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@randyphoa
Created December 13, 2021 04:15
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Deploying your Prophet model with custom environments on Watson Machine Learning
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"collapsed": true,
"id": "f2bdf894-fced-42a2-a34e-6572fc9a9975"
},
"source": [
"# This notebook demonstrates how to deploy a Prophet model on Watson Machine Learning"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "6a8a72c6e55046fbb2e00f89967920d9"
},
"source": [
"## Imports"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"id": "3e61499c78364342840cde214b69ea11"
},
"outputs": [
{
"data": {
"text/plain": [
"'SUCCESS'"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import os\n",
"import json\n",
"import numpy as np\n",
"import pandas as pd\n",
"from prophet import Prophet\n",
"from prophet.serialize import model_to_json\n",
"from ibm_watson_machine_learning import APIClient\n",
"\n",
"# setting env variable because of, INFO:numexpr.utils:Note: NumExpr detected 16 cores but \"NUMEXPR_MAX_THREADS\" not set\n",
"os.environ[\"NUMEXPR_MAX_THREADS\"] = \"8\"\n",
"\n",
"# setup your wml credentials\n",
"wml_credentials = {\n",
" \"token\": os.environ[\"USER_ACCESS_TOKEN\"],\n",
" \"instance_id\" : \"openshift\",\n",
" \"url\": \"\",\n",
" \"version\": \"4.0\"\n",
"}\n",
"\n",
"client = APIClient(wml_credentials)\n",
"SPACE_ID = \"04e8a238-2da0-47be-a48f-894bd8f9c5cb\"\n",
"client.set.default_space(SPACE_ID)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"id": "dbb95276a3be472ea5c4b55188c406a3"
},
"outputs": [],
"source": [
"# import logging\n",
"# logging.basicConfig()\n",
"# logging.getLogger().setLevel(logging.WARN)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "6855518c1f1f494687209dec356611bd"
},
"source": [
"## Build Prophet model"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"id": "a872918b984d40cd81cf106585fde548"
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ds</th>\n",
" <th>y</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2007-12-10</td>\n",
" <td>9.590761</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2007-12-11</td>\n",
" <td>8.519590</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2007-12-12</td>\n",
" <td>8.183677</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2007-12-13</td>\n",
" <td>8.072467</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2007-12-14</td>\n",
" <td>7.893572</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2900</th>\n",
" <td>2016-01-16</td>\n",
" <td>7.817223</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2901</th>\n",
" <td>2016-01-17</td>\n",
" <td>9.273878</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2902</th>\n",
" <td>2016-01-18</td>\n",
" <td>10.333775</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2903</th>\n",
" <td>2016-01-19</td>\n",
" <td>9.125871</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2904</th>\n",
" <td>2016-01-20</td>\n",
" <td>8.891374</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>2905 rows × 2 columns</p>\n",
"</div>"
],
"text/plain": [
" ds y\n",
"0 2007-12-10 9.590761\n",
"1 2007-12-11 8.519590\n",
"2 2007-12-12 8.183677\n",
"3 2007-12-13 8.072467\n",
"4 2007-12-14 7.893572\n",
"... ... ...\n",
"2900 2016-01-16 7.817223\n",
"2901 2016-01-17 9.273878\n",
"2902 2016-01-18 10.333775\n",
"2903 2016-01-19 9.125871\n",
"2904 2016-01-20 8.891374\n",
"\n",
"[2905 rows x 2 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"! wget --quiet https://raw.githubusercontent.com/facebook/prophet/main/examples/example_wp_log_peyton_manning.csv\n",
"\n",
"df = pd.read_csv(\"example_wp_log_peyton_manning.csv\")\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"id": "9fb2b85f8b2245e1a56d5f875690bb09"
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
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" vertical-align: middle;\n",
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" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ds</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>3265</th>\n",
" <td>2017-01-15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3266</th>\n",
" <td>2017-01-16</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3267</th>\n",
" <td>2017-01-17</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3268</th>\n",
" <td>2017-01-18</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3269</th>\n",
" <td>2017-01-19</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ds\n",
"3265 2017-01-15\n",
"3266 2017-01-16\n",
"3267 2017-01-17\n",
"3268 2017-01-18\n",
"3269 2017-01-19"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m = Prophet(daily_seasonality=True)\n",
"m.fit(df)\n",
"future = m.make_future_dataframe(periods=365)\n",
"future.tail()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"id": "1b0d4322c56e48938b596276b05f00af"
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ds</th>\n",
" <th>yhat</th>\n",
" <th>yhat_lower</th>\n",
" <th>yhat_upper</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>3265</th>\n",
" <td>2017-01-15</td>\n",
" <td>8.210927</td>\n",
" <td>7.470130</td>\n",
" <td>8.968077</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3266</th>\n",
" <td>2017-01-16</td>\n",
" <td>8.535940</td>\n",
" <td>7.830036</td>\n",
" <td>9.213891</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3267</th>\n",
" <td>2017-01-17</td>\n",
" <td>8.323352</td>\n",
" <td>7.627969</td>\n",
" <td>9.046245</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3268</th>\n",
" <td>2017-01-18</td>\n",
" <td>8.156000</td>\n",
" <td>7.353956</td>\n",
" <td>8.950303</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3269</th>\n",
" <td>2017-01-19</td>\n",
" <td>8.167942</td>\n",
" <td>7.450133</td>\n",
" <td>8.930495</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ds yhat yhat_lower yhat_upper\n",
"3265 2017-01-15 8.210927 7.470130 8.968077\n",
"3266 2017-01-16 8.535940 7.830036 9.213891\n",
"3267 2017-01-17 8.323352 7.627969 9.046245\n",
"3268 2017-01-18 8.156000 7.353956 8.950303\n",
"3269 2017-01-19 8.167942 7.450133 8.930495"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"forecast = m.predict(future)\n",
"forecast[[\"ds\", \"yhat\", \"yhat_lower\", \"yhat_upper\"]].tail()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"id": "36901d1780384038809df14a713ff962"
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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54YUXOHr0KOXLl2fmzJnExsZeNt2KFSuIiorCx8eH9957j7CwsMumSUhIICEhAYC0tDRSUlKsXv8/paenF/sybaEs9FkWegTL9nnqXD6jVqcxft1hzA4m/tfel9Y1HDhyOM1iy7hRZfX1vD3ElVrlbuKB3/bRcOQSPuriT9egypc979iZPLZnnGFHevb5fxnZ7MrI5lz++bV/jibwq+hMUCUXOtVxJ6CyC0FVyhFYpRyVXZ0vCoB5cPo46aeLr0cAF2BEuxo8GVuZEcuS+XlrKt9uSqFLUCWeaeZDsGd56xVkJWX1PVta2VufJsMwDFsXcSUTJkxg9OjRuLu7U69ePcqXL8+HH35Y+PjJkydxcHDA3d2dmTNn8vjjj5OYmPiv84yNjWXt2rXWLv0yKSkp+JSBcyWUhT7LQo9gmT7z8guYsPoAL83aRfrpHLqGevFQM386BVez2ObCoirrr2fSsTN0+2wV2w9n8Uybm4j2qcDm1PNr/jannCTl5N+Xy6vi6kSQpxtBnm4E/vV/aHUPalRwoYqrEy5mx+Js6TLX8loeOnGGl2bt4ptNqZzJzadHWHVe7xxCpM+1rym1tbL+ni1tbNHnv2Uhu1xTCDB48GAGDx4MwP/93//h6+t7yeMVKvz9S9y1a1ceeughMjIy8PT0LNY6ReRyv+88wtO/bGdb2inq16zA+3H16BziRTV3F1uXJhfxr+LK2idbMeDzdby3cA8AZgcTAVVcqV+zIv2izgfA0OruBHq6UcXVGXcXu/3a+E++lVyZNLA+b3cN5aXZO5m+MYUZ2xZxS73qvN4pmPq+9ne6HpHiZLe/3UeOHMHLy4sDBw7www8/sGLFikseT0tLo3r16phMJlavXk1BQQFVq5aOs/ZLyZCYnsXHS/axLOkYVVydqebmjOeV/rn//bOt16ZY27a0UzzzyzZm70zHt2I53r0llD6R3tSpqqM/7VV5J0d+uqchM3ccIetcHlE+Faju4ULFck6l9kTi3hXL8Vn/6MJw+NX6ZGK2H6ZzcDXe6BJCrF8lW5coYhN2Gwp79+7N0aNHcXJyYvTo0VSuXJmxY8cC8MADD/Ddd98xZswYzGYz5cuXZ/r06ZhMpfMDTOyHYRjMT8xg5OK9/Lr9MI4OJmJ8K5KelUNixmkys3PJPJt31ee7OTtS1e18gPRyd7lyiLzoXxVXJ7vZ1PpvDp86fxLh8Sv34+rkyBOt6nBXAz+ifCqU2mBRmphMJrrVq27rMoqdl4cL4/pG8WaXEF75fRdfrkum4cgldKjryRudQ2hc+/L9LEVKM7sNhUuWLLnsvgceeKDw50ceeYRHHnmkOEuSMuxsbj7TNiQzYt5udmRkU6m8mcGN/bgtxpfm/lVwNjtwLi+fs7kFZJ3LI+3UOVJPnuVw1jmOncnlRPaFf3mcOHv+5/3Hz7A55SQnzuZyOif/qsuuVN6Mp6sz1dxdqOb+7yHS0825WNfwnM3NZ+Tivbw970/O5ObTN8qH+xrXomVAVZzN9h9mRQCqubvwae9I3uwczKt/7Gbq2kM0+Xgp7QKr8kbnEJrVqWLrEkWKhd2GQhF7cPjUOcYsT2LM8iSOZOXgX8mZF28O4rYYH0K8PC5ZO+1idsTF7EjF8k7UrPTfRzXmFxiczc3nbF4BmWdzST15jrSTZzmSde6S8HhxmNx5JIvM7FyOZ+eSk3/lY8QcTSaquDrh6eZMNffzYfK/gqSbs+N1rWk3DIOvN6Yw7Lcd7D+eTauAKjzWog4dg73wKKePFSmZqri58HHPCF7rGMzrc3Yzee1Bmo9aRsuAKrzVJYSWAdpFSUo3fXqLXMGmlExGLt7HV+sPkZNv0KJOFV7p6ENLLxMRQf4WWYajgwk3FzNuLlDVzZmA/9jvzjAMcvILOJtbQHZuPsfP5JJyMpu0UzkcO5NzPjhm514WJg9lZpL51+2r5EhczA5UdXWimpsLnu7OuDnkU8vz6BX3jzx2Jpf/m7mTlfuPU7eaG2N6R9ArwhsvDx1EIqVDZTdnPrw1nNc6B/PGnEQmrj5Aq9HLaeZfmTe7hNDmpqraXUlKJYVCkb8UFBj8tuMwHy7ey4I/j1LO7ECPsBr0j/YpXANmi/NcXmAymS5ZG1mjQjlCa/z7SXgvXht5OiePjNM5pJ48y5FTOReFx0vDZHpWDruyslm0/9RV94/0dHPm5Q5B3NnAj8BqOohESqcK5ZwY0b0eL3eoy1tzd/PZqgO0G7OCJrUq8UaXENoHeSocSqmiUChlXta5PCavOchHS/byZ8YZqrs780hzf/pH+9CoVuUSvW/cP9dG1qrs+q/TX1gbuf9gMhWqepGVk8eRU+dIPXWOY6fPB8ecvAJurluNhn6VdBCJlAke5cwMv6UeL3WoyzvzExm/8gAdxq2koV9F3ugcQsfgagqHUiooFEqZtjs9i47jVrL/eDZh1T14q0swvSO9CfJ0L5OB58LaSHcXMzUqlAMg0FPXixUBcHMx82aXUP6vXRDvLtzD2BX76Tx+FfVrVuTNLsF0CfFSOJQSTaFQyqz1h07QOWEVeQUGY3tHcGuEN9W1X5yI/AdXFzOvdgpmWNtARizaw5hlSXT7bDWR3h680TmE7mHVFQ6lRCq528VEimDxnqO0/XQFDg4mxveNJL5pbQVCEbku5ZwdealDXZJebM9bXYI5ejqXHpPWEDFiIT9uSaWgwC6vIityVQqFUub8tv0wnRJWUsXViQn9ougV6a2/6kXkhjmbHfm/m+uy94V2/K9bKCfP5dFr8lrCRyzku00pCodSYigUSpny5bpD3DppDXWquDK+byTd6mkzj4hYhrPZkWfbBbLn+Xa8H1fv/Andp64j9N0FfL0hmXyFQ7FzCoVSZoxauo87vtpAlE8FJvSP4uZgL1uXJCKlkJPZkada38Sfz7djZI8wcvMLGPDFeoKHz+eLdQfJyy+wdYkiV6RQaGH5BQYZWedsXYZcxDAM3pyzm0d/3EqrgCpM6BdJU39dtkpErMvs6MDjrQL48/n2jO4VDsCdX20kaPh8pqxROBT7o1BoYe8u+JOwEQv5Y+cRW5cinA+Ew37bwUuzd9Et1Ivx/SKJqlnJ1mWJSBni4GDioeZ12D2sHWP7RODs4MDd0zcS8PY8JqzaT67CodgJhUILiwurgbuzmc7jV/HMz9v0l6ANFRQYPPLDVt5dsIc+kd6M7hVB3Wr/fgUQERFrcXAwcX9Tf3YOa8tnfSNxczYz5JvNBLw1j4QVSeTk6ftCbEuh0MLCaniwZWhrekXU4P1Fe2ny8VKST+bYuqwyJy+/gHu/3siny5O4s4EvH90aRu0q/341DxGR4mAymRjcpDbbn23D5AHRVChn5v7vtlDnrbl8uiyJc3n5ti5RyiiFQitwdTbz3d0NGdcngp1Hsmg/ZRs/bk61dVllRk5eAbd9uZ4paw9xf5NavN89FJ+K5W1dlojIJUwmE4Ma+rF1aBu+uK0+VV2defiHLdR+Yx6fLNnL2VyFQyleCoVWFN/Un9WPt8Tb3YleU9bywHeb9ReglWXn5tNr8hq+3ZTKEy3r8E63UKp5lLN1WSIiV2Uymbi9gS+bnmnNtDtiqFHBhcd+2katN+YyctEeshUOpZgoFFpZvRoezL6zHnc18GXciv00+GAxielZti6rVMo6l8ctn61m5o4jPN8ukNc7h1DZ1dnWZYmIXBOTycSA+jXZ8FQrvrurAX6VyvPkz9vxe2MO7y3Yw+lzebYuUUq5Il37uHv37v964t+ff/65KLMvNVzMDky5rT6dQqrx0PdbiH5/MWP6RHBXrJ+tSys1TmTn0nX8KlYdOM5rnYJ5uk0Ars66tLeIlDwmk4neUT70jvLhpy2pvD0vkaG/bued+Yk82MCLYV28cHfR55tYXpHeVc888wwAP/zwA2lpadxxxx0ATJs2DX9//yIXV9rcFuNL09qV6TV5LYOmbeSPXemM6xOJm365iyQ96xydElayJfUUw7uF8miLOpRzcrR1WSIiRXZrhDe3Rnjzy7Y03p6byFtLkvl07RGeaRPAoy0C8Cin7w+xnCK9m1q3bg3ASy+9xOLFiwvv7969O61atSpaZaVUnapurHmiJY//tI0xy5NYsf84M+5pSLh3BVuXViKlZJ6lw7gV7Mk4w/vd6/Fgc3+cHLVXhIiULt3DatA9rAbTlm1n1PpjvDBrF+8u2MNTrQN4vGUAFcs72bpEKQUs8u2Znp7O3r17C2/v27eP9PR0S8y6VDI7OjC6dwQ/3dOQzOxcYj9cwqfLkjAMXRfzeuw/doZWo5eRdCybj24N4yEFQhEp5VrXqcSyR1vwx/1NiPSuwCu/78bvjbm8PHsnJ7JzbV2elHAWWe/84Ycf0qZNGwICAgBISkpi3Lhxlph1qRYXXoPNfm3oPXkND/+whd93HWHqwPr6i+8a7E7P4uaxKziRncenvcK5M9YPB4er798qIlKadKhbjQ51q7Hgzwxe/2M3b8xJ5MNFe3msZR2ebnMTVXSQndwAi4TCzp07k5iYyM6dOwEICQnBxcXFErMu9XwqlmPZoy14fuYO3l+4h/ARC/l+UCyNale2dWl2a0vqSTqMXUlOfgHj+kTQP7qmAqGIlEltAz1pG+jJ4j0ZvPbHbt6e9ycjF+/jkRb+DG1zE57u+i6Wa2exbW3r1q1j27ZtbNq0ia+//pqpU6daatalnoODif/dUo/Z8U3IKzBoPmoZ/5ufqM3JV7D24AnafLqcAsNgfN9IBtRXIBQRaXWTJ/MebMayR5vT3L8yIxbsodabc3nm520cOXXO1uVJCWGRNYV33nkne/bsITo6GkfH80d9mkwm7rrrLkvMvsy4uW41tj7Tmr5T1zHst53M3Z3BtDti9JfeX5buPUrXz1ZTwcXM6N7h9Aj3tnVJIiJ2pZl/Ff54oCmr9h/n1d938eHivYxalsQDTWszrF0gNSroZP5ydRYJhWvXrmX79u3/es5CuTZV3V2Y92BT3pqbyOtzdhM2YiHf3NmA1oGeti7NpubsSqfHpNV4ubvwaa8IutarbuuSRETsVuPalZkV34R1B4/z8u+7+WTpPsYu38+QJrX4v/ZB+FRUOJTLWWTzcXh4OGlpaZaYlXB+LeuLHeqy8MGmlDM70m7sCl6atYP8grK5OfnnrWncMmEVvhXLM7F/lAKhiMg1auBXmd+GNGbdk63oGFyNscuTqPPWXB78bjOHTmTbujyxMxZZU5iRkUG9evVo1KjRJQeY6IomRdOsTlW2PNOagV+u5825fzL/z6N8e1dsmfoLb/qGZO74agMh1dwZ1yeC5gFVbV2SiEiJE12zIj8PbsSW1JO8PHsX41cdYMLqAwyK9eOlDkHUquxq6xLFDlgkFL766quWmI1cQYXyTvw2pDEjF+/l+d92ED5iIV/cVr9MrC2bsOoA9327ifo+FUjoE0mDWjoiW0SkKCK8K/DjPQ3ZnnaSl2bvYvKag0xec5A7G/jycse6+FdROCzLLLL5uHXr1vj7+5Obm0vr1q1p2LAhMTExRZrnRx99RHh4OGFhYYwcOfKyxw3D4LHHHiMwMJDIyEjWr19fpOXZuydaBbDisRZ4ujnTbcJqnvhpK7n5BbYuy2o+XrKXId9sommtykweWF+BUETEgurVqMD3dzdk29DW9AyvwRfrDxH4znwGfbWBPRmnbV2e2IhFQuH48ePp06cP999/PwDJycnceuutNzy/rVu3Mn78eFavXs2mTZv49ddfSUxMvGSaWbNmkZiYSGJiIgkJCTz44INFaaFEiK5ZkY1Pt6JvlDcfLdlHo5FL2Hf0jK3Lsri35yby+E/baHtTVSb0jyZClwAUEbGKul4efDMolu3PtqVPpDfTNyYTPHw+t3+5nsT0LFuXJ8XMIqFw9OjRLFu2jAoVzn95BwUFceTIkRue344dO2jSpAmurq6YzWZat27Njz/+eMk0M2bM4K677sJkMtGkSRNOnDhBampqkfooCVydzXxzVyzj+0byZ8ZpIt9byLcbU2xdlkUYhsH/zdzBC7N20iWkGhP6RxFS3d3WZYmIlHqBnm5Mv7MBO59rS//omny/OZWQ/y1gwOfr2Hn4lK3Lk2JikX0KXVxccHb++5I6eXl5RTo9TXh4OC+88AJHjx6lfPnyzJw5k9jY2EumSU5Oxs/Pr/C2r68vycnJeHtfeu66hIQEEhISAEhLSyMlpfgDlDWuA921lhMhtwdz3y976ff5Om7bmMQb7WpRzmy7a/8Wpc8Cw+DVBYeYsOEI3QIr8kar6ricyyQlJdOCFRZdWbmmt/osXcpCn2WhR7B+ny7AiHY1eKJBZUYsS2bGllS+2ZhC16BKPN3Mh2DP8lZd/gV6PW3DIqGwdevWvP3222RnZzNnzhw+/fRTunfvfsPzCw0N5bnnnqNDhw64u7sTFRWF2XxpqVe62seVgmh8fDzx8fEAxMbG4uPjc8N1FYU1luvjA5tD63D/t5uYtOYQ6w+f48e7Ywmp7mHxZV17TdffZ36BQfy3m5i44Qi31a/J+3H17PoEq7Z6DxU39Vm6lIU+y0KPUDx9+vjAN6F1OHTiDC/N2sU3m1KZmbidHuE1eL1zcLHs1qPXs/hZZLXS//73P6pVq0ZERATjxo2ja9euvPnmm0Wa5+DBg1m/fj2LFy+mSpUqBAUFXfK4r68vBw8eLLx96NAhuxrY4uLk6MDEAfWZdkd90k6dpf4Hi5m46oCty7pmufkF3PHleiauPsh9jWsxsod9B0IRkbLEt5IrkwbW58/n23FvIz/m7E4n8r1FxE1YzcZk+9qSI0VX5DWFBQUFREZGsnXrVu677z5L1ATAkSNH8PLy4sCBA/zwww+sWLHiksfj4uIYNWoUAwYMYNWqVVSsWPGyTcdlyYD6vjStXYXeU9Yy+JtN/LE7nc/6ReHuYpGVwVZxNjef/p+v4+dth3m0hT+vdQqmsqvzfz9RRESKlXfFcnzWP5o3u4Tw8uxdTNuQTP0PDtMlpBpvdA6hgV8lW5coFlDkNYUODg5ERUVx4IBl10717t2bevXq0b17d0aPHk3lypUZO3YsY8eOBaBr164EBAQQGBjIfffdx6effmrR5ZdEtau4surxljzS3J9vN6UQ8d5Cu/1L7vS5POImrubnbYd5ru1NvNklRIFQRMTO1ahQjoR+Uex9oT0PNqvNsn3HiR25hE7jVrL6wHFblydFZJHVSKmpqYSFhdGoUSPc3NwK7y/KFU2WLFly2X0PPPBA4c8mk4nRo0ff8PxLK0cHE5/0iqBjcDUGf72Jxh8tYUT3ejzaoo7dXJs6MzuXWyasZnnSMV7tWJen29xk12s0RUTkUtXcXfi0dyRvdg7m1T92M3XtIRp/tJR2gVV5s0sITf2r2LpEuQEW+SbOysri119/LbxtGAbPPfecJWYtN6h7WA02PV2RvlPX8fhP2/hjVzqf31bf5mvjjp7OoVPCSjamnOTtLiE82rIOrs4KhCIiJVEVNxc+7hnBax2DeX3ObiavPUizT5bROqAKb3YJoYUuTVqiWOTbOC8vj9atW19yX3a2LrRta94Vy7P44ea8OHsnIxbsIXzEQr4bFGuzv+DSTp6lw7iV7E7P4v3u9bi/aW3KOTnapBYREbGcym7OfHhrOK91Dub1P3Yzac1BWo5eTnP/yrzZJYQ2gZ62LlGuQZH2KRwzZgwRERHs2rWLyMjIwn916tQhMjLSUjVKETg4mHi7ayh/xDfBhImWo5bx9txECgouP6WPNR04foZWo5ez5+hpPro1nAeaKRCKiJQ2Fco58V5cGEkv3MxzbW9i55Es2o5ZQdOPlzJvd/oVTycn9qNIawpvu+02unTpwvPPP8/w4cML7/fw8KBKFe1PYE/aBnmy+ZnWDPh8HS/M2snc3elMv7MBXh4uVl/2nxmnaT9mBcfO5DCqZwR3xvri5Gi7k2yLiIh1eZQzM/yWerzYoS7vzEtk/MoD3DxuJQ39KvFml2A61K1mN/u5y9+K9M1csWJF/P39mTZtGrVr1y78p0Bon6q4OfP7/U14q0sIy5OOEzZiIfN2W/ds6tvTTtFq9DIyz+Yytk8kdykQioiUGe4uZt7qGkrSC+15qUMQB46foVPCKmI/XMLMHYe15tDO6Nu5jDGZTPzfzUEsfKgZHi6OdBi3kud/20FefoHFl7X+0AlajV5Gbr7B+L6RDKhfE7MCoYhImePqYub1ziHse6E9r3cOJvXkWbp9tpr6Hyzml21pCod2Qt/QZVQT/8psero13cOqM3z+n7QYtYxDJyx3cNDyfcdoO2YFTo4OjO8bSe9IHxwdtKlARKQsK+9s5qUOddn3Qnve6hJMRlYOcRPXEPneIn7aklrs+7vLpRQKyzCPck7MuLcRH/UIY0vqKcJHLOTnrWlFnu/8xAw6JqykUjknPusbSY/wGjgoEIqIyF9cnBz5v5vrsveFdgzvFkrm2Vx6Tl57/iwZm1Io0JpDm9AJ4oTHWgXQ+qaq9P98HT0mreHh5v481rLOVae/2u/q4WNnWXI4mUHTN+JbsRyj/zqJtnYmFhGRK3E2O/Jcu0CealWHT5Yl8fGSffSduo6Ayi683Q36RGkrU3FSKBQAompWZOPTrbhn+iZGL0ti9LKkG55XverufHxrOO3rVrNcgSIiUmo5mR15qvVNPNaiDqOXJfHBwkQGfLGewNk7ebVjMAPq11Q4LAYKhVKonJOZaXc2YGD9mmxJPXndzz9zKpMKlSrRPsiTWL/KVqhQRERKM7OjA4+3CqBXgDMzknIZuXgvd3y1gZdm7+LVTnW5TQcsWpVCoVwmLrwGceE1rvt5KSkp+Pj4WKEiEREpSxwdHHikRR0eauZPwsr9fLBoL4OmbeSlWbt4pWPdUnW+24ICgyNZ53BzNuNRzraxrHSMqIiIiJQ6Dg4mHmjmz87n2vJZ30hcnR0Z/M0mbnp7Hgkr9pOTZ/nTqRWX0+fyyMg6x9J9x1i05yjHzuTYuiSFQhEREbFvDg4mBjepzfZn2zCxfxRuzmbu/24zdd6ay8hFe8jOybN1if8pv8Dg+Jkcdh3JYu3B4yzae5TEjNM4mqByeSfsYY9JbT4WERGREsFkMnFPo1rc1cCXSWsO8t7CPTz583bemvcn9zbyY3AjPzzdXfBwMdt083J+gcG5vHzO5Jz/d/RMDkeyzlFggJOjCRdHR7zcnMk860Q5J0dO5+TbrNaLKRSKiIhIieLo6MCQJrXpF+XDxNUHGL/qAO8u2MOEVQfoE+lDlxAvalRwoaqbE1VcnS0aEnPzCziRnUtegcHJs3mcPpfH2bwC3F0cOZGdR15+ATn5BWAygWFgMpkoZ3agiqszDnZ+ijaFQhERESmRKpR34tGWAXSo68nP247w7eYUxq3cz3ebUxhYvyYdgz0xOzgCBo4OJiqVc6K8kwMODiYcMOHq7Eg5J0fMDibMDiYKDIMCAwoMg7wCg/yCAo6dycXRwYSHs5n00zlknM4h3zBwMIHZZMLZ7ICjycSx07m4mB1wMZupWEJPn6NQKCIiIiWWo4OJMO+KVHVzob5vBXYdyeLL9cmMWpbEVxuSuSPGlz6R3pRzcuBcXgHZufkYBhRgkJtvYGAApr+uzGACjL/W8gEmA5e/1jAeyj9LObMDVV2drnhRhnJOxdm1dSgUioiISIlXo0I5WriYcXUyU696BQ4cP8P4VQf4eOk+pq47yB0xvvSN8sbdRdHnanT0sYiIiJQK7i5mmvpXpoqrE94Vy/HxreFM7BdFveoejFqWRNzENUxYfYCsc/Z/tLItKBSKiIhIqeHk6ED9mhUJqeZOxpkcgr3OX3p18oBoIr0rMGb5frpPXMP4lfs5dVbh8GIKhSIiIlKqODiYCPB0o5FfJU6dy+NMTj7hNTz4sEcYnw+MJqZmRcatPMAtE1czdkUSmWdzbV2yXVAoFBERkVLJ092Fpv6VOZdfULjJOLS6B+/H1ePL2+rTuFYlPlt1kLiJaxi9LIkT2WU7HCoUioiISKlVoZwTTWpXBuB49t+Xkgv2cufdW+ox/Y4YmtWuzOQ1B+k+cTWfLN3HcTu45JwtKBSKiIhIqXb+AJQqeLiYL7vGcKCnG+90C2X6nTG0CqjK1LWH6D5xDSMX7+Xo6bIVDhUKRUREpNRzNjtQv2Yl3F3MHD2dg2EYlzx+U1U33uoSwrd3NaBdkCdfbUgmbtIa3l+0h4wyEg4VCkVERKRMcDY70NCvEjUquJB+hWAI4F/Fldc7BfPdXbF0rFuNbzamEDdxNSMW7uHwqXM2qLr4KBSKiIhImWF2dCDCuwJ+lcpz5CrBEKBW5fK80rEu398dS5cQL77bnMqtk9cwfP6fpJ08W8xVFw+FQhERESlTTCYT9ap74FexHEf+Y9Owb8XyvNShLj8OiuWW0Or8tDWNWyev5a25iaRklq5waLeh8MMPPyQsLIzw8HAGDhzI2bOXDvzChQupWLEi0dHRREdH8/rrr9uoUhERESlpHBxM1KtRgeruLqSfPnfVNYYX+FQsxws3B/HT3bH0DK/BrzsO03PKWt6Ys5tDmdnFVLV12WUoTE5O5uOPP2bt2rVs3bqV/Px8pk+fftl0LVu2ZOPGjWzcuJGXX37ZBpWKiIhISeXoYCK6ZkVqVSrP4axzFPxHMITz11h+rl0gP93dkD6R3szaeYTek9fy2h+7OXC8ZIdDu70qdF5eHtnZ2Tg5OXHmzBl8fHxsXZKIiIiUMo4OJkKre+Ds6MCu9Cyqubng6GD6z+dV93BhaJubuKehH1PWHuSHzWn8tuMwnYK9GNzID/8qrsVQvWXZZSisWbMmzzzzDLVq1aJ8+fJ07NiRjh07XjbdihUriIqKwsfHh/fee4+wsLDLpklISCAhIQGAtLQ0UlJSrF7/P6Wnpxf7Mm2hLPRZFnoE9VnalIU+y0KPoD6tyRXwIpt9hzKoWt4J/jsXAueD1OAwd3oG+PPt9uP8sjud2TuP0MbfgzvCq1C7kstVn5t14tj5/7PzyCAL89lyRW+kCOwyFB4/fpwZM2awb98+KlWqRN++ffniiy+44447CqeJiYlh//79uLu7M3PmTG699VYSExMvm1d8fDzx8fEAxMbG2myNY1lZ01kW+iwLPYL6LG3KQp9loUdQn9bk7W3gceQ0e4+eppq7Mw6ma0yGQCXgOb+a3Ncyhy/XJ/PNphQWJp3i5iBPBjeuRaCn25Wf51md/NM5eHq542PjtYt2uU/h3LlzqVOnDtWqVcPJyYlevXqxfPnyS6apUKEC7u7uAHTt2pXc3FwyMjJsUa6IiIiUAiaTiWAvN4KquXEk6xz5Bf+9j+E/VXF15tEWdfjl3kbc3dCP5fuPM+CL9Qz9dTu707OsULXl2GUorFWrFitXruTMmTMYhsG8efMIDQ29ZJq0tLTCI4VWr15NQUEBVatWtUW5IiIiUkqYTCaCqrkT4uVOxpmcazr45EoqlXfi4eb+/HxvQ+5rXIs1B05w25cbePrn7ew8Yp/h0C43Hzdu3Jg+ffoQExOD2Wymfv36xMfHM3bsWAAeeOABvvvuO8aMGYPZbKZ8+fJMnz4d03Ws5hURERG5moCqbuQbsCfjNF7uV98v8L9ULOfE/U1rc1v9mkzfmMxXG1K446sNtKxThf7BbjTxtGDRRWQy/uvEPKVIbGwsa9euLfblpqSklIl9QMpCn2WhR1CfpU1Z6LMs9Ajqs7gZhsHG5EzSs3Ko6uZskXlmncvj600pfLU+mcyzeTSrXZl+Ud70jPCmVjHsU/hvWcguNx+LiIiI2JrJZCLCuwIVy5s5fubfr3xyrdxdzAxuVIuf723IkPqebD9yiid+3s4v2w9bZP5FoVAoIiIichVmRweifCpS3tnMMQsFQwA3ZzMDwqrw8z2NuL9JLdoH2n47skKhiIiIyL8o5+RIo1qVcHcxc+JsrkXn7ersSK8Ib1ydHS063xuhUCgiIiLyH5wcHYjxrYizowPHsy23xtCeKBSKiIiIXAMX899rDI+ezqG0HaurUCgiIiJyjVzMjjTwrUT1Ci6kny5dawwVCkVERESug5OjA5HeFahQzomsc3m2LsdiFApFRERErpPJZCLKpwL5BqUmGCoUioiIiNwAdxczDf0qcTavgLN5+bYup8gUCkVERERukEc5Mw1rVeLk2TzyCkr2gScKhSIiIiJFUMXVmXrVPSx6cmtbUCgUERERKSK/SuWp7OpEpoVPbl2cFApFREREisjBwUSkdwVMmErsgScKhSIiIiIW4Op8fv/CnPwCsnNL3oEnCoUiIiIiFuLuYqZRrcpk5eSVuCOSFQpFRERELKhieSca1apM5tk8cvIKbF3ONVMoFBEREbGwKq7OxPpW5PjZXApKyDWSFQpFRERErMDLoxw1K5QrMQeeKBSKiIiIWIlf5fKcyc0nvwSc2FqhUERERMRKqrg6E+rlQfrpHLvfjKxQKCIiImJFAZ5uBFR1JcPOr3iiUCgiIiJiZXWruePp6kz66XO2LuWqFApFRERErMzRwUSMbyWqu7vYbTBUKBQREREpBo4OJiJ9KlLd3YWjp+1vU7JCoYiIiEgxcXQwEeFdARezA+fs7MTWCoUiIiIixcjs6EBYDQ+ycvLs6ohkhUIRERGRYubp7oJfJVeO2tERyQqFIiIiIjbgW7Ec7s5mTufk27oUQKFQRERExCbOH3hSAWeziVw7uOKJ3YbCDz/8kLCwMMLDwxk4cCBnz5695HHDMHjssccIDAwkMjKS9evX26hSERERkRtToZwTN1V1w9Fk60rsNBQmJyfz8ccfs3btWrZu3Up+fj7Tp0+/ZJpZs2aRmJhIYmIiCQkJPPjggzaqVkREROTGhVT3wL+qm63LsM9QCJCXl0d2djZ5eXmcOXMGHx+fSx6fMWMGd911FyaTiSZNmnDixAlSU1NtVK2IiIhIyWa2dQFXUrNmTZ555hlq1apF+fLl6dixIx07drxkmuTkZPz8/Apv+/r6kpycjLe39yXTJSQkkJCQAEBaWhopKSnWb+Af0tPTi32ZtlAW+iwLPYL6LG3KQp9loUdQn6WNvfVpl6Hw+PHjzJgxg3379lGpUiX69u3LF198wR133FE4jXGF8/qYTJdvkI+Pjyc+Ph6A2NjYy9Y4FhdbLbe4lYU+y0KPoD5Lm7LQZ1noEdRnaWNPfdrl5uO5c+dSp04dqlWrhpOTE7169WL58uWXTOPr68vBgwcLbx86dMiuBlZERESkJLHLUFirVi1WrlzJmTNnMAyDefPmERoaesk0cXFxTJ06FcMwWLlyJRUrVrxs07GIiIiIXBu73HzcuHFj+vTpQ0xMDGazmfr16xMfH8/YsWMBeOCBB+jatSszZ84kMDAQV1dXJk2aZOOqRUREREouk3GlnfNKKU9PT/z9/Yt9uenp6VSrVq3Yl1vcykKfZaFHUJ+lTVnosyz0COqztLFFn0lJSWRkZFzxsTIVCm0lNjaWtWvX2roMqysLfZaFHkF9ljZloc+y0COoz9LG3vq0y30KRURERKR4KRSKiIiIiEJhcbhwnsTSriz0WRZ6BPVZ2pSFPstCj6A+Sxt761P7FIqIiIiI1hSKiIiIiEKhiIiIiKBQeEMOHjxI27ZtCQ0NJSwsjI8++giAY8eO0aFDB4KCgujQoQPHjx8vfM4777xDYGAgwcHB/P7774X3T5s2jYiICCIjI+ncufNVzx1kC5bs8+uvvyYyMpKwsDCeffbZYu/laq63x6NHj9K2bVvc3d155JFHLpnXunXriIiIIDAwkMcee+yK1+e2FUv2+cILL+Dn54e7u3ux9/FfLNXnmTNn6NatGyEhIYSFhTFs2DCb9HM1lnw9O3fuTFRUFGFhYTzwwAPk5+cXez9XYskeL4iLiyM8PLzYergWluyzTZs2BAcHEx0dTXR0NEeOHCn2fq7Gkn3m5OQQHx9P3bp1CQkJ4fvvvy/2fq7GUn2eOnWq8HWMjo7G09OTJ554wvoNGHLdUlJSjHXr1hmGYRgnT540goKCjG3bthlDhw413nnnHcMwDOOdd94xnn32WcMwDGPbtm1GZGSkcfbsWWPv3r1GQECAkZeXZ+Tm5hrVqlUz0tPTDcMwjKFDhxqvvPKKTXq6Ekv1mZGRYfj5+RlHjhwxDMMw7rrrLmPu3Lm2aeofrrfHrKwsY8mSJcaYMWOMhx9++JJ5NWzY0Fi+fLlRUFBgdO7c2Zg5c2bxNvMvLNnnihUrjJSUFMPNza14m7gGlurz9OnTxvz58w3DMIxz584ZLVq0KLWvZ2ZmpmEYhlFQUGD06tXLmDZtWjF2cnWW7NEwDOP77783Bg4caISFhRVfE9fAkn22bt3aWLNmTfE2cI0s2efLL79svPDCC4ZhGEZ+fn7hd6g9sPT79oKYmBhj0aJFVq9fodAC4uLijD/++MOoW7eukZKSYhjG+TdG3bp1DcMwjLffftt4++23C6fv2LGjsXz5ciMnJ8fw9PQ0kpKSjIKCAuP+++83xo0bZ5MersWN9rl69Wqjffv2hfdPnTrVePDBB4u3+Gv0Xz1eMGnSpEt+gVNSUozg4ODC21999ZURHx9fPEXfgBvt82L2GAr/yRJ9GoZhPPbYY0ZCQoJVay0KS/SZk5Nj3HLLLcb06dOtXu+NKEqPp06dMpo3b25s27bN7kLhPxWlT3sOhf9UlD59fX2NrKysYqu1KCzxu7l7927D19fXKCgosHq92nxcRElJSWzYsIHGjRtz+PBhvL29AfD29i5cdZ+cnIyfn1/hc3x9fUlOTsbJyYkxY8YQERGBj48P27dvZ/DgwTbp478Upc/AwEB27txJUlISeXl5/PTTTxw8eNAmffyba+nxapKTk/H19S28faF3e1SUPksSS/V54sQJfvnlF9q3b2+tUovEEn126tQJLy8vPDw86NOnjzXLvSFF7fGll17i6aefxtXV1dqlFoklXst77rmH6Oho3njjDbvaheViRenzxIkTwPnXNCYmhr59+3L48GFrl3xDLPUZNG3aNPr374/JZLJWqYUUCosgKyuL3r17M3LkSCpUqHDV6a70i2kymcjNzWXMmDFs2LCBlJQUIiMjeeedd6xZ8g0pap+VK1dmzJgx9O/fn5YtW+Lv74/ZbLZmydftWnu8mqv1bm+K2mdJYak+8/LyGDhwII899hgBAQEWrNAyLNXn77//TmpqKufOnWP+/PkWrLDoitrjxo0b+fPPP+nZs6cVqrMcS7yWX375JVu2bGHJkiUsWbKEzz//3MJVFl1R+8zLy+PQoUM0b96c9evX07RpU5555hkrVFo0lvysnT59OgMHDrRQZf9OofAG5ebm0rt3b26//XZ69eoFQPXq1UlNTQUgNTUVLy8v4Pxao4vXjB06dAgfHx82btwIwE033YTJZKJfv34sX768eBv5D5boE6B79+6sWrWKFStWEBwcTFBQUDF3cnXX0+PV+Pr6cujQocLbF/duLyzRZ0lgyT7j4+MJCgoqnh28r5OlX89y5coRFxfHjBkzrFLvjbBEjytWrGDdunX4+/vTokULdu/eTZs2baxd+nWx1GtZs2ZNADw8PLjttttYvXq19Yq+AZbos2rVqri6uhaG/L59+7J+/XrrFn6dLPm7uWnTJvLy8mjQoIHV6r2YQuENMAyDwYMHExoaylNPPVV4f1xcHFOmTAFgypQp9OjRo/D+6dOnc+7cOfbt20diYiKNGjWiZs2abN++nfT0dADmzJlDaGho8Td0FZbqEyhcVX78+HE+/fRThgwZUszdXNn19ng13t7eeHh4sHLlSgzDYOrUqf/5nOJkqT7tnSX7fPHFF8nMzGTkyJHWKveGWarPrKyswi+qvLw8Zs6cSUhIiPUKvw6W6vHBBx8kJSWFpKQkli5dSt26dVm4cKE1S78uluozLy+v8OwVubm5/Prrr3Z1pLWl+jSZTHTv3r3wNZw3bx716tWzWt3Xy9KftdOmTSu2tYSAjj6+EUuWLDEAIyIiwoiKijKioqKM3377zcjIyDDatWtnBAYGGu3atTOOHj1a+Jw333zTCAgIMOrWrXvJUYxjxowxQkJCjIiICOOWW24xMjIybNHSFVmyzwEDBhihoaFGaGio3RzdaBg31mPt2rWNypUrG25ubkbNmjWNbdu2GYZhGGvWrDHCwsKMgIAA4+GHHy6WnYKvlSX7HDp0qFGzZk3DZDIZNWvWtKsj5i3V58GDBw3ACAkJKZzP+PHjbdjZpSzVZ1pamhEbG2tEREQY9erVMx555BEjNzfXhp39zZLv2Qv27dtndweaWKrPrKwsIyYmpvC1fOyxx4y8vDwbdnYpS76eSUlJRsuWLY2IiAijXbt2xv79+23V1mUs/b6tU6eOsWPHjmKrX5e5ExERERFtPhYRERERhUIRERERQaFQRERERFAoFBEREREUCkVEREQEhUIRkWLx6quv8t5779m6DBGRq1IoFBERERGFQhERa3nrrbcIDg7m5ptvZteuXQB8/PHH1KtXj8jISAYMGGDjCkVE/ma2dQEiIqXRunXrmD59Ohs2bCAvL4+YmBgaNGjA8OHD2bdvHy4uLpw4ccLWZYqIFNKaQhERK1iyZAk9e/bE1dWVChUqEBcXB0BkZCS33347X3zxBWaz/i4XEfuhUCgiYiUmk+my+3777Tcefvhh1q1bR4MGDcjLy7NBZSIil1MoFBGxglatWvHjjz+SnZ3NqVOn+OWXXygoKODgwYO0bduWd999lxMnTpCVlWXrUkVEAO1TKCJiFTExMfTv35/o6Ghq165Ny5YtMZlM3HHHHWRmZmIYBk8++SSVKlWydakiIgCYDMMwbF2EiIiIiNiWNh+LiIiIiEKhiIiIiCgUioiIiAgKhSIiIiKCQqGIiIiIoFAoIiIiIigUioiIiAgKhSIiIiKCQqGIiIiIoFAoIiIiIigUioiIiAhgtnUBxcnT0xN/f3+rLyc3NxcnJyerL6es0vhal8bXejS21qXxtS6Nr3UV1/gmJSWRkZFxxcfKVCj09/dn7dq1Vl9OSkoKPj4+Vl9OWaXxtS6Nr/VobK1L42tdGl/rKq7xjY2Nvepj2nwsIiIiIgqFIiIiIqJQKCIiIiIoFIqIiIgICoVSwqRnneNYdp6tyxARESl1FAqlxJi3O52Q/y2gyfgtfLJkL/kFhq1LEhERKTUUCsXuGYbBR4v30mn8KiqVd6Ju1XI89tM2Gny4mI3JmbYuT0REpFRQKBS7di4vn8Ffb+KJGdtoWacKn98WzS+3hfBJz3AOnsgm9sPFPPbjVrLOaZOyiIhIUSgUit1KPXmWNp+uYNKag9zXuBaTB0TTzL8qJpOJR1rUYddzbYkLq8EnS/cR9M58ft6aZuuSRURESiyFQrFLqw8cJ/bDxWxKyeTdW0IZ0b0etau4XjKNp7sLP9zTkNn3NcbN2ZEek9bQ7bNVHDqRbaOqRURESi6FQrE7U9cepNXo5ZgwMal/NI+3DKBi+atfD7JTiBc7nmvLM20CmJeYQfDwBby3YA95+QXFWLWIiEjJplAodiMvv4Cnf97GoGkbiajhwZSB0fSL9sHZ/N9vUydHB0Z0D2Pj062I9qnA0F+3E/3BYtYePGH9wkVEREoBhUKxC8fO5ND1s1V8sGgvA6J9+Py2+rSvWw2TyXRd8wnx8mDpo80Z1yeCtJNnafzREh78bjMnz+ZaqXIREZHSQaFQbG5b2ikajVzCwj1HealDEJ/0DCekuscNz89kMhHf1J/EYe3oE+nDuBX7CXxnPt9tSsEwdG5DERGRK1EoFJuasTWNJh8t4UR2LuN6R/J8+yA83V0sMu/Kbs58fVcD5j3QhMrlnOg7dR2dElay/9gZi8xfRESkNLHbUDh79myCg4MJDAxk+PDhlz0+Y8YMIiMjiY6OJjY2lqVLl9qgSrlRhmHw5pzd3DppDbUql2fqwPoMauhHeSdHiy+rbVA1tj3bhufbB7Jk7zFC/reAd+YlkqsDUURERArZZSjMz8/n4YcfZtasWWzfvp1p06axffv2S6Zp3749mzZtYuPGjUycOJEhQ4bYqFq5Xlnn8ug3dR0vzd5FlxAvPh9Yn671quPgcH37D14Ps6MDb3cNZcszbWhUqxL/N3Mnke8tYuX+41ZbpoiISElil6Fw9erVBAYGEhAQgLOzMwMGDGDGjBmXTOPu7l54EMLp06ev+4AEsY19R8/Q/JNl/LAllSda1eGzfpHE+FUqtuUHVnNj0cPNmdQ/mmNncmj28VKGfL2RE9k6EEVERMo2s60LuJLk5GT8/PwKb/v6+rJq1arLpvvxxx95/vnnOXLkCL/99tsV55WQkEBCQgIAaWlppKSkWKfoi6Snp1t9GSXRsgOnuP+XPeQWGLzVtiZ9wyvC6eOknL6+tXWWGN+Ovo40vTuUF+cdYNKag/y4JYU32vrRI6RKmf8DQ+9f69HYWpfG17o0vtZlD+Nrl6HwSkeIXumLumfPnvTs2ZPFixfz0ksvMXfu3MumiY+PJz4+HoDY2Fh8fHwsX/AVFNdySgLDMPh0WRKPz0ikVqVyvN89jO5h1TE73viKakuN77dDarF071Hiv93MwzOT+GbXKSb0i+ImTzeLzL+k0vvXejS21qXxtS6Nr3XZenztcvOxr68vBw8eLLx96NChfx2oVq1asWfPHjIyMoqjPLkO5/Lyif92M4/8uJVm/pWZOrA+PSO9ixQILa1FQFW2DG3DKx3qsvbgCcLeXcjrf+wiJ08HooiISNlhP9/MF2nYsCGJiYns27ePnJwcpk+fTlxc3CXT/Pnnn4VrFNevX09OTg5Vq1a1RblyFWknz9JuzAo+W3WAwY38mDowmhYB9vkaOTqYeLVzMFuHtqF5ncq88vtuwkYsYOneo7YuTUREpFjY5eZjs9nMqFGj6NSpE/n5+dx7772EhYUxduxYAB544AG+//57pk6dipOTE+XLl+frr78u8/uC2ZO1B0/Qc9IaMk7nMLxrCPc386fSv1y/2F74V3Fl3oPN+HLdIZ75ZTstRy/nzga+jLw1jCquzrYuT0RExGpMRhm6xENsbCxr1661+nJSUlJsvl+ALX257hBDvtlE5fJOvNe9Hr2jvHExW+78g8U1vllnc3nsp61MXXuICuWc+LBHGHfF+pb6Pz7K+vvXmjS21qXxtS6Nr3UV1/j+Wxayy83HUjLlFxg8+8t27vhqA/WqezB1YDQDY2paNBAWJ/dyTkwcUJ+ljzTHt2I57p6+kZajlrM7PcvWpYmIiFicQqFYxPEzOdwyYRUjFu6hb6Q3X9xen5uDvUrFWrUm/lXY+HRr3uwczKaUTMJHLOTFWTs5l5dv69JEREQsRqFQimzn4VM0/mgpc3dn8H/tAxndO4LQ6h62LsuiHBxMvNChLtufa0Pbmzx5a24iof9bwPxE259XSkRExBIUCqVIft1+mMYfL+XomRzG9o7ghZuDqObuYuuyrMavkiu/39+Eb+5sQE6+QfuxKxn4+TrSs87ZujQREZEiUSiUG2IYBu/MSyRu4mp8KpRj6sD63N2oFq7OdnlAu8X1jfZh97C2xDepxXebUwl6Zz7jV+6/4onXRURESgKFQrlup8/lMfCL9fzfzJ10rFuNz2+rT7d61XF0KPn7D14PV2cz4/pGsfKx5tSp4kr8t5tp+vFSdhw+ZevSRERErptCoVyXA8fP0GLUMr7ZmMKjLfyZ0C+KWL9Kti7Lphr4VWbdk614t1soOw5nEfneIp77dTvZuToQRURESg6FQrlmi/ccJfbDJfyZcZoPe4TxVpdQalYqb+uy7IKDg4mh7QLZ8VwbOgZX490FewgePp/fdx6xdWkiIiLXRKFQrsnY5Um0H7sCV2dHJg+I5qHm/niUKxv7D14Pn4rl+W1IY366JxaTyUTn8avoPXkNaSfP2ro0ERGRf6VQKP8qJ6+AB77bzIPfb6FxrUpMGRhN7ygfnBz11vk3PcK92flsGx5p7s8v2w9Td/gCPl22j4ICHYgiIiL2Sd/sclVHTp3j5nErGLdiP3fH+jJ1YH1a3+Rp67JKjPLOZj7pFcGaJ1oSXM2Nh3/YSsOPlrAl9aStSxMREbmMQqFc0YZDmcSOXMzqAyd4s3MwH/QII8DTzdZllUhRPhVZ/URLRvaox96jp6n//iKemrGV0+fybF2aiIhIIYVCucz0Dck0H7WUnHyDCf2ieKbtTVR2dbZ1WSWayWTi8VY3seu5dnSrV50PF++j7vD5/LY9zdaliYiIAAqFcpH8AoPnf9vBwC/WE1zNnakDorktpiYuZkdbl1ZqeHm4MOPeRvw2pBEuZgdumbCGuAmrScnUgSgiImJbdhsKZ8+eTXBwMIGBgQwfPvyyx7/88ksiIyOJjIykWbNmbNq0yQZVlh6Z2bn0mLia4fP/pGd4DT6/vT4dQ7wwmcrWCamLS9fQ6ux8rh1PtqrDH7vSqTt8Ph8t3ku+DkQREREbsctQmJ+fz8MPP8ysWbPYvn0706ZNY/v27ZdMU6dOHRYtWsTmzZt56aWXiI+Pt1G1Jd/u9Cwaf7SE33elM6xdIGP7RBJeo4Ktyyr1nM0OfNAjnPVPtSSihgdPzNhGzAeL2HAo09aliYhIGWSXoXD16tUEBgYSEBCAs7MzAwYMYMaMGZdM06xZMypXrgxAkyZNOHTokC1KLfFm7ThMo5FLOJx1jk97RfBShyC8PFxsXVaZUq9GBZY/1oLRvcJJzjxL7MjFPPLDFrJ0IIqIiBQjuzz7cHJyMn5+foW3fX19WbVq1VWnnzBhAl26dLniYwkJCSQkJACQlpZGSkqKZYu9gvT0dKsvo6gMw2DMmsO8vSSZgMouvN7ah1a1zJzIOMIJWxf3H0rC+N6IW+u40PruUJ6fu5/Ry5L4ZsMhht9ci85BlYu1jtI6vvZAY2tdGl/r0vhalz2Mr12GQsO4fL+qq+3btmDBAiZMmMDSpUuv+Hh8fHzhpuXY2Fh8fHwsV+i/KK7l3Ijs3HyGfL2JrzYk0yHIkze7hNCodvEGj6Ky5/EtCh/g55tqM2fXER76YQuDf95L5+BqJPSNwq9y8V1SsLSOrz3Q2FqXxte6NL7WZevxtcvNx76+vhw8eLDw9qFDh644UJs3b2bIkCHMmDGDqlWrFmeJJdbB49m0HLWMaRuSebiZPxMHRJW4QFgWdAj2YvuzbXm27U0s2HOU4P/N5935f5KXX2Dr0kREpJSyy1DYsGFDEhMT2bdvHzk5OUyfPp24uLhLpjlw4AC9evXi888/p27dujaqtGRZtu8YsSMXs/NIFh/E1ePtbiH4VnK1dVlyFU6ODvzvlnpseroVDXwr8dxvO4h8fxFrDpywdWkiIlIK2WUoNJvNjBo1ik6dOhEaGkq/fv0ICwtj7NixjB07FoDXX3+do0eP8tBDDxEdHU1sbKyNq7Zv41fup+2Y5biYHZg8IJqHW9ShQjknW5cl1yDYy4PFDzfjs35RZGTl0PijJdz/7WYys3NtXZqIiJQiJuNKO/CVUrGxsaxdu9bqy0lJSbH5fgEX5OYX8OSMbYxelkTT2pV5q0swbQI9S/T5B+1pfIvbiTM5PPTDFqZvSKGqmzOjeobTL9rHoq9nWR5fa9PYWpfG17o0vtZVXOP7b1nILtcUimWkZ52j47iVjF6WxJ0NfJk6sD5tg6qV6EBY1lVydearOxow/8GmVHV1YsAX6+kwbiVJx87YujQRESnhFApLqU0pmTQcuYTlScd4vVMwI28NI7Cam63LEgtpE+jJ1qFtePHmIJYnHSPkfwt4e+5ucnUgioiI3CCFwlLo200pNPt4Gdm5+XzWL4qhbW+iiquzrcsSCzM7OvBGlxC2PNOGprUr88KsXUSMWMiKpGO2Lk1EREoghcJSpKDA4KVZO+k3dR2Bnq5MHVif22N8KefkaOvSxIpu8nRjwUPNmDwgmhNn82j2yTLumbaB42dybF2aiIiUIAqFpcTJs7n0nLyGN+cm0iOsOl/cFkOnEC8cHLT/YFkxqKEfu59ry10NfJm67hCB78zni3WHrngyeBERkX9SKCwF/sw4TdOPl/Lb9sMMbXMTY/tEEuFTwdZliQ1UKO/ElNvqs/jhZtTwcOHOrzbQ5tPl/Jlx2taliYiInVMoLOH+2HWEhiMXk5x5ltG9InilY11qVChn67LExprXqcrmZ9rwWqe6rDuUSdi7C3jt913k5OlAFBERuTKFwhLKMAw+WLSHLuNX4enmzNSB9RnSpDZuLnZ5OWuxAUcHEy93DGbb0Da0CqjKq3/spt67C1i856itSxMRETukUFgCnc3N5+7pG3n65+20uakqX9wWQ1x4DRy1/6BcQe0qrsx5oClf3V6f7Nx8Wn+6nDu+XM/R0zoQRURE/qZQWMIkZ2bTavRypq49xANNazNpQDSNa1e2dVlSAgyM8WX3sHYMbuTH9I0pBL4zj0mrD+hAFBERARQKS5QVSceI/XAJ29JO8V73evzvllBqVXa1dVlSgri5mPmsfzTLHmlOrUqu3Pv1Jpp/soxdR7JsXZqIiNiYQmEJMWn1Adp8ugJHBxMT+0fxWMs6VCjnZOuypIRqXLsyG55qxTtdQ9iadoqI9xbyfzN3cDY339aliYiIjSgU2rm8/AKe+Gkr9369ieiaFZg6MJp+0T44Oeqlk6JxcDAxrH0QO55tQ/tAT96Z9ych/1vArMTj2qQsIlIGKVnYsaOnc+iUsIqPluzjtvo1+fy2aNoFVcNk0gElYjk1K5VnVnwTvhvUAAMY8vNeIkYs5MctqRQUKByKiJQVCoV2akvqSRqOXMKSfUd5tWNdPu4ZTt1qHrYuS0qx3pE+/DmsLa+29uHUuXx6TV5LxHsL+WGzwqGISFlgt6Fw9uzZBAcHExgYyPDhwy97fOfOnTRt2hQXFxfee+89G1RoPT9uSaXpx0s5dS6P8X0iea5dIFXdnG1dlpQBTmZH7ov15s/n2/J+XD2ycvLpPWUt4SMUDkVESju7DIX5+fk8/PDDzJo1i+3btzNt2jS2b99+yTRVqlTh448/5plnnrFRlZZXUGDw2u+76DV5LXWquPL5wGjujPWjnJOjrUuTMsbJ7MhTrW9iz/Pt+CCuHqdzz4fDsBEL+X5zisKhiEgpZJehcPXq1QQGBhIQEICzszMDBgxgxowZl0zj5eVFw4YNcXIqHUfgnjqbR5+pa3n1j93cEurFF7dF0zm0Og46IbXYkNnRgSf/Cocf9ggjOzefPlPWUe/dBXy3SeFQRKQ0sctroiUnJ+Pn51d429fXl1WrVt3QvBISEkhISAAgLS2NlJQUi9T4b9LT069r+v0nznHvjD/ZffQsDzaoxgOxXniazpCScsZKFZZs1zu+cn2uNr79AsvRq04IUzceYfz6dPpOXcdNlV0Y2rwm3epWwkEHQP0nvXetS+NrXRpf67KH8bXLUHil02Hc6BG38fHxxMfHAxAbG4uPj0+RartW17qcebvT6TdtM3n5Bp/0DGdQrJ+uX3wNiut1LKv+bXxf9PNlWNcCPl2exMjFe3ng173UrebGG51D6BPprbXb/0HvXevS+FqXxte6bD2+drn52NfXl4MHDxbePnTokM0HytIMw+DjJXvpNH4Vlco7MXVgNPFNaisQSolgdnTgsZYB7B7Wjo9vDSM3v4D+n68j9N0FfLNRm5VFREoiuwyFDRs2JDExkX379pGTk8P06dOJi4uzdVkWcy4vn8Ffb+Lxn7bRsk4VPr8tmh4R3ph1QmopYcyODjz6Vzj8pGc4efkG/T9fR8j/FvD1hmTyFQ5FREqMIqWQUaNGcfz4cUvVUshsNjNq1Cg6depEaGgo/fr1IywsjLFjxzJ27Fjg/P6Bvr6+fPDBB7z55pv4+vpy8uRJi9diaaknz9Lm0xVMWnOQ+xrXYvKAaJr5V7V1WSJFYnZ04JEWdUh8/nw4zC8wGPDFekL+N5/pCociIiVCkbZVpqWl0bBhQ2JiYrj33nvp1KmTxa620bVrV7p27XrJfQ888EDhzzVq1ODQoUMWWVZxWX3gOD0nreF4di7/6xbK/U1rU7F86Th6WgTOXzrvkRZ1eKiZP2OWJ/HB4r0M/GI9L87ayeudg+kfXRNH7XMoImKXirSm8M033yQxMZHBgwczefJkgoKC+L//+z/27NljqfpKjalrD9Jq9HIAJvaL5olWAQqEUmo5OJh4uEUdEoe1Y3SvcABu/3IDwcPn8+W6Q1pzKCJih4q8E5vJZKJGjRrUqFEDs9nM8ePH6dOnD88++6wl6ivx8vILePrnbQyatpGIGh5MHVif/vV9cDZr/0Ep/RwcTDzUvA67h7Xj07/C4R1fbaDuO/P5Yt1BhUMRETtSpGTy8ccf06BBA5599lmaN2/Oli1bGDNmDOvWreP777+3VI0l1rEzOXT9bBUfLNpL/2gfPr+tPu3rVrPYJnaRksLBwcSDf4XDMb0jcHCAO7/aqHAoImJHirRPYUZGBj/88AO1a9e+5H4HBwd+/fXXIhVW0m1LO0WPiavZfzybF28O4vGWdfB0d7F1WSI25eBg4oFm/sQ3qc34Vft5f+Fe7vxqIy/P3s1rneoysH5NHYUvImIjN/Tpe+zYMY4dO8YTTzyBh4dH4e0L/wBCQ0MtWmhJ8sefJ2jy0RJOZOcyrk8k/3dzkAKhyEUcHEzc39Sfnc+1ZVyfCMwOJu6atpGg4fOZuvYgefkFti5RRKTMuaE1hQ0aNMBkMl31yiN79+4tcmEl1SdL9vHYjD3Uq+7OiFvq0TnES1d4ELkKBwcT8U39GdK4NhNWHeC9hXsYNG0jr/y+i1c7BnN7jNYciogUlxsKhfv27bvqY1cKimVJo1qV6HxTBd7qHkWMXyVblyNSIjg4mLivaW0GN67FxNUHGLFwD3dPvxAO63JHA1+FQxERKyvSp+zLL798ye2CggLuuOOOIhVU0jWuXZkJtwYpEIrcAAcHE0Oa1Gbnc235rG8kLmYH7vl6Eze9PZ/Jqw9os7KIiBUVKRQeOHCAd955B4Bz585x6623EhQUZJHCRKTsMplMDP4rHE7oF0V5p7/D4SSFQxERqyhSKJw0aRJbtmzhnXfeoXv37rRt25ZXX33VQqWJSFlnMpm4t3EtdjzXlon9o3B1duTerzcR8PY8Jq46QK7CoYiIxdxQKFy/fj3r169nw4YNPP7443z99dcEBQXRunVr1q9fb+kaRaSMM5lM3NOoFtufbcPE/lG4O5sZ/M35cDhh1X6FQxERC7ihA02efvrpS25XrlyZ7du38/TTT2MymZg/f75FihMRudiFcHh3Qz+mrj3Iuwv2MOSbzbz6x25e6VCXQQ39cNIBKSIiN+SGQuGCBQssXYeIyDUzmUwMaliLu2L9+HztIf634E/u+3Yzr/2xm1c6KhyKiNyIIn1qHj58mMGDB9OlSxcAtm/fzoQJEyxSmIjIfzGZTNzV0I+tQ9swZWA0FcqZue/bzQS8NY/xK/eTk6fNyiIi16pIofDuu++mU6dOpKSkAFC3bl1GjhxpibqYPXs2wcHBBAYGMnz48MseNwyDxx57jMDAQCIjI7Uvo0gZZjKZuCv2fDj8fGB9KpZzIv6vcJiwIknhUETkGhQpFGZkZNCvXz8cHM7Pxmw24+joWOSi8vPzefjhh5k1axbbt29n2rRpbN++/ZJpZs2aRWJiIomJiSQkJPDggw8WebkiUrKZTCbuiPVly9DWfD6wPpVdnbj/uy3UeWsu4xQORUT+VZFCoZubG0ePHsVkOn8Zt5UrV1KxYsUiF7V69WoCAwMJCAjA2dmZAQMGMGPGjEummTFjBnfddRcmk4kmTZpw4sQJUlNTi7xsESn5LoTDzc+05ovb6lPF1ZkH/gqHY5YpHIqIXMkNHWhywQcffEBcXBx79uyhefPmpKen89133xW5qOTkZPz8/Apv+/r6smrVqv+cJjk5GW9v70umS0hIICEhAYC0tLTCTd3WlJ6ebvVllGUaX+sqbePb1tuBNrcF8fPOY3yyOo2HftjC67/v5PEmNegf7omLufgOSCltY2tvNL7WpfG1LnsY3yKFwpiYGBYtWsSuXbswDIPg4GCcnJyKXNSVrp98YW3k9UwDEB8fT3x8PACxsbH4+PgUub5rUVzLKas0vtZVGsf3wZo1eaBdONM3pjB8XiLPzzvIx2uO8OLNdRnc2A8Xc9F3fbkWpXFs7YnG17o0vtZl6/Et0p/IZ86cYfjw4YwcOZLw8HCSkpL49ddfi1yUr68vBw8eLLx96NChywbqWqYREbmYyWRiYP2abHy6NdPuiKGamwsP/7AF/zfnMXrpPs7l5du6RBERmylSKLznnntwdnZmxYoVwPmg9uKLLxa5qIYNG5KYmMi+ffvIyclh+vTpxMXFXTJNXFwcU6dOxTCMwn0Z/7npWETkSkwmEwPq12Tj062YfmcMXu4uPPLjVoVDESnTihQK9+zZw7PPPlu4ybh8+fJX3Kx7vcxmM6NGjaJTp06EhobSr18/wsLCGDt2LGPHjgWga9euBAQEEBgYyH333cenn35a5OWKSNliMpnoH30+HH59ZwzVPf4Oh6OW7ONsrsKhiJQdRdqn0NnZmezs7MJ9+fbs2YOLi4tFCuvatStdu3a95L4HHnig8GeTycTo0aMtsiwRKdtMJhP9omvSN8qH7zal8Pa8P3n0p628OXc3L9wcxH1NalPOqXj2ORQRsZUirSl87bXX6Ny5MwcPHuT222+nffv2vPvuu5aqTUSkWJlMJvpG12T9U6349q4G+FQsx2M/baP2m3P5ZMlerTkUkVKtSGsKp06dSrdu3ejTpw8BAQF89NFHeHp6Wqo2ERGbMJlM9InyoXekNz9sSePtubt57KdtvDk3kRfaBxHfVGsORaT0KfKBJmfPnuXnn3/mscce4/777+ejjz6yVG0iIjZlMpnoHenNuqda8/2gWHwrluPxGduo9cZcPlq8l2ytORSRUqRIobBdu3a88MILvPHGGwwZMoS1a9cyZswYS9UmImI3el0UDv0qleeJv8LhyEV7FA5FpFQoUihs3749zZs35+uvvyY4OJg1a9awc+dOS9UmImJ3zofDVnw/KJbalcvz5M/bqfXGXD5QOBSREq5IoTAyMhJnZ2e2bt3K5s2b2bp1K9nZ2ZaqTUTEbvWK9Gbtk6348e5Y/CuX52mFQxEp4YoUCj/88EMWL17Mjz/+SNWqVbnnnnuoVKmShUoTEbF/t0Z4s+bJVvx0dyx1qpwPh36vz+H9hXs4k5Nn6/JERK5ZkY4+HjVqFEuWLGHdunXUrl2be++9l5YtW1qqNhGREqNHhDc9Irz5eWsab81N5JlftvPOvESGtQvioea1cXUu0setiIjVFelTKjs7m6eeeooGDRpgNusDT0QkLrwGceE1+GVbGm/OSWTor9t5Z34iw9oF0jPAMif3FxGxhiIluaFDh1qqDhGRUqV7WA26h/0VDucm8uyvO3jFbKJS+R2YHU2YHUw4mkyYHR0wO5y/ff7+i25f4T7Hix9zcPh7Xpfc//djjqaL5/P3vC6b/q/lXD6fv2s8X+8/lnHxvP7xmKODCQcThVe9kqIxDIMC4+//Cwzjr3/nfzYK7/vn///yWIGBAZfOr+Cv+fH3tIZh4In2lS3ttHpPRMSKLoTDX7en8dnSRExO5cgvMMgrOP8FnF9w/l/eRT+fyyvgTIFBXgHn77vw2EXTXHz7/Ly4bF724p+B9l8D7D/Cq5PjxdM7XBZwHR0ovD87+wzly6dfJRBdS4i6ciC6EJ6uFLauupyLpr9kXgX/eM4/l/NXALtSiLO1aq5mPuvvRFx4DVuXIlaiUCgiUgxuqVeDmEoF+Pj4XPNz/rlmyODyNUXGxcHj4rU+BQXkFUCeUUBunkFuQQG5+QY5+QXk5RvkFRSQW2CQm1dAnmGQm2+Ql3/+vvyCv24XFJB3SQjlKoH0yuH2QlDNK7hCqP3Hz3n/eM6FeeXkFPx1/5Xmc2lozsvPx+x4snDtpIMJTJgwmcDBdOH/Kz924fb5xy+dxuGi55sAJwfTX49fOm8TXHLfhWX98/7zt8//zIVpuWiZhcv+++f/WpbJBA5/9WO6yjwvnubv+v6u6Z/L//t+yM4tYMzSPfSYtIZeETUY2yeSau7aHaK0USgUEbFTJpMJRxOcjwBl14U1ZxfWqhn/WDt34f7U1FRq1PDmwtbqC6Hv/M9/h70Lo2n6K/T9/fMVHtem70L9gsrxwdrjjFm+n3mJ8xnVK4LbY2pqjEoRhUIREbFrF9ZyATj+S0DOcjFTsbxTMVVV9jg7OvBxzwjuivXlnumbuPOrDUxZc5CJ/aPxq1ze1uWJBRTpPIXWcOzYMTp06EBQUBAdOnTg+PHjV5zu3nvvxcvLi/Dw8GKuUEREpOyK9avMxqdb8+LNQSzdd4zQdxcweuk+Cuxhx0cpErsLhcOHD6d9+/YkJibSvn17hg8ffsXp7r77bmbPnl3M1YmIiIijg4k3uoSw/qlWhFX34JEft9Lsk6XsTs+ydWlSBHYXCmfMmMGgQYMAGDRoED/99NMVp2vVqhVVqlQpxspERETkYqHVPVj5eAve6x7KtrRTRIxYyJtzdpOXX2Dr0uQG2F0oPHz4MN7e3gB4e3tz5MgRG1ckIiIiV2MymXi6TSDbhrahuX8VXpq9i+gPFrMxOdPWpcl1ssmBJjfffDNpaWmX3f/WW29ZfFkJCQkkJCQAkJaWRkpKisWX8U/p6elWX0ZZpvG1Lo2v9WhsrUvja13/Nb5m4Itb/flmizuvLz5Egw8Xc3+D6jzT3IdyZrtbB2V37OH9a5NQOHfu3Ks+Vr16dVJTU/H29iY1NRUvL68iLSs+Pp74+HgAYmNjr+scYUVRXMspqzS+1qXxtR6NrXVpfK3rWsb3CR8fbm8ezOCvNzFm7WFm7z3JlIH1aRlQtRgqLNls/f61u+geFxfHlClTAJgyZQo9evSwcUUiIiJyPaq5u/Dz4EZ8N6gBZ3MLaDV6OfHfbOLU2Txblyb/wu5C4bBhw5gzZw5BQUHMmTOHYcOGAZCSkkLXrl0Lpxs4cCBNmzZl165d+Pr6MmHCBFuVLCIiIlfQO9KHXcPaclv9mny26gB1h89n5vbDti5LrsLuTl5dtWpV5s2bd9n9Pj4+zJw5s/D2tGnTirMsERERuQEe5Zz48o4Y7mnkS/y3m+k2YTX9onz4tHcEVd2cbV2eXMTu1hSKiIhI6XNzXS92PNeWB5vW5vstqQS9M59p65MxDJ302l4oFIqIiEixcDE78mmfSJY90gzvCi7c9uV6uoxfRXJmtq1LExQKRUREpJg1rl2FTU+3Zli7QBb+eZTg4QsYuzxJaw1tTKFQREREip3Z0YF3uoWy/qmWhHi58+D3W2gxahl/Zpy2dWlllkKhiIiI2Ey9GhVY/XhL/tctlE0pJwkfsZD/zU/UpfJsQKFQREREbMrBwcSz7QLZOrQNjWtVYthvO2nw4WK2pJ60dWllikKhiIiI2AX/Kq4sfKgZ4/pEcvDEWep/sJjnf9vOubx8W5dWJigUioiIiN0wmUzEN63Nzufa0im4GsPn7yHs3YWsSDpm69JKPYVCERERsTteHi78NqQx0++IISsnn+afLOOh7zeTdU6XyrMWhUIRERGxW/3r12TXs23pF+3DmOX7CR4+n993HrF1WaWSQqGIiIjYtYquTky/swEzhzTC7OhA5/GruO2LdRw7k2Pr0koVhUIREREpEbqEVmfns224r0ktvtmYQt135vPtxhRbl1VqKBSKiIhIiVHe2UxC3yiWPNwcTzdn+n2+jls+W0XqybO2Lq3EUygUERGREqdpnSpsHdqGoW1uYs7udIKHL+Czlft1qbwiUCgUERGREsns6MC73eux9omWBHq6ct+3m2k9ejn7jp6xdWklkt2FwmPHjtGhQweCgoLo0KEDx48fv2yagwcP0rZtW0JDQwkLC+Ojjz6yQaUiIiJiDyJ8KrL2iVa82SWY9cmZ1Ht3Ae8v3EN+gdYaXg+7C4XDhw+nffv2JCYm0r59e4YPH37ZNGazmffff58dO3awcuVKRo8ezfbt221QrYiIiNgDBwcTL9xcl83PtKaBb0We+WU7sR8uZlvaKVuXVmLYXSicMWMGgwYNAmDQoEH89NNPl03j7e1NTEwMAB4eHoSGhpKcnFycZYqIiIgdCqjqxpJHmjOqVzj7jp0h+v1FvDRrJzl5BbYuze6ZbV3APx0+fBhvb2/gfPg7cuTfT1CZlJTEhg0baNy48RUfT0hIICEhAYC0tDRSUqx/6Hp6errVl1GWaXytS+NrPRpb69L4WldJG9+edVxocXcoT81O4s25iXy17gAfd6lDfW83W5d2RfYwvjYJhTfffDNpaWmX3f/WW29d13yysrLo3bs3I0eOpEKFClecJj4+nvj4eABiY2Px8fG5/oJvQHEtp6zS+FqXxtd6NLbWpfG1rpI2vj7AvCB/vlp3iCd/3kbctJ081Myf/90Siquz3a0Xs/n42mRE5s6de9XHqlevTmpqKt7e3qSmpuLl5XXF6XJzc+nduze33347vXr1slapIiIiUsLd1sCXLiFexH+3mVHLkvhpaxqTB0TTvm41W5dmV+xun8K4uDimTJkCwJQpU+jRo8dl0xiGweDBgwkNDeWpp54q7hJFRESkhKns5sy3g2L5dXAjTCa4edxKBn21gRPZubYuzW7YXSgcNmwYc+bMISgoiDlz5jBs2DAAUlJS6Nq1KwDLli3j888/Z/78+URHRxMdHc3MmTNtWbaIiIiUAN3qVWfnc225t5EfX6w/RNA78/lxc6qty7ILdrdBvWrVqsybN++y+318fAqDX4sWLXTGchEREbkhrs5mJvSP5u6Gfgz5ehO9pqylR1h1xvWNorqHi63Lsxm7W1MoIiIiUhxaBlRl67NteLJVHWbuPELdd+YzafWBMrviSaFQREREyiwnRwc+6BHO6sdb4l/FlXu/3kS7MSvYf6zsXSpPoVBERETKvOiaFdnwVCte61iXVQeOE/ruAkYu3ktBGbpUnkKhiIiICOcvlfdyp2A2Pd2aaJ+KPDljG40/WsLOw2XjUnkKhSIiIiIXCarmzrJHmzOyRxiJGaeJfH8Rr/2xi9z80n2pPIVCERERkX8wmUw83iqAbUPb0CagKq/+vpvI9xax7uAJW5dmNQqFIiIiIldRs1J5/nigKZMHRJNxOofGHy3hyRlbyc7Nt3VpFqdQKCIiIvIfBjX0Y9dzbYkLq8HIxfsI/d8CFv6ZYeuyLEqhUEREROQaVHFz5od7GjLjnobkFRi0HbOCe6dvJLOUXCpPoVBERETkOsSF12DXc20ZFOvLlLUHqTt8Pj9vTbN1WUWmUCgiIiJyndxczEweWJ+59zfFw8VMj0lr6D15DelZ52xd2g1TKBQRERG5QW2DPNn+bFsea1mHn7cdJuid+Xyx7lCJvFSeQqGIiIhIETibHfjo1nBWPt6CWpXKc+dXG+g4biUHj2fburTrolAoIiIiYgENfCux4enWvNwhiKX7jhH67gJGL91XYi6VZ3eh8NixY3To0IGgoCA6dOjA8ePHL5vm7NmzNGrUiKioKMLCwnjllVdsUKmIiIjIpRwdTLzWOYQNT7cirIYHj/y4lWafLGV3epatS/tPdhcKhw8fTvv27UlMTKR9+/YMHz78smlcXFyYP38+mzZtYuPGjcyePZuVK1faoFoRERGRy4V4ebDysRa8H1eP7YeziBixkDfn7CbPji+VZ3ehcMaMGQwaNAiAQYMG8dNPP102jclkwt3dHYDc3Fxyc3MxmUzFWaaIiIjIvzKZTDzV+ia2DW1NizpVeGn2LqI/WMzG5Exbl3ZFdhcKDx8+jLe3NwDe3t4cOXLkitPl5+cTHR2Nl5cXHTp0oHHjxsVZpoiIiMg18avsyrwHmzGhXxRpJ88S++Fihv6ynbN2dqk8sy0WevPNN5OWdvlJHt96661rnoejoyMbN27kxIkT9OzZk61btxIeHn7ZdAkJCSQkJACQlpZGSkrKjRd+jdLT062+jLJM42tdGl/r0dhal8bXujS+RdfZz0zju0N5+vck3lu4h282HGRkZ38a+3rYxfjaJBTOnTv3qo9Vr16d1NRUvL29SU1NxcvL61/nValSJdq0acPs2bOvGArj4+OJj48HIDY2Fh8fn6IVf42KazlllcbXujS+1qOxtS6Nr3VpfIvOB5j9UG2+35zCYz9updfXu7mvcS2eaVTF5uNrd5uP4+LimDJlCgBTpkyhR48el02Tnp7OiRMnAMjOzmbu3LmEhIQUZ5kiIiIiN6x3pA87n2vLHQ1q8tmqA8zYcdTWJdlfKBw2bBhz5swhKCiIOXPmMGzYMABSUlLo2rUrAKmpqbRt25bIyEgaNmxIhw4duOWWW2xZtoiIiMh18SjnxOe3xbD68Rb0DK1i63Jss/n431StWpV58+Zddr+Pjw8zZ84EIDIykg0bNhR3aSIiIiIWF1urMikptr/6id2tKRQRERGR4qdQKCIiIiIKhSIiIiKiUCgiIiIiKBSKiIiICGAyDMOwdRHFxdPTE39/f6svJz09nWrVqll9OWWVxte6NL7Wo7G1Lo2vdWl8rau4xjcpKYmMjIwrPlamQmFxiY2NZe3atbYuo9TS+FqXxtd6NLbWpfG1Lo2vddnD+GrzsYiIiIgoFIqIiIiIQqFVxMfH27qEUk3ja10aX+vR2FqXxte6NL7WZQ/jq30KRURERERrCkVEREREoVBEREREUCi8zFtvvUVYWBiRkZFER0ezatWqIs/z1Vdf5b333rNAdSWXyWTizjvvLLydl5dHtWrVuOWWWywy/7I6xkePHiU6Opro6Ghq1KhBzZo1C2/n5ORYbDkLFy602GtlT5588klGjhxZeLtTp04MGTKk8PbTTz/NBx988J/zSUpKIjw83BolFnJ3d7fq/IvL1d6zlSpVol69elZf/uTJk3nkkUesvhx75ujoWPgaREdHk5SUdNk0Xbt25cSJE5fdX1Y/a//perLC5MmTSUlJKfIy/f39r3p+QUsxW3XuJcyKFSv49ddfWb9+PS4uLmRkZFj0i7Usc3NzY+vWrWRnZ1O+fHnmzJlDzZo1bV1WiVe1alU2btwInP+wdnd355lnnrFtUSVIs2bN+Pbbb3niiScoKCggIyODkydPFj6+fPnyS0KjFN3V3rNJSUlF+sMjLy8Ps1lfadeifPnyha/BPxmGgWEYzJw5s3iLKkGuNytMnjyZ8PBwfHx8rnkZtno/a03hRVJTU/H09MTFxQU4fwUUHx+fS9L52rVradOmDXD+A+3ee++lTZs2BAQE8PHHHxfO66233iI4OJibb76ZXbt2Fd4/fvx4GjZsSFRUFL179+bMmTOcOnWKOnXqkJubC8DJkyfx9/cvvF1adOnShd9++w2AadOmMXDgwMLHjh07xq233kpkZCRNmjRh8+bNgMb4Rtx999189913hbcvXsM0YsQIGjZsSGRkJK+88goAp0+fplu3bkRFRREeHs7XX38NwOzZswkJCaFFixb88MMPhfNYvXo1zZo1o379+jRr1qxw7Fu2bHnJF03z5s0LX0d71bx5c5YvXw7Atm3bCA8Px8PDg+PHj3Pu3Dl27NgBQOvWrWnQoAGdOnUiNTUVgHXr1hEVFUXTpk0ZPXp04TwnT55Mr1696Ny5M0FBQTz77LOFj/3xxx80bdqUmJgY+vbtS1ZWFgDDhg2jXr16REZGFob6ffv20bRpUxo2bMhLL71UOI+srCzat29PTEwMERERzJgxA4CXXnqJjz76qHC6F1544ZLfl5IgPz+f++67j7CwMDp27Eh2djYAbdq0KTypb0ZGRuGVqSZPnkzfvn3p3r07HTt2JDU1lVatWhEdHU14eDhLliwBYNKkSdStW5fWrVuzbNmywuX98ssvNG7cmPr163PzzTdz+PBhCgoKCAoKIj09HYCCggICAwOtvobGlpKSkggNDeWhhx4iJiaGgwcPXvK9p8/aS10tK7z++us0bNiQ8PBw4uPjMQyD7777jrVr13L77bcTHR1Ndnb2v2aK+Ph4OnbsyF133cXRo0fp2LEj9evX5/777+fi44JvvfVWGjRoQFhYGAkJCQBMmDCBJ598snCa8ePH89RTT11fc4YUOnXqlBEVFWUEBQUZDz74oLFw4ULDMAyjdu3aRnp6umEYhrFmzRqjdevWhmEYxiuvvGI0bdrUOHv2rJGenm5UqVLFyMnJMdauXWuEh4cbp0+fNjIzM42bbrrJGDFihGEYhpGRkVG4vBdeeMH4+OOPDcMwjLvvvtv48ccfDcMwjHHjxhlPPfVUMXVdPNzc3IxNmzYZvXv3NrKzs42oqChjwYIFRrdu3QzDMIxHHnnEePXVVw3DMIx58+YZUVFRhmFojK/HK6+8YowYMcIYNGiQ8e233xbe7+bmZhiGYfz+++/GfffdZxQUFBj5+flGt27djEWLFhnfffedMWTIkMLpT5w4YWRnZxu+vr7G7t27jYKCAqNv376Fr1VmZqaRm5trGIZhzJkzx+jVq5dhGIYxefJk4/HHHzcMwzB27dplNGjQoDjaLrLatWsb+/fvN8aOHWuMGTPGePHFF43ffvvNWLp0qdGkSROjadOmxpEjRwzDMIzp06cb99xzj2EYhhEREVH4GfHMM88YYWFhhmEYxqRJk4w6deoUjmOtWrWMAwcOGOnp6UbLli2NrKwswzAMY/jw4cZrr71mHD161Khbt65RUFBgGIZhHD9+3DAMw+jevbsxZcoUwzAMY9SoUYWvY25urpGZmWkYhmGkp6cbN910k1FQUGDs27fPqF+/vmEYhpGfn28EBARc8rtgjy68Zw3DMPbt22c4OjoaGzZsMAzDMPr27Wt8/vnnhmEYRuvWrY01a9YYhnG+59q1axuGcX6sa9asaRw9etQwDMN47733jDfffNMwDMPIy8szTp48aaSkpBh+fn7GkSNHjHPnzhnNmjUzHn74YcMwDOPYsWOF4z5+/PjCz4RXX33V+PDDDw3DOP97c+E9Xlo4ODgYUVFRRlRUlHHrrbca+/btM0wmk7FixYrCaS587+mz9nJXywoX3oeGYRh33HGH8fPPPxuGcen71zD+PVPExMQYZ86cMQzDMB599FHjtddeMwzDMH799VcDKHzehWWdOXPGCAsLMzIyMoysrCwjICDAyMnJMQzDMJo2bWps3rz5unrTmsKLuLu7s27dOhISEqhWrRr9+/dn8uTJ//qcbt264eLigqenJ15eXhw+fJglS5bQs2dPXF1dqVChAnFxcYXTb926lZYtWxIREcGXX37Jtm3bABgyZAiTJk0Czv9Ve88991itT1uJjIwkKSmJadOm0bVr10seW7p0aeE+h+3atePo0aNkZmYCGmNL+eOPP/jjjz+oX78+MTEx7Ny5k8TERCIiIpg7dy7PPfccS5YsoWLFiuzcuZM6deoQFBSEyWTijjvuKJxPZmYmffv2JTw8nCeffLJwfPv27cuvv/5Kbm4uEydO5O6777ZRp9fnwtrC5cuX07RpU5o2bVp4u2bNmmzdupUOHToQHR3Nm2++yaFDh8jMzOTEiRO0bt0a4JL9ZQHat29PxYoVKVeuHPXq1WP//v2sXLmS7du307x5c6Kjo5kyZQr79++nQoUKlCtXjiFDhvDDDz/g6uoKwLJlywrXpl88f8Mw+L//+z8iIyO5+eabSU5O5vDhw/j7+1O1alU2bNhQ+DpXrVq1mEbRMurUqUN0dDQADRo0uOK+bv/UoUMHqlSpAkDDhg2ZNGkSr776Klu2bMHDw4NVq1bRpk0bqlWrhrOzM/379y987qFDh+jUqRMRERGMGDGi8L187733MnXqVAAmTpxY6j4rLmw+3rhxIz/++CMAtWvXpkmTJpdNq8/ay10tKyxYsIDGjRsTERHB/PnzC8fjesTFxVG+fHkAFi9eXPjZ261bNypXrlw43ccff0xUVBRNmjTh4MGDJCYm4ubmRrt27fj111/ZuXMnubm5REREXNfytQPGPzg6OtKmTRvatGlDREQEU6ZMwWw2U1BQAMDZs2cvmf7C6uMLz83LywPOH1hxJXfffTc//fQTUVFRTJ48mYULFwLnv5iSkpJYtGgR+fn5Vt9p3Vbi4uJ45plnWLhwIUePHi2837jC6TIvjKHG+Ppc/H41DKNwXxfDMHj++ee5//77L3vOunXrmDlzJs8//zwdO3YkLi7uquP70ksv0bZtW3788UeSkpIKN324urrSoUMHZsyYwTfffGPza3heq2bNmrF8+XK2bNlCeHg4fn5+vP/++1SoUIF27dqRnJzMihUrLnnOiRMnrjo+cOX3rGEYdOjQgWnTpl02/erVq5k3bx7Tp09n1KhRzJ8/H7jye/zLL78kPT2ddevW4eTkhL+/f+Hn0pAhQ5g8eTJpaWnce++9NzQetvTPcbuw+fjfPoPd3NwKf27VqhWLFy/mt99+484772To0KFUqFDhqq/Vo48+ylNPPUVcXBwLFy7k1VdfBcDPz4/q1aszf/58Vq1axZdffmnJNu3SxeP4T/qsvdw/s8K4cePYvHkza9euxc/Pj1dfffWy9+oF1/p+hiuP/cKFC5k7dy4rVqzA1dWVNm3aXPIZ8PbbbxMSEnJDYVxrCi+ya9cuEhMTC29v3LiR2rVr4+/vz7p16wD4/vvv/3M+rVq14scffyQ7O5tTp07xyy+/FD526tQpvL29yc3NveyD5q677mLgwIGl7q+qi9177728/PLLl/310qpVq8LxWLhwIZ6enlSoUOGq89EYX93F79cZM2YU7svTqVMnJk6cWLgfW3JyMkeOHCElJQVXV1fuuOMOnnnmGdavX09ISAj79u1jz549AJcEmczMzMKDhP65Jn3IkCE89thjNGzYsHDtjb1r3rw5v/76K1WqVMHR0ZEqVapw4sQJVqxYQf/+/UlPTy8Mhbm5uWzbto1KlSpRsWJFli5dCnBNoaFJkyYsW7aMP//8E4AzZ86we/dusrKyyMzMpGvXrowcObJwv8zmzZszffr0y+afmZmJl5cXTk5OLFiwgP379xc+1rNnT2bPns2aNWvo1KmTRcbHHlz8nr54f9l/2r9/P15eXtx3330MHjyY9evX07hx48I/QnNzc/n2228Lp7/4vTxlypRL5jVkyBDuuOMO+vXrh6OjoxW6Khn0WXu5K2WF4OBg4Pz+hVlZWZe8Tz08PDh16lTh7WvNFBd/L86aNYvjx48D59+3lStXxtXVlZ07d7Jy5crC5zRu3JiDBw/y1VdfXbLf/rXSmsKLZGVl8eijj3LixAnMZjOBgYEkJCSwY8cOBg8ezNtvv03jxo3/cz4xMTH079+f6OhoateuTcuWLQsfe+ONN2jcuDG1a9cmIiLikjfK7bffzosvvnhDL2RJ4evry+OPP37Z/a+++ir33HMPkZGRuLq6XvYB/U8a46u777776NGjB40aNaJ9+/aFf3l27NiRHTt20LRpU+D8JpAvvviCP//8k6FDh+Lg4ICTkxNjxoyhXLlyJCQk0K1bNzw9PWnRogVbt24F4Nlnn2XQoEF88MEHtGvX7pJlN2jQgAoVKpSoL4KIiAgyMjK47bbbLrkvKysLLy8vvvvuOx577DEyMzPJy8vjiSeeICwsjEmTJnHvvffi6up6TQGsWrVqTJ48mYEDB3Lu3DkA3nzzTTw8POjRowdnz57FMAw+/PBDAD766CNuu+02PvroI3r37l04n9tvv53u3bsTGxtLdHQ0ISEhhY85OzvTtm1bKlWqVKqCzDPPPEO/fv34/PPPL3vPXWzhwoWMGDECJycn3N3dmTp1Kt7e3rz66qs0bdoUb29vYmJiyM/PB85/7vTt25eaNWvSpEkT9u3bVzivuLg47rnnnhL1XrYGfdZe7mpZoVKlSkRERODv70/Dhg0Lp7/77rt54IEHKF++PCtWrOCVV165pkzxyiuvMHDgQGJiYmjdujW1atUCoHPnzowdO5bIyEiCg4Mv2+zfr18/Nm7ceMnm5muly9zZke+++44ZM2bw+eef27qUUktjbF0pKSm0adOGnTt34uCgDRHFraCggJiYGL799luCgoJsXU6JtnbtWp588snCI5jl+uiz1nZuueUWnnzySdq3b3/dz9WaQjvx6KOPMmvWLJ0byoo0xtY1depUXnjhBT744AMFQhvYvn07t9xyCz179lQgLKLhw4czZsyYMrEvoTXos9Y2Tpw4QaNGjYiKirqhQAhaUygiIiIi6EATEREREUGhUERERERQKBQRERERFApFpIxydHQkOjqasLAwoqKi+OCDDwpPKGstQ4cOJSwsjKFDh1p1OUlJSaXyhMEiYl06+lhEyqQLl/oCOHLkCLfddhuZmZm89tprVlvmuHHjSE9Pv+TKHSIi9kJrCkWkzPPy8iIhIYFRo0ZhGAZJSUm0bNmSmJgYYmJiWL58OXD+GsQzZswofN7tt9/Ozz//fMm8DMNg6NChhIeHExERwddffw2cPxny6dOnady4ceF9F0RERHDixAkMw6Bq1aqF19298847mTt3Lvn5+QwdOpSGDRsSGRnJuHHjCp87YsSIwvtfeeWVy3rbu3cv9evXZ82aNZYZLBEptbSmUEQECAgIoKCggCNHjuDl5cWcOXMoV64ciYmJDBw4kLVr1zJkyBA+/PBDevToQWZmJsuXL7/s6js//PADGzduZNOmTWRkZNCwYUNatWrFzz//jLu7e+HayYs1b96cZcuWUbt2bQICAliyZAl33XUXK1euZMyYMUyYMIGKFSuyZs0azp07R/PmzenYsSOJiYkkJiayevVqDMMgLi6OxYsXF175YNeuXQwYMIBJkyYRHR1dDKMoIiWZQqGIyF8unLY1NzeXRx55hI0bN+Lo6Mju3bsBaN26NQ8//DBHjhzhhx9+oHfv3pjNl36MLl26lIEDB+Lo6Ej16tVp3bo1a9asIS4u7qrLbdmyJYsXL6Z27do8+OCDJCQkkJycTJUqVXB3d+ePP/5g8+bNhddTzczMJDExkT/++IM//viD+vXrA+cvv5WYmEitWrVIT0+nR48efP/994SFhVljuESklFEoFBHh/GZWR0dHvLy8eO2116hevTqbNm2ioKCAcuXKFU5355138uWXXzJ9+nQmTpx42Xxu5HoArVq1YvTo0Rw4cIC33nqLH3/8ke+++67wOrOGYfDJJ59cdo3l33//neeff57777//kvuTkpKoWLEifn5+LFu2TKFQRK6J9ikUkTIvPT2dBx54gEceeQSTyURmZibe3t44ODjw+eefk5+fXzjt3XffzciRIwGuGLZatWrF119/TX5+Punp6SxevJhGjRr96/L9/PzIyMggMTGRgIAAWrRowXvvvVcYCjt16sSYMWPIzc0FYPfu3Zw+fZpOnToxceJEsrKyAEhOTubIkSMAODs789NPPzF16lS++uqrIo+RiJR+WlMoImVSdnY20dHR5ObmYjabufPOO3nqqacAeOihh+jduzfffvstbdu2xc3NrfB51atXJzQ0lFtvvfWK8+3ZsycrVqwgKioKk8nEu+++S40aNf6znsaNGxeGz5YtW/L888/TokULAIYMGUJSUhIxMTEYhkG1atX46aef6NixIzt27KBp06YAuLu788UXX+Do6AiAm5sbv/76Kx06dMDNzY0ePXrc8HiJSOmnax+LiFyHM2fOEBERwfr166lYsaKtyxERsRhtPhYRuUZz584lJCSERx99VIFQREodrSkUEREREa0pFBERERGFQhERERFBoVBEREREUCgUERERERQKRURERASFQhERERFBoVBEREREUCgUERERERQKRURE5P/Zu+/oKOusgePfSe+9kEZCSO+E0HsLPTQREBBFjSjY61rWruyqWBZXxEKTJihiARSkSA8BQi+hJKSShBTSSH3eP1jyirRAMvNMkvs5x3PMzFPuXCaTO78qBGCkdgC65OTkhI+Pj9bvU1VVhbGxsdbv09JIXrVL8qtdkl/dkDxrl+RXu3SR35SUFPLy8q77XIsqCn18fEhMTNT6fTIzM3F3d9f6fVoayat2SX61S/KrG5Jn7ZL8apcu8hsTE3PD56T7WAghhBBCSFEohBBCCCGkKBRCCCGEEEhRKIQQQgghkKJQCCGEEELQwmYftwSlFdX8eDib1UeyOZJdTGllDY4WJvTxc2RKBy/C3WzUDlEIIYQQekiKwmaiqqaW2dvO8u4fp8grrcTFyoRgF2t8HAw5X1zBJ1vPMmvLGe6J9uDzMRFYm8k/vRBCCCH+n1QGzcDhrIvcu3Q/+zMu0rG1He8MDiQ20BkvOwsMDTQAnCso49W1J1i8L52dqQWsf7gzvo6WKkcuhBBCCH0hYwqbuGX7M+j0yTZSC8p5f1gwP03tSHwXH3wcLOsKQoDW9hYsuKcdq6d2JK+kkp6zd5BZVK5i5EIIIYTQJ1IUNmGztpxmwrf7CHC2ZMnEaJ7q1RZXa9ObnjM0xJW1D3Uiv7ySPp/v5FJVjY6iFUIIIYQ+k6KwCVIUhVfXHueZn44ywN+JRRPbMTDI5aqWwZvp2saBJROjOZlbyoPfHdBytEIIIYRoCvSyKJw6dSouLi6EhYVd93lFUXj88cfx8/MjIiKCffv26ThC9SiKwpOrj/D2hmRGhrXiy7sjCWt1+zOKR4a7Ma2LN4v3ZbDyQKYWIhVCCCFEU6KXReF9993HunXrbvj82rVrSU5OJjk5mblz5/LII4/oMDp1vbruBJ9uPcvEaA8+Gx2Gt4PFHV/roxGh+Nib88xPR6mQbmQhhBCiRdPLorBnz544ODjc8PnVq1dz7733otFo6Ny5M4WFhWRlZekwQnV8tOU072xIZlRYK/49LBh3W/MGXc/M2JD/jgnnXGE5r6w73khRCiGEEKIp0sui8FYyMjLw8vKq+9nT05OMjAwVI9K+hYlpPP3TUfr5OzErLrTBBeEVg4NdiQ1wYs6OVHJLKhrlmkIIIYRoeprkOoWKolzzmEZz/UkWc+fOZe7cuQBkZ2eTman98XO5ubmNer3t54p54PuTtGtlwT+7OmFSUUhmZmGjXf/ZTs7Enszj+R/28k5/n0a7bmNr7LyKq0l+tUvyqxuSZ+2S/GqX2vltkkWhp6cnaWlpdT+np6fj7u5+3WPj4+OJj48HICYm5obHNbbGus/J3BIe/uUgre0s+Hh0FD3bOjbKdf/K3R2GJl7g++P5vD/aESermy9royZd/fu1VJJf7ZL86obkWbskv9qlZn6bZPdxXFwcCxcuRFEUdu3aha2tLW5ubmqH1ejyyyoZ9lUCCgqzRoRopSC84s1BgRRXVPPexlNau4cQQggh9JdethROmDCBzZs3k5eXh6enJ2+88QZVVVUATJs2jSFDhrBmzRr8/PywsLBg3rx5Kkfc+Kprarl74V5SCsr4fEw4w0NaafV+0Z52dPWxZ9n+DGYOCcbYqEl+XxBCCCHEHdLLonDp0qU3fV6j0fDZZ5/pKBp1vLz2OH8k5/HPAf5MjPbEoJ4LUzfEM73aMmZBIvP2pBHfxVvr9xNCCCGE/pDmID204kAm/950mrsi3Hi8hy9mxoY6uW9cqCvuNqZ8nXBOJ/cTQgghhP6QolDPHM0u5v5lSYS3subNQYE4Wpro7N5GhgbEd/Zmz7lCDmZe1Nl9hRBCCKE+KQr1SFF5FaPm78HMyIB/DQsm2NVa5zHc1+Hy+o//3X5W5/cWQgghhHqkKNQTiqIwZel+TueV8t6QYAYGuqgSh7eDBT19Hfn56Hmqq2tViUEIIYQQuidFoZ746M8zrD5ynid6+DKxvYdOJpbcyEOdW5N5sYJVh5v/1oFCCCGEuEyKQj2w51whL/56jN5tHXmmty8WJupOCh8R1gozIwNWHJCiUAghhGgppChUWVF5FeMW7cXRwoTXYgMabU/jhrAyNWJIsAsbkvO4VFmtdjhCCCGE0AEpClWkKArxKw5yrqCMdwYH0UuLO5bcronRnhSUV7HioLQWCiGEEC2BFIUqmrsrle8OZPJIVx8mRHug0ag3jvDvBge7YGFiyKpD2WqHIoQQQggdkKJQJYeyLvLkj0fo3NqOF/r6Ya6jBarry9zYkMGBzvx55gKVVTVqhyOEEEIILZOiUAWlFdXcvXAvliaGvDEwEE879ccRXs+IsFZcKKti7YlctUMRQgghhJZJUaiCx388zImcEt4aFEj/AGe1w7mhIcGuGGjgl6PShSyEEEI0d1IU6tgPB7P4JiGN+zp4Mam9l6rrEd6Ko6UJnVrb8+eZfGprFbXDEUIIIYQWSVGoQ9kXLxG/4gDBLlY816ct1mbqrkdYHyPDWnEyt5R9GUVqhyKEEEIILZKiUEcURWHq8gOUVNTw5qBAVfY1vhPDQ10B+F6WphFCCCGaNf1vqmomvtiZytrjOTzXuy1xoa3UDqfeglys8LE3Z+uZC2qHIoQQOldTq3DmQikXL1XjZWeOi7Wp2iEJoTVSFOrAydwSnvnpKJ1b2/FEzzaYGDWdBlqNRsOIsFZ8viOF7IuXaGVjpnZIQgihdflllbyzIZnFezM4X1JR93gbB3Me7erDI119sDSVP6GieWk61UkTVVVTy+Ql+zEy0PDP2AA89GAbu9sVF9qKyhqFlbIXshCiBVh77DwB723k4z/PEOZmzasD/PlgeAhP9fTF3tyY5345RsDMjfx+IkftUIVoVPI1R8ve3ZBMwrlC3hsSRGygi9rh3JEevg5YmRqy8VQeM3q0UTscIYTQmq92pTLt+0O0dbBg9qhwhoa4XjMp8Ocj2Ty+6jCD5u7m9YEBvDogQK92pBLiTklRqEUJ5wp4a0Myg4NciO/ijaEeLz9zM8aGBvT2dWRPWiG1tYpeL6MjhBB3auWBTOJXHqRLa3s+jAuls4/9dY8bHtqKfv5OjJmfyGu/nSSt8BJzx0ZIYSiaPOk+1pLSimomLd6Pk6UJL/Xzx8HCRO2QGiQ20IX0okskpheqHYoQQjS6xLRCJi3ZT3grG/4zKuyGBeEVFiZGrHmoEw908uKr3ed4aMUBFEXWcxVNm7QUaslzvxzlVF4pn48Jp1ubm3+4NAX9/J0A+PnIeTq2bvqvRwghrii+VM2Eb/diZ27MrLgQor3s6nWeRqPhy7GRGKDhy93n8LQx4/VBQdoNVggtkqJQCzaeLeLzHalMivbgnmjPZtGlEOxqhauVCQnnCtUORQghGtXTPx3hzIUyvrgrgj5+Trd1rkajYc5dEWRdvMQb65PxdrDg/o6ttRSpENol3ceNLK+kgmd+S6GtowXP9vZtEruW1IdGo2FAgDN70gopr6xWOxwhhGgU285c4Kvd55gY7cm4KI87GjNtYKBhxZQYoj1smLbyIJtO5WkhUiG0T4rCRjZz4ykKymt4a1AgkR52aofTqAYEOlNQXsWmU7KQtRCi6auqqeWR7w/RytqUGd18GvQl3szYkN/iO+NqbcpdCxJJyS9rxEiF0A0pChvZ24OD+O9QH0aFu6kdSqO7Mq5wfXKuypEIIUTDfb37HIezi3m2ly8dWts1+HpOVqase6gTFdW1DPlyN+VVNQ0PUggdkqKwkZkZGzIkwAEzY0O1Q2l0Hrbm+DtZyrhCIUSTV1JRzeu/naSdhw0Toj0abex3SCsbFk5ox7GcEiYs2iszknVAURQOZ13k273pvL/pFB//eYafDmeTffGS2qHVS15JBb3/u4P96UVqhyITTcTtiQ105uvd5ygorcTesmkvsyOEaLk+2XqG8yUVzBwahHsj7zQ1OsKNf/T1472Np3h7fTKvxgY06vXFZcWXqpmzM4U5O1I5c53ueg3Qxceep3v5MirMTS/X2FUUhanLD7AjJZ9zheW4OqgbjxSF4rYMCHDms+0prD2ewz3tPdUORwghbltpRTUfbTlDjzYOxIW10so93h4cxN70It74/QTtvWwZEuyqlfu0RIqisPJgFo+vOkx2cQUxnrbcE+1PpLsNAc6W1NbC8dwSNp/K49djOdy1YC8hrlZ8My6KTt76taTaZ9tT+PnoeZ7t5UtsoDMFuedVjUeKQnFberV1RANsPn1BikIhRJP01e5zXCir4v4OXlrbWMDAQMPKKTFEfbiFe77dx96netLWyVIr97qRg5kXWX0km12pBZzMKaG0sgYrUyP8nSzp4+fEXZFu+DhY6DSmhiqrrGb6D4eZvyeNIBcr3h0cxPBQV5ysTK86LsrTlvHtPKiuqeU/21KYuTGZLp9u44W+bXl7cLBe7DB2MPMiz/58lG4+9jzWvQ3mxoYUqByT3o4pXLduHYGBgfj5+TFz5sxrnt+8eTO2trZERUURFRXFm2++qUKULY+duTHhbtYkZao/9kEIIW5XZXUtH2w+TbSHjdZaCa+wNjNiXXwnahUY/OVuSiu0v5xXba3Cd0mZdPpkK5EfbuG1dSc4mVtCGwcLOra2o7W9Ocdyinnul6P4vvMHw7/azbHzxVqPqzGcL66g52c7mL8njQc7efHj/THc36n1NQXhXxkZGvBUL19OvtCXoSEuzNx4mj7/3UFeSYUOI79WacXlBdOtTAx5LTaA1npSnOtlS2FNTQ3Tp09n/fr1eHp60qFDB+Li4ggJCbnquB49evDLL7+oFGXL1cfPiTk7U8kvrcRBxhUKIZqQxfvSSS+6xPN92uKog88vf2crlkxqx4hv9jDoy938Ma0LJkbaaY/ZmZLPo98fIinzIt725jzb25eBAS5Ee9lib25cN5lGURT2ZxTx2fYUlidlEv7+Zp7s6cu7Q4K1FltDpReW0+u/O8gousSHw0N4sHNrbMyM632+rYUxP03tyEd/nuHFX48R/sEW1j/cmTA3Gy1GfX2KohC/4iDHzpfwn1Fh9PV31nkMN6KX//oJCQn4+fnh6+uLiYkJ48ePZ/Xq1WqHJf6np68jFdW1bJClaYQQTUhtrcK/Np4iwNmSuyJ0t2zYsJBWfDwyjG1n8xkzfw81tY07I/nipSpm/HCIbrO3k1VcwVuDAvljWhf+PSyE/oHOOFiYXDW7WqPREO1px9fjojj5Yh+Ghrjy4ZYzRH/0J5lF+jdjN7+skoFzd3G+uII5Y8KZ3t3ntgrCKzQaDU/3asvmR7tQXavQ7T/b2XpG9+vufrY9hSX7M3i4izeTYzz1oiv7Cr1sKczIyMDLy6vuZ09PT3bv3n3NcTt37iQyMhJ3d3c++OADQkNDrzlm7ty5zJ07F4Ds7GwyMzO1F/j/5OY272LJ36IKgPWHz9HdRXdv5uaeV7VJfrVL8qsbN8vz2uQCTuSW8nJ3N5TSAjJLdTeCa4yvKaldWvHhzmwmzNvBR4N8GmUZnHXJhby88RznS6oYFWTHtPYuhLhaoqksIiurfsN8Ph/kyYDWZjy//hyRH2zi29F+hLtef/yjrt/H5VW1jFtxkuTcMt7r60E/d0Mu5DRsMoaPCfw03p+x351kwJydzBnWhlg/3UxA2ZNRwlOrT9DZw5KpoZaU5OdS8pfn1f6c0Mui8HrrOv39lyc6OprU1FSsrKxYs2YNI0eOJDk5+Zrz4uPjiY+PByAmJgZ3d3ftBP03urqPGtyBAOfTHCuo0fnrbM551QeSX+2S/OrGjfK8ZHUqbtam3Ns9EHdnax1HBR/c5U6FwSFmb0/B2NScBROiMDK8sw67jKJyHlt1mFWHsglwsmTmsFDujnLH/A7XyJ3h7k7nwNYM+2o3o5afZOmkaEaEXb81VVfv46qaWkbO28P+7FJmDg3miZ6+d5yvv3N3h33PeNDrvzt48OezzBljxYOdvRvl2jdyrqCMR9YcppW1Ge8Nj6CD//X32Vbzc0Ivu489PT1JS0ur+zk9Pf2aJNnY2GBlZQXAkCFDqKqqIi9P9pvUld5tHUnKvMjF8iq1QxFCiFs6mVvCxlN5jApvhb+TlWpxfDoqjCd7tGHJ/gz6fr7ztic8VFTX8K+NpwiauYk1x3J4rLsPPz/QkSkdvO64ILwixsuOvU/1xNvegrsW7OW7pIwGXa8hamsVHvzuAGuO5fBiXz+e6NF4BeEVLtam7H6iO9Eetjy04iDvbri2Yamx5JdVMujL3RRfquaD4SH08nPU2r0aQi+Lwg4dOpCcnMzZs2eprKxk2bJlxMXFXXVMdnZ2XYtiQkICtbW1ODrqZ5Kbo15tHSmtrGHzadkHWQih/+buTMXQQMOocLdG273kTmg0Gj4aGcZHI0LZfa6A0Pc3s/JA5i13PqmpVfj+YCZh72/mxV+PEe1py/LJ0bw/PIQAl8Yrcj3szNn1eHeCXKyYuHg/y/erUxi+8OsxFiamM62LN68MCNDaBBgbM2P+nN6V2ABnXl57nMdXHWr0XWjKq2qI+zqBU3mlfDA8hNER6r4Hb0Yvu4+NjIyYPXs2AwcOpKamhqlTpxIaGsqcOXMAmDZtGitXruTzzz/HyMgIc3Nzli1bprdJbo56tLlcgP955oLWl3UQQoiGuFRVw7w9afRp60j3NipvGfE/T/b0pXNrOyYv3c/YhXtp52HLEz3aMDDQmVY2ZsDlQvBIdjG/HD3P/D1pJOeV4mNvzuxRYYyJcKs7rrHZmhuzbUY3us/ezqQl+zHQwNgoD63c63re33SKDzafZmykG+8NCWpwC+itmBkbsuahTty7ZD//2ZZCdnEFiydGY9wILZOV1bWMX7SXHSkFvDckiEntPRvlutqil0UhXO4SHjJkyFWPTZs2re7/Z8yYwYwZM3QdlvgfL3tzvO3N2Zch6xUKIfTbyoNZ5JdVMSbCTa/2pe/s48Cx5/swc+Mpvtx9jvuWJQFgY2qEhYkhBeVVVFTXAhDpbsO7g4MYE3m5+1vbjSB/LQzvWbwfYyMDRt5gjGFjWrAnjed/OcaAACc+GRGGnZYWF/87QwMN305sh5uNKR9uOUNqwXZ+mtoRV+sbr4F4K+VVNdy1IJE1x3J4oU9bpnX1wdJUb8suQI+LQqH/erd1ZPWRbMorqzE3kbeSEEI/zdmRQmt7c0aH61+vhpGhAa8MCOAfff1YezyHDcl5ZBdXUF5Vg62ZMf5OlkR72tDFx0Fru6/ciK355a7VLp9uY9zCvay6vwNRttq73y9Hz/PAdwfo2NqOT0eG42arnZbQG9FoNHwQF4qfkyVPrj5C+Pub+fH+DnS9g9blrIuXGPHNHhLTCnmpnx/P9fHD1vz2l9HRNflLLu5YT19HFiSmsz2lgP4B+rP4phBCXHEo6yLbUwp4skcbXKx1W2TcDkNDA4aFtmJYqH4VrvYWJmx/rDudP93K6PmJLBrVlrFamB27/Ww+YxckEuhsyScjQwlyVW8y0LSuPrTzsGXMgkR6/XcHL/T149UB/pga1a+V+dej55m6PIniimreHx5CfGdvrM2aRrmlvx3bQu/1ant5XOHGZJn1LYTQT1/sTMXEUMPdkbpbrLq5cbQ0YfuM7rjbmDJl1alGX/A54VwBQ7/ajYu1KZ+MCKWzt/rjPjt523PwmZ709XPinQ3JBLy3iUWJaVT+rzv/eg5lXWTUvD0M+zoBWzNj5o2L4rHubZpMQQjSUigawNfRglbWpuyXcYVCCD1UWlHNosR0+vk706G1bhYnbq5crE3ZNqMbHT/awuAvd/PDfTHEBro0+Lp7zhUS+8UurEyM+O+oMPrpUa+Tg6Upvz3cmWX70/nnupPcuzSJJ348wrAQVzq1tsPV2pSyqhpO5pay4WQuu88VYmFsyLQu3jza1Ydwd91voddQUhSKO6bRaOjV1pFNp/KorK7BpJ5N60IIoQvLkjK5WFHNmIhWjb7GXUvkbmvOj+MDGf/DGYZ+lcC88ZFMau916xNvYM+5QgZ8sRMrEyO+uCucISGuermKyPh2ntwd6cGivWks3pfBz0ezWbQ3ve55Qw0EuljxZI82DA9tRfc2Dnq7h/StSFEoGqRXW0eWJ2WyN72ILj7qN/kLIcQVc3ak0NbRghF6Nk6vKXO3MWXPkz3oN2cnk5ckca7gEv/o53fbxdxPh7OZ8O0+7MyNmHNXOIOD9bMgvMLAQMOUDq2Z0qE1FVU1HMy6SGbRJYwMNXjZWdDa3hy7JjCR5FakKBQN0tP38rjC347nSlEohNAbiWmFJKYX8XyftjhZ3fmyIuJa9hYm7HisO3FfJ/Dy2uNsT8lnwfioeuW5srqW1347wb82nSLYxYpZcaHEBjrrdUH4d6bGhs12OELTbN8UeiPYxQp7c2NZr1AIoVe+2JmKmZEBd0XIBBNtMDM2ZF18Z17p789vJ3Lxe28jn249Q3lVzXWPVxSFNcfO027WFmZuPMXI0FYsmNCOgUEuTaogbO6kpVA0iIGBhu5tHNifUURtrYKBgfxyCyHUVVRexZJ9GQwKciHKQ4sL67VwBgYa3hocxIgwVx5ecYgnfjzCa7+dYGRYK7r6OOBqZUpJZTVJGRdZfSSbk7mleNqaMSsuhHtjvHC01O26i+LWpCgUDdarrSM/Hz3PkeziJjnbSgjRvHy7N52yqhpGh7fS6y3FmosYL3sSn+rBqkNZzNmZysoDWczf8/8TMYwNNYS3suH12ADuinAjpJW1tA7qKSkKRYP18L08lnDdiRwpCoUQqlIUhTk7Uwl2sWJwUMOXTBH1o9FoGB3hzugId8oqqtmfWURaQTlmxob4O1vS2s6iSa3X11LJv5BosHYetlgYG5KYVqh2KEKIFi4xs5TD2cW80t9fJpioxMLUiG5tHKGN2pGI29WgdvVnn32WI0eONFYsookyNjSgk7cdSRkXURRF7XCEEC3YooO5WJoYEhfqqnYoQjQ5DSoKg4KCiI+Pp1OnTsyZM4eiIpmB2lL1butEcl4pqfllaocihGihLpRW8vOJAoYEuxDpLhNMhLhdDSoKH3zwQbZv387ChQtJSUkhIiKCe+65h02bNjVWfKKJ6OHrgAKsO5GrdihCiBZqQWIalTUKY8LdmuyOEkKoqcG/NTU1NRw/fpzjx4/j5OREZGQks2bNYvz48Y0Rn2giOrW2w9hAw67UArVDEUK0QIqiMGdHKqHOZvTzd1I7HCGapAZNNHn66af56aef6NevHy+99BIdO3YE4IUXXiAwMLBRAhRNg4WJEVEeNuzPuKh2KEKIFuiP5DyS80p5oWsrmWAixB1qUFEYFhbG22+/jYWFxTXPJSQkNOTSognq4+fErC1nyC2pwFk+lIUQOvTp1rM4WBgz2N9O7VCEaLLuqCjct28fAFFRURw/fvya56Ojo7G1lUG+LU0PX0f+vek0v5/MZWK0p9rhCCFaiDMXSvnl2HmmdvDC1+HaRgohRP3cUVH4zDPP3PA5jUbDxo0b7zgg0XR187FHA2w7ky9FoRBCZ/67PQUDjYYxEW4YGlx/710hxK3dUVG4adMmamtr2blzJ926dWvsmEQTZW9hQpCrFfszZGkiIYRulFZU83XCOfr6OdKtjQMl+bICghB36o5nHxsYGPDss882ZiyiGejt68ihrGJKLlWpHYoQogX4dl86heXVjI/ywMbMWO1whGjSGrQkTWxsLN9//73sYiHq9GzrSFlVDRtPXVA7FCFEM6coCv/ZlkKQixUDA53VDkeIJq9Bs49nzZpFaWkpRkZGmJmZoSgKGo2GixdlWZKWqoevAwCbT18gLqyVytEIIZqzNcdyOJJdzOuxAXjYmasdjhBNXoOKwuLi4saKQzQTHrbmeNubkyTjCoUQWqQoCm9vSMbdxpSxkW5qhyNEs9CgohCgoKCA5ORkLl26VPdYz549G3pZ0YT18nXkp6PZVFTVYGpsqHY4QohmaNOpC+xKLeDFvn4EuVirHY4QzUKDisKvvvqKTz75hPT0dKKioti1axddunSRJWlauF5tHVm4N52tZ/PpHyDjfIQQje+dDck4WZowJsINAwON2uEI0Sw0aKLJJ598wp49e/D29mbTpk3s378fZ2cpAlq6Pn6X9x39/YQsDSGEaHw7U/LZeCqPSe09iHK3UTscIZqNBhWFZmZmmJmZAVBRUUFQUBAnTpxolMBE09XG0QIvOzMS0wvVDkUI0Qy9syEZWzMjxkV5YGTYoD9jQoi/aNBvk6enJ4WFhYwcOZIBAwYwYsQI3N3dGyWwdevWERgYiJ+fHzNnzrzmeUVRePzxx/Hz8yMiIqJu6z2hH/r5O7M3rYiKKtldQAjReLaducCvx3KYGO1BjKdspypEY2rQmMJVq1YB8Prrr9OnTx+KiooYNGhQg4Oqqalh+vTprF+/Hk9PTzp06EBcXBwhISF1x6xdu5bk5GSSk5PZvXs3jzzyCLt3727wvUXj6OfvxPw9aWw8lcfgYFe1wxFCNAOKovDcL8dwtjTh/o6tpZVQiEbW4N+obdu2MW/ePHr16kWXLl3IyMhocFAJCQn4+fnh6+uLiYkJ48ePZ/Xq1Vcds3r1au699140Gg2dO3emsLCQrKysBt9bNI4+fo4A/H5SxhUKIRrHd0mZ7EotYFpXb6I9pJVQiMbWoJbCN954g8TERE6cOMH9999PVVUVkyZNYvv27Q0KKiMjAy8vr7qfPT09r2kFvN4xGRkZuLldvV7V3LlzmTt3LgDZ2dlkZmY2KLb6yM2VQkgDeNuasPN0TqPlXPKqXZJf7ZL8NkxxRQ1PrDqCv4MpQ72Myc6+fiOA5Fm7JL/apXZ+G9x9vH//fqKjowFwd3dvlAWtr7dtnkajue1jAOLj44mPjwcgJiam0cY83oqu7qPPBgXn8e2+dOwcXbAwbfCSmIDkVdskv9ol+b1zT/x4mJzSKv41PIpOoV43PVbyrF2SX+1SM78N6j42MTFBo9HUFWOlpaWNEpSnpydpaWl1P6enp1+TpPocI9TV19+J0soa6UIWQjTI5lN5/GfbWe6KcGNUuGyfKYS2NKgovPvuu3n44YcpLCzkyy+/pH///jz00EMNDqpDhw4kJydz9uxZKisrWbZsGXFxcVcdExcXx8KFC1EUhV27dmFra3tN17FQV++2l8cV/pGcp3IkQoimqrC8iilLk/C0NeOZ3m2xMTNWOyQhmq0G9emZmprSv39/bGxsOHHiBG+++SYDBgxoeFBGRsyePZuBAwdSU1PD1KlTCQ0NZc6cOQBMmzaNIUOGsGbNGvz8/LCwsGDevHkNvq9oXC7WpgS7WLEnrVDtUIQQTVBNrcKkxfvIuHiJr8ZG0LG1ndohCdGsNagoPH/+PJ988gnR0dFMnTqV/v37N1ZcDBkyhCFDhlz12LRp0+r+X6PR8NlnnzXa/YR29A9wYu6uc+SXVuBgaap2OEKIJuSlNcf49VgOL/Rpy91R7tcdNy6EaDwN6j5+++23SU5O5oEHHmD+/Pn4+/vz0ksvcfr06caKTzRxg4NcqKiuZfWR82qHIoRoQt7dkMy/N51mTHgrnurpi4VJ40xWE0LcWIPXKdRoNLRq1YpWrVphZGREQUEBd911F88//3xjxCeauN5+TpgaGbBe9kEWQtRDTa3Csz8d4eW1xxkc5MK/h4XgamOmdlhCtAgN+ur16aefsmDBApycnHjwwQd5//33MTY2pra2Fn9/f/797383VpyiiTI3NqRXW0e2pxSgKIp0/wghbig1v4wHvzvAhuQ8xka68e6QIHydLNUOS4gWo0FFYV5eHj/88APe3t5XPW5gYMAvv/zSoMBE8xEX4srvJ3JJOFdAJ28HtcMRQuiZrIuX+HTrWf6z7Sy1isLL/fx4oqcvzlYyDlkIXWpQUfjmm2/e8Lng4OCGXFo0I4ODXWAVfH8wW4pCIVqI4kvVlFfVUKMo1NRe/q+ippbSihpKK6vJvFjBkexitpy5wNYzF1AUGBDgzPRuPgwKcsHESPY1FkLXZOSu0DpfR0vaOlqw7Wy+2qHUKamo5mDmRXJKKnC3NaOdhy3GhvJHSIg7kV5Yzk9HzrPl9AVO5JRwtqCMi5eqb3megQb8nSy5v4MXQ4Nd6RfgJOsQCqEiKQqFTgwLceXzHSlcKK3AUcWlac4XV/DW+pPMS0ijrKqm7nFHC2Me7ebDS/38MTM2VC0+IZoKRVHYmJzHvzedZn1yLooCrtam+DtZMjDQmVbWppgbG2Kg0WCoAQMDDSaGBpgbGWBmbIiTpQlBLla0tjfHztxYxhsLoQekKBQ6MSzElU+2nuX7g1nEd/FRJYY1x85z39IkCsqrGBzkQh8/R1ytTUkvLOfXYzm8tT6ZJfsy+OWBjgS5WqsSoxBNwcncEh5fdZjfTuTiaGHMQ51aMzDQmc7e9rham2FoIAWeEE2RFIVCJ3r4OmBhbMj6k3mqFIXf7D7HQysO4OdoyezRYQwLcb1q3bPn+/qz8kAmD688SJf/bGP9w12I8bLTeZxC6DNFUfhiZypP/3QEA42Gp3v6cm+MB2FutlIICtEMyCAqoROmRob09Xdi69l8ampqdXrv+QlpPPDdATp62bHwnnbcHeVx3YVw74p0Z8eMbpgZGTLgi50k55boNE4h9FlFdQ1Tlx/gke8PEelmw/dTYpg5LJhIDzspCIVoJqQoFDpzV4Qb54srWHMsR2f3/P1EDg+tOEDH1nZ8cVcEnbztb3p8oKs1mx/tQm0tDJq7m+J6DJYXorkrqahmyJcJzN+TxkOdWrN0cjQDg1xkcpYQzYz8RgudiQt1xchAw4qDWTq535kLpYxbtJc2DhZ8ODyECA/bep0X6GLNyintSSkoY9KSfVqOUgj9VnypmtgvdrHldB5vDAzg38ND8HGQBaWFaI6kKBQ6Y29hQl8/JzYm52m9C/lSVQ13LUikphY+GB5Cd1/H2zp/QKALz/Zuy09HzvP17lQtRSmEfqusrmXMgj0knCvg3SHBPNOrLXbmsmSMEM2VFIVCp8a3cyfj4iXWaXkv5H+uO8H+jIu8MTCAIcEud3SNtwcHEeFmzXM/HyO3pKKRIxRCv9XWKty/LIn1J/N4ub8/M7r7YGkqcxOFaM6kKBQ6NTKsFcaGGhbvTdfaPbafzeeDLacZFdaK+zu2xugOxz0ZGxqw8J52XLxUxcMrDjZylLpVUlHNuYIyKqprbn2wEMDzvxxlyf4MHu3qzbO9/a47OUsI0bzIb7nQKXsLE4YFu7LuRC7lldWYN/IfmtKKau5bth83a1P+0c+vwV1dke62zOjehk+2nmVjci59/Z0bKVLtyy+r5OM/z7A8KZOTuaUAaIBIDxse6NiaBzu1loW6xXUtTEzjwy1nGBvpxmuxAVibyZ8KIVoCaSkUOje1U2sKyqtYqIXWwhd/PcapvDJeiw2gQ+ubzzSur7cGBeFgYcxzPx9FUZRGuaa2LdiTht+7G3lnQzJ25sZM7+rDS/38mNrRi/LKGh5bdRj/9zby23HdzQQXTcP+9CIeXnGQ9p62vD04EBdrM7VDEkLoiHz9Ezo3MNAZRwtjlu3P5OFGXMj6j5O5zN6ewoQodyZGezbada3NjHhzYCAzVh1mXkIaUzu1brRrN7bqmlpmrDrMFztTifaw4fk+4QwKcsH2by2mK5IyeOHXYwz+cjev9PfnjUGBKkUs9El+WSVjFiRiY2bEe0OCCHCWnX2EaEmkpVDonLGhAfd39OLPMxc4ml3cKNe8eKmKqcsP0NrenOf6tG30AfHxXbxp42DBW+tPUqWn4/KqamqZtGQ/X+xMZUqMJ8snxzCuncc1BSHA2CgPDj/Xm6EhLry1IZkHlh+gtom0ggrtqK1VmLxkP2mF5fxraDD9A5rOUAkhROOQolCoYka3NgC8v+lUo1zvyR+PkF5UzhuxAbTztGuUa/6VsaEBs+JCSCko592NjRNzY1IUhfgVB1melMkTPdrwYVwofs43X0vOwsSIn6Z25OHO3szbk8bzv6c2me5x0fg+3XaWNcdyeLqXL+PaeaDRyC4lQrQ0UhQKVXg7WDA02JVVh7MpvlTVoGutPpzNvD1pTInx4q5I90aK8FojwlrRsbUdn249S1F5w2JubO/+kVy328Q/YwNwtDSp13kajYbP7wonvnNrlh6+wOu/ndBypEIf7U8v4oVfjtLT14EnerTBXCYgCdEiSVEoVPNs77YUXarmvT/uvOUtp7iCh747QKCzJU/2bIOVFtdR02g0fDwilPyyKl7To+Jp3fEcXll7gsFBLvwz1h8Hi/oVhFdoNBo+HxNBrK8Nb61P5oeDmVqKVOij0opq7lm8D1szY/45IAB3W3O1QxJCqESKQqGanm0d6eZjz9xdqXe0x/DlLtMDFF2q4s1BgUS4128bu4bo4uNAf38n5iWkcUEPFrROLyxn0uJ9+DtZ8tagQDztLO7oOgYGGv47rC3+zpZMXX6A03mljRyp0FdP/3SEEzklvDEwgL7+TmqHI4RQkRSFQlUzhwZzoazqjrotv9x1jtVHzvNoVx+GhbhqIbrrmzk0mIsV1byyTt3WwivjCEsra5g5NIj2XnYNup65sQG/PNCR6lqFkfP2UFmt3a0Ihfp+OJjF3F3nuDfGk0ntvWQcoRAtnBSFQlXdfR0ZEODE5ztTOJVb/9apPecKeWzVYTq3tuPxHm10uttCey87hoW4sGhvOtkXL+nsvn+3eF8Ga4/nML2bD8NCWjXKNf2drZg3LorD2cU8+F1So1xT6Ke0gnIe/O4AIa5WvNDXTxaoFkJIUSjUN3dsJIoC9y3bX6/Zr+cKyhg1fw+OFsa8PTiINo43n2WrDe8NCaassoaX1hzX+b3h8ljKJ348TISbNU/29MXEqPF+lcdGufNwF28W7c2Q8YXNVE2twuSl+7lUXcPbg4IIdpX1CIUQUhQKPeDjYMHbg4PYnlLAP369eZF1vriCgXN3U1Rexay4UNXGQIW52TAmwo2l+zNIKyjX+f0fW3WY4opqXh0QgKdd408M+GhEKL6OFjzy/SG9GDspGtfMjclsOX2BF/r4MVSHQy+EEPpNikKhF57u5cuo8Fb8a9Mp/rP1zHWPOXXhEl0+3cbZ/DJmxYVyV6SbqmOg3hkSRFVNLS/+elSn9/3xUBbfHcjkwU6tGRnWON3Gf2dubMjyye25UFrJ5KVJWrmHUMfOlHxe++0kAwOdie/culFbmYUQTZt8Ggi9oNFoWDopmm4+9jz+4xHGL9rL8fPFKIpCan4Zr/92gthFRym6VMXcuyK4t4MnRobqvn0DnK2YEO3ByoNZnM4r0ck9C8oqeeT7QwQ4WfJ8n7ZazUGMlx0v9PVj7fEc5u0+p7X7CN0pKq/inm/34Wplwj/6+uEmy88IIf5C70YW5+fnM27cOFJSUvDx8eG7777D3t7+muN8fHywtrbG0NAQIyMjEhMTVYhWNCZTI0M2P9qVx1Yd5svd51ielIkGuDLKsJe3FS8MCCE20AVDA/2YJfnWoCCW7c/khV+OsfK+Dlq/37M/HyW3pIIPhofg46D9sZSvDwzkpyPnefrnI8QGOuOhha5qoRuKovDI94dIKyzny7GR9PB1VDskIYSe0buWwpkzZ9KvXz+Sk5Pp168fM2fOvOGxmzZtIikpSQrCZsTI0IDP74rg5At9eK53Wx7o5MVTPX1ZeW975gzzZXCwq94UhHB5POT9Hbz48ch5jp1vnH2cb2TDyVy+SUhjcntPxkS4afVeVxgbGrB8cnvKKmuYuLh+E4GEflqYmM7S/Rk81NmbuyLdMdCj3yMhhH7Qu6Jw9erVTJkyBYApU6bw448/qhuQUIWvkyX/Hh7Cl3dHMWtEKGMi3bExM1Y7rOt6bWAAhhp47mftjS0sqajmoe8O0NrenKd7+WKmw23IQlpZ88bAQLacucAnf15/vKfQb0kZRUxbeZAYT1ue6dVWlp8RQlyX3n0ynD9/Hje3y60gbm5u5OTkXPc4jUZDbGwsGo2Ghx9+mPj4+OseN3fuXObOnQtAdnY2mZnaX2IjNzdX6/doifQ1rxpgSqQzX+3L4Yfdx+nsZdPo9/jnpjRSCsr5KNYLR0rJzGz8HUdult+JgRas2GfBy2uP09FZg4+dWaPfv7lT6/1beKmakd8ew8rEgBc6OWJRVURmZpEqseiCvn5ONBeSX+1SO7+qFIX9+/cnOzv7msffeeedel9j+/btuLu7k5OTw4ABAwgKCqJnz57XHBcfH19XMMbExODu7n7ngd8GXd2npdHXvL4/2pnvj//BG1uzSXomsFFnRe84m883+3MYG+nGA73CtNrKc7P8fv+APaH/3szjv6WT8EQP6X68A7p+/9bWKsR/k0BG8eUJWqM7eLWIfzd9/ZxoLiS/2qVmflXpPt6wYQOHDx++5r8RI0bg6upKVlYWAFlZWbi4uFz3GleS5uLiwqhRo0hISNBZ/EL8na25Mf8aGszBrGI+257SaNctrahmyrL9uFqZ8lRPX1W7/XwcLPhoRCh704t44/eTqsUh6u/Vdcf59VgOz/Ty5e4oGUcohLg5vRtTGBcXx4IFCwBYsGABI0aMuOaY0tJSiouL6/7/999/JywsTKdxCvF3Uzu2JsLNmjd+P8nF8qpGueYzPx/ldF4ZbwwMoLP3tbPwde2hzq2JDXBm5sZkElIL1A5H3MSXu1J5949TjAxrxZM9fbE01bvRQkIIPaN3ReGLL77I+vXr8ff3Z/369bz44osAZGZmMmTIEODyuMPu3bsTGRlJx44dGTp0KIMGDVIzbCEwMNDwxdhI8koreXL14QZf79ej5/liZyqT2ntyd5SHqgt1X6HRaPh2YjtszYwZu3AvFy81TvErGte64zk88v0hunrb887gQFrZyBhQIcSt6d1XR0dHR/74449rHnd3d2fNmjUA+Pr6cuDAAV2HJsQtdfa2Z3J7TxYkpjOpvSd9/Z3v6Dq5JRU8sPwA/k6WPNmjDXbm+jPz2tnKlBX3tqffnJ2MW7iXNQ910ouCVVy251whYxck0tbRgveGBhHSqvEnPgkhmie9aykUoqmbPToMFytT7l924I66katrapnw7T4Kyit5a1Ag0V52jR9kA/Xyc+KVAQGsO5HLvzeeUjsc8T8J5woY8MVObM2M+XhEKD3bqrM3uBCiaZKiUIhGZmNmzJKJ7UgvKmfMgsTbWvBZURSe+fkofyTn8VI/f0ZoaW/jxvDPAQH0aevIK+tOsObYebXDafF2pxYw4ItdWJka8cVd4QwKuv4kPSGEuBEpCoXQgj7+zrw1KIgNyXk8+eORep/3zoZkPt16lnvaeTCjexudLlJ9uwwMNPxwfwda25tz98K97E9vvmvf6bsNJ3OJnbsLG1MjvrgrgsHBrtKlL4S4bVIUCqEl/+jnx4R27ny67SzP/Xzkpi2GtbUKr6w9zqvrTjAk2IV3hgTiaGmiw2jvjJ25MZse6YKliSED5+4iNb9M7ZBanP9uT2HQl7txtjThi7siGBLsIkvPCCHuiBSFQmiJRqNh0T3RjIlw44PNZxj+dQJ5JRXXHHeuoIwR8/bwzoZkRoS68vGIUHwcLFWI+M60trfgt/jOlFXV0Ou/O8goKlc7pBahorqG6d8fYvoPl2cZzxsfyZAQaSEUQtw5vZt9LERzYmig4bvJ7fnnb8eZ+ccpWr+9gXvaedDZ256qWoWtZ/JZdSgLBXi2ly9P9/LFzdZc7bBvW5SHLT8/0JHhXyfQ6eNtbHykMwEu1mqH1WwdyS5m4uJ9HMi8yOT2HrzSP4AAFyu1wxJCNHFSFAqhZQYGGt4eHMzI0Fb887eTLNmfwdcJaQDYmhkxJNiF+zt4MSDQGVMj/R1DeCt9/JxY/3Bnhny1m5iPt7F0UjuGhujvRJmmqKqmlv9sO8tLa45jaWLIrLgQpnTwwsFC/4caCCH0nxSFQuhITGt71jzUiZKKavanF6Gg4GlnhpedBcaGzWMkRxcfB/Y82ZPBX+5i2Nd7eLiLN+8PC1F1e77mQFEUfjiUxT9+PU5yXik9fB14tb8/ffycMGom7x0hhPrkk1oIHbMyNaJHW0e1w9AaPydLDjzTi/gVB/liZyrfH8zi9dgApnZqjbkez6bWV9vOXOD5X46xM7UAXwcLPh4RythIN9yb4DADIYR+k6JQCNHoLEyM+HZiNPd18OKZn44wY9VhXll3nPFRHgwLcaWzt32TmF2tpuPni/nHmuP8eDgbZ0sTXunvz6hwN6LcbWR2sRBCK6QoFEJoTf8AZ5Ke6cUPh7L4Ykcq8xLSmLMzFQB/J0v8nS3xsjPHw9YMJ0sTHC1McLQwxvF//+9sZaLXazVqQ/bFS7zx+0m+3H0OMyMDHu3qzT3tPGjvZdficiGE0C0pCoUQWqXRaBgT4c6YCHculFby69Hz7Ekr5FBWMafyStmRkk9hefX1zwW87MwJc7OmvactgwJd6ORtj2EzbCkrqajmg82n+WDzaSqqa7krwo0HO3rRydtBxmQKIXRCPmmEEDrjaGnCvR28uLeDF3B50e6SymqKyqvJvniJ86UV5JZUkldaycVL1eSWVHAmv4zjOSX8djyHt9YnY2duzIhQVx7v0YZoTzt1X1AjqK6p5avd53j9t5OcL6mgv78T07v50NvPCTtzY7XDE0K0IFIUCiFUY2CgwcbMGBszY7zsbzxxQlEUUgvK+eFgFhuS8/juQCYLEtPp2NqOl/v5Mzy0aS7a/MfJXJ5YfYQj2cW087DhX0ODGBbaSsZbCiFUIUWhEELvaTQafBwseLp3W57u3Zac4go+3HKaxXszGDFvD1287Zk9OqzJtBym5Jfx7M9H+f5gFh62ZnwwLJjx7TzwsJMZxUII9UhRKIRoclysTfnXsBDeHhTIzI2n+OjPs8R8tJV7Yzz5ZGQYtnra7VpZXcvMjad4749kFOCRrt480tWbsFY2TbKlUwjRvEhRKIRosoyNDHk1NpAZ3drw5E9HWLQ3nXXHc/hmXBRDQlzVDu8qB7JLeX7xnxzOLqa/vxNP9vQlNtC52SxcLoRo+uTTSAjR5NlbmrBgQjv+mNYFCxNDhn6dwL1L9lFScf1Zzbp0qaqGF385xrAlxzlfXMGsuBCWTW7P0BBXKQiFEHpFWgqFEM1Gbz8njj7fh8dWHebr3efYcjqf5ZOj6ezjoEo8O87mM3V5EidySxnc1oaXBoXTrY29dBULIfSSfE0VQjQrZsaGfHl3JL882JHKmlq6z97Oq2uPU11Tq7MYSiuqeWr1Ybp/tp2Ll6qZPSqMjwe3obuvgxSEQgi9JUWhEKJZGhLsypHnehMb6MzbG5Lp9Mk2TueVav2+f5zMJfyDLXz851nuCnfj+/tieLSbD1am0jEjhNBvUhQKIZotB0sT1jzUmc9Gh3Eyt4SID7bw1a5UFEVp9HsVllfx0HcH6P/FLmpqFebeFcHcuyPp4iOtg0KIpkG+ugohmr1Hu7VhQIAzE77dx0MrDrLiQBaf3xWOr6Nlg69dW6uwMDGdl9Ye43xxBfe292RGdx9ivOykGBRCNCnSUiiEaBH8na1IeKIHL/XzY+vZCwT/axMv/nL0jmcoK4rCHydzifn4T+5fnoSDuQnzx0cxe3Q4HVrLZBIhRNMjLYVCiBbDwEDDO0OCeaBTa2b8cJh/bTrN3F3neLJnG+I7e9PKxuyW16iormHZ/kw+/vMMSZkXaWVtytuDArkn2oM2jdDyKIQQapGiUAjR4vg6WrLmoU78fiKHt9Yn89pvJ3nz95P08HVkSLAL7T3t8LY3x9rUiIrqWjIuXuJAZhFbTuez5th5ii5V4+towSv9/Rkd3opId1sMDKRlUAjRtElRKIRosWIDXYgNdCEhtYDPd6Tw55l8nv/l2A2Ptzc3pqevI4OCnBkS5IK3g4V0Ewshmg0pCoUQLV5Hb3s6etujKArHzpewIyWfjKJLlFbWYGyowcXKFB8HC6I9bGhlYyY7kQghmiUpCoUQ4n80Gg0hrawJaWWtdihCCKFzevd1d8WKFYSGhmJgYEBiYuINj1u3bh2BgYH4+fkxc+ZMHUYohBBCCNH86F1RGBYWxg8//EDPnj1veExNTQ3Tp09n7dq1HD16lKVLl3L06FEdRimEEEII0bzoXfdxcHDwLY9JSEjAz88PX19fAMaPH8/q1asJCQnRdnhCCCGEEM2S3hWF9ZGRkYGXl1fdz56enuzevfu6x86dO5e5c+cCkJ2dTWZmptbjy83N1fo9WiLJq3ZJfrVL8qsbkmftkvxql9r5VaUo7N+/P9nZ2dc8/s477zBixIhbnn+9fUtvtCxEfHw88fHxAMTExODu7n6b0d4ZXd2npZG8apfkV7skv7ohedYuya92qZlfVYrCDRs2NOh8T09P0tLS6n5OT0+vVxJTUlKIiYlp0L3rIzc3F2dnZ63fp6WRvGqX5Fe7JL+6IXnWLsmvdukivykpKTd8rkl2H3fo0IHk5GTOnj2Lh4cHy5YtY8mSJbc8Ly8vTwfRXW6RvNnMaXFnJK/aJfnVLsmvbkietUvyq11q51fvZh+vWrUKT09Pdu7cydChQxk4cCAAmZmZDBkyBAAjIyNmz57NwIEDCQ4O5u677yY0NFTNsIUQQgghmjS9aykcNWoUo0aNuuZxd3d31qxZU/fzkCFD6opEIYQQQgjRMHrXUtgcXJnYIhqX5FW7JL/aJfnVDcmzdkl+tUvt/GqU603lFUIIIYQQLYq0FAohhBBCCCkKhRBCCCFECy8Krays1A7hpqZOnYqLiwthYWFqh3LHNBoNkydPrvu5uroaZ2dnhg0b1ijXr8+/4fHjx+nSpQumpqZ88MEHjXJffabNnF+4cIE+ffpgZWXFjBkzGny9puxW773evXvf1tISL7/8Ml5eXnr/uXQr77zzDqGhoURERBAVFXXD3aZuZfPmzezYsaPR4vLx8WnUZckGDRqEnZ1do32W3S6NRsMzzzxT9/MHH3zA66+/rkosjfmebSqfMfr+e3qn9UOLLgrVUFNTU+9j77vvPtatW6fFaLTP0tKSw4cPU15eDsD69evx8PC4rWtUV1c3KAYHBwc+/fRTnn322QZdp6lojJzfiJmZGW+99VaLKK51bfjw4SQkJKgdRoPs3LmTX375hX379nHw4EE2bNhw1Zakt6Oxi8KGuN5n0HPPPceiRYtUiOYyU1NTfvjhB52tv6stf8+tfMbcmC7qhxZfFJaUlNCvXz+io6MJDw9n9erVwOUVv4ODg3nooYcIDQ0lNja27o/sX1sA8vLy8PHxqTunR48eREdHEx0dXfeBtnnzZvr06cM999xDeHg4r776Kp988kldDC+//DKffvrpNbH17NkTBwcHbb58nRg8eDC//vorAEuXLmXChAl1zyUkJNC1a1fatWtH165dOXHiBADz589n7NixDB8+nNjYWEpKSrj//vsJDw8nIiKC77//vu4aL7/8MpGRkXTu3Jnz589fc38XFxc6dOiAsbGxll+p/riTnPfo0YOkpKS647p168bBgwevuq6lpSXdu3fHzMxM+y+iCdi8efNVLUUzZsxg/vz5Vx3z9ddf89RTT9X9/OWXX/L0009fc63OnTvj5uamtVh1ISsrCycnJ0xNTQFwcnKq221q79699OrVi/bt2zNw4ECysrKAy5+nTz75JF27diUsLIyEhARSUlKYM2cOH330EVFRUWzdupXc3FzGjBlDhw4d6NChA9u3bwfg9ddfZ8qUKcTGxuLj48MPP/zA888/T3h4OIMGDaKqqqouvvfff5+OHTvSsWNHTp06BXDT68bHxxMbG8u99957zWvt168f1tbW2kvmLRgZGREfH89HH310zXOpqan069ePiIgI+vXrx7lz5ygqKsLHx4fa2loAysrK8PLyoqqqitOnTzNo0CDat29Pjx49OH78OHC5sHjkkUfo06cPvr6+bNmyhalTpxIcHMx999131T2feeYZoqOj6devX93+vTe77tNPP02fPn144YUXrrpOU/qMaZb1g9KCWVpaKlVVVUpRUZGiKIqSm5urtG3bVqmtrVXOnj2rGBoaKvv371cURVHGjh2rLFq0SFEURenVq5eyZ8+eunO8vb0VRVGU0tJSpby8XFEURTl58qTSvn17RVEUZdOmTYqFhYVy5swZRVEU5ezZs0q7du0URVGUmpoaxdfXV8nLy7tujGfPnlVCQ0Mb/8XriKWlpXLgwAFlzJgxSnl5uRIZGals2rRJGTp0qKIoilJUVKRUVVUpiqIo69evV0aPHq0oiqLMmzdP8fDwUC5cuKAoiqI8//zzyhNPPFF33fz8fEVRFAVQfvrpJ0VRFOW5555T3nrrrRvG8tprrynvv/9+o79GfXOnOZ8/f35djk+cOFH3/r2eefPmKdOnT9fuC9FzlpaWV+VVURRl+vTpyrx58xRF+f/PiZKSEsXX11eprKxUFEVRunTpohw8ePCm122qiouLlcjISMXf31955JFHlM2bNyuKoiiVlZVKly5dlJycHEVRFGXZsmXK/fffryjK5Tw9+OCDiqIoypYtW+o+7/7++zphwgRl69atiqIoSmpqqhIUFFR3XLdu3ZTKykolKSlJMTc3V9asWaMoiqKMHDlSWbVqlaIoiuLt7a28/fbbiqIoyoIFC+r+3W523ejoaKWsrOyGr/fv//66ZGlpqRQVFSne3t5KYWGh8v777yuvvfaaoiiKMmzYMGX+/PmKoijK119/rYwYMUJRFEWJi4tTNm7cqCjK5X+DBx54QFEURenbt69y8uRJRVEUZdeuXUqfPn0URVGUKVOmKOPGjVNqa2uVH3/8UbG2tlYOHjyo1NTUKNHR0XV/HwHl22+/VRRFUd544426z4abXXfo0KFKdXX1DV+fvn/GNNf6Qe8Wr9Y1RVF46aWX+PPPPzEwMCAjI6OutalNmzZERUUB0L59+5vuFwhQVVXFjBkzSEpKwtDQkJMnT9Y917FjR9q0aQNcHtvi6OjI/v37OX/+PO3atcPR0VErr08fREREkJKSwtKlS69ZcLyoqIgpU6aQnJyMRqO56lv9gAED6r7pbNiwgWXLltU9Z29vD4CJiUldS0379u1Zv369tl9Ok3AnOR87dixvvfUW77//Pt988801LQHizlhaWtK3b19++eUXgoODqaqqIjw8XO2wtMLKyoq9e/eydetWNm3axLhx45g5cyYxMTEcPnyYAQMGAJe7wf7aKnqlJbtnz55cvHiRwsLCa669YcMGjh49WvfzxYsXKS4uBi63jBsbGxMeHk5NTQ2DBg0CIDw8/KrP7Sv3mTBhQl3r7c2uGxcXh7m5eUPTojU2Njbce++9fPrpp1fFuXPnTn744QcAJk+ezPPPPw/AuHHjWL58OX369GHZsmU8+uijlJSUsGPHDsaOHVt3fkVFRd3/Dx8+HI1GQ3h4OK6urnXv3dDQUFJSUoiKisLAwIBx48YBMGnSJEaPHn3L644dOxZDQ0MtZEV3mmP90OKLwsWLF5Obm8vevXsxNjbGx8eHS5cuAdR1gQAYGhrWNf8aGRnVNcFfORbgo48+wtXVlQMHDlBbW3tV87elpeVV933wwQeZP38+2dnZTJ06VWuvT1/ExcXx7LPPsnnzZi5cuFD3+KuvvkqfPn1YtWoVKSkp9O7du+65v+ZMURQ0Gs011zU2Nq573NDQsMHjD5uT2825hYUFAwYMYPXq1Xz33Xeyv2k9/PWzAK7+PPirBx98kHfffZegoCDuv/9+XYWnCkNDQ3r37k3v3r0JDw9nwYIFtG/fntDQUHbu3Hndc/7+u3293/Xa2lp27tx53SLtyme1gYHBVZ8JBgYGV30m/PW6V/7/Ztf9++e2PnryySeJjo6+6fvqymuNi4vjH//4B/n5+ezdu5e+fftSWlqKnZ3dVUNH/uqvuf3r38S/5/bv96utrb3pdZtCbm+lOdYPLX5MYVFRES4uLhgbG7Np0yZSU1NveY6Pjw979+4FYOXKlVddy83NDQMDAxYtWnTTQaGjRo1i3bp17Nmzp25/5+Zs6tSp/POf/7ymhaSoqKhuEsTfx2L9VWxsLLNnz677uaCgQCtxNid3kvMHH3yQxx9/nA4dOjSL8aza5u3tzdGjR6moqKCoqIg//vjjusd16tSJtLQ0lixZctX4zubmxIkTJCcn1/2clJSEt7c3gYGB5Obm1hWFVVVVHDlypO645cuXA7Bt2zZsbW2xtbXF2tq6rsUOrv0MuFGxcTNX7rN8+XK6dOnSaNdVk4ODA3fffTdff/113WNdu3at61lZvHgx3bt3By635Hbs2JEnnniCYcOGYWhoiI2NDW3atGHFihXA5S/gBw4cuK0Yamtr6/4WLlmyhO7duzfKdfVdc6wfWmxRWF1djampKRMnTiQxMZGYmBgWL15MUFDQLc999tln+fzzz+natetVM78effRRFixYQOfOnTl58uRNvwmZmJjQp08f7r777hs2oU+YMIEuXbpw4sQJPD09r/qlb2o8PT154oknrnn8+eef5x//+AfdunW76S/BK6+8QkFBAWFhYURGRrJp06Z63zs7OxtPT09mzZrF22+/jaenJxcvXryj19GU3EnO27dvj42NzU1bHXx8fHj66aeZP38+np6eV3W9tRRXPj+8vLy4++67iYiIYOLEibRr1+6G59x9991069atbujD3z3//PN4enpSVlaGp6enasuLNERJSQlTpkwhJCSEiIgIjh49yuuvv46JiQkrV67khRdeIDIykqioqKtmFtvb29O1a1emTZtW9zk3fPhwVq1aVTfR5NNPPyUxMZGIiAhCQkKYM2fObcdXUVFBp06d+OSTT+omaNzpdXv06MHYsWP5448/8PT05LfffrvteBrLM888c9Xfok8//ZR58+YRERHBokWLrpqYMG7cOL799tu67l64XDh+/fXXREZGEhoaWjdhor4sLS05cuQI7du3Z+PGjfzzn/9s0HX1/TOmOdcPLXabuwMHDvDQQw+ptgREbW0t0dHRrFixAn9/f1ViEOLvMjMz6d27N8ePH8fAoMV+Z7ylO/n8GDZsGE899RT9+vXTYmRNT+/evfnggw+IiYlROxQh6qU51w8t8lN/zpw5TJgwgbfffluV+x89ehQ/Pz/69esnBaHQGwsXLqRTp0688847UhDexO1+fhQWFhIQEIC5ubkUhEI0cc29fmixLYVCCCGEEOL/SXOAEEIIIYSQolAIIYQQQkhRKIQQQgghkKJQCNGCGRoaEhUVRWhoKJGRkcyaNeuqxai14bnnniM0NJTnnntOq/cRQojbJRNNhBAtlpWVFSUlJQDk5ORwzz330K1bN9544w2t3dPGxobc3NyrdjzQlurqaoyMWvzGVUKIepKWQiGEAFxcXJg7dy6zZ89GURRSUlLo0aMH0dHRREdH1y22PHny5KsW4Z04cSI//fTTVddSFIXnnnuOsLAwwsPD63bSiIuLo7S0lE6dOtU9BpfXHfP39yc3N7fuZz8/P/Ly8sjNzWXMmDF06NCBDh06sH37dgASEhLo2rUr7dq1o2vXrpw4cQK4vEvN2LFjGT58OLGxsdpLmBCi+VGEEKKFsrS0vOYxOzs7JTs7WyktLVXKy8sVRVGUkydPKu3bt1cURVE2b96sjBgxQlEURSksLFR8fHyUqqqqq66xcuVKpX///kp1dbWSnZ2teHl5KZmZmTe8p6Ioyuuvv6589NFHiqIoym+//aaMHj1aURRFmTBhgrJ161ZFURQlNTVVCQoKUhRFUYqKiuruu379+rrj582bp3h4eCgXLly4o5wIIVou6VcQQoi/UP43oqaqqooZM2aQlJSEoaEhJ0+eBKBXr15Mnz6dnJwcfvjhB8aMGXNNF+22bduYMGEChoaGuLq60qtXL/bs2UNcXNwN7zt16lRGjBjBk08+yTfffFO31eCGDRuu2ubr4sWLFBcXU1RUxJQpU0hOTkaj0VBVVVV3zIABA2TvaiHEbZOiUAgh/ufMmTMYGhri4uLCG2+8gaurKwcOHKC2thYzM7O64yZPnszixYtZtmwZ33zzzTXXUe5gqLaXlxeurq5s3LiR3bt3s3jxYuByV/LOnTsxNze/6vjHHnuMPn36sGrVKlJSUujdu3fdczfbN1UIIW5ExhQKIQSQm5vLtGnTmDFjBhqNhqKiItzc3DAwMGDRokXU1NTUHXvffffx8ccfAxAaGnrNtXr27Mny5cupqakhNzeXP//8k44dO94yhgcffJBJkyZdtdF9bGwss2fPrjsmKSkJgKKiIjw8PIDL4wiFEKKhpCgUQrRY5eXldUvS9O/fn9jYWF577TUAHn30URYsWEDnzp05efLkVa1vrq6uBAcH13Xx/t2oUaOIiIggMjKSvn378u9//5tWrVrdMp64uDhKSkquuu6nn35KYmIiERERhISEMGfOHACef/55/vGPf9CtW7erClYhhLhTsiSNEELcprKyMsLDw9m3bx+2traNdt3ExESeeuoptm7d2mjXFEKI+pKWQiGEuA0bNmwgKCiIxx57rFELwpkzZzJmzBjee++9RrumEELcDmkpFEIIIYQQ0lIohBBCCCGkKBRCCCGEEEhRKIQQQgghkKJQCCGEEEIgRaEQQgghhECKQiGEEEIIgRSFQgghhBACKQqFEEIIIQRSFAohhBBCCMBI7QB0ycnJCR8fH63fp6qqCmNjY63fpzmQXN0eyVf9Sa7qT3JVf5Kr+pNc3R5d5SslJYW8vLzrPteiikIfHx8SExO1fp/MzEzc3d21fp/mQHJ1eyRf9Se5qj/JVf1JrupPcnV7dJWvmJiYGz6navfxunXrCAwMxM/Pj5kzZ17z/ObNm7G1tSUqKoqoqCjefPPNep8rhBBCCCHqT7WWwpqaGqZPn8769evx9PSkQ4cOxMXFERISctVxPXr04Jdffrmjc4UQQgghRP2o1lKYkJCAn58fvr6+mJiYMH78eFavXq31c4UQQgghxLVUaynMyMjAy8ur7mdPT0927959zXE7d+4kMjISd3d3PvjgA0JDQ+t9LsDcuXOZO3cuANnZ2WRmZjbyK7lWbm6u1u/RXEiubo/kq/4kV/Unuao/yVX9Sa5ujz7kS7WiUFGUax7TaDRX/RwdHU1qaipWVlasWbOGkSNHkpycXK9zr4iPjyc+Ph64PLhSV4NeZXBt/Umubo/kq/4kV/Unuao/yVX9Sa5uj9r5Uq0o9PT0JC0tre7n9PT0a5JhY2NT9/9Dhgzh0UcfJS8vr17niqaruqaWXakF7M+4SOGlKi5eqsbO3IggFytCXK0JcrG64ZcAIYQQja+6ppaDWRc5nlPC8ZwSKqprsTUzxsHCmK4+DoS7WcvncjOgWlHYoUMHkpOTOXv2LB4eHixbtowlS5ZcdUx2djaurq5oNBoSEhKora3F0dEROzu7W54rmp69aYW8v/k0647nUHSpuu5xUyMDKqpr635u42DB5PYeTOngha+jpRqhCiFEi7A3rZCFe9NZtj+DnJJKAAw0YGSgobLm/3vtXK1NGR3Wihf6+uHtYKFWuKKBVCsKjYyMmD17NgMHDqSmpoapU6cSGhrKnDlzAJg2bRorV67k888/x8jICHNzc5YtW4ZGo7nhuaJpOna+mFfWHueHQ9nYmBrRx8+RLj72dGptj5edGZYmRpRV1XAo8yJ70gr5/WQub61P5p0NyUyO8eLtwYF42Jqr/TKEEKLZOJR1kX/8eoxfj+VgYqihh68jff0cCXC2JLSVDY4WJpRV1ZBRVM76k3lsP5vPVwnn+HL3OR7o6MUbg4LUfgniDmiU6w3Qa6ZiYmJk8Wo9oigKH/52iFc2pWFkoGFitAeTYzzp3NoeI8ObT4w/kl3M2+tPsvJgFoYGGl7q58fL/QMwNGje3Rfy3qo/yVX9Sa7qr7nnqvhSNc/8fISvdp/DysSIKTGejG/nQTsPGyxMbt6OlJxbwgu/HOOno+exMzPiv0N8uLuLFIf1pcvFq29UC7WoHU2E/iirrGbaykMs2ptOx9Z2vDUwkD7+Thjfohi8IrSVNUsnt+eV7Is8vuowr/12kp+OnGfFvTG0cZSuCyGEuF07U/KZtGQ/KfllTIjy4KHOrenexuGWX9Kv8He24of7O5CQWsC4RXuZ8H0yhwrhjYGBGDTzL+zNhao7moiWqbSimiFfJfDt3nTujXBk6cRoYoNc6l0Q/lVoKxs2TOvCZ6PCOJ5TQvgHm1l1KEsLUQshRPOkKAofbj5N99nbuVRVw9y7IvhibAS9/ZzqXRD+VUdvew4915u+Pja8vSGZe5fup7a2xXRKNmlSFAqdKq2oZujXCWw9c4G3BwfySi9PfJ0aNllEo9HwaPc2JD3Tk9Z25oyZn8h7G66/dJEQQoj/V1ldS/yKgzz781H6+DmxfHJ7pnZqjZVpwzoSrUyNmD/Kj8e7t2HxvgwmL5HCsCmQ7mOhM5eqahj2v4LwrUGBPN7Dl4sXchrt+n5OViQ+1YOR8/bw0trjnMgt4etxUc1+nKEQQtyJ4kvVjJy3h42n8nigoxf/jA2gtX3jDb/RaDR8PDIUjQY+2XoWAw0svKedLF2jx6QoFDqhKAqPfH+Izacv8Pb/CkIrUyMuNvJ9LEyMWPdQZ2asOsTnO1Iprqhm+eT2d9QFIoQQzVVheRWD5u4iMa2Q12MDeLxHG+wtTBr9PhqNho9GhFJdq/DZ9hSCXK15ub9/o99HNA75Syl04rPtKczfk8ZDnVozo3ubBndN3IyBgYb/jongpX5+/HAomxHf7KGqpvbWJwohRAtwobSSfnN2sje9iH8NDea5Pm21UhBeodFo+HRkGAMCnHht3XHWHjuvtXuJhpGiUGjdltN5PLn6CD18HXipvx+25sY6ue87Q4J5c2Aga47nMOKbPdTIeBYhRAtXWF5F/zk7OZx1kQ+Hh/Bo9za3XGqmMRgYaFg5JYbW9ubcs3gfZy6Uav2e4vZJUSi0qqCsknu+3YenrRnvDArCx0G3O5C8GhvAW4MCWXs8h3u+3SeTT4QQLVZpRTXDvtrN4exiPhgeQnwXb8yNDXV2fxszY9bFd6aqRmHM/ESZeKKHpCgUWvXEj0c4X1zBO4OD6NHWUZUYXhkQwLO9fPnuQCbxKw5KYSiEaHEqqmsYPT+RnakFvD04kAc7e2Omw4LwigBnKz4dFUZS5kVe++2Ezu8vbk6KQqE1qw9ns2hvOlM7tmZkWCtVY/n38BAe6OjFV7vP8dbvJ1WNRQghdElRFOJXHOT3k7m83N+f6d3a6LSF8O/u7+BFbIAT7286zcHMItXiENeS2cdCK/JKKohfcYAAZ0ue6NkGSy1OLKkPjUbD3LGRZBVX8PrvJ2nrZMnE9p6qxtSSKIrCydxS9mcUcSDzIqfySskvq6KgvBJFubymmY2ZEW0dLQl0tiTC3YZOre0xMZLvrfqu+FI1O1LyOXK+mOM5JaTml1NSWU1JRQ3GhhocLUxwtDQhyMWKSHcb2nva4mkne5Xr0vubTrMwMZ2HO7fm6V5ttTrRrz40Gg0LJrQj6F+bmLh4P/uf7ikrROgJKQqFVvxjzXEulFXxyYgwQlvZqB0O8P8DnTt/spUHvjuAj4M53dqo06XdEtTWKmw6lcf3h7JYcyyH1IJyAAwNNHjammFnbozN//44lVfVkFNSweZTFyirqgHA3NiA7m0cGRXeinFR7jhocXakuD2p+WUs3pfBmmPn2X2ukOr/jQ2zMzfC3cYMKxMj7MyNqK5VyLx4iSPZxSzbn8GVgRvBrlbEhboyLtKDdp626r2QFmD14WxeXHOM2ABnXosNwE5HE/1upZWNGbNHhTF5aRLv/nGKf8YGqB2SQIpCoQV70wr5OuEc97TzYHioq9rhXMXc2JDfH+5C9KwtjPhmDwlP9GjwjiriavlllczdmcqXu89x5kIZ5sYGdPSyZ2K0B2GtrGnnaUsrazMsTQyv2tqwtlahtLKaE7mlbD+bz46UfHadK+TR7w/x+KrDDA5y4elevvRq6yiL36qguqaWHw5l898dKWw5fQGAEFcrJrf3pIOXLVEetvg4WGBnboyZkUHdv5GiKFTW1JJ9sYKEtAK2ny1g29l8Pth8hn9tPE2Uuw3Tu/kwqb2nKmPcmrMDmUVMXLyPYBcrPhoRgputfrXQTmzvyZydqczacpqHO7fG1cZM7ZBaPCkKRaNSFIXHfzyMvbkxD3fxVr3b+HpcrU1Z/3AXOn2ylYFf7mLvUz2xMdOPb89NWX5ZJbO2nOHTrWcprqimvactbw8KZFiIC4Eu1rf8g29goMHazJgYLztivOx4oqcvtbW1bEjOY8GedNYcP8/PR88T5W7DqwMCGBXeSopDHaioruGrXef4cMsZzuaX4WFrxrQu3gwOcqFbGwccLW/egqvRaDA1MsTbwQJvBwvGRnoAl1sbP9+RwoqDWTy04iCvrD3OK/0DeLBzaykOG0H2xUsM/zoBSxNDPhkZSoie9Nj8lUaj4fO7Imj34RYeW3WY76bEqB1Si6dqJ/66desIDAzEz8+PmTNnXvP84sWLiYiIICIigq5du3LgwIG653x8fAgPDycqKoqYGHkj6Ysl+zLYkVLA9G4+dPVxUDucGwppZc3KKTGczS9n8NzdVMvi1nesqqaWj7acps07f/DuhmQ6t7Zj2aRofovvzMsDAoj0sLvjP/IGBgbEBrqweFI0517pz2uxAeSXVTFmQSLRs/5k86m8Rn414oraWoXFe9MJmrmJGasOY21qyPvDgtnyaFf+OyacuLBWtywIb8bbwYKZw0JIfrEPyyZF425rxmM/Hsb33T9YeSBTVglogEtVNYyav4fckkpmxYXSP8BF7ZBuKNzNhgc7efP9oSx2peSrHU6Lp1pRWFNTw/Tp01m7di1Hjx5l6dKlHD169Kpj2rRpw5YtWzh48CCvvvoq8fHxVz2/adMmkpKSSExM1GXo4gbKKqt5/pejhLhaMbWjl97vOTwwyIVPR4axI7WA+5clqR1Ok/Tn6Qu0m/UnT/90lDBXa5ZOimbFlBjGtfNoUMFwPdZmxrw+MJDTL/XlX8OCybp4iT6f72TIl7s4V1DWqPdq6RLTCun06VYmLdmPqZEBs0eF8Vt8Z57t40dbJ8tGbaE1MDBgXDsP9j7Vk+8mR2NlYsTYhXvp+dkOTuaWNNp9WgpFUXjwuwPsSi3kzUGBTGjnoXZIt/Tu0CCsTY14bNVh+TKgMtWKwoSEBPz8/PD19cXExITx48ezevXqq47p2rUr9vb2AHTu3Jn09HQ1QhX19Nn2FDIvVvBUT1+dL1J9px7t5sP0bj58uy+D9zeeUjucJqOssprHVx2m1393UFBWyYfDQ/j+vsvFoLZ3rDEyNOD5Pn6cfqkfT/Vsw6ZTFwicuYl3N5yUFt8GKiqvYsYPh+j4yVbOXijjzYGBrIvvxPTubWil5fFeGo2GsVEeHH2+N6/FBpCUUUTE+1v4YNMpWeT4Nrz3xykW78vg0a7ePNa9DQZ6/uUcwMHChNdiA0hML2LlgSy1w2nRVBvwlZGRgZeXV93Pnp6e7N69+4bHf/311wwePLjuZ41GQ2xsLBqNhocffviaVsQr5s6dy9y5cwHIzs4mMzOzkV7BjeXm5mr9HvqmuKKG9zacJMbNgq7O1DvP+pCrFzo6cOBcHi+uOYabSSV9fe3UDumG9CFfSdmlTP/1LCmFFYwMtOOR9i6EtjKjtiSfTB037DzbwYExfhY8/3sKL689wZLEc8wZ7ouvvZle5KqpyM3N5c+UizzzewrZJVWMDLBjajsn2rlborlURKaO15KLD7dmqHcwj605y3O/HGNpYipzhrfFw0b9Gej6/L5ak1zAy2vP0M/HmseibMjPVXeP4dvJ1cg2pvzL0oh/rj1CV2elRY4X1of3lmpF4fWaiG/0Jti0aRNff/0127Ztq3ts+/btuLu7k5OTw4ABAwgKCqJnz57XnBsfH19XMMbExODu7t5Ir+DmdHUfffHW+pMUXKrhsV4BhLT1uvUJf6EPufp1mgvRs/5k+ppUdj/hRZCrtdoh3ZBa+VIUhY//PMMLv57A0cKEOWPCGa+DlsFbcXeH7aG+fLEjhed+OcaAhcf49/AQRrdx0ov3lr4rq6zmxQ2pLDpwDh97c74ZF8rocDeszdSdJObuDjsDffj4zzO8uu4EAxYdY/74KEaGu6ka1+XY9O99tS+9kCfWJhHeyprPxrUn0EU/PsNuJ1dvDK5m2spDbMisZUqH2/s70lyo/d5SrfvY09OTtLS0up/T09Ovm4yDBw/y4IMPsnr1ahwd/39NuSvHuri4MGrUKBISErQftLiu/LJKPth8mt5tHfVuCZr6sjEz5rf4Tmg0MOjL3RSWV6kdkl4pKq9i1Lw9PP3TUbp6O7B4Yjviu3irXhD+1cNdfTj8XC8i3W14fNVhxq04SdbFS2qHpdeOny+m0yfbWHQgj0nRHqy6P4YpHbxULwiv0Gg0PNWrLXue7EEra1NGzU/ksVWHZJjA32RdvETcN3uwNjNiVlyo3hSEt2tqx9a0tjPn3Q3JMmRAJaoVhR06dCA5OZmzZ89SWVnJsmXLiIuLu+qYc+fOMXr0aBYtWkRAwP8vbFlaWkpxcXHd///++++EhYXpNH7x/z7cfJriS9VM6+KNfRNeYLitkxWr7oshvegSQ7+SGclXHD9fTMdPtvLrsRye7unLtxOj6OvvrJfdO63tLdjxWHfeGRzEnsxSgv+1iR8Oan/ISFO0eG86MR9vJb2onPf6evDZmHCiPOzUDuu6gl2tOfBsLya0c2f2thT6ztkpX9z+p7yqhhHf7CG/rJKP4kLoH+isdkh3zNjQgLcHB3Iyr5QvdqaoHU6LpFpRaGRkxOzZsxk4cCDBwcHcfffdhIaGMmfOHObMmQPAm2++yYULF3j00UevWnrm/PnzdO/encjISDp27MjQoUMZNGiQWi+lRSsqr2L2thT6+TsxKEh/lz2orz7+znw8IpQdKQVMW3lQ7XBU98vR83T8ZBt5pZX8d3Q4bw0OxNPOQu2wbsrAQMNL/f1ZMzEYNxszxizYyyMrD1JZLUU+XC4i4lccYNKS/QQ4W7JkYjSTo1z1fq1OUyNDlkxqz6zhIexMKSDqwy2cyClWOyxVKYrC/cuSSEwr5O1BQYyN1L9u7dt1T7QnbRws+GTrWZmJrAJV+wiGDBnCkCFDrnps2rRpdf//1Vdf8dVXX11znq+v71VrFgr1zNmZysWKau7r4KVXXYkNMaN7Gw5mXuTL3eeIcLPh8Z6+aoekis+2neXxHw8T6GzF+8NDGBTkovfLDP1VsLM5Sc/05KHvDjBnZyrbzuazemoHfB2bxsx4bTiRU8LdCxM5mFXM/R28eH1gAK3tLXQyAa+xPNW7LeFuNoxdlEiHj7exbFI0Q0Ka5rCVhnprfTLLkzJ5rLsP8V28m8X+wYYGGl7q58dDKw6ydH8G90TLHvW61PTfQUI1l6pq+PjPM3RqbdcsWgn/6r9jwunRxoGnfz7KhpPqzwjTpdpahWd+OsKMVYfp3saB+eOjGBri2qQKwitMjQxZeE80CydEkVpQTsQHW1i+P0PtsFSxdF8GMR/9SWpBOZ+MCOWzMeG0ttfvVt8b6R/ozN4ne+JqbULcNwn8e+OpFteq9F1SJq/9doJhwS78o68fVnq4e9SdmhzjiYuVCR//eUbtUFocKQrFHVuYmE52cQX3dfBq9IWK1WZkaMDPD3TEy9aMuxYkcjqvZSyiW15Vw9iFiczacoZxUe4sGN+Ojt72aofVYJNjvNj7VA/aOFgw/tt9PLg8iUtVNWqHpRPlVTVMW3mQexbvo63T5e7ix3q0wbyJbyXn62TJvqd60autIy/8eowHvztATQuZnJCYVsiUpfuJdLfhvaHBerencUOZGhnybK+27Ekr4vfjOWqH06JIUSjuSE2twvubTxHiakVcE51xfCu25sb8Ft8ZgNgvdnPxUvMe2J5TXEHfz3ey6lA2T/f05b9jwvFxbJotSdfj72zFvqd7cn8HL75OSCN61p/NfseM5NwSuny6jS92pjIlxpMfpsQwJMRVLycJ3QlrMyPWP9yF+M6t+SYhjUFzd1FaUa12WFp19kIZw75KwMHCmPeHBRPmpn97GjeGh7t6Y21qxMxNsqmALklRKO7Ij4ezOJVXxpQYL9yb2bfUvwpwseK7e9uTWljOsK8Tmm1LxMn/FQ/704v417Bg3hociEMTnkl+I8aGBnwzPopv72lH5sVLRH24hUWJabc+sQlavj+D6Fl/kpJfxscjQpk9Ohxfp+Y3ntLAQMMXYyP519AgNp7Ko9Mn28hupksRXSitZPCXuyivquHTkWH0D2i6M41vxcbMmEe7ebP51AX2pRWqHU6LIUWhuCOfbj2Lu40po/VgIVltiw104YNhIWw9k98sZyRvPXOBLp9uo6C8ii/uCufJnr5YmDSf8UnXM7G9J4lP9SDIxYp7lyYxZel+yiqbRwvTpaoaHll5kPHf7sPX0YLFE6OZ0b1Nsxpzdj3P9/Vn6aRoTl8oJXrWnxzNvqh2SI3qUlUNI75J4Gx+GR/GhRAX1qrZtPjeyBM9fDEw0PDB5tNqh9JiSFEobtuBzCL+PJPP3ZHutHVqPt2LN/NkL1+mdvTiq93neG9DstrhNJpl+zPoP2cXVqZGzBsXyeQYL4ybwQzG+vBzsmL34915oJMXixLTaTfrT45kN+0lTk7klND1P9uYszOVye09WT65fZOdJHQn7o7y4I9HOlNZU0vnT7fzR3LzmCRWW6swecl+tqcU8MbAQO6J9mgRv6duNmaMCW/FT0fPc6G0Uu1wWoTm/64Sje4/W1MwMzJgdETz/6b6V1/cFUFsgDMvrz3OvIRzaofTIIqiMPOPZCZ8u4/QVlbMHx/JiHA3DFpI8XCFsZEhX90dxZKJ0eSVVtL+oz/5aldqk5vJqigKX+xMIXrWn5y5UMasuBD+MypMr7dr1JauPo7sfqIHTpbGDJq7u8n/rgI8+/NRVh7M4skebYjv4t3sW/L/6ulebSmtrGHWFmkt1AUpCsVtySupYPG+dIYEu9CxddOflXo7jAwN+HFqB6I9bYlfcZBfj6q72fydqqqpZdrKg/xjzXFiA5xZMCGKPn7Nd2xSfYyP9iDxqZ5EuFnz0IqDTPh2H8WXmkZ3cm5JBSPn7WHaykOEuVmzbFI0j3Vv02zWDb0TbZ0sSXyyB5HuNkxdfoBX1x5vcoX+FR//eYaP/ry8GsBzfdo2y7G+N9PJ2552HjYs3pdBjewypXVSFIrb8tXuc1yqrmVclDumRk17SYs7YW5syIZpXfBxMOeuBYlsSs5TO6TbUlBWyeAvdzN31znu7+DFV+MiCHezVTssvdDG4fIWeY929WbFgUwiP9zCgcwitcO6qXXHc4j4YAtrj+fwVE9flkyMZlCwa7NYxLihHCxN2f5YN4aFuPL2hmQmLd5PVRMrKr7alcpTq4/Qp60jbw8KataT+m7mmV5tSS0oZ0kLXWNUl+STQ9RbdU0t/92RQkcvu2Y96+1W7MyN2TajO67Wpgz/JoHtZy+oHVK9nMgpodMn29hy+gKvDQjgg7gQvPR8yzpdMzI04LMxEfxwXwwlFdV0/Hgrb68/qXfFRFF5FY+sPMjgL3djYWLIwvHteGtQIG2b4ezihjA1MuSnqR14vLsPS/Zn0O/znU1maamFiWnErzxIV297PhkZhp9zy/23HRvpjrOlCV/sTFU7lGZPikJRb+tO5JJWeIm7It1aXBfG37laX26FsDe/PG5J3wvD30/k0OmTreSVVjLnrnCe79vyuqFux4gwNw4+24tuPg68uu4EER9sIeFcgdphoSgKqw5lEfLvTczdlcrEaA++m9yece3csWzms4vvlEaj4ZNR4Zf3NE8tIHrWn5zOK1U7rJtavDed+5cl0cHTjv+MCiPcvXmuRVhfJkYGPNTZmx0pBRzOal6zyvWNFIWi3r7YmYqjhTHDW+g+o3/nYWvOthndsDU3ZsAXu1inhyvvK4rCf7aeZchXCThbmbBgfBRTYrxa1ED1O9XKxoyNj3Zl3rhILpRW0vmTbUz8dh+ZReqsgXco6yKxX+xi9PxErEyNmD8+is/HRNDey65FTfi6U0/09OXH+2LILakketaf/KaHv68An+9IYfLS/bTzsOU/o8KI9rJTOyS9EN+5NXB5OTShPVIUinpJKyhnzbHzxIW2wt/ZSu1w9Ia3gwUJT3TH3caMuG8S+C5Jf8a8lFVW8+B3B3j8x8N087Hnm3GRDAuV8Wa3676OrTnxQh/ujfFkxcFM/N77g5d+PUZ+mW6WyDh7oYwHlx8g6sMtJJwr5Nlevqy+vwOTY7ywNpPi/nYMC21FwpPdcbYyYchXu3nz9xPU6smC9Iqi8O6GZB79/hDd2zjw5diIZrHFZGPxdrCgf4ATPx7OpqKFbFGpBvnrIOrlm4RzKAqMDGvVYtY8qy93W3MSnuxBoLMVE77dx7sbklWf6Xj8fDGdPtnGvIQ0pnb04ptxUfTwdZIWpTtkb2nC/Ant2P90T7r6OPDexlN4vbmB538+SnphuVbueTjrIvcvS8J/5kYW7k1jXKQ7P06N4b2hwS1yqZnGEuhiTdIzvejv78xrv51kwBc7VV8Dr7K6lvgVB3l57XEGBzkz964I2nnaqRqTPnq0qw+5pZUsaKa7EOkDVYvCdevWERgYiJ+fHzNnzrzmeUVRePzxx/Hz8yMiIoJ9+/bV+1zReKpravlq9zk6e9vTq62j2uHoJQcLE3Y93p1+fk68vPY4E77dR0W17r/NKorC3J2pxHy8lfSicj4dGcZHI0JlAkIjCW1lw4ZpXdg2oxvd2tjzwebTeL+9gaFf7uanw9mUN7AFo6CskgV70uj2n22Ef7CFpfsyuDvSjZ/u78DX4y8vHSQtvQ1nZWrEuvhOvDskiK1n8wn59ybVupNzSyro/8VOvtp9jqkdvfh8TIQU/TcwNMQVFysTFu3Vnx6Z5ka1voeamhqmT5/O+vXr8fT0pEOHDsTFxRESElJ3zNq1a0lOTiY5OZndu3fzyCOPsHv37nqdKxrPuhO5pBdd4okeLXvts1uxNDViXXxnnv35CB/9eZZDWRf5fkqMzj7gM4rKefC7A6w7nksHL1tejw1kYJCLtOxqQbc2Dvz+cBcOZhbx8Z9nWX0kmzXHc7AwNmRAgBMDApzp2NqeCHfrmy7dVHypmr3phexJK+S3E7lsOX2B6lqF1vbmPNmzDXEhrejiY4+Zcctb/knbNBoN/+jnT6+2jkz8dh+DvtzN1I5efDIyTGdbAm5MzmPK0v3kllTyzuBAHunqg71MALshY0MDHuzkzcyNyRzOukiYW8uegKMNqhWFCQkJ+Pn54evrC8D48eNZvXr1VYXd6tWruffee9FoNHTu3JnCwkKysrJISUm55bmi8Xy16/IEk6EyweSWDAw0zBoRRoyXHY9+f4ioWX/y/rBgZnRvo7Wu26qaWv6z7Syv/3aSyppanuvdlundfPB2kOVmtC3C3ZZvxkdRXlnDsqQM1hzLYeuZC6w+cnlhc0ONBldrUzxszXC0NEaDhlpFIbekkvSicnJK/r/bso2DOZOiPejV1pF+/k542plLd78OdPVx4OgLfZi24iDzEtJYcyyHT0aGMjbSXWv5v1RVwytrj/PhljN425vz9bhI7op0a5Frv96uhzq35r0/kvnPtrN8MTZS7XCaHdWKwoyMDLy8vOp+9vT0ZPfu3bc8JiMjo17nXjF37lzmzp0LQHZ2NpmZmY35Mq4rN7d57LcJkF9Wza/HzjMq0B7r6otkZjbu3rDNKVd/1buVARvuDWLaz2d4/McjfLnjDO/196adW8O6cf+aL0VRWH+miPe2ZnDywiU6ulswvYMLvdrYYHypkMzMwga+iqZN1++tgZ5GDPR0p6a2FUdzytiVXszJC5fIK6vmQnklZ3Mvjz3UoMHG1JD2rcxwtbAmwNGMMBdzfB0ssDM3ulyIlBeSVV6os9ib6+/h7XivtyuDfEx5dWM64xbt48ONJ/hnL69rfmcbkitFUVh3qpA3t6RzrqiS4QG2PNbBlRBXDRdymuYOSTejjfeVCdDZ04qfDmXyShdHDA2az3AKffg9VK0ovN5A/L9/K7vRMfU594r4+Hji4+MBiImJwd3d/U7CvW26uo+2fb/1LNW1MKZ9Gzw9PLRyj+aSq79zBxL8ffh46xne3ZDMsCXHGRPhxkv9/IhuwCByZ9dWrD6czTsbTpGUeRFPWzNmxYVwTzsPXG3MGi3+5kCt95aXJwyMvvqxmlql7rPLQKPRu32mm+vv4e2Y4O7O2E5BvPtHMrO2nGHYkuP09XPkn7EB9PR1rPs7c7u5UhSF30/kMnPjKTafvoCvowX/HR3A+HYezb67WBvvq+k9a5m0ZD87cjWMa9e83rdq/x6qVhR6enqSlvb/M4jS09OvScaNjqmsrLzluaJxLExMI9DZkr7+TmqH0iQZGGh4uldbHujQmqd/PsLS/Rl8fzCLLt72PNS5NUODXXGxNr3ldWpqFfalF/H1tnRWnThETkklre3MeT02gHFR7gS6WElXo567PLZT/o30nZGhAf+MDeSxbm14c/1J5iem0fu/O2njYMEDnbzo4WqEm5tSr9+303ml/Hz0PHN3pnIspwRHC2Oe79OWqR29CHSRySR3alR4K6xMDFm0N51x7bTTWNFSqVYUdujQgeTkZM6ePYuHhwfLli1jyZIlVx0TFxfH7NmzGT9+PLt378bW1hY3NzecnZ1vea5ouKPZxSSmF/F0T1+crW5duIgbs7Uw5utxUbw7JIj3N51m2f5Mpi4/gAaI8rAh2sOOIBcr3G1NMTY0wEAD2RcrSC0o51hOCX+evsDFimoMNdDT15EX+rgyPNQVPydLKQaF0AJ7SxM+GhnGG4MC+c+2s/xwMJtX1p4AwMUqmV6+jgS4WOFtb46DhTE1tVBZU0tKfhnHc0pITCvkRO7lnVOCXax4Y2AAoyPcCHaxlslfDWRhYsTdUe4s2ZdBbkmF/H1qRKoVhUZGRsyePZuBAwdSU1PD1KlTCQ0NZc6cOQBMmzaNIUOGsGbNGvz8/LCwsGDevHk3PVc0roWJ6RhqYFioTDBpLK7WZnwQF8q/hgazITmPHw9nk3CukB8PZ3Gh7No9WY0NNXjamtHP34kYL1tCrWvoH+UvW5oJoSM2Zsa83D+Al/sHkJRRxKLtJzhaWMv2lHx+OJRFzXWWJHWzNsXX0YLhIa5093Wgi7dDvXoERP092Kk13ySk8fmOFP4ZG6h2OM2GRlF7lV0diomJITExUev3yczMbPLd2TW1Ct5vb8DXwYLfHu6MuZaWxGgOuWoMl6pqSMkv42x+GVU1ClU1tThbmeBtb4GNmRG2ZsYYGGgkX7dBclV/kqv6u5Kr6ppaLpRWcupCKdnFlRgbaDAy0OBpZ46bjSl25sYYt/A1JbX5vlIUBf/3NmJtasT+Z3pp5R66pqvfw5vVQtLcIK5rY3IeGUWXeKy7j9YKQvH/zIwNCXK1lkVrhWgijAwNcLUxk8ldKtFoNDzQqTUvrTlOYlohMbJHdKNo2V9jxA0t3JuGtakRI0JbqR2KEEIIcY2J0ZcnmXy9+5zKkTQfUhSKaxRfquaHg9kMCHDC39lK7XCEEEKIa7S2t6Crjz1rj+dQW1urdjjNghSF4hrfH8yirKqGYcGuMktOCCGE3poS40VqQTm/n1R/4efmQIpCcY0FiWm0tjNnYJCz2qEIIYQQN3RXpBtGBhq+3ZuhdijNghSF4iqp+WVsPn2BIcEuuMkAaiGEEHrMwcKEgYHO/HYil4qqGrXDafKkKBRXWbQ3HYAhQS6yKLIQQgi9d2+MF3mllSw/kKl2KE2eFIWijqIoLNqbTrSHLd19HdQORwghhLil4aGuWJoYsvJAltqhNHlSFIo6SRkXOZlbyuAg52a/SbsQQojmwdzYkNHhbmw8lUdBWaXa4TRpUhSKOsuSMjA00BAb6KJ2KEIIIUS9TWrvQWllDQv2pKsdSpMmRaEALncdf5eUSScvO9p72qodjhBCCFFvff2ccLY04acj2WqH0qRJUSgASDhXSEpBOQMCnLE0ld0PhRBCNB1GhgZMaOfBtpR80grL1Q6nyZKiUACwPCkTY0MNg4NlbUIhhBBNz6T2nlTVKHy1K1XtUJosKQoFtbUK3x3IpLO3PZHu0nUshBCi6YnxssXXwYI1x3LUDqXJUqUozM/PZ8CAAfj7+zNgwAAKCgquOSYtLY0+ffoQHBxMaGgon3zySd1zr7/+Oh4eHkRFRREVFcWaNWt0GX6zsyMln4yiS8QGOGNmbKh2OEIIIcRt02g0TGrvwd70Io6eL1Y7nCZJlaJw5syZ9OvXj+TkZPr168fMmTOvOcbIyIgPP/yQY8eOsWvXLj777DOOHj1a9/xTTz1FUlISSUlJDBkyRJfhNzvLkzIxNTRgaLDMOhZCCNF0TWrviQJ8uVO6kO+EKkXh6tWrmTJlCgBTpkzhxx9/vOYYNzc3oqOjAbC2tiY4OJiMDNnbsLHV1CqsPJhFtzb2hLnZqB2OEEIIccf8na2IcLPm95O5aofSJKkyzfT8+fO4ubkBl4u/nJyb9/+npKSwf/9+OnXqVPfY7NmzWbhwITExMXz44YfY29tf99y5c+cyd+5cALKzs8nM1P42OLm5TefNuP1cMdnFFTwU5UDued1P5W9KudIHkq/6k1zVn+Sq/iRX9adWruL8bXj7zwx+23eS8FZWqsRwJ/ThvaW1orB///5kZ19bZLzzzju3dZ2SkhLGjBnDxx9/jI3N5ZasRx55hFdffRWNRsOrr77KM888wzfffHPd8+Pj44mPjwcgJiYGd3f323wld0ZX92moP3YcxNzYgHGdA3BvpU5LYVPJlb6QfNWf5Kr+JFf1J7mqPzVy9WAPO97+M4Ofz1YwMDpA5/dvCLXfW1orCjds2HDD51xdXcnKysLNzY2srCxcXK4/lq2qqooxY8YwceJERo8efdX5Vzz00EMMGzas8QJvQapravn+YBY92jgS6Nx0vk0JIYQQN+LtYEEHLzvpQr4D9RpTOGbMGH799Vdqa2sb5aZxcXEsWLAAgAULFjBixIhrjlEUhQceeIDg4GCefvrpq57Lyvr/Ta9XrVpFWFhYo8TV0mw8lUdeaSWxAU4YGcrqREIIIZqHSe09SM4rZduZC2qH0qTUqxJ45JFHWLJkCf7+/rz44oscP368QTd98cUXWb9+Pf7+/qxfv54XX3wRgMzMzLqZxNu3b2fRokVs3LjxmqVnnn/+ecLDw4mIiGDTpk189NFHDYqnpVqelImliSHDQl1vfbAQQgjRRNwV4Y4GWJgoeyHfjnp1H/fv35/+/ftTVFTE0qVLGTBgAF5eXjz00ENMmjQJY2Pj27qpo6Mjf/zxxzWPu7u71xV+3bt3R1GU656/aNGi27qfuFZldS0/HMyiV1tH/Jyk61gIIUTz4W5rRrc29vx+Mpfa2loMDKQ3rD7qnaULFy4wf/58vvrqK9q1a8cTTzzBvn37GDBggDbjE1ry+8lcCi9VExvgjKGBRu1whBBCiEY1qb0nqQXlbDolXcj1Va+icPTo0fTo0YOysjJ+/vlnfvrpJ8aNG8d//vMfSkpKtB2j0ILlSRnYmBoxNEQWrBZCCNH8jAl3w1AD3+6VLuT6qlf38YwZM+jbt+91n0tMTGzUgIT2XaqqYfXhbPr4OeHrYKl2OEIIIUSjc7Iypbefk3Qh34abFoU//PDDdf//ir8uEyOajrXHcyiuqCE2wBkD6ToWQgjRTE2K9uT+5UmsO5HLkGCZVHkrNy0Kf/755xs+p9FopChsopYnZWJnbsQQ2etYCCFEMzYyvBXxKzUs3pshRWE93LQonDdvnq7iEDpSWlHNz0fOMzjIGW97C7XDEUIIIbTGztyYAf7ObEjOpaamFkNZk/embloUfvvtt0yaNIlZs2Zd9/m/Lyot9N+vx3Ioq6phgHQdCyGEaAEmtfdkzfEcfjpynlERbmqHo9duWhSWlpYCUFxcrJNghPYtT8rA0cKYQUHSdSyEEKL5Gx7qipmRAUv3Z0hReAs3LQoffvhhAF577TWdBCO0q/hSNWuO5TAirBVeduZqhyOEEEJonZWpEYODXPjjVB6VVTWYGBuqHZLeqteSNJcuXeLrr7/myJEjXLp0qe7xb775RmuBicb305FsLlXXMiDASbqOhRBCtBiT2nuy6nA2PxzOYnw7T7XD0Vv1GnE5efJksrOz+e233+jVqxfp6elYW1trOzbRyJYnZeJqZUJsoLPaoQghhBA6MzjYBQtjQ5btz1Q7FL1Wr6Lw1KlTvPXWW1haWjJlyhR+/fVXDh06pO3YRCMqKKtk3Ykc+gc442krXcdCCCFaDnNjQ4aHurLp1AUuVdaoHY7eqldRaGxsDICdnR2HDx+mqKiIlJQUbcYlGtmPh7OpqlEYEOCMRiNdx0IIIVqWye09uVhRzfID0lp4I/UqCuPj4ykoKODtt98mLi6OkJAQXnjhBW3HJhrR8qRMPGzM6O/vpHYoQgghhM4NCHDGxsyI5UlSFN7ITSea/HV9wisLWU+fPh34/+Vq7kR+fj7jxo0jJSUFHx8fvvvuO+zt7a85zsfHB2trawwNDTEyMqrbZ7m+54vL8koq2JCcx6RoD9xtzdQORwghhNA5EyMDRoa14vuDWZRWVGNpWq+5ti3KTVsKi4uLKS4uJjExkc8//5yMjAwyMzP54osvOHr06B3fdObMmfTr14/k5GT69evHzJkzb3jspk2bSEpKqisIb/d8AT8cyqamVrqOhRBCtGyToj0praxh8b4MtUPRSzctCl977TVee+018vLy2LdvHx9++CEffvghe/fuJT09/Y5vunr1aqZMmQLAlClT+PHHH3V6fkuzPCmT1vbm9PFzVDsUIYQQQjV9/ByxEif0OwAAIEBJREFUNzdmpYwrvK56tZ2eO3cOExOTup9NTEwaNNHk/PnzuLldXlXczc2NnJyc6x6n0WiIjY1Fo9Hw8MMPEx8ff1vnA8ydO5e5c+cCkJ2dTWam9t8Iubm5Wr9HfeWWVrH5dB73hDmglOSTWapfLYX6lKumQPJVf5Kr+pNc1Z/kqv70NVdD/GxZefQCJ8+ew0qPupD1IV/1ysbkyZPp2LEjo0aNQqPRsGrVqrqWuhvp378/2dnZ1zz+zjvv1Du47du34+7uTk5ODgMGDCAoKIiePXvW+3y4PEnmSjEZExODu7v7bZ1/p3R1n1tZte0stQoMj/LBw8ND7XCuS19y1VRIvupPclV/kqv6k1zVnz7mKr6HKYsP7eC39Goe69Fa7XCuona+6lUUvvzyywwePJitW7cClyedtGvX7qbnbNiw4YbPubq6kpWVhZubG1lZWbi4XH8f3ivJcXFxYdSoUSQkJNCzZ896ny9g+YFMfB0t6NVWZh0LIYQQ3ds44GJlwvcHs3msh6/a4eiVei1JAxAdHc0TTzzBE088ccuC8Fbi4uJYsGABAAsWLGDEiBHXHFNaWkpxcXHd///++++EhYXV+3wBGUXlbDubT2yAMy5WJrc+QQghhGjmDAw03B3pzo7UfC6UVqodjl6pd1HYmF588UXWr1+Pv78/69ev58UXXwQgMzOTIUOGAJfHDXbv3p3IyEg6duzI0KFDGTRo0E3PF1dbcSALRYEBAU4y61gIIYT4n0ntPamqUZiXcE7tUPSKKiMsHR0d+eOPP6553N3dnTVr1gDg6+vLgQMHbut8cbXlSZkEOFvSvY3MOhZCCCGu6NjaDg9bM1YdyubZPn5qh6M3VGkpFNqXkl/GrtSCy13H1qZqhyOEEELoDY1Gw4R27uw+V0D2xUtqh6M3pChsppbtv7wwZ2yAs8qRCCGEEPpnYrQnNQp8LV3IdaQobKaW7M8gws2Grm0c1A5FCCGE0DuR7ja0cbDgx0PXLp/XUklR2AwdyrrIoaxiBgU542gps46FEEKIv9NoNEyM9mBvehGp+WVqh6MXpChshpbuz8BQA/39ZW1CIYQQ4kbuifZAAb7aLV3IIEVhs6MoCkv2ZdCptT0dWturHY4QQgiht4JdrQlyseKnI+fVDkUvSFHYzOxMKSC1oJyBQc7YmRurHY4QQgih1yZFe3Aw6yInc0vUDkV1UhQ2M0v2Z2BqaED/AOk6FkIIIW5lQrQHAF/uTFU5EvVJUdiMVNXU8l1SJj19HYhws1U7HCGEEELv+TpaEulmw6/HctQORXVSFDYjfyTnkVtaycAgF6xMVdmsRgghhGhyJrb34FhOCQcyi9QORVVSFDYjS/ZlYG1qJLOOhRBCiNswPup/Xci7WvYsZCkKm4myympWHcqin78TQa5WaocjhBBCNBle9uZ0bG3HuuMtuwtZisJm4pejOZRU1jAo0BlTI0O1wxFCCCGalEnRHpy+UMaOs/lqh6IaKQqbiaX7M3C2NKGvdB0LIYQQt21spDsGGpi3p+V2IatSFObn5zNgwAD8/f0ZMGAABQUF1xxz4sQJoqKi6v6zsbHh448/BuD111/Hw8Oj7rk1a9bo+BXol4KyStYcO09soDO+jpZqhyOEEEI0Oa1szOjRxoHfT+RRW1urdjiqUKUonDlzJv369SM5OZl+/foxc+bMa44JDAwkKSmJpKQk9u7di4WFBaNGjap7/qmnnqp7fsiQIboMX++sPJhFZY3CwEBnDA00aocjhBBCNEkT23tyrrCc30/kqR2KKlQpClevXs2UKVMAmDJlCj/++ONNj//jjz9o27Yt3t7eOoiu6VmwJ402Dub08XNUOxQhhBCiyborwg0TQw3zE9PUDkUVqixmd/78edzc3ABwc3MjJ+fms32WLVvGhAkTrnps9uzZLFy4kJiYGD788EPs7a+/z+/cuXOZO3cuANnZ2WRmZjbCK7i53Nxcrd/jirMFl9ieUsCD7ZzQlBaQWVaos3s3Bl3mqjmQfNWf5Kr+JFf1J7mqv6aaq/6+tqw9ls3p1DTMjXU3cVMf8qW1orB///5kZ2df8/g777xzW9eprKzkp59+4r333qt77JFHHuHVV19Fo9Hw6quv8swzz/DNN99c9/z4+Hji4+MBiImJwd3d/bbuf6d0dZ85B49joIHR7X3x8HDVyT0bm65y1VxIvupPclV/kqv6k1zVX1PM1fRehqz5KoF1adVM7+6l03urnS+tFYUbNmy44XOurq5kZWXh5uZGVlYWLi4uNzx27dq1REdH4+rqetX5Vzz00EMMGzascYJuYmprFRbsSadTa3u6+jioHY4QQgjR5MUGOONsacKKA1lM795G7XB0SpUxhXFxcSxYsACABQsWMGLEiBseu3Tp0mu6jrOysur+f9WqVYSFhWknUD235cwFzhWWMzTYBVtzY7XDEUIIIZo8I0MDJsd4si0ln7MXStUOR6dUKQpffPFF1q9fj7+/P+vXr+fFF18EIDMz86qZxGVlZaxfv57Ro0dfdf7zzz9PeHg4ERERbNq0iY8++kin8euL+XvSsDQxZGjwjVtahRBCCHF77u/wf+3de1RU5d4H8O8A4SXvIjjDkKQgjsMMCIjm6VURwcSSwDdvmJq30uPbOnnL93Qss8PCIo9amudQRyPzldJAPN5KxbyF4Q1vpBJHlKui4l3k4vP+0XKOxAxumMse4PtZy7Viz372/j2/eZ5Zv/bM3o8Hqh4KrDyYK3coNiXLjSYdO3bE7t27a2xXqVTVnjnYsmVLXLt2rcZ+a9eutWp8DcHtskp8d7II4d07oWfnNnKHQ0RE1Gj4KtvAT9kGm89cRvxLPaFQNI3HvXFFkwZq/fEC3C2vwnCtG5yd+DYSERFZ0uv9uiD76l1834TWQ2Y10UB9/vNFeLm0RLhPJ7lDISIianTG9nJHcycHJBxqOsvesShsgI7n38SRvJt42bczVG1byB0OERFRo9O2xVN4xU+J78+V4OrdB3KHYxMsChugz3++iGaODhiubZjPJSQiImoIpvfzxL2KKqw8kCt3KDbBorCBufugEuuOFiC0uwuCPIyv4kJERETm69ulPXw6PY1vT1h/NTR7wKKwgfn2RCFuPahElG9nmy6/Q0RE1NQoFAq80a8Lsi7fwZ7sq3KHY3UsChuYv6dfhGf7FhjCG0yIiIisbnyQB5o5OmDlwQtyh2J1LAobkIxLpci4dAOv+KmgbscbTIiIiKytQ0tnjPRXYesvV3D5dpnc4VgVi8IG5NMDF/C0syOi9Z2bzIM0iYiI5PZW/64oq3yI+B9z5A7FqlgUNhDFt8rwTWYhXuzphgD3dnKHQ0RE1GT0UrdF8DPtkHS8EJVVD+UOx2pYFDYQCYcuoaJKYKSfkiuYEBER2dis/l1RcLMMiUfy5Q7FalhdNADllQ/x9/RcPNelPUK8XOQOh4iIqMmJ1ivh1soZXxy6KHcoVsOisAHYeLIQRbceYJS/Cu1bOssdDhERUZPzlKMDZvTzxKFLN5Cee13ucKyCRaGdE0Lgoz05eLZDC65gQkREJKMZf/BEMycHxO3+Ve5QrEKWonDDhg3QarVwcHDAkSNHTO63Y8cO+Pj4wMvLC4sXLzZsv379OsLCwuDt7Y2wsDCUlpbaImxZfH+uBCcKb2F8oAc8O7SUOxwiIqImy6VVM0wK9sC2s1dw7vJtucOxOFmKQl9fXyQnJ6N///4m96mqqsIf//hHbN++HVlZWVi/fj2ysrIAAIsXL0ZoaCiys7MRGhparWBsbBan/Qq3Vs74b38lH0NDREQks7dDvAAhsGhnttyhWJwsRaFGo4GPj0+t+2RkZMDLywtdu3aFs7MzRo8ejdTUVABAamoqJkyYAACYMGECNm3aZO2QZXHoYin25lzD2AA1erq2ljscIiKiJq9Lh5YY6a9CyukiFN68L3c4FuUkdwCmFBQUwMPDw/C3Wq3Gzz//DAC4fPkylEolAECpVOLKlSsmj5OQkICEhAQAQHFxMQoLrb+odUlJiUWO8/62HLR2dsAQtROKi4ssckx7Y6lcNRXMl3TMlXTMlXTMlXSNOVdT9O2w/ngh3kk9jtjBnhY5pj3ky2pF4eDBg1FcXFxje2xsLCIjI5/YXghRY1t9vj6dNm0apk2bBgAICgqCSqWq8zHqw9zzZBbcxI5fb2Bqn2cQ6u8NJ8fGe0+Qrd6TxoL5ko65ko65ko65kq6x5kqlAl7wKUHy2VLER3eES6tmFjquvPmyWlG4a9cus9qr1Wrk5eUZ/s7Pzzcky83NDUVFRVAqlSgqKoKrq6tZ57JH72w/izbNnPBqoLpRF4REREQNUdwwDXr9bR/+d9tZfD7ST+5wLMJuq43evXsjOzsbFy5cQHl5OZKSkjB8+HAAwPDhw5GYmAgASExMlHTlsSE58O9r2PbLFYwPUuM5z/Zyh0NERES/4+/eFlG6zlh3LB/5NxrHbwtlKQpTUlKgVquRnp6OYcOGYciQIQCAwsJCREREAACcnJywYsUKDBkyBBqNBiNHjoRWqwUAzJ8/Hzt37oS3tzd27tyJ+fPny9ENqxBC4M/bz6Jjy6cwPsiDVwmJiIjs1OJhGpRXPsS8f2XJHYpFyHKjSVRUFKKiompsV6lU2LZtm+HviIgIQ5H4uI4dO2L37t1WjVEu358rwf5/X8e8kG4IVLeVOxwiIiIyoXunVogJVGP98QIsLLmD7p1ayR2SWXgZyo5UVD3EnH9lwb1Nc7wapIaDA59LSEREZM8+eMEHCgD/k3xa7lDMxqLQjizfdwFnim9j1oCu0LrxuYRERET27pn2LTF3YDf8cL4EKaca9uPjWBTaifwb97Hwh3P4r2c7YFygmquXEBERNRDvhHWHR7vmmJV6Bg8qquQOp95YFNqJ2ZuzUFklMGdgN7i2tszzjoiIiMj6WjzliFUjdMgtvY93tp+VO5x6Y1FoB7ZkXca3Jwoxsbca4T6d5A6HiIiI6mhYz84Y2sMVKw7m4nTRTbnDqRcWhTIrulWG15Iy0d3lacz4gyeaP+Uod0hERERUD5+P1KO5kwNe+eoYHlQ2vK+RWRTK6OFDgVf/7zhuP6hEbEQP6FV8BA0REVFD5d62BVaP8sPZK3cw47tTcodTZywKZRT/Yw52Z1/F3IHd8JLWTe5wiIiIyEzRehVeC/bA6ow8fHeiUO5w6oRFoUySTxbhz9t+wWBvF8zo1wXNnPi1MRERUWOwMloHb5enMTEpE0fzbsgdjmQsCmWw59erGPP1Mfh2bo3YoT2gbNtC7pCIiIjIQlo85Yhdb/RFS2dHDEk4hF9L7sgdkiQsCm3s54uliFx9GOp2zbE0UovgLu3lDomIiIgs7Jn2LbH7jedQUSUQsiodeaX35A7piVgU2tCXGXkY8NlPaN3MESuifDHIm4+fISIiaqx8lW2wdUowrt+rgP/f9iEt+6rcIdWKRaEN3LhfgekbT+K1bzLhp2yDxNH+eKGHq9xhERERkZU937UjfnrzD2jVzAnh/0hH7M7zKK98KHdYRjnJHUBjJYTAxdL7+Ef6Raw8mIvbDyoxPlCNv4R5w7tTK7nDIyIiIhvxU7XFydn9Ef3lEfxlxzmsOJiLeSHdMC5QjU6t7GcVM1muFG7YsAFarRYODg44cuSI0X3y8vIQEhICjUYDrVaL5cuXG15buHAh3N3d4e/vD39/f2zbts1WoT/RV0fyEPH1L2jz5+14NnY3Pkz7FX27tMO6sb3wSZQvC0IiIqImqG0LZ+x64zmsHxcAVZvmmLU5C67v/YAOf9mBP3x6ABn58t+MIsuVQl9fXyQnJ+P11183uY+TkxOWLFmCgIAA3L59G4GBgQgLC0PPnj0BAG+99RbmzJljq5AlUwBwVADDerrh2fYtEPxMe4R2d0Gb5k/JHRoRERHJSKFQYHQvd4zu5Y4dv1zBD+dLkHv9Hi5cv4fS++VyhydPUajRaJ64j1KphFKpBAC0bt0aGo0GBQUFhqLQXr0a5IFQlSNUKpXcoRAREZGdekHjihc0/7m/oLBQ/gddN4jfFObm5uL48ePo06ePYduKFSvw1VdfISgoCEuWLEH79sYf7ZKQkICEhAQAQHFxsU2SXlJSYvVzNBbMVd0wX9IxV9IxV9IxV9IxV3VjD/myWlE4ePBgFBcX19geGxuLyMhIyce5c+cORowYgWXLlqFNmzYAgOnTp2PBggVQKBRYsGABZs+ejdWrVxttP23aNEybNg0AEBQUZLMreLxSKB1zVTfMl3TMlXTMlXTMlXTMVd3InS+rFYW7du0y+xgVFRUYMWIEYmJiEB0dbdju5vafdYKnTp2KF1980exzERERETVldvucQiEEJk+eDI1Gg1mzZlV7raioyPDfKSkp8PX1tXV4RERERI2KLEVhSkoK1Go10tPTMWzYMAwZMgTAbz+yjIiIAAAcPHgQa9euRVpaWo1Hz8ybNw86nQ56vR579uzB0qVL5egGERERUaMhy40mUVFRiIqKqrFdpVIZCr/nn38eQgij7deuXWvV+IiIiIiaGoUwVXk1Qi4uLvD09LT6eUpKStCpE9c1loK5qhvmSzrmSjrmSjrmSjrmqm5sla/c3FxcvWp8DeYmVRTaSlBQkMmVWqg65qpumC/pmCvpmCvpmCvpmKu6sYd82e2NJkRERERkOywKiYiIiIhFoTU8elg2PRlzVTfMl3TMlXTMlXTMlXTMVd3YQ774m0IiIiIi4pVCIiIiImJRSERERERgUQgA2LFjB3x8fODl5YXFixcDAK5fv46wsDB4e3sjLCwMpaWlktvasr2tGYt3wYIF0Ov18Pf3R3h4OAoLC2u0y8vLQ0hICDQaDbRaLZYvX254beHChXB3d6+xco0xVVVV6NWrV7X1rufOnYsePXpAr9cjKioKN27csFyHzWDqvf3000/h4+MDrVaLefPmGW3r6ekJnU4Hf39/BAUFGbZv2LABWq0WDg4OJh9dYKlc29KkSZPg6upabclKqXPAWFsAGDVqlKGfnp6e8Pf3N9re1PuUmZmJvn37Gt6DjIwM8ztqAcb6K2UOPmLOHDJnXMrBWK5sMS7KysoQHBwMPz8/aLVavPfeezX2+fjjj6FQKEw+L87WTH1uSJmHluivufPY1hpt3SCauMrKStG1a1eRk5MjHjx4IPR6vThz5oyYO3euiIuLE0IIERcXJ+bNmye5rRDCJu1tzVS8N2/eNOyzfPly8frrr9doW1hYKI4ePSqEEOLWrVvC29vb0Nf33ntPxMfHS4phyZIlYsyYMWLYsGGGbd9//72oqKgQQggxb948u85VWlqaCA0NFWVlZUIIIS5fvmy0fZcuXURJSUmN7VlZWeLs2bNiwIAB4vDhw0bbWirXtrR3715x9OhRodVqDdukzgFjbX9v1qxZ4v3336+xvbY5GBYWJrZt2yaEEGLr1q1iwIAB9e2eRRnrr5Q5+Ig5c8iccSmHJ40Na42Lhw8fitu3bwshhCgvLxfBwcEiPT3d8PqlS5dEeHi4eOaZZ4zmUw6mPjekzENL9NeceWxrjbluaPJXCjMyMuDl5YWuXbvC2dkZo0ePRmpqKlJTUzFhwgQAwIQJE7Bp0ybJbQHYpL2tmYq3TZs2hn3u3r0LhUJRo61SqURAQAAAoHXr1tBoNCgoKKjT+fPz87F161ZMmTKl2vbw8HA4Of22YmPfvn2Rn59f165ZnKlcrVq1CvPnz0ezZs0AAK6urnU6rkajgY+PT637WCLXtta/f3906NCh2japc8BY28cJIfDtt99izJgxNV6rbQ4qFArcunULAHDz5k2oVKr6dM3ijPVXyhwErDeHpIxLOdQ2Nqw5LhQKBVq1agUAqKioQEVFRbX35K233sJHH31k8n2Sg6nPDSnz0BL9NWce21pjrhuafFFYUFAADw8Pw99qtRoFBQW4fPkylEolgN8my5UrVwAAhYWFiIiIqLUtAKu1l1Nt8b7zzjvw8PDAunXrsGjRIgDV+/q43NxcHD9+HH369DFsW7FiBfR6PSZNmmS45P379n/605/w0UcfwcHB9LBdvXo1hg4dal5HLcBUrs6fP4/9+/ejT58+GDBgAA4fPgygZl8VCgXCw8MRGBiIhISEJ57P3FzbIylzSIr9+/fDzc0N3t7eNdrXNqaXLVuGuXPnwsPDA3PmzEFcXJxF+mUtUuZgXeeQuePSnll6XPw+V1VVVfD394erqyvCwsIMc3Dz5s1wd3eHn5+fTfpZH49/bkidh3Xtr7nzWE6NuW5o8kWhMPJEntr+b0alUhl+h1XXtpZoL6fa4o2NjUVeXh5iYmKwYsUKANX7+sidO3cwYsQILFu2zHB1Y/r06cjJyUFmZiaUSiVmz55do/2WLVvg6uqKwMBAk/HFxsbCyckJMTEx5nfWTKZyVVlZidLSUhw6dAjx8fEYOXIkhBA1cnXw4EEcO3YM27dvx8qVK7Fv375az2durhsSY32tzfr166tdXZA6B1etWoWlS5ciLy8PS5cuxeTJk82M3LqeNAfrM4fMHZf2zNLj4ve5cnR0RGZmJvLz85GRkYHTp0/j3r17iI2NNRTt9sjY54Yx5vbX3Hksp8ZcNzT5olCtViMvL8/wd35+PlQqFdzc3FBUVAQAKCoqMvo1n6m2AGzS3tZqi/eRsWPH4rvvvjPavqKiAiNGjEBMTAyio6MN293c3ODo6AgHBwdMnTrV6A+3Dx48iM2bN8PT0xOjR49GWloaxo0bZ3g9MTERW7Zswbp16+yisDaVK7VajejoaCgUCgQHB8PBwcHoD68f5dXV1RVRUVF1vsnBnFzbC0vMgcrKSiQnJ2PUqFFGX69tTCcmJhpy98orr9h1rh5nag5aYg6ZOy7thS3HRbt27TBw4EDs2LEDOTk5uHDhAvz8/ODp6Yn8/HwEBASguLjYQj0zj7HPjbrOQ2v090nvl6015rqhyReFvXv3RnZ2Ni5cuIDy8nIkJSVh+PDhGD58OBITEwH89iEQGRkpuS0Am7S3NVPxZmdnG/bZvHkzevToUaOtEAKTJ0+GRqPBrFmzqr32aBADQEpKSo27zwAgLi4O+fn5yM3NRVJSEgYNGoSvv/4awG93Yn344YfYvHkzWrZsaanumsVUrl5++WWkpaUBAM6fP4/y8nK4uLhUa3v37l3cvn3b8N8//PCD0ZyYYm6u7YUl5sCuXbvQo0cPqNVqo6/XNgdVKhX27t0LAEhLS7OLr61MkTIHzZ1D5o5Le2LtcVFSUmK4g/v+/fuG8+l0Oly5cgW5ubnIzc2FWq3GsWPH0LlzZ+t0tA5MfW5ImYfW7u+T3i9ba9R1Q51vTWmEtm7dKry9vUXXrl3FX//6VyGEEFevXhWDBg0SXl5eYtCgQeLatWtCCCEKCgrE0KFDa21rzfZyMxZvdHS00Gq1QqfTiRdffFHk5+cLIar3df/+/QKA0Ol0ws/PT/j5+YmtW7cKIYQYN26c8PX1FTqdTrz00kuisLCwRvvH7dmzp9qdk926dRNqtdpw3NruvLQlY7l68OCBiImJEVqtVvTq1Uvs3r1bCFG9rzk5OUKv1wu9Xi969uxZbVwkJycLd3d34ezsLFxdXUV4eHiN9vXJtdxGjx4tOnfuLJycnIS7u7v44osvJM8hY20fmTBhgli1alW1c0mdg/v37xcBAQFCr9eL4OBgceTIEWt1v06M9VfKHHyc1Dlk7riUm6mxYY1x8Xj7EydOCH9/f6HT6YRWqzV5x6ypu7nlYOpzQ8o8rE9/zZ3HcmusdQOXuSMiIiIifn1MRERERCwKiYiIiAgsComIiIgILAqJiIiICCwKiYiIiAgsComoCXu0XusjX375JWbOnGnTGDZs2ACNRoOQkJBa95s4cSI2btxoo6iIqCliUUhEZGFVVVWS9/3nP/+Jzz77DHv27LFiRERET8aikIjIiIsXLyI0NBR6vR6hoaG4dOkSgJpX7B5dbfzxxx8REhKCsWPHQqfT1Tje+vXrodPp4Ovri7fffhsAsGjRIhw4cABvvPEG5s6dW21/IQRmzpyJnj17YtiwYdUWt1+0aBF69+4NX19fTJs2DUII5OTkICAgwLBPdnZ2rescExH9HotCImqy7t+/D39/f8O/d9991/DazJkzMX78eJw8eRIxMTF48803n3i8jIwMxMbGIisrq9r2wsJCvP3220hLS0NmZiYOHz6MTZs24d1330VQUBDWrVuH+Pj4am1SUlJw7tw5nDp1Cp9//jl++umnarEdPnwYp0+fxv3797FlyxZ069YNbdu2RWZmJgBgzZo1mDhxYv2TQ0RNDotCImqyWrRogczMTMO/RYsWGV5LT0/H2LFjAQCvvvoqDhw48MTjBQcH49lnn62x/fDhwxg4cCA6deoEJycnxMTEYN++fbUea9++fRgzZgwcHR2hUqkwaNAgw2t79uxBnz59oNPpkJaWhjNnzgAApkyZgjVr1qCqqgrffPONIX4iIilYFBIRSaBQKAAATk5OePjwIYDfvuItLy837PP0008bbVvf1UQfnfNxZWVlmDFjBjZu3IhTp05h6tSpKCsrAwCMGDEC27dvx5YtWxAYGIiOHTvW67xE1DSxKCQiMqJfv35ISkoCAKxbtw7PP/88AMDT0xNHjx4FAKSmpqKiouKJx+rTpw/27t2Lq1evoqqqCuvXr8eAAQNqbdO/f38kJSWhqqoKRUVFhhtRHhWALi4uuHPnTrXfNzZv3hxDhgzB9OnT8dprr9W900TUpDnJHQARkT365JNPMGnSJMTHx6NTp05Ys2YNAGDq1KmIjIxEcHAwQkNDTV4dfJxSqURcXBxCQkIghEBERAQiIyNrbRMVFYW0tDTodDp0797dUES2a9cOU6dOhU6ng6enJ3r37l2tXUxMDJKTkxEeHl7PnhNRU6UQ9f1eg4iI7M7HH3+Mmzdv4oMPPpA7FCJqYHilkIiokYiKikJOTg7S0tLkDoWIGiBeKSQiIiIi3mhCRERERCwKiYiIiAgsComIiIgILAqJiIiICCwKiYiIiAjA/wMKnh9bOEHr+gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 648x864 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig1 = m.plot(forecast)\n",
"fig2 = m.plot_components(forecast)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "5ea716b5daf6467c83a31eec37deeca3"
},
"source": [
"## Serialize Prophet model"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"id": "e4590a6b2dd244bbb330cb64f3828ea0"
},
"outputs": [],
"source": [
"with open(\"prophet-model.json\", \"w\") as f:\n",
" json.dump(model_to_json(m), f)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "1091a8ff46d9435c8859dac24c5f46d0"
},
"source": [
"## Persisting the serialized model\n",
"\n",
"There are many ways of persisting the serialized json model such as, but not limited to, saving the json output to,\n",
"- a database\n",
"- a filesystem\n",
"- in an S3 bucket\n",
"- in Watson Studio\n",
"- in Watson Machine Learning"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "fea718cfc6b94ea0ab811709c292e674"
},
"source": [
"## For simplicity, I'll save it as a variable and pass it to the deployed function later. But I'm sure you get the idea."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"id": "6f44419b8d754d0e8f16bf5b7c2e7a86"
},
"outputs": [],
"source": [
"serialized_model = model_to_json(m)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ad352f9457ab4d5b86eb0a0d2aa3b7c1"
},
"source": [
"## Create custom environment using conda yaml\n",
"\n",
"Using WML API to create a custom environment. You can also create and deploy a custom environment using the user interface (refer to blog post). \n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"id": "ab9f0298d2294f9489f98db16b17362a"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Creating package extensions\n",
"SUCCESS\n",
"SUCCESS\n"
]
}
],
"source": [
"ENV_NAME = \"Prophet Custom Env\"\n",
"\n",
"config_yaml = \"\"\"\n",
"channels:\n",
" - conda-forge\n",
"\n",
"dependencies:\n",
" - prophet\n",
"\"\"\"\n",
"\n",
"with open(\"config.yaml\", \"w\", encoding=\"utf-8\") as f:\n",
" f.write(config_yaml)\n",
"\n",
"meta_props = {\n",
" client.package_extensions.ConfigurationMetaNames.NAME: ENV_NAME, \n",
" client.package_extensions.ConfigurationMetaNames.TYPE: \"conda_yml\"\n",
"}\n",
"package_ext_details = client.package_extensions.store(meta_props=meta_props, file_path=\"config.yaml\")\n",
"package_ext_uid = client.package_extensions.get_uid(package_ext_details)\n",
"\n",
"meta_props = {\n",
" client.software_specifications.ConfigurationMetaNames.NAME: ENV_NAME,\n",
" client.software_specifications.ConfigurationMetaNames.BASE_SOFTWARE_SPECIFICATION: {\"guid\": client.software_specifications.get_uid_by_name(\"default_py3.8\")},\n",
"}\n",
"software_spec_details = client.software_specifications.store(meta_props=meta_props)\n",
"software_spec_uid = client.software_specifications.get_uid(software_spec_details)\n",
"client.software_specifications.add_package_extension(software_spec_uid, package_ext_uid)\n",
"\n",
"software_spec_details = client.software_specifications.get_details(software_spec_uid)\n",
"software_spec_uid = client.software_specifications.get_uid(software_spec_details)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "72c56311593b41e18b3b000981cf36d7"
},
"source": [
"## Create Prophet function"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"id": "a1139e5c61744c2da4674370a86d6c37"
},
"outputs": [],
"source": [
"FUNCTION_NAME = \"Prophet Model\"\n",
"FUNCTION_DEPLOYMENT_NAME = \"Prophet Model Deployment\"\n",
"\n",
"# function to be deployed\n",
"def func():\n",
" \n",
" # inference function that will be called\n",
" def score(payload):\n",
" # import the necessary packages\n",
" import numpy as np\n",
" import pandas as pd\n",
" from prophet import Prophet\n",
" from prophet.serialize import model_from_json\n",
" \n",
" # read serialized json model from payload\n",
" serialized_model = payload[\"input_data\"][0][\"serialized_model\"]\n",
" \n",
" # load model from serialized json\n",
" m = model_from_json(serialized_model)\n",
" \n",
" # data from payload\n",
" data = payload[\"input_data\"][0][\"values\"]\n",
" \n",
" # prepare predict dataframe\n",
" df = pd.DataFrame({\"ds\": pd.to_datetime(np.array(data).flatten(), unit=\"ns\")})\n",
" \n",
" forecast = m.predict(df)\n",
" forecast[\"ds\"] = forecast[\"ds\"].values.astype(np.int64) // 10 ** 9\n",
" \n",
" return {\"predictions\": [{\n",
" \"fields\": forecast.columns.tolist(),\n",
" \"values\": forecast.values.tolist()\n",
" }]}\n",
" \n",
" return score"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "25c4023c78ec4ca5a95eda20096bfcb9"
},
"source": [
"### Test local Prophet function"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"id": "8c808b8516d64a7f834cdb9788e5855d"
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ds</th>\n",
" <th>trend</th>\n",
" <th>yhat_lower</th>\n",
" <th>yhat_upper</th>\n",
" <th>trend_lower</th>\n",
" <th>trend_upper</th>\n",
" <th>additive_terms</th>\n",
" <th>additive_terms_lower</th>\n",
" <th>additive_terms_upper</th>\n",
" <th>daily</th>\n",
" <th>...</th>\n",
" <th>weekly</th>\n",
" <th>weekly_lower</th>\n",
" <th>weekly_upper</th>\n",
" <th>yearly</th>\n",
" <th>yearly_lower</th>\n",
" <th>yearly_upper</th>\n",
" <th>multiplicative_terms</th>\n",
" <th>multiplicative_terms_lower</th>\n",
" <th>multiplicative_terms_upper</th>\n",
" <th>yhat</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1.197245e+09</td>\n",
" <td>9.264771</td>\n",
" <td>8.251444</td>\n",
" <td>9.506362</td>\n",
" <td>9.264771</td>\n",
" <td>9.264771</td>\n",
" <td>-0.424653</td>\n",
" <td>-0.424653</td>\n",
" <td>-0.424653</td>\n",
" <td>-1.227689</td>\n",
" <td>...</td>\n",
" <td>0.352289</td>\n",
" <td>0.352289</td>\n",
" <td>0.352289</td>\n",
" <td>0.450747</td>\n",
" <td>0.450747</td>\n",
" <td>0.450747</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>8.840118</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1.197331e+09</td>\n",
" <td>9.263239</td>\n",
" <td>7.983581</td>\n",
" <td>9.228102</td>\n",
" <td>9.263239</td>\n",
" <td>9.263239</td>\n",
" <td>-0.674560</td>\n",
" <td>-0.674560</td>\n",
" <td>-0.674560</td>\n",
" <td>-1.227689</td>\n",
" <td>...</td>\n",
" <td>0.119623</td>\n",
" <td>0.119623</td>\n",
" <td>0.119623</td>\n",
" <td>0.433506</td>\n",
" <td>0.433506</td>\n",
" <td>0.433506</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>8.588679</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1.197418e+09</td>\n",
" <td>9.261708</td>\n",
" <td>7.779824</td>\n",
" <td>9.029851</td>\n",
" <td>9.261708</td>\n",
" <td>9.261708</td>\n",
" <td>-0.877153</td>\n",
" <td>-0.877153</td>\n",
" <td>-0.877153</td>\n",
" <td>-1.227689</td>\n",
" <td>...</td>\n",
" <td>-0.066665</td>\n",
" <td>-0.066665</td>\n",
" <td>-0.066665</td>\n",
" <td>0.417201</td>\n",
" <td>0.417201</td>\n",
" <td>0.417201</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>8.384555</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1.197504e+09</td>\n",
" <td>9.260176</td>\n",
" <td>7.729681</td>\n",
" <td>8.978530</td>\n",
" <td>9.260176</td>\n",
" <td>9.260176</td>\n",
" <td>-0.897682</td>\n",
" <td>-0.897682</td>\n",
" <td>-0.897682</td>\n",
" <td>-1.227689</td>\n",
" <td>...</td>\n",
" <td>-0.072267</td>\n",
" <td>-0.072267</td>\n",
" <td>-0.072267</td>\n",
" <td>0.402274</td>\n",
" <td>0.402274</td>\n",
" <td>0.402274</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>8.362494</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1.197590e+09</td>\n",
" <td>9.258645</td>\n",
" <td>7.715851</td>\n",
" <td>8.922145</td>\n",
" <td>9.258645</td>\n",
" <td>9.258645</td>\n",
" <td>-0.908126</td>\n",
" <td>-0.908126</td>\n",
" <td>-0.908126</td>\n",
" <td>-1.227689</td>\n",
" <td>...</td>\n",
" <td>-0.069569</td>\n",
" <td>-0.069569</td>\n",
" <td>-0.069569</td>\n",
" <td>0.389132</td>\n",
" <td>0.389132</td>\n",
" <td>0.389132</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>8.350519</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 22 columns</p>\n",
"</div>"
],
"text/plain": [
" ds trend yhat_lower yhat_upper trend_lower trend_upper \\\n",
"0 1.197245e+09 9.264771 8.251444 9.506362 9.264771 9.264771 \n",
"1 1.197331e+09 9.263239 7.983581 9.228102 9.263239 9.263239 \n",
"2 1.197418e+09 9.261708 7.779824 9.029851 9.261708 9.261708 \n",
"3 1.197504e+09 9.260176 7.729681 8.978530 9.260176 9.260176 \n",
"4 1.197590e+09 9.258645 7.715851 8.922145 9.258645 9.258645 \n",
"\n",
" additive_terms additive_terms_lower additive_terms_upper daily ... \\\n",
"0 -0.424653 -0.424653 -0.424653 -1.227689 ... \n",
"1 -0.674560 -0.674560 -0.674560 -1.227689 ... \n",
"2 -0.877153 -0.877153 -0.877153 -1.227689 ... \n",
"3 -0.897682 -0.897682 -0.897682 -1.227689 ... \n",
"4 -0.908126 -0.908126 -0.908126 -1.227689 ... \n",
"\n",
" weekly weekly_lower weekly_upper yearly yearly_lower yearly_upper \\\n",
"0 0.352289 0.352289 0.352289 0.450747 0.450747 0.450747 \n",
"1 0.119623 0.119623 0.119623 0.433506 0.433506 0.433506 \n",
"2 -0.066665 -0.066665 -0.066665 0.417201 0.417201 0.417201 \n",
"3 -0.072267 -0.072267 -0.072267 0.402274 0.402274 0.402274 \n",
"4 -0.069569 -0.069569 -0.069569 0.389132 0.389132 0.389132 \n",
"\n",
" multiplicative_terms multiplicative_terms_lower \\\n",
"0 0.0 0.0 \n",
"1 0.0 0.0 \n",
"2 0.0 0.0 \n",
"3 0.0 0.0 \n",
"4 0.0 0.0 \n",
"\n",
" multiplicative_terms_upper yhat \n",
"0 0.0 8.840118 \n",
"1 0.0 8.588679 \n",
"2 0.0 8.384555 \n",
"3 0.0 8.362494 \n",
"4 0.0 8.350519 \n",
"\n",
"[5 rows x 22 columns]"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"payload = {\n",
" \"input_data\": [{\n",
" \"serialized_model\": serialized_model,\n",
" \"values\": future.values.tolist()\n",
" }]\n",
"}\n",
"\n",
"function_result = func()(payload)[\"predictions\"][0]\n",
"forecast = pd.DataFrame(function_result[\"values\"], columns=function_result[\"fields\"])\n",
"forecast.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "f73e8417d5d840559489ac296e30f950"
},
"source": [
"## Deploy Prophet function"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"id": "3bc9840de22e419f87f95f2ec5283454",
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"#######################################################################################\n",
"\n",
"Synchronous deployment creation for uid: 'd0feeae9-d1d0-45aa-8494-ccc709ae48a3' started\n",
"\n",
"#######################################################################################\n",
"\n",
"\n",
"initializing\n",
"Note: online_url is deprecated and will be removed in a future release. Use serving_urls instead.\n",
".....................................................................\n",
"ready\n",
"\n",
"\n",
"------------------------------------------------------------------------------------------------\n",
"Successfully finished deployment creation, deployment_uid='ef957cd3-6fc1-4406-b360-b22c7fe5ceaf'\n",
"------------------------------------------------------------------------------------------------\n",
"\n",
"\n"
]
}
],
"source": [
"meta_props = {\n",
" client.repository.FunctionMetaNames.NAME: FUNCTION_NAME,\n",
" client.repository.FunctionMetaNames.SOFTWARE_SPEC_UID: software_spec_uid, # client.software_specifications.get_id_by_name(ENV_NAME)\n",
"}\n",
"function_details = client.repository.store_function(meta_props=meta_props, function=func)\n",
"\n",
"meta_props = {\n",
" client.deployments.ConfigurationMetaNames.NAME: FUNCTION_DEPLOYMENT_NAME,\n",
" client.deployments.ConfigurationMetaNames.ONLINE: {}\n",
"}\n",
"\n",
"function_uid = client.repository.get_function_uid(function_details)\n",
"function_deployment_details = client.deployments.create(function_uid, meta_props=meta_props)\n",
"function_deployment_uid = client.deployments.get_uid(function_deployment_details)\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "10c8246bae03465e8232c9c419fae45a"
},
"source": [
"### Test deployed Prophet function\n",
"\n",
"The below output should be the same as the earlier Prophet model."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"id": "afbd9d734f90443a88403037f622fb5d"
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ds</th>\n",
" <th>trend</th>\n",
" <th>yhat_lower</th>\n",
" <th>yhat_upper</th>\n",
" <th>trend_lower</th>\n",
" <th>trend_upper</th>\n",
" <th>additive_terms</th>\n",
" <th>additive_terms_lower</th>\n",
" <th>additive_terms_upper</th>\n",
" <th>daily</th>\n",
" <th>...</th>\n",
" <th>weekly</th>\n",
" <th>weekly_lower</th>\n",
" <th>weekly_upper</th>\n",
" <th>yearly</th>\n",
" <th>yearly_lower</th>\n",
" <th>yearly_upper</th>\n",
" <th>multiplicative_terms</th>\n",
" <th>multiplicative_terms_lower</th>\n",
" <th>multiplicative_terms_upper</th>\n",
" <th>yhat</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2007-12-10</td>\n",
" <td>9.264771</td>\n",
" <td>8.171276</td>\n",
" <td>9.404913</td>\n",
" <td>9.264771</td>\n",
" <td>9.264771</td>\n",
" <td>-0.424653</td>\n",
" <td>-0.424653</td>\n",
" <td>-0.424653</td>\n",
" <td>-1.227689</td>\n",
" <td>...</td>\n",
" <td>0.352289</td>\n",
" <td>0.352289</td>\n",
" <td>0.352289</td>\n",
" <td>0.450747</td>\n",
" <td>0.450747</td>\n",
" <td>0.450747</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>8.840118</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2007-12-11</td>\n",
" <td>9.263239</td>\n",
" <td>8.015035</td>\n",
" <td>9.206857</td>\n",
" <td>9.263239</td>\n",
" <td>9.263239</td>\n",
" <td>-0.674560</td>\n",
" <td>-0.674560</td>\n",
" <td>-0.674560</td>\n",
" <td>-1.227689</td>\n",
" <td>...</td>\n",
" <td>0.119623</td>\n",
" <td>0.119623</td>\n",
" <td>0.119623</td>\n",
" <td>0.433506</td>\n",
" <td>0.433506</td>\n",
" <td>0.433506</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>8.588679</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2007-12-12</td>\n",
" <td>9.261708</td>\n",
" <td>7.771087</td>\n",
" <td>9.021837</td>\n",
" <td>9.261708</td>\n",
" <td>9.261708</td>\n",
" <td>-0.877153</td>\n",
" <td>-0.877153</td>\n",
" <td>-0.877153</td>\n",
" <td>-1.227689</td>\n",
" <td>...</td>\n",
" <td>-0.066665</td>\n",
" <td>-0.066665</td>\n",
" <td>-0.066665</td>\n",
" <td>0.417201</td>\n",
" <td>0.417201</td>\n",
" <td>0.417201</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>8.384555</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2007-12-13</td>\n",
" <td>9.260176</td>\n",
" <td>7.727514</td>\n",
" <td>8.951958</td>\n",
" <td>9.260176</td>\n",
" <td>9.260176</td>\n",
" <td>-0.897682</td>\n",
" <td>-0.897682</td>\n",
" <td>-0.897682</td>\n",
" <td>-1.227689</td>\n",
" <td>...</td>\n",
" <td>-0.072267</td>\n",
" <td>-0.072267</td>\n",
" <td>-0.072267</td>\n",
" <td>0.402274</td>\n",
" <td>0.402274</td>\n",
" <td>0.402274</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>8.362494</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2007-12-14</td>\n",
" <td>9.258645</td>\n",
" <td>7.712199</td>\n",
" <td>9.012810</td>\n",
" <td>9.258645</td>\n",
" <td>9.258645</td>\n",
" <td>-0.908126</td>\n",
" <td>-0.908126</td>\n",
" <td>-0.908126</td>\n",
" <td>-1.227689</td>\n",
" <td>...</td>\n",
" <td>-0.069569</td>\n",
" <td>-0.069569</td>\n",
" <td>-0.069569</td>\n",
" <td>0.389132</td>\n",
" <td>0.389132</td>\n",
" <td>0.389132</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>8.350519</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 22 columns</p>\n",
"</div>"
],
"text/plain": [
" ds trend yhat_lower yhat_upper trend_lower trend_upper \\\n",
"0 2007-12-10 9.264771 8.171276 9.404913 9.264771 9.264771 \n",
"1 2007-12-11 9.263239 8.015035 9.206857 9.263239 9.263239 \n",
"2 2007-12-12 9.261708 7.771087 9.021837 9.261708 9.261708 \n",
"3 2007-12-13 9.260176 7.727514 8.951958 9.260176 9.260176 \n",
"4 2007-12-14 9.258645 7.712199 9.012810 9.258645 9.258645 \n",
"\n",
" additive_terms additive_terms_lower additive_terms_upper daily ... \\\n",
"0 -0.424653 -0.424653 -0.424653 -1.227689 ... \n",
"1 -0.674560 -0.674560 -0.674560 -1.227689 ... \n",
"2 -0.877153 -0.877153 -0.877153 -1.227689 ... \n",
"3 -0.897682 -0.897682 -0.897682 -1.227689 ... \n",
"4 -0.908126 -0.908126 -0.908126 -1.227689 ... \n",
"\n",
" weekly weekly_lower weekly_upper yearly yearly_lower yearly_upper \\\n",
"0 0.352289 0.352289 0.352289 0.450747 0.450747 0.450747 \n",
"1 0.119623 0.119623 0.119623 0.433506 0.433506 0.433506 \n",
"2 -0.066665 -0.066665 -0.066665 0.417201 0.417201 0.417201 \n",
"3 -0.072267 -0.072267 -0.072267 0.402274 0.402274 0.402274 \n",
"4 -0.069569 -0.069569 -0.069569 0.389132 0.389132 0.389132 \n",
"\n",
" multiplicative_terms multiplicative_terms_lower \\\n",
"0 0.0 0.0 \n",
"1 0.0 0.0 \n",
"2 0.0 0.0 \n",
"3 0.0 0.0 \n",
"4 0.0 0.0 \n",
"\n",
" multiplicative_terms_upper yhat \n",
"0 0.0 8.840118 \n",
"1 0.0 8.588679 \n",
"2 0.0 8.384555 \n",
"3 0.0 8.362494 \n",
"4 0.0 8.350519 \n",
"\n",
"[5 rows x 22 columns]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"payload = {\n",
" \"input_data\": [{\n",
" \"serialized_model\": serialized_model,\n",
" \"values\": future.values.tolist() # feel free to change to your desired forecast horizon\n",
" }]\n",
"}\n",
"\n",
"function_result = client.deployments.score(function_deployment_uid, payload)[\"predictions\"][0]\n",
"forecast = pd.DataFrame(function_result[\"values\"], columns=function_result[\"fields\"])\n",
"forecast[\"ds\"] = pd.to_datetime(forecast[\"ds\"], unit=\"s\")\n",
"forecast.head()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"id": "d2bb3cf732fa499a8c41b12f24e1b265"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x864 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig1 = m.plot(forecast)\n",
"fig2 = m.plot_components(forecast)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"id": "aaa869471f93490295ee4848f429a833"
},
"outputs": [],
"source": [
"# Clean up everything\n",
"\n",
"# import requests\n",
"# response = requests.get(client.service_instance._href_definitions.get_pkg_extns_href(), params=client._params(), headers=client._get_headers(), verify=False)\n",
"# for x in response.json()[\"resources\"]:\n",
"# client.package_extensions.delete(x[\"metadata\"][\"asset_id\"])\n",
"# for x in client.software_specifications.get_details()[\"resources\"]:\n",
"# if x[\"entity\"][\"software_specification\"][\"type\"] == \"derived\":\n",
"# client.software_specifications.delete(x[\"metadata\"][\"asset_id\"])\n",
"# for function in client.deployments.get_details()[\"resources\"]: client.deployments.delete(function[\"metadata\"][\"id\"]) \n",
"# for function in client.repository.get_function_details()[\"resources\"]: client.repository.delete(function[\"metadata\"][\"id\"])"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3.8",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.11"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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