{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Tutorial 1: Ship Data Analysis\n", "\n", "This tutorial uses AIS data published by the Danish Maritime Authority. The AIS record sample extracted for this tutorial covers vessel traffic on the 5th July 2017 near Gothenburg.\n", "\n", "This tutorial covers: \n", "1. Trajectory data preprocessing\n", " 1. Loading movement data from common geospatial file formats \n", " 1. Exploring spatial & non-spatial data distributions \n", " 1. Applying filters to extract relevant data\n", " 1. Converting GeoDataFrames into Trajectories describing continuous tracks of moving objects\n", "1. Trajectory analysis\n", " 1. Visualizing trajectories and their properties\n", " 1. Filtering trajectories by area of interest\n", " 1. Splitting continuous tracks into individual trips\n", " 1. Exploring trip properties including: origins, destinations, and attributes " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import urllib\n", "import os\n", "import pandas as pd\n", "import movingpandas as mp\n", "import contextily as ctx\n", "from geopandas import GeoDataFrame, read_file\n", "from shapely.geometry import Point, LineString, Polygon\n", "from datetime import datetime, timedelta\n", "import matplotlib.pyplot as plt\n", "\n", "import warnings\n", "warnings.simplefilter(\"ignore\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Area of interest: Gothenburg" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using zoom level 12, this will download 16 tiles\n", "Wall time: 1.78 s\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ZOOM_LEVEL = 12\n", "w, s, e, n = 11.76, 57.61, 12, 57.73\n", "\n", "# check number of tiles that will be downloaded\n", "ctx.howmany(w, s, e, n, ZOOM_LEVEL, ll=True)\n", "\n", "# download tiles\n", "%time img, ext = ctx.bounds2img(w, s, e, n, ZOOM_LEVEL-1, ll=True)\n", "\n", "# plot map \n", "plt.rcParams['figure.figsize'] = (10,10)\n", "plt.imshow(img, extent=ext, aspect='auto')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading Sample AIS data \n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Finished reading 84702 rows in 0:00:04.912000\n" ] } ], "source": [ "# Loading geodata ...\n", "t_start = datetime.now()\n", "df = read_file('demo/demodata_ais.gpkg')\n", "wgs84 = df.crs\n", "print(\"Finished reading {} rows in {}\".format(len(df),datetime.now() - t_start))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see what the data looks like:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
TimestampMMSINavStatusSOGCOGNameShipTypegeometry
005/07/2017 00:00:03219632000Under way using engine0.0270.4NoneUndefinedPOINT (11.859583 57.688167)
105/07/2017 00:00:05265650970Under way using engine0.00.5NoneUndefinedPOINT (11.841753 57.661502)
205/07/2017 00:00:06265503900Under way using engine0.00.0NoneUndefinedPOINT (11.906505 57.690767)
305/07/2017 00:00:14219632000Under way using engine0.0188.4NoneUndefinedPOINT (11.859583 57.688167)
405/07/2017 00:00:19265519650Under way using engine0.0357.2NoneUndefinedPOINT (11.87192 57.682332)
\n", "
" ], "text/plain": [ " Timestamp MMSI NavStatus SOG COG Name \\\n", "0 05/07/2017 00:00:03 219632000 Under way using engine 0.0 270.4 None \n", "1 05/07/2017 00:00:05 265650970 Under way using engine 0.0 0.5 None \n", "2 05/07/2017 00:00:06 265503900 Under way using engine 0.0 0.0 None \n", "3 05/07/2017 00:00:14 219632000 Under way using engine 0.0 188.4 None \n", "4 05/07/2017 00:00:19 265519650 Under way using engine 0.0 357.2 None \n", "\n", " ShipType geometry \n", "0 Undefined POINT (11.859583 57.688167) \n", "1 Undefined POINT (11.841753 57.661502) \n", "2 Undefined POINT (11.906505 57.690767) \n", "3 Undefined POINT (11.859583 57.688167) \n", "4 Undefined POINT (11.87192 57.682332) " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To convert the DataFrame to Trajectories we need to create a temporal index:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "df['t'] = pd.to_datetime(df['Timestamp'], format='%d/%m/%Y %H:%M:%S')\n", "df = df.set_index('t')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we look at the data distributions, we can see that there are a lot of records with speed over ground (SOG) values of zero in this dataframe:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df['SOG'].hist(bins=100, figsize=(15,3))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's get rid of these rows with zero SOG:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Original size: 84702 rows\n", "Reduced to 33593 rows after removing 0 speed records\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "print(\"Original size: {} rows\".format(len(df)))\n", "df = df[df.SOG>0]\n", "print(\"Reduced to {} rows after removing 0 speed records\".format(len(df)))\n", "df['SOG'].hist(bins=100, figsize=(15,3))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see what kind of ships we have in our dataset:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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abwBOTnII8H3gQICqujjJycAlwE3AYVV1c3vOy4ATgK2A09qbJEmSJGkG5iTRq6ovA19uH/8PsO8GXncMcMyE9pXAbnMRiyRJkiRt6uZiHz1JkiRJ0gJioidJkiRJA3NHrNGT1Fp25Gfm5ftc+Yanz8v3kSRJUj84oidJkiRJA2OiJ0mSJEkDY6InSZIkSQNjoidJkiRJA2OiJ0mSJEkDY6InSZIkSQNjoidJkiRJA2OiJ0mSJEkDY6InSZIkSQNjoidJkiRJA2OiJ0mSJEkDM+NEL8n2Sb6U5NIkFyc5vG3fLskZSb7T3t9j7JxXJ7k8yWVJnjrWvkeS1e2xtyfJ7C5LkiRJkjZdsxnRuwn486r6LWAv4LAkuwBHAmdW1U7Ame1z2mMrgF2B/YB3Jdm8/VrHAocCO7W3/WYRlyRJkiRt0mac6FXVNVV1fvv4OuBSYAmwP3Bi+7ITgQPax/sDJ1XV9VV1BXA5sGeS+wHbVNXZVVXA+8fOkSRJkiRN05ys0UuyDHgUcC5wn6q6BppkELh3+7IlwFVjp61p25a0j6e2S5IkSZJmYNFsv0CSuwIfA46oqp9vZHndpAO1kfZJ3+tQmime7LDDDtMPVtKsLDvyM/P2va58w9Pn7XtJkiQNzawSvSR3oknyPlhVH2+bf5jkflV1TTst89q2fQ2w/djpS4Gr2/alE9rXU1XHAccBLF++fGIyKEnTMV/Jq4mrJEmaT7OpuhngeODSqnrr2KFTgYPbxwcDp4y1r0iyRZIdaYqunNdO77wuyV7t1zxo7BxJkiRJ0jTNZkRvb+CPgNVJvtG2vQZ4A3BykkOA7wMHAlTVxUlOBi6hqdh5WFXd3J73MuAEYCvgtPYmSZIkSZqBGSd6VXUWk9fXAey7gXOOAY6Z0L4S2G2msUiSJEmSbjUnVTclSZIkSQuHiZ4kSZIkDYyJniRJkiQNjImeJEmSJA2MiZ4kSZIkDYyJniRJkiQNzGz20ZMkLTDLjvzMvHyfK9/w9Hn5PpIkaWYc0ZMkSZKkgTHRkyRJkqSBMdGTJEmSpIEx0ZMkSZKkgTHRkyRJkqSBseqmJGnBsoqoJEkz44ieJEmSJA3Mgkn0kuyX5LIklyc5sut4JEmSJKmvFsTUzSSbA+8EngysAb6e5NSquqTbyCRJmltDm47q9czMfE4XHuI1SbptCyLRA/YELq+q7wIkOQnYHzDRkyRJ0i2GlrgO7Xq0cCyURG8JcNXY8zXAYzqKRZIkSdIMmbwuDKmqrmMgyYHAU6vqxe3zPwL2rKqXT3ndocCh7dOdgcvmIbx7AT+ah+8zn4Z2TV7Pwja064HhXZPXs/AN7Zq8noVvaNfk9Sx8Q7um+bqeB1TV4kkHFsqI3hpg+7HnS4Grp76oqo4DjpuvoACSrKyq5fP5Pe9oQ7smr2dhG9r1wPCuyetZ+IZ2TV7Pwje0a/J6Fr6hXdNCuJ6FUnXz68BOSXZMcmdgBXBqxzFJkiRJUi8tiBG9qropyZ8Bnwc2B95bVRd3HJYkSZIk9dKCSPQAquqzwGe7jmOCeZ0qOk+Gdk1ez8I2tOuB4V2T17PwDe2avJ6Fb2jX5PUsfEO7ps6vZ0EUY5EkSZIkzZ2FskZPkiRJkjRHTPQkSZIkaWBM9NQrSTZP8oqu45AkbbqSHH572iSpSyZ6U7SJxL91HcdcSbJlkvU2UUxy7yRbdhHTbFTVzcBzuo5DG5fkwNvT1hdJLkhy/pTbl5L8Q5Ltuo5vLiS5e5LXdh2Hhi3JPkn+pH28OMmOXcc0QwdPaPvj+Q5iriXZfcLtQUkWTPG+TVWSzZL8TtdxzJUkD02yb5K7Tmnfr6uYhshiLBMk+TzwzKq6oetYZivJccDnqurjU9pfAOxTVS/rJrKZS/J64G7AScAvRu1V9c3OgpqlJEuBdwD7AL8BzgIOr6o1nQY2Q0nOr6rdb6utL5K8CQjw723TCuBm4H+BvarqWV3FNl1Jtgf+Brg/8Emaa/o74I+AD1VVr0YlknwK2OAfsj7930yV5DrWv7afASuBP6+q785/VDOX5ChgObBzVT0kyf2Bj1TV3h2HdrsleT7whzTv1V8bO3Q34OaqelIngc2RJOcAuwPfpHnP2619fE/gpVV1eofhTVuS1Wz4d+j1VfU/8x/VzCU5u6p+u+s4ZqudmXUYcCnwSJrPO6e0x3r7WQEgyasmNP8MWFVV35jveOyhmexK4D+SnMq6icRbO4to5vapqkOnNlbVB5O8pouA5sDj2/vxN4ICHtdBLHPlfTQfuEejXi9s257cWUQzkORpwO8BS5K8fezQNsBN3UQ1J36nqvYZe35BkrOqap/2g0SfvB/4CvAxYD/gHOBi4OFV9YMuA5uhN7f3vw/cFxjNyHg+zXt5n70VuJrmvSE0HQz3BS4D3gs8obPIZubZwKOA8wGq6uokd+s2pGn7T+Aa4F7AW8bar6NJiPruSuCQ0V7GSXYB/i9NZ9DHgV4lesBpNJ1y4510AD8HTgCe2UFMs3F6kucAH69+j9S8BNijqv43yTLgo0mWVdU/0bzX9dny9vap9vnTga8DL03ykap603wGY6I32dXtbTOaXro+29gvTC+n7lbVY7uO4Q6wuKreN/b8hCRHdBbNzF1N01P6LGDVWPt1wCs7iWhu3C3JHlW1CprpTTTJK/Qvgd2uqo5uH38+yQ+BR1fV9R3GNGNV9RWAJH9XVeOdPZ9K8tWOwpor+1XVY8aeH5fknKr625521N1QVZWkAJLcpeuApquqvgd8D+j9qMoGPHSU5AFU1SVJHlVV3016+fl77ykjxquT/EdV7Z3khZ1FNXOvAu4C3JzkVzSf8aqqttn4aQvO5lX1vwBVdWWSJ9Akew+g/4nePYHdR9fXzmT4KM1gxCrARK9rVfU6aP4IVdUvbuv1C9y1SfasqvPGG5M8GljbUUyz0q45fD2wpKqe0fY47llVJ3Qb2az8qP2j86H2+fOBXk0pAaiqC4ELk4xGIB7SHrqsqm7sLrJZ+1PgA0nuRHNdNwCHtB9U5/VNey4kuQe3/jH9AbD16EN3Vf24s8BmZ3GSB46mM7Zrv9Zbn9wzv0nyBzQfEgCeO3asj735Jyd5N3D3JC8BXgT8a8cxzUiS3wfeCNyb5neprx+4p7osybE0SyMAngd8O8kWQB/fw++a5DFVdS5Akj2B0ZqwvnXSUVV9H3wY+UGSR46mMrYje8+gmanwsG5Dm7UdaD4jjNwIPKCqfpVk3jtUXaM3QZLfBo4H7lpVOyR5BPCnVfV/Og5t2to3tZNppiiMRliWAwcBK0Zvfn2S5DPAB4G/qqpHtB++z6+q3r45JNkB+GeaXuKimR50eNt73DtJHk8zRfBKmg9A2wMHV1WvR1iS3JPmffNHXccyU0mupFkHOqnXtKrqgfMb0dxoF/AfB4zWrS2jed/+fGdBzVKSBwL/xK3vC+fQjIz/N820p7M6DG9GkjwZeArNz9/nq+qMjkOakSSX06zlv7TrWOZSkq2A/0OzBjE068XfBfwa2Ho0StEXbaf2e2mSu9BM2XwxzXT1p1fVyR2GN21phlVfAOxYVX/Xrrm+39TO/IWurUtw06TlAkn2rqr/6CCsOZHkb2imqZ/SNj0TOJVmqvdxVfWCeY3HRG99Sc6l6Tk9taoe1bZdVFW7dRvZzCS5N82i11H8FwHvrKpru4tq5pJ8vaoeneSCsf+fb1TVI7uOTY0kq4A/rKrL2ucPoSn0sUe3kc3MhqbJVdXfz3cs2rB21OGh7dNv9XU66hAl2Zwmset1sZKR0fS/ruPQ7ZNkW5rPvD/tOpbZaEdbfwM8sap+q52dcXpVPbrj0DQmyXJgb9rOkqpa2VUsTt3cgKq6asp89Ju7imW22oTuKIAkdwZ27TaiWftFmpL2o3Uej6ZZA9ZbUwqXjPwMWDmqRNUzdxoleQBV9e125LWvxn//t6RZXH3xBl7bO0keRFOk4Pk97tDammb9ygOq6iVJdkqyc1V9uuvYZqqdpv4SmtHJW/5eV9WLuopppqrq5iS/TLJtVf2s63jmwMokH6apXHtLh8LUCtd9k2Rv4GjgAaz7M9fXkf4taLZkWgYsGn2uq6q/7TCs2XhMVe2e5AKAqvpJ+7lOC8sFNDULFkEza6uqvt9FICZ6k12VZq+San+BXkFTArZ3kvwL8I6qurjt0Tqb5kPrdkn+oqo+tPGvsCD9BU01owcm+QqwhHXXrvTRljQjER9pnz+HJpE4JMnvVlXfCrOsTHI88IH2+QtYtzhLr1TVG8efJ3kjzQe83kpyP5r1N38IPBz4fzRrQ/vqfTQ/Y6MiGWtofp96m+jRTP35GvAFetzZOObXNMUwzmDditav6C6kGdsG+CXNNNSRoqlM2WfH00wPXsUwfuZOoS1tz1hC3mM3tqPjo47uxTQjfFogkrycZnDlhzS/Q6H5/3p4J/E4dXN9Se5Fsy7iSTT/QafTrJfqXXGMJBdX1a7t4yOAJ1TVAUnuC5w2mvrYN20C/ls0/z+XAFSP9z1M8kXgKVV1U/t8Ec3P3ZOB1VW1S5fxTVfbi3oYt67z+CrwrqFMpWs7TVZW1U5dxzJdbRGM5wNLadbvngycUlV93bgagCQrq2r5lCndF1bVI7qObaaGNiU9yaRNxqmqE+c7Fk2W5NwplV57rc/LbiZJswfy82i2lzqRppP7r6vqIxs9cQFrK23uVFVfaNeILqqq3s7SatfvPmah5AyO6E3QFlqY18WSd6Dx5OfJtCNGVfWDnpZKJsm/VtVLgAvb51vT9Nr1as+5KZbQlEweTWm6C3D/drpT75KjNqF7a3vrrSSLquqmdprMqFdsc+B+QF/X572TZmT/D0frBtKWu++5G9oPCaOe7gfR/x78Tyf5var6bNeBzIUhJXTtuuNjgftU1W5JHg48q6pe33Fos/WlJP9AMzI5PiX1/O5CmpX/TPKwqurbfqcTVbMH8ipgX5pO1AP6XBCo7Xg8FNgOeBBNB+S/0FxfX13FrZ/lOmeiN8HA1kv9tC1Z+980C0MPgVtGjLbqMrBZWJvkHVX18iR3p5madULHMc3Wm4BvJPkyzZv344C/b0vef6HLwKYjzebhG0waqqqTqQuzcB5Nz+n41OCbgB/0eHTy/sCBwFuT3IdmRK/P6ydHjgI+B2yf5IM073d/3GlEs3c48Jq2s+dGel7CP8kVTHh/6On6r3+l2Uj83QBV9c0028r0PdEbjeYtH2sr4IkdxDIX9gH+uP3Zu55bf4f69rdo3Hdoqod2vv5rDhwG7AmcC1BV32kLCPbZd4EvtxXixztLOun4NtGbbEjrpf4UeDtwX+CIsVK2+wKf6SyqWaiq1yR5S5J30vwxekvfSiSPa8slnw58luYNL8Brqurq9iX/t6vYZuAZXQcwxwJQVf/VdSBzpZ2xcCxwbFviegXNfpuXAp+oqj5uxE1VnZHkfGAvmv+3w/u8DQYMas+skfHkYUuaDoftOopltrauqvOmzIzp3b5sU1XV73Ydwxx7WtcBzKWFtv5rDlxfVTeMfo/aQYi+zzD5fnu7c3vrlGv0JhjaeqmhSPKs8afA62h6gT4DUFWndhHXXEiyqq9bDwxZkjVsZPppVz10s9FWqb1q1OnTrpt6Dk3H3+U9LYwBQJIlrF8tsHd7NyZ5aFV9K8nuk473eBrdepKcVVX7dB3HdCU5Dfgz4CNtFcTnAodUVS8TiyQvrKp/S/KqScf79l6XZJuq+nlboXs9VfXj+Y5pLiy09V+zleRNwE9p9nZ+Oc0ejpdU1Ws7DWxAHNGbbDDrpZK8g41PpevTh7oDpzxfDWzdthfNhpR9dU6SR1fV17sOZDZGH9qSXMe6P3d9nXK2ObdutDsU76YpNEWSx9FU23w58EiaAke91FZCfR7N7ItRFbqiKQTUN6+iWbfylgnHejuNbkriuhnNCF9fRy0PA44DHprkv4ErgBd2G9Ks3KW97+v/x1T/TjPDZBXN78z4e3gBfZwuDAts/dccOJJmSdFqmhlonwXe02lEM5TkH6vqiCSfYvIU9WdNOO0O54jeBEkOAf4a+DJj66WADwFHV1VvptJNqXL2Otr99EaGtDi+z5JcAjwE+B5N2fEhrCPovSTnV9XEUZW+Gq9E2V4WXoAAABMXSURBVE5/XltVR7fPe1vlMcllwMN7vHZy8JJ8aezpTcCVwJvH99zsm3Yd9WZ9rhI4LsniqlrbdRxa19hI667AzjQzmTpf/zUb7TYRJ1ZVnztIbpFkj6paleTxk45X1VfmOyYw0dugdo+p0Xqp88bWS/XWeNnxPmu3v3gR628ifGhXMc1WW154PVX1vfmOZTaSbAm8FHgw8E3gvaMp0H00lN+ZcUkuAh7ZVhP9FnDoaHpjn0uRt1PpDqyq/+06lrmUZk/XZaz7Xvf+zgISAG0hsINY//+mT7Nk1pPkOzSjkx8GPl5VP+k4pBnZ0LTnkb5Nf05y1EYOV/V0A/gknwee2eftsRY6p25u2GbAWpp/owcneXAf13pMMZSs/hTgHOAshrGh6y0JXVttasuOw5mNE2mqA34N+D2a3sfDO41odvpc4nlDPgR8JcmPgF/R/F+R5MH0e0rQL2kq157Juj3dvf3gneQDNCXHv8Gt73UF9DLRS3I4zcb219FUrdwdOLKqTu80sJn5LM3fodUMaMPqqtopyZ40RZpe2842Oamq/q3j0KZr0rTnkd5Nf66q1wEkOXDqnnlJpi5r6ZMrgf9IcirNbCagnyOUIxuoPv4zYCXw+vleX+mI3gQbWuvR1fzauTKUaWh9nl62IW2hmbfQlL6/lqagxKXVbnbfF0lWV9XD2seLaEbDe/8zNzRJ9qLZC/D0qvpF2/YQ4K596+keyQA3424roe5SA/lDPZo2nOSpNGvc/gZ4Xx/fI4by93Rj2tkzbwVeUFWbdx2PJv/c9flncUMjlaPEto/aAjM306wThabTJDTJ3j5V9cz5jMcRvckOAHYewlqPKUUxtk7y89Eh+lkcA+C0JE/paS/whvwdTVn4L1TVo5L8LvD8jmOaiRtHD9qpgV3Gog2oqnMmtH27i1jmSp8Tuo24iGZrnGu6DmSOjN4Qfo8mwbsw/X2T+ECazZ4/zbojyL2s5jiSZBvg2TQfTh8EfIJmGUuvJHliVX0xye9POl5VH5/vmGYjydNofm+WZN29nrehx9t69Dmh24i9q2rvseerk/xHVe2dZN7XI5roTfZdmg2Ee5/oDXAfJmjWgP1Vkl8CN3Br0trX/ZgAbqyq/0myWZLNqupL7chy3zxiSmfCVu3zPncsaAFLcnJV/cEGpsvQx4JGY1Xb7gZckuQ81k0m+jq7ZFWS04EdgVcnuRv9nfZ4A/APwGu59eeuz9UcRy4EPgn8bVWd3XUws/B44IvApNGTAnqV6AFX00z9OxD4Ns013Eyzn94rO4xrVpIsBv6SZpnHLctWqqpXU2unuGuSx1TVuQDtVOi7tsfmPSk30ZtscGs9BuZeXQdwB/hpkrvSlIL/YJJr6WEvndN71IEj2vtndBrF3Hpz1wHcQQ6h2cbju1X1yyT3BP6k45hm6lXAg6vqR10HMsceOISpwlV1VHvf15+vqS4BXkCzAfeLaDpPt6dZ8/rpDuOarQ/SFP55Bk0n/sE09TH67MXAe9vPdAF+Dry4rdD7/+Y7GNfoTTDEtR5Dk2Rbmmkl4z1A/9ldRDPTFsC4D02xhV/RFAF6Ac0avc9U1aoOw5MWvNH6lCQfqKo/6jqeudR+MPhVVf2mXUP5UOC0qrrxNk5dsJLcA9iJdd+7e1forC0esaKqftl1LHNhoe4BNheSPJ31R4x6VaUyydtoRoVeNdrKo51m+2aa94heFj1Lsqqq9kjyzdHsiyRfqaqJWxT0Sfs5NVX10y7jcERvgqo6MclWwA593t9nqNp9Dl9Fs7H9auDRNNXPntBhWDP1j8BrRgUxaKYxnZhkOXA0k6edSLrVndvOud+ZtB6nb2txpvgq8Ng2OTqTZurW82g6g3onyYtpqvAupenc2gs4m55VQGzdTDPz50sMY+bPB9r7QY0mJ/kXYGvgd2k24n4ucF6nQc3MM4CHjI+2VtXPk7wM+Bb9rW496rS6pk3Ir6Z5f+idsb0Op7YD3VUSNdGbIMkzad7s7gzsmOSRNPPVe9ujNTBHAMuBs6vqsUl2pdngvo+WVdU3pzZW1coky+Y/HKl3XkqT+Nyd9TtG+rgWZ1zaKY6HAO+oqjcl+UbXQc3C4bQdc1X1u0keCvS1GMMn29sgjGaPVNVX2nVT1DA2Tv+dqnp4O2L0uiRvoZ/vCTVpSm1V3Zykz1PzXt+OfP058A6a4jJ9XXM4qomxM8373Knt82fSdNp1wkRvsqNpqkx9GaCqvpFkxy4D0jp+XVW/SkKSO1fVxe0Hhj7a2J55W81bFFJPVdVZwFlJVlbV8V3HM8eS5LdpEtlD2rY+r4P9dVX9un3v3qKqvpVk566Dmomhzfxpq58eBfwZzbqizZLcRNPB0KtpjlP8qr3/ZZL7Az+mKQbUN5ckOaiq1tlDs63i+K2OYpq1qhqtL/wZzahrb43tdXg6sPvYFNujgY9s5NQ71GZdfeMF7qaqmrpxcJ97TAah3ZcNmiH+uwOfAj6f5GM0laf66Ottie51tD34rs+Tbr+Tkvx1kuMAkuyUpO8FWo4AXg18ou3QeiDwpY5jmo017Xv3J4EzkpxCM1Wrd9qZP98APtc+f2S7bq+vjgD2Bh5dVfesqnsAjwH2TtLXERaAT7c/c2+i+Zt6BXBStyHNyGHAYUm+nOQtSd6c5CvAK4CXdRzbjCV5YJJPJflRkmuTnNK+z/XZDjRVeUduAJZ1E4rFWCZKcjzNeogjgefQ/CLdqape2mlgm7hM3ih0X2BbmsIlvdsOI8l9aPYpuoFbE7vlNNOGn11VP+gqNqlPknyY5nfooKrarR1tObuqHtlxaJogyeNp3rs/V1U33NbrF5okq2jWFn65qh7Vtq2uqod1G9nMJLkAePLUKqLtNM7TR9fYF0keDVw1+hua5CBgNPp1dF/3O0zyRJrCMgEurqozOw5pVpKcA7wT+FDbtAJ4eVU9pruoZifJa4E/oPlsVzT7Up5cVX/fSTwmeutLsjXN3jhPofll+jzwd1X1604D28QluaBvf2xurzQbpO/WPr24qr7YZTxS37RTN5ePv08kubCqHtF1bNM18AqI+wA7VdX72iTirlV1RddxTVeSc6vqMVN+3m6pHNg3SS6qqt2me2yhSnI+8KSq+nGSx9GM4r2cZnuP36qq53YaoIBbf4+mtJ1TVXt1FdNcSLI78Nj26Ver6oKuYnGN3gRtueTXAq9NsjlwF5O8BWHxhqoaQXcVjeZCVX2Jfk/Jkrp2QzuKVwBJHsRYNcSeGWoFxKNoZizsTLP/152Af6OZMtg3FyX5Q2DzJDvRzPzp3RY/YzY2qtq7EVdg87FRu+cBx1XVx4CP9byg0dB8KcmRNIl40fxffSbJdgB9HXmlqfT681GHVpIdu+rQMtGbIMm/01Ryu5lmKtC2Sd5aVf/QbWSbvM1p9pFJ14FIWnCOolkvtX2SD9IkD3/caUQztxaaCohdBzLHng08CjgfoKquTnK3jZ+yYL2cpkP4euDfaWb+vL7TiGbnEUl+PqE9bLxo2EK1eZJFVXUTsC9w6NgxP/suHM9r7/90SvuLaBK/3q3XW2gdWv6wT7ZLuz/JC4DPAn9Fk/CZ6HXrmp5X/5J0B6mqM9rpWnvRfDg9fOp6ox75JLA7QJKPVdVzOo5nrtxQVTUqB59mQ/heGp/503Usc6Gq+lzNdZIPAV9J8iOayptfA0jyYJoKj1oAqqqPFVBvy4Lq0LLq5mR3SnIn4ADglKq6EatuLgSO5ElaR5LdRzfgAcA1NJUcd2jb+mj8va53PdobcXKSdwN3b6sNfwH4145jmpEkZ7TVHEfP75Hk813GpFtV1TE0e7OdAOwztgfdZjSjsepQkkcnue/Y84PaiptvH03b7LEb2p+3BdGh5YjeZO8GrgQuBL6a5AHApCkNml/7dh2ApAXnLe39ljTTZS6kSZQeDpwL7NNRXLNRG3jca1X15iRPpvl7ujPw/1XVGR2HNVP3qqqfjp5U1U+S3LvLgLSuqjpnQtu3u4hF63k38CSAtljOG7i1WM5xQJ+L5Uzt0HoRHXZoWXXzdhqb6y1JWmCSnAQcU1Wr2+e7AX9RVX/caWAzkORm4Bc0CetWwC9Hh4Cqqm26ik2NdnuFZ1fV99vnD6DZ77Cvo8jSvBmviJzkncDaqjq6ff6Nvm+L03Zo3VK5v8sOLUf0JkhyOM0CyuuA99DMtT0SOL3LuCRJG/TQUZIHUFUXJenlh4WhrZdKch3NyGRYd4Syz4nra4Gz2k2rAR7HugU/JG3YIIvltJX6P19VTwIWxGyF3v5j3sFeVFX/lOSpwGLgT2gSPxM9SVqYLk3yHprqZkWzOfKl3YYkgKrqa2XNiZIEuJimYM6o+M8re1z8R5pvgyyWU1U3J/llkm2rakFch1M3Jxhteprkn4AvV9UnhrxZtyT1XZItgZfRjKwAfBU41j1Qu9f+37wUeDDwTeC9fV8KkWRVVe3RdRxSXyXZC7gfcHpV/aJtewhw16o6v9PgZiHJyTQdQGfQTMEHoKpe0Uk8JnrrS/I+YAmwI/AImv3bvuybuiRJ05Pkw8CNNL32TwO+V1WHdxvV7LTrik6oqq93HYukhSPJwZPaq+rE+Y4FTPQmSrIZTeWf71bVT5PcE1hSVd/sODRJ0gRJ9gaOptli4ZZlCVU1pO0JeinJ6qp6WPt4EXBe34uWJLkEeAjwPW4tnFNV9fBOA5PUuSSLAapqbdexuEZvgqr6TZIrgIe0U04kSQvb8cArgVXAzR3HonXdOHpQVTc1S9x672ldByBp4WjX7h4F/BlNx89mSW4C3lFVf9tZXI7orS/Ji4HDgaXAN2jm2p5dVU/sNDBJ0kRJzq2qx3Qdh9Y3tl0ErLtlRJ+rbpLkEcBj26dfq6oLu4xHUneSvBL4PeDQqrqibXsgcCzwuap6WydxmeitL8lq4NHAOVX1yCQPBV5XVc/rODRJ0gRJ3kCznvrjwPWj9j4v6tfC1W7D9BKanzeAZwPHVdU7uotKUleSXAA8eWr13XYa5+ldFXR06uZkv66qXychyRZV9a0kO3cdlCRpg0ajeaOiWaM925yJoTvCIcBjxqoFvhE4GzDRkzZNd5q0xUpVrU1ypy4CAhO9DVmT5O7AJ4EzkvwEuLrjmCRJUyR5Vfvw0+19AWuBs0bTZ6Q7QFh3LejNbZukTdMNMzx2h3Lq5m1I8nhgW5r5tZ39R0mS1pfkqAnN2wFPBY6uqpPmOSRtAtoOhoOBT7RNB9Bst/CP3UUlqStT1iKvcwjYsqo6GdUz0RszZVPX1cDxfd/UVZI2RUm2A77Q9zL+WliS7DhWaGF3YB+aD3JfraoLOg1OkqYw0RszxE1dJWlTleSCrhbAa5iSrKqqPZKcWVX7dh2PJG2Ma/TWtcvYpq7HA+d1HI8kaQaSPBH4SddxaHA2a6cLP2RsfegtquqtHcQkSROZ6K1riJu6StJgtdvhTJ2ash1NAa2D5j8iDdwKmvV4i4C7dRyLJG2UUzfHDHVTV0kaqiQPmNJUwP+Myt5Ld4QkT6uq07qOQ5I2xkRPkiRpGpJsATwHWMbY7Kiq+tuuYpKkqZy6KUmSND2nAD8DVgHXdxyLJE3kiJ4kSdI0JLmoqnbrOg5J2pjNug5AkiSpZ/4zycO6DkKSNsYRPUmSpGlIcgnwYOAKmqmbo6JtD+80MEkaY6InSZI0DROqvQJQVd+b71gkaUOcuilJkjQNbUK3PfDE9vEv8TOVpAXGET1JkqRpSHIUsBzYuaoekuT+wEeqau+OQ5OkW9j7JEmSND3PBp4F/AKgqq4G7tZpRJI0hYmeJEnS9NxQzZSoAkhyl47jkaT1mOhJkiRNz8lJ3g3cPclLgC8A/9pxTJK0DtfoSZIkTVOSJwNPodla4fNVdUbHIUnSOkz0JEmSJGlgnLopSZIkSQNjoidJkiRJA2OiJ0mSNA1Jnphk667jkKSNcY2eJEnSNCR5P7AX8D/A19rbWVX1k04Dk6QxJnqSJEkzkOT+wHOBvwDuX1WLOg5Jkm7hG5IkSdI0JHkh8FjgYcCPgH+mGdWTpAXDET1JkqRpSPIj4L+AfwG+VFVXdhuRJK3PRE+SJGmakuwKPA7YB9gJuKyq/qjbqCTpVlbdlCRJmoYk2wA7AA8AlgHbAr/pMiZJmsoRPUmSpGlI8k3grPb21apa03FIkrQeEz1JkiRJGhirbkqSJE1DksXAXwK7AluO2qvqiZ0FJUlTuEZPkiRpej4IfAvYEXgdcCXw9S4DkqSpnLopSZI0DUlWVdUeSb5ZVQ9v275SVY/vOjZJGnHqpiRJ0vTc2N5fk+TpwNXA0g7jkaT1mOhJkiRNz+uTbAv8OfAOYBvgiG5DkqR1OXVTkiRplpIcUVX/2HUckjRioidJkjRLSb5fVTt0HYckjVh1U5IkafbSdQCSNM5ET5IkafacIiVpQbEYiyRJ0u2Q5DomJ3QBtprncCRpo1yjJ0mSJEkD49RNSZIkSRoYEz1JkiRJGhgTPUmSJEkaGBM9SZIkSRoYEz1JkiRJGhgTPUmSJEkamP8fLvAbQW+WA5AAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df['ShipType'].value_counts().plot(kind='bar', figsize=(15,3))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, let's create trajectories:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Finished creating 77 trajectories in 0:00:37.867509\n" ] } ], "source": [ "MIN_LENGTH = 100 # meters\n", "\n", "t_start = datetime.now()\n", "\n", "trajectories = []\n", "generalized_trajs = []\n", " \n", "for key, values in df.groupby(['MMSI']):\n", " if len(values) < 2:\n", " continue\n", " trajectory = mp.Trajectory(key, values)\n", " if trajectory.get_length() < MIN_LENGTH:\n", " continue\n", " #print(trajectory)\n", " trajectories.append(trajectory)\n", " generalized_trajs.append(trajectory.generalize(mode='douglas-peucker', tolerance=0.001)) #(mode='min-time-delta', tolerance=timedelta(minutes=5))\n", "\n", "print(\"Finished creating {} trajectories in {}\".format(len(trajectories),datetime.now() - t_start))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting trajectories\n", "\n", "Let's give the most common ship types distinct colors. The remaining ones will be just grey:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "def plot_vessel_trajectories(trajs):\n", " shiptype_to_color = {\n", " 'Passenger': 'blue', \n", " 'HSC': 'green', \n", " 'Tanker': 'red',\n", " 'Cargo': 'orange'}\n", " default_color = 'lightgrey'\n", "\n", " ax = None\n", " for traj in trajs:\n", " ship_type = traj.df['ShipType'].iloc[0]\n", "\n", " try:\n", " ship_color = shiptype_to_color[ship_type]\n", " except KeyError:\n", " ship_color = default_color\n", "\n", " if ax is None:\n", " ax = traj.plot(linewidth=1, capstyle='round', column='Name', legend=True, figsize=(12,9), color=ship_color)\n", " else:\n", " traj.plot(ax=ax, linewidth=1, capstyle='round', column='Name', legend=True, figsize=(12,9), color=ship_color) " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Wall time: 15.7 s\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%time\n", "plot_vessel_trajectories(trajectories)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Wall time: 4.21 s\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%time\n", "plot_vessel_trajectories(generalized_trajs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing trajectory properties" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot individual trajectories to better visualize their properties, such as the changes in NavStatus:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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TimestampMMSINavStatusSOGCOGNameShipTypegeometry
t
2017-07-05 17:32:1805/07/2017 17:32:18210035000Under way using engine9.852.8NORDIC HAMBURGCargoPOINT (11.80462 57.676125)
2017-07-05 17:32:2805/07/2017 17:32:28210035000Under way using engine9.851.0NORDIC HAMBURGCargoPOINT (11.805283 57.676405)
2017-07-05 17:32:3605/07/2017 17:32:36210035000Under way using engine9.851.0NORDIC HAMBURGCargoPOINT (11.805283 57.676405)
2017-07-05 17:32:3805/07/2017 17:32:38210035000Under way using engine9.851.0NORDIC HAMBURGCargoPOINT (11.805283 57.676405)
2017-07-05 17:32:4805/07/2017 17:32:48210035000Under way using engine9.752.0NORDIC HAMBURGCargoPOINT (11.806675 57.676992)
\n", "
" ], "text/plain": [ " Timestamp MMSI NavStatus \\\n", "t \n", "2017-07-05 17:32:18 05/07/2017 17:32:18 210035000 Under way using engine \n", "2017-07-05 17:32:28 05/07/2017 17:32:28 210035000 Under way using engine \n", "2017-07-05 17:32:36 05/07/2017 17:32:36 210035000 Under way using engine \n", "2017-07-05 17:32:38 05/07/2017 17:32:38 210035000 Under way using engine \n", "2017-07-05 17:32:48 05/07/2017 17:32:48 210035000 Under way using engine \n", "\n", " SOG COG Name ShipType \\\n", "t \n", "2017-07-05 17:32:18 9.8 52.8 NORDIC HAMBURG Cargo \n", "2017-07-05 17:32:28 9.8 51.0 NORDIC HAMBURG Cargo \n", "2017-07-05 17:32:36 9.8 51.0 NORDIC HAMBURG Cargo \n", "2017-07-05 17:32:38 9.8 51.0 NORDIC HAMBURG Cargo \n", "2017-07-05 17:32:48 9.7 52.0 NORDIC HAMBURG Cargo \n", "\n", " geometry \n", "t \n", "2017-07-05 17:32:18 POINT (11.80462 57.676125) \n", "2017-07-05 17:32:28 POINT (11.805283 57.676405) \n", "2017-07-05 17:32:36 POINT (11.805283 57.676405) \n", "2017-07-05 17:32:38 POINT (11.805283 57.676405) \n", "2017-07-05 17:32:48 POINT (11.806675 57.676992) " ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "my_traj = trajectories[0]\n", "my_traj.df.head()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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TimestampMMSINavStatusSOGCOGNameShipTypegeometry
t
2017-07-05 23:08:4405/07/2017 23:08:44210035000Moored0.196.0NORDIC HAMBURGCargoPOINT (11.845708 57.689578)
2017-07-05 23:09:5405/07/2017 23:09:54210035000Moored0.196.0NORDIC HAMBURGCargoPOINT (11.845708 57.689578)
2017-07-05 23:09:5705/07/2017 23:09:57210035000Moored0.196.0NORDIC HAMBURGCargoPOINT (11.845708 57.689578)
2017-07-05 23:11:4505/07/2017 23:11:45210035000Moored0.196.0NORDIC HAMBURGCargoPOINT (11.845705 57.689582)
2017-07-05 23:35:5805/07/2017 23:35:58210035000Moored0.1276.0NORDIC HAMBURGCargoPOINT (11.845713 57.689583)
\n", "
" ], "text/plain": [ " Timestamp MMSI NavStatus SOG COG \\\n", "t \n", "2017-07-05 23:08:44 05/07/2017 23:08:44 210035000 Moored 0.1 96.0 \n", "2017-07-05 23:09:54 05/07/2017 23:09:54 210035000 Moored 0.1 96.0 \n", "2017-07-05 23:09:57 05/07/2017 23:09:57 210035000 Moored 0.1 96.0 \n", "2017-07-05 23:11:45 05/07/2017 23:11:45 210035000 Moored 0.1 96.0 \n", "2017-07-05 23:35:58 05/07/2017 23:35:58 210035000 Moored 0.1 276.0 \n", "\n", " Name ShipType geometry \n", "t \n", "2017-07-05 23:08:44 NORDIC HAMBURG Cargo POINT (11.845708 57.689578) \n", "2017-07-05 23:09:54 NORDIC HAMBURG Cargo POINT (11.845708 57.689578) \n", "2017-07-05 23:09:57 NORDIC HAMBURG Cargo POINT (11.845708 57.689578) \n", "2017-07-05 23:11:45 NORDIC HAMBURG Cargo POINT (11.845705 57.689582) \n", "2017-07-05 23:35:58 NORDIC HAMBURG Cargo POINT (11.845713 57.689583) " ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "my_traj.df.tail()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ZOOM_LEVEL = 14 # don't increase to ZOOM_LEVEL >= 15 because this causes a tile not found 404 error\n", "my_traj.plot(with_basemap=True, linewidth=5.0, capstyle='round', column='NavStatus', legend=True, \n", " figsize=(9,9), url=ctx.sources.ST_TERRAIN, zoom=ZOOM_LEVEL) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: When plotting with basemap, you may run into missing map tiles. For Stamen, you can check map tile availability for a region and zoom level at http://maps.stamen.com/#terrain/15/57.6714/11.8120\n", "\n", "Available tile sources are listed in https://github.com/darribas/contextily/blob/master/contextily/tile_providers.py, e.g.\n", "\n", "```\n", "ST_TONER = 'http://tile.stamen.com/toner/{z}/{x}/{y}.png'\n", "ST_TONER_HYBRID = 'http://tile.stamen.com/toner-hybrid/{z}/{x}/{y}.png'\n", "ST_TONER_LABELS = 'http://tile.stamen.com/toner-labels/{z}/{x}/{y}.png'\n", "ST_TONER_LINES = 'http://tile.stamen.com/toner-lines/{z}/{x}/{y}.png'\n", "ST_TONER_BACKGROUND = 'http://tile.stamen.com/toner-background/{z}/{x}/{y}.png'\n", "ST_TONER_LITE = 'http://tile.stamen.com/toner-lite/{z}/{x}/{y}.png'\n", "\n", "ST_TERRAIN = 'http://tile.stamen.com/terrain/{z}/{x}/{y}.png'\n", "ST_TERRAIN_LABELS = 'http://tile.stamen.com/terrain-labels/{z}/{x}/{y}.png'\n", "ST_TERRAIN_LINES = 'http://tile.stamen.com/terrain-lines/{z}/{x}/{y}.png'\n", "ST_TERRAIN_BACKGROUND = 'http://tile.stamen.com/terrain-background/{z}/{x}/{y}.png'\n", "\n", "ST_WATERCOLOR = 'http://tile.stamen.com/watercolor/{z}/{x}/{y}.png'\n", "```\n", "\n", "More on plotting GeoPandas GeoDataframes: http://geopandas.org/gallery/plotting_basemap_background.html" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Finding ships passing under Älvsborgsbron bridge\n", "We can find ships passing under the bridge based on trajectory intersections with the bridge area." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "area_of_interest = Polygon([(11.89935, 57.69270), (11.90161, 57.68902), (11.90334, 57.68967), (11.90104, 57.69354), (11.89935, 57.69270)])" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 20 intersections\n" ] } ], "source": [ "intersections = []\n", "for traj in trajectories:\n", " if traj.to_linestring().intersects(area_of_interest):\n", " intersections.append(traj)\n", "print(\"Found {} intersections\".format(len(intersections)))" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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2017-07-05 01:21:5705/07/2017 01:21:57219011922Under way using engine8.8227.7SCANDINAVIATankerPOINT (11.9123 57.696335)
2017-07-05 01:22:4705/07/2017 01:22:47219011922Under way using engine8.7227.1SCANDINAVIATankerPOINT (11.909473 57.694925)
2017-07-05 01:23:0605/07/2017 01:23:06219011922Under way using engine8.7227.5SCANDINAVIATankerPOINT (11.908422 57.694403)
2017-07-05 01:23:1805/07/2017 01:23:18219011922Under way using engine8.7227.4SCANDINAVIATankerPOINT (11.907755 57.694078)
2017-07-05 01:23:4705/07/2017 01:23:47219011922Under way using engine8.7226.8SCANDINAVIATankerPOINT (11.906183 57.693272)
\n", "
" ], "text/plain": [ " Timestamp MMSI NavStatus \\\n", "t \n", "2017-07-05 01:21:57 05/07/2017 01:21:57 219011922 Under way using engine \n", "2017-07-05 01:22:47 05/07/2017 01:22:47 219011922 Under way using engine \n", "2017-07-05 01:23:06 05/07/2017 01:23:06 219011922 Under way using engine \n", "2017-07-05 01:23:18 05/07/2017 01:23:18 219011922 Under way using engine \n", "2017-07-05 01:23:47 05/07/2017 01:23:47 219011922 Under way using engine \n", "\n", " SOG COG Name ShipType \\\n", "t \n", "2017-07-05 01:21:57 8.8 227.7 SCANDINAVIA Tanker \n", "2017-07-05 01:22:47 8.7 227.1 SCANDINAVIA Tanker \n", "2017-07-05 01:23:06 8.7 227.5 SCANDINAVIA Tanker \n", "2017-07-05 01:23:18 8.7 227.4 SCANDINAVIA Tanker \n", "2017-07-05 01:23:47 8.7 226.8 SCANDINAVIA Tanker \n", "\n", " geometry \n", "t \n", "2017-07-05 01:21:57 POINT (11.9123 57.696335) \n", "2017-07-05 01:22:47 POINT (11.909473 57.694925) \n", "2017-07-05 01:23:06 POINT (11.908422 57.694403) \n", "2017-07-05 01:23:18 POINT (11.907755 57.694078) \n", "2017-07-05 01:23:47 POINT (11.906183 57.693272) " ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bridge_traj.df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Identifying trip origins and destinations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since AIS records with a speed over ground (SOG) value of zero have been removed from the dataset, we can use the `split_by_observation_gap()` function to split the continuous observations into individual trips:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Extracted 302 individual trips from 77 continuous vessel tracks\n" ] } ], "source": [ "trips = []\n", "for traj in trajectories:\n", " for x in traj.split_by_observation_gap(timedelta(minutes=5)):\n", " if x.get_length() > MIN_LENGTH:\n", " trips.append(x)\n", "print(\"Extracted {} individual trips from {} continuous vessel tracks\".format(len(trips), len(trajectories)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Note: Splitting continous observations by observation gap is a straightforward way to extract individual trips. More sophisticated approaches require stop detection methods that do not require extended periods of time where the speed is at zero. MovingPandas so far does not implement such stop detection functions.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot the resulting trips!" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Wall time: 43.9 s\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%time\n", "plot_vessel_trajectories(trips)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compared to plotting the original continuous observations, this visualization is much cleaner because there are no artifacts at the border of the area of interest. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, let's get the trip origins:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "origins = []\n", "for trip in trips:\n", " origins.append({'geometry': trip.get_start_location(), 'id': trip.id, \n", " 'SOG': trip.df.head(1)['SOG'][0], 'ShipType': trip.df.head(1)['ShipType'][0]})\n", "origins = GeoDataFrame(pd.DataFrame(origins), crs=wgs84)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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H46Oj4IgkAi/gEEKg9PZ++LGFKz2BD6Zt0cnWvHSCAY8FUtcVAkEdUIO6qpjNZ4H/8c84ktDd8wqZWpEX9Ad98pC9S6W6z0slu3nitCNJE+RQdpBbnBMmBBCtCeIWKTk43Oe733mf4XBAXVX0ihzrHO+99y5nZ2dcXV6x2ZQkOuGjj56wv7/P7/0nfi/OWl6+fMWLFy89L7I3QSvF9GrKYDjg/v33kEp2a3ayN6EsK44ODxmOhgBsNmuur2dcX1+jlGYymaC0Zj6bc3xyTJokPHv2DAJpn2YJqaZbI60Jc1JKjDWB7/Min9V63V230gnfeTpnuvxsXuVHGV8oxwJgrF9gbdtgnaUo8g57jpGYfyiQaUGeSJZhUYLnV45HLVI6vG0O3Ek0bOF3PPZsg5OynWosSRIWi0W34Hu93tawuxhxJTi3Jk1Ter0eTdNwdXXFcrmkaRqSNA1RtWE8mXDr1q2O6xDAerNhtVwyGAxZr9ceYw14fll6IYBzjrzIu8VbFB4O9FGoC/9OqeuUxXJBr+jhnM+yrLUYZ2lNG6K/mtrUlO0aJbXHsY2htQ2mdbRLidQgC4sTHvKLvErkn/y/HcY4cDY4+8DXBOLF7jgUY2KGYbyiJr7nHDpJOhFEdObgoR9rLU3lI9iqrANUqegVPXpZjzzz5KtfriIsUtdxLlIInJQoIRn2JgzEyDs244UAi/mC9WqDNZY0y+j1/D1Og6GPXJuSqiPJrbWdMYzJWlM3Hf+13qzZrDdsNhuqukIISZHn9Ad9RqMROsB4EB2nC78hfQZnjHeswLqutvdd+ABKIGjahl6vR1EUrNdrvvkb36TX7zEajhhPxvR7PbIs81xFcLZJshVVdOorG7K2mAXij9+pJhVgt9lZoYPwYzhgVwFZVzXG+vNu2yDwCGqxzWbNYjEPU8hDYVJ6jixNE3Siu+xsV/wgg9IrZko60aRpGng9x/7+Pvfu3SXNMi4vr0izlDzPSLOUr/yur/Dtb38b5xzvv/89ptMpX/va76FtWy4vLpnP5xRFwdXVNNzLnMOTQ3pFzwd8DiyWqqpRIXNYrlYsl0s/JwPUeXU1xTnL9fWUNM2o65r1akUpVVCgebVgTxWkWnR2qTF4+DQ4/bppumeyy7k8u1rz5GL1Roj/8xxfMMeyVd8sF0uGg0Eg6m2XrsdJ54AsFbx3qPnt55bW+u9LAZnGY8hs4QgfBXn8PT7sGDksFnMeP368jZhChN45lPCDu5F7VIBFZ7Jer9jf3/eTq2m7hZ3oJETJojtenuVkIctYr10HtURjHCdcorWPalIf6XpD7QJG7bOHJEmpqzKocghGS+1EfxZroW2bYIAbiFGxE5i1QiqQRRuywnjJnssQMpy321UyuQ5CcYAT8ibvtXMtkVSP/47Sy8hPtU17Aya0ISOJzyZNU4bDIfujA/rFyBP3UkCYD1t8znXGTQYnnSrFZrNmuVizWCy8MirxxLbWXiGU5zkCn6W0rQmcnIfCYtZR1x6ucS5wPiEQyfOcPC+4vLz0cuI84/T0lOFwiIDuOgCqqu4CmKb2UJg11os6opdmm7lGDxbBU2MNy8WSNE1p25Zer4eUksViwXw+C85Ed/DUrkTd3xbRwZidAk56yXUnFFGKcVA4RWK81+t1mZVzjkR7iXCiEy8oCHMbts/e81ENJmRBbdNS1RVlWXmV2npN0255IhmyQX8/cw8LRk5SSZTQxEzAw78Nm3LDk4+fMJlM6PV67E0mPHz4kOnVFZvNhvfuv4cQgidPnqCk5PjkCGMsVVNyeLqH0I6NXdCWFb1kQKpzjLFcXU1po2RbxGBCcPfuHbTS3Lp9C+cci8WCd995h9a0QWbuM1H/XP33E2nDOhK01tsMp/w6iXJqEYIyrTSLTcP3Xi5pP0tb/DmML5hjAaU8abtYLDqJccTNpdiKOJ31TuRoJPjoQrAoLZOe43hsKbItTCOERHTRsY9sEcIrcYxBSElR9DqMU6ooht8uRim3pP6uBBMBo+GIstxwcXHBnbt3mc/mnaNoW8NsPuucZeQE4n8j4e4nmP/dPM+7mh3veNYsFwsulN4hz+m+Pxj0GY2GLJdLtE6oq5pEpWipaaQAJEIEyMqFbER4Q2ZLD1HIvu3USN0IztQGOSxsoRUhiGSLlw3v1AhFctw7IDqeIOCcPsLFefI8GHCtEw8DhkhZaY0yJiigehztHbM3OKSX9QNWv3VEUrouSnfBua03XkK+WCxp2oY0SSiKnGTk4dAsDzVR1s+z2WweMP6mU6w55wUCUY5oQzQao+do+PM8p+j1sNaSZznr1Zr5bO5VfOFRxewn/jdJ0844SxU4GxE5py1HEx9CrJECaJoW0/rAxYtNAvTITu1K9wB9Zu6CJNsac2MOGhP5L6/UM9aw2WzIsozNxkvZ61GNNcbL8Pf2yLKM6+trhsPBjhpNhPqQLc8jpCSPMF0gzI1pvUNyzmfTwfE0TUNTN1RVRVluWK/XIMJ8c44kyHqn19e8evWqQxaUUlxPr1nM58xnM37sq1/l0aNHvPvuOyyXS87Ozuj1ezjrmF5doxLJ/umYjV3RbHxmqGWCzQ0DIE97nJwccT31sPadu14SfHFxwf7ePqvlmjRJ0Voxu77GWkuvKDg6PGI8GTO9mrJer7wKcL3B2QYhFM5B0zrKqkajcM5S1SVKy06+3rSW918uWGy24ol/nOML51gcITV0jjRLO2xeSjqZphe5eHhsurJsakeewINjw17fAB6qifCSFJHABIcF60lGhPCLW0qyLCVJUsBR1w1lXZIExZaQgun5FVVV31jkgE+llZ88bdOwWq0+QdLvjhuFil2EFxa7s12WFd/fGhjPrcQ6g/h6mqZkWc5qtUYniul0xv7xgERnbKoN1hmcC5LjeFzrkGjaCpKR7epL/An6/+dsLC6MMm/RGbCYwcjAJUUYxz8nL44wjcEpn2GZzlh7T5PKxEN14XUphYc9Ms+7eIm3RSvFoDdmb3DIoBihpH9fCoEJ9yzWQazXa2bzGcvFkrb1SqEszxhlA/IsI80ypJRUVc3l+SXXs1lH0AshOyx/txAu8lxS+MJNJRVaK+q6oSh8tiKVIhGSw6NDsjRDCNFF25FTkOJmoWMUp0jpJbbRGcdn2n1eeGerVZTFO0QisErvFGZuM5LlakWWemgoOiUbua6wbqRUncMT3TWK7hmWVcnjx4+7DHm1XLFYLiiKgg8ffcjh4SHTqymr1Yrlakm/32c+m7N/sM9q6Y3qarlCBxhRB8hLSUWSJqTh3iSJ9vyKVJ78TjN6/X4HD0ZUoqkbzs/Pef78BUWe8+DBfXSSMBwOfR2KlDgI8n/JcDBksVigtGI0GrFerzk6PiLNNJt2yXxzTdmug/DH1/wIJ5BCoZQm1VmHGDRNS5omvsbL+oLIpqlJkh5tuG9ZntOalhhrtcawWa/BOUzTIlwCaNqm5cXza3qJ9s+pnyASS5YUnJyecLmseH61+b524/MeXzzH4hzz+cKrwYTYGiSHrwQXWywep3g2rWgtjAoYFQEuC8eKRHAk+52LVfB+2iY66YybEKKLWtebNavlin6/T54XCESQN2rKsgzqj9ezEF/X0h/0Wa/Wn+pcdq91NBp21fSYm5JeT/r6aHB/f49er985Aa11F60aY+j1CpqmZr1as1rU9NIxdVJ7KbGMsFG8OwKzEagMLDudC4LTitzHFjoh4Oc2YOA2IFAhKo4ZGKCEx6uFDE7HNkglA+fkUMrDCzGrk0KEep2dauMgIVZSUSQ98qRPmuRBtBA4nLZlU25YLpceBzcGpRVpljIc9QOskiEl1FXD9Oqa2dwXyPqqa++UtVa0jSHXWafoSZLEF6wmmjRJgxRWd6KO+XzOrVu36PV6zOdzxuOxN6RKhYJPhRSKm1NgKxe0LmQVzjMcNmRAMhrVcK8DSoLSKji8rQjCQ57eUUslKTcbLi8u6ff7HB4edr/9+vOKopPo5H325TquJc9yvvylLyGVoqoqLs7PeXD/ga9fCXCisYY0S9mcb+gVPcbjUXAcmmykSPp+jjV1C9ZQtQ111SCFF8jUVd2tucjTEbJpL4/ublUn/jg+Oea9d98hzdJQzOmzrCooysqyYjgYcHh4wEcffcT9B/c5Pzvn+OSIXq+gNhVlu6E2ZQi2IEKyZbtBVSoIZQxCObI84+zszGdFsxmPHj2irmqkPKDX73XPT0nJcrnklTFcT6dkeUbTNOhEh4AMjAUnFeODfU72RlxdXFGZDRcvL/jW//hLlOcvAVCnD8j/yX8V2Rt9pu34UccXz7FYX+F7+85pFy0KF9pSiGDtggEqG8u68kZzWDikjCS7w2GwVnaQ1S5Eo7XCQ0QSrWOGIJhOPT4beZnNxkNce3t7DIZDcDCfz1kulx0EsK2P8DUpg/6gq+5/4/U5t/sX4kZRpgNkJz+OWHie5wyHw/A5tVX7hJoDa31rkSzLqOuGxfNXvPfgLqNiDMLRtDU28BHOgTASW4MeGzrGSYruOqRg21kgcClenmo7LiVmj50TJxgIFRyDirCZDGo3/0kVMowIe0kVWmY429UttU0DjiAHzki0J3eNNazXK2azGYv5ImS1CXkeSNzUR8KefDVcXk6Zz+ZsNmXgRlyQCWcMR0Nfv+Rgdj3jwcP7rJYr6roBvCopzzL29vY6nmi5XDGdXnlFn1YsVytfE4LnN7xzUF0msoUtt0II57YEeoeodXNo+4ziXAi+vstohPDXsFyuOD8/7+ZUJOyjbDdCULsZS5LooD7zgZZvYyJDwOEDsMjVOOfI0oyj42OmV1fM5wvqumKzKXnvvXfpD/qU5YbxYZ+qKdHaMejnzDZXiMLfr7wf6o6sY6x6aJshWu0du1DdPI/clQ3Cnbi+I+Q1Go/oFYXnZYhBiUc2ri6vqAMn4hVroLTm+nrmM4M8ZTDs42Ld0xafDVyjl/CvqyUOR228Gm54VLBebTCiYXLaQwgD1nB+edZlxh988IHnjqoNWS8lyROkgjTLGAyGOOW4uJQ0dfg5pdHKi3Guz2b85l/5RdixB+bFB6x++S8z+MN/BqE/WfP2eY4vnGOp6yYY06wjkL0qoyESm8a0WGd4ed2wqT3XMi62WLOfPBbnPCwWi8CEkGRZAuyoYuxW4z8YDIJx9q0wYNvvKFMZDku/36PoFQEx8hM04tSx9cVuJuMXPTvFkVtoS4QIbrMpmc1noQDPY90RPqrrhuvraz744IMbdRu7EJqnAfw17e0NWa81L5+fsX/YI9cFUkhfO4FDCUE9J4gYwrEItMsOVu8Iookd7sRnGB4W6uoRdmo84ucQuxxIKAqU3mDF+7Zb56HUtgNClF5rrXy2ICWr1YrzswuPveN7MfUHBVmWBpjL8y6bTcXlxZTZfMFmXXb1MUpKekXB/v4+o9GoqxXRWlOWFZu1V4nVdR1gWO8kG9l01w0+c4jnXW5K0ixDK90ZOtHdzficdxwK27m2y59037LbQkzA8xfEwtxt4BG7FEynUwaDAaPRiAjfXl9fd3NPdEGYz1Jjb6ttHU7IXoMz6TJTPJnunC/gfPLREx9klf4ePXz4kP39Pap2w/CoYLo+p27LG9cqvHK9g16xLkDQCmV854RY17I7dq8zzgXnfLuV6yA739ufoKRiU264upxycHDIYDDg6mqKEHB2dsZgMGA+m/Hw4QNePH/O1eUV2UBvoeduzfvfiPJ/5xy1qRHBhjjtAycXlHkUgrSXgG0ZFwN/DzOBzQWNWaNVnzQbkNeWXpGjck0yK6H2WpPZfEUzn1JXhve/8bdvOJVuVGuaj75F+vBrn3zvcxyf6ViEEL8L+B92XnoA/Hng7wK/AAyAx8C/5Zybh+/8HPAn8BV5/45z7huvHfOXgAfOuZ8If2fAfwP8JHAJ/BHn3OPw3h8D/mz46l90zv218Pp94OvAPvDrwL/tnPtMcfZ8saA/6AGx5YajqmrAt0uIskjrvITP4SNspfxkWJUOY6FqFIPcIeUCJX1F8Xqz9hNahNqJQB6u12uur6ddI0ghQGsZYAfH1dWlhxFM2/VT8sV+3liUocjKOosUUNV1B0GAl02qkOLLIIslwnzWq5BePP+INNXRwiOEN2R5obj3zsS3vZCh/QKXSgQAACAASURBVIXcYvaxqaLPdHzqXfTg/Lzh7OWMyX6Pfp6ixIba1DQbh5ICJwFjESrCWK6TZBuxbbonmgSFxsga60LtgwMlZMhmtsoj514vkASpREd8x0xrt4BQBcFEzGAynSK1RpEgGs31+ZKlKkmzlMGwR5pqsswXpFljKKuaq5dT5rMlZVl1mYkxhvF4xMHhAaPRKDSHjI58w3R6zd7epOuftVqvGY3GXF5e4C9gKxqxzrFeLqnrJtgCLwvf39/v1GMRCt0OdyPAiPdYCNFlES44gCj0iJmElGprjAPUFaFCr/jzx8vzzKvaBF1TwygGiEmP71JgAycTq+ljCx2LxXac2Zbz80q2zToQ6XiZ++npKZPJ2B/TGep2Q2trrN3yjiLMnTAhutdiaxkV5uyboOJPg4+9WtJzoYvFiuvpjPv3H5BlGWfnZ0jpoWxrDKenJ7z//vd49fIVd+7e4eOPn7KpBSLbgW6Fh9Z3xQyNabDE5+W2jnHncpq2wlpHluTYxvommK5FCkmaJQyGAzASpTRaKvROf3orFKcnJziR880XT7/vtZrzj+F32rE4574DfA1ACKGAZ8D/DPwN4N9zzv19IcQfB/594M8JIX438LPAjwO3gb8thPiKC7NJCPGHgeVrP/MngKlz7ktCiJ8F/lPgjwgh9oH/EPgp/O3/NSHELznnpuEz/4Vz7utCiF8Ix/jLn3EtLBdLTm6d0raWy2XNs6uKsmoYFoq7ewlZqmit4NFZyXTdkmnPr0xXgkQpnk0l68pHgz92e01rlggBo5Hm/OzjjpD2nIu3ybPZFKVbekXmnY70Bi9CQWARwvMz06uak9MxeeKJUykEQ6fpD/fo90Ug4FN/PWGSRqWOlIK2ldSlx/N3o1FnK3r9GmtahBQB1pHArkrE7dyr3YBH4JzGGIWUGp1IDg+HTKcrzl/OGU8GDPYmVG3J1XRJOvAGrN1I1EB2ijcfndkOx/e/42sVXKvQRQrO3IARukI+f5u2xizKjIORj3h+51wCbJRoT8CCBCNxrQQr0Mo3Xez1evR6OXnuW51YY1hvSl6+POucSSzAlKF/197hhLquefjwPs7BarnGtL4bb1EUXWYZz6kqS1QQcIxGoy6Kbds2NHoUlFVFXdehTmin/5vz1eN2aULG05CmCQcHhx1HtX1KIYsjGnH/upflbu9Rx21JGdqTbGtg4iyIwU2E0KT0ZPUW/orddUHhFWddh+FwPlJKhIPd4szWtB2/ZUzb9err9Qq01iyXK/Ii28nkXFcH4ngd6g3TwlmEcwj7yY7Jcd27sBijU3r9c85ZhFRMr65Zrta8d/8+iU5889emRSrJ+fk548mEovAS8g8++JDDowPu3r3Nxx8/pdlUpIPcQ73OYCW0raO1kGqNFVFA49DSN6e04alFOBjnEDjf2cI63wnc+uJppb3qTyce7lOJQMnt/Viva5rW0DgDbfWJ+9TNk+H+933v8xo/LBT2zwEfOOc+CpnMPwiv/wrwDeDPAT8DfN05VwGPhBDfA34a+FUhxAD4M8CfBP76znF/BviPwr//BvBfCf/U/0XgV5xzVwBCiF8B/qAQ4uvAPwv8m+E7fy18/zMdC0Ly5KplvimZrVvq1j+Yq5Wlar0hn2989+MvnyasyxYlWz66FFwtExalN3gPjkpS7aNAY1cMx4rhyMs5nYP53NDUiv4QrBtxfJKRpLvG2nYLx5OpDY6G1kiMqegPvGOpK2gaGI5AyjoQ1LITC/haD9dFim0LTROzJohQiHVQlaYj66tKUJWGJLWk6c2FuF1wry9iX5wlhHcwh4cTxuMBr15OWXy0RmqJRDLo9TC2Zb6uSKXGuK182gmHU65TRBkMIhUkpFRz0AOFlU13XVG/E+W+LvAnHREf2rdElZMUXiWllUaLBEWCKcG2DiU1WZaR5ylFkZGmnjtxzrFZl5ydeay/LH3USHBU/X6fvf09itzXIvT7PV68eImSiqurKXXtnXOe511dRpZlnnOwJjiDlNYYhkNvnOu68dXnQqKU4OBg3xPzSndNCuu6od/vIyQ0+DqQLMu6IlZ2ija907BdphrVfdtMUXQZLUJ0ZHrHcznX8VbRQccM0RizJb0RPiN1EWiz6CTpfm/bxt0fp24aD/0EJxVn1mIx59mz56Rpwnw+I8tSZrOZd6RnNce39rvs9HVf0h0rOkLrUIlEWB/EKHGzcanDkaSKNE149vQFm82mq8WKwYJOfKZ6eTFlNBoGybXn55I06ZxKlvrOEnfu3Ob58+e8fPmKBw/eYW9vzKMPZxRtRjFKWa7PGA36GECqBC9jCR0LhMOZFqE1bRT+CFDSkSqvMrVChWxHslgZmtaEgMo3Vl2v1mS9BC23cOdyXfP0bM5H3/3Wmw1gGM0H3yT/8X/qUz/zo44f1rH8LPDfh3//FvCHgL8F/BvAvfD6HeD/2PnO0/AawF8A/jNg/dpx7wAfAzjnWiHEDDjYff21Yx0A18659rXXPzGEEH8S78i4deuUJMt4OquZb17bJwR4cb2N3vf6kklPUCSC334uWFfgnI8uhXAUaUvsveWzXYOj7RaCMQpjdChmcsA2UveOxHTRoI5Vy1jywrCcCQbDFCEcda1o6x5SrkhSs5U4SzCGrlgvtnNJUgeiQYqcLbkLWuZY61+rfe6Id4JL0jRAVKF76i6n4a/P4TMbh7UCKTOsU2jlO82macrR8QFt07Bcrlle1CgtaSvD5cdldxoiFMr5GgKFSiSJ9hJa2wiyNMFWlqKfIRKHaVtMJ6oAK2z3sHZyHqRQOONbqkg0wnnxgLUCrVOKVJOPsgBxpQHW8c7k8vKaxdzDUJEzwEG/74viJnt79Hs9hJS+o/R4j6at0Vp5uLTdwjTRMGdZ7mXkQtBu1vjGkr7T7cHBgSe1hQjkvs9slNTo3MuHtVbcvnWbk5OTgOufc3p60nWgdkSOJMBNgWfqyHnrsXtvmLZwjCB0Fw7ZrCA6JNc5KN+yJnZW9jc6quriQVzIQqKU288XiQmiigiPdT3q3DZDMMZycfaSV2dnnByf8PDhQ548edLBwlJI1qs1TTvcQp/Qwb4itEWRIeOJAZU/NfFmXsFBUWQMBn2SRHN5cd217klSRZ6lLJZrLs4vOTw8AoFvn3/7FoN+nyeXlyilmEwm3qlJyd7eHvv7+zx7+oy7d28zGPQYT0Y+mKiWlJuS8aDP5dUVaeoRhrKqSJIkyOgFrTUkOqGqG3pFxmK1JksTyrLq6nakEOikoMFfd9v62hVrLYlOyFNFIJxojKOqSxa/9r9+8h7sjtnZp7//OYwf2LEIIVK8I/m58NIfB/5LIcSfB34JiPzGm4BMJ4T4GvAl59y/K4R47/XDv+k7/y9e/+SLzv0i8IsAX/3qjzlUwqb+7OZry9Lyj541pMqxKL2EMw4JKGkwrgIsgrDpFo1f2A5cgKsizLBL0sYGkCC66luPt1ukarFOUVeOvBDoxGIaQVX2QSxQakvEwm5KHyuffRForMn4tBGJ7IjX+8h0q0YLiFSA2GIho5dMWuu4mK5YLTdorZiMfUuOg8M9mqalLCsG/T7r9cYbIRtFEkGVZaBtoWp9v7E8z0iKBKxkcbGhP8yxdntNPuB2xFb/Uc3k1WMezwYfjUulyfMkFEDmnZrLGMN8vmK5XLFarmlCIaAMPZWUUgyCpLTX93siaKVp25bzVy+ZXl+zWW/8BlxB2RSNprW269KLEDeaIvr3PfzllVaOXq/P/v4+sRHp9lGEOUKUr1vOL845ODzoApDYAsaLTCyhLYR3Jia2USE8r22Q4BV03kBZ65B6m9PGc8SBUOKGcGK73Fy4z7tzL3bppns98lk3RBRKUlUVz54+pSwrvvylLzGZTLpC5ViEalrDer0OXKfd+V/I7G2nme/uE84XaLaiRAgN1iCc9N2ha+/cil5CVVcY48sBkiQJHKN3tJv1hqOjo64vngCePXvetbl/+PBBKNwcdo737r27fPM3fpOzs3Pu3Dnm7t1TPv74BUfHE1quKauWxhhGWcpqvSFLU4o8o24alqs1w36f1WYDCFbrNcYYBsUocG2WQc9vS9FYibQepTDGYBrj5/CjFc+vlrjsrucT04I8B7ecfuba/4GHc6TJD7/R8A+TsfxLwK87517533O/DfwBACHEV4B/OXzuKdvsBeAu8Bz4fcBPCiEeh989FkL8Pefc79/5zlMhhAbGwFV4/fe/dqy/B1wAEyGEDllL/I1PHW1rWNb8QC0NGuN4ef1mB2Qd1K3AOYNzLQgTjJzpYIWssKRZi078XiatMUi13XMlLlwbYAdrDcYZrA1NMKkxzqFTR1M7bDuh2uQoWaJ05Bii3Dmon8TWEO86sjg6rvCG8doSybtjN2vZbBx1kDSmqUBK38CvKit6/ZxeL+96sGnlI8A8z5hMtjs1RkcVo2jY7jzoe7QRjOGWf4jnFOuE2rbZypKD8UqUQqY+Ek/TJPSMSugVeYdFz+crFvMly+WKNqiXkiTpGnTmRcHeZMJwNApFit5plGXF9GrKdDrFGMPpySlSCq6urkh15muUYuQvguEWkm2KdhNW8llKjhCSLM/eSCbbsJmYCfUgVegVFQ10JPcjzxQr33dVb90eLiGj6GDCoMaKEu2tw4jcyvaZ+9og34ZHSXmjPsVnSyGXiF4fS9xGIjL7Usau1F5G//z5c3pFj69+9UEoTg77nhQFWZp5NR0eJqubGoPprjH6XMEW5ovwgM9sDI1co7TCf1qSqpSmtqwWDauVf6+pG5q2od/rU9cV+we+IWS/3yMNBajO+RY5Ra9gOp1y7517ZHnOpiy5det2d90HB/uMRkM+fvKM09MjsiwhS1OEyLh19JDNpkLYHr2+BKGQie8UkKcOnXkB0V5W+OBAJv56tGbvIO+6dTu83Yqbx0mp2dQbVqsVHz15xKKyHH7lFkJJhEwQwkCSQrXqsr2dfiI3/v5BxmSQ8uAo/4E/H8cP41j+KFsYDCHEsXPuTPjy3D+LV4iBz17+OyHEf44n778M/F/OuV8lcCAhY/nl4FTid/4Y8KvAvw78HeecE0J8A/hPhBB74XN/APi58N7fDZ/9evju3/qsC5BKcrHc1kZ8+hDf599+Ss83CXt9T8DhDCa0gIkFaEoZT7yhQuTvQJiwHBy2scEY+WzIUoMz1FVGloPUDU3rcK4hLSybpQTbozUOqcJvSJ/tREVYzGKStMG0M3xNQoxKXcDX/blEB6TVVhbZtfHH3XBOm42hbTStiYVzLatVjQjN9IbDPZxzviV3ECzsKrOiYss5X9vgnFfaGeeNUqyihu1vWhfa0QdeoJNv7zgph8O0YdvW0OAxRt6bdcn05Tnz+SpwF6rjPhCCLE0ZDAcMh0Nf4S682qmqKuaLBfPZnKr2OwPevn2by6srBoM+WifddrWL+eLGIvVyYbmFjcJ9UEoyGo0YDodd92NvMA3CbR2GVwT6Oglg20nZ+cpvG7LbyI0IKXBN4NjkVqnVNbaMD7nLoGLzR7GzBmKBo0MJdeM+Gxu7bQfj7nyk3oZ233FTrDZu0WzjVrn++ArfQ256fc2Tj56EIsT3iHurxE3KhknSdRAA/D02FUIHvs/6CeNsdJRR0Wk7x922jf9NGXlOQWMqirzPvp6gVXpDqemcZTjscXF5xaDfI8vybv6VVYlU0jfdFJLJeMLFxTmDfr/bpMzh0NpzLd/+9ne4urrm6GhCUWSsVzWTSZ8s09hpyXJZ0yiNaVqiKMYXTkOifEuotm7CHHKhRU68n96Rp1pSrmoyW9Hv9xmPR9y9e4/KClZBvt8YwYu5QuYD2uVVADq381Nsw4HPHL7ZbsKPv7NPkf5jyliEED3gXwD+1M7Lf1QI8afDv/8n4L8GcM59Swjx14F/hAfm/3RUhH3K+CvAfxuI/is8l4Nz7koI8ReAfxg+9x9HIh/4D4CvCyH+IvAb4RifcR2S9efSLVow3yS0RhJjp60B5waMIFwNQmJpMeE2RAxcCGhjBXRovGitQCeCZ9MREsPxaIqQNUm+QNKSJLHALMRsztEpToWjbRxJopDKIJUjTVTA3R0dTC62BCgQYC7TOYAugg2OSilJXXn8uioViJaryyWHh764L00DHi/oWnfYSL47tkR8tHw76Mp67YviRMCdfcdfvy+NDp1adaLRAUv3Ffc7hjXg/aY1lGXNal2yXvnd9mJmkqUpjrAT53DAYDggz/MAqfm9TGahH1RVVeRFwWQyDvufCFarJc7arudY07Q0bUOitw0ShRAkWu84Z27cQyF8Q8+4FfEu1BjbnqhgZKT02wWvVqub7Vcih4ID5/mg3Zb+3Q/hHZFzyhvArvPxtnV/dFjxf3EPE0KzVSUl9U7WqsK9314vN2BAPw8j1Oud/nq94fnzZ1xNpwz6A26d3goBUGgoGs5NK33DACaJZl07ZLIDed1QEnqlG+xwP8FsRkWdw+GMpVU1WuW+rkpEKb2j1y9IU81iuaRpDHXTkKUZxhiqsuT+g/ucvTrj4OAAay2z2Yy7d+/5uSzoILqT0wMeP875+MkzDg5G9AcFL16cMx77HWX390e8eHmGGEggbInutnycsQ7btJ1DxsRn4tdThGqd8VtqlzSslyXD0Yi81+eilKwWMSOBdeObVBrpuEhu8Q8nP8k0mXBcnfPT1/83+80Vjfx0c5xqwbsHGfePh2Tpa9tq/IDjB3Iszrk1njDffe3ngZ//Pp//S8Bf+pTjPQZ+YufvEi8AeNNn/yrwV9/w+od4tdkPPISMvY++H03zg491rXl0PuFkBEW6Iu6HvhsteiVNy2jPL8S6Nt2CVFr6FvH+zPAFbv6s2hZm65yySSjSNf10jRSCNLNIoVkuBLbN4n1AJRXWSAYjw2aVAr4PU5IukSIosrqqZxWMgd8B03eG9W218yztri8aP2MEzkq0LgJxCk3b0h/kjMcZ5+dL2tZ4aAmBkdaT6JH7ETFq8lY0OtDI45jWsFz4bXa3PcG2UFlXHNg5ki1st7ttLs7LuPu9gl6voKrC3h1Fj/F4zGA46JpxRiO22Ww4v7ig3Gwoih4HB4ddV9943m3bMpvNfQGqiNFm0xHf4LrzU6GnG12tguAyqLu6TMHuOPFw/ipUsXezMkThy8WCq6lXKXnn4IUjQLcBV3xWsaDUv+c6riZ2VzChJc3uiHM2Gru4M2G8lvi3Cx4wGjsh4nH9Neqd40a48+rqiufPnwOOw4MD8rzooC7/G3ROczfDi9dijUV2EBtEDjEOKQSWrToQsfO+25lftkVmlkGqwcngRDWDgYebjk8mXE1nzOZT8tRLxW/fuQ3Ot54vioLFYu4FGXkWgp5Y3GtIU8Xt27f48MPHzK6XDEYF1vjaM6UlSapJtIdcbVyLeEftnG94JETkq0TXkFVLDS7wiU7Szwck5JSbkoODA/LeiO8+X/By0RD1n3azZPU3fx7amg+H7/B39v8grU/7WOghj3vv8q+9+JvsNzfJeyEgVZK6tUz6mgdHBYPUkWgvEojByA8zvlCV91oK7uxpHl/86B0+rRNcLHssS8WDo4Z+HlOhmK5vF0uS+sXmiectTg6uI+/DV0FYTOsQWBqjeDnb4939kjy1WFd1/tC6Gq0d2ve1pGo1fhEqpEiI3WXLqkLiDZqvzo/dbcNkET5CFNLv1LcbTUspKEuJMYNucrVtjWkbskyiE8dgmPH82SV7+yMf+dW+NoOYVUDA93dauoQ6HgToNOHoeK+LxiMMBKHNCKLjb6IRj+1eTCDE28Z0ipuIf7et4ctffkCvN/BGMG60hmO1WnFxcUFdNxwc7HP79u1Q9xIq9OOzwDuR9XrN3t5ep5pq2jZsSwC9Xj88OtcZcBfmwHKx5OLiwu93by0i8A/dLqOIrjOwVgpC9D+feymuVF5UcPfu3bDAdbddgFRbWAwiBPj6ttd0Gcd2z5vuVvpzwmfN0YnEexB5vy5yDscz1njMX7nud/1xPaRWliWvXr1ivd4E6bViMByGbuHbzt/+MflzjzwfePGD1jpUo8d2MMEJuu6x7AgE6OYO3bqKx/aFlpYGqR1ZkEU756v+G9NiRIXuG4Y9TbsxTIo9qqri5YuX4ViCq+mUW6enHbLg9xRqiaLU01uHfPTkYz5++oIf+7H7jCcD5vMVk70h1hmyLGFVV5BE7hKcMxgT5NlKIiFwYAYlFVlSkMqMRKZkSUG/GFCVNctVxeOLiooFs3WLQ1AD39SC75QXDH/6n+dr3/o/+d/3/xlatgIeJyStkPxv+7+Pn3n5S52tyrTi3kHK4ajHxaLi9iRBi223gNhN4YcdXyjHgogT+HM7IGWb8XR6xL29F/R32r7EzGjXwcTvCBGL+gC57fyKAGcFWgu08sZ0vulzsRhze3+BC/AHKKTog1jT61nqSlB1C7T7GSDUdUjZOY5d6MDvDWLDfu/yE8bJWi9QEGKBdQprJZDgnCLR3gGNRhl1Lnny5BV7e3uAoI3VxoGUj4QycOMc4x443SmHCD682+3oibhpKKPzaxtfNFj0Cg4P9+j3crI8oWlMIPEzpEw63Ge5WnFxfk7btuzt7zMcDHY29Yr3ZFsjEc91b2+P8XgUn962xb0UjEZD30om7D0SzpzNes3z5885OTnh8vIKr8QyPpDwHYEQQjALLfCdc2RZzijsUXL37r3QARgWiwWLRWicKlUHt8Wu2lKqjujdCdrDe76WRgaDvjtFfPYYsr2QhUQptlJ+Y6n1Zk0VikR9K6D2xnMIugU84V2xWi3p9wecnJywXC65ffs217MZeZZ3vF3MqGI7nl0Rg8+WtK/XCnu5xLWipEQrQWMsNiyFWPiZJZo2EN5S+V5qxjkshtpUrOsVrY1dNfwula1p2VRrNrWva5mMD0nRXF5ec+/ePc7Pz7tO6EXheTjjooy6DZ0NIM81JydHnL26oLp/l/4gZzqdY62hbhvSTLFYQVIkvpUSXo7tnA+4tNI4CVFUoWVCohJ66YBBPkKrhLa1LDctdXbMq2kFwju1EviFQjITYO4+hFvvUX8lZ/P3h7xpvMpOkHKbgdw5KPjqvTHWWkaZ3/AtNlGNfNZ8PnvjsT5tfLEcC3S9v+zuCvuRYDHBvOzx4vqAd9QFaSq2pJsQSOm2kU6IZHc33Ir6fb9QBXUlyAeWuom4qeB8tc/e0JAlIGLTCqHwe8L7T23rZAIEEjALr/MXSLYEetxwyhfpNfR6BdbKzmBZuyXQlXJIWYMD6yRtm5JmxhOToWWIrxEYsL+33+HnsR4mcgpAF9F3ZLwxSKXCf3d3UrTbbrsR6ggRtgyRaGta5rMlh0e32dsb43tP+j05GkKNUPhcbPZpjeHg8JDRcLvoOkjH+Y2SLi4ucM4x2ZuQJglZljOZ+Eg69nXzBakRehJdp+WoELPG8r3vfcDh0QG9ouDy8soT7oTIfgc+67YWDvd9NBohpQo7egqm11OstSyWC6bTKVnm73WaZp0KLmYgXTuf8PxFdHTWgZadA4kOaMsHCb/BmYjbBPgCzvPzc1arleeY4rnbuGWErwJPkwQVuKzhYMDx8TEOx/TqitPTE9/2/eISPQimxh+I6XSKUpo27IQajV1XtOlASd1BeQBaOJbTa4bDETpN/LPQCdKBdJZMK4wLWzFbSyv8f6umxDpLohKshaZttipMZ8AJMtlDkXFxcYU1jrIscc7vpzMcDruCSiXxzSF2AjCAO3dOePH8FRcXU+7ePWQyGXD2akrR12SZRssECaFHn3/eSRL3SYr8ml/XgtB1Q3m14/R6yfO5ZVY6alt3PBrAL6eCK8H2NaX4p8U/4In8Q9T2kxBWYTfoe7+7W4+tsTRNGzLmeAhFlqUh829ZLF5vlPLZ4wvnWL50K+Fo1HB2XdM6RdUKNjU7ihrfC+zNzma7j8PN9wXTzZjeynGiLrdRmNuS5C5wAN6pbElPdo7lrMIah04ExunuvdYqGuOr6f0CNCDn6DRIfJP/h703i7EsSe/7fhFxtrvnnllZa1cvo56eGc6MyCFlmQuoAUVZMi3YEGBZImWJJiXBgCUZkG0BNqAHwoJh+cGLYNigIOtBFCRQCyVTgrmTJoccUiI5Mz0zvXdtWbnfvDfvdtYIP0TEOTcrq7qrhj0jCz3x0J2Vyznnxjknvvi+779Au5tj+SUaIX0T1T6w4GrSXgjPBZQ8b1RqffnDwxytq6ZH+diXOwwFYVhhjK/tayffbl+GqmpE9fwu3BjvSd8gjYo8pygLm1WEkUNrRc4PxgpqRq24btr7YGV3zAXnk3Om4zndbo/BYAUhVG0BYAmjhfWumc4YjWxJY2NjnW63C7gSmyMYgpXSEOB2a1Yk0nukCyEYjUZkWYrt+1TEUcz29jYe5SaX+hQIQ55nnJ6esnt1x917zWQysZmXkFbvyU6gvcPu+bCKClVNPgzDiLXVVU5PT2teTJpmNTzWQqwjB1KIEGKpR+V8bHwAvJStuGfLO24aQ1Oew/fXSjY3N9nd3bXPkBOYXCYl+t5OGIVIIcmylOPjEzY3tywBVNuArGTTBC4ry1XxEPLBoE8UCZcha6K4WXDtemncLh9m84Wdi7nd+KwMBkxmluBa6YooDN07oEi6XVsqFRZskUQdkrBLGCfkZUZeLJBCEKqYXrLKYpKxMrBl2fl84Tx1cm7ffr5+FhASZRSVELaU6N7lTidmbW2Fg/0jdq6s0+5EVLrF8PQctdohSUJSJ+1foWsEnEWR2vkWpikLBs7E7Ox8yt0xjOb23PX9q0pmiwlf3Fq/EGgAIlHwPdd/jV+6/wfJdVx/PyTnD/IbJN/+J4gCyc3NNtfXYmazKe2WleqPY6tEMRqdMRqNEEIwnz27j8uHLrC0o4pYGTqB3W0XJuZkClmhSUJohwUHY8XZQtrS09JIQk031pxOA5TUlLpByRgEB+MBocrpRadO8HEp/Cw3Hpea0E3PBapSogLIqpCiFuGxvgAAIABJREFUauqjdqdbWcdECWFkLYDD0O44fJ0+TTN0FaKaalJT1nJVDx/olLJcisAtFL4BK2tXSIEW0mUsst45OtoMHkkkVYxl4hvanTZxlFwobUBTCktTK86YkwOCKLS7bp+t+WZ9luWU5TlCeOdAZ0FbloRhyCJN6bR7bG5u1ju9qvLntACJ2WxGUVgJle2dbaIovqA07bnaHlJrcOTCGk/h7+tFLbLSkSr971gGt3Zq1XaBTtOF2zSIeqe/WKT1YVutlgVv6Iu6aUVhbYqb50RhW05OUDNQrK+v1Q1V7+Eync0QzAijqHYgVC7IGtP0P5pA4mv9vpTWMNdt8LcL/9r6umP/i6UeocIDG3wpzOEyAAijiCtXdur50ZW9H8toOc/Bstl842nk/638Il4LLRiMtqTUzfU1BDBbLOr3J44iC05w5dwgCJgtUuJOp+b0ICBSMSvtdeKwRVFmpMWCShcWilwFTItzehtdDg4OiJME7bL6JEnq99cmB6L+3B7pKRDs7Gzyla+8yWQ8o91VtNoB/TJhPJrTHyRMRxB1Q/LSWxS4+1zPr7QadjKhHXaZzwUPT+dMdOfC+pF95XPkX/hFvvCRTyM2/z3MI+/b5/hOfvSF/41FmfDr+99GICq0kXzfjV/glZU/wspKn5d2uwwSmJ6PSVNrOhg6b6DxeMTJ8Jj+RodW1EGdfLN5/1RDa0MUKFQg6YWSbmL5JlJoqkqw0jG8cyI4GC1XrSEvJaPKYsaVrAnPbghKLdk7W+PGWo6UNn2MomCpNEQtL+4b29o0BylyiQzg6LxLuZTGSmFQssQYm5qm8wCpLJ/Es3ELJ/chlkTpfL9CSelq2qoOEGEYOE6JqYUe7QKgwHFvfOmpJuYZMMrvLAVhGBEECVHYYmUw4OHDfa5fu15LWECzgC0Wc05PT1lZXWVnZ8d6zmsvZNh4wQshnZueRYpVlQ0mSdKi2+2QFwXF8THb2zsXxDx1VbgF31oiPP/CLrOZ9UC/e+ddoii2/uWdjssUVA0o8AudwdT9HA9v9hnc8rNTVTkHBzYT8kF2+XfyIq8Dui2Buvux3B8qXRaHb8DbUtxsNkcI7L3BMJmeUzpLh1bSot1uk2YZ49GIjQ0r6d42th9VFLmTn2/Y6VJIJyFjs4pI2nsjHQcK0/iPSKfuXRQFo/GI9bX1OouxaEJ/Uy+8FnhUlgcm4B0zjfcoajIkWwoVtQd9WRY192u5YWMb2Q455p7lUkDUbhEJQZDEVMCiqjBK0u736uc4VgEqmNoLFfbdi4KQJG7RitqEQUIUJLTibn09Dx48ZGN9nfH5uXV6DK3Qp+/vXFy6Pc7RuaO6nUmvb83fDg5PeL53BYAwkkgJi3luS3GV1fry2avfUEmpiMOEVtSxQWVacjQLGJfqwsmLd79E/oVfgLIgCxSP6xn/a76N181H+cGX/gF/4sWfYrgYsNEacW5+lMHgFre3WlTZjLPT1D0L0hKHQ1t+Pjk5IemFFCYnES0Gq4NL53i/8aEKLDar1oShqhvoVWUVQj2KpKoMrSRgpW04GF38e20EfoOZPRZYJsirkIfjTa6v5IRyQRyHF5r5tWAi1C804IKGoCRkPG+x/DRpI8irGCNKC8s1IboIbW00FChnziWEIF00qBjtwTKGujcBjUigds1xgQ0ififud09h4Ps59ey54CjrxqPPJtY3NlBnI0ajM7a2tl0/xSJL0izj+PiE3d1dojiy0GkR1fNgjLfOtefxQnte/LBp4AoODg/p9/tEUXShNi+lVdc1CAIjEbGtbVtUmWE+zzgbHXNweGD7Ab0evV6fJE5cw9c6Pu7s7KCrijCK6h29r4n762z0sZpscxk546fLaGNl0l1UrjNT3bDT/XHrv11CDWZpyvn5BJ+xxHFEnhecnpzUPZj6HipJO+zQbncoy4I0TZnN5pydn1EUeV02i+KYTrtNnCRW+dn72mMoCyujMpvOWMwXDJ4b1AKX0Fzv8jV7delABHXgMUsZjVcn8MKhUgpUELtsUzFfzCmLoi6/+XlRStksRXhYhX1GF3lO6u+Fy76XtdAQgoUokGFAUZWuzOsCrAwRwvFmlt7B4XBIFEZ0u11nd7BKURTEccQiTSmrksgz48GVdzVl5WVnqJFuG5trHOwfcfXaJlLZUuTKWovzUUo6z5EVBP2QypTuORBIGdCK23TiPrFqk2eKB2PDcK4vlbnyL/0ylJZMeev+W/zat/4hSvkIjBzJWz9/g35+TP/mlDDocnDzr7HW2eVj1/vMZ5PahdZnwn5zU1UVRVXURN5GrufZxocqsNhF1dZrhdvJ+F2N7zMILNP4bArwXjC7JzX8BfM84Xh2hc3WPXSlmc1SwshmCPaFaR6Y+gU1oCsBkUKbi+fVRnA67RCZfbJFRqh6BLJHVUIQOBKVc04sMolZKrX7YOJLOY/Ohw0UDRPfN5LFYz5e3SsSXmZFY6iIhOVkrK2tAaYRSzSWsX02HLK5uUmSJFRViQjC+sX2c2Bcnc9yK7xXjXCIJ5vJpGlKlqZsbmxe4Lf4/oTta3l2sdfPsoGx04lotyPyvGKxSJnPxxwdHvHCCy8QhpEt2YD1mA8C12uwL1rDdrcLUZK03C5c1y+kzzxq4iNNCXDZYCt0fjNWpsQuimEQUGlN5BrgZ8MhBkOWZTWsVjgV3iyzTeVut+sWhoa/UpejwpAgCGtVZl1VTCZTZvMZk/MJs9mMMAhptVq0WglxHNfNe5Ccn5/Tbrcd78cHFns/ytIHVselEV5dwW9iHIHTBZM8z+t+grUEsHOhAmU3WQirK9f1gAo7f4EKMO6+w7LvjLmw0PnAv4wo1Fj9uOZ5Fy6gOLdQhxozQJ6mnA6H3Lh+ve43BUFAnudEUWTLk1lOGITu3FaeKcutMkagIiQSLQrKMmVtrcfB/jHTScrqeoQx1va50w1IkoizsylCK4wpXIanSMKEfmtASML+GRxNSkfkvvwS6kXTSN8aHvKx13+HL3/kkxSh7aUEZcGLb7/Ki3deY0qH6cMOqID2ZptJaLi/f8LOWof+oO8qF9ZWQrvqRJbnBEoRR4n1gFExB8Pjy4vB+4wPVWCxy43xvU1M1Sy6/udSCRZZxfni9zI1grNZG8k2ve7Zko2uW7y1cVDRpokvRIjWAhUsaU0tHS/LBXdP9gmVYGc7QAYlKkyQsunlCMePMEuYgLrpiHhssKg1y7SxApcOrQZNRlPPn/GBqERXAq1zkoQ6SPgsQynruwG2CapUYFnsgsazY2l18KUof4xlgulFTo21dfYL3nKvyi9Axmi7ZcZLleCyJ5dx6pKyNIShtRCWvuSlq6UFx4DzLS9KKyyK8DIohpWVVWt45cQwpbSL8WKR0u/3HKLI/u5kMrGlKTfXq2ur1t8DW3qLwpCtra0abeYDpRTW48SPJI6R0gbXKHJGZNrU/BQ7p829qpzvSRRGEEIQhqyurlA6kcfT0xPyPGc0HtHv9dne3kapkMqh6Hz/apls6c6C3wB4iSCMCyVuvv3jq7X1krF9D7UEG1ZLz4x0gIlGtl9XmjiOmGUpIvD3eMl7yGdGdZ+yQbxpQ11iDQJVbxoDFaKEJWj6GdOVZn//gM2NTVQQcDa0CLwwtEG2LEva7Taj0YhW25KOjdaURYUuJYFsI1HufYnc5ym59dx1jAalwlpQUkqBCJ0Y5kJDbN/LdpwwaPdIwjbjWcDhJGeRPzlFUBtXqR6+Vf/7s7/6z3n+7mt8+eVvw4QRH331N3j+7msXVxCpMOenZJ0Bo1xxNQhcpqpdOd7ZbjhPHaVC+q0VpFDkafmeVuhPGh+qwALUL4lday2yRGLx6d5Qx9ITlx/Br+E0CM7mK/SmFZGZEEfh8undi9VoHRVFSbcfMC0vonf80NqQTufcvL7D2tqgLqnVKb3dQtpms57Zq1dFvYNsXBYfqRb7f4rm2mzJx0u+2PKg343aZEtaMADKvvC+PC6a49kdkGQ+m7GystpkKIL6emwQsfBL5coTHhXjuRn+4QfrQe5r/U1m05An62xLhlAFVFVa/1xrSVEYZrOCqoT5Ysr29q4196o5E16JuqqTPd8j8LvVvLDIsUhE5GVpmfNSuh2/rVlPpzM6nQ57ew85OxvR7/ccjFhS5IXb6VttrHa7XZMqjYFFunCsbn3B3rndblNWlrfT6/WXnrKLw6v3GqiDdeUcGJWytr0As1mrzqismnDhbLOt2rS1JBZ1v8ZmY415mRBWuUA5TS1bhpJ4kEnlZPPLwvbI/HPusy+w5SMplbN49ucwLhCF6IXbcCyVDT3Qwt8P396pKwDa1MfwkyOFJAoSoiCyvRt37uPjI2vkVZacDk/pdDrcuHGznqvpbMrulXXu3btHWRT1JqwsS8IoJgrjGrEIilgKinLO2lrE3t4xUgzwEHiwzq8qkGTnmlaUoALBIOmSFwkHZ3Awzsjfh7sdf+qzzI/uWnkOd/9vP7zDyzc/gT56g+LeG5f/qKqQfSuccnKecjrSxEqQtBKnqG5h4wZstm4gCTtgYO/wXYbD4eVjvs/4kAUW10h1OywpBJVD+tgH3j6Y1GZBy9mDIVSV7YXox2UVl0dlBA9HK+z2JswXE8qirO1vH226KQUiqKD0dZSLxxJCsLK6Qq/fudD8x/2qcQtAGJaEoX06lXTlAdN4alzY5V2cmvo8NUQaqyNmlpBTS1eEBQi5hd9QWytLV+LwVs/L/RIv2a5NRZMtNnVyX4f3X/sAarCOiiqw3AaE5yL5WrnLbJQAEwEVVZW5JjJAwGRySrr4u1T6dzDGcDL8JJ3Of0UruVb3U5amoi4V+IDcTjqMx2Mmk6lrajfzBcKWmiYTgiCk37elneeeu8VkMiWOY/b3Dzg6OqLdblt5kKVs0p9ba02Wpty/f59Wy7oqBu4zD4enGKDdbtXXt7xp8IHCqwp7YUjjSnk2Y3AlNreLkNIGNxVYTsl4PKr7OTWowWjHM2pUkRfpgrfeeotOp8Pt27ddubDJIgx202Y9cBIbnIS1iXZJDtCUYjwAwiLeHFFTCwdn93FD1P2a5YfW0rdsKdX7v9i5dE+HkkgCpLOwqKqKxXzOeDzm5Zd/n22cx3ENXsgzu4Ep3Eam1+tyenrKxsZGndEHQVBvhhpxVFfqjm25MEtLKx7qNgm6MizmJa0kYT5ccO3GFnHY5a1Dw3Bm39mJEPxyKHhDCVoGnqsMd5RgJOCqhs9uXGHr+3+E7Au/gD59iOiuEH/8ewh2n0dvXKN454tQXhREFN0VRGIVIvLKcHY+Z3Ngy7lZljqSdGhZ9ku20yDIspzp9Js8lvcfbmHzHVafNkspEEa6tFmTBJp53iy+gTT04oK8Ukyzp5U4EGRlwMl8h+12ymAQk2W2tBJG4VID2NfgKxqdqUeOJBW713aIAmHNpaBmTvtFOQhCy8ERHskl7SFdLRdtJUkCJYmV3xEL97de+wlH4jSczQOOJ22urcxJwmqpkSual1Y40zJpLHEMGzSkI38aQ51l2N2dC2rao9SWsw1T826M0RRFjpTW+c9rbHkhSF/a86Uu8CUsgzYCIWKEiJGyRKCZzU6Zzf4qYC1bhYAy/13efucv0Fr7O9zYXLOfzy1KSln5kTiO2d7eqjcirVaLMAzJ89xaIdR8GAjHljTa6XSI47heeCaTNxiNxxweHrK+vs6tWzdrzTYf4H22tZwZjcdjFvM52liZl6qqnEKy5TjYz28cwsv+fVmWBEFIEAa2zAEEjkVvF2jpDK+sSnOapo5vYoPBeDwmjEK3EfB8FdfnMBqJlf2Zz+ak6cLqamEzgMrt5n3gF0Cr1bZkO9zGxj2zFwALYoldryy0PQisfE0sm0y2TkKW9nTNvV/+r9sFGRvMQhnRitoEQYjBUOQl+wcHbG1vL/V2HJjGZYuNWKhmMFjh3v179AcDyxmKIgRWzdpop9jt/l65LH7QHzAazUhaDmmXFxgdukAbkC4KsrlGq4DxwsLv58D/nkjmArQQjIB9SZ2NvSkMd5Tkh9e32f2eP3lpjZC9NVrf+6dY/OzfpamHg5mesfjFn6D92R8CIVFxgjEV+w8f0mq16XQ71nFVBU4+yT5XhweH3L9/n3a7felc7zc+XIHFLDHujYWFerhrpKL65UwL5YJK8wSXWjDNQpetPMsQTLIW7WiHvjllMZ9AO6mzB2TTCMcUCDRSGB61jCmqgNP5BlKAObf9AuNQatoBj6RS+PXJul26/7vdh9/otaOKF7cmtGO7QNvFXLjzKOY5jOYBB+ct0kKRVwG3N+f0Es/nYKmv0WQMfpdjjNVTqsqqLpHZnzRy7XKpzm5Jow0hUTszp8lkSlkWbG9v1RyPTsdpf4lmB24Jkp7RbAOVAIIgQpmcqsoZjf46PqjUd0YYtEkZnv0819f/I/LKl90ESsXud4S13gWHFIopy5Kzs7MLHJTmmNa/3tvfrqyuWDTTfEGSJHVfxwYWHxxAKiuB45+LTqdDEic1uXQ2mzEej2wfxgUzT6QUwi7Yk8k50+kUISVxFLO2tuoa2g2oQCl7z5MkptVKKN0xwGbuizTl+vXrrq+15BqpvV6YtUeYTCbcuHGT1ZWVpla/RKY1xm50hBTkuRVztM+JrktKy6jAPLdy8M082uMFMrTvreejLAEE7AbDZa1LfRcpFGEQk8RtoiAhCdsEMrbHqTSnpye0khaD/mCpX+PPK+veVJK0mEwm9Pt9+r0+hweHbO9sEyhlnzCXISrlezx+ngWrq6u8884ZrXabIi9ZLHIwgrX1DvNZzmC1T2cwwAhJqCxy8fOhIHVBpb6o5SanEBTG8LOh5M9kT/CKGh3Zh6la+rmuqI7uUQ0PUGs7ZJVEVwW9fp/Nzc265FtVFdPZlLIsGZ4OefXVL1FVFevr648913uND1VgMVA3Uu3uqnAP4lIpAsHd04i0vKzxlVdf+3Sdznq01YgkiiynxZUK0mlqX6DA1pr7nZLVLGc4TVwgcIuvVhxPOu95jqcdRSV5MOrwwtYMsYRYGk4V7552WOTSkT/t+c/mIa/t93huc8Faxzl+uT6IlCHG4PSonBcGBl2WVqF2CblkxQsvBmx/blVDQG2ZUhhTuzH6rEwb44Q0LzZuPQqtMdRy8vDCcP9kwWjyBqE+f2zxUooMZe4wn8+oyoowjOpz2FBosyftP5nLkDqOfLd87UVRkOWZFas0vpdkX9h2u0UUhWxubtb6bR46YoNHVZeLrLhhg1yMoogoCh3qDnDIpGZxtpujmWOzm6p0ZmgrhErWPTCPzkJQo+28YKhSAefn5yipbD/I6VbZ8loDF0bYe53nGTs72zaAODkeP/8eNWaNtXL29/e5ffu2vXSWrJKFz5YV8/nCBRbRzKnr4wUqtLIsVdP78sHOPzMIUZukxWGLfmuDQWedKIhRMrAlNak4OT0lzTJu3by5VHL1z69wWaRCShgM+pye2t7L5tYmpycnPLj/gDAM2N29SnHBjK6qj2UwRHFsqwQmRMiITiei1WqzmBe0Wl1WNtb40r0FeZmRFfYY7yhBuRRIpNFo8Qg5UQgeiscHFYDq+D5UxeUfCIE+s4FlkmpurvV48/WvWrM+V1o1QFm4Ut18wfXrNwgCRRTHl4/3PuNDFVjsA+gw6M5USbq6r/diz3OY57+3xv3lISirgPNig1acgfHsd1se6HRiiqJEGUkrFrx8NWU4k7x9EJIWfMDXYrOdeabwygJCCIZTxRuHXRdQHz2fYJZLXj9oszNQDJKC9Z4gjnsEQRutJWhd776rsrS1dGkXRRV4OQ/vjd6w1/3ieImtz9IO3kvE6MaN0ZeMfP19GW1md44VWVny7rFGFEdsRI9HxRkjQd1yQqAW0utRZzVCy/FopLT6WNksq4mMAL1en36/X/c4tK4Yj8e2D+QW5Xa7TavVZlnh2vNwvAvo8nzjAlgDaHC7eGPq8q3/XfssKTY3N6jKisViQZqmzVwZGyJr3oIroSFEXd40RnM2GtHv9wmCYElA1IVXYXkjoQqYLBZWRt5nVMa7UvrSXLMYWlSUqaHGPmAtP2NSKmazWc3yF8IpbgtJKFt04hXKqiDNFy4zuPicAHUf0DuLJmGbfnvVBgmnGTYcDpnPZty8eRMVBBcwAY3kjIUba2OIk4SiLJnNZqyvb7Cxucnm5iZ3794jTa2l8Gh0xs7OTp3x+PtkjKHf7zGf5bTiVWbTKZO8YDAY0FtZYe8sZ7LQF0jWq9pwT4IRgjBPMVKi5WXWe282BtW/9H0AOdgEFUB1GQUgutYv8XxRcDiy/KMXX3wRKSVHR0fcunWLhw8fkuc5u7u7HBzsE8fJ11QKe3Y95H/Lh3/IpRQEgbTNXpxBkDH1y/SBDyGY5y3iuE2cRHhnQa01o9HULhjYBngSSW5vK57bNo9dDD+IsSgUp9OQSkvKSnM8jZ8QVOoPQFEJ7g8TjqYtwjAhCDooGaEcMsqqC2grShjY8lGSJEulDM9nUPV56v6L9npi1Iipbq9Hu93BOxx6Znz9e1K6hWSJnOgmbLLI+d07E+aZIdO3Hvu5jAFNi07vu+kPrLFXq9WqgxS4c+HlVYKasLkM4y4cwc9+NkkYRmxubrK+to7P4OxnlfU1l+7FtyUdy/T3VgLN9dWMkPpz+Z1xA75wrpBKEYYRrVaLXr/P1tbWhf6db/T7ufQWwrasqclz26RdWVnBC5jWZScHklDunKPRiKqqODs7I03TC70iHxj84lrpqibb+XLnsoK23yBkWWplcVybywerOGiz0tmm394giRJq90sH6PAWCvXnxGZ9fnNgnK314cEB08mU69ev19mlqRuFLjF2XCGrVGAfkE67zXh8bpv2UhGGIevr6wzPzmi1W1akcTq1O/vIOmH6LLTb62LdTSMGK6ts7+xgojZfvDflrcOU8pFS6r9TmnqnvzIZ8bHXfpuguNiID4qcP/C7v3rpWfYjfOHTthS2PIREdgaorRv2GEIzG5+yubmBEIL9/X1ef/019vb2+JVf+RXefPNN7t+/x6uvfpnXX3+d+/fvP/F8TxofsoylKb3Y92Z5m2EXeSWsJlhafNBZC1RGoonty+NMh5ACVIURkd3pizZhYDW8Vjv2esqvQ6DLSsEbhx3SMmOQWP2z9/+89udRYBAiQND4t3hhwmX/Bu8torVmbW2tDgBa6zpg1vV2KWu5C49GakQMS1vuMqbWNgO7UFnejEfZ+eu3ze/zeYU2kHObVH+ERH4VKTx5EwwRe4u/wbfs9ojCCBPi0FMlVi/NfmblMxZh3ThbrRa7u1fqDUiDuHOz5DML39NzP/AZjYf8GqNdabZB4uEWVB88javhe+kdn3n4jEUqhXBZnZePqeX7H9kh+QBTOaTcMickyzK7kHba9SbLKwT4+yuEonCs/k6ny/n5OVJKptOpy8gSwjByd0IgpVXzDUKnRGxAKc9LsuctneJCGIbMZjNnHU2dnQoknWRQl7zO5yfkZVbPqz2PQKmQQEYoGTNorxEHFpAwn885Pj6m1W6zu3uFyXRqeUZas76+TqvVroO2cP0rYxpyZ6fT4cHengNFWOfWTqfD8fERaZqyvbPD3t6e42kJzs/PmU6mRFHAm2+/RZ7l7Oxss7m1zd44Z39sllQ7Lr5vOxr+RKb5qUiy6PT57t/4GaTWfPHlbwVA6Yrv/PzP8PJk8sQ3VLa6tL/vz5L++k+hzw5BgNp9keQP/AcIIYikZlWc88LNqywWc7IsY319HSEE6+vrfOd3fqcV7IwTXnrpJZIkufQcPc340AUWD131KB9w6A5jm8hRIOi1DKP5B31mQ1lJ7p8O0EaQlarZMQJMBFJAITVba4HLXh6pkPweh2DOavBPiNVb5Po5RsUPIFAcj7W9nqf8HALACKeAXNaNVYWtVXsWul/8plO7YPgauv95s3sFWZdqJJbGassmhTu+DzZBENaLcA2txfNrTF1iKqtyedvAQfZfsxr+I3rqFxGiYFZ+K8PiT4FcIfbSNbjFXmuCoMkIfANdOldFpVRtHOYDmi/B1LOkdTNXLqOobYEdQOHRMqAPrlJamRWfGbkLA9M0u81Sv8mjmaCR4GhKhk2AkcLaD1dVRWWg7T6jzRC080FpssGGeOgNuizhs9PpsrOzw3hsBQyzLLNChm43b0Ub7TmthXMINCRJXwrz12U3IzYbOD8/tyrUrr9UVRVhENMVK3Wp6nw+JC9SZBAQqYgobNOKugSiRSvqEAdttIYDZzi2e2WXIFCMRiOKonT3VDOZTO3mhYtLvHb917IqbeYtBMPhKZubmzVgo9vtMpvN2NhYJ0ra3L//AOH6jhsb6wRBQLfTpX+lz6A/YKpD7g1naPPeL/Tvq+ClheZMxETPfZw/9Pmf5bs+/zOkSYvOfGah0X/4z77nMdTaFTp/9C9gigykRCj7nETKsCKm3L62xdraGmcjwdtvv2WFYfOc3/qt32Iw6GMMrvxlOD0dNt5RzzA+VIGlKjUnRwtcZo83stHa+klXlYW7dlptokA5stIHt7JrA2ezxC14jzuuYTgVnE0rFrnk3rGgfPZ7+tgRibe4lvy3eDhzS36ZQfAviMVfZmo+/oTruTwCaRi0CgzB0g694VDYRc7CqbUj5oHvKeiaYV6ztrEBvix1veDaRqqDrAq7IAVB4Hzq7c61QUSJC+evKkuqrEqvx+VnNmJY/EmGxUWYZiQFYeDRRbaEIR1iC5qyaOCcLZUKPPDMNdxtSPLkUdskt4Fm2dJV0Cgt+HJULbjpAQ0GV5Ohzijwd8aVpnBXaq/HzUVZLqGxmg/tA1djS2xLq+dpwTsHU9Z6IUkoGM8r8lIThQlvvPU23XaLtbU1Wq12Df8WCPIi5/TklB2nXjxw5cPMoeCyLHMboWapLoqCTqdTb5B86bNyz0pVVbXPTbfb4exsxGg8otvt1oFOSYnRik5sCYe6MhRBShjEtOIerahPpBKqwtoK7B8MpEEwAAAgAElEQVTfJwgD1tfX2draJo5ihsNTiqLEI9aUUjY7MxpBI9FvN5hVvZgaoNftcnBgoeJKBUgp6Ha7LLKUr+6NORpJrvYCrm6u0O30rJIAhtXVVebzBZPphDJee9+g4ocE1g2Yz/xRsqgNr3+ecDZB9DdIPvNHUetXn+o4wsm8hIGkG0uiYsT1jQGbGxsIAd1Oh1PHkzo9Pa03BkJIgjDg8OCQxWLOtWvXn+p8y+NDFViEEEROSkFIWWcpYSjodBVhoCgKzenJhKs9w8NJQvaefYdnOjuwXH57dJ9kf2c0E/zmG4LSyPfwhXnWYdiN/3vEJTSJJpv+LXJ+/KmPFChDJ8rBJJYM6UQM66s01MzqPLeqvJ4P4CHBBkHpgo4t9fgdustgLHbIkjNd8LClFqfRZTx0NrjQyLeZgUQhL1gcv9cIlUc1VfXO3JIy7bPhy0/2s9l7VtXR3t5LGyztz5VSlo3kVANKF+Dqz26aIFYTQGXj7ijwXzcBwj8pZukbwmdqj/wexisDN70VKaXzl7eZyXhecHhecXhe1YspQCBjunFCusg539snkjDoD2ruzP7+Pr1ejyROAM85EbTaLdI0JY5jJ97ZZHtFXhAOQjxAwG8AjMv20sWC6XRGVdlyZ7/f53zyLufnX2A8biPEbt1/lDKgHa0gnYhjICMCGVIWmrPRhMV8Qadjn5Ner8va2lptftbtdkmdE2Y9X8baHwv3deUAC5bz4yR7sPbTD/f3mc1m9Hp9tNbEcUyUROydj5nlhnEZ8VxkKQsazaKoUFGbXhBTFimdVoIuhhgEKnw6lJWQiuTTnyX+1B8Co2vjtmcZvSTghe0WOj0nkF2uXt3FAMPhGcfHx6RpyvHxEVVV8corr7CyMuDw8JDJ+YTj42O2t7d45ZWPPvN5P1SBRSro9gO3MRSuWe+lPGxdNQoMa5sxp0cTrvbhwbhFXsEHl7ksLxGXg4tBklUfLKYiFA+QYvaEn+aU5V3gpac6VqQqAiXAKypDLc+C8TyVBqbqh5X48NV3V8ZS0vFw7CKol2A6Gl0LHoIHXTjRULwUvHABwZayPNrq1YMZP/65A945TbneD/kD17r048e/lIGyKKmytCRPjMF4pBZNNlJVBuk4RxY27V08Xe/ENXeFkBRlYe+yblQELHLNEhU9h8cv/J6578tXfpfue1FLXDeMobY7aBrrfg51TbwEXOlJ14hHex9KpoviwvH8KDWMFoYxIUkUMUigmMwZjs4o8xwVBGxvr7NY/A5CaNrtTyJlZNnqec7KysoFF0u/WNs+WlU/BwjbB7JaZzawWlfTKXfv/ihF+RA3+YzGnyBp/ZgVpXSbE3scSMsFi8UZQlj76N0rV1DKIsx8hmGENSwLgpDBYHBBnsT3hrS2gb8siwsZjbdhCMOQMAg4Pj6h3bbeKNLN8/X1mINRznBaMZwtWOlo7p3MuX+Ss9MPGT18l0AK3vmN32RyPsEAYavH6u1PEyTdJ71mF4Ythz5bUFESNvsxL2x3McWMUZ5x7dZNzs/PrXFcEJIkCaenJygVsLm5xc2bNxBCsLe3x927d1lbW+PjH/84URS+/wkfGR+qwAIebeKzB19ucGUQXSElRDFsbCWcHE+5tiJ4MEo+4ODyyA706zzEE9j8fpTV0z+0gRIIsbRLNo9Kxjt1YYc2AjvH3iJZCOmg3r6vYGfCmEd6FO7lBuqF14/l/kEtNujO/nOvn/BjP3uPrLRorpN5yZePUv7cp9ZZSS4/7pEjJgrrV12DCS7I3rh12ZZI/OKmHFzcbUyc1L/lRcm6dGZdOn3vyH5W/zmXJXYasmgjdWPQdR/u0b+xIpPO10NaOO0ycMLPof8AxqlNjGYZB+P3FqQyWAvvRQ6BjOi3Em5sSKrsd3nr7b+EL6kZU5Ikt4njV1Dys7RaV9x5G3kae52ivueN66gNpEkc11DfO3f/AqUPKvW1fJG9g/8FFfyg/SRC0m+HxFFMkkSsra1b0qmbC13pmu2/v3/A1vZW3TtrtVu00zbzuW2gZlnOyckJ7XabwlkGeNa/Cizs3Ou29Xo9JpMJeZFbywL3UPTbCVdWU+4en7O3/7c55VcwpqLHpxjP/zNu3Hqen/kX/6zmWgEU8zEnr/0a25/47NeUhbzXUFKw0Yu4MohY74YEgeBslqOU5M6dO9y5c4eVlRW2NtcZj8YEAm5cv8q16zcoi5zhcMjkfMLm5iYf//jH6Xa7lFX2/id+ZHzoAov1/RB1QPE7FPui2FKFlJIoMayshpyPz7m6CndPW+gPLBJ4aXd4fEnsgx25uY6mheIyIqHQMYW5RRPm3vta0kJSlIIk8h4qTdmj1qqyW9ILRDjvFAnUL7DNEn2Kby7sdJtj4mCyNgOy/AbxyELrbY8Nf/OXHpAukQO0gawy/Mq9KT/w0sqlz6OcL4/ASol48y8PjV1eyCtvFWCae2Z34sbV3uUSgspnKo/OZ3MMj4BreB5V/XWlnWzPUt/EI8N0bT7WoOCku9blPssyyMFndyfnKfkzwAxLDeOFJtgyTEf/I7Bw1+Keh/R10vR1hPjn9Pp/k27nW93npkaC2WyqchD7oO6z2LlRTsiypCgfXDq/AIT5Ze7N/jz+fX2uHbGz1icMlmX9aXpQxrC2tsaDvT2mkyndXrc2DOv1euR5RlEUCCFZLBYO7bWskG2juQyCOuPyxmTTyYRWklBqJ+cjJBtdQTn5MUJzByEKhICO+i20eZ3XvvKfL3GOlp4CXZGODmmt7T71vXjSiAJJqCSzrOTKSsIr17qApiwKzscLxuMxWlds7+xQFAX37t1ndn7GaHhKWeR8+tu+g7ff+Crr6xss0pRsPmZr+wpvv/EVayD3iPbY04wPVWBpoLGeIWx9wRGeZNboA+lKk7QFWSYpihkrLcVwbjWPPqjxjctaJF88/St8Yu1vIMXyoiv4H37rL/L9L2hurhnaUcXJ1EpoLNsuLw8lreSMVQQW9S59mQnvkUl+8bHf878HDey44aD4ACGkdHYGruglrXSNLU3IumzZoIqaRvnDcUZaXEY7GODO6PEvRydRVloecaFEdVFt2WVN7jMZoCwLpLR/p4KgZrVfDiTNHPh74QOrN0KTUjlZG18a81wrVc+JHwKcGViTFS0bkdXlMwcuWObkGGNYFBcXOQMcu0veNI9/uvstiaw+d6Hv8+gwpuDu3b9CoNaI4uvsbP8l4NrSfCxzRGRNDg0Ci0BSKmd49vhjC0qKWuNI8+5RRjeZcW3z0ffRfgCPILyyc4WHDx9agcnYuiRKJVldW2MxX+BdXb3CgJRNwDMGyqKgKMuaRNrtdZlMpqyvbzhwhWE8X/Dg5FVa4h5SNCVGITTCLIiSL6L15Q2NMZoqf3Y5+ktzI+CFKz22Bwn3js5pyZLDg33SbIExOVEsWN/q0utuoWREEicWwSehKq1XTpalnBwdkjr48c6VXQ4ePuTK1WvMZ1M6nacr2S2PD1VgAW825OCkAlS9i8b937gerX3YOl0YnpR05YyJCiieoWz03sPDbn1D/+ubtfz0O9f5v770Y3z/rZ/jZv8+d8+v83+/84dJqxb/770Z11Z6XF/PuLaWU1SC1/bbZMXla2qHJWFoUT2210Jd9/ZBpW7CLy1E9vu2/OBLO4+imLxEuv+Zb6Yuo6vs+fQF9rZfvDqhuKSx5kcnfHzfqtuKCEO/QLke0FJG5APm8q5TSY+wWkJtPWbUPZDH/IJFRpk6sDQlOO8Hf7EB33BOhFuUm8W5yaCafot34fTXAWBGBbe+uODaQc55R/LrN0L+j9WAvtjjj/GP6Zo3CfQV0uI/JNMv+k/BZj8AM8dQvc9TqimrE8r5Ce+8+5+yvvbXCMOPOYKkRffV/BPR8IRarTaHhx0HQr94A42Byixb4wpKDdPMHUc2d8AY0JVFHSIgaSWsb6xz//49BoMViqKgKAparYTBYAVZQnmekSeatLAqv0opi0gLLLRcIByHRVmpk9mMSpcYYXhwPOftgxRZ3qMVXX7wpMhotU+Qcu1S1iKEJOxcDjjPOlY6ETc22kxGQ6JsyDzL6HTb7Fzpg5iAKAlkYDNaIbl//wHD4RlXtje4efslyqIgW8xBCFrtDp1Ol7PhKbvXrtPr94njiGDJavxpx4cusIAV4jOaCw+l31jZdcC9oK7evbIWcHqcsdIqOZ5+UCixb+zISs206PKTb/7xyz+rDFkhWOSKjV7BNPUL+eWAFwQORprnJNGy3MhykGgQQMASRLhBBD0qmeKHLQfh/s7LfzTlM48CszX7hgFflgWtwPAdNzr8+p3pBVJpKAXfce2yzpoU0IoCd/3WSROMWwjtORDUOll1Yz2wQIVlR0SbwSwHr6Wy3tK1NGUp53UvmuP4TK8hSHrlhYuCn9IJS3r4tuVmaReUlwKJ+7eUEn2wwPyjPdqlQRjozSr+/dOK3/zMMX+6998RkaOERqt9kF/iMPsvmetPI4WgHQlQ34Ixj5fFedI4Of2fOH/7v2D6zmtce/njrF29DrpCSNvr1I4Xc//BHiQD8sX3EZn/58K7CHCc/0g9p1LAjfWQ57Y69fOw3KMSwpFIsSXDXrdHK2kxHo+J45h+v8/p8THyl4asHIWEAkIEfDQgf6VFWVXs7e0xGAzodrt4uR0LNVZU2vDgdMJwVnI4rqg0JHKXx4mYaBORyZdodbrMp5Pm/RCSsL1C1F17+sl8wkgCwfHhAVVZcPu55zg5PSUIFO1Wh7JKkBKkiFEq4eT4hPv375PnOYusQIUxDw8OCcOQlY0dev0+g5UBKyvraKM5HQ5prwXk5ptGX+85/EtrEBSlodCKohJUWiCFIVB2p9eOKpRwiB4hCYQkDDWRKfBOcR/M+MZlLZ/YbvFw+njG7ie3W2gj2BtGaAOrnZKXdua8edAiLS4G0tG0YhhMaCdNX8TXqBtGvbhQ2vF1dc9rWe5BXGaHN2WjR7OGyul5+RKaF7SsfceN4a9+9w5/dXKft08zlLR+O99xrcNHN5JLn1tJiIImwPkyqb3+xu0wL51/iRA1/NjgODu2OFX3Y7SDT/uxnP00njTGAQKEy358v8+XBz3Cq/FmXx5eAt87fFq+R1U7TnoflmV3UP1Lx1A0sHAJtCr44ervAilLhToQORvRj3Mv/VvEoaTfUpxMdpmU30Mv+GWkeNpmbs6DX/+XlJnkSz/9T7n56c/wB//0n7MbAlMxHp+zt/+QiehyPJRo88MMgk1Ww3+MJKU0axznP8JCf8rOJbDVh9tbCXEUU5QlJ8fHlGXJtWvX8agxizCzSDD/gYMgYD6fcTYasvolGBxFyKUkovfVCrYj9Esd+v0+R8dHLBYLBoMBcRJjtOHw8IhUK97dzyir5n1N9csUeotQPlxSdhAYIibVd/PyJ0Mevv2qRWOFIcnaDaKNW08smz7t6MSKcnZKEcTcunWzVogIwxApIlpRq4b+LxYpX/nqV0nTlPX1NV544QWqquLNN9/EGKu8cOv2TeJWTF7mjM7GrvQsyNL0ma/tQxVY0kLx5kEbgyDNBVkpqbSol3Qh7FL//PaMtU5W915AEwRQpe+Nrvpaxzeiz/KpnTa//mDG+BG57a12wIvrCe245PntFIQhkIb1bkm5mbI/ipimqrYLKHVEZSRxrEBYWGyzgFEHjSSJGQwGVFVpmdhYDxcfNB4nN7JMemzQXstloEdhx00G4F+COBD84CdWOZhUTPOK9VZAHDy+DBYoQej6Np4R7gMUWLhuUZRLrHon2uiCghCiRjgtgw8uDp/RLZXGwBrJuc9Uuz66DENriz7zn//R4ef78Qiw+pTNuQKFPnx8MAi6bz0WMxiIMyQL1rsDWnHE8GDKSfFDZPo5esHPkci3nyp7KdMCo61fyd3f/i3i7V1e+LbvIE1TToZnLIIeJ5PG0mFc/gDj8gceeywDnM3gbF7R7diMr9/vc3h4yPnkHCUlk+mUOIoJo5DpdMrR8TGFNlQotIrIyzY3H6QXgoq9UEP1m2fwkTatdsLV3V1L1hyd1UrSSadNViaU80c3gYKH2V9nI/rbdNXnAc1Cv8xJ/qNUpksWRHzsE59kOhnT7/cZi1XuHj1ZluVJI5CCfjukHSl6rYCgmrE4ryiKnPl8ThRFLBYLDGDOdA2NbyUJd+/dZTwas7Iy4OMf/wSdTpsvfOELgOD27VsYY3jtK2/w4kvPW1VyqYjjhGl27lTLn/Fan/kv/i0elREcTx6fcZj6P1BWyzvlZjf89YkAbrfK1zdrEULwF3//Br96f8YXjxYI4NNX2nzH1Q5gaIWadlyhltbg7UHBRq/g4SjmnaMEYwSFVlSihZAaowtU1K4X3jiO6h2/EJKVFUsE8wHD8kCaHf5FHoZu4Lo1nNjzVJYb3tqV4xq0k1Ufdscx1oqiH6snclf8CJUVIr3MCanq4NZkWVYOBW3pktplUCqQjq+iHrsDbfp19t91b8iV2C6WvGwprCydSL/hwuLtm/0Xe0uGJwW1uqxWaYgkPMbDQ+Q9CC7vSA2SQTvhxd2ORe3l/5TnWv/QXwmL6qNE8j5KTOuse/lajYF8GmB0cw90WXDvd3+H6NptolByLvqcjJ/ltRJkJbx7lLLRX9CO2wRBwGKxYHg6dBuBgk67jdGGnzwa8U/oc4ZgVcN3ZRWfSnniCfVM85X7Y25vt+hEIZtb6xTVgHcOJoxmFfnYMEkvQt/rv6XLUf6XOKrDdPMiLbKKqt1isBogTcVaO+C+EBfIre81okCy1Y+5sprQTyR5ljIeDcmLnOdu3+LunXvcuXMHFSjSbEFWpszSgHbSptPucnJywoMHe/T6PT75yU/S7bR57fXXLRx7a4tut0ur1aLSmq98+TWuXNlhfX2DO3fukHQjkv6zh4kPVWB5luFLOuACDDy2mf0Bne0bAj+WUvJdN3t8183ehe8LDOvdAikavxGwc6AkbPVyDkYRs0yijaCoAoTQGGzAMIsK8fkR1dszKikwL3eQn1lBhrIOCl4Z3rO1/Tm8z4qUgQsQjc2uV4C275+qM5VlpNPFYWfxaWHhUQDCYCU4TFNe8wGuIS66TEuDUUttfiHqRcr2aHzW09T9oyhia3PTOSKWdX9k2ZTMw1abflXTZ1nOdDzJ0AdTm93YO7gMK27Qd0sT8Yku1b8+Ry3FlkzCm5M/xm77J0iWTNC0iZiU38Pqakw3jhme/Uva/ARCNFyMRL3Fefm9DIv/BCi5kfxlFOfNMUrBW//s5qU5z3LNw7RDUMDs2ekRAExSw97pjPVOxvBkiBCS9fU1QDAcDjk9HfJTJPw92mQuiB9Iwz+MFZ9Thn83hNYjIEEDjHqSvWHB6aRktaNY7ynG85K9oV56pt7v3bycHbcjAeWCw+MDpBTsXEtoxQGz9DG+KY+MTqz4yG6P9Y5icj7m/uGQPC+IoojByoCz4RlxEtJfXUVTkZUhaZkSSEGShFAZ7ty5S5IkfPTllwF459073Llzl+eff57t7S0WiwWj0Zgkjrlx4zoPHuwxHJ4xWOnT7XYQ6tl31N8MLE8YngAFuAaYwPD40sQHd85vFPz44rCLseOUCP+5m+ASKMP1tQX745jxPGC4aNFfFPSMJhQV4if3YVLikcz6t88ZvzPjzW9vEYaKQBriUJKEilAJolARBZJASecFbs2FrIOnRgiF1iVBKAnURUit5xr42fKZjc9yiko/dWBRwlj7YxEQBGFdTvMaVp6/4Lkty8gsyrJe9C8IPzpMsg9MYRiys7OD1hVFWTp7AWVtco11G7QB1S7atZLxBWScg3I77yAcgGE581tGqQFLAQ5AM/uWNuN7M7aPKrQEqeFoXfH5wfezqUd8l/hpQBFQMiu/nZPiz7CpbC59ePg/I7hIqpQipx/8AqfFDwIJd9Mfpy1/k5Z6lbS8xcHf/xwUjyycgaL9wiZZqZ1U0tc2Kg1v7Gc8t7bAZCn9Xh8pJZPJhDRd0NvY5O8dZjao+OHmZi+Av/9ixA99NSfwzyugJbx2y6ID0wL2RyUHIy9k+nt7540xnJ2eIKVkbW0NRcVaN3nfwNKJA37/7VXy2Yg3Xn+IVfxOGAzaSCnJs5zZfMa167tk5YJML1jkc0pTUlUlsWzz+uvvYIzhYx97Ba017777Lnt7D9nc3OSFF55Ha83Z2RlFkfP8888ThSGj0YjReMxmtEG71antip9lfDOwPGYUlah3pL4cIaRVH/76ZRTfWPjxo2OeBwhplV+b3a69BiUN2/2cTlzx6oMe40XIqw9CrqzAJxZzzLxiWYZMaeiMKrKHBUc9W9ZZDlRSgBIWnSeFweiSVjxH6AolDZ0kJFS2VNXvtgkDiRQQKkXgPE2kCzBFUVlDsdBqVFX66TOWbhIQRzFaizqggA8WTeAyRiw15Zf0t2o/GCf0qJSTrtcXvq+NVR+25SIPhmiylqoqa6QYNOAGz1b3mVFjzesVB2zmaLMeVQe9ZbCD/xzDWc6rL8aENw2dVDNLJHkk+IwG0j/JA/44oTikNGto+ghhxQvT9KuYJ6CCBBWSBRor+THXn2GuP0MJfP57r/Ppn/8HCK1RuqIKAnrbM269/A8x8p9ykP03ZPr5p7tRjxmlFhxNBdcGXTqdFtPpjMlkQhhFHCKfaDRlhODvXI34qBC8cL+gnRrGXcGbNyKmneW/ehT4/LWPs3nFev8GG3HKdGzVgq9sDjg5T1nkj1+0QyV4fqfDoB1wOKno9XoEkUSFErSg0+5S5CVlWVj75sCKkQaqIBAhASF7dw+YTWd8y7d8AoCTk1MePtyn3W4hhODo6IhBv0+W5dy8eZMkSdjb22NtbZXBoMfDhwfWUXTweFOx9xrfDCyXhiAvvY6T/Y5FCwkwH5DU8P/vhuB8ETDLJK1II3FlmuUNn7QlIRsk7AIuhYD9DFFcfgUFMJhqxr2LWZ7lJUAFNKSTgHlRQyhg6nW6DFJObCCSgkAJAgWREoTKqhJLNJ0kYGelQyuOLZHuKVeEdhISBCFSBnhl5uWF2ZfefI8FhNMJU/hmuw8+TUZz8ftSSoQR4KyAvW+NZ/b72fKItIbfAVLaHl+dPdcwbRugfBMflj1uGqi3QZMVFefzlINxjgHySJBHl3tPhha5uVX/O1TQ70SMxz/3xPkzBGguk+d+ORR87tZH+O3/+C/zyhu/S2sx4/71W+xcO+Ij4n8FFlyJf4w7i/8TeHYdKj/GqaQ0ChVLdlc7IKxe2+x8RMmThR5LYLii+M2VD1ZO5UlDGzidZHSCgFarhdaaw7tvsNa9yl7u0YdOFdsYktCWv7YHMVWl6XQ7pNmCSmSUWqOIQDipVq0JwhBlpJWhCWK01hzcP+Lk6JRXXnmFzc1N9vb22NvbI4oibt68SRzbILJ/cMDt556j2+1wcnJCURRcu7aDEYbZbMGdO3d54YVn3wB8M7A8Zhgj6wXC7yZVIIhkSSCtdEgD3PwgM4t/c1nL+ULxpfsdWpFmZ5ATKU0SG5QwaCOZpJLTSUi+VMIIlECsRZhAXHIj08AiftZyx8XPaxBU2gahojJwIYA1XweyxFQ5mytd5lnxVHMnBcSh70v44KHwUivAhQXcjwYq7QNKg1DzJakm42lkVmx5TSz1b8wSc973Vvw1+xIWFyDHVVVaFr7j0Ni/WeYcua+WkG3H4xmvPkgfY7+gkUzRdIDLC2w3UbRDzcHZP3/s/BkD0+rbeVxP4V8F1rt92h3w+U9/d/39u+ZF/jx/C4UGKtrqd5hXn3ns8Z92zDLDV/cWzNKSG5ttOkmLVifm2+7N+Fz5CPrBXfiLT2LRfh2HNjDNYXF+RhSGdHs9sihgq5+x3g1pRwGdVkJRQagknURRlSVlUTIen1PqkiJfkOYZSdihm2haScKZ1uRZRqfTJiIikAF7e/s8uP+Q559/nt3dK6Rpyt279xBCcPXaVaI4shJFVeV01WKGwzPG43Nu3bqJlIKT0xNarRZXrlzh4ODwmT/vNwPLpeF91IUVJxRe/sXQCnJu9oYUZcV53me0uMyN+L2Pb6yO2PJ500KRFpLxPCBUBiUNUaDpxJpZZr9vLlyPQb7co/yNM3cEOzRQhILj1a+n83VzHaU2vH5Y8c7J5IKH+HsNKSBS0gIHag5Lw3Zf5tr40QQOauVmKZv+hgUpmLpstiyWuZzRPMrTaY4NsKTBJpq/8zIl3n/e/42FHQuWlQh8cMurnPvDzMmhND/rBz/NWviTCAoMikn5vYzLP0JptgEIFNzciJjO/hVOu/JxM8hp/kOP/cmTMC4aSUWAIsd2LJ+kuP1so6jg7aOCWa65upZxcl7w/TPNWAm+7Fc4IZDG0AK+P/830cm0agE3NnchmyCF4Oa6RBuJRKBkgNElcaQIQtt7PDs7I4lj4igmz3Py1BJ2oyBCSUWWZW4DIuoN0Pj4hLfefJvd3Ss8//xzaG147bXXmM1m/H/svXmcZVV19v/d+wx3qLm6eh5A5lFo0G5GUYmKTA4YBDWRqHE2Gt/ERJNXfaMZ1ETEIRo1ilF/0Zjo71XjEAUEGRQUFAUUEGhoeqzurvnee87Ze71/7H3OvbfqVndV09DdWs/nc7tun3vmYa+z1nrWs9asWU1PdzdhGLJx86OUymV6+3rYsGEDo6NjHH/8saAMwzt2MjoyyqrVKwmDEj/72Z3zPtYFw9IBcdjsGpgnU8NQozEMdkO9XiOMQkZrZR6vW3R/JfLzLfdVM6qxobtsGOzOmGo4j6aRNUeN8ZqhEaRkFw+QfmcXXZNuj3f2an5+VDzzbfFx3OfUKJoyYXvebhgoYk8Vtsq27WpeU9Oy+mmQouYlL/zM9cqCoMnaahXhbJWFaRIkWtZo83XmMjDuXBaJ08I7au5QHv5qTm/dYWHzrjo7JtpfTnqCa1gUfbmlyDGlL/wWfeF3adjVbE3+nEAtplpSjI1NzKA855gyJ2LpHHs/3Ai/Clw+oxWH8CAxOR3LUrMndFx+b1I8UDwAACAASURBVLFlJGPbaOZzbIoXG2EkEW6LFLu0sMrA2swZlycWgpIMqQ1TGhxAqRilAkKtQUVs3z5Go7aTKIrIMkO1q8rSJUuIwpDR0TEnvIoi0mXSNEHZgG1btxHHMatWraRarSAijIyMctddd9PX18tRRx2JiLBp02a2bt1GV1cX/f1OQmbTo5vQWrFksROdHBkZoVwus2HDBlauHgI9zpJlVcCwadMmliwZmvcRLxiWGVDUG8LkWEQQGspVTzkN8toDRblSIm0EnhX0+OzD/vFaHKzA8HhET1kTBZZ6qqmlekZSfMeE8NMHxgi0MLy2QpAIoiALn9j93RuE2unEOTnznPYbeAZWzkxzWlytDME8zyG0Untb2giTGxs36OvW/vOKjp4QADpnvrWGuWZ6THk+p8kE0237kOuNWbHsmjQz7s/B6D9nVM67zRhKegMrSv+Hh+sfZvtoQj05Bte2rB1WYsbMszufWBFevtXwYF3YWlL8z7KIJDCEpLyST/jlS4xmzyGTxZ3XsddQM+7RfuBZHXKATwycQamGU3SHOxnq03R1NZgcDRkbmyRNU5atGCQMA5asGaJUqmCtuFDWxo0oFZBlaSEmWomrTI5N0QhTVq9a5SRnPJuzXq9z5513ohQcc+zRoIWdIzt58MEHqFYrRFHI2Nh4QSgZXDRIrVZn8+YtVCplFi9ZxMTEFA89uIkVK3sQCXj00W1UylWWLF007yNfMCwdYIxCqypIHa1THBUHwlCTZUI51ujHM8rjsT+9FiswWgsYr1cJd7i2u07xuAkrsGOiRS05OvANSo44UogYMkNbDQjgqcO0iUPmXSRzUofzUHSR8M8He2OyorNlq2HIm3fpaTfODBHOFtrw9FBZzjzL9dRcrYszhE15f8eSyzLLRH2mUQjUyKznRCkhYIzu8B60Op5dU93o7DIGoy+jVYXentcTBIcglOijF3eHWjQ1NAmCJsjKBIsiTsXdu69XMB6HRMoS8E53LqjQR8yauV+ugxCCxnUIFQlRylGiyRTlslAqdaO1pjZpCHWZsdE6SjuCdKVcLTTg4jhuIYUIq1Y5Rle93qBebxT3T5I4ZlccxySNlHo9IUszjj76mGn3mFMryFmQhx56aME67O3po1rtYuPD24jiGkuXLGVwUV9H2f89YcGwdILv3QDNcIPreOgqxztEMh6Pndiv9ON8H6xAku1+21q5XMx0XbEDGaES0iRBqRDbaLRQiJuFmK0MK8g7QGaAZuNoytW3PszdWyY4dFGFlz9lGccsrRQV+Dk12cF5F8YIQdDMuXSqlm/VR2uVbZGW3J/45H1rDidfJhfuTI3t2HcllRXEambfk1b0VXYRBZapRGHsRdTtsRw5VGbx0iPo7h1CCiaYJdYbUUQtx6oI6/2ESVOR2GoYrz4Bb2IHELQyRDpta0KX/1UqIEudqkMcx4XH6ejjef2SJfV1QK3F2mEYkqYppVJTkbteb9BoNCiXy8RxhBWhUW8QhiFxHGOtYWrK9Z0JfY8ZpUAHmjTJmrp4QcDk5ARKweZNmymVItI0Y8NDj8z7+BcMSwdYoSh0g+ZDHkUhaWK8LEmzSO13F0I5sqwYaIAID2yv7u8dmjNCZQsBSBHXQCsPcemiLa2DKpLlTkPpvuEp/vhLv6KRuWLMDbsa/OihUd5/8RGcdmjftC2Jb3hlyYwhtHkorGlA3GADj+yq8627h6mllrMP62Ptqp7W1RSYrreWG6BCimZLnWB7jWrDUtft9+dw8ocsK/0jWs3WvMkw2jiK8R2OkQfQsEcQBgHVnkPayBuBGkORd7xsOd7yCEHagxJPUrCuINP+DtgWpQSFJQ7z+2s63LjiPAZVCIrm3mh+Lzh6e0SSJMU8KIWkzittNBqebOK8lSiKiOMYEJJGQhAEhbejtfa/5feKIklStNFFEa/WijTN6OnpYXh4mJ6eHh588GFK5VLBXpwPFgxLJyjQ0RTQrIzVWhOE0KhThEXU4x6r2r+5lrkgClzxZK2e0hMZCKqUI/cg1BLNeP3xVSvYW3RXY8rlMtZCag0jEzWUcm95UZi2lfEoKOpclFJ84JpNbQ2zBKhnwj98/yE+d/nh03IjykvGOLXixGS+ULKZSwHhO78a4aobtpKJCzt+9c7tnHN4L+/4vZWAolabQmvXxbB19QrXbTLQAWYiIfj6MDLmqjjWGeHRoYBfHNkkUtTsyWxp/AWD0Rcp6QfdOrzhtFJiPHsaE+mSmSdMKabnfLSaouMDIIqxdIr/uXec7ZMJQ10xZ524lK7Kb/dwE2hLFBisydCqtcEauORc/n8DShPFISYzOI24PH/mCnLzF9ecXZgrQORUch24UFa97vJl5XIJpaBed62wS6USuTJEbrRyz8RaIY4jGt4AORkjtw9Z1iSiWLH09fdSqi70vN8nEBRRKUPT3pc8Lw50DanmXoj3WLH/ci27g1AKnccyMdEgrY9w+FAXpXIDsY5Rl6Tw6Fgfu2rVaUnV/WtoFBCFiiRLUUqxaVeN+7YkuLfFpG2+Trh7S+dK9C3jKT+4exexV1MuzIY031JbrUL+tZZaPnjj1jaqdD0Trrt/jBXVgKMWlZnIUq4LA36upwgVnAGcQ7MCRSnFsbdO0bPLoKW5/8uHDaPdGQ+vaA4ONXsijzb+Ac0UfeE36Q5/hJUyo9l5TJiz53AG8wMLOp6kT948wmdufpipFuNb+eFvuOL0Q3jFGYfMff0HEQJtKYXuhSrQoTcA+a/iG5zl/1eQa8WpZu2UdTx2tOt310Jpz/XrrK9lcvPXkxQRZyTSNC2MjlMT98XIxvj1SJGfc2reGeVSCWMtaZqhVFg0YjPGMDk1xYqVy5AwY7S2F0rMe5pBKXU08OWWSYcB7wSuAz4BdAMPAS8VkTG/zNuBV+Jq2/5ERL6rlKoCXwEO99O/ISJ/6ecvAf8GnArsAF4sIg/5314O/LXf9ntF5HN++pOALwGDwO3AH4jI/Jszd0Bm3EUJomZ8NAiUq1lQrmtdMUY87iP+gZBrmQmtYEmfk3nZOVlhsJxSLgWYrFHUcmiEVb07iWSCehaS0MNUmsfj999xCMJvtiY8tN31J09SwUr+Ornn5SuhJk1mJjS1cjpWjY4sJOXlBmb+dvf2um9/2/5bYoSfPlpjcVfMJyoROxQYb42+KcLdRnhpwy0TpdJmVHKEFg7Z3G5Ycliq7MouZVd26Z4PugMy+ohp91o+edMoH71+dMa8tdTy8Ruch7S3xmXr1q3877e/jTvuuJ1SKWb16kN479+/j8OPOHLPC+8FcnW0PQ2SgRZKoWGao1qcFl/91JIP8z19RAh1gLHOm81sBnnerChyVUUxIwhKC1GoSRNDmqYEQeBzIQZjTCHXojzjsTXxntdC5X+TNC16KTUaKVEctr0MibI0sjr1dP6NvvYY9RSRX4vIySJyMm7gnwK+Bnwa+EsROdH//88BlFLHAZcBxwPnAf+smuXB/ygixwBrgTOVUs/1018J7BKRI4Argff5dQ0C7wLWA+uAdymlBvwy7wOuFJEjgV1+HfsE4guOWqcUNE+bJ1+Z19iocD3ltdo7SyQdvu1PWIGNO0vcu7nK1vFuVOzyAeLpj0VhIIZlfTXWDE6yerDG4p49K7o+/nBCg5MNYaIuzCLXNCvWr+pieqfjUMPJS6veQMwPu1sm0HB3oBhpMSoAqVI8ECg2+/0IjKN6d0L4OCkRiZRJZQh3d2vG68K/3jy222WuvmUDE41st/N03pZwxR9czhlnnc1td/yCG3/0U97xznezfdu2OS07H2ZTXcFmrdjmP1u0Yra7VimIg2lGBT80TK9VIteeswjW/a7bZ7TSNEC5urfWgc+hRJ4MEGCtEEURpVLc7LtSyY2K21qnsaIpVdQkkOSkgaSROn25QFMuR2x5dBsmFaJg/s0N55tOOxf4jYhsAI4GbvDTvwdc4r8/D/iSiDRE5EHgfmCdiEyJyHX+4BKcl7GqZZnP+e//CZyrXED3OcD3RGSniOzy2znP//ZMPy9+2Zk9d/cSCuWkM/A3pcl1pKToyMe0GvQ9IQ6FZX0Nb1gci6oUTU98zr5HzX8PFDh2kvUfVEC5Uqa7p5ve/l76B/raPgMD3Szpy+jvmv+gcqDhKcurnLK8Sqidblmg4JhFZc59Us+eF+6AwwbijvVQkYYTl1TYEEDSwfgIsNHnaeolRdKhfsgo2LKoPYk8BdwXwKP6sb+mWOmhYQ8llWV8+54StT3UjNRSy7W/2j7v7dz4w+uJwpArXvGqYtqJJz6ZE558Epc87wLOPedMzjljHd/+1jcBePjhDZy5/hTe9r/ewrnnnMmjGzfyxc9/jtOecjLPv/A83vrmN/KXf/5WAB55+GEued4FnHPmel7wvAu4a+PGtvNige16NlFKmWFUcnh6BuTGQlqXcv+KuIHcWksYhI6SrnKRVVXkO3Klaq2cdwIU+Zd6PSnIJmmakaaZL94NZ9DbwRsXT2XOc4e5cRFx49rQ4gpd3WVGt00QmPnnWOZrWC4D/t1//yWQt3r7fWC1/74SaOWnbfTTCiil+oGLgGumLyMiGTAKLNrNuhYBI37ejtto2darlVI/UUr9ZGJ015wOMgotiCmaMLVKayC4C6/nN8wnmWLTSKmoBekpG6KCetr57WLakbQEkA4MrwWExb0JKwcaVGNbnKPpn9bqwv5q5uedyzEfmFBKce6TevmTdUt42YmDvGndEi4+up9gnvdEjjjQXHJsP5F2xiT0n/Uru1jVG9NvIexgeQKgN5+uFHceFZO5tjEAZBqSSPGb1c2B4YZQ8Y9VzX+UNJ8taz5c0ex6zG8sCpEywxNze2kYnpx/xPpX99zNSSevnTG9XC5z9ef/nWuuv4mvfuNbvOuv31G88d9/331cetlLuPaGm4miiA9+4H18+3vX8pWvfYP77v11sY63v+1/8fuXvYTrb/ox5136Yt73F3/WvpHMoqYyhmuGWman3bWzqyDnd7h1vko+u3su3BcEIdDegOgArdzHpVtskXzPw1dpmrdXcMzFer3h2zA0NeVcEj71hJGgo3HRQUAYOuZY/nsYhj7Jbxkfa9DbF9PXV2XXXnS7nLNhUUrFOEPyFT/pFcAblFI/BXqg0GrodJs201ZKhTjj9GEReWAPy8x3+syJIp8UkaeIyFO6+wY6zdJhGeej5hcq77fh7Up+IHNaV3PnnBaX23XF6FTIVMOLHc5rTQcOFDDUnXLY0jrlqHOooWDE+KesEluOWznJsr59kg7bryiHmmXdEdXpcbG9wGEDJd60bgnPObyPc5/Uy6tPGSoasq3NZMaDqkSIBY5oCXPt6A+4cW2ZDStCtg5q7j0k4oenlElid4fdH8D1sROIbChFohQ7FXyhrPeJiR/qnl1RuBUr4ohqXfZJiE5E+Nv3vJtzzlzPi55/EVs2b2KbD4+tXr2GpzzViVzefvtPOP3MsxgYGCSKIi5+/guKdfzkth9zyYtcnun8y17Cz265pbmBWoaqGcgsmbGM1i27as0d10p8gzxpO4futm/vTKqUQuO8kUAHBMp9Wgf+XMEhZ2rlNVHa97PPsow0daSTvM6ltWaqtcjXMbzMDOMSFHR6RRgGBL4IOGePaa3ZvGkXk+Mp/QMRi4bmX0YwnyfiucDtIrLV7bj8SkSeLSKn4gzFb/x8G2l6L+DCXZta/v9J4D4R+VDLtGIZb3j6gJ27Wdcw0O/n7bSNx4SxWsijO0ukWU4r9j3Vg5bCSTPXMFZnZNaHkGj+3TMOLK9FgG1jMcbOwc4qfE8bobtsicPd73+ghcHulEr82M7zwYRyqHny0gqnLq/SX26mjLuBl9ctA1YIxX2WW3hl3c7QJZ6qaO45LOanx5V5aGXUJq9zS6hIp8vEKJe/2b4P3m7OPXoxlT0Y2WqkueCwIaJMqNYspTkKQh59zLH8/Gd3zJj+X1/5Mjt2DPP9H9zIdT+8hcWLl9BouFbL1WpzQOxUjNoJIS2KCVZQqW2ldyEIiREaXiE5DIyX0MnbmDeNiRVxvXhc1rYwEqGO0YRgNSYTkiQj778DeStvyDua5vter9dRShFFIVnmupG6HEtT/HQ6JdyY3GBoWqnL+TlJkgTjw2E5JVlrzfLly9iyeRfD22uUK49vKOxymmEwlFJL/F+NY219wv/0deAypVTJM7eOBG71874XZzTeMm3dXwde7r+/CLhW3Nn8LvBspdSAT9o/G/iu/+06Py9+2f87j2PZLazAo7uq3L+tl1paKpJogaeCOckPNV+n5bcQil2TIfdtqTJR1wXFsvWTV4vnnlp+4y/pTVjWl6A6khmE1YMNTlg1yYmrJzlsSZ3usmtC9ruK1RbeUrO8qWZ5S83y2rplcNrpkKSOGd6IneqcQK/NcsNqoLYP7uXucsgVp++e8fWaU9fQHTujqYBSIsyFz3L2055OkiR8/nOfLabdcftPeeSRhxkaWkwURdz4w+t55JGHOy5/yilP4ZabbmRkZBdZlvHNrzeHi6euO42v/ZdL117z5S9z8umnux9mkcp2xsXVrGhl3MAsFmMtRtzH+mmeCoTW2jXksgFJYkiSrMiHZFmK1posy8gyQ5IkNBqumt5RgSnCXUWuRSui2NWghGFQVNO3FvbmyA1Pvo78KNI0daE1BVEUtjSvs9RrdQ477EnsGB5n6+b5q1DPqY7FU4WfBbymZfLlSqk3+O9fBT4LICJ3KaX+A7gbx9h7g4gYpdQq4K+AXwG3+wHmoyLyaeBfgc8rpe7HeSqX+XXtVEq9B7jNb+dvRGSn//4XwJe8sbrDr2MfwXkGuyZDakkXqwYbLO5tFOwdEXGdDPeLYTmw6MdWFFtHI0anAhZ1Z77yGMqRpRQJpchSjiyhFifB7lJWdJUsKwcSdk5EJKZzYlorqMaWNYsa9FUyfrmxi8QoRhWUhMeuUitCpSGYQJEcBDpnChjoMAiLCMnPriW552ac7pAhWH44lbNehIqajJ5jM2GLhmy61wKsmL8cVEfkVOKrb9nQVkRaiTSvPXUNr3vKNIUwBYGBbA8jkVKKqz//7/z1O97Ghz/0QcrlEqtXH8Kf/+U7eMdf/jnPesbZnHDikznyqKM6Lr98xQre/NY/47zfewbLli3jqKOPobfXqTP/7fs+wFve+Do+9pEPMTQ0xPs/9gn3fClfUzDN21FAFFi0Nq430zSPpn1eZ1QCFZGlebdPXei7ae08+UAHBT049yryEJe1wtTUVFsFfBSFWG/AXKdQTZKkxLGLrhjTPPetrRpyhqvzihwjzBqLCgPH7fMaYpVqhYnxCQ455BA2b96y+4vT6XrN1UX8bcAhRx4nf3Xl5+e5lKAVDHY3WNlXY3xHjepAhZ1TJbaOlTH7Taei9bpNHxSl5XnYXwOmMzCBFga6Mpb1JWwZjYhD6C4bkkwxPB7NUpkvrFnU4NDF9YK2aSz858YevmAjpnyu6zADlzQseyMkM7TL8OT7GoSZM3a7ejU/O7pU5CMOJiT3307jtm9B1kKK1SHhIcdROeuSYlID+ERFM6qccVEihMD5iXBqB12xVpy8IuRJhx0x532aaGRc+6vtDPvK+wsOHWIgCDpcaZisaMwT0MxxYmKC7u5usizjipddzuUv+wMuuPDiWefPBIanshlhNKVgZa9BK7t7J1o5ok+oY9Ik131zz2YQ6mYdnFIoNJOTNbTWRFGEtbZgbQE0Gq7C3tGNlWOS+TBXq7K2SM7w0kWlfRSF5AKnVgzGWKyxxLGrzk+SFGNNQUq677772bFj2EnJAENDQ6w95ZSfishT5nquFyrv9wjlZeRLKFF0UWfrWJXtE7kI3P7cs873dRwKpdD6QXt/wXl9mXUGZOdkhJnxVjz7+QsD30XRH+SGNOBfiWi0uIkPBMLny5rX1Of3ut01ZTnlngZhy2KDo5an3lXnppPL8yZm7G8kd9/cblQAbEa24S5k/UWF11ICXluz3B4qfh1AtwinZcKqfeSttKK7FHLxScuL/wcGqLVvSABRPCFGBeAD7/s7bvjBdTQadZ7+jHM5/4KLdjt/KRCWdCmGJ9v9kMVdtjAq02MGba97gg9xNdtc6wDPKJVCvCMPBbYm+vPQWBA4Jlgu6ZJvLTcq+bxNuPmd4GSuPabb1m+NJQybeRNXua+8orKjNi9dupgkyTCZIUnnT7RZMCxzhsKi0UoR6sfhSZw3Zg+JJZkizfanUWlH3mJ4Pti8K2agK6EauwW/OlGaUaRmlGKbFrYqWDoPx/uQTSnTL6EGumpC76Qw1n1wGRbqs8TAlULSRls4rAScngmn78FD2dcwgau1KTekeFkQDZPl2T1+rdydLZKTaChCrQDGzu86/Z/3/N0e53EsLwgCJ3sfKcuqHmgYt/1SZH2S3s3f0ajkyUW3RtfELdCAnWZUpIgqBNp5MK3N26y1JElaFD3m4a0gCJyHoacXcvstegaZiBBFIa0BOqU0cdxsZy3i1h1FEUrhmWbC9u07UCiq1SqbN22e8znOsWBY5oHMOD56aQ+MpscOd3O7m29vBrnZufUHBxSNTDPVUFRCVzewMQ2wHc6FBkY1LJ0HdbVan0nfBff2XG5YxroPLhneYNmTyB6+e2YuIK6gKl37aa9mIolcLisw7lzPFkUOtBAGxr06iSW1EdZq4sASBo63bi3UJcCK01euKZhSCguUEHrt3g1uGkuARQwYcSmrIICu0A3PtkVVYlaoJpsUP3C7QsgmO80ZTPE2KG+hkLe3toReby7XKrRWCMIAhKJXi9ZBhzCdarZbUPgQlyJvYAegVQB5m2vy28aiA0VIiLXC+ISTzw+jkMOPOHze53HBsMwDU7WUikqId/OWtS/gkoNCalTHiuzWOQ+kRP6+QqBc4WVfVdBBACKsLaf8MolIpx1jBiyfpze0o18zOGbbQmHgpN1HDzKjAlA6+VyyTfe7cJgfPAgiSusv7PhGu7+xp9CX8xocTVcrRVnn36FZrwHjCsbVzJeoOoq6hiVW5j3AWTTKV6ILBpSj/opyhmB6eWRLtHbG09dkQ7plnBClnTanKgomczHKLHMdI8FRj13LYqfrpVBeUl95Ucpp+yO+b492pZlWcq9ImvuBRRHilLby/bMgtmC7Ll4+gNYBWzduJzPzLzhaMCzzgFIBQRASh4buUorWirFayL4e0AXaesu3Ii/IchX8u9uuexDz/t8HE0qRZc1Qo1AmQCme193gaxMVxiwYfzyRCGszoWee7tkjyyKetMmgUiHfRKZh45KARunAG4j3BN27iK4LX09y142YbRtQPYOUjj+bYPGqPS/8OGGinnHNr7czPNFgqLvEuUcvpru85+HGqQNL8TbtigpxiQhpGpFRqxln94Wdw1qx1M7d51dKCLR46QIf8vIDcj7wd8IMo6IUGuWS4SgMFq20G+TzQdwbFO09h3zNeVvrvBCymcB3IQxBfMmD3zcthbejAB3kzemM206HgxfJaPabcjmZKApcZb9XTA7DkCzJ6B/oZeeOuSmWtGLBsMwDpVJIKYzpK9fp75rCWMUD23sZrUXs28F7tnUJi7pTBrozfrO14vMWnb2WnrJhxUDCA9vKpB3ovAcyGpmmnui2av6+QPjUshGuHq1y42RMZBWnp3tmM3VCFipuPLnMEY+kLN1pSAN4aEXIxqUH7+Ogu/spr79wf+8GAJ+5ecMMuvE/ff++OcnmR9onxhXoImCZD+ou221FsdPuWS3A4gQlK7uZUSn/soZr0KXE9TpRWsDmT1XLW/+0dXV6svJiSLEKFQCe3qtD2ir082WV0ljjvJWcEZb3pgfBGNdkcHq30Nw4uO6i7kVTMJA3X1NM21ILxDjz5uXy0zQjP0SlNFsfHaZSqbBoqJtSaaEfy+MIobuUEorzGKLQ9UuoxMYblicGk42AJNN7TIanRjFeC5py8AcRjIWpRNNXbSdoDQXCWwcmuagubJ2cv+JqK5JYcffhMXfPP3y8gN3gMzdvKOTxWzFX2XzHvm31xvOBXejtWcTxxx9PmqbYMOSiy1/KS1//RrTW3HX77XzzS/8ff/H+f2xbX0Kz3unqz3yaSrXKiy9/CRrXQ0UhKB8+cu2eFai8F4o0d2oeWctm8h2MNxLWWgIdOsNoc4/FSbuIzUNgTgcsrzMJw9BX2dcJgsDRgo0hjiOXe0GwSjDWgrXe46KFZsZu33dzhphSmjCKSBoNlKccDw31s23rTqy1DAxM74q6ZywYljkiCoTFfRmNUZyrG2jG6iE7Jko8caEmxVTSKVQz02upp5pNI49t8N2f2DkZsaQ39claBxFopJqJxoHDeFtAExP1jKtv2bDbea6+ZQOXnrqS7lLnoSezmijPp0gzyW0NVCoVbr75JpS2/HzLTt76ilcwPjbG69/x1xx/yikcf8opM9YXa0F59tgrXvkqz+101ezKb0eHrd0xWwzKfOD3N8+XKCAMnWSL6+UUkjQMYRTi8/IoNNbgpfG1K1ZskffPBSHzvEcQKMAxvoxxeSCtA5Q1Pm/Scghq+vf20Llrr+4MiljXuTIuudbrxljiUsTyFUNs2byDTVOPQz+WBQAIPeWEctAgjC1BAMYKW0ej/RBmUky/SfLpzftJdjPfwQDFyGTI9rGokIYxFi8fU2GysXDbHoi45tfb28JfnTBdNr8IRWkhClz9VV6qJIC1jm6sg2bORaziyMWLeOdVH+HLn/wXRITbfngDb7r0Eqy1PPfEYxkbGUEh9GvLurUnsnPbJj7w9+/hnz9yFWGouOjCC3n3u9/F05/+TE568qncdOONgGVyaoKXvfQK1q87kyte/grOfcZzuOP2n7UcQYfnKTcmXu5etTCuwkihAwhDr/GVGrLUIj5HGgTa91PJ2tSJgcKLcbL5GTqAUimmVCoTRRHGZC3nkJm9ntoef7d/xYcAlwnyOohKoRVEkWOhbduyCxGoVMoMD+/Y/YXvgAWPZQ7QyBLcCAAAIABJREFUCoZ6GsSxJuyPELHUkojR2v4vkvxthRXFwzvLaC1UYsuWkZjh8WgOpIUF7C8MTzTmNN+OyYRQi6sVUVIYkrwS3RoXimqXSnHIiwJLWlh3+GpELKPDW4lVrvSgecb5F3D9f3+d17zsJdz241tZs2YNy5ctdSKoOh/03WB+ww+/z3e+833+9u/ez39/62t88l/+lf7+fm750U3cdfddnHXGOX7Ls99zCookfFMSvz2Ma8WgtCIuhZjMtghGau+JOJHJfDth2JRsieMAweJoDO73XHEdXKM4KTw8KTym9v12z00eZlTei2k/KkWWuXxOb28PW7fuZGx0tDjn88HCq98eIXSXMga78wSZoHXAzokSSXagnb6DvX6lHY1Ucd+WKndt7GLLaExmmw/WAg48zFU2f3lfSCly9SJYwWRCllrSxJKmTjBRaUGHAoGFwKJ8RasoA9ogGCIcvXqFarBIJVSwrNJ1XnbJxfzgq1+hrDO+9tWv8sJLXlA0sIJmbdjznnchoFi79iQe3vAwCNxy84954SWXIAjHHncMx59wXHPHZ9x6znrkjbmUl1Zp9iFysF7p2NgMY1NUIIRRsyAyF7bNa1pAWvIfyoftNEqFbet1e6BRKmgxEflf3fJx1GKlQhQhiNvPMAy99XPLJImTzVdKsXTZEhr1BpOTUwwODs7purbiQBsZD0j0VAxhID6hp0hNwI6JJy5h/7sL11IgNQsG5WDAXGTzK5Hm2ccNkTQMaWp9vlKhQxcyUoGAtlgsxpqiw2GuFCy47yLCgw88SKADFg0tKirZlRhOW3cqDzzwAFu3beUb3/xvLn7ehQWzyzGo3OtXqeQMYWvi3FpPFiCnGgPeA2lCdZxcZFdaBv+8FbH10vpOBTkjsykWA0qwxhSS+83EvpNYCYuEjPZMMVuoH+c9VFytUgD4EJcKcR1FIpAQaxVZKqRJSqORUK83/FjWNGRJkhVV/wAPPrCBkZERenp62sQv54oFwzIH5BdcrEukjU5FTCWdxBP3+ZaJQ0sUOMZHKbT0VpzkwgIWcKBhLrL5f3zWanpKjtUUxSFK59ImFiPGD8DGG49WMZIcLrk+PDzMW9/yNl716lcUg2MBBRdceD5/9fZ3ctRRR9I/0If27yZa0aK5lec03F9jNKefvp6vffVrCMKv7vk1d991T/umi220GA+kqFFpztLMdjpvJP9diuO1kiGYIuznZPPTpjG1xknBeK8iSVPSNCUIAuI4olQuAUKWZiAKrSOUijDGGRIXcssp0s5LiuOwqOZP09T/zQBFFEdkmWsmtmHDw3R3d3HIIaupVMp7uPIzsZBjmQMyGzj2hRIyo9jmk8qPFxROusJYTU/ZsHpRnSTThIGTyP715h7fKqLVsLXf0gumZwH7A7uTzX/Vmat45enLsWIIIo2IQXIPQWSmEVGgWujytVqds898BlmaEYQBL77sUt7wxtf5MFD7S94LXvh8zn36s/noxz/crJjPRRj927qIwhqN5NoyyvLKV/8Rr331GzjztHN48pNP4PgTjqO3r6fYn3b71cxVuBVO3w2/Zy2V9c2pzuBYawl8K+J8mbwnCjibIlZI0wQRcV6WopDvCUONiCbNDJIKYAjDwNXi+J2yAlma50lcSD8IA6wx1Os1tNJEcezmVZY0zejq6mLlyuUMDvUUxIn5YEE2fw4Y7E45buUkYjNGajG/3tTt4/37Cu1V8r2lGmuGamwd6yYMhCOX1XCVwEJmhO3jVTYMNwsfAy30VgyhFoYnopY6roXw0QL2DfZWNn/XVJ0lPSHnHj1ATyUqjIfyfR3y0WemZ7IHdJy9PdkvXj5YKY2SAK0UQdg0AiLKeRrWVbAr7byGJE0ol8s8+MCDPO+iS/jJHT8ijmdS9xW+cr5ghakZORBpCYFZL7fTllpXrleL2Dx5j2eBudqaKI6atSZhSBAG3hjb/CgBR3jIWxZHUeQ6TyLgPb80NUVYzViX8A8Cl6y3VojjGGMMU1NTPPjgg2za9ChLly6hXq/TaCScd95zF2Tz9zWMyzFiLQyPlTwzad9CqeaLSD0rsXk0oJFpjh6aAn9TKhShVqwcSOitGCYbAcYqussZ3WVDZhS1RDO5UOexgP2MXDY/0gkqz1fkzKVCiHEvXmpbmfQzFs/f0Z1BcfUZytNxlZ9fobUTsbTGVfirsOk1TU5NcfEFz3eV6CL805Xvn2lUWlIvrW2H823l7+p5Lij/6xaZZni8cci9KGiG3qMocsZLB0VrYeNDVSCuQVjgqvattS60iPK/h15OX3uOgQvX5YWg+WEEoYbMMjU1VYhXxnFEXI4YGRshKoWUeudvJhYMyxwwUQ95dGeZNPMewWP2BFo9FD9FoBRaGpmmFFmW9qXUU01XyTrZbR1QTzXGQBy5Do09FdPOAxMhDCzM6IS+gAU8sYhyFWJjnJcgqhnuUo/BqLRi+mPYdH/INbXy2VwzRoXJLHlQSAdOkLEY9JWir7eXH9xwzez7N8tk57W0G5XcoDTDfB3GDQFRUsyXKx2LuG6OTonA1+/kysdRiAIyY0iTDBGISxF4LyYMcyFL5/0oXB1N4eWIIykkaVYUW4Ir1IxLMSgYXNGDEUNmUlIzNxp5KxYMyxxgLGwYzqmUj91bCbWwcjBh12TIeN3FV5f2JYBl21iJrpJlqCd17BUBUZpHd5XYtKtEZhRh4AzTioEGK/obhYst1tJbbjBWe3xzQAv4HcJe3EiBxvcsEgzNromtWUBPqm37f9tmZ/tfa06jCPg2azPyZyF3kJphKlwho4sOEUZuoFZ5tXwL7dbSbOKVb01atte6swpHNc5/FVxozYpt5nW8UZlt5MjbFLvvUuyPiMu3ilIYa9wx5ZIEShGFARJ6LyY1hJ6Rp5QijiOSxBEBnLClIcsMxpiW/I1TEIliFzpDCRZHnJjKJhyDrcXwzAcLhmVO2LehL2MV28ciGllTFr8cWXrLCWNTEXHolVWtezp2TsQ8tL3ZBtnl4YRNu2IGu+rEubidCD3ljEAL9iATnlzAgYVoYozDv3Y1i375U5QIjY9/HGUyJJibQjEiGGtcklhs0Quk9Vlyqr6dDVc7LWW6ISmITs0QlK8id2kVZ9SU8g20yBPlLmwVxgovYYxWhY4ykOclVNu2mtucGX9rTd7bFmpxa+56dpOiCkZZoNvnyfMsKNcoLA9TmdQxU10NiltDGIUu7+LzKcZarM29EeP3UxWGJIwCb6DcSXQZG9Pi8blrl4fk1F4MJQuGZT9AUJ6u3JyyZTRm12RILQ0YnQJjNXHoHrtaqr22TxMKWNyTEIWqCKtprRmrO69mAQvYa1jL0R//G3bZOvW+Cit2ThBkKdWtm5hcvpo9jTTWAmac8r3fQk1uxVSHSI46D0q9wMzaj7lBij+OKJaHuppGxRqXd1ACKE2gdVHVbz2LMgx1i+FprjY/pGbvkpmvk8rPKH7GnCBQeDheyn5uhKgWEoF3r1rDYLl8PqIQK0RRBEoI/LHk7YpBMCbB+FbFrWE9R+mOCmHN3MI2Kc+tnqBq3St/Ltzvei8sy4JhOSCgCJQw1JMwlQSsGGgQhW66y704WRMnQNm8yFneCEwrMqvYOlpmeCIqorkL0bAF7A3ku//GLUurQBWAX6xawjOVQoklnJok6+re7fLVWz9E+daPotKpYlr52r+hvv51NE57w17s0LQBsPXGVs60GJPnJPxgWMi3OJjMh79amFT58k1CgWUuNkEB4q2SFUH5rM18GbatPe5b8yvuMPOB3h+Hzll07m+WZTQazdxHLmLpQlpuJ11ux7PR8sPOc0E0v8/YL5oEAmc4548Fw3KAoJYGbNpVRgSiwF3QzSMxOydjJuqaRtpObxZg80iZKBQqUcZYPebRXaVpD8YsCcMFLGAWpBvupj784AyvJAldaEZnyW6Xr956FZWb3z9jukqnqNz4TyiYl3ERz+QCWNS/hOOOP44sTQnCkMtfchlveMPrsD7shRLEa3AFygkrKuWKBbVWWGPxqYwiZ/K37/kHurq7ePNb3uQZXDLDuNxx+x38+7//B+//wN/nR0Obnvi83+BUSz1Nc+G8cLFVFkbrpvRLljpGWK4zprWmVIrROmgyvUTIbDYt/Jhv1lPW/N/p1Oj2896S/1rwWA5eGJuHx4QNO8qU40ky4xR9TUd6s8KI8ND2in87aU5vf6VbMC4L2DP67/kZK///q/nRip6chjRjnkYUQjR7KwbVGKN620d2u53Sjz9OY+0fQqln1nlmJu7dPV2plLnp5hvQWrN92zZe8Ud/zPjYOG9/+9tRyjGmBEcjDn2YyOYqwmFAlqYuz5Ifmw+lubyEFCGu6Vh7ylrWnrKWfJBtVSEuGpBN29vZoaYtp9AqQKuAyCff8/yKtZZarda2LZeYj9Fak2VZUWSpdVMJROVenWobGApPK/dW5ra/zW6e88GCpMsBB8V4LWR0KiQMaOui2GleQXlJiiarBTqJUcosnwX8rqP/3l9ywmf+iV8NlGY1KgBWK7JK16zrKd//zbbwVyeodIro3u/QvF+b921xR7bdnu1eQc7yWrJ0GVd9+Co++S+fAixf+MIXefkfvoLLLn0pL3jeJSg0V175Ec4+6+mcfvoZvPc97ymYVu9/3z9y8klP5cLzn8+9993vti1w+09+yhmnPY1nPfM8/vdfvYvT150FwA9/eCMvftHlKAX/8Hfv4w2vfRMXnHcRJ52wln/5xKe8CKXiA+/7J9adchrPv/gSXvlHf8xHrvpo65HTalTydsK5UWlVEM5DYuVy2cu2uJOitXa1Ld5babYtzh0RNfPSdbiW7SPF7qFUp7Fkz1jwWA5AWIEHtlXJrNoLNzvH7LdM+y/TeTkL3s3vGo74yqfJtGK0UtptYj6LS7tN5OrJbXPaXnO+ZrhFWv87Dc1omGomulEccsghWLFsG96GAm679TZu+fHNLBoc5Hvfu4b77v0N119/DUoLv/+il3DTzTdRrVb5yn9+lZtvvoEkNZx91tM4+eSTQMEbXvcnfOjDH2T9aet49zv/pmUPWodiuPfee/nu/3yHsbExTj5pLa9+9Sv5xZ138vX/+w1uuuV60jTj7LOewcknn9Q8JO+htEm3eFXkLM1cch4KYUmt9TRj4wokwzAsRCFzfTERizHOO7MiOPaCD9Q1LbJnmTX7NhV5nZajbEtftTMa5oUFw3JAQj0ODcSa65MO31p/nXkbLRib32aUR3aQ6jlc4z1QjW3XkjltT7qXur/FiCazG5ViYGyd2HKXiqOJKTTPfOYzGOgfwGSWa665luuuu5Yzz3waAJOTkzzwwAOMjoxx4QUXEpeqlCuK8y84H1CMjowxPjHB+tPWA/CiS1/Ed7/zP20bFp/kf855zyaOI4aGhli8eDHbt27nlpt/xAUXnke1UoaK5rnPfY5PjufeWK6unJspt8/WOMZXbkjy/InrDpmHu9w8hQKAArEtRsWqooiSnDHXeu5aT3ahesB0KpwjJLQt47bVqgowVywYlt9pTDc2nQyNm75gbH57YYOQOEvprTUYrc7uteju3fc+z46+CPnBO3cbDpOoij3mIrTSzar3trFs+v/bxkpHv/Xj50MPbkDrgMVDSxCBctmx2IIQUJY/+7M/5ZWv+iOc2KRbxcc++jG0VkRRPry3vJlD87ae5fYWnH6XscaHpAIaaeo8hSLH4TwMrQJC7Rt2eW6V8u6XUhpjLOWSUw7O+9yDy7FonYcAxbO9XLjMikVSKeRqojgqmF/u3Em74Z0FuacyYy5/Lqy1OTu5rV3yXLGQY1lAC5oxb6F548mMX2n5ZSFXc7Bj2ylnIMDJD28jNDZ/NW9P/IZBwaiaDarcS3b6m3Y7T7LujRD1eCZTrhregXnk38AD5frBB9rVfQXaiUlu276dP33rn/Lq17wKHVK8sTslXsXvnXsun/u3LzIyMolYzdatW9m1awdPe9pZfOMb36RerzMxMc63vvVtFDA4MEBPdzc/ufUnaDRf+8+vddh7f68LGOuKDwWXZF9/2ml8+1vfpV5PGRub4jvf/q4rbDSAKDQul6J1iFYBWWqIQhf+UkoV1F7tm4VlmSk8pDzkZYxxfDRfTR8Euj1n0+qNTDfWbee2ea5npGSmHa01do9GqhMWPJYDDA3gEQ0lYKXd35Z/ut/S/HfmHAtezcGKB17wcgYfvp/q1k2ce/cGNvZ3cf+yQZJSjIpDDn/e7xFVKwQ6QyRCpPN1NVbIzngzIIS3tNexSFQlXf9G5Kw/xSQpWpyxEC2I6KLmoplDcQNsLpeilKJWq3H66Wc6unHgZPPf+CdvQOHa9CrdtIfPOPdc7rnnPp79rGcD0NXVxWc++2lOOWUtL3jhC1m/7kxWr17N6Wec4b0N+Og/f4Q/eeOb6erq4uynnU1vX980g5e/dLXL/ItYTj31VM4//3xOW38Wa9as5pRTTqG/v7+gEJMvKZAkaRHuyj2VvLjRSbsIURRjTFYYGqCoU6nXfcIeUKq90LEjs03wrlL7detkVHIDHYeaNHPXIzfq88GCbP4BhNtCxbdjhSNKQkXgD+uWxQf0JZo99b9ACjh4UArgqEd/TtcjDxGvXELtqccxIQ1Sm5CkdZZUDufwIw7DSkBmZr6PKgXlSBEGBhGDakwR/PrbqMltSNdSkiPPh1IPYaBJkrSgwrqEcpPRpLTy+QP3Bt+J6up61yu8zcGk1suU0PIGr1CiCKOgkFjJ5VvSzBUMaq2KeksRGBsbo7evB7Fw5QevZMvWrbz/A//g60Fc/C3vCCm+3kXEolVAEISMj47T399PrV7j2c96Nh/5yEc46eSTALecNa6fUh7eyqXq84Q9NMNgWgckSYMoitsKKfOwlA60P96mHH+O6WN6cY7zczmtMLKosNcKxHL/fQ8w1vgNQVhysjw64OynvGBBNv/xgAA/ChU3RoopBcstnJdY1uxNWWoHPKrhO7EiU4rMT0sQPlfWvLVmD+CY5e69mtk9mgVDcyChYWD02JNoHHUI3YsiJuqjJFnDd0ZsQiuLUhYRd0c6FWNFFEKgnFEBQUpVzEkvRqnAhYLywTMICsFFFapmjkVc+CevftdaoYKAKAqLeVoH2CwzSCbeOLiWvWEhOKkLLyQfY7Vysi8oIY7CpmHLszgC3/3u/3DlB68kyzJWr17Npz79SecxqVzxItfVwsuJOSaWVhol8OY3v4V77/019XqDl73spaxdu5ZCv8tYtBeH1IFrsuW6Qeqm/EoUFbUprreKLlomu2NxB+P60uPXPfsAtCe9sunvqyIgPiQ3MTGBlTFXH7PACnv8cG2kuDlSpN4t3RjA58qaV9Uty/eBcbk1bBqUAkpRR3hYw6H7yIA9MZiLOVkwNABaCWEgJNlcKwseP0wkilBcb47Eppgiadvuhwba+GZRTo4+1ILTBLbNQUgJSiyoAJR7w3Z5A6eDlSQJQZG0cYbB9SAJiSLXECxNMmdQrGB8a3AB4jiiHIZe1iRxBYOBxmQZQaDQQeD2x1gfRtI0+Vk+8y+uXkflhlPBi198KZe88IW+u6L13oMLZZks9yi0z4k4BWOtffJfFJ+9+rOEoQsbNY2hk7d3jbWCongxrzvJCzajyLVp1toZ2Eql7H4XKQQmrfUKAi2aZHsc8lUHo9JSfT9jdu8GJmlKV7VCmqZFLmg+WDAsc8CYneDHdivGLIZwoJie4gzOSxuPPVY1qTzdbxoUUD+ox9zZ+WVqlumdlvvthDDQlbJmqM6uiYjhsZhaqjGz5DAeb4zVhUpcIsxqBKEXOLTGexg+v2BdXD8KMhe6Ih9IzbS1qZaQi/s3ikIn5e6b1plUCjn4MAypVCttdTJaKxqNhhOW1Aod5lIoBhW4wViARr1BFEfEUeSl4V0jLBdKy9GSE7EuAZ4nzJ0BcUZeabeNIAwwrv+3rytpJsuNJzgEOkBoanzl+54bFWcsXV8Udzyu5XC9UXfqAKEzomHktiVGCMIQY1x74CiKnMcUAGjfidLg7Lc0DSStzOGW50tNf/aaT1Vew0LL/90xaJTWDAwtQytFCQjnQkWfhgXDshuIWG6c+hJ31q+lS0V0S0ajcjLjQ68FFYNSbNGwL1hRxxp4MJDCI8phgDXTn9mDGnugOLuIw++EoVEKhrpTumJD2GWwY6NMETGle6jZuBmmeYIQKEVcKiOmQVSKsViUCMoG7poYn9dQOROwZSBtPzI0AYoAEeUL+Gxbkjr3BoJA+9a4UduhKlx3QysaHbQ3CStyHf5NXytFreYG63LZ06V9OMn1EvH9UbxsPkp5D0IXwpUiriYkCDRZJoRBiMFpc0VxXCghp1mGVpogChFvIBWKTLKmlIo/J9baQk1Z64Asy6jXG0WS3lXRUxgwgCx162k0Gs6rC5qsuWY+qMnTzE+ZRvvMu7jGYTRzQQVyT6XtSrljEJ3ve3PdmYUoUCSN3aspdMKCYdkN7qxfwy/rP8CSocUFqkq1nyE7v8DEoleACIv3UYjqyZlwa6gY1t64iBABT0/Ea8z+tmKaoZG5eDS/DUbG9c7p68qwVjO8dYqurpiqVYyM7iBU3UypbrInJAQqDHUHHLGsC7IaE5MlolIJWwczmZAmQBl06OaVPHaUh5VQzojgkuZiYSQZ57pHrmO4voNF5UU8c9Uz6Sv3EccRSulifHO1GU40MWeA5cj7t1uxKJXnTHK5eguiC3ZVtVqhVqsxNVWjXCkTBo5B5eTlNca4N/JyOfaG0SJi8rIPn6sQUL7viXGtgdM0a4bRFIS5nL07FeDWVIS2AKxxnlgYukS8iCZpZCRJ0qb15TyrJjssP2bAHXeLV5VjtpqSIszmGWV5lX2GaQlPzlwuTTPCwBmlfFtiLVNjO0ApEqXIzIwg/R6xYFh2gzvq3yGjXc1VkVKevJGJwT8EAp6a7psnPwJeVbfcESruDqCCsC4VnnRQ5Vb2Bfbg0fDb4M0IfZWMQ5fUwAjbhutEcUAUdGFVxkB/TLleo5wmSFc3dRO4EJnJ5Tf27fFqYKgqLOotM7x9knKpQhAoppIEMSnlAcdAyrssFu/JAjYTjJWiYlxE+Px9n+cL936BmqkV2/jwLz/MFcdewatOeFVxDqx1IR/t3+pFfOfEPFfjPQvV0mrbFsWAPrjlnZggCCiVSiRJStJIsKEtBnZX2W7aZObxSX5weRZUXqwpaA0mc4YhCDSZyYi8jIrzPAxkmc+P+P3yXll+HuLIeTlpltGoN9q7NnoKcRCEzvCFzVwTbd/c+XThwmaYrpDaL+4GRZaaImeTpglKacIwINQKY7OCYZcXoOZGKG9/bI0pSBW5t5X4ws+9udsWDMtuULeTs/xiUZKgVYVl+5AKHAHrMmFddkDzi59gzNfQHOhGRihHlsOW1CBL2TGS0tsXUq4oGvVJskxQpszgoohFSjGya4QlPRESQj3RTNYiJusBGSGGACsK8xhvl6V9EcsGyyilSbOMOA6plEpMqCkqVSEOQxCNzfCJZEOrXEkcu9xGHEf8612f4VP3fGrGNmpZjY//4uOAcMUxV/i3Y7AEKD/YOXJWTgDIQ21Nmm9XtYsTTjihGBy/8pUvs337Dr74xS9y1VUfIgxDrBWiKKTRSLDW8MMf3sjHPvYx/uur/+VrSBLyeOsb3/gmXv/613HssccSx5q8q6RS4pPoGWEYYZKkoAlb63uvAGEYoJQuEutOeiX0uRShXnfhLK21D32FBGHoDIHJSOpeI0xUkUt3XoopnIzckFhxis1BFIJngilvePLkPwqytGkY0jQvpAy91yFtoTpQBEHka1eMV0gGHQQMDgxgbcbo+CTdPbtXXOiEBcOyG6yIjmJDeueM6TZchKgKvQL9CzbgCUZnXtnBwjYLtLBmUZ10KiGpGxYtiRCVYkQRlRRBJDSSMURDFJUYXBQxOpKQTRgERV8UMNinqTcsSapIbUAiEalEGBViCDGi2iRGOsP9PtAVcNyaXqolFz6pTdWYmDBE4yFjYxOMj40ThiGHHtqHWCkUdbVWnt2VEoYRIjCeTPC5X31ut8d/9d2f40WH/z49JdcsLE0ELSDKDZ5BnivIyQK4+g9rhUqlwq23/djL47s38EMOfRInnXxS0bo370tSrpRJGkmR08kL/6z1hGGBq666qvAeBOWo0f68KK3IUosOLGEU0mg0CIPQi0V66rEvbhQRSqUY5RlkaZoWuZQ4jojimCzNKJVLhTEOo5C61JxnkDSjIi7vFBYhsXx9ceiMN6lp1qW0KhZ4o6xDhRLtqdveRhsIg5DMpDOuh/WejFIBJucDiPMM41DT1dNPbS90Cw/c8ogDAGdVX0xEGeVPk6AQFTM1cAUx8KKGPcCGrScS7q1yFsWhJwitAxBtezL7L/sPWgkr+hOCpEaWWoaWxihtaGQN6lkdIwYjhsTWGK+PMzo5Qio1+gYDothJgixeUmZwKGDZ8pA1a0IOXaU4dEnCqt5Rlpd3sjjYzuJwF8u66y6HU2lQjdMZxx+HcOQy4ZiVhjhoYCVlx44d6ECzfNkyBgYGmJqqsXjxYpavWE4URYWMiGNHNamp4MI01zxyDbWsNuO4W1EzNa579Noiuaw1ZCZnUuWhHY2rppcizxAE/hm0kKUGMS4MdsP113Pp719KlhluuOEGzjjjTNavP43169b7AsOI8fFxXnzpZaxfv57XvPY1hKGrj7n44ov5+Z0/Iwg1SxYv593v+lvWrzubc572LLZs3YYKFPfeey9PP+cczn3mubz3ve9laGhx4UFlWeZzJk5EEhEa9Qa1Wg2lFJVKmbhUaibfabGZgictxESxY4ZFcViE77R2OY8sSx1zzFN+HeFAI7YZBnMFpQaxYMW45L00PwBKNIGO2gxW68e6ic18jghJlpGZ3TcEm/Ven/cSv0MYDFdyef/fcHzpaSwKVrO0tI6Vi/6ap+njecuUZfXvXP6jCQX0lg19VUPhQmljAAAgAElEQVQpFEqhS35qtb8GccVs5qTz1Cd2PxXCUHdKORtHK2HR4gilXYFbZgz1NKGRNUhNRpKlTDRqjEyOM16bpN6o0z8YUiprdu1M/Bt7hmAII0u1C/oXOWNzyOqIlYuhS8ZY1TXCUUt3ctSyYVYNjFOJUvIszUCXsLx/glBvo55uY2TXdkZHRlmzejXdPd2UyxXiKGLRokWFqq4b7Fpa6CoKI6OVZntt+5zOxbbadow1RUW8FCEvVYy8+ZVxXR/dYFqr1Vi3bh1nnnkml112Obl3mu/PlVdeyVVXXcVtt93K977/PSKf5/jFL37Be9/7Xm666SYefOBBfvSjH6EC1Yy0acXk5CTr16/ntp/cxllnncnVn70alPAXb/sLXv/613PzzTeyfPlywBEOsswQhpGrP1Eu9FWr1Zx3EZeoVquOsu3ZAdZa6vU6tVqd2lSNqakpn29xrLmmPIyQJAlpmpFlGXFcKgQo8/yMtdZdE7/eMIqIwsjncRRWDEGkCaOg8Krq9XoLHbrFsOQXZRp7LE1TjGgsusi9zAcLobA9oC9YwjO6r2hOEPh/7L15vGRlee/7fYe1Vg173rtnoIEAMkgEGZpRBGdRM6iJHEQcEj3HIRjvyb3XazT3Gs25JzFqYvSYE0QFr2jyORqjcUKRiDMiTqDM0nQ3Pe3eU+2qWmu9w/3jfdeq2k0D3QqC2o+fLb1rV62qWrXqfd7neX4Dj+EZiOvMYe69FaRAH3ocsjX2iDyPB5b6imbqOGpND2MFm2czNs7k7FpKmO1oHt021EPPZsKtv4z5jGeiaWjbBZqjkrGJ0HLx0T/DOkdhCkxcPIw3WOcwpYkLgwHpyUZSlvY4OkvQaOeAxkuNJOpuxR1ro6XImhm7tvfxbUUj7bF2rMPMSIut8zPsWkoRlBi3CL6gyGFud8HGw45AJzq0d5yrd6pKBh/1QBY0EYkVFhutk3oHPp1N79fZmM6m4mIqsU6EzcjQqa9VehkMuwGazSZf//r1SCWwpnpMuJ/SitNP38Sf/dmf8cIXvpDf+d3fYf369VgbdLyOOOIIjDGccMIJ3HH7nZx6ymlhiB3/l6Ypz3r2s7DO8oSTT+LaL38ZgO/c8B2uvvqjOOf4gz94IW9605vwrpK6jygwF0il3ntarRZah3NYQYchJKP6MYIgSKmGdMSEjD8CrQPcWEqJx2PKgChrNDKqmVOoHhV5ngceT5LgHUgZ/Jw8ltDSC9VNcKUcOr8xAtpN1Oe7QpOVpCgUHh7Ug+eB4mBieZgjKT0bdhhauWNuTLF9WgWM+C8h8pu/TvGDa+tten7jF8lOfw7pUSc/Is+XaI8UsH0hrdYWFnqKvHwsFsKPFtrM00oso8wzMS4ZGVfxqQUOj42DWeNs4FJA5DmEpFM6g7AC3++gpUa3UhYXJCoBneTgLV5kCK8x1oWeuQiEP6VVgPB6ATjSpM9Uu4OSLdZNdgCL9y3mdgvWrVtPGucsQV3X1AtbtdALUQlFBkSVjzvk6rSdv+F83v3Ddz9oO6ypmpx/yJPrcyOFR8lw/IpNHvFeCGQwtRpa+JSWccftsCYkX+cc1lguu+wynvWsZ3HNl67hKRc8hc985jMoJWk2G2RZilKKNE1rwyzvPXm/oB8X5sp3REkV222AD6KRw9a/Yc7i6/lPXhSxvZbW1UWoNtKaf2KtRSkFchhWHN+nEHVSqdpRVZXW7/UjgkwipdoHZygkuaIowkfhCBpioV+HkGEx8M7XRE8bUXVyqEVXebHUkGmhEUKhdFVFHlg85AoghHicEOL7Qz+LQojXCyGeIIT4phDiR0KITwshxoYe80YhxB1CiFuFEM8Yuv2UeP87hBB/L+K7EEJkQoiPx9u/LYQ4fOgxlwohbo8/lw7dfkS87+3xsQ9sxv1LivEly5O/2+Nxm0sOv89y4u0F59zUR/8SKhy7sCskFWvAmfBfa8i/8xlcd+kRec71EwVPOKzDxpk+qXbkRnLffEonr5jaj+UYbpCtdNF7+OYzoUU4lSwy0vQhqdR/iTOqWAkAkcQXiXwycCaUCot7YUu6RY9OsYhPSpbmFXiFEBolA1nXAdZJnAfnoj6VMiAMUgXU00R7gcNX7aCV9knUBAuzCROTM+iGolt06BYd+kWPvMjDIiM9VpjI+vb1AhhgrYaiLCiK8NNSLS455pIHPSOXHPti2kllb+zRyiKlqxNYOAe2TjDVZzI4caFa0TqJvvahosmyjM2bN/OEJ/w2//uf/RlPfOITufXWWyNqKz7Uu3qRzhoZUkoajQZpEpaOvJ9TFiU2Ss8IBKeffhqf+9xnEQI++clP1q+7Ih86FzTApFRRtsasSCrheYc/86ErIM6VnPNYYyjygjwCDpIkqSuTgDRTQ0k+PL5qfVVk0yy2xwSyThrh+WPyIlohS7myah+ab1Wxcq5y4Nf/QyYW7/2t3vuTvPcnAacAXeCTwOXA/+m9PzH+/mfxBR0PvAg4AXgm8D4R4BYA/wN4JXB0/HlmvP0VwJz3/ijgXcB/j8eaAv4C2AScDvyFEKLSVPnvwLu890cDc/EYj154zxNuLUgsqDh70Q5afc+R994fjfFwh7nn5rCa7Otv9/7kEXnO0gpS7RlvWkYbFUSyWpZ/1WJlktl7PnPgsxmPlo71ox0yCianU6rFxHmLdZbShaF6ohSJ0oPvtvd4BypRoU8vImoKRz8vMKJLaR2L8wn4BkJowldZgJC46r04h6fAWlP31IVwgEXKjKLfwJOStRMWunvYs7yLPZ3d7FneRTdfRkhB1tToLOyuQ1LRQIDU6iQsejpR6ESTZSmv/O0/5tW//WqaurnibDRVk1ee8MdcetxL7neeILaCECsWuAEZ0tc3WxsG3pU9b/3pCXjf+97HE594CqeccirNZpOnPvWp9QJZsfCr38MgXaC0qm2B0zQNA/c0ibyYlL/923fw3ve+j/PPv4Bt27YxPj4W2kwiVDsrZi3xShFCUJZlTLg5RRF4LL5i/ldXkR9ewAPfJsuyWozSlCYSHyvflYHopPdDVVB9DkJVI5AooVFS1XyWag7lbCSi7kcVIoT4ub/KBySbL4R4OvAX3vuzhRCLwLj33gshDgW+4L0/XgjxRgDv/X+Lj/kC8H8DPwO+4r0/Nt5+EfBk7/2rqvt4778pwpW7HVhFSFBP9t6/Kj7mH4HrgI8Bu4C13nsjhDgzPr6ujvYVj6RsfpY7nvzdPmofp7ObCa47rXn/PzyMkf/gWooffpX7LXpKkz3x6aTHbnqIIxx4G2jdRM4xa3tI4dk82+DOnY39etyvXjzQfGZft4a/NHTB+skClXcZHU1oj8Zeu3MhqZiSwhZ19uoVBd28V21GY3WwElLqHThj0TKhlbShaNFqJYxNpJSFZWmxpCzDAZNE0l0umFpdgOjFdUREdJUgTSbYttkyNjmBbHqW8w6lKRCAlinlgiBRKesPW01pepiu5nGPOwbEkLxKfO31YhkH1UopOmaZL9/zJXb2djGdTXH+IU8Or5kqSQzNUKLb4t5Rt4gYLKTOueDgaGyUTNERMhxY5GFGEeYJeZ6TZWlNxEzTBCEHx6vCOUdpSrI0jW+pShCw3O3SagYxxo9//J/55Cc/wT//y8eDQCYCay1ZViW68OiaOCkqtWUCr8a7qG9WQXwHaszDs5iyLHHOkWVpTbp0zpE1soDWKoqYfGwNrCjKgiwN9y9NGc6LCJska2xsk0XghXBYZ1ac56FfuPP2O9ljtq24tJ926vMeUdn8FwFXx3//GHge8CnghcCh8fYNwLeGHrMl3lbGf+99e/WYewFiolgApodv3+sx08C8997s41grQgjxSkKVxNSqtfv/TmPM9Q03bO2yq2vYMJpw6voWI+n9vwT7EpAc/O2An/aAQx92PMXNXw8tsL3/dujjHvLxUsAhkz2khC17Ghj30C96oau47b4mibLMd3+dx3UPPJ+pbq3qncrgILcJSz3BqFum1Q7zCOMsxpYB+WWDerAUEiXDT6JD1aKkCtpaPiyeYdgrEVKg0iTuRmF8JmN2V0FReMrC0mhpxsbD/CDvGxYXLEsL0B4TQe5ehsUF4en3Cjqdgpl1q+iZDsaWGFMiECidstzpcsTha9BSI3WKEQ6PQ/iKGClWJJWKcW5sAB6MJG1+57d+l2HNqmqG4pyN3xe/oj0De3VkqgQWn8vawIbH+3pOUg/3YkvMOgvoaJIVWeXxoNY6RBxkh08tJEJjoooyQ4tsPOZN37uJyy67DOccY2Nj/NPl/wOBiO9XhupGqzgfc6E1qQbzmPoKEiLwL6s5Snzv3kNZVjyW8DqTRGOMjcfXNVKsAnMIGTxtqnbboIoJszmtFNZYRDQGM97U71MIQZolAZa8z6JiMMQf1j470Njv1SDOMJ4HvDHe9HLg74UQbwH+DWrtk32tSP5Bbv95HvNgx1p5o/f/E/ifECqWfd3ngWLrUsFHfzQXB6ywZbHge9u7vPQJ00w1V566IhUstSVjnZXeKUbCvWsP3IHtQENNriU9/myKW75O8EMVICXpyU9Ftif26xgjzaD1tL/RLRTdYvi9/TpWK/uKlXWLwDGRdVDCMtufDO00Hwh2aVOBiBIZpqBvcow1oUUhVZAkd2CFi7a7ilRnYShscvquH4bKwgd2h9RoodBSorRnbCxlbk+fNevaSOmQ0SgqTRNaI5Ps2d1laU4wOlEiKXDSo6VmYdHSbLZIkpSeBSU0QougZuxCWyfJFNZ5tGwCy+AdXkQiYWzjCCTGlBRFSZZlQZ3XmFqdV0RJFh+1voLfiKiHytVufWBCVZ3WABMIzxP0t6q/O29jhTO88IVFNfhleWQUmAxM+TCzcs7FWVNIV9ZarBlImQQZl+HvteeMM87guuuuCy0/rUAIrA3JybmYrL0J54YK7iuwzoWNQjySMbGtVW9BfIRpi7oVN7y0eUwctos4F1KUZTjHQgxQY+FUhfas8+F7H4b8K69VpSRaNzDG4KxHywQbNdoeKIYlYw40DmSb+Szge977HfHN/BR4OoAQ4hjgwni/LQyqF4BDgG3x9kP2cfvwY7bEVtg4sCfe/uS9HnMdsBuYEELoWLUMH+thi8/evkjpwsJx+tqbOHfDN1HCcufC2Uw1nwWsTBg3HZty5g9zlI1sYmDPmOTu9QfuZ/DzRHbSBeiNJ2A2/wSkINl4AnJsZr8e6zzcuaOJ8+xXtRLiNyWR7B2D/UmiLKNs5fDVKVmjSbY7Z+diaE80dYFOwuJmrCU3BYUpkEKRJSmpSlFSUpQlwgoqiQ6JRAqJk5YciXMWJzzWlQgp4iKnkULSaicsLZZxpz08EbJICZPTCUuLhvlZmJzRaGVwtsGe3X0O27ghgARkgs5STGFQmaSzp8/IaBtDgSstKmvXLZvBcwwWQRu5JtVL0DrsuI0x9RA6vDcX5eJVFJasDLiqEFQwimqcX01EqmpFxD6WxyGGtnBBLt8OA8iCfpezdTWlVIBlO+drA60AAZZ1VaB1aFXZeLyKFe+cJ89LpJSUpiRNEtIsRWAGSLaInIOgveXVoCXnhuDbNQ8oTNrD7y4O8YfmYcG2Gawz9eutIeARKKCjEZqI7xcEQah4qFEbP5hht8osy5BiJcrMR3BG9e8H3fY/RBxIYrmIQRsMIcRq7/1OEV7JnwPvj3/6N+CjQoh3AusJQ/rveO+tEGJJCHEG8G3gJcB7hh5zKfBN4AXAtXF28wXgr4YG9k8H3hj/9pV434/Fx37qQN/8g0VpPbu74cN8xeOv4uTVP6Khw0V2+Ni9GPFDtudvZPis9xqSr5zaYNWcpVF4FkYkC6OPfLUyHGpyDWpyzc/xSEFuflMTxYGFEJAqixKWNaNLaJejdQMlHZPJIlNrG+hE4IsSU4RFr3QG64JSbqYTMp2RKB2PZ1EyJdEKZw3eOaQPQ9iqXeIjUqr0BjKBUikQq5NMM7+nz9RMo05OHouzBdYSSJStlB1b+4yNt+h1HVnWZmp6kr7p00iaKJGwc3Y3a9bOsLNzF4duPIQsSUN1EZNJ2PMxtBhVLSYbq5MgJomghsBWiCWIhldyeLZAXIhXXneBezl4XhslXKQM1V8Y0Ygo/GjramDYmMtXCLuoWlyhw8qyjKKSCToO3Kt5iE6CeVhRFHXLLphrSZQKlZpzjjSqB5vShtulqz1mfIT4CiHpR/HJag4EnrIoSdLBoL+CSletp/BcQWLfO19XJmmaUJYltTyNlNiypN83ca5Vod8CHHy4fyOkWFH9BNXmkjRN8DIk+SHo3IrPeJAEDyz2K7EIIVrA04BXDd18kRDiNfHfnwA+GF/QzUKIfwZuAQzwGj9wAfovwIeAJvC5+APwAeAqIcQdhErlRfFYe4QQfwncEO/3Vu/9nvjv/wP4mBDibcBN8RgPW0gRfjaM3MtJ0z+i97OMpX6bkXVdmtM5if8pTfljtvgT+Z4OdsWPs55jEOyc/nWeNxwM78OCcPj0PJnqMz4+g40D1jRRLC12WbOuyWI37GCrXaISGp1AmqRoqcJw1UOiE6RskHmBscFXBB98OiotJ+dddBM0eIIn/OzuPmUeEGb9bsHCQpfx8XZ4fd5EomMwxdLakWUaZ1MO3TjGrh3L4AWZbqCECq9NJnQWlul2e4HDYRWpTpBCD3bWnnpWUqnlKqXiznngONkpO1yz+Rp293azZmQNFxxyAalPAxucCv4aTqYXYae9suUiajSUNQYVh+PODjS6ICyaQgiSNIlzkopRHhbD4FMSgA/eh0W+4ppU9yfOTMqixBhDo9FAaRErlrAZkLH6EFJGd8nwWovCkGYrsF7RqCtUkY1GAyllDSQoijKiwWJLLrpCiigAWYE1rLNIIeuKz0a9tLIsg+AkPqhCly5we4bKCykkDhOSqDFDFVuC1tCL3JiQNANizHp7P6BYNQf6eWK/VkDvfZcwMB++7e+Av3uA+78dePs+bv8u8Ph93N4nAAD2dawrgCv2cftdBAjyIxJKCo6bafBb+Q+49coj4jUjQHkmjljisPO3sah/zHv1E3CAE4Ifac8hFi7JHb/cOuXhDD/UTjhYwewrpIDU7qDodmhOjAR3Q4K9bpqFfv7ykmO5UzK9Oo3ifoJMp3FXrWrvkdBnD5BQa6HoJiA8CBNIei4aVUWCm5IaZz390mELmJpReAHOTLDt3kXSLLThhFSopAvkcQcNuCaL8w6dFDSanl07dwcdMJWGmUqaMju7h1Uzq9ixfQdlHBZrrVm3bl3k1wwN76nQawNZEoHgipuv4EM/+dAKouTffPdveMmxL+EVJwYfo7pSqNppxg5sfqubfUgGzntSWWmHhTlCVQV47yldAB0g/CBZVNwNIYJFMSH5CCFiYja18RhUwIAgMilVaM9J6WlkCmNCdaKjHbJSCqXja8s9eBWBEZKydDgX9L2q2ckwuz5oigV5HOviHImgGB2ADLpO2tXzQbB2TrMgZhn4SUFsMhSDVWuyMjILt6Vp4L9ULbBKkidJgzNlURR444M+maisCwYVS1Vpir0zzn7Ewa31g8TTV5f0P7MVi0YFPz2E9czfNUpz7STfPW4MM3TSCyG4V3l+rARP+EW1zH9JIQgy7r1SIgWMNQ3T7YL7Fhp0i18FouMvP7RyzLRL2u0m7fYARu68ozAlUgl27+ozNq5RiccZgQqTk8gtGG4vDMQJBR6JotspogugRJJibImzYUFJVSX9oWg2U7KGDsgx3WJ0zJImKWUp8dYg0kUCuz6q5moR2/oZ0zMNZneV7Ni+k0ajwZ49c5RlwfHHH0ej0QwVknWUZcFyt1uLK0oZF3UVBtnehtZX1cq54pYPRnn8ldGzPf7x5n9ESHj58S9lkD9khBKX0as+hicg6cpYWXjPzMwqZmd31zODK6+8khtvvJG//pu/5tZbb+W1r30t8/Pz5HnOWWedxXve8x6stdx44428+c1vZufOnQghOOuss/irv/orsiwLC6iStJrN4LViTUhyaYLwEkeJ0qBJKApTM+JDuy3811iP9JK8H2C+zWZjhb6WdTa+Zh8rBVcTXwMZ1A1tNnxdEYfqJBmg2OI1U5YlmUyD6rN3daKq5Fiq+U0NjKhvi1430WGyOm5ZFngIiVeGJJzqFKV01HQ7cAvbg4nlQWLXf/wLYwxQXnXB6QT3fX0N3Z6GUyNsJUYpBD/Unif8StgJe0YalsOm+2zZkzE1Ylg7npMox/So5a4dmrleA+sGO9Tf+PCepu7TbinGx0dQ1U7ae0pr6Jc5/TzBWmi2ZejBRC/1sKmMX3AR+RzVoNkG74yRMUGSSXZt75A0GiQqISePVr85aZKRJhnSJngr8E7jnY0tIqIZVJSH8QEFJYktFqkQQpHoMZRSrFunueWW21g1s4rVq1cxP7/AvfduYXxinInxibioNWk0muzatYtms4m1AfHli7LmxFQLfadY5kO3fOhBT9+Hf3Ilf3D0HzCWjtZD/SAfo4baSWERLY1BKMCFOQuECknW1c5gyPz617+e17zm1Tz72RfinOPmm28GYNfuXVx66aVc9ZGrOGPTGZRlySc+8b9YWFhg9erVNBpZDR2GAPUuixLtNAgZkos3EcVGPeeo2nHOOYq8RIiBfhf1+4gLug/t0Dwv6gQc5kjU/zfgKwmMCYTqClVXOTsaY0LF6ERsqQX/l7I0oAagiqHLqp7JVK9JCBA+VHcVcVIqSd7vU/QL0iyAGaZH1mKNQyroFIv7/fWo4mBieYDIS0O7s/t+0gQVSgUPT/zBd9g9uoabjz1lcAcfLIUf++FppY7DpvusGi0Zb5ZoFdo8QgjameWYtQWLvZLNc20We/fH5v8mhhIF68aXmZoYBcLX2FpLbkp6ZZ9e2ce4YEdL5XYYe/5KBlE/G3epnjgDQCC8rwUEA4chtDpSrUmTDOcN3bJPonXwP3GSbs+gFpOYVHKMsWQNgU5KjO3gha3l1/GhzSKERIoUKTQq0ayamaHZajIxMc7Y2Cj9fp/5+QXu/tndrF61iomJyfq9B/JhEv1XXJQvsfWi9/l7Pv/Qsvmmx7VbvsLv/tbvDJBizge+Rp1UAqqqxhoLhuY3ATlVIbt85LRs376d9es3RLMvx4knnkiSJHzg8g9w0UUXsWnTpvp1Puc5z40zGV+3m4wNs5SVrTGFF0HC30RZpjRN6jacMZZut1uz9LVOaiRZxepXMhhtKRVnRK5CghFbX1HgswIXmCLM2AR1G6y+9lSwTK44PMFETAWYuVAR7jyMDaw/uUE7bug58aKGPDcaDfK8oMjDDGh5Tx9rLd3lZdYcuuoAviEhDiaWB4i77/4Zax6im6WN4YybvroisSTAqY9h9ePhWDVaMD1iEAKyZBjtEy5ErWBqxNA3ZUwsvwD+8NciPDOjhomRCjYaYKiFKemXfQpTBNSWDP3ysvRIXfX8wYs4iHcuEgmrRdmTyCTwQ5yi6IedeZIGuREpFL1uiet5/IirORDee7xzOG9pjRjywpPny0jdA9mDyGsIH2sQp4SQ2JAS4R0TkxPcd992RkZaOCxSC9asXcN0abhn82bSNKPdbt3vTEipSFNFmg6umwW7sF9ncXdvdxxghySqohMjvkrEYWEPL3eww+/1emw6/Yx47gVzc3NceOGFJEnC6173Wi688ELOOOMMnvrUp3LRRRcxPT3NLbfcwsUXX4yzLi7EgkajhVSSsijJ8wgnLg1JOpiLFGWBJiDzPIHAKhgIRAaplMAvaTSymGwjQTFR0UvFYHxon4VkJJCqKrXCIq+EioVsACkkSYLBDCHJwp0DfNvWumFFWdQmZUBk2csV54t43OHBfjU/LfKitkuuQulIOvVBN23V6lXB6yU/cH+Qg4nlASKb24rkoftZ7W6H1A/Kz9NLz1G/Em0w2DLXQEnYMJWjxEDZNJT5gWdgrEdKx1Tb0Ewd2+fTX9gK9+EIn3exu7ciGm3k1Lqfa8B4oCEFjLctSgr2frqwUIZ5icWglCDvO3SjUi4Og1otdL1rtARl3KI0GG2RKJRr0e1aRscS0izBGsH8Qg+0JRlxWAJzP1EJI6OK9kggxgnhUNKztLRMc6SLEC4mPqK8u8D5EucTcpMjXI6SCUprklSxY9d2WmMNlNSR8Z2xbu1a7rtvG0ccceT9z78PCKUKHouAVc3929muas7U58w5j67Uv4VAeBHZ89XKKOJPcJC84bs31MCHK6/8MDfc8F3yPOfii1/M+edfwHXXfYXPfObfufzyy7nhhgAmNcbQ7/dJ0oQszRARZVVVJ1kjCzBgnQwt1FV1IJEoShPvX31HGMBxq41YJaJp40xCqVDtVPDlcJuqOT9Bi0tArL6qoXqVlKrzXLXPavmWmCCDFH4t3wmIiCS0eOeHnCl97VRZ6ZgpJWk00gCh9gEkUoE1hIBt27bxs3t+xrGPe1zl2HxAcTCxPECs7m4lRyIf9Kx6ksn1/H7u6AvBEdYz+RhYdPcvAirlntkGuzsJrdQxM1oy1S4BwVIu6fRTZjua6dGS49Yt4REUBnYtpTyaVUv+g69Q3Pw1kEHeQ7bHaT7lEmT7wL25DySaqWWsWfXYqRcHrTSZTuNuO6KwpKfft6QmSrP4oOGUqADfFWGUHyoVLTHeYa0h75eMjjVpt1OcUywudWiOC3q2T27KGho62tI0dIb3sDBv6XbLAFEuHK2R0IZbyT/wOFfifdhN98suzocWStKW9HpdKAypzpDRvTFrZOhEs2vXrhXD6CqpANEXPuy6z19/Pu9Q76BnH0Q2Xzd5yqFPqX8Pmldl5HuE4zhrBzv7aFVcSdrLOIiu9L/CIDws1hs3buQ/XXwxL3vZyzn55JP54Q9/yNFHH833v/99nve852JM+BycCcTJLEvD+/BhcF1d0tXsJBw7i/BoUCqQLKuBee0sG1tsMrpc1mg2QEZ0V5omEXYeFvjKShmojbsCeXMYRg1CqOgWWdkZlLHyqZIKAQOWJd4AACAASURBVLLtHcaEWVGocuVeIJGQoIqimgdJrPMIwnBeSkgzTZGHNuPxJxzDT39yB7fffsc+K9aHiseiccZjIlQjIdX3190ahEdoychpz+B4C080v0pJpQqBdYLFnmL7QsJPtrW4bXuLW7e3+PGWMe7c2WShl7BlT4PSKbS0jGbFQx/2EQxz761BtsYaKHMwBW5xlt51Vz/0g3/B0NKh5UqrViGCvH2qk9guESAsjjBQN8ZFBrijsCX9Mg+Wr17hfJB0aTWaNFQW+CxC0WikNBpNFuZ6TM6MoJKwK1YyQpVlmMuYEnbc1yHRDTZsWMXaDSNolWDtsIGUqIl3FfEQIShtyXJ/iYXuHpbyeYwq6BXLLOcd5rqzzC/vZjlfZHpmivn5ufp41Qyh8jap2oGmNDRVk5ce/9IHPYcvPurFtPVILesupSRJ0khm9HG2AiDBy8i/8OhkUE0XRUFpBtWSUoovfvGLFEWBNZbNmzczOzvL6tWree1rX8PVV1/Nd75zA1or8n6fq6++mj2ze2rSpLWhdWmNrVny9eDcO5z1WBfetzGmdr+s5FAqrkhZlFFQU9ZgAOddXTFKGVqblSdMlmWkWUqapmFTkefkefB2CarGYb4U7KBDDSCVQkSpmmEdNlO6OIgX9YZn8N/ACZLxmAPXTwgQ5araFnUCXF7usX79Oqamp5if378W54rvygE/4jckxo9P2XPP/a2fwJO0Da3VfcrH/1fUxLpH4dXtT4Th/ETLMNtJyM2D7SEil8DB9oWkvk0Kz+qxEuNgrqNYN2FoZ8GYye637MvDG8VPvwVmLxsC73ALu3CLs8ix/XMxPPDwSOHqnabwkbURv8BKKrTSKClx0uG8QaoEWwpkBkGgMHAoSmdwGJSQqKgZppuhCiy1YteODvNJjzwv8bOR1S2aJJLIcUlZ7OUsLy6yYcMqWiNZ+ARtk1bb0e8aRsYNVdVSS3oYhXMCWxgkEutMvUBXC0tpS5z19JSmlY0y1ppgZvU0ea+kLIvAg4gyKBC4GXme14nmjx7/Rwgh+OAtH1wxyG+qJi857iW89HEvJc/zSBwUdetFCBEVi0MbzBoXveQF3ptBNeFMXaHUGl/W8IUvfIE3vOENZFkGwNve9jYOP/xwAK688kre9KY3sXPnTqSUnHvuufz+83+fsixiFVDpcskV7w2oWfGV5wsitB4lwzNH0IkOqsQ+kDiFCgCfSgBz8DkMojrnMs5qQhKz9UDdevDW4ev3Gjkv9WOplQGkUnhRVamV+nScqVA/NFoZR603KaKUv4zVl0CIAGjYvWuWI488ksM2HsbaNQeu5HEwsTxASA1HPPNefvbFQ6kAKd4LDn3SfUwetciSPZddxfpH90U+SCgJR63pMz1SsmWP4+5dWdQAe6iEsHI3PtY05KVgdjllZrSgkVhaqWOp/+hAkH3e3fcfhMQX/Uf0uTMdFj5rPULpFXMWKUVweFSawvQpZQcl2zibokRVcUiUUJTWUpocoZr4uDtVUmONZGG5j25Ac1wwkYyQqiSo2jqHtQLnFHlZIJQnbQQkVV4EJrVE026P0On0IrKoG4e1HqUEvX7YNZelI2s26RVdjLB1H78a8gfdKlMvYGPNSVSh4vA4WdHCqVpRAyFFeMUJr+D5Rz6fa7dcy1wxx3Q2zXnrzmOiNU51zfR6vSBaOcRdsbZEJ8QZSBSNlIPh9s5d28IiH0/8S15yCRdd9CL6/Zy3vvWtvP3tb4+VRpihVLFp0+l8/vOfr9n5FSsegtJvURQDlnuMWl0g8k8qmHHaSAfjn9iSCxVAMPxyNlQSFeNfUDlQxhZXxSvBY6yJSEFPNW2XSlHkIeFVPvfOW5Kq8kDU1xORB5MkCQ5Xtwt9JdEiBkjOQcvMR2Z+IN7iK32wCpASktj0TJiDOetYt/7AN88HE8sDxHL3aNYe0ufxl9xG574WzkpG1i+jkmDCNFfuUyjgMRMi7rDBs34yR0nPbduDyOT+hnVwx45mROTDXbtarJ8omGgZlvqPjraAPvRYioXdwSVzOATIn0sj7QCeWxG5G2HhGYaeBxSdItMphSlxjRLhLcIrtBxUDkqouOiHxV5KjdKaog97ZrtkbUGSQelysBGBpARKCzKZYrzH5pbSGhoqY25ukda4RipPIkP1MzHZZnHeMjKu0Wl0KkSS9wMqreyXKJ3RzkYDqbPMo4x6NeivNrjBt8O6ILfeaDTq+UAVwwS+Krz3NFWT3zvq95BSBJ5FHGwHrSpdy5zUNr/eoJNKxFGgFJjSxrlFmBmFlo2sW1SmMLWFcl1tKBlteF0NR/be15VMNWAXPrwfgSDRST0zgoCaq/zqA08kDNSSNKkVhAOj3wdEmw5zrwqCXJtzRa2yqmVYJbtKQbkoCoLvbSUsM5C18QRDs1rBOCILh+cmZW0EJuo5DAT15wAQYbBZ8AOkWLhqhzYTorK3G+yUJifG2b17lh07dtzPVG1/4mBieaCYfhz3fnUth513HyMbqp1fUKTf9ZNDMEeu9Hbx1gSUktYRpfTojq+MEyz0JGONQN6rUSnSE67v/ak2RJ2IPLBjMWPPcnpAyenhjvS4Myjv+gG+txS9Z0QwMzv9OQj1CF/OgpoQORxV+0NJRZZklDYspNIKvINUp2ilI8zYIiQoPHiLUhmdRUNnsaA1oVCpJ4DWBaU1ONdFCkGWBHBAv+zTN/16DoCM5mFYhHckOqPVTijyJt2OZ3wqB4K3hzWeRMe5BZo0SynzMsxcKIKMugsQ5jTNSHWDRtIk1Rk9ihUcj8GM5f7XkXOBvb0vAcPq9wpO2+t1wwIeF9h4LwCkCirDlVikh5gwQvUQWO5NpBwgqRKRhIpBhcSVJmlUIRa1iVYaTbKGhR+r113dp5JkqVp1MlYu1WMCbNxGMEEkbxJ4LtSQckuiNYHpHtFmFXOfioVvI6clvAcbyZBa6RUtueq8VMTI6lymaTLgRVW3U3F/KnRdUAlwNs7a4rVcbY+GP8Hq43TOMzU9QZGXtFptDjQOJpYHCCkVy+0X8pOPfYY1p+ymOd2nWErZ9cMZ3EmvW3Hiys230P/Gv4ZfvEekDZrnX4yaOnBjsYczZpdSOn1NaSWdvsL5SND9uUNQ2keXwyLSJu3n/BeK276L3Xo7oj1Geuwm1PQ+fd4epvCMNgyjDRO/eZE/gkSI0BdHVJL3gkRpjA2oHVt6EpUh4mzFxmGwlgrpYWk2xzrH6EyQXElVA5BYs0zf5BQU9aIKJYXJsTa8Do+jPd6Ii6pDZBmJHgEvaLYkvd3B3lbIaIGcKsZGR2k1W+gkodvrIsoUbSDJUowvcYRWTpY0aKejJDSYn11EyXDFV8mkLMt6AR5OLhUjXSm1YrhciUXWSCaqFp2OYpkSqapddzheqA4V3kFpTND8EuL+MieCek4UDL4k1tgIdgjaXKUpaz+Tquqs4NJVVVOBEiq2++A9Rdiv9WGWEYmv1byiTp4iaqfFBBSLjEEN4gNOLP5aJ0SlJEVp0EqTJilGmhWoseFJr9a6rtissWFTE3Xa9r5mqzSDD5bbVWsRH8zCQgry9fU1/M123tJuJ1G5+mDF8rBG9vhzMJNr2HLjF/DdJeTkGhqnPxs9OUgYbmkP/a/9rxXOjd4UdL/0IUae/18f+V30A4ZgsZ/AXmMH+3Ng0h9rIZKM7ISz4YSzf2nPOdIwTLYH3hyhrWEDV0GIuKONu18BIEiUwnoR0WJhkdHS4qTHlylLi45GW9AeDYtuI2kgfMrifJ9+afCJx0QNrV4RBuEmSu8LwDgLPhiHee9o0MKUQbalyA1Kp5RFj7QB3ll0Enrv7ZE2eZ6zMLdAr9cDAYnRSJ3RaqekDQ1O0pnv4WyPyYmpukKAsGRpHWYuRVGsqFyquUOS6FApx0cIZM0OD/wVizFlbaCV5wWZVCBsbHdpvBPRpjc8d9pI61ZdeK6QHFKR1iTEPA8VWjVrCZDk0OYLvA8XJiBSDfFwZL1gV621Yf5I9ZzhdYVZa916ip91VcUMhuugdExw0Udm7wG+kAJMWNKHDb+kkzGxRWRffVwRwQzDYpFuxe81NwbAixWvz3mLlqElpoSMwIJKPLR+VeGhziFEnMmoA297H0wsDxF6w9GMbDj6Af9e3PG9wELbO6zFbrsDfeixj+Cr29/Yezfz6FYdv1rhUcKT6ZLSVGrD1eDaI2UyWFQiukkiSGRCI8lYWg4gtiQN7RTpEsqOxDvB5KoEocMAV4mU7pJncWGBNFNkrYS+MYi4yBlnVixO3nusMzhvokIu5GVOuRwkRLwDrTS2VNAIsNc0cyGREBarbq/H2jVrEFKytLjIUqeDNzAzsZqtW7YxPj7O1NQUQgj2zO4hzEmqnXdgaleM9gH0OOzAbadD5wtfxOzejZiaYvRpT0NNTBC6+w5TBin8qtJwzlMUhqwR2lZlYWvF4TRTA8fIuh0VlH0H3iJp3arTiY4KxQIhgqdKNWMJ/iZRoj4mlQqkUPFXgveJqRd3UzlLxs9WCEFpTFxwfQ0vrr5VgQzr6uRStdGrhFMnLCExcW7iovfK4NpyddVUJaMgqVPZDoBUIVm4oaQixUA5e/ixgxmNrD+/akbo3YCdX1VnCIEUCUKY0M47wDiYWH7R6AfL1vuF9/j8wXWTHvkIF+BYw6KkJzeS5bwqgfdONweTzQPF1Eif6Xa3TioQvqBhrYlfz2pXiyBVKYlM0FJjm4J+z5GkirwnmN/jaI+kZI0o26KCmVZn3lIWnqnpJk46+hG5pKQaLAQiKItV+lOJSgJUVAhKEwyshC1otlPwEu81c3NLNCMpUmvHctnHe8/CwgJjoyOMTbTRSjMxMUav12f79h1haC4lU1OTOG/qmUalL1EtUnhXV2wV5Nhay/KHP8z8B67A9wbX//w7/paJV7yciT96RfBjj+9NVNVd5E8UuYnVhQxJRjjwNjRsRAWJDceswAZCCPr9fqhaUg0+oNoqsmDFQB8M44fObTgSVfUR3C0DaGJgYBYH9gxmFN6V6HTYWybOKoQAAoEymH/Fam2YMiioX0/1RpI0obISqCuxOK8JyZTBK61nKb42MquuvYpHs+I8wV7X7sprePg+oaKM3j0OTFn+XDyWgwTJ/Qw7t53+979M/6YvYfdsr29X648GvS/ZSY9as/GX9wL3EULAEav6PP6QDo8/ZJlj1iwzPVKSKM/GmZyRzDHeNEw0TeyyPopT+cdwdHPNQi/D+iQKCqr6J7RKYr/fBShsqhMSpeve9NJiye4dJYsLJTOrG4xPaLyT7NzWx1uNkpokCZ4eOlFoqWgkTZppk1RlNHSTdjZCOxthrDlB4lq05BhjjUlG0nEy0aaVhAGrET0K06ez1KU9kiKEpiwyQOCFwVMyPz/P0lKH6ZkprF0iL+YRwpP3c9rtJt1elzRNKExOr+xSujKS8AxlYTCFpSxNbIWVWGuDG6H3zF/+Aeb+4b0rkgqA7/WY+4f3MvdPl9cs+yqpVDMrpWREOknSVAMuiEOLcJ6npqapeBnDEipaByBB5bdSzTN8XHS11jWZsSIaVtVQRR6E8H1xBEkUIakBAYE0GQQ9q1X5tttu48wzz+LsM8/h7rvujoRPOSBIVi2lev4SKoOyLCmLsjbh8tE+OcxnQhU8aJeJOOwfuGNWf3F7tcCq+1fvp2qJDcvmV+dm8+Z7+ehHP1bbRwcDuTgLI8x+2u0UpS2TUy2arfSAvzMHE8t+RP7D6+h+7nLKH11P+eOv0f38P5F//1oA9KGPQ06uBTWUXHRCcvQpyNGpR+kVA3hGMsua0RwtLVI4Rhsl6yYKmqlj3UTOb63uccKGZY5e22H1WEErHdJoOhhEHDHLRcJduybYOj+CQ9Z9+UGLIiQVRNCYUiqSJZWmyD2NLKHV1qxem6EULMwZ5vcUNFspszv7WAONVmh5zc/20TKl3RhhpDHGeGuCifY0E61ppturmBqZQZiURDRIZROsYm53By0aJCpDa0Wiwu5fCsHkZIPlRYV3SezjCzZv3sKq1avCDMKWFGaBolxkYXGepKEpbZ9+3qe0BXiBLYMUCSIws5MkQcm4mCc6QmktdJdZvvLKBz2jC1d8EL+8zDB3oiwN/X5OWRqazUZwS/QBKRVUhSvIMUM792gd7CvbYlHv2CuOCghc/FttrBav72ouJBCYMi6uMVFVitRShVlHEisHUWc1+Pd//3ee+5zn8O3vfIujfuuosJjXMizxdSDr6gRfeaCEjUkFZpBK1S23FVWhDy3GoigoyyLOmuxQzegH5MtwFa5oyYb/VOehQvIFxv0999zDP//zx1GD7mKU5nfYaL+we/cS83PL9PuGNM0O+JtzMLE8RLjF3RQ/vh5sQNaAB2sobvk6dmEXQipaT3sp2anPQK7eiFp/FI1zXkB26rMe1dedac+hU8uketCnFQKMFbTTklQ7pkZKssTTSj1HrupwyMQySh5MLFUoYdF+CQDnBbuXGmzd08Q66uFuNcivdoaVo6JUskYFTUxrmi3J4oJh891L5LllZk3KqrUJrbZifrZPURSMjicoJZjf00OS0NQttGtAoTG5pN+1LC/lGONYmO8wt2eR2d3zjI2NkiYZ7WSMhhpheSkw5JXKaDSbjIy2WJpPUbKNFAlTU5OkaUKn06XoC/CC5e4sRdnFiT5WFaAj49xLdm2fDYuzFPW2o5YUoWobOTpfvOZ+lcre4Xs9etd+ZQjW6qJIoyPLklCxaU2RlyAG/u9DR4g79fD8n/33z3HuuU/i9NM38cxnPpOdO3aCl5x26ibm5xfwzrF+/Qau+shVeDyXvuRSrrvuuhpVVh37Xe98F+ecdS5nnHYmb//Lt+O84957N3PKKafwute9jk2bNnHhhc+h1+vy+c9/nve///186EMf5hnPeCZCCN797ndz8kknc9JJJ/F3f/f3CCG5d/NmTn3i6bz+stdzxplnsnXLVq655hrOPPNMNp2+iQsvvJA0SVjuLPOqV/5nnnTukzjzjDP59Kc/jZCCj370/+NFL3oRL3jBCzn++ON57/vex7vf/S7O3HQm5593AXv2BJf2u++6m9//3edzzlnncsEFT+GnP/kpAsErXvEKXv/613Peeedx4okn8qlP/RtKSd7yljfzjW98k02bzuQf3vMefCRLSjXs3VKSZo48N/S6B048PphYHiLMvT/d9wzFufA3QChNesxptJ/xclpPuYTk0GNXoD8ejRhvGSZbZkB4C5tvJlo5h0x2GSwRAVmihKOZWrT0jDYKtPw1gI/9guG8xMnW0O+C3Z0G3Vzh3GDHODx3qAmUER1VtSqWFg153zK9qhW8y11BL+8hU0M/L8POXHjGJhvoRLJ1yy62bN7FwnyXPDfk/YJeL2d5uYtSgsXFDt7D9MwU7XaL7nKf+T0dep0S5yBNUrRKSZNRJqfGkSJjcS6hKCRTU1MsLS5RFoa877GmSd4X6MRT2mVy20O3JMYatt+3k8nJyRqeasoSa8P8wjtXD4QRUO7cuX/ndXY31U66Uv5N0zS0n6KiMIApTawa/Ar4b/XNkkJy7jnn8LXrr+eGG27gD//wD3nnO9+J1oozzjiDb37jm9xyy084/PDD+frXvoZ3nhtuuIGzzjorHN+GAf11/3Edd955B1+57it869vf4vs3fZ/rv/Y1nPPceeedvPKPX8lNN32PiYkJPvnJf+WZz3wmL3vZy3jd617HNV+8hu/ddBMf/vCHufbaa/nKdddxxRVXcOONNyKE5Pbbbueiiy/im9/6Jq12i1e/+tVcffVHueGG7/DRj34UhOAd7/hbnnzeeVx//fV87nOf441v/L/odgO/55ZbbuHDV17BdV/9Cm/9f95K1mjw1a9/ldNOP5Wrr74aD1z2utfzN+/4a772ja/y3/7fv+Kyyy6rz9X27du59tpr+djHPsZb3vIWhJC87W1v4+yzz+Jb3/4Gf3LZn4S6JirGhBmPQ+o+iAKl5P18YfYnDg7vHyrkAxhcCRG/bI/NWOopSitJY4fO+4BSybRHJGKvxCeCTthiG+sEE80SYxXmNzy3hJb0SnvmwkhmOw1a0ybuykK7wRhTL7DVvZVUaC0pCospPe0RRaMp6PVgabHAqz5aaNK0QVmATADvSNsSqTP6y5ZDD12LlFGRuOjSz7tolWKNo7O8HJwVvafZarB23eq6Etl8z1aSJGFm1RRZ0mZqxvKzu3awevUaOkudFdDX7rKj0ykYm1QYZ4PIogsmVlppZqan2b17D8a4+J4C98S6wBVBBASaXrV/svnV/cqyrDkv1TErpniS6FoeXmtBWQ7ET8MsI7R9tm7dxsUXv5jt27dTFAVHHHEEIDj33HO5/vrrOXzLRv74lX/EFVd8kK3btjI1NcXI6EiYn5QlaZrx5S99mWuu+RLnnH0OQkCn0+GuO+5k/Zr1bNy4kZNOOgnv4aSTTuKee+653zVy/Vev57nPfW5IwELwe7/3e3z9a1/neb/zPA477DA2nX46eMeNN97I2eeczcbDN+KBqalJBHDttdfy2c9+lne/++8AyPM+W+7dAsB55z2JdrtNs9VibGyMZz37GYDn+OOP5+abb6aztMR3vv0dLr3kUqqLr8gHMv3Pe97zkFJw7LHHsnPvxC+ik2XdNnMBqCAcSZoHQdRmOsyk2O84mFgeIvRhx5Hf9KX7/0EI9GEn/PJf0H6EwFNawa6llEYSytgK5gjsJYEebl/KNXPdBCVh63zrUWXXP1bC+X1tHARz3Yy1E30SVQQ/8wjZFMLViSU4AnqSRFLmoXctI8Kr1RbMzTmSdmiVNVuSzpIlbSfkcQFNdYDvChnaa9bZYAvsLFrByGgbEKxePT0g0kXJFFMa1q1bCwK2bd3O2nWraDZarN8ww84dc7XtMIRW1Pz8PGnD02gkLJceKTxaJggrSZKgqIyANEkiXDVUENZYUCB9mEWMPv3pzP/tOx+0HSaaTUae9rR6MF7JrVTyIsMcEq2TCEFOWNkAENHYCv70T/+UP/mTP+G5z30uX/3qf/CXf/k2AJ70pCfx/ve/ny1btvDWt76VT//bp/nkJz7B2WefRRkBBxUp0hjDG97wBl71n18V5gzeIpHcdefdAykYH5wq+/2VbaFK2bhi01eNgGqxbrfD51QBDirEFoG3WN//Ix/5CMcddxzWWdJE45zle9+7MSLDQkgpop9MmM0E0U7H+Pg413/zegRBGUKKYKfsCec2AAIqmPPwOax0ysIO0sdrCDzW9tFpi3aziRQHZywPe8j2BNlpzwalw4BeJUFC5LRnIUcmHuVXt28kV8WR2rnUoLS6bodVnIF6AOp9JI95pID1EznHrltitFHe75gHYxCFkeRGRp/7ksKUGFuSm5xu3qN0lj27S+Z2G6z1OF8JCoZBc5JCsylp6hbSN/Be0usWLOzu01swuCJ8gDb6d7j4g5ekMkUKRavVpMiLKKlefY0DIsgYS6PZYM2aVYyNjbJ16w6c1YyOjTA+0WSps1Qr+u6Zm6PVarF+w3q0HiVNWjWMuYLIOm/DaNEGWflKVytJkijhHqRQ9Pg4k694+YOeu5FLX4JrNOpqpRqiV3OqYd/4Sm6lLOwAeVdf7mFxXlhYYMOGDQgBV131EarvxKGHHsrs7Cx33nknRxx5BGeedRbvete72bRpEw4XFIVTiVSC8y84n6uuuorFhQWcd2zfup0d23fW7bfK8bN+ZjHwhLHWcd555/HpT3+a5eVllpeX+dSnPsWZZ54V7z0YyJ9xxiauv/567rj9DsqyZPt928nznAsuuID3v//9dWL6/ve/X729oRhwWSplY4Dx8XE2Hn4Y//qJoPxhneMHP/hBSBB+0JIdlpgaGxuj0+nUYAePwHuBQCGiEZ3WI2idIYS/nxbc/sTBimU/Ij36FPQhx2DuvRXw6EOORbZGH8VX5FESMu1opo7FnopSKzGBCLBO0M0Ft21vctSaLs4LpPQ0dEB/ODcYPislGWl4Rht9pHS0M8/Co03BeQyHFME6oALd1L4czmCdQ3lFe7RF0ffMz/UZn2gGVJUMaKeAUkrozAevjk6ny8yqUdojDcrC0esZ5pe6lIWhLMogqe6CDpiUGikkWgmMtfWCDHEJ88NS+TAxOY7Wmm3bdjI1Pcbk1BhlsYfOcoeyNExNTTI1NUWiNdalOJ+Ti2C8FSSGZa2rBQN2eCXPLpB4WY3xPWN/9Aqscyx+8EMrKhfRbDL+8pfRvvRShPC13HuSJDWxcZAgB3InFQGyLA3dbpcjjzyyfm+XXXYZb37zm7noP13EhvXrOf3007n7Z3fHa9tx2mmnUZYleT/njE1n8JY3v4Vzzj2nhhJXzKOnP+Np3H7bbZx//gUAtEfaXH755YPXomRAjlVznnrXH2ZDJ518EhdffDHnnnMuAJdeeiknn3wSW7ZsGaoCJDMzM7z3ff/AJZdcgnOOVatW8dnPfZY///M38ad/+gZOO/U0vPds3LiRf/mXj8eKhGjgFS42MdRqreKfPvBPvOH1/xvv+Ot3UJaGF7zg+Tz+8U+oK7+qOqs+txNPPBGlFKeeehqXXPJiXv3q1yAESKmxxuC9pN1YH2V8FAvz8wf8HRF7i8T9OsfGo4/3b3rXVY/2y3gYIvBQptqGsaZhdyfhp9tatUeKEB4tQztMCThkuk83V0yPlKwa6SMl8YIbIMaklFgHW+ZabJsPEvvh0jhInNw7GonlhEMWSJSltGVQw7VBCTgQJBPSCMld7sDc7pLWiGds0gMpHkV/uaSRKYoCesuONetGkCpBCY0QmqJwzO3pYIxldHSEkdE2SZRRqSxpd+zYzfTUJO2RZt3SDOTHJYrcsGbtKiqmdb+fs23bdtojCY2mY/PP9jA5uYp169YghEIpydzcPEvLi+hW8DjRvkF3sc/MqhmscRxzzNE15yGEQEhRJz+lK1a3oJxfpPzqV7G7diFnZmg/9anIkTZlaWoJlxXqJfFffgAAIABJREFUvd5HuRJqqGzl1BisdFVEiJUoHewJhiM4KJZY6+pjyHhdG2PJGqGdE9SaKwHK8B6GQwlFWQSVA6V0dLIUAyCBDW2voihoNpt10jfWhNYgISnqJFj+Dp5rwHGRYmDiVZUl/X4frTWVG2WaxrYjUXsMai5NrQ+2j7VbIBBerZih5nkeuT4JQgYYdEWE9D4KqKrQ2TDGcvvttzE6Lkn0CEJonPNsPOzwG733p+7vd+RgxfIYj6Izx/Kun+HKgsbEGlozhyKkZKGraaYO6zSLXb1iJuJ9gBUDWA97OmF20s4cSg3IUhWuHViRVLyHQyZz7ltI6+McjEFYJyitIks8mUjpdR2mX5K1gZpLERdM5yhtTmNEgwj6YhJBowEIR973NFvB0CpRGoECIWk2E7J1DazxzM8tct/WHbRHWoyNjdTw3lazSa/Xpz3SrBnbQggmxse4556tFHlBmqWx155yyCHruW/bNsoyZ/0ho8zNLlMUBY1mAyE84+NjLC0t0l3MaYwkID1JQzE7O8voyFjkslBfP0JQC0NWUenlqtH/n703j7ftqup8v7NZa+3+tLdNbkiCEJIgEAhCAokYCCU9+J4WIjx5ClpKo2L5npRVokV8VSqfospSBHzER1kqKD1l0WuwAkYC0gSUAGlubpt7+n12s7o55/tjzrX23rdJ7k0Hwh2f25yz9urX2nPMMcZv/H4d9POeWxf3cZNO86Iop0gj/WApZOCucn5wdLh6MI/jKEj6Zmjt9Wl81/6kCbEsvXOXakLZKWvmAkINjJkmwEm/y6T+aILjmOEIC9dVkVo666a28Q4xkhGEjn0ppZejtrOcXtb5KNf3sMyml4QUddc/OJTWofelEvSyOCuQSuMwUznB45xLOG+BdxLTgmx1d+lUj0sVic7WsBx5MUCIRujLOvOKyVnH8h1sw2N3snXgH8H5mVA+WGO4sp8dFz+VzZFia9RESrAOnJtFeU2BiRnlkp29gm7D1EurCGV9GNGODVkpubsfB+SYZVxI7LdJJfI73YyFNBe0E58KGg8NUiusK7y6oFaYUjIcWdZWUzqLgpIC7RIipQEBwamn44IoihkNDUplWCPIc0uWFSit2LVrmR27lnDWsb6+xZHDx2g0G8zP92i1m6yurAOLIZXhz09Kxdx8j6NHj7Fn72609oOYUoodO3dw8MAhxqMxSaPJ/jvv4px9y7RaCVK22LVrJ0eP3k0+MDTaDhVLGo0GKjQA4vCz3hAJeYBCFCCpVZTrAr2LpTCeMbhqBLRBo6SRNKa4sKQfRIM8sRQe6uysC3xYro5afFTjUXgVKaaPGEukIszEA2Ov8Om5SvOlZgEWIkQNMiD/8Otah8MipPCgDEtgM67qKr5JtEKweccxcRDWOpSWdZOlddPfQj/JcIJQTPegj7oz3rp6YuDq0umkllLxlfn6ikQKf641C0HVPxU6702IbJVSZFlWN/FKNSHSrK8fH2XWdDEiPGOEr+3dBzvrWE7bLIo+hjZeL+NBPpop2TrwtZkeGmcNZTZkuHqAzs7zcZweW3EkHVkhSUtJLD177LhQHN2MSQvB3I6SbxxNSAtJpDyn2CA7Bcz6rPlBXDicFawey5HKoRolpQGTa7JMgCtpNCMirYgTf8/zsWKQmgBhtjSaCmN8SnI8LgBDHMU0mzG9XpukkYRB19dllpcXWFqaZ3t7yLFjq2itGQ5HNT1Jpa0OjsXFedI049avf5NOp11HDVIKWu22T1tZS1GOuO1bB9izd4HenCNSTc4551wOHz6MyRyNVuLHnYDE8kXlakZsp44b7k31TxiAHV5TxZiiHgAj7Qd6oGaDdtbVnxdl4ckbQ+opin2Xf1EU5HlBksQBiuybL4q8QOqqxuSmziVQq4Rozh5Xf5quTXlNHVPXI6IoDmiv6nn7KFEqWaftZqn1/XG9QzE1umranKg8hkWGInm1TVXk94CJylH4q6iOU0Uf0o/8vq3RmeCDqhpMyFRUypLOhijK70dIEM5vX8VjNUo0TAoEAiW9VLZS8iy78YNlXfXXLMX/HUEGCPrlM1grXgY8eCqK+WCjnhXOmDWkG4fp7Dz/NPckSEtFZiS33d0gUhEOn0ob55I98zlrA80o947k26238p1vjrlmQTMuKXI/ODU7guFAUmSCJNb05iKaTU9HMh5JkljgSsXWlqXT89TwZQHrqxnNZsT8okarCCH8/1JE+Hq28zl95eGlvgFTs7g4z8JCj35/wGg44tChoywuztNqNXHOMRqN6W8NyIuChcV5hoMR5z1sT61Ua8IAa0xJ1JFsb2+ztjlgczNlcWGJHTt2sHfvXu666y66nS5xIyYd59TIJDzMVqmJ7ny1nNBfIqb+l5GslSets3Vdoko3+bqIrRshlRbTsiVBEbKs0VhlWaIjhTEeLCG1oKLj9+cxGSyNsShE4ACbSk0J3zFcyQRXG9cDszE19FkIX0sypQn+2Uds1ha1w/aaM2BtWYM5pq26c1UNymERouL/CjT8LqTctK7XA2pZ5KpR0VPZ+ONV+/ZR1eRcqnSdrwlNvtMVaEEI552LYAYxNkkDeoGyiSTEmdlZx3Iv1lI3sxxfjxSTBq2e/iQgWCt+8kE7rlSak0GJAaQ+c1I45wQr2xGTaMu/hUe3Yo5sxVMwzrN2b1ZayeYooRcVbPdT+luO5Z1tFhclWlf5aocpfWpECRhnjmZbIKLMpzViSaudkCS6Tim5oI3h9VUEwkqsDYy71szMxpVSzM116XY7DIcj1lY3OFocC4XjiIWFHp1OGykFd9xxkLz0tCmlLSjKrO6NyYqU1KRY7VC6ycr6MYrQB7N7927uPno35+47lywt6gDWGs8ppwI/XjXu+MHND5TFuOSOL60z6uc0Opq9l3SJEkGkNWVZICsRLhxS+rqVcwYV+QjG09NLLJWz8bUSj5Sq1BddFRyBC/c9HN/Tx4tAIlmgIlVHETXQIdQavMywresrcaJ9hBNSd0IoH12EGtC0dEHlDMDVKbRp4smTDcnWecSdj2B03fM0ibhcEAyT9b2NIk1RljhrkYGKHzGJ0KrjVEV+IQhNu5XTEzgTIkMBqnY2VfTm021VlFTkClNmdNrxSR3lvdlZx3Ivthi9Z8apAEiR09OfYL34cRxnPsifjkXteaSOMfks7ldIRfu0o5Xj7fjXXHC2EfJMzNFODPsWU+ZaJWvHcnbubpOlliiWRBWjgXMY63P1zoKWmlbbI4Sy0lJagxWCLCvpzcehZmDJUoNzJTiJkJK5OY9+cvj0kDUlcdRA6WimP6HVahJFmv37D7Fr9w663U5db3HOF7E9hbv1/TbFmNz47uy8KAJsucA4QxwnbPY36HTaJM0IHcPa2hpJ7PXhKzThhEnYW9VbIYTkSx8/yJc/cZAynwxIOpZ8/zV7ePwPn+vBJaV3TlX9xxqDjiI8bxW1E5FS+JSYnWitePSV8NLKeYEpK7bkSTpIIAKDwKQPY+KXfb1FOoub6qGRUtSIu8p5+LSWgKo5jElk5vdZNRdWA7yof/bF97Cum6T6nAPjDEiHsAJxnKxrVQfyDjPA2qVPYxomjuzEeae/fhuirYqzzuUFeebReEJO2JenA5EJqtDXgEbDrO5Tcu7MW+/PNkjei2mxesrPJMMH7bhCCJYe+WRU3ERIjZAahKS795Ek3eWwViUtevJGSU65/KzdF0u05ft2DZlvF1gD1jg6PUmzLclTn1c3ZUkZCrs68v0a1kiUEigpiJWmGSdQRCRJhNJQlo7VlTGjYRkg4I5IV2JUoQGxLD3jb1AQNCFqsM5QmoLBYEin06I310bIMPQ4W8NrB9sjhoMxxhah38Yvr3L+1liybMwoHaASx/rGCoPhYVqdEf3+Sj0zrorm02JSMCk6f/njB/nCX90141QAytzyxY8e4osfP0xF6+7FtJynilF6StPG/1upS3qVQ8uBgwf4sR/9MS677DIuvfRSfvl1r8M5x9e++jU+8j8/6unlpeS6N17Hm970plrJUqgqBTX9Xaj43XzaKC+KGvVWFiYUrUN0g6tTd77APmG2ruDNtRaKnAht1d09VUQ6ydVRRSXT6TkR6lhSKA+WELIu6NeRUaiDnMz8bl39W5UCazSSADiwFHlOmqaMx2PG45Qsy0OfUqjFVKzdDg/aUArHWa6wB9xSeyEt+eXj4HjgiDHMPajH1o0OO7//6RTDDWxZEHcWkFOFT4BzFnNibbljpVEX/ASeMLHXyLEWBrkvxJ21+2eNyBN1giPPLXHiNUWSxOesrfXppSrNJIQgaUqG2yXdeRFQTb5nZLCRY0rD+jEYDFLiuEFnIUJpRaS8yNLmRp+ytH4ANj4CWliYY26ui9JBsM35gXBtdYN9D9uDtR6d5Yu+hrQY0+gpBttDn0YJ6bDpgc45h3WB6VcIlFaMh2PihkMpn84ry7Kuk1TNi9NaH845xoOML33i4D3ew6988hCPvGIHSVN7FuO8qNkDTGAsFkKipVdnrHRHrLW89CUv4xWv+Gne/Re+efA1r3kNv/7rv84ll1zCzTd/jmc964frFFYlVWydqWsSJ7PKQcdRXHOfWWHr1JAN6DAE9bVWTkVKGdBqE9h+pc/jx//jHYqPXKqayCSCsfXHEyVKF8A5JnTHB0d4D6FAXWdhQsHvnEUKSRRp4jieLA/1LE+t4+Wfp+9Jnuek4xStFPdFXf2sY7kXW89/nGbj6+Cy2rlYl7CWv4SHIuATQhB3JrouUjgi7cgKfzJaOmJVYfPh3MWM9UHEdipZbBe0YsMdq5px8eABDb5XbFxIVrcjljtjykIgpP9ySgWNhgxpD8jLnKzIEQiipMH2uqXZahA3KqSPnxXOzWt0LJlfXMAY6G9lDPopvbkOWksazQbNZoM41l6i2Dq2Nofs3zxMr9dmcXGONMu5++gq4Fhb3WBpR7ceBAtTMMwGjM0ImxRYZzGlqwvddgqJZa3xcNRIoWXE9niMFE2azRathk/31rBdW3Vz25mBfP8tGydEKsdbmVvuumWDRz5pp0ddo8KseGpmj/Pw3/rcHJ++4dMkScJPvOwluFCIv+6663jMYx4TYMeOm276e173utehlOLrt36dZ157LQcOHODnfv7n+Fc//7MAvPtd7+atf/h2irzgiT/wRP7zm9+Mc7B3715e+9rX8slPfpLf/u3f5sorr0Q5S850pBAecPVTaMCMk7iOJKpJgFTStwFgwohPnRqbxGWTaw47JIDYfHq0KPwziT29D7j68I6TTRV9hkJHOqTx7GS/dS0laLYognzzJMipnJyUkizP2dzcpNPpsPec3ff4TE9mZx3LvVjuLuRQ+pssxn9OQ95G6ZbYKH6UofmBb8v5WEdwKv7FPLCe1C/YUqdgvlVyeMP3o3Rbgl4DDm85xmfpv+6nOfJScmCthRIlsSsoCz9QVxhbKafQPc4X4QtKdKNBv69YjINGS+gol9qhIy/ApJ1kOW4ihaTba9BsxWgdgasQTh5dtWPXAmVpuPvoGtv9IQ5YXp6n3Wmy/87DDEZDUAbjLHmRkZUZxpaT2kX4pxaLstbP6KsahtI4C42kwbnn7qPb6SKE5NixlXogVWq6XuE7u+M4Jh2cXspkvO1fRq/5XlIpG1b32TcTTqC4Dsc//dOtPO6yx4U1LHEcMzc3x759+3jpS1/K7bffzu/93u+R5zn/4T/8P9z69Vv5q4/+D/pbfZ7w+Mv56Vf+FLffdjvve+/7+cSnPkYjbvKLv/hL/Omf/hkveclLGA6HPPrRj+Y3fuMNTAZ9UY/gDs/VpqaQYlXkBtQThoqCBnyBXLjQTxN6WybOYAoWXSPTwrGcI8+LOir00cSkSH+q5LZzHv7hAyPf4yLre3v8VrWY8iQbI0A4H1FfeMEFIGBzc5P1tTOndDnrWE7DcnchR7Nf+3afRjAx87PvY3EsdUpi7XPCWjlKIziyGXPAJGyNz0Yr990csbL0mgVb45islNyx2mWplSHHA5otUNGEy8lZ0EJjM4PUgrQYI60ichF5XsFVBTaIhRWFoSg91DbWCe2uZnNj6NFi0iKlDrBeDzcuSsNoOMYYQ5LE7Ny5SBSrmp5Ha0XuCkbZkKxMMdYP9pMUC56WpSrUOos1JqCinC/kWxPYcy39/jbz855sterSnp7hVuy+WZYRNU8v3drqRvWgPF1f8PsExER/ZboQPg0W8A2KEwqV6rMo8oiuf/HDzySOI5aWF9mxvINjx47x6Rs+zZe++GWedtU1ICAdpywvLaO1V3V80YtexPT3yxjjkVdUk4UKmjtpZjSmxJSh2TJ0vEeRrp2BdD6NZawJLWkTYICHRasaupwXuU9jW9/UmSQJxhiKogjQ4urtOf4NhfpTZ2ecvkWC9Qi0CghW9SFNUGsVB5kISDPq9GOjFZM0zxygdNaxfJfY5lCzNoCNoSYvPGPp6vaD38j53W5SwL6lES0xpijn2DIxeak4NmjRVZKN9U2WlhVSuwB/FZ7HqhAgcoRLEWGmK4QN1PkglcUaF9I6JkQ6vgPdWhOgpYKiLCgLE/TJPZS12UzYs3eZRiOu4aTra32cc7SbLWQOuc4pTI7B9zI4Z0PnvJtxDEVWkGUFWZqjlec3M4X1omKjYU0bX8NrIaTUvOZ91VAohOART9jFFz588B7TYTqWXHDZ8gnLXe1CwsAmbB1eORyPuuRRfOiDH6rPW0rHOB1z8ODBOuIxztPwI1xdTwBPblmUXuvlJT/x47zxujcikcE5+XV8oTqoXeFpZ2y4Zy5ETUr6PFXVTFlPJlxQ1Cwn9ZRpWhiBADldj/JFm0rCuFo/jjy01xVljWSrUGpFWSCOixQruyd37pz1UQwOU/fQTByL377qwp9EMQClLchtSqzO0uZ/j5rAOP+SDzMVfj5r998cy92cHV2DLQUJHnYugN1zKRfszZlfSFi5u2C47dlhK1RNo6GgjGglLSId1RxSkwIw5HlFPzJ1ROcHtaNHNllZ3WIwGoAwdHsNdu9ZZN95O9m5a55GI/LF+TTn8KEVhsOxT68JRTNu0mt06TS6JDqp+0WssZSloSgLiqIgHWeMhmOycYYxljhpEMsmrhTMz88zGo5Ix2mtQeJp83OyNCPPC8rSc341m00ajQY6kTzu2nPv8Y4+9hnnkLSima51qtTN9KjpptI3zgtejcZj/vzP3gVAURa8/vWv52Uveym7du1ia6vv0XO2rOs0x9vVT7uKD3zgg6wcW6EsDSsrq9x1110zXFjOBVVLJlDousgeog3cBCUGoLUvjCdJUtehvI6OB14453VStNQooVDSw8iV1EjpdVWiKAppRhW44Gbpl+oC3mmam/rrfzdUfVI2aM5UyED/fxGaO/1xhTyxqfRM7KxjOWtn7QRzCOHoNUv2LY5REhoNRVOmtOISJR2LnZJ2w6OHtPa8ausrvgcFHHEDTCloxk0iGSOlDekoRVkI0rEhijxJolaaOIqJdEh7KUl3oUF7SdHoQdR2qNgiRElZ5qyv9Tl4YIU77zjKoYPHiGPNwmKHVqeBKUu08s6lk7RpRE1PBAkBseahxUVekGc5eV6ExkBBrBJMCvPzc7SaTbJAm1IGokhrTa3jIoSg2WzSarWIosgjsKzlMdeew2XPOhcdzw4tOpZc9uxzeMy1e2ok1gRhVck8nziA1akyIfjTP/8TPvD+D3DZY5/A4x93OUmS8Bu/+RtcddVVfP3rX+eKJ13Je/7yfad4pI6LLrqIf/fv/i3Pe+7zefKTn8wLX/RCVlZWplYKTl96lJp1tm5MdYGKv3JZp2pG99GUItKaOIqIIh3Sha6GD1vjSTNNaTwdjZxiMHDeUfkm2XDtUtQ8baftXOoUY/VXhD6kiaO0blL7MdaGvh875UBBct+onc7S5p+1s3acCRznLqXs6qUk2s+sxyPHYDtFtBLSssHOnmWwkeEcLCxF6AhWjhY024IkcVgrGA8Tur2Y/taYRiOi2WyQpZJ+f5PhaIBWmqQhaXdi4liTZYbBdolQikYvEDG6EqkEkYqIVIwmoki9dC/C071opdnaHKO1ZmGhDXjBpywfs5X22RxukKZjz3YbNOSdtZSFIc882aNWEb1kB8Jq9p6zl1azxZHDRzj33HORSjLYHnLBBeejlK4p3adrHlWdxVpLkiSUueWOL64y7Oc0Oop9j56n0Y5qxFpNcCgEQlaQZ1tDb0+oUlc1gOOflRBI1ITJV1bIsimbQpdpqT0gQklsEBqrdls1N1aRT0VBU9WWtPLRhm+c91LUxhja7VZNi1JxmFUprEkxPvdRilIV6hhjvKNOkqS+l7OUMiF9BpSF7z2a8I3ds03XXaabIat7M/359E0WTnLbbbfR7MQ4DNZmaCW56OFPOEub/8/XfIHNnmHYe9YeWIu0ZbmTkmhP8OebEyVSOuZaIw/7XXPEiWJ+UWNMQVk4tHaYQqLbCcK10O2EQ3cdYW6ux+qxAe22Rw21Wh16c02kKhkOU/qbBc4VRJGi002QifCNjCNPZaK0r7U464gbEZ1e7KlK8hwV5GWjWDHYHtPpRmFAdB4VVnjFx6o+4+stDlwlp+wH2VbcI4matNtt0tGYhfl5pJQcPnKEfr/PefvOI4riWugLJjNfLzFsa9ZfKSVxU3LRFbsDqsmEHhifRvKUJD7HL+VUp/q0TY18J3MoFdzWWusL09Iz+upYUdPKVyN4OFff9+d/93QnwnfAu8keK+i1OQ5Y4KMKhTV+WI7iGCkEaRoaJMVke1ml1qYclift9ECKqn4yraA5caR+P7OqjYE9QDjv8JjZfRVDzd6lcP0ufC4C5c3JHUp1aOdTWA76w02SWGBdgbFnSSj/2VsSWbJCBucyyb+LB9ThnOr1Omvg6CSGWJuZVIGzkI4FZkXjnKHbi2l3BdZOBJ6UFvQ3DbFuYSyMR1sopRmNxggBo9GIJGmwvb0NwLn7dtPttFha8rNRIcBZR2ktEkOkQLiYdhyRlwUVNCnNUrI8wxhDM2mCUCSJZmO9pCxLSlvW3eRlUYDD0/ULr39SmhJnPLQ0VppINUhUm/mFHp12l421LQ7cdZAjR46wsLDIJRdfTJpmMwqKzgZEmLNhJj7RpS/L0jsg6YEDRVESx0lAghlfGBe+3wIqaGwABoTfp3C+J39NK8dBlX4Ki+00fHcK0hsK1KYIUV6ka7TW9LOvqHKcI+jq+KhBVU5FEByHq7+dXpAsRGHWerJKMaHEryxJkplGU4dDmtlmU48sY2a7gGafrFPXfJjpUalu1WT57HvtgWqz6LrpY1T1F4dllG2DagBQPBhcYUKIi4B3Ty26EPh14AbgrUADKIGfd859TggRA28DLse/J7/gnLsh7OvHgX+Dv/bDwEudc6tCiAT4b8ATgDXgXzrn7gzb/CTwb8Oxr3POvTMsvwB4F7AI/APwMufcLKnXPzsTjPMqN+1oxpalTkE7NkQajmzGrA2Cnsd9NCUdS52C0gg2Rhp3ttA/Y0rCYidHiaqL3uBcgUNirGB5oUGciEmvQGg/sAYG24Zms0NROsbjMc5a5ubbdLqKohx5kTUb0+7sIM9K+v0RjSRh5diIXbvmUbEFVYCwKClwTRgNLJGKJzQh1heuLRalJWlqGfT7SCkZDsdsbUZ0ewm5yREOIiJaUQvZ8AikLMsZmCElhnbSJFINMAnzC3MkcYP11Q02NjZZWFhgz969RDqi2+2SZfkEeICgKHxtIImSmTFMa02WZXWaB5hRilRKI4T0GiFhm3qaIzzRfQ0+meplqWb1ExmviflmQM8QYIxBRzJsO8UugCe2tM7fz2lnVtk0l1et9hgilQpt5lUy3Yzj8tBcDx2u0GgVlNpNrSOEl3a21lIUhXe+IqTEAhLMlS64rMn1KiUnCC4h6ztQAQmmH4CbXMz0DZq5xyfz1a5eL/Q3KUNRdf3fB66we3UszrlbgceFk1LAIeD9wB8Bv+mc+4gQ4tnA7wBPA14Ztvt+IcRO4CNCiCfigQL/BbgkOJPfAV4N/Abw08CGc+77hBAvBn4b+JdCiEXgDXgn5YAvCCE+5JzbCOu82Tn3LiHEW8M+/vCM78ADYm7qS3JfB2r/6KPQg4KAvfM5jcigpCNS0G0Y1of6pJDD0zEhHOcupDxsOaM0glsOttlOFVJAOzGURpCW8nva2XSSkqVOisPXN4QocaIkiiOU0pSFJY4UyJCpdg5Twua6o9vt0esucNu3PNJo38MWcWKNtBgE2KfAIYkaDdrdBba3BFmaMx5ljIaO4bEBvbkOzZZmPBowGuUM+ikLi63Qn+FCjj0iQmNLx8rmkKXlDs1GQmnarB7bJmlolJZo3SCK4onmuYBYZHURWNoEWygWd8yz3R+zcnSDufkel1x6MZ1Oh9WVNY4cOVpHEJVjqehSjPEDznTWyYU6SZ7nM3r202atrVM9ni9rAlmuYLjOucBQLH36x5m6BlLZcW7BQ4NLzwqsgq59VYj2vSJeRKxCbM1sXTuVULSWgREgRCDWWeI4CutO1YGYpNcq5+EjDxXeD0K6ELI8QytfD6pQYBVpqdCiRpRNOzgvuVyxSasw0E8Ey+oHMGViypFUD6aGOt+DExJCVL4c6yx5maOlfkjYjZ8O3Oac2y98UrEXls/hIxCAS4BP+fN1x4QQm3jH8EX8o2gLIdbCtt8K27wA72AA3gP8vvBv2b8APuGcWwcQQnwC+GEhxLuAa4CXhG3eGbb/tjgWASx1CwapIr0f1Ck7ewV753NuX2lgrUArxzhXHN70EsHGnjhbOxOLpGOhXSKFI9aOXb2ccd5ASThvKaURWb52qH2/ruGfuxUm0LHLAilNoD+UGCOxxrG9ZRj0LVEkaTYlcSIYDwxJEmEKyWA7Q2vNjp3zCJFiXAHYMAg5nC0pGODEmHZvjrJs0WonrKwco9FosrG+TRztpMw1nY6k1Yy5++gWu/fMoXWV6/eD19hkLC42UMqxgVVcAAAgAElEQVQhpEU6X2spC0MUR+SZZTQsyfKi1qn3SKfEN17KGITl8MEVenNdLrr44bSaTXSQZWg0G+R5Rpb3ZwrREHiyQt9G1ezoay0OrSPGgwF3fO6zDNbXaPR6XHTFVTTaHRyekSDS0ZTSYugSD3ArH1lMTW5OUmep0l1VWsdneapzcTXNfvWNUUKRmyKIj9mZtJGrowvqiKxKf0mtKYoS4aBWzeS483HgsCGNV0VIrh65BQId+QbXPC+CONoE/OAd8yStNwPxlXgZ5upQJ8wqTxwRptc5HgMxnWGcupmTqwnbVpMRY8u6+fZM7Ewdy4uBPw8//yLwMSHEm/DRyJVh+ZeBF4TBfx8+vbUvpMl+DrgFGALfBF4VtjkHOOCvy5VCiC1gaXp5sINh2RKw6SYxWrX8BBNC/AzwMwCLO86c8+Z0zOEbFMszlvJ1aOkorX+wy52ChXbJo/SI2441uf1Yg9JUX437H0XkRnB0K2au6fP5c62SR5/raUE2hhFbY77nNe6zUpIWik7ih5/SCLKxZrglWd4R02prnI3Jc8d4XNDfLhgOCjo9iVCWNE2Zm+vRakUgSqRVGLzWiAu64zKk0fJii85cSU9EDPpd2u0OW1sjvnXb7ezcsUQctYg7vvt75dgWO3d58smqKdLh1RVNSK1Ya2k2I9ZWhwwGiijWtLsxXRn7jvzck08WBQz6OdvbQ3pzbR550cNothqADHonOc6JOmWzsbmBFC2cNRgms3IlVY2C8g7F9/Hc/IH38PkPv5cyy+r7+pk/fyeXP+9/4wnPe1FIawU6maloZbrhMCiy1NHA8QSQMDu4VzUCqRSmMPV9qliHQxU7wIinoqipQXjiNEXtvAl1kygKio9VE6GYLZ57mh5bO6d66HaTPpQKnVVxeU0fV0pZ1zgqWHh1XZOLFPXxTnXukw3ETL1lNs4Ln52i3lLtr/p7Kmj1PdlpO5ZQO3k+8Pqw6OeAX3LOvVcI8WPAO4BnANcDFwOfB/YDnwVKIUQUtrkMuB34r2Ff13GK8tx9WH7iQufeDrwdPNz4Xi/0Ppk4TafiaEYW4wSl8VoosXaUuX/hvOARDFLFKJdBzfGBHehj7V9LKXxqrbKNYcTB9TPvsP1uMwGhOBphrWa0BXkmWN6haTT8ICOFIEki4lgz12tQLLYocsPGxgApFOdfsAvnSqwViEA46TXWw+yYakwwWLONIGKrn9Jqw9JSE8EieV6y/86jPOz8XbTaEXEsalQXFWTUhp7q8OW3VjAc5AyHY849b5luz0cePvUicTZhbXWbjY0BvV6bCy7cizGG9fVN7Iq/+iqN4wd6L8e7tjJkebmFEGpCMSIqbRavre7TRILPffAvuek9f3bCfS2zjJve82cURcGTXvRjVGilqbsOhOI7EuFMPXgLJA7L4twSl156CWVZ8siLLuKtb38LrVZr9vkFChZT2iC/7NNfRWaOQ1+d+OSF8NxaqqK+D/WPirHYp6nC6q4uAflfnTtuMJ48e18XkZjQUFrkee2gRABUKFXxyM3Crk+INo77cZYgc+qDSYhzQiF/+hbM7n/ymwwNnUIc54hP084kYnkW8A/OubvD7z8J/EL4+S+B/9efmyuBX6o2EkJ8Fh+dPC58fltY/hfAr4bVDuKjm4NCCI1Pra2H5U+bOodz8aCBVWBeCKHD8c5lkor7jjUpoNc0zLdL8lKwf7XBKBTrrYP9qwkH12O2Ux04wB746OHIZoyxngW5GfmXtzCCrdH9AwV8t5iWFiUgHUUMtkuiSLBjp0LryffOOlMPukoJkkSTNBQgWV0dUJoxAq9rjxAo5VUiK1leY02tT2+tRzTNzWlWjm0TRWPPzeVimq2YO+44zJ498yRNcM5gDDUPVc2n5SRbmzlpWjA/30JH836SYiybGynjkU+/bG5s0+t12LdvF1mWs762SavdYGmxR5wkSBWFgVChZDzpxXCT7vKKGyyOK6dVhvMQpMMBX/jQKRoUg335ox/iMdf+MK3eHFJI3xgZZIKtpQYpTJoCq8+h2Wxy49/9LwBe8VOv5Pp3/DGvfs2rZvbvnCMK2iNaKVSAVBlj0FpRkXEe/6YLfF3FK0VWkZOjLAviOAlR4qTBUExhd+uGQzvh6ZJC+sZU59kQlJRYIYnjmKIsPNmn87Bwrf0AHmIfTqweVf9Wx5xOdYkgszy5kJPrVh6/v/qGTd0EUf+uZEQjaqKVJisyztTOpPP+x5mkwcAP5D8Yfr4G7zwQQrSEEO3w87VA6Zz7R3zR/xIhxI6wzbXAP4WfP4R3VAD/O/DXzsd2HwOeKYRYEEIsAM8EPhY++5uwLmHbD57BtTxE5oi1ZaFd0IgMsba0E8Niu2TfYsb5yymxmrwR26lmcxRh7AMfqVTHKIzk0EbCVw92WB9GpIXk9pUm/fR7t64ybUrCaFiQZ5ZGNyHVXUZlzObID6TGlaTlgFG+SWr6pOWA3IywNiNpCPK8pChyjBtRujH9sebA2hJ3re1gbXuOrGzg5Wg9+aBSCiUV3Z5k954G7Y5ifX2dza0NOl3Lzp097tq/Qpn7Dmg/eJlaYGo4NBw+uIUxlp272nR7MXGiuftIn/13bHLsaJ/NjQGmtJx33m7iRHPs2BrWlux72BK7dnmwgFLgKMlN6skrQ4pqfm6O7e1+uDtTkrzBtNb1oHrbzTdRZOk93t8yy7jjCzdjjUUJVQ/mAYs0MzsOrS71saftiiuv4PbbbgfgJS/+Ca5+6tN40uVXcP31f4xQvmfkFa/4WZ54+RU88fIn8Za3vAWpJH/4B2/lB57wZK580lP4P3/yp3DOMRgMePWrXsM1T7uGq556NR/5yEcxxnD9O67nJS/5CZ773OdyySWX8PrXv54qp/bOd76Txz72sTz3uc/l1a96Df/6db+Cc47V1VVe/rKX80M/eA1XX/WD3HTTTV587Lrf4hd+4Rd4znOezU//1E8HUS1FpKPgWKaL6VXkEqKXugbkK36TtJeYRETVzycbNwJ6rIYoV2iyk6xXLdVCE6kIJfVxPTWnZ6cVsQghWnhH8LNTi18J/JcQYaSEOgawE197sXhn8jJ/zu6wEOI3gb8VQhT4NNnLwzbvAP5ECPEtfKTy4rDNuhDijcDNYb1/XxXygf8beJcQ4jo8MOAdZ3LhD4Vp6Th/eczuuYJRrshKyVKnQOBTXjt6BbmRHFqP71dR/sxNMMwkXz/SohUbtkaa+45m+24zR6FajIxkPFCsDRoo6dDK8ag9WyiZkpaZlx5GECmNUglCRCGd4UizEQ1Zcqzf5K71OQoTZuF0iLVhvpWya25IO85AGLw+i8+xN5rQbDZYW8vZWC9ZWErYe84it992lAsu3EWjqSgKKHLD5maOUtDuNkgSLw62cmxEfytlPC5wzjK/0KU31yYdZ2wPtplfaNGbW2Rrc4yUvmemMF7oyQGldSgZo2WCRNJsNT13lpsw+k6neyBQkJQlw431U9/WKUu3t6ZSTDLMuF0YNK13ulSd+W7GkYGPkj75iU/y9Gc8HYDff8vvs7i4wGg85pqrr+GFL3whd96+nyNHjnDzzTdjjOXYsWMIKXjzf/rPfPlrXyJJErY2twD4T296M1dffTVve9vb6G9tc/XVV/P0pz8dKSVf/epX+cxnbiSOEx7/+Mfzyp95JVIKfvs//g6f+exnSOKYF7zghVz66EuRUvFrv/prvPo1r+HJT34yR48c5fnPfz5fueUrAHzxi1/khhtuoNls1M54ptfFuePDieoPop5/TkkKTzkC/9GJ3+HakRy37KRw45md+f8Kk50U2XdvdlqOxTk3whfMp5fdiC/MH7/uncBFp9jPW/G9L8cvT4EfPcU21+PrNscvvx349oiinJZNCmxVCgxM/e5sp5o7V5MwqH87TJCXgrz87qaLc86R9Y+RbhxBSE1r+TyiVu+U649yzR2r3ZlnUlrBYjtHyZzC+gZD3xgYhXSLCh3tFQ2HIytS7u4vBKcyQS5lpebufpuNUZPzl7ZZ6gwQUjHRFfSz904n4tDBbZJEMb/QYDjo8I//uJ+9e3ZgnUEpwfx8jI6hyAUb6xl2bUyaFVhjmJ/v0JvrkKUZ29vbzM0ntNstlFKsrYzRWlCYjKzIScuCwngdeSE0iXY0Y6/mGEXRTJRSDYQTx+LrO2VZErU7p/VMmnPzvufEliH1NVUxcI7SlkghAsPxpCIwHo95yhVXIfARy//xky8D4K1/+Db+6sP/AwccOnSIb33zm1z0yEdxxx138Mu//K+59tprueqqqwC49NGX8sqf+hme87xn85znPgchBH/zN3/DRz/yUX7/v/4BAGmWcuf+OxFC8EM/9DQWFhew1nON7d9/J+tr6zz1qU9laXGJLMt40Y+8iG9965tEKuKGT3+aW2/9Rn1/+v0+62vrGGN41rOeFZywmRms65qMDE6jijwqD3CKInvd73IPNltSmuyz2vXxEWhlUvoa0zTZ5pnY2c77B8mEgOVuyYH1JkqlLHcLtIRxLjm6FTPIJBvDs3WNB9Occ2zcdjNZfxUXOqyHK/uZ23cp7Z3nn3ybk8zlYm1Z7m5TmDFZmVOGxjEZBllrHVgL+B4jIR2lk4EK42TPV5CXikObbTqNlEZUNR0K0rElHXtiyMXFJltbKXEiWVxqcuBAwdGjazzikftotSTGFkipwTqczRiNUubnu8zNdxiPxwyHA+bmG/SiBlJKRsOS/taQ8SjnYQ9fYJSNGOUphTHhvBWx1p540AVtmUjRaDSmHAuBkNLXKowxGFMipeDhT7yCm979J/eYDtNJwgWXP9GneETV+T4p5XuEVYkXIJlth2w2m3wm1Fgq+19/eyOfvuEGPvHXH6fZbPKcZz2PcZYyvzjPTTf9HZ/61F/z9re/nfe+97287Y/eyl++993ceONn+Mj//Ai/+x/fxE03fxZnHe/8k/+PR110cQWjwjnLFz7/eaI4DkJpnoqlKMuZewG+4C/wxXdrLJ/61KdotVozkGIpJZ2Od7x5nqF1RFT1xVgXuvcdCJAE5g0xe5wq8qj+FVMTlpOhvGYiEzFBglEtFxPEqcDhZpBuviaopWdVOFP77p6ufhtNAKNckpaSbxxt8Y+H2nzr7gZfPdhm/2oStFLOOpUH07Ktu2ecCgDOsnXga9jy9Ekauo2CJEonTkVKnwITiqIoyMscG5rwqmHQGHGv6cVRphlkvnbT37KsHkux1jI3H7NrT4v5Bc3iUoPVlTEOy9LyAkkS861vHuQbt97NnXdscts3Vzh4YI04jth33i7iRDMcbtPtafbs7dBoStKx4+D+Ptv9jN27u3R7TbK0oAyw1khFtBtt2kmXdtyhEbU8kqrI6ff72Cl99KLwOix5npEXuQckaEUURyStFo979gvu8Zove84L0I0kwIwtEzliToHWumfr9/vMz8/TbLX4xq3f4PM3fx6c49ixY1jn+JEfeRFveMMbuOWWW8DBwYOHuPrqq/j3b/xNtra2GGwP+KGnX8Pb3/ZHGGeQSvDVr95CdToVBNhaQ9Vt/4TLn8CNN97IxuYmRVHw/vd/IMzsJddeey3veMc7iOMYrTW33HJLIJ70kxCtNVEU+/cmz7HGBOdsKEMHvi1tQBKKevICBA8zXVeRAU49+bwq/Z8QhYQbLKacR1XJFQHgIOpjgLElhSlQUtNqnF4kOm1nI5YzMLNxN8Wtn8OO++hzHkl04eMQ+uTe3DpBf+xvr3GwNtCscTZCeShtvH5k1qkEE0KS9VdpLu49rf1IAVopYh2hrKe5V3hUWFFYCmPpdcJ74BwOj6aKVU5anHoC4cCjvJzDlIZOL6LblSHF4WHJUexodxTH7h7QbERc+PAdZJmlyL3io8/VG4aDjMHAsLzcDj0pMBgUrB4bIJVkaalLnhviRNDpxgyHGd0FL+wVqQaxboDT5LljMBixmm5ijKXZbDI/P0elKCgERFFEWZbEUVzPbMH3Z1z+/B/BOceXPvLBmT4WnSRc9pwXcNnzXnDS1Mvx9QXfqMgJUNnqvlUw2qdf+3Suf8f1XPmkp/CIR3wflz/RE/AeOnyI1/z8a+vI6g1veANlafiZV/ws/a0tnHP8/Kt+jrn5OX7l//pl/s2v/hpPefJTcA7OP/9hvPvd72YSG0wd2Tn27j2HX/mVX+Hqq65m165dXHzxxSwuLhBFEW9+85t57Wtfy+Mf/3jKsuSqq67iD/7gD2podpZlCCFIkiQwQue+/6dSoBQC6wKV0NTRJ+qPMJPgqihaxNR9Of5eVT9VqC9xYgKtci7Vv8YanMs87Lg8cwXJs7T5p2n5HbeQ/d0HwZb+4egI2Z6n9axXIqLvjP4PEWYk9juckkXg6DUNeSkYF5MaxANtm3d+hdHq/hOPLzULF15GY366YdZRoVunkgWAY89cyoU7B3XjmoCQJ7ekqSMfaXbs0ggS7rh9m30P65HZAVvjhAMbSzh3qsSA4+E71tjRSxkPIopC0mpJytLQbCmcgNJ41UlTCA4f2KbdnrxrUaTRGpqtiPHIoLUI9ZiSra0UrSXNVsxgO2P3ng6HD22z55wO1jqOHh6wa28LqSSRamBLxerqNnlW0ul2abVaJEmDRpJQFCWrq2s8+tGX1iNYXuTEURyK60GZMDQGCiHJhiNu/8LfM9rcoDE3xwVPuBzdaJz8LrigdzJdDRCihmTP3jFOjmhidpZeNXAKJ2uesyRJQgRS1s6wQl/hCLT4nhq/KAqk9j0cVbTmnZ1Eq4jRcESn02E0GvHyl7+cl7/85bzwhS+cXM/U32p7ITyTtKxAC855gs4knmo7cbUA13RzqMAralbf7fqzOll4HMjhJL0rp2u3fes21orDIDxjQawSnvq4Z5ylzX+gzZmS7O8/BKaYLCwL7GCD/Bs3k1z61G/fyU2ZD4G/3Wdxb+aYb5c8as+I9YHmm3e3AmvzA2+t5X2M1g96hsjjLOntmPrN0W0YHracYqzgWD9ifRhRcaZJ6RUABbLuIfFTSEOZQ7Ptm+es9V90KSO0iGknGbEyZPcAkKggos2mYjwyDAaOJIHS+fSIdRLhBNYYGg3N8s4mWgf9ekGNRMMJVldHjEYlWkt27uqgtJ+d9rfGZEWBihxb20OarQilYXs7pd1u0l8fkI4N3bkuS0stoigJZJFBHlerqUY+XzeKQqRedaP7sTlQvOBI2m0uvvoanAvaJifhm5odCMMgWRWyhZ+AEPpHpla714zZND3KDPBAgjO+X6Wi8K/2OUkvzUJrZzjEQhrKGstv/dZvccMNN5CmKddeey0veIFPARZFERBv1Ov7bntVO17f1OonJ0rJqTgBTsRsiTplVdVA7D19yafTWlN7O1Ud5h7NUTNln6mddSynYXb9CCf1+aak3P+17xjH8s8hzSaAZmQpjeDufvygORWAuLNAd88j2D78DSp6DoDFR/xAIAmcmJKOVmxoxobFdsGhjYSV7YjSSBJtsRbuPpJSll4xUgiQSjPczui0E0zpsIbQ9OZnnKUtubdh0BEhZYHDsLTDc1EVzpAWBUVZ4oXOQTiBw1P2O88NH6hK/LlFsaQsDLt3d4kbAq0ko1HJcDim0VL0hyNksyB1JRQJ3cWYojCsHNum1+my99w5HArfLT6JDGoK+aAkKaQv6lcUJP6e+mbQauD0UV2YR7tJJFLxjQVvceK9mI44mHUi9/aanCzz4rnEpggYnQuiYqLunYEQHVVsxjVtClWRBZhQ6GN9neR3f/d3ABiPU1qt1swxqqJ8lXaariNJqpqJv7daxx7q7SZsyNaZ47r6CfWUaZDchNNs5vpD0d9V+bGp+1lda73aKW/m7K/mJBOze7OzjuV0LEoC6udEE/HJw/vvbHMoCUp4nrKHUljMAUe2Yka5pJ0YCiMZZg9eOqy75xG0lvaR9VcQSpH0dtJuChJdUJSCcaHq8ziwnvB9O0doZTlvKWV3L2MwFETK4pzAWcnyskZIyPMSY2BhISYdG8rSkaY5DktabpOaIYVRp3ptatseR+zoeKhyUTpyU1KY0oMBAktvWRqEkjhkrQIpkV5OFgHOonVUsxoXmWV1a0RRlMwtJqAKBmnBuBjhCCisyEciO3a1SaIEh2U8KrBG0uv1kDikEghZUZGEvhJdpY5C7j/04FSzcxcGPX/+kzLxzMA3nfk/LiKYcHRVEfhx8/njawjH/X78bLxGcwVdmmqgn3ZalVZL1Wh4fEpJIgMLgGf/rSK4yWqT9bXWM5QsMnCeVQd0zmHLSXotz/N6HxXlTAUSmODkvJuVwbkIEZx4iLJ8GqyScpitVZ3qW3W637YqTXmmdtaxnIbJuR3I9hy2v8bMU9MR8UVPehCOOP0gH5wBd+98RisxrA0itkY68JI9FOa/kIWR7OqlDNIH8hV0dX1y+r6puEFreR/gaCeGi/cOacaGNFesDiL2zGc4BEVRTVEDgkeCtHEQ/Bp7+l3hUNoRC4dSkqppUErN9laD9Y0hhcsoTIZzkiRKKbJTFfAFm6OYjVHEfCtHSI8IKo3xAAGhwmDjUyteSdIhtEMqiwiDdyWHboxl/x3rtDsJ3V5Cs51QmJxhlpGVI4oyC4N1inWWJGoQaX99NhxzbWOb3pzv88myjPFozHg8JoriWqoXquK6H2id9Y2MUngknMPVywQy8G5N69pPZtkTpzKJHOpeGSYODE6MWo6vqZz0jXCurmdULL1SilqFsQrPqp71qhE0PJ7a6eC8EqaOouMSTX7FyqFWf6dTThU4A3zqspIuFsGJVI5o4nOndVx8lFehDgPDWHiOvqm0vgx36vtwX2y6PnSmdtax3IvZwSbFnbcgd1+AzVMossAWaYgf9WTUuSftBb1fVg0UD069xNGKLbvmchLt1So3hl4H4qFMpaWF5J+OtIKw2QNzXCkcu3oZK9vJSUlBO0nJhTuGmLRkXEikLNjVKcH4wTmWlrIQlKVXjCxLR56P0TpCSq95LoRCSt9zIMK3WUqfQsmykjjRCNIwmEZYd89fsdxI7lqbR8uSZmSII41DgZNhdi1QUiMRlMKTUAoczvpzljIiHVoGgxFxHKGUZc/eLhZDXuYMsyHDbERuCo8zc1CUeU3OaKMm1lik1EjlRboOHfCpX6kkzWaTbrdLWZZTVPSinkfjXA1oAHyNwkE+HnP7zTcx2Nigu7DEBU98IrqR+FpM7VDAD6LUzsTnerw0gKmVJIOdJDq5t5pBRa0vhEBpf25OON/7E/bpCCqQ9sSBWYbB3BN5xkg1YV0+MXqCUGWre32KIIHs9VemHELgCav/xzHlWepzq3bs8M2KvjfGr+Cd0gTRVUcs99Oq++EqmPlDQJv/PWX57V8mu+lD/gFbAypC7T4f/fDHo3eeh2yeOb77dGwSeT44A72Wjo2hZjvVDFPFYrtgZfvMm6Duuzkv3Zs/sG1UihxbjLDu5OlJIQSt2FGkgjwzZJllOMzpdJIwy/aDkFICpRxKCYzJ2drcxtFiNCoxxqG1REpoNP0AEkuFkBHb25vs3NXGSIWImmyOuqRFg3t+joJxodm/tsi+BUW3IdCx9CSkDipmXyEssgHOGpS0KNXAlpL1FY942rmzg1SSA3etk+U5KMcoHzPKfVNnRRTpCR0FxhryvGBMTu4UzirKfMR4nLK4tMjS0lK4F147ZHVlDSWVd0gqjGxhEPYD3STq+MKH38fnP/y+GbjxjX/2xzzu2c/nsc95XqgpzEYbsu42F6hI4Y5zKtPVl2og9U4lfD7tYKpmQPBRXVCvNCGN6AIPWnXOzoENdDKiqrM4F9J83qloresoo9pogmILk7JwH6y1GONZGKI48uJcITKxbpr3a+JcT3wrThah2dp51SdeRypT69WfzcKKT2fqOJ3dM6XBWFtr+ZyJnXUspzCXj71TMVOynKbA3H0n8aOueNCcircHM3IQ9FNFP20CPjo6cx2Z+2+t2NJpGDaGD1QazjHX8qilXrMkK+UJ0VBeSiySbs8BiuFQEUWK5R1BzdD6L6qUAmd9V7iOPDosSQTJjgTwbMRlKUlTQ1k4rC3JszFFXtJsCpxo0B9rVrcXThP6LRhkMXeuLfLIXTmtCGIl6wmsEPgeB5szHA4RaPqbvkN/fqFBt5vQ7xdsbQ7o9mJKl5NlOeN8TF7mIR00ISg0Ib0xzjKcGaItdFpd5hc7RHFUQ32FmK0leHGvgkhKXzquxvFQeyhywxf/6i/4/Af+4oQrLLOMz7//L3HO8djnPK92ApVKpLN+xu6joskAPHm8jsW55UCbb7joURfx1re9hWarybXXPJOPffKj7N9/Fy/+0Rfzd5/77GzRPzzToii49Wu3cujwQa595jMmd19Ua/p7ZI0LqK2SypEpXYE9ZiEFFWTYn+K0jEAc0nk29KXYOjqZTnXd82sxC3JwVe2qAkAcV+A/4RfncFNOtjrHaYfjpreZXu6mamn3Ib12tvP+FFYeud2nvE74oKC48ysP/Qk9oCbqv9aJAId9aJ1LYQTDTD1g6T4lYamdcf6Oku8/d8CFO0YoCdPzPuuCQqRzWOsoCuOJGI0vphpbYj20q+5b8BTxklbL0e1J2h1BlBjiZkFv3rG8U7H3nA7OCZaWOyhlEUKzMepQmFNRupzMPJDg8GbkC8bK91NI5en4cSKoIwq2t/2Me8euhLhhKUzO1uaIhaWERtf59Fc6ICsyrPP6MZGKaEQNYh17+HLpKMoS40paHUW7G9Nsej6xNM0m+fowuxZTDrdGpAVXJYTEWUGZ5XzpI/dMMv7lj3yYMs2QQvo6ktQ+vScEOopCLcbUxe9p85QuN3Lz5/+eOI744+uvRwrBJ/764ydNhzkmBfBK5fIrX/kKH//Yx2fW8xT3/lycJQAhEpTWCDlJocGkBjOdqvb3Roau+qgWCnO4Gh1obImZYhq4L1ZHOq5KQ07SilQl/gBC8LORWQSY/3ziaNzkour/q2XWTiLQkwRU92pnHcupbPtTNdcAACAASURBVAqeeuJHZ2/b/TMR0GCK0s7eS+ccZmsF21877S+gwLHQyplrWeJIoqRjrllwwfKQuWaJEv5rZB0UhaMsS0pTorVjOCwZ9B1ZBs762oYN3E3G+L/TuevhwFKUXoi2NB5OnKWCLCtYXEoAyyhPWB0knLmzFmyMFP2xL35P2G9BhIKvtZKk00C3DYN8QD/dpj/eRiWGrBwzzlPGRUphyrq+oKSiETVoJx0S2UALDQFyG8kIJTTOSbLMK0xmaTqpA1hX965MzpKASBIQBjFjLPu/+LmZ9NfJrMwy9v/D51FTTkXriZb8DMVLsNnJuB/8nnLlk7n9ttsRQrB317kTOHCwNE151b96NVc+6SlcecVTufHGz5DnOde98Tre997389Qrr+Z9732/T31J5UWtkCHlVaGvCPBkV59FNV57pJcM6UKF0gqlJForjLE1hNi6SXPlmc6iZtNYs7WX6bRWTZlfQaZljUW7ZztJIbe61Oqc/SpnU2EPmOk9Dz85xFhF6Asf99Cf0PeAmZWDjP/2L3DZCADR6tL8wRejFnbdw1a+V6EwAiE1BJSMVo7dvTE7ujnfOOq1Z7QEiyQ3CusKkv+fvTePtu2q63w/s1nNbk5/u4TcSyIQmgCFNCENIF2sJ0UVIpbWK31ggWg9y0ep1D8+Ha+KQsfQEq1X45WCKGiNN7QEIo7xSrHoJYYEgigQxIQQLklue+45555mN6uZzftjzrX23uec3CYCoSr5ZZzcs9dZe+2151pr/ubv9/3+vr/Ms3IwpSxga9NQ10HKfX5B0+urCFqKyOQBvGCw41k6oGMdiwQ0p0/vsHKgD5TUTvDQRv6I03vGCc6PBAud2B0y9uZp2to656mtZVyNMK7C+7BaVomk9CrqTElSrdpVuhCCTGdkKmN725DmHWQSqNCuTNgqanbkJlppnIeiLHHOhSp0rVoF4sm83aTVIuspfsZoc/OSvmOxvY2WuiUEhMZcAmMNu9ds7UTqJxOrMYaPfORj3HLLK9q6k90Ry+/8zntACO686w7uu/c+vv81P8Add9zBL/zC/8lff+FveMev/4c2Cmw6RkoppqCS6WSaw/lmFT5xYDMTezMuMXqx1obvMuWULtf8fi98EIuUiJi6av6lOQMEAhtbEeyXypomBkz+L6a2eawNhZFiv6zNJdjjjuVhTCQZnZf8EOPb3scEIYPkadejDz/x0T69/+nMlyNGH/svMCUO6Xc2GH3k9+i/7ucQ+mH0irxHUDEsU3aKhE5aMRrBaORiIZ8nsSWJ1JRGcHozI1Ga2sKVSyOWerHSvQ9V7fFOsn2+xhhF3vExJaAi1TZUT2epxtpAty0KRTGuuOLKHOdrdoqczdHfR2BUUBgN2LByjF0noUlLhJ7otQ0ikmEMAitLSUkiEzpJhyxJg0imC1FIqkJHSJxEE3rHSK3Ish553kEpRaJzvJecPnkuOAs5SXntjhra86GpIFfk8wuX9A37S8stmUCroJ8npATTfEdBKLicfJ73nvF4zItvegkAN998I69//euxpjmz2fH+zB2f4Sf+5Zvx3vOUpz6Fo8eOcvz4cZzzrRNQMjQak2Jqkg6f2LLXousMaScRGF/TpIG4N9NTu9IKU5sw3u332RUZ7Dnjff42FbnN1NcE/gVNUquJ4gL9O0YvfopS3RxnX6zE0zDMZqIXH/YPkfPlO8bHHcsFTF91Lf3XvZXqi3fjTo+QXIM8v4w9WaGecPnCbI/bw1v9jbthv5DbWcxD95Bc8+x93uVJlKebOLyoyBJDVcHGesnCYhI5+DUrXYOtKs6LZc6PEpRMsA6MS1jo7CCFif0xAp6yvKJYX7NUpaCqbFT0TbG2xBN6hHin0UnC6tkdDhzsI2WN84JB9fdXE2iKVgWiVcaFOOkKcK6elUhpKbOBQpzplE7aCTI0VZD1V1JRFQ5jHYnzaBVaDXc6Cc5V1KZJvyUB+B+NQ5dHpWO1vZ9ROW5qQ8LHh3TZk15wA7f/4e9jLiCbn2Q51zzvhVjrWoAbmEQeSER0KjO1HAg6nQ53fubOFgNrOnC2YzN9Z+ymJkMbwYXXYhJptJP05L2+nZbjij2mU3fvOz3+LZmB5jtJvAiNzKbP56LsrOlU4BTbra3ub5xABFra402REJqXF7oVZ84pShVNV/KHa+Dwj+B+ftyxXMTcOY1cfxqtAsjY4740BnjcuXwTzQ13Zhl47R8sfrSzzzs8vaTkqqUBnWyMw5PrjMG2ZG4+odcjYCHWI7tBjkTXA4YuZ7sIq+TKCqxXaEUs7nN4F+ioSsPOsCSbs6RdR+UrHApbKk6dDBiEsyWjYckTruphvWN1J+fMZjZzjhNiz6VHMFp4pPBBfNKFwsU25+2hMqZlTYkpkBbAettKcDT4ineWYuzYWBuR5EHWRCcKqTyOII9uLaxvFmid0el22BkMGAyG7XHzPG91sIqiCo2gCBOQ1mEa6c3P8/x//Fo+c+t0B/NZ++5/9P3IJCWN7LMJdbghATRpmemJT6Di57VAv07ac2hGt01ICcHNL7qJD7z/Vr7npd/D1+77Gg89dIKnPu2p3HfffQx2BkGgsikImeS/8H63+KNoYgG8A+dtO/k2TiqoDDhkQ4hp6k1oKvrtzOR8oTthOgG3Z78pllhQD5hKy7WeZfK6YetNg/Pt58w47en3BwtS/uF7ZOnli+w+jkJfxNw9BeyWyrFx++P2TTN9+Bjsl+6SEnXo2N7NAg73d8jVACEdQliKwjMaGfr9IAo5SRM45uYEfTngKYcHzHcC6F7XcHbVcPZ0xcY5w/amZ3PDsnq2Zu3ciO4iWDWiYoRRFbprmD8oWFwOvU5G44o005w/X7C6nfPA+hxV04ZYBO2xa48MWexeXDNsYp4ssXhCLUTztkkL21BB3goRTjmVoIxrKW1NUVWUlcFYx862YXV1B5+WOF3gRKDAVrbC2AKHZXuzZn6hx5VPOMSxY1fxhKuu5Nixozzx6idy9NhRlNKkWYrWijzPyPOMbrdLnuetHLz38ILX/FNu+MH/FZ3NTkZJlvP87/8hnvvq18bTbibFicZWqP9wUxNyLGyUgbXVjEOS6LaJ1jRtOTif8PrH3/wmnLXcdP1N/Ngb3si73v1Oup0OL3rRi7jnnnu48YYbufUDf9w6D7yPGm8VzlV4bwgVk5Pp1joX+qjUNXVtsHZSk9Low7nYRVRrNYksHsGKfzcwv7smpeVRt2MgWixqRqKGyfv3S4VNgP/Z40CQwlFKtoKjl2OPRywXMO89FA9zV4z/nvmOx23G1JVPRi4dDoKfTeSiEtThq5EHrtqzf64Nvt7CaOikoQhxMKhYWu4iVexVEqXYnXUkSZBfkc5xRX/IcEeDgE4HVuYzlI7PnYftrQB8l8MC3wkMMG9rvFLoxJGlnmIU0k7XfNciw3HFQ2tZq7mmpOeJK2OWejXdzJAqx07Rx15CvZAU0EsrQLXsw92SJ84TJVMkYqr+oGEGeR8o1HgYDRzDYYHqlXHSFBhnMd6SSEWaOOpCIIWm05Nx/hFIqVBqig4eV75CyDYN1TSuklIwHI5wzpHnOS94zT/l2d/7fdz32TsZbW3SX1zi2HOeT6c/F1vzGqqqitTcRj6+Ik0DNlXXQUVcycBGa+pcTpw40TLUmrQgHjY2NvB4rrnmu/irz9+F9eE83vnbvzU1ruG7LS8v8/GPf4IsT2cICN5bvIvOBFrcwXsXPt/H8Y1S/k0KLihQR0o2rmWZiZhGsk0x5qXaw+w77WimiQVNmrBlrbX/RsKJ8/G+nLmQe1KHjdvyhPtJCtWyCoW8+H272x53LBcwIQTkYn/n0nmk4Ozjtp8JIene8gaqe+7CfP0LICTJk59Lcu3zEUJggXUBHWDOe6QwJCqgmHVlUKmkvwBS15S1wNbhgTbGoqISb6ejOHN6TJpKFntzbJR9vJIkSYlzQSusLD3b2zVJBr0+jGqFiQ21pPAoEfCV06e2OHioDxRUZIzbhl6B+nzFYoGSIXVVGom/pEJJSLVjvkOUhGmS9iLiTz42gwp1FdZZnJMoHVanSmpSlZKInERl4AXDnR06C5JRbZA6pJicC9GKdZq0zhjuOOaWEmprSadrGXzoGKnkXin5mTSUkCRJWNWOx2OyLCPr9HjmS0MRojF2JmWmtUYIQVVVKDVJ9ymlA9EgS2Pqr8E5BAhHkiShol3JSSQxM0E2uInYMz+HwsCg72atDSC+8EQJRxqtLu9VvFZR6NManJgqSmQvnjMLoDPxTU11/SWGLBfba1pXbeZNYu87Q2pXReHpxvk1ab/plNpE8mYS/UnmOvNUdYkTj/e8v6gJPJ3UUpkomXEJeW/51Az35V3pMAXyaf8jqhp/Z5tQCdl1N5NddzMA3obe53crwX/LAsvFAVc5z5udDSDzuObAwaUgPYFjXIcCR+EkSkiMMXilEFYxHFrmFzRz84pFbxmfcgyrUOG+sVFSlZBmCq0FjpBf7qQh1eO9Q6GQKEbDAIjPzQdHsj3WM4C9Vg4pwkpxZ6x5aL1ziYC+p5c6Uq2BhuIberGMRxVFUTEaliz0cpCWoi6xLuBIKhFoodEiZbztGdoCa0IXwjzLMD7DeYPwHqk1xgW8oigEHolTlsLUKFPgEGiZIHyDXDSYR8AVAv168uw0WEmSpG1aLEmS1tk0BIRp2RWlJJBQFEU4lm4m/ygtLxXGNAC9xIlGSNJEWZkwPs24xSkRITxiitjQUGvD/BsYdsHRhTSX8z7ohkVnAjKQHuJ5WiuivL2eAbZDz5XIypq+gt7F3p97CQTN+TzsrBPHpznnC9p0ZmuGdjw5+nRtj3cwkcmZfI/J4YJ8aKNU3U8WUV1JacfU7tLbeDf2mHIsWsLTrhhR1JL1QcL6ILmog1FHQ67Y3VuGyCUXyKfljwP330IzJ++juOvP8INNvE5YSVJ+ejxo/376wJW8+9X/gt9+whWkylDVNZWtsRFjAE8iElxMCTkBdeGZm0uYmw8TRTdx9DLbQDGsrKSRWWXZ3nYMhwHnSKQmFQnehUkpUV1OnR1w6MgcQhrGlWZrPEsvHhQJa4OEopKc3upQXFKXzKC8fNVShRKSurYU45qiqLDWkGaSLNfkpSZTGVmuUMWIcR2IBEqo8KMk88sJOEE1TrHWkyUa53tYV6GAVHcojcVYx9ZaTaeTxd4vFld4pBiiZUKmOnTSLr6dJvyuaCVMUgEf8dR13abH6rrGOUeWZYFV5sPfpZBt5NJEMUopXOz33ij/BgaXJ0nC2Flr4nYVndt00eaUbpifSm9Nj653eK/atI5zDh2VDESU/g/OTsx2jGwcYmTGNd9fiLBfGIFJr3nB/g4F9jqVPXtN1cfspge3bLD2G0++uyRGt9H5W28RWiBlPDeh8MIFJeppEsH08ScjiQC2zw/odDssLC1R2vG+3+dC9phyLHnqWOgaFoGDcxUPrmU8sNGZylPub+pohjqazay4HrdvjZnVBxl/6n1tt05hKvqmmrk6V6yd4hUffCf3/fNXc92V80gpSdBgibIZHidCGqdyhsRLrIFuX+GcidRQTyepsT42sBLgcVSmpmaMzwxF5UlkQioTtNQkKmGwHSaZ+QXJoID7z/XZmZH+FwxKxf1nuxgno1bYxXlAix3DVYtDXGk5c77Ge0fekXS6Emtl7HNfh5pdp+mnHYJAZZh0UhWouw2bRwkd9MzGoaOk0jlZ0g2/iwRvK4Y7Q+b6ParK4GqBVTW1M+AFWiSQCRKVkui4uHLNShzKsmojDKDFWpoNSZJQliVFMQ6V4FKiY7RQ1xVaJxhjSJIkOgk9BeDb1jFNnExIhYWiytAQbaKAMZkWp3hRNPT1aQaUlEGaxhpHmoTeOlJqGln9aTwrRGaKqqpahd/G8TW/13XdguV4d8GIZI9TifjYnruhOQd2OR8/+6t3kdLcAvfE8wLEbvxl6nN24TKTzw1+WQhYXOoz2Ck4ffIsh45Md1u9NHtMOZbGG0PQlrpicUxRw9ogx1xCaux/bKcyDd5955kD7lOQ3/0XLNl65ix3n7EAlrc3uPNPPok5usR1r7o5sIa8oPI1ZW2ovAEX2tAqEqwIoLq1YRyMCRTRcaWprQVvcXhKU1HaisoEx+Z1oOYKofE+ZXV1hyuvnMfaktObPbbHet8zrOylPFoeLWG5UzIndxht1SSZJ+nXKOWoxlAOMvI8YXEpJ88TrFFsni9Jl1Nqa8h1jRCSTHXaiV4ASiYMqxErKwsIITh7ZoMkDROpQCCVoL+QkWSKcqipTIlOFXVM+1XWU6qC3HZarMN7T5IkAdCWkiRJI9g/wVuaidkVBv+325itAt9T5NcdQPU1SSqxxlIURes02lETomUi+YgFGRNSa43TbJt0hdXBHjylZVDtWp0310WIpvGXwXsR5QB9rGOidYLNdzHGtNiG1rqNtprPCuSDQDSwwL61WDNXnNkT23OSoj3P5u9+UiBDQ8MOkI9kQvAgXpfYNRsb7/VwQ7RFnKK5RrOf28rohFpQegueTrfL+fUxp06cueB32s8eU46lAfeaQdTKc/WBEQudmo1RxtpONuV6grnRNtU9n8GuPoRaPET6jBuR8wcendP/e5iSkCh3iWmZb69Z4P/NJCcU/Nj22iWf3cH1M5xeP8PKscNc8ayntAq+TQ48kZpUa7xRpKkKIKcIAoE7ZcqprR5SOEaVR4qQR3YusMiMNeFYqolSBdtbYZXb6Xo2xwmbo0eaDvWR/WWYl0NSN6bbk6QdGJuCcTXGWU+WpPT7Can2kQjgSVONtaPQxUEqEp2ihMZVku3tgjTVaKUoy5K8k7Gw2MU72N7KOHzlApWtcIQJujQlzkOaaYqxp9PXVLXB4XHWUJsy1MXESTdgDUlY+atZum9jQsDgL04yvO0U1JNJtvjIKbovPkLve66K0U3Av5roZdrBTI4l8d7ECV1Fx+Ix1qFVYMS1rNvp9+05TgO6h0lTadWm7gIzzYeukAThyN3NrZRSUQZ/7zlqralNjVJJYILx8DjKtFPZf59d0cuu+hOBiPVL4btM4ylNtX24VSfRS20MOn63qDHDpI303vNresOU9ZhEJhw60ketqT37XsweY45lYs0l0cqz3B3TTQ3b44TSTAbRba8x/NDvhLSMs7i1E9THv0jnFa9HHzoG3rO449AWNuckRn9nTdjTpqSnkzaO5TvLvqgFDymoheDcyhHmBluXVGCVmhoPfOOzd3PkmU/Be0Gqk/CAOIcSkkSlbA9g5UDopdE0SiprgbGBYVUZRZbENEysMA+9zRU6UkfxHdbXtnniNct4UbE26FGa/aKVC5sU0FGWnhySM6bX8fTnBF4YClNS1AWlqWkaSfkqRFGJTMl0h06mSRJFURjSPCGLBYWyo0iShLoOK9XuXKiq996zsTGg288o7JhhOcS4OuTirSXVKYoM6w3WhpSTMTak2XwzWYkoymlJ06zFUrxwTGtnAQz+4hTDj5/Y+8Vrx+gTp3DO033JlegkMNissS07rAHIvQ96YNaGPijhnAwLC4tcd911GGN46lOv5T3vfS/9Xo/lpRXOnz8fP0hMfvYNW3yg0noHTJ51Aa3jgkk00ixEbVTAnpAWQvigVEiVtYKND3Pd94tUGkn7PSYuwBBrizp3HT+y3oh0dIGIqs1gjYvMwfBO66dIB206M6bT4uGNERRjQadbsLh8+QWSjzHHsktawTXSEAItLYn2lFPF38XnPxI6RjYX0jswjuIz/x+HX/lTXP+3JYkJF0h6+Mo1CQ9d8e1smHXpVhlB9Qgmwm+HfUEJ6jg5ffoFr+CJJ7+OjKko2B/0nH69vr7Df/+V9yLrCoEn7XXoHT7AE2/+buavvpL8sCLLJBtDybntlF5m2RgGsF4SKMSpTKhcTW1Dzryb5aQ6iT89zpwas7jUJcsMRe0Z1+oSSaQTS6VjTuzQ12O6PU+aW7ysGdvQjrgyNYWp2sr5ygepdeHLUGeSWECS5SmjUU23N4cUGmttwImUJ9ehIMf4mtJWmLFjOByzfLjHqNqhqMdYZ1vKbVlVCD/CS48rFMY6vBNkSQ6lJF/uolRQIXauid78TJqolVapHKO/PHnBMSg+fRb9vGV8N4tS86FexljTprwabCXLstZpOeeCbP6nb0dIyZve+CZ++12/zc/93M/Fe2KSa2hKXAKWH7c24Hd0lGmatZ8lRFO/A0LGVsrxM52zNDUsoT8LbVpOKRXp36Idm4eNVHbZ/mn1i6er2wzZ7qdAEJ2gi2MhEQR6tYsq1VLJ0LBwyqkE1eVwxLZYVICzEoFmPHRY9zh4f0FrgM6m2Q0w6WYnkj2LG3vmOPuuDrbXee6XdshNMnMLPP14zXZfsjV3+aHjt96+mQ7FT0F/f//jTt+Eqweu5P2v/he89I4/5/D6KWTaRZZjcBOPP/2JVkiSYsjnn7LOfUcHVNF3dkvJy/74Pg7beV780z+K0n3ObHU5t5PMnLv1cH7UZb4TJDmEF6RKo5VGS0miO2yshQfz4KEU7ys2hjmD4vKcdC4N82KTw8uOrEuIHuoiTPLeYyNo7aZrN3AYGynHtcVagRCahTxne2uMcwuhZ4iwBNmQ2BddAtbjXY3xhu6SZlQPGVcFtalDqs/EHjTGIWTo/ZKmOVorEpVixrAwt0SedWiqt5MkaSfiNA1pwKYAtSxLzJfO46uLSKzXDv/VHarrggBlE5VoFRSG22goAvlNhNnSlJOgOn3zi27m7i/d3abpIiODX//1d3DrH99KWZa8+tX/iJ//xZ8H7/nn/+xHOXnyJGVZ8tP/6l/xIz/yo1hrectb3sIXvvA3CCF4wxt+jLe85S3ccsst/PIv/zLPfe5zWV9f58UvfjH33nsvv//7v8+HP/xhyrJgOBzxoQ99iP/0G/+JW2+9laqq+Cev+cf8/C/8PH433Xk/2x8Emtiuv00ICFMH3hPWT+ppwLcaZVKFuq7mek1L+E87uKZSv9HCK8uSPMspR5e7hHqMORYghvWe0PZ6MsDnRxlFNesQRJLhzT4cbiFIndwzrUgHx04b7n7UHcv0jfDNjlA8K31DL7OsbickKtA8h6W6pMry/ez5xvGAkm3UcurIMf7wB36SvvP8m7ELNV7FiOL+v8Z+4ZMhcvQOIxUPHtzktuduTA4WT2HYcfzpS87wXSe2sb/+Xq5+/U+xRXAGux+T1Z2cxa5hpR+ost6HlBk+58ypEec3BzzjGUcQcsyoUJzavNS6lGBdWTEvznPooCfJQ3FiUReMqnKqVe0kLy7a/wULFFIHtmZUjOilPfr9jNMn11haXqDby0mSpC3iCw5Go6ShdiVDVzEuR6HuJdaBTHqGhCZgvXyO+e4iWiakOuPccIPl5WWUVNSmjvNgoHPP1LAgkCoA3mJ8aX07/NCRp1kkbgXV4jQNaTulFDrR0fmFxUQA9CMTS0ist3z0Ix/hlltuaR2LEIKPfvSj3H//1/j0p2/HmJof/MEf4o7bP81NL7qZ3/yt/4eVlWWqsuAlL345r371P+aBBx7g9OnTfP7znwfh2NramYrCRBtNAe3n3HXXXXzuc59jfn6ej3zkI3z1q1/lYx/7KAA/8qM/yh2fvoObbr6xTY3NLIJ8iHKb/kBtjcm+ozSb8prUt7ipm2TXuHrfdqgMDdNcm+qSSmCNQagJOaCR2G/IDgGfjBGYCRHa2A+YX3wcY7mgTRhhUd5DhqI7YwVntjLsriucPO2FVF/6FF3R4R8svZQjnaupfcWDnEayd7AlkNaX792/ueZZ7hkWuobTm+k3Hazvpo7FrsF7OLpcUhnJkcWStZ2U1e2EygqqWu4hQVzInm7h2cbzRT1JYUjgR0rXLspk3qV73YtwVz2N6qufww02sSe+MnEq+1HHgK9fNeL6L9c88Cd/RP81b5naYZJ2sA42RykH5gLQ6X3C5oZh9ewGc/M9Fhf7SG2oasGD57uM60vrDCmAniqZlxssrViMLCjKIBJZmRrrZuU+9mZHYg8W2zChHKNizDgvWOr3WVhYYG1tm/X1LZaW5+nkOWmaIJVASY11Glc7hBdYN8EJnAMlEpQU6DSlm/WY7y7Q786T6AxT21jcKFp8w/swwUuxF/3y0cuquUsjM4ieCp06aQorAy5mrEUDdRUYWGmaRtzLIr1kPB7zwutvAODmm2/ijW9848yK+2Mf+xgf+9jHeeH1L8QDg8GA++//Oje/6GZ++13v5k//25+CEJw4cZJvfOMbXH311Rw/fpyf/dmf41Wv+oe88pZX0gg7hnTXxLk1QggvfelL6fd71HXNJz7xCT75yU/yspe9DOc8o9GIr9//dW6++aaZ1Ny0WatwwqOVpVVM3rMO3B9HYaaAcvffYBrlCU7GtqB+s1hq05kitkRo3uKDFpqOMjudPMVZR12PSLPHMZZLtmnZ8doG5xJsss5In3EzyeY2t9gbSGSGFJKUDteKBcQ+izMj4eyBR39IhQggcaI8RX3x/S/HxrXk+LkcrQJTSQBXLJYcXS44shAczdfOdjg/mqSKvPcUm2cYnXsQ7yydlavorlzVNhESwGsqz02157gSdD081Xr2Q6vkwgHyF3wf3nv+8q//D9oDXMDueuZ5XnJ3gtteQ84fQArPkYUxW6OUYaXo546D8w4pU0YDOHVyEyEkR48dpDcnOH1yB+/g7PaldoYMrK++GDGvt+gvloztiKqu2+ikXVm2Nj2ZTN+LoVZFSIGpLN5ZalthjKHfSzh69Aq+fv9DWOM4d+48zjrSLKXb7ZDnKQKNFKFLpAixH1oqsqRLrrvkSU6WdsjTDolKUVIxKIakaRqjE9mC2g2DKzhf355y2K7wz1iAD8kZNthuE6mk++yDkEiqukIgSdOYYqNJIHiKomgdS5ImCIJs/uf+6nNhDJ0P7X8b+JOwQv83/+atvOnHfyzQleMY/+Vtf8mn/uJTfPwTH6fX7fF93/cqyrJgZWWFcklYbAAAIABJREFUO++8kw9/+MO8613v5tZbP8hvv/tdaK2iM3UUxRjvPVUZlJ273S5AOCcheOtb38pP/OSbMcZijSFJE6zbR6UbkNIhXCBFWCtRyu69k/b1GrO3hYhT1HQdkW/r/SMdWUDT0hohQptuIVDIlvVmTLi+UskgAeOhrmq88yQ6Q4gC5wRSPu5YLsmah7tRiU2U49jykPOjnI1R2qZ0hJRce/QW9IkaOaX1pHyouzAi/C4ITmXYEZw6+GinwQTrA8364Ftzab0PK6bKhPHQylFbQSeFVHu0tByYq9kpFCaO49aDX2a8/hC+AaVHm4zXT7Dy1BtnVpwHPRw0D/NQ7TIhBOvLl5Z6sQqQEl+OETGiu/qAYVQ5dgrNoXkQVvHA8W2Kcc3BQwssLGYoZairKkwwRnB2O79gWnz63ObEDgvZFvl8ycgMqWw9m3vfc5z9D9zWhUS5eKlCKqi2JdY5hHKkWUKv1+XgoUVM7RiPS4bDgo31TZJMk3dTumkfgNpUgAhRSmeRNMlIdIqILW0RMBqOSDsJxtVor7AmXDeldMuWak45YCKxEj2F7EUHKT959mHHpvviJyBz1dZ+NBYKD7M25TTNDHNRCLIdJu8xpm5BdQBrLK98xSt429vexg/98A/Q789z5tQpdKLZ3t5hYXGRXrfPvffey1133QUC1tfXSJKU173udTzpSU/ip37qp/Dec+zYMT7/+c/zrGc9iw9+8IMR7Jdt+2ERJ+pXvvIVvP3tv8QP//AP0+v1OHHiJN1elwMHl+OpTjcAi5G48FgvcF4inEfJRmZl790w+87JsSZtikP0GWARPxW1QNN6WkhQKuYAfMBRpJJYLLK5n4zFCRGYYzak/WpjSfM0XIP6cXXjC9q0R/c+PKwhrys4OF8z13EMygShw809qiRL2w61j4CgVfC1o5qFgScxnjMripOHNe4RKIF+8+3bdw7WCUaVYi63kc4Lh+Yrzmyl7BQSUwwYrT3ITOGYs9SjTcqts+SLRx7xZz9Hv5yP86cX3e/6v10EBN3DhzmyVHPloifRKUuJZy4TrJ4ZsLk55MCBBY4eO8CwLDk3cByYMzhfs7SsOT9SjKtLS4H1RMF8skU2P2ZYDWKnxwZD2c1vYy/NrbUgIxKYTDJGeIH663yNswXGG3q9jK2tLdKsh0eQZJLFTo/F5R472yO2zw/QiWJhfgXjQ5OwbtIjUSnOeAbjEdZasiyk0oqyIOlJKlOQ6qRlqYVIK0jbh+ojESnIKc6HNFt688Gwwv/02mzkkkjymw/TefHkejvvWufSYDjNOkNr1daZGFO3QHUdo75QqDiJ8pxzvOIVr+Cee/6Ol7/se8N16PV4z3vfzStf+b2853d/jxe+8IVce+21XH/99YDn7NmzvPnNP9EyQ3/xF3+R8ajgJ3/yX/LjP/7jvO997+OlL3vJ5Nq18384yVtuuYV77rmXl7/85QB0u13e8973cPDQgfZ+n760gV8QKNoQMBfp/VQL4wnba+Z2aPAPJvuF7aElxKSvTCRvQJvSk41oaRyrRtzTOYdOAnNMJBJrPNbYSAYRrJ1b4wnHrqAqa+qLETL2MXFZks7/g9szn3Wt/+MP/mZ4UDyx+jZQ8pRWWKfYHKcsdAzjSvC3J+e49qs1x87YPQQMK+H25+QMu995dSHfXvMs9QxPv2JIqsO9NCwlX3xojspIhuceYOvBL7NfRXL3wBNZvHq/zpCXao7/vPpG/DSM1DzJ8bY+vJ7yfXddwZFb/glPv+GZdBJaGfTz58esrm4y1+9w8PAcCM/aQHBqKwE8Vy6WzOc1ndRwfK3HyfM5F3YsnlR6lsQqc0tDxm4Hs0/zsok0SmBYBVHF6eOKmX3DZKHaNrxz3T7z+TxLc3M4WyFEj431giNXLAQRyNpgvY19TBK8V+xsjRiPSpZXFhiNC6qyBhcK/LI8I0kSiqJkPB4zGo04+l1XoKSm35lnbXUNEDzpyU9GK91K3TeU4yRNsN5Eam5M9RUWe882fmjRcxn5dSvIPGiIZTFnX1VVWyw5TQ5o2+zG715VVfgMY1FKxhSOwJhJ4WYjDSMlCOGnJmgxqUBn4ryUltSVabGHIPciKIoSgCzX4Tiuubn2XnetdVtIK4SgqkM9jlRRb8zPNnJqsly11TRq10J4EnXhfj3TIP80o2vy94lgaQvJexGLWEOay1qHtWZSyyUhLA48oUWDoq4t3nmOHz/O2npoT42Aw4cP8A+e9bzPe++f/7AnuXtsLnXH/xnMe2KfinARlJIzfG4lLIfmq5hPDsWT33iC5qpVi5yaF62Azb583KkAIBiVispKtLKc20nZGCRtqkzqJFZQ73IsQiCTy8/dTswz33H87rPezlv+5m0MU9NsBgeZETz/K0s85ewCz/ih7+eaZz8VGeXmi6JmfW2HsjJcc81hOl1wrmJc2Vg8pxlVivtXuxxdHnNgTjCuLv6oCARdduj1C0o3wNgJw2jC+vK7eoj7lh3VMBYb7GBSYyBammijPhuA19D2Voiaw4eXaSY/JR14G7pQitAlMoD7hm98/UHm5voce+JRsjRFKhXk8U1Fp5czV/XZ2DhPnnYDJuMhzQKgD031/UTpN6Su/J55UeYK9ZzlsGoWChGl7puK+wanaZSRJxiyD8C+iD3pRcBWIIyRUjr0qZeSNKUF950NGmRNJYFUkkTrGOXtqjSP4x16wjQS/R4hVGTXBU0x54La8cw1FkEmqKFFNxFXkONXYZGgVbguXkwhH7QOQUmLsY0QZ0iLSeFoS/fjwmi/WpfdsH4474DptaxAF8kG8Z50LqhC6yT2wxTN/dR8pxgRE8bdOcf8Yp9zZ9fo9jt4ubvT4cXtMeVYwMcGSaFfgdY6hPYmRDAOjyLcdFo5lroV6y7lc9elPOu+mm4ZrsTZFcWXn/xoqBvvWqm0Wx7d9FttBdtjTaI8g0Jxdnui9psvHN6P7gQIugeOPuLPlCKQBvr9Du+8+d8xrgus9WiRUGzXnLv3NHPfs0Rn5SDgOXd2GIHoUPS2tNyh081j/YfBuZrKwNntTmR90SoV3Hu6y6C8eN1KLg1dNUCkZbsahgmmF15MWFTT+k1CiJkprMFUoGmB23SmbJp6QV1rxmPFwmKKTjSDnTHra1tIJchyRZYrZCpIkxwpNFvlkOWVJUCwtbnNocOHgNDXpawLlFSUVUWed8h0Hl+XVGWJ97HN8VS6Chr5+3A+wssYLdCmb5qJTakQoTURh/eTFFgzLs0Cr+m86Ka+LwTMpal+tzY0oGrGQmmJbnSzHFSVwdRFGx1NJuvw7FdVjXMh4mraLoeUGFHexc1c7wZbaqIra2Urnd/U2wSnGcVTW1R9byQihENKh3NT49WcZAPQ73erTRd3s/tu9DFZJpg4QxHHrUbr2DCt+c+DIDZNI9avECjWQgi2NwckSUKn2yHZr7PrRewx5VhmgEchplZM8eH24J0LYCGOY8sDcp1z3Pa57XkKbcFJHjUcJVWeg/M1O2OFlJ5D83WU/390K+qdh6+fyzmxke2p7xBSsXLtDWx87a7QXyWe5+I1343OunEvjxaGxZ6jtpKdQuH8haPBudxyoF/HiUKipMLYinE9okosi8+4IjBd1AgtU3IdGmEJ6chzFcUHDd4bSmMpKklRKwZlEtMUnqKSjMrskpy3Ep4u28zNGwpfRdZh4xjCROmJTsIHYoicmUiaaUFMJlcmUu1CBMpwI7UiZcpgpyRN85jqGDI3N0e32w8FfKMRO1sVxpSkWXAa42LMoSsOoFXC5vo2Dz34EEeuOIJQAq0SpFAU4y3m5+dDlCECPbWhpk5W0LMgMvG8paStg5BtWobYmXFqMe79jIOa8rlMsKjAc5I+FPqF4zeFmb4tbHY+RDhCitbJKSXpdDSj0ZjRaEyeZ+hEB2flHEVRhQZwsUalruu46DAhdeSIaSQmNOsp5WZPI2RZt/NJg9P4aef4MCYALS1WEKPKffrHPEwV/8yOrVOexmd8ez/NdJuMdS3h/MJzKIRuFzZNvQuEqPLA8gqnz5xFy4RO2rvQmexrjynHAsRVTggFmx4LRCkDh4uTAO1DvlNGby0E5lEdLc+RxYprDgYKoBAeJWG+YxmWPYr60Yxagu6WeZiIOe0tcvjZt1APN/HekfYWES0jyKOE57sOjji0YKiN4/han9WdC+MZndSilQdCT27nPWVdU7ma0lQIUaKloqNzdKJIU4GKD1Fta5SvYwMqqKzkvrN9SiNbJhuIPXVND2+evq5YSEqyjqMo/JSDmKQobBOFCBGZOnFxQ9wppj+MtUGmPVZOC2SItOPkmiiNVglWhtWQcwW1KSCVSJmTdyDLeyCWMMZx6uQZBsMhK1fOsVVskCcdFlfmGA1KHnrwBAcPHaDb69KwvDqdTquTVZUVg50B/f4c1tk29dOy1VyQxAmy8cFZBDbSdAFxk2qhjRqa7bMr7wnfafLagQ9FJKJN90ikaupEBN5rqqoCOdH3AsjzjNFoTFGUKGPA04pJdjqdoFpNiDiqqqapbQsTcmB++Sln6qMAZJicY3uG2PgsXMKYwuQCzqXxVniUnKUbz+ztp1SNm9eNA2n/3efw8X+iPZ+m62gjUWOYtByIMv8+LgF8s09Id1577VM4c+Ysx48/sPeDLmKPLcfiQxg8AU8nF79p2tOmJURYgeXJpTIiPLl2FOZbox6sJCz3DFKA0pM7ai63LPdqTm3+ffCKb70JIUj7S7u2enqZ4cjcgOW+iREl+EuSoIzHJfRn10q3ha+IKJroBNY7KluizHDShhZLqhRCBmXgfua4cmnM/at9Lv/aeTqJpy92WF7WGFm1q/s2amkWKoJIV2Xqc2az5tbZQP/0k1V6wwhKtCZLEzqZRgob2D7eY1yFMSOU6qLREaMRDAZDzm9sUdua+cM5YzPE46ltaLjV6fSQYom1c+v0xyW9fg9BaDNcVRVlWbK9vd1iI9NRy+y/Mc0iHE2UUpYV99xzD4PBgDzPeeYzryPPO+2YtNkCphTHdwHTzUvfFBLGbWJXK95Gbj/oYRGdERHIb9I7gayjlKLTydtoBQKNOstDaquuaqrKhULTtoYnXGfnfZuibD4zMNSSOHHHc7TTKeoZT9pGrmLq96kv0i4ydjsZIN4Tsw5IzuTMZMzE0H5mQxgTqPa+a7TRmGKUTVO3iU4o0ZojRw5z7tw5LtceU44lsFhse2M474K8RZueaDx84HrjPVctF5RGcG7n4oVxl0/Ku3SzDla3E+Y6Bt00jPOBEr1dPNq1M4/MlIQr57c5shjGPICoISU1FeeTKI91IqbZYnppCi9ulFy1UCRSYaWlNg7rHEVdhbbFPuSgpRRoKalFArUk09P9LB7BdxCwqIfMZYYkE9T1BJAW7UPeTAATtVwRq9y89yGVFfP0xNRLImRIRxFFESPdONEJKu5XFCXzC1lgY+Go6hIl56hrwelT56hdTT6XkKUZ1hmEkThnqV1FqUpG45qtjW2WlpY4e3YVf8ZjrEE9JNna2sYay4EDy60uGISIJDw3rm0qZm1IRTUX5LOf/Syf/exnqetJde4nP/lJbrrpJm644YZ2DJroYNp2X4IGDwjgtGwJDLtjnYC7uLiyD6k3a8MEmaYaIYJib97JkLH7ZEO7DRiQbOt1mvvBxQjMe9p9vPMz5IWyLCd3YZvam1S3+4gdzX6pXc7mQtunopTdS5EZeIqwmJCImUFsxqyJfKXU0Db59oCL0Y1CaBWiaSnp9RW1HQApB1ZW9p7rReyx5Vggxogx6G7Sj9O5Ue9jn4fw90Ra+pmJvVouZILKfCsneMGZrRTv4SlHCrTyGCt4YC1n8G1yLN7W+GKE6PSnUlmP3ObzmgPzk/SJ94Lzo0aGJqT6Ds5VXLlUMhgrHtrIGUeJmp2x5vxAsdQLFEolJZnOcLmD+KyHfh9xcov5eCUkWZIgUKTxyRxWCae3OlyODE08KEuditwN6M3DsBpT1BW1bbpUzk4BjcZWSL8GINU5j1Ci7bAo226VGuEVUmqU0lgXEheJSEhkD61SrK3IsgQhUzCgVQfn4OSJM4hM0OmFY6URiK/qisoUICBNMsrCcvjIYcoiKHivrCwjpCPLPUnaw9nQzGs8Du2PgxNxbbrJWjfVATLY7bffzu23375npOq65lOf+hTOOW686ca4kJ+OTCfiiTPbfEiHeS/5tV/7Nd7//ve3DcJ+87d+kxdefz2rq+e4+uqr+Y3f+A3e/BNvCvs7wdOf/kz6/T5CCBYXF3jnO9/Ftdc+CbzDOmKRpYtOh9gXJgD7VVWRZWmQfXITLbfAGpt2aHKqVfLEmshjGudoyBpNRiT4nAmGRny9B3xqDyrabWLq/7SjNoXNeU9bog/xe4oYJWo8NsrqRKxLTKJP8BT1acAzGqbgulyuPaYciwC00i3o16wkBWBc4KM77/HWRWG9cFOlyqGkn8q/PzrmvGBYKSIWjCM071IyRDTfKvPOUf7Nx6jvvStskJL02S8le8ZN++5fArcngi/pwDt5Xu25wfg96mrd1KBiusLjGZSa42s9jBX0MssTVwpW+jVKwlxm6GaW+850GVaKcS05eT5nPt8hLLQEaZLGMN6DF4ydp7aBSVTawCYSKqxEtdSAZFhpvna2y7C8XEfpWcgdPb/N4pLC+hGjakxp6lAQ2S5a9pkfpirXlZIkWpFITaJTtNAoMupCYmuB1AqdaTqZjhOqJs86gXorSzr5Is7nKGkQMuXMqQ1IQOU+pLvSPmbs2B6MWVyap9PpgvCkOseOhiilOXhonrKsGI/H6ESQdTRz832ytMv5jQHbW9vkWadty9t0UWycdvMdx8WYO++884Kj9pnPfIbnPe+5dDqdmQm6YYLNjjDgHQ7BXXfewZ//+Z9z52c+TZblrK+tR4kc+MAHPsALXvACPvCBD/DmN78R7yVlGc7tQx/6Mw4dPsjb//0v8Y53vIPfeudvgpkURjfATyvSKGQUIm1AcIlUllgjuifCUirIvwS8buIcWqwn1tS0greCNgr13uNwLSaDaLCO2chlUk2/OwW495zCgsbjXCAGNL7b+QnughA4K/BOTZEtZLwGsYOoOR/w0KzL9ubogtd0P7toMlsI8VQhxBemfraFED8jhHiOEOIzcdtfCSGuj/unQojfE0LcLYT4ohDipVPHSoUQ7xZCfFUIcY8Q4nVxeyaEeJ8Q4mtCiM8KIa6ees8bhBD3xZ83TG2/Ju57X3zvRTlxzeqhoSy2QF1DZWrwFTlhjxknqK0kUY8gT/ItMClC+mt1O+HrqznDUj2iFM6lmvee8W3vo/7KHaHhma2hLqm+8Amq+/9mz/4W+N2O5NOJ4LwUrEnBJ1LBf832OuWtcUJZB+aRc57zQ01lQgvh7zpYcGi+RskY6AtY6BiuWh7H1quC2ob0mG3Uem2Y0CWSRGoUCuElyksUkkQmqPifFJJBlfF3p+bYvkwJfPBk2rOSDejlkryr26e8rT2ZWgFOp0gaNpQQIYIJkVZKnuR0dRfKDsNNiXeCTl8iExgXhs31gu3zNVUBzirqSpLlHbTuoGWfJJljZ2uMdY68H4oOO2mPXHdZnF9ieXmZzY1tNtcGuEoivWZxcZH5+Tm89/T7vdDzJO8z2PKcObXFxvoO8/PzXHHFkak2wpObbTrSd97yd3/3lZn0135W1zX33nsPHttGKNNMqmb4GrzFR9bXydMnWVlZIk013juWV5a58oorMMbw/ve/n1/51V/h5MmTnDhxkqo07cQuIpvrxptu4MyZ021xZcBHBC5qd7V1bd63jrMsq5iGa5SOZetwGmuKK5uOk9PFjIIgBqqknmXVxWhNROZdy0qdvgenP2f6I3c5tgkuMnX/EVKtjbMOXT8FzkJdO4LcywT3axiJ3jucNzHiM+AdXoyYXy4ueE33s4s6Fu/9vd7753jvnwM8DxgBfwL8B+Btcfv/FV8DvDm+71nALcCvi0nM+wvAqvf+WuAZwKfi9jcB5733Twb+I/CrcdCWgX8LvBC4Hvi3QogGAf5V4D96758CnI/HuKhN1xOI+DpUmAqMjZWqSlHUmgc2unx1dZ5vrPdiCubRt62R4u6HevzdqS6nN1M2hgluH8mZb5aVn/sQ9qF72JP9tjXV3bft2f/vFJwXYKYegFoIjivBqV1DOCg19692ObOpOb6asTEMBIQ8dczloRrZEyIQYz2DQrAzli2lOTh7R1VXFFVBUZdUdRWdTMDPNCFF1ku79LIOnSSnl3WxLuXE+U6bWrsckwIOz5WIumBpOTSMSpSmk+R00pysbRAWfpSMbW/30dqXUqKlppPmuDrB1IL5FYnqlVRiiNVD0r5hblnT7SfUVVBdPnniTAsMSaVJdM5wWLGyskQn69HL58l1l1SHhlrz8/Mce+Ix5ufn2d7a4eTJU6yvrYcoRWvm5uZIkoTDhw9x9Ngxrr76apaWljl9+gz33HMv0BAPREtbDSQB1yawBoPBJY3fYLCD94Hq7eIKeRIhzF6NJrvwspe9lBMnTvLsZ303//otP8Ntt92GB06dOsnq6irXX/8CXvva1/JH73s/WmuSNEagXuCs57//+Ud49atfTZ4lqFjtH/rAaPAKUFGef1KfIoSImGxcZBpLXddY29Cnm3MWM62MEZMJWwqJlCrcA7HfSQhOmr9FUgSzgL1v/90Hn2E2Spmu9WkctfM+Sv+EiU7J8N2YTH/AxKEImjqYWe2yIFZ5+Y7lclNhrwDu994/IAL6OB+3LwCn4u/PAD4O4L1fFUJsAs8H7gLeCDwt/s0Ba/E9rwH+Xfz9VuA/izBy/xD4qPd+A0AI8VHgfxFC/BHwcuCfx/f8l/j+d17w7MXEsTRFTS52XFsfdjm73WGxa0i0Z22QsjPWU+yO7wzzcaX+7TA33KK+7/MPfy6jnT3bHlCCah9g0gMPScGVM5OrYGOUcX6U4qMKK3hWejWJjlpLLjwkpzZzNoYpy90CHdOSUgSZilE5jvIevsUtTG0xtSHLM/IkJdNpmDScZLvosj7osDVOufxr65nvGDI7oL+gkSq20JWKTKehX4hK2snWudBbvvBVVPCd5LEh3I8myuijLPmCpIyUaWMdAolRHqegkyoWluboZHN84xunGRclx48/SK/fJc8yqqqm2+kjJFjvET5MJKFTqsUYy/z8PEtLi1hjGQyH7GzvsLp6jrqqmV+Yx/vAklIqkArSJOXQoUMxbRPpv87FFXhg4dVVjVSSfq9/SSPY63fw0aEE7SwVV8+htscRIk9PxB489Pp9brv9Nu68405uu+02Xv+/vYFf+qW3s7a2xg+87geoyorXvvb7ectb/jVvfevPtOP7qle9itXVVQ4eOsjbf+ltAbwWAiFjhOQmOIlUodDS1aYtBi2KAqV6wCQqaZyNtaEFgmw6aMbr6axFadkyrUJ0KlEoJpTl0CNFetXOS42Tnn5mGkZac+w9DmUP+WHiORp8qv3dTzAcKUVIM8YbdTe+5ZlggnsWlZdgl+tY/hnwX+PvPwN8WAjxDkLk0yTcvwi8Jk7+RwlRzlEhxFfj398e02P3Az/tvT8LPAF4CMB7b4QQW8DK9PZoJ+K2FWDTN/SPyfY9JoT4CeAnAK688lArl+F86E+Bh9KmnNvJ2SkTdsppJc/vHIfyaJg99xBIRZtg3mVyea+A5KID7f1MxALhBpnfN2cX1krNUCcqaI81NSDGmqDg6mFUapa7DaMqSO60dEoBzkFtDKYOrXe10mRJihQpm8UcWoIUjhMbHcbmkTgV0NJzoFNQ79SkSzmjocfUEt0xGG8ik0i22J2LjamkNUg1xdCJJ+68ozQV1oc+80KAsT409vKxZ5B3WGeojcGnzXeXHD36BIw1bG/vsLm1hbWGhx48idYJS0uL5J3Q/dHh2Ty/yebWFgcPrwSVXqHI8iCvjxecPn2aTidHxp4rgf0VnHVVV21KKmwT+CgXoxMd2WGWJz35ySTJJy6YDkuShKc+9cnxVRRRJESNDbAN4OXUJBfTZFIJXvTim3nxS17EM5/5TP7gD/6QUydPsbq6yvv+6H0AnD59mq/eex9Pfkr4jA9/5M/o9+Z485t/kn//tl/i137tP+CdDY6NEA1LqUNk4xwyqgE3PWnquqaqSvI8j6zFcE5lWbYRz3QqL5QteBKftEShJhoJGIfEyxAlNCzBCag+VdA4+fbtb81+M4Xdu2wSuzS4TRg37xtQP8L+QkbH1uA5zftmtdHslALE5dgl53cihvFPgA/ETf878LPe+6PAzwLvidvfS5jo/wr4v4E7AENwYlcBn/bePxe4E3hHc/h9PtI/gu17N3r/bu/98733z19aXmgf6Ia14YXigY05topmopn+eWybyC9UcSvIn/u9e7Y+x+ytQhHek3q49hIkh+ZyQ66KUCAYV9uF0azu5NRWsD7M29TfuITNzSGpTujlXfI0jSyohLlen5XFRbp5n/XREg9sLPL19QW+dm7pETsVCJL7bjwkzXLGow5VkWIwjOoxg3LEsBoxqseMqzHjuqQ0sWujn9ZmCsdqzDpLVdcUVUlR1xhn2pWl96HupLJ1VBmOvdcFWF9RuhG6K+gtZhw5eoBDV6ywsDDH6rk1NtY38EBVVpw/v8nhI4fwwjEuh+yMt9gZn2dYDAjy645ut4uK0iQQ8JDRaMzi4iJSyZi2Citr5yzWW5wzIAIVt9/vc+ONN15wBG+48Xo6nT5SaITQsWFeM9mJqKKg0TIUgWqpUVLxtfu+xv333x9o217wpS/eTV3VDIdDvvKVr/DlL9/NPfd8hbe+9a3ceusHoU0PCzrdHu94xzv4gz/4A9bXzwVlaF/jfY0Q4bs0TbCcD1FlIO440jSlqmqMMVE/zLZFlk2k06TTXWykFqIWNwWHROAoUnullIEC7xzeTzpg7r4nZya0Bphr9r3AZN8syiaFnE2abjZb4L3Ai4kjcZ4JpT/cxSGvAAAgAElEQVQ+ew32dLl2Oe/4PuCvY4QB8Abgg/H3DxAwELz3xnv/sxGXeQ2wCNwHrDPBZ5r3PDf+foIQ3SCE0ITU2sb09mhXEVJua8Bi3Hd6+0WtCUNdXAaHBjePO5L9TB1+IiLrsHdsBPmLfxB16Nie9/SAHyscS86jffg54uBNhdun5+Zeq4xkXIUKaY/HC8XpzZxBGdIlW+NJv5ydMmPHrFCYnMLkeNGj2+mxuDDPfH8Opbqc21nizE4P5wXWSay/fEylsUx75vWIJIFOz2LdGKs3MHKLcV0wrsvwU5WM6pKiLqhsHYQlRSNzEqyF+qLDcW53868J0cQYQ1mXocGXNdTGIpWkMGN2xptsjTbYHK1z/v9n782jLTvP8s7fN+y9z3DPvbduzaXReJKMiY1HWVh2jENiQ8AmEK+kV3doFklMGNKkQ5p0Op3VCzOsQLIWYBocOg7dKyHDCoGQDqQJwdjYssE2EAIIg2RLVqlU8x3PPefsvb+h/3i/b+9zS1WlkiVjyaVPS6uqzrjPPvu87/e+z/M+z/5F9hY72EqqGe89j51+jAsXLrCxscFwOKQwIgrqQkvrW0L0OO+S/H3V7b5zNZ+ntuOSkGNui4XgcUHaQTHIZu2Nb/wK3vzmNycHyn4VRcGb3/wm7nvjm9C6ROsKo0uULpYqPJX+nrGH/G+Y70/51r/+N3j1q17H6193Dw888AAveMEL+Nqv/fNdJeh94J3vfAf/9t/+2+598y/7xMmTvOtd7+J97/spMo4QY0Ac+2LH5JLcrTBWXC6tFTbeYlGn9hCdnhapVZeTTNO0FIWlqiQZtU1LUzc0TZO8ZTJOI0zFtm1pG4drW4LPpA7VVR2ZxZUxlMRZuQJTufqK3bWU5leUGL4t398rBNB97/lpId2ul+aTnsp6Kq2wv0zfBgMJ5G8GPojgHQ8CKKVGgIox7iulvgpwMcYH0n3/L/CngQ8geM0D6bX+A5KoPgZ8I/CBGGNUSv0y8ANLgP2fBf7XdN+vpcf+6/TcX7jRDxKRE2eiIkbH6qBle/ZUmUFf/Espzeir/kfmH/xXhL2tTGVieO/XY2+765rPuzXAd80D2woMsPoULsxpLarCR1ZqykKzMzdcnF4tuQn9+vG9Nc5PZXdvdGRtUDMZyOT6+Z2ShXuy+aMbX6UJuPmCydGAZ46LLQ5pUblkSCWFRkzB0VIZmeBufcuChtannY1Km5zEA9Uqs8cSk4xcV8tna53DFS2NqyEUKKBxDbWrk4lYDg6a0gyxw4oTJ08w25/x4IMPCsXaWkbjIdaUuDAU6Q5T0CyczKPorPYduHT5Eo+feZwYI2uHVp9IPIg5EYpWW96iRuArvuIreM1rXsOnPvWH7O1NmUxWuOuuuxkMBv3zD+zms02x6u+LGYeSwP+KV345/98v/3K/i7aGmPS5dFJcCMHz8i/7Un7rtz4JCh544A8wJsk3ofiRH/0RiB4fmiWygBKTRS3VUpY00VqhjcK5tpOGaeqWsrJdZ9j7Xum5rusklR/Aeaw1WJvcP3NFkJSYjVWYJMIZEVqw87ET8RQpn6UtRpdIIk82a7XcSuv3MYr8BfWb6oBSknRCiIk91z/cpgrVuSWTtaewbiixpGTxVcC7l27+a8CPpqphQcIxgGMI9hKAM8D/sPSc7wH+uVLqR4CLwDen29+fbn8IqVT+EkCMcVMp9R7gE+lx35uB/PRa/1op9X3A79C34q67pATtKY4hRo5Oai7ulVfxMo9YLf+jeMb9458LS082GH/ttxN2LxFdi14/dkPDkQo49DlFdMW0HTHdGtHPgFzrnMsP1qddlg9wcTrk4vTKxzwzS7kWO/Ys/JxFu8DHbKfbVxoq9dQLbRgWFUNbQdqF+5BnFuiqEU9GcjPFXY43xCQ/FFOPPgapVnyL8g0BT+N9UhVg6b0jzjdiF2wsZVmwtrbG0WPH2Nra4vLmJisrYyaTFapkrzutZ500fQ5ga2sTtraG7O/vg/XQmJR0DmpWiYih6oKnSscxGAx45Stf2QHYy2s5qGd8rGc/xQ5MzkC48yJzEyMUhQTyzNzK50ypJNTpAtoYrCbJxYNNwToHWJE3yRWCleSA6hJljAHv6fxvYoxUVcliUUu1ohFp+jSLks3HqqokBAH8u4S3vFGIoFQgRpWUBFT3fjqpfuj0JcR0bvLlm1GauHSc3fm84ntZumIP/jVfdz6gzRIaE/N3mZ8S+4QYo1gePMV1Q4klxjhDAPPl2z6CAPNXPvYR4KXXeJ3PAm+6yu0L4C9e4zn/DMFtrrz9M6T22w2vfGJTHxWlKIyhIHDnkYVMdjemEx8clYEXHptRmQaU5eFLoy+4kvAXaunVI9e9P8ZIuPQY/vIZ1Hgde8uLn8Z0fv7Bfe7PfaZXaSIjtUcxbJi3c1rvsNpQZgFMF7s5GrTQO4uEEwA4bShN0e3+YozUTvr8ffzoj11UhTMAmySIQk5GHh8cofUC8i+tEAONX0AtAPve9pSVyZjJZMza2oSmadne2uYzn36Y8XjM4cOH2d+fsbFxiDykF4LnwvmLzBczTtxxmFk7ZRBXuy30gQCWQeQOTJb/r6TiLlN4M1MqM55yYBT/mj7R+OTJLm0ilaoFOcbcbooxOzDmQO9FoVyp7vbuvEYJ6krZA6032c0HYvAdCcR7GUEoSwtR3BatM9R1w2BYorS0iVzSH8utvxidGIA5cdbskwf5IHPh3xEXYtSp5RSJ0QtTLn0Xy0upLGt09dW/V0qIS9eU6v4t/+rspJMMjiSVXuolf4MywPu8uvF1VyTJWwOmsPITSCXgsdWG9bFjurBMF4bL+wUb45aNsfTIWx//xGi+z7UVvWP+gZ/BXzotW21jULZk9LZvQT9BePK5uCKVbhgUDV41OC8U08qWWGNpfbvUo46YKNWJC16UlJUwrawpumSpk8q20ZrGtQeCQAwIEByDtGi04DPGWLQxxDZNbHuZ9VkeVGx8I2KKxhFVYNHWrAxW2J3tMCgHVMWAI0ePsLe3x2g0YnNzk3PnznX9/eFogHMt586dZ+PEKtvzy/jgGBSrspMOOWFoVPZVj6rbtC2vA5WKyi2Yvr+fM6qC1LLqKxVpHYlBlbEaa1WSphcDLxBqsHcBjUlq0QCpnRUVJqpkj5BbSDG9n8ia9OE2DwbGRPGWc+29J/iYqMOesrTM5w1t4ykriyJSFJYQYwL3JVhbK06Zbesoyv59ulwRs0xNr0vYYx191difRxmmPJCIuSLv9Jl6+bIlfTVXtINz1aJ707n0/cekmxi7xFIw23vqaeKmSiw5M2dgMKZGZhbQK4xnY+zZGCtOrjdszyzzBqpCsTMvkuzH88nlytU8cD/+4qOQbXiDI7qG+Yd/lvHb/9oX9uCegaVQlGFBMfAi/aMUpbHYpG7btA7nswuh+KY0rkUjEvh5QDIg7awsKaOVxqRZEAHEvTwue7Agys1aaUxpGVYDBsWA/blD6U70vDtOwQ4lIdk0U7O+sYr3nul8h8YvGIcJzaylqgYcOXqUxXxO07SsTFbY3NykOd9QLxaYQqPKiG/8E+JVBpjzkF/GD0QMk7QxV10Qt4XQcpV9Ip1W2k4yY2OKlKyUwrU58CoKq4h4iNkjReYvcrEm/1ZJzbgf5PQhooko5aX9JTZ+gql0wV4shL3zIoOSkkP2Y5FJfSupSUXKqqBeNFhr0DZXQvJH1gyLCc9q21Yep1WHjeSGVjdjQiB4kurzcku1/16lqjIp1Pv8oVMxdvAYDpxbpNWvM2Mpva7WukvoOR8doAOknphSENyQ2f7zieW6KyIGPlrprh3W8ceRwbps8VkYz8684vTmhKOrLZvT4vOqx/VcXu1Dv9MnlbxiJGyeJSz20delLT/7l9WRQi0oqoiKBqtlDoSgaL3Qg7uQkSKrD55Zs8DoFqN650HnPYGY5lZUshZOzQcvnrJKaYyRpGKMmJiVZohyFc08spgtqNY0bilI5z15CBGNpjIDRtWEqhhQtwvcrKVuFqig8U1k4/AhvGvZ2d1l/dA6h9YPsbY2Yj6f8vu/9xC3f8mtNFyhERV7qXuSGZbRBq17SfZ8NPP5opPNn0wm3HXXXYLjqL45kxOxNkrAayIxKurGoYDBoBDb5Db03kmE3CvraNG9z40MHQafYSudqMQ5ICtUSvIdlhUibeu7+RVQGIOA6EajfEiVh6idW2vw1lLX4m8vFUdfMfa4jyS4phHw/8B+NMWY5WQgmI8kloPUYwUdJTseSPKdZBAQ1fJ9y/hJav3HLIBJ50MkycOIGCcRdcVrWzPi8gXDkSPHrv7DuM66qRIL0GX57HMBSImfbvcxiPQ0kWOrNVv7Yz5zYUj3wOfXE9c1BiiBflv5HF4DFqyOA2WhKaikRZNaXS64Tno9R4qYehoRIYtopbqWa2YchdTjjknnTKXttjYmsYN00rKTuY6CChVsqoYcpSl6n4YEyGawWyiylkExYFDJkGRbNiyaOcEHNjaOJDKBZzrd47Zbb5MKyLVsb++xsjJmbW2Vnbln0c6FiXblSoE+6l5RN/867r//o3z0ox89MCj5K7/yK9x77xv4iq94I+RuQWq4eBeSC2aUIG4NxspvUCmFLaRVpK3BO/msxojZVwR0lPMbYuI+dY6TkejzOEHSz+owK1G/dq3rkr7SMRF7UhWWQO4YBMhXCbSpqoL5PFDXLYNB3/4SyrIQBKR6sYlqLCyxfqWE0M2lIKKQKWEaQ6dx1lUTGcxP37dKVOzoI9oYaY0mI5hM0yZVLDLR37crRTkgH4e8aPCJdp0wn7ZeZXcfhoNVSYxPcT07BLD+hJb0kTVkH4i0Mcj9bQHHJGiEGCmNozDZYvb5pHKtZe98uUzoX7H0ZAM9nDyNV5ZgMCodlfXkLjzIDm8yaFkftawOWirrWR20rA1bSnNQ7+jpLKsjIzVjdc1itbRqWueYNwv265lMzYc8C0G3c82x4MDmkxx4JLB676XtReyCUh5I0yaLpIqoZjWoOHx0jZXVMdWwIByws42pneSIUVGVg6QRZoRR5Z2wmILGqIIYEsOsbTHaYAsrALuDC+c3OXXLSUpbMSpXWB2uMx5MljZhCdZVscMWsjxLJPCRj3yED33oQ0+YvhfZ/F/n/vvvJw/uee9o6iaB+xHXBqqqQNv8O0wWxMjv9of+4T/ida97PW94w73cc8+9/OZvfDxVGolNF+m6Dt/7ve/hv/zqr6J15G1v+xp++7f/KxF4xzveydaWKPcSZbDTSIlCnkrPg4LynUiQdy6z7+Qxg0EltgzOdVVBViAQcF4STlmWnW9Nz35QxKiJ0Up7T2tMmpdRWhMTcy3mKXjVKxPk7wCWEkiqzsRvxXQDpp1rp1wkgv9ZBfjUMnWduoJ8doPCEoNi+7JmdfUwh4+ssb9/YxpwB343T/kZz+GlEJXSa7GNYoyd8ZdSitbbJJV/sJf9/Dq4qi97M/7Mg4T9HXANmAK0ZvDGb7jKo5dP/vXOaeTQqOX4Ws3q0OED7MwKPnt5ROvFY/7EWs2RSQMRWq8ojCSiz14ecWZrcJ3XvtEVqVTLyrClKDV1G5i3NYu2ToOBiT5Mpt2mnXsCQpd3pEAXuLpXTwwoaXkZrC7QGOmLJymXvNlpg8PHQNv4FHh7uXXvRHQzhMiwKhkWYwbFCFDs7OzQtDUuNhBUwnCEkrs/3Wd1dTUdY6Sua7wP7O2KFfHKYCJS/tYSF+n7WiIpSMUlr2e0ZlHXTyqb/9GPfpRXv/pVyfFRPl+WnbeFtL4yxtQHYvjExz/JL/3Sf+I3fvM3KKzl3PnzhORRH5VkAm0UIcjv+B/8g7+fEmCupQTL+vmf/7lEJMhaZZmRJVWDUkpslVUeUI2JOCFEAmuLzvSrLAvqRY0ZZewn4n2S9DFSMWQ15eUvPQLRyzXiiVgrrLQsrZ9rufzxVb6IrmihCbgusv02uagCSQKfLmzlNj/4vmWYW2EIMcAHuucDHD9+jPHKAIXDfp4n75/762DCByDjWt7LRGzP7gmU1nNqPcu0P7+utVQ5YPQ138rgDe+guOseyi9/Kytf/12YjZP0gKT8rxUcmbRJmfhaVYUIPb7o+D5HVhoqGxgWIpERItxyaMGLj08ZFg5NwOjAoPAYLSqtvvPNud57PPnSSjGIMyYTReNqFq6hTeB9YSyFNZ06bTddr3W3W4WkXmxsB9YfeH2tOtZXaUpG5YiV4YTV4SrjwYRCVyhE7JAUbOumQVs6B8emlgnvtmlRQGlLqmKIUVKFxBDZ2dpld2vaJbB8fPuzfVbXViWIIppjq2sTVlbGbG1uY01Jacql486tvj65oHO3U/FHn/qjG5LN//3f/4M0fS4VT1kWFKVNiTJLkCxNhAPnzp7l8OENylKsl08cP8aJEyf5vvf8IPe98c289rWv49u/7TuQOZHIu9/9rfzCL/wH+sFAqSruvutlXLx4kYcfeYRXv/o1fNu3fztf/uWv5mv//Dto2hqlFZ/8xCd47Wtey1d+5Vfyv//9v89rX/vaJKUv8zMgjp9lWXRT+XlDARJLMvHCJC2xuq57Vlc6dx1LLlWcMXhQHoVP910lYHEweCklqgbeJTabNikpHpyZ6rGb/hgSy2Lpq5UqUikYj1YgGrQuuXDh8nW/06utmyux0JEjlv6Ui9s5T9bUyTuVECLTxefX7+SLZSljKe58OYPXvp3q7jegKnGdM5rOrEsrOHWo4QVHF6yP3HVfLyeUvBPMQW1cem5Zn3N4pWF16K7YJCguTisuT0vWho5ReQPiZNdZlfaMigW28kn3q5GkYgusMV17IaRBSaX7GY1ctVhtGBQVg7LCLplBQc+uykuMuQasDtcYFSuMqwmlGWCS7En00DYuDfRpoSWHnn5qrUXrpJaLXM/D0YDjJ46ztrrOuTPn2dzcZn82Y7Y/Ewq0tcly1zGfLxgOh6yurjJfLICkvNzW/S45ZpA4zULQf+bpDbZMZrN9SMG0qspOzr2jIbO0HUi0pbe89S089thjfNnL/xTf+Z1/kw996MMopXj3t/51fv3DH+STn/xN5vM5v/SLv5TAenmRfOWEpdfOdz700Kd591//a3ziEx9nbX2Nn//5nyPEwLu/9Vv5sR/7UT74a7/WAfHZwyVrgcnXGBkMKmIM1HXTPTYnDdXlBZ1mWiQJFKUVu+dlZqrqE1OM4Fy2DM7EgHDgdyDvLv9ppZJgpoOuYdwnD9W107IHjE2EC9M9XvCYkHTQTGrNaba3p0ynnwejry/Glb7LntaZ6stOOKEr9Q9iZp+HI+Hz+epf+BUZlZ5hKTvQ0gZWh46LewXTJ3FsnNb2CcNgG+OGFx6fUljpCy//H2Lk3G7FZy6Oab2icYpF+3TskyPjYsF4pAjRid1wDIkRphMO1+McvSTGMjtMqp7CFFS2FLvhFD2M1hSmoDBpJxx8cruEto5YKlaqCcNiTGkHqChSIiFExsMVVqoJo2LMoKgoCktZlSJzogK1m9GErCvWgoqUZcna2hrDwYBHP3uaRx75LJPJpJN798FTLxoAirIkhpCqCieSMUs7baVIYpHiMZL1r4aDITeyhsOheKYUMkjYfYu5Elp6bG4Drays8OH7P8R7f/xHOHLkMN/0Td/Ev/gX/5yPfPjX+dNvfguvfe09fOhDv84f/uGnUksyhdfcTlJgUuWVj/vOO+/klV/+CpQOvPKVr+CRhx9le2ub6d6Ue95wDyj4i+96FxFhnuVkYYyoZIfoQAWqqkpzK+0BkkbWBOuB+wTGK8F0snZcjkEhaohGyAOxr9gyhXy5PdZdpekD5oQnKgB9EsosNaUEu4loUAawKOSaEpkcOtUCOUdyTZ5+9DFO3nL0hr7X5XVTYSx5xQTy+eAwWn4YfV9XlknWxIMiLHEnntk1rmQSYVYLvz5zyp/deE5cOh9PfpzThZGqD/BB8UdnR0u07Ws/f94YtmYlq4OWRWuZNZqjk5rxFU6eMYpm2NntIY9tDRMmppi3T//SroOhGqVBRqVR2lJo2wkvhnjwmun/2sua51kVayzOeBovFthiAlYmRlnd2TjUTY1feOr5jMJaxpOSShsKXRFcpCorJsNVfBgz0/vMi33mbkZrWpmrUYHWN9TtHEcKbLpgNpuxMpnQNg1Hjh5mPpszXhknAkECnI3uWmqrq6tcuHCB9cMTAYJDrlCSVpe2aCU7eG1lN3/33XfzgQ88uWz+3XfflYJpLx4pG7jkwshBVDP/qY3hvjfdx5vefB9f+vKX8f5/+n/zB3/w+3z4Ix/k1ltv4fu/7wdZLOYHthyZo6Ppuz6CLGiqqkQUhyNaGZxboJc4tzG3jyK0rROg3xYoQnItBaU8hTWUVSlT+R1VvPdjyUzApmlRSlGl4K2UJgTZsBhrhVKdGH6ShEI6GRkropdQkwMkqx5476kGFa4VphuSmzr7BpbjSn5eIiWJM4YkYZurLhU4/dnHGK8MKUZPPR7dlBVLrkSE4tjLTfT3K3y0uGA6nbDPx5IEJ1fKsAisDjyfA072LF7Zl66/iH3o/3695+0tRIzy98+s8sDjE+atwXnVJaUYRRts3hpOb454fGeQksozd+zTtmLaigNjYdL8itYiLa96gDd2P9SDSyRfSmmdaUtpCga2ZFhWUsEoi+7UG6Xqap0D2zJYkfmO7c0F7VwRnOLypR2qqkJTUBUjhuUKha6w2GRMJcGw8Q378z1mi2lihAVWVlYYVCXaBIyNFGVBWZRLunmB0ahiOt3Hh8DRo0cIPrC7PWVcTnqsyJQURhQHJHiG7vc0Gg15w73Xl81//etfR1lWFEVJWZYUhZVqIMalxNwnl3zTH//xgzz04EOJrQX/7Xd/jxe/+EVE4PDhw0ynU37+3/9Cyh7CopI9f+hfMC1JYD6d9pASiNy3fmidyWSFj3/84ygUP/uzPwtAURiMldZRiIoYNEUaQm2dpyxEcyxjKVle3zmZccrJUylFUzfEkBw4SRuSlFCCT2Ov6dpSiBma6kQjlz5I+hkpJGF3bUm9LKlDOoshPTO13NTS2U2tt/z5lIKtzW329qYcOzHBh+a63+nV1k1WsfQaRflLlt1a3mHIyZ67AY9cmhCRQPb5wlhmTZ9FyiKwMXbMW70EPj8b10EL1c/n+zTO0DiAyNa0ZN4Yjq8usFp4+We2htTOMEuS+vl5z9SKEfZrw8ZYGDNahTRcJhWHC+JHcqVfRb62TLakTcdkjGFABagEeEfaxC7T2nSRVIRSGyYrQ1YmK/g2srM9xRrDYr7g0UdPs76+znA4oKBiaCPKz6n9QgB936BjTWEGaGVQVlOVFSF4qqFhurvPZGWju+aN1gSnGY4qHjt9gbaV4b8TJ4/zyMOfZX19nVk9x+qiS0JS5af2kBYlXEXg3nvvgRj52Md+40DlUhQFr3/963jDvfd2oo+oRMuVs52qi6WkkFo6EdifTvlf/s73sLO9i7WGL3nhl/DeH/8x1tbXeN1r38Dtd9zOq1/1asTHfvk3q7s/c2tVkknvg9JjJkJE+Imf+D/59m/7DlZWxtx3332sra11LS7JASqRIASgb1thf1VVyXy+YLGoGQzKfDUQoki/gCQeUtzpvvPuutHdcQQSmK97+jroK3rzMkvUetdtbLx3idWWL2IgUdPlujRCCHE+vwTORfk8qo+Pj372NCdOjTHFPkPyZ7nxpZ6oiPnFu17+ZS+J/+7f/0Ta7QZc6oEao/Gx5Py2pfaaEA2X9irZbXuHe/QB/NYF1MYJwqUzxP1t7C0vpviSVzwNocXl1Yth32iL6WZcSonSdIxiCLa3sLjw+S3xJuY8tx/ZoyiLzocjhMB+LcZebTLdWvbNyMvkisXYJCEkVbLRVobuomPeLli0DTFqSlVS6Ql4i7UFa6urlOUAa0rOnrnI8RPHKMrse38Ray1ra6sE5dmrt5k2u4iwoYKgsLpgVKwwKlcZDUc0Tc25c+eYzxe89KUvZTwSy13BYqbU9S6/+zsPc+cL7uTEyUP4sODShV0W88BkdY0XvfBF5HkbnQJRCKI+bK1UCsELGWaxWPDpT3+G+XyflZUxL73rxQwGY7Sy9JFRzlbTNBL8ukQjbSAfewpufxHQJWrV4RQ56OeqJw9IJrAakgunBFOjFOBl1x4zaC7H7z3sT2ddMvmhH/ohzp09yw//4x+GrA25lIykQgDXelDync9m846ODEnvTRlQos21mC8wRlNVFU3TkAUhYQlnihFUwBbLn18Tou6wPaU0oc2zUfQMMCVjZTFmJZE0Q6NUOv9GKNMafMjzQ2XXVnvgD/6Are3znLgFUJHCTHjJC9/0WzHG19zo7+Ymq1j6kx9T31Mpg4+Wx7cHT5h98DuXmP3Hn7jqZLl/9AHq3/7PrLzzu1Dl052ZkB2a1TFVScsd5udXXjGqJAQa2ZkX11V6fYbekdK2XLq8xeGNdYweCoNKpdkGrQlJHsPm6iQlHpdNsJoFi6WEY7QRd0Rl8jCBsLh8QBU60ZKHBA+XL07RekZVVdRNQ1WWGGspbcltt9/K2cfP4ZxnMCoxrUEn1s/ADlEYtDJYCoILiYE14MjhI+zu7lFVVRegZHPpQdccO36IRx7+LKOVFvQuw5WC4WgN3yqMTVa6JBHFlCCCD7RBERIV21rN6tqYV736T6UcEslSNT1Q0C/BFnKSyJPi3ak5WCHHpadH+b3kZJSHEzuzMKUT8yocALSjMinR94OtqgP2Nb/yK/+ZH/7hf4Rzjttvv51/8k/e182dyOYiB395T6N0EsSUKm4wGDCfz6WyrZJyMprgpB0mCUfhUtUQkjPo8vkwWicNQxHH7JNpOgeAyknkis1tBvz7f/f4Ui6LM3TjnWys29bJoGzCm0/dchj0HhAxZnS9H8lV102XWDJ3XJbm0rTi3M6QWdMzN/Ka/eL7ri9XUs+Z3/9zjN7y3z3No4oYHZkMPdOFwX/RJpWnBvxfe11fPmg1OcsAACAASURBVPyZWkYFBkVLQOMRkUVM8osvSiLQJo00g6YsSozWtN4xaxa03nW75LwjdcHTKk9hRGvMd+ZggmEU1lDZguFwDGici7SNY7q334HJSikKVXDqllMCfgdHYUoKXWKUpdIjVJQWnHeBWMRO1Xs2n8tQZAcdJhte51HKcvzkIS6c3+bsmW2OnfKEuGBQFkQ/QCuhpIYYCV5wg0zNt4WhqmwX2ElU5JiTUATI+nydnn0HsEsFEBMZ4+AMS7ebh7wz7CLlwctA2kRmqUJ0rUOZZZHHpd19+otKni65GvnGv/gNfMM3/gVAJPQBbJr/ya1AiGhtCTG107XCWItrZSByMKhYLGq0LigKQwy5GiEx6dzSTJFOKsz0IH1SP85ipHTnKT1uKcF2PLorsL5I9vWRF1aYDtOV+aiAtQUmqRwHL26lYlJmiBwihJbon3or7KZLLNB7LewuBjx6eUTjn9hOcdsXwF9/2AvAP/7Q0z6ezFzZ6lREvzgTi1YkQU+L809sAPZrafeG0JRDV60cvP/zuUrrGVhHMV4lqoCLHhuDeK2YQphEOXlEKKxYMbQJP+nrlIPHG6KnyaY/SwisTzL78+mUzcsztDYMBhXj8ZiiLNjb22djo8T70AVPHyNGGwbFWEQao0JF08Vfa233PygWi5rjx46nt+379TJcV1EOh9x+x608+MefZu3QcUYrTQpIkbpxibEkcx3Wyq5aGEUp6Wnp4ccUw/tguBQRl5JKDoYxVR8h9s6UcflF6OH4dGe3fRf2lAx/utYd1MrK8ySRLqnpnNhyVkOq4VR/pYgduutTp2qr63Z0xxDEv95JoFaIlL9zomhdlmU332KsSkOu8lRjNM61aG2oKiOy/dELrpTOzhOUoNMRyWR9TpJL+NDSI+XzyTnqsRvBdJZZYNkoTZvePE0GOj2uhe3tKTE+L+ly3RUjTBea7VnJorVs7Vc01/BYaR75wxt/0ad9XAoXvziTyfIKEfbmV2JSkXEl8y2N0+zMzAF2V2kDLz2xx6LVfObiyjPM/Lr+KnTLyrhCmcC8qXHe4bTpPUkQILhxTnbySoJV4xuZe1mqMPLjUb2adpdaVJJtcQ2EKdVwhUpXtK2nCTXtjmhNnT93AWstkxXRX2ualrNnz2Ks5fjxoxSm6HSpMm4gOEhkf7ovhlTWyrxLjN38Ashmy6egfuToEc6cOcdnHrzMyVOH2dvd4tSpFbTSFJUhz7SEEMHRBfGm8SidvD60TvTcnmmk1BUOrB0ekn5GSz+lTiyyO0fyO1km3yXhfpYl/LMhWmL0driX0gbvxBZY9LVymM4BeOn1VB5cjIkSHFBKMJkQQpdytIooJSB+SArLUYm0jHcOYyShLxYNw2GVhD5lUyBCkDLS4JxDG2lHXhfzTriOUaZLcj5hU/n+bqPyhCZiGsZNdGofQudrA3ItNE1DWYlh2ZnHLjIaDRgOh9c/pmusmyqxANTO8tjmuJt3uNbSMXAjc9v62O3P2LF98S+1xISTc1/ayKlDNcdWWy7uFuzOZaYn3996zdmdAYWRduGfWGKJAeV3aOqawagkEvExJgaXBB8XZC5l4erk3NgA0t4KV7TAMkssD0mGJHQq9sYaFUVSv272mdcNRldoDJPxKocmG4yHqzR1y+VLm2xe3mIymTAajzhx8gRbW1tcunSZY0ePYrTlShJPDJHd3V0uXbrEnXfeSZ/mBPvwboELNZ5IcHOG5ZhbbjnJZx85zZnHLvOyL30xWgm92HnRpNc6Te13EiKRxaKmsAVBB2Lc5+KlX6FuzlMWRzhy5M9SFGsdlrGUVpfaN4kAEUMPJuRHR9WFykyr1ckASyfQOQP20qoyHbailRXMwihJLqUhKkkikX7CHWRwUuoVOoFGlMi0aCN1TI8BJQ6bNp3kfAwRpSPGgk9yNU0D83ktLL5C3qOsKoL3ye7YAjoRgQ4qUiy3ufJfsp9UCCHhfXJOA32bf1lSv9dKk7PnXeiGREHyUV3XAhOkhHXqliMs5g3aOIry+ioZV1s3XWJZHdQcXjGc373+lLC9/aW0v//B67+YNgzvu6qj8vPrmutgYji22nDLIeHJH5m0GO357KWMeQmWcnGvuubzP1/L6paNlQW7u1OqobhgBh8kaGr5uTe+pXENYhYVxNJ6uVWyfNSJojwqBhhtxWckVTqg8BoaRDW58S1awWg4xppSAH9jqFYqJisrTKf7fObhR1gZj0EpZrMZbdMwn80JMTAcjlhdnTAejYQOG2UifH19lZXJiBAdxhSgFM41LNptfJjSeIPWQxazhu3tHQ4f3qAalOzvzxiPJFQUtjjQeuk3yaqb4j979v08evqnCKGXAnn44X/Irbf+Ve6449sk0PWdnA5X6EJgwjLCE1pomXknKr7SvtNdUiE9t23bNPCcfFpirzYsisw+qfymWkfZxJbKCYoOwOhtzLPiceh28FJkiZClYBIQ28x1FudJIU1ULBYLkcwZDTBa2qTGWgYDEogvxyFJ1JOn7Duxzw5WSlNhSnfvrVWfNORaS+1FFOLxohM5gs4x0pheOLOumyQHQzfE2TaSUGw17zZJT2XddInF6MiRlZpL08F150Xs4VPXvC8CKM3o7e9GD1ee+YO8aVZkVPYc+9IGjqyIRP7DF8fszLOt65/8cRkW7G5fZjQqk3mWwkVRGTZBAqjzjgid731mgl2rPZqpxqUtUWhKG4hBGivBw4IWnKFRDmtKVoZrDKwISgKCTUe4vLnJ7bfdxuHDh2nalk8/9BBf8oI78dExne8yn885d26acBjDYjHH2Mhtt5+kY+dGAeJFPl4cGa2p2NtsaBb7rIxXmExW2JtOWV9fF4teo3M/LyVTCXIm+ZdorXn09Ps4ffq9T/jsIcx59NH3opTi9tv+hpzl3P+KedJcdvs55HeJC9jc3OTrvuYdAFy4cB5jLIcPHwbgYx/7mGhvIQkkxEBhLMYUycirJWevoij4pr/yV3jHO97JO97558l6Z33ltOQVE/vqJAf3g0oLkZhZZ2nGRGvBo7QuUlUl9OvBoGI2mzOfLRgOBxgrH1s0uwJt21KqAqWLFGB8hzVBnyzy+zrXEkKgLEu0VkmWPx+XPFZ3HAlJKihhoBVFgeBPJLpzb9dQDSpJLK1nNGxYzB3N4nlW2JMu5yP7teVKyuNVl+qkWw/ejOxcFr/6/zD+C38LZYpn/kBvkiVS9wdvGxQBa64enP8k1qRacHi0S1msgoo0oU1tKw9eqMVWiWZYUAZrBNz1wdO4lsZLJSKUVyUNihhx3uO8ozDCxNEYmd8TqAJvFIPSoGlQymAoiEHaGCGIhkGdprYPHz6MUnDp4kVW11axpWE232O/3SXayOTwGuvjDawucK7lzJnH0LpMu+IEVkeZ5jamoGLCzpannrfUdc0dLziOMpGd3cDq2ipbmzu96ypy/ecqwacWSl1vc+bMP73uuT19+v/i1Mn/HmtXUnUnBlWZEaYS40opgxB15R2PHT3Gxz/xmyil+L73fD8rKyt813d9F01TL7HKVNdy7EBpDb2ScExAtpAOvMuWB+IyKSytHkNaFsTMCcU5JwKkpNohRNABcMlWWcQeIc+mOLQOOA+D4YD5bM5sNmc4HJCFJ3OF5pxLLcaCEEApEZXM+A9IgmnbFm0sVVWRdQ6X1wHtw85ZUtqA2ojNcwzQtqFT484sNbFViKlCa/HO4N1Tn9X7ohIQebLVOM3pyxWPbY3xTxK33OUzV00qeSkguhb36Kee2YO8iZbVwvhyaZMfIpzfrXjgzIStfeH6fyGWxIoZIbG0Fu2C2otkfutaEYskYo1JvveiJVbZispW0s9HYY1hUFZUVnavjc8DkQsa19C6hta1IuKY5gcUwrLKMxFbm7tcOH+Rvd0pTdOwWCwYDGRu6vLmJrP5jPVDqyzaGbWb40JLG1raUNP6BpTQb5UyGFV2OITQYzU+zojBouIK25t77O3tsXHkENE42WHP5928RQ6w0oJRdFpfSRl8a+u/EML8+uc2zLl06ZfpvtsU9A5gzQpI75HVC7QyEAUkz1IpTSOY1jd8wzfy+te/nle84hW8//3vl3PdtBw9epS/9/f+N+69917uu+8+zp47R3Y7EQaX4Xu/9z18x3d8Bz54Pvax3+Ctb30r99xzD+/4undy4fx5AN72VW/jPf/He3j7n/1qfup9P7X0aZIicJDhS5+YXULfDUmHLaB0kpCJUA0qYhTr5ixsGWPsWHvZ9EzpAqWyWZdaekc5SVrrPgF2ibNfOrUIWSI0ZBZYb8fcWzzkRNwTSmQjY2xNNXxyduyV66aqWBqvObu7mv51/aDlPv27T/6CriHsbz/9A7tJl4+KRy4NUMBth2tmjeaRi4NEK/7CseQWbcWeGnKonBFV7FwiQ4wCkLaLrt0SE5PKB5UmmX0XLDSaUpcELX33xjsWrbyW1TUq5t11gXcR76CuHbVrMFrYW8eOHyJ4mE73uXx5k6ZtOXniBD54Cltw/PhRfBAnQGEZGUJoqdsF09kuBCUBOe3opR2SQG0dCcFRz+HM44/hnJP2Wt1y8dwcjWZtbY0L5y4wGo1TLz8g0LbuMI4M4Hu/eUPnt2kvpr+lwAd9OycJXQowrpecG31XkXRtm0pIFe//Z+9nY2OD6d4eb3zjfbz97W9nfX2dnZ0d3vSmN/EDP/D9fPff+Tv8zL/4Gb77u/82EQG6v+d7voemafnJ9/0kdV3zd//u3+Vn/92/YePwYf71v/o3fN97vp8ffe+PALC3t8d/+uVfvOrnyXiQVhC1F+FRI/Rk7z1KI0ZhTrCtsixpmoa6rqmqiqIUYUtbSLutqRusLbC2IOKI+FTdZV/6mHCPTCFQLLfoskdQrrrycVirCQFcKxJCOankFmdmwpEICkobqoFH6+cTyw2sGwxY5gZOjSkwh295eodzE68YVapMItPa4EMWmfzCUq99VMz8hGOmRaFolcORLFwhtboEb8k/6jYByK1ztD57iicjJm07cLXxLYu2BmqRXbEWhcG1Ht8GFvNWWhLFEIXIdYyHYyaTCUQ4f/5Ct0MdDAd439J6AauJmV4rMwmtaqmbmuhkojyEwOYFCeqm0JQDjVYOVMmh9UNs7+xgC0vbNhzaOMR4PEKjOX/uoij0Kp182ZdZXPInQFEcuaHzWxRHyWwr2Y3n1pXvzlnWtCpyl1nRBcoDrdMI7/2xH+MXf/GXAHj88cc5ffo0q6urDIdD/tzb/hygeNWXv4r77/9I97Qf+L4f5J577uG9P/5eFPCHD/whn/rUp/iar/k6iLJBuOXUqcS4UjIwuTz30x2D6ujK8tdAiG0iBBhiNB1PwRYa17qEB0Xa1oloJZGyzFI3Ys9c1w6w2MKioiLgul9FZhXmcyEtr9BVfx1dmjzL4zDZ7tn5JyaVjvJ9ZRunAlV+Tj/HmzCx3NgqXvBltA98lCv7l8tLrR3FnHjBn9xBPQOr4+frZ1MXVPxTni1rMmg4NvFYa/AuC/wtk11lgt7nVunyJHgX/IR23PgWi4Uo2ExMlOXsgd64Bu+kNeFqT3AwNGOMlvZVpoTKbIZhZWXcAa4AWhm0yo6LgdJWqKhlhkIXxCAVlbWWppG2W+Nq2lnNCgNWRxM2N8WD5MjRI7S+YeP4Oj469hY7xBhZWR/SzoMwhrS0TYzW3TnJYPehQ29F6x+8bjtM6yEbG39maU4lU8Ii/UC+SYklYwTLRld5yXfygQ98gPvvv58Pf/jDDIdD3vKWt4gvihK/+XxViYWv7xLva177Gn7nd36bne0dVldXCSHw8pd/Kf/lV//zwWNLQXcyHnf+KQC9vpdKLfOIUsvtKCEkaG3wPkKiCFsLzrUpuSjxcUlWBdmoTSk6QUulxBpaK4hR2GMxisWBvH1WQM605CwA0w+JSqUSadPg5sGkcvA7zOdY6yTmqUuMeuoY8vOJ5RrLbJzE3PEy/KMPXJXlow+dYPTnvnmJg//sXjFGpmcfZHr+00TvMOWI1dtexvDQyS/0oT3rVmkck2ofF32aM1EU2hCiyJ8UWtN4T+t9V4lksDSEHkR2QZwntWvIsxchYQdZMt05L/+3uddeUJUDxsM1NIb5/oJBNcJoxaWLl9je2UErzdr6OoPBoN8N64JBMcTpFoISOX1VUtoyiSIadnd303u2KR4GdrfnBB84evQoxdBQWMV+s0vj6q6tNyiGDPW6UGojeOfxZHYRHbvMlqvccsu3cPr0j1/z3J665ZtReijkhmW13rTh6Umzsg5AL10ikgFT7z1bW1usrcmx/bff+2988pOfBOioz3UtVHbnXGc/DvDVb/9qvvItX8nXf/07+bmf+zle/vIv5fHHz/LJT/42r371q2iahk8/9Gnuftnd8t4aTFesaVGNTm28GLMeWC+CmSnDWhWChwTACv1XGwHqi7JIYLxLfi8G30pwz/hMXTd4b6mqApROkjEGa20iUNCdoazf1hEUMjqjLN67Lqn02Ep32pfkecRmGSVCo0qVFPrGDNyW102aWBKXW0cGhQMCRrWQ9HkWbogPBcP7vgH3yN3Uv/ch4u5leZ7SFC96FdVr3oa6kXbZs2TtPf5H7J//jEhxA76Zsf3w76BNQbX6ZC2Mg4nVarmtH1Z8biTXJ1/yOffrgiYYQCqDQSFzNK2Xa6S0stNzPjzho2vdD/zlAOGIS7cljCO9XZ5+N1r8PQozYDJaZWU4YTgYceniJhsbGxhjOHL0CM6JIveF8+elmphMmExWGFUTWl8zq6co3SSAXfrtZVkQiSxmtTRbbIO1lsqMaBrPZDLBVgZnFswWUxrXdCKGMUYWLQzMGiiFSRa9zjnatsUWEuB8EHXfW279qygFjz32/gOVi9ZDTp76Zk6e+pZUfWii6uHiK6d/vHMdbfbA7cETvBffkhh4+9vfxk//9E/zhjfcy4tf/GJe85rX4NyyjLzMkUgwVZ0SMMC73vUudnd3+Ut/6S/zC7/w7/mX//Jn+Nt/+7vZm+7hnOM7/+Z3cvfdd6dHK7KnSd4kqHxbzo2h1zuTuiESE+7lfcwFb8K2pJ1pEmifz6fWIhMUvIDrw+GApmm7QUqxOU4VRJrAzwlCWomhUyCQz5/ldnSybJbqL4Q+pyvoKhibpvG1UlitxdBNH/xubmTdVLL5L77rrvgDP/l+tPJY4xhXC8qiJniHC40EgdYR1RClxmzPD7NfJ/+MGIiLGaqsnnP04hg85/7rL3dJZXkV40McvfuN13s2ayPHsdWWy3sFjVd8ybEFRkd2ZpZLe3la/rmeXCK4GQM7Q5kBdxzbEYBdqWQfDLVrqF0NeJyP1M6xrB21jDdcbYXUlup+zUu7RYNlqFeoyhXGwwmlHTIcjDl/9iJ33HmH7FBD5NFHT3PHHXdgjGY+X7C7u8t0OmVtfZVqVDCd71K7Gh01lorClPjYEgjM5nNpnZSBlcEKcWF5+DOPsLGxwYnbj7C1f4lFOz9guSyfSLNRnOKlL3mJsLPIFYDgBT6KCyVKApLMbuyxufmrtO1liuIo64feijbj7jWNTlP7+ezHQEQ04XTabYeQKL9dl0eCsSSKJV+gpeAaY0hsqyxtI627oig67KHHIGSOo/diIgX+JFqpkmBMF6QdQrYyxISPxaSlH6NPVsUc6HBIO8p2FY48TjAx7xVFYWkb338QFGVlqBctWou0vg+B/ek+WmtG4xFmSc24E6aJdMeS23TZxPBGVtOIB4+1hj/6oz9GF/uMxgYoiHHBS1943/Oy+ddapfXctnGRhavxocXHwKwWifOQSk/vA1o1VMWcIys1Rh1lWo8JaNRzdBgyuGs7wPl6/7rPVQpu3Wg4OpE+sNGRjbFDKVgbeo5OWh69XHFxr8BdRczzubIUMLKXOTTYoagKKlsliq4RocUQOkq08yKrUdmysylGJV2u+ETxQMjAaC/WqJWGpDEFJIl3qVyIirZ1rIxMwjNEYHFrd5uyKpPMvMxFDIYDVtdWme7vsbu/w7zZJ0YwsUBpj1ItPraoAoqR4D5aGcqiZHdnzkte8hJsaVi4KY2vO2/1ZYpriD7tciXYioeR6aiu3TlUOQhHrF3h2LGvS/do2b9HlgQmM9sr9fjpg6OPIlOiuuqvlyZpmhbvPRHdnbN8fkPCYbRWGFNibcClnX/TNpRF0b1fbkGh6J+XVIYFENdL+I98X4FIDGAKm9qEch2EzNwidsSGfA6FReflX0n1mahRSpheIYpz42I+l9ZmjDS177AWuTb6KnE+m6fKRS1VHF16BkQcVBLsU5uYz/NA+VvxIRJii+Z5SZfrrhAj+/WURVt3wGtEytKYStMYxGDIx0BpHRvjmlF5iK3ZBrWTSqU0gTbopY3Js3u3rq1UXVdbdji57nMVUKRSeFx5RlXoLniQsv7UesPWfoF76soPz5IVqWzLeuk4dmSNmMUGYyRGh/eR1rc0bYMLXpwgiwqjNLVrWLTN0o/f46Ij9Hi+bFZ0BttVjlxppysJxwWHig2mqamKMdFHHjv9OPv7M6b7+wwHFVubm6wemlA3cwpbdgC61gptoZ7NJfgH3fm+yPS1KO26UBCCp7QVNJbgI9s7Oxw/eRTlkhkVDqLQcaVqSKC5TTtipRM9Vto3SquEU2chSINCdvIxtqQmURekM4suxIiKMXmyp3NCSAKfocO28knM7SdrZbK9bdrU6jNooxMbS6bVtdKYVKnE1mGsVEZN03aVi7SiPNrKpL4SfJ1siqVVIk/Qf7aiKDtNLaFHe5TOA6exu5a6PxR0RASlu/tVN7S4dAVGqQLL0nb0YGMMbes6W2TvPWVpl15rOalA/xuPnXTLjayD3cb+ec47XFDiHfQU102WWAJNaHHRp2Eh2UUYFfEEUcxOj4susEjgbFW0nFyfc2nvCFprjq/t0DrL5ekae4un5lXQ7QieEdC/a8Jc91FKa1ZOvojp2QcPtsOUZvWWu9Ir5F73wdeKEWonu7y10cHM4QN8+vyQ6cKwaJ/dyfXqK0IMDOyM45NdDk0MLsrwXRt8t5PNxl0+2VgXqqA0BVorWi8y7UZprLJEFfFKQ/RdH1sh/XfSLlP1W1FUUD3uEmpMLDFWs35onc1Le1TVgOnelAvnL7A/22c0GeBigwqe/f2GGAyT1VUKW1AVA4z2qGAYVeO06w8oZRgNxnjvCLRYrdirWy5dusSJkycYD0fE2lG7Bc63uOC6dliXXOiH8WIU18neJ2VJhiXmKkMTEUHRPjWIo2FkaRAPlaT2szZY9qfpv6WD7TKFMqqbfvc+EH0gqt6/JCLnUyW/E5nhECyjbVtpPyWwHCVyPSSGVYy5giTJ7yuWf19FUdC2DbaQ2zIWopQhRtcdu+oEMkVgsvdySdWf76+NpmmxVhSPxSPFYoymrusE0ot9dFaMjqglajH0WmKpv3qVaXwQ1WWVziM5OaXWGfSYS24HauXRyrJ5afFUflTAzZhY2rZrV4gq6cGrOINyUpqLDEeMNUURODSeo5QovFpjqKxlSvGEYHy15XcuUv/mf8Sf/ywYQ/GCPyUEgKJ60udea5UmUtjAfv3kGMfKiRehbcn07IP4doEdrrJ268soVzYAOqMhf7C9jjGRceWvmgiVEkmWXrH4ubW0ihwdb7JSbUFsaXxF4xqc952hVYwxmXHF9APvPex9Sji5eSCDcQYdHctd8yu2hB0Wk5OWUqRp8sColKHJ+aymbVvuuPMOCmsJIbA33eexxx6jXjRMJkMuX9rh+LGTUkFVoufUti3WFJTFoGtZGaOpygHOt4So2J/us729w6FDh1g/tErjGyJ0MxsZ/wndZHj+LEJpzlWM0gofBGcSdeaA0QipRUFC5w9+dnoqb/ZNUUuJRiuVlId7Gfx8QCHm9+6teZWW6kcqnZRUosi0xKiT70myJDaS6BaLGlsYtBFgJiqIUaWYbHBtwCcgPGtxddeMTkOoafBRqhebEksAFVKglsFXdYW4iXznQuU1RtHUPSOsqmRTIUWsoqpUqpA8Jp1T5yTx5BZdvrSW81+KXleeeDm3otucny5nTOX2YEpQACpidEBrOHr0+l2Nq62bKrF0Pd7uQkz/vrJsXALgQkxljHcYLRd068XYZ1JdIEbF5mxNLsxrBPcwnzL7T/8U2pT5vaP9zO/idy4xftu3fM6fZzL0vODYnIfODdmeXV+wUSnF+OgdjI/ecdX7ryfIGelBz+62COd3Si7uFaL3Bdf0tnl2rsikmjPUF3HeUVYFPiUJrTVGGYhRbvNZ3p5uhxjSrt15YWmZUlpTIYoGmNGSLLJrIGSF3f79ZahR7vQ+oKKmKmVuYTZdcOz4UcqyQAGtC+xs71CWFUYXbF3eZzaryfMdRlkG5YhBAUqrtPv18nylks6XHP9s1rKYL1BaMff7TPd3CMGzaOcJAOZAXFrOiyFhBihhaEkwlcCslU5tJ8Wu9/zSpSkXWsexQvO2jRFrhYQ8jRYMI1kHQyoYlJYwnLbOIbUQJTk4tBFttZCqSdURJ5ZwnvRvYd3FBJhL8pPjlIBuTMaEJGmHlJiU0RSlDGdmAcsscJnPg8wEOaxRZI+WXLWkhidaW8FlQkyS++IB431vSrtYtMQYKcuSqioTISGD8RLspUJqCUHA/KYRQc2iWDYFTH23VG5kvOrg5X6V32bsz92VeJdcrxUxFvin3gm7uRILMSaQXi6yvCPTWfpTASF2znxSvuanxt4jPPWBS9NyeLJFWWjO76xe0y63fei3IFwBgAVP2DyL3zyL2fjcZknmjQSqFx5fcHa75Nx2SXiGDcOcVzy+VXL74YjWkcr2k8+Hxo79WvCV+XOsatEqMKl28L6lrGzX/y+0JGiTBtp88GjXULcNLn2HSslONVsPW20ptaXQBoPCakMbRBfMdVP4/crJJnjBBIIDvKIsKqqqwhjDxsaY8WhMjJHtnV0uXrhEXdfceuutrB9aR/xPFjx+5iwRxdrqKkrZgi3wqQAAIABJREFUjq66s71JiIHBwC55yEDwDfvTKdVgwKEjq2wtLqTNU7YdztWAkmHI5Aa5zKTy0aXPASTWVi8rEvjxM5v8xGOXmS39IL73EcW33XqI77hlA6UtGY5fJjRk0NwlOrGIQvaP8U7wkrzdvpK9llc/v7GEfSj53XrvMLY3BxM8Q5KKkK2k0iHRb0NIdr2F7dpE/bGrNKgokVdjiSlpEpV8jiDfv3ehmxURMzZJNsNBhS0KsvmYQqf3kKFWmSVRNE2zhLu0hBgoi/LqTERFx5Lrbkrtub76zMn8YLdjGStSFPhomLf1Vc/z9dZNlVhEQdQTQ0QbkVcQYNKkH13uK+eSd4mGSJ/go3BSCLFiOl9hWAWsCTTXUAENm+fAX4VZoRRh59LnnFhmjebhCwPuOFKzNnJc3C0In3PVcC28RnFuu2R731IVgbtOzSmMtDwGheeFxxc8vhl48PxTH6L6wq3I6mDB0ExRVYXDJYFJhzY6TVgbSANlVhvaDFLTB9QQ+k1KDIAW8LrUwiRrfYvz4cCPdbkXHkIkOtBBszIYMKzGDOygIwIo4PKlTbZ3drj1tlsJIXDxwkXW19dRKAZVxa233sKjjz6KNYbRaNQFrsViwWQykWST2hwhtoBmOBqztbnFvLE0OWgsYxo6tYWCSsE5dNhFjkyiOxaXigW5/8cf2+Ifn778hDM+C5F/9OgmoPifbj9ObgXmymp5yeyNyJ7kjsH2zjZvf9vbAZHN19pw5IjMX33ww7/WVRWk85spy61rk2yO/F1rSSghgNL5+xC5/vz9dFWbBltYmjRkmSfWu/OUBiXzZ0FpkV9JxID8WOdDRw7KVawxmsGg6iq87DdfliKbn8+3UorBQOZw6rru8KIYYtIaK0VFYzmJXKVzIeSA0F+DWrKPigcTUIxLhuFR4bxiUT+fWJ50+QS2BR/k5JK+xCA9Y52sSDW9rEFeMfTBVwHeW87vbRB3zTWrFQC9cRLO/PETk0uM6LWjT+PTKC7vFezOLD6qJ+AjN74iKwNRX51eBa+JKOatofGa7X3Lfq2pisCJ9RbnFfP2uVWtxBixYZN6MWc8GaJ0IUkA30ut5KpFGwkIB9RjJaBmWXxxl/SQpqyVUsnEK/eUDhI2Ygy0rSe4iA6GUTmiKkdU5ZCyqNDaUFixGd6fzbjlllMMqkqUlduGtpUByLqtMcZw+Mhhzp47x2233toFWOcc1aASlpZRqW8fuXhhj9OPnmZ9fZ1oPFxNXzDKtR5DD9bDwaviCZRqBVMX+ckz1xei/InHNvnmU0dYtYJ3GKvFmTHL3ESFLay0jfJ8DHDo0Bof//hvEkLkPe95D6urq/yt//lv9Qe8dOwZw8ke7v8/e28eb9lR3fd+q2pPZ7pzz1JrQEISyEIgwFjEAWSTgBPb8RSD/WycOAlB+TiQxIntFzt+sZ2Xwfaz40+CBYn9MYkTYzsOAYIBhxhiQIjZBktoVs+t7r7zvWfae1fV+2NV7XNuq6XulgQI1Ks/3X3uvufss2sPtWr91m/9ljEmTOgivigRnFwHpRTa7ByPb0gEWpL4gQAQc0vOO1Gw1oYoEC9RrA/fKYuNSTW7OA2AJDEB8lJY5zCYkF+zIkGjIlkiFtFqPOLgjNGMRmOJoJIEYwyj0Zgsy6bkWabHcNZl9ZP5iwDd74ASI2ORGPGESPFSo68ntua0qthzPAeVAxVKi/gfLva5DvUGRk09YPHzEDFN79V54af02lso77kT7ESRFJNglg5gFvY+xTGpp5zbSLTnql1S9HjviTaj6tyRl3VwZCXHOkVlI3QBJ9efPAHhq2Hal2i3yfzSLCbRQiHWhlrX1K6WvinOUjmLoiLSY0N6Du9AGUmyK60pa4/MiWNSY3DeMQokgInki5gPk7arPcppMpNS5AVpmpFnBWmakiYpSSKT1t59u/DeU9kx1lu6sx2G4wGWikHZJ9EJuWkxM9PjoYceYnZ2NjCM6kmS13usL/EMaLdzdu/ZQ5YnjO3WDm/hY/TlvUyKzk2NYaftHBWA4v1r2zvgr3PZwHned2aD7987j6yeZcL3yCra1RNH1tSmhNde+0ZA0TmHs5aHHn6YH/yBH+Suu+4CPL/0S79MXdf8k5/4J3zyrk/ylre8hW63w0tf+lI+/OGPcOedH0cbiVIkhxOhJx0S2zsjdx+ihySV9sbeQ1VLTVdELyY5WQ8qnDsfERJBRZLEkKa6iYzqSuCxSsn8IiSB6KTixD91tkMk1mq1qCrpmeO95GBicWOkUl+oxcg5HqtiOlqxlPWAqjbU7pK68XnNBMwSlTMon0PtuhTZMr32CSJDRCm5zSA6oYkEQiwC8/GmugDTRYfOa/82o0//Ifbkw2AS0ufcTP6iV385h3rB5rxiXEkUMtuyjKqdq5+JqdAyGMBz6Iz0BXkmKBJfjBWZY+/uGUwSuj6GPEiijUQZyu7IqTUWVv3WWnwqyFhZF2z0d1P7Dp1slW5xGo8NCeHYGz08sEqckXOQeDBKkyUZzipMllLkGVoZNjf6pIs5SkPtKqH2IouhdreF8zXDss+oHJCaDLSITqapSLJvb28zGAw4evSY9IQpcoqWomgZ6sqHWhrf5Izi2ESWXXqix1V2XdWhXibkLqYJHFOTsFaKM9WFFdKdKkvJJ6jJVNbQsrU4OK0nnR3xTooTrTgXkCJIQRriNZpotCklTa1uv/123va2O3jRi27hZ37mZwCJKlTQ7mrIA97jCUSEWHhJkO0JEjoJkRzjmsZYOt4fTkgNzk4cYlXVTVI/y9IQpbhm3CbR1KMaZ13I8cWmY+FMK01dVdTW7oS5Qi4qy7KmJ02aSn1Sv1820NnkhkVIDxFeC047StyACuQA17DnAGo7xtshZZVg6wub56btWeVYlCKE2TCq91K5WUBR1rNU1TKJGU2xnwQzhbgY8RJiKxWKKCHRfbr5FhvDGeyx+ynv/zS+rkiv/AbSa164Q0tMzyzS/pYf+oqN1QOrCgwwd577wnk4upqjFcGpXIip0Dfla8y8J2WT/tYWnZmCcZCdbzB/V4feK9NORRLyMnlFuRFHVWvKqkPtO1iXsT1ewuhVjB4Rlv7NnCAFiwaswteOTCUBtZGE7bAPrVyxcmadXq+N9ZbE61DsZ7DOMxqOKFotnLdUdRnyO8JQG/a3mZ2dpdvtNtIfiwuLVFVFf7BNvz/A+x4xb5EWGXZow+gUXk1ENGMewNYWBSKhojSJCbIoTPIuaiqZvTu9sOlkdxbvMclJefRk5U/oBRKoxtPUf5RQvIPQC8qokCuggbGjw1lfX6eqKr7xG78R6xzf+73fy0c+8hFAcqkmEZhLoE/XXAcpeIw1HvK853nW1Ho0CwWlqMqwkleqgUTr4FCUUqRp2tSeiBs2wfnI3zxPJ4WM3jfjkoVIkIw5KwGvtRb6e6h38d43ziVGL1VVkWbS/VZp0xTSxhxP3Fdw5c0xWOvCsYLWQkRI04zsSUDszzLHElRlPWTpIBSEFVhXsD06yEzrEFpLokq4+VMXOuRjIpNMKbCuZKZYY/ljdzJ+4HNQy402XjlB9fCfifqxfhJcvadoRzT8fq4ZBAbiooPXjR2Lj+tg5I2XL444vFwwdF9bOZOLMa0sc52KufmeSNaHiCXWqlg3SbbHCDVRhjTow8V6AaUUeeKY76yTmm22R3NY38L5jEYBSympLtcCeSWYUFBpGkzeK0/R1oz7nkdPrrF73zxpoRiM+7SyLs7C5kafra1t8iIjzVPG9YiqFojOW9CpCSvfjDRLGa+N6fZ6wjpK27RaOagep06tUZWW3myHod8O0M/OyDu28I2dGou8oEhb4uBCQy/vwydjBB8m/9fOd/kXR1eeEA5ra8VfWZxtIp+JZIuAa15Jnkucrnyn5NIFZpLjnbqeieRLrbOgFcPhqKEoAyitSYLUv0BS0m9GchsecCgdnUrU8xLJe/nszikyytF7V+OcJ81SiVDKslFYEPl73RQ6yvFGJeIAP4XopApssaYfTYQBHYERFrtFgg8RsHdu0mLASfQy3SqgrmtUBUkSa4VCPuUxeST5OZ4rUa+WbdU4EyfrDZ30Umvi85sXOCxLt2jnk052te3gyMNKiQbv9E4esvggOO8bb+8Bt73K+P7PNk4FAFvh1h+lPvqVb1u8DfynQrOhFZVS1EpxWsNvFJonSsHVTlHZifbS16d52llJwkDgFjSpSclMRqYTEm1k5RnhAqXJtOiGpSrBeKGSeudlxYimMCndrGShc5LF3sMU2RZhEd2wk4okJzNp6ImuMKlGGUWaJ7SKFtVYWEsHLp/H5JZxPaS0Y1ZWVjl+7CTeOxb3zNGey+hXm4yqkWhWkZCYlNSkdLtdhoMhaZJK4j4o4EoPkBQPFIVmc2uTrY1tDGYyQ08Wzc3Eaa3FaE2RtLF93UTrAKgJa1KiBCEx9FLDmw4sPOEVuP2yBWZS6UUy7SIalMALBFeOS6lqV5rEJCQmEeFKlTTCkFpp9u7Zy8mTJ1ldXWU4GvKBD3wArQ27d+8hTVM+8+lPUbua//YH/w2QAlJjkoYRKrprChc6bUrOp8b7mthnJY45LjQiVKeNZjQcMRqOcM4HRyKQZFHkMlHH2X96J2gUkkMzWuNsKD1tij+nmYRq8jEikToiKh4dpPjTNBEliKoKOm6KshQI351FwpBrPbUtXFttJkQEWVwovPUUFxiJTtuzKmLRSpOnIhzonCM1m+TpOlXdwXvDcLwIGaRJH9SE0QETRo/4G9UkOvvHTnF6bsRnr1lmbaakM0y4+YE5rjjVpj52P+kVz/+Kjc9uLHPqvrv4zv4qR/ddyZ8976UMWx28UpR47jdww+N4l8oqHjlTBHbb16936WQjEu2b3hSJT6iNFNyVdTnJoTkvkYpO0DZCRBKtOhyJdsK2AhIlnf688iIF4wQ2k6hX0UpzNEZgNm1RWmMSTZ51KAcJWifs2ttFGSgtpCZDWc32Zp/9l+2l8iXDcotRNaSyFdobdONUMrQxdLs5J06cYDQaNcWEEl04nNfUdUWS1dIdcnePfrXZsCEngokTvTxAqveHij27lnZOaI1DCKtxP0nm/7398yileeux5R2RS1srbr9skR+7LDoeP6EZRyjJRyl5jVJSgIqdqsCPzi1GOyharTY//o//Ea96xau46qqruP7665tx//odb+WNb3wT3V6Xl7/85czOzqCC7D/E6CzIOplYWuCbiEUipEl1u3OOqqobhldMzIu6gezTGDNZlIaJW+FEOw7V/C4uTCO0KGdE/uiYuPdxa2R0qebRbNyOF+ciyK0UndZ1HSImw3hc4X3ZRFKTZ/tc9As5fuegv1U10Fy///gito9n53UsSqnrgN+d2nQ18M+AjwB3AAVQA7d77z+llMqAtwEvRlz1m733Hzlrn+8Brvbe3xh+zoH/BNwCrADf770/FH73BuCnw0d/wXv/jrD9KuCdwALwOeCHvPdPeAa00nTyNpWtpLjN16TJEcZlinVtKtthMN5LVx1Gq/Ek0ZYmQWwvMsYmfTiOJWt88MUnsEYudZlW/MkLlnnZPYs8r9V5gqN5em37vrtwn/4gS3i09xw4eZhbvvgJ3vG9f4/t7iwO2IqrwnOaekLK9NeDKUThOkIlkQ2jdRAilEcfTUnpKrxDBEmt1DVUdS3JY+UZq5LaCxUZ78mSlCRIwUsw4HFWpE6MMs2iNU2z0OuixXDL0GqlzC0UJIlEQ0ZnaJ1RjSFLK5SG8WhIf9ynsqUcr/dSjKmNrOKNaeRbals3EQRIUllZ32hW1XUdxAXrqRUrDcSlFMHxGRKVkpiMbrfHaFhKnhsCjqKm3Ixr9lOWNW/c3eMHFrv80fqAFevYnSW8drFH10RJkVAIGHB/8NhIbbUWk2q8Em0rrSL7MrCXnOMnf+InAVEnVgp+7Md+jDe/+c1BETjUqXjH8298Pnd9+k689/zyL/4yL3zRC0kScbJpmlJWwsgxiQr9XWI9S4SrHFHDrK7qJskdF5tR4TlK80+cRuh5EpSiwTd1TrEBWHRok8ldSAoeL+2fp+ycdaDR6aigw6zFATrrSFOhqkcNsugQvadpzhZJAHKT0DAfk0QEL/cf2DvJ+JyLu3weO69j8d7fB9wcDsYAx4F3Af8B+Ofe+/crpb4N+DfAK4G/HT73DUqp3cD7lVIv8UHgRyn13QhiM20/Cqx5769RSr0O+NfA9yulFoCfRZyUBz6rlHqP934tvOdXvPfvVErdEfbx6080FoXG1B00niKz1FSMxyUmL6nsCi21hnMJIJOK1CRMS5nE5YIHLxDZB/ufwHZ3nnibeD573Sov6LzwfKf3abHh2kns5/8Y3XSUg9TWaGf55k99iPff9j0o4PKvd89xHvPA2GZ0zpJPj2iFUZILEVHDgIxbESe11uKQSCfmYypbNUwaD6QWslSkPDwKpyVfUJZVYBoJNOXqjP5I05tLaHdEXgRAKUMSHIvJNXW9TjWuSU1GajKck6R6lhTkpsCoFB0czFZ/i6LVoq5qqd4PdQ4uRAXaiBPqtDuSAyinBAzD+VGhwNP7OkRt0CraJCYFSqIzaRD0QLP1IfEcG2kliWEhM7y+lTf4fpxsm3WyApMYjJ+g8d47xuMoEROhJ904jOn8RIy2JMIKtSUmaY7QWsv7/uf7+NVf+VXq2nLwioO8/e13NIn+qhKmnRAUJMLUOkYHGqUElnJYyrFc54lDCR0YtcBHzkbnPEE2mmNssrQ0cjWq2T7JusT3eM8U09jRVDAG53U2J08HsctY/2KSpIk4I3st5l5i8j7KwfgQatpQX1eOKzl/3jc0c2NkDrxYu1go7FuAh7z3h5V820zYPgucCK+fB/xvAO/9aaXUOuIYPqWU6gL/EPg7wO9N7fc7gf8nvP5vwL9TcoX+MvC/vPerAEqp/wW8Rin1TuA24AfCZ94RPv+EjsXWHl/LQz/uK6zTKGPIOrLqkvxJWBUGdklM+gnR0DcS4d57th46wXI+OOd3lRlUvRZf7tS9957+l+4kO4fsgvGeq4/cB96zx3n2PekCyqfX6tNHqB/+MwCSq27C7D64g8b65bSVfhfnNL1uX8CIiF1rhXbCTsqSjEQnWOcpXUnlK1CKVt4mSwpQDkfFqB6hjKxgrReIS6MxAS2qnQ3wmpaCR2fRtmCwpchSaLUSslTyFFUlLQhMKiv0JDHs2r2L06fPsHvPErOteYZGErPtrEuqM8ajKkQrlqqqyIucsixptVs76boElQAvrZDPHF9jfn+X0q42cUeMXpx12NrGdAdwrgK5gPs3cA7CoNI0xYaRoBxtwnbSeB+n/0jpFojL+QkzTD6uILLDGscSrheAAWMkMqjKCdU5juN1r3sd3/f939cgD5HZZYy0jQZpAFbXVZDel6hdB4cGiqqsw2rfT6KS4BQFKpPIytUOH8oQGuJAoDLHI56oCOvGpbhQpEmsg5k6Y+LgbYAAk1CwHXO8sg8p0jWNk5dcSYLWLkBiqml4Fnu6RNZaJJA0UaO1DAZDyrLinnsebCLZmK+7GLtYx/I64HfC67cAH1RK/RLijG8N2/8M+M4w+V+OwFuXA58Cfh74ZeDs2fgAcBTAe18rpTaAxentwY6FbYvAuve+Pmv7Y0wp9XcQR8befbuZXRSs2zlFXWu80gwqtTOZBU1ibxomwDN1I0D/kUfp7DOsp4+dsTWGVBXnO59Pybz3jO96L9nDX3zc94yzHJTiUQ0lnosT+X/6bfSZD1Ld/+mgQuCpHv4z0mtvoXjJa78C366wzrAxatEfDem1QlQyxQiDiXSHwuESE6ijOUXew+gMpcG6EaZOpDe8FXjDecu4DorCGIFZTEanNUs7W8K6isFWxdwBTzmuWFuuWNrdYlDWbK4P2btvDsIEq4Fer4PWmlOnTrO4tMBMa15EEZOctdUNbG3pdLqBMitEk+FoRLcrDeliHYXzFudKFJ4DBw6wvb2NaAuo5nOx86Kt7USoFUddV031+9RpFMfTrNAVUQBYq505yYlNJ+oJUUl83sThRJLMZNu51vSqWRDIT5om5gpBgA1woNIaFSLNuBd5vyNJNFXlEBViYdVhJo2+bO0py6o5h7H+LeZvmrCLoBqsJw3QUJNeMnK0QZ3BOZH7V5PxNOUNYU7ZMeYpyRxJ7odzonQ436ppduYbokGs5RExTe8d3W5vSihTNdFNjMCSJGFjc6OBOOUZEIZddNIXaxfsWELu5DuAnwqb3gT8A+/9Hyil/jrwG8C3Ar8J3AB8BjgM3AnUSqmbgWu89/9AKXXl2bs/x1c+Nrt0/u2P3ej924G3A9x443UeoLaykrReqKZjW0Z0q2GnqICXOic9pJsLHMJSD+g84+YH5/joTcvYZPL1Sa24yb8Eo85/em01ptxeRSc5WXf+olbu9sxRqke+INL/SEQ1yhxZrUmcHOOXnnMTIPUsDxu4/ik047LAvQZOasWih+fXF+eo7Pppqvs/tVPaxlZUD3yW9JoXYuafmgrBhVplDUdW5zgwv0UnG5IYjbd+x0PnveQaok6T0WmT/1AKEp+SmJRKj7Be5FvK2uKsQrsMW2rGQ2kSZsqCoeuTZRmzc0ukqafXdfSLAYcfOUO312Jpd5s0jVRXzdrqBjOzs8zNzpDnOUePHGN2bpZWq2BjbZOVlVUOHrxcJqNAp61Da+2imFrQKMDFCVyxurpKXuThHg4NzSIpwUqfImeteA3jGwkkmfwIz8Hj5+riRHl2FmZyPNNFlnFijFGVC3jR5BEXaMg336vU2RBSoAo3100m4CxLm/bCzSFEJDvkT7QRWfokTRAmqNSojUuBvowxtFoFSoladDwPziH3i55EIEki0Y2LVODoeJTk2ER+beIwI1TmvGt0zWI9EQSGVqOYriQiVHJPmua8qkm0E1o7S0Qor6U+R5z1YDCgKIqm5kUp1VTv93o90iQhSWV8eZ7x0pe9gP52yRe/cA95fvHKGhcTsbwW+Jz3/lT4+Q3Am8Pr3wf+I0jEAUQRH5RSdwIPAK8AblFKHQrfu1sp9RHv/SuRiONy4JhSKkGgtdWw/ZVTx3AZQhpYBuaUUkn4vsuYQHGPa1LNKoVe3jtc7bCubgrCxCYPgWiDxRtcEveJNmiX451h7urnc9V9xyjvsXz2+nUq49BeccPReV5284884bF479k6fi/bpx4OIbJHJzmL130TSeitcT6rj9wDVmjO91+2xWevX6c2Ai1cd6TLLffOc9WxB/n4Nz71Cv8B8B9ami0FJTXtwef4yOiLzA7vZuQ2mDN7uLX9fVyZveDxj/f4/ewQX4vmLPWx+y/YsfiBwz48hk0LcwZzVY5qXQxzXrE9Tnno9Bx7erDYK0WVONGTHiZxcpiaTFVYJiulqCtYW3V4n1Bbz2hY45wkcxNjyXJFr9cizQyaFttbY8qqYvnMCu12C200RdHh4BWK5TMb0qUysHnWV/uAYiGRIsqiELHJR0+dYn1tnSzPWZif58yZM03/83Ep9Nw8LyZYfIBzrbPUkf2lYDgYkmWSX3BNwZwiMWEy9gKbpCol1VJ4NxqW4VTEiGE6l9BkPhoJ+vVxxQfW+ixbx5485duWeswkIkcPESGKCWSJAprVe0xMN/sPrCrVTL9NpBTzGEqJArBUnheP8X2Sv3BYfANPRTSiHJfh81VzDEWRk6ST9sDGm8l5SkwjZmtClOOZQGDiHR3e2wb+kuJDFSKt4AiCqrRqnGk81kmUMMnQhDyLis5+2tGLo8R7aXjmBNrXevKsFUURer7kTW4lvm6o3sTFgCJNWszPd9izZzfHjh2/sMdqyi7GsbyeCQwGMpG/Apnob0OcB0qpNqC8932l1KuB2nt/D3APIQcSIpb/GZwKwHsQR/UJ4HuBP/bee6XUB4H/Vyk1H973l4CfCr/7cHjvO8Nn332+AVSVJ9N7ULoizTdQahvrLJW1uGmuOaE6VyeCXzqDqjXYFFd70B6vSszulKVbnwd33s21pxYYp57MJnRv+2FM8sRr+fHGKfqnH5ncYIAtB6w+8Cl23/jKJ/xsY6Gy/+juAZ983tpU1OS57/JtPPDSLylag23qVoern0K08r8yxZoCVT/K4smfQzEAHP3w+xV7jPdv/Xte03sTV2XnJi0okwhf++zQWimUkaRj+ecfpbr3Lnw1Ru+6nPSmV7Cxdh/J+gadhasxi8/HfbqmkXVas9RHSpKXd1G9i8loKWpnOLG5wMqgppuPKBLLXHuEJSHVjnZa4XycFBKkzgH62xX97ZLZuTZZoaiqAVVlA8zhMAnUdYVSJcYoZtce4aa7/yP52kOUSZejB7+H5Wu+l9GwpN1NWdrVZW11hNYlMCBNcvbu3yWSLraSvifGsmvPYki2SvuHufm5wEqDNMvY3NigLMfSo97pBlYS7TOHJjZ0VygfOxpCalISnWGMqOaalrT7tUMvyX6TABOtvDijuQCXTWi6MsW97fQGd5xY20E3/uePnOL2yxZ588HdTe+TiWPhsfkVCBCCJ/YmIf5aTRZ7cZJ2zpHnOXUtC0WTmOZI43lwAc6OxIBYLZ9mCcYoRkPJWRVFOgUvyV60ERmY6HiSxITci2ryRNPfOX2uIvvwseSqSc2U8xNSAvgGkovxTfCM4aVvBE4n44vR2fT5k+MZDAZBSLOeQP1IfsZaKzVDMfGPjPvEiUfZ3NhieXmFsvoy0I2hcRavBt44tflvA/82RBgjQh4D2I3kXhzCILsQHZPfAP6zUupBJFJ5HYD3flUp9fPAp8P7fi4m8oGfAN6plPoF4PNhH+e1jfUtsjxBm4LtrSF5L6c2UQjPoJzBVRplE3BaVkoalLY4M8QlJbUdS0LTQ/v6A1x73UG2jls2yiX03qtR2uDKMeWf/wm+v05y8HkkB58nYfT2OuPP/RHVsftoK025sJtqYU/zsNhyQDXcIj1PL3qAkR7x6eetcN/BbfxZC3abeO4/uM29O/iPAAAgAElEQVQt983z3EP3cuPVL3xK+ZW7E4XzlsWT/wzFqMEii7rgyq0rmS1nWc1X+aT/71y1tNOx2I1lTpz6E1aSM7TnB+xdTqkSz+m5MVmt2LXVIbnyRkaffC/1I19sorDD/h4+7j5KteDxi559a23+4ocvZyb/YZSWPAIeqMHePSR5Wfeix+W9YlSljCqBQ1b6XUqr6eUl1+/bQCEKuVppvNesrwnuvLirgzHyQGud0Gp5ajsOB6Qlka013Y1HuOLDP4e28nAW1TpXH/ptctfn7t1/jdOna/Yf2MPcXAttapyTvIn3LrQJtoyrEWU9xjth7mhvyJICZz2dTkdELLOUra1NWu0M50cYlaGC2nLiEhKX4p1IjmRZFpB/RZZkZLqNqTMSJRBJq8jJi4zlwSqdTquJShrUhUgGmFYpkFji10+s8ysn1h5znkU2fxmF4vb98xNdqkgCiL2Odky+kivQYRV96PBhvvu7vpvPf/7zDSL3Cz/3C7RaLd785rc0eZBYJCjFznqHgsa3veav8gv/4ud40YtehPdga9vkSCIM9LGPf4y//2NvIU1T/vu7/oB//OP/hP/6O/+lUTWWCCWqeIjjE4hOHIwcW4S3JhTkP/mTj/Krv/pv+e/v+oOdJyd4ohjFxdt66h8avxuiFyESBeFIRfh+E09o0C8TaRaYdIeUSMZj6xhlKcpKWhcMB6MG9qrrmr372/RmU75096ELepam7YIci/d+gCTMp7d9DEnMn/3eQ8B159nfIeDGqZ9HwPc9znt/E8nbnL39YeCl5z34KdMazpyRfhbOW2bnuzjt8FmBrzLG/cifd8IdNWOUdnikD7pIR0gqMFYdewWkhoXn7mW4dgDrDfXR+xh+5L8CcGxpyGfcH7G5XNPVC7zgixnPOZoT5ffyMycwowGjA1eHo1T4c/VuOcvK/jL/Y+F/sF3Uj3Eq0ZzyDPKav3TkQXpXPHnqs/eObOM9dDf/BxNpCpgdz/KKk69Ae43BsHe4F7thqXuDBs7r//kf877891iZHcti80WSgyrTIE8Rjv2y8b/n1uMj2mG+We2VfOTmnbmrk/MDPvTCR/j2z/wJWffbdh7j6lMIx4C4shxW8khsjTO2Ria0ZdZYC6vLA1qtjG4vC5OsDyyhBOuETSgSHobl7ZyyTvnmu/8AZXeu+Iwdc+DIuzh57etJ8i7LZ1bp9josLnWo3CalHYpkSGiPXFlRsy3HIhvSLXpS1a0UK8srkmsB6qpidq7d5DAiLOWdJzUJ1luWlpZYXl6m3copsoIsKeikXWypQo8hT5G1yFOhN5vEgqqmnEoU14w4PsHxKjZry9seXX/Cs/zvjy3zhn1z9ALTSOZOL4n0ELFEAFoQGoePDiLmVtTkc5FwkWaT+oz4HlBSQ6TBuwldWPauqcqqUUquhnWTQ3nn7/web3nLm3nDj/ww4Pkvv/Pbcq1DHieSD6K8f8xniIMx7Ezq+Ek00Tw5OqTzd+rRNeMLOZWmKJLmYzTyO1NU5ngimzqk6Fzi65CLsUHJQGuPSidV+UWe4lLpijkeS4Ftf7vP/GJBlrlJr5uLsGeXpIuCK664go2NTfAKWyW0sjlM3cGPctozDtPt44stXDrAqjHWVxNBwnC9BFcNlc3OU9YVzg0wWkLN4f95JwDHl4Z8+JYzrM9UOO3ZZIU7b3iU+y/bnBySdyRba6gpunDanuF8dt/y+xlm9nGdCkju79M3rJJkT60J152D36fYfC9qyqkAvGj5RSQ+EQYUkPiEzGVsHrsHkGT9J0fv5szsiDrx2MRTJ55R7nAmROrhAThm7+N/ftNx6oAL33PVJk7vxA6cgdVexWp2Dqkcc+GkhwsyLy2o5dEsWFuu6fVa9GbyHezBCEM456l9ypmtFg+dnuXY2gyPbrbJ145w7iNTzLJNnuf0el3JlaiEYV2xOd5ie7zJsBxI9blTYGWyydOcImuRJhkzszMopdju99FKCgbzrIMmxztp/bC2ts7Gptzv29sDTpw4QVEUFEnBQneO2VaHTitnZqZFb7bF7GybJFUSlVuLtSVluR1gpwjbSvGnRqBiHXKEH1jpX5Bs/h8ub0w5Jkkwaz2hFE/+dThf4X3FdJVgZObaoPyrteHV3/pqfuqnfoqXv/zl3HzzzXz0ox8D7xkMh7zhh36Eb3rprfyNN/xNRqOhIAe15aMf/Riv/bbXctttt/GjP/qj9Pt9fuu33sG73vUu/uW//Fe84Q1/g4cfOsSLb3kJKM9v/5ff5vWv/wG+/Tu+ixuffzP/9P/+aWGeKfjQh/6YV77yW/mml72cH3j9D7G1tYn3jg988AO84AU38+pvfTXvfve7w5WXf2MPKABv5Zx6S9M6QAUF4vj3bF5PdF/OiUK5b3xOaDfgLNZVTXQ5gRM1IOKUiUlEM01Bq5WGehfPoUNHuPfuMzjbYe/ePed9XM62Z5WkS1XWWFeyuDTLaFTx6MkVDqYHUN6ztEczdjV+nDCsgoT21IKhoQSGpZSCRha9qi1pMqBItugfWWkegs9ct9ZU5Eeziedz161z7bFus0JBKfRohMvbzF5x0wUJV55KH6VOnvghRsGJXSPGC/t5sq6l8mO+MPrf+LM6QmmnmSvnJmNovlIx3jgNQH34bh48sIU7ezjnmmkVjFPL4b0DnnOiy1b73JGY9jBoOXYIn2nQVzy9RGrnFSfWZ4CSzFYURUGnkzZ9WQQG8zhfMa4VZ7a6rPYzhmXSrCMXOiPK2f0Up1ceO2Tv2PJtGEqt8PZ2nyxP0XmKrUuyJMXoFOWNwDUY8iSnXXQpsjZJIjDXrl1LPHrqFK1WIatqIz1iFAIJgWdlZRXn5uj3B1jrOH78OFmeNTmGSVHhZIJ3Tlofb28P0Ar27buM4WAkp1sHVqSSPEMUPjw5urC+HafGVhxTTECjpM+KCm2PfSTpxs6VHq923kTeux1MLTl+y513fpx3v/s9/PzP/zzvfe97uOPX76DVavGJT93JF77wBV7xF16Jt7C2tsYv/uIv8oH3v592p8W/+de/yFvf+lZ+9md/lo9//OO85jWv4Xu+57s5fOTIxBEAX/ziF7nrro+RFy1uuulmbr/9TRRFxr/+V7/EH/7he2m32/zyL/1//NqvvZV/8A/fzN+7/c28733v5dprn8sP/7BEQMI3kuhQT0WXiYkrLR/6QDnB4QlyM162B9bBDogvOpXpdh9KOfCxk6VgmVJUOnmn0irU8tTU1pGkijRLWFycZ3Ozz8ryRugNdHH2rHIsJlFsbq3R67WYmZ1D+d2cOHGSufkOrSJFlYUks+pqSl56ElrHRJmKyTgXcWHRmermpxgwYBS+b7NzbkhrnDpq40mnZOfz3VfQueom0vbsBY1lrnctZnA39jxXUDvF5oxi7oL2+lgbuA3O5Qm8OisU3/GlkxvRXUTVrjWe1RnLc07A3uWC5dkx9qx72mlYUi+UWFvIN6g9Cfq5T2+zMY9ie5yxMYCuHbC0p8CGVbbFU1We2nnW+glntjLG9UQDCgTz7uYVp2/8bnr/574dcJg1OYd3fQtb4xo7XGX3niWGI8WgP6Igo5V5sqSNJpECPVtjtCFNCjpFFxUmGqM17XabVtFieXmF4XDEqUdPS/fKkAN0ztHvD5ifm6PdyTl9+gxlWXLwykXyIgOv2d6sGI9rNjc32bN3L7OzMzic1Oi4Gu8txkldhIxNEtmxq6J1AhXvvkAV3IVQtGctTU+QCCsqr2VSbSLCuILwzYrd46iq0HJ4ir781/7ad+I93HzzzRw5coQsy/jEJ+7kTbe/CTx8wzfcyI033ojzjs99/vPce++9vPKVrwKgLEte/OIXSxFrVENGqNfCFxAs8JWvegWzc7MoFDdcfz2HDx9mfWOde++9l1e96lvBQ1lVvPSlL+HeL93PlVdewTXXXIPWite9/nX85m/8xvRtQkO/bmpk4lkS1WWB3E3TzkArjTG+geTlfNCEcVGaKJIcfMi7GG2apmk7nmc/cS4iWSN5m+tvuJLxSBzS6TOPbTV9PntWORatYXbJ09/ss7U1ZNfSXnozkijtb1nyttlRRBRZGg0yqhXea4ih5lRxk7UWa4bMXzPH2h/L+7vDhI3eY1dxaa1JolPRBrN0gJnnf/NFjeX5ndv4zPC9oSXu47/Pac9i66qL2ve0dfS5XZJXnuOd4xzoH2igMACUpr0kmH9y8HlcfrTDI/vOIhecBR1HS8hY6j4X9DI3HO5x3xVbOOWazya14roz+1j41m+Hscb3HaprUO0vF6KrGJUK7QyPrKSUNVgnLaDlf0Xtmhlixye9h5MbHYqlG7Hf+I+4/E9/i/bgJDZpc/q5387y1X8dM6yZ6WWk+YgDB3Zz8sQZ6g3F/oNLkj+w4BOZ5NJEBCfH44qV5VXa7ZZQYo1h9+5dPPDAg2RZSrfbIctEPj9qZh0+dITFpXlqt8YVfonjR1fpzihMUrO55lE6Zd/+JebmZ6lrS6/Xo7QllI5hWVJWIwqKRvtKM2lWlaQi22KM4a+mGb9wdPm8svmvme9gjNTdxAZ6UTjRe4+yksvI8hQRVpT9LS4usr6+LjIsgZm1trbGlVdeCYgOW+ymWNd1eEYju8sHuRpxyArPbbfdxn/+7f8UoE0pEK2DplZk22kTqANhSFmWC0tNiVZYVctkfNttt/Fb7/gNXGSfAV/8whcl/xRoxjHyQUklirMh+W5MAwA2D0cggjkbKMSRzeVDh0o1gWOnGQ/eO2nLEHqwNIthFc/j418byTdJTrFoKcZjy9bmFtWTYIU9q3Is1lv61RamPaQ1O6ZSp5hdtLS6YzY3SqxVzU2htJqshuJSSUUZBBc8fazQlstV2ZokGdB9iTiJF90/hzmrGVbiU15wbJ/AXdqQXH497Vf94EWPpaVn+K72P2Smn07A1rNMW7i6eu7jOocLsURl3NL6NpJzcMr+dPFP2cg2qFUtXltp8t4iM/uFu2Hm93Cr/iu0SkNSq+aYHs8y1eJ51/8tOq//p7QXn8t33HWQa4926QwN85sZt55+Aa96/r9AJSmqY9C70y+jUwkPqd2idoblrZT1QcrWKGFQJoxrQ+2mi13ONmlDcGhljk/5V/EHz/+PvOMlH+AdL3w3n9j1BkqVkHYyjm20GNU5rVbG3Nwc1lqOPvIodaWoXYVHeqK0ig5pmrO2ts6+fXvZt38faZoQqz3yPOOqq65gbm6WdrvV9EQ3WibTqHVlEgG/8myezMwzHHj279/P3NwcS0tLDIcjNje3KYclCRmtrIPRU9pShAQ+Fk+NR9ptG63oGc3f3Td/jnMxsTfun2O2SHBIU6kkNaSpIcvS0AlxUg1eV5a6cngn4Wm3K3j/hz70IbQ2rKys8sEPfpCXv/xWvPcNGywKLXrvufUv3Mo7f/f3QCnu+fMvcffdd2OM4sUvuYVPfOIT3Hf/fVhn2e5v8+BDDzbstOmCUO8jHTrysqLumTiRl7z0JXziE3fx0EOPAFKM+OCDD3H99Tdw6NBhHnn4EEopfvf3fp/IdKtrFyRapG6oKfBs/ijwOjg5G9iHqolOoir12Yoh4pOmt0/yYpH2/Nj7fJL4n9QkVXjn2djYnooaL9yeVRGL847t0QCjhQY4dkPyuk9mcrJM0+9X1KZualpi+NtciumLMp1n8fJgOe+o7ZjLXnYtx3Y9l6s/98fYBw7xmWtOMUhGFKrDS9rfwQte/Gp4wQhMgjIXr8MTbU/3+fxQ8qus3v1B/sx9hAcPbFGmkohLa8VN7lZetv9vPun9R3tJ6zsoVJdPD9/DwG802ytT8cDlj/KX0tegxjVpu0fa2kk8mL/xtfxf6zfxpZU/5Ey2zGLveq7rvZL7y0/xueH7GPgtFIor0pt4VeeHSVQGCtrf8oNkh+/mmx/5AmorJb32FsyVz2lgj6+EaSy9og9VRsdVbFXTsuMXYoqyjtHc5FFb6Ws2hllDEX1O0kapjFbLUdU1eZaJbpOVKiGJWIRJ6JwjDf3X8VJl3u8PyPOcLMskT2I0qyurbG5sYK1je3s7SOlrTBLYbOQoEmy90tzDSZKSJIYTx0/Q6Xbo9bp0eh28t1T9qKHFjkVMk9RXsrq/ff8CSit+/fjqY2Tz37h/ljftn8X6UFyoDdoHrF/pUENSyITrHdqp4DBqVK1Is5Q77ngbP/7jP85P/7S0Gv7Jn/wJLrvssnD85jGy9T/6t/4mb3rj7XzTS2/lxhtv5JZbbgEFu3bt4o6338GPvOFvUI6FOPMzP/szXH3V1Y2WlkjdBNab1jQF9T7CT5J52bW0xB1vk32NyxI8/LOf/RluuO4G3vrWf8d3fdf3sLi0yMtvvZW7774bqbuxJKFBW1mVpIlAUXgv7Rh2LBYn0UrUZ4vfP3EUkfIwWezooKaMUjgvZIidq1APsXtnuAZgEZXtLiYZsrGxztz8hcHzO+78c3mwr1e75vor/S+9/aeCXAKkSUKeZBSmQLuC7W2L7mwxLEfYyEKJjiWsAKKEeszBxP+TNBSXaU2eLnJq6yqsn0wm1tdozFd0YvxymVQw1+IEnvK+JsnGr5RpFfFoRUxfi00fg6eVjLhy/hRF2ubUGcUaCwwrzcU5l3OZRyv5/lam+cZrZukWOVobNjY2WFldlXa4eUXpxnTzHnYsk8ba6homSdi7dw9FnuOBQ4cOs3/f3kbKRWnFgw88zO7du8iLnJMnTrJr9xI6GTIu13novg2ee91VdLszbG0NOXH8ZIOzl2OBkq659jkYI8yysh6yudbnOddexSRRHHNJoSVw0DGJMc12bfnDlT6nyoqlVPOX51t0zaS9r3e+ad4FUpAstFaJAiS3M2l/bCuJutI0JcsF5otTl/Rrr5saDI9EL41Ev1LYWq5yOtUWuVmdx1kamZqr0lIURUNZjmv4SPGNEUCUl3E21Ns0dOA4yUf8K7YKCM0BncfWErHVAdYTWZhEnIvyE9IQO9lyWgf4zdcTqD48O9Llc7L4kbWHEAUkLxbaEiRniXqGfIxWmrKseOSRQ8wvdCnLEZ/65J+itOb1r3v9Z733L77QO/xZFbHEyx7DSOscla3Bj0mAqobExR4K5zK1478J/28iLQFgbSnh45RjuRDdsK8VU0qfExp7cvv6SjtaT6IrtIJRndJKBhSZp6xTBlWYmDz0ihF7Z7botlO0dsx2wQ02sGaO0sJTcS6J9uydHVJZYXq1skQiYK2ZmZ1hMBjw8MOPcPCqA+gwEeZ5Rn9rQKcjsvcnTz5KkYuOWafdptOd9P6x1qK0omgVmMQ01PjEGEotEiJVJSKgs7MzrK9vMDs7Q7fbRWvNmTNnOHnyUQ4c2I/WitRkoIaAbuCapjBPvlEWCEp6yqAUvcTw/Xtm8SCySW6a7jpJxHN2rQZRsmXSeEsm1zi2GmdDVKLiZLsTDhUiQOwvpLG1yJ2keQJTaITUJ0kloYhHxkUOQdpHE5UFIgim8FOy9lK30rQJVrphsqmwo+hM4vu989S1FFrW1mFS00zorpTowmglBZBeSNnKCwOvqcKfPltqysGH1sqEHJHz4KVbiygHMLkG3k9IJj5EKSgT8lwO60ahNguuvOKc+r5PaM+qHEsMD1E0zZ0qK/Ln/XoLm25S2WoHbjl9GSXdElcD4cYP2IALkUz83FTAesmeYWZdQh040JaCVi4y9tJ7Rya9LPF0i7p50NpdSycZs5APGiXfJ2u1U5zabFE7TT3c4sEHD7G2uoatpRy6KAouP3g55bAmRfSc0jRh3/697Nmzm6Vdixw8eBkoxeHDR+lGpxIoqU3eLyaqtZJahsDwkvdE/F4YVt1up2lvu2vXEnVdsboqIhdR5v3ciwCP91ZW0I34YXAWj7doUDFv4XZU709gGinWNEp6yDgrzrLVykjThPF4LI5xKq+w8/Nhxe8VdWlRQBZ600+KDicFifIYG0l6K5FmqeuqiZimv8OHT+IVPlATmwp8J9CSvM82xxEr8K2VqEsh+ZQkMUHRQWjHWZaQpQZjpGXxdP426ntNA0zNoSnVHLs4GBlDzLFFhlu4iM253xmtyf6TJMU5z5kza2ysC4T62LYJ57evn2X0BVrzcIT8ibA4LGDx2kvv6wvaEVM3KqEPtignG10ymy+zOtqH81/ujiyX7OJMYb1qfP64Nhxf6zS/i78Y14aNYUE7txRJiUkUcwua+swWC62E5UHOk49aFJVVrGyLYnLLWNaOrtB59Ay7F2ZZWFjg8OEjeO/ozewnMTqsX8JEFViIo+GQq66+guWVVXozOyWAejO9cIs7FhZm0dpT2aHojPm4MII6tGMWlpZMpijF3r27OXr0BHmeUxQyVkWAe7wLUYVHKs6jDxEnI9CLkAYmjmN6Rgz/eH+OU6hAhdoapbG1tALOcoHJTJKgTUJVVgyHo9AWWJyntSGhbkW1XBxKFpSfaxQ+9HWfwEASDUVZFMlbGa2pq+lygzDBKw/eTg1BaAxSzR5k83XSOO34RjnPtoEQVUNnnuROJvU4qsl8oGPCPR5BhO6a9L5AcEqLA1FRfdk3rQ4iNNkkh1TQJQtRo9TRBO5+eE+SGIzvsL6xSV3XjAaP7fV0PnvWOZbGpil64ecoFNdEJt5Pfn8Oi7fcDiE5J3IJKNeEm5fsmWznvkZbo4z+OGOxO+SKBekZnmae+XmNXdsiT1LG9VNdNAh1edsZ+nTZ8o7xqTWKoqA308PWNRvrmyymC5jMNOi9s5YTJx5lcWmR2ZkeDz9ymHI8bqQ3vHfML8zhgs6Y15bSjnBuxGggsEpsB9DvDymKHOtqxvWIyo4Bgb8Wl2Y5fvw4+/fvwySajfV1ZudmQengQKacioqMygBlNaypaWh56pmbdirBaQpMLYltG6T8rbXkeSp5ltrj63qi0us91tZh0vZY6gBhJeJQgshiZItpY6Cp5Tj7qVaTrYoQtbjQJ16e7SjnIi1Q1I68i9KB6BP6nsQ4xTrpcROjmiRAk9ZbORY/cR517eLJCIckXS0nOvyBRaZ8qPfRkxyXjnmuydjET0Zm2MSJNXlNpEWD8tIozHrLxsY6Slvm53pC9jCGpV0Xn7x/ljmWcHPsaPHJxMnEaxhe+6nf+6n3yYoxEPAjnzw4Fa00znfYGO/BP86kdcmeydaA/zgP40pjHbLKxFO0FcVWRVFXjHk6Evnx26C0mioIKV7znOfw8MOP0O/3OfXoGS6/fD9JSyTwT548Ta/bZW52BpSn026xtb3F7FwPFfIgANZW9Md9htWQxChyXbByZpVduxZIU2kClWaambk2w2pAP8jIAKQmIzMZxUzCkaNHmJ2ZwTnLmTPLcrzecrbWlfcNCCY/T63IYx489pAXh6QxYZUdk9jyfodSuoGLxHFFrTBhwjX5FzWpvJcxT+9HcidKq7McQUym66lcQ0jSh4nXTTmIBgALz3ucHBo2FYoojz8NVTXaZCoiGrpBB50LjjX0mvGhyF43xy77102BcSjYjHBngBojQWCS5JfzJw6IqTHHG20nvK9jXgyZzrSu0ekWzheBBahgx3W+MHt2OZZm4TS1hpqm64W7P3aIayIRK15fBR65tG+tmwjF46WdK4pWnuBJqV3sq37JvlbNKM+4NhxZncV7zWULmxRpTaujSIYjFMXTmkXzQI2wfkB07Q4dPkSrKJrIeHl5hSQxLC0tyGe8Y26hS1mVDEZCT05MivKKyo4p6yFVPUarFmfODADNnr3zeDyVHVG6EbWrKcuSQdlnXIlCs1ajgPNr0lnNxmCNtfV15uZmmZvvYV2f0XgFZQyeBOs12+OKqp4U001k7YWqnCeOhIrtEfSHnoXeLhZ7S9jKs7G1xu69C7QKxfrqkPvvP8bi4gL7DizR6XYxOsPotJE9qeuasioZDoeMxyVlWYL3DAZDTGK47LIDtFotyWd4eTYVUNUDxvUqzpWgWqCKRsa/dhW2HqF9wfZynzzP2bVrFxsbGxRFhsczGg1Jc0uaSWmB8yVapbTyJRLdRSnY2FhnZXmdhYUFqqpia2uLdqeNUR5bOdLMkGSG7f6YvCvqCoPNEZ1uQne2xvuEcZVQ1yVpKk7W+hTvNWU9xGgvzeRG6Q7HWrRyklwxtmO2h1tUrsQ6Uf+woQlcrGeqqooiz+kWMxSqS2pyWq2cVjsHUiBFqZpYKH6x9uxyLCqulORHH5ZYaqqXdBQUjHWR02wvvMAQVVmFUN03/sha10hMeMzTOuFcsq+GCauotoaVvuRgvNJcvrBJkloMlciPX2hO7nFtUpgGkkSWh19W3ouLizz4wAOsrhZcd/01zMx0yPMM1AQ2McZgK8toPMR7R2YSEqXwlCTa0krarDy6yfrqBpcd3IPzFTgYVSO2RpuUdRX6vkSKLzjlptrmKFShMblhbWs1TJQaZTRJHrtqahINGC9y/7YWdpX3SJGLZjiWiL52ik7eYq6zQJ4WbAw2SXIDxlKWmhPHV9m1a4k0y5jtLZKk6SQqCKt/paDdatNut8FDbQUi29jYZHNjk26nG+pzZDxJYmSlrxOcTxnWFbUd4vxQhD6RaNB5S2ZqZuZnGA9KRqMR7Xab9Y0NKU8oCpQe432JIkcFtmdtS5zrg69xfsTlB/dRlp6NzTV6M22S1JG3xnhvmtxUMlQop0hNItffJ9gqoVYwdhW1t4zGVnTUgDw1FGlgwnmDI0NhQq8YqdAvXcWoHmCpgkMlQIa2YQLifegaKjVCeeJxWgSLVFQVdKbJ5z2ZO/zZ5ViYOAuFCiJ801CvRCsmyDgI5htIfl4aJo2G48Y5+dBW1DmhNxqj0SqhtDNcila+Fm2yHIiTvfWTu2Otn+PcDAdmNtHKof1OLcwna3niMBqc0yzMFAyHQ4bDEcPhkLIs2bVrF2VZcuTIcfbtX8S6OrAbBcLQwo+lqkZYN8ZrqI0jUTmba57VlTXm59vccOM++tuWE8dX2LV7ltpVVNWYcT3agb3HU+GZWlx5h6NCtXuMfMoAAAf5SURBVA3eOVY3apTTKGVJ05q5pR5FmuOShKoeMypH1LZuSC3exYlN8jczrVnaRaeRrU8SjfKKQw+dpNtto7Rh//79pFkRYDc5KOUl+T2h70fnKj9nWUpZjoXeHB7URBvGozHD0ZC8lTKsarZGQ2pbNYnsCJMDlFWJzhOWVzZYXl7mhhuuZ2F+Huccg0GfcTWk21OYJAFv8N5S1SVaWxLjmZlpoVXC8WPH2X9gF1tbQ0wizDmjMpxXaJ2gtEX5qXoWMsZD0LkHJ2KcOIP3CmU0qXEoxjhbYxJNK++RZz20NoFebBmUGwyrCWkiKhJIywVxUjYUxFprqXxFmud4B9v9LdIkQavY2M1NCYVenD3rHEuMUJrpIiQepXZLidRKA4G5qagFbB0rlCVp26RmApabGoOnx7Cadiye1HhqGzuwXLJnsk0Q9YZ3s+O3G8Oc1PTI2GDnsuTJf+Oo0mgFMy3Dwd09HnnoDHVVMTc3R6/XJcszjh09waDfZzzukaSQeEOUAXFOKtmVB+UsJkkY9RNWTm+TZYYrruqRt2pgm8WlOQbbhlOnNujO50SAf2eCfTKmia8JuQdfUzvwuUA0mWnRbRUYo6iDgGOeFCg0w7JP0x3VCtU5MSlF0iI1Getr64FA0GduoWBzbYBzQq2enZ2n1Sqo65LaVuhQ55OYrMkJ0FynyUIgy3Kc99R13Ui7OO/Z2t5mOOij0x7jakRVlyGBHsfpQ1tm2de4HnL5wQNsrG1inVTH97e3KdoZs50CTymtf50UPwv12KBVjlIF29tCisjzgq2tEeVYo6qcNE1wPsCVAFSkmaHTlUhh165dbPe3GG1LQ7fY+4bEoIsa5wYihe9rlMpwpQ2QZdooRJtAYbZWdARj63UVWHZSPCr6bEbXwkLTGkvIJU6x2nYUUl7MXf1sqrxXSp0BDl/kx5aA5S/D4Xw17NJYnnn29TIOuDSWZ6o9HWO5wnu/60Lf/KxyLE/GlFKfuRgpg2eyXRrLM8++XsYBl8byTLWvxlieZZX3l+ySXbJLdsm+3HbJsVyyS3bJLtkle1rtkmM5v739q30AT6NdGsszz75exgGXxvJMta/4WC7lWC7ZJbtkl+ySPa12KWK5ZJfskl2yS/a02iXHcsku2SW7ZJfs6bUdvUe+xv8CvwmcBv58atvPA18A/hT4I2B/2L4IfBjYBv7d4+zvPWftKwd+F3gQ+CRw5dTv3gA8EP6+YWr7VeG9D4TPZl/JsQAZgrHeD9wLfM9XcixP4zheD3wxfO4DwNIz/Jq8GvhsOObPArdNfeaWsP1B4NeYQNJfU2MB2sD7wn11N/Cvvgaelce9Ll/t5/5pvL++qs+89/7rzrH8ReBFZ12YmanXfx+4I7zuAH8B+Lucw7EA3w3817P2dfvU518H/G54vQA8HP6fD6/n//92zia0jiqK478jUQQLphQEm1RDURfRRa0ujKuWYsGFbuzCVfz+CHbhNtiFpXWhKGgptHWvQkVEi0gWiqhFcKOLoqKJFGwtKhWLHyAt/F2cM8k4fQ1v4vjeTHJ+8GByzr0z95/7zpy598674TsK3B/Hh4GZQWoB9gL74/gylm7IA9HShA58h4ifS21/AXi25X1yK0s3gVuA06VynwNT+E+a3wfu7qIWPLFsj+MrgE+6qqUNcd/g92uoMS+tssQS4ifKHVPxzQKHKrYHufhmvA74FJisdPIcMBXHI/ivWQ1/mj5SKnckbBZlRsI+BcwNWMsPwFU96g9My3/VgW+3+gtwfbTjMPB4F/ok7AacxZ8YrwW+KfkW29k1LT18rwCPdVULLYj7hnQMPebXxF5hZvYcMA2cA7b3UWUf8BLwV8U+hncaki6Y2Tl8+mbRHpwK2wbgN0kXKvYVU0eLmY3G4T4z2wYsALsl/TRsLXV0SDpvZjP4sP9PfFj+VLi70Cf3AV9I+tvMxuKa1XZ1Tkul3ihwD55cuqqllXFf8/vViphfE4v3kp6RtAl4Ddi9XFkz2wLcIOntXu5ep1+BfcXU0YI/lYwDxyVtBT4DXgzfULXU7JPLgRli+I/POc8W7prtHWifmNnNwPPAE4Vpmet3TUthHwHeAA5I+r4w12zzULW0Oe5r9kkrYn5NJJYSr+PZfTmmgNvM7CQ+LL7JzD4K3ylgEywG09XAr2V7MA78iA8jR80W9/gu7E3Qj5az+NNXESxv4nO40B4t/ejYAiBpQT4mPwrcGb626ICKFjMbx//305IWSu0d79GuLmopeBX4TtLLJVvXtHQh7vvR0YqYX/WJxcxuLP15L/6WxCWRdEjSRkkT+ELyt5K2hftd/O0JgF3Ah3GjmwN2mtl6M1sP7MTnIoW/5bQr6jwAvDNALQKOAUX7dwBfDVtLXR3AaWDSzIrdVe8Cvh62juW0xJTEe8CspONFAUlngN/N7A7zPcmnS9fvlJbw7cdvUE9XTtcpLW2N+xXoaEfM97MQ05UPPhw/A5zHs/AjwFvACXz65BgwVip/Es/Yf0T5ycr5Jvj3It6V+BPAPP5mz+aS7+GwzwMPleybo+x81L1o0fP/1IIveH8cdT4ArhuklgZ1PIknk6LOhjb3CbAHXw/6svS5Jny3R50F4CBLrxt3Sgv+BKvol8L+aBe1tCHuG/x+DTXmJeWWLkmSJEmzrPqpsCRJkmSwZGJJkiRJGiUTS5IkSdIomViSJEmSRsnEkiRJkjRKJpYkSZKkUTKxJEmSJI3yD5RscbHZvSbaAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = origins.to_crs(epsg=3857).plot(column='ShipType', legend=True, figsize=(6,6))\n", "ctx.add_basemap(ax, url=ctx.sources.ST_TERRAIN, zoom=ZOOM_LEVEL)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In our data sample, trip origins can be:\n", "- When a ship departs its anchoring location and the speed changes from 0 to >0\n", "- When a ship trajectory first enters the observation area" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = origins.to_crs(epsg=3857).plot(column='SOG', legend=True, figsize=(9,6))\n", "ctx.add_basemap(ax, url=ctx.sources.ST_TERRAIN, zoom=ZOOM_LEVEL)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Finding ships that depart from Sjöfartsverket (Maritime Administration)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "area_of_interest = Polygon([(11.86815, 57.68273), (11.86992, 57.68047), (11.87419, 57.68140), (11.87288, 57.68348), (11.86815, 57.68273)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can identify vessels that start their trip within a given area of interest by intersecting trip starting locations with our area of interest:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 12 departures\n" ] } ], "source": [ "departures = []\n", "for traj in trips:\n", " if traj.get_start_location().intersects(area_of_interest):\n", " departures.append(traj)\n", "print(\"Found {} departures\".format(len(departures)))" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "departures[1].plot(with_basemap=True, linewidth=5, capstyle='round', column='Name', legend=True,\n", " figsize=(9,9), url=ctx.sources.ST_TERRAIN, zoom=ZOOM_LEVEL) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see what kind of ships depart from here:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Law enforcement vessel 'KBV 010' departed at 2017-07-05 10:36:03\n", "Law enforcement vessel 'KBV 010' departed at 2017-07-05 14:33:02\n", "Law enforcement vessel 'KBV 048' departed at 2017-07-05 10:20:44\n", "Pilot vessel 'PILOT 794 SE' departed at 2017-07-05 01:21:07\n", "Pilot vessel 'PILOT 794 SE' departed at 2017-07-05 04:15:04\n", "Pilot vessel 'PILOT 794 SE' departed at 2017-07-05 06:58:56\n", "Pilot vessel 'PILOT 794 SE' departed at 2017-07-05 08:45:08\n", "Pilot vessel 'PILOT 794 SE' departed at 2017-07-05 12:02:18\n", "Pilot vessel 'PILOT 794 SE' departed at 2017-07-05 13:34:42\n", "Pilot vessel 'PILOT 794 SE' departed at 2017-07-05 22:32:47\n", "Pilot vessel 'PILOT 218 SE' departed at 2017-07-05 09:27:24\n", "Pilot vessel 'PILOT 218 SE' departed at 2017-07-05 16:10:29\n" ] } ], "source": [ "for traj in departures:\n", " print(\"{} vessel '{}' departed at {}\".format(traj.df['ShipType'].iloc[0], traj.df['Name'].iloc[0], traj.get_start_time()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Of course, the same works for arrivals:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 12 arrivals\n", "Law enforcement vessel 'KBV 010' arrived at 2017-07-05 10:51:03\n", "Law enforcement vessel 'KBV 048' arrived at 2017-07-05 10:26:44\n", "Pilot vessel 'PILOT 794 SE' arrived at 2017-07-05 01:37:37\n", "Pilot vessel 'PILOT 794 SE' arrived at 2017-07-05 04:51:27\n", "Pilot vessel 'PILOT 794 SE' arrived at 2017-07-05 08:16:46\n", "Pilot vessel 'PILOT 794 SE' arrived at 2017-07-05 08:55:18\n", "Pilot vessel 'PILOT 794 SE' arrived at 2017-07-05 13:06:55\n", "Pilot vessel 'PILOT 794 SE' arrived at 2017-07-05 16:44:06\n", "Pilot vessel 'PILOT 794 SE' arrived at 2017-07-05 23:58:49\n", "Pilot vessel 'PILOT 218 SE' arrived at 2017-07-05 10:08:03\n", "Pilot vessel 'PILOT 218 SE' arrived at 2017-07-05 17:46:12\n", "Tanker vessel 'DANA' arrived at 2017-07-05 08:35:48\n" ] } ], "source": [ "arrivals = []\n", "for traj in trips:\n", " if traj.get_end_location().intersects(area_of_interest):\n", " arrivals.append(traj)\n", "print(\"Found {} arrivals\".format(len(arrivals)))\n", "\n", "for traj in arrivals:\n", " print(\"{} vessel '{}' arrived at {}\".format(traj.df['ShipType'].iloc[0], traj.df['Name'].iloc[0], traj.get_end_time()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Continue exploring MovingPandas\n", "\n", "* [Tutorial 2: Bird migration analysis](2_bird_migration_analysis.ipynb)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 1 }