diff --git a/nbs/docs/getting-started/1_introduction.ipynb b/nbs/docs/getting-started/1_introduction.ipynb
index 9fb6cee3..2de39ea0 100644
--- a/nbs/docs/getting-started/1_introduction.ipynb
+++ b/nbs/docs/getting-started/1_introduction.ipynb
@@ -36,7 +36,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "**Get started with our [QuickStart guide](/getting-started-timegpt_quickstart), walk through tutorials on the different capabilities, and learn from real-world use cases in our documentation.**"
+ "**Get started with our [QuickStart guide](/docs/getting-started-timegpt_quickstart), walk through tutorials on the different capabilities, and learn from real-world use cases in our documentation.**"
]
},
{
@@ -66,7 +66,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- ""
+ ""
]
},
{
diff --git a/nbs/docs/getting-started/2_quickstart.ipynb b/nbs/docs/getting-started/2_quickstart.ipynb
index 7ca670a1..82f1a7e7 100644
--- a/nbs/docs/getting-started/2_quickstart.ipynb
+++ b/nbs/docs/getting-started/2_quickstart.ipynb
@@ -33,7 +33,7 @@
{
"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/2_quickstart.ipynb)"
+ "[![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Nixtla/nixtla/blob/main/nbs/docs/getting-started/2_quickstart.ipynb)"
],
"text/plain": [
""
@@ -45,7 +45,7 @@
],
"source": [
"#| echo: false\n",
- "colab_badge('docs/getting_started/2_quickstart')"
+ "colab_badge('docs/getting-started/2_quickstart')"
]
},
{
@@ -71,44 +71,21 @@
]
},
{
- "cell_type": "code",
- "execution_count": null,
- "id": "f9c7916a-3292-43bb-8f35-44863e1f7931",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Requirement already satisfied: nixtla in c:\\users\\ospra\\miniconda3\\envs\\nixtla\\lib\\site-packages (0.5.0)\n",
- "Requirement already satisfied: httpx in c:\\users\\ospra\\miniconda3\\envs\\nixtla\\lib\\site-packages (from nixtla) (0.27.0)\n",
- "Requirement already satisfied: pandas in c:\\users\\ospra\\miniconda3\\envs\\nixtla\\lib\\site-packages (from nixtla) (2.1.4)\n",
- "Requirement already satisfied: pydantic in c:\\users\\ospra\\miniconda3\\envs\\nixtla\\lib\\site-packages (from nixtla) (1.10.14)\n",
- "Requirement already satisfied: requests in c:\\users\\ospra\\miniconda3\\envs\\nixtla\\lib\\site-packages (from nixtla) (2.31.0)\n",
- "Requirement already satisfied: tenacity in c:\\users\\ospra\\miniconda3\\envs\\nixtla\\lib\\site-packages (from nixtla) (8.2.3)\n",
- "Requirement already satisfied: utilsforecast>=0.1.7 in c:\\users\\ospra\\miniconda3\\envs\\nixtla\\lib\\site-packages (from nixtla) (0.1.7)\n",
- "Requirement already satisfied: numpy in c:\\users\\ospra\\miniconda3\\envs\\nixtla\\lib\\site-packages (from utilsforecast>=0.1.7->nixtla) (1.23.5)\n",
- "Requirement already satisfied: packaging in c:\\users\\ospra\\miniconda3\\envs\\nixtla\\lib\\site-packages (from utilsforecast>=0.1.7->nixtla) (24.0)\n",
- "Requirement already satisfied: python-dateutil>=2.8.2 in c:\\users\\ospra\\miniconda3\\envs\\nixtla\\lib\\site-packages (from pandas->nixtla) (2.9.0)\n",
- "Requirement already satisfied: pytz>=2020.1 in c:\\users\\ospra\\miniconda3\\envs\\nixtla\\lib\\site-packages (from pandas->nixtla) (2024.1)\n",
- "Requirement already satisfied: tzdata>=2022.1 in c:\\users\\ospra\\miniconda3\\envs\\nixtla\\lib\\site-packages (from pandas->nixtla) (2024.1)\n",
- "Requirement already satisfied: anyio in c:\\users\\ospra\\miniconda3\\envs\\nixtla\\lib\\site-packages (from httpx->nixtla) (4.3.0)\n",
- "Requirement already satisfied: certifi in c:\\users\\ospra\\miniconda3\\envs\\nixtla\\lib\\site-packages (from httpx->nixtla) (2024.2.2)\n",
- "Requirement already satisfied: httpcore==1.* in c:\\users\\ospra\\miniconda3\\envs\\nixtla\\lib\\site-packages (from httpx->nixtla) (1.0.5)\n",
- "Requirement already satisfied: idna in c:\\users\\ospra\\miniconda3\\envs\\nixtla\\lib\\site-packages (from httpx->nixtla) (3.7)\n",
- "Requirement already satisfied: sniffio in c:\\users\\ospra\\miniconda3\\envs\\nixtla\\lib\\site-packages (from httpx->nixtla) (1.3.1)\n",
- "Requirement already satisfied: h11<0.15,>=0.13 in c:\\users\\ospra\\miniconda3\\envs\\nixtla\\lib\\site-packages (from httpcore==1.*->httpx->nixtla) (0.14.0)\n",
- "Requirement already satisfied: typing-extensions>=4.2.0 in c:\\users\\ospra\\miniconda3\\envs\\nixtla\\lib\\site-packages (from pydantic->nixtla) (4.11.0)\n",
- "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\ospra\\miniconda3\\envs\\nixtla\\lib\\site-packages (from requests->nixtla) (3.3.2)\n",
- "Requirement already satisfied: urllib3<3,>=1.21.1 in c:\\users\\ospra\\miniconda3\\envs\\nixtla\\lib\\site-packages (from requests->nixtla) (2.2.1)\n",
- "Requirement already satisfied: six>=1.5 in c:\\users\\ospra\\miniconda3\\envs\\nixtla\\lib\\site-packages (from python-dateutil>=2.8.2->pandas->nixtla) (1.16.0)\n",
- "Requirement already satisfied: exceptiongroup>=1.0.2 in c:\\users\\ospra\\miniconda3\\envs\\nixtla\\lib\\site-packages (from anyio->httpx->nixtla) (1.2.0)\n",
- "Note: you may need to restart the kernel to use updated packages.\n"
- ]
- }
- ],
- "source": [
- "%pip install nixtla"
+ "cell_type": "markdown",
+ "id": "d9c35e70",
+ "metadata": {},
+ "source": [
+ "::: {.callout-note}\n",
+ "You can install `nixtla` with `pip` or `conda`:\n",
+ " \n",
+ "```shell\n",
+ "pip install nixtla\n",
+ "```\n",
+ "or:\n",
+ "```shell\n",
+ "conda install -c conda-forge nixtla\n",
+ "```\n",
+ ":::"
]
},
{
@@ -143,18 +120,7 @@
"execution_count": null,
"id": "849cf664-5f3c-4fef-95c8-3ac912315f28",
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "False"
- ]
- },
- "execution_count": null,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"#| hide\n",
"load_dotenv()"
@@ -214,25 +180,7 @@
"execution_count": null,
"id": "95fd6f32-8ada-4bd8-9083-77bb45bd2349",
"metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "INFO:nixtla.nixtla_client:Happy Forecasting! :), If you have questions or need support, please email ops@nixtla.io\n"
- ]
- },
- {
- "data": {
- "text/plain": [
- "True"
- ]
- },
- "execution_count": null,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"nixtla_client.validate_api_key()"
]
@@ -270,76 +218,7 @@
"execution_count": null,
"id": "fded6ec5-949a-44b8-9a4a-8fc8a5295e06",
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "
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- " \n",
- " \n",
- " | \n",
- " timestamp | \n",
- " value | \n",
- "
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- " \n",
- " \n",
- " \n",
- " 0 | \n",
- " 1949-01-01 | \n",
- " 112 | \n",
- "
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- " \n",
- " 1 | \n",
- " 1949-02-01 | \n",
- " 118 | \n",
- "
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- " \n",
- " 2 | \n",
- " 1949-03-01 | \n",
- " 132 | \n",
- "
\n",
- " \n",
- " 3 | \n",
- " 1949-04-01 | \n",
- " 129 | \n",
- "
\n",
- " \n",
- " 4 | \n",
- " 1949-05-01 | \n",
- " 121 | \n",
- "
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- " \n",
- "
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- "
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- ],
- "text/plain": [
- " timestamp value\n",
- "0 1949-01-01 112\n",
- "1 1949-02-01 118\n",
- "2 1949-03-01 132\n",
- "3 1949-04-01 129\n",
- "4 1949-05-01 121"
- ]
- },
- "execution_count": null,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"df = pd.read_csv('https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/air_passengers.csv')\n",
"df.head()"
@@ -350,19 +229,7 @@
"execution_count": null,
"id": "6242b73d-fd43-41be-b4db-123cf7cd5b11",
"metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "execution_count": null,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"nixtla_client.plot(df, time_col='timestamp', target_col='value')"
]
@@ -400,86 +267,7 @@
"execution_count": null,
"id": "793011c6-6845-410f-b6b1-3bdb87b41ce6",
"metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "INFO:nixtla.nixtla_client:Validating inputs...\n",
- "INFO:nixtla.nixtla_client:Preprocessing dataframes...\n",
- "INFO:nixtla.nixtla_client:Restricting input...\n",
- "INFO:nixtla.nixtla_client:Calling Forecast Endpoint...\n"
- ]
- },
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " timestamp | \n",
- " TimeGPT | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " 0 | \n",
- " 1961-01-01 | \n",
- " 437.837921 | \n",
- "
\n",
- " \n",
- " 1 | \n",
- " 1961-02-01 | \n",
- " 426.062714 | \n",
- "
\n",
- " \n",
- " 2 | \n",
- " 1961-03-01 | \n",
- " 463.116547 | \n",
- "
\n",
- " \n",
- " 3 | \n",
- " 1961-04-01 | \n",
- " 478.244507 | \n",
- "
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- " \n",
- " 4 | \n",
- " 1961-05-01 | \n",
- " 505.646484 | \n",
- "
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- " \n",
- "
\n",
- "
"
- ],
- "text/plain": [
- " timestamp TimeGPT\n",
- "0 1961-01-01 437.837921\n",
- "1 1961-02-01 426.062714\n",
- "2 1961-03-01 463.116547\n",
- "3 1961-04-01 478.244507\n",
- "4 1961-05-01 505.646484"
- ]
- },
- "execution_count": null,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"timegpt_fcst_df = nixtla_client.forecast(df=df, h=12, freq='MS', time_col='timestamp', target_col='value')\n",
"timegpt_fcst_df.head()"
@@ -490,19 +278,7 @@
"execution_count": null,
"id": "638329d2-2d1b-49dd-8df7-1926f7d9b36b",
"metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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SebR041kKeIV5A5Adl+W0TCIiUn5U4CEiIiIiIiIiIiIiIlIJWK25bN0WC8BL/76Zxo0jSU3N4pX//MxT//qW+PgUYwOKSzlsdjJPZADgU6dk41kKeIXld/DITbZis9qclk1ERMqHCjxEREREREREREREREQqgR07jmC15lK9egAD+rfhyy8e5P77BuDhYWb16r2Muv19fp+1Qd08qqisuEwcuXbM3u5YqnuVag2zt3vhaBdrvMa0iIhUNirwEBERERERERERERERqQTWbzgAQKeODTGZTLi7mxlzRy8mff0ILZrXJiPDyhtvzmDcP77h1Kkkg9OKs2UeTQfAp7YfJpOp1OtYNKZFRKTSUoGHiIiIiIiIiIiIiIhIJVBQ4NGxY8Mit9erF8Znn97Po49ci6enOxs2HmD0HR/wy69rsNvtRkQVJ3M4HGQeTQPAp45fmdYqGNOSrQ4eIiKVjuEFHidOnGD06NFUq1YNHx8f2rZty6ZNmwrvdzgcjB8/nsjISLy9venVqxe7du0qsobVauXRRx+levXq+Pr6cv3113P8+PHyfigiIiIiIiIiIiIiIiIukZSUzr59JwHo2KHBBfebzW7cdmsPvpv8GG3bRpGVlcO7783i4Ue/5OTJxPKOK06Wk5CNLTMPk7sJrwjfMq1VUOBhPZuFPU8FQCIilYmhBR5JSUl0794dDw8P5syZQ0xMDO+88w5BQUGFx7z11lu8++67fPTRR2zYsIHw8HD69+9PWlpa4THjxo1jxowZ/Pjjj6xcuZL09HQGDx6MzWYz4FGJiIiIiIiIiIiIiIg418ZNBwFo1DCCkBD/Sx5Xu3Z1PvrwHv75xPX4eHuybVssL708rbxiiotkHssfz+Jd0w8397K9vOfu74HZ2x3sYD2b7Yx4IiJSTtyN3PzNN9+kdu3afPPNN4W3RUVFFf6/w+Hg/fff5/nnn2f48OEATJ48mbCwMKZOncr9999PSkoKX331Fd999x39+vUDYMqUKdSuXZuFCxcycODAcn1MIiIiIiIiIiIiIiIizrZ+/cXHs1yMm5sbI4Z3oUOHBtw28j1iYo6TmppJQICPq2OKixSOZ6ldtvEsACaTCa8wbzJi07CezsQ7XM8LEZHKwtACj99//52BAwdy0003sWzZMmrWrMlDDz3EvffeC8Dhw4eJi4tjwIABhedYLBZ69uzJ6tWruf/++9m0aRO5ublFjomMjKRly5asXr36ogUeVqsVq9Va+OfU1FQAcnNzyc3NddXDFbniFHw96etKRArouiAi59N1QUTOp+uCiJxP1wUR+asr9ZrgcDhYv2E/AO3a1Sv244+MCKJu3RocOXKGjZsOcFWPZq6MKS6Sl55LTqIVTOAR7uWU579HdQvEppF5KgPf5oFOSGmcK/W6UFL6+xGpGgwt8Dh06BCffvopTzzxBM899xzr16/nsccew2KxcMcddxAXFwdAWFhYkfPCwsI4cuQIAHFxcXh6ehIcHHzBMQXnn+/111/n5ZdfvuD2+fPn4+OjKkURZ1uwYIHREUSkgtF1QUTOp+uCiJxP1wUROZ+uCyLyV1faNeFsQhZnzqRiNps4eWI3f8bvLfa5IcEmjhyBmTOXkpZ62IUpxVWqZQdRk1DSzZnMWzzPKWt65VloTF0yT6Xx5+w/weSUZQ11pV0XSiozM9PoCCLiBIYWeNjtdjp06MCECRMAiI6OZteuXXz66afccccdhceZTEW/qzgcjgtuO9/fHfPss8/yxBNPFP45NTWV2rVrM2DAAAICAkr7cETkPLm5uSxYsID+/fvj4eFhdBwRqQB0XRCR8+m6ICLn03VBRM6n64KI/NWVek345de1wHbatq3HDTcMLtG5Xl472bL1Z5JT4Nprr3VNQHGpMwtPYM3Mombr2jRt3topazrsDk7+fBhzLvTr2hfPEItT1jXClXpdKKmCiQYiUrkZWuARERFB8+bNi9zWrFkzfv31VwDCw8OB/C4dERERhcfEx8cXdvUIDw8nJyeHpKSkIl084uPj6dat20X3tVgsWCwXfqPy8PDQhV/EBfS1JSLn03VBRM6n64KInE/XBRE5n64LIvJXV9o1YfPm/M4bXTo3LvHj7tChIQAHD54mKyuPgABvp+cT17FZbVhPZwHgHxXk1Oe9V6g3WScyyEvIwTfMz2nrGuVKuy6UlP5uRKoGNyM37969O3v3Fm0jtm/fPurWrQtAvXr1CA8PL9JSKScnh2XLlhUWb7Rv3x4PD48ix5w6dYqdO3dessBDRERERERERERERESkMsjNzWPzlkMAdOzYsMTnV6vmT926NXA4HGzbHuvkdOJqWSfSwQEegZ54BHo6dW2vMB8ArKc1ukNEpLIwtMDjH//4B2vXrmXChAkcOHCAqVOn8sUXX/Dwww8D+aNZxo0bx4QJE5gxYwY7d+5k7Nix+Pj4MHLkSAACAwO5++67+ec//8miRYvYsmULo0ePplWrVvTr18/IhyciIiIiIiIiIiIiIlImO3cdIysrh+BgXxo2CC/VGtFt6wEUFopI5ZF5NB0Anzr+Tl/bcq7AI/t0Jg6Hw+nri4iI8xk6oqVjx47MmDGDZ599lldeeYV69erx/vvvM2rUqMJjnn76abKysnjooYdISkqic+fOzJ8/H3////9G9t577+Hu7s7NN99MVlYWffv2ZdKkSZjNZiMeloiIiIiIiIiIiIiIiFOsX78fgI4dGuLmVrr37UZH12Pmb+vZsuWwM6OJizlsDjKPu7DAo7oXuJmwZdnIS8vFI8C5HUJERMT5DC3wABg8eDCDBw++5P0mk4nx48czfvz4Sx7j5eXFxIkTmThxogsSioiIiIiIiIiIiIiIGGPDhgNA6cazFCjo4LF//ynS0rLw9/d2SjZxrezTmThy7Zi9zVhqeDl9fTd3NyzVvbDGZ5F9OlMFHiIilYChI1pERERERERERERERETk4lJTM9m95wQAncpQ4FG9egB1alfH4XCwbVusk9KJq2UeTQPAu7Y/JpPJJXt4/WVMi4iIVHwq8BAREREREREREREREamANm46iMPhoF5UKDVqBJZprejo/C4emzWmpVJwOBxknCvw8K3t57J9vMLyu7lkn85y2R4iIuI8KvAQERERERERERERERGpgArGs3Tq1KjMa0VH1wdg61YVeFQGOYlWbBl5mNxNeEX6umwfS2h+B4+81BxsWXku20dERJxDBR4iIiIiIiIiIiIiIiIVjMPhYP25Ao+OZRjPUqCgg8e+/SdJS1O3hoqucDxLpC9u7q57Oc9sMeMRbAE0pkVEpDJQgYeIiIiIiIiIiIiIiEgFc+JEIqdOJeHubia6bb0yr1ejegC1a1XDbnewffsRJyQUVyoo8PCp4+/yvbzC8rt4qMBDRKTiU4GHiIiIiIiIiIiIiIhIBbNu/X4AWreqg7e3p1PWLBjTsnnLIaesJ66Rl55LTqIVTOBT28/l+3mFeQOQfVqdXUREKjoVeIiIiIiIiIiIiIiIiFQwGwrHszRy2poFY1q2bD3stDXF+TKP5XfvsIR6Y/Zyd/l+BR08chKzsefaXL6fiIiUngo8REREREREREREREREKpC8PBubNh8EoFOnhk5bt2DUy759J0lPz3bauuJcmUfTAfCp7frxLADuvh64+3mAA6zx6uIhIlKRqcBDRERERERERERERESkAtm9+zgZGVYCArxp3CjSaeuGhgZSq1Y17HYH27bHOm1dcR57jo2suAwAfOu4fjxLgYIuHhrTIiJSsanAQ0REREREREREREREpAJZf248S4f2DTCbnftSTkEXj60a01IhZRxJAzt4BHriEWgpt30tYd4AZJ/OLLc9RUSk5FTgISIiIiIiIiIiIiIiUoGs37AfgE6dGjl97ejo/AKPzVtU4FERpe5JAsCvUVC57lvQwcN6JguHzVGue4uISPGpwENEREREREREREREpIo4cSKRd9+fxc23vsOyZbuMjiOlkJ6eTUzMcQA6dmzo9PULOnjs3XuCjIxsp68vpWc9m0XO2WxwM+HfKLBc9/YI9MTNYsZhc2BN0PNCRKSicjc6gIiIiIiIiIiIiIiIlM2uXceY+sMKli3fhd2e/+77H39aRc+eLQxOJiW1afMhbDY7dWpXJyI82Onrh4UFERkZwsmTiWzffoSuXZs4fQ8pnYLuHb71/DF7le9LeCaTCa8wbzKPppN9OhOvUO9y3V9ERIpHHTxERERERERERERERCohm83OsmW7eODBz7n3/k9ZsnQndrujsEPDrl3HyM7OMTillNSGc+NZXNG9o0A7jWmpcGxWGxmHUgEIaOr8wp7iKBzTcjrTkP1FROTy1MFDRERERERERERERKQSyc7O4c85m/lx2iqOH08AwN3dzMABbbn11u7UrxfG8BFvcTo+hR07jrq0UECcb8OGA4BrCzyio+vzx+xNbNlyyGV7SMmkH0jGYXPgGWLBUsOY7hmWcwUe2fFZOBwOTCaTITlEROTSVOAhIiIiIiIiIiIiIlIJJCam8cuva5kxcx0pKfnvsPf392bY0M7cOKIL1asHFB7brl195szdwqbNh1TgUYmcOpXEseMJmM1utG9X32X7FHR52bvvJBmZVnx9LC7bSy7P4XCQuicZAP+mwYYVVliqeWFyN2G32shNzsEzWM8LEZGKRgUeIiIiIiIiIiIiIiIV3Np1+3jm2Snk5OQBEBkRzC23dOe6a9vjc5EX5wsKPDarQ0Olsv5c944WzWvj6+vlsn3Cw4OIjAjm5Kkkdmw/QpcujV22l1xe9qlM8lJzMHm44Vc/0LAcJjcTlhreZJ/KJPt0pgo8REQqIBV4iIiIiIiIiIiIiIhUcN99t4ycnDyaNI7k9tt70vPqFpjNbpc8vt257g+7dx9Xh4ZKZP36/QB06uT6rivR0fU5eWoTm7ccUoGHwVJ3JwHg3zAQN49Lf12XB68wn8ICj4CmwYZmERGRCxn7XUJERERERERERERERP5WSkom27bHAjDhtVH06d3qb4s7ACLCg4mMCMZms7N9W6zrQ0qZ2Wx2Nm46CEDHjo1cvl90dP6Yli1bDrt8L7m0vIxcMo+lAfnjWYzmFeYDQPbpTIOTiIjIxajAQ0RERERERERERESkAlu1eg92u4NGDSOIiCj+C8AFXTw0pqVy2LvvJGlpWfj5edGsaU2X7xfdNr/AY8/eE2RmWl2+n1xc2r5kcIBXuA+eQcZ32rHU8AYT2DLyyEvPNTqOiIicRwUeIiIiIiIiIiIiIiIV2IoVMQBcdVWzEp1XUOCxabMKPCqDgvEs7dvVx93d7PL9IiKCiSjo8rLjiMv3kws57A7S9p4bz1IBuncAuHm44VnNC1AXDxGRikgFHiIiIiIiIiIiIiIiFZTVmsu6cy/8X3VV8xKd2/5cgce+fSdJT892ejZxrg0bDgDQsWPDctuzoIuHxrQYI/NIGrYsG2ZvM751/I2OU0hjWkREKi4VeIiIiIiIiIiIiIiIVFAbNhwgOzuXsLAgGjeKKNG5NWoEUrtWNex2B1u36gX8iiwj08qOnUcB6NSpUbntGx19rsBDzw9DpO45172jcTAms8ngNP+voMAj81g6DpvD4DQiIvJXKvAQEREREREREREREamglheMZ+nRFJOp5C8AF45p2aIxLRXZ4sU7yMuzUadOdWrVrFZu+7aLzn9+7N59nMxMa7ntK5CTbCU7LhNM4N84yOg4RfjU8sPsbcaWmUdGbKrRcURE5C9U4CEiIiIiIiIiIiIiUgHZbHZWrtoDwNUlHM9SoKDAY/NmFXhUZLP+2AjA4Os6lOu+ERHBhIUFYbPZCzuISPlIO9e9w6e2H+5+HganKcpkNhHQLASAlF2JOBzq4iEiUlGowENEREREREREREREpALaufMoyckZ+Pt50bZtvVKtUdCh4cCBOFJTM50ZT5wkNjaenTuPYja7cc2g6HLfv13BmBZ1eSk39lw7aQdSAAhoGmxwmovzbxKEyWwiJyGb7NNZRscREZFzVOAhIiIiIiIiIiIiIlIBrVi5G4Cu3Zri7m4u1RrVqvkTFVUDh8PBli2HnRlPnKSge0e3bk2oVs2/3PePPlcEtGWrnh/lJf1QCo5cO+7+HnhF+hod56LMXu74NQwEIHVXgsFpRESkgAo8REREREREREREREQqGIfDwfIVMQBc3aNZmdYq6OKxSR0aKpzc3DzmzN0CwJByHs9SIPpcd5iYmONkZeUYkuFK4nA4CsezBDQNxmQyGZzo0gKa549pyTyaTm6qnhsiIhWBCjxERERERERERERERCqY2Nh4jh9PwMPDTOcujcu0Vrt2+QUemzerwKOiWbV6D8nJGVSv5k+XMn6eSysyMpiw0EBsNjs7dh4xJMOVxHomm5xEKyazCb9GQUbH+VueQRa8a+V3GEmNSTQ4jYiIgAo8REREREREREREREQqnILxLB3aN8DXx1KmtQo6eBw6dJqkpPQyZxPnmTUrfzzLNde0K/UYnrIymUz/P6ZFY3xcrqB7h2+9AMwWYz7nJRHYohoAafuTsVltBqcREREVeIiIiIiIiIiIiIiIVDDLl+ePZ7nqquZlXisoyJcGDcIBvYBfkcTHp7Bu/X4ABl/X3tAs7aLzx7To+eFatuw80g+nAvnjWSoDrwgfPIMtOPIcpO1LNjqOiMgVTwUeIiIiIiIiIiIiIiIVyJmzqcTsPg5Aj+5NnbJmwQv4mzSmpcKY/ecm7HYHbdtGUbt2dUOztD33/IjZfZzs7BxDs1RlaftTwO7As7oXlhreRscpFpPJRECLECB/TIvD7jA4kYjIlU0FHiIiIiIiIiIiIiIiFcjKc+NZWrSoTfXqAU5Zs127BgBs3qICj4rAbrcze/YmAIZc18HgNFAzMoTQ0EDy8mzs3HnU6DhVksPhKBzPEtCkcnTvKOBXPwCztxlbZh4ZsalGxxERuaKpwENEREREREREREREpAJZsSK/wOOqHmUfz1Igum09TCYTR46c4exZvUBrtM1bDnPyVBK+vhZ6925pdBxMJhPR57p4bNaYFpfIOpFBXnoubp5u+NZ3TuFWeTGZ3fA/N1ImZVciDoe6eIiIGEUFHiIiIiIiIiIiIiIiFURGRjYbNx0E4Oqrmzlt3YAAbxo1igD0An5F8McfGwEY0L8NXl6eBqfJF932XIGHxvi4REH3Dr9GQbi5V76X5wKaBmMym8g5m401PsvoOCIiVyxDv4OMHz8ek8lU5CM8PLzwfofDwfjx44mMjMTb25tevXqxa9euImtYrVYeffRRqlevjq+vL9dffz3Hjx8v74ciIiIiIiIiIiIiYii73U5MzDFSU/XCW2W2du0+8vJs1Kldnai6oU5du110fUAv4BstNTWLpcvyX+sYPNj48SwF2p8b47Nj51Fij8QbnKZqyU3LIfNYOgABTYKMDVNKZi93/BoEAvldPERExBiGlwi2aNGCU6dOFX7s2LGj8L633nqLd999l48++ogNGzYQHh5O//79SUtLKzxm3LhxzJgxgx9//JGVK1eSnp7O4MGDsdlsRjwcERERERERERERkXK3Y8cR7r3/M+6571P+8+rPRseRMli+IgaAq65yXveOAu3bnSvw2KICDyMtWLCVnJw8GjYIp2mTmkbHKVSzZghXXdUMh8PBpElLjI5TZdjz7JxZdhIAr0hfPAItBicqvYAWIQBkHkkjNy3H4DQiIlcmwws83N3dCQ8PL/yoUaMGkN+94/333+f5559n+PDhtGzZksmTJ5OZmcnUqVMBSElJ4auvvuKdd96hX79+REdHM2XKFHbs2MHChQuNfFgiIiIiIiIiIiIiLnf6dDLjX57G/Q9+zu7d+Z2N12/Yj9Waa3AyKY3c3DzWrN0HwNVXNXf6+m3aROHmZuL48QTi41Ocvr4Uz6zZm4D87h0mk8ngNEXddWdfABYs3E5srLp4lJXD4eDMipNYz2Th5ulG9S5hRkcqE88gC941fQFIjVEXDxERI7gbHWD//v1ERkZisVjo3LkzEyZMoH79+hw+fJi4uDgGDBhQeKzFYqFnz56sXr2a+++/n02bNpGbm1vkmMjISFq2bMnq1asZOHDgRfe0Wq1YrdbCP6empgKQm5tLbq7+4SPiLAVfT/q6EpECui6IyPl0XRCR8+m6ICLn03Xh4rKzc/hx2iqm/rAKqzUXk8nENYPasnbtfhKT0tmxI5Y2baKMjikltGHjQdLTswkO9qVRo3CnP+8tFjONG0eyZ88J1m/Yz8ABbZy6fnmo7NeEfftOsm/fSTw8zPTp3aLCPY769WrQo0dTVq7cw1dfL+LfL95odKRKLXnzWTJj08ANqvWMAB+3Cvc5LynfJoFkncggbV8yfi2DcPM0Gx2p0l8Xyov+fkSqBkMLPDp37sy3335L48aNOX36NK+++irdunVj165dxMXFARAWVrSaMSwsjCNHjgAQFxeHp6cnwcHBFxxTcP7FvP7667z88ssX3D5//nx8fHzK+rBE5DwLFiwwOoKIVDC6LojI+XRdEJHz6bogIufTdSGfw+Fg954Eli47Rtq59vi1avrTt09dwsM9OXTYk8Qk+PmXBZw4UXFGP0jxLFgYC0Dt2j7MmzfXJXsEBtgBmDVrBba8Ey7ZozxU1mvC/AWHAWjQIJBVq5YaG+YSGtZ3Z+VKWLR4B1F1oXp1vW5SGiHZgdTKzH+N66j3KbZv2mdwIidxQGNzXbzyLGyctZ6z3klGJypUWa8L5SUzM9PoCCLiBIYWeFxzzTWF/9+qVSu6du1KgwYNmDx5Ml26dAG4oD2Zw+G4bMuyyx3z7LPP8sQTTxT+OTU1ldq1azNgwAACAgJK81BE5CJyc3NZsGAB/fv3x8PDw+g4IlIB6LogIufTdUFEzqfrgoicT9eF/7d7zwk++mgOO3cdAyAsLJAH7h9A714tCn8fas1Zz549s8nKtnDttdcaGVdKyOFw8PWkdwG47db+dOvaxCX7VKu+n3Xrp3DmbG6lfI5U5muC1ZrLx5+8DcA9dw+mY4cGBie6tIOHbaxYsZvDRxzccUfle54YLftkBmeXnAIgoHUI3Vo3NDiRc2UcSCVpbTy1TRF0HNQFk5uxo4Yq83WhPBVMNBCRys3wES1/5evrS6tWrdi/fz9Dhw4F8rt0REREFB4THx9f2NUjPDycnJwckpKSinTxiI+Pp1u3bpfcx2KxYLFYLrjdw8NDF34RF9DXloicT9cFETmfrgsicj5dF0TkfFfydeHs2VQ++3w+f87ZDICXlwe3j+7JyNuuwmIp+nfSvl3+C8a7dh3DZHLD3d341vlSPHv2nODMmVS8vT3p0rmJy57v7aIbYDa7EReXzNmz6UREBF/+pAqoMl4TFi/ZRXpGNuHhQXTp3Bg3NzejI13SPXf1Y8WK3SxZsou7xvalfv2wy58kAOQkZpOw4jQ4wK9BICHtQi/7xuXKJqBRMClbE7Bl5pFzIhu/+hXjzdOV8bpQnvR3I1I1VKifHqxWK7t37yYiIoJ69eoRHh5epJ1STk4Oy5YtKyzeaN++PR4eHkWOOXXqFDt37vzbAg8RERERERERERGRymDv3hPcetu7hcUd1wyKZtqP/+TOsX0uKO4AqFcvFH9/b7Kycti3/1R5x5UyWLEyBoDOnRpd9HPrLD4+Fpo1qwXAps2HXLaPXGjWHxsBuO7a9hW6uAOgUaMIevVsgcPh4JvJi42OU2nkZeYSt/AYjlw7XuE+VO8eUeWKOwDc3N0IaJpfHJa6KwGHw2FwIhGRK4ehP0E8+eSTLFu2jMOHD7Nu3TpuvPFGUlNTGTNmDCaTiXHjxjFhwgRmzJjBzp07GTt2LD4+PowcORKAwMBA7r77bv75z3+yaNEitmzZwujRo2nVqhX9+vUz8qGJiIiIiIiIiIiIlNmkyUvIzMqhSeNIvvziQV584SZqVL/0O6Xd3Nxo0yYKgK1bD5dTSnGG5St2A3DVVc1dvle76PoAbFaBR7k5fiKBzZsPYTKZuO7a9kbHKZa77uwDwOLFOzl06LTBaSo+e66d0wuPY8vIwyPQk9A+tTCZq15xR4GApsGYzCasZ7OxxmcZHUdE5IphaIHH8ePHue2222jSpAnDhw/H09OTtWvXUrduXQCefvppxo0bx0MPPUSHDh04ceIE8+fPx9/fv3CN9957j6FDh3LzzTfTvXt3fHx8mDVrFmazWg+KiIiIiIiIiIhI5RUXl8yKlfkv+r/075tp3rx2sc5rW1DgsS3WRcnE2U6cSOTgwTjMZje6d2vi8v3atztX4LHlkN55X05mz94EQMeODQkPDzI2TDE1bBhBr17nunhMUhePv+OwOziz7AQ5Cdm4eZkJ618bs6Vqv05l9nbH99xolpSYRIPTiIhcOdyN3PzHH3/82/tNJhPjx49n/PjxlzzGy8uLiRMnMnHiRCenExERERERERERETHOzN/WYbc76NC+AVFRocU+r6DAY9u2WOx2e4UfBSH/P56lTZsoAgJ8XL5fq1Z1cHc3Ex+fwokTidSqVc3le17JbDZ74ZilIddVju4dBe6+sy9Ll+5i8ZKdjD0UR4P64UZHqpASN5wm81g6JrOJsL618PD3NDpSuQhsEUL6/hQyj6SRm5ZzxTxuEREj6Sd7ERERERERERERkQrGas3l91kbABgxomuJzm3cOBJvb0/S0rI4HBvvinjiZCsKxrP0aFYu+3l5edKiRX5HmE0a0+Jy69bv58yZVAIDfcplBI8zNWgQTu9eLfO7eHyjLh4XkxKTSGpMEgA1rorEK9T1RVoVhWewF96RvuCAVHXxEBEpFyrwEBEREREREREREalgFi/eQXJyJmGhgSUe2eHubqZlyzoAbN0a64J04kzJyRls2x4LwNXl+OJ/4ZiWzQfLbc8r1R9/bARg0MBoPD0NbaxeKnfd1QeAxUt2cvBgnMFpKpbMY2kkrj8NQHD7GvjWCzA4UfkLaBkCQNq+ZGxWm8FpRESqPhV4iIiIiIiIiIiIiFQwv0xfC8CwYZ1xdzeX+PyCMS1btx12ZixxgdVr9mK3O2jUMIKIiOBy27dd9LkCjy2HcTgc5bbvlSYxMY0VK/M7tAweXLnGsxRoUD+cPr1bAvC1ungA4LA5SN5+lvglJ8ABfo2DCGx1ZY468o70xTPEgiPPQdqeJKPjiIhUeSrwEBEREREREREREalAYmKOsXv3cTw8zAwZ3KFUa7RtWw+AbVtj9eJ9Bbd8eQwAV11VPuNZCrRoURtPT3cSEtI4cvRMue59JZk7dys2m53mzWrRoH640XFK7c47+2AymViydCcHDpwyOo6hsk9ncuL3wyRtOoPD5sCnth/Vu4ZjMpmMjmYIk8lEYMv84pbU3YnY8+wGJxIRqdqK1QvsiSeeKPHCL7zwAiEhISU+T0RERERERERERORK9suv+d07+vVtTXCwX6nWaN6sFh4eZs4mpHHiRCK1al2Z7yyv6LKzc1i3fj8AV5XjeBYAi8WDli3rsHnzITZvPkRU3dBy3f9K4HA4mDU7fzzL4FIWa1UUBV08Fi3ewdeTFjPh1VFGRyp3tuw8EjfGk74/BQA3i5mQTmH4NQi4Yos7CvjWCyBxUzy2jDzSD6YQ0KT8uhGJiFxpilXg8f7779O1a1c8PT2LtejKlSt55JFHVOAhIiIiIiIiIiIiUgJJSeksWrwdgBEjupZ6HYvFg+bNarFt+xG2botVgUcFtWrVHqzWXMLCgmjcKKLc92/frn5hgcfwYV3Kff+qymazs3TpTqZ8v5wjR87g5eVB/36tjY5VZneO7cPiJTtZunQXBw6comHD8n/OGsHhcJB+IIXEDfHYrTYgfyRLSIdQzJaSj9CqikxuJgJbhJC4Pp7UnYn4Nw664oteRERcpVgFHgAzZswgNLR4Fbz+/v6lDiQiIiIiIiIiIiIl43A49EJKFTHrj43k5tpo3qwWzZvVKtNabdrUO1fgcZjB17V3UkJxFofDwfc/rADg2muiDfkabhddH4DNWw7rOuIEVmsuc+Zs5vsfVnDiRCIAXl4ePPbodfj6ehmcruzq1w+jT5+WLFq0g6+/WcyE16p+F4+cZCsJa+LIjssEwCPIQvVu4XiF+RicrOLxbxxE8taz5KbmkHk0Hd+6eq1QRMQVilXg8c033xAYGFjsRT///HPCwsJKHUpERERERERERORKl5GRTVxcMknJGST/5SMpqeifk1MySE3NomuXxrz5xu16gbYSy8uzMWPGOgBGDC97N4W2baP49jvYujW2zGuJ823adJA9e05gsXhwYxm6tZRF8+a18PLyIDk5g0OHT9OgfrghOSq7tLQsZsxcx08/ryYxMR2AgABvbhzRlRtHdCUoyNfghM5z19g+LF68k6XLdrF//ykaGdB5pjzY8+ykbE8gecdZsIPJbCKobXUCW1bD5Kbvsxfj5mHGv2kwKdsTSNmZoAIPEREXKVaBx5gxY0q06MiRI0sVRkRERERERERERODgwTjuue9TrNbcYp+zctUe9u49SdOmNV2YTFxp1ao9nI5PISjIhz59WpV5vVat6uLmZuLkyUTi41MIDS3+m/jE9b6bshyAIUM6EBzsZ0gGDw93WrWqy4YNB9i8+ZAKPErozNlUfvppFTNmricz0wpAWGggt912FUMGd8Dbu3hj7yuTevXC6NunFQsXbefrbxbx+oTRRkdyuqyTGZxdfYq8tPzvwd61fKnWJRwP/6r3+XS2gGYhpOxMxBqfRfbpTHU6ERFxgWKPaPmr5ORkfvnlFw4ePMhTTz1FSEgImzdvJiwsjJo19Q9IERERERERERGRsvjo4zlYrbn4+FgIDQ0gKMiXoCBfgs/99/w/fz1pMUuX7mLWHxtV4FGJ/TJ9DQDXD+mIxeJR5vV8fSw0bhTJnr0n2LotlgH925R5TXGO3XuOs2HjAcxmN267tYehWdq3q8+GDQdYv/4AN93YzdAslcXJk4lM/m4pc+duITfXBkC9eqGMHtWT/v1a4+5uNjagi911Zx8WLd7BsuUx7Nt/ksaNIo2O5DRZJzOIm3cUALOPO9U6h+FT11/dsYrJ3ccdv4aBpO9LJmVnggo8RERcoMQFHtu3b6dfv34EBgYSGxvLvffeS0hICDNmzODIkSN8++23rsgpIiIiIiIiIiJyRVi/YT/r1u/H3d3MpG8eoVbNapc9Z/jQzixduosFC7fx2KPXOqU4QMrX4cOn2bTpEG5uJobe0Nlp67ZpG8WevSfYtu2wCjwqkCnnunf079eGiPBgQ7Nc1aMZn30+nzVr9xIXl0x4eJCheSq65OQM7rnvE5KTMwFo07ouo0f1pGvXxri5uRmcrnxERYXSr28rFizczpQpy3nl5VuNjuQUDpuDhLVxAPhG+VO9ewRunlW7WMcVAluEkL4vmcyj6eQkW/EMshgdSUSkSinxTxtPPPEEY8eOZf/+/Xh5eRXefs0117B8+XKnhhMREREREREREbmS2O12Pv5kLgDDhnYqVnEHQLt29YmMCCY9PZslS3e6MqK4yK/T1wL5L7Y78wX2tm3qAbB1W6zT1pSyOXr0LEuX7QJg1KirDE6TP3KjXbv62O0OZv623ug4Fd7/vlxAcnImdevW4LNP7ufTT+6ne/emV0xxR4Fbz3WeWbFyd+F4msouNSaR3JQc3LzMVOum4o7S8gyy4FMnf+xUyq5Eg9OIiFQ9Jf6JY8OGDdx///0X3F6zZk3i4uKcEkpERERERERERORKNG/+NvbvP4Wvr4U7x/Yp9nlubm5cd117AP74Y6Or4omLZGRkM3fuFgBGjOjq1LXbtK4LwOHD8SQnZzh1bSmd739YjsPhoEf3pjSoH250HABuHNEFgN9nrcdqzTU4TcW1f/8pfvt9AwBPPzWU1ue+vq5ETZvUpFatalituaxctcfoOGWWl5lL0tazAIR0CMVsUXFHWQS2zC9QTT+QQl6mrikiIs5U4gIPLy8vUlNTL7h979691KhRwymhRERERERERERErjRWay5ffDEfgDtu70VQkG+Jzr/2mnaYTCY2bznM8RMJrogoLjJn7hYys3KIiqpB+3b1nbp2UJAv9eqFArBt+xGnri0ld+ZMCnPm5Bfz3D66p8Fp/l+P7s0IDQ0kOTmTxUvUBehiHA4H73/wB3a7g759WhHdtp7RkQxlMpno17c1AAsXbTc4TdklbojHkWfHUsMLv4aBRsep9LzCfLCEeoPdQerupFKtYU3M5vTCY9hzbU5OJyJSuZW4wOOGG27glVdeITc3v+LOZDJx9OhRnnnmGUaMGOH0gCIiIiIiIiIiIleCn39Zw+n4FMJCA7n5pm4lPj8sLIjOnRoB8Mcfm5wdT1zE4XDwy69rABgxrAsmk8npe7RtEwXA1m2Hnb62lMy0n1aTl2ejTZsoWrWqON0f3N3NDBvaGYBfzz0fpaglS3ayZethPD3defiha4yOUyEUFHisW7ePtLQsg9OUXlZcJhmH8t/YXK1LuEuuw1eigi4eaXuSSlykYT2TRdycI2QeSydx4xlXxBMRqbRKXODx9ttvc+bMGUJDQ8nKyqJnz540bNgQf39/XnvtNVdkFBERERERERERqdJSUjL59rulANx3b38sFo9SrTN4cP6Ylj/nbCYvT+94rQw2bjzI0aNn8fGxMOiadi7Zo02b/E4D27bGumR9KZ7U1CxmzlwHVKzuHQWGDOmAh4eZmN3Hidl93Og4FUp2dg4TP54DwOhRVxMeHmRsoAqifv0w6tcPIzfXxvIVMUbHKRWH3UHC2jgA/JsEYanubXCiqsOnjh8eAZ7Yc+yk7Usu9nnZpzM5Ne8o9hw7lhrehLTX9AARkb8qcYFHQEAAK1eu5Ndff+WNN97gkUce4c8//2TZsmX4+pasbaSIiIiIiIiIiIjApMlLSE/PplHDCAYMaFvqda7q0YygIB/Onk1l3fr9zgsoLvPL9PxuCddeE42vj8UlexR08Ni3/yQZmVaX7CGXN33GWjKzcmjQIJyuXRobHecCIcF+9O2T35Fh+vS1BqepWKb+sILTp5MJCw1k9KirjY5ToRSOaVlYOce0pO5JIjfJipvFTHA7FRI4k8lkIqBlCAApuxJx2B2XPSfrVAZx84/iyLXjFe5D+MDauHmaXR1VRKRSKXGBR4E+ffrw5JNP8vTTT9OvXz9nZhIREREREREREbliHD+RwK/nXkx9+OFBmM2l/pUdHh7uDBwYDcAff2x0Sj5xnVOnkli1ag8Aw4d3cdk+oaGBREaGYLc72LHjiMv2kUvLzs7hp59XA3D7qKsr7AiIEeeehwsXbScpKd3gNBVDXFwy301ZDsAjD1+Dl5enwYkqloICj42bDla654wtK4/kLfnjP4Lb1cDs5W5woqrHr0EgZm8ztow8Mg6n/u2xmcfTOb3gGI48B96RvoT1r42bh4o7RETOV+LvVq+88srf3v/vf/+71GFERERERERERESuNJ9/MZ+8PBudOjWiU8dGZV5vyHUdmDZtFStX7SExMY2QEH8npBRXmDFzHXa7g44dGhJVN9Sle7VtE8XJk4ls3RpLl84Vr3tEVTd79iaSkzOIiAimT59WRse5pObNa9G0aU327DnBrD82ccftFW+UTHn7+NM5WK25tG0bVaE/d0apVata4XNm6bJdDBva2ehIxZa4KR57jh3PEAv+jYOMjlMlubm7EdAshKTNZ0jZkYBv/YCLFrhlHEkjfukJsDvwqe1HjV41cXMvfcGriEhVVuKr44wZM4p8/PTTT7z55pu88847zJw50wURRUREREREREREqqaYmGMsWrQDk8nEww8Ocsqa9euH0aJ5bWw2O3PmbnHKmuJ8Vmsus851WRkxwnXdOwoUjGnZtu2wy/eSovLybHz/wwoARt52Fe7uFfcd6SaTiRtHdAXyC5Dy8mwGJzLW1m2HWbRoB25uJsY9PrjCdl4xmpFjWhyOy4/9uJjsM1mk708BoFqXcExu+ty6in/TYEzuJnKSrGSdzLjg/vTDqcQvOZ5f3BHlT2jvWiruEBH5GyW+Qm7ZsqXIx86dOzl16hR9+/blH//4hysyioiIiIiIiIiIVDkOh4OPPpkDwDWDomnUKMJpaw8e3AGAWX9sLPWLX+JaixbvICUlk7CwILp3a+ry/dq2rQdAzO7jWK25Lt9P/t+ixTuIi0smKMiXwde1NzrOZfXt04rAQB9On05m1eq9RscxjM1m5733/wDg+iEdadwo0uBEFVffc51Ntm6L5cyZlHLbNyfFyvFfDpISk4g9z17s8xx2Bwlr4gDwaxiIV5iPqyIKYLaYCzukpOxIKHJf2oFkziw7AQ7wbRBAaM+amMwqthER+TtOKYELCAjglVde4cUXX3TGciIiIiIiIiIiIlXeqlV72Lo1Fk9Pd+69p59T1+7XtxVeXh4cPXqWHTuOOnVtKTuHw8Evv6wBYNjQzpjNrn+ncs2aIVSv5k9uro2YmGMu30/yORwOvpuyDIBbbu6OxeJhcKLLs1g8uH5IRwCmT19rcBrjzPpjI/v3n8LPz8vp1+iqJiwsiNat6uJwOFi8ZGe57Zu2O4m89FwS153m+C8HSN6RgD338l1n0vYnk5OQjcnDjZAOrh2PJfkCWlQDE2SfysR6NguA1L1JnF1xChzg1ziIGj0i1UlFRKQYnPYvh+TkZFJSyq8yU0REREREREREpLLKy7Px8adzgfwXfcPCgpy6vq+vF3375LfMLxgDIhXHvv2n2LP3BJ6e7gwZXD4dHUwmE23aRgH577KX8rF69V4OHTqNj4+F4cM6Gx2n2IYO7YSbm4kNGw8QGxtvdJxyl5aWxRf/mw/A3Xf1JTjYz+BEFV+/fs4Z05KXZ2PnzuIVJgZ3CKVa13Dc/TywZdlI2hjPsZ8OkLT1DDbrxQs9bNl5JG06k39+dA3M3u5lyivF4+HngW+9AABSdiaSEpNIwur8Lir+TYOp3k1jckREiqvEBR4ffvhhkY8PPviAZ555hltuuYVBg5wzJ1RERERERERERKQq+2P2Jo4cOUNgoA+3j+7pkj2GnBvTsnjJDjIyrS7ZQ0qn4AXQ7t2alusLx21bRwEq8ChPBd07hg3thL+/t8Fpii8iPJge3ZsBMH3GldfF4+tvFpOcnElUVA1GDO9idJxKoXevlri5mdgVc4yTJxNLvc5vv63nvgc+463/zrzssW7ubgQ0DabWiAZU7xGBR4An9hw7yVvOcuznAyRujMeWlVfknKQtZ7BbbXgEWQhoFlzqnFJygS2rAZBxOJXEdafP3RZCtS5hmEwq7hARKa4Slya+9957Rf7s5uZGjRo1GDNmDM8++6zTgomIiIiIiIiIiFRFmZlWvvxqIQB3ju2Dn5+XS/Zp1aoOdepU5+jRsyxatL1w5IIYK3+EwQ4A+vZpVa57t21bD4CdO4+Sl2fD3d1crvtfabZti2X7jiN4eJi5+ebuRscpsRHDu7B8RQx//rmZ++8bgK+va65VFU1sbDy//Jo/Qunxxwbr66SYqlXzp110fTZuOsjCRTu44/aSFy+mpWXx1TeLAGjYMLzY55ncTPg3CsKvQSAZsWkkbz9LbpKVlB0JpMYk4t8kiMCW1bBl5ZG2Jzk/b5cwdYwoZ5ZqXnhF+pJ9MgOAoDbVCYquruIOEZESKnEHj8OHDxf5OHjwIGvXrmXChAn4+/u7IqOIiIiIiIiIiEiV8cOPK0lMTKdmzRCGDe3ksn1MJlNhFw+Naak4du8+zqlTSXh7e9KtW5Ny3btevVD8/b3Jysph376T5br3lei77/O7d1wzqB01qgcYnKbkOnRoQJ061cnMymHu3C1GxykXDoeD9z+cjc1mp0ePZnTu1MjoSJVKwZiWRYtKN6bl2++WFnZOKU1RosnNhF/9AGreUI/QvrXwrO6Fw+YgNSaJY78c4PSi4wD41gvAO8K3VBmlbELa18Dd34OQjqEEt6uh4g4RkVIocYGHiIiIiIiIiIiIlE5CQhpTf1gBwIP3D8TDo8QNdkvkmkHRmM1u7Np1jMOHT7t0LymehYvyu3d079YULy/Pct3bzc2NNm2iANi6NbZc977SHDhwitWr92IymRg18iqj45SKyWTixhFdAfhl+locDofBiVxv1ao9rF+/Hw8PM489cq3RcSqdXj1bYDa7sf/AKWJj40t07okTifz082oAHnn42jJ1TjGZTPjW8SdycBThA2rjFeYDdrBl5mFyNxHSMbTUa0vZWKp7U/vGhoXjWkREpOSK9S/I4cOHF3vB6dOnlzqMiIiIiIiIiIhIVfbV14vIysqhRfPa9O7d0uX7hYT4071bU5aviGHWH5t47FG9YGkku93OEoPGsxRo2yaKlSt3s3V7LCMraeFBZTBlan4hV+9eLahdu7rBaUrvmkHRfPbZPI4cOcOmTQfp0KGh0ZFcJicnjw8mzgbglpu7U6uWXoAuqYAAHzp3bsTq1XtZuGg799zdr9jnfvrZXHJzbXTs2JCuXRo7JY/JZMK7ph/eNf3Ijssk7UAyPnX8cff1cMr6IiIiRihWB4/AwMBif4iIiIiIiIiIiMiFEpPSC0elPPLwNeXWlrxgTMvceZvJzc0rlz3l4nbtOsbp+BR8fCx0cdILmCXV9lwHj23bYrHb7YZkqOpOnEgsHFExelRPg9OUja+vF9dc0w6AX6evNTiNa/3082pOnEikWjV/xozpbXScSqtf33NjWhbvKHbXl+3bj7B4yU7c3Ew89si1Lvn+6BXuQ40ekfjW8Xf62iIiIuWpWB08vvnmG1fnEBERERERERERqdIWLNiGzWanebNahWMyykPnzo2oXs2fswlprFy1h969XN85RC5u4bkX/a+6qhkWizHvIG/cOBJvb0/S0rI4fDieBg3CDclRVSUmpfPUvyZjs9np2LEhTZvWNDpSmY0Y3oVfp69lxcrdxMUlEx4eZGie3Nw8EhKznDoy5sjRM0yatBiABx8YiK+PxWlrX2mu6tEMT093jhw5w4EDcTRqFPG3x9vtdj481zll8HUddE0SERG5jGJ18BAREREREREREZGymTdvKwCDBkWX677u7mauvTb/HfizZm0s173l/+WPZ9kJQN/exoxngfznQ8uWdQDYuvWwYTmqouTkDB57/CtiY88QGhrI008ONTqSU0RFhdKhfQPsdgczf1tnWI6cnDxmzFzHqNs/5MuvtvPRx3OdUuSRnp7Nv575jsysHNq2jWLQwLZlD3sF8/X1olu3JsD/F7X9nYWLdhCz+zg+3p7ce0/xR7qIiIhcqUpV4PHLL79w880306VLF9q1a1fkQ0RERERERERESm/nzqOs37BfozSqmMOHT7Nn7wnMZrfC9vXlafB1+WNa1q3fz+nTyeW+v8C27Uc4m5CGn58XnTo1MjRLwZiWrdtiDc1RlaSkZPL4uK85dOg01av5M/GDu6lZM8ToWE4zYngXAH6ftQGrNbdc97Zac/nl1zXcdMvb/Pft3zh9OgWAX35dy1dfLyrT2jabnZfG/8jRo2cJCw3k1Vduw81N74stq4LvcwsXbf/bIhyrNZdPP5sHwOjRPalWTeNTRERELqfEP6l8+OGH3HnnnYSGhrJlyxY6depEtWrVOHToENdcc40rMoqIiIiIiIiIXBFidh/ngYc+Z9w/vmHwkAm8+tovrFq1h5wcFXtUdnPPde/o2rUJQUG+5b5/rVrViG5bD4fDwZ9zNpf7/gKLzr2T/eqrm+PpWazJ2S7Ttm09IL/Aw5ljLq5UqalZPP6Pr9l/4BQhIX5MnHgPtWtXNzqWU3Xv3pSw0ECSkzNZvHhHueyZnZ3DtJ9WcdPNb/Pue7M4cyaV6tUDeOzRa+jTO78LzdffLObHaStLvcfnX8xnzdp9eHq688browkJUYGBM3Tr2gQfb09OnUoiJub4JY+b9tMqTp9OJiw0kNtu7VGOCUVERCqvEhd4fPLJJ3zxxRd89NFHeHp68vTTT7NgwQIee+wxUlJSXJFRRERERERERKTKs9nsvP32b9jtDtzdzaSlZ/PnnM089a9vuW7Ia4x/5SeWLY8p93dOS9nZ7Xbmz98KYGjr/8GD87t4/DF7E3a73bAcVyKbzc6SpcaPZynQvFktPDzMJCSkceJEotFxKrW0tCzGPfE1+/adJDjYl4kf3E3dOjWMjuV07u5mhg3rDMAv09e6dK+srBymTl3BiJv+ywcfzuZsQhphoYE8+c/r+XnaPxkxvAsdO0Rwz919APhw4p/88UfJx0/Nn7+VKd8vB+C5Z0fQpElNpz6OK5mXlyc9ejQDLj2mJTExjW+/XQrAAw8MxGLxKK94IiIilVqJCzyOHj1Kt27dAPD29iYtLQ2A22+/nR9++KHUQV5//XVMJhPjxo0rvM3hcDB+/HgiIyPx9vamV69e7Nq1q8h5VquVRx99lOrVq+Pr68v111/P8eOXrggVEREREREREamIfvt9PXv2nsDX18KvvzzFxx/dy403dqV69QAyMqzMn7+VZ5+bwrWDX+PFl35g8ZIdZGXlGB1bimHL1sOcjk/Bz8+L7t2aGpajd68W+PpaOHUqic2bDxmW40q0ZethkpIyCAjwpmPHhkbHwWLxoHmzWgBs3XrY4DTGOnM2tdTX0oyMbJ745yT27DlBUJAPH35wN/XqhTk5YcUxZHAHPDzM7N59nJiYY05fPyPTyrffLWPETW/x0SdzSErKICIimH89PYyfpv2T4cO6FCkCGD3qakbedhUAb7w1g8VLit9ZZM+eE0x4YzoAt4/uyYD+bZz7YKRwTMuiRdux2S4sKvzyq0VkZuXQrFkt+vcr/9FlIiIilVWJCzzCw8NJSEgAoG7duqxdm1+te/jw4VK389uwYQNffPEFrVsX/Sb+1ltv8e677/LRRx+xYcMGwsPD6d+/f2FRCcC4ceOYMWMGP/74IytXriQ9PZ3Bgwdjs9lKlUVEREREREREpLwlJaXz+efzAbjv3v7UqB5AdNt6PDFuCDOnP83nn97Prbf0ICwsiKysHBYt2sELL/7AtYNf4733Z6kbQwU3d+5WAPr0bmXoO5S9vDwLX8ScVYp3u0vpFYxn6dmzBe7uZoPT5GvT5v/HtFypYmKOMXzEWwy54XXefuc3Dh6KK/a5GZlWnnhyErtijhEQ4M0H791Ng/rhLkxrvOBgv8IX7b+etNipay9btosRN77FZ5/PIzk5k5o1Q3ju2RFM++EJbri+Ix4eF441MplMPPzQIIYM6YDd7mD8yz+xdt2+y+6VkJDGM89NIScnj27dmnDfvf2d+lgkX6dOjfD38+JsQhrbt8cWue/goTh+n7UBgMceuRY3txK/VCUiInLFKvF3zT59+jBr1iwA7r77bv7xj3/Qv39/brnlFoYNG1biAOnp6YwaNYr//e9/BAcHF97ucDh4//33ef755xk+fDgtW7Zk8uTJZGZmMnXqVABSUlL46quveOedd+jXrx/R0dFMmTKFHTt2sHDhwhJnERERERERERExwiefziMtPZtGjSIYNrRzkfvc3Nxo1aoujz16LdN/eYov//cQo0ZeTWREMFZrLj//soblK2IMSi6Xk52dUziaY9CgtsaGAYYM7gjAsuUxpKRkGpzmypCXZ2PpsvyuxP36VJx3qbdtGwXA+vX7ycnJMzaMQX6ftRGbzU5mppXpM9Zx+x0f8uBDnzN//ta//TvJzLTy5JOT2LHjKP5+Xnzw/t00ahRRjsmNM+aO3pjNbqxevZctW5zTCSg1NZMJr/9KamoWdWpX58UXbuKH7//B4OvaX7YgymQy8fSTQ+nbpxV5eTaefe57tv1N0VJOTh7PvfA98fEp1KlTnfH/vgWzWcUFruDp6U7Pni2AC8e0fPTRHOx2B717taRNmygD0omIiFReJf7J5YsvvuD5558H4IEHHmDSpEk0a9aMl19+mU8//bTEAR5++GGuu+46+vXrV+T2w4cPExcXx4ABAwpvs1gs9OzZk9WrVwOwadMmcnNzixwTGRlJy5YtC48REREREREREanItm8/wuw/NwHw5D9v+NsXs0wmE82b1eLhhwbx809PMnrU1QBMmry01J1VxbWWr9hNZqaViIhgWreqa3QcmjSJpEnjSHJy8pg9e5PRca4ImzYfIiUlk6AgX6Kj6xkdp1B023pUrx7A2YQ0Zv623ug45S43N4+ly/KLrx64fyC9erbAbHZj2/YjjH/lJ4YOf5NPPp3LyZOJRc7Lzs7h6X99y7btR/Dz8+L99++iSeNIIx6CIerUqc71Q/ILxT75dJ5TvvdM/nYpaenZ1K8fxpTvHueaQdEl6nRjNrvx7xdvomuXxlituTz59GT27jt5wXEOh4N33vudHTuO4ufnxZtv3I6fn1eZ88ul9Ts3emXJ0p3k5eV3XV+7dh/r1u/H3d3Mgw8ONDKeiIhIpXRhX7PLcHNzK9Iu6+abb+bmm28u1eY//vgjmzZtYuPGC1tCxsXlt8MLCys6szAsLIwjR44UHuPp6Vmk80fBMQXnX4zVasVqtRb+OTU1FYDc3Fxyc3NL9VhE5EIFX0/6uhKRArouiMj5dF0QkfNdadeFPJuN/749E4Brr4mmaZOIEj32m2/qyq/T17Jv30mWr9hFt65NXJRUSmvO3M0A9O/XCpvNViHGCt9wfQfeevt3ps9cy4gRnSp8a/zKfl1YsGArAFdf3QyHw05ubsUYqeTmBmNuv5p33vuDyd8uYeDA1vh4W4yOVW7Wrt1HamoWIcF+3HxTF8xmN86cSWX2n5v444/NnDmbypTvl/P91BV07tSQG27oSNu2Ubzwwo9s3nIYHx8L/33zdho2CKu0z83SuuP2q5k7dwu7Yo6xcNE2ep3r0lAap+KS+OXXNQDcf1//Yn2NXOqaMP6lm3jqX1PYvv0I4/7xNRM/vIu6dWoU3j9jxjpmzdqIyWTixRduJDIi6Ir73JW3Vq1qExTkS3JyBuvW7aNd+3p8OHE2ACOGdyYsNECfA3GKyv6zQnnR38+Vy2az6fNfiXh4eGA2X7rYtcQFHvXq1WP06NGMGjWKpk2bljrYsWPHePzxx5k/fz5eXpeukjWZTEX+7HA4LrjtfJc75vXXX+fll1++4Pb58+fj4+NzmeQiUlILFiwwOoKIVDC6LojI+XRdEJHzXSnXhY2b4jh46DReXmYa1Dfx559/lniN1q2qsW79KT6c+BtJiS0u+3sTKT8ZGbmsX78fAItncqk+v66Ql2fDYjFz8mQSn3z6I/XrBRkdqVgq43XBZrOzaHH+aAJf74wK8xwoYDLZCQqykJSUweuvf0vXLjWNjlRu/ph9EIB69XyZN29u4e2hNWDsmKYcOJDElm3xxMamsHbdftau24+7uxt5eXY8PdwYNrQBsbHbiY3dfqktqrR27WqwavUJ3v/gd9JSD5d6zMmsPw6Qm2ujbp0AEs7u488/9xf73ItdE/r0qs7p02c4fTqThx/5glG3NScw0MKRoylM+2kPAD2vrkViwv4S7SWlVy/Kly1bM5j83RwWLPQj9sgZvL3dCQ+zVrhrolR+lfFnhfKUmanxfFcah8NBXFwcycnJRkeREgoKCiI8PPyi/74vcYHHo48+yg8//MBrr71GdHQ0t99+O7fccgsRESWbMbhp0ybi4+Np37594W02m43ly5fz0UcfsXfvXiC/S8df146Pjy/s6hEeHk5OTg5JSUlFunjEx8fTrVu3S+797LPP8sQTTxT+OTU1ldq1azNgwAACAgJK9DhE5NJyc3NZsGAB/fv3x8PDw+g4IlIB6LogIufTdUFEznclXRcSEtKY+PFEAB5+8Bquv75jqdbp0iWdW0e+z6lTGYSGNqFjx4bOjCll8PMva3A4oHmzWowePcLoOEUcPebOL7+u5eRJeOTha42O87cq83Vh7dp9WK0bCAnx4957by71i+Cu5OVdh1df+5XNm8/y9FOj8ff3NjqSy1mtuUz8eCsAd905mJYt61zy2OMnEpg1ayN/ztlCamoWXl4evPXm7bRpbfzIJSP16mVl5OgPSErKwGYPZciQTiVeY+/ek8TsXgfAC8/fRuNijrq53DWhd+++PPr41xw9epZZs4/y/HPD+ezzqTgc0L9fa55/briKIctRzVpH2PL41xw+nMbx41kA3HfvAIYP62xwMqlKKvPPCuWpYKKBXDkKijtCQ0Px8fHR979KwOFwkJmZSXx8PMBFazBKXODxxBNP8MQTT7Bv3z6+//57Pv30U5566il69+7N6NGjueOOO4q1Tt++fdmxY0eR2+68806aNm3Kv/71L+rXr094eDgLFiwgOjoagJycHJYtW8abb74JQPv27fHw8GDBggWFY2JOnTrFzp07eeutty65t8ViwWK5sN2gh4eHLvwiLqCvLRE5n64LInI+XRdE5HxXwnXhs88XkJlppVmzWgwd2qXUL/yGhQVzw/Ud+enn1Xz3/Qq6dWvm5KRSWgsW5L+z/5pB0RXu+TxiRFd++XUta9bu42xCOhHhwZc/yWCV8bqwdFkMAH16t8TLq2KOPxk0MJofflzFwYNxTPtpDQ8+MNDoSC63avVeMjOthIcH0bZt/b99saNeVDiPPTqY++8byNq1+6hduzr164dd8vgrRWCgB3eN7cM7781i8rfLuO7aDvj4FP857nA4+OyL/HfaDxzYlhYtSl4wc6lrQo0aQXz4/t088NDnnDiRyEMPfwlA0yY1ee7ZEXh6Vq7rSGXXLro+NWoEcOZMKmClTp3qjBjeFXf3S7eeFymtyvizQnnS382VxWazFRZ3VKtWzeg4UgLe3vkF1/Hx8YSGhl4wrqXUJeONGzfm5ZdfZu/evaxYsYIzZ85w5513Fvt8f39/WrZsWeTD19eXatWq0bJlS0wmE+PGjWPChAnMmDGDnTt3MnbsWHx8fBg5ciQAgYGB3H333fzzn/9k0aJFbNmyhdGjR9OqVSv69etX2ocmIiIiIiIiIuJSmzcfYv6CbZhMJp785/Vlflf/qJFX4eFhZtu2WLZsOeSklFIWhw6dZu++k5jNbvTt29roOBeoW6cGHdo3wG538NtvG4yOUyVZrbksX5Ff4NG3T8V7DhRwc3Pjvnv7A/DTz6tJSEgzOJHrLVyYX3zVt0/rYr+T1WLxoGfPFiru+IsbbuhErVrVSExM54cfV5bo3DVr97F58yE8Pd0Ln3/OFBoayIfv301IiB8AISF+vPH6aCwWvbhZ3tzc3IpcAx99+FoVd4iIlIPc3FwAfHx8DE4ipVHweSv4PP5VmX57sH79esaNG8ewYcPYu3cvN954Y1mWu8DTTz/NuHHjeOihh+jQoQMnTpxg/vz5+Pv7Fx7z3nvvMXToUG6++Wa6d++Oj48Ps2bNuqCSRURERERERESkIsjLs/HOu78DMPSGjjRrWqvMa9aoEcjg6zoA8M2kJWVeT8pu7rwtAHTt2oSgIF+D01zc8OH57fFn/bGBnJw8g9NUPes3HCAjw0qNGgG0anXpESAVQY/uTWnRojZWay6Tv63a15CMTCsrV+0BoF+/ilt4Uxm4u5u5/1xxxg8/rCAxsXjFQXl5Nj7+ZA4AN93Y1WUdhGrVqsZHH97DsKGdeO+dOwkNDXTJPnJ5g69rj6enOz16NKNbtyZGxxERuaJoLEvl9HeftxIXeOzbt4+XXnqJRo0a0b17d2JiYnjjjTc4ffo006ZNK1PQpUuX8v777xf+2WQyMX78eE6dOkV2djbLli2jZcuWRc7x8vJi4sSJJCQkkJmZyaxZs6hdu3aZcoiIiIiIiIiIuMq0n1ZxODaeoCAf7r9vgNPWHT36asxmNzZuOsiOnUedtq6UnN1uZ/6CbQAMGtjW2DB/o0f3ZlSvHkBSUgZLl+0yOk6Vs2hRfpeIPr1b4eZWti49rmYymXjg/vzr0czfNnDqVJLBiVxn5crd5OTkUad2dRo3unCmuZRMnz6taNasFplZOcUuMJwzdwuHD8fj7+/N7aN7uTRfVFQoTz05lEb6XBuqfv0wZs96jgmvjtQLjSIiImVU4n9ZNG3alDlz5vDwww9z7Ngx5s+fz5gxY4p01RARERERERERkQvFx6fw9TeLAXjowWsICHBeu9yI8GCuvaYdAJMmLXbaulJym7ccJj4+BT8/L7p3a2p0nEtydzcz9IaOAMyYsdbgNFWL1ZrLypW7Aejbp5XBaYqnfbsGdOzQkLw8G199s8joOC5TMJ6lX7/ij2eRSzOZTDz84CAAZv62nmPHzv7t8VlZOfzvy4UA3Dm2NwEB3i7PKBWDr6+XRrOIiEi5iIqKKtJUoqopcYHHnj17CkezhIeHuyKTiIiIiIiIiEiV9MGHs8nKyqFVqzpce02009e/fXRP3NxMrFm7j917jjt9fSmegvEsfXq3wmLxMDjN3xsypCNmsxvbth/hwIFTRsepMtas3UtmVg5hYUG0aFF5ug3ff1/+uI25c7dw+PBpg9M4X2pqJuvW7wcqT+FNZdCuXX26dmmMzWbn8y/m/+2xP05bydmzqURGBDN8WJdySigiIiJSdZS4wKNx48auyCEiIiIiIiIiUqWtW7+fJUt34uZm4sknbnDJyIZatarRv38bACZNLl6rfHGu7Owcli7ZCcCgQW2NDVMMNaoH0PPq5gDMmLnO4DRVx6JFO4D8IoLK1CWiefPa9Ly6OXa7g/99tdDoOE63bHkMeXk2GjYIp169MKPjVCkPPjAQk8nE4iU7iYk5dtFjEpPS+f775QDcf/8APD3dyzOiiIiISJVQrN8khISEcPbs37dW+6s6depw5MiRUocSEREREREREalKcnLyePfd3wG4cURXGjWKcNleY+7ohclkYsWK3erIYIDlK3aTmZVDZEQwrVvVNTpOsRS8i37uvK1kZGQbnKbyy8rKYdXqPQD07Vv5ukTce09/TCYTS5fuqnKdgP46nkWcq2HDCK4ZlN+Z6pNP5+JwOC445uuvF5GZlUPTpjXVQUVEREQu6vPPP6dmzZrY7fYit19//fWMGTOGgwcPcsMNNxAWFoafnx8dO3Zk4cJLFybHxsZiMpnYunVr4W3Jycnnft5dWnhbTEwM1157LX5+foSFhXH77beXqD6iPBWrRDY5OZk5c+YQGBhYrEUTEhKw2WxlCiYiIiIiIiIiUlVM/WEFx44nUK2aP/fc3c+le0XVDaVP75YsWryDyd8u5T+v3ObS/aSouXPzx7MMHNjWJV1aXCE6uh5RUTWIjT3D3LlbGDGiq9GRKrXVq/eQnZ1LZGQITZvUNDpOidWvH8bAAW2ZO28LX3yxgPfevdPoSE6RmJjGps0HAejbRwUernDP3f1YuGg7m7ccZs3afXTr2qTwviNHz/Db7xsAeOShayrN9VFERKQqcTgcZGfnlvu+Xl4exe5qd9NNN/HYY4+xZMkS+vbtC0BSUhLz5s1j1qxZpKenc+211/Lqq6/i5eXF5MmTGTJkCHv37qVOnTqlynfq1Cl69uzJvffey7vvvktWVhb/+te/uPnmm1m8eHGp1nSlYvdAGzNmjCtziIiIiIiIiIhUSRmZVr6fmt+S/pGHr8HPz8vle44d05tFi3eweMlO7o6NJyoq1OV7CiQkpLF+w34ABg2MNjhN8ZlMJoYP68K7781i+ox1DB/epVKNFaloFi2unONZ/uruu/qyYOE21q3fz5Yth4iOrm90pDJbsmQndruD5s1qUbNmiNFxqqTw8CBuHNGVqT+s4JNP59K5UyPM5vxCjs8+m4fNZqd7t6a0a1f5n08iIiKVUXZ2Ln37jy/3fRctGI+3t2exjg0JCWHQoEFMnTq1sMDj559/JiQkhL59+2I2m2nTpk3h8a+++iozZszg999/55FHHilVvk8//ZR27doxYcKEwtu+/vprateuzb59+2jcuHGp1nWVYpXJ2u32En/Ur68f0kRERERERERE/vxzExkZVurUrk7/choL0KBBOFdf1RyHw8Hk75aWy54CCxZuw2530KJ5bWrXrm50nBIZNDAab29PDsfGs3XrYaPjVFoZmVZWr9kLVM7xLAVq1gzhhus7AvDZF/MvOm6jslm4SONZysMdt/fE38+LQ4dOM2/+VgC2bz/CsuUxuLmZeOjBgcYGFBERkQpv1KhR/Prrr1itVgC+//57br31VsxmMxkZGTz99NM0b96coKAg/Pz82LNnD0ePHi31fps2bWLJkiX4+fkVfjRt2hSAgwcPOuUxOVOxO3iIiIiIiIiIiEjJ2O12fv5lDQA33dStXFvSjx3Tm+UrYliwYBt339mXWrWqldveV6q587YCMGhgW0NzlIafnxcDB7Rl5m/rmT5jXZXo2GCEVSt3k5OTR53a1WnUMMLoOGUydkxvZv+5mR07jrJ6zV66d2tqdKRSO306mW3bj2Aymejbp/IW3lQGAQE+3HFHLz7+ZC7/+98C+vZpxUefzAFg8HUdqFcvzOCEIiIiVy4vLw8WLRhvyL4lMWTIEOx2O7Nnz6Zjx46sWLGCd999F4CnnnqKefPm8fbbb9OwYUO8vb258cYbycnJuehaBf8G/2vBcm5u0TE1drudIUOG8Oabb15wfkRExfuZXoPuRERERERERCoAu91udARxgTVr9nH8eAJ+fl5cM6h8R3Y0bVqTrl0aY7c7+Pa7peW695Xo0KHT7Nt3ErPZjb59K2eHgGFDOwOwdNkuzp5NNThN5bTw3HiWPpV4PEuB6tUDuHFEVwC++GJBpf4+VTA2p02butSoEWhwmqrvxhFdCQ0N5HR8Ck89/S07dx7Fy8uDe+7ua3Q0ERGRK5rJZMLb27PcP0r6c7G3tzfDhw/n+++/54cffqBx48a0b98egBUrVjB27FiGDRtGq1atCA8PJzY29pJr1ahRA4BTp04V3rZ169Yix7Rr145du3YRFRVFw4YNi3z4+vqWKHt5UIGHiIiIiIiIiMEOHTrN4Osn8Mij/+PEiUSj44gT/fTzagCuH9IRHx9Lue8/dmwfAObM3cKpuKRy3/9KMnfeFgC6dm1CUFDF+yVgcTRqFEHrVnWx2ezM+mOj0XFcKiPTSm5unlPXPHM2lXXr9gGVezzLX40edTW+vhb2HzjF4iU7jY5TaoXjWSpp8VVlY7F4cO89/QDYuCm/rfnI266ievUAI2OJiIhIJTJq1Chmz57N119/zejRowtvb9iwIdOnT2fr1q1s27aNkSNH/m0hsre3N126dOGNN94gJiaG5cuX88ILLxQ55uGHHyYxMZHbbruN9evXc+jQIebPn89dd92FzWZz2WMsLRV4iIiIiIiIiBjsy68XkpycyeYthxkz9kP++GNjkfahUjkdPBTHho0HcHMzMWJEF0MytGpZhw7tG2Cz2ZkyZbkhGa4ENpudefO3ApVzPMtfDR+W38Vj5m/rycureL/MdIbTp5O56eb/csOwN5k5cx02W9k6UzgcDv6YvYnRt39Abq6NBg3CaVA/3ElpjRUY6MPI264C4H//W2Doc8LhcBAbG1/iDMePJ7BnzwnMZjd692rponRyvkEDo6lfP38cS0iIH7edex6JiIiIFEefPn0ICQlh7969jBw5svD29957j+DgYLp168aQIUMYOHAg7dq1+9u1vv76a3Jzc+nQoQOPP/44r776apH7IyMjWbVqFTabjYEDB9KyZUsef/xxAgMDy3XManG5Gx1ARERERERE5Ep2+PBpli7dBUCzZrXYvfs4E96YzspVe/jX00MJDvYzOKGU1s8/rwHg6qubExEebFiOO8f2ZuOmg/wxeyNjx/TSeAIX2LLlEGfOpOLv50X3bk2NjlMmvXq1JOjD2Zw5k8qqVXvo2bOF0ZGc7tvvlpGcnAnAW2//xvQZ63j88eto365Bidc6fjyBN/87g02bDgH5XVBeevFmp+Y12s03d+fnX9Zw7HgCf87ZzPVDOpZ7BpvNzhtvzmD2n5to3DiS/7x8K7VrVy/WuQsWbgOgQ/sG+p5ajsxmN55+cihvvDWd++8dgK8BXaxERESk8jKbzZw8efKC26Oioli8eHGR2x5++OEifz5/ZEuzZs1Ys2ZNkdvOf1NNo0aNmD59ehkSl58Sl5yYzWbi4+MvuD0hIQGz2eyUUCIiIiIiIiJXim+nLAOgV88WfPHZAzz04CDc3c0sXxHD7WM+ZNXqPQYnlNJIScksHNlx803dDM0SHV2fNm2iyM218f3UFYZmMdq+/SdZviKGzEyrU9edO28rAH36tMJi8XDq2uXN09Od64d0AGD6jHUGp3G+06eTC8fP3HhjV/z9vDhwMI5HH/uKZ5+bUuwxWXl5Nr79bimj7/iATZsOYbF48PBDg/jqfw8Vdi2oKnx9LIy5oxcAkyYvcfpom8vJzc3j3y/9yOw/NwGwb99J7rzro8KuOZdTOJ6ln8azlLfWresydco/qmShmIiIiIhRSlzgcakWsVarFU9PzzIHEhEREREREblSnDiRyMKF+S883XF7L8xmN0aPupov//cg9eqFkpiYzlNPf8tb/51JVlaOwWmlJH77fT05OXk0aRxJm9ZRRsdh7JjeQP7YjcTENIPTGCM1NYuHHvqCZ56dwrWDX+PZ56Ywf/5WMjKyS7VeVlYOK1bu5o03ZxS+gDxoYLQzIxvmhhs6YTKZ2LDxAEeOnjE6jlN9+90y8vJstIuuxxPjhvDTtCcZMbwLZrMby5bHMHL0e3zy6Vwy/qYIaNeuY9x598d89vl8cnLy6NihId99+xijRl6Nu3vVfAPc0Bs6Ua2aP3Fxyfw5Z0u57ZudncO/npnCkqU78fAw86+nhxHdth6ZWTm8/MpPvDbh17/9/njwUByHD8fj4WHm6qual1tuERERERFXKfaIlg8//BAAk8nEl19+iZ/f/7ezs9lsLF++nKZNK3cLShEREREREZHyNOX7Zdhsdrp2aUzTpjULb2/cKJKvv3yYz76Yz7Rpq5j523o2bjrISy/eTIsWtQ1MLMWRl2fj1+lrgfzuHSaTyeBE0KljQ5o3q0XM7uP8OG0VDz04yOhI5W7e/C1kZuXg5mYiJyePZctjWLY8Bg8PM507NaJ3r5Z0796MgADvS65xKi6J1av3snr1HjZtPkROzv93MmjbNorWreuWx0NxuYjwYLp3a8LKVXuYOXM9jz92ndGRnOKv3TvuurMvAIGBPvzziesZNrQzH0yczYYNB5jy/XL+nLOZB+4bwLXXtiucu52RaeWLL+bzy69rcTgcBAb68Ngj1zJoUHSF+Dp3JYvFg9GjruaDD2fz7XdLue7adi4vZsnIyObJp79l27ZYLBYP3nh9NJ07NWLwde35ZtJiJk1ewuw/N7Er5ij/efk2GjQIv2CNgiLKLl0a4+9/6a9tEREREZHKotgFHu+99x6Q38Hjs88+KzKOxdPTk6ioKD777DPnJxQRERERERGpguLjU5j952YAxtzR+4L7LRYPHn/0Orp3bcKrE37l+PEEHnjoc8bc0YuxY3pX2XeJVwVLlu7kzJlUQkL86Nu3YowEMJlMjB3Tm6ef+Y7p09cyetTVBAT4GB2r3DgcDmb+th6Afzw+mNato1iydCeLl+zg6NGzrFy1h5Wr9uDubqZjhwb07tWSq65qjp+fFzExx1i1eg+rVu/l4MG4IutGROQXQnTr1pT27epXqRf5hw/rwspVe5j95ybuu7c/3t6Vv3PvX7t3tGtXv8h99euH8f67d7Jq1R4mfvQnx44nMOGN6fw6fS3jHh9MekY2b7/9G6fjUwAYOLAtjz1yLcHBfhfbqkoaekMnvpuyjFOnkpgzdwtDBndw2V7JyRk88eQk9uw5ga+vhXf+O7awgMpsduOeu/vRLro+41+eRmzsGe6+9xPGPXZdYfcZyP+6LxzPUkGuxSIiIiIiZVXsAo/Dhw8D0Lt3b6ZPn05wcLDLQomIiIiIiIhUdVN/WEFeno3otvX+9l3/HTo05NtJj/HOu7+xYOF2vv5mMWvW7mP8v2+mdu3q5ZhYiuunn1cDMGxoZzw9i/2rF5fr3r0pDRuEc+BgHD//soa77+prdKRys3PnUQ4fjsdi8WDgwGj8/Lxo1CiCe+/px+HD8SxZupMlS3dy6NBp1qzdx5q1+zD/dyY+PhbS0rIK13FzM9GqZR26dWtK925NqVcvtEoVdfxVp04NiYwM4eTJRBYu2u7SF/PLw1+7d1zquW8ymejRoxmdOzfi51/W8M2kxezdd5IHH/6i8JiIiGCeevIGunRuXC65K5KCLh4fTvyTSZOXcM2gaJcUG545m8q4cV9zODaeoCAf3nv3Lpo0jrzguHbt6jN50qO8+tovrFm7j7fe/o2Nmw7yzL+G4+fnxZ69JzhxIhEvLw96dG/m9JwiIiIiIkZwK+kJS5YsITg4mJycHPbu3UteXt7lTxIRERERERGRQolJ6fz2+wYAxozpddnjAwK8eXn8rYx/6Rb8/bzYvfs4Dz/yP5KTM1ycVEpq165j7Np1DA8PM8OGdjI6ThEmk4k77ugF5BehZGRajQ1Ujgq6d/Tr2xo/P6/C200mE/Xrh3H3XX2Z8u3jTP1+HPfd259GjSKw2eykpWXh7+dFv76teenfNzN71vN8+sn93D66J/Xrh1XZ4g4ANze3wufwDz/mF6RVZoXdO9rVJzq6/t8e6+HhzsjbrmLaj//khus7YjKZcHMzcdutPZjy7eNXZHFHgaE3dCIkxI9Tp5KYO3eL09c/eTKRBx/6gsOx8dSoEcAnH9130eKOAsHBfvz3rTt45KFrMJvdWLxkJ2PvnEhMzLHC8SzduzetEh1oRERERESgBB08CmRlZfHII48wefJkAPbt20f9+vV57LHHiIyM5JlnnnF6SBEREREREZGqZNq0VVituTRvVouOHRoW+7wB/dvQpnVdHv/H1xw9epa33p7Ja/8ZWaVfZK5sfvp5FQD9+7UhJMTf4DQX6t2rJXVqV+fosbPMnLmOUSOvNjqSy6WmZrFo8Q4g/8XpvxNVN5SxY0IZO6Y3x08kkJKcSZMmkVfsSKTrh3RkyvfLiY09w8zf1nPjiK5GRyqVIt077uxT7PNCgv3419PDGHnbVQDqmgR4eXky8rar+OjjOUz6dimDnNjFIzY2nsfGfc3Zs6lERobw4ft3ERkZctnz3NzcGDnyKtq0ieLf43/k5Kkk7n/wc7y8PADo17eNU/KJiIiIiFQEJe7g8cwzz7Bt2zaWLl2Kl9f/v+OhX79+TJs2zanhRERERERERKqa1NQsfp2+FoAxY3qXuDgjLCyI8f++BbPZjaVLd7nkHdRSOmfOpLB4yU4Abrqpm8FpLs5sduP223sC8MOPK7Facw1O5Hpz520hJyePhg3Cad68VrHPq1WzGi1a1L5iizsA/P29ue/e/gD878uFpKRklnsGh8NBamrZ9v32u6XF7t5xMbVrV1dxx18MG9qZ4GBfTp5MZO68rU5Zc+/eEzz0yBecPZtKvahQPv3kvmIVd/xVixa1mfT1I/Tu1RKbzU5GhhVfXwtdOjdySkYRERERkYqgxAUeM2fO5KOPPqJHjx5FfgnVvHlzDh486NRwIiIiIiIiIlXNr9PXkJlppUGDcLp3a1KqNZo2rcndd/UF4J33ZnHqVJIzI0op/Tp9HTabnbZto/52pIDRBg5oS3h4EImJ6YVdDaoqh8PBb+fGs9xwQyd1uymF64d0pGGDcNLSsvjflwtcto/dbufUqSRWr9nL1KkreG3Cr9x736f0H/gKQ254k+9/iClVgUlcXDKz/tgElKx7h1yat7cno27L7/4z+dslZR7fs21bLI889iXJyZk0bVqTjz+6lxrVA0q1lr+/N6/+5zaeevIG/Py8uOnGblgsHmXKJyIiIiJSkZS4wOPMmTOEhoZecHtGRob+kSwiIiIiIiLyNzIzrUz7KX+Exx2398TNrcT/LC80etTVtGpVh8xMK/957WdsNruzYkopWK25/PZ7fiHBzRW0e0cBd3dz4WiW779fTm5unsGJXGfHjqMcjo3Hy8uDgQPaGh2nUjKb3fjHuMEAzPxtPQcOnCrzmg6Hg40bD/Dtd8t45T8/c9fdH9NvwMuMuOm/PPnUZD76ZA6z/9zErphjZGZaATh+PI1HHvuKuLjkEu313ZSyde+Qixs2rDNBQb6cOJHIvPlbS73Ops0HGffEN2RkWGnbNoqJH9xNUJBvmbKZTCaGDe3MvDkvFnagEREREZGqYfz48bRt29boGIYq8W+SOnbsyOzZswv/XFDU8b///Y+uXSvnHE4RERERERGR8jBz5npSU7OoXasafXq3KtNa7u5mXnzhJry9Pdm6NZYfp610UkopjXnzt5KSkklERDBX9WhudJzLGnxde6pV8+d0fArznDRioSKaea57R7++rfHz87rM0XIp0dH16dO7JXa7g/c/nI3D4SjTel99vYjHxn3NZ5/PY+68LezZe4Ls7Fw8PMw0aBBO376tuOfuvrz6n9v4/rvH+ep/D+Lv78nRo2e574HPOHgwrlj7qHuH63h7ezJq5FUATJpcui4eBw/F8cyzU7Bac+nSuTHvvj0WX1/nfZ3qzYgiIiIilYvJZPrbj7Fjx/Lkk0+yaNGicsmTmprKiy++SIsWLfD29qZatWp07NiRt956i6Sk/++k2qtXr8KMFouFxo0bM2HCBGw2G2PHjr3s4yop95Ke8PrrrzNo0CBiYmLIy8vjgw8+YNeuXaxZs4Zly5aVOICIiIiIiIjIlcBqzeWHc0UYt9/eC7O59N07CtSqWY3HH7uON96cwedfLKBTx0Y0ahRR5nWlZBwOBz/9vBqAEcO7OOVz62oWiwe33dqDjz6ew7dTljFoUDTu7majYzlVamomi5fsAOCG6zsZnKbye/jha1i5ag+bNx9i6bJd9O7VslTrrF23j28mLQGgd6+WNG4cSVRUKPWiQomMDL7o8zA3N5fRo5ozZ84JYo+c4cGHv+DNN24num29v91L3Ttca/iwLnw/dTknTiSyYME2rrmmXbHPPXMmhX8+Obmwc8cbr4/G07PEv6oWERERkSrk1Kn/7xY4bdo0/v3vf7N3797C27y9vfHz88PPz8/lWRITE+nRowepqan85z//oX379nh6enLgwAGmTp3K1KlTefjhhwuPv/fee3nllVfIzs7mjz/+4LHHHsNsNvPBBx/wxhtvFB4XERHBN998w6BBg0qdrcS/cejWrRurVq0iMzOTBg0aMH/+fMLCwlizZg3t27cvdRARERERERGRquyP2ZtISEgjLCyIQQPbOm3dIYM70KNHM/LybLzy6s9YrblOW1uKZ9Omgxw6dBpvb0+GDO5gdJxiG3pDJwICvDl+PIHFS3YaHcfp5szdQk5OHo0aRtC8eS2j41R6EeHBjB6VP9pn4kd/lupac/p0Mi+/8hMOh4NhQzvx2qsjGXNHL3pe3Zw6dar/bZFRgL+FiR/eRetWdUlPz+YfT3zDsmW7Lnl8ke4dd/UtcVa5PG9vT0belv+c+KYEXTwyMq08+dS3xMenULduDd6YoOIOEREREYHw8PDCj8DAQEwm0wW3nT+iZezYsQwdOpQJEyYQFhZGUFAQL7/8Mnl5eTz11FOEhIRQq1Ytvv766yJ7nThxgltuuYXg4GCqVavGDTfcQGxsbOH9zz33HEePHmXdunXceeedtG7dmqZNmzJ48GCmTp3KQw89VGQ9Hx8fwsPDiYqK4pFHHqFv377MnDmTwMDAIo8BICgo6ILbSqJUbylp1aoVkydPZufOncTExDBlyhRatSpba1kRERERERGRqiovz8aU75cDMHrU1U7tlGAymXjmX8MICvLl4ME4vvjfAqetLcVT0L3j2mva4e/vbXCa4vPxsXDLzd0B+Pa7pdjtdmMDOZHD4eD33zcAcP31HTWqwUlGjbya0NBA4uKSmfrDihKdm5dn48WXfiQlJZMmjSN57NHrSrx/QIAPH7x/Fz16NCMnJ4/nX5zKjJnrLnpsQfeO9u3rX7bTh5Te8GGdCQry4fjxBBYs3H7Z4/PybLzwwlT2HzhFcLAv7/x3DAEBPuWQVEREREQcDgf2XHu5f5R1xOPlLF68mJMnT7J8+XLeffddxo8fz+DBgwkODmbdunU88MADPPDAAxw7dgyAzMxMevfujZ+fH8uXL2flypX4+fkxaNAgcnJysNvtTJs2jdGjR1OzZs2L7nm5f2N6e3uTm+uaN+CUuDQ6NTX1orcXzJTx9PQscygRERERERGRqmTuvK2cPp1MtWr+DL7O+d0vQ4L9eO6Z4Tz9zHf8OG0V3bo1oX27Bk7fRy50/HgCq1bnt4y96cZuBqcpuRtHdGXqDys4dOg0K1ft4eqrmhsdySm2bz/C4dh4vLw8GDigrdFxqgxvb08efmgQL42fxndTlnHdte0JDQ0s1rkffzqXnTuP4ufnxav/GYnF4lGqDBaLBxNeHcnb7/zO77M28N+3fyMhIY277+pb+EvWv3bvuOtOde9wJR8fC7fechWffT6PyZOX0L9f60sWMTocDv77zm+sW78fLy8P3v7vGCIjQ8o5sYiIiMiVy5Hn4MiUvZc/0Mnqjm6CycN1RfchISF8+OGHuLm50aRJE9566y0yMzN57rnnAHj22Wd54403WLVqFbfeeis//vgjbm5ufPnll4X/hvjmm28ICgpi6dKltGnThuTkZJo0aVJkn/bt2xeOjBkyZAg//PDDBVnsdjvz589n3rx5jBs3ziWPt8QdPIKCgggODr7gIygoCG9vb+rWrctLL71Upd71ISIiIiIiIlJaNpud775bCsBtt/Qo9Yual9OjRzOuH9IRh8PBq6/+Qnp6tkv2kaJ+/mU1DoeDrl2bUKdOdaPjlJi/vzcjhncBYNLkJS5/Z1V5+e1c945+fVvj5+dlcJqqpV/f1rRpXZfs7Fw+/mROsc5Zumwn06atAuD5526kZs2yvajv7m7mX08P5c6xvQH4+pvFvPXfmdhs+b+PVPeO8jViRBcCA304euwsCxdduovH5G+XMmvWRtzcTLwy/laaNdXoJBEREREpuxYtWuDm9v9lD2FhYUWmj5jNZqpVq0Z8fDwAmzZt4sCBA/j7++Pn54efnx8hISFkZ2dz8ODBwvPO79IxY8YMtm7dysCBA8nKyipy3yeffIKfnx9eXl5cf/31jB49mpdeeskVD7fkHTwmTZrE888/z9ixY+nUqRMOh4MNGzYwefJkXnjhBc6cOcPbb7+NxWIprIoRERERERERuVItXrKDY8cTCAjwZujQTi7d67FHr2XT5oOcOJHIO+/9zksv3uzS/a506enZzJ6d3yXglpsrX/eOArfc3J1pP61mz54TrN9wgM6dGhkdqUxSUzNZvGQHAENvcO3X3JXIZDIxbtwQ7rr7YxYs3M7wYV1o0ybqkscfP5HAaxN+BeC2W3vQ82rndIkxmUzce09/qlXz5513Z/Hb7xtISsrgwQcHqntHOfP1sXDbrT347PP5TJq8hP792mA2F31f4dx5WwpHiP1j3BB69GhmRFQRERGRK5rJ3UTd0U0uf6AL9nUlD4+ib6QxmUwXva2gQYXdbqd9+/Z8//33F6xVo0YN/P39CQoKYs+ePUXuq1OnDgD+/v4kJycXuW/UqFE8//zzWCwWIiMjMZudN5r3fCXu4DF58mTeeecd/vOf/zBkyBCuv/56/vOf//D2228zbdo0nn/+eT788EO+/fZbV+QVERERERERqTTsdjvffrcMyH8R3cfH4tL9fHws/PvFm3FzMzFv3lYW/c07qaXsZv+5icysHOpFhdKxQ0Oj45RacLAfN1zfEYDJ3y4xOE3ZzZm7hZycPBo1jKBZM3UIcIUmjSMZMrgDAO9/8Edh54zzWa25vPDiD2RkWGndqi4PPjDQ6VmGD+vCq/+5DQ8PM8tXxHDX3R+re4cBRozoSkCAN0ePnr3ge8/GTQeZ8Pp0AEaNvKqwa5CIyP+1d9/xNZ7/H8dfJ3vJQhJZ9iwlRu1NjFpF7a1Gq2prjRYdVluj1aI2ra20VWJvQey9N4kdQWSf3x++za+xKpzkhLyfj0cemvtc93W978S5epz7c65LRERSl8FgwMLaItW/Hl8Jw9yKFi3KqVOn8PDwIFeuXEm+XFxcsLCwoEmTJvz6669cuXLlhfp0cXEhV65c+Pn5pWhxB7xEgUdwcDABAQFPHA8ICCA4OBiAcuXKcfHixVdPJyIiIiIiIvIa27b9BGfOhOHgYEujhqVTZcxCBf1p07oSAKO/+4MbN+6myrhp2bZtxxk5aim/zd3Mtu3HuXr1drK3lk1ISODcuWv8vWIP3373Bx06/sSEnx5tT/H++2XS3BtWydWieXmsrS3Zv/88+w+cM3ecl2Y0Gvnjz10A1K9f4rX/vaRlnTtXx8nJjhMnr7Ji5d6nthk3fjknT17F1dWBL4c1w8oqZd7orFypIOPGtMfR0ZaHD2MArd6R2h6t4lEegOkz1ycW/Zw9e42Bg34jLi6eqlUKpUiRj4iIiIhIcrRs2ZJMmTJRv359tmzZwrlz59i0aRM9evTg8uXLAAwfPhwfHx9KlizJ9OnTOXjwIGfOnGHp0qUEBweneBHH8yR7ixZfX1+mTZvGyJEjkxyfNm0afn5+ANy6dQs3NzfTJBQRERERERF5DRmNRmbNerQaQqOGpXB2tk+1sTu0r8KOHSc5fuIK34z4nbHft0u3N7pv3Izg8yHziIqKTXLc1taabFkzky27B9mzeZAt26M/vb3dsbS04MaNuxw9epmjxy5z9Ngljh27QmRk9BP9586VhZo1iqTS1aQcDw8Xatcqyh9/hjBr1kaKjDHfygdxcfHs3HmKjZuOkClTBpo3K//Cz5+DBy9w/vwN7OysCaxeJGWDpnPubk50aF+FH35cwaTJq6hcqSBOTnaJjwet2scff4ZgMBgY8kVTPDxcUjRPQEAOJv7UmeEjfid/fh+t3mEGjRuVYu68LY9W8Vh/iICA7PTpO5P796Mo/HZWBg9qnGRvdBERERERc3BwcGDz5s18+umnNGzYkHv37uHj40PVqlVxdnYGIGPGjOzatYtRo0bx7bffcu7cOSwsLMidOzdNmzalZ8+eZsuf7AKP7777jvfff5+VK1dSosSjT0KEhIRw/PhxFi9eDEBISAhNmzY1eVgRERERERGR18WWrcc4euwytrbWNG1aNlXHtrKy5Isv3qdd+wns2nWKJb/voHGj1FlBJK2ZPHk1UVGxZM/mQY6cnpw/f4OLF28QHR3LiZNXOXHyapL2NjZWODracufOgyf6srOzJl8+Hwrk96NAfl/yF/DFy9P1jSmeadWyIsv/3sPOXac4dvwy+fOl7vYmJ09dZeXKfaxesz/Jz3/ZH7vo9EE16tUt8Z8rQCz73+od1asVTlJsICmjcaPS/PFnCBcu3GD6jPV80r028GjVhtHfLgOgfbvKlHwnd6rkyZUrC9OndUuVseRJjo52NGtalilT1zJj5nrmzrPm2vW7+PtlYuSI1tjaWv93JyIiIiIiQLt27WjXrt0Tx4cOHcrQoUMTv585c+YTbTZu3PjEsfPnzyf53svLi1mzZj03g4uLC8OHD2f48OHPbfe08Z7FaDS+cNtnSXaBR7169Th58iSTJk3ixIkTGI1GatWqxbJly8iWLRsAH3744SsHExEREREREXldxcXFM3HSKgCaNimLu5tTqmfIltWDj7vVYszYv/jp5yDKlM6Lt7d7qucwp2PHLyduHTFoYCMKFHi08mhcXDxXr97h3PnrnD9/PfHP8+evExMTR0xMHBYWBnLm8CJ/fl8KFPClQH5fsmXzSLEtJtICHx93qlV7m1Wr9jN79kZGDG+V4mPevBnB6jUHCArax+kzYYnH3dwcqVqlEHv2nOXc+et89/2f/L50Jz26v0uJErme2ldERCQbNhwGoH69EimeXR4Vk/Xo/i69+85k0eLt1K9fgsyZnBn8xVyiomIpUTwX7dtVMXdMSUXvNy7D/AXbuHDhBgCuro58/107XFwczJxMREREROTNkKwCj9jYWAIDA5k8eTIjRoxIqUwiIiIiIiIir7UVK/dy4cINXFwcaNWygtlyNGpYio2bjrB371m+H/Mn333b9o1ZbeK/GI1Gxo//G4CaNQISizvg0U1pf/9M+PtnomKFAonH4+MTCAsL5+7dB2TP7om9vU2q5za3Nq0qsnr1ATZtPsrZs9fIkcPT5GNER8eyectRgoL2sXPXKRISHn2CydrakvLl8lOrZlFKlsyNlZUlcXHx/PHHLqZMW8vZs9fo0Ws65crl55OPa+PrmzFJvyuD9hETE0fu3FnInz91Vx9Jz0qVykPZMvnYtv04P/zwNxky2HP+/A0yZXJmyJAmWFpqS470xMnp/1fxsLW15ttRbfDxSV/FhSIiIiIiKSlZ/8Kytrbm8OHDJnszaOLEibz99ts4Ozvj7OxM6dKlWblyZeLjRqORoUOH4u3tjb29PZUqVeLIkSNJ+oiOjqZ79+5kypQJR0dH6tWrx+XLl02ST0RERERERCS5oqJimDptHQDt2lY26zYRBoOBfn3rY21tSfCOk2zYeNhsWVLb+vWHOHjoAnZ21nTtEvhC51haWuDj406BAn7psrgDIHt2TypWfFT0Mmv2BpP2HRMTx7jxy6lbfwRDhi4geMdJEhKMFCzoT/++9fnrj4F8/VULypbNl7hSipWVJY0alWbh/D40blwaS0sLtm49RotW4/jp55U8eBAFPHoPadkfj7ZnqV+vRLopZEorPuleGyurR/PM6jUHsLS04KthzcyyepGYX4vm5WnbphJjx7Tjrbf8/vsEERERERF5YckuoW/Tpg3Tpk0zyeC+vr6MHDmS3bt3s3v3bqpUqUL9+vUTizhGjx7NmDFjmDBhAiEhIXh5eVG9enXu3buX2EfPnj1ZunQp8+fPZ+vWrdy/f586deoQHx9vkowiIiIiIiIiybFg4XZu3owgSxY33mtQ0txxyOqfmdatKgIwbvzfiTfE32TR0bH8NDEIgFYtK+Dh4WLmRK+Xtm0qA7Bm7UFCQk6brN8pU9eycNF27t+PwtPTlXZtK7NgXm9+mdSVBg1K4uxs/8xznZ0d6N2zLrNndqfkO7mJi4vnt7lbaNLse/78K4R9+85x4cIN7OysqRFYxGSZ5cX4+WWiaZMyid937RJI4cLZzBdIzMrW1pounQMpUji7uaOIiIiIiLxxkrVFC0BMTAxTp05lzZo1FC9eHEdHxySPjxkz5oX7qlu3bpLvv/nmGyZOnMiOHTsoUKAA48aNY9CgQTRs2BCAWbNm4enpydy5c+nSpQt3795l2rRpzJkzh2rVqgHw66+/4ufnx9q1a6lRo0ZyL09ERERERCTVREfHMmr0MuLi4qkRWCRxSwJ5fYWHP+DX3zYB0LlTdWxskv3P7hTRulVF1qw5wKXLt5g8ZQ29e9b975NeY/MXbCMsLBwPDxdaNC9v7jivnbx5vHmvQUmWLtvJ18MXM2dWj+cWX7yIQ4cvMm/+FgAGDWxErZoBWFgkf+uO7Nk9GfN9O7YHn+DHH1dw8dJNRo5amvhcq16tMI6O5ls1Jz1r17YyJ0+G4uPjTvNm5cwdR0RERERE5I2U7HeaDh8+TNGiRQE4efJkksdeZfnL+Ph4Fi1axIMHDyhdujTnzp0jLCyMwMD/X0bV1taWihUrsn37drp06cKePXuIjY1N0sbb25uCBQuyffv2ZxZ4REdHEx0dnfh9REQEALGxscTGxr70NYhIUv88n/S8EpF/aF4Qkcel93lh1uwNBK3aB8DadQdxc3OkWtVC1KhRhNy5spg5nbyMGTPX8eBBNLlzZ6FSxfxp5u+2hQX07PkuffrOZsmSHVSvVoh8eX3MHeupXnVeuHXrHrNnbwSgc6dqWFoa0szv4XXSpXM1Qnaf5vLlW4z+bilDPn//pfuKiorhq68XkZBgJLB6YQKrv018fPwrrb76TomcTJ/2IUuX7WLWrE3c/9/KNO++W1S/bzOxsbHku29bA7zy7/dx6f31gogkpTlBRB6neeHF6OeTPiUkJJg7gryE5/3eDEaj0ZiKWZ5w6NAhSpcuTVRUFE5OTsydO5fatWuzfft2ypYty5UrV/D29k5s37lzZy5cuMCqVauYO3cu7du3T1KsARAYGEj27NmZPHnyU8ccOnQow4YNe+L43LlzcXBwMO0FioiIiIiIPMWt2w+ZMfMQ8fFG8uZx59LlCCIj4xIfz5zZgYJvZaJA/ow4OdmYMam8qPDwKKZMO0hCgpEm7+cje7a0ty3IX8tPc/TYLTw9HWjTqiAWFi//QY20asXKsxw6fAPvLE60alnglT6Mkt5dDb3Pr78dwWiEunVyUiB/ppfqZ936C+zeE4aTkzUd27+NnZ1pV7aJjIwlZHcodrZWvPNOFv3ORURERESeIjIykhYtWnD37l2cnZ3NHUdSWEJCAqdOncLS0pLMmTNjY2Ojfyu9BoxGIzExMdy4cYP4+Hhy5879xOqXZl8rNm/evOzfv5/w8HCWLFlC27Zt2bRpU+Ljj/9FMxqN//mX77/aDBgwgN69eyd+HxERgZ+fH4GBgZrQREwoNjaWNWvWUL16daytrc0dR0TSAM0LIvK49DovGI1GeveZRXy8kZIlczNqREvi4xPYFXKaVasOsG37cW7ciGTDxots2nyJEiVyUSOwMOXK5sPWNv38nF43X3+zhIQEI8WK5aDbR83NHeepSpW6T+u2P3LtWiRRUe40blza3JGe8CrzwokTVzl8ZBcAgwc3460CfikRMV2xstrAjJkb2bDxCm1a18fDI3mFSwcOnGfP3ke/k88HN6VUydwpEZPGjVOkW0kj0uvrBRF5Os0JIvI4zQsv5p8dDSR9sLCwIHv27ISGhnL16lVzx5FkcnBwwN/f/6lbm75UgUdISAiLFi3i4sWLxMTEJHns999/T1ZfNjY25MqVC4DixYsTEhLC+PHj+fTTTwEICwsjS5b/X5r4+vXreHp6AuDl5UVMTAx37tzBzc0tSZsyZco8c0xbW1tsbW2fOG5tba2JXyQF6LklIo/TvCAij0tv88LKoH3s3XcOGxsr+vWpj43NoxU6KlYoSMUKBYmIeMj69QdZEbSPw4cvsnPnKXbuPIWjoy2NGpamS+fq+tRFGnPi5FXWrD0IwMcf1Uqzf589Pd346MOajP52GdOmr6dq1cLJvmGfWpI7LxiNRn6auAqj0UhgYBGKFM6RgunSj/btqrJz52mOHrvMyNHLGD+2w1PfYHqayMhoRo7+A6PRSN06xSlfrkAKp5U3XXp7vSAiz6c5QUQep3nh+fSzSX9sbGzw9/cnLi7OpFsoSsqytLTEysrqme/9JbvAY/78+bRp04bAwEDWrFlDYGAgp06dIiwsjPfee++VAxuNRqKjo8mePTteXl6sWbOGgIAAAGJiYti0aROjRo0CoFixYlhbW7NmzRqaNGkCQGhoKIcPH2b06NGvnEVERERERMTUIiIi+XHCCgA6tK+Ct7f7E22cne1p0KAkDRqU5NKlm6wM2sfKoH1cuxbO7DkbyZzZmUYNS6VycnmenycGARBYvTB58/qYOc3z1atbnBUr93L48EXGjV/O8G9amjuSSWzYeJgDB85ja2vNh10CzR3njWFlZckXnzehXYcf2bPnLIsWB9O0SdkXOvfniUFcvXobTw8XPuleO4WTioiIiIiIyOMMBoOKn94wL/aRi38ZPnw4Y8eOZfny5djY2DB+/HiOHTtGkyZN8Pf3T1ZfAwcOZMuWLZw/f55Dhw4xaNAgNm7cSMuWLTEYDPTs2ZPhw4ezdOlSDh8+TLt27XBwcKBFixYAuLi40LFjR/r06cO6devYt28frVq1olChQlSrVi25lyYiIiIiIpLifpoYRHj4A7Jn86B5s3L/2d7PLxOdO1VnyaK+fNi1BgA/TljBmbNhKR1VXtCukFOEhJzGysqSzp2qmzvOf7KwsKB/3/pYWlqwcdMRtm07bu5Iryw6Opaffn5UZNOyRXk8PV3NG+gN4++fie4fPyrQmDhpFWfPXvvPc3bvPs3vS3cCMHBAIxwd7VI0o4iIiIiIiEh6kOwCjzNnzvDuu+8Cj7Y6efDgAQaDgV69evHLL78kq69r167RunVr8ubNS9WqVdm5cydBQUFUr/7oDbH+/fvTs2dPPvroI4oXL86VK1dYvXo1GTJkSOxj7NixNGjQgCZNmlC2bFkcHBz466+/sLS0TO6liYiIiIiIpKgDB87z11+7AejfrwHW1i++qKKFhQWtWlagdKk8xMTEMWToAqKjY1MqqryghIQEfp64CoCG75V86oosaVGuXFlo1vTRKgzfjfmThw9j/uOMtG3Bwu2Eht4hc2ZnWraoYO44b6QG9d+hdOm8xMTEMeyrhcTGxj2z7YMHUXwz4tEWvu81KEmJErlSK6aIiIiIiIjIGy3ZBR7u7u7cu3cPAB8fHw4fPgxAeHg4kZGRyepr2rRpnD9/nujoaK5fv87atWsTizvg0ZIxQ4cOJTQ0lKioKDZt2kTBggWT9GFnZ8ePP/7IrVu3iIyM5K+//sLPzy+5lyUiIiIiIpKi4uLiGf3dMgDq1ilO4cLZkt2HwWBg0MBGuLk5cvbstcRtQcR81q49yMmTV3FwsKVd28rmjpMsHdpXxcvLlWvXwpk+Y52543Djxl1Wr97PhJ+C2LM3jMtXbr3Qebdu3WP27A0AfNi1Bvb2NikZM90yGAwM/KwhLi4OnDoVytRpz/4788OEFVy7Fo53Fje6fVQzFVOKiIiIiIiIvNleuMCjQ4cO3Lt3j/Lly7NmzRoAmjRpQo8ePejUqRPNmzenatWqKRZURERERETkdTZv/lbOnbuOq6sDH3348jc83d0zMHhgYwAWLQ5me/AJU0WUZIqJiWPylEf/Pm7VsgKuro5mTpQ89vY29OlVD4D5C7Zx+nRoqo4fGnaHlSv3MnzEEt5v+h313xvF0C8XsmhxMGvXXaBlqx9o2ux7xo1fzo6dJ5+5Ys0vU9YQ+TCGAvl9CaxeOFWvIb3JmDEDn/ZvAMCvv23mwIHzT7TZseNk4kpFgwY2wsHBNhUTioiIiIiIiLzZXng94FmzZjFy5EgmTJhAVFQUAAMGDMDa2pqtW7fSsGFDPv/88xQLKiIiIiIi8rq6evU202esB6B7t9q4uDi8Un+lS+elyftlWLhoO98MX8ycWZ/g7p7hv08Uk1q6bCehoXfIlDEDTZuUNXecl1K2bD4qVXyLjZuOMOrbZUye2AULi2Qv9vmfjEYjV67eZv++c+zb/+grLCw8SRsLCwN5cnuTP78Pe/Ye58qV+1y6fItLi7azcNF2bG2tKVYsB6VL5aV0qTx4e7tz4uRVlv+9B4AePeqkSHZJqlLFgtSuXZQVK/by5deLmD2zO46OdgDcu/eQEaMebc3S5P0yBATkMGdUERERERERkTfOCxd4GI1G4NEWLf+wsLCgf//+9O/f3/TJRERERERE3gBGo5Hvx/5FdHQsRYvmoGbNAJP0+2HXGuzde5bTZ8L4+pslfPdtG93cTkX370cxc9ajbUE6dqz2Wm8L0rNHHXbtOsWRI5f4888QGjQoadL+T566yqDBc7ly5XaS45aWFuTL60ORItkJCMjO24Wy4uRkR2xsLCtWGKhYsQoHDlwkeMdJgnec4MaNCLZvP8H27Y9WrcmaNTPGBCNGo5Hq1d6mUEF/k+aWZ+vVow779p0jNPQO48b/zaCBjQAYN345N25E4Oebka5dAs2cUkREREREROTN88IFHvBov1URERERERF5cRs2HiY4+ATW1pb061vfZP+usrW1ZuiQpnT44Cd27DzJosXBr+0qEq+j3+Zu5u7dSLJmzcy7tYuaO84r8fBwoVOn6oz/4W8mTlpFhQoFTLYiTHx8AsNH/M6VK7exsrKkQH7fxIKOQgX9n7t9h6OjHRUrvkXFim9hNBo5e/Ya24NPELzjBIcOXeTChRsA2NhY8WHXl9/2SJLP0dGOzwc3ptvHU/l7xR7Klc2HhaUFK4P2YTAYGDyoMXZ2r2/Rk4iIiIiIiEhalawCjzx58vznm5G3b99+7uMiIiIiIpI8MTFxxMbF4/icG6GSNj14EMW48X8D0LpVRbL6ZzZp/zlyePJJ99p89/2f/DwxiKIBOcidO4tJx5An3bgZwfwF2wDo2qUGVlaWZk706ho3Kk1Q0D5OnLzKuPF/8+WwZibpd8XKvZw8eRVHR1vmz+1NxowvVzhiMBjImdOLnDm9aN2qIvfvRxGy+zR7956lePFceHm5miSvvLgihbPTskV5fv1tMyNHL8XS8tEKQs2blaNQoaxmTiciIiIiIiLyZkpWgcewYcNwcXFJqSwiIiIiIvI/UVExBO84yYYNh9m+/TgAP//cmTy5vc2cTJJj8pQ13Lz5aLuC1q0qpsgY7zUoyY6dp9i69RhDhs1n+tRu+uS8CcXHJxAdHUtUVAwPHz7689e5m4mOjqVQIX8qlM9v7ogmYWlpQf/+DejUeSJr1x2kevXClC/3atf24EEUkyavAqBD+6ovXdzxNE5OdlSuVJDKlQqarE9Jvk4fVGPnzlOcOh0KQLZsmen0QTUzpxIRERERERF5cyWrwKNZs2Z4eHikVBYRERERkXQtMjKa7cEn2LDhMME7ThAVFZvk8WFfLmT61G7Y2lqbKaEkx7Hjl1myZAcAffvUT7Hfm8FgYOBnDWnT9gfOn7/BjxNW0q9v/RQZ63WVkJDAvXtR3Am/T3j4g0dfdx5w55//Dn9AeHgk9+495GFUDFFR/xR0xBATE/fMfrt9WOuN2so0fz5fmjcrz29zN/Ptt8so/HY2nJ3tX7q/mbM2cOfOA/z9MtG4USkTJpW0wtraiiFfNKHDBz8RH5/A4EHv6/9RIiIiIiIiIinohQs83qQ3rURERERE0or796PYtv04GzYcZsfOk0luJmfJ4kblSgV5551cDPtyIefOXWfSL6vp0f1dMyaWFxEXF8/o0cswGo0EBhahRIlcKTqeq6sjnw9+nx69prN02U5KlsxNhfIFUnTMtC4+PoHvvv+DzVuOEhHxkPj4hFfu097eBjs7a+zsbKhSuRBvv/3mbUPxQceqbNl6lIsXb/LDhL8ZPLDxS/Vz+fItFizcDkD3j2tjbZ2sz5fIayRHDk+m/vIhsXHx5M/na+44IiIiIiIiIm+0F36HxWg0pmQOEREREZF0JTj4BL8v3cmukFPExsYnHvfxcadK5UJUrlSQvHm9EwutBw5oRL/+s1mwYBtlS+elePGULRiQV7Pk9x2cOHmVDE52fPJxrVQZs0SJXLRoXp6587YwYuTv5M/vS+ZMzqkydlq0cNF2/vgzJMkxJyc7XF0dE7/c/vXfrq6OOGewx87eGns7G+zsbBILOuztbbC1tU4XH3ywtbVm0IBGdP3oF1as2EvVyoUoXTpvsvv58acVxMXFU/Kd3JQpk/zz5fWSK1cWc0cQERERERERSRdeuMAjIeHVP+0kIiIiIpLeGY1Gfpu7hZ8nBiUe8/fPlFjUkSuX11NvIpctk48G9d9h2R+7+Hr4EmbP/OSVtk6QlHP8+BUmTloFwIcf1sTdPUOqjd2lc3X27DnDiZNX+eqrRYwb2x4LC4tUGz+tuHLlNr9MWQPAx91qUb16YVxdHLSKxAsqVCgrTd4vw4KF2xj17TJ+nd0DJye7Fz4/JOQ0W7Ycw9LSgk+6104XhTEiIiIiIiIiIqkh/b3TJyIiIiJiJvHxCYwdvzyxuKN+vRL8OrsH837rRedO1cmdO8tzb4R+3K0Wvr4ZuX79LmPG/plasSUZbt++x2cDfyUmJo4yZfJSr27xVB3f2tqKoUObYmdnze49Z5g/f1uqjp8WGI1GRo7+nejoWIoWzUHzZuXInMlZxR3J1KVzdXx83Ll+/S4Tflr5wufFxcUz7oflALz3XkmyZ/dMqYgiIiIiIiIiIumOCjxERERERFJBdHQsn38xj8WLgzEYDPT45F0+7f8eOXJ4vvCn2x0cbPli8PtYWlqwes0B1qw9kMKpJTliY+MYOGgu16/fxd8/E0O/aGqW1TOy+memZ486AEz6ZTWHD19M9QzmtPzvPezZcxZbW2s+6/+eVo94SXZ2Ngz8rCEAf/4VQkjI6Rc6748/Qzh37jrOzvZ80KFqSkYUEREREREREUl3VOAhIiIiIpLCIiIi6dlrOhs3HcHa2pIvhzalaZOyL9VXwYL+tG1TCYDvvvuD69fvmjCpvCyj0cj3Y/7i4KELODnZMXpkm2RtaWFqdesUp0rlgsTFxTNw8Fxu375ntiyp6cbNCH6csAKATh9Uw9c3o5kTvd4CAnLQqGEpAEaOXkpkZPRz20dERDJl6qOtcTp1rIazs0OKZxQRERERERERSU9U4CEiIiIikoLCwsLp+tFkDhx8dON/3Jj2VK369iv12a5tZfLl8+He/Si+/mYxCQkJJkorL2vpsp38+VcIFhYGvhzaDH//TGbNYzAYGDCgEdmyZebmzQg+/2I+cXHxZs2U0oxGI99//yf370eRL58PTd4vY+5Ib4QPu9bAy8uV0NA7TJy06rltp01fR0TEQ7Jn96B+/XdSKaGIiIiIiIiISPqhAg8RERERkRRy6lQonbtO4vz5G3h4uDDx584EBOR45X6trCwZ8kUTbG2t2b3nDIuX7DBBWnlZ+/adZey45cCjm+GlSuUxc6JHHB1sGTG8FQ4Otuzbf46fJgaZO1KK2rDxMJu3HMXS0oKBnzXEysrS3JHeCA4Otgz49NFWLUt+38G+/eee2u7cuWv8vnQnAD0/qaOfv4iIiIiIiIhIClCBh4iIiIhICti9+zQfdvuFmzcjyJHDk18mdSVnDi+T9Z/VPzMfd6sFwM8Tgzh37prJ+pYXFxp2h0GfzyU+PoHA6oVp0by8uSMlkdU/M58PagzAggXbWLP2gJkTpYyIiEi+H/MnAG1aVyRXrixmTvRmKVEiF/XqlgBg+IglREXFJHncaDTyw48riI9PoFy5/JQokcscMUVERERERERE3ngq8BARERERMbHVq/fTu+8sIiOjCSiSnYk/dcbDw8Xk4zR8rySlSuYhJiaOYV8tIjY2zuRjyLM9fBjDZwN+JTw8krx5vBnwWUMMBoO5Yz2hYsW3aNO6IgAjRv7OmbNhZk5kej/8uII7dx6QLVtm2rapbO44b6SPu9XCw8OFK1duM3nKmiSPbQ8+wc5dp7CysqT7/wrPRERERERERETE9FTgISIiIiJiIkajkblztzD0y4XExcVTtUohxo5pT4YM9ikynsFgYOCAhjg723Py5FWmTV+fIuPIk4xGI8NHLOHUqVDc3BwZOaIVtrbW5o71TJ0+qE6JErmIioplwMDfuHfvobkjmcyOnSdZsXIvBoOBAZ81wsbGytyR3khOTnZ82q8BAAsXbufQoQsAxMbG8eOPKwBo2qQMfn6ZzBVRREREREREROSNpwIPERERkTTq1KlQVgbtIy4u3txR5AXcuBnBl18vYsLPKwFo2rQsw4Y2TfGbzZkyOfNp//cA+PW3TRw8eCFFx5NH5vy6iXXrD2FlZcnwr1vi6elq7kjPZWlpwbAhTfH0dOXy5Vt89fUiEhISzB0rUWxsHOs3HGLb9uPJmvMiI6MZ/e0yABo3KkWhgv4plFAASpfOS+1aRTEajXwzYgnR0bEs+X0HFy/dxM3NkXZttXqKiIiIiIiIiEhK0kebRERERNKYY8cvM2PmBrZuPZb4fe+edc2cSp4lOjqW+Qu2MXvORh4+jMFgMPBxt1o0b1Yu1TJUrlSQWjUDWBm0jy+/WsisWZ/g6GCbauOnN9u2HWfyL4+2qOjTux6FC2czb6AX5OrqyIhvWtL1o8ls3XacWbM30r5dFbNmSkhIYM3ag0yZsoaroXcScwZWL0ytmgHkyeP93G1vJv+ymrCwcLy8XOnSOTC1Yqdrn3R/l527TnHx4k3GjlvO+g2HAOjSORBHRzszpxMRERERERERebOpwENEREQkjThy5BLTZ64nOPgEABYWBhISjCxeHEyxojmpWKGAmRPKvxmNRjZsPMxPPwcR+r8b0wUL+tPzk3cpUMAv1fP06lmXffvPcTX0Dj/88DcDPmuY6hnSg/PnrzNk2AKMRiMN3ytJ/XolzB0pWfLl86Fvn/oMH7GEqdPWkS+vD6VL5031HEajkeAdJ5k0aRWnz4QB4O7uBMDt2/dZuGg7CxdtJ0cOT2rVDCAwsAiZMzkn6ePQoQssXrIDgE/7v4eDippShbOzPf361uezAb/y518hAOTJ4827tYuZOZmIiIiIiIiIyJtPBR4iIiIiZnbw4AWmz1zPrl2ngEeFHTUCi9CmTSX+/DOEefO3Mnz4YvLk6U4WLzczp027tgefYMmSYCytLLG3s8bOzga7x/60t7PG1s4Ge3trnBztyJfPFyen5H/i/MTJq4z/YTn7958HwMPDhY+61qB69cLPXW0gJTk52fH5oMZ8/Mk0/lq+m0KFslLn3fR5wzUiIpLr1++SI4cnFham25Xy3r2HfPrZHCIjoylSJBs9e9QxWd+pqc67xTh69BLL/tjF0C8XMn1qN3x83FNt/EOHLzJxUlDi88fR0ZZWLSvS5P0yWFtbsivkNCuD9rJlyzHOnr3GTz8HMXHSKkoUz0WtWkWpUD4/BoOB4SN/x2g0Urt2UUq+kzvV8gtUKF+A6tXeZs3agwD07PEulpbaAVZEREREREREJKWpwENERETETPbtO8v0mevZs+csAJaWFtSqGUCb1pXw9c0IQNcugRw4cJ6jxy4zZOgCfp7QCSsrS3PGTpPu34/iq68XcfduZLLOs7AwkDevD0UDclCsaA7efjvrc1cBuH37HpOnrGH58j0YjUZsbKxo1bICLVtUwN7e5lUv45UFBOSgbZtKzJy1gVGjl+Lm6kjZsvnMHStVxccn8NHHUzh79hqZMjlTqdJbVK5UkLcLZX3pG9ChYXfYvv0Ey5fv5tLlW3h6uvLNVy1e6+dizx51OHUqlCNHLzFw0G9MntQFO7uU/Tt89uw1Jk9ZzZYtj7afsrGxonGj0rRuVREXF4fEdmVK56VM6bzcu/eQ9RsOs3LlXg4eusDOXafYuesUDg62ZM/uwYULN3B3d+KTj2unaG55ul4963L7zn3y5/OlSOHs5o4jIiIiIiIiIpIuqMBDREREJBUZjUb27DnD9JnrEz+9bmVlybu1i9K6VUW8vZN+it7a2ophQ5vRrsOPHD58kSlT1/Jh1xpmSJ62zfl1E3fvRuLvl4lmzcoRHR3Lw4cxREXFEhWV9M+HUTFER8Vy89Y9rl69zbFjlzl27DK/zd2MpaUF+fP7Uqzoo4KPQoWyYmtrTUxMHIsWb2fGzA1ERkYDUL3a23zYtSZeXq7mvfjHdPqgGtev32XFyr0M/mIeP4zrQKFCWc0dK9Vs2nSEs2evAXDzZgSLFwezeHEwGTNmoGKFAlSuXJDCb2d7bnFGfHwCR49eYtv242zbfoIz/9tCBMDe3oZRI1vh5uaU4teSkmxsrPjm6xa06zCBU6dDGf3tH3w+uHGKrEATGnaHadPXERS0j4QEIxYWBt6tXYyOHari4eHyzPMyZLCnfr0S1K9XgsuXbxG0ah8rg/YRGnqHI0cuAdC7V12cnR2e2YekHFdXR34c/4G5Y4iIiIiIiIiIpCsq8BARERFJBUajkT17zzJ16loOHroAgLW1JXXrFKdVy4rPLRLw8XFnwKcNGfzFPOb8uomiRXNoO4J/uXYtnAULtwHQrVstypfLn6xz9+47x969Z9m77yyhoXc4fPgihw9fZNbsjVhbW/LWW37cvHmPy5dvAZAvrw89e9Th7bfTZtGEwWDgs0/fI/zuA7ZvP0Hf/rOZ9HNnsmf3NHe0FGc0Gpnz6yYAWrWsQOG3s7Fh42G2bDnKrVv3+H3pTn5fuhNXV8fEYo+iATmwsrLk3r2H7Np1im3bTxC840SS1WAsLAwUKpSVsmXyUbVKIbJkeTO2SvLwcOHrL5vTo9d0glbto0ABXxo3Km2y/mNi4pj8y2oWLwkmNjYegEoV36Jz5+pky+qRrL58fTPyQcdqdGhfhQMHL7B27UE8PV2pXKmgyfKKiIiIiIiIiIikdSrwEBEREUlh+/afY+rUtezbfw549Mn5evVK0LplBTJnfvan1/+tSpVCvLf3DEuX7eLLrxYye+YnZMyYISVjvzZ+mbKGmJg4ihTJRrlkbkfi6elKrZoB1KoZAMDVq7fZu/cse/adZe/es9y4EZG40krGjBno2iWQWjUDsLB4ua0+UouVlSVff9mc7j2mceTIJXr1mcnkiV3w9HQ1d7QUFbL7NCdOXsXW1poWzcvj+r8tamJj49iz5ywbNh5m0+YjhIc/4I8/Q/jjzxCcne3JmjUzR49eJj4+IbGvDE52lCqVh7Jl8lGyZJ4kW4i8SYoWzcGHXWsw4aeVjBu/nIwZM5ikaCIhIYGvvl7EuvWHEsf5qGsNChTwe6V+LSwsCCiSnYAi2hJERERERERERETSHxV4iIiIiKSQQ4cuMHXaOkJ2nwYerdhRv/47tG5VkcyZnJPd3yfd3+XQoYucPhPGsC8XMnZMeywt03ahQUo7eeoqQav2A/DxR7VeeXsJb293vL3dqVOnOEajkcuXb7Fn71ni4xOoWTMARwdbE6ROHXZ2Nnw3ui0fdpvM+fM36NVnBhN/6vLGFioAiat31KtbHFdXx8Tj1tZWlCqVh1Kl8tCvb3327TvHho2H2bjpUbHHoUMXAciWLTNly+SjTJl8FCro/9xtXN4kzZuV48KFG/y1fDdDhi7AfpQNpUrmeen+jEYj48YvZ936Q1hZWfLlsKZUrPBWimz/IiIiIiIiIiIikp6owENERETExI4evcTUaevYsfMk8Gg1hbp1itGmdaVXWkHB1taaL79sRoeOP7F7zxnm/LqJdm0rmyj168doNPLTT0EYjUaqVi30yisDPM5gMODnlwk/v0wm7Tc1ubg4MPb79nT58FGRR9/+s/hhXEfs7W3MHc3kjh69xJ49Z7G0tKBZs3LPbGdlZUmJErkoUSIXfXrX48CB81y9epsiAdnx9cmYionTDoPBQP9+DXjwIIr1Gw4zYOBvjB/b4aW3IZo1eyOLl+zAYDDwxefvU6mitlERERERERERERExhfT9kU8REREREzpx8ir9+s/mg84T2bHzJJaWFtStW5wF83rTr28Dk2yPkS2rB3161wNg6rS17D9w7pX7fF3t3HWKkN2nsbKypGvnGuaOk2Z5eroy9vt2ZMhgz5Ejl/h8yDzi4uLNHcvkfv1tMwCB1QuTxcvthc6xtLSgaNEc1KlTPN0Wd/zD0tKCIV80oVTJPERHx9K3/yxOnrqa7H7+/CuEX6asAaBnj3epVvVtU0cVERERERERERFJt1TgISIiIvKKbty4y4CBv9K+wwS2bT+OhYWB2rWKMm9uLwZ82pAsWV7sZvOLql2rKDVqFCEhwcjQYQu5ezfSpP2/DuLjE/jp5yAAGjUqhY+Pu5kTpW3Zs3vy3bdtsbW1Zvv2E4wctRSj0WjuWCZz/sJ1Nm0+CkDLFhXMnOb1ZW1txfBvWlD47azcvx9Fz14zuHjx5gufv3nLUUZ/uwyANq0r8X7jMimUVEREREREREREJH1SgYeIiIjIK4iLi+ezgb+xafNRDAYDgYFFmPtrLwYPapxiKwIYDAb69qmPn29Grl+/y9ffLH6jbta/iJVB+zhzJowMTna0T8fb1CRHoYL+fP1lcywtLVixci8/T1xl7kgmM3fuFoxGI+XK5SdHDk9zx3mt2dnZ8O3otuTJ4014+AN69JxGWFj4f563/8A5vhgyn4QEI3XrFKdL5+opH1ZERERERERERCSdUYGHiIiIyCuYOWsDx45dJoOTHbNndmfoF03w98+U4uM6Otjy1VfNsba2ZNv24yxctD3Fx0wroqJiEreAaNumMs7ODmZO9PooWzYfn336HgC/zd3MvPlbzZzo1V2/fpegVfsBaN2qonnDvCGcnOwY8307/P0zce36XXr2ms7t2/ee2f7MmTD6fzqHmJg4ypXLT7++9TEYDKmYWEREREREREREJH1QgYeIiIjISzpy5BKzZm8EoG/f+uTM6ZWq4+fJ7U33j2sD8NPPQRw7fjlVxzeX+Qu2cfNmBF5erjRqVMrccV4779Yuxkcf1gTgxwkrWLV6v3kDvaIFC7cRFxdPkSLZKFTQ39xx3hjubk6MH9sBT09XLl66Sa/eM7l37+ET7UJD79Cr9wzu34+i8NtZ+WpYM6ysLM2QWERERERERERE5M2nAg8RERGRl/DwYQxffrWQ+PgEqld7m+rVCpslR6OGpahYoQBxcfF8/sX8p96AfZPcvnOfX3/bDEDXzoHY2lqbOdHrqWWL8jRtWhaAb4Yv4dChC2ZO9HIiIiL5449dALRuqdU7TM3T05UfxnXA3d2JU6dD6dt/Fg8fxiQ+Hh7+gF69Z3Dz1j1y5PBk1Mg2ek6KiIiIiIiIiIikILMWeIwYMYISJUqQIUMGPDw8aNCgASdOnEjSxmg0MnToULy9vbG3t6dSpUocOXIkSZvo6Gi6d+9OpkyZcHR0pF69ely+nD4+wSoiIiLmMeGnFVy6fAsPDxf69K5vthwGg4EBnzXC09OVq1dv06nLRM6cDTNbnpQ2ffo6IiOjyZfXh2rV3jZ3nNeWwWCge7daVKlckLi4eAYNnsutW8/egiOtWvL7DiIfxpArpxelSuUxd5w3kp9fJsaNaU8GJzsOHbrIgEG/ERMTR2RkNH36zeLipZt4eroy9vt2ODvbmzuuiIiIiIiIiIjIG82sBR6bNm2iW7du7NixgzVr1hAXF0dgYCAPHjxIbDN69GjGjBnDhAkTCAkJwcvLi+rVq3Pv3v+/Ad2zZ0+WLl3K/Pnz2bp1K/fv36dOnTrEx8eb47JERETkDbc9+ARLlz1aNWDwwEZmv6np7GzPyBGtyJzZmYsXb/JBp4msXLnXrJlSwoWLN/jjzxAAPu5WCwsLLUb3KiwsLBg4oBHZs3lw89Y9Bn8xj7i41H39nJCQwK3b94iLS0j2uVFRMSxavB2AVq0qYjAYTB1P/idXrix891077Oys2bXrFEOHLWDQ4LkcO3YZFxcHxo5pR+bMLuaOKSIiIiIiIiIi8sazMufgQUFBSb6fMWMGHh4e7NmzhwoVKmA0Ghk3bhyDBg2iYcOGAMyaNQtPT0/mzp1Lly5duHv3LtOmTWPOnDlUq1YNgF9//RU/Pz/Wrl1LjRo1Uv26RERE5M0VHv6A4SOWANC0SVmKF89l5kSP5M3jzczpHzP0y4WEhJzmq28Wc+DgBXr1rPPGbJkwceIq4uMTKFsmH0WL5jB3nDeCg4MtI4a3omOnnzhw4Dw//RxEj0/eNVn/8fEJ3LwZQVhYOKFhd5L8GRZ6h2vX7xITE4etrSVW1j7Uq1vihQs1lv+9h/DwSLyzuFGlckGTZZanK1TQn5EjWtGv/2w2bnq0oqKdnTXfjW5LtqweZk4nIiIiIiIiIiKSPpi1wONxd+/eBcDd3R2Ac+fOERYWRmBgYGIbW1tbKlasyPbt2+nSpQt79uwhNjY2SRtvb28KFizI9u3bVeAhIiIiJmM0Ghk1eim3b98nezYPunYJ/O+TUpGbmxNjvmvHzFkbmD5jPX/+FcKx45f55usW+PpkNHe8V7L/wDk2bzmKhYWBjz7U6ztT8vfPxOeD3+ezAb+yYOE28uf3JbB64Zfu7969h4wdt5yDB89z7fpd4uP/e3WO6Oh4Ro1exoaNR/i0fwOyeLk9t31cXDxz520BoHnz8lhZWb50Xnlx75TIzZdDmzHo87kYDAaGf92St97yM3csERERERERERGRdCPNFHgYjUZ69+5NuXLlKFjw0SfwwsIe7R/v6emZpK2npycXLlxIbGNjY4Obm9sTbf45/3HR0dFER0cnfh8REQFAbGwssbGxprkgEUl8Pul5Jend/ftRjBm7nCNHL73wOV5ernTuVI23CrxZN85e93lhZdA+Nm0+ipWVJQMHNsTCIm1eS5vWFcif34evvl7MqVOhtO8wgc8+fY8K5fObO9pLMRqNTJiwEoB3axfF19c9Tf7cX2elS+WmdasKzPl1MyNG/o6/nzs5c3olu5/r1+/S/9NfOXf+euIxS0sLPDxc8PJyxdPThSxernh6uuLl5YqXpyvOznaM/nYu24OvsmvXKVq1Hk/XLtWpV7f4M7fhWb3mAGFh4bi6OlIj8G39fUhFZcrkYeovXTFYGMiR3VM/e0kRr/vrBRExPc0LIvJvmhNE5HGaF16Mfj4ibwaD0Wg0mjsEQLdu3fj777/ZunUrvr6+AGzfvp2yZcty9epVsmTJkti2U6dOXLp0iaCgIObOnUv79u2TFGwAVK9enZw5czJp0qQnxho6dCjDhg174vjcuXNxcHAw8ZWJiEh6du9eDIsWH+fGzYcvdX6Rwh5UrOCHnV2aqclMt8LDo5gx6xAxMQlUrOBHqZLe5o70nyLuRfPnn6e5cvU+ACWKe1Gxgh+Wlk+/aZ5SYmLiefgwjsjI2Edf//vvmJj/XtkB4MGDGA4cvIG1tQWdPyiMk5NNCidOnxISjCxecoJz5+/i6mpL29YFkzX33LgRycLFx7l/PxYnR2tq1sxB5kz2ODnZYGHx39uu3L79kJVB57h85R4Afn4ZqFUjB25udknaGY1Gps88xM2bD6lQ3pfSpXySd6EiIiIiIiIiIulQZGQkLVq04O7duzg7O5s7joi8pDRxt6h79+78+eefbN68ObG4A8DL69GnBsPCwpIUeFy/fj1xVQ8vLy9iYmK4c+dOklU8rl+/TpkyZZ463oABA+jdu3fi9xEREfj5+REYGKgJTcSEYmNjWbNmDdWrV8fa2trccURS3fnz1+n36a/cuPkQd3cn+vetj4vLfxcSJiQk8NfyPQSt2s/+A9c5f+EBH31Yg8Dqb2Mw/PdN0rQsJeYFo9FIRMTDF/rZvqz4+AR69JpBTEwChQr5M+SL9qleJPGyGjeK55cpa1mwcDshu8N4+NCaIUPexyOzi8nHWrvuEDt3niL87gPuhkcSfvcB4eGRREeb5tMBrVpWoEmTyibpS56ufPnKdO46mbCwcHaF3GP4N82fuYrGv+3ff56ffp7H/QexZM2amdEjW+Hl5fpCY/4zLzRtWo8WLSxZ9kcIv/yylkuX7jFrzlE+6FiFRg1LJT7ntgef4ObNXTg42NK/fysyONm/yiWLSBqkf0eIyOM0L4jIv2lOEJHHaV54Mf/saCAirzezFngYjUa6d+/O0qVL2bhxI9mzZ0/yePbs2fHy8mLNmjUEBAQAEBMTw6ZNmxg1ahQAxYoVw9ramjVr1tCkSRMAQkNDOXz4MKNHj37quLa2ttja2j5x3NraWhO/SArQc0vSo/0HzvHpp3O4dz8Kf/9MjP2+PVmyuP33if8TEJCTunWK8+33f3D+/A2Gj/idoKB99O1bn2xZPVIweeow1bxw+nQoP/y4gt17zlCkSDY6tKtCsWI5TV4IM3/BJg4duoiDvQ1DPm+Cnd2TryPSKmtra3p8UocihbPz9fDFHD5yiU6dJzHki6aUfCe3ScYwGo1M/mU1s+dsemYbGxsrXF0dk3w5Otjyor8qV1dHWreqqP+fpLBMmVwY8U1Lunw4meAdJ/n1t6107FD1ueesW3eQL79eRGxsPG8XysroUa1xdk5+wdU/80LTJuUoX64AI0b9zp49Z/np51Vs3HSUQQMakS2bB/PmbQPgvQbv4O6m4myRN5n+HSEij9O8ICL/pjlBRB6neeH59LMReTOYtcCjW7duzJ07lz/++IMMGTIQFhYGgIuLC/b29hgMBnr27Mnw4cPJnTs3uXPnZvjw4Tg4ONCiRYvEth07dqRPnz5kzJgRd3d3+vbtS6FChahWrZo5L09ERNKp9RsO8eVXi4iJiaNQIX9Gj2zzUqtLBATkYNaM7sybv5XpM9azd9852rT9kZYtytOubWVsbdPvC/Lbd+4zdepa/vwrhISER7vN7d9/nk96TqdQIX/at6tCyXdym6TQ4+Spq0yZuhaAnj3r4u3t/sp9mkPFim+RM5cXgwbP5dSpUHr3mckHHavStk2lF1qh4VkSEhL4fsyfLF22C4DGjUqRJ48Pbv8u5nBzxMHe5rVfgSa9yJvXh/79GvD1N4uZPmM9+fP7UqZ03qe2XbBwG+N/+BuAShXfYsgXTUwyN3l7u/PDuI78+ddufpywgiNHLtG2/Y/UrBnAwUMXsLa2pEmTsq88joiIiIiIiIiIiMjrxKwFHhMnTgSgUqVKSY7PmDGDdu3aAdC/f38ePnzIRx99xJ07dyhZsiSrV68mQ4YMie3Hjh2LlZUVTZo04eHDh1StWpWZM2diaWmZWpciIiICwKLF2xk3/m+MRiMVyhdg2NCmr3Sz09raijatK1Gt6tt8P/YvgoNPMGv2RtasOUDv3vWeedP1TRUTE8fixcHMmLWeBw+iAahSuSDNmpZjzdoD/PFnCIcOXaR3n5kUyO9L+/ZVKFM670sXFkRHxzLsy4XExcVTsUIB3q1d1JSXk+p8fTLyy6SujB23nD//CmHK1LUcOXqJLwY3wdk5+dtcxMXF89XXi1iz9iAGg4F+ferRoEHJFEguqa12raIcOXKJpct2MmzYAqZN64avT8bExxMSEvjp5yDmzd8KPCrs6fFJHZNuXWQwGKhfrwSlSuZm9Hd/EBx8gr/+2g1ArZpFyZxJq3eIiIiIiIiIiIhI+mIwGo1Gc4cwt4iICFxcXLh79y7OznqjWMRUYmNjWbFiBbVr19bSX/LGS0hIYOKkVfw2dwsADd8rSa+edU16s9NoNLJp8xHGjf+b69fvAlCp0lv0/KQOHh4uJhsnJb3svGA0Gtm85RgTflrBlSu3Acibx5sePd6lSOH/3+Lt5s0I5s7bytJlO4mOjk1s1759FcqXy5/sQo/xP/7NggXbcHd3Ys6sT3Bzc0rW+WnZ8r/38N33fxATE4e3tzvDv2lBntzeL3x+VFQMgz6fR3DwCSwtLfji8/epXq1wCiaW1BYbG8dHH0/hyJFL5MrpxS+Tu2JnZ0NMTBxff7OYtesOAvDRhzVp2aL8SxdSvci8YDQaCVq1n3HjlxMfn8CMad3w88v00tcmImmb/h0hIo/TvCAi/6Y5QUQep3nhxeh+qMibwawreIiIiLwJYmPj+Gb4ElavOQBA1y6BtG5V0eTbURgMBipVLEiJErmZNm0dixZvZ+PGI+zadZrh37TgnRK5TTpeWnHqVCjjf/ybvXvPApAxYwa6dgmkVs2AJ7YWyZTJmU+616ZVqwrMm7eV35fu4MTJq3w24Fdy58pC27aVqFTxrSTnxcXFExERyZ3wB9y584Dw8AfcuXOfsLBwFizYBsCAzxq+UcUdAHXeLUbuXF4MHDyXq1dv07nLJPr3a0DtWv+9Ssn9+1H0+3Q2Bw6cx8bGiuHftEx3q8mkB9bWVgz/ugXtOkzg9JkwRo5aSp/e9Rgw8Ff27juHpaUFgwY2omaNgBTPYjAYqFUzgIoVChAVHYv7G/Z8FBEREREREREREXkRKvAQERF5BQ8eRDFg4G/s3nMGS0sLBnzW8IVukL8KRwdbPulem1o1Axj97TKOHL1E336zGTa0KZUrFUzRsVPTzZsRTJ22jr+W78ZoNGJjY0XzZuVo3aoiDg62zz3X3c2Jbh89WlVg/oJtLF4SzKnToQz+fB5Zs2bG3c2JO+H3CQ9/wN27D3negmbvNXiHsmXymfry0oS8eX2YMa0bw75cSPCOk3z9zWKOHLlIj0/qYGPz9JeJt+/cp3efmZw8eRVHR1u+Hd0mySoq8mbJnNmFr79szic9p7N6zQF27znD7dv3cXCwNUthmYOD7X8+/0VERERERERERETeVCrwEBGR19LDhzFcuHCDvHm9Tb5SxoswGo2cP3+docMWcup0KPb2NnzzdQtKlcyTahly587CTxM6MezLhWzYeJjPv5jHZ/3fo06d4qmWwdRiYuLYtv04K1fuJXjHSeLjEwCoVvVtPvywBlm83JLVn6urI127BNKieTkWLtrOwkXbuXDhBhcu3EjSzmAw4Oxsj5ubI26uTri6OuLm5ki2bB7Uq1vCZNeXFjk7O/Dt6DbMmLmB6TPWs3TZLk6cuMrXX7XAy8s1SduwsHB69prOxUs3cXV1ZOyY9uTN8+LbusjrKSAgBx93q8X4H/7m9u37ZMyYge+/a5usLX1ERERERERERERE5NWpwENERF47UVExdP1oMqdOhVK8WE769qmPv3+mFB3TaDRy4cIN9u0/x959Zzmw/zw3b90DwN3die9GtyVfPp8UzfA0NjZWfDmsGaO/XcZfy3czfOTv3LsfRfNm5VI9y8syGo0cOXKJlUH7WLvuIPfuPUx8rFAhf7p9WIu33876SmM4OzvwQcdqNG1Slq3bjmNlZYGbmxNu/yvkcHZ2wMrK8lUv5bVlYWFBxw5VKZDfl6FfLuTosct0+GACw4Y0o0SJXABcuHiDnj2nc+36XTw9XBg/rmOKP+8k7Wjyfhlu377PyZNX6d+vAVmyJK/YSkRERERERERERERenQo8RETktWI0Ghk5ehmnToUCsHvPGVq3HU/rVhVp3aoitrbWJhknISGBc+eus2//OfbtO8f+A+e4c+dBkjbW1pYUKZKd/n0b4OPjbpJxX4alpQWfffoeGTLYM3feFn6csIKIiEg6d6pultVNXlRYWDhBq/YRFLSPi5duJh7PnNmZmjUCqFUzgGzZPEw6ZoYM9tSqGWDSPt8kpUvnZca0bgwaPJcTJ6/Sq88MOn1QnVIlc9Orz0zCwx/g75+J8WM74Onpau64kooMBgMfdq1h7hgiIiIiIiIiIiIi6ZoKPERE5LWyeEkwq1fvx9LSgoEDGrFmzQF27DzJ9BnrWb3mAH1616PkO7lfqu8HD6JYt/4Q27ef4MDB89y9G5nkcRsbKwoW9CegSHYCimTnrbf8TFZQ8qoMBgPdPqpJhgz2TP5lNbNmb+T+/Sh69ayDhYWFueMlevAgikOHb7B67Uz27TuXeNzOzppKFQtSq2YARYvmwNIy7WROb7y93Zk0sQvfj/mT5X/vYfIvq5kydQ0JCUby5PFmzPftcHdzMndMEREREREREREREZF0RwUeIiIpaO26g2zZchSj8cXaZ8hgz3sN3iFXriwpG+w1deDAeX74cQUAH3erRa2aAdSsUYQNGw4z7oe/uXz5Fr16z6Bq1UL06P4umTI5/2efCQkJ7N9/nr9X7GH9hsNER8cmPmZnZ02hQlkTCzry5/fFxibt/q/TYDDQtk0lMmSw4/sxf7Hk9x3cux/F4IGNzLL9SHR0LKdPh3Hs+GWOH7/CseOXuXDhBgkJ//+EKFo0B7VrFaVixbdwdLBN9YzydLa21gwc0IiCBf0ZM/YvYmLiKFw4G9+OaoOTk52544mIiIiIiIiIiIiIpEtp9y6ViMhrzGg0MvmXNcyeszHZ5y5dtpOKFQrQrl0V8ubxNnm219XNmxEM/mIe8fEJVKv6Nk3eLwM8KmqoUqUQJUvmZsrUtSxeEsy6dYfYseMkXToH8l6Dkk9dDeLatXBWrNzL3yv2cvXq7cTjWbNmpkZgEYoXy0m+fD5mKYx4VQ3fK4WTkz1ffb2I1av38+B+FF9/1TxFVxuJi4vnzNlrjwo5jl3m+IkrnDkTRnx8whNt3d3taPheGWrVKkYWL7cUyySvrl7dErxVwI/9B87zbu2i2NnZmDuSiIiIiIiIiIiIiEi6pQIPERETi4uLZ+SopaxYuReARg1L4eub8YXOPXz4Ius3HGbT5qNs2nyUcmXz0a5dFQrk903JyGlebGwcgz+fx61b98iRw5MBnzXEYDAkaePoaEfPHnWoVaso3367jKPHLjNm7F+sWLGXfv3qkz+fL9HRsWzZeozlf+8hJOQ0xv8treLgYEvVqoWo825xCr7l90Tfr6PA6oVxdLRl0OC5bNt+nN59ZjJ6VGscHU27+sL163cZOWope/edJSYm7onHXV0dyZ/fl/z5fMifz5ecuTzYuWMLtWtXxNo6bWxvI8+XM6cXOXN6mTuGiIiIiIiIiIiIiEi6pwIPERETehAZzeDBc9m56xSWlhb079eAunWKv/D5TZuUpeP568ycvZG1aw+wddtxtm47TulSeWjXrgqFCvqnYPq068cJKzh46AJOTnaM+KYl9vbPXkUgbx5vJk/qyp9/hTBx0iqOn7jCB50mUrp0Hg4dusi9ew8T2xYNyM67tYtRqVLB5/b5uipbJh9jx7Sn/6ez2bf/HN0/mcb337XFzc3JJP0fP36F/p/N4ebNCACcnOzIl9eH/Pl9yfe/gg5PT5ckBTOxsbHP6k5ERERERERERERERESeQwUeIiImcuvWPfr2m8WJk1exs7Pmqy+bU7ZMvmT3ky2bB0O/aEKHdlWYPWcjq1bvJ3jHSYJ3nKRE8Vy0b1+ZIoWzm/4C0qigVftYvGQHAEM+b4KfX6b/PMfS0oL3GpSkYoUC/PjTSlat2s/27ScA8PRwoVatotSuXRRfnxdbWeV1FlAkOxN++IBefWZy/MQVOnedxOeD3uftt7O+Ur+bNh1h2FcLiYqKJXt2D4YNaUqOHJ5YWDy5HY6IiIiIiIiIiIiIiIi8OhV4iIiYwMWLN+nVZwahoXdwdXXgu9FtKVDA75X69PfPxOBBjWnXrjJz5mxixcq9hOw+Tcju0xQNyE779lUoVjSnia4gbTp56iqjRi8DoEP7KpQtm7yCGXf3DAz5vAl13i1GSMgZAgKyU7xYTiwt01cRQt68Pkz8uTM9e83gypXbfNjtFxo3KkXXLjWSvXKJ0Wjkt7lbmDhpFUajkZLv5OarL5vj5GTarV9EREREREREREREREQkqfR1h0tEJAUcPnyRLh9OIjT0Dj4+7vwy6cNXLu74N1+fjAz4rCEL5/ehQf13sLKyZO++R9ttzJi53mTjpDUREZEMHPgb0dGxlC6Vhw7tq7x0X8WK5qRrl0BKvpM73RV3/COrf2Zmz+xOnXeLYTQaWbQ4mNZtxrN7z5kX7iM2No4RI3/n54lBGI1GGjUsxbej26i4Q0REREREREREREREJBWkz7tcIiImsmXrMbr3mMbdu5Hky+fD5Eld8fVNmW0/smRxo3+/Bixa8KjQA2DK1LUsWLgtRcYzp/j4BIYOW8jV0Dt4Z3FjyBdNtPWHCWTIYM/AAY0YO6Y9np6uXA29wyc9pjFq9FLu34967rkREZH06jOT5X/vwcLCQK+edejTux5WVpaplF5ERERERERERERERCR9090yEZGXtGzZTgYM/DVxhYkJP3yAu5tTio/r6elK/34N6PRBNQDG//A3y5fvTvFxU9P0GevYsfMktrbWjBjeCmdnB3NHeqOUfCc3v87pQcP3SgLwx58htGoznuDgE09tf+nSTTp3mcTevWdxsLdh9Kg2vN+4TGpGFhERERERERERERERSfdU4CEikkxGo5EpU9cw+rs/SEgwUufdYowa2RoHB9tUzdGubWVaNC8PwMjRS1m37mCqjm9qsbFxHDt+mdlzNjFj5gYAPu3fgNy5s5g52ZvJ0cGWvn3q89OPH+Dj487163fp028WX329iIiIyMR2+/adpVOXiVy8dBNPT1cmT+pKmdJ5zZhcREREREREREREREQkfbIydwCRN43RaGTzlmNs23aMhATjC51ja2tFzZpFKVTQP4XTyatKSEjgu+//ZNkfuwDo0L4KHTtUxWAwpHoWg8FAt49q8uBBFH/8GcLQLxdi72D7Wtx8j4uL58KFGxw7dpljx69w7PhlzpwJIzY2PrFN48alqVkjwIwp04eAgBzMmfUJv0x5tN3PyqB97Nx1in596nP/QRSjRi8jLi6eAvl9GTWyNRkzZjB3ZBERERERERERERERkXRJBR4iJnTo8EV++mklBw9dSPa5S5ftokTxXLRvX5kihbOnQDp5VQkJCYwctZTlf+/BYDDQr299GtR/x6yZDAYDffvUJzIymjVrDzJw0G+M/b4dAQE5zJrr3xISErh0+RbHjl3m+PErHD9+hZOnrhIVFftEW2dne/Ll86VE8Zw0bVLWDGnTJzs7Gz7pXpsqlQsyfOQSzp+/wYBBvyU+XrVKIQYPaoytrbUZU4qIiIiIiIiIiIiIiKRvKvAQMYHLl28xcdIqNmw8DICtrTX165UgUybnFzr/woUbBK3aR8ju04TsPk3RgOy0b1+FogE5zLIyhDwpPj6BESN/Z8XKvVhYGPh88PvUCCxi7lgAWFpa8Png93n4MIat247Tr/9sfhjfkQIF/FI9i9FoJDT0Dsf/tyrHseNXOHHiCg8eRD/R1sHBlnx5vcmXz5f8+XzIl88Xb283/Z03o4IF/Zkx7WNmzNzAb3M3Ex+fQLu2lfmgY1UsLLSrm4iIiIiIiIiIiIiIiDmpwEPkFYSHP2DGzPUsXbaLuLh4DAYD79YuSqcPqpE5s0uy+urQoQq//rqJv5bvYe++c+zdN43Cb2elffsqlCieSze9/+f27Xvs3n0GX79M5MmdBSsryxQfMy4unq+HL2H16v1YWlow5IsmVKv6doqPmxxWVpZ89WVz+vafxZ49Z+nVZyY/T+hEzpxeKTrujZsRiStzHDt2meMnrnD3buQT7WxsrMiTxzuxkCN/fh/8/TKpaCANsrW1pmuXQGrVCuBexEMKausoERERERERERERERGRNEEFHiIvITo6lkWLg5k9ZyP370cBUPKd3HT7qCa5cmV5qT6zeLnRr28D2rSuxG9zN/PnX7s5cPACPXvN4K23/OjQrgqlSuVJ14Ue69Yd5Nvv/yAi4iHwaAWItwtlpUiR7AQEZCd/Ph+TF3zExcXz5VeLWLvuIJaWFgwb2pQqlQuZdAxTsbW1ZtSI1vToNZ0jRy7Ro9d0Jv3cBV/fjCYf6969h/T/bA4HDpx/4jErK0ty5fQiXz4f8uf3JV9eH7Jn90iVYhwxnaz+mc0dQURERERERERERERERP5FBR4iyZCQkMDqNQeY/Msarl0LByB3rix061aTd0rkNskYnp6u9O5Vj9atKzF37haWLtvJkSOX6NNvFvny+dChXRXKls2Xrgo97t6N5Psxf7J23UEAvLO4ce/eQ+7dj2LHzpPs2HkSADs7awoVzEqRItkICMhOgfx+2Ni8/DQXFxfP0GELWL/hMJaWFnz9ZXMqVnzLJNeUUhwcbPn+23Z83H0Kp8+E8UnPaUz8qTOenq4mGyM6OpZPBzwq7rCwMJA9uyf58vqQP/+j1Tly5fR6pZ+7iIiIiIiIiIiIiIiIiDxJd+BEXtC+fWf54ccVnDh5FQAPDxc6d6pOjcAiWFqafpuJzJmc6fHJu7RqWYF587fy+9IdHD9+hf6fzaFUyTwMHtQId/cMJh83rdm2/TgjRy3l1q17WFpa0LZNJdq2qYSFhQVnzoaxb9859u8/x/4D57l7N5KQ3acJ2X0aeLQtSMGC/gRWL0xg9cLY2dm88LixsXF8MWQ+mzYfxcrKkm++bkH5cvlT6jJNytnZnnFj2/PhR79w6fItevSczs8/d8bdzemV+46PT2DI0AXs338eR0dbfp7Qmdy5X27VGhERERERERERERERERF5cSrwkNdCXFw8+/efw8bGGi8vVzJmzJAiRRVPc/XqbSb8vJKNG48Aj1ZIaNO6Ik2blMXW1jrFx8+YMQMfd6tFyxblWbBwG/MXbGPHzpO0bvsDnw96n1Kl8qR4BnN48CCK8T/8zfK/9wCQLVtmPh/8Pvnz+Sa2yZPbmzy5vWnapCwJCQmcO3edffvPPSr6OHCOO3cesHfvWfbuPctPPwdRt05xGr5XEm9v9+eOHRMTx+Av5rF16zGsrS0Z/k1LypbJl6LXa2ru7hkYP64jH340mYuXbtKz53S++7YtHh4uL92n0Wjku+//YPOWo9jYWDF6ZGsVd4iIiIiIiIiIiIiIiIikEhV4SJp39NhlRo1ayqnToYnHrKws8fBwIUsWV7w83R796eVGFq9Hf2bO7IyVleUrjfsgMpo5czYyf8E2YmLisLAwUL/eO3zQsSpuJlgJIbnc3Jzo2qUGgdWLMGTYAs6cCaN335k0bVqWD7vUeKO2xNi95wzfDF/CtWvhGAwGmjYpS5fO1Z9bUGNhYUHOnF7kzOlF40alMRqNXLh4g23bjvP70p2Eht5h7rwtzJu/lbJl8tK4cWlKFM/1xFY30dGxDBw8l+DgE9jYWDFyeKvXtojGy8uVH8Z35MNuv3D6TBjtOkzgqy+bUaxozpfqb+q0tfzxZwgWFgaGDmlCQEAOEycWERERERERERERERERkWd5c+4IyxsnMjKaKVPXsmjxdhISjGRwssMpgz3Xr98lLi6eq1dvc/Xq7aeea2lpQcGC/lStUojKlQqSMeOLb2WSkJDAyqB9TJq8mlu37gFQrFgOen5Sh5w5vUxyba8iRw5Ppv7yIT9NDGLx4mAWLNjG3r1nGTa0Kdmyepg73iuJiorh50mrWLw4GADvLG4MGtSYgCLZk92XwWAgW1YPsmX1oFnTcgQHn2Dx7zvYtesUW7cdZ+u24/j7Z6Jxo9LUqhmAo6Md0dGxDBj4Gzt2nny0QsWo1rxTIrepLzNV+fllYvLErgwc9BunTofSo+d0unapQcsW5Z8obnmeJUuCmTFzAwB9e9ejUsWCKRVZRERERERERERERERERJ5CBR6SJm0PPsG33/3BtWvhAAQGFqFH99q4uTkRFxfPzZv3CLt2h9DQcMLC7hAWFk5YWDihYXe4di2c2Nh4Dhw4z4ED5xk3fjlFimSnWpVCVKpUEFdXx2eOe/DgBcb9sJzjx68A4OPjzsfdalOhfP5k3QxPaba21vTuWZeS7+Tmm+GLOXUqlPYdfqJnjzrUq1s8TWV9EQkJCQQHn+SHH//m0uVbALzX4B26fVQLBwfbV+7f0tKCcuXyU65cfs5fuM7vS3eyYsVeLl68yZixfzFp0ipq1y7KhQs3Cdl9Gltba74d3YbixV5upYu0xsfHncmTuvDd93+yYuVefp4YxNGjlxg0sBGOjnb/ef769YcYM245AB90rEqDBiVTOrKIiIiIiIiIiIiIiIiIPEYFHpKm3L59j3Hj/2btuoMAZMniRr++9SlV8v+3yLCyssTLyxUvL1eKFH6yj4SEBEJDw9m85Sjr1h3k6LHL7N17lr17z/L92L8oViwnVasUomKFAjg7OwAQFhbOzxODEsd1cLClXdvKNHm/TJre+qRsmXzMnvkJX32zmJCQ04wavZSdu07yWf/3Eq8tLYuOjmXV6v3Mm7+VCxduAJA5szMDPmuY5HduStmyetC7Z126dKpOUNA+Fv++gwsXbrB4yQ4A7O1t+G50mzdu+xE7OxsGDWxEwbf8GDt+ORs3HeHs2WsM/6YlOXJ4PvO83XvOMOyrhRiNRhq+V5L27aqkYmoRERERERERERERERER+UfavXMt6YrRaOTvFXv5ccIK7t17iIWFgaZNyvJBx2rY29skqy8LCwt8fNxp3qwczZuV4+rV26zfcJh16w5y4uRVdu06xa5dp/j2uz8oUSIX/n6ZWPbHLqKjYzEYDNR5txhdOlfH3f3Ft3Uxp0yZnBn7fTvmz9/GpF9Ws3HjEY4evcyQz99Ps0UK4eEPWLpsJ4uXBHPnzgMAHB1tqV/vHdq0roSzs32KZ3B0tKNRo9I0bFiK3bvPsGhJMBcv3OCzz96jSOHkbwnzOjAYDDRoUJI8ebwZNHguFy/d5IPOPzPgs4ZUr/ZktdSJk1f5bMCvxMbGU7lSQXr1rPvarQ4jIiIiIiIiIiIiIiIi8qZQgYeY3aVLNxn17TL27j0LQJ483nzW/z3y5fMxSf/e3u60almBVi0rcOnSTdatP8S69Yc4cyaM4OATBAefAKBw4Wz07FGHvHm8TTJuarKwsKBFi/IULZqDIUPnc+nyLT7+ZBptWlekQ/sqWFunjaf6pUs3mb9gGytW7iU6OhYAT09Xmrxfhnp1i7/QdiGmZjAYKFEiFyVK5Er1sc2lQAE/pk/rxtBhCwnZfZohQxdw5MglPu5WCysrSwAuX7lF7z4ziIyMfvT36osmWFpamDm5iIiIiIiIiIiIiIiISPqVNu76SroSExPH8eNX2Lf/HPv2n2P//nPExMRha2vNBx2r0rRJ2cSbzKbm55eJdm0r065tZc6fv/6o0ONsGNWqvE3lygVf+9UJ8uXzYcb0jxk3fjnL/97DrNkb2bT5CP361DfJah4XLt5gwoSVHDt+GY/MLv/bKscNLy9XsmRxw8vz0Z9OTv9fqGE0Gjl06CILFwWzZesxjEbjo6x5fWjWrBxVKhdMsd+3PJubmxNjvm/HlKlrmT1nIwsXbef48St8/VVzLCwM9Ow1gzt3HpA7dxZGjWiVprcqEhEREREREREREREREUkPdMdOUlx0dCxHjlxKLOg4fPgiMTFxSdqUKJGL/n0b4OPjnmq5smXzoGOHqqk2XmpxcLBl4IBGlCqZh+/H/sn58zfo1n0qtWoG0K1bLdzdnJLd54PIaGbO3MCChduIi4sH4Pbt+xw/ceWp7Z2c7Mji5YaHhzNnz10mNHRX4mNly+SjRfNyFCmS/bUvqHndWVpa0LVLIAUK+PLV14s4eOgC7TpMwNXVkatXb+Pt7c6Y79qZZWUVEREREREREREREREREUlKBR5icg8fxnD48MXEgo6jRy8RGxufpI2rqyMBRbITEJCdgCLZyZHDUzf7TaxKlUIUL56Lyb+sYtkfIawM2sfWbcf5sGsN6tUtjoXFf2+3YTQaWbPmABN+DuLmzQjgUYFGy5bluX8vitCwO4SFhSf+GRZ2h/DwSO7fj+LU6VBOnQ4FwMbaipo1A2jWtCzZsnmk6HVL8lUoX4DpU7sxcPBczpwJ4/bt+7i5OTJubHsyZsxg7ngiIiIiIiIiIiIiIiIiggo8JAV8MWQ+27YfT3IsY8YMFCmSjaIBOQgokp2sWTOroCMVODvb069vA2rXKsbo75Zx6lQoo79dxoqVe+nXpz65c2d55rmnT4cyZtxf7N9/HgAfH3d6flKHsmXzPXfMhw9jCPtfwcflKzc5dOgwH3drgoeHmykvTUzMzy8Tv0zqyrgflnP40EW++Px9fH0ymjuWiIiIiIiIiIiIiIiIiPyPCjzE5AoXzsap06EUKfJodY6AItnx88uogg4zeustP6ZN+Yglv+9gypQ1HD58kQ4f/ETjxqX5oGM1HB1sE9veu/eQqdPW8vvSncTHJ2Bra03bNpVo3qwctrbW/zmWvb0N2bN7kj27J7GxObCxvonbS2wLI6nP3t6GAZ82NHcMEREREREREREREREREXmK/96jIQVt3ryZunXr4u3tjcFgYNmyZUkeNxqNDB06FG9vb+zt7alUqRJHjhxJ0iY6Opru3buTKVMmHB0dqVevHpcvX07Fq5DHNWtalqVL+jP0iybUr1cCf/9MKu5IA6ysLGnapCzz5vaicqWCxMcnsGDBNlq0HMuGjYdJSEhg+fLdNG0+hkWLg4mPT6BypYLM+60X7dpWfqHiDhERERERERERERERERERSRlmLfB48OABhQsXZsKECU99fPTo0YwZM4YJEyYQEhKCl5cX1atX5969e4ltevbsydKlS5k/fz5bt27l/v371KlTh/j4+NS6DHmMlZWlCjrSsMyZXfjm6xaM+a4d3t7u3LgRwaDBc2nQcDTDR/5OePgDsmXLzA/jOvDN1y3w8nI1d2QRERERERERERERERERkXTPrFu01KpVi1q1aj31MaPRyLhx4xg0aBANGz7aMmDWrFl4enoyd+5cunTpwt27d5k2bRpz5syhWrVqAPz666/4+fmxdu1aatSokWrXIvK6KVUqD7/N6cGs2Rv59bfN3LwZgYODLR07VOX9xqWxsrI0d0QREREREREREREREREREfkfsxZ4PM+5c+cICwsjMDAw8ZitrS0VK1Zk+/btdOnShT179hAbG5ukjbe3NwULFmT79u3PLPCIjo4mOjo68fuIiAgAYmNjiY2NTaErEkl7LCygfbtKVK1SkOAdJ6lWtRAZM2bAaEwgNjbhlfv/5/mk55WI/EPzgog8TvOCiDxO84KIPE7zgoj8m+YEEXmc5oUXo5+PyJshzRZ4hIWFAeDp6ZnkuKenJxcuXEhsY2Njg5ub2xNt/jn/aUaMGMGwYcOeOL569WocHBxeNbrIaymDE+zcuSVF+l6zZk2K9Csiry/NCyLyOM0LIvI4zQsi8jjNCyLyb5oTRORxmheeLzIy0twRRMQE0myBxz8MBkOS741G4xPHHvdfbQYMGEDv3r0Tv4+IiMDPz4/AwECcnZ1fLbCIJIqNjWXNmjVUr14da2trc8cRkTRA84KIPE7zgog8TvOCiDxO84KI/JvmBBF5nOaFF/PPjgYi8npLswUeXl5ewKNVOrJkyZJ4/Pr164mrenh5eRETE8OdO3eSrOJx/fp1ypQp88y+bW1tsbW1feK4tbW1Jn6RFKDnlog8TvOCiDxO84KIPE7zgog8TvOCiPyb5gQReZzmhefTz0bkzWBh7gDPkj17dry8vJIspxQTE8OmTZsSizeKFSuGtbV1kjahoaEcPnz4uQUeIiIiIiIiIiIiIiIiIiIiIq8Ts67gcf/+fU6fPp34/blz59i/fz/u7u74+/vTs2dPhg8fTu7cucmdOzfDhw/HwcGBFi1aAODi4kLHjh3p06cPGTNmxN3dnb59+1KoUCGqVatmrssSERERERERERERERERERERMSmzFnjs3r2bypUrJ37fu3dvANq2bcvMmTPp378/Dx8+5KOPPuLOnTuULFmS1atXkyFDhsRzxo4di5WVFU2aNOHhw4dUrVqVmTNnYmlpmerXIyIiIiIiIiIiIiIiIiIiIpISzFrgUalSJYxG4zMfNxgMDB06lKFDhz6zjZ2dHT/++CM//vhjCiQUERERERERERERERERERERMT8LcwcQERERERERERERERERERERkedTgYeIiIiIiIiIiIiIiIiIiIhIGqcCDxEREREREREREREREREREZE0zsrcAdICo9EIQEREhJmTiLxZYmNjiYyMJCIiAmtra3PHEZE0QPOCiDxO84KIPE7zgog8TvOCiPyb5gQReZzmhRfzz33Qf+6LisjrSQUewL179wDw8/MzcxIRERERERERERERERERkZRx7949XFxczB1DRF6SwagyLRISErh69SoZMmTAYDCYO47IGyMiIgI/Pz8uXbqEs7OzueOISBqgeUFEHqd5QUQep3lBRB6neUFE/k1zgog8TvPCizEajdy7dw9vb28sLCzMHUdEXpJW8AAsLCzw9fU1dwyRN5azs7NeVIlIEpoXRORxmhdE5HGaF0TkcZoXROTfNCeIyOM0L/w3rdwh8vpTeZaIiIiIiIiIiIiIiIiIiIhIGqcCDxEREREREREREREREREREZE0TgUeIpJibG1tGTJkCLa2tuaOIiJphOYFEXmc5gUReZzmBRF5nOYFEfk3zQki8jjNCyKSnhiMRqPR3CFERERERERERERERERERERE5Nm0goeIiIiIiIiIiIiIiIiIiIhIGqcCDxEREREREREREREREREREZE0TgUeIiIiIiIiIiIiIiIiIiIiImmcCjxERERERERERERERERERERE0jgVeIjIc23evJm6devi7e2NwWBg2bJlSR6/du0a7dq1w9vbGwcHB2rWrMmpU6eStKlUqRIGgyHJV7NmzZK0uXPnDq1bt8bFxQUXFxdat25NeHh4Cl+diLyM1JgXzp8/T8eOHcmePTv29vbkzJmTIUOGEBMTkxqXKCLJlFqvF/4RHR1NkSJFMBgM7N+/P4WuSkReRWrOC3///TclS5bE3t6eTJky0bBhw5S8NBF5Sak1L5w8eZL69euTKVMmnJ2dKVu2LBs2bEjpyxORZDLFnAAQHBxMlSpVcHR0xNXVlUqVKvHw4cPEx/Weo8jrIzXmBb3nKCJvAhV4iMhzPXjwgMKFCzNhwoQnHjMajTRo0ICzZ8/yxx9/sG/fPrJmzUq1atV48OBBkradOnUiNDQ08Wvy5MlJHm/RogX79+8nKCiIoKAg9u/fT+vWrVP02kTk5aTGvHD8+HESEhKYPHkyR44cYezYsUyaNImBAwem+PWJSPKl1uuFf/Tv3x9vb+8UuRYRMY3UmheWLFlC69atad++PQcOHGDbtm20aNEiRa9NRF5Oas0L7777LnFxcaxfv549e/ZQpEgR6tSpQ1hYWIpen4gkjynmhODgYGrWrElgYCC7du0iJCSEjz/+GAuL/7/tofccRV4fqTEv6D1HEXkjGEVEXhBgXLp0aeL3J06cMALGw4cPJx6Li4szuru7G6dMmZJ4rGLFisYePXo8s9+jR48aAeOOHTsSjwUHBxsB4/Hjx016DSJiWik1LzzN6NGjjdmzZ3/VyCKSwlJ6XlixYoUxX758xiNHjhgB4759+0yYXkRSQkrNC7GxsUYfHx/j1KlTUyK2iKSglJoXbty4YQSMmzdvTjwWERFhBIxr16416TWIiOm87JxQsmRJ4+DBg5/Zr95zFHl9pdS88DR6z1FEXjdawUNEXlp0dDQAdnZ2iccsLS2xsbFh69atSdr+9ttvZMqUibfeeou+ffty7969xMeCg4NxcXGhZMmSicdKlSqFi4sL27dvT+GrEBFTMtW88DR3797F3d3d9KFFJEWZcl64du0anTp1Ys6cOTg4OKR8eBFJEaaaF/bu3cuVK1ewsLAgICCALFmyUKtWLY4cOZI6FyIiJmOqeSFjxozkz5+f2bNn8+DBA+Li4pg8eTKenp4UK1YsdS5GRF7Zi8wJ169fZ+fOnXh4eFCmTBk8PT2pWLFikjlD7zmKvDlMNS88jd5zFJHXjQo8ROSl5cuXj6xZszJgwADu3LlDTEwMI0eOJCwsjNDQ0MR2LVu2ZN68eWzcuJHPP/+cJUuWJNkXOywsDA8Pjyf69/Dw0BKqIq8ZU80Ljztz5gw//vgjXbt2TY3LEBETMtW8YDQaadeuHV27dqV48eLmuBQRMRFTzQtnz54FYOjQoQwePJjly5fj5uZGxYoVuX37dqpfl4i8PFPNCwaDgTVr1rBv3z4yZMiAnZ0dY8eOJSgoCFdXVzNcmYi8jBeZE/79OqBTp04EBQVRtGhRqlatyqlTpwC95yjyJjHVvPA4vecoIq8jK3MHEJHXl7W1NUuWLKFjx464u7tjaWlJtWrVqFWrVpJ2nTp1SvzvggULkjt3booXL87evXspWrQo8OhNmMcZjcanHheRtMuU88I/rl69Ss2aNXn//ff54IMPUuU6RMR0TDUv/Pjjj0RERDBgwIDUvgQRMTFTzQsJCQkADBo0iEaNGgEwY8YMfH19WbRoEV26dEm9ixKRV2KqecFoNPLRRx/h4eHBli1bsLe3Z+rUqdSpU4eQkBCyZMmS2pcmIi/hReaEf14HdOnShfbt2wMQEBDAunXrmD59OiNGjAD0nqPIm8KU88I/9J6jiLyutIKHiLySYsWKsX//fsLDwwkNDSUoKIhbt26RPXv2Z55TtGhRrK2tE6tmvby8uHbt2hPtbty4gaenZ4plF5GUYYp54R9Xr16lcuXKlC5dml9++SWlo4tICjHFvLB+/Xp27NiBra0tVlZW5MqVC4DixYvTtm3bVLkOETEdU8wL/9yoLVCgQGIbW1tbcuTIwcWLF1P2AkTE5Ez1emH58uXMnz+fsmXLUrRoUX7++Wfs7e2ZNWtWal2KiJjAf80JT3sdAJA/f/7E1wF6z1HkzWKKeeEfes9RRF5nKvAQEZNwcXEhc+bMnDp1it27d1O/fv1ntj1y5AixsbGJL7hKly7N3bt32bVrV2KbnTt3cvfuXcqUKZPi2UUkZbzKvABw5coVKlWqRNGiRZkxYwYWFnrZIvK6e5V54YcffuDAgQPs37+f/fv3s2LFCgAWLFjAN998kyr5RcT0XmVeKFasGLa2tpw4cSKxTWxsLOfPnydr1qwpnl1EUsarzAuRkZEAT/zbwcLCIvFTvSLyennWnJAtWza8vb2TvA4AOHnyZOLrAL3nKPJmepV5AfSeo4i8/rRFi4g81/379zl9+nTi9+fOnWP//v24u7vj7+/PokWLyJw5M/7+/hw6dIgePXrQoEEDAgMDgUd72P3222/Url2bTJkycfToUfr06UNAQABly5YFHlXQ1qxZk06dOjF58mQAOnfuTJ06dcibN2/qX7SIPFdqzAtXr16lUqVK+Pv7891333Hjxo3E8by8vFL3gkXkP6XGvODv759kTCcnJwBy5syJr69vKl2piLyo1JgXnJ2d6dq1K0OGDMHPz4+sWbPy7bffAvD++++n/kWLyHOlxrxQunRp3NzcaNu2LV988QX29vZMmTKFc+fO8e6775rlukXk6V51TjAYDPTr148hQ4ZQuHBhihQpwqxZszh+/DiLFy8G9J6jyOsmNeYFvecoIm8Eo4jIc2zYsMEIPPHVtm1bo9FoNI4fP97o6+trtLa2Nvr7+xsHDx5sjI6OTjz/4sWLxgoVKhjd3d2NNjY2xpw5cxo/+eQT461bt5KMc+vWLWPLli2NGTJkMGbIkMHYsmVL4507d1LxSkXkRaXGvDBjxoynjqGXLiJpU2q9Xvi3c+fOGQHjvn37UvjqRORlpNa8EBMTY+zTp4/Rw8PDmCFDBmO1atWMhw8fTs1LFZEXlFrzQkhIiDEwMNDo7u5uzJAhg7FUqVLGFStWpOalisgLeNU54R8jRoww+vr6Gh0cHIylS5c2btmyJcnjes9R5PWRGvOC3nMUkTeBwWg0Gk1fNiIiIiIiIiIiIiIiIiIiIiIipqKNpURERERERERERERERERERETSOBV4iIiIiIiIiIiIiIiIiIiIiKRxKvAQERERERERERERERERERERSeNU4CEiIiIiIiIiIiIiIiIiIiKSxqnAQ0RERERERERERERERERERCSNU4GHiIiIiIiIiIiIiIiIiIiISBqnAg8RERERERERERERERERERGRNE4FHiIiIiIiIpLmDR06lCJFiqT6uBs3bsRgMGAwGGjQoMELtQ0PD0+VbK+Ldu3aJf4Mly1bZu44IiIiIiIiIiKvLRV4iIiIiIiIiFn9c/P/WV/t2rWjb9++rFu3zmwZT5w4wcyZMxO/r1SpEj179kzSpkyZMoSGhuLi4pK64f4lLRaZjB8/ntDQUHPHEBERERERERF57VmZO4CIiIiIiIikb/+++b9gwQK++OILTpw4kXjM3t4eJycnnJyczBEPAA8PD1xdXZ/bxsbGBi8vr9QJ9BpxcXExa9GLiIiIiIiIiMibQit4iIiIiIiIiFl5eXklfrm4uGAwGJ449vgWLe3ataNBgwYMHz4cT09PXF1dGTZsGHFxcfTr1w93d3d8fX2ZPn16krGuXLlC06ZNcXNzI2PGjNSvX5/z588nK2+7du3YtGkT48ePT1xl5Pz580+snjFz5kxcXV1Zvnw5efPmxcHBgcaNG/PgwQNmzZpFtmzZcHNzo3v37sTHxyf2HxMTQ//+/fHx8cHR0ZGSJUuycePGxMcvXLhA3bp1cXNzw9HRkbfeeosVK1Zw/vx5KleuDICbm1vi6icAQUFBlCtXDldXVzJmzEidOnU4c+ZMYp/nz5/HYDCwcOFCypcvj729PSVKlODkyZOEhIRQvHhxnJycqFmzJjdu3Hji9zBs2DA8PDxwdnamS5cuxMTEJOtnKiIiIiIiIiIi/00FHiIiIiIiIvJaWr9+PVevXmXz5s2MGTOGoUOHUqdOHdzc3Ni5cyddu3ala9euXLp0CYDIyEgqV66Mk5MTmzdvZuvWrYlFC8kpSBg/fjylS5emU6dOhIaGEhoaip+f31PbRkZG8sMPPzB//nyCgoLYuHEjDRs2ZMWKFaxYsYI5c+bwyy+/sHjx4sRz2rdvz7Zt25g/fz4HDx7k/fffp2bNmpw6dQqAbt26ER0dzebNmzl06BCjRo3CyckJPz8/lixZAjzaUiY0NJTx48cD8ODBA3r37k1ISAjr1q3DwsKC9957j4SEhCR5hwwZwuDBg9m7dy9WVlY0b96c/v37M378eLZs2cKZM2f44osvkpyzbt06jh07xoYNG5g3bx5Lly5l2LBhL/zzFBERERERERGRF6MtWkREREREROS15O7uzg8//ICFhQV58+Zl9OjRREZGMnDgQAAGDBjAyJEj2bZtG82aNWP+/PlYWFgwdepUDAYDADNmzMDV1ZWNGzcSGBj4QuO6uLhgY2ODg4PDf27JEhsby8SJE8mZMycAjRs3Zs6cOVy7dg0nJycKFChA5cqV2bBhA02bNuXMmTPMmzePy5cv4+3tDUDfvn0JCgpixowZDB8+nIsXL9KoUSMKFSoEQI4cOZL8TODJLWUaNWqUJNe0adPw8PDg6NGjFCxYMPF43759qVGjBgA9evSgefPmrFu3jrJlywLQsWNHZs6cmaQvGxsbpk+fjoODA2+99RZffvkl/fr146uvvsLCQp8rERERERERERExFRV4iIiIiIiIyGvprbfeSlJA4OnpmaRYwdLSkowZM3L9+nUA9uzZw+nTp8mQIUOSfqKiopJsV2JKDg4OicUd/2TMli0bTk5OSY79k3Hv3r0YjUby5MmTpJ/o6GgyZswIwCeffMKHH37I6tWrqVatGo0aNeLtt99+bo4zZ87w+eefs2PHDm7evJm4csfFixeT/Mz+3Y+npydAYiHJ41n/UbhwYRwcHBK/L126NPfv3+fSpUtkzZr1ublEREREREREROTFqcBDREREREREXkvW1tZJvjcYDE899k8xQ0JCAsWKFeO33357oq/MmTOnmYyWlpbs2bMHS0vLJO3+KQr54IMPqFGjBn///TerV69mxIgRfP/993Tv3v2ZOerWrYufnx9TpkzB29ubhIQEChYs+MTWNP/O9s8qJ48fe3xbl2f553wRERERERERETENFXiIiIiIiIhIulC0aFEWLFiAh4cHzs7Or9SXjY0N8fHxJkr2/wICAoiPj+f69euUL1/+me38/Pzo2rUrXbt2ZcCAAUyZMoXu3btjY2MDkCTbrVu3OHbsGJMnT07sc+vWrSbLfODAAR4+fIi9vT0AO3bswMnJCV9fX5ONISIiIiIiIiIioM1wRUREREREJF1o2bIlmTJlon79+mzZsoVz586xadMmevToweXLl5PVV7Zs2di5cyfnz59PsuXJq8qTJw8tW7akTZs2/P7775w7d46QkBBGjRrFihUrAOjZsyerVq3i3Llz7N27l/Xr15M/f34AsmbNisFgYPny5dy4cYP79+/j5uZGxowZ+eWXXzh9+jTr16+nd+/eJskLEBMTQ8eOHTl69CgrV65kyJAhfPzxx0m2zxERERERERERkVend1tEREREREQkXXBwcGDz5s34+/vTsGFD8ufPT4cOHXj48GGyV/To27cvlpaWFChQgMyZM3Px4kWT5ZwxYwZt2rShT58+5M2bl3r16rFz5078/PyAR6tzdOvWjfz581OzZk3y5s3Lzz//DICPjw/Dhg3js88+w9PTM7HQYv78+ezZs4eCBQvSq1cvvv32W5PlrVq1Krlz56ZChQo0adKEunXrMnToUJP1LyIiIiIiIiIijxiMRqPR3CFERERERERE0qKNGzdSuXJl7ty5g6urq7njpDnt2rUjPDycZcuW/Wdbg8HA0qVLadCgQYrnEhERERERERF5E2kFDxEREREREZH/4OvrS/Pmzc0d47XUtWtXnJyczB1DREREREREROS1pxU8RERERERERJ7h4cOHXLlyBQAnJye8vLzMnChteZEVPK5fv05ERAQAWbJkwdHRMZXSiYiIiIiIiIi8WVTgISIiIiIiIiIiIiIiIiIiIpLGaYsWERERERERERERERERERERkTROBR4iIiIiIiIiIiIiIiIiIiIiaZwKPERERERERERERERERERERETSOBV4iIiIiIiIiIiIiIiIiIiIiKRxKvAQERERERERERERERERERERSeNU4CEiIiIiIiIiIiIiIiIiIiKSxqnAQ0RERERERERERERERERERCSNU4GHiIiIiIiIiIiIiIiIiIiISBqnAg8RERERERERERERERERERGRNO7/AMako+sIb7wgAAAAAElFTkSuQmCC",
- "text/plain": [
- ""
- ]
- },
- "execution_count": null,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"nixtla_client.plot(df, timegpt_fcst_df, time_col='timestamp', target_col='value')"
]
@@ -522,87 +298,7 @@
"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:Preprocessing dataframes...\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:Restricting input...\n",
- "INFO:nixtla.nixtla_client:Calling Forecast Endpoint...\n"
- ]
- },
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " timestamp | \n",
- " TimeGPT | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " 0 | \n",
- " 1961-01-01 | \n",
- " 436.843414 | \n",
- "
\n",
- " \n",
- " 1 | \n",
- " 1961-02-01 | \n",
- " 419.351532 | \n",
- "
\n",
- " \n",
- " 2 | \n",
- " 1961-03-01 | \n",
- " 458.943146 | \n",
- "
\n",
- " \n",
- " 3 | \n",
- " 1961-04-01 | \n",
- " 477.876068 | \n",
- "
\n",
- " \n",
- " 4 | \n",
- " 1961-05-01 | \n",
- " 505.656921 | \n",
- "
\n",
- " \n",
- "
\n",
- "
"
- ],
- "text/plain": [
- " timestamp TimeGPT\n",
- "0 1961-01-01 436.843414\n",
- "1 1961-02-01 419.351532\n",
- "2 1961-03-01 458.943146\n",
- "3 1961-04-01 477.876068\n",
- "4 1961-05-01 505.656921"
- ]
- },
- "execution_count": null,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"timegpt_fcst_df = nixtla_client.forecast(df=df, h=36, time_col='timestamp', target_col='value', freq='MS', model='timegpt-1-long-horizon')\n",
"timegpt_fcst_df.head()"
@@ -613,19 +309,7 @@
"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"
- }
- ],
+ "outputs": [],
"source": [
"nixtla_client.plot(df, timegpt_fcst_df, time_col='timestamp', target_col='value')"
]
@@ -643,29 +327,7 @@
"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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Wa2FFFRERKRQuRm7+7rvvUqlSJSZPnpx9rGrVqtn/32azMXHiRF5++WUGDBgAwNSpUwkMDGT69OmMHTuWS5cu8d133zFt2jS6dOkCwI8//kilSpVYvnw53bt3L9TXJCIiIiIiIiIiIiIiIgW3dev1Ao9atzgTAvy9+b83htKlcyNeHz+DnbuOE3MsnhrVgxwdU0REpNAY2sFj7ty5NG3alMGDB1OuXDnCwsL45ptvsh+PiYkhLi6Obt26ZR8zm820b9+ejRs3AhAZGUlGRkaOc4KDg2nYsGH2OSIiIiIiIiIiIiIiIlJ8xMUlcuLEeZycTISHV8/189q3b0DjRlUBiIqKcVA6ERERYxjawePo0aN88cUXPPPMM7z00kts3bqVJ554ArPZzKhRo4iLiwMgMDAwx/MCAwM5fvw4AHFxcbi5ueHv73/DOdef/7/S0tJIS0vL/nNSUhIAGRkZZGRoJpuIo13/PtP3m4jkla4fIpJfun6ISEHoGiIi+aXrh4gUxO1+Ddm8eT8A9epVxN3dJU9/D40bVyZi22EiI4/Qv19TR0UUKbJudv24Xa8lIiWNoQUeVquVpk2bMmHCBADCwsLYs2cPX3zxBaNGjco+z2Qy5XiezWa74dj/+qdz3n77bcaPH3/D8aVLl+Lp6ZnXlyEi+bRs2TKjI4hIMaXrh4jkl64fIlIQuoaISH7p+iEiBXG7XkPmzs8az+JXysrChQvz9NzUlMsAbI04yIIFC255T0mkpPrr9SMlJcXAJCJiL4YWeJQvX5769evnOFavXj1mzpwJQFBQ1ly0uLg4ypcvn31OfHx8dlePoKAg0tPTSUhIyNHFIz4+ntatW9903xdffJFnnnkm+89JSUlUqlSJbt264evra58XJyJ/KyMjg2XLltG1a1dcXV2NjiMixYiuHyKSX7p+iEhB6BoiIvml64eIFMTtfA2xWKx88dVOAIbe04OQkMp5en5GRia/zzpEamoG9es3o1q1co6IKVJk3ez6cX2igYgUb4YWeLRp04YDBw7kOHbw4EGqVKkCQLVq1QgKCmLZsmWEhYUBkJ6ezpo1a3j33XcBaNKkCa6urixbtowhQ4YAEBsby+7du3nvvfduuq/ZbMZsNt9w3NXV9bb7IUnESPqeE5H80vVDRPJL1w8RKQhdQ0Qkv3T9EJGCuB2vIYePnCIpKRUvLzONGlXFxcU5T893dXWlUUgVIrYdZteuE9SuXcFBSUWKtr9eP26364hISeVk5OZPP/00mzdvZsKECRw+fJjp06fz9ddf8+ijjwJZo1meeuopJkyYwOzZs9m9ezdjxozB09OTYcOGAVCqVCnuv/9+/v3vf7NixQqioqIYMWIEISEhdOnSxciXJyIiIiIiIiIiIiIiInkUEXEYgPDw6nku7rguLKwaANujYuyWS0RExGiGdvBo1qwZs2fP5sUXX+SNN96gWrVqTJw4keHDh2ef8/zzz5OamsojjzxCQkICLVq0YOnSpfj4+GSf89FHH+Hi4sKQIUNITU2lc+fOTJkyBWfn/P1HX0RERERERERERERERIyxdeshAJo3q5XvNcLDqgMQFX0Um82GyWSySzYREREjGVrgAdCnTx/69Onzt4+bTCbGjRvHuHHj/vYcd3d3Jk2axKRJkxyQUERERERERERERERERApDamo6O3edAKBF8/wXeNSrVwGz2ZXExBRiYuKpXj3QXhFFREQMY+iIFhEREREREREREREREZHroqJjyMy0UL68PxUqBOR7HVdXF0IaVs5aM+qoveKJiIgYSgUeIiIiIiIiIiIiIiIiUiT8OZ6lZoHHqoSFVQOyikZERERKAhV4iIiIiIiIiIiIiIiISJEQEXEYgGbNahZ4rfCw6gBsj4rBZrMVeD0RERGjqcBDREREREREREREREREDBcff4mYY/E4OZlo2qRGgderV68iZrMriYlXOHYs3g4JRUREjKUCDxERERERERERERERETHc1mvdO+rVrYivr2eB13NzcyGkYWUgq4uHiIhIcacCDxERERERERERERERETFcRMQhwD7jWa4LC6sGQFTUUbutKSIiYhQVeIiIiIiIiIiIiIiIiIihrFYrEduyOng0b+6AAo/oGGw2m93WFRERMYIKPERERERERERERERERMRQhw7HkZiYgqeHGw0bVLbbuvXrVcLNzYWEhCscP37ObuuKiIgYQQUeIiIiIiIiIiIiIiIiYqitW7PGs4SHV8fFxdlu67q5uRASklUwsl1jWkREpJhTgYeIiIiIiIiIiIiIiIgYamtEVoFH8+a17L52eFh1AKKiYuy+tjhGyslkEqLOkXklw+goIiJFiovRAUREREREREREREREROT2dfVqOjt3HgegWbOadl8/LKwakNXBw2azYTKZ7L6H2Nel3Re4GpeCzWojoEk5o+OIiBQZ6uAhIiIiIiIiIiIiIiIihomOPkZGhoXAQD8qVypj9/Xr16uEm5sLCQlXOH78nN3XF/tKT0zjalwKmMC3jr/RcUREihQVeIiIiIiIiIiIiIiISLFwJSWNGb9u4KVXfuLEifNGxxE72RpxGIDmzWs6pLuGm5sLISGVgawuHlK0Xd6fAIBnJW9cvF0NTiMiUrRoRIuIiIiIiIiIiIiIiBRp585d4rffNzHnj60kJ18FwNPTzCsvDTI4mdjD1ohDADRvav/xLNeFhVYjMvIoUVExDLirpcP2kYKxZli5fPgSAL511b1DROR/qcBDRERERERERERERESKpEOHYvn5l/UsW74Di8UKgL+/FwkJV9i+XZ0YSoJz55M4evQsJpOJpo4s8AirDqwgKjoGm83mkE4hUnDJRy9hy7Di4uuGe7CX0XFERIocFXiIiIiIiIiIiIiIiEiRYbPZ2LLlED//sp6IbYezj4eGVmXoPe0ID69Oj57/R1xcImfOXCQ4OMDAtFJQ266NZ6lTJ5hSpTwdtk/9ehVxc3Ph4sVkjp84R9Uq5Ry2l+SPzWbj8r6s8Sy+df1UhCMichMq8BAREREREREREREREcOlp2eydGk0P89YT0xMPADOzk507NCQoUPbUq9uxexzG9SvxM5dx9m+/agKPIq5LdcKPJo3q+XQfcxmVxo2rMz27VljWlTgUfSkxaeSnpCGydmEd00/o+OIiBRJKvAQERERERERERERERFDzfljK999v4ILFy4D4OnhRt9+zRgyuDXlg/xvOD88vDo7dx0nMuooffo0Ley4YidWq5WIiEMAtGjuuPEs14WHVWP79qNsjzrKXXe2cPh+kjdJ+7O6d3hV98XZ7GxwGhGRokkFHiIiIiIiIiIiIiIiYpijR8/y3n/nAFC2rC9DBremX99m+Ph4/O1zwsOrM2XqKiIjj2Kz2TTKoZg6cuQsCQlX8PBwo2HDyg7fLyysOrCCqKgYfd0UMZbUTK4cyyrw8q17Y1GXiIhkUYGHiIiIiIiIiIiIiIgYZs3aPQA0a1qTD94fjYvLrd+5H9KwMq6uzpw/n8TJkxeoXLmMo2OKA2y91r0jLKwarq6Ov2VVv15F3NxcuHgxmeMnzmlMSxFy+VAiWG2Yy7hjLvP3xV0iIrc7J6MDiIiIiIiIiIiIiIjI7Wvdun0AdOnSKFfFHQBmsysNG2R1fNi+/YjDsoljbY04DGQV9xQGs9k1u1NIdFRMoewpt2az2rh8IBEAH3XvEBH5RyrwEBERERERERERERERQ5w9m8j+A6cxmUy0aVM3T89t0qQ6AJFRRx0RTRwsLS2DHTuOAdCiea1C2zcstBoA21XgUWSknk4mMzkDJ7MzXtV8jY4jIlKkqcBDREREREREREREREQMsX59VveORiGVCfD3ztNzw8OzCjy2bz+KzWazezZxrOgdx0hPz6RcuVJUqVK20PYND8sq8IiKjtHXTRGRtC8BAJ9apXBy0a1LEZF/oqukiIiIiIiIiIiIiIgYYu218Szt2tbP83Pr16uE2exKQsIVYmLi7R1NHCziL+NZTCZToe1bv34l3NxcuHDhMidOni+0feXmMpLSST19BQCfOhrPIiJyKyrwEBERERERERERERGRQnf5cirbr41XadeuXp6f7+bmQqOQKgDZ60jxYLPZWL8hq7inWbOahbq32exKwwaVAIjarq8bo10+kNW9w6OCF66+bganEREp+lTgISIiIiIiIiIiIiIihW7TpgNYLFaqVStHpUpl8rXGX8e0SPGxe/cJTpw4j7u7K21a1yn0/cPCrn3dRMUU+t7yJ2umlcuHLgHgU1fdO0REckMFHiIiIiIiIiIiIiIiUujWrtsLwB3t8j6e5brsAo+oo1itVrvkEsebO28bAJ06heDl5V7o+4eHVQMgOjoGm81W6PtLlivHkrCmWXD2csGzorfRcUREigUVeIiIiIiIiIiIiIiISKFKT89k8+aDALQrQIFHvboV8PRwIykplSNHztornjjQlZQ0Vq7aBUDf3k0NyVC/fiXc3Fw4f+EyJ09eMCSDwOX9WeNZfOv4Y3IyGZxGRKR4UIGHiIiIiIiIiIiIiIgUqsjII6SkplO2rC916wTnex0XF2caN66ateb2I3ZKJ460YsVOUlPTqVy5DI0aVTEkg9nsSoP6lYCs7i9S+NLOp5J27io4gU9tP6PjiIgUGyrwEBERERERERERERGRQnV9PEu7tvVwcirYrYrsMS3bdaO+OJh3bTxL3z5NMZmM69oQdm1MS5QKPAyRdCARAK+qvjh7uBgbRkSkGFGBh4iIiIiIiIiIiIiIFBqr1cr6DfuBgo1nue56gUf0jmNYLNYCryeOc/ToWfbsPYmzsxM9e4QZmiU8LOvrJioqBpvNZmiW240lzcKVI5cA8K3rb3AaEZHiRQUeIiIiIiIiIiIiIiJSaPbuPcWFC5fx8jITfq2LQkHUrhWMt7c7yclXOXjojB0SiqPMW5DVvaNN67oEBPgYmqVBg0q4ublw/sJlTp68YGiW203y4UvYLDZc/c2Yy3kYHUdEpFhRgYeIiIiIiIiIiIiIiBSa6+NZWreqg6trwUczODs7Edq4KqAxLUVZenomS5ZEAVnjWYxmNrvSoH4lALZrTEuhsdlsXN6fAGR17zByTI+ISHGkAg8RERERERERERERESk01ws87DGe5bomTWoAKvAoytav30diYgplyvjSokUto+MAEHatg0x0dIzBSW4fV2NTyEhKx+TqhHcNX6PjiIgUOyrwEBERERERERERERGRQnHseDwnTpzHxcWZVi1r223d8LDqAETvOEZmpsVu64r9zJufNZ6lV89wXFycDU6T5frXzfaoGGw2m8Fpbg9J17p3eNcohZNr0fg6EBEpTlTgISIiIiIiIiIiIiIihWLdun0ANG1SAy8vd7utW6NGIKVKeZKams6+/afttq7YR1xcIlsjDgPQp08Tg9P8qUGDSri6OnP+fBKnTl0wOk6Jl3klg5QTl4Gs8SwiIpJ3KvAQEREREREREREREZFC8ed4lnp2XdfJyYmw0KxxGxrTUvQsWBiJzWYjPLw6FSuUNjpONrPZlQYNKgFZXTzEsS4fTAQbuAd54uZvNjqOiEixZGiBx7hx4zCZTDk+goKCsh+32WyMGzeO4OBgPDw86NChA3v27MmxRlpaGo8//jhlypTBy8uLfv36cerUqcJ+KSIiIiIiIiIiIiJiJxkZmcTHXzI6htjZ+fNJ7NlzEoC2be1b4AEQHn5t3IYKPIoUq9XKgoWRAPTt09TgNDdqEl4DgEWLtmtMiwPZrDYuH8gaz+Kj7h0iIvlmeAePBg0aEBsbm/2xa9eu7Mfee+89PvzwQz799FMiIiIICgqia9euXL58Ofucp556itmzZ/PLL7+wfv16kpOT6dOnDxaLZuyJiIiIiIiIiIiIFCc2m41Vq3czdNhH3DngXbZsPWR0JLGj9Rv2A9CgfiXKlvG1+/rhYVkFHjt3HSc9PdPu60v+bIs8QlxcIt7e7nRo38DoODfo168Zbm4u7Nx1nIhth42OUyLZbDYubDmLJdWCs4czXpV9jI4kIlJsGV7g4eLiQlBQUPZH2bJlgayL/cSJE3n55ZcZMGAADRs2ZOrUqaSkpDB9+nQALl26xHfffccHH3xAly5dCAsL48cff2TXrl0sX77cyJclIiIiIiIiIiIiInlw4OAZHnv8W15+ZTpnYrPe5b1q1W6DU4k9rXPQeJbrqlUrh7+/F2lpGezZe9Ihe0jezZu3DYDu3UIxm10NTnOjsmV86d+vGQDffrdCXTwcIGnPRS7vz7qul24VhMnZZHAiEZHiy8XoAIcOHSI4OBiz2UyLFi2YMGEC1atXJyYmhri4OLp165Z9rtlspn379mzcuJGxY8cSGRlJRkZGjnOCg4Np2LAhGzdupHv37jfdMy0tjbS0tOw/JyUlAZCRkUFGRoaDXqmIXHf9+0zfbyKSV7p+iEh+6fohIgWha4iI5JeuH7lz8WIy3363goWLorDZbLi5udC8eU3Wr99PdHSM/v5KiJSUNLZFHgGgVavaDvu8hoVWY+Wq3WzbdoiGDSo6ZI/CUhKuIZcupbD2WmFPjx6hRfa1DL2nDX/MjWD37hNs2rSfZs1qGh2pxEg9kczFiHgASoWXxi3Yo8h+HZQkN7t+6O9dpGQwtMCjRYsW/PDDD9SuXZuzZ8/y5ptv0rp1a/bs2UNcXBwAgYGBOZ4TGBjI8ePHAYiLi8PNzQ1/f/8bzrn+/Jt5++23GT9+/A3Hly5diqenZ0Fflojk0rJly4yOICLFlK4fIpJfun6ISEHoGiIi+aXrx81lZlrZFhnHps2nSU+3AlCvXmk63FEJNzdn1q+HEyfP89tvf+DlVfTe9S95s//ABTIyLAT4u7Nn91b27nHMO/hdXZIBWL4iknJlUx2yR2ErzteQbZFxZGRYCCznyeFDURw+FGV0pL/VKKQM2yLj+PCj2YwYXh+TSV0mCsoj050aSRVxwonz5kR2xhyEY0anur389fqRkpJiYBIRsRdDCzx69uyZ/f9DQkJo1aoVNWrUYOrUqbRs2RLghv+A2my2W/5H9VbnvPjiizzzzDPZf05KSqJSpUp069YNX1/7z/0TkZwyMjJYtmwZXbt2xdVVv5yLSO7p+iEi+aXrh4gUhK4hIpJfun7cnM1mY926fXzx1VLOnMlq2V+3bgUef7QHDRtWzj5v/oJTHDl6lrLlatKhfQOj4oqdRG7/HYBu3ZrQu3e3W5ydfyEh51mybBJxcSl07ty1SI4Eya3ifg2x2Wz8+vvnAAwd2pFevZobnOiftWh5maHDPuZMbDJlytamRfNaRkcq1jKTM4hffAorFtyDPWncoQahTiqaKSw3u35cn2ggIsWb4SNa/srLy4uQkBAOHTrEnXfeCWR16Shfvnz2OfHx8dldPYKCgkhPTychISFHF4/4+Hhat279t/uYzWbMZvMNx11dXYvlD0kixZW+50Qkv3T9EJH80vVDRApC1xARyS9dP/506FAsH38yn+1RMQCUKe3Dvx7uTvfuoTg5OeU4NyysGkeOnmXX7pN07RJqQFqxl8xMC5u3HAKgY4eGDv1+qFYtiDJlfDl/Pon9B2Jp2qSGw/YqLMX1GrJ370liYuJxc3OhZ4/wIv8aggIDuOvOFvwyYz1TpqymTet66uKRT5Y0CxdWxWK9asEtwExgp4o4uTobHeu29NfrR1H/HhSR3HG69SmFJy0tjX379lG+fHmqVatGUFBQjtZB6enprFmzJrt4o0mTJri6uuY4JzY2lt27d/9jgYeIiIiIiIiIiIiIFB6LxcoHH85lzH2fsj0qBjc3F8aM7sgvPz9Dz57hNxR3AIQ2rgbAjuhjhZxW7C0qKobk5KsEBHhTv34lh+5lMpkID68OwPbtRx26l/yzefO3AdChQ0N8fDwMTpM7I4a3w2x2Ze++U2zafNDoOMWSzWIjftUpMi6l4+zpQmCXSiruEBGxI0MLPJ599lnWrFlDTEwMW7ZsYdCgQSQlJTF69GhMJhNPPfUUEyZMYPbs2ezevZsxY8bg6enJsGHDAChVqhT3338///73v1mxYgVRUVGMGDGCkJAQunTpYuRLExEREREREREREZFrli3fwcxZm7HZbHTuHMLP05/moQe74ul5Y6fl6xo3rgrA4SNxJCWlFlJScYS16/YC0KZNXZydHX9boum1Ao/I7UccvpfcXGpqOsuW7wSgX5+mBqfJvYAAHwbc1QKAb79bjs1mMzhR8WKz2Ti/MZarsSmYXJwI7FoJFy91jRARsSdDR7ScOnWKoUOHcv78ecqWLUvLli3ZvHkzVapUAeD5558nNTWVRx55hISEBFq0aMHSpUvx8fHJXuOjjz7CxcWFIUOGkJqaSufOnZkyZQrOzqoGFBERERERERERESkKZs7cDMB993bigftz9+a80qV9qFypDCdOnmfXruO0aVPXkRHFQWw2W3aBxx3t6hfKntc7eOzde4qUlLR/LCQSx1i5ahcpKWlUqBBAWFg1o+PkyfDhdzB7zhb27z/Nxo0HdO3Jg8QdF0g+fAlMUK5jBcwB7kZHEhEpcQzt4PHLL79w5swZ0tPTOX36NDNnzqR+/T9/wDOZTIwbN47Y2FiuXr3KmjVraNiwYY413N3dmTRpEhcuXCAlJYV58+ZRqZJjW7yJiIiIiIiIiIiISO7s3XeKPXtP4urqzIABLfP03MahVQGI3hHjgGRSGPYfOM25c0l4eLjRtEmNQtkzODiAoCA/LBYrO3cdL5Q9Jaf518az9OndFJPJZHCavAnw92bgtWvVd9+vUBePXEo+conEqHMAlG4ZhGdFb4MTiYiUTIYWeIiIiIiIiIiIiIhIyTZrVlb3jk6dQgjwz9sNv9DGWe/8j44+Zu9YUkjWrdsHQIsWtTCbC29Uw/UuHtu3Hy20PSXL8RPn2LHzOE5OJnr1Cjc6Tr4MG9oODw839h84zYYN+42OU+RdjUvh3PpYAEo1DMC3rr/BiURESi4VeIiIiIiIiIiIiIiIQyQkJLN8xU4ABg9slefnh17r4LH/wGlSUtLsGU0KSWGPZ7muSZgKPIxyvXtHq5Z1KFvG1+A0+eOvLh65lnEpjbMrT4HVhmcVH/ybljM6kohIiaYCDxERERERERERERFxiHnzI0lPz6RevYrUr5/30drlg/wJDMwatbFnz0kHJBRHOnX6AkePnsXZ2YnWreoW6t7XO3jsP3Ca5OSrhbr37Swz08LCRdsB6NOnqcFpCuZ6F48DB8+wbv0+o+MUSRnJGcQtO4k1zYK5rDtl7wgudiN5RESKGxV4iIiIiIiIiIiIiIjdZWZamD07azzLoGvvhM+P6108onfE2COWFKLr41lCQ6vi6+tRqHsHBvpRsWJprFYbO3YcK9S9b2cbNh4gIeEKAQHetGldx+g4BeLn58Wga52H1MUjJ5vVRuKuC5yefYTMyxm4eLsS2LkSTi667Sgi4mi60oqIiIiIiIiIiIiI3W3YsJ+z8Zfw8/OkU6eQfK8T2rgaANHRx+yUTAqLUeNZrgu/NqYlUmNaCs318Sw9e4Tj4uJscJqCGza0HZ4ebhw6FMvatXuNjlMkXD2bwum5MSRsi8eWacM90JOgHpVx9nAxOpqIyG1BBR4iIiIiIiIiIiIiYne/z9oEQL++zTCbXfO9zvUOHnv2niQ9PdMe0aQQJCQks2vXcQDatTWowOPamJbtUSrwKAx7955k0+YDAPTp08TgNPZRqpQngwa1BrK6eFitVoMTGceSZuH8hlhiFx4nIyENJ7MzZdqWJ6hnZVx93IyOJyJy21CBh4iIiIiIiIiIiIjYVUzMWSIjj+LkZOLO/i0KtFblSmXw9/ciPT2T/ftP2ymhONqiRVFYrTbq1A4mKMjPkAzhYVndXw4diiUpKcWQDCWdzWZjW+QRnnpmMg889AVWq42w0GpUqVzW6Gh2M2xoWzw9zRw+EpfdleZ2YrPZuHz4EqdmHeHywUQAvGuVouKA6vjU8sNkMhkbUETkNqMCDxERERERERERESk0V6+mExuXwL79pzh2PN7oOOIgM2dtBqBd23oFvrlvMpn+HNOyI6ag0aQQpKdn8suM9QAMHNjKsBxlyvhSpUpZbDYbUVH62rEni8XKylW7uP/Bz3niye/YuvUQTk4munZpxOuvDTE6nl35+noyZPD1Lh4rb6suHumX0ohbfILz685gvWrB1c+N8j2rULZtMM7uGskiImIEXX1FRERERERERESkwGw2G9ujjnLmTAIJCVdITMz5kXDtf9PSMrKfYzKZ+PKLsYQ0rGxgcrG35OSrLFocBdjv5n5oaFVWrd5NdPQxRo20y5LiQIsWR3H+wmXKlStF926NDc0SHlad48fPERl1lPbtGxiapSRIS8tg0eIofv55HSdPXQDAbHalT+8mDL2nLcHBAQYndIx77m7Db79v5MiROFav2UOnjiFGR3Ioa6aVSzsvkLjrAlhtmJxN+IWWoVSD0pic1bFDRMRIKvAQERERERERERGRAlu4aDtvTZiZq3Pd3FxwcXEmJSWN2bO3qMCjhFm0eDupqelUq1qOJuHV7bLm9Q4eO3cdJzPTgouLs13WFfuzWKz8NH0tAEPvaYurq7G3IZo0qc7sOVvYvv2ooTmKu+Tkq8yavYXfft/IhQuXAfDx8WDQwJYMGtgKf39vgxM61vUuHpOnrOL7ySvp0L4BTk4ls0l+auwVzm+IJfNyVkGmR0UvSrcMwtXHzeBkIiICKvAQERERERERERGRAkpNTeerr5cB0LBhZSpXKoOfn1f2h/9f/r+fvxeeHm7s3XuKB8d+wcpVu3j6qT74+HgY/CrEHqxWKzNnZo1nGTiwJSaTfd7pXb16ID7e7lxOvsrhw3HUrVvBLuuK/a1evZtTpy7g6+tB3z5NjY5DeFhWkdHRo2eJjUugfJC/wYmKl5SUNCZPWcnsOVtJSUkDILBcKe65py19+zTF09NscMLCc/eQtvz2+yaOHj3LqlW76dy5kdGR7C7jcjpnl53EZrHh7OlC6RaBeFbxsdu1XERECi5XBR7PPPNMnhd+5ZVXCAgoma24RERERERERERE5E+/zFjP+fNJlC/vz6efPICb263/2bF+/YpUrx7I0aNnWbZ8BwPualkIScXRIrYd4cTJ83h5menRPcxu6zo7O9GoUVU2bNxP9I4YFXgUUTabjWk/ZXXvGDyodZG4+e/n50XTJjXYFnmEOXO28q+HuxsdqVh5973ZLFu+E4Bq1coxYtgddO3a+LbsouPr68GQwa35fvJKfvp5XYks8Li45Sw2iw33QE8Cu1TEye32+zyLiBR1ueofNXHiRLZs2UJUVFSuPiZNmkRiYqKDo4uIiIiIiIiIiIjRLl68zE/XbuiOfahbroo7AEwmU/a7++fN2+awfFK4Zs7cBECvnuF2v7kfGloVgOjoY3ZdV+xna8RhDh48g7u7K4MGtjI6TraB17LMnRdBWlqGwWmKj+gdMSxbvhOTycSb/zeUaVOfoGfP8NuyuOO6AQNa4uRkYv/+05w6dcHoOHaVcjKZlJPJYILSrYNU3CEiUkTlekTL7NmzKVeuXK7O9fHxyXcgERERERERERERKT6++34lKanp1K1bgS6dQ/L03O7dQvns88UcOHiGg4fOULtWsINSSmE4c+YiGzYeALJugtpbaONqAOzYeQyr1YqTU67evyiFaNq01QD079ecUqU8Dc3yV21a1yEw0I+zZxNZsXIXvXqGGx2pyLNYrHw0cT4A/fo2pVPHvF3fS6oAf2+aNKlBRMRhlq/YyZjRHY2OZBfWTCsXtsQBUKpBAG5+xnffERGRm8vVT8CTJ0+mVKlSuV70q6++IjAwMN+hREREREREREREpOg7djyeufMiAHj80Z55vuHu5+dF+zvqAzB/vrp4FHez52zBZrPRvHktqlQua/f169QJxt3dlUuXUjh27Jzd15eC2b37BNujYnBxceaeu9sYHScHFxdn7rqzBQC//74Jm81mcKKib978bRw6FIu3tzsPPdjV6DhFStdro1mWr9hpcBL7SdpzkczLGTh7uOAXWsboOCIi8g9y9RvX6NGjMZtzX603bNgwvLy88h1KREREREREREREir4vvlyCxWKlbZu6hIVVz9cafa6NaVmyJFqjE4qxq1fTmXtt1M4gB3TvgKyb9A0bVAayRkdI0fLjtVFN3buFEhjoZ2yYm+jbpwlubi7sP3CavXtPGR2nSEtKSuXrb5YCcP99nfH39zY4UdHSvn0DXFycOXr0LEeOxhkdp8AykzNI3HEegIBm5XBy1WgWEZGiLF897BITE/n222958cUXuXjxIgDbt2/n9OnTdg0nIiIiIiIiIiIiRVP0jhjWrduHk5OJR/7VI9/rNGtag8BAPy4nX2XNmj12TCiFafnynVy+nEr58v60alXHYfuEhlYFIDr6mMP2kLyLiTnL2nV7MZlMDB/Wzug4N+Xv702Xa50Xfp+1yeA0Rdv3k1eQmJhCtarlGOiggq3izMfHg5YtawOwYsUug9MU3IWtZ7FZbLgHeuJV3dfoOCIicgt5LvDYuXMntWvX5t133+X9998nMTERgNmzZ/Piiy/aO5+IiIiIiIiIiIgUMTabjc8+WwxA3z5NqVq1XL7XcnJyok/vJgDMW6AxLcWRzWbjt5lZN8wH3NUCZ+d8va8wV0IbVwMgescxjdkoQn6avg6AO9rVK9D1wNEGDswqVli5chcXL142OE3RFBNzlpmzNgPw5JO9cXFRN4ebuV4stGz5jmJ9LUo9nUzK8ctggtItAzGZTEZHEhGRW8jzT9rPPPMMY8aM4dChQ7i7u2cf79mzJ2vXrrVrOBERERERERERESl6Vq7cxZ69J/HwcOOB+7sUeL3evZpgMpmIjDzKqdMX7JBQCtOuXSc4dCgWNzcX+l4bueMoDRpUwsXFmfPnkzh95qJD95LciYtLZMnSaABGjmhvbJhbqFe3Ig0aVCIjw5I9Ukj+ZLPZmPjJAiwWK+3a1aN5s1pGRyqy2rapi9nsyunTF9l/oHh2t7dZbFzYchYA33r+uAW43+IZIiJSFOS5wCMiIoKxY8fecLxChQrExRX/WWMiIiIiIiIiIiLy99LTM/niq6UADBvajtKlfQq8ZlCQH82a1QRgwYLIAq8nhev3a907uncLxdfX06F7mc2u1K9XEdCYlqLi51/WYbFYadKkOvXrVzI6zi0NGtgKgNlztpCZaTE4TdGybv0+IiIO4+rqzOOP9TI6TpHm6WmmbZu6QNaIquLo0t6LZFxKx8ndGb/QskbHERGRXMpzgYe7uztJSUk3HD9w4ABly+o/ACIiIiIiIiIiIiXZ7DlbOHPmIqVL+zD0nrZ2W7fftc4PCxdt103XYuT8+SRWrd4NwIABLQtlz9DQqgBE74gplP3k7yUmXsnuhFHUu3dc17FDQ/z9vTh3Lom16/YaHafISEvL4JNJCwEYek9bKlYobXCiou/6mJYVK3dhtVoNTpM3mVcySIw+B0BA03I4mzWKR0SkuMhzgUf//v154403yMjIAMBkMnHixAleeOEFBg4caPeAIiIiIiIiIiIiUjRcvpzK5CkrAXjg/i54eprttnbbtvUoVcqTc+eS2LL1kN3WFcf6Y24EFouVRiFVqFM7uFD2DG1cDYAdO44Vyn7y936fuYm0tAzq1qlAs6Y1jY6TK25uLvTv1xyAmTM3G5ym6Jjx6wbOnLlImTK+jBrZweg4xULLlrXx9DQTH3+JXbtOFPr+iTvOc/nwJWxWW56fezEiHlumDXNZD7xrlnJAOhERcZQ8F3i8//77nDt3jnLlypGamkr79u2pWbMmPj4+vPXWW47IKCIiIiIiIiIiIkXAD9NWk5SUSrWq5ejdK9yua7u5udCjexgA8+dvs+va4hgZGZnM+WMrAAMHFk73DoCQkMo4OZk4ffoi585dKrR9JacrKWn89nvWeJ4RI+7AZDIZnCj37uzfHGdnJ6KiYzhyRKPnz527xNQfVgPwyL+627V4ryQzm11pf0d9AJavKNwxLZlXMkiIPs/5dWc4NfMISfsTsFly10UkNfYKV2KyOvWXbhVUrL53RUQkHwUevr6+rF+/npkzZ/LOO+/w2GOPsXDhQtasWYOXl5cjMoqIiIiIiIiIiIjBYuMSsm/mPvKvHri42L+de58+TQBYv2E/Fy9etvv6Yl/r1u3jwoXLlC7tQ4f2DQptXy8vd2rXyuoWEq0uHoaZOzeCy5dTqVSxNO3vKLzPvz2UK1eKO9pl3ZifOUtdPD7/cgmpqek0bFiZ7t1CjY5TrHTt0hiAlat22WW8mCWXRRpObk74h5XByd2ZzOQMLmyK4+TvR7i05yLWjL9fw2a1cWHzWQB86vphLu1e4MwiIlK48lzgcV2nTp149tlnef755+nSpYs9M4mIiIiIiIiIiEgR8/U3y0hPzyQ8rBqtW9dxyB41qgfRoH4lLBYrixZHOWQPsZ8ly6IB6N0rHFdXl0Ldu3FoVQCio48V6r6SJT09k59/WQ/A8OF34Oyc71sNhhl0revM4iVRXL6canAa4+zafYIlS6IxmUw8/VQfdXPIo6ZNa1CqlCcJCVeIioop0Frbtx9l5OiP2bTpwC3PdXJ1xq9RGSoNrklA80CcPV2wpGRycetZTv52mMSd57Gm31hwkrQvgYzENJzMzviHlytQXhERMUaef+p+4403/vHx1157Ld9hREREREREREREpOg5cOA0S5ZEA/DYo70cegOwT5+m7Nl7knnztzFsaDvdbCyikpOvsnnzQQC6dG5U6PuHNq7GjBkbiN5RsBuqkj9LlkZz/nwSZcr4Zo9WKm5CQ6tRo0YQR47EsXDRdu4e0sboSIXOarXy0cR5QFahVr26FQ1OVPy4uDjTsUND5vyxleUrdtKsWc18rWO1Wvnk04UcO3aO9Rv206pV7gopnVycKNUgAN+6flw+fIlLOy+QmZxBQuQ5Lu26gG+9AHzr++Ps7kJmSiYJUecA8G9SFmez/TtxiYiI4+W5wGP27Nk5/pyRkUFMTAwuLi7UqFFDBR4iIiIiIiIiIiIliM1m49PPFwHQrWtj6tat4ND9unRpxCeTFnDixHl27TpBo0ZVHLqf5M+6dXvJyLBQpUpZatQIKvT9G1/7uoiJiScx8Qp+fhofXlgsFis//bQWgHvuboObW+F2b7EXk8nEwAEtee+/c5g5azODB7XCyan4dSIpiIULt7N//2m8vMw8PLab0XGKrS6dGzHnj62sXr2bfz/TL1/fE4uXRHPw4Bm8vMzcf3/nPD/f5OyEbx1/fGr5cSUmicQd58m4lE7ijvNc2nMBnzr+ZF7JwJZhxa2MOz61/fK8h4iIFA15/mklKioqx8fu3buJjY2lc+fOPP30047IKCIiIiIiIiIiIgbZtPkgkZFHcXV1ZuxDjr8B6OVpplPHEADmzo9w+H6SPytW7QKgc6cQQ7qs+Pl5Ua1a1niBHTuPF/r+t7O16/Zy4uR5fHw86N+/udFxCqR7t1C8vd05deoCW7YcMjpOoUpOvsoXXy0B4N4xnQgI8DE4UfHVuHFVypT24XLyVbZuzfvXUWpqOl9+tRSA0aM6EuDvne8sJicT3jVKUeGu6pTrWAG3ADO2TBtJey6ScuwyAGVaBqk7lohIMWaXclRfX1/eeOMNXn31VXssJyIiIiIiIiIiIkVAZqaFz6517xg0sBXly/sXyr59+zQFYOXKXVy5crVQ9pTcS0pKZevWw4Ax41muC21cDUBjWgqRzWZj2rQ1AAwa2BIvT7PBiQrGw8ON3r2bAPD7rM0Gpylck6esJCHhCpUrl2HwoFZGxynWnJ2d6NQpqzBx+YqdeX7+9J/Xcf58EuXL+9vtc2EymfCq6ktwv2oEdqmEuZwHAL71/DGX9bDLHiIiYgy79RtLTEzk0qVL9lpOREREREREREREDLZkaTQxMfH4+HgwelTHQts3JKQyVaqU5erVDJav2FVo+0rurF27h8xMCzVqBFG1ajnDcoSGVgVgR/QxwzLcbrZtO8L+A6cxm10ZNLBkFAUMvKslAJs3H+TUqQsGpykcx0+c49ffNgLw5OO9cXUtnmN2ipLrxW7r1u/j6tX0XD/v3LlL/DQ9a+TRo//qgdnsatdcJpMJz0relO9VhUpDahLQItCu64uISOHL83+1P/nkkxx/ttlsxMbGMm3aNHr06GG3YCIiIiIiIiIiImKsOX9sBWD4sDvw9S28d/yaTCb69m7Kp58vYt68CPr3a1Zoe8utLV/553gWI4U2rgrAwUNnuHLlKl5e7obmKemuXk3ny6+zxkj07dsU/wKMkShKKlYsTauWtdm0+SCzZm/hicd7GR3JoWw2G598sgCLxUrr1nVo1aqO0ZFKhAYNKlG+vD+xsQls3Hggu6PHrXz19TKuXs0gJKQyHTs2dFg+k8mEi5d9i0dERMQYeS7w+Oijj3L82cnJibJlyzJ69GhefPFFuwUTERERERERERER45w8eZ49e07i5GSid6/wQt+/R88wvvhqCXv3neLI0ThqVA8q9Axyo4SEZCIjjwDGjmcBKFu2FBUqBHD69EV27TpBy5a1Dc1TkqWlZfD8f6axb98pvLzMDLunndGR7GrgwFZs2nyQBQu28eADXfDwcDM6Ert3n2Dlql34eKfadd1ff9vIps0HcXFx5snHe9t17duZyWSiS+dGTPtxDctX7MxVgcf+/adZuGg7AE881huTyeTomCIiUgLkucAjJkbzDEVEREREREREREq6JUujAWjerBalS/sU+v4B/t60a1uP1Wv2MH9+JE8+oRuRRcGaNXuwWKzUqR1MxYqljY5DaONqnD59kegdMSrwcJC0tAyef2Ea2yKP4Onhxocf3EtQkJ/RseyqZYta2cVCS5ftMLRrUPSOGCZPWUVExGEAvLxc6dDxAtWqFrzIbWvEISZ9uhCAR/7VnUqVyhR4TfnT9QKPjZsO3LKrkM1my/5cdOvamAYNKhVWTBERKeacjA4gIiIiIiIiIiLFw+nTFxk3fgY/TFvDqVMXjI4jDmSz2Vi8OAqAHt1DDcvRp09TABYt3k56eqZhOeRP2eNZDO7ecV1oaFUAoqOPGZqjpEpPz+TFl34iIuIwHh5ufPD+GEIaVjY6lt05OTkxcEBLAGbO3ITNZivU/W02G5Hbj/DY49/wyKPfEBFxGGdnJ8qU8eHKlQz+/e8fiI+/VKA9Tp26wKuv/YLVaqNXz3DuHtLGTunlupo1g6hSpSzp6ZmsXbfvH89du24fUdExuLm58PDY7oWUUERESoJcdfAYMGBArhecNWtWvsOIiIiIiIiIiEjRZLVa+b83f2PnruPADr78agm1apanQ4cGdOzYkKpVyhkdUexo587jnIlNwNPDjTvuqG9YjhbNa1G2rC/nziWxbt3eIlNUcLu6cOEy0dFZHZ4752L8QGEIbVwNgL37TpGWloHZ7GpwopIjPT2Tl175ic1bDuLu7sr7/x1N48ZVjY7lML16NuHrb5Zx+Egc0TuOERZazeF72mw2tkYcZsqUlezYeRwAFxdnevcKZ+SI9jg7m7jvgUnEnU3kyae/5/NPH8Tf3zvP+1y5cpXnX/iBy5dTadCgEs8921/jQBzg+piW775fwfIVO+nZI+ym52VkZPLZ54sAGHpP2xLXEUdERBwrVx08SpUqlesPEREREREREREpeRYtjmLnruN4eLjRrGlNnJ2dOHQ4lm++Xc6w4RMZPnIi3363nCNH4gr9nc9if4uude/o0LEh7u5uhuVwdnaid68mAMxbEGlYDsmyavVurFYbDepXonx5f6PjABAc7E/Zsr5kZlrYs+ek0XFKjIyMTF557Wc2bjyA2ezKf98bVSgFD0by9fWge7dQIKuLhyPZbDY2bjrAQ2O/5OlnJrNj53FcXZ0ZOKAlv834N/95/i6CgwMICPDmniF1KVeuFMePn+Ppf08hOflqnvayWq2Mf+NXjh07R9myvrz91nAVQjlQ585ZxW9btx7i0qWUm54zc9ZmTp26QECANyNGtC/MeCIiUgLkqoPH5MmTHZ2Dt99+m5deeoknn3ySiRMnAlk/5IwfP56vv/6ahIQEWrRowWeffUaDBg2yn5eWlsazzz7Lzz//TGpqKp07d+bzzz+nYsWKDs8sIiIiIiIiInI7SEpK4bPPFwNw372dGD7sDi5dSmHdur2sWr2biG1HiImJJyZmJd9PXknlSmXo0KEhHTs2pHat8nqXcDGTlpbBylVZYzj+7t3Hhal3ryZMmbqKiIjDxMYlUD6oaBQW3I5WXBvP0qmIdO+ArHfMN25UleUrdhK9I4bw8OpGRzJcSkoaWyMO0bhR1Xx1e8jMtPDa67+wfv0+3Nxc+O+7I2kSXsMBSYuegQNa8sfcCNas3cvZs4kEBvrZdX2bzca69fuYMmUV+w+cBsDNzYW77mzBsGHtKFvG94bn+Pqa+fD9UTz2xPccPHiG556fykcf3pvr4ruvv1nO+g37cXNz4e0JIyhzkz3EfqpWKUetWuU5dCiWVat3c2f/5jkev3QphcmTVwLw0INd8fI0GxFTRESKsVx18HC0iIgIvv76axo1ytli8b333uPDDz/k008/JSIigqCgILp27crly5ezz3nqqaeYPXs2v/zyC+vXryc5OZk+ffpgsVgK+2WIiIiIiIiIiJRIX329lMTEK1SrWo67h7QBoFQpT/r0acoH749hwbyXePWVwbRtWw83NxdOnDzPD9NWc+99n/LQ2C+5kpJm7AuQPNmwcT/JyVcJLFeqSLxjv0KFAJo0qY7NZmOBungY5ty5S+y8NkKiU8eGBqfJKTS0KgA7dhw3NkgR8fEnC3jp5encOeBdxo2fQfSOmFx3VsrMtPD6uBmsWbsXNzcX3n1nJE2b1nRw4qKjZs3yhIdVw2Kx8v2UlXZdOzPTwuNPfMsLL/7I/gOncXd3ZdjQdsz87TmefKL3TYs7rqtUqQwTP7oXb293duw8zosv/UR6euYt91y+Yic/TFsNwIsvDKB+Pb0xtjB07dIYyPr7/1/fT17B5eSr1KgRlN2hSkREJC/yVeDx+++/M2TIEFq2bEl4eHiOj7xKTk5m+PDhfPPNN/j7/1l9b7PZmDhxIi+//DIDBgygYcOGTJ06lZSUFKZPnw7ApUuX+O677/jggw/o0qULYWFh/Pjjj+zatYvly5fn56WJiIiIiIiIiMhf7N13ijl/RADw7L/74eLifMM5Pj4e9OwRxnvvjGTBvJcY9/rddOjQADc3F/bsPcnMmZsLO7YUwOJr41m6dQvFyalIvD+Mvn2aATB/QSSZmXpjlxFWrtqNzWajUUgVu3c1KKjQxlmFSDt2HuPc+SSD0xgrLS0ju9NKRoaFpct28Mij3zBy9CfMnLmJK1f+frxHZqaFN/7vN1at3o2rqzNvvzWcFs1rFVb0ImPsQ90AWLAgkpiYs3Zbd84fW9keFYO7uyujRrZn5m/P8dijPSld2idXz69dK5gP/jsad3dXtmw9xLg3Zvzj9fDAgdO8NWEmAMOHtcsePyOO1/lal6OoqBjO/+WadPzEOWbN3gLAE4/1wtm5aPw3VkREipdcjWj5q08++YSXX36Z0aNH88cff3Dvvfdy5MgRIiIiePTRR/Mc4NFHH6V379506dKFN998M/t4TEwMcXFxdOvWLfuY2Wymffv2bNy4kbFjxxIZGUlGRkaOc4KDg2nYsCEbN26ke/fuN90zLS2NtLQ/3zmSlJT1H9iMjAwyMjLy/BpEJG+uf5/p+01E8krXDxHJL10/RKQgbudriMVi5b/vz8Fms9G1ayMaNqx0y78HNzdnOnaoT8cO9VmydAcT3p7Fz7+s487+TfHwyF07eTFOYuIVNm0+CECXzg2LzNd969a1KFXKk/j4S6xdt4d2besZHSlXStL1Y9nyHQB06FC/yL2eihX9adigErv3nGTy5BU8/VQfoyMZZt26vaSkpFGuXCn+7427mTt3G8tX7OLo0bN88NE8Pv9iCV26hNCvXzNq1yqf/TyLxcqEt2exfMUuXFyceWP83TRtWr3Ifa4LQ926wbRtW5f16/fz+ReLmfDWsAKvmZx8le++XwHAvx7ulj2241Z/v/97DalbN5i33hzKCy/+xOrVe5jwzkz+81z/G4rxLl5M5j8v/khaWgYtWtTi/vs63ZafS6OUKeNNgwaV2LPnJMuW72DQwJYAfPrpQiwWK61a1iY0tIo+J+JQN/sZRF9zIiVDngs8Pv/8c77++muGDh3K1KlTef7556levTqvvfYaFy9ezNNav/zyC5GRkWzbtu2Gx+Li4gAIDAzMcTwwMJDjx49nn+Pm5paj88f1c64//2befvttxo8ff8PxpUuX4unpmafXICL5t2zZMqMjiEgxpeuHiOSXrh8iUhC34zUkKvosBw6cwWx2pnZNZxYuXJin51utNvz8zCQmpvDue9No3qz8rZ8khorcHofFYiUo0Iu9e7exd6/Rif5Ut04ptmxN4dtvF3I5KcboOHlS3K8fly6lsXfvKQAsmXF5vhYUhpAQb3bvgbnzthFYLh0/P3ejIxlizh+HAKhaxZOjR3bQsIErNWs0Ys/e80RFn+XChavMmx/JvPmRlC/vRVhoIHVqB7B02TH27D2Pk5OJfn2qk5hwhIULjxj8aoxTt7YbGzbAho0H+PrrGVSsmLsuG39nzdqTXLqUQkCAO85O8Xn+Hvrfa0ifXtWZM/cQixdHc+5cHJ07VsZkMgFZxTo/z9hHfHwyAQHutGzuy5IliwuUX/IuKNCJPXtg5qx1eHpc5PjxS2zYeACTCRrUdy+S11Epmf56/UhJSTEwiYjYS54LPE6cOEHr1q0B8PDw4PLlywCMHDmSli1b8umnn+ZqnZMnT/Lkk0+ydOlS3N3//oft6z+UXGez2W449r9udc6LL77IM888k/3npKQkKlWqRLdu3fD1/fs5dyJiHxkZGSxbtoyuXbvi6upqdBwRKUZ0/RCR/NL1Q0QK4na9hiQkJPPZF5MAeHhsdwbc1SJf65hMQbz3/lx27LjIiy+Mwmy+ff4Oi6M/5n0NwODBd9CrV0uD0+QUFpbA0OEfc+x4EiEhzalUqYzRkW6ppFw/fv5lPQChoVUZMuROY8P8gyNHprE14jBHj9l45aVeRscpdCkpaXz0cSQADz7Qj9q1g7MfGzAg69/Nd+48zpy5Eaxdu4/Y2CvExh5l+fITpGdk4uzkxLjXB3PHHfWNeglFytl4V+bNjyRqRxIPPjjklvcl/k78uUt89PEnADzz9J156kD0d9eQXr2gbr1o3n5nNpGRcTRsUIf77u2EzWbj/Q/mcfp0Mt5e7nz80YNUrlz0r5UlUYsWl1m56gPOnEkmNLQlM2fNAODOO5szcmRvg9PJ7eBm14/rEw1EpHjLc4FHUFAQFy5coEqVKlSpUoXNmzfTuHFjYmJisNlsuV4nMjKS+Ph4mjRpkn3MYrGwdu1aPv30Uw4cOABkdekoX/7Pd3fEx8dnd/UICgoiPT2dhISEHF084uPjs4tQbsZsNmM2m2847urqWqx/0RIpbvQ9JyL5peuHiOSXrh8iUhC32zXk629XkJx8ldq1gxk0sHW+58T37t2UqdPWcvZsIosWRzN40N//m40Y69jxePbvP42zsxPdu4cVua/3ypXL0bpVHTZs3M+8Bdt58vHic4OsuF8/Vq/OauXStUvjIv06Hh7bna0Rh1m+fBejRnagRvUgoyMVqs1b9pCenkmliqWpX7/yTQsSmjatRdOmtbh48TLzF0Qy54+txMUl4uzsxPjX76ZTpxADkhdNDz7QlWXLd7J37yk2bjpIh/YN87XO5CmrSU/PpHGjKnTsEJKvQpGbXUP69mlGelomH3w0j6k/rMHX1ws3V2fmL4jEZDIxftzd1KihzllGCQoKICysGtu3H2X8G79z+Egc3t7uPHh/8S74k+Lnr9cPfe2JlAx5/s28U6dOzJs3D4D777+fp59+mq5du3L33Xdz11135Xqdzp07s2vXLqKjo7M/mjZtyvDhw4mOjqZ69eoEBQXlaB2Unp7OmjVrsos3mjRpgqura45zYmNj2b179z8WeIiIiIiIiIiIyN/bseMYCxduB+DZZ/rlu7gDwNXVhZEj7gDgx5/Wkp6eaZeMYn+LF0cD0LJFbQL8vY0N8zeud5JZuCCSq1fTDU5zezh16gL7D2QV/nRo38DoOP+obt0KdOzQEJvNxtffFO+xOPmxbPkOALp0aXTLIoKAAB9GjezAbzOe5eOP7uOrLx9Wccf/KFPGl3vubgvAl18uJTPTkuc1Dh2KZdGiKAAee7RXvruA/J2BA1sx9qFuAEz6dCEffTwfgEf/1YNWrerYdS/Juy6dGwGw/8BpAMaM7oifn5eRkUREpATI82/nX3/9NS+//DIADz/8MFOmTKFevXqMHz+eL774Itfr+Pj40LBhwxwfXl5elC5dmoYNG2IymXjqqaeYMGECs2fPZvfu3YwZMwZPT0+GDRsGQKlSpbj//vv597//zYoVK4iKimLEiBGEhITQpUuXvL40EREREREREZHbXmamhfc/nAtAv77NaNiwcoHX7N2rCWXK+HLuXBILF0YWeD2xP6vVypKl0QD06B5qaJZ/0qJFLYLL+3M5+SrLlu80Os5tYcXKXQCEh1fHv4gW/vzVgw90wcnJxLp1+9iz56TRcQpNUlIKW7YcAv68qZwbzs5ONGtWk/r1KjoqWrE2fFg7/Pw8OXHyPPPmb8vz8z/7YjE2m43OnUJo0KCSAxLCqJHtGT6sHQBWq43u3UMZOrStQ/aSvOnYoWF2kWxwcACDBrYyOJGIiJQEeR7R4uTkhJPTn3UhQ4YMYciQIXYNdd3zzz9PamoqjzzyCAkJCbRo0YKlS5fi4+OTfc5HH32Ei4sLQ4YMITU1lc6dOzNlyhScnZ0dkklEREREREREpCT7feYmjhyJo1QpT/71cHe7rGk2uzJi+B1M/Hg+P/y4hj59muLion+7KUqio49x9mwiXl5m2ratZ3Scv+Xk5MRdd7Xgs88XM3PWZvr0bmL3d8RLTitWZBXS5KVowEhVq5ajZ49wFiyM5MuvlzDp4weMjlQoVq/Zg8VipWaNIKpVCzQ6Tonh5eXOvWM68dHE+Xz3/Qq6dwvF0/PG8e83s2XrIbZuPYSLizMPj7XPf09vxmQy8ci/euDr68nZs4k8/pj9O4VI/pQq5UnHDg1ZsXIXTzzeCze3PN+SExGxC4vFQkZGhtExJJdcXV3/sdYhz/81qVatGiNGjGD48OHUrVu3QOH+1+rVq3P82WQyMW7cOMaNG/e3z3F3d2fSpElMmjTJrllERERERERERG43584n8e13KwD418PdKVXK025r9+/XjB+mrSYuLpHFi6Po06ep3daWglu8JGuEQKdOIZjNRXs+e+9eTfjm2+UcPHiGvXtPOexd8QLHjsdz+Egczs5OtL+jvtFxcu2++zqxdFk0kZFHiYg4TLNmNY2O5HB/Hc8i9nVn/+b8+ttGTp++yM+/rOf++zrf8jkWi5XPPlsEwMABLalQIcChGU0mEyNHtHfoHpI/L780kIfHdiM42LFfAyIiN2Oz2YiLiyMxMdHoKJJHfn5+BAUF3bRoM88FHo8//jg///wzb731FmFhYYwcOZK7776b8uXL2yWsiIiIiIiIiIgYY9KkhaSkpNGgQSX69G5i17XNZleG3dOOTz9fxNRpq+nRI0xdPIqItLQMVq7aDUCP7mEGp7k1Pz8vunRuxMJF25k5a7MKPBxo5bXxLM2b18LX134FX45WPsifO/s357ffN/Hl10tp2rRGie5ocP58Etu3xwDFp9NKceLq6sLDD3Xj1dd/YfrP67jrzuYEBPj843OWLI3m8JE4vL3dGTO6YyEllaLIbHZVcYeIGOZ6cUe5cuXw9PQs0T8PlRQ2m42UlBTi4+MBblqDkecCj2eeeYZnnnmGgwcP8tNPP/HFF1/w3HPP0bFjR0aMGMGoUaMKnlxERERERERERArVtm2HWb5iJ05OJp79d/8cI3rt5c47mzPtpzWcPn2R5St2FotigtvB2nV7SUlJo3x5fxo3qmJ0nFwZcFcLFi7azoqVO3ni8V74+XkZHalEWrEiq8Cjc6cQg5Pk3ehRHZi/IJJ9+06xdu1e2rdvYHQkh1m1ejc2m40G9SvpRrKDdOoUwvRf1rNv3ym+n7ySZ//d/2/PTUvL4OtvlgEwamQHu3bDEhERyS2LxZJd3FG6dGmj40geeHh4ABAfH0+5cuVuGNeS79/Ua9euzfjx4zlw4ADr1q3j3Llz3HvvvQVLKyIiIiIiIiIihS49PZP3P5wLwIABLalTO9gh+3h6mrnn7rYATP1hNRaL1SH7SN4sXhINQPduoQ4p7HGEevUqUrdOBTIyLMxfEGl0nBLpyNE4Yo7F4+rqzB3tis94lusCAnwYMrg1AF9/s6xEX2+WLd8JaDyLI5lMJh79Vw8A/pgbwcmT5//23Bm/biA+/hKBgX4MHtSqsCKKiIjkkJGRAYCnpwoNi6Prn7frn8e/KtBvbFu3buWpp57irrvu4sCBAwwaNKggy4mIiIiIiIiIiAF+mbGeEyfOExDgzUMPdHXoXoMGtsTH253jx8+xevVuh+4lt3bx4mW2bj0EFI/xLNeZTCYG3NUCgDlztpTom/dGud69o0WL2nh7uxucJn+GDW2Hj48HMcfiWbo02ug4DhEbm8Du3ScwmUx0KoadVoqT8PDqtGpVB4vFypdfLb3pOQkJyfwwbQ0AYx/qitnsWpgRRUREbqCxLMXTP33e8lzgcfDgQV5//XVq1apFmzZt2Lt3L++88w5nz55lxowZBQoqIiIiIiIiIiKFKzYugclTVgHw2KM9HX4j18vLncHX3lU/5YfVWK26MW+kZct3YrFYaVC/EpUrlzE6Tp506dIIHx8PzsQmsHnLQaPjlCg2m40VK651hSjGRQM+Ph6MHNEegG+/X0FGRqbBiexvxcqsQpyw0KqULeNrcJqS75GHu2MymVi1ejd79py84fHJU1aSkpJGndrBdOva2ICEIiIiUtLlucCjbt26LFq0iEcffZSTJ0+ydOlSRo8ejY+PjyPyiYiIiIiIiIiIA3311VLS0jIIC61G926hhbLnkMFt8PQ0c+RIHOvW7SuUPeXmFi2OAqBH91Bjg+SDu7sbvXs1AWDW7C0GpylZDh6K5eSpC7i5udCmbT2j4xTIoIEtKVPah9jYBObOjTA6jt0tW74DgC6dNZ6lMNSoEUTPnlndjj77YhE2my37sRMnzjN7zlYAHn20Z7EZeSUiIlLSVK1alYkTJxodw2Hy/BPG/v37s0ezBAUFOSKTiIiIiIiIiIgUgvj4S9nv/n7i8V6F1r7X19eDQQNbATB56qocN8ik8Bw9epaDB8/g4uJM52J6c/iuO5sDsHnzQU6fvmhwmpLjeveO1q3r4OVpNjhNwbi7uzFmTEcg63qTmppucCL7OXY8nkOHYnF2dqJDh4ZGx7ltPHh/F9zcXIiOPsbGjQeyj3/59RIsFiutWtWhaZMaBiYUERGRkizPBR61a9d2RA4RERERERERESlkM2dtxmKxEhZajTp1KhTq3vfc3QYPDzcOHjzDxk0Hbv0EsbvFS7K6d7RqVRs/Py+D0+RPpUplaN68FjabjTl/bDU6Tolgs9myC7+6dCqehT//q2+fpgSX9+fixWR++32T0XHsZsWKrM9T82Y1i+33cHEUGOjH4EFZo8Y+/3IxFouVXbuOs3r1HpycTDzyr+4GJxQREZGSLFcFHgEBAZw/fz7Xi1auXJnjx4/nO5SIiIiIiIiIiDjW1avp/DE364b4kCFtCn1/Pz8v7rqzBQBTpqiLR2GzWKwsWRoNQI/uYcaGKaCBA1oCMH/BNtLSMgxOU/zt23+a2NgEPDzcaN26jtFx7MLV1YUHHugCwE8/rSEpKdXgRAVns9lYfq3TisazFL6RI9rj4+NBTEw8CxdtZ9JniwDo3asJNaqr87mIiEh+ffXVV1SoUAGr1ZrjeL9+/Rg9ejRHjhyhf//+BAYG4u3tTbNmzVi+fPnfrnfs2DFMJhPR0dHZxxITEzGZTKxevTr72N69e+nVqxfe3t4EBgYycuTIPNVHFCaX3JyUmJjIokWLKFWqVK4WvXDhAhaLpUDBRERERERERKTwbYs8woULl+nSuRHOzpodX5ItXhJNUlIqweX9adumriEZht7Tlt9nbmLP3pNEbDtM82a1DMlxO4qKOsq5c0n4eLvTprUxn397ad2qDoGBfpw9m8jKlbvo2TPc6EjF2vXxLG1a18Xd3c3gNPbTtUtjpv24hpiYeKb/vJaHxxbvLguHDsdy/Pg53NxcuOOO+kbHue34+nowelQHPv1sER9+NI+0tAzc3V2zC4lERESKIpvNxtWrhV8Q7e7umutxoIMHD+aJJ55g1apVdO7cGYCEhASWLFnCvHnzSE5OplevXrz55pu4u7szdepU+vbty4EDB6hcuXK+8sXGxtK+fXsefPBBPvzwQ1JTU/nPf/7DkCFDWLlyZb7WdKRcFXgAjB492pE5RERERERERMRgcXGJPP3MZCwWK3PmbOHVVwYTHBxgdCxxAJvNxq+/bQBg0KBWhhXzlC7tQ/9+zfjt901MnrJKBR6FaNHirPEsnTs3ws0t1/9EWCQ5OztxZ//mfPX1UmbN3nJbFHgcPhzLuvX76NUznMBAP7utu3nLQRYu2g5kfW2UJM7OTox9qBsvvPgjv/62kcGDWlO6tI/RsfJt+fKsQpzWrerg5eVucJrb08ABLfl95ibi4hKBrKLFsmV8jQ0lIiLyD65ezaBz13GFvu+KZePw8Mhd4XBAQAA9evRg+vTp2QUev/32GwEBAXTu3BlnZ2caN26cff6bb77J7NmzmTt3Lo899li+8n3xxReEh4czYcKE7GPff/89lSpV4uDBg9SuXTtf6zpKrn57t1qtef6oXr26o7OLiIiIiIiIiB39NH0tFktWG9QdO48zavQnzF8QqdEZJdDWiMMcO3YOTw83+vRuamiWEcPvwNXVmR07jhEVddTQLLeL1NR0Vq/ZA0DPHsV7PMt1ffs0wcXFmT17T7J//2mj4zhURkYm/3nxR775djn3DPuIb79bztWr6QVa82JCMuPGz+CZf0/h0qUUqlUtR8sWJa/gql3bejSoX4mrVzOY+sMqo+Owf/9pJn48n2PH4vP0PI1nKRrMZlceerArAP7+XgwbdofBiUREREqG4cOHM3PmTNLS0gD46aefuOeee3B2dubKlSs8//zz1K9fHz8/P7y9vdm/fz8nTpzI936RkZGsWrUKb2/v7I+6dbO6HB45csQur8meind5voiIiIiIiIjYxfnzScybvw2Al18ayPz529ix8zgT3p7J+vX7+M/zd+Lv721wSrGXX3/bCEDv3k3w9jb2nd9ly5aiT++mzJ6zhe+nrGRSmN405Ghr1+0lNTWdChUCaNgwf22Mi5qAAB86dWzI0mU7mD1nCy++MMDoSA6zaHEUsbEJODmZSEvL4PvJK5m/IJJ/Pdydbl0b57r9NWQVCixctJ1Jny4kKSkVJycTgwe35sH7u2A2uzrwVRjDZDIxdmw3nnjyO+b8EcHQoe0oH+RvSJZt2w7znxd/JDU1nbnzInjm6X707hWeq8/f7j0niYtLxNPDjdat6xRCWvk73buF4uzsRPXqgXh5mo2OIyIi8o/c3V1ZsWycIfvmRd++fbFarSxYsIBmzZqxbt06PvzwQwCee+45lixZwvvvv0/NmjXx8PBg0KBBpKffvODZySmr38Vf37iSkZFzTI3VaqVv3768++67Nzy/fPnyecpeGFTgISIiIiIiIiL8/Mt60tMzCQmpTK+e4fToHsb0n9fxzbfLWbtuL7t2H+elFwbSpk1do6NKAR0/cY5Nmw5gMpkYPKi10XEAGDHiDubOiyAy8ii7dh0nJKSK0ZEMN39BJJs3H6Bli9q0a1efUqU87bKu1Wpl4cKsERw9uoflqRigqBtwV0uWLtvB0mU7ePSRnvj6ehgdye4yMjKZMjWr88Tjj/WibFlfPvt8MbGxCYx/41d+n7mJp57oQ4MGlW651qlTF3j3v7OJjMzqnFOrVnle+M9d1Ktb0aGvwWhNm9SgSZPqREYeZdq0NTz/3J2FnmHtur28+trPZGRYKFXKk0uXUpjw9ky2RR7huWf737JQYPnyHQC0bVcfd/fctTsXxzCZTHTt0vjWJ4qIiBQBJpMp16NSjOTh4cGAAQP46aefOHz4MLVr16ZJkyYArFu3jjFjxnDXXXcBkJyczLFjx/52rbJlywIQGxtLWFhW98Lo6Ogc54SHhzNz5kyqVq2Ki0vRL58wZsCqiIiIiIiIiBQZiYlXmPPHVgDGjOqIyWTC2dmJkSPa8+03/6JatXIkJFzhuf/8wLvvzSYlJc3gxFIQv13r3tGmdR0qVixtcJos5YP86dUzHIDJU4wfm2C0pKRU3v/gD1au2s2Ed2bRp98Ennz6e+bM2cLFhOQ8r3clJY01a/Yw4e2Z9LvzHSK2HQage/dQOyc3VkhIZWrWCCItLYOFiyKNjuMQCxdFEReXSOnSPtzZvzmdOoYw/cenGPtQNzw83Niz5yQPjv2C8f/3K+fOXbrpGpmZFn6YtpoRoz4mMvIoZrMrjz7Sg+++eaTEF3dcd/99WfPc5y+IJDYuoVD3XrwkipdfmU5GhoX2d9Rnzqz/MPahbjg7O7F0aTT33vcpBw78/Zghi8XKylW7Aeiq8SwiIiJSQg0fPpwFCxbw/fffM2LEiOzjNWvWZNasWURHR7Njxw6GDRuG1Wr923U8PDxo2bIl77zzDnv37mXt2rW88sorOc559NFHuXjxIkOHDmXr1q0cPXqUpUuXct9992GxWBz2GvNLBR4iIiIiIiIit7lff9tIamo6dWoH07Jl7RyP1a4VzPffPso9d7cF4I+5EYy+dxK7dud/vq0YJykplYWLsro3DBnSxuA0OY0c2R4nJxObtxxk//6/v7l5O1i0eDvp6ZkElitFrZrlsVisREQc5r33/6Bf/7d57PFvmDlzE+fOJ/3tGqdOX+DX3zby5NPf07PXm7z48k/MXxDJxYvJeHq48dCDXalYoWgU+NiLyWRiwF0tAJg9e8s//kNvcfTX7h0jht+RPULFbHZl9KgOzPj5GXr1yiqUWrIkmruHfsj3k1dw9eqf7ar37DnJvfd/xpdfLSU9PZNmzWry4w9PMnzYHbi4OBf+izJIaONqNGlSncxMC9OmrSm0fWfO2swb//cbFouVnj3C+L83hmZ//j795AECy5Xi1KkLPPTwl/z628YcrcSvi4qO4cKFy/j4eNC8ec1Cyy4iIiJSmDp16kRAQAAHDhxg2LBh2cc/+ugj/P39ad26NX379qV79+6Eh4f/41rff/89GRkZNG3alCeffJI333wzx+PBwcFs2LABi8VC9+7dadiwIU8++SSlSpXKHvFSlBT9HiMiIiIiIiIi4jDJyVf5feYmAEaP7nDTcQ1msytPPN6L1q3r8NZbv3P69EX+9chXjBrZgfvu7XRb3RQs7ubP38bVqxnUqBFEk/DqRsfJoWKF0nTt2pglS6L5YdpqJrw13OhIhrDZbPwxN6ujzogR7Rk4oCWnTl1g1erdrFq9m/37T7M9KobtUTF8OHE+IQ0r07FjQ9q1rcfZs4ls2HiADRv3c/z4uRzrVqgQQNs29WjTug6NG1fF1bVk/rNgt26hfPbFYk6eusC2yCM0b1bL6Eh2s2Dhds6eTaTMte4d/6tMGV9eeWkQAwe05OOPF7Bz13G+/W4F8+Zt46GHurFv/ylmztyMzWbDz8+TJ5/oQ7eujUvUmJ68uO/ezkRGHmX+gkhGjexAUJCfQ/f7YdoavvxqCQCDBrbkqSf75Lhh0LhxVaZOeZwJb89i7bq9TPx4Ptsij/DyiwNzjGhavnwnAB06NCix38ciIiIizs7OnDlz5objVatWZeXKlTmOPfroozn+/L8jW+rVq8emTZtyHPvfQtpatWoxa9asAiQuPHn+CdDZ2ZnY2FjKlSuX4/iFCxcoV65ckWxTIiIiIiIiIiI3N3PWZpKTr1KtajnuaFf/H89t2qQGP0x9gg8nzmPJkmimTF3F5s0HeeONe0pcJ4CSKDPTwm/XinnuHty6SN7UHTWiPUuWRLN6zR6OHj1L9eqBRkcqdDt3HufYsXO4u7vSvVsoABUrlmbkiPaMHNGe2NgEVq3ezeo1e9i9+wQ7dx1n567jfPzJghzrODs70bhxVVq3qkObNnWpXKlMkfyc25unp5mePcP5/fdNzJy1ucQUeGRkZDL1h9VAVuHP9e4dN1OvbkW++PwhVqzcxWefL+bs2UT+783fsh/v1TOcxx7tiZ+fl6NjF2lhoVldPCIjjzLtx9U89+ydDtnHZrPxxZdL+PGntQCMHtWBhx7setPvR19fT96eMJyZszYz6dOFrF+/j9H3TmL863fTuHFVMjIyWb1G41lEREREbmd57ilys7ZwAGlpabi5uRU4kIiIiIiIiIgUjtTUdH6ZsR6AUaM65Kr1qI+PB6+/OoT/G38PPj4e7D9wmuf/8wNpaRmOjisFtHbdXs6eTcTPz5OuXRsbHeemqlULpEOHBgD8MG21oVmMMuda944unRvh7e1+w+Ply/szbGg7vv7yYebM+g9PPdmHxo2rYjKZKFXKkx7dw/i/8fewcP7LfPrJAwwb2o4qlcveFsUd1w24M2tMy/r1+zl46MZ3/RVHCxZEZnfv6N+v2S3PN5lMdOnciF+mP82DD3TB3d2VChUC+GTifbzy8qDbvrjjuvvu7QzAvPmRxMUl2n19q9XK+x/MzS7uePSRHox9qNs/fj+aTCYGDWzF11/9i0oVSxMff4lHH/+GyVNWsmXLIZKSUgkI8CYsrGh1YRIRERGRwpHrDh6ffPIJkPUD5rfffou3t3f2YxaLhbVr11K3bl37JxQRERERERERh/hj7lYuXUqhQoUAOncKydNzO3duREhIFe5/8HOOHTvH518s5umn+jooqdjDr79uBODO/i3+8d3/Rhs9qiOrV+9h+YqdPHB/FypWvH26w1y6lMKqVVnvzr/ZCI7/Va5cKYYMbs2Qwa1JTU3Hzc0FZ+eiNyO6sFWtWo7OnUJYsXIXEz+ez2eTHizWBS7p6X927xg58p+7d/wvs9mVe8d0YtjQdri4OOvr43+EhVYjPLw627cfZdqPa3ju2f52Wzsz08KbE2aydGk0JpOJ557tn6vv6+vq1A7m++8f44MP5rJ4SRTffLscd/esz32nTiH6XIqIiIjcpnL9U+BHH33ERx99hM1m48svv8z+80cffcSXX35JSkoKX375pSOzioiIiIiIiIidpKVlMH36OgBGjeyAi4tzntcoV64UL70wAIDfft/E1ohDds0o9rNv/yl27jqOi4szd93Vwug4/6hO7WBataqD1Wpj2o9rjI5TqBYt3k56eia1apWnXr2KeXquh4ebbvj+xaOP9MRsdiU6+hgrV+4yLMelSymkpBSsw9GChZGcjb9EmTK+9Ot76+4dN2M2u+rr42/cf28nAObN38bZs4l2WTMtLYOXX53O0qXRODs78fprQ/JU3HGdl6eZ114dzKsvD8LDw42rV7O+ljSeRUREROT2lesOHjExMQB07NiRWbNm4e/v77BQIiIiIiIiIuJYCxdt5/yFywSWK0WP7qH5XqdVqzrcdWcLZs/ZwptvzeTHH57A19fTfkHFLn79Lat7R+fOIZQt42twmlsbM7ojmzYdYNHiKO4d04mgID+jIzmczWbjj7kRQFb3juLccaIoCAryY8TwO/ju+xV8+tki2rSpi7u7Y8ZL22w2Ll5MJuZYPMeOxRMTE8/x4/HEHIsnIeEKAFfT/BkzulOeP69/7d4xKo/dOyR3wsKqEx5Wje1RMfwwreBdPFJS0njhxR/ZFnkENzcX3vq/YbRpU7DO1z17hlO/QSXeeWcWPj4eNGxYuUDriYiIiEjxlesCj+tWrVoFQHp6OjExMdSoUQMXlzwvIyIiIiIiIiIGycy0ZHdGGD78DlxdC/Z7/eOP9SQy8ggnTp7nv+//wRvj79HN6SLk3PkkVqzI6mBw9+A2BqfJnZCGlbPHJkz/eS3PPN3P6EgOF73jGMePn8PDw41uXRsbHadEGD6sHfMXRHL2bCI//rSWB+7vYpd19+47xa5dx4mJuVbQcSyey5dT//E533y7goSEKzz5RJ88ddKYv2Ab8fGXKFvWl759mhY0uvyN++7tzPaob5m/YBujRrYnMNAvX+tcSUnjqae/Z8+ek3h6uPHuuyNpEl7DLhmrVC7LF5+PtctaIiIiIlJ85bkvX2pqKvfffz+enp40aNCAEydOAPDEE0/wzjvv2D2giIiIiIiIiNjXkqXRxMUlEhDgbZcbhu7ubrz22hCcnZ1YsXIXS5ZGFzyk2M3s2VvIzLTQKKQKdetWMDpOro0Z3RGAufO2ceHCZYPTON4ff2wFoEuXRnh5uRucpmRwd3fj8Ud7AvDjT2uJjUso8Jrz5m/jgQc/5+NPFjB3XgQ7dx3n8uVUnJxMVKxYmrZt6zFyRHtefWUw33/7KIsWvkTnTlUA+H3mZl4f9wtpabkb2ZKenskP07KK8UaNUPcORwoPz+rikZFhyfdoqMxMC6+++jN79pzEx8eDTz6+327FHSIiIiIi1+W5wOOFF15gx44drF69Gnf3P3/Z7NKlCzNmzLBrOBERERERERGxL4vFyrRrNwyH3tPWbjcM69eryH33dgLggw/n2uVGqhRcWloGc/7YAsCQIa0NTpM3TcKr06BBJdLTM/llxnqj4zhUYuIVVq3eDWSNZxH76dixIWGh1UhPz+SzzxYVaK2Dh87wwYdzAWjWrCb3junI+HF388OUx1mxbBy//vJv3ntnJP96uDs9e4RRt24FPD3MNG0SxGuvDsLFxZmVq3bz72enkJx89Zb7zZv/Z/eOPure4XD33dsZ+PPvPS9sNhv//eAPNm85iNnsykcfjKF+/UqOiCkiIiIit7k8F3jMmTOHTz/9lLZt2+Zot1q/fn2OHDli13AiIiIiIiIiYl+rVu/mxMnz+Ph4cOedLey69sgR7WnQoBJXrqTx5pu/Y7Va7bq+5N2yZTtITEwhMNCPO9rVNzpOnphMpuwuHrNmb+HSpRSDEznOosVRZGRYqFM7mHp1Kxodp0QxmUw8/VQfnJxMrFy1m+3bj+ZrneTkq7z8ynTS0zNp3boOH30whgcf6ErXLo2pWbP8LYvlOncK4cP3R+PpaWZ7VAyPPPo1584n/e35aWkZ/DBtNaDuHYUlPLw6YaH56+Ix9YfVzJu3DScnE2+Mv0fFHSIiIiLiMHku8Dh37hzlypW74fiVK1c0X1dERERERESkCLNarUz9YTUAdw9pjZen2a7ru7g48/qrQ/DwcCMqOoZfftlg1/Ulb2w2GzN+2wjA4IGtcHFxNjhR3rVuVYdatcqTmprOb79vNDqOQ9hsNv6YmzWepb+6dzhEzZrl6d8v6+924sfzycy05On5NpuNCW/P5PTpiwQF+fHaK4NxcsrzP6vStGlNPvv0QQICvDl8JI6xD3/J8RPnbnru/PnbOHcuibJlfenbt1me95L8uf++rC4ec+dF5LqLx+IlUXz9zTIAnn6yD+3a1nNYPhEREZHb3bhx4wgNDTU6hqHy/JtIs2bNWLBgQfafrxd1fPPNN7Rq1cp+yURERERERETErjZsPMCRI3F4epoZNNAx4zoqVizNE4/3BuCrb5Zy+HCsQ/aRW4vcfpQjR+Jwd3cttuMdTCYTo0d1AOC33zbmaqxFcRMVFcOJE+fx9HCja9fGRscpsR56sCs+Ph4cPhLH3HkReXrujF83sHrNHlxcnHnz/4bh6+uZ7xx1agfz1RcPU6liaeLiEnn4X1+xZ8/JHOekpWUw9doorVEjO+Dm5pLv/SRv8trFY1vkESa8PQuA4cPaMXCg/n1cREREJL9MJtM/fowZM4Znn32WFStWFEqepKQkXn31VRo0aICHhwelS5emWbNmvPfeeyQk/DmWtkOHDtkZzWYztWvXZsKECVgsFsaMGXPL15VXeS7wePvtt3n55Zf517/+RWZmJh9//DFdu3ZlypQpvPXWW3kOICIiIiIiIiKOZ7PZmDJ1FQADB7TE19fDYXv169uUtm3qkpFhYdwbv5KWluGwveTv/Xqte0evnuEO/Xw7Wof2DahatSyXk68ya/Zmo+PY3Zw/srp3dO3a2O5ddeRPpUp58uADXQD4+ptlJCXlbuTPrl3H+ezzxQA8+Xgv6tcr+AidChUC+PKLsdSrV5FLl1J4/Mlv2bBxf/bj8+Zv4/z5JMqVK0XfYlqcVZzdd18nIKuLx7lzf9/F48jROF56+ScyMy107hzCvx7uXlgRRUREREqk2NjY7I+JEyfi6+ub49jHH3+Mt7c3pUuXdniWixcv0rJlSyZPnsyzzz7Lli1b2LBhA6+//jrR0dFMnz49x/kPPvggsbGxHDhwgCeeeIJXXnmF999/n48//jjHawCYPHnyDcfyIs8FHq1bt2bDhg2kpKRQo0YNli5dSmBgIJs2baJJkyZ5DiAiIiIiIiIijhex7TD79p3CbHbl7rvbOHQvk8nEC/+5Cz8/L44ePZvdul4Kz6lTF9iwIeuG8eDBjunWUlicnJwYOaIDAL/MWE9qarqxgewoISGZ1Wv2AHCnxrM43J39m1O9eiBJSal8+93yW56fkJDMq6//gsVipUvnRgwY0NJuWfz9vZn08f20aF6Lq1czeOHFH5m/IJK0tAx+yO7e0V7dOwwQHlad0NCq/9jF49z5JJ59dirJyVdp3Lgqr7w0KF9je0RERETkT0FBQdkfpUqVwmQy3XDsf0e0jBkzhjvvvJMJEyYQGBiIn58f48ePJzMzk+eee46AgAAqVqzI999/n2Ov06dPc/fdd+Pv70/p0qXp378/x44dy378pZde4sSJE2zZsoV7772XRo0aUbduXfr06cP06dN55JFHcqzn6elJUFAQVatW5bHHHqNz587MmTOHUqVK5XgNAH5+fjccy4t8/dQZEhLC1KlT2b17N3v37uXHH38kJCQkP0uJiIiIiIiISCG43r2jf79mBPh7O3y/gAAfXnphAAC/zNhA5PYjDt9T/vTb7xux2Wy0alWHKpXLGh2nwLp2aURweX8SE1PyPF6jKFu0KIrMTAt161agTp0KRscp8VxcnHnqyT4AzJ6zlSNH4/72XIvFyvj/+434+EtUrlyG//znrny1T/4nnp5m/vveKHp0D8NisTLh7Zn8+9kpnD+fRGC5UvTpre4dRjCZTNx/X2cA/ph7YxePKylpPPvsVM5e+9p49+0RmM2uRkQVERERyRObzYY1w1roHzabzaGva+XKlZw5c4a1a9fy4YcfMm7cOPr06YO/vz9btmzh4Ycf5uGHH+bkyazRiCkpKXTs2BFvb2/Wrl3L+vXr8fb2pkePHqSnp2O1WpkxYwYjRoygQoWb/552q98NPDw8yMhwTDfTPJeAJyUl3fT49Zkybm5uBQ4lIiIiIiIiIvYTvSOG6OhjuLo6M2xou0Lbt23bevTr24y58yJ4883f+WHqE/j4FN9RIfYWG5dA7JkEqlQpS0CAd4FuHttsNuLjL7F33yn27j3F/AWRAAwp5t07rnNxcWbkyA68+95sfpq+jrvubFHsOxvYbDb+mJs1nqV/P3XvKCxNm9SgQ/sGrF6zh4kfz+eTifff9Htv6g+r2Lr1EGazK2+9Ocxh43NcXJx59ZVBlC7tw0/T17I9KgaAUaM6FPuv8eIsPKw6jRtXZceOY0z7cQ3PPN0PgMxMC6+8Mp1Dh2Px9/fiw/fH4OvraXBaERERkdyxZdo4/uOBQt+3yog6mFztWyz9VwEBAXzyySc4OTlRp04d3nvvPVJSUnjppZcAePHFF3nnnXfYsGED99xzD7/88gtOTk58++232b8LTJ48GT8/P1avXk3jxo1JTEykTp06OfZp0qQJBw5k/f317duXn3/++YYsVquVpUuXsmTJEp566imHvN48/5bg5+f3j//gULFiRcaMGcPrr7+utnQiIiIiIiIiRcDUqasB6N2rCeXKlSrUvZ94vBfbo45y6tQFPvhwLuNev7tQ9y+qEhOvcO99n5KUlAqAj48H1aqWo2rVclSrdu1/q5ajbFnfm/47zOXLqezffzqroGPfSfbuPcWFC5dznFOzRhDNm9UslNdTGHr2COP7ySs4dy6JhQsjufPOFkZHAuDw4VhSU9Np2LBynop0Ircf5eSpC3h6munapZEDE8r/euzRnmzcdIDIyKOsWbuHDu0b5ng8IuIw332/EoDnn+1Pjep5b5ucFyaTiUcf6UGZMj58/MkCKlUsTZ/eGoVtpOtdPJ548jvmztvGyBHtKVPGl/++/wdbth7C3d2V9/87muDgAKOjioiIiNz2GjRokKMuITAwkIYN//wZ39nZmdKlSxMfHw9AZGQkhw8fxsfHJ8c6V69e5ciRIzRu3Bi4sUvH7NmzSU9P5z//+Q+pqak5Hvv888/59ttvSU/PGik6cuRIXn/9dfu9yL/Ic4HHlClTePnllxkzZgzNmzfHZrMRERHB1KlTeeWVVzh37hzvv/8+ZrM5uypGRERERERERIyxa/cJtmw9hLOzEyOG31Ho+3t6mnntlcE8/MhXLF22gzZt6tK1S+NCz1HUfPvdcpKSUjGbXUlPz+Ty5VR27jrOzl3Hc5zn6WnOLvwIDvbn5MkL7N13khMnzt+wprOzEzVqBFG/XkXq16tI6zZ17T5Swkhubi4MH3YHEz+ez7Sf1tKnT1NcXJwNyXL+fBJLl+1g8eIoDh/JGvMRElKZJ5/oQ/16FXO1xh9/ZHXv6N6tMZ4O6g4hNxccHMCwoe2YMnUVkz5dRKuWdbJHbJw7d4nXx8/AZrPRr28zevYML7Rcdw9pwx3t6uPlZcbVVd07jNYk/C9dPH5ai7+fF/Pmb8PJycT/jR9Kvbq5+14XERERKSpMLiaqjKhz6xMdsK8jubrmHJdnMpluesxqtQJZXTaaNGnCTz/9dMNaZcuWxcfHBz8/P/bv35/jscqVKwPg4+NDYmJijseGDx/Oyy+/jNlsJjg4GGdnx/2umuffFKZOncoHH3zAkCFDso/169ePkJAQvvrqK1asWEHlypV56623VOAhIiIiIiIiYiCbzcZnny0CoFfPcMPeadywYWVGj+rA5CmreP/9PwgNrUbZMr6GZCkKjhyNY861m/sf/Hc0DRpU4sSJ88Qci+fY9Y/j8Zw8eYGUlDT27D3Jnr0nb1gnODggq5ijfkUa1K9ErVrlcXcv2aNz+/VtypSpq4iNTWDZsh2FevM9LS2DNWv3snhxFFsjDmG1Zs2RdnV1xsnJiV27TvDAg5/Tq2c4Y8d2+8ev8YsJyaxZuxeA/v01nsUII0e0Z+Gi7cTGJjD953XcO6YTmZkWXn3tFxITr1CrVnmefqpPoecqX96/0PeUmzOZTNx/byeeeOp7Zs/egsWSdUPg38/0o02buganExEREck7k8nk0FEpxUV4eDgzZsygXLly+Pre/Pe2IUOG8OOPP/5/e3cdX2X5/3H8ddadxBgjRjeMkFR6dEiHtAjSrQgSopRKCIJ0KYKCIBKjR3fXyFFj9EaMsTy/P9D95Asqy7ON9/Px2IOd+9z3db+vxcXZfX/OdfH555+TNWvW/2zT2dmZPHlSZgbNeBd47Nu3jx9++OGV7T4+Puzbtw+ASpUqcf369cSnExEREREREZEE27X7HCdPXcPa2pIPu1Q3aZZOHauxb/8FAgKCmDp1LV+OaWPSPKZiNBr57rv1xMYaqVK5MCVL5gIgb94s5M2b5aV9o6KiuXnzQVzhR1DQQ7JkcaVwoWwULOiFi4u9KbpgUjY2VrRuVYmZP2xk0RJ/fH1LYG6efEsEx8bGcuLkNfz8jrFt+ynCwiLinitaNDt1avlQrVoxIiIimfnDJvw2HmP9hqNs9z9Nuw8q07pVpbiZIf5u/fqjREfHULCgF/nyeiZbfvlntrZW9Pi4NqNGL2fJjzuoV7cUy3/Zw8lT13BwsOGrL9u89nsnb5dSpXJTvFgOTpx8MbvSB23f4/1UsjyUiIiIiCRM27Zt+frrr2nUqBFffPEFXl5eXL9+nd9++43Bgwfj5eXF2LFj8ff3p2zZsnzxxReULl0ae3t7Tp48yb59+15aAialxfsvYC8vL+bNm/fK9nnz5pEtWzYAHjx4gKvrf1ebz5w5k2LFiuHk5ISTkxPly5dnw4YNcc8bjUZGjRqFp6cntra2VKlShTNnzrzURkREBL179yZDhgzY29vTsGFDbt68Gd9uiYiIiIiIiKQr0dExzPxhIwAtW1QgY0Znk+axsDDn00/ex9zcjG3bT7N333mT5jGVvXvPc+jwJSwtzenZo86/7mtpaYG3d2aqVS1K507V+Xx4cz7sUoPy5fO/lcUdf2nyflkcHW25fv0+O3ac+e8DEuDmzQfMmbuZ5i2/pWevOfyx9jBhYRFkyeJK507V+GXZQGbN7E7jxmVxcrIlY0ZnRnzenLmzP6ZIkeyEh0cye85mWredzNatJzEajXFtx8bG8vuaFzO4NNbsHSZVs0YxihfLwfPnUQwespifl+0GYNjQpnhldTdxOkkNDAYDH3evjZWVBfXqlqJ7N19TRxIRERGRRLKzs2Pnzp1kz56dJk2aULBgQTp37kx4eHjcjB7u7u4cPHiQ9u3b8/XXX/POO+9QtGhRRo0aRcuWLZkzZ47J8sd7Bo9vvvmG5s2bs2HDBsqUKYPBYODQoUMEBASwYsUKAA4dOkTLli3/sy0vLy/Gjx8fN13JokWLaNSoEceOHaNw4cJMnDiRSZMmsXDhQvLly8eXX35JzZo1OX/+PI6OjgD069ePP/74g2XLluHu7s7AgQOpX78+R44cSda1bURERERERERSs3Xrj3Lt2j2cne34oG1lU8cBIF9eT5o3q8Cy5bv5dtIaSi7pm+6XFPm7qKhovpu2DoCWLSqSNatplsxJ6+ztbWjerDzzF2xj3vytVKpUECureF/i+kfbtp1ixKhlcUuw2NlZU71aUWrX9qF4sRyYmf3z+6UKFcrGrJnd2Lz5BDN+2Mjt26F8PnIZK37bT78+9cifPytHjlwhKOgh9vbW1KheLMlyS/wZDAb69WtA5y7fc/FSMACtWlaicuXCJk4mqUmxYjnYsmkkFha61iwiIiKSUjp27EjHjh1f2T5q1ChGjRoV93jhwoWv7OPv7//KtqtXr7702MPDg0WLFv1rBmdnZ8aOHcvYsWP/db/Xne+f/L34P6HiPYNHw4YNuXDhAnXr1uXhw4fcv3+fOnXqEBAQQP36L9al/Pjjj5k0adJ/ttWgQQPq1q1Lvnz5yJcvH1999RUODg7s378fo9HIlClTGDZsGE2aNKFIkSIsWrSIZ8+esXTpUgAePXrEvHnz+Pbbb6lRowY+Pj78+OOPnDp1ii1btsS3ayIiIiIiIm+FkJCnhIaGmTqGJKPw8EjmzXvxd3HHDlVxcLAxcaL/92GX6mTO5ExwcAjzF2wzdZwUtfK3/dy4+QA3Nwc6tK9i6jhpWovmFXBxsSPw6l3mzE26a0D37j9mwteriY014lPCm1EjW7J2zVCGftoEnxLe/1rc8ReDwYCvbwmWLe1Pl87Vsba25MSJq3T+cAZfjV0ZN0tELd8S2Nq+PQVOqVX+fJ40bFAaeLHsTo+Pa5k4kaRGKu4QERERkdQiXgUeUVFRVK1alYiICMaNG8dvv/3GqlWrGDduHDlz5kxUkJiYGJYtW0ZYWBjly5cnMDCQ27dv4+v7/9PeWVtbU7lyZfbu3QvAkSNHiIqKemkfT09PihQpErePiIiIiIiI/L9btx7SsvUk6jccy8BBC9m85QQREVGmjiVJbPkve7j/4AlZsrjyfuOypo7zEjs7awYMaAjAz8t2c/nybRMnShmhoWFxBS3dPvLF3j71FN2kRU5Odnz6SRMAlv68i2PHriS6TaPRyISJq3jyJJwC+bMydUpnfGsWT/AsMzY2VnTpXJ1lS/vj61sCo9HIuvVH2H/gAgCNGmp5ltSiX9/6DB/WjG8mdtCNfBERERERSdXiNX+lpaUlp0+fxmAwJFmAU6dOUb58eZ4/f46DgwOrVq2iUKFCcQUamTNnfmn/zJkzc+3aNQBu376NlZUVrq6ur+xz+/Y/XyCKiIggIiIi7vHjx4+BFwUsUVG6sCmS3P76PdPvm4jEl8YPEUkojR8vGI1GJn6zmqdPnwOwb/8F9u2/gL29NVWqFKaWbwmKFsn2Ru9Ql9QrNDSMH3/aCUCXztUwGIyp7me/XNk8VKpUgN27Axg/cRXTv+ucqn/ukmIMmTV7E0+fPidPHg9q1iia6r4naVH5cnmpV7ck69Yf5Ysvf2X+3B6Jmq1m/YZj7N17HktLcz79pDFGYyxRUbGJzunmZs+woe/TuFFppk3bwLmAIEoUz0nOnBn0c5BKmJlBzRpFgaR/raDXICKSGBpDRCShXjd+aCwRSR/ivUBp+/btmTdvHuPHj0+SAPnz5+f48eOEhoaycuVKOnTowI4dO+Ke/99iEqPR+J8FJv+1z7hx4xg9evQr2zdt2oSdnV08eyAiCbV582ZTRxCRNErjh4gk1Ns+fpwLeMDBg5cwNzfQ5P18BAU95fSZezx+HMG6dUdZt+4ozs7WFC6UgSKFM+DqqhkG0qItW6/y7FkEmTPbERlxg/Xrb5o60msVLWzDwQNmnDlzg/ETFlOieCZTR/pPCR1D7t17xpo/TgFQprQrGzf6JWWst1revGa4OFtz584jPvl0DvXq5k5QO48fRzBvwUkAKpT35Ny5w5w7l5RJX2hQPyulS7ng5mbD+vXrk/4Ekmq97a9BRCRxNIaISEL9ffx49uyZCZOISFKJd4FHZGQkc+fOZfPmzZQuXRp7e/uXnp80aVK82rOysiJPnjwAlC5dmkOHDjF16lQ++eQT4MUsHVmyZInb/+7du3Gzenh4eBAZGUlISMhLs3jcvXuXChUq/OM5hw4dyoABA+IeP378mGzZsuHr64uTk1O88otI/EVFRbF582Zq1qyJpaWlqeOISBqi8UNEEkrjBzx9+pw586YB0O6DynTqWBWA2NhYTp68zsZNx/HfcZZHjyLYuy+IvfuCKFI4G7VqlaBqlcI4OtqaMr68oVu3HvLt5MMADBncjNKlEnazO6WYW3gw/Xs/9uwNpnu3Zri5OZg60mslZgwxGo0MHLwYoxEqv1eI7t1aJlPKt1fePMXp3Xc+p8/cp3nzalSpXDhex//1PYqMjKVQIS9GjuiMuXnqnVFG0ha9BhGRxNAYIiIJ9brx468VDUQkbYt3gcfp06cpWbIkABcuXHjpuaRYusVoNBIREYG3tzceHh5s3rwZHx8f4EVxyY4dO5gwYQIApUqVwtLSks2bN9OiRQsAgoODOX36NBMnTvzHc1hbW2Ntbf3KdktLS71IEklB+p0TkYTS+CEiCfU2jx/zF2zg4cOnZM+WgQ7tq770dShTJi9lyuRl0MBIdu48ywa/Yxw6fInTZ25w+swNpk3fwIjPm1OtalET9kDexLz524mOjuGdd/JSvlwBU8f5Ty2aV2Tz5pOcv3CLmT9sYtTI1F38kJAxZPfucxw5cgVLS3N69az71o5BycnHJzftPqjMosX+fDvpD0qUyEXGDG/+Bp7fVu3nyJErWFlZ8Pnw5tjYvHrNSCSx3ubXICKSeBpDRCSh/j5+aBx5O8XGJn7ZSUl5//Z9i3eBx/bt2xMV5u8+++wz6tSpQ7Zs2Xjy5AnLli3D398fPz8/DAYD/fr1Y+zYseTNm5e8efMyduxY7OzsaNOmDQDOzs506dKFgQMH4u7ujpubG4MGDaJo0aLUqFEjyXKKiIiIiIikZWfP3uC3VQcAGDy4EdbWr7+oY2Njha9vCXx9S3Dv/mM2bzrBug1HCAy8y9ixK8mXzxOvrO4pGV3i4VzATbZsPYnBYKDHx7VMHeeNWFiYM2RIY7p+NJNNm09Qt25J3imT19SxkkxUVDTTpr9YhqNVy0pkzepm4kTpV5fO1Tlw4CIB54P4auxKJn3TATOz/56FIyjoId/PeLFkzsfda5Eje8bkjioiIiIiIpLsrKysMDMz49atW2TMmBErK6skmaxBkpfRaCQyMpJ79+5hZmaGlZXVK/vEu8AjKd25c4d27doRHByMs7MzxYoVw8/Pj5o1awIwZMgQwsPD6dGjByEhIZQtW5ZNmzbh6OgY18bkyZOxsLCgRYsWhIeHU716dRYuXIi5ubmpuiUiIiIiIpJqREfHMOHr1RiNRmrX8qFUyTdbsiNjBifatHmXli0r0qvPXE6cuMqoUcv5YWY3LCz091ZqYzQamTHzxU1qX9/i5MvraeJEb65gAS+aNCnHihX7+Pqb3/lxcd9/LEJKa1b+tp8bNx/g5uZA+3aVTR0nXbOwMGfE583p2Hk6Bw9eZOVv+2ne7J+X74UX74j6atwKwsMjKVEiJ82blU+htCIiIiIiIsnLzMwMb29vgoODuXXrlqnjSDzZ2dmRPXv2175xIUEFHocOHeLXX3/l+vXrREZGvvTcb7/99sbtzJs371+fNxgMjBo1ilGjRv3jPjY2NkybNo1p06a98XlFRERERETeFr+u2MfFi8E4OdnSu1edeB9vbm7GyM9b0KHjd5w9d5O587bSvZtvMiSVxDhw4GLcMiAfda1p6jjx1q1rTfz9zxAU9JBFi/3TZB/+V0jIU+Yv2AZAt498sbe3MXGi9C9nzkz06lmHSZP/4PsZfpQpnYecOTP94/6/rtjH8eNXsbW1YtjQZm8044eIiIiIiEhaYWVlRfbs2YmOjiYmJsbUceQNmZubY2Fh8Y8zrsS7wGPZsmW0b98eX19fNm/ejK+vLxcvXuT27du8//77iQ4sIiIiIiIiSeP27VDmzN0MQM8edXB1dUhQOx4eLnzyyfsM//xnlvy4g3fK5KFkyVxJGVUSISYmNm72jmZNy5PFw9XEieLP3t6G/v3qM2z4Un78aSe+NYv/6435lBAdHcPFS8EcOxbI2XM3CH/2kOzZr1OsmDfm5v9dCDB33laePn1Ovnye1K1TMgUSC0DTJuXYsyeAAwcvMvqLX5g9qzuWlq9e/rp2/R4zf9gIQM8etbV8joiIiIiIpEsGgwFLS0ssLdPHTJmSgAKPsWPHMnnyZHr27ImjoyNTp07F29ubbt26kSVLluTIKCIiIiIiIgkwacofPH8eRfHiOalXN3E3mKtVLUqD+hf5Y+1hRo/5hSWL+uDkZJdESSUxNm06zqXLt3F0sKFD+yqmjpNgVSoXpmKFAuzZG8DEb1bz/bSuKbo+cHR0DOcCgjh2LJDjxwM5eeoaz55FvLTPvv3zcHS05Z138lChXH7Kls2Lm5vjK21dvnKb39ccBKBv77pvVBAiScNgMPDZZ01p134q5y/cYt78ba/MOhQTE8uXX60gMjKaMqXz8H7jsiZKKyIiIiIiIhI/8S7wuHz5MvXq1QPA2tqasLAwDAYD/fv3p1q1aowePTrJQ4qIiIiIiEj87Nh5lt27z2FhYc6QQY2SZOmBvn3qceLEVa7fuM/4Cav46ss2KXoDXl4VERHF7LlbAGjXrkqaLroxGAwMGNCAI0cvc/z4VdatP0r9eqWS7XyRkdGcPXfjz4KOq5w6fY3nz6Ne2sfBwYbixXJSoIAne/ee4GbQM548CWfr1lNs3XoKgAL5s1KuXD7Kl89PoYJemJkZ+O679cTGGqlSpTA+PprtJqVlzODEkMGNGf75z/z40w4qlM9PsWI54p5f+vMuzpy5gb29NUM/baJxTERERERERNKMeBd4uLm58eTJEwCyZs3K6dOnKVq0KKGhoTx79izJA4qIiIiIiEj8hD2LYNLkNQC0af0u3t6Zk6RdOztrRo1syUfdf8B/xxnW/HGYRg3LJEnbkjArV+7nzp1QMmVypnmz8qaOk2hZPFzp0rk638/w4/sZG6hUsQAuLvZJfp4ZM/345de9REZGv7Td2dmOEsVzUqKENyVKeJMntwfm5mZERUWRwT0M31q1uHTxDvv2X2DfvvOcv3CLgPNBBJwPYuGi7Tg52VKwgBeHDl/C0tKcXj3qJHl2eTPVqhalTu0ANvgd44sxv7BoUR/s7ay5fOU2c+e9KIrq27seHh4upg0qIiIiIiIiEg9vXODRuXNnpk6dyrvvvsvmzZspWrQoLVq0oG/fvmzbto3NmzdTvXr15MwqIiIiIiIib2Du3C3cu/cYT083OnWsmqRtFyiQle4f+TJ9xgamTF1L8eI5yJkjU5KeQ97M48fPWLR4OwBdP6yBtXX6WE+3ZYuKbNz4YtmZ6d9vYPiwZkna/oGDF/nxp50AuLra41PCG58S3pTw8cY7Z6Z/ne3GwtycokVzULRoDj7qWpMHD55w4OBF9u07z8GDF3n8OJwDBy8C0KplJTw93ZI0u8RP/34NOHY8kFvBIUydupYhgxvz5ZcriIqKoXz5/NRLxhliRERERERERJLDGxd4LFq0iPHjxzN9+nSeP38OwNChQ7G0tGT37t00adKEzz//PNmCioiIiIiIyH87fz6IX1fsBWDwoEbJctO/VauKHDh4kUOHLzFy1HLmzPoYK6t4TxApibR4yQ6ePH1O7twe1K7lY+o4ScbCwpwhgxvT7eNZrN9wlNq1fShdKneStB0dHcN3360DoFmz8vTvWz9Ry3O4uztSt05J6tYpSXR0DGfP3mTvvvOEh0fQsUPSFldJ/Dk42PD58Ob06j2XteuOcO/eY85fuIWjoy2ffvK+lmYRERERERGRNOeNF2E2Go3AiyVaPD09XxxsZsaQIUNYs2YNkyZNwtXVNXlSioiIiIhIkrt+/T6Ll/jTqfN0aviOjnvXuaRdMTGxTPh6NbGxRmrWKEbZd/Imy3nMzMz4fHgzXFzsuHgxmJmzNibLeeT1YmJiuX79PitW7gPg4+61MDd/4z/v04QiRbLTuNE7AIwf/xvh4ZFJ0u6q1QcIvHoXFxc7PuxcI0lv8FtYmFOsWA66d/Olf78G2NpaJVnbknA+Jbxp0/pdgLj/5wb0b0DGDE6mjCUiIiIiIiKSIPF6i5Xe2SAiIiIikrYFBt5hu/9p/P3PcOny7ZeeG/PlryxZ1AdXVwcTpZPE+m3VfgICgnBwsKFP73rJeq4MGZz47NOmDPl0CcuX76FsmbyUK5cvWc+ZHsTGxvLkyXNCQp8SGhr24iMkjJA/P3/y5DnPn0fy/HkU4c8jeR4e+eLf51Fx2yMjo+PaK+njTfl0+nXv8XEt9u4N4FZwCDNnbWRAvwaJau/Ro2fMnbcVgI8+rImTk21SxJQ0oOuHNTh48CIXLwVT+b1C+NYsbupIIiIiIiIiIgkSrwKPfPny/WeRx8OHDxMVSEREREREko7RaOTSpdv47zjNdv/TXL16L+45c3MzSpfKTZUqRfjl1z0EBt5lwsTVjBvbVsXdadC9e4+YNXsz8GJGB3d3x2Q/Z6VKBWnapBwrf9vPmK9eFAi5uSX/edOKe/cfM3feFoJuPogr4Hj8OJyYmNgkad/R0ZY+feql299Xe3sbPvnkfQYMXMiKFfuoVrUIJYp7J7i9ufO28ORJOHlye9CgQZkkTCqpnZWVBd983Z7NW07SsEGZdPs7IyIiIiIiIulfvAo8Ro8ejbOzc3JlERERERGRJHL58m02bT7Bdv/T3Lz5IG67paU5ZcrkoWqVIrxbqSBOTnYAFCroRZeuM9i56yzr1h2hfv3SpoouCTR56lqePYugcOFsNGqYcjeve/Wsw9FjVwgMvMtXY1fyzdcddPOUFzN1jBi5jBMnrr72eQcHG1xc7OM+XP/819HRFlsbS2xsrbC1sfrzX0usbaxe2m5ra4WVlUW6/1qXK5uPBvVL88faw4wd9xuLF/bGxib+S59cvnKbVasPANC3b710t6SN/LeMGZ3jlmoRERERERERSaviVeDRqlUrMmXKlFxZREREREQkCSz/ZQ/fTVuP0WgEXrxzuVzZfFStWoSKFQrg4GDzyjF582bho641mTHTjylT1+Ljk4usWd1SOrok0MZNx/H3P4O5uRmfDG6MmVnK3by2trbki1Gt6NJ1Bvv2X+DXFfto0bxCip0/tVq1+iAnTlzF1taKQQMakiGD04tiDld7XJztsLSM15/jb7Xeveqy/8AFbt58wOw5W+jTu268jjcajUyduo7YWCNVqhSmVMncyZRURERERERERCR5vfFVv/T+riARERERkbQuNjaWadPXM/W7dRiNRipWKMAXo1uxbu0wxo/7gFq+JV5b3PGX1q0qUbx4Tp6FR/LFl78QHR2Tgukloc4F3GTc+N8A6NC+CnnyZEnxDLlze9CrZx0Avp+xgUuXglM8Q2py+3YoM2f6AdC9my916pSkTJk85M2bhYwZnFTcEU8ODjZ8MuR94EUB26nT1+N1/K7d5zh85DJWVhb06lEnOSKKiIiIiIiIiKSINy7w+OvdfyIiIiIikvpERkYzavQv/LxsNwAfd6/FxAntqFG9GPZ21m/Uhrm5GSOGN8fOzppTp67z4087kzOyJIEHD57w6dAfiYyMplLFAnTuVM1kWZo2KUeFCvmJiophxKhlhIdHmiyLKRmNRr7+ZjXPwiMpVjQHTZuUM3WkdKFC+fzUqe2D0Whk7LiVREREvdFxkZHRTJu+HoBWLSvh6amZiUREREREREQk7XrjAo/Y2FgtzyIiIiIikgo9eRLOgIEL2LL15Isijc+b0+6DygmahS9LFlcG9m8AwLz5WwkICErquJJEIiOjGTrsJ+7de0zOnBkZOaJFii7N8r8MBgPDhjbF3d2Rq1fvMW78b2/lGwU2bjrOvv0XsLQ059NP3zfp9yS96dunHu7ujly7do9587e+0TG//LqXoKCHZHB3pH27ysmcUEREREREREQkeelKk4iIiIhIGnb37iM+7jmbo8cCsbOz5ttvOlC7lk+i2qxd24eqVYoQExPL6DG/8Pz52zkTQ2pmNBr55tvfOX36Oo4ONkwY1w57+39efieluLo6MOaLVpibm7Fl60mW/7LH1JFS1MOQp0yZuhaAzp2qkzOH3iSRlJyc7Bg8qBEAS3/exdlzN/91/wcPnrBw4TbgxaxGdm84m5GIiIiIiIiISGqlAg8RERERkTTq8pXbfNT9B65cuUMGd0dmfN+Vd8rkTXS7BoOBIYMbk+HPd8rPmOmXBGklKa1YuY+1645gZmbgiy9aky1bBlNHilOiuDd9etcF4PsZfhw9esXEiVLO5Ml/8PhxOHnzZqFtm3dNHSddeu/dQtSsUYzYWCNffbWCyMjof9z3h1mbeBYeSaGCXtSqVSLlQoqIiIiIiIiIJBMVeIiIiIiIpEHHjl3h4x6zuXv3ETlyZGTWrO7ky+uZZO07O9vx2WdNAVixcj/7D1xIsrYlcQ4fvsR309YD0LNHHcq+k/iinqTWrGl5atUqQUxMLMNH/Mzdu49MHSnZ7dh5lq3bTmFubsZnnzbBwsLc1JHSrf79GuDqak/g1bss+HOGjv91LuAm69YfAaBf3/paKkdERERERERE0gVd4RARERERSWO2bD1JvwELePr0OcWK5mDWzG5k8XBN8vOUK5uPZk3LATB27EoePXqW5OeQ+AkKesjwET8TExNL7Vo+tGpZ0dSRXstgMPDJ4MbkzZOF0NAwPhv207/OtJDWPXkSzrff/g5Am9bvkj9/VhMnSt9cXOwZOKAhAD/+tJPz54Neet5oNMYtlVO7lg9FimRP8YwiIiIiIiIiIslBBR4iIiIiImnIz8t2M2LkMqKiYqhSuTBTp3TGycku2c7X4+Pa5MiRkfsPnjDh61UYjcZkO5f8u7BnEQz5dDGPH4dTqKAXnwxpjMFgMHWsf2RjY8XYr9ri6GjL2XM34264p0fTZ2zg/oMnZM+Wgc6dqpk6zluhWtWiVK1ShJiYWL4au5KoqP8vINq85SSnTl3HxsaSj7v7mjCliIiIiIiIiEjSUoGHiIiIiEgaEBMTy9Rp65g2/cXSHM2alWfMF62xtrZM1vPa2Fgx8vMWmJub4e9/Bj+/Y8l6Pnm92NhYxoz5lcDAu2Rwd2TcuA+S/XufFLJmdWPUiBYYDAZW/36QP9YeNnWkJHf48CX++ONFvz799P008X1JLwYObIizsx2XLt9m8ZIdAISHRzJjph8A7dtVIWNGZ1NGFBERERERERFJUirwEBEREUnngoND+Pqb3xkwcCH37j0ydRxJgMNHLtOx83SWL98DQM8etenftz7m5inzcr5Agax06VwdgG8n/0FwcEiKnFf+3/wF29i56yyWluaM/aotGTM4mTrSGytfPj8fdvnz52fSGs6eu2niRC+Liopm5cp99Oo9h8lT/uD8+aA3nqkmPDyS8RNXA9C0STlKFPdOxqTyv9xcHejfrwEACxdt59KlYH5aupO7dx+RJYsrrVtVMnFCEREREREREZGkZWHqACIiIiKSPG4GPWDxYn82+B0jJiYWgBGjljNtahcsLMxNnE7exM2bD5j+/QZ27joLgKOjLYMGNqRmjeIpnuWDtu+xb/95Tp26zhdf/sr07z5MsQKTt912/9PMX7ANgE+GvE+RItlNnCj+OrSvwrmAIHbvPsewYT8xf15PXF0dTJopNjaWzVtOMmfOZm79WbR09Fggv67Yh7d3JurULkmtWiX+tZhm9tzN3Lr1kMyZnOnevVZKRZe/qVmjGNu2nWLnrrOMHL2coKCHwItCOM2mIiIiIiIiIiLpja7IioiIiKQz167fY8yXv9K6zWTWrjtCTEwspUrlws7OmhMnrrJg4TZTR5T/EBb2nO9nbKBtuyns3HUWc3MzmjUrzy/LBpqkuAPAwsKcEcNbYGdrxYkTV1n68y6T5HjbXLoUzJgvfwWgZYuK1K1T0sSJEsbMzIwRw5uTzcudO3cfMWLUMqKjY0ySxWg0smdvAB07TWf0F79wKzgEd3dHunfzpXr1olhZWRAYeJcZM/14v8kE+g1YwMZNx3n+PPKldk6fvs4vv+wFYMjgxtjbWZuiO289g8HA4EGNcHS0JTDwLpGR0fiU8KZqlSKmjiYiIiIiIiIikuQ0g4eIiIhIOhEYeIeFi7azddspYmNfLC9Qvlw+OnasRtEi2dm85QQjRy1n4SJ/fEp4U7p0HhMnThvmztvCosX+WFqaY2NjhY2NJbY2Vlj/+a+NjeVLn9vYWOHl5U7JkrnIni0DBoPhjc8VExPLuvVHmDV7EyEhYQCUfScvfXrXxds7c3J18Y1lzepG3771GTf+N2bN3kTOnJl4t1JBU8cyqQcPnuC38RiFC2ejaJEcSTqrSWhoGJ8M/ZHnz6MoUzoPPXvUTrK2TcHBwYZxYz+ga7eZHDlyhVmzN6d4n06evMbMWRs5ceJqXKYP2r5H82YVsLW1AuDJk3C2bT+Nn99RTpy8xsGDFzl48CJ2tlZUrVqUOrV9KFw4G+PG/4bRaKR2LR/Kl8+fov2Ql7m7O9Kvb33GfPkrZmYG+vatF6+xV0REREREREQkrVCBh4iIiEgad+lSMAsXbWe7/xmMxheFHZUqFaRjh6oUKugVt1/NGsU5cuQKa/44xKgvfmHxwt64uTmaKnaacO36PRYt9icmJpaYmFieP4+K1/EZ3B0pWTJX3EdWT7d/vOl47NgVpny3josXgwHInj0DfXrXo3y5fKnqRmX9eqU4efIa69Yf4fMRPzN1cmeKF89p6lgmM3b8b+zbdx54cZO58nuFqFq1CMWL5UzQUkjh4ZEcOnyJvXvPs2dvAA8ePCFrVjfGfNEqXSytlCtXZoYNbcrwET/z09KdFCyQlWrViib7eS9fvs2s2ZvYvScAACsrC5o3q0C7D97DycnupX0dHW1p1LAMjRqW4WbQA/z8juHnd4xbwSGsW3+EdeuP4OBgw9Onz3F1tadvn3rJnl/+W+1aJXj2LAIXZzvy5fU0dRwRERERERERkWShAg8RERGRNOr8+SAWLNzOzl1n47ZVqVyYDh2qkj/f629u9etbj1OnrxEYeJfRY35l8rcdMTPTqn3/ZObMjcTExFK+fH4G9m/A8+dRPH8eSfjzyBefh0fyPOL//w0Pj+TZs0guXAji9Jkb3H/whE2bT7Bp8wkAMmdyxsfnRbFHqZK5yJLFlaCgh3w/YwP+O84A4OhgQ+fO1WnapFyqvKFvMBj4ZEhjQkPD2LM3gCGfLGbG9x+RO7eHqaOluEuXgtm37zxmZgbs7ax58OAJv606wG+rDuDiYsd77xamatUilCqZ61+/l8HBIezdG8Cevec5euwKkZHRcc+5uTkwYVy7V4oQ0rJq1YrS5txNlv68i6/GrcTbO1OyzVBz69ZD5s7bysZNxzEajZibm1Gvbik6d6pGpkzO/3m8V1Z3PuxSgy6dq3Py5DXW+x1l27ZTPH36HICB/Rvi7Jx+vjdpmcFgoGmTcqaOISIiIiIiIiKSrFTgISIiIpLGXLh4i7nztrJ79zngxU2tatWK0LF91f+8yW5jY8WXX7Sm84czOHToEj/+tJP27aqkQOq05/iJQHbuOouZmYFePWrj6ekWr+MjIqI4feY6R49e4ejRK5w5e5M7dx/ht/EYfhuPAZAliyv37z8mKioGMzMDjRu9w4ddauDiYp8cXUoyFhbmjPmiFf36L+DkqWv0H7iQWT90I4uHq6mjpaglP+4AoGrVIowY3pwjR66w3f80O3edJTT0GWv+OMSaPw7h6GjLe+8WokqVwpQpnQczMwNnztxgz94A9uwNIDDw7kvtemZxpULFAlSsUACfEt5YWaW/P9u6d/Ml4HwQR49eYehnPzF71sc4OdkmWfuxsbH8MGsTy5bvITo6BoBqVYvQtWtNcmTPGO/2DAYDxYvnpHjxnAzo14A9ewLAAFWrFEmyzCIiIiIiIiIiIv8l/V0pFBEREUmnLl++zbz5W+NmejAzM1CjRnE6tq9CzpyZ3rgdb+/MDBzQkLHjVjJn7hZKFPemWLEcyRU7TTIajUyfvgGAhg3KJGh2AWtrS0qVzE2pkrmBF0tvnDp97UXBx7FAzp27SXBwCABlyuShT++65M6VdmbBsLGxYuKEdnzcczaBgXfp338BM2d8hKurg6mjpYigoIds3XYKgA/aVsbS0oJy5fJRrlw+Bg9qxPHjgWz3P43/jjOEhITFLe1hb2+NubkZjx+Hx7Vlbm5G0aLZqVjhRVFHjhwZU9WyPMnBwsKcMaNb0bnL91y/cZ9BQxYxZVIn7OysE9220Whk+vd+LFu+G3jx+9W9my8FC3j9x5FvxtraMkWWlREREREREREREflfKvAQERERSeUCA+8wf8G2uJvJBoOBmjWK0alTtQS9Ex2gXt2SHD5ymU2bjjNy1DIWLuitZQb+Zuu2U5w9dxNbWyu6dK6eJG3a2lrxTpm8vFMmLwDPnkVw6vR17GytKFIke5q8oe/kZMfkbzvRrfsPf96kX8y0qV2S5CZ9arf0513Exhop+07eV5ZEsrAwp3TpPJQunYcB/Rty8uTVP4s9znL//mMAHB1tKV8+PxXK56dc2bzpagmWN+Xq6sA3X3egR685nD59naGf/cTECe2wtrZMVLs/Ld0VV9zx2adNqF+/dFLEFRERERERERERMTkVeIiIiIikUteu32PBgm1s3nISo9EIQPVqRencqVqCZpT4O4PBwOBBjTh39gY3bj7gq3ErmTDugzRZZJDUIiOj+eGHjQC0bfMu7u6OyXIeOztryr6TN1naTkmZMjkzeXInPu4xm3PnbjJ02E98M7E9lpbp90+Nhw+fsG79EQDat6v8r/uam5vh45MLH59c9Otbn4CAIGJijRQskBULC/OUiJuq5c7twaRvOtKn3zwOHb7EyFHL+XJM6wR/bdatP8KMmX4A9OpZR8UdIiIiIiIiIiKSrpiZOoCIiIiIvOzmzQd8MeZX2n4whU2bT2A0GqlSuTCLF/ZmzBetE13c8Rd7O2vGjGmNpaU5u3ef45df9yZJu2ndb6v2cys4hAzujrRu9a6p46QJOXNk4puJHbCxseTQoUt8+dUKYmNjTR0r2Sz/ZS+RkdEULpyNEiW83/g4MzMzChXKRtEi2VXc8TeFC2djwvh2WFlZsHPXWcaO+y1BPz+7d59j/IRVwIvirDat9fsrIiIiIiIiIiLpiwo8RERERFKJx4+fMXbcSlq3nYzfxmPExhqpVKkgC+b3YuxXbcmTJ0uSnzNfXk/69KoLwPcz/DgXcDPJz5GWPH4czoKF2wHo2rUmtrZWJk6UdhQunI2xX7XF3NyMzVtO8t209XEzz6QnT58+57dV+wFo90FlzXqTREqXys2YL1pjbm6G38ZjTJ6yNl4/PydPXmP4iJ+JiYmlTm0fPu5eKxnTioiIiIiIiIiImIYKPERERERSgdjYWD4fsYy1644QExNLhQr5mTe3BxPHtyN/Ps9kPXeTJuWoUrkw0dExfD5iGU+fPk/W86VmixZv58mTcHLlykzdOiVNHSfNKVc2H8OHNQPgl1/3suTHHSZOlPRWrT5AWFgE3jkzUaliAVPHSVferVSQz4c1w2AwsPK3/cyavfmNjrt85TaDhywiMjKaChXyM/TTJpiZ6U9dERERERERERFJf3TVS0RERCQV+HXFPg4dvoS1tSUzvu/KNxM7ULCAV4qc22AwMPTTJnh4uHDr1kMmTFyVLmde+C+3bj1kxcp9APT8uDbm5nqpnBC1fEvQt089AH6YtYk/1h42caKkExERxfJf9gDwQdv3VESQDHx9SzBoYEMAFi/x58efdv7r/sG3Q+g/YCFPnj6nSJHsfPlFay1/IyIiIiIiIiIi6ZauSIqIiIiY2JUrd5j5w0YAevWsQ4ni3imewdHRli9GtcLc3Iyt207x+5pDKZ7B1GbN3kRUVAxlSuehXLl8po6TprVsUZF2H1QGYMLEVezcddbEiZLGhg1HefjwKZkzOVOzZnFTx0m33m9cNm6JlRkz/Vi9+sBr9wsNDaP/gAXcv/8Y75yZ+GZie2xstKySiIiIiIiIiIikXyrwEBERETGhqKhoRo/5hcjIaMqXy0eT98uaLEuRItnp3s0XgClT13L58m2TZUlpZ8/dZPOWkxgMBnr2rI3BYDB1pDSvezdf6tcrRWyskREjlxEQEGTqSIkSHR3Dj0t3AdC69buaJSKZtfugMu3bvSgS+vrbNWzafOKl5589i2DQ4EVcv36fzJmcmTypE05OdqaIKiIiIiIiIiIikmJU4CEiIiJiQnPnbeXixWCcne0Y+mkTkxcWtG5VifLl8hEZGU3/AQs4ceKqSfOkBKPRyPTv1wNQu1YJ8uX1NHGi9MFgMDBkcGMqVMhPZGQ0Q4f9RGhomKljJdh2/9PcuvUQFxc7GjYobeo4b4VuH/nS5P2yGI1Gxnz5K7t3nwNeFMYNG76Us+du4uRky+RJnciUydnEaUVERERERERERJKfSQs8xo0bR5kyZXB0dCRTpkw0btyY8+fPv7SP0Whk1KhReHp6YmtrS5UqVThz5sxL+0RERNC7d28yZMiAvb09DRs25ObNmynZFREREZF4O34ikB9/2gnAJ0MakyGDk4kTgZmZGcOHNSNnzozcf/CEXn3m8tPSnRiNRlNHSza79wRw/PhVrKws+KhrTVPHSVcsLMwZ+XkLvLzcuXMnlJGjlhMTE2vqWPFmNBr58ccXv6vNm1XQMiApxGAwMKB/A2rVKkFMTCzDR/zM4cOX+GrsSg4cvIiNjSXfft2RnDkzmTqqiIiIiIiIiIhIijBpgceOHTvo2bMn+/fvZ/PmzURHR+Pr60tY2P+/s2/ixIlMmjSJ6dOnc+jQITw8PKhZsyZPnjyJ26dfv36sWrWKZcuWsXv3bp4+fUr9+vWJiYkxRbdERERE/lNY2HO+GPMrRqORunVLUqVyEVNHiuPq6sDc2T3wrVmcmJhYvp/hxydDf+Tx43BTR0ty0dExfD9jAwCtWlYkc2YX0wZKhxwdbRk3ti02NpYcOnyJ2XM2J+v5IiKiuH79PgcOXuT3NYf4YdYmRn3xC736zGPh4lNs8DsW74KlAwcucvFSMLa2VjRtUi6ZksvrmJmZMWxoU959tyCRkdH0G7CATZtPYG5uxtgv21K4cDZTRxQREREREREREUkxFqY8uZ+f30uPFyxYQKZMmThy5AjvvfceRqORKVOmMGzYMJo0aQLAokWLyJw5M0uXLqVbt248evSIefPmsWTJEmrUqAHAjz/+SLZs2diyZQu1atVK8X6JiIiI/JfJU9Zy+3YoWbK40r9vfVPHeYWdnTUjR7SgePGcTJm6lt27z9Gpy3S+HNOaggW8TB0vyaz54xDXr9/HxcWOD9pWNnWcdCt3Lg8+G9qUESOXseTHHRQokJWqVRJX1GQ0Gtm56xynT1/n9u0Qbt8OJfh2CA8fPv3X48ZPWM327Wf4ZMj7eHi4vNG5Fv/oD0Cjhu/g5GSXqNwSfxYW5nwxqhWDhyzm8JHLAAwf1oxy5fKZOJmIiIiIiIiIiEjKMmmBx/969OgRAG5ubgAEBgZy+/ZtfH194/axtramcuXK7N27l27dunHkyBGioqJe2sfT05MiRYqwd+/e1xZ4REREEBEREff48ePHAERFRREVFZUsfROR//fX75l+30T+3fnzt9i3/zxv+kZzg8FAmTK5KVwo/b6bOb2MHzt2nGX9hqOYmRn4bOj7WFmZp9o+1a9Xknx5PRgx6heCg0Po/vEsevaoTeNGZTAYDKaOlyhhYc+ZN38rAB3bV8HaOvV+H9KDyu8VpGWLCiz/ZS9ffrUCLy83cubImKC2YmJi+W7aelb/fui1z9vaWOHh4ULmzM5//utCxoyO7Nx5kH37gzlw8CJt202he7eaNGxQGjOzf57Y8PTp6xw/fhULC3OaNS2rnxETMTODMWNasmiRP/nzZ6Va1cL6XkiKSi+vQUQk5Wn8EJHE0BgiIgn1uvFDY4lI+mAwppIF1Y1GI40aNSIkJIRdu3YBsHfvXipWrEhQUBCenp5x+3700Udcu3aNjRs3snTpUjp16vRSwQaAr68v3t7ezJo165VzjRo1itGjR7+yfenSpdjZ6R15IiJiemfO3mf9hivExsb/v+miRTNS5b1s2NlZJkMySaynTyOZv/AU4eHRlCvrSeX30kZBzvPn0azfcIWLl0IAKFjAnVq1vLG2Mjdxsv8XExNLRMSbL9F38FAwBw4G4+ZqQ+dORTE3N+nqhW+F2Fgjy385x/UbT3Bzs6H9B4Wxto5fzXlUVCx/rL0U97NYrGhG3N1tcXa2xtnJGmdnK2xsLP6xAOnBw3A2+F0hKOjFTB/ZvBypUzsXrq42r91/5arzXLoUSrGiGalTO1e8soqIiIiIiIiIpBbPnj2jTZs2PHr0CCcnJ1PHEZEESjUzePTq1YuTJ0+ye/fuV57734uzRqPxP98x+m/7DB06lAEDBsQ9fvz4MdmyZcPX11cDmkgKiIqKYvPmzdSsWRNLS92AFvk7o9HIz8t2s3bdAQBKlcxFtmzub3RsSEgYO3ae5dSpe1y79pTuH9WkTh2ff31nelqT1scPo9HIkE9/JDw8mrx5s/DlmC5YWqaal2P/6f33jfzy6z5mzd7MuYAHhIUZGD26Bbm8MyfbOR8/fsat4BBCQ58RGhrGo0dhcZ+HPvpzW+gzQh+FERYW8d8Nvkb//o15792CSZxc/knFipXp2m0W9+495sixZ4wZ3fKNZ4N59OgZQ4ct5eKlEKwsLRg2rAlVKhd+o2P/Gj9atWxI2zbmrFp9kNlztnDj5hMWLTlLl85Vada0/EuFPoGBd7n09QEMBgODB7Uie/YMCeqziKR9af01iIiYjsYPEUkMjSEiklCvGz/+WtFARNK2VHFHoXfv3qxZs4adO3fi5fX/a7p7eHgAcPv2bbJkyRK3/e7du2TOnDlun8jISEJCQnB1dX1pnwoVKrz2fNbW1lhbW7+y3dLSUi+SRFKQfudEXhYTE8vU79ayYuV+AFq1rESvnrXjVaBx6tQ1vv7mdy5dvs3Eb9awYeNxhgxqTO7cHskV2ySScvyIjo7h9zWHuHb9Hk3eL0vOHJmSpN3XWblyHwcPXsLKyoJRI1pgZ2ebbOdKLh+0rUyxojn5fOTPXL9xn+4fz2HwoEbUrVMyyc+1we8Y4yf8RlTUm8/KEV9VKhemWtWiaX65mbQkUyZXxn7Zlh69ZrNr1zmWLd9H+3aV//O4W7ceMmDQQq5fv4+jgw0TJrSjRHHveJ//r/GjVct3ee/dwoyfsIrDRy4zY+Ymduw4x9BPm5Ar14u/NZb/sheAypULkTt3ln9rVkTeEvobRkQSSuOHiCSGxhARSai/jx8aR0TSB5MWeBiNRnr37s2qVavw9/fH2/vlC7Te3t54eHiwefNmfHx8AIiMjGTHjh1MmDABgFKlSmFpacnmzZtp0aIFAMHBwZw+fZqJEyembIdEREQSKCIiilGjl7Nj51kMBgN9etelZYuK8W6naNEczJ/Xk19X7GPuvC2cOnWdjp2n06J5Bbp0ro6d3asFjm8ro9HI3n3nmTZ9Pdev3wdg5cr9VK9WlI4dqsbd4E0qV6/dZdr3GwDo8XFtvJNx1ovkVqxYDhbO78XoMb9y8OBFvvxqBSdOXGVA/wZYWyfNH4q//LqXKVPXAuDu7oibmwMuLva4utjj8rePuMeuLz53cLBJV7PWpFeFC2djQP+GTJi4itlzNpE/vydl38n7j/ufPx/EwMGLePjwKZkzOTPp245J8jvk6enG1Cmd+WPtYaZNX8+Zszfo1GU6HTtUpWaN4mzafAKAdh/8dwGKiIiIiIiIiIiISHIzaYFHz549Wbp0Kb///juOjo7cvn0bAGdnZ2xtbTEYDPTr14+xY8eSN29e8ubNy9ixY7Gzs6NNmzZx+3bp0oWBAwfi7u6Om5sbgwYNomjRotSoUcOU3RMREXkjjx49Y8inizl16jqWluaM/LwF1aoVTXB7FhbmtG5VierVijLlu7X4+5/h52W72brtFP361qPye4Xf+tkKLl+5zbTpGzh48CIALi72FMiflf0HLrBl60m2bD1JlSqF6dShGnnzJv5d+9HRMXzxxa9ERkZTpkwemjUtl+g2Tc3V1YFvv+7A4iX+zJ23lT/WHubChVt89WUbPD3dEtyu0Whk/oJtzJu/FYAWzSvQp3ddFW2kQ40aluHsuRv88cdhRo5axoJ5vciSxfWV/fYfuMDw4Ut5Fh5JntwefPtNBzJmdE6yHAaDgYYNylC+XD4mfv07e/YGMGfuFpb8uIOYmFjKlM5DwQJe/92QiIiIiIiIiIiISDIzaYHHzJkzAahSpcpL2xcsWEDHjh0BGDJkCOHh4fTo0YOQkBDKli3Lpk2bcHR0jNt/8uTJWFhY0KJFC8LDw6levToLFy7E3Nw8pboiIiKSIMHBIfQfuCBuyYHx4z7AxydXkrSdKZMzY79sy95955k0aQ23gkP4bNhSypfPz8D+DRJ1Ez6tCgl5ytx5W/l9zUFiY41YWprTonlFOrSvgoODDRcvBrNw0Xa2+5/G3/8M/v5nePfdgnTqUI0CBbIm+LzzF2wj4HwQjo62DP+sabopVjA3N6NTx2oUKZydkaOXcf7CLTp1+Z6RI1pQoXz+eLcXGxvL1O/W8euKfQB0/bAGHTtUfesLktKzAf0acOnSbc6du8nQYT8xa2a3l2aBWb/hKOPG/0ZMTCylS+Vm7FdtcXCwSZYsGTM6M3FCOzZvPsHkqWt59OgZAO0+eC9ZziciIiIiIiIiIiISXwaj0Wg0dQhTe/z4Mc7Ozjx69AgnJydTxxFJ96Kioli/fj1169bVmm/yVjt/4RaDBi/iwYMnZMrkzKRvOib5siB/ef48kkWL/flp6S6io2OwsrKgU8dqtG3zLhYWaacgMqHjR2RkNCtW7GPh4u08ffocgCqVC9OjR228srq/sv/lK7dZtMifrdtO8ddLpQoV8tOpQzUKF84Wr8ynTl3j456ziY01MmZ0K6pXLxav49OKO3dCGTZ8KWfP3cRgMNCpY1U6dayGufmbFbNER8cwdtxv+G08BsCA/g1o1rR8ckaWVOLOnVA6dZlOaOgz6tT2YfiwZgAsWuzP7DmbAfD1LcGwoU2wtEx4fXp8xo+HIU9ZsGAb9vY2dPuopoqMRER/w4hIgmn8EJHE0BgiIgn1uvFD90NF0geTzuAhIiLytjp46CKfffYTz8IjyZ3bg0lJvOTA/7KxsaLbR77UqlWCb75dw9GjV5g1exPnzwcxamRLrKzS50sCo9HIzl3nmP79eoKCHgKQL58nfXvX/deZUnLn8uCL0a3o3LkaixfvYNPm4+zde569e8/zzjt56dShKrlzexAaGkZIyFMehoTFfR4S8vTPz8MICQ3j1q2HxMYaqVWrRLot7gDInNmFGd9/xNTv1rFq9QHmL9jG2bM3GTmiBc7Odv96bEREFJ+PXMbu3ecwNzdj+LBm1PItkTLBxeQyZ3bhi9Gt6dd/Phv8jlGgQFYCA++y+veDAHzQ9j26d/NN0Zlv3FwdGDigYYqdT0RERERERERERORNpM+7OSIiIqnYhg1HGfvnkgMlS+Zi/NgPkm3Jgf+VM0cmpk3twga/Y0yYuAr/HWcYNHgR48Z9gL2ddYpkSAkxMbEcPXqFRYu3c/RYIADu7o5061qTOnVKvvGsEjlzZGLE583p3Kkai5f4s8HvGAcPXuTgwYvxypMzZ0YG9k//N4utrCwYPKgRRYpkZ+LXq9l/4AKdukxn7Jdt/3GJm7Cw53zy6RKOHgvEysqCL79oTaVKBVM4uZha6VK56dG9NtNnbGDylLUAGAwG+verr5lcRERERERERERERP6kAg8REUn3nj+P5LffDlCwYNZ/nbUhOUVGRnPu3E38d55h+fI9ANSsUYxhnzVL8dkzDAYDdeuUJFNGJz4Z+iOHj1ymb995fPtNx/+caSG1u3r1Lhv8jrFx03Hu3n0EvCg6aNWyEu3aVU5wEYuXlzufDW1Kxw5VWfLjDtatP0p0dAx2tla4uDrg6mKPq6s9rq4OuLzmc++cmRK1tERaU6e2D3nzeDB02E8EBT2k28c/MHBAQxo2KPPSfqGhYQwYtJCAgCDs7Kz5ekI7k/2Oium1bl2Js+dusG37aaysLBg1sgVVKhcxdSwRERERERERERGRVOPtudMgIiJvJaPRyNhxv7Fl60kAfGsWp3evuri7OybreSMiojh95jrHj1/l2PFATp++TmRkdNzzbdu8y8fda6XokgP/q3TpPEyb2oUBgxZy9txNevSazZTJncmYIW2tvxgaGsaWrSdZv+EoAQFBcdsdHWyoUaMYH7StTJYsrklyLk9PNz4Z8j79+tYHwNpa69/+kzx5sjB/bk/GfLWC3bvPMX7CKk6fvs7AAQ2xtrbk7t1H9O0/n2vX7uHiYsekbzr94ywf8nYwGAwM+6wZRYpkx8cnF/nzeZo6koiIiIiIiIiIiEiqogIPERFJ15b/soctW09ibm6G0Whk0+YT7N13nm5da9K4cdk3Xqrjvzx7FsGp09c5fjyQ48cDOXvuJlFRMS/t4+Jij08Jb6pXK0q1akWT5LyJVahQNmZM/4h+AxYQGHiX7h/PYurkznh5uZs62r+KjIxmz97zbPA7xt6954mJiQXA3NyM8uXyUadOSSqUz59sBRgq7Hgzjo62jB/blh9/2snsOZtZu+4IFy4G0+PjWowbv4o7d0LJlMmZKZM7kTNHJlPHlVTA1taKVi0rmTqGiIiIiIiIiIiISKqkAg8REUm3jh69wvcz/ADo26ceRQpnZ+I3qwkICOLbyX+wbsNRBg9qRMECXglq/+HDJ/htPM52/9MEBATFFRn8JUMGJ3xK5KRECW98SniTI0dGDAZDovuV1HLlysysmd3o028eQUEP6d5jFlMmdSJPniymjvaSiIgoTp2+xqbNgcyc9Q2PH4fHPVcgf1Zq1/ahRo1iuLk6mDCl/C8zMzPat6tCoYJejBi1jAsXbtGv/wIAsmfLwJTJnfHwcDFtSBERERERERERERGRNEAFHiIiJhIdHcOs2Zs5duzKGx9jZm5GhfL5ada0PA4ONsmYLu27e/cRw0f8TExMLLVr+dC0STkMBgNzZn3M6t8PMmv2JgICgviw60yavF+Wj7rWxNHR9j/bjY6OYd/+C6xdd/ilmSMAMmd2waeENz4+Lwo6smZ1S5UFHa+TJYsrP8zoRv8BC7h0+TY9e83hm687ULRoDpPkiYqK5sqVO5wLCOJcwE0CAoK4cuXOS1/vDBmcqOVbgtq1S5A7l4dJcsqbK106Dwvm9WL45z9z5uwN8uXzZNK3HVWQIyIiIiIiIiIiIiLyhlTgISJiAmHPIvhs2E8cOnQp3seePn2dn3/eRfPmFWjRvCJOTv9dlPC2iYyM5rNhPxEaGkbevFkYMrhRXKGFubkZTZuUo0rlwkz7fgObNh1n5W/72e5/mj696lKzZvHXFmVcuXKHdeuP4LfxGCEhYXHbCxfKRt26JSlXLh9ZPFxTrI/Jwd3dke+nd2XQkEWcOnWdvv3nM/artpQrmy9ZzxsTE8vVa3cJCAji3LkXxRyXLt8mMjL6lX1dXOzxzGJD5051KVs2f5ItsSMpI3NmF2Z835UTJ65SpEh2bGysTB1JRERERERERERERCTNUIGHiEgKu3//MYOGLObChVvY2FjSt099Mrg7vtGxDx4+Ydny3Vy9eo/5C7axbPkemjUtT6uWFXFxsU/m5GnH5Cl/cPbcTRwdbRn3VdvX3kR2d3dk1IgW1K9Xim++/Z3r1+8z6otfWLvuCAMHNiRH9ow8eRLOlq0nWbfuCGfP3Yw71s3Ngdq1fKhXtyTe3plTsmvJztHRlimTOjNs+FL2H7jAkE+WMPLz5lSvXizJzxUdHcOMmRv5fc1BwsMjX5ulQIGsFCyQ9c9/vXB1tWPDhg2UKZNHxR1plKWlBaVL5zF1DBERERERERERERGRNEcFHiIiKejqtbsMGLiQ27dDcXW155uvO1CwgFe82qhfrxT+/mdYsGg7ly/fZvESf35dsZcm75eldatKuLm9WbFIerXmj0P8vuYQBoOB0SNb4unp9q/7ly6Vm8UL+7D0510sXLSdw0cu077Dd5QulZsjR6/EzSJhbm5GxQoFqFevFOXL5cPCwjwlumMStrZWTBj/AV98+Stbt55ixKjlPA2LoFHDMkl2jidPwvl85DIOHrwIgJ2tFfnzZ6VgQS8K/FnQkdXz1SVuoqKikiyDiIiIiIiIiIiIiIhIWqICDxGRFHLy5DWGfLqYx4/DyeblzqRvO5E1678XH7yOmZkZ1aoVpUqVwuzaHcCChdu4cOEWPy3dxYqV+2nc+B3atn6XDBmckqEXqdvZczf5dtIaALp+WINy5d5saRErKws6dqhKzRrFmTR5Dfv2X2Df/gsAeHtnon690tSqVQI3V4dky57aWFpaMGpESxwdbFn9+0EmTFxFYOAdun3ki61t4pbVCAp6yOBPFnH16j1sbCwZPqwZVSoXxsxMM3KIiIiIiIiIiIiIiIj8ExV4iIikgB07zjBy9HIiI6MpXCgbEye0wzWRxQJmZmZUfq8Q771bkL17zzN/4TbOnbvJ8uV7WLXqAA0blOaDtpXJlMk5iXqRuoWEPGXYsJ+Iiorh3XcL0r5d5Xi3kTWrG9983YE9ewI4f+EW5cvnp2CBrK/MIvG2MDc3Y/CgRjg52bJ4yQ5++XUvu/cE8Okn71O6VO4EtXny5DU+/WwJoaHPyJDBia8ntCN//qxJnFxERERERERERERERCT90VtlRUSS2cqV+/hs+FIiI6OpVLEA077rkujijr8zGAxUrFiAubM/ZtK3HSlSJDuRkdGsWLmflq0ncfjI5SQ7V2oVHR3DiFHLuHP3EdmzZeDzYc0TPBuEwWCgUqWCdOlcnUIFvd7a4o6/GAwGunerxaRvOpI5kzO3bj2kT995TJi4iqdPn8erLb+Nx+jddy6hoc/In8+TeXM+VnGHiIiIiIiIiIiIiIjIG1KBh4hIMomNjWXGTD++nfwHRqORxo3eYexXbbGxSdzyFv/EYDBQrmw+Zs3sxndTOlO4cDYiIqL45NMlnD59PVnOmVrMmr2JI0euYGtrxbixbXFwsDF1pHSnXLl8/LikL+83fgeA39cc4oP2U9m77/x/HhsbG8vsOZv5YsyvREXFUPm9Qsz4/iMyZnw7ZpcRERERERERERERERFJCirwEBFJBlFR0Yz5agU//rQTgI+61mTwoEZYWJgn+7kNBgOlS+dh+ncfUqZ0HsLDIxk4aCEXLwYn+7lNYdu2U/y0dBcAw4Y2xds7s4kTpV/29jYMHtSY6d99iKenG3fvPmLQ4EV8MeZXHj9+9tpjIiKiGDlqOQsXbQfgg7bv8dWXbbC1TZ5CJxERERERERERERERkfRKBR4iIkksLOw5gwYvZuPG45ibmzHss6Z07FA1xZf6sLa2ZPy4DyhaNDtPnj6n34D5XLt+L0UzJKeoqGiOHL3MV+NWAtC2zbtUq1bUxKneDiVL5mLJoj60bFkRg8GA38ZjtPlgCtv9T7+034MHT+jZaw5bt53CwsKcz4Y2pcfHtRO8fI6IiIiIiIiIiIiIiMjbzMLUAUTSM6PRyMmT17hx88EbH2NlaU65cvlwcrJLxmSSXB6GPKX/gAVcvBiMra0VX33ZhnJl85ksj62tFd9M7ECvPnO5eDGYvv3mM/P7j8iSxdVkmRIiOjqGa9fucS4giHPnbhJwPohLl4KJiooBoFSpXHT7yNfEKd8utrZW9O1dj2pVizJu/EquXr3HsOFLqVqlCAMHNODhw6cMHrKYO3cf4eRky7iv2uLjk8vUsUVERERERERERERERNIsFXiIJJPzF27x/fcbOHzkcryPtbOzplnTcrRqWQkXF/tkSCfJ4cGDJ/TpO4/Aq3dxc3Pgm4kdKFAgq6lj4ehoy5RJnejRaw7Xrt2jT795zPz+IzJkcDJ1tNeKjY3lxs0HBPxVzBEQxIWLt3j+POqVfR0dbSldKjeDBjZMkeVv5FVFi2RnwbxeLFi4nZ+W7mS7/2mOHL1MdFQMz8IjyZ4tA19PbE+2bBlMHVVERERERERERERERCRNU4GHSBK7fTuU2XM2s3HTcYxGI5aW5pT0yYW5xZstSRB8K4TAq3dZvGQHv67Yx/uNy9KmdSXc3ByTObkkxr37j+ndZy7Xr98nY0Ynpn/3Yaq6oe3q6sB3UzrzcY/ZBAU9pG//+cyY/hHOzqadKcZoNBIcHPKimCPgJucCgjh/PoiwsIhX9rWztSJ//qwULOhFgQJZKVjAC09P1xRf+kZeZW1tSfduvlStWoSxY1dy8VIw8GIpl7FfttGMRCIiIiIiIiIiIiIiIklABR4iSeTJk/A/izL2EhkZDYBvzeJ81LUmnp5ub9xObGwsu/cEsHDhdgLOB7H0512s/G0/jRu9Q5s275Ixlc66kBrExsZiZvZmhTRJ6e7dR/TuM5cbNx+QOZMz06Z9iFdW9xTP8V8yZnRm6pQufNxjFoGBd+k/cAHTpnbB3t4mxTLcu/eIcwFB/z87x/kgHj169sp+VlYW5MvnScECWSlQwIuCBbOSPVsGk3x/5c3lz+fJvLk9WPnbfsLDI/mg7XuaWUVERERERERERERERCSJqMBDJJGioqL5bdUBFi7aHnejuqSPNz171qFgAa94t2dmZsZ77xbi3UoF2bf/AgsWbOPM2Rss/2UPq1YfoEH90nzQ9j0yZ3ZJ4p6kXc+fR/LDrE2s/v0gbm4O+JTwpkQJb3xKeJM1q1uyzvBw+3YovfrM5dath2TJ4sq0qV3iVdCT0rJmdWPqlM707D2HgIAgBg1ZzORvO2JjY5Vs59y56yxr1x4mICCI+w+evPK8hYU5eXJ7ULDgi2KOAvmz4u2dSYUBaZSFhTktW1Q0dQwREREREREREREREZF0RwUeIglkNBrZtu0UM2dt4tathwDkzJmRnh/XoUKF/IkuKjAYDFQon5/y5fJx6PAl5s/fxslT11j5235+X3OIenVL0r5dFbJkcU2K7qRZp09f58uvVnD9xn3gRcHFBr9jbPA7BkCGDE74lMgZV/CRI0fGJCv4CA4OoVefuQQHh+Dp6cb07z7Ew8MlSdpOTt7emZn8bSd69ZnLiRNXGfrZT0wY3w4rq6T/L2Hr1pOMGLUco9EIgJmZAW/vzH/OzPFiuZXcuTyS5dwiIiIiIiIiIiIiIiIi6YnuqIkkwPETgUyfvoGz524C4O7uyIddalCvbskkn3XAYDDwTpm8lCmdh6PHrrBgwTaOHgvk9zWHWLvuCPXrlaJXzzopusxGahAZGc38BVv58aedxMYayZDBicGDGmFtbcGxY4EcPx7I2XM3uX//MZu3nGTzlpMAuLraU6K4Nz4+3pQpk4cc2TMm6Pw3gx7Qu/dc7tx9RDYvd6Z99yGZMjknZReTVf78Wfn26470GzCfAwcvMuqL5XwxqlWS/vweOnSJ0WN+xWg0Uqe2D40avkO+fFmSdbYQERERERERERERERERkfRKBR4i8XDr1kO+n+HHdv/TANjaWtG2zbu0alkJOzvrZD23wWCgVMnclCqZm+MnAlmwcDuHDl3i9zWHOHToEqNGtqRIkezJmiG1OH/hFl9+tYLLl28DUKtWCfr3bYCTky0A75TJC0BERBSnz1x/UfBx4iqnT18nJCSM7f6n476HJX28adq0PO9WKvjGxQ3Xr9+nd9+53Lv3mOzZMzDtuw/JmMEpGXqavIoVy8H4cR8weMhi/P3PMG78bwz7rClmZmaJbjsgIIihn/1IdHQM1aoW4bOhTTE3T3y7IiIiIiIiIiIiIiIiIm8rFXhImhAbG8uaNYfYuOk4jo62eGRxxSOzCx4eLmT583MXF/skW3rjf4U9i2DJEn+WLd9DZGQ0ZmYGGtQvzYddauDu7pgs5/w3JYp7M3WyN8eOXeHLsSu5FRzCxz1n07lTNdq3q5Jub6RHR8ew5McdzF+wjZiYWFxc7BkyuBFVKhd57f7W1pZxRTHwYtaPc+ducux4IMeOBXL02BWOHgvk6LFAMmVy5v3GZWnQoDRurg7/mOHqtbv06TOP+w+e4J0zE99N7WKSn4Gk8k6ZvHwxujXDP1/KBr9jPHkSzufDm+PoaJvgNm/cuM+AQQt5Fh5JqVK5GPF5i3T7MykiIiIiIiIiIiIiIiKSUlTgIaleYOAdJkxczclT1/51PxsbSzw8XPDI7EqWLC5kzuxK3jwelC6dG0vLhP2ox8bGsn79UX6YvYmHD58CULpUbvr2qUfu3B4JajMp+fjkYtGC3kz8ejVbtp5kztwtHDp8iRHDW+Dh4WLqeEnq6tW7jPlqBef+XBan8nuFGDy48b8WY/wvKysLihfPSfHiOenYoSp37oSy+veD/L7mEHfvPmLW7E3MX7CV6tWK0axpOQoVyvbS8Veu3KFPv3k8fPiU3Lk9mDqlc7zOn1pVfq8QI0e04MuvVrB7TwCdP/yesV+2JW/eLPFu6/79x/QbsIDQ0DDy5/Nk/NgPsLLSfzUiIiIiIiIiIiIiIiIiiaW7bpJqRUZGs3iJP4uX7CA6OgZbWys6tK+Ko6MNt2+HEhwcwu07odwODuH+gyc8fx7F1av3uHr13kvtODraUvm9QlSrVpTSpXK/8TIcx08EMnXqOs5fuAWAl5c7vXvVpVLFAsk2U0hCODjYMHpUS8qXy8e3k9Zw/PhVOnT8jk8+eZ9qVYuaOl6ixcTEsvyXPcyes5nIyGgcHWwYMKAhvjWLJ/r7kDmzC90+8qVTx2ps3XaKlSv3cfbcTfw2HsNv4zEKFvSiWZNyVKtWlBs37tOn33xCQ8PImzcLUyd3xsXFPol6aXo1qhfDK6s7wz5fSlDQQ7p2m8kngxtTp07JN27jyZNwBgxcSHBwCFmzuvHtNx2wt7dJxtQiIiIiIiIiIiIiIiIibw8VeEiqdOx4IBMmruL69fsAVKxQgIEDGv7jrBSRkdHcvfsorugjODiEW8EhHDlymQcPnrB23RHWrjuCs7Mdld8rTI3qRSlRwvu1xR7BwSF8P2MD27afBsDe3ppOHavRrGn5VDsTgcFgoE6dkhQtloNRo5Zz9txNhn/+Mw3qX6Rvn3rY2VmbOmK8RUfHsG37aZb+vIsLfxbZlCubj6Gfvk/GjM5Jei4rKwvq1PahTm0fzp69wcrf9rNl60nOnbvJmK9WMO37DcTExPLkSTj583kydUpnnJzskjRDalCgQFYWzOvJqNG/sP/ABcZ8tYLTZ67Tt0/9//zZj4iI4pOhS7h0+Tbu7o5MmdQZN7e0u3SNiIiIiIiIiIiIiIiISGqTOu9Wy1vr8eNwZsz0Y80fhwBwc3NgQL8GVK1a5F9na7CyssDLyx0vL/eXtsfExHLixFW2bjvFdv/ThIaGseaPQ6z54xCurvZUqVyEGtWLUqxYTiIioli8ZAfLlu8mMjIaMzMDDeqXpmvXmmlmGQ6vrO78MLMbc+dtZcmPO/hj7WFOnLjKqJEtKVAgq6njvZGwsOes+eMwv/yyhzt3HwFgZ2tFr151adSwTLLPnlKoUDYKFcpGz551+OOPw6xafYC7f+YoWNCLyd92wsnJNlkzmJKTkx3ffN2e+Qu2sWDhdlatPsj587f4ckybfyywio6OYeSo5Rw/fhV7e2smfdORrFndUja4iIiIiIiIiIiIiIiISDqnAg9JFYxGI9u2nWLy1LU8fPgUgIYNytDj49qJuplubm5GyZK5KFkyF/371efYsUC2bjuF/47ThISEsWr1AVatPkAGd0eMwIMHTwAoWTIXfXvXI2/eLEnRvRRlYWFO926+vFMmD6PH/ML1G/f5qPsPdPuoJq1bVcLMzMzUEV/rzp1Qfvl1L2v+OERYWAQALi72NGtajvcbl8U1hYts3Fwd6NC+Cm3bvMuu3ee4evUuzZtVwMEh/S85YmZmxoddalC4UDZGffELZ8/dpFOX6Ywe1ZJ3yuR9aV+j0cjX3/7Ozl1nsbKyYOL4dmny90ZEREREREREREREREQktVOBh5hcUNBDpkxdy569AQBkz56BT4a8j08J7yQ9j4WFOWXK5KFMmTwMGtiQw0cus3XrKXbuPMP9Pws7PD3d6N2zDu+9VyjZZ4pIbiVL5mLxwj5MmLgK/x1n+H6GHwcOXOTTT97H0zNpZ1cIC3tOSGgYmTI6x3sZm4CAIH5etott208TExMLQM6cGWnVshK1fEtgbW2ZpFnjy8LCnKpVipg0g6mUL5+fBfN6Mmz4Us5fuEX/AQvp+mEN2rerHFcoNHvOZv744zBmZgZGj2yJj08uE6cWERERERERERERERERSZ9U4CEpLvh2CMePBXL8xFWOHQ/k5s0HwIsb6e3bVaZ9uyrxLhKILwsLc8qVzUe5svkYMrgRBw9dIjw8kvfeLZTs505Jzs52fPVlG9b8cZgpU9dy+Mhl2rabSscOVWnTuhKWlonra2RkNMuW72Hhom08fx6FwWDA3c0BjyyueGR2IUsWVzw8XF763MbGitjYWC5dDqFv/wUcP341rr2SJXPRulUlypfLl2pnGnnbeHq68cPMbkya/Ad/rD3M7DmbOXv2Bp8Pb47fxmMsWuwPwOBBjalcubBpw4qIiIiIiIiIiIiIiIikY+nnTrakSkajkaBbDzl+LJBjx1983L4d+tI+BoOBUn8uoeLtnTnFM1paWlCxQoEUP29KMRgMNGpYhhIlcvL116s5eiyQWbM3sXHTMQYNaETJkgmbcWHvvvNMnbqWG38r0ImOjuH+gyfcf/CE06evv/Y4Fxd7LC3NuXfvMfBiGZ3q1YvRumVF8ufPmrBOSrKytrZk6KdNKFIkO99OWsPuPQF80H4q9++/mPmm64c1aNSwjIlTioiIiIiIiIiIiIiIiKRvKvCQJHfjxn2OHL3C8T8LOv66kf8Xc3Mz8ufzxMfHmxIlvClWNAeOjrYmSvv2yJE9I9O++xC/jceZNn09V6/eo1efudSu5UOvXnVwc3V4o3ZuBj3gu+/WsXvPiyV13N0d6dmjNr41i/Po0TNu3wklODiE27dDuX37xb/Bt19se/YsgtDQMACsrMxp8n5ZWraoRObMLsnVbUlCDeqXJm+eLAz7fCnBwSEANGtajo4dqpo4mYiIiIiIiIiIiIiIiEj6pwIPSXIzf9iI/44zcY8tLMwpVNCLEiW8KVEiJ0WL5sDeztqECd9eBoOBOrV9qFihALNmb2T174fw23iMPXvO8XH3WjRsWOYfl0Z5/jySJT/u4Kelu4iMjMbc3IyWLSrSqWNV7O1tAHB1dcDV1YGCBbxeOd5oNPLkyXNu3wnh/v3H3Lxxhvffr4WlpWWy9lmSVoECWVkwryczZm7E2dmObh/VxGAwmDqWiIiIiIiIiIiIiIiISLqnAg9Jcu+UycOjR8/iZugoUjgbNjZWpo4lf+PkZMvgQY2pV7cUE7/5nQsXbjHxm99Zt/4ogwY1In8+z7h9jUYj2/1PM236Bu7cCQWgTJk89O9Xn5w5Mr3xOQ0GA05Otjg52eKdMyP37p5P6m5JCnFysuPTT943dQwRERERERERERERERGRt8rr36qfQnbu3EmDBg3w9PTEYDCwevXql543Go2MGjUKT09PbG1tqVKlCmfOnHlpn4iICHr37k2GDBmwt7enYcOG3Lx5MwV7If+rceOyfD+9Kx92qUHpUrlV3JGKFSqUjbmzP6Zf3/rY2Vlz5uwNunz4PVOmriUs7DmBgXfo228+wz//mTt3QvHwcGHcV22ZMqlTvIo7REREREREREREREREREQkcUxa4BEWFkbx4sWZPn36a5+fOHEikyZNYvr06Rw6dAgPDw9q1qzJkydP4vbp168fq1atYtmyZezevZunT59Sv359YmJiUqobImmahYU5LZpX4Oel/alevSixsUZ++XUvzVt+S/uO0zh85DJWVhZ07lSNpT/2o3LlwlqSQ0REREREREREREREREQkhZl0iZY6depQp06d1z5nNBqZMmUKw4YNo0mTJgAsWrSIzJkzs3TpUrp168ajR4+YN28eS5YsoUaNGgD8+OOPZMuWjS1btlCrVq0U64tIWpcxgxNjRremfr3SfDtpDTdvPgDgvXcL0ad3XTw93UycUERERERERERERERERETk7WXSAo9/ExgYyO3bt/H19Y3bZm1tTeXKldm7dy/dunXjyJEjREVFvbSPp6cnRYoUYe/evf9Y4BEREUFERETc48ePHwMQFRVFVFRUMvVIJG0o6ZOT+fM+ZqPfcbJmdadUqVwASfq78Vdb+n0TkfjS+CEiCaXxQ0QSQ2OIiCSUxg8RSQyNISKSUK8bPzSWiKQPqbbA4/bt2wBkzpz5pe2ZM2fm2rVrcftYWVnh6ur6yj5/Hf8648aNY/To0a9s37RpE3Z2domNLpIuWFjAnTv3WL8+INnOsXnz5mRrW0TSN40fIpJQGj9EJDE0hohIQmn8EJHE0BgiIgn19/Hj2bNnJkwiIkkl1RZ4/MVgMLz02Gg0vrLtf/3XPkOHDmXAgAFxjx8/fky2bNnw9fXFyckpcYFF5D9FRUWxefNmatasiaWlpanjiEgaovFDRBJK44eIJIbGEBFJKI0fIpIYGkNEJKFeN378taKBiKRtqbbAw8PDA3gxS0eWLFnitt+9ezduVg8PDw8iIyMJCQl5aRaPu3fvUqFChX9s29raGmtr61e2W1pa6kWSSArS75yIJJTGDxFJKI0fIpIYGkNEJKE0fohIYmgMEZGE+vv4oXFEJH0wM3WAf+Lt7Y2Hh8dLUwdFRkayY8eOuOKNUqVKYWlp+dI+wcHBnD59+l8LPERERERERERERERERERERETSEpPO4PH06VMuXboU9zgwMJDjx4/j5uZG9uzZ6devH2PHjiVv3rzkzZuXsWPHYmdnR5s2bQBwdnamS5cuDBw4EHd3d9zc3Bg0aBBFixalRo0apuqWiIiIiIiIiIiIiIiIiIiISJIyaYHH4cOHqVq1atzjAQMGANChQwcWLlzIkCFDCA8Pp0ePHoSEhFC2bFk2bdqEo6Nj3DGTJ0/GwsKCFi1aEB4eTvXq1Vm4cCHm5uYp3h8RERERERERERERERERERGR5GDSAo8qVapgNBr/8XmDwcCoUaMYNWrUP+5jY2PDtGnTmDZtWjIkFBERERERERERERERERERETE9M1MHEBEREREREREREREREREREZF/pwIPERERERERERERERERERERkVROBR4iIiIiIiIiIiIiIiIiIiIiqZyFqQOkBkajEYDHjx+bOInI2yEqKopnz57x+PFjLC0tTR1HRNIQjR8iklAaP0QkMTSGiEhCafwQkcTQGCIiCfW68eOv+6B/3RcVkbRJBR7AkydPAMiWLZuJk4iIiIiIiIiIiIiIiIiIJI8nT57g7Oxs6hgikkAGo8q0iI2N5datWzg6OmIwGEwdRyTde/z4MdmyZePGjRs4OTmZOo6IpCEaP0QkoTR+iEhiaAwRkYTS+CEiiaExREQS6nXjh9Fo5MmTJ3h6emJmZmbihCKSUJrBAzAzM8PLy8vUMUTeOk5OTvrDREQSROOHiCSUxg8RSQyNISKSUBo/RCQxNIaISEL97/ihmTtE0j6VZ4mIiIiIiIiIiIiIiIiIiIikcirwEBEREREREREREREREREREUnlVOAhIinO2tqakSNHYm1tbeooIpLGaPwQkYTS+CEiiaExREQSSuOHiCSGxhARSSiNHyLpl8FoNBpNHUJERERERERERERERERERERE/plm8BARERERERERERERERERERFJ5VTgISIiIiIiIiIiIiIiIiIiIpLKqcBDREREREREREREREREREREJJVTgYeIiIiIiIiIiIiIiIiIiIhIKqcCDxGJt507d9KgQQM8PT0xGAysXr36pefv3LlDx44d8fT0xM7Ojtq1a3Px4sWX9qlSpQoGg+Glj1atWr20T0hICO3atcPZ2RlnZ2fatWtHaGhoMvdORJJbSowhV69epUuXLnh7e2Nra0vu3LkZOXIkkZGRKdFFEUkmKfUa5C8RERGUKFECg8HA8ePHk6lXIpISUnL8WLduHWXLlsXW1pYMGTLQpEmT5OyaiKSAlBpDLly4QKNGjciQIQNOTk5UrFiR7du3J3f3RCQZJcX4AbBv3z6qVauGvb09Li4uVKlShfDw8LjndR1VJH1KiTFE11FF0h4VeIhIvIWFhVG8eHGmT5/+ynNGo5HGjRtz5coVfv/9d44dO0aOHDmoUaMGYWFhL+3btWtXgoOD4z5mzZr10vNt2rTh+PHj+Pn54efnx/Hjx2nXrl2y9k1Ekl9KjCEBAQHExsYya9Yszpw5w+TJk/nhhx/47LPPkr1/IpJ8Uuo1yF+GDBmCp6dnsvRFRFJWSo0fK1eupF27dnTq1IkTJ06wZ88e2rRpk6x9E5Hkl1JjSL169YiOjmbbtm0cOXKEEiVKUL9+fW7fvp2s/ROR5JMU48e+ffuoXbs2vr6+HDx4kEOHDtGrVy/MzP7/9o6uo4qkTykxhug6qkgaZBQRSQTAuGrVqrjH58+fNwLG06dPx22Ljo42urm5GefMmRO3rXLlysa+ffv+Y7tnz541Asb9+/fHbdu3b58RMAYEBCRpH0TEdJJrDHmdiRMnGr29vRMbWURSieQeP9avX28sUKCA8cyZM0bAeOzYsSRMLyKmlFzjR1RUlDFr1qzGuXPnJkdsEUklkmsMuXfvnhEw7ty5M27b48ePjYBxy5YtSdoHETGNhI4fZcuWNQ4fPvwf29V1VJG3Q3KNIa+j66giqZtm8BCRJBUREQGAjY1N3DZzc3OsrKzYvXv3S/v+9NNPZMiQgcKFCzNo0CCePHkS99y+fftwdnambNmycdvKlSuHs7Mze/fuTeZeiIipJNUY8jqPHj3Czc0t6UOLSKqQlOPHnTt36Nq1K0uWLMHOzi75w4uISSXV+HH06FGCgoIwMzPDx8eHLFmyUKdOHc6cOZMyHRERk0iqMcTd3Z2CBQuyePFiwsLCiI6OZtasWWTOnJlSpUqlTGdEJEW9yfhx9+5dDhw4QKZMmahQoQKZM2emcuXKL40vuo4q8nZKqjHkdXQdVSR1U4GHiCSpAgUKkCNHDoYOHUpISAiRkZGMHz+e27dvExwcHLdf27Zt+fnnn/H39+fzzz9n5cqVL61Nffv2bTJlyvRK+5kyZdLUpCLpWFKNIf/r8uXLTJs2je7du6dEN0TEBJJq/DAajXTs2JHu3btTunRpU3RFRFJYUo0fV65cAWDUqFEMHz6ctWvX4urqSuXKlXn48GGK90tEUkZSjSEGg4HNmzdz7NgxHB0dsbGxYfLkyfj5+eHi4mKCnolIcnuT8ePvry+6du2Kn58fJUuWpHr16ly8eBHQdVSRt1VSjSH/S9dRRVI/C1MHEJH0xdLSkpUrV9KlSxfc3NwwNzenRo0a1KlT56X9unbtGvd5kSJFyJs3L6VLl+bo0aOULFkSeHFx438ZjcbXbheR9CEpx5C/3Lp1i9q1a9O8eXM+/PDDFOmHiKS8pBo/pk2bxuPHjxk6dGhKd0FETCSpxo/Y2FgAhg0bRtOmTQFYsGABXl5e/Prrr3Tr1i3lOiUiKSapxhCj0UiPHj3IlCkTu3btwtbWlrlz51K/fn0OHTpElixZUrprIpLM3mT8+Ov1Rbdu3ejUqRMAPj4+bN26lfnz5zNu3DhA11FF3kZJOYb8RddRRdIGzeAhIkmuVKlSHD9+nNDQUIKDg/Hz8+PBgwd4e3v/4zElS5bE0tIyrmrUw8ODO3fuvLLfvXv3yJw5c7JlFxHTS4ox5C+3bt2iatWqlC9fntmzZyd3dBExsaQYP7Zt28b+/fuxtrbGwsKCPHnyAFC6dGk6dOiQIv0QkZSXFOPHXzdfCxUqFLePtbU1uXLl4vr168nbARExqaR6DbJ27VqWLVtGxYoVKVmyJDNmzMDW1pZFixalVFdEJIX91/jxutcXAAULFox7faHrqCJvr6QYQ/6i66giaYcKPEQk2Tg7O5MxY0YuXrzI4cOHadSo0T/ue+bMGaKiouJecJQvX55Hjx5x8ODBuH0OHDjAo0ePqFChQrJnFxHTS8wYAhAUFESVKlUoWbIkCxYswMxML3tE3haJGT++++47Tpw4wfHjxzl+/Djr168HYPny5Xz11Vcpkl9ETCcx40epUqWwtrbm/PnzcftERUVx9epVcuTIkezZRcT0EjOGPHv2DOCVv1vMzMzi3n0rIunXP40fOXPmxNPT86XXFwAXLlyIe32h66gikpgxBHQdVSSt0RItIhJvT58+5dKlS3GPAwMDOX78OG5ubmTPnp1ff/2VjBkzkj17dk6dOkXfvn1p3Lgxvr6+wIs13H766Sfq1q1LhgwZOHv2LAMHDsTHx4eKFSsCLypIa9euTdeuXZk1axYAH330EfXr1yd//vwp32kRSTIpMYbcunWLKlWqkD17dr755hvu3bsXdz4PD4+U7bCIJJmUGD+yZ8/+0jkdHBwAyJ07N15eXinUUxFJaikxfjg5OdG9e3dGjhxJtmzZyJEjB19//TUAzZs3T/lOi0iSSYkxpHz58ri6utKhQwdGjBiBra0tc+bMITAwkHr16pmk3yKSeIkdPwwGA4MHD2bkyJEUL16cEiVKsGjRIgICAlixYgWg66gi6VlKjCG6jiqSBhlFROJp+/btRuCVjw4dOhiNRqNx6tSpRi8vL6OlpaUxe/bsxuHDhxsjIiLijr9+/brxvffeM7q5uRmtrKyMuXPnNvbp08f44MGDl87z4MEDY9u2bY2Ojo5GR0dHY9u2bY0hISEp2FMRSQ4pMYYsWLDgtefQSx+RtC2lXoP8XWBgoBEwHjt2LJl7JyLJKaXGj8jISOPAgQONmTJlMjo6Ohpr1KhhPH36dEp2VUSSQUqNIYcOHTL6+voa3dzcjI6OjsZy5coZ169fn5JdFZEkltjx4y/jxo0zenl5Ge3s7Izly5c37tq166XndR1VJH1KiTFE11FF0h6D0Wg0Jn3ZiIiIiIiIiIiIiIiIiIiIiIgkFS2iJCIiIiIiIiIiIiIiIiIiIpLKqcBDREREREREREREREREREREJJVTgYeIiIiIiIiIiIiIiIiIiIhIKqcCDxEREREREREREREREREREZFUTgUeIiIiIiIiIiIiIiIiIiIiIqmcCjxEREREREREREREREREREREUjkVeIiIiIiIiIiIiIiIiIiIiIikcirwEBERERERkVRv1KhRlChRIsXP6+/vj8FgwGAw0Lhx4zfaNzQ0NEWypRUdO3aM+xquXr3a1HFERERERERERNIsFXiIiIiIiIiISf118/+fPjp27MigQYPYunWryTKeP3+ehQsXxj2uUqUK/fr1e2mfChUqEBwcjLOzc8qG+5vUWGQydepUgoODTR1DRERERERERCTNszB1ABEREREREXm7/f3m//LlyxkxYgTnz5+P22Zra4uDgwMODg6miAdApkyZcHFx+dd9rKys8PDwSJlAaYizs7NJi15ERERERERERNILzeAhIiIiIiIiJuXh4RH34ezsjMFgeGXb/y7R0rFjRxo3bszYsWPJnDkzLi4ujB49mujoaAYPHoybmxteXl7Mnz//pXMFBQXRsmVLXF1dcXd3p1GjRly9ejVeeTt27MiOHTuYOnVq3CwjV69efWX2jIULF+Li4sLatWvJnz8/dnZ2NGvWjLCwMBYtWkTOnDlxdXWld+/exMTExLUfGRnJkCFDyJo1K/b29pQtWxZ/f/+4569du0aDBg1wdXXF3t6ewoULs379eq5evUrVqlUBcHV1jZv9BMDPz49KlSrh4uKCu7s79evX5/Lly3FtXr16FYPBwC+//MK7776Lra0tZcqU4cKFCxw6dIjSpUvj4OBA7dq1uXfv3ivfh9GjR5MpUyacnJzo1q0bkZGR8fqaioiIiIiIiIjIf1OBh4iIiIiIiKRJ27Zt49atW+zcuZNJkyYxatQo6tevj6urKwcOHKB79+50796dGzduAPDs2TOqVq2Kg4MDO3fuZPfu3XFFC/EpSJg6dSrly5ena9euBAcHExwcTLZs2V6777Nnz/juu+9YtmwZfn5++Pv706RJE9avX8/69etZsmQJs2fPZsWKFXHHdOrUiT179rBs2TJOnjxJ8+bNqV27NhcvXgSgZ8+eREREsHPnTk6dOsWECRNwcHAgW7ZsrFy5EnixpExwcDBTp04FICwsjAEDBnDo0CG2bt2KmZkZ77//PrGxsS/lHTlyJMOHD+fo0aNYWFjQunVrhgwZwtSpU9m1axeXL19mxIgRLx2zdetWzp07x/bt2/n5559ZtWoVo0ePfuOvp4iIiIiIiIiIvBkt0SIiIiIiIiJpkpubG9999x1mZmbkz5+fiRMn8uzZMz777DMAhg4dyvjx49mzZw+tWrVi2bJlmJmZMXfuXAwGAwALFizAxcUFf39/fH193+i8zs7OWFlZYWdn959LskRFRTFz5kxy584NQLNmzViyZAl37tzBwcGBQoUKUbVqVbZv307Lli25fPkyP//8Mzdv3sTT0xOAQYMG4efnx4IFCxg7dizXr1+nadOmFC1aFIBcuXK99DWBV5eUadq06Uu55s2bR6ZMmTh79ixFihSJ2z5o0CBq1aoFQN++fWndujVbt26lYsWKAHTp0oWFCxe+1JaVlRXz58/Hzs6OwoUL88UXXzB48GDGjBmDmZneVyIiIiIiIiIiklRU4CEiIiIiIiJpUuHChV8qIMicOfNLxQrm5ua4u7tz9+5dAI4cOcKlS5dwdHR8qZ3nz5+/tFxJUrKzs4sr7vgrY86cOXFwcHhp218Zjx49itFoJF++fC+1ExERgbu7OwB9+vTh448/ZtOmTdSoUYOmTZtSrFixf81x+fJlPv/8c/bv38/9+/fjZu64fv36S1+zv7eTOXNmgLhCkv/N+pfixYtjZ2cX97h8+fI8ffqUGzdukCNHjn/NJSIiIiIiIiIib04FHiIiIiIiIpImWVpavvTYYDC8dttfxQyxsbGUKlWKn3766ZW2MmbMmGoympubc+TIEczNzV/a76+ikA8//JBatWqxbt06Nm3axLhx4/j222/p3bv3P+Zo0KAB2bJlY86cOXh6ehIbG0uRIkVeWZrm79n+muXkf7f977Iu/+Sv40VEREREREREJGmowENERERERETeCiVLlmT58uVkypQJJyenRLVlZWVFTExMEiX7fz4+PsTExHD37l3efffdf9wvW7ZsdO/ene7duzN06FDmzJlD7969sbKyAngp24MHDzh37hyzZs2Ka3P37t1JlvnEiROEh4dja2sLwP79+3FwcMDLyyvJziEiIiIiIiIiIqDFcEVEREREROSt0LZtWzJkyECjRo3YtWsXgYGB7Nixg759+3Lz5s14tZUzZ04OHDjA1atXX1ryJLHy5ctH27Ztad++Pb/99huBgYEcOnSICRMmsH79egD69evHxo0bCQwM5OjRo2zbto2CBQsCkCNHDgwGA2vXruXevXs8ffoUV1dX3N3dmT17NpcuXWLbtm0MGDAgSfICREZG0qVLF86ePcuGDRsYOXIkvXr1emn5HBERERERERERSTxdbREREREREZG3gp2dHTt37iR79uw0adKEggUL0rlzZ8LDw+M9o8egQYMwNzenUKFCZMyYkevXrydZzgULFtC+fXsGDhxI/vz5adiwIQcOHCBbtmzAi9k5evbsScGCBalduzb58+dnxowZAGTNmpXRo0fz6aefkjlz5rhCi2XLlnHkyBGKFClC//79+frrr5Msb/Xq1cmbNy/vvfceLVq0oEGDBowaNSrJ2hcRERERERERkRcMRqPRaOoQIiIiIiIiIqmRv78/VatWJSQkBBcXF1PHSXU6duxIaGgoq1ev/s99DQYDq1atonHjxsmeS0REREREREQkPdIMHiIiIiIiIiL/wcvLi9atW5s6RprUvXt3HBwcTB1DRERERERERCTN0wweIiIiIiIiIv8gPDycoKAgABwcHPDw8DBxotTlTWbwuHv3Lo8fPwYgS5Ys2Nvbp1A6EREREREREZH0RQUeIiIiIiIiIiIiIiIiIiIiIqmclmgRERERERERERERERERERERSeVU4CEiIiIiIiIiIiIiIiIiIiKSyqnAQ0RERERERERERERERERERCSVU4GHiIiIiIiIiIiIiIiIiIiISCqnAg8RERERERERERERERERERGRVE4FHiIiIiIiIiIiIiIiIiIiIiKpnAo8RERERERERERERERERERERFI5FXiIiIiIiIiIiIiIiIiIiIiIpHIq8BARERERERERERERERERERFJ5f4P4+7NtPKtRbYAAAAASUVORK5CYII=",
- "text/plain": [
- ""
- ]
- },
- "execution_count": null,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"timegpt_fcst_df = nixtla_client.forecast(df=df, h=6, time_col='timestamp', target_col='value', freq='MS')\n",
"nixtla_client.plot(df, timegpt_fcst_df, time_col='timestamp', target_col='value')"
@@ -702,88 +364,7 @@
"execution_count": null,
"id": "c7d15db0-1e18-4f22-90ff-9002b4944de4",
"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:Inferred freq: MS\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:Restricting input...\n",
- "INFO:nixtla.nixtla_client:Calling Forecast Endpoint...\n"
- ]
- },
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " timestamp | \n",
- " TimeGPT | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " 0 | \n",
- " 1961-01-01 | \n",
- " 437.837921 | \n",
- "
\n",
- " \n",
- " 1 | \n",
- " 1961-02-01 | \n",
- " 426.062714 | \n",
- "
\n",
- " \n",
- " 2 | \n",
- " 1961-03-01 | \n",
- " 463.116547 | \n",
- "
\n",
- " \n",
- " 3 | \n",
- " 1961-04-01 | \n",
- " 478.244507 | \n",
- "
\n",
- " \n",
- " 4 | \n",
- " 1961-05-01 | \n",
- " 505.646484 | \n",
- "
\n",
- " \n",
- "
\n",
- "
"
- ],
- "text/plain": [
- " timestamp TimeGPT\n",
- "0 1961-01-01 437.837921\n",
- "1 1961-02-01 426.062714\n",
- "2 1961-03-01 463.116547\n",
- "3 1961-04-01 478.244507\n",
- "4 1961-05-01 505.646484"
- ]
- },
- "execution_count": null,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"df_time_index = df.set_index('timestamp')\n",
"df_time_index.index = pd.DatetimeIndex(df_time_index.index, freq='MS')\n",
diff --git a/nbs/docs/getting-started/3_setting_up_your_api_key.ipynb b/nbs/docs/getting-started/3_setting_up_your_api_key.ipynb
index 733c2532..035e4d78 100644
--- a/nbs/docs/getting-started/3_setting_up_your_api_key.ipynb
+++ b/nbs/docs/getting-started/3_setting_up_your_api_key.ipynb
@@ -33,7 +33,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- ""
+ ""
]
},
{
diff --git a/nbs/docs/getting-started/7_faq.ipynb b/nbs/docs/getting-started/7_faq.ipynb
index bf51db4e..838af039 100644
--- a/nbs/docs/getting-started/7_faq.ipynb
+++ b/nbs/docs/getting-started/7_faq.ipynb
@@ -444,7 +444,7 @@
"\n",
"In addtion, we are currently developing a self-hosted version of `TimeGPT`, tailored for the unique security requirements of enterprise data. This version is currently in beta. If you are interested in exploring this option, please contact us at ops@nixtla.io.\n",
"\n",
- ""
+ ""
]
},
{
@@ -485,7 +485,7 @@
"Error message: Too many requests\n",
"\n",
"``` python\n",
- "ApiError: status_code: 429, body: {'data': None, 'message': 'Too many requests', 'details': 'You need to add a payment method to continue using the API, do so from https://dashboard.nixtla.io', 'code': 'A21', 'requestID': 'NCJDK7KSJ6', 'support': 'If you have questions or need support, please email ops@nixtla.io’}\n",
+ "ApiError: status_code: 429, body: {'data': None, 'message': 'Too many requests', 'details': 'You need to add a payment method to continue using the API, do so from https://dashboard.nixtla.io', 'code': 'A21', 'requestID': 'NCJDK7KSJ6', 'support': 'If you have questions or need support, please email ops@nixtla.io'}\n",
"```\n",
"\n",
"**Solution:** This error occurs when you have exhausted your free credits and need to add a payment method to continue using `TimeGPT`. You can add a payment method in the `Billing` section of your [dashboard](https://dashboard.nixtla.io/).\n",
diff --git a/nbs/docs/tutorials/07_loss_function_finetuning.ipynb b/nbs/docs/tutorials/07_loss_function_finetuning.ipynb
index 33301698..d1cefd59 100644
--- a/nbs/docs/tutorials/07_loss_function_finetuning.ipynb
+++ b/nbs/docs/tutorials/07_loss_function_finetuning.ipynb
@@ -307,7 +307,7 @@
"\\\n",
"**Mean absolute error (MAE)**\\\n",
"\\\n",
- "\n",
+ "\n",
"\n",
"- Robust to outliers\n",
"- Easy to understand\n",
@@ -316,7 +316,7 @@
"\n",
"**Mean squared error (MSE)**\\\n",
"\\\n",
- "\n",
+ "\n",
"\n",
"- You want to penalize large errors more than small ones\n",
"- Sensitive to outliers\n",
@@ -325,14 +325,14 @@
"\n",
"**Root mean squared error (RMSE)**\\\n",
"\\\n",
- "\n",
+ "\n",
"\n",
"- Brings the MSE back to original units of data\n",
"- Penalizes large errors more than small ones\n",
"\n",
"**Mean absolute percentage error (MAPE)**\\\n",
"\\\n",
- "\n",
+ "\n",
"\n",
"- Easy to understand for non-technical stakeholders\n",
"- Expressed as a percentage\n",
@@ -341,7 +341,7 @@
"\n",
"**Symmmetric mean absolute percentage error (sMAPE)**\\\n",
"\\\n",
- "\n",
+ "\n",
"\n",
"- Fixes bias of MAPE\n",
"- Equally senstitive to over and under forecasting\n",
diff --git a/nbs/docs/tutorials/08_cross_validation.ipynb b/nbs/docs/tutorials/08_cross_validation.ipynb
index 7cc4fdb9..18cb9f22 100644
--- a/nbs/docs/tutorials/08_cross_validation.ipynb
+++ b/nbs/docs/tutorials/08_cross_validation.ipynb
@@ -180,7 +180,7 @@
"source": [
"The `cross_validation` method within the `TimeGPT` class is an advanced functionality crafted to perform systematic validation on time series forecasting models. This method necessitates a dataframe comprising time-ordered data and employs a rolling-window scheme to meticulously evaluate the model's performance across different time periods, thereby ensuring the model's reliability and stability over time. The animation below shows how TimeGPT performs cross-validation.\n",
"\n",
- " \n",
+ " \n",
"\n",
"Key parameters include `freq`, which denotes the data's frequency and is automatically inferred if not specified. The `id_col`, `time_col`, and `target_col` parameters designate the respective columns for each series' identifier, time step, and target values. The method offers customization through parameters like `n_windows`, indicating the number of separate time windows on which the model is assessed, and `step_size`, determining the gap between these windows. If `step_size` is unspecified, it defaults to the forecast horizon `h`. \n",
"\n",
diff --git a/nbs/docs/tutorials/13_bounded_forecasts.ipynb b/nbs/docs/tutorials/13_bounded_forecasts.ipynb
index 6e383808..aceec796 100644
--- a/nbs/docs/tutorials/13_bounded_forecasts.ipynb
+++ b/nbs/docs/tutorials/13_bounded_forecasts.ipynb
@@ -151,6 +151,20 @@
"We use the [annual egg prices](https://github.com/robjhyndman/fpp3package/tree/master/data) dataset from [Forecasting, Principles and Practices](https://otexts.com/fpp3/). We expect egg prices to be strictly positive, so we want to bound our forecasts to be positive. "
]
},
+ {
+ "cell_type": "markdown",
+ "id": "0fa6759e",
+ "metadata": {},
+ "source": [
+ "::: {.callout-note}\n",
+ "You can install `pyreadr` with `pip`:\n",
+ " \n",
+ "```shell\n",
+ "pip install pyreadr\n",
+ "```\n",
+ ":::"
+ ]
+ },
{
"cell_type": "code",
"execution_count": null,
@@ -158,7 +172,6 @@
"metadata": {},
"outputs": [],
"source": [
- "!pip install pyreadr\n",
"import pyreadr\n",
"from pathlib import Path\n",
"\n",
diff --git a/nbs/docs/tutorials/14_hierarchical_forecasting.ipynb b/nbs/docs/tutorials/14_hierarchical_forecasting.ipynb
index a964ba1e..1e426433 100644
--- a/nbs/docs/tutorials/14_hierarchical_forecasting.ipynb
+++ b/nbs/docs/tutorials/14_hierarchical_forecasting.ipynb
@@ -369,6 +369,20 @@
"Using the `aggregate` function from `HierarchicalForecast` we can get the full set of time series."
]
},
+ {
+ "cell_type": "markdown",
+ "id": "86609206",
+ "metadata": {},
+ "source": [
+ "::: {.callout-note}\n",
+ "You can install `hierarchicalforecast` with `pip`:\n",
+ " \n",
+ "```shell\n",
+ "pip install hierarchicalforecast\n",
+ "```\n",
+ ":::"
+ ]
+ },
{
"cell_type": "code",
"execution_count": null,
diff --git a/nbs/docs/use-cases/2_bitcoin_price_prediction.ipynb b/nbs/docs/use-cases/2_bitcoin_price_prediction.ipynb
index b464d1e3..9fa6fcaf 100644
--- a/nbs/docs/use-cases/2_bitcoin_price_prediction.ipynb
+++ b/nbs/docs/use-cases/2_bitcoin_price_prediction.ipynb
@@ -56,7 +56,7 @@
{
"data": {
"text/markdown": [
- "[![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Nixtla/nixtla/blob/main/nbs/docs/use_cases/1_forecasting_web_traffic.ipynb)"
+ "[![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Nixtla/nixtla/blob/main/nbs/docs/use-cases/2_bitcoin_price_prediction.ipynb)"
],
"text/plain": [
""
@@ -68,7 +68,7 @@
],
"source": [
"#| echo: false\n",
- "colab_badge('docs/use_cases/2_bitcoin_price_prediction')"
+ "colab_badge('docs/use-cases/2_bitcoin_price_prediction')"
]
},
{
diff --git a/nbs/index.ipynb b/nbs/index.ipynb
deleted file mode 100644
index 26cec446..00000000
--- a/nbs/index.ipynb
+++ /dev/null
@@ -1,160 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# TimeGPT\n",
- "\n",
- "> TimeGPT, developed by Nixtla, is a generative pre-trained transformer model specialized in prediction tasks. TimeGPT was trained on the largest collection of data in history – over 100 billion rows of financial, weather, energy, and web data – and democratizes the power of time-series analysis. This tool is capable of discerning patterns and predicting future data points in a matter of seconds."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Install"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "```bash\n",
- "pip install nixtla\n",
- "```"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## How to use"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Just import the library, set your credentials, and start forecasting in two lines of code!"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "True"
- ]
- },
- "execution_count": null,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "#| hide\n",
- "import os\n",
- "\n",
- "import pandas as pd\n",
- "from dotenv import load_dotenv\n",
- "\n",
- "load_dotenv()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "df = pd.read_csv('https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/electricity-short.csv')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "from nixtla import NixtlaClient"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "nixtla_client = NixtlaClient(\n",
- " # defaults to os.environ.get(\"NIXTLA_API_KEY\")\n",
- " api_key = 'my_api_key_provided_by_nixtla'\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "#| hide\n",
- "nixtla_client = NixtlaClient()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "INFO:nixtlats.nixtla_client:Validating inputs...\n",
- "INFO:nixtlats.nixtla_client:Preprocessing dataframes...\n",
- "INFO:nixtlats.nixtla_client:Inferred freq: H\n",
- "INFO:nixtlats.nixtla_client:Restricting input...\n",
- "INFO:nixtlats.nixtla_client:Calling Forecast Endpoint...\n"
- ]
- }
- ],
- "source": [
- "fcst_df = nixtla_client.forecast(df, h=24, level=[80, 90])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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