdvhYd3q5N5syZrBCdbX08ahk7dhynUEEf5s/rQ6ZMDtyNiuXLL9eyddsxACpVKsSoj1uRM6fLA69xOyicVav2sXbdQSIjYwBwds5ClSqFqV6tGFWrFCZHDmer3VNKHDp0nveGfEtCQiKt36rBu/1fSZVii2EYXL0azJGjlzhy9BJHj17i1r+KjjVfKk6bNjUoWya/Cj6pYN/+M4wZu5IKFQowZnQbHBzsbR2SiIiIiIiIiPyL+v/F0lRYQ4klIk/nypUgevWZQ2joXezsTI8tXNwf2eLjk513+79C7VolM2yxY/fukwwbvgR7ezvmzulNsWJ5zPsMw2Djpj+YNHk9MTHx5MzpzMiPW1G5UmHzMZcu3WTpsj38vPUoCQmJALzwgift2takUcNyNp1iMSW2bj3K6DErAejXpwnt2tW0yHWDgsL59be/OHL0EseOXiboXwVdBwd7ihfPQ4XyBWja9EXy5nG3SLvycImJSdjbW2dUooiIiIiIiIg8OfX/i6WpsIYSS0SeXGBgKL37zOHmrTCKFMnNjGndcHbO8tDjDcPgl1+OM/3rzeZRRZUqFmLQwFfJn9/LWmFbRXh4FO07TCU4OIKOHWrTq+eD15y6fPkWI0Yu4+LFm5hMJjq8XYtKlQqxbPke9u07Yz6ubNn8tG9bk+rVi1ptWkVLWLr0N2bM3AzAqJFv0ahhuWe63rlzAfQfMI/w8GjztkyZ7ClZ0pfy5fwoX86PUqXykSXL8zPdqIiIiIiIiIjI46j/XyxNhTWUWCLyZEJCIujTdy5XrgbxwguezJzRPcXTEUZHx/Hd97tYuuw34uMTsbe3o1XL6nR9px7Zsj28MJeefPrZD2za/AcvvODJogX9HjntZWxsPFOnbWTtuoPJtptMJmrXKkG7tjUpVSpfaoecKgzDYNr0TaxYuRcHB3u+nNCRKpULP/7EB7hwIZB+784jLCyK/Pk9qf9yGcqX86NECd/nYlpREREREREREZGnpf5/sTQV1lBiiUjKRURE06//PM6dD8DHJzuzZ/bEy8vtia9z7Xow06ZtZM/e0wDkzOlMn96NadyoXLoalfVv+/ef4b0h32IymZg9qyelU1gU++WX44z7YjXx8Yk0faUCbVq/hK+vRypHm/qSkpIY9ckKduw4joODPQPebcqbb1R5oilAL126Sd/+8wgNvUuxYnmYOvkdXFycUjFqEREREREREZGMQ/3/YmkqrKHEEpGUiY6OY+DgBRw/foWcOZ2Z9XWPZy7+7N9/hilTf+LqtWAASpXKxyejWpMrVw5LhGxVd+/G0L7DVG7dCqN16xoM6N/0ic6PjIwBeOSUmulRXFwCY8au5JedJwBo0rg8HwxpnqKRZpf/vkW//vMICYmkSJHcTJvSFVdXFdVERERERERERFJK/f9iael3WISIiBXFxSUwbPgSjh+/gotzFqZM6mKREVXVqhXl++8G0LtXI5ycHDlx4gpDhn5HdHScBaK2rpmztnDrVhh58uSkZ/cGT3y+s3OWDFdUA3B0dGDsmLb069MEOzsTm7ccoWfvOdy4EfLI865cCeLdd+cTEhJJ4UK5mDr5HRXVREREREREREREbEyFNRGRx0hISGT0mBUcPHiOLFkyMXFiZwoVymWx6zs6OtDh7dos/n4A7u4uXLx4k3HjV5OeBhQf/uMCa9beWydt2NA3yZLF0cYRpS0mk4l27WoyZfI7ZM+elbNnb/BOt6858PvZBx5/7Vow/d6dR1BwBAUL+jB1yju4uWW1ctQiIiIiIiIiIiLybyqsiYg8QlJSEl9MWMuuXSfJlMme8ePeTvG6YU8ql08OPh3TFnt7O7bv+JOVq/alSjuWFh0dx7jxawB4o3llKlQoYOOI0q6KLxZk4fx+lCiel/DwaN57/1sWfbuTpKQk8zHXr4fcK6oFheOX34upU94he/ZsNoxaRERERERERERE7tMaa2iOVUlbYmPjSUhIfPRBJhNZnRwxmUzWCeo5ZRgG02ZsYsWKvdjZmfhsbDtq1y6Z6u2u+mEfk6f8hL29HdOmvEP58mmvUBUWFsXRY5c5evQSvx88y+XLt/H2cmPx9wPIli3jTedoaXFxCUyesoF16w8BULNmcT4e3oqIiGj69JvLzZuhvPCCJ19P70bOnC42jlZEREREREREJP1S/79YmgprKLEkbYiKimXW7J9Zu+4giYlJjz2+cOFcDBr4KuXK+lkhuufTipV7mTptIwAjhrfklSYVrNKuYRh8MnYVW7ceJUeObCxa0A9PTzertP0wIXciOXrkEkeOXuLosctcuBCYbL+jowMTvuhA5UqFbRRh+rR+wyG+mrSe+PhEfPO6k5iYxI2AO+Tz9WDG9G54eOhnkoiIiIiIiIjIs1D/v1iaCmsoscT2/P3P8/n41QQGhj7xuQ3ql6Ff3yY2L7xkNHv3nWboh9+TlGTQt09j2rerZdX2Y2Li6NlrDufOB1CypC9fT++Oo6OD1dq/HRTOkSOXOHr0XjHt779v/+eY/Pk9KV/Oj3Ll/HixQgGNrHpKf526xvDhS7h5KwyAPHlyMnNGd+W0iIiIiIiIiIgFqP9fLE2FNZRYYjt378Yw4+vN5ungcuXKwYcfvEHZsvkfeV5kZDTz5u9g3fpDGIaBk5MjnTrWpU3rGlYtvmRU588H0Kv3HKKi42jWrCIffvCGTabdvHY9mK5dvyYiMoY3mldhyPuvp1pbgYGh90aj/a+Qdu1a8H+OKVTQh3Ll8lPuf8W0nDmcUy2e582dO5FM+HItwSGRjP2kDd7e2W0dkoiIiIiIiIhIhqD+f7E0FdZQYoltHDhwlvET1nDrf6NUWrxZld69GpE1a+YUX+PMmetMmrKB48evAOCb150BA16lerWiqRKzrRmGwdJlv7Ft+5+ULfMCNWoUo1xZP4sWE4OCwuneYxY3b4Xx4osFmPxVFxwc7C12/Se1f/8Z3v/gOwzDYPhHLWj6yosWua5hGOzcdYJ9+85w5OglAgLuJNtvZ2eicKFclCvvd29UWtn8uLpmtUjbIiIiIiIiIiIi1qL+f7E0FdZQYol1RUREM236JjZuOgzcm/btow/fpHz5Ak91PcMw2PLzUWbO2kJwcAQANaoXY8CApuTN426xuG0tJiaOz8b9yI4dx5Ntz+rkSKVKhahevRjVqhZ5pjWpYmLi6Nt/HqdOXSNfPg++md0bV1enZw39mS1YuIN583fg6OjAnFk9KVo0zzNf8/vFu5k1+2fzx/b2dhQtkpvy5e+NRitbJj/OzlmeuR0RERERERERERFbUv+/WJoKayixxHr27j3NF1+uJSgoHJPJxFutqtOjewOcnByf+dp378awcNFOVqzcS2JiEpky2fN2+1p06VzPpiOuLCEwMJQPP1rM2bM3sLe3o1PHOtwOCmffvjPmYuJ9xYrmoXr1olSvXozixfKkeArHpKQkPh65nJ27TuDq6sS8b/qQN2/aKEwmJSUx9MPF7N13Gh+f7Cyc3w83t6cfPXbk6CXeHTCfxMQk3mhemZo1S1C69Atke4LRkiIiIiIiIiIiIumB+v/F0lRYQ4klqS8yMoYp035i06Y/AMjn68FHw1pQpswLFm/r8t+3mDzlJw4dOg9AtWpFGftJmyeaYjItOXbsMh+NWMKdO3fJnj0bn3/WjnJl/YB7BaezZwPYt/80e/ed4dSpa8nOLVIkN93eeZkaNYo9tsA2e85Wvvt+Fw4O9kyd8g7ly/ml1i09lYiIaLp2n8m1a8FUqlSISRM7Y29v98TXCbkTSefO0wkKjqBxo/J8PKKlTdaPExERERERERERsQb1/4ulqbCGEut5FRUVy4KFv3DtWjC+vu74+nrgm/fe3+7uLhYrNhz+4wKffvYjN2+GYjKZaNvmJbp3q0/mzJkscv0HMQyDbduO8fn41cTFJVC4cC4mTuiIp6dbqrWZGtatP8RXk9aTkJBI4cK5GD/ubXL55Hjo8cHBEew/cJZ9+09z4MBZYmLiAShWLA/du9anatUiD/x/3bT5Dz797AcARgxvyStNKqTODT2jCxcC6d5zFjEx8bzySgU+/OCNJxqNmJiYxOD3FnHI/zx++b2YN7ePRUZLioiIiIiIiIiIpFXq/xdLU2ENJdbz6OLFmwz/eCl//337gfuzOjneK7T5euDr607BAj7UqFHsiYphsbHxzP5mKytW7AUgd+6cfDy8JWXL5rfELaTIiRNX+ODD7wkNvYuXlxtfftGRwoVzWa39p5WQkMjUaRv5cfUBAOrVLcXwj1o+UREoNPQuS5f9xg8/7jcX2EqVykf3rvWpWLGgucB25OglBgxcQEJCIh071KZXz0aWvyEL+mXncUaOWk5SkkGd2iUZPao1jo4OKTr3/lptWbJkYv7cPvj5eadytCIiIiIiIiIiIral/n+xNBXWUGI9bzZvOcKXE9cSExOPp6crrVvV4OatUK5eDebK1SACA++QlPTftHBxceKVJhV4/fVK5H/B65FtnD59nTGfruTy5XuFu+avV6Zf3yY2mY7x+vUQ3v/gW/7++zZZnRz5dGw7qlYtYvU4Uio09C4jRi7jjz8uAtCjewM6dazz1CMIQ+5EsmTJr/y4+gBxcQkAlC2bn+5d6+Pl5Ua3HjMJD4+mbp1SjB3TBju7J59e0dp27z7JyNHLiY9PpFKlQoz//O3HFh39/c8zYNBCDMPg4xGtaNK4vJWiFRERERERERERsR31/4ulqbCGEut5ERsbz+QpP7F+wyEAKlUqxOiRb5Ejh3Oy4+LiErgREMLVq8FcvRLElatBHPI/T0DAHfMxFcr70bx5FWrXKkGmTP8/WighIZHvvt/FwkU7SUxMwt3dhWEfvkn1akWtco8PEx4ezUfDF/PHkUvY29vx3uDXaP56ZZvG9G+JiUls3XqUOXO3cetWGFmdHBk1qjU1XypukesHBYWzeMmvrF130Fxgc3JyJDo6juLF8/L19G5kyZJ+pkU8dOg8H360mOjoOEqVysfECZ1wdXV64LFBQeF06jKdO3fu0qxZRYYNfdPK0YqIiIiIiIiIiNiG+v/F0lRYQ4n1PLh2PZjhI5Zy7lwAJpOJd7rUo3Onutjbp2x0UmJiEgcPnmPNuoPs23faPKItR45svNq0Iq+/Von4hETGjl3FX6euAfemLxzyfnPc3LKm2n09ifj4BMaNX8OWn48A0L5dLXr3amjzEVqGYXDgwFlmzf6Z8xcCAciTJydfjOtAgQKWn6rw9u0wvvt+N+vWHyIhIRFvLzfmftMbD4/0l/snTlzhvSHfEhERTaGCPkye1AV3d5dkxyQkJDJg4AKOHL1EoYI+zP2md6qu7yciIiIiIiIiIpKWqP9fLE2FNZRYGd3u3Sf5bNyPREbGkD17VkaPak3lSoWf+no3b4ay4Sd/1q8/RFBwBAAmkwkHBzvi4xNxcc7Ce4Nfo0GDsk89fWFqMQyDBQt/Yf6CHcC94t/HI1rZrNDy16lrzJy5mT+OXALA2TkLHTvUoVXLaqkeU2BgKL/8cpzatUuSJ0/OVG0rNV24EMjAwQsJDo4gb153pk5+h1y5cpj3z56zle++30VWJ0cWzO9HvnwetgtWRERERERERETEytT/L5amwhpKrIwq5E4k3y/ezYoVewEoU/oFxo5pg6enm0Wun5CQyN69p1mz7iAHD54D7k0vOXxYC7y8LNNGatm85Qjjxq8mISGRkiV9+XRMW7y9sz/19SIiovnzz7/J6e6Mb14PnJ2zPPL4a9eCmT3nZ37ZeQIAR0cHWraoRscOtXF1TRsj/NKTa9eDGThwATcC7uDp6crUye+QP78X+/ef4b0h3wIw5pM21H+5jI0jFRERERERERERsS71/4ulqbCGEiujMAyDs+cC2LfvNPv2neGvU9e4/+Xdts1L9O7VCAcH+1Rp+9r1YG7cCKHiiwVtPrViSv3xx0WGfbSYiMgYXF2dGP5Ry6daz8zf/zxjPv2BoKBw87acOZ3xzeuOr68Hvr4e5PP1IK+vO9myZmHxknvTMCYmJmEymWjSuDxdu75MLp8cj2hFHuf27TAGDlrIpcu3cHPLyodD32Tc+B8JD4+mxZtVeW/wa7YOUURERERERERExOrU/y+WpsIaSqz0LDo6jkP+59m37wz79p9JVtwBKFIkN+90qUetmiVsFGHadu16MCNHLef06esAvNWqOn16N8bR0eGx58bFJfDN3G0sXfYbAB7uLhhA8P+mx3ycatWK0rtnQwoVyvXU8UtyYWFRDH5/Eaf+t84fQLGieZg9q2eK/k9FREREREREREQyGvX/i6WpsIYSKz1aveYAv/12iiNHLxEXl2De7uTkSMWKBalRvRjVqhXF00P/n48TH5/AzNk/m6fMLFokN2PHtCVvXveHnnP58i1GfbKCc+cCAHijeWX693uFLFkcuXs3hqtXg7l6LYirV4O4cjWYq1fv/TsyMobixfPSt3djKlQoYJX7e97cjYpl6Iff88cfF3F2zsKiBf3InTv9riEnIiIiIiIiIiLyLNT/L5amwhpKrPSod99vOHbsMgC5c+Wgeo1iVK9WlPLl/MicOZNtg0un9u49zaef/0BYWBRZs2bmgyHNadigbLJjDMNg9ZrfmT5jE3FxCWTPnpVhH7ZI0RSShmEQHR1H1qyZU+sW5H9iY+PZ8JM/Zcvkp3BhjQgUEREREREREZHnl/r/xdJUWEOJlR5t3/EnN2+GUr1aUfLn98JkMtk6pAzh1q0wRo9ZwdGjlwF4temLDBrYDCcnR0LuRPL5uB/Zt+8MAJUrF2bERy3w0KhAERERERERERERSaPU/y+WZmfLxn/99VeaNWtG7ty5MZlMrF27Ntl+wzAYOXIkuXLlwsnJifr163Pu3Llkx4SEhNC+fXtcXV3Jnj07Xbt2JTIy0op3IbZQ/+UytG9XCz8/bxXVLMjLy41pU7ryTpd6mEwmftp4mK7dv2bd+kN07DSNffvOkCmTPQPebcqkiZ1UVBMRERERERERERGR54pNC2t3796lbNmyfP311w/cP2HCBKZNm8bs2bP5/fffyZYtG40aNSImJsZ8TPv27Tl58iTbtm3jp59+4tdff6VHjx7WugWRDMfBwZ5uXeszbeo7eLi7cPnybb6YsIaQkEj8/LyYP7cPrd+qgZ2dTb99iIiIiIiIiIiIiIhYXZqZCtJkMrFmzRqaN28O3Butljt3bt577z3ef/99AMLCwvD29mbRokW0adOGU6dOUaJECQ4dOkTFihUB2LJlC6+88grXrl0jd+7cKWpbQ0FFHizkTiSfff4jBw6cpUWLqvTt3Vhr2ImIiIiIiIiIiEi6of5/sTQHWwfwMJcuXSIwMJD69eubt7m5uVGlShX2799PmzZt2L9/P9mzZzcX1QDq16+PnZ0dv//+O2+88cYDrx0bG0tsbKz54/Dw8NS7EZF0LGcOZ776shNRUbFkzZrZ1uGIiIiIiIiIiIiIiNhUmp3LLTAwEABvb+9k2729vc37AgMD8fLySrbfwcGBnDlzmo95kHHjxuHm5mb+4+vra+HoRTIWFdVERERERERERERERNJwYS01DRs2jLCwMPOfq1ev2jokERERERERERERERERSePSbGHNx8cHgJs3bybbfvPmTfM+Hx8fbt26lWx/QkICISEh5mMeJHPmzLi6uib7IyIiIiIiIiIiIiIiIvIoabaw5ufnh4+PDzt27DBvCw8P5/fff6datWoAVKtWjdDQUA4fPmw+5pdffiEpKYkqVapYPWYRERERERERERERERHJuBxs2XhkZCTnz583f3zp0iWOHj1Kzpw5yZcvHwMHDuTTTz+lcOHC+Pn58fHHH5M7d26aN28OQPHixWncuDHdu3dn9uzZxMfH069fP9q0aUPu3LltdFciIiIiIiIiIiIiIiKSEdm0sObv70/dunXNHw8ePBiATp06sWjRIj744APu3r1Ljx49CA0N5aWXXmLLli1kyZLFfM6SJUvo168fL7/8MnZ2drRo0YJp06ZZ/V5EREREREREREREREQkYzMZhmHYOghbCw8Px83NjbCwMK23JiIiIiIiIiIiIiKSQaj/Xywtza6xJiIiIiIiIiIiIiIiIpKWqLAmIiIiIiIiIiIiIiIikgI2XWMtrbg/G2Z4eLiNIxEREREREREREREREUu53++vVbHEUlRYA4KDgwHw9fW1cSQiIiIiIiIiIiIiImJpERERuLm52ToMyQBUWANy5swJwJUrV5RYIqkoPDwcX19frl69qoVCRVKJ8kzEOpRrItahXBOxDuWaiHUo10Ss49+5ZhgGERER5M6d29ahSQahwhpgZ3dvqTk3Nzf9UBOxAldXV+WaSCpTnolYh3JNxDqUayLWoVwTsQ7lmoh1/DPXNKBGLMnO1gGIiIiIiIiIiIiIiIiIpAcqrImIiIiIiIiIiIiIiIikgAprQObMmRk1ahSZM2e2dSgiGZpyTST1Kc9ErEO5JmIdyjUR61CuiViHck3EOpRrktpMhmEYtg5CREREREREREREREREJK3TiDURERERERERERERERGRFFBhTURERERERERERERERCQFVFgTERERERERERERERERSQEV1kRERERERERERERERERSQIU1ERERERERERERERERkRRQYU1ERERE5F8SEhIAMAzDxpGIiIiIiIiISFriYOsAUpthGJhMpv/8W0QsIy4ujvnz5+Pu7k7FihUpUKCArUMSyZDi4+NZs2YNnp6elChRAm9vb1uHJJLhGIaBYRj06NGD0NBQfvjhB/3uKJLKAgMDcXBwwMPDQ89rIqlIfSMi1qU8ExHJ2ExGBn0NNy4ujk8//ZSYmBh8fX3p37+/rUMSyXBWr17NO++8Q5EiRbhx4wbOzs4MHTqULl262Do0kQxl1qxZDB8+nOLFi3Pq1CnKly/PsGHDqF+/vh7YRCzs6tWrFC9enKioKNatW0ezZs1ISkrCzk4TPYhYUnx8PH379mXv3r0MHDiQ7t272zokkQxJfSMiqS8uLo5p06bh6upKuXLlqFy5sq1DEsmQ4uPjWbx4MdmzZ6d48eIUK1bM1iHJcyxD9hCsXLmSvHnz8ttvv3Ht2jUGDhzI0KFDAU3nI2IphmHwzTff0KNHDw4ePMjWrVtp06YNPXv2ZPfu3bYOTyRDiI2N5bPPPmPmzJnMnDmTXbt28eOPP+Lp6cmcOXNUVBNJBQcPHqR+/fq8++679O3bF0BFNRELO3PmDC+++CInT55k1qxZNGzY0DxiVEQsR30jIqlv06ZN5MqVix9++IFp06bRrFkzxo0bZ+uwRDKcOXPm4O3tzYIFCxg4cCBvvvkmK1euBCApKcnG0cnzKMP1Ety5c4dZs2YxaNAgdu7cyZIlS5gyZQpLlixRB6TIM/rnw9fx48fZt28fLVq0AKBEiRKMHj2a+vXr88EHH3D9+nVbhSmS7t3PtbCwMO7cuUOPHj1o06YNmTJlom7duvj5+REREUF8fLyNIxVJ3+7nmmEY5oexzJkzY29vT+/evYmMjOTTTz+1ZYgiGdKGDRvInz8/e/fupVatWjg5OWEymfSsJmJB6hsRsY6FCxfSunVrDhw4wLZt2xg3bhzDhw9n0aJFxMXF2To8kXQvISGBKVOm8PXXXzNjxgx+++03NmzYQP369ZkwYYJmFxGbyXBfdUeOHGHPnj20atUKAJPJxJ07d+jWrVuy+cRF5MmMHDmSRYsWmT/OmzcvJpOJGzduAJh/YZw9ezaHDx9my5YttghTJN37Z655enrSoUMH85Q99zv+fXx8iIqKwtHR0VZhiqR7/8w1k8lkfhjbv38/efPmpWjRorz//vuMHz+eoKAgVq1aRUBAgA0jFkm/7j9/JSYmEh0dzd69e2nYsCFBQUG89dZbNGrUiJo1azJixAgSEhJsHK1I+vXPvg71jYikjsTERPO/L168yIEDB6hduzYAuXLl4p133qFTp05Mnz6dI0eO2CpMkXTvfq7FxsYSGRlJy5YtadOmDQBlypShZMmS2Nvbc/v2bVuGKc+xdF9Y++677zh//rz549KlS+Pi4sKkSZPw9/fngw8+YMyYMaxZs4YSJUqwdu1aYmJibBixSPoye/ZsXFxc2LBhAzVq1DBvT0xMpFGjRixevBgAR0dHEhISyJcvH127dmX69Om2ClkkXXpQrplMJsqWLQuQ7C2szZs3m+ftVwekyJN52M+1+4Vrk8lEvnz5ABg4cCA5cuTAy8uLRYsWKd9EnsI/i9j29vY4OTnx119/cefOHSZPnoy9vT2jRo2iYcOGTJgwgc8//5zw8HDbBi2SDv37RcgyZcqob0TEwkaMGMHw4cPNH/v5+REXF8edO3cAiI6OBuDLL78kICCATZs2adSayFP4Z65ly5aN9u3bM3LkSOzs7MwvhWTPnp27d+/i5eVly1DlOZZuC2tJSUm8+eabdO7cmbVr15p/eHl6ejJ37lyCg4Pp0KED69evZ/PmzXzzzTc0bNiQXr164e/vb+PoRdK+8+fPU6VKFYYOHcrcuXM5cuQIRYoUMe/39PSkSpUq/P333yxfvjzZua1btyYgIICzZ89aO2yRdOdxuQb33ia+/wtkWFgYFy9epG7dugA4ODiYj9O84iIP97hcu1+4vnDhAvnz5+fMmTNUqlTJ3ME/bNgwfH199Xa/SAo9qIh9/+fU66+/zsSJE1m3bh2jRo2iefPmfPzxx3z22WcsWLCAK1eu2DJ0kXTlYS+MeHh4qG9ExELWrVuHj48PW7duJXfu3ISEhAD/3zc5e/ZsAJycnIiPj8fDw4Pu3buzaNEi7O3tbRm6SLry71wLDg4G7hWx4V7O3R91vWXLFsqXL4/JZNIyGWIT6bKwdv+t/Tx58lCxYkUmTZrE6dOnzftbtGjBrFmz8PT0ZMqUKTRo0IAqVaowZcoUEhMTOXbsmA2jF0kfDh06xPnz5xk7dixt2rQhNDSUFStWcODAAS5evAjc6xTx8/Nj9uzZBAcHmzv4z507h7OzM25ubra8BZF04VG59vfffyc71mQyERAQQGJiIi+++CIAf/75Jx988AGA5hUXeYSU5FpkZCTx8fH06dOH0qVLU7duXQ4ePMhrr73G4MGDAbQmjchjPKqIff/nVLVq1fDy8sLJyYkiRYqYC25DhgwhKChIL2eJpEBKXs5S34jIs7t79y7z58+nb9++HDx4kHfffZecOXMC90Zi169fn9jYWKZOnQr8/0sknTt3JigoSNNBiqTQg3LN3d092TF2dnYkJiaSkJDAsWPHqFmzJgCZMmUyH6MXjsVa0mUPnJ2dHUFBQezfv5/t27fj5OTEjBkzzG+MAAQFBfHXX39RrVo14N60ddeuXSNHjhxak0YkBdq2bUvjxo3Ztm0bPXv2pEyZMkyZMoVmzZrRoEED/P39KVSoEN26dSMiIoK2bdty4MABrly5wrZt26hatSoeHh62vg2RNO9RuVavXj0OHz6crCN/8+bNFC9eHBcXF7p27UqFChW4desWhmFoJI3IIzwu1/z9/XF2dqZ48eLUr1+fAwcOMGPGDIoWLcqgQYPw9/dXx4hICjyqiH3p0iUAqlevTqNGjThy5AiHDx82F9zOnDlDrly5cHZ2tuUtiKQLKX056/bt2+obEXkGu3bt4sCBAwwfPpw7d+7w4Ycf8sUXX7BkyRIA6tevT4MGDZg0aRIBAQFkzpwZuPcCpIeHh36miaTQw3Jt2bJl5r4OwzCwt7cnKCiI27dvm9c3PHr0KJ07dwb0wrFYT7r8SktMTMTZ2Zls2bLh7OzMuHHj+O6778wPauHh4WTJkgUfHx/ee+89rl69SmBgIKNGjcLZ2ZkGDRrY+A5E0pZVq1bRvXt3pk6dyvHjx83bu3fvzqlTpzh+/DhTp07lhx9+YPv27ZQsWZKOHTty8+ZNGjZsyMKFCwkICKBLly5UrFiRmzdvMn78eE15IPIvT5NrnTp14tq1a8C99dQ2bdrEwYMHyZ07N8ePH+fEiRMsWrQIk8mkkTQi//M0ufb2228THBzMqFGj+O6776hQoYL5vBo1ahAUFET58uVtcTsi6cqjitj169fH398fb29v+vXrR9WqVencuTPz58/n7NmzTJgwgVy5clGpUiVb34ZImpeSl7Pg3pv7uXLlUt+IyBO635F/8+ZNatSowc6dO3nxxRc5evQo+/bto1OnTvTv35+kpCQGDx5M3rx5efXVV1mxYgUXLlxg2bJllCxZkvz589v2RkTSuMflWocOHRgwYAA3btww93ls376dAgUKkDt3brp27UrlypUJDQ0lKSlJLxyL9Rhp2MqVK41u3boZU6ZMMf78889k+86fP2/kz5/fuHPnjmEYhlG3bl2jRIkSRu7cuY1JkyYZCQkJxpIlS4ysWbMapUuXNnLlymXUrVvXuHDhgg3uRCRtCgoKMlq2bGn4+PgYvXr1Ml566SUjT548xsKFC83HzJo1y9i+fXuy80JCQgxHR0djxYoV5m1hYWHGuXPnDH9/f2uFL5JuPGuurVy50jAMwwgNDTVq1aplFCxY0NiwYYM1b0EkXbBUriUmJlozbJF062HPazt37jQKFixoVKtWzVi9erVx7do14+jRo0azZs2M4sWLG9evXzcMwzBu3bplvP7660apUqWMF154wahVq5Zx8eJFW92OSJr1NLlWokQJIzAw0IiNjVXfiEgKPCzPli1bZri5uRl9+vQxRo4cacTFxRmGYRiLFi0yqlSpYkycONEwDMMIDAw0GjdubO6brF69unHp0iVb3IpImvY0uVa1alXjiy++MAzDMJKSkozWrVsb9vb2houLi1GxYkXj1KlTNrkXeb6lycLawzpFFi1aZD5mx44dRvv27Q3DMIxz584ZpUuXNkwmk/Hmm28aISEh5uP++usvY9u2bcbevXutfh8iad2qVauMypUrG9euXTNva9GihVGwYEHjhx9+MAzDMKKiov5zXlhYmJE/f37j448/Nm9LSkpK/YBF0qlnzbURI0aYt6l4LfJwlvy5JiIPZ6kitmEYRmxsrBEUFGScPHnSWuGLpBvPmmvLly83b1PfiMiDPS7PkpKSjFKlShkmkylZ7iUlJRktWrQwunbtasTGxhqGYRgxMTFGQEDAfwYHiMiz51q3bt2M+Ph4IykpyWjTpo2RP39+Y+PGjba5GRHDMBxsPWLuQXbu3MmVK1fw9/cnT548ALRs2ZKxY8fi7OxMixYtiIqKwt/fn44dO7J8+XJ69uxJiRIlOH78OLdv3yZHjhwAFC9enOLFi9vydkTSrKVLl5I3b17y5MlDZGQkzs7OvPbaa6xevZqZM2dSq1YtPD09MQwj2RRz+/fvx8nJibfeesu8TVPQiTzcs+Za69atzdtefPFFW9yCSLpgyZ9rIvJwD3te+/TTT3FxcaFFixZ06tQJJyenZOfZ29ubpzJu1aoVAI6Ojri7u/9ncXoRefZcO3HihPn3SPWNiDzYo/ogs2fPTvPmzenTpw99+/YlKiqKhIQEHBwcMJlMuLi48Ndff5nXK3R0dMTHxwcfHx9b3pJImvSsuXbixAkcHO6VMsaMGUPhwoVteTsiaXONtX93igC89tprXLx4kZkzZ3Lnzh2yZctGREQEAQEB/PLLL0yfPp3vvvuOU6dOsWDBAuLj4218FyJpy6+//srPP/9MQkKCeVvhwoU5efIkgHlB3VOnTlGvXj1iYmJYu3YtcK9oFhAQwPnz55kzZw49evSgQYMGFCxYUHMXi/yLck3EOpRrIrbzuOe127dv4+Tk9J98UhFb5Mk8a6798+UsEXmwh+XZpUuXmD59OsHBwfTs2ZMGDRowffp0fvnlFwACAwO5ceMG77zzjvlaeuFY5OGeNde6du1qvpaKapIW2Lyw9qSdIlFRUWzcuJHq1auzbt061q9fz0svvURCQgKOjo6sWrWKzp07kylTJpvcj0haExQURKdOnahTpw5Dhw7l2rVr5n09e/YkJCSE2rVr8+WXX1K9enVWrFjBRx99xN27d7l69SoAMTExbNu2jaZNm/LFF1/w+eefM3XqVJycnPSLo8j/KNdErEO5JmJdKmKLWIdyTST1PWmeRUdHs3r1auzs7FiyZAleXl60a9eOV155hXLlyhEfH0/Tpk1tci8iaZlyTZ4LtpqD8vbt20bHjh0Nk8lklC1bNtmCnhcuXDA8PT2NWrVqGRMmTDCqVatm+Pn5GTt27DDKli2bbK2Z+7S+k8h/xcfHGzNnzjQaNWpkrFixwsiaNasxbtw4IyYmxnzMnj17jG7duhkVKlQw+vXrZ9y+fdswDMPo0KGD0aJFC/Nxt27dMtatW2f1exBJD5RrItahXBOxnmd5Xru/XmF0dLTx7bffGkWKFDH8/PyMxYsX2+huRNIu5ZpI6nvWPEtISDAMwzBu3rxpbN261fjyyy+NNWvW2OZmRNIw5Zo8T2yyxlpCQgKrVq3i5s2bLF++nC5durB8+XIGDRpE5syZKVCgAGvWrGHRokUsX76c6tWrM2rUKDw8PChTpgynTp36zzX1drHIfzk4OFChQgXy5s1Ls2bNOH36NJMmTaJx48aUK1cOgBo1alCjRg3i4uLM84LfunWLI0eO0KZNGwCSkpLw9PTktddes9WtiKRpyjUR61CuiVjHsz6v/fXXXwBkyZKFJk2akD17duWbyAMo10RSnyXyzN7eHgAvLy8aNGhAgwYNbHxXImmPck2eNybDsM28AL///ju3bt2iWbNmjBkzhhkzZrB161Zzp8h9/+4Uefnll2nTpg3Dhw8nKSkJOzubz2YpkqYZhpGs8JwnTx5effVVJk6ciIuLS7L9MTEx2NvbM2/ePObOncu3335L6dKlbRW6SLqiXBOxDuWaiHXoeU3EOpRrIqlPeSZiHco1eZ7Y7Ku0cuXKNGvWDICRI0eSKVMmZs2aRUREBIB5HnBHR0diYmKIj4/nxx9/JFOmTOY3sJRkIo93v3MxLi4OgClTprBgwQIOHDiQbP/169dZuHAh1atXZ8SIEQwZMkSdjyJPQLkmYh3KNRHr0POaiHUo10RSn/JMxDqUa/I8sdmItfvuV6hXrVpFu3bt2LRpU7JhntevX2f9+vUsWLCAixcvMmPGDNq2bWvDiEXSv+rVq5MtWzbzgqC3b9/G09OTZcuWcePGDd577z1bhyiSISjXRKxDuSaSevS8JmIdyjWR1Kc8E7EO5Zo8D2xeWPsndYqIpK6EhAQcHBw4efIkZcuWZdKkSVy4cIE9e/bw7bffUqpUKVuHKJIhKNdErEO5JmJdel4TsQ7lmkjqU56JWIdyTTKqNFFYU6eIiPVVrlwZf39/8uXLx5w5c2jUqJGtQxLJkJRrItahXBNJPXpeE7EO5ZpI6lOeiViHck0yujRRWPsndYqIpK4LFy7QvHlzLl68yLRp0+jatautQxLJkJRrItahXBOxLj2viViHck0k9SnPRKxDuSYZUZpZDfDChQuULl2akydPMnfuXC5fvqwkE0kF9vb2tGjRgqCgIHU+iqQi5ZqIdSjXRKxDz2si1qFcE0l9yjMR61CuSUaWZkasXb58mUWLFjF06FCcnJxsHY6IiIiIiIj8j57XRKxDuSaS+pRnItahXJOMLM0U1kRERERERERERERERETSsjQzFaSIiIiIiIiIiIiIiIhIWqbCmoiIiIiIiIiIiIiIiEgKqLAmIiIiIiIiIiIiIiIikgIqrImIiIiIiIiIiIiIiIikgAprIiIiIiIiIiIiIiIiIimgwpqIiIiIiIiIiIiIiIhICqiwJiIiIiIiIiIiIiIiIpICKqyJiIiIiMhDde7cmebNm1u93UWLFmEymTCZTAwcOPCxx2bPnt0qcaUnderUMX8Ojx49autwREREREREMgQV1kREREREnlP3iy4P+zN69GimTp3KokWLbBKfq6srAQEBjB071rwtf/78TJkyJdlxrVu35uzZs1aOLrm0WNxbvXo1Bw8etHUYIiIiIiIiGYqDrQMQERERERHbCAgIMP97xYoVjBw5kjNnzpi3OTs74+zsbIvQgHuFPx8fn8ce5+TkhJOTkxUiSl9y5sxJeHi4rcMQERERERHJUDRiTURERETkOeXj42P+4+bmZi5k3f/j7Oz8n6kg69SpQ//+/Rk4cCA5cuTA29ubuXPncvfuXbp06YKLiwuFChVi8+bNydo6ceIETZo0wdnZGW9vbzp06EBQUNATxVunTh3+/vtvBg0aZB5VB/8dLTZ69GjKlSvHggULyJcvH87OzvTp04fExEQmTJiAj48PXl5efPbZZ8muHxoaSrdu3fD09MTV1ZV69epx7Ngx8/5jx45Rt25dXFxccHV15cUXX8Tf359du3bRpUsXwsLCko32A/j++++pWLEiLi4u+Pj40K5dO27dumW+5q5duzCZTPz888+UL18eJycn6tWrx61bt9i8eTPFixfH1dWVdu3aERUVlexz0a9fP/r164ebmxseHh58/PHHGIbxRJ9TEREREREReTIqrImIiIiIyBP59ttv8fDw4ODBg/Tv35/evXvTqlUrqlevzh9//EHDhg3p0KGDuRAUGhpKvXr1KF++PP7+/mzZsoWbN2/y1ltvPVG7q1evJm/evIwZM4aAgIBkI+7+7cKFC2zevJktW7awbNky5s+fT9OmTbl27Rq7d+/miy++YMSIEfz+++/mc1q1amUuaB0+fJgKFSrw8ssvExISAkD79u3Jmzcvhw4d4vDhw3z44YdkypSJ6tWrM2XKFPPUlQEBAbz//vsAxMfHM3bsWI4dO8batWu5fPkynTt3/k+8o0ePZsaMGezbt4+rV6/y1ltvMWXKFJYuXcrGjRvZunUr06dP/8//g4ODAwcPHmTq1KlMmjSJefPmPdHnVERERERERJ6MpoIUEREREZEnUrZsWUaMGAHAsGHDGD9+PB4eHnTv3h2AkSNHMmvWLP7880+qVq3KjBkzKF++PJ9//rn5GgsWLMDX15ezZ89SpEiRFLWbM2dO7O3tzaO/HiUpKYkFCxbg4uJCiRIlqFu3LmfOnGHTpk3Y2dlRtGhRvvjiC3bu3EmVKlXYs2cPBw8e5NatW2TOnBmAiRMnsnbtWn744Qd69OjBlStXGDJkCMWKFQOgcOHC5vb+OeLvn9555x3zvwsUKMC0adOoVKkSkZGRyabZ/PTTT6lRowYAXbt2ZdiwYVy4cIECBQoA0LJlS3bu3MnQoUPN5/j6+jJ58mRMJhNFixbl+PHjTJ482fz/ICIiIiIiIpanEWsiIiIiIvJEypQpY/63vb097u7ulC5d2rzN29sbwDzl4bFjx9i5c6d5zTZnZ2dzcerChQupEmP+/PlxcXFJFlOJEiWws7NLtu2fMUZGRuLu7p4szkuXLpljHDx4MN26daN+/fqMHz8+RbEfPnyYZs2akS9fPlxcXKhduzYAV65cSXbcPz+n3t7eZM2a1VxU+3es91WtWtU8HSZAtWrVOHfuHImJiY+NS0RERERERJ6ORqyJiIiIiMgTyZQpU7KPTSZTsm33iz1JSUkAREZG0qxZM7744ov/XCtXrlw2ifH+tn/GmCtXLnbt2vWfa91fv2306NG0a9eOjRs3snnzZkaNGsXy5ct54403HhjD3bt3adSoEY0aNWLJkiV4enpy5coVGjVqRFxc3EPjfVysIiIiIiIiYjsqrImIiIiISKqqUKECP/74I/nz58fB4dkeQRwdHVNlRFaFChUIDAzEwcGB/PnzP/S4IkWKUKRIEQYNGkTbtm1ZuHAhb7zxxgPjOn36NMHBwYwfPx5fX18A/P39LRbzP9eHAzhw4ACFCxfG3t7eYm2IiIiIiIhIcpoKUkREREREUlXfvn0JCQmhbdu2HDp0iAsXLvDzzz/TpUuXJy6S5c+fn19//ZXr168TFBRksRjr169PtWrVaN68OVu3buXy5cvs27eP4cOH4+/vT3R0NP369WPXrl38/fff7N27l0OHDlG8eHFzXJGRkezYsYOgoCCioqLIly8fjo6OTJ8+nYsXL7J+/XrGjh1rsZivXLnC4MGDOXPmDMuWLWP69OkMGDDAYtcXERERERGR/1JhTUREREREUlXu3LnZu3cviYmJNGzYkNKlSzNw4ECyZ8+ebM2zlBgzZgyXL1+mYMGCeHp6WixGk8nEpk2bqFWrFl26dKFIkSK0adOGv//+G29vb+zt7QkODqZjx44UKVKEt956iyZNmvDJJ58AUL16dXr16kXr1q3x9PRkwoQJeHp6smjRIlatWkWJEiUYP348EydOtFjMHTt2JDo6msqVK9O3b18GDBhAjx49LHZ9ERERERER+S+TYRiGrYMQERERERH5p0WLFjFw4EBCQ0NtHUqaVKdOHcqVK8eUKVMeedzly5fx8/PjyJEjlCtXziqxiYiIiIiIZGQasSYiIiIiImlSWFgYzs7ODB061NahpEtNmjShZMmStg5DREREREQkQ3m2lcNFRERERERSQYsWLXjppZcAyJ49u22DSafmzZtHdHQ0APny5bNxNCIiIiIiIhmDpoIUERERERERERERERERSQFNBSkiIiIiIiIiIiIiIiKSAiqsiYiIiIiIiIiIiIiIiKSACmsiIiIiIiIiIiIiIiIiKaDCmoiIiIiIiIiIiIiIiEgKqLAmIiIiIiIiIiIiIiIikgIqrImIiIiIiIiIiIiIiIikgAprIiIiIiIiIiIiIiIiIimgwpqIiIiIiIiIiIiIiIhICvwfTNFJLjmf3uAAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "timegpt_fcst_df = nixtla_client.forecast(df=df, h=6, time_col='timestamp', target_col='value', freq='1mo')\n", + "nixtla_client.plot(df, timegpt_fcst_df, time_col='timestamp', target_col='value')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "python3", + "language": "python", + "name": "python3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/nbs/docs/getting-started/4_data_requirements.ipynb b/nbs/docs/getting-started/4_data_requirements.ipynb index 239917bb..3b650dfa 100644 --- a/nbs/docs/getting-started/4_data_requirements.ipynb +++ b/nbs/docs/getting-started/4_data_requirements.ipynb @@ -46,7 +46,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "`TimeGPT` accepts `pandas` dataframes in [long format](https://www.theanalysisfactor.com/wide-and-long-data/#comments) with the following necessary columns: \n", + "`TimeGPT` accepts `pandas` and `polars` dataframes in [long format](https://www.theanalysisfactor.com/wide-and-long-data/#comments) with the following necessary columns: \n", "\n", "- `ds` (timestamp): timestamp in format `YYYY-MM-DD` or `YYYY-MM-DD HH:MM:SS`. \n", "- `y` (numeric): The target variable to forecast. \n", @@ -939,5 +939,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/nbs/mint.json b/nbs/mint.json index 9bbfda7a..d9847a61 100644 --- a/nbs/mint.json +++ b/nbs/mint.json @@ -25,6 +25,7 @@ "pages": [ "docs/getting-started/introduction.html", "docs/getting-started/quickstart.html", + "docs/getting-started/polars_quickstart.html", "docs/getting-started/setting_up_your_api_key.html", "docs/getting-started/data_requirements.html", "docs/getting-started/faq.html",