diff --git a/4_data_analysis/data_analyst_for_haiti_inbound_tourist.ipynb b/4_data_analysis/data_analyst_for_haiti_inbound_tourist.ipynb new file mode 100644 index 0000000..64c9715 --- /dev/null +++ b/4_data_analysis/data_analyst_for_haiti_inbound_tourist.ipynb @@ -0,0 +1,861 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 10, + "id": "b2188c3b-d50e-4d12-9993-08d5cfc7b3b0", + "metadata": {}, + "outputs": [], + "source": [ + "# import the necessaries modules\n", + "import pandas as pd\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import seaborn as sns\n", + "import statsmodels.api as sm\n", + "\n", + "sns.set(style = \"whitegrid\")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "c10a83c8-1ab1-42aa-a3b4-289d154de9f7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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type_of_visitorscountry_receivingwhere_tourist_fromyearnumber_of_touristunit_thousand_trips
0excursionistsHaitiWorld1995225.0thousand trips
1excursionistsHaitiWorld1996250.0thousand trips
2excursionistsHaitiWorld1997238.0thousand trips
3excursionistsHaitiWorld1998246.0thousand trips
4excursionistsHaitiWorld1999243.0thousand trips
\n", + "
" + ], + "text/plain": [ + " type_of_visitors country_receiving where_tourist_from year \\\n", + "0 excursionists Haiti World 1995 \n", + "1 excursionists Haiti World 1996 \n", + "2 excursionists Haiti World 1997 \n", + "3 excursionists Haiti World 1998 \n", + "4 excursionists Haiti World 1999 \n", + "\n", + " number_of_tourist unit_thousand_trips \n", + "0 225.0 thousand trips \n", + "1 250.0 thousand trips \n", + "2 238.0 thousand trips \n", + "3 246.0 thousand trips \n", + "4 243.0 thousand trips " + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Load the csv file for inbound arrivals in Haiti\n", + "df=pd.read_csv(\"UN_tourism_inbound_Arrivals_haiti_cleaned.csv\")\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 253, + "id": "c7dec0b0-1e10-4ea5-9579-5e614e4bf3ea", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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type_of_visitorscountry_receivingwhere_tourist_fromyearnumber_of_touristcrisis
0excursionistsHaitiWorld1995225000.00
1excursionistsHaitiWorld1996250000.00
2excursionistsHaitiWorld1997238000.00
3excursionistsHaitiWorld1998246000.00
4excursionistsHaitiWorld1999243000.00
\n", + "
" + ], + "text/plain": [ + " type_of_visitors country_receiving where_tourist_from year \\\n", + "0 excursionists Haiti World 1995 \n", + "1 excursionists Haiti World 1996 \n", + "2 excursionists Haiti World 1997 \n", + "3 excursionists Haiti World 1998 \n", + "4 excursionists Haiti World 1999 \n", + "\n", + " number_of_tourist crisis \n", + "0 225000.0 0 \n", + "1 250000.0 0 \n", + "2 238000.0 0 \n", + "3 246000.0 0 \n", + "4 243000.0 0 " + ] + }, + "execution_count": 253, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\"\"\" \n", + "Multiply the \"number_of_tourist\" column by 1000 to convert the values from thousands trips\n", + "into full numeric values and delete the column \"unit_thousand_trips\"\n", + "\"\"\"\n", + "df[\"number_of_tourist\"] = df[\"number_of_tourist\"].astype(str)\n", + "df[\"number_of_tourist\"] = df[\"number_of_tourist\"].str.replace(\"thousand trips\", \"\", regex=False).str.strip()\n", + "df[\"number_of_tourist\"] = df[\"number_of_tourist\"].astype(float)\n", + "df[\"number_of_tourist\"] = df[\"number_of_tourist\"] * 1000\n", + "df = df.drop(columns=[\"unit_thousand_trips\"], errors=\"ignore\")\n", + "df.head()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "909992ed-695f-4aef-afb6-9604401d747b", + "metadata": {}, + "outputs": [], + "source": [ + "\"\"\"\n", + "convert \"year\" to binary to calculate the correlation between the years of crisis in Haiti \n", + "and inbound arrivals tourist in the country. 0:no crisis, 1: year of crisis\n", + "\"\"\"\n", + "crisis_years =[2004,2008,2010,2016,2018,2019,2020,2021,2022,2023,2024]\n", + "df[\"crisis\"] = df[\"year\"].apply(lambda x:1 if x in crisis_years else 0)" + ] + }, + { + "cell_type": "code", + "execution_count": 257, + "id": "67f60120-19b1-4c22-8b78-266b7a9d9188", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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type_of_visitorscountry_receivingwhere_tourist_fromyearnumber_of_touristcrisis
0excursionistsHaitiWorld1995225000.00
1excursionistsHaitiWorld1996250000.00
2excursionistsHaitiWorld1997238000.00
3excursionistsHaitiWorld1998246000.00
4excursionistsHaitiWorld1999243000.00
\n", + "
" + ], + "text/plain": [ + " type_of_visitors country_receiving where_tourist_from year \\\n", + "0 excursionists Haiti World 1995 \n", + "1 excursionists Haiti World 1996 \n", + "2 excursionists Haiti World 1997 \n", + "3 excursionists Haiti World 1998 \n", + "4 excursionists Haiti World 1999 \n", + "\n", + " number_of_tourist crisis \n", + "0 225000.0 0 \n", + "1 250000.0 0 \n", + "2 238000.0 0 \n", + "3 246000.0 0 \n", + "4 243000.0 0 " + ] + }, + "execution_count": 257, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "767fc36a-7b2c-4116-88fb-802c5483aa2e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 1], dtype=int64)" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[\"crisis\"].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "4a2ca3a3-7f47-4389-978a-95d5e87696b3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Correlation for – excursionists : 0.20224224069167163\n", + "Correlation for – tourists : 0.03986233352110226\n", + "Correlation for – visitors_total : 0.04936525451492305\n" + ] + } + ], + "source": [ + "\"\"\" correlation between crisis years(political crisis,natural disasters and COVID-19 ) and \n", + "the numbers of tourists arriving in Haiti, based on visitors types: excursionnists(cruise passengers who do not \n", + "stay overnight in the country), tourists(arriving by other types of transportation and staying\n", + "at least one night) and total visitors))\n", + "\"\"\"\n", + "categories = df[\"type_of_visitors\"].unique()\n", + "\n", + "for cat in categories:\n", + " subset = df[df[\"type_of_visitors\"] == cat]\n", + " corr = subset[\"number_of_tourist\"].corr(subset[\"crisis\"])\n", + " print(f\"Correlation for – {cat} : {corr}\")\n", + " \n", + "# Correlation Analysis" + ] + }, + { + "cell_type": "markdown", + "id": "cdaaa86c-c895-4664-a3dd-28304b6406d2", + "metadata": {}, + "source": [ + "# Correlation Analysis\n", + " 1. **Excursionists** \n", + "* Highest correlation of the three categories: 0.202\n", + "* Still weak, but more noticeable\n", + "* Excursionists (cruise passengers who don't stay overnight) appear slightly more sensitive to crises in Haiti\n", + "\n", + "2. **Tourists** \n", + "* Practically no correlation or very weak correlation: 0.040\n", + "* Tourists who stay at least one night seem largely unaffected by crises\n", + "* It's a more resilient tourism segment\n", + "3. **Total Visitors** \n", + "* combined result of both categories:0.049\n", + " Confirms that overall, crises don't have a strong, measurable linear impact on Haitian tourism according to our dataset.\n", + "\n", + "**General Conclusion:**\n", + "Crises in Haiti (political, natural disasters, COVID-19) have a limited and non-significant impact on tourist arrivals according to our correlation analysis. However, the effect is slightly more visible for excursionists, suggesting this segment is more volatile.However, the over-night tourists shows a weaker correlation what demonstrate a more resilient segment for the tourism sector. That doesn't mean that crisis has no effect on inbound tourists in Haiti. But, it shows that the relation is not linear. " + ] + }, + { + "cell_type": "code", + "execution_count": 267, + "id": "1c5a4773-2a9c-4d2d-911c-e8be5dcfd97c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Vb/btdntkGs2XX37J2WefzbHHHsvy5csB+PTTT8nKyiIhIYGvvvoK0zTrfR6/38+KFSv46aefyM/P36/N4MGDSUhI2C9L7e9HzZuO2lMA93XhhRdSUVHBBx98AFRPISwuLmbUqFGRc+jQoQP9+vWLPHcoFGL48OGsWrWKoqIiUlNTmTdvHieddBLbt2/nyy+/5MUXX+Sbb77Z72fepUuXRouo8vJyfvjhB84999xIwQDVRcTw4cOjWgmuphCqmbbXVMcdd1zkvvUZMmQIr7/+OldffTUvv/wy27ZtY+LEiQwfPrxZ2jekf//+db4nNT/fA/X32q/5fT86dOgQaddcr98DieZ5ar/Br++cV6xYwfHHHx8poqC6kOnUqVPUuZKSkur8waHme1P7NZWcnAxAcXFx5FinTp3qtOnQoQPHH3985PdAdnY2w4cPjxRRAA6Hg/POO48ffviBsrKyqHLWLl6ByEIrtb8np59+eqSIgurfb7X7TlPUTO09//zz6xw/77zzsNvtB7UqY81IV3169eqF1+tlwoQJ3HPPPXz00Ud06NCB2267jfT09KifS+RIoRGpWnw+H3fccQcrVqzgmGOOieq+pmny6KOPcsUVV0Tm80+cOJFvvvkm8sZS5FDFx8fTv39/oPqN2aBBg/j1r3/NVVddxaJFiyIXYO/ZswegwetYduzYUe/xf//739x///389NNPxMfH07t3b+Lj44Gm7/9RVFRU7yhC+/btgbpvYuLi4uq0sdlsTXqemseqUXPeRUVFkWPRnntSUhKDBg3iyy+/5Oc//znff/89t956Kz6fj2XLlhEOh/niiy8iU/Zqvsc1IxX78vl8kZGGe++9l3vvvfeAWWp/P2qKgca+H927d2fw4MEsXryYUaNGsXjxYoYOHRpZxW7Pnj3s3LmzwRGNnTt3kpSUxFtvvcVf//pX8vLySE5Opk+fPsTGxu7Xft/v+75KSkowTbPedu3bt6ekpKTR+9eWnp6OYRiNLudcXFyM3W6P9NGmZLzjjjtIS0vjrbfeivxMBg0axN13301GRsYht29IfX0dDlwo1n7N76v2m21ontdvUzT1efY955qpZDXn3NDvitoFYlPVLk5q2zfDvurrL+3atSMvLy+SsaH+bJompaWlUeU8UD8oKirabyENh8MR9Qhoze/Cfb+XNY8VzWuxRu2Cd1/x8fG89NJLzJ07lyVLlvDKK68QFxfHyJEjueOOO3C5XFE/n8iRQIVULatXr468qZgzZ85+/4F//PHHPP7446xfv57U1FTOO+88rr/+epxOJz/99BPbtm3b768/zz77bEueghxl2rVrx913382NN97IfffdxyOPPAIQmbYyc+ZMevTosd/96ntjsHnzZiZOnMhZZ53FU089FflL8ksvvcS///3vJmdKSkqqd8GInTt3AkT9hqA+tYsxIPJ87dq1i/xFPJpzr3HmmWfy4osvsmLFCmJiYujfvz8+n4833niD7OxsCgsLI1Pxar7H/+///b86b+RrdOrUiYKCAqD6mpL6rqVISko68MkewIUXXsi0adPYsGEDX3zxRZ2pkh6Phx49etSZVlhbly5d+Prrr7n99tu5/PLLGTduXGTU4OGHH65zQX1TeDweDMNo8OdfMyLQFF6vl379+vHvf/+bKVOm1Hs9x9y5c5k/fz4ffPBBk//q7XQ6mTBhAhMmTGD79u18/PHHPPHEE9x6660sXbr0kNtbpblevy35PCkpKfX2lZo/UrSEfX+XQHVfrSlmmvL7rObf+1432NhockOSk5P3ez7TNOv8kagpan637Ny5s06xWlVVVWc6qWEYzZIbqqfyzZgxg1AoxMqVK3nzzTf5xz/+QZcuXRpdnEbkSKapfbWMGDEiMr9/X5999hl/+MMfuPjii3nnnXe45557WLp0aeRC3Y0bNwLVv4DGjRvHySefzMUXX8xHH33UkqcgR6Gf//znnH766bzzzjuR6RoDBw4kJiYGn89H//79Ix8xMTE88sgj9a6StmrVKvx+P9dee22d6Tg1b45q/tLc2LQpgMGDB/Ptt9+yZcuWOsffeustOnToQPfu3Q/pfGtnqvHuu+8SFxfHwIEDm3zu9Z3HsGHD8Pl8vPrqq5xwwgnExMQwZMgQgsEgjz76KD/72c8ivx8GDx4MQGFhYZ3n2bNnD3/729/Ys2cPxx57LO3atWPr1q112qSlpfHII4/stzrYwTjnnHNwu93cfffdxMbG8vOf/zxyW1ZWFnl5ebRr167O83/55ZeRa5i+/fZbwuEwkyZNihRRoVAoMrUpmql1brebzMxMlixZUufNWUlJCZ988knk2ommGjduHP/973/rvVb1p59+4vXXXycrK6vJRVRlZSXnnHNOZAGNTp068bvf/Y7zzjsvck3WobS3UlNfv/s60Ou5uZ6nPkOHDuXbb7/F5/NFjq1fv36/3x2H06ZNm9i0aVPk67y8PL799tvIsvyDBw/m448/rjOCEwqFePfdd+nfvz9OpzMyGla7T1RVVbFy5cqo85x88sl89tlndaZ8/vvf/z7g1Mx9f441f7h5++236xx/9913CYVCkddifHw8hYWFdVby++abb6LO/d577zF06FB27tyJ3W5n0KBBTJ8+ncTExMj3Jdq+JnIk0IhUEz355JNcdNFFkV25u3Xrxr333ssVV1zB1q1bI8P7t99+OzfccAOTJ0/mn//8J9dffz3PP/985GJXkcPhj3/8IyNHjuQvf/kLixYtIiUlhfHjx/Poo49SWlrKkCFD8Pl8PProoxiGQZ8+ffZ7jH79+uFwOJgxYwZXXXUVgUCAhQsX8sknnwD/+ytlzUjMO++8w8CBA/f7w8OVV17JW2+9xZVXXskNN9xASkoKixcv5quvvuL+++9vlv9M33//fVJTUyPL8L766qv84Q9/iLyhacq513ceP/vZz+jcuTMffPABt956K1A9MtKrVy+++eYbrr322kiGn/3sZ4wcOZK77rqLbdu2kZmZyYYNG5g1axZdunShR48e2O12br75Zu6++27sdjvDhw+nuLiYJ554Ap/P16RFBA4kLi6O8847j1dffZVLLrmkzpS8Cy64gBdffJErr7yS6667jvT0dP7zn//w97//ncsvv5yYmBgGDBgAwJ/+9CcuvPBCiouLefHFF1mzZg1Q/XNvaNpUfW699VbGjRvH+PHjufzyy6mqquLpp58mEAhwww03RHVu5557Lv/5z3+47777+P777/nFL35BfHw8P/zwA8899xyJiYl1RuAOJDY2ln79+kUWEOjduzcbNmxg0aJFnHPOOYfc3kpNff3uKzExkW+//ZYvv/yySVMVD/Z56nPFFVfwxhtvMG7cOG688UZCoRB/+9vf6t3K4XBxuVxcf/313HzzzYRCIR599FGSk5MjU/RvuOEGPvvsM8aOHcs111yD0+nkxRdfZMuWLTzzzDPA/6YFv/jii3Tv3p2UlBTmz59PZWVlo9cU1mfixIn861//iryGCgsLmTVr1gG/JzW/zz744APOOOMMevbsyejRo5k9ezaVlZUMGTKE3NxcZs+ezZAhQzj99NMBGD58OPPnz+ePf/wjF198MevWreO5556L+pqsE044gXA4zMSJE7nmmmuIj49n6dKllJSURP64c6D/O0SORPrzQBPl5OTw2muvMWjQoMjHddddB8CPP/4Y+SU3btw4Ro8eTd++fbnppps444wzeP75562MLkeBY489ljFjxvDf//6XF198EYCbbrqJqVOn8sEHH3D11VczY8YMTjzxRF588cU6F07X6N69O4888gg+n48JEyZw9913AzB//nwMw+Drr78GqkfA+vfvz9SpU+udutqhQwf+8Y9/kJmZyX333ccf/vAH8vLyeOKJJ7jwwgub5XynTp3KDz/8wDXXXMPSpUuZNm1aZGWqpp57Q+dRs6Fx7al4NX+drpnWV+OBBx7gyiuv5JVXXmH8+PE8+eSTnHvuuXXeiFx88cU88sgjfPPNN1x33XVMnz6dLl26MH/+/GZ7I1Gz8MG+y3G73W5eeuklTjzxRGbMmMHVV1/N+++/z6233hrZd2bIkCHcfffdfPvtt1x99dU88MADdOrUKbLnS7TT+04++WSef/55AoEAt9xyC3fddRepqam89tpr+60U2RR/+ctfmDlzJjt27OCee+7huuuuY/HixVx44YW88cYbkYv1m+pPf/oTF1xwAc899xxXXXUVTzzxBBdddBHTp09vlvZWaerrd1+/+93viImJ4eqrr+azzz47bM9Tn5SUlMjUr6lTp3L//fdz2WWX1fuHnsOld+/eXHLJJUyfPp3bbruNbt268fLLL0em9vXq1YuXX36Z9u3b88c//pEpU6Zgmibz5s3jlFNOiTzOgw8+SGZmJnfddRdTp06lb9++9e5/diA9evTgxRdfjPwRZs6cOdx+++0HnAY8ZMgQTjnlFB555BEeeughoHrp/htuuIF3332Xa665hpdeeokxY8bw97//PfIHrVNPPZXbb7+db775hquvvpp3332X2bNnR11IdezYkWeeeQaPx8Mdd9zBtddey+rVq3n88ccZOnQocOD/O0SORIbZnFegtiFTp05l27ZtkSklAwYM4KqrrmL06NH7te3QoQNr1qzht7/9LS+99FJkCWGovs7gk08+YcmSJS2WXUSOLtOnT2fFihX7TeMRERGRw0cjUk3Uq1cvfvrpJ7p37x758Pl8PPzww5SVlZGRkUF8fPx+O5T/97//rTOPXESkucybN4/p06fz6quvRjYJFhERkZaha6Sa6Oqrr+amm27i8ccf51e/+hX5+fnceeeddOrUKbK86Pjx45kzZw6pqakMGDCAd999ly+++IIXXnjB2vAi0iZ9/fXX/Pvf/2bMmDGRvaNERESkZWhqXwP2ndoHsHTpUp566inWr19PUlISw4cPZ8qUKXXmLj///PO8+OKL+Hw+jjvuOG688Ub+7//+z4pTEBERERGRw0SFlIiIiIiISJR0jZSIiIiIiEiUVEiJiIiIiIhE6ahfbOLbb7/FNM0W3QBQRERERERan6qqKgzDYNCgQQdse9SPSJmmSWu5TMw0TQKBQKvJI62f+oxES31GoqU+I9FSn5FotaY+E01tcNSPSNWMRPXv39/iJFBeXk5ubi49e/bE7XZbHUeOAOozEi31GYmW+oxES31GotWa+swPP/zQ5LZH/YiUiIiIiIhItFRIiYiIiIiIREmFlIiIiIiISJRUSImIiIiIiERJhZSIiIiIiEiUVEiJiIiIiIhESYWUiIiIiIhIlFRIiYiIiIiIREmFlIiIiIiISJRUSImIiIiIiERJhZSIiIiIiEiUVEiJiIiIiIhESYWUiIiIiIhIlFRIiYiIiIiIREmFlIiIiIiISJRUSImIiIiIiERJhZSIiIiIiEiUHFYHEBERERGRo5OvzMfK/O/ZWLqRgrzdDEgbSGp8qtWxmkSFlIiIiIiItKiCygIWrVtAzu4cygKlBAJVrPhxOe9tWUq/dv0Y1esCvLFeq2M2SlP7RERERESkxRRUFjD3+zksz8/GbthJjUvD60ghNS4Nu2EnO38Zc7+fQ0FlgdVRG6VCSkREREREWsyidQvYUryZNHc6HqcHwzAAMAwDj9NDmjudLcWbWbx+kcVJG6dCSkREREREWoSvzEfO7hwSnUnYbfZ629htdhKdSazetQpfma+FEzadCikREREREWkRawpzKQ+WkxCT0Gi7hJgEyoPlrC1c00LJoqdCSkREREREWoQ/6MfAiEzna4hhGBgYVAYrWyhZ9FRIiYiIiIhIi3A5XJiYmKbZaDvTNDExiXXEtlCy6KmQEhERERGRFtEnpS9uh5vSqtJG25VWleJ2uOnj7dtCyaKnQkpERERERFpEanwqGe0yKA4UEQqH6m0TCocoDhTRr30mHd0dWzhh02lDXhERERERaTGje11Ifnk+W4o3k+hMIs4WB1RP5ysJlFAcKKJrYjdG9RxtcdLGaURKRERERERajDfWy4SBE8lKH0rIDOGryKcgWIivIp+QGSIrfSgTBk7EG+u1OmqjNCIlIiIiIiItyhvr5arMcfjKfPyQv5INWzdwTJdjGJA+sFVP56tNhZSIiIiIiFgiNT4VT/qppOzx0je9L2632+pITaapfSIiIiIiIlFSISUiIiIiIhIlFVIiIiIiIiJRUiElIiIiIiISJRVSIiIiIiIiUVIhJSIiIiIiEiUVUiIiIiIiIlFSISUiIiIiIhIlFVIiIiIiIiJRUiElIiIiIiISJRVSIiIiIiIiUVIhJSIiIiIiEiUVUiIiIiIiIlFSISUiIiIiIhIlh9UBpJqvzMfK/O/ZWLqRgrzdDEgbSGp8qtWxRERERESkHiqkLFZQWcCidQvI2Z1DWaCUQKCKFT8u570tS+nXrh+jel2AN9ZrdUwREREREalFU/ssVFBZwNzv57A8Pxu7YSc1Lg2vI4XUuDTshp3s/GXM/X4OBZUFVkcVEREREZFaVEhZaNG6BWwp3kyaOx2P04NhGAAYhoHH6SHNnc6W4s0sXr/I4qQiIiIiIlKbCimL+Mp85OzOIdGZhN1mr7eN3WYn0ZnE6l2r8JX5WjihiIiIiIg0RIWURdYU5lIeLCchJqHRdgkxCZQHy1lbuKaFkomIiIiIyIGokLKIP+jHwIhM52uIYRgYGFQGK1somYiIiIiIHIgKKYu4HC5MTEzTbLSdaZqYmMQ6YlsomYiIiIiIHIgKKYv0SemL2+GmtKq00XalVaW4HW76ePu2UDIRERERETkQFVIWSY1PJaNdBsWBIkLhUL1tQuEQxYEi+rXPpKO7YwsnFBERERGRhmhDXguN7nUh+eX5bCneTKIziThbHFA9na8kUEJxoIiuid0Y1XO0xUlFRERERKQ2jUhZyBvrZcLAiWSlDyVkhvBV5FMQLMRXkU/IDJGVPpQJAyfijfVaHVVERERERGrRiJTFvLFersoch6/Mxw/5K9mwdQPHdDmGAekDNZ1PRERERKSVUiHVSqTGp+JJP5WUPV76pvfF7XZbHUlERERERBqgqX0iIiIiIiJRUiElIiIiIiISJRVSIiIiIiIiUVIhJSIiIiIiEiUVUiIiIiIiIlFSISUiIiIiIhIlFVIiIiIiIiJRUiElIiIiIiISJRVSIiIiIiIiUVIhJSIiIiIiEiUVUiIiIiIiIlFqVYXUE088wZgxYxpts27dOq655hqGDBnCySefzKRJk9i+fXsLJRQREREREWlFhdQLL7zAY4891mibwsJCrrzySuLj43nxxRf5+9//TmFhIePHj8fv97dQUhEREREROdo5rA7g8/m44447WLFiBcccc0yjbf/1r39RUVHBgw8+iMvlAmDGjBmceeaZfPPNN5x88sktEVlERERERI5ylo9IrV69mqSkJN566y0GDhzYaNuTTz6ZOXPmRIqo2oqKig5XxBbhK/PxRd7nfFO6gi/yPsdX5rM6koiIiIiINMDyEakRI0YwYsSIJrXt0qULXbp0qXPsqaeewuVyMXjw4IPOYJom5eXlB33/Q1HoL+SdjW+xpjCXsqpyglVBlq/PZsmmd+iTksGvepxPiivFkmzS+lVUVNT5LHIg6jMSLfUZiZb6jESrNfUZ0zQxDKNJbS0vpA7FvHnzePnll5k2bRrt2rU76MepqqoiNze3GZM1TUmohHcL3mZncCfxNjceIwHDYWCGTSorK/ly239Y71vHed7z8dg9LZ5PjhwbN260OoIcYdRnJFrqMxIt9RmJVmvpM06ns0ntjshCyjRNHn30UebOncu1117L73//+0N6vJiYGHr27Nk84aIwf+3/o8hWRNfErthtdkLhEBXl5bjj4/HYEvGGQ/gqffw3Zg2X9x7b4vmk9auoqGDjxo306NGDuLg4q+PIEUB9RqKlPiPRUp+RaLWmPrN+/fomtz3iCqmqqiqmTZvGO++8w2233ca4ceMO+TENw8DtdjdDuqbzlfn4b9F/SXYl44ypW/XabXbs9uqPZDOZtUVrKTFLSI1PbdGMcuSIi4tr8T4sRzb1GYmW+oxES31GotUa+kxTp/VBK1hsIlq33XYb7733Ho888kizFFFWWVOYS3mwnISYhEbbJcQkUB4sZ23hmhZKJiIiIiIiB9KqR6RCoRAFBQV4PB5iY2NZuHAhS5Ys4bbbbiMrK4udO3dG2ta0OVL4g34MjANWvYZhYGBQGaxsoWQiIiIiInIgrXpEKi8vj9NOO40lS5YA8M477wDw8MMPc9ppp9X5qGlzpHA5XJiYmKbZaDvTNDExiXUcOUWiiIiIiEhb16pGpB588ME6X3fp0oW1a9dGvn7uuedaOtJh0yelL26Hm9KqUjzOhlfkK60qxe1w08fbtwXTiYiIiIhIY1r1iFRblhqfSka7DIoDRYTCoXrbhMIhigNF9GufSUd3xxZOKCIiIiIiDWlVI1JHm9G9LiS/PJ8txZtJdCYRZ6te7tE0TUoCJRQHiuia2I1RPUdbnFRERERERGrTiJSFvLFeJgycSFb6UEJmCF9FPgXBQnwV+YTMEFnpQ5kwcCLeWK/VUUVEREREpBaNSFnMG+vlqsxx+Mp8/JC/kg1bN3BMl2MYkD5Q0/lERERERFopFVKtRGp8Kp70U0nZ46Vvel/LNyMTEREREZGGaWqfiIiIiIhIlDQiJSIiIiIilvCV+ViZ/z0bSzdSkLebAWkDSY1PtTpWk6iQEhERERGRFlVQWcCidQvI2Z1DWaCUQKCKFT8u570tS+nXrh+jel3Q6hdc09Q+ERERERFpMQWVBcz9fg7L87OxG3ZS49LwOlJIjUvDbtjJzl/G3O/nUFBZYHXURqmQEhERERGRFrNo3QK2FG8mzZ2Ox+nBMAwADMPA4/SQ5k5nS/FmFq9fZHHSxqmQEhERERGRFuEr85GzO4dEZxJ2m73eNnabnURnEqt3rcJX5mvhhE2nQkpERERERFrEmsJcyoPlJMQkNNouISaB8mA5awvXtFCy6KmQEhERERGRFuEP+jEwItP5GmIYBgYGlcHKFkoWPRVSIiIiIiLSIlwOFyYmpmk22s40TUxMYh2xLZQseiqkRERERESkRfRJ6Yvb4aa0qrTRdqVVpbgdbvp4+7ZQsuipkBIRERERkRaRGp9KRrsMigNFhMKhetuEwiGKA0X0a59JR3fHFk7YdNqQt5U4knd1FhERERFpqtG9LiS/PJ8txZtJdCYRZ4sDqqfzlQRKKA4U0TWxG6N6jrY4aeNUSFmsLezqLCIiIiLSVN5YLxMGTmTx+kXVS5xX5BMIVlFaUUq8M4Gs9KGM6jm61b8HViFloZpdnWuq8dS4NMrCpcTHJVARriA7fxl55XlMGDix1XckEREREZGm8sZ6uSpzHL4yHz/kr2TD1g0c0+UYBqQPbNXT+WrTNVIWaiu7OouIiIiIHIzU+FROST+VExJO5JT0U4+YIgpUSFmmLe3qLCIiIiJytFEhZZG2tKuziIiIiMjRRoWURdrSrs4iIiIiIkcbFVIWaUu7OouIiIiIHG1USFmkLe3qLCIiIiJytFEhZZG2tKuziIiIiMjRRvtIWait7OosIiIiInK00YiUhWp2dc5KH0rIDOGryKcgWIivIp+QGSIrfag24xURERERaYU0ImWxtrCrs4iIiIjI0UaFVCuRGp+KJ/1UUvZ46ZveF7fbbXUkERERERFpgKb2iYiIiIiIREmFlIiIiIiISJRUSImIiIiIiERJhZSIiIiIiEiUVEiJiIiIiIhESYWUiIiIiIhIlFRIiYiIiIiIREmFlIiIiIiISJRUSImIiIiIiERJhZSIiIiIiEiUVEiJiIiIiIhEyWF1AKnmK/OxMv97NpZupCBvNwPSBpIan2p1LBERERERqYcKKYsVVBawaN0CcnbnUBYoJRCoYsWPy3lvy1L6tevHqF4X4I31Wh1TRERERERq0dQ+CxVUFjD3+zksz8/GbthJjUvD60ghNS4Nu2EnO38Zc7+fQ0FlgdVRRURERESkFhVSFlq0bgFbijeT5k7H4/RgGAYAhmHgcXpIc6ezpXgzi9cvsjipiIiIiIjUpkLKIr4yHzm7c0h0JmG32ettY7fZSXQmsXrXKnxlvhZOKCIiIiIiDVEhZZE1hbmUB8tJiElotF1CTALlwXLWFq5poWQiIiIiInIgKqQs4g/6MTAi0/kaYhgGBgaVwcoWSiYiIiIiIgeiQsoiLocLExPTNBttZ5omJiaxjtgWSiYiIiIiIgeiQsoifVL64na4Ka0qbbRdaVUpboebPt6+LZRMREREREQORIWURVLjU8lol0FxoIhQOFRvm1A4RHGgiH7tM+no7tjCCUVEREREpCHakNdCo3tdSH55PluKN5PoTCLOFgdUT+crCZRQHCiia2I3RvUcbXFSERERERGpTSNSFvLGepkwcCJZ6UMJmSF8FfkUBAvxVeQTMkNkpQ9lwsCJeGO9VkcVEREREZFaNCJlMW+sl6syx+Er8/FD/ko2bN3AMV2OYUD6QE3nExERERFppVRItRKp8al40k8lZY+Xvul9cbvdVkcSEREREZEGaGqfiIiIiIhIlFRIiYiIiIiIREmFlIiIiIiISJRUSImIiIiIiERJhZSIiIiIiEiUVEiJiIiIiIhESYWUiIiIiIhIlFRIiYiIiIiIREmFlIiIiIiISJRUSImIiIiIiERJhZSIiIiIiEiUVEiJiIiIiIhEqVUVUk888QRjxoxptE1hYSG33norgwcPZvDgwdx1112Ul5e3UEIREREREZFWVEi98MILPPbYYwdsN2nSJLZs2RJp/8UXX3Dvvfe2QEIREREREZFqDqsD+Hw+7rjjDlasWMExxxzTaNtvv/2W7OxslixZwnHHHQfAn/70J8aPH88tt9xCampqS0QWEREREZGjnOUjUqtXryYpKYm33nqLgQMHNtr266+/pkOHDpEiCiArKwvDMFixYsXhjioiIiIiIgK0ghGpESNGMGLEiCa19fl8pKen1znmdDpJTk4mLy/vcMQTERERERHZj+WFVDQqKipwOp37HXe5XPj9/oN+XNM0W8WCFRUVFXU+ixyI+oxES31GoqU+I9FSn5FotaY+Y5omhmE0qe0RVUjFxsYSCAT2O+73+3G73Qf9uFVVVeTm5h5KtGa1ceNGqyPIEUZ9RqKlPiPRUp+RaKnPSLRaS5+pb+CmPkdUIZWWlsa//vWvOscCgQB79uw5pIUmYmJi6Nmz56HGO2QVFRVs3LiRHj16EBcXZ3UcOQKoz0i01GckWuozEi31GYlWa+oz69evb3LbI6qQGjx4MDNnzmTTpk10794dgGXLlgFwwgknHPTjGoZxSCNazS0uLq5V5ZHWT31GoqU+I9FSn5Foqc9ItFpDn2nqtD5oBav2NSYUCrFz504qKysBGDhwICeccAI333wzK1eu5KuvvuKee+5h1KhRWvpcRERERERaTKsupPLy8jjttNNYsmQJUF0hzp49my5dunDFFVdw0003ccYZZzB9+nRrg4qIiIiIyFGlVU3te/DBB+t83aVLF9auXVvnWLt27XjsscdaMpaIiIiIiEgdrXpESkREREREpDVSISUiIiIiIhIlFVIiIiIiIiJRUiElIiIiIiISpVa12MTRzFfmY2X+92ws3UhB3m4GpA0kNV5LuouIiIiItEYqpCxWUFnAonULyNmdQ1mglECgihU/Lue9LUvp164fo3pdgDfWa3VMERERERGpRVP7LFRQWcDc7+ewPD8bu2EnNS4NryOF1Lg07Iad7PxlzP1+DgWVBVZHFRERERGRWlRIWWjRugVsKd5Mmjsdj9ODYRhA9cbDHqeHNHc6W4o3s3j9IouTioiIiIhIbSqkLOIr85GzO4dEZxJ2m73eNnabnURnEqt3rcJX5mvhhCIiIiIi0hAVUhZZU5hLebCchJgEAPwhPwX+AopCRRT4C/CH/AAkxCRQHixnbeEaK+OKiIiIiEgtWmzCIv6gHwODKrOK/NI8SgOlBMNBwqaJrWwPOyt2kOD0kBafhoFBZbDS6sgiIiIiIrKXCimLuBwugmaQjUUbqAxV4rDF4LK7CIVC2O12QoTZ4y+kMlhBXIybWEes1ZFFRERERGQvFVIW6ZPSl8pgBeXBcuIcbgwMTNPce6uBw3Bgt9spD5ZjGDb6ePtamldEREREpLkdyXupqpCynAFm9af9mHtvx6xVZImIiIiIHNnawl6qWmzCImsKc4m1xxHvcOMPVxIMByPFkmmaBMNB/GE/8Q43sfY4LTYhIiIiIm1CW9lLVYWURfxBPw6bg+6JPUhxpQAmAdNPlVlFwPQDJimuZLon9sBhc2ixCRERERFpE9rKXqqa2mcRl8OFiUmMLYaunm74Q36K/cVUVJQTF+cm0ZWIy+7CNE1MTC02ISIiIiJHvIPZS7W1XjOlESmL9Enpi9vhprSqFACX3YXX5SXJkYTX5cVldwFQWlWK2+HWYhMiIiIicsTbdy/VhhwJe6mqkLJIanwqGe0yKA4UEQqH6m0TCocoDhTRr30mHd0dWzihiIiIiEjzqtlLtWY6X0MMw2j1e6lqap+FRve6kPzyfLYUbybRmUScLQ6oXmyiJFBCcaCIrondGNVztMVJRUREREQOXc3lLaZpNlpMHQmXt2hEykLeWC8TBk4kK30oITOEryKfgmAhvop8QmaIrPShTBg4sdUv/SgiIiIi0hT7Xt7SkCPh8haNSFnMG+vlqsxx+Mp8/JC/kg1bN3BMl2MYkD5Q0/lEREREpE2pubxleX42boe73gUnai5vyUof2qrfD6uQaiVS41PxpJ9Kyh4vfdP74na7rY4kIiIiItLs2srlLZraJyIiIiIiLaatXN6iESkREREREWlRbeHyFhVSIiIiIiJiiSP58hZN7RMREREREYmSCikREREREZEoqZASERERERGJkgopERERERGRKKmQEhERERERiZIKKRERERERkSipkBIREREREYmS9pESERERERFL+JdlU75wIYnbtlPeuRP2Cy7ANSTL6lhNokJKRERERERaVGDVagonTyG4fj0Eq4gzwW+Af8FCHL16kTLjYZyZ/ayO2ShN7RMRERERkRYTWLWa3WPGEszNBZsNEjyE4+MhwQM2G8GcHHaPGUtg1WqrozZKhZSIiIiIiLSYwslTCBcUYHg82OLiMGzVJYlhs1V/7fEQLihgz5TbLE7aOBVSIiIiIiLSIvzLsqun87lcGHZ7vW0Mux1cLqrWrcO/LLuFEzZdsxRSO3fuZPXq1YRCoeZ4OBERERERaYMq3n4LgkEMl6vRdobLBcEgFe+83ULJohd1IVVWVsa0adOYP38+AEuWLGH48OFcdNFF/OpXvyIvL6/ZQ4qIiIiIyJEvXFIKEJnO15Ca28PFJYc908GKupCaOXMm//znP0lJSQHgkUceoU+fPsyePRuHw8HMmTObPeTRwFfm44u8z/mmdAVf5H2Or8xndSQRERERkWZl8yQAYIbDjbarud2W6DnsmQ5W1Muff/jhh0ydOpVf/epX5Obmsm3bNm677TbOOussgsEg99xzz+HI2WYVVBawaN0CcnbnUBYoJRCoYsWPy3lvy1L6tevHqF4X4I31Wh1TREREROSQxZ0/krJXXsP0+zHi4hpsZ/r94HAQN3JkC6aLTtQjUnv27OHYY48F4JNPPsHhcHDqqacCkJSUhN/vb96EbVhBZQFzv5/D8vxs7Iad1Lg0vI4UUuPSsBt2svOXMff7ORRUFlgdVURERETkkLmGZOHo2RP8fswG1lcwQyHw+4np1QvX4MEtnLDpoi6kOnfuzNq1awF4//33Of7440lIqB6i+/TTT+nSpUvzJmzDFq1bwJbizaS50/E4PRiGAYBhGHicHtLc6Wwp3szi9YssTioiIiIi0jxSZs7A5vVilpQQrqiITOMzw+Hqr0tKsHm9JM942OKkjYu6kLrssst48MEH+eUvf0lubi6XXXYZADfeeCMvvPACl156abOHbIt8ZT5ydueQ6EzCbqt/6Ue7zU6iM4nVu1bpmikRERERaROcmf1oN38eMRkZEA5DaQm2sjIoLYFwmJiMDNrNn4czs5/VURsV9TVSY8aMwev1kp2dzY033si5555b/UAOB9OnT+c3v/lNs4dsi9YU5lIeLCfdnd5ou4SYBPLK81hbuIbU+NQWSiciIiIicvg4M/vRcem7+JdlU7JoMYVbt5LSpQueC0e36ul8tUVdSC1fvpxhw4Zx3nnn1Tk+a9YsiouLeffdd/e7TfbnD/oxMCLT+RpiGAYGBpXByhZKJiIiIiLSMlxDsgj1z2RTbi6d+/bF5XZbHanJop7aN3bsWH788cd6b8vJyWHatGmHHOpo4HK4MDExTbPRdqZpYmIS64htoWQiIiIiInIgTRqRuv322yMb7ZqmyfTp0yMLTNS2ceNG2rdv37wJ26g+KX1xO9yUVpXicTa8Pn5pVSluh5s+3r4tmE5ERERERBrTpBGpc845p3pkpNboSc3XNR82m43jjz+eBx544LCFbUtS41PJaJdBcaCIULj+pR9D4RDFgSL6tc+ko7tjCycUEREREZGGNGlEasSIEYwYMQKoXmxi+vTpHHfccYc12NFgdK8LyS/PZ0vxZhKdScTZqjclM02TkkAJxYEiuiZ2Y1TP0RYnFRERERGR2qK+Rmr+/Pn7FVErV67k/fffp7i4uNmCHQ28sV4mDJxIVvpQQmYIX0U+BcFCfBX5hMwQWelDmTBwIt5Yr9VRRURERESklqhX7du5cye33norQ4YMYeLEicybN48HHngA0zRJTk5m/vz59OrV63BkbZO8sV6uyhyHr8zHD/kr2bB1A8d0OYYB6QM1nU9EREREpJWKekTq4Ycf5qeffmLAgAGEw2GefvppTjnlFBYvXkzPnj155JFHDkfONi81PpVT0k/lhIQTOSX9VBVRIiIiIiKtWNSF1Oeff87tt9/O6aefznfffceuXbsYO3Ysffr0Yfz48Xz99deHI6eIiIiIiEirEXUhVV5eTlpaGgCffvopTqeToUOHAuB0Og+4L5KIiIiIiMiRLupCqkePHnz99dcEAgHee+89srKycLlcALz11lv06NGjuTOKiIiIiIi0KlEXUtdeey2zZ8/m5JNPZsuWLVx55ZUAXHzxxbz11luMGzeu2UMeDXxlPr7I+5xvSlfwRd7n+Mp8VkcSEREREZEGRL1q37nnnktqaiorVqwgKyuL448/HoCTTjqJSZMmcfrppzd3xjatoLKAResWkLM7h7JAKYFAFSt+XM57W5bSr10/RvW6QMufi4iIiIi0MlEXUgAnnngiJ554Yp1jt99+e7MEOpoUVBYw9/s5kQ15U+PSKAuXEh+XQEW4guz8ZeSV52kvKRERERGRVqZJhdS0adO4/vrr6dq1K9OmTWu0rWEY3H///c0Srq1btG4BW4o3k+ZOx26zEwqFgOrvocfpwe1ws6V4M4vXL+KqTE2ZFBERERFpLZpUSC1btowrrrgi8u/GGIZx6KmOAr4yHzm7c0h0JmG32ettY7fZSXQmsXrXKnxlPlLjU1s4pYiIiIiI1KdJhdRHH30U+ffChQtJTk4+XHmOGmsKcykPlpPuTm+0XUJMAnnleawtXKNCSkRERESklYh61b5LLrmEJUuWHI4sRxV/0I+BccARPMMwMDCoDFa2UDIRERERETmQqAupoqIiUlJSDkeWo4rL4cLEPOAGxqZpYmIS64htoWQiIiIiInIgURdSY8eO5eGHH+arr76ioKDgcGQ6KvRJ6Yvb4aa0qrTRdqVVpbgdbvp4+7ZQMhEREREROZColz9/88032b59e2Qj3n0ZhkFOTs4hB2vrUuNTyWiXwfL8bNwOd70LToTCIYoDRWSlD6Wju6MFKUVEREREpD5RF1IjR448HDmOSqN7XUh+eX5kH6k4WxxQPZ2vJFBCcaCIrondGNVztMVJRURERESktqgLqRtuuKFZA4TDYWbPns3rr79OcXExJ554Ivfccw/du3evt/3OnTt54IEH+OKLLwAYOnQo06ZNIy0trVlztQRvrJcJAyeyeP2i6iXOK/IJBKsorSgl3plAVvpQRvUcrc14RURERERamagLqe3btx+wTadOnZr8eE888QSvvPIKDzzwAKmpqcyYMYOrr76ad955B6fTuV/7m2++mVAoxPPPPw/Avffey/XXX8/ChQubfhKtiDfWy1WZ49jyxfuszF5IQXER3kQvA0/9JV0yf251PBERERERqUfUhdSIESMOuGR3bm5ukx4rEAjw3HPPMWXKFM4880wAZs2axemnn84HH3zAeeedV6d9cXExy5cvZ+7cuWRkZABwzTXXcP3111NYWHhEriYYWLWawslTsK1fz/HBKkwTDAN4+iN8vXqRMuNhnJn9rI4pIiIiItLsfGU+VuZ/z8bSjRTk7WZA2sAjZu/UqAup+++/f79Cqry8nBUrVvDVV19x//33N/mx1qxZQ1lZGUOHDo0cS0xMJCMjg+XLl+9XSLlcLtxuN4sXLyYrKwuoXvyiR48eJCUlRXsqlgusWs3uMWMJFxSAywUJHsLhMHabDQIBgjk57B4zlnbz56mYEhEREZE2o6CygEXrFpCzO4eyQCmBQBUrflzOe1uW0q9dP0b1uqDVX94SdSF1wQUX1Hv8d7/7HQ899BBvv/02w4YNa9Jj5efnA5Cenl7neMeOHcnLy9uvvcvl4r777uNPf/oTJ510EoZh0KFDB1588UVstqhXco8wTZPy8vKDvv/BKrrl1uoiyuPBsNn+t6eUYWDExmI6nYQLCth962SSFi1o8XzS+lVUVNT5LHIg6jMSLfUZiZb6jBxIob+QZ3P+ztayrSTGJNLe1YHKcAWxrjgqw5V8lfcVW4u3Mi7jalJcLTvjzDTNA86+qxF1IdWYYcOGcf311ze5fc0LbN9roVwuF0VFRfu1N02TtWvXMmjQIMaPH08oFGLWrFlMnDiRf/zjHyQkJBxU7qqqqiZPR2wuMatXk7J+PabDAeFw9cdeoVDofw0dDsLr1rH+jTeo6qdRKanfxo0brY4gRxj1GYmW+oxES31GGvJ+4Xv8VPkTKfZkCJtUUl0TVO6tDeJNNz8V/sS8FS/w85RftHi++tZpqE+zFlLfffcdDkfTHzI2Nhaovlaq5t8Afr+fuLi4/dq/++67vPzyy3z88ceRounJJ59k+PDhLFiwgCuuuOKgcsfExNCzZ8+Duu/BKn/tdfzhECRUj0ZBdaEYCoWw2+2RSti02aC0hE45a3BfdFGLZpTWr6Kigo0bN9KjR496XzMi+1KfkWipz0i01GekMTsqdrCjyEf7+PYkxFS/nw+FQ1SUlxPn/t/eqvYqBztMH+16tKNjXMvtp7p+/fomt426kJo2bdp+x8LhMHl5eXz99ddcFMWb/ZopfTt27KBbt26R4zt27KBPnz77tV+xYgXHHHNMnZGnpKQkjjnmmEP6q4dhGLjd7oO+/8GorKwEDGz2/TfiNQwjUkgZdjthDGwV5S2eUY4ccXFx6h8SFfUZiZb6jERLfUbqs6lgI5VhP+lu735T6Ow2O/a9740TbYnkleexuWITPdr1aLF8TZ3WBwdRSC1btqzeJ0xISODqq6/muuuua/Jj9enTh4SEBJYtWxYppIqLi8nJyeHyyy/fr316ejpLlizB7/fjcrmA6r96bN26lfPPPz/aU7GUzVNdDJrhcGREqj7m3il/tkRPi+QSERERETlc/EE/BsYBCxbDMDAwqAxWtlCy6EVdSH300UfN9uROp5PLL7+cmTNn4vV66dy5MzNmzCAtLY2zzz6bUChEQUEBHo+H2NhYRo0axbPPPstNN93EH/7wBwD+9re/4XQ6G1wEo7WKO38kZa+8hun3YzQy7G36/eBwEDdyZAumExERERFpfi6HCxPzgIs6mKaJiUmsI7bBNlY76KXuiouL+eyzz3j33Xf58ssvKS0tPajHmTRpEhdddBF33nknv/3tb7Hb7Tz77LM4nU7y8vI47bTTWLJkCVC9mt/LL7+MaZpcccUVXHnllcTExPCPf/yDxMTEgz0VS7iGZOHo2RP8fszai0vUYoZC4PcT06sXrsGDWzihiIiIiEjz6pPSF7fDTWlV47VDaVUpboebPt6+LZQsege12MTTTz/NE088sfc6n2oxMTFcd911TJw4MarHstvtTJkyhSlTpux3W5cuXVi7dm2dY8cddxxPPvnkwcRudVJmzojsI2W6XLB3hRAzHMYMBMDvx+b1kjzjYYuTioiIiIgcutT4VDLaZbA8Pxu343+LS9QWCocoDhSRlT6Uju6WW2giWlEXUgsWLOCvf/0rF110ESNHjqR9+/bs3LmTN998k9mzZ9OpUydGjx59OLK2Oc7MfrSbP489U26jat06KC3BZgIG4IghJiOD5BkPazNeEREREWkzRve6kPzyfLYUbybRmUScrfoyF9M0KQmUUBwoomtiN0b1bN01RdSF1AsvvMBvf/tb7rnnnsixY489liFDhhAbG8u8efNUSEXBmdmPjkvfxb8sm5JFiyncupWULl3wXDha0/lEREREpM3xxnqZMHAii9cvYvWuVfgq8gkEqyitKCXemUBW+lBG9RyNN9ZrddRGRV1Ibdq0ialTp9Z721lnncWCBQsOOdTRyDUki1D/TDbl5tK5b19cWi5URERERNoob6yXqzLH4Svz8UP+SjZs3cAxXY5hQPrAVj2dr7aoC6nU1FS2bt1a721btmyps8eTiIiIiIhIQ1LjU/Gkn0rKHi990/seUXuPRb1q34gRI3jsscf47rvv6hz/9ttvefzxxxkxYkRzZRMRERERkTbMV+bji7zP+aZ0BV/kfY6vzGd1pCZr0ojU8uXLycjIID4+nhtvvJH//Oc//Pa3v6VTp0506NCBnTt3sn37do477jhuvfXWw51ZRERERESOYAWVBSxat4Cc3TmUBUoJBKpY8eNy3tuylH7t+jGq1wWt/hqpJo1IjR07lh9//BGAhIQE3njjDe666y4GDBiA2+1mwIAB3HXXXbzxxhskJycfzrwiIiIiInIEK6gsYO73c1ien43dsJMal4bXkUJqXBp2w052/jLmfj+HgsoCq6M2qkkjUqZp1vna5XJx2WWXcdlllx2WUCIiIiIi0jYtWreALcWbSXOnY7fZCYVCABiGgcfpwe1ws6V4M4vXL+KqzHEWp21Y1NdIiYiIiIiIHAxfmY+c3TkkOpPq3YwXwG6zk+hMql4avRVfM9XkVftycnLw+/1NajtY+x+JiIiIiMg+1hTmUh4sJ92d3mi7hJgE8srzWFu4htT41BZKF50mF1L33nvvAduYpolhGOTm5h5SKBERERERaXv8QT8GBoZhNNrOMAwMDCqDlS2ULHpNLqTuuusuevbseTiziIiIiIhIG+ZyuDAxIwMwDTFNExOTWEdsC6aLTpMLqczMTAYMGHA4s4iIiIiISBvWJ6Uvboeb0qpSPE5Pg+1Kq0pxO9z08fZtwXTR0WITIiIiIiLSIlLjU8lol0FxoIhQOFRvm1A4RHGgiH7tM+no7tjCCZuuySNSIiIiIiIih2p0rwvJL89nS/FmEp1JxNnigOrpfCWBEooDRXRN7MaonqMtTtq4Jo1IzZs3j+OOO+5wZxERERERkTbOG+tlwsCJZKUPJWSG8FXkUxAsxFeRT8gMkZU+lAkDJ+KN9VodtVFNGpHKyso63DlEREREROQo4Y31clXmOHxlPn7IX8mGrRs4pssxDEgf2Kqn89WmqX0iIiIiImKJ1PhUPOmnkrLHS9/0vrjdbqsjNZkWmxAREREREYlSkwqpN998k8LCwsOdRURERERE5IjQpEJq+vTpbNiwAYCzzjqLNWvWHNZQIiIiIiIirVmTrpFyOp28+eabBINBtm3bxnfffUdJSUmD7QcPHtxsAUVERERERFqbJhVSF198Mc888wyvvfYahmFw77331tvONE0MwyA3N7dZQ4qIiIiIiLQmTSqkJk+ezK9//WsKCwsZO3Ysd999Nz179jzc2UREREREpA3zL8umfOFCErdtp7xzJ+wXXIBryJGx9VKTlz/v1asXADfccANnnXUWqamphy2UiIiIiIi0XYFVqymcPIXg+vUQrCLOBL8B/gULcfTqRcqMh3Fm9rM6ZqOi3kfqhhtuIBAI8Morr7Bs2TKKi4tJSUnhpJNOYvTo0bhcrsORU0RERERE2oDAqtXsHjOWcEEBuFyQ4CEcDmO32SAQIJiTw+4xY2k3f16rLqaiLqSKi4sZO3Ysa9asoVOnTnTo0IENGzbwzjvv8NJLL/Hyyy/j8XgOR1YRERERETnCFU6eQrigAMPjwbDbMU0TwmEMmw0jLg7T6SRcUMCeKbfRcem7VsdtUNQb8j7yyCPk5+fz4osv8tFHH/Hqq6/y0Ucf8eKLL7J7924effTRw5FTRERERESOcP5l2dXT+VwuDLu93jaG3Q4uF1Xr1uFflt3CCZsu6kLqww8/5KabbuKkk06qc/ykk05i0qRJvP/++80WTkRERERE2o6Kt9+CYBDjAJcDGS4XBINUvPN2CyWLXtSFVFlZGV27dq33tq5du7Jnz55DzSQiIiIiIm1QuKQUAMPWeBlSc3u4uOG9a60WdSF17LHH8vHHH9d724cffkj37t0POZSIiIiIiLQ9Nk8CAGY43Gi7mtttia137YWoF5sYN24ct9xyC4FAgPPPP5/27duza9cu3n77bV5//XWmT59+GGKKiIiIiMiRLu78kZS98hqm348RF9dgO9PvB4eDuJEjWzBddKIupM4991w2btzIk08+yeuvvw6AaZo4nU4mTpzIb37zm2YPKSIiIiIiRz7XkCwcPXsSzM3FdDrrXXDCDIXA7ycmIwPX4MEWpGyaqAspgOuvv57LL7+c7777jqKiIpKSkhg4cCBJSUnNnU9ERERERNqQlJkzIvtImS4XOJ1A9XQ+MxAAvx+b10vyjIctTtq4gyqkABITEznjjDOaM4uIiIiIiLRxzsx+tJs/jz1TbqNq3TooLcFmAgbgiCEmI4PkGQ+36s144RAKKRERERERkYPhzOxHx6Xv4l+WTcmixRRu3UpKly54Lhzdqqfz1aZCSkRERERELOEakkWofyabcnPp3LcvLrfb6khNpkKqlfAvy6Z84UISt22nvHMn7BdcgGtIltWxRERERESkHlEXUk8++SRnnXUWvXr1Ohx5jjqBVaspnDyF4Pr1EKwizgS/Af4FC3H06kXKETA/VERERETkaBP1hrzPPPMMeXl5hyPLUSewajW7x4wlmJsLNhskeAjHx0OCB2w2gjk57B4zlsCq1VZHFRERERGRWqIupHr06MG6desOR5ajTuHkKYQLCjA8HmxxcRi26h+HYbNVf+3xEC4oYM+U2yxOKiIiIiIitUU9tW/YsGHMmjWLjz/+mF69etGuXbs6txuGwcSJE5stYFvlX5ZdPZ3P5cKw2zGrqqp3eA6FMO326uMxMZguF1Xr1uFflq1rpkREREREWomoC6nZs2cD8PXXX/P111/vd7sKqaapePstCAbB7SZcWAihEFC9fD5VVZiVldUFVUIClJdT8c7bKqRERERERFqJqAupNWvWHI4cR51wSSmYJhQXV38GMIz/NTDN6uKquBjsdsLFJdYEFRERERGR/UR9jVRtJSUl/PjjjwQCAUJ7R1SkaWyehOoRKdOsLqBqF1Hwv2OmCcEgtkSPNUFFRERERGQ/B1VILVu2jIsvvpisrCzOP/981q1bx6233sqDDz7Y3PnaLPtx0S0fb+/Z8zAlERERERGRaEVdSH355ZeMGzeO2NhYJk+ejLl3WlpGRgbz5s3j+eefb/aQbVHox1orH9ZM7dtXreOh9esPcyIRERERkZblX5ZN+b1/InHWo5Tf+yf8y7KtjtRkUV8j9be//Y2zzjqLRx99lGAwyIwZMwC45pprKC0t5fXXX+fKK69s9qBtTbikFOx2CIerC6ba10nVLqwMQ9dIiYiIiEibEli1msLJU6pXsQ5WEWeC3wD/goU4evUiZcbDODP7WR2zUVGPSOXm5nLhhRcC1Sv01Xbqqaeybdu25knWxtk8CdWb8Ho81QVVjdpFlN1efbth6BopEREREWkTAqtWs3vMWIK5udXvhxM8hOPjIcEDNhvBnBx2jxlLYNVqq6M2KupCyuPxsHPnznpvy8vLw+PRG/6miDt/JDgcEAphS0mB+PjqwmnvCBTx8dXHQyFwOIgbOdLqyCIiIiIih6xw8hTCBQUYHg+2uDgMW3VJYths1V97PIQLCtgz5TaLkzYu6kLqrLPOYtasWfzwww+RY4ZhkJ+fz5NPPsmwYcOaM1+b5RqShaNnT6isJFxQAGVl1UVTzbLnZWXVx/1+Ynr1wjV4sNWRRUREREQOiX9ZdvV0PpcLo/asrFoMux1cLqrWrWvV10xFXUjdeuuttGvXjksuuSRSNN1yyy384he/wDAMbrnllubO2GYlXHdt9TVS4fD/DtaeLhkOQyhE/LXXtHw4EREREZFmVvH2WxAMYrhcjbYzXC4IBql45+0WSha9qBebSEpK4vXXX2fx4sV89dVX7NmzB4/Hw5gxY7jggguIi4s7HDnbpNInn6qeF2qa/yumal8jZbOBYVD21NPEj/q1NSFFRERERJpJuKQUIDKdryGGzYYJrXrBtagLKQCn08kll1zCJZdc0tx5jhqRYc3YWGxxcYQDAfD7McNhDJsNw+XCcDoJV1REhjVdQ7Ksji0iIiIictBsngSAyHvehph7Bxla84JrB7Uh748//sjkyZM59dRTyczM5Mwzz+T2229n48aNzRyv7dp3WNPmdGIkJGC63RgJCRhOJ3BkDGuKiIiIiDRFzYJrpt/faDvT72/1C65FPSL15ZdfcvXVV5OSksKwYcNo164dO3fu5NNPP+Vf//oXL730En369DkcWduUtjSsKSIiIiLSFDULrgVzczGdznoXnDBDoeoF1zIyWvWCa1EXUrNmzWLw4ME89dRTOPeOmgCUlZUxfvx47r//fubNm9esIduitjSsKSIiIiLSVCkzZ7B7zFjCBQWYLhfsrSnMcBhz7+UuNq+X5BkPW5y0cVFP7VuzZg2///3v6xRRAPHx8VxzzTV8//33zRauLWtLw5oiIiIiIk3lzOxHu/nziMnIqF5wrbQEW1kZlJZAOExMRgbt5s/DmdnP6qiNinpEKj09ne3bt9d7W1lZGe3btz/kUEeDtjSsKSIiIiISDWdmPzoufRf/smxKFi2mcOtWUrp0wXPh6CPmfW/UhdSUKVO44447SE5O5uc//zn2vQXAsmXL+Otf/8qUKVOaPWRb1VaGNUVEREREDoZrSBah/plsys2lc9++uNxuqyM1WZMKqT59+mDU2ijWNE1uueUW7HY7ycnJlJSUEAgEsNvt3Hffffzyl788bIHbkpphzT1TbqNq3brqYU0TMABHDDEZGSTPeLjVD2uKiIiIiBxtmlRITZw4sU4hJc2nLQxrioiIiIgcbZpUSN14442HO4cAmOH/fQ6b1mYREREREZEGRX2NFEAgEOCnn36ipKT+vY0GaySlyQKrVlM4eQrB9eshWEWcCX4D/AsW4ujVixRN7RMRERERaXUOakPeW2+9lcLCQqD6eikAwzAwTRPDMMjNzW3elG1UYNXqyGITuFyQ4CEcDmO32SAQIJiTw+4xY4+I5R9FRERERI4mURdS999/PykpKUyfPp3k5OTDEOnoUTh5CuGCAgyPB8Nury5K927Qa8TFYTqdhAsK2DPlNjoufdfquCIiIiIislfUhdTmzZuZNWsWI0aMOBx5jhr+ZdnV0/lcrnr3kAKqiyuXi6p16/Avy8Y1JKuFU4qIiIiISH1s0d6hd+/ekWl9zSEcDvPYY49x+umnM3DgQK666io2bdrUYPuqqioeeeQRTj/9dI4//nguv/zyI3IqYcXbb0EwiOFyAWBWVWGWlWGUl2OWlWFWVQFU3x4MUvHO21bGFRERERGRWqIupP74xz8yd+5cFi1axI8//sj27dv3+4jGE088wSuvvMJf/vIXXn31VQzD4OqrryYQCNTbfvr06bzxxhv8+c9/ZsGCBSQnJ3P11Vc3uPBFaxUuKd37jzDhwkLMoiKorMSoqoLKSsyiIsKFhRCuXskvXHxknZ+IiIiISFt20Kv2/fGPf2zw9qaOEAUCAZ577jmmTJnCmWeeCcCsWbM4/fTT+eCDDzjvvPPqtN+yZQtvvPEGTz31FMOGDQOqr9kaNWoUq1at4uSTTz6Y07GEzZMApom5Z8//Dtbeq8s0IRSqvt3hwJboaemIIiIiIiLSgKgLqenTp2O327n55pvp0KHDIT35mjVrKCsrY+jQoZFjiYmJZGRksHz58v0Kqc8//5zExETOOOOMOu0/+uijQ8phhbjzR1L2wrzqL+rb7Ljm2N6CKm7kyJYLJyIiIiIijYq6kPrpp5949NFHGT58+CE/eX5+PgDp6el1jnfs2JG8vLz92m/cuJGuXbvy/vvv8/TTT+Pz+cjIyGDq1Kkcd9xxB53DNE3Ky8sP+v4Ho8pfWTtA/cWU+b9NeSsrKgi1cEZp/SoqKup8FjkQ9RmJlvqMREt9RqLVmvpMzXZOTRF1IdW9e/dmO8max3E6nXWOu1wuioqK9mtfWlrK5s2beeKJJ7jttttITExk7ty5XHbZZSxZsoR27dodVI6qqqoWX7DCM/8l3Ibxv2Kp5vPe/bjqMAx8L71MSXx8i2aUI8fGjRutjiBHGPUZiZb6jERLfUai1Vr6zL61SUOiLqT+8Ic/8NBDD5GUlMTxxx9P/CG8uY+NjQWqr5Wq+TeA3+8nLi5uv/YxMTGUlJQwa9asyAjUrFmzOPPMM1m0aBHjx48/qBwxMTH07NnzoO57sMqcTgJ2O3g8UFoKoRCwtwquaWS3Q0IClJeT4oihS9++LZpRWr+Kigo2btxIjx496n3NiOxLfUaipT4j0VKfkWi1pj6zfv36JreNupB65JFH2LVrV4NFi2EY5OTkNOmxaqb07dixg27dukWO79ixgz59+uzXPi0tDYfDUWcaX2xsLF27dmXr1q3RnMZ+md1u90Hf/2AEUpIIUL1XlJGSQjgQAL8fs2ZDXpcLw+nEDIcxgRhvcotnlCNHXFyc+odERX1GoqU+I9FSn5FotYY+09RpfXAQhdS+C0Acij59+pCQkMCyZcsihVRxcTE5OTlcfvnl+7U/6aSTCAaD/PDDD/Tv3x+AyspKtmzZ0qy5WkLc+SMpe+U1TL8fIy4Om9OJGRODGQxiOByRH6Lp94PDocUmRERERERakagLqRtuuKHZntzpdHL55Zczc+ZMvF4vnTt3ZsaMGaSlpXH22WcTCoUoKCjA4/EQGxvLSSedxCmnnMLtt9/On/70J5KTk3nsscew2+38+te/brZcLcE1JAtHz54Ec3MxnU4Mu32/NmYoBH4/MRkZuAYPtiCliIiIiIjUJ+pCqikb7nbq1KnJjzdp0iSCwSB33nknlZWVDB48mGeffRan08nWrVs566yzeOCBB7jgggsAePzxx5k5cyY33HADlZWVnHDCCcybNw+v1xvtqVguZeYMdo8ZS7igANPlgr0XtpnhMObeqX42r5fkGQ9bnFRERERERGqLupAaMWLEAecORrMCnt1uZ8qUKUyZMmW/27p06cLatWvrHEtISGD69OlMnz69yc/RWjkz+9Fu/jz2TLmNqnXroLQEmwkYgCOGmIwMkmc8jDOzn9VRRURERESklqgLqfvvv3+/Qqq8vJwVK1bw1Vdfcf/99zdbuKOBM7MfHZe+i39ZNiWLFlO4dSspXbrguXC0pvOJiIiIiLRSURdSNVPs9vW73/2Ohx56iLfffpthw4Ydaq6jjmtIFqH+mWzKzaVz3764tMqNiIiIiEirZWvOBxs2bBiffPJJcz6kiIiIiIhIq9OshdR3332HwxH1IJeIiIiIiMgRJeqqZ9q0afsdC4fD5OXl8fXXX3PRRRc1S7Cjja/Mx8r879lYupGCvN0MSBtIanyq1bFERERERKQeURdSy5Yt2++YYRgkJCRw9dVXc9111zVLsKNFQWUBi9YtIGd3DmWBUgKBKlb8uJz3tiylX7t+jOp1Ad7YI29pdxERERGRtizqQuqjjz46HDmOSgWVBcz9fg5bijeT6EwiNS6NsnAp8XEJVIQryM5fRl55HhMGTlQxJSIiIiLSijTrNVISnUXrFrCleDNp7nQ8Tk9kWXnDMPA4PaS509lSvJnF6xdZnFRERERERGpr0ohUfddFNcQwDO0l1QS+Mh85u3NIdCZht9nrbWO32Ul0JrF61yp8ZT5dMyUiIiIi0ko0qZCq77qofRUWFlJRUaFCqonWFOZSHiwn3Z3eaLuEmATyyvNYW7hGhZSIiIiISCvRpEKqseuiqqqqmDt3Lk8//TTt27dn+vTpzZWtTfMH/RgYkel8DTEMAwODymBlCyUTEREREZEDOaRNn3Jzc5k6dSr//e9/Oe+887jrrrtISkpqrmxtmsvhwsTENM1GiynTNDExiXXEtmA6ERERERFpzEEVUsFgkDlz5vD3v/+d5ORkZs+ezVlnndXc2dq0Pil9cTvclFaV4nF6GmxXWlWK2+Gmj7dvC6YTERERETn8/MuyKV+4kMRt2ynv3An7BRfgGpJldawmibqQysnJYdq0aaxdu5aRI0dy5513kpiYeDiytWmp8alktMtgeX42boe73gUnQuEQxYEistKH0tHd0YKUIiIiIiLNL7BqNYWTpxBcvx6CVcSZ4DfAv2Ahjl69SJnxMM7MflbHbFSTC6lgMMjs2bN55pln8Hq9zJ07l+HDhx/ObG3e6F4Xkl+eH9lHKs4WB1RP5ysJlFAcKKJrYjdG9RxtcVIRERERkeYRWLWa3WPGEi4oAJcLEjyEw2HsNhsEAgRzctg9Zizt5s9r1cVUk/aRWr16NaNHj+app57i/PPPZ8mSJSqimoE31suEgRPJSh9KyAzhq8inIFiIryKfkBkiK32oNuMVERERkTalcPIUwgUFGB4Ptrg4DFt1SWLYbNVfezyECwrYM+U2i5M2rkkjUpdccgnhcBiPx8O2bdu4/vrrG2xrGAb/7//9v2YL2NZ5Y71clTkOX5mPH/JXsmHrBo7pcgwD0gdqOp+IiIiItCn+ZdnV0/lcLgx7/XupGnY7pstF1bp1+Jdlt9prpppUSJ1wwgmRf5um2WjbA90u9UuNT8WTfiope7z0Te+L2+22OpKIiIiISLOqePstCAYxPA0vtgZguFyYJSVUvPP2kV1IzZ8//3DnEBERERGRNi5cUgoQmc7XEMNmwwTCxSUtkOrgNOkaKRERERERkUNl8yQAYIbDjbarud2W2PjIlZVUSLUSK/M28dTXS3ht01c89fUSVuZtsjqSiIiIiEizijt/JDgcmH5/o+1Mvx8cDuJGjmyhZNE7qA15pfms35XHrC/ns71iHWEqMU1Ykw+f5f+TznE/46aTL6dn+3SrY4qIiIiIHDLXkCwcPXsSzM3FdDrrXXDCDIXA7ycmIwPX4MEWpGwajUhZaP2uPO7+9BG2VK7EMGy4jHY4zWRcRjsMw8bmyu+5+9NHWL8rz+qoIiIiIiLNImXmDGxeL2ZJCeGKisg0PjMcrv66pASb10vyjIctTto4FVIWmvXlfErD+cTixWXEY8MAwIaBy4gnFi+l4Xz+9uWLFicVEREREWkezsx+tJs/j5iMDAiHobQEW1kZlJZAOExMRkar34wXNLXPMivzNrG9Yh0OIx67Uf+PwW44cJjxbK/8LyvzNjEgvXsLpxQRERERaX7OzH50XPou/mXZlCxaTOHWraR06YLnwtGtejpfbSqkLPLZhm8JG5XEGu0abRdjxFFp7ubfG75TISUiIiIibYprSBah/plsys2lc9++uI6gvVQ1tc8i5VWVgIHtAD+C6tsNyqoqWiSXiIiIiIgcmEakLOKOiQVMwoSxYSNsVBEyygkRBJsDO25sZgxhwoBJfEyc1ZFFRERERJqVf1k25QsXkrhtO+WdO2G/4AJcQ7KsjtUkKqQscsYxg/hw67sEKMWwVxI2KjAJYRoQNiDIHmxmHGYoFjuxnHnsIKsji4iIiIg0i8Cq1RROnkJw/XoIVhFngt8A/4KFOHr1ImXGw61+sQlN7bPIgPTupMZ2J2TbRdAoARMM04lhxmCYTjAhaJQQsu8iNbYHmWndrI4sIiIiInLIAqtWs3vMWIK5uWCzQYKHcHw8JHjAZiOYk8PuMWMJrFptddRGqZCyUK80D4YNMNk7gc+EvZ/D1f/AMKBXWoKFKUVEREREmk/h5CmECwowPB5scXEYtuqSxLDZqr/2eAgXFLBnym0WJ22cCimL+Mp8bC/fSLfEbsTaEqkun6oiH2ASa0ukW2I3tpVtxFfmszqyiIiIiMgh8S/Lrp7O53Jh2O31tjHsdnC5qFq3Dv+y7BZO2HS6RsoiawpzKQ+Wk+5Op6O7HcWV5ewq34M/4MfldNE+PplElxvTNMkrz2Nt4RpS41Otji0iIiIictAq3n4LgkEMj6fRdobLhVlSQsU7b7faxSdUSFnEH/RjYGAYBgCJsW7iY1yUlpaQkODBvrdCNwwDA4PKYKWVcUVEREREDlm4pBQgMp2vIYbNhgmEi0taINXBUSFlEZfDhYmJaZoYhkFF4U6KC/KoClZR6Ygh0ZtOXEoHTNPExCTWEWt1ZBERERGRQ2LzVF/7b4bDjRZTZjhc3T6x8ZErK6mQskiflL64HW4K92ynaOdWSlxhgi4DwwUmVfiK1+PZuYGkDp1xu+Pp4+1rdWQRERERkUMSd/5Iyl55DdPvx4hreJ9U0+8Hh4O4kSNbMF10tNiERVLjU+kRSmFzyRYK4k0CMTbCNiPyEYixURAfZnPJFnqEU+jo7mh1ZBERERGRQ+IakoWjZ0/w+zFDoXrbmKEQ+P3E9OqFa/DgFk7YdCqkLFT89VcEHRC2VV8nZZj/+4Dq40EHlCxfZmFKEREREZHmkzJzBjavF7OkhHBFRWQanxkOV39dUoLN6yV5xsMWJ22cCimLbPnifXLSQ9jD4AiaGIBpQNio/mxQfdwehtXpVWz54n2rI4uIiIiIHDJnZj/azZ9HTEYGhMNQWoKtrAxKSyAcJiYjg3bz5+HM7Gd11EbpGimL/GfFG1Sk2YipMnGEIWyYhOwGJtVFlD1kYjMhaIOKWDtfrniDrqf+3OrYIiIiIiKHzJnZj45L38W/LJuSRYsp3LqVlC5d8Fw4ulVP56tNhZRFttpLMG1gD9ccsUHYRnUZZQJhIIw9DAEbbLG33qUfRUREREQOhmtIFqH+mWzKzaVz37643G6rIzWZCimrOB1ggolBpcNJ0GaneoJfNQOTmHAIZzAAJhjOGAvDioiIiIhIbbpGyiLHHpuFAZQ5YwjYHIQxMI3qsSjTgDAGfpuDMmcMBnBsz9a5o7OIiIiIyNFIhZRFThl6CYRcmHaoGYgyzOp/1qzah0H17SEXpwy5xJqgIiIiIiKyHxVSFgkFEgmU98HEwLBVYRjhOrcbRhjDVoWJQaC8D0F/693VWURERETkaKNCyiL/XrODkvyhhMs6QdgORgjsVWAPVn82QhC2Ey7rRIlvKJ+v3WF1ZBERERER2UuLTVjkp50lhKrcmDt/SThlBUbcRrCXY2BWLzoRcmNW9MAsPJFQIJYfd2jVPhERERGR1kKFlEXMvbvumsEEwruGAbshZgvgB1xQ1RVoh2maYASh1op+IiIiIiJiLRVSFjkuNQGbYRCqCmIrK4WQCXSp1cIE+x7C8fHYDIOeHROsiioiIiIiclhsL6xgxY872LC5ku3mDk48LpVOKXFWx2oSFVIWOb13R174aC2lZQHiQiEMVwk2z67qa6RCDsIl7TH9HiorAnjinZzWp6PVkUVEREREmsWuEj8vfbGB5T/tprDUT1UwSMz6n0jJ3kbWce257JQetPe4rI7ZKBVSFumUEkfW5u/4tGNX6Po9joQ8DFuA6il8Jrawk6qSTtjzBpC1eQvpyT+3OrKIiIiIyCHbVeLnL4tXsWrrHkIhk7AZxjRN/KEg5YEwbxdt5acdpdw5KrNVF1Natc8i/mXZnPPdG3RI/ycxSZswwzZC/qTIhxm2EZO8kQ7p/+Tn372Bf1m21ZFFRERERA7ZMx+v57tNhVQFQzjsBnFOB669nx12g0AwxHebCnn2k/VWR22UCimLVLz9FsuzbCTE5OHdHcTpN7CbYexmCLsZxuk38O4OkhCTx9dZNireedvqyCIiIiIih2R7YQWfrdlBOBzeWzjVLUccdhtxTgfhcJhPc3ewvbDCoqQHpql9FvFVFbL+uDiSivzEl+fjt++mzBVPyGbDHg4T7y/DFaqizG1n3XFufNsLSLY6tIiIiIjIIfj3mh2UVgZxOmwYRv2rUhuGgdNho9Qf5PO1O7hkaPcWTtk0KqQs8lOqSaXLRofiAACuUBWu8j2Y1F3o3F0eYmcHOxtSobclSUVEREREmsdPO0sImyYxDnuj7WIcNiqrgq16L1VN7bNIVWoHDPPAu0MZgGFCIK19S8QSERERETlsInupmgdqx943yq13L1UVUhaJ8e3ENOAAfQgTMA1w5u9qiVgiIiIiIodNZC/VcLjRdqFwuNXvpapCyiLH+gxi/Sbl7saHNcvddmL9Jsfmt1AwEREREZHD5PTeHUlwOfAHTcwGhqVM08QfNEmIdbTqvVRVSFkkNSaFnj+WU5roJGQ38Ntj2O1OZleCl93uZPz2GEJ2g9JEJ71+LKejy2t1ZBERERGRQ9IpJY4z+nTAZkBlIEQwFI4UVKZpEgyFqawKYTPgzD4dSU+Oszhxw7TYhEXizh/J2dctYHtaAj91bUdVMJ5QyIWBgYmJ3e4nxl7GMVtL+L9/FxH39EirI4uIiIiIHLLxw3uRV1TJ6q1FBEMmJiZm2MQwwxgYOOw2+nVJYtywnlZHbZQKKYu4hmRhdOlHyaYBVHqKsCfm44gppmbZPjPkpLLoWEo2JWHr+gOuwYOtjiwiIiIicsjae1zcNao/L/9nI9k/7qKw1E9VsHolv5QEF1nHteeyU3rQ3uOyOmqjVEhZ6L3f3Ezetxvo9J0P051CwFtC2B7EFnLgLPBglMeRl5zKe785iz5WhxURERERaSbtPS4mndOb7YXd+OZHHz9t3sax3TpzYs/UVj2drzYVUhbZXljByjIb7bp3JqaqlHCZiaOsVtVtGNji42nXvTMry2xsL6ygU8qR0alERERERJqiU0ocyRkdSTd207dvR9zuI+f9rgopi6zauofyQIjO3kSMIVmE9+whmJdPVWUFMbFxONLTsCUnE2OabCusYPXWPSqkRERERERaCRVSFqkIhKo32zWqNxmzJSdj93ioKC0hNsGDzV69LLphGBgGlAdCFqYVEREREZHatPy5ReKc9urNdg+wrbNpmpgmuJ2N7zclIiIiIiItRyNSFsnskozbaaekMkhiXAxVRiHljk1UuIvBkYib7sSYKZRUBol32cnsmmx1ZBERERER2cvyEalwOMxjjz3G6aefzsCBA7nqqqvYtGlTk+779ttv07t3b7Zu3XqYUza/TilxHN89hcLKAnyOJeS5XqXQ9Qnl8SsodH1CnutVfI6lFFYWcHx37xGzeomIiIiIyNHA8kLqiSee4JVXXuEvf/kLr776KoZhcPXVVxMIBBq937Zt27j33ntbKOXhcd5JSTjTP6TYtoZQ2MAe9mIPJWMPewmFDYptuTjTP+TcExOtjioiIiIiIrVYWkgFAgGee+45brzxRs4880z69OnDrFmz8Pl8fPDBBw3eLxwOM2XKFPr169eCaZvfp3nvEJ+wB6+zI4Qd+MNFBCjGHy6CsAOvsyPxCXv4LH+J1VFFRERERKQWSwupNWvWUFZWxtChQyPHEhMTycjIYPny5Q3e78knn6Sqqoprr722JWIeFr4yHzm7c/A444mJ20OMewf22D3YXEXYY6u/jokrwuOMZ/WuVfjKfFZHFhERERGRvSxdbCI/Px+A9PT0Osc7duxIXl5evfdZuXIlzz33HG+88QY+X/MUF6ZpUl5e3iyP1VQr87+n2F9EZbCSylAlBjYwDQwA08A0TfZUFlJZVUGsI5Yf8lfiST+1RTNK61dRUVHns8iBqM9ItNRnJFrqMxKt1tRnTNOMbE90IJYWUjXfLKfTWee4y+WiqKhov/bl5eVMnjyZyZMn06NHj2YrpKqqqsjNzW2Wx2qqjaUbKaosJmhWETRNIERkIXQTgiEAO6FwGf5ggA1bN5Cyx9uiGeXIsXHjRqsjyBFGfUaipT4j0VKfkabYEyxki38LVWYVP6xeSVdXV5IdKZZm2rc2aYilhVRsbCxQfa1Uzb8B/H4/cXH7r1L3l7/8hR49enDppZc2a46YmBh69uzZrI95IBs3bSC4p4qgGcJk/72kqo+ECJoGGNCuo5e+3fu2aEZp/SoqKti4cSM9evSo9zUjsi/1GYmW+oxES31GmqLQX8g7G99iTVkuZVXlBKuCOGIcxAfd9EnJ4Fc9zifF1fIF1fr165vc1tJCqmZK344dO+jWrVvk+I4dO+jTp89+7RcsWIDT6WTQoEEAhEIhAH71q18xcuRI/vSnPx1UDsMwcLvdB3XfgxUTE0PQDNZTQtVlYhI0gzidrhbPKEeOuLg49Q+JivqMREt9RqKlPiMNKags4IX/PseW4s0kOpNIj0mirKyUeHcCFeEKvt21gl2BnUwYOBFvbMvOyGrqtD6wuJDq06cPCQkJLFu2LFJIFRcXk5OTw+WXX75f+/fff7/O199//z1Tpkzh6aef5rjjjmuRzM1lV1kZ5oGqqL1ME3aUlhzeQCIiIiIiLWDRugVsKd5Mmjsdu80eGRwxDAOP04Pb4WZL8WYWr1/EVZnjLE7bMEsLKafTyeWXX87MmTPxer107tyZGTNmkJaWxtlnn00oFKKgoACPx0NsbCzdu3evc/+axSo6depEu3btrDiFg/b99qYPGwKs3L4eBh6mMCIiIiIiLaBm5epEZxJ2m73eNnabnURnUmTl6tT41BZO2TSWb8g7adIkLrroIu68805++9vfYrfbefbZZ3E6neTl5XHaaaexZEnb20dpT9Ge6n8ceG5f3fYiIiIiIkeoNYW5lAfLSYhJaLRdQkwC5cFy1hauaaFk0bN0RArAbrczZcoUpkyZst9tXbp0Ye3atQ3ed8iQIY3e3prZSgLgAgwDTAMwwahVVZkGYOw9ZmKUBKwJKiIiIiLSTPxBPwbGAa9FMgwDA4PKYGULJYue5SNSR6tOJTFg2qovgDLCdYsoqP7aCFffbtroUhxjTVARERERkWbicrgwMTEPsFiAaZqYmMQ6YhttZyUVUhY5r9QNwRg40MIgBhCM4bzyxoc/RURERERauz4pfXE73JRWlTbarrSqFLfDTR9v693+R4WURU4859fEltU6YBr7f+wVV2Yw6BcjWz6kiIiIiEgzSo1PJaNdBsWBIkLhUL1tQuEQxYEi+rXPpKO7YwsnbDoVUhbZk9kdb0UJtip73WukDCLXRWEa2KrspJQXsyej2wEeUURERESk9Rvd60K6JnYjvzyPkkBJZJqfaZqUBErIL8+ja2I3RvUcbXHSxqmQssiq5e8Qtpscu7GE2FI7RsgBYRuEDQjbMEIOYkvtHLuxhLDDZPXyd62OLCIiIiJyyLyxXiYMnEhW+lBCZghfRT4FwUJ8FfmEzBBZ6UMt2Yw3Wpav2ne0KvluOUasiTto8rNNBZTGOtmTGEfIZmAPmyQXl5JQGQC7nTLTpPi75TDsKqtji4iIiIgcMm+sl6syx+Er8/FD/ko2bN3AMV2OYUD6wFY9na82FVIWcZZVYcYZmKEQBpBQGSChMoBJ3fUnzFAI03DgLNPy5yIiIiLStqTGp+JJP5WUPV76pvfF7XZbHanJNLXPIr1CXmIrQpS769/RuUa5205sRYifhdu1UDIRERERETkQFVIWSeuaSc/1pZQm2AnZoMQVz6aUzmz0dmVTSmdKXPGEbFCaYKfX+lJSu/WzOrKIiIiIiOylqX0WCf24jrM/3MWmTsnk9kinKhRPOBxL9cQ+k4LEOGLsZRy3qZD/+3AXoZT1VkcWEREREZG9NCJlkXBJKQXOTuSUXEZ5cS8Mm4nDuSfyYdhMyot7kVNyGQWuzoSLS6yOLCIiIiIie2lEyiI2TwJPnDqWEntH3BsSCLqOw5awE+xVEIohXNoB/B5KnG7mnjKGOYlbrY4sIiIiIiJ7qZCyyH9P+SXbPt9NTKgKGyb4Ewj7E+q0sWESE6pia3I6/z21P1kWZRURERERkbo0tc8in5kphGx2YkKNL2seEwoQstn5dzilhZKJiIiIiMiBqJCySMk2H2Ae8AdQfbtJ8db8w55JRERERESaRoWURZxbNgAGYcNG3S14a/vf7a4tG1ounIiIiIiINEqFlEXOKNuCPRykyh4DhgGRgmrvh2EDw6DKHoM9HOT00k0WJxYRERERkRoqpCzS311F5z35VNkchI29I1KGgWkY1YUVEDYMqmwOuuzJp39C2MK0IiIiIiJSmwopi8SdP5Lrs1/B4y+j3BGL3x6Dufc2E/DbYyh3xOLxlzEh+xXiRo60Mq6IiIiISLPzlfn4Iu9zvildwRd5n+Mr81kdqcm0/LlFXEOy6NU+jjs/eIy5p1/B1sRUymPiqC6jDOxmiB5F25nw7//Hz9KTcA0ebHVkEREREZFmUVBZwKJ1C8jZnUNZoJRAoIoVPy7nvS1L6deuH6N6XYA31mt1zEapkLJQyswZHDdmLA+/dT+5nfvwnx4nUhoTS0JVJads+Jq+29di83pJnvGU1VFFRERERJpFQWUBc7+fw5bizSQ6k0iNS6MsXEp8XAIV4Qqy85eRV57HhIETW3UxpULKQs7MfrSbP489U26j77p19N2+BtPce4mUI4aYjAySZzyMM7Of1VFFRERERJrFonUL2FK8mTR3OnabnVAoBIBhGHicHtwON1uKN7N4/SKuyhxncdqGqZCymDOzHx2Xvot/WTYlixZTuHUrKV264LlwtKbziYiIiEib4ivzkbM7h0RnEnabvd42dpudRGcSq3etwlfmIzU+tYVTNo0KqVbCNSSLUP9MNuXm0rlvX1xut9WRRERERESa1ZrCXMqD5aS70xttlxCTQF55HmsL17TaQkqr9omIiIiISIvwB/0YGBg12/80wDAMDAwqg5UtlCx6GpFqJfzLsilfuJDEbdsp79wJ+wUX4BqSZXUsEREREZFm43K4MDExTbPRYso0TUxMYh2xLZguOiqkLBZYtZrCyVMIrl8PwSriTPAb4F+wEEevXqRosQkRERERaSP6pPTF7XBTWlWKx+lpsF1pVSluh5s+3r4tmC46mtpnocCq1eweM5Zgbi7YbJDgIRwfDwkesNkI5uSwe8xYAqtWWx1VREREROSQpcanktEug+JAEaFwqN42oXCI4kAR/dpn0tHdsYUTNp0KKQsVTp5CuKAAw+PBFheHYav+cRg2W/XXHg/hggL2TLnN4qQiIiIiIs1jdK8L6ZrYjfzyPEoCJZimCVRP5ysJlJBfnkfXxG6M6jna4qSNUyFlEf+y7OrpfC4Xhr3+pR8Nux1cLqrWrcO/LLuFE4qIiIiIND9vrJcJAyeSlT6UkBnCV5FPQbAQX0U+ITNEVvrQVr8ZL+gaKctUvP0WBIMYnobnhgIYLhdmSQkV77ytxSdEREREpE3wxnq5KnMcvjIfP+SvZMPWDRzT5RgGpA9s1dP5alMhZZFwSSlAZDpfQwybDRMIF5e0QCoRERERkZaTvGoTxy/8kO7btpPS+Sc8FyTBEBVS0gibJwEAMxxutJgyw+Hq9omNj1yJiIiIiBwpalau3p5XwFpvVyrtLmK3/Ujv9ybRqVO7I2LlahVSFok7fyRlr7yG6fdjxMU12M70+8HhIG7kyBZMJyIiIiJyeARWrWbd+Iks7nwSuaf/jIqYODDDYNiIq6ogI28tvx4/kV7PzGnVxZQWm7CIa0gWjp49we/HDNW/9KMZCoHfT0yvXrgGD27hhCIiIiIize/HaffwVJ9f8HX347Fjkla2i9Sy3aSV7cKOyfLug3iqzy/46Y/TrY7aKBVSFkqZOQOb14tZUkK4oiIyjc8Mh6u/LinB5vWSPONhi5OKiIiIiBw6/7JsFsYey5aUzqSVF+CpqsDYe5sBeKoqSCsvYEtKZxa6jmnVK1erkLKQM7Mf7ebPIyYjA8JhKC3BVlYGpSUQDhOTkUG7+fNa9ZCmiIiIiEhTbXj7n+R2OJbEQBl2M1xvG7sZJjFQRk6HY9nwzvstnLDpdI2UxZyZ/ei49F38y7IpWbSYwq1bSenSBc+FozWdT0QOm1AoRGVlpdUx5AgQamD6uYjIwcipdFLhjCOtorDRdgnBSvLjUsitiKFPC2WLlgqpVsI1JItQ/0w25ebSuW9fXG631ZFEpA2q2T1+8+bN2A6w/YIIQLhm2vneviMicij8cW6MYhPDNMEwGmxnmCaGGaYyLr4F00VHhZSIyFFk9+7dxMTE0LFjRxISEjAa+U9MxDRNSktLycvLY/fu3cTHt943NCJyZEg8YRDmpz8SDoex2e0NtguHw5iGjaQTj2+5cFFSISUicpQIhUKUlJTQvn17vF4v9kb+AxOp4XQ6qaqqorCwkFAopH4jIodk0LATcX/+I2WOWDzhQP2jUqZJmSMWt726fWuleR0iIkeJqqoqAFwul8VJ5EhT02dq+pCIyMHqlBLHCYN6UhyfRDAUxgyFqJk4bFK9/U8wFKbEncSJJ/QkPbnh/VatphEpEZGjjKbzSbTUZ0SkOY359UlsKwvy048OPCUFxPvLMKgupMpc8ZR4vBx7XDqXjzzJ6qiNUiElIiIiIiItpr3HxdTLhvLyfzbyzeot7CgsJhyswuaIISElkWH9unLZKT1o72ndMyhUSImIiLQCpmlq5EdEjhrtPS4mndOb73p35L3vt7B9RwGdOnr5xfFdOb57itXxmkTXSImISJNMnTqV3r17N/oxYsQIq2M2SWlpKRMmTGDgwIEMHjyYjRs31rn9rbfeonfv3ixdurTBx3jhhRfo3bs369evZ+rUqVGd+77tP/zwQ26//faoz0NE5Ei1q8TPo++tYca7OXy2dhe5OwN8tnYXM97J4bF/rmVXid/qiAekESkREWmS66+/nksvvTTy9RNPPEFOTg6zZ8+OHHM6nVZEi9rixYv56KOPuPvuu+nVqxddunSpc/s555zDn//8Z95++21++ctf1vsYb775JoMGDaJnz55cf/31jB07tsnPv2/7F1544aDOQ0TkSLSrxM+fF//A6i1FhMImJiZm2KQqHKIiUMFb32zlxx0l3DWqf6ue3qdCqpXwL8umfOFCErdtp7xzJ+wXXIBrSJbVsUREIrp160a3bt0iX3u9XpxOJ8cff7x1oQ7Snv/f3p3HRVWvDxz/nBmWYZPFHURRURRXREVNRVHTtMytbq65V6aVS4ZLapZ2k8wF9617LUkrxSW1NO16NUvKFs0txURRARFQEGZgZs7vDy7zi1hkTBjU5/16cbueec45z5z5vmbmme9y0tIAGDRoUKHD6RwdHenVqxeff/45aWlpeHh45Hv83LlznD59mnnz5gHkuy4lYW28EEI8TNZ9c55f41JBBXs7DRpFwWxS0Wg1mFXIMZr5NS6V9f+5wBtPNbJ1ukWSoX02lv3bKRJ79CT5uYEYNkXh9J//YNgURfJzA0l8ohfZv52ydYpCCFFi58+fJyAggC1btuTbnpiYSMOGDYmOjiY+Pp6AgAB2797Niy++SLNmzQgNDSUyMhKz2Zxvv88++4xevXrRuHFjOnXqRGRkJEajsdgcDAYDy5cvp0ePHjRp0oTHH3+cNWvWWI49dOhQIiMjAWjQoAHh4eGFHmfAgAHk5OTw5ZdfFnhs+/btODs707NnT6DgUL1Tp07x/PPPExwcTFBQEMOHD+fXX3+1PP7n+KFDhxITE0NMTAwBAQEcO3YMgKSkJKZNm0ZoaChNmzZlwIABHDhwIF8eAQEBLFu2jP79+xMcHMyKFSswm80sWbKEsLAwGjduTFhYGB988IEsXS6EKBeupWbx37M3MKugc9Bip9VYftBSFAU7rQadgxazCofOJnEtNcvGGRdNCikbyv7tFMkDB2E8eRKys0FV//8vOxvjiRMkDxwkxZQQ4oFRr149mjVrxo4dO/Jt37FjBzqdju7du1u2zZkzB1dXVyIjI+nTpw8rVqxgwYIFlsdXr17Nm2++Sdu2bVm1ahWDBw9m7dq1zJo1q8jzq6rKiy++yLp16xgwYACrVq2iR48eLF68mNmzZwMwe/ZsBgwYAMCWLVsYN25cocdq3LgxDRo0YOfOnfm2m0wmdu3aRa9evXB2di6wX0ZGBqNHj8bT05OlS5eyaNEisrKyGDVqFOnp6QXiZ8+eTWBgIIGBgWzZsoVGjRqRnJzMgAEDiImJYeLEiURGRuLj48PLL79cIJ+VK1fSvXt3PvjgA7p06cLatWvZtGkTL7/8Mhs2bGDgwIGsW7eOVatWFXndhBCirBw+l0SGwYijnVLkAjuKouBop5ChN3LkXFIZZ1hyMrTPhm6+PB41JaXYGDUlhZSXx1Pt0DdllJUQQvw9/fv3Z9asWVy5cgVfX18gtwfniSeewNnZmZT/ve8FBgby/vvvA9CxY0cyMzP5+OOPGTduHIqisHLlSv7xj38wc+ZMANq3b4+HhwczZ85kxIgR1KtXr8C5//vf/3L06FEiIiLo3bs3AI899hg6nY4lS5bw/PPP4+/vT7Vq1QDuOiyxf//+zJ8/n6tXr+Lj4wPAkSNHuHHjBs8880yh+1y4cIGUlBSGDh1KcHAwAHXq1GHz5s1kZGTg5uaWL97f3x9XV9d8+axcuZKUlBT27t1ruYahoaEMHz6cBQsW8OSTT6LR5P4W2rRpU8aOHWs53oIFC2jUqBH9+/cHoHXr1jg5OVnOIYQQthSbmIFZVdFqtMXGaTUazKqR2KSMMsrMetIjZSOGYzGYY2NLFGuKjcVwLKaUMxJCiPujV69eODk5WXqlTpw4QWxsLP369csXl1fo5OnevTs5OTn88ssv/Pzzz2RlZREWFobRaLT85Q2H+/bbbws9d0xMDFqt1jLk7q/nyhs2V1K9e/fG3t6eXbt2WbZt376d+vXr06xZs0L3qVevHl5eXrz00kvMnj2bgwcPUrlyZaZOnUr16tVLdN6YmBiCgoIsRdSf87lx4wYXL160bKtfv36+mJCQEI4ePcqgQYP48MMPiY2NZciQIfTp06eEz1oIIUqPoqigwt3u9qDk3aE393/KJSmkbCR97drcIXwloaqkr1tXugkJIcR94urqSo8ePSxD0KKjo6lVqxYtW+a/Q32VKlXy/dvLywuA27dvWxaDGDt2LI0aNbL8tWvXDsidP1SYW7du4enpiZ1d/gEXlStXBih0aF1xPDw86Nq1q6WQSk9P58CBA5bensK4uLiwadMmQkND2bNnDy+99BJt27Zl1qxZGAwlW8731q1bVKpUqcD2vG23b98usC3P6NGjmTVrFnq9nvfee4+ePXvy1FNP8d1335Xo3EIIUZrqVHZDoyjkGM3FxuUYzWg0CnWruhUbZ0sytM9GjL+ftzL+91LKRAgh7r/+/fsTHR3NiRMn+Oqrrxg6dGiBmLxiKc/NmzcBqFixoqXgeP/99/Hz8yuwb2FFBoC7uzupqakYjcZ8xVRe4eXpaf1NHvv378+oUaM4c+YMv/32G6qq8vTTTxe7T506dYiIiMBkMnHixAl27NjBJ598Qo0aNfINwyuKu7s7ycnJBbbfuHHjrs9Do9EwePBgBg8ezM2bNzl06BCrVq1iwoQJHD169IFZol4I8XDq0KAK/z58kQx9Tr6FJv5MVVWyjWZcdfZ0CKhSyFHKB+mRshE1y7oVSNQsfSllIoQQ91+rVq3w8/MjIiKC1NTUQoeVHTx4MN+/v/rqK5ycnGjWrBnNmjXD3t6exMREmjRpYvmzt7dn4cKFxMfHF3re1q1bYzKZ2LNnT77teb1jeXOWrNGuXTt8fHz46quv2Lt3L127di22kPnyyy9p06YNN27cQKvVEhQUxJw5c6hQoQIJCQmF7pM33ylPq1at+Pnnn7ly5UqB51G5cmVq1apV5Pmfe+453nnnHSC3KO3Xrx+DBw8mPT2djIzyO9dACPFo8PZ0omODKmg0GrKyjRhN+XumjCYzWdlGtBoNoQ2rUN3DyUaZ3p30SNmKXfET7ArGy0slhHiw9O/fn4ULF/LYY48VOjfoyy+/pFKlSoSGhhITE8OmTZuYOHEizs7OODs7M3r0aJYsWUJGRgYhISEkJiayZMkSFEWhQYMGhZ6zY8eOhISEMHv2bJKSkggMDCQmJoa1a9fSt29f/P39rX4eGo2Gvn37sn37dhISElizZk2x8S1atMBsNvPyyy8zduxYXFxc2Lt3L+np6Tz++OOF7lOhQgV+/vlnvvvuOwIDAxkxYgQ7d+5kxIgRjB8/Hk9PT7Zv387333/P/PnzCxRef9aqVSs2bNhApUqVCAoKIjExkQ8//JDWrVtbhk8KIYQtje7sT8ItPafi0zCaVbKNptwpL2YjGo0GBzstjWp4MKqT9e/ZZUm+nduIxqsi5stX7h6YF38Pw1GEEMKWOnXqxMKFCwssMpHn1VdfJSYmhi1btlC9enVmzZrFwIEDLY+/9tprVK5cmaioKNatW4e7uztt27Zl0qRJBVa+y6MoCqtXr2bp0qVs3LiRlJQUatSowcSJExkxYsQ9P5d+/fqxfPlyvL29LfO0ilKlShXWrVvHkiVLmDFjBllZWdSrV4/IyEjatGlT6D6DBw/mt99+Y8yYMbz77rs89dRTfPLJJyxcuJB58+aRk5NDgwYNWLFiBV26dCn2/K+++ioODg5s3bqV5cuX4+bmRlhYGJMnT77n5y+EEPdTJTdHZvZpTNTRS8TEJpOaYSDHaMTezg5PV0da163EoHZ+VHJztHWqxVJUtaQrHjycTp48CUCTJk3K9LyJXbtiPHOuwHYVKGwRE7uGDaj69f5Sz0s8WDIzMzlz5gwNGzYs9H42QvyZXq8nNjaW6tWr4+7ujlZrZc+4ldauXcu6des4fPhwvnk58fHxdOnShXfffbfIIkuUHyaTiVu3bnH9+nXq1q2LTqezdUqinJPPJmGNa6lZ/BSbyMXLV6lT04dg/6o2Hc5nTW0gPVI2oqlSDQoppIqi/d89T4QQoryLjo7m999/JyoqirFjx8riBkIIIYrk7emER2AVqis3adiwCs7O5XdO1F/JYhM2Yl/Hz6p4u9rWxQshhK2cPXuWqKgounbtypgxY2ydjhBCCFEqpEfKRpye6s2dD/9d8vi/3LhSCCHKq2nTpjFt2rQiH69RowbnzpW8R14IIYQoj6RHypbudkvnP8eZH+mpbEIIIYQQQpQrUkjZSNaunaDR3L2YUhTQaMj6YlfZJCaEEEIIIYS4KymkbMScngEaDYq7OxS1cpZWm/u4RoP5dnrZJiiEEEIIIYQoksyRshGNm+v//o8Gjacn5uxsMBhQzWYUjQbF0RHFwQHVnHu3Z02Fwu+ZIoQQQgghhCh70iNlI05P9QY7O1SDAQCNgwOKqyuqszOKqyvK/5YLVg0GsLOTxSaEEEIIIcRD51pqFgdOJ/FtnJ4Dp5O4lppl65RKTHqkbMQxpDV2/v4Yz5xBdXBAKWR4n2oygcGAfWAgjq1a2SBLIYQQQggh7r/kdAObvv2DX+JSydDnkJ1twOHKZbYdv06QnxeD2vlRyc3R1mkWy+Y9UmazmaVLl9KhQweaNWvGyJEjiYuLKzL+/PnzjB07lpCQENq2bcsrr7zCtWvXyjDj+8fz/Qg0Xl6o6emYs7Isw/hUszn33+npaLy88IhYYONMhRBC/B1Dhw4lPDz8vh1v27ZtBAQElDj++PHj/Pjjj/ft/EII8XckpxtY8MVpjpy7gZ1Wg7eHjsouWrw9dNhpNRw+m8SCL06TnG6wdarFsnkhtWLFCjZv3sw777zDli1bUBSFMWPGkJ2dXSA2NTWVESNG4OLiwscff8zatWtJTU1l9OjRGAzl+0IXxqFxIyp+tBH7wEAwmyEjHc2dO5CRDmYz9oGBVPxoIw6NG9k6VSGEKMB45QqZ27dzJ+oTMrdvx3jliq1TKrciIyOZMWPGfTtez549OXLkSInjBw0axOXLl+/b+YUQ4u/Y9O0f/JGUgbenExWc7FH+t4q1oihUcLLH29OJP5IyiDp6ybaJ3oVNh/ZlZ2ezYcMGXn/9dUJDQwFYtGgRHTp0YP/+/fTq1Stf/Ndff01WVhb//Oc/cXTM7eqLiIggNDSUn376ibZt25b5c/i7HBo3osre3RiOxZAevZ3U+Hg8a9TArX9fGc4nhCiXTImJpK9aTfaxGNSMDNDk3utOcXXFoU0Ibi+MRVu1qq3TLFc8PDzu6/F0Oh06ne6+HlMIIcrCtdQsfolLxcPFATtt4X06dloNHi4O/BKXwrXULLw9nco4y5KxaY/U2bNnuXPnDm3atLFsq1ChAoGBgfzwww8F4tu2bcvy5cstRdSf3bp1q1RzLW2OIa1xnjWT2xNfxXnWTCmihBDlkikxkbTpM9Dv/xrF3h5trVrY1fJDW6sWir09+n37SZs+A1NiYqnmkZ6ezptvvkmbNm0IDg5m2LBhnDx5kpycHPr27Uvfvn0xGo1A7pDwpk2b8uGHHwJgNBqJjIwkLCyMZs2a0a9fP/773/8CcOzYMQICAoiPj7ecKz4+noCAAI4dOwZAeHg448ePZ+TIkbRo0YLVq1eTlZXFjBkzeOyxx2jSpAl9+vRh3759lmP8dWjfzz//zLBhwwgODiYkJITp06fn+xwLCwtjzZo1TJgwgaCgIEJCQpg/f77lOf11aN+hQ4fo168fzZo1o23btoSHh1uOlxc3bdo0Sw7bt2+nV69eNGnShA4dOjBv3rxCR4IIIcT99lt8GpnZJtx0xffnuOnsuGMwcSo+rWwSuwc2LaQSEhIAqF69er7tVapU4fr16wXia9Soka/oAli9ejWOjo60ksJDCCFKXfqq1eSc+x27WrXQeHigaHI/RhSNBo2HB3a1apFz7ncyVq8ptRxUVWXMmDFcunSJ1atX8+mnn9K8eXMGDhzI+fPniYiIIDY2lvXr15Odnc3kyZNp3bo1w4cPB2D+/Pls2rSJKVOmsGvXLkJDQxk3bhwXLlwocQ779++nXbt2bN26ld69e7NkyRLOnTvHmjVr2LNnDx07dmTixIn5CrI8J06cYOjQofj7+7NlyxaWLl3KiRMnGDlyJOb/zZWF3OGArVq1Ijo6mgkTJrBx40a++OKLAsdLSUlh/Pjx9O/fnz179rBs2TJ++OEHFizInV+bNwRw+vTpzJgxg7NnzzJz5kwmTJjAV199xfz589mxYwfr1q2z5mUQQoh7kpVtQgHLcL6iKIqCokBmtqlsErsHNh3al5WVu7yhw/+W+s7j6OhYoh6mjRs3EhUVxbRp06hYseI956GqKpmZmfe8//2Sdz3y/ivE3UibEdYwGAyoqgrkvu+ZTNZ9OBmvXMFwLAaNlxdotZZj5aPVovHyQv/9MXSXLmHn63s/Us/nu+++4+eff+bIkSN4eXkB8Oqrr3L8+HH+/e9/M3/+fCZOnMiiRYs4d+4cycnJrFu3DrPZzJ07d/j000+ZPn063bt3B2D8+PEYjUZu375tKWTMZrPl+vx1m6qqVKhQgREjRlhyiouLw8XFBR8fH9zc3Bg/fjwtWrTA1dXVsk/eNV+/fj0BAQGWOVO1a9cmIiKCPn36cOjQITp27IiqqrRv357BgwcDMHDgQD777DN+/PFHnnrqKUtOJpOJa9eukZ2dTbVq1Sx/y5cvx2QyYTKZLNfIxcUFZ2dn4uLiUBQFb29vqlatStWqVVm7dq0l17/6c5vJysrKV+wJURj5bBLF0ahGTGYzRqPRUkyZ895v//QelPueaUarGsv0e7qqqnct8vLYtJDKG9+dnZ2db6y3wWDAyanosZCqqrJkyRJWrlzJCy+8YPmV8V7l5ORw5syZv3WM++nSpUu2TkE8YKTNiJKys8t927+XBXqyjx3DfPs2Sk1fVHPRRZjq6oJ6+QqZx2JwqFz5nnMtyokTJwDo1q1bvu05OTno9Xr0ej3PPPMM+/fvZ/fu3XzwwQe4uLig1+s5d+4cOTk5NGzYEL1eb9n3xRdfBLCsbGcwGCyP512r7Oxs9Ho9JpOJmjVr5tt/6NChTJw4kfbt29O0aVPatGlD9+7dsbe3R6/XW4qwvBzatGmTb/+aNWvi5ubG6dOnad26NaqqUqtWrXwxec9Br9eTk5MDgF6vp3bt2vTo0YNx48ZRrVo1QkJCaN++PaGhofn2z7s+rVq1omnTpjzzzDPUrFmTkJAQOnXqRN26dfPF/5XJZOLixYtWvFLiUSefTaIwjlkmNOYcklKzcXHIPzguM+v/C6Y72WY0qoJDVhJnztws0xz/2slTFJsWUnlD+pKSkqhZs6Zle1JSEg0aNCh0n5ycHKZNm8YXX3zB1KlTGTVq1N/Ow97eHn9//799nL8rKyuLS5cu4efnV2whKUQeaTPCGgaDgatXrwK5Pf8l/cUtjznHiKLVYmdnX3ygRotRq8UuJ6dUFkTQarW4urry2WefFXjMwcEBnU7H7du3uXr1KnZ2dsTExNCjRw8AnJ2dgdznX1hueR+eeccB0Pxv+GLeNq1Wi5OTU779Q0JCOHjwIEePHuW7775j586drF69mtWrV9O2bVs0Gg1arRadToeiKNjb2xc4v6qqlkUkFEUpcI4/H8PePvc1yHv8gw8+YMKECRw+fJijR48yffp0WrRoYZkXBljOqdPp2LhxI6dPn+bbb7/l6NGjTJgwgaeffpp58+YVuCaqqmIwGNBqtdSsWbPQecpC/Jl8Nom7OXnrIt9duInO2Qk7jYLZZCIzKxNnJ2c0Wi1Gs0padhbt6lWkfXCdMs3NmmHeNi2kGjRogKurK8eOHbMUUrdv3+b06dMMGTKk0H2mTp3K/v37WbhwYYFV/e6VoiiWD9fywMnJqVzlI8o/aTOiJDQaTb4lZrWF3Ai8OFpXFxRVBVW1zI0qjGo2o6gqWjdXq89REgEBAWRkZGAymahXr55l+8yZM2nQoAFDhgzh7bffRqfTsWzZMl566SXCwsIIDQ2lTp062Nvbc+rUKQIDAy37DhgwgB49etCiRQsAMjMzLbnnzXPKK2Ryx+3nv35Lly4lODiYbt260a1bN0wmE7169eLrr7+mffv2+fapX78+x48fz7f/2bNnycjIoF69epZz5J0vz5+PkVfcabVafvnlF/bs2cP06dPx9/dnxIgR7Ny5k9dff520tDTL0Pe84x06dIiTJ08yfvx4mjRpwosvvsjKlStZtWoV//znPwtc77zhfoUVd0IURz6bRFGeD61HYnoOfyRl4OHigLP9/8+3vZNtJi0zmzpVKzAstB7OzmX74401PzLatJBycHBgyJAhvP/++3h5eeHj40NERATVqlWzfBClpKTg5uaGTqdj27Zt7Nmzh6lTp9K6dWtu3LhhOVZejBBCiNLhEByM4uqKevs2SjHLeau3b6O4ueIQHFwqeXTo0IGGDRvy2muvMXPmTLy9vdm8eTNbt25lw4YN7N69m7179/LRRx/RsmVLBgwYwIwZM9i5cydeXl4MGTKEJUuW4OXlRb169di6dSsXLlygc+fOVK1aFRcXF1auXMnkyZNJSkpi0aJFd/1gjYuLY+fOnbz99tvUrFmTX375hWvXrhEUFFQgdvjw4QwePJi5c+cyePBgbt68ydy5cwkMDLyn23i4uroSFRWFvb09zz77LHq9nt27d+Pn54enpyeQ2xMXGxtLamoqdnZ2LF++HFdXV7p06UJaWhrffPNNobkKIURpqOTmyNQnA4k6eil3ifO0HHKyTdzK0ePmZE+HgCoMaudHJbfy3QNu00IK4JVXXsFoNDJz5kzL2O3169fj4OBAfHw8Xbp04d1336Vfv36W1YoWLFhgWY0oT16MEEKI0mHn64tDSOvcpc9dXVHsCn6EqEYj5pSb6Lp1w65GjVLJQ6vVsmHDBiIiIpg4cSJZWVnUrVuXyMhI6tSpw6uvvsqQIUNo2bIlAG+88Qb//e9/mTVrFsuWLWPSpEnY2dkxZ84cbt++TUBAAGvWrKFu3boAvP/++5ZRD7Vr12batGmMHj262Jzeeust3nvvPUsvkI+PD1OmTOHpp58uEBsUFMTatWtZsmQJffr0wdXVla5duzJ58mTLkD1r+Pv7ExkZybJly4iKikKj0dCmTRvWrl1r6bkaOXIk69at4+LFi6xcuZJ58+axYcMGFi1ahE6nIzQ0NN/y7EIIUdoquTnySvcArqVm8VNsIhcvX6VOTR+C/atS3ePBGBKqqIUuu/ToOHnyJABNmjSxcSa5Q0nOnDlDw4YNpStclIi0GWENvV5PbGws1atXx93d/Z6G3eXdRyrn3O9oK1ZEqVABRaNBNZtRb9/GnHITu/r18Zg/T27K+5AwmUzcunWL69evU7duXRn9Ie5KPpuEtcpTm7GmNrDpfaSEEEI8WLRVq+Ixfx5Oj3dDNeZgiovDGBeHKS4O1ZiDrls3KaKEEEI8Emw+tE8IIcSDRVu1Ku6z3sR45QrZP/2EeicTxcUZh+DgUhvOJ4QQQpQ3UkgJIYS4J3a+vqVyw10hhBDiQSBD+4QQQgghhBDCSlJICSGEEEIIIYSVpJASQgghhBBCCCtJISWEEEIIIYQQVpLFJsqJa6lZHI9N4o/Leq6pSQTXrYq354NxMzIhhBBCCCEeNVJI2VhyuoFN3/5BTOxNUu8YyDEasb9wEc9jVwnxr8Sgdn5UcnO0dZpCCCGEEELcdyeux3Hg/A8kJCdS7c4fdKnXiqbVa9k6rRKRQsqGktMNvL39JKeu3CLbZMJkUlEBJTuHDIORxJ/0xCal82afJlJMCSGEEEKIh8aF5Oss+u4jrmWdx4weVYWzCfDfhK/wcarPa22H4F+puq3TLJbMkbKhdd+c5+dLKWQYjGQbVUwqmFUwqZBtVMnQG/n5Ugrr/3PB1qkKIUS5cu3aNXbv3l2q5wgPD2fo0KElilVVlejoaG7evFmqOQkhxMPgQvJ1Zh1ayBX9CRRFg6NSEQfVA0elIoqi4bL+V2YdWsiF5Ou2TrVYUkjZyLXULA6eTiTbqBYbl21UOXAqgWupWWWUmRBClMy11Cz2nbzOjuPx7Dt5vUzfp9544w0OHz5cqueYMWMGkZGRJYr94YcfCA8PJytL3quFEOJuFn33ERnmBHR44ai4oEEBQIOCo+KCDi8yzAks/u5jG2daPBnaZyOHzyVxO8tYotjbWUaOnEvi2TYPxnhRIcTDLW9u5y9xqWRmm1AAFXB20BLk5/XQzO10c3MrcayqFv+jmBBCiFwnrsdxLes8dooLWqXwUkSr2GGnunBN/zsnrseV2zlT0iNlIzGxyVbFH7MyXgghSkNyuoEFX5zmyLkb2Gk1+Hg64ePljI+nE3ZaDYfPJrHgi9MkpxtKLYehQ4cSExNDdHQ0YWFh6PV6Fi9eTJcuXWjSpAl9+vTh66+/tsRv27aNgICAfMc4duwYAQEBxMfHW445ffp0nnnmGVq2bMn27dsLDO1bv349Xbt2pXHjxoSFhbF8+XJUVeXYsWMMGzYMgC5durBt2zZMJhMRERGEhobSuHFjevTowSeffFJq10QIIR4U//3jZ8yKHnul+NWp7RUnTOg5/McvZZPYPZBCykbibtyxLj7ZunghhCgNm779gz+SMvD2dKKCkz2KkjscQ1EUKjjZ4+3pxB9JGUQdvVRqOURGRhIUFMQTTzzB559/zqRJk9i+fTszZsxg586ddO3alfHjx3PgwAGrjrtt2zaGDRvGJ598QmhoaL7HDh48yKpVq3jrrbfYt28fU6ZMYeXKlezcuZOgoCDLEMDPPvuMnj17EhUVxZdffsmiRYv46quvGDJkCHPmzOHHH3+8b9dBCCEeRJk5ekBBc5cyJPdxhTs55XfItAzts5EMfcmG9d1rvBBC3G/XUrP4JS4VDxcH7LSFfwDaaTV4uDjwS1wK11KzSuV+eB4eHtjb26PT6UhNTeXAgQOsWrWKzp07AzB+/HjOnTvHqlWr6NKlS4mP27BhQ5566qlCH7t8+TKOjo7UqFEDb29vvL29qVKlCt7e3jg4OODu7g6Al5cXOp2Oy5cv4+zsjK+vL5UrV2bIkCHUqVOH2rVr//0LIIQQDzBnex2gYsZcbDFlxgyouNiX3/uqSo+UjeSYzVbFG03WxQshxP32W3wamdkm3HTF/wbnprPjjsHEqfi0Us/p3LlzAAQHB+fb3rJlS8tjJVWrVtFj8Hv37o2npyePP/44vXv35r333kOj0eDt7V1o/ODBg8nIyKBjx44888wzLF68mIoVK1KxYkWrchJCiIdNx9pBaFQdOWrxPU05ahZadITWCSqjzKwnhZSNONpprYp3sDJeCCHut6z/LSyRN5yvKIqioCiQmW0qm8QKYTabsbPLX/D9eUEIo7FgL79OpyvyeF5eXuzYsYOoqCi6du3K8ePHGThwIMuWLSs03s/Pj3379rFu3TpatWrFgQMHePrpp4mOjr7HZySEEA+HptVr4e1UDyN3MKmFj7gyqUaM3MFbV5/G1WqWcYYlJ4WUjbg6Wjeq0s3JvpQyEUKIknFy0KJy9xXqVFVFVXNX8Stt9evXB+D48eP5tv/444/4+/sDYG+f+/6Znp5ueTwuLs6q8+zYsYNPPvmE4OBgXnnlFT799FOeeeYZ9uzZAxQsLjdu3Mi+fft47LHHmDp1Krt27aJt27aWeCGEeJRNbDsUV0019KRgUO9gJvdzxYyKQb2DnhRcNdV4re0QG2daPJkjZSMtantxOSWz5PF+nqWYjRBC3F3jGh44O2hJ1xupUMyPO+l6Iy6OWhr7epRaLi4uLly9ehVXV1dCQ0N56623gNyeoN27d3PgwAEWL14MQPPmzdFoNCxevJgRI0YQGxvLhg0brDqfwWDgvffew8XFhZYtW5KQkEBMTAytWrUCwNnZGYCzZ8/i6enJzZs3Wb58OTqdjgYNGhAbG8vp06d5/vnn799FEEKIB5R/perMDZ3M4u8+5pr+dwzqTVQFFBW0io6auma81nYI/pWq2zrVYkkhZSMtanux86d4zCW49YhGgRZ+XqWflBBCFMPb04nmtTw5cu4Gzg7aQhecMJrMpGVm0yGgCtU9Sm+C8HPPPccbb7xB7969LUXTzJkzuX37NvXq1SMyMpJu3boB4Ovry9y5c1m1ahWffvopjRo1Yvr06bz00kslPt+zzz7LrVu3WLFiBdevX8fd3Z3u3bszZcoUILdnLDQ0lNdee41JkyYxfvx4jEYjb7/9NsnJyVSuXJlBgwbxwgsvlMr1EEKIB41/peose+p1jh/Yyzc/fUOa4Q4eji50Ce5MUNgTtk6vRBT1Eb+L4MmTJwFo0qRJmZ73WmoWr330I5dv3r1XqmZFZ5YMa1mqX0rEgykzM5MzZ87QsGFDyy/iQhRFr9cTGxtL9erVcXd3R6u1fuhd3n2k/kjKwMPFATedHYqioKoq6XojaZnZ1K7sytQnAx+Km/IKMJlM3Lp1i+vXr1O3bt1i55IJAfLZJEom+7dTpE55HeOFC2DMQVVBUQA7e+zq1cMzYgEOjRuVeV7W1AYyR8pGvD2deKx+ZSq7OWJXxKtgp4HKbo60L+VfdoUQoqQquTky9clAOjSogsls5mpqFldTM7mamoXJbKZDQBUpooQQQhQr+7dT3Bw6DOOZM6DRgKsbZhcXcHUDjQbj6dPcHDqM7N9O2TrVYsnQPhsa/FhtLt7I4NQVEwajGZPZbKnG7TQaHOw11KnqyqB2frZOVQghLCq5OfJK9wCupWZx6n9Lojs75M6Jkh99hBBC3E3qlNcxp6SguLmhaLW5ixiZzSgaDYqTE6qDA+aUFNJen0qVvbttnW6RpJCyMYXcZYI1GrAMslRA0ZC7zDDFLzMshBC24u3pVCo33BVCCPHwMhyLyR3O5+iIUsQQc0WrRXV0JOf8eQzHYnAMaV3GWZaMDO2zoU3f/sHl5Du4ONqhVZTc5XOV3GV0tYqCi6Mdl5PvEHX0kq1TFUIIIYQQ4m/L2rUTjEYUx+KHgCuOjmA0kvXFrjLKzHpSSNnItdQsfrh40zI5W6tRcHbQ4mSX+1+tRiEtM5t0vZEfLiZzLbX4uz8LIYQQQghR3pnTMwBQNMWXIXmPm2+nFxtnS1JI2chv8Wkk3tKTYzKhs89dRjjvho6KomCn1aCz15JjMpGQpudUfJptExZCCCGEEOJv0ri5AqCazcXG5T2uqeBW6jndKymkbOR6WhYGoxn7PxVQf6UoCvZaDQajmWtp0iMlhBBCCCEebE5P9QY7O1SDodg41WAAOzucevcuo8ysJ4tN2MiN23rMqkoh97PMR6sBs6qSnF58YxNCCCGEEKK8cwxpjZ2/P8YzZ1AdHLjhVomznr5kKnY4q0YapF6hcnoyGAzYBwbi2KqVrVMukhRSNlK5gg6NomAyg10x98Q0mUGjKFSWe7IIIYQQQoiHgOf7EZwf/TLbfVpypnp9suydQDWDosEpJ4vA6+d4+upx6kUssHWqxZJCykaqezjhaKch22hCq1EKHd6nqirZRhOO9lq5N4sQQgghhHgo3K7lz4cj3uJi7HXc0lOompmAAqjAHUcXfqzbipTHexNey59Ktk62GDJHykYa1/CgmocTDnZa9DkmjKb8E+6MJjP6HBMOdlqquzvR2NfDNokKIUQREu8kcij+P+y79BWH4v9D4p1EW6fEtm3bCAgIKFHssWPHCAgIID4+HoDU1FQ+++yz0kyvRO4lj+PHj/Pjjz+WOD48PJyhQ4dam5oQQtwXm779gzi9Bt/G/ng1boDW2weTlxdabx+8GjfAt7E/cXpNub8FkPRI2Yi3pxMta3tx6EwSZlQy9Eb0OSZUs4qimrDTavBwcUCjKLSsU1F6pIQQ5UaKPoXo81s5ffM0mcZMFBRUVJztnGlUsRF96vXDS+dlk9x69uxJhw4dShQbFBTEkSNH8PLKzXXBggXEx8fzzDPPlGaKd3UveQwaNIh3332Xli1blmJmQgjx911LzeKXuFQ8XByw02rAwwOtmxtZGenoXN3QaLVoAA8XB36JS+Faala5vfm7FFI2NPix2lxNzeKPpAx8PJ0wmUxk6g046xzRarVkZpuoXdmVQe38bJ2qEEIAuUXUyl+Xc+X2ZSo4uFPduTqKoqCqKhk5GcQkHON65nVeavayTYopnU6HTqcrUayDgwOVK1e2/FtV1dJKyyrlJQ8hhCgNv8WnkZltwsfTodg4N50dV1OzOBWfVm4LKRnaZ0OV3ByZ+mQgHRpUQatRMBhVzGYVg1FFq1HoEFCFqU8GUkkWmhBClBPR57dy5fZlqjlXx83BLd/979wc3KjmXJ0rty+z/UJ0qeUQHh5eoLcmISGBhg0b8tlnn+Ub2nfo0CH69etHs2bNaNu2LeHh4dy6dQvIP7QvPDyc6OhoYmJiLPubTCb+9a9/0b17d5o0aUL37t359NNPLcfO23/t2rWEhITQt29fTCYT27dvp1evXjRp0oQOHTowb948srOzS/zcrM0jL27atGmEh4cDuUP9RowYQXBwMI0bN+bJJ5/kiy++sPZSCyHEfZeVbUKBIm//k0dRFBQFMrNNZZPYPZAeKRur5ObIK90DuJaaxU+xiVy8fJU6NX0I9q8qw/mEEOVK4p1ETt88TQUHd7Sawpcb1Wq0VHBw51TybyTeSaSqS9X7nkffvn0ZNmwYcXFx1KpVC4CdO3dStWrVfB/MKSkpjB8/nvDwcDp16kRCQgJTp05lwYIFzJs3L98xZ8yYgV6vJyEhgcjISAD++c9/smPHDt58802aNGnCt99+y9y5czEYDPnmF/3nP/9hy5YtZGVlcf78eWbOnMn7779P06ZNiY2NZfLkyXh6ejJu3Li7Prd7yePIkSO0b9+e6dOn069fPxITExk5ciSDBg1izpw5GI1G1q1bx7Rp02jTpg2VKpXnqdtCiIedk4MWldze9+KKKVVVUVVwdihmeWsbk0KqnPD2dMIjsArVlZs0bFgFZ2cpooQQ5cvZ1DNkGjOp7ly92DhXe1euZ17nXOrZUimkWrduja+vL7t27WL8+PEA7Nq1i6effhqN5v8HWiQmJpKdnY23tzc+Pj74+PiwatUqTKaCv266ubmh0+mwt7encuXKZGRk8MknnxAeHs5TTz0FgJ+fH1euXGHVqlUMGTLEsu/IkSPx8/MD4Ouvv0ZRFGrUqIG3tzfe3t6sX78eV1fXEj23e8kjb3iim5sbbm5upKWlMX78eEaNGmW5Hi+88ALbtm3j0qVLUkgJIWyqcQ0PnB20pOuNVHCyLzIuXW/ExVFbrhdck6F9QgghSsRgNKBQ+O0a/kxRFBQU9EZ9qeShKAp9+vRh165dAJw5c4bff/+dPn365Itr2LAhTz75JC+++CKdOnVi+vTp/PHHH/j7+9/1HBcvXiQnJ4fg4OB821u2bElycjI3b960bMsrogA6dOhAUFAQ/fv3p3v37rz11lvcunUrX4w1rMkjj6+vL/379+fjjz9m1qxZDBs2zDIUsrAiUgghypK3pxPNa3mSdie7wKrVeYwmM2mZ2TSv5VWuR2hJISWEEKJEHO0cUVHvuhiCqqqoqOjsSrbow73o27cvcXFxnDhxgp07dxIUFETt2rULxC1cuJC9e/cyfPhwkpOTmTRpEiNHjrzr8fOe41+LRrM590Pfzu7/B3Q4Ojrm+/8bN24kOjqa/v37Exsby5gxY5g+ffo9PU9r8sgTGxtLjx49OHjwIL6+vowaNYr169ff0/mFEKI0DH6sNrWruHItNYvbWTmW9zpVVbmdlcO1tKwHYsE1KaSEEEKUSAPPhjjbOZORk1FsXEZOBs52zjTwalhqufj4+NC6dWu+/PJL9uzZQ9++fQvE/PLLL8yfP586deowfPhw1qxZw/z58zl27FihPTl/Llbq1KmDnZ1dgXsz/fjjj1SuXBl3d/dC8zp06BDLli0jMDCQsWPHsnHjRl555RX27NlT4uf2d/P45JNPqFixIv/6178YM2YMoaGhJCcnA7IioBCifPjzgmsms5lraXqS75i4lqbHZDY/MAuuyRwpIYQQJVLVpSqBFQP5ISEGZzvnQhecMJlN3M6+RevqbajiXKVU8+nXrx9z587FaDTSs2fPAo+7uroSFRWFvb09zz77LHq9nt27d+Pn54enp2eBeGdnZ5KSkrhy5Qq+vr48++yzLF26FHd3d5o2bcqRI0eIiopi0qRJRQ5vtLOzY/ny5bi6utKlSxfS0tL45ptvCAoKKvHzupc8nJ2diY2NJTU1lWrVqpGQkMChQ4fw9/fn1KlTvPPOOwAlXj1QCCFK28Ow4JoUUkIIIUqsb73+JGQmWO4j5Wrvmu8+Urezb+FboSZ9/Av2EN1v3bt3Z+7cuXTt2hU3N7cCj/v7+xMZGcmyZcuIiopCo9HQpk0b1q5dm29Rijx9+vRh//79PPnkk+zfv58ZM2bg6enJwoULSU5OplatWsyaNYtnn322yJwee+wx5s2bx4YNG1i0aBE6nY7Q0FDLsuQlcS95jBw5knXr1nHx4kWWLFnCxYsXmTp1KtnZ2fj5+TFp0iSWLl3KiRMn6NixY4lzEUKI0vYgL7imqI94P//JkycBaNKkiY0zgczMTM6cOUPDhg1xdna2dTriASBtRlhDr9cTGxtL9erVcXd3R6u9tyVlU/QpbL8Qzank38g0ZqKgoKLibOdMo0qN6ePf1yY34xWlw2QycevWLa5fv07dunVLfMNj8eiSzyZhrfLUZqypDaRHSgghhFW8dF6MbDyKxDuJnEs9i96oR2eno4FXw1IfzieEEEKUF1JICSGEuCdVXaqWyn2iHlZz584lOjq62JglS5bI0DshhHhASCElhBBClIHx48fz/PPPFxtTpYr06AkhxINCCikhhBCiDHh5eeHlJXPHhBDiYSH3kRJCCCGEEEIIK0khJYQQj5hHfLFWcQ+kzQghREFSSAkhxCPC3t4eAIPBYONMxIMmr83ktSEhhBAyR0oIIR4ZWq0WNzc3kpOTsbe3x9U192a6QhRFVVUyMjJITk7Gw8Pjnu89JoQQDyMppIQQ4hFSsWJFbty4QVJSEsnJybZORzwAzGYzOTk5VKxY0dapCCFEuSKFlBBCPELyeqBq1qwpw7REieTk5PD7779L76UQQvyFFFJCCPEI0mq16HQ6W6chHgBms9nWKQghRLkki00IIYQQQgghhJWkkBJCCCGEEEIIK0khJYQQQgghhBBWUtRH/C57P/30E6qq4uDgYOtUUFWVnJwc7O3tZVKvKBFpM8Ja0maEtaTNCGtJmxHWKk9tJjs7G0VRaNGixV1jH/nFJmz9Yv2ZoijloqATDw5pM8Ja0maEtaTNCGtJmxHWKk9tRlGUEtcHj3yPlBBCCCGEEEJYS+ZICSGEEEIIIYSVpJASQgghhBBCCCtJISWEEEIIIYQQVpJCSgghhBBCCCGsJIWUEEIIIYQQQlhJCikhhBBCCCGEsJIUUkIIIYQQQghhJSmkhBBCCCGEEMJKUkgJIYQQQgghhJWkkBJCCCGEEEIIK0khJYQQQgghhBBWkkJKCCGEEEIIIawkhVQZMpvNLF26lA4dOtCsWTNGjhxJXFxckfGpqalMnjyZVq1a0apVK958800yMzPLMGNha9a2mfPnzzN27FhCQkJo27Ytr7zyCteuXSvDjIWtWdtm/mzXrl0EBAQQHx9fylmK8sTaNpOTk8PChQvp0KEDzZs3Z8iQIZw5c6YMMxa2Zm2buXHjBpMmTSIkJISQkBBeffVVEhISyjBjUZ6sWLGCoUOHFhvzoHwHlkKqDK1YsYLNmzfzzjvvsGXLFhRFYcyYMWRnZxca/8orr3DlyhX+9a9/sXTpUr799lveeuutMs5a2JI1bSY1NZURI0bg4uLCxx9/zNq1a0lNTWX06NEYDAYbZC9swdr3mTxXr16V95dHlLVtZs6cOXz++ee8/fbbbN26FQ8PD8aMGUN6enoZZy5sxdo2M3HiRK5fv86HH37Ihx9+SEJCAuPGjSvjrEV5kPed9m4emO/AqigTBoNBDQoKUqOioizbbt26pTZt2lT94osvCsT/9NNPav369dULFy5Yth0+fFgNCAhQExISyiRnYVvWtplPP/1UbdGiharX6y3brl+/rtavX189evRomeQsbMvaNpPHZDKpAwcOVIcNG6bWr19fvXLlSlmkK8oBa9vM5cuX1fr166vffPNNvvjOnTvL+8wjwto2c+vWLbV+/frqgQMHLNu+/vprtX79+mpKSkqZ5CxsLyEhQR01apTavHlztUePHuqQIUOKjH2QvgNLj1QZOXv2LHfu3KFNmzaWbRUqVCAwMJAffvihQPyPP/5I5cqVqVu3rmVb69atURSF48ePl0nOwrasbTNt27Zl+fLlODo6Fnjs1q1bpZqrKB+sbTN5Vq1aRU5ODi+88EJZpCnKEWvbzJEjR6hQoQIdO3bMF3/w4EHatm1bJjkL27K2zTg6OuLs7Mz27dvJyMggIyODHTt24Ofnh7u7e1mmLmzo1KlTuLu7s3PnTpo1a1Zs7IP0HdjO1gk8KvLGAlevXj3f9ipVqnD9+vUC8YmJiQViHRwc8PDwKDRePHysbTM1atSgRo0a+batXr0aR0dHWrVqVXqJinLD2jYDcOLECTZs2MDnn39OYmJiqecoyhdr28ylS5fw9fVl3759rFmzhsTERAIDAwkPD8/3pUc8vKxtM46OjsybN4+5c+fSsmVLFEWhcuXKfPzxx2g08nv+oyIsLIywsLASxT5I34GlBZeRrKwsILch/Jmjo2Oh81eysrIKxBYXLx4+1raZv9q4cSNRUVFMmjSJihUrlkqOonyxts1kZmYyZcoUpkyZgp+fX1mkKMoZa9tMRkYGly9fZsWKFUyaNImVK1diZ2fHoEGDuHnzZpnkLGzL2jajqirnzp0jKCiITZs28e9//xsfHx9efvllMjIyyiRn8WB5kL4DSyFVRnQ6HUCBiZgGgwEnJ6dC4wubtGkwGHB2di6dJEW5Ym2byaOqKosXL2bevHm88MILDB8+vDTTFOWItW3mnXfewc/Pj+eee65M8hPlj7Vtxt7envT0dBYtWkT79u1p2rQpixYtAiA6Orr0ExY2Z22b2b17N1FRUURERBAcHEzr1q1ZtWoVV69eZevWrWWSs3iwPEjfgaWQKiN5XZRJSUn5ticlJVGtWrUC8dWqVSsQm52dTVpaGlWrVi29REW5YW2bgdxliV9//XVWrVrF1KlTmTRpUqnnKcoPa9vM1q1b+e677wgKCiIoKIgxY8YA8OSTTzJr1qzST1jY3L18NtnZ2eUbxqfT6fD19ZVl8x8R1raZ48ePU7t2bVxdXS3b3N3dqV27NpcuXSrVXMWD6UH6DiyFVBlp0KABrq6uHDt2zLLt9u3bnD59mpYtWxaIb9WqFQkJCfnuy5C3b4sWLUo/YWFz1rYZgKlTp/Lll1+ycOFCRo0aVVapinLC2jazb98+vvjiC7Zv38727dt55513AFizZg2vvvpqmeUtbMfaNtOyZUuMRiMnT560bNPr9Vy5coVatWqVSc7CtqxtM9WrVycuLi7fkKysrCzi4+OlzYhCPUjfgWWxiTLi4ODAkCFDeP/99/Hy8sLHx4eIiAiqVatGt27dMJlMpKSk4Obmhk6no1mzZrRo0YKJEycyZ84cMjMzmT17Nn369Cl31bgoHda2mW3btrFnzx6mTp1K69atuXHjhuVYeTHi4WZtm/nrl5i8SeTe3t4yr+4RYW2badmyJe3ateONN95g7ty5eHh4sHTpUrRaLU8//bStn44oA9a2mT59+rB+/Xpee+01yw80ixcvxsHBgX79+tn42Yjy4IH+Dmzr9dcfJUajUV2wYIHapk0btXnz5uqYMWMs92u5cuWKWr9+fXXr1q2W+OTkZHXChAlq8+bN1ZCQEHX27Nn57hEkHn7WtJkRI0ao9evXL/Tvz+1KPNysfZ/5s++//17uI/UIsrbNpKenq7Nnz1ZDQkLUZs2aqSNGjFDPnz9vq/SFDVjbZi5cuKC+8MILauvWrdU2bdqo48ePl/eZR9gbb7yR7z5SD/J3YEVVVdXWxZwQQgghhBBCPEhkjpQQQgghhBBCWEkKKSGEEEIIIYSwkhRSQgghhBBCCGElKaSEEEIIIYQQwkpSSAkhhBBCCCGElaSQEkIIIYQQQggrSSElhBBCCCGEEFaSQkoIIUrRyZMnef311+nUqRNNmzalS5cuzJw5kytXrtx13/j4eAICAti2bVuJzmVt/N2O1alTJ1JSUizbduzYQa9evWjatCndu3fns88++9vneZCEhYURHh5eavHWysnJ4ZlnniEyMrLUznGvwsPDCQsLK7X4Tz/9lBdeeOFeUhNCiPtGbsgrhBClZNOmTcyfP5+QkBD69u1LlSpVuHz5MuvWrSM1NZUPP/yQRo0aFbl/dnY2p0+fpmbNmnh5ed31fNbGF0VVVZ5//nk6d+7MiBEjANi7dy8TJ05k2LBhdOjQga+//prNmzcTERFB79697/lcD5LTp0/j6upKzZo1SyXeGnq9ntdff519+/Yxfvx4JkyYcN/P8XdcvnyZjIwMAgMDSyXebDbTr18/hg4dSv/+/f9OqkIIcc+kkBJCiFJw/Phxhg4dyuDBg5kxY0a+x1JSUujXrx8VKlRg586dNsqwaPv27WPmzJkcPnwYR0dHALp3706DBg1YsmSJJe61117j1KlT7N+/31apPpJ+/PFH3nrrLZKSkkhLSyuXhVRZ2LNnD/PmzePgwYOWdiqEEGVJhvYJIUQpWL9+PW5ubkyaNKnAY15eXoSHh/P444+TkZEBwNChQ5kyZQqvvPIKLVq0YOzYsQWG6pnNZpYsWUJYWBiNGzcmLCyMDz74gJycHKDg0L67xRdl9erVPP7445Yvp/Hx8Vy6dInHH388X1z37t25fPkyf/zxR6HH2bZtGwEBAUX+FTckLSwsjKVLl/Lee+/Rrl07mjZtyqhRowqc69tvv2XQoEEEBwcTEhLC5MmTuX79erHPD2D37t3069ePZs2a0alTJyIiIsjOzgYgMjKSbt26sWzZMkJCQujatSupqakFhurt2bOH3r1707RpU9q0acOUKVNISkrK9xysiS+pl156CR8fH6uGcBb3OtxtSN1vv/3G6NGjCQ4Opk2bNkycONFyjY8dO0ZAQACbN2+mc+fOtGvXjiNHjhQYqnfq1Cmef/55goODCQoKYvjw4fz666+Wx62NB+jSpQt6vZ7PP/+8xNdBCCHuJztbJyCEEA8bVVU5cuQIYWFhODk5FRrTo0ePAtv27t1Ljx49WL58OSaTqcDja9euZdOmTbzxxhv4+vry66+/smjRIuzt7QvtkbA2HuDixYv89ttvTJw40bItNjYWAD8/v3yxtWrVAuDSpUvUrl27wLE6derEli1bCj0PQLVq1Yp8DGDjxo0EBwfz7rvvcuvWLebNm0d4eLjlmDt27GDq1Kn07NmTF154gdTUVJYuXco//vEPoqOjqVixYqHH3bx5M7Nnz2bAgAFMnDiR+Ph4FixYQGpqKvPnzwfg2rVr7N+/nw8++IDU1FQ8PT3zHeP48eNMmTKFcePG0apVKxISEoiIiGDy5Ml89NFHBc5pbXxxPv74YwICAqzap7jXwcHBocjHzp49y8CBA2natCn//Oc/UVWVhQsXMnLkyHy9qYsWLeKtt97CYDDQvHlzvvjiC8tjGRkZjB49mpCQEJYuXUpOTg4rV65k1KhRfPPNN7i5ueU7Z0njHR0d6dy5M7t27WLw4MFWXQ8hhLgfpJASQoj7LDU1FYPBQI0aNazaT6PR8Pbbb+Ps7Azk9gT9WUxMDI0aNbLMCWndujVOTk64uroWejxr4wG+//57AJo2bWrZlp6eDlBgPxcXFwBLr9pfeXl5/a25WhUqVGDFihVotVogdx5NZGQkqampuLu7ExERQbt27Vi0aJFlnxYtWtCzZ082bNjA66+/XuCYZrPZ0uM0b948y3aDwUB0dLSlV8poNPLGG2/Qrl27QnM7fvw4jo6OjBkzxtJz5+HhwcmTJ1FVFUVR/lZ8cawtogCaN29u9T4AK1aswN3dnQ0bNljyrlatGq+99hrnzp2zxD333HOF/jgAcOHCBVJSUhg6dCjBwcEA1KlTh82bN5ORkVGgkLImvkmTJuzZs4eMjIxi27UQQpQGKaSEEOI+02hyR00X1qtUnBo1aliKqMKEhISwcOFCBg0aRLdu3ejYsSNDhgy5b/EAV65coUKFClSoUMGyzWw2AxT4sp83xTbv+f6VqqrFXgONRlPkvpD7JTmviIL/78HKysoiJSWFGzduFBg6WbNmTYKCgjh27Fihx/zjjz9ITk6ma9eu+bYPHz6c4cOH59tWv379InNr1aoVixYt4qmnnuKJJ56gY8eOtG/fntDQ0PsSf78ZjcYiH1MUJd91/rPjx48TGhqabw5S06ZNOXjwIIDlOhdX3NWrVw8vLy9eeuklnnjiCUJDQ2nbti1Tp0792/E+Pj6YTCYSEhLw9/cvMgchhCgNMkdKCCHuMw8PD1xcXLh27VqRMZmZmaSlpeXbVqlSpWKPO3r0aGbNmoVer+e9996jZ8+ePPXUU3z33Xf3JR5ye5f+Ohwxr6j6a89TZmYmULCnKk90dDSNGjUq8m/58uXFPt+/5pFXdJnNZsu1K+yaVapUydKL9ld5+xU17O+vxylKUFAQa9aswdfXl/Xr1zNo0CBCQ0P597//fV/i77fiXodu3boVuV9aWlqJrlVxMS4uLmzatInQ0FD27NnDSy+9RNu2bZk1axYGg+Fvxef98FDU6y2EEKVJeqSEEKIUtG/fnmPHjmEwGApdUWzbtm3MmzePqKgogoKCSnRMjUbD4MGDGTx4MDdv3uTQoUOsWrWKCRMmcPToUavjC5sb4+npWeBLad78p7i4uHzLU8fFxQEU2RPQuXPnYhcCqFKlyt2fdBE8PDwASE5OLvDYjRs3CsxpypNXFP75/liQWzCcOnXKqiFwHTp0oEOHDmRlZfH999+zceNG5s+fT/PmzWnWrNnfjr+finsdipsj5ebmVuBaARw6dIgGDRqU+Px16tQhIiICk8nEiRMn2LFjB5988gk1atRg7Nix9xx/69YtgCJfbyGEKE3SIyWEEKVg5MiRpKWl5Zu/k+fmzZusW7eOWrVqWfXF/bnnnuOdd94BcnsA+vXrx+DBg0lPTy90npK18QDe3t5kZmZavqBC7qISvr6+fPXVV/liv/rqK/z8/PDx8Sn0WJ6enjRp0qTIv6pVq5b4uf9V7dq1qVy5Mrt27cq3/cqVK/zyyy+0aNGi0P3q1KmDp6cnBw4cyLd9165djBkzptAeksK89957DBgwAFVVcXJyonPnzrzxxhsAha4aaG38/Vbc61DcsLyWLVty+PBhy9wxgHPnzjF27FhOnjxZonN/+eWXtGnThhs3bqDVagkKCmLOnDlUqFCBhISEvxWfkJCAVqv9W21JCCHulfRICSFEKWjevDmvvvoqixcvJjY2lr59++Lp6cn58+fZsGEDd+7cYc2aNVYtMtCqVSs2bNhApUqVCAoKIjExkQ8//JDWrVvj5eVlGWpX0vjCPPbYYwD89NNPdO7c2bJ93LhxTJs2DQ8PD8LCwjh48CB79+4ttFAsCxqNhkmTJjFt2jQmTpxInz59SE1NZdmyZbi7u1tuJPxXWq2WCRMmMHfuXObMmUO3bt24dOkSixcvZuDAgSVeHKNt27Z8+OGHhIeH07t3b3Jycli3bh0eHh60adPmnuITEhJISEggMDCw2F6isjRu3Dj+8Y9/MGbMGJ5//nmys7NZsmQJjRo1omPHjvz88893PUaLFi0wm828/PLLjB07FhcXF/bu3Ut6enqBJfWtjT9+/DgtW7YscnVMIYQoTVJICSFEKXnppZcIDAxk06ZNvPvuu6SlpVGtWjU6duzIiy++iLe3t1XHe/XVV3FwcGDr1q0sX74cNzc3wsLCmDx58n2JB/D19aVRo0YcOnQoXyHVr18/srOz2bBhA1u3bsXX19cy78pW+vXrh4uLC6tXr+bll1/G1dWVDh06MGnSJCpXrlzkfoMHD8bZ2Zn169fz+eefU7VqVUaOHFnoELOidOzYkffff58NGzYwfvx4FEUhODiYjRs3WoYdWhv/2WefsWzZMg4cOGD1io+lJTAwkI8++oiFCxcyceJEXFxcCA0NZcqUKSUu9qpUqcK6detYsmQJM2bMICsri3r16hEZGVlo0VnSeIPBQExMDK+99tr9erpCCGEVRc1bdkkIIYQgd8je9OnTOXz4cLGrCIr7b/DgwSxevLjYQlDkio6OZuHChXz99dfodDpbpyOEeATJHCkhhBD5PP7449SrV4+oqChbp/JIOXToEHq9XoqoEjCZTJbePSmihBC2Ij1SQgghCrh8+TJDhgxh+/btf+umuqLkrl69iouLS6FDA0V+mzdvZv/+/axfv97WqQghHmFSSAkhhBBCCCGElWRonxBCCCGEEEJYSQopIYQQQgghhLCSFFJCCCGEEEIIYSUppIQQQgghhBDCSlJICSGEEEIIIYSVpJASQgghhBBCCCtJISWEEEIIIYQQVpJCSgghhBBCCCGsJIWUEEIIIYQQQljp/wChFFz6PfQAlwAAAABJRU5ErkJggg==", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\"\"\"\n", + "Create a scatterplot to show the relationship between crisis years in Haiti and the number of inbound tourists\n", + "Each category of \"type_of_visistors\" is plotted with a different color to allow comparizon between groups\n", + "such as excursionnnists, tourists and total visitors\n", + "\"\"\"\n", + "plt.figure(figsize=(10,7))\n", + "\n", + "categories = df[\"type_of_visitors\"].unique()\n", + "\n", + "colors = plt.cm.Set1(range(len(categories)))\n", + "\n", + "for color, cat in zip(colors, categories):\n", + " subset = df[df[\"type_of_visitors\"] == cat]\n", + " plt.scatter(\n", + " subset[\"crisis\"],\n", + " subset[\"number_of_tourist\"],\n", + " label=cat,\n", + " alpha=0.7,\n", + " s=60,\n", + " color=color\n", + " )\n", + "\n", + "plt.xlabel(\"Crisis (0 = no crisis, 1 = crisis)\")\n", + "plt.ylabel(\"Number of Tourists\")\n", + "plt.title(\"Relation between year of Crisis in Haiti and imbound tourist\")\n", + "plt.legend(title=\"Type of Visitors\")\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "2b6f3ec3-9746-4d4a-93f6-5132896cc5b4", + "metadata": {}, + "source": [ + "\n", + "# Visual and Statistical Analysis of Crisis Impact on Haiti Tourism\n", + "\n", + "**Correlation Results:**\n", + "Excursionists: 0.202 (weak positive)\n", + "Tourists: 0.040 (negligible)\n", + "Visitors_total: 0.049 (negligible)\n", + "\n", + "## What the Scatter Plot Shows:\n", + "\n", + "**Visual Patterns:**\n", + "Vertical Alignment at x = 0 and x = 1\n", + "\n", + "Distribution Comparison:\n", + "Left column (crisis = 0): Wide spread from 0.4 to 1.2+ million tourists\n", + "Right column (crisis = 1): Similar spread, ranging from 0.5 to 1.3+ million tourists\n", + "\n", + "**Key observation:** The distributions overlap significantly, showing that tourist numbers\n", + "during crisis years are not dramatically different from non-crisis years\n", + "\n", + "**Weak Linear Relationship**\n", + "* The scatter plot visually confirms the low correlations (0.040-0.202)\n", + "* Tourist arrivals occur at similar levels whether there's a crisis or not.\n", + "* No clear downward trend during crisis periods\n", + "* Both crisis and non-crisis years show similar ranges of tourist numbers\n", + "This suggests other factors (marketing, global economy) are more influential than the simple presence or absence of a crisis\n", + "\n", + "**Resilience of Haiti Tourism**\n", + "Despite frequent crises (political instability, natural disasters, COVID-19), tourist arrivals remain relatively stable in Haiti\n", + "\n", + "Statistical Conclusion:\n", + "* The data does NOT show a strong, statistically significant relationship between crisis years and tourist arrivals in Haiti. While crisis may have short-term impacts, the overall pattern suggests that:\n", + "* Tourism fluctuations are driven by multiple factors beyond just crisis events\n", + "* The binary classification (crisis/no crisis) may be too simplistic to capture the nuanced reality\n", + "* Some tourist segments are resilient to political and natural crises" + ] + }, + { + "cell_type": "code", + "execution_count": 213, + "id": "b2d0196b-c5ee-4f1d-92e1-4b5d92f0a420", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "T-test excursionists\n", + "t-stat: 1.245934417852748\n", + "p-value: 0.2287480464040128\n" + ] + } + ], + "source": [ + "# calculate the T-test and the P-value for excursionists\n", + "from scipy.stats import ttest_ind\n", + "\n", + "# Filter the excursionists\n", + "df_total = df[df[\"type_of_visitors\"] == \"excursionists\"]\n", + "\n", + "# Separate each group\n", + "group_crisis = df_total[df_total[\"crisis\"] == 1][\"number_of_tourist\"]\n", + "group_no_crisis = df_total[df_total[\"crisis\"] == 0][\"number_of_tourist\"]\n", + "\n", + "# T-test\n", + "t_stat, p_value = ttest_ind(group_crisis, group_no_crisis, equal_var=False)\n", + "\n", + "print(\"T-test excursionists\")\n", + "print(\"t-stat:\", t_stat)\n", + "print(\"p-value:\", p_value)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "23c28454-1e22-4ad9-966f-422e9ea3a106", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "T-test tourists\n", + "t-stat: 0.21260135685211506\n", + "p-value: 0.8344401396757445\n" + ] + } + ], + "source": [ + "# calculate the T-test and the P-value for tourists\n", + "from scipy.stats import ttest_ind\n", + "\n", + "# Filter the tourists\n", + "df_total = df[df[\"type_of_visitors\"] == \"tourists\"]\n", + "\n", + "# Separate each group\n", + "group_crisis = df_total[df_total[\"crisis\"] == 1][\"number_of_tourist\"]\n", + "group_no_crisis = df_total[df_total[\"crisis\"] == 0][\"number_of_tourist\"]\n", + "\n", + "# T-test\n", + "t_stat, p_value = ttest_ind(group_crisis, group_no_crisis, equal_var=False)\n", + "\n", + "print(\"T-test tourists\")\n", + "print(\"t-stat:\", t_stat)\n", + "print(\"p-value:\", p_value)" + ] + }, + { + "cell_type": "code", + "execution_count": 277, + "id": "dbb3cbe0-5fd3-4977-8ecd-4b3ae638c428", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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type_of_visitorscountry_receivingwhere_tourist_fromyearnumber_of_touristcrisis
26touristsHaitiWorld1995145000.00
27touristsHaitiWorld1996150000.00
28touristsHaitiWorld1997149000.00
29touristsHaitiWorld1998147000.00
30touristsHaitiWorld1999143000.00
\n", + "
" + ], + "text/plain": [ + " type_of_visitors country_receiving where_tourist_from year \\\n", + "26 tourists Haiti World 1995 \n", + "27 tourists Haiti World 1996 \n", + "28 tourists Haiti World 1997 \n", + "29 tourists Haiti World 1998 \n", + "30 tourists Haiti World 1999 \n", + "\n", + " number_of_tourist crisis \n", + "26 145000.0 0 \n", + "27 150000.0 0 \n", + "28 149000.0 0 \n", + "29 147000.0 0 \n", + "30 143000.0 0 " + ] + }, + "execution_count": 277, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_total.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 275, + "id": "3af08752-93fe-444f-8626-de5c5895d8c2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Calculate the corrélations\n", + "categories = df[\"type_of_visitors\"].unique()\n", + "correlations = {}\n", + "\n", + "for cat in categories:\n", + " subset = df[df[\"type_of_visitors\"] == cat]\n", + " corr = subset[\"number_of_tourist\"].corr(subset[\"crisis\"])\n", + " correlations[cat] = corr\n", + "\n", + "# create the barplot\n", + "plt.figure(figsize=(8,6))\n", + "plt.bar(correlations.keys(), correlations.values())\n", + "\n", + "plt.xlabel(\"Type de visiteurs\")\n", + "plt.ylabel(\"Correlation with crisis\")\n", + "plt.title(\"Correlation between crisis(year of crisis)) et number of visitors per category\")\n", + "plt.xticks(rotation=45)\n", + "plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.5)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 273, + "id": "3f9ba4d7-ce05-42a1-a52a-d9e1ff0a20a3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\"\"\"\"\n", + "craete the graphic to show the trend for tourists, excursionnists and total_visitors \n", + "from 1995 to 2024\n", + "\"\"\"\n", + "\n", + "plt.figure(figsize=(10,7))\n", + "\n", + "# Définir une palette moderne\n", + "colors = {\n", + " \"excursionists\": \"#1f77b4\", # bleu\n", + " \"tourists\": \"#ff7f0e\", # orange\n", + " \"visitors_total\": \"#2ca02c\" # vert\n", + "}\n", + "\n", + "# Boucle pour éviter la répétition\n", + "for cat in [\"excursionists\", \"tourists\", \"visitors_total\"]:\n", + " subset = df[df[\"type_of_visitors\"] == cat].sort_values(\"year\")\n", + " \n", + " plt.plot(\n", + " subset[\"year\"],\n", + " subset[\"number_of_tourist\"],\n", + " label=cat.replace(\"_\", \" \").title(),\n", + " linewidth=3,\n", + " marker=\"o\",\n", + " markersize=7,\n", + " alpha=0.9,\n", + " color=colors[cat]\n", + " )\n", + "\n", + "# Améliorations visuelles\n", + "plt.xlabel(\"Year\", fontsize=12)\n", + "plt.ylabel(\"Number of Visitors\", fontsize=12)\n", + "plt.title(\"Visitors per Year in Haiti\", fontsize=16, fontweight=\"bold\")\n", + "\n", + "plt.grid(True, linestyle=\"--\", alpha=0.4)\n", + "plt.legend(title=\"Type of Visitors\", fontsize=11)\n", + "plt.xticks(rotation=45)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "efa4487a-c7dd-4f22-b7c5-4c0076737a10", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "64a37cd1-714d-4812-8aff-430f9417a18e", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:base] *", + "language": "python", + "name": "conda-base-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/4_data_analysis/MLProject.ipynb b/4_data_analysis/ml_model/MLProject.ipynb similarity index 100% rename from 4_data_analysis/MLProject.ipynb rename to 4_data_analysis/ml_model/MLProject.ipynb diff --git a/4_data_analysis/UN_tourism_caribbean_countries_cleaned.csv b/4_data_analysis/ml_model/UN_tourism_caribbean_countries_cleaned.csv similarity index 100% rename from 4_data_analysis/UN_tourism_caribbean_countries_cleaned.csv rename to 4_data_analysis/ml_model/UN_tourism_caribbean_countries_cleaned.csv diff --git a/4_data_analysis/model_artifacts/.gitignore b/4_data_analysis/ml_model/model_artifacts/.gitignore similarity index 100% rename from 4_data_analysis/model_artifacts/.gitignore rename to 4_data_analysis/ml_model/model_artifacts/.gitignore diff --git a/4_data_analysis/model_artifacts/.ls-lint.yml b/4_data_analysis/ml_model/model_artifacts/.ls-lint.yml similarity index 100% rename from 4_data_analysis/model_artifacts/.ls-lint.yml rename to 4_data_analysis/ml_model/model_artifacts/.ls-lint.yml diff --git a/4_data_analysis/model_artifacts/country_encoder.pkl b/4_data_analysis/ml_model/model_artifacts/country_encoder.pkl similarity index 100% rename from 4_data_analysis/model_artifacts/country_encoder.pkl rename to 4_data_analysis/ml_model/model_artifacts/country_encoder.pkl diff --git a/4_data_analysis/model_artifacts/feature_importance.csv b/4_data_analysis/ml_model/model_artifacts/feature_importance.csv similarity index 100% rename from 4_data_analysis/model_artifacts/feature_importance.csv rename to 4_data_analysis/ml_model/model_artifacts/feature_importance.csv diff --git a/4_data_analysis/model_artifacts/linear_regression_model.pkl b/4_data_analysis/ml_model/model_artifacts/linear_regression_model.pkl similarity index 100% rename from 4_data_analysis/model_artifacts/linear_regression_model.pkl rename to 4_data_analysis/ml_model/model_artifacts/linear_regression_model.pkl diff --git a/4_data_analysis/model_artifacts/scaler.pkl b/4_data_analysis/ml_model/model_artifacts/scaler.pkl similarity index 100% rename from 4_data_analysis/model_artifacts/scaler.pkl rename to 4_data_analysis/ml_model/model_artifacts/scaler.pkl diff --git a/4_data_analysis/model_artifacts/visitor_type_encoder.pkl b/4_data_analysis/ml_model/model_artifacts/visitor_type_encoder.pkl similarity index 100% rename from 4_data_analysis/model_artifacts/visitor_type_encoder.pkl rename to 4_data_analysis/ml_model/model_artifacts/visitor_type_encoder.pkl diff --git a/4_data_analysis/pyproject.toml b/4_data_analysis/ml_model/pyproject.toml similarity index 100% rename from 4_data_analysis/pyproject.toml rename to 4_data_analysis/ml_model/pyproject.toml diff --git a/5_communication_strategy/README.md b/5_communication_strategy/README.md index 9d77094..e69de29 100644 --- a/5_communication_strategy/README.md +++ b/5_communication_strategy/README.md @@ -1,115 +0,0 @@ -# Communication Strategy - -Haiti Paradise: WhatsApp Campaign Strategy Document -Introduction: Sharing the Heart of Haiti -Welcome to our heartfelt strategy for refocusing the world on Haiti's natural beauty – the hidden gems that make our island a true Caribbean paradise. This isn't about flashy ads; it's about genuine connections through WhatsApp, where conversations feel like chatting with family. We'll use a powerful combo of quizzes, surveys, and polls to engage potential visitors and the diaspora, collecting insights on what excites them, their memories, and who they'd share it with. These tools keep things fun and interactive, building a community that celebrates Haiti's soul. From there, we'll guide them to WhatsApp Channels for ongoing stories and eventually a simple website for planning their dream trip. Let's honor our beloved country by letting its beauty shine through every message. -tripadvisor.com2025 Blue Waterfalls (Bassin Bleu) adventures from Jacmel ... -The Combo Approach: Quizzes, Surveys, and Polls in Harmony -Why a combo? Because variety keeps folks coming back – a quick poll for instant fun, a quiz for playful discovery, and a survey for deeper sharing. Together, they collect gold: data on excitement spots, past visits, inspiring visuals, and referrals. Send these via WhatsApp broadcasts, timed for evenings when dreams of travel brew. Always add a human touch: "Hey, from one Haiti lover to another..." Incentives like "Share your story for a shoutout!" make it feel personal. - -1. Quizzes: Gamify the Adventure -Quizzes turn curiosity into excitement, like a treasure hunt through Haiti's wonders. They're quick, scored for fun, and perfect for revealing preferences while educating subtly. Use them to cover inspiration and referrals – folks love sharing scores with friends! -Sample "Haiti Hidden Gems" Quiz Setup: - -Intro Message: "Hey explorer, let's uncover your Haiti vibe! Reply 'QUIZ' to start – it's like a mini adventure from your phone." -Question 1 (Excitement & Inspiration): "Which spot lights up your wanderlust? A) Cascading waterfalls, B) Pristine beaches, C) Majestic mountains." - -en.wikipedia.orgBassin Bleu (Jacmel) - Wikipedia - -Question 2 (Last Visit): "When was your last taste of Haitian paradise? A) Recently (where?), B) Ages ago, C) First time calling!" -Question 3 (Referrals): "Which gem would you recommend first? A) Saut-Mathurine falls, B) Jacmel Beach, C) Citadelle views. To whom and why?" -Wrap-Up: "You aced it – waterfall whisperer! Join our channel for more gems like this." - -This quiz feels natural, like storytelling around a bonfire, and gathers data to tailor follow-ups. -2. Surveys: Dive Deep into Stories -Surveys are for those meaningful chats – sequential questions that let people pour out their dreams. They're great for collecting detailed info on past visits and visuals that inspire, building emotional ties to Haiti. -Sample "Haiti Dream Discovery" Survey Setup: - -Intro Message: "Share your heart with Haiti – this quick survey helps us craft your perfect escape. Reply 'START'." -Question 1 (Excitement): "Where in Haiti are you most excited to explore? Beaches, waterfalls, mountains, or something else?" - -tripadvisor.comSaut-Mathurine (2025) - All You Need to Know BEFORE You Go (with ... - -Question 2 (Last Visit): "When was your last time in paradise, and where did the magic happen? Any favorite memory?" -Question 3 (Inspiring Visuals): "What pics or videos are stirring your trip dreams? Rate this one and share yours!" - -visithaiti.comSix Beaches Near Jacmel That Feel Like a Dream · Visit Haiti - -Question 4 (Referrals): "What areas would you refer to loved ones? Why, and to whom?" -Wrap-Up: "Thanks for opening up – your story warms our hearts! Check our channel for personalized tips." - -Surveys add that human depth, like listening to diaspora tales, and the data refines your strategy. -3. Polls: Quick Pulses of Passion -Polls are the easy icebreakers – one-tap wonders that spark group vibes. Use them for fast feedback on excitement and referrals, making everyone feel involved. -Sample "Haiti Vibes" Poll Setups: - -Poll 1 (Excitement & Referrals): "Which Haitian treasure excites you most or would you share? Options: Bassin Bleu, Jacmel Beach, Haitian Mountains, Citadelle Laferrière." - -facebook.comExploring the Water Wonders of Southern Haiti 💧** The South of ... - -Follow-Up: "Love your pick! Reply why or when you'd visit." -Poll 2 (Inspiration & Last Visit): "What's inspiring your Haiti dreams? A) Stunning visuals like this, B) Family stories, C) Adventure calls. Bonus: Last visit timing?" - -tripadvisor.com2025 Jacmel & Bassin Bleu (Haiti) - with Trusted Reviews -Polls keep it light and communal, like a neighborhood chat, turning responses into viral shares. -Flow to Channels and Website: Building the Community -Once engaged via the combo, invite them naturally: "Digging these quizzes? Join our 'Haiti Paradise' WhatsApp Channel for weekly stories, live chats with locals, and user photos!" Channels foster ongoing bonds – share poll results, quiz winners, and survey-inspired itineraries. Then, nudge to the website: "Ready to plan? Visit haitiparadise.com for custom maps from your answers, bookings, and a gallery of our community's Haiti love." This flow feels organic, like guiding a friend on a path to discovery. -Measurement & Love Notes -Track engagement (responses, shares, joins) with WhatsApp tools – aim for 50%+ interaction. Adjust based on what resonates, always with love for Haiti. This strategy isn't just comms; it's a celebration of our island's spirit. Let's spread the beauty – what's your first step?21.1sand how i can add it to vscode and the link to add the linksTo add this Markdown document to Visual Studio Code (VSCode), follow these simple steps—it's straightforward since VSCode has excellent built-in support for Markdown files: - -Open VSCode: Launch the app on your computer (download it from the official site if you don't have it: Visual Studio Code). -Create a New File: Go to File > New File (or press Ctrl+N on Windows/Linux, Cmd+N on Mac). -Paste the Content: Copy the entire Markdown content I provided (starting from # Haiti Paradise: WhatsApp Campaign Strategy Document down to the end) and paste it into the new file. -Save the File: Go to File > Save As (or Ctrl+S/Cmd+S), name it something like haiti-campaign-strategy.md, and choose a folder to save it in. The .md extension is key for VSCode to recognize it as Markdown. -Preview It: To see a nicely rendered version (with headings, lists, etc.), press Ctrl+Shift+V (Windows/Linux) or Cmd+Shift+V (Mac) while in the file. This opens a side-by-side preview. If you want even better features like live preview or export to PDF/HTML, install the free "Markdown All in One" extension: -In VSCode, go to the Extensions view (Ctrl+Shift+X or Cmd+Shift+X). -Search for "Markdown All in One" by Yu Zhang. -Install it, then restart VSCode if prompted. - -Adding Links in the Markdown Document -If you mean how to add hyperlinks (e.g., to websites, images, or sections) within this document, Markdown makes it easy and natural. Here's how: - -Basic Link Syntax: Use [Link Text](URL). For example:textVisit [Haiti's official tourism site](https://www.visithaiti.com) for more inspiration.This renders as: Visit Haiti's official tourism site for more inspiration. -Linking to Images: If you want to embed actual images (replacing the placeholder ` -55.1sI need the document in md so I can copy paste itHaiti Paradise: WhatsApp Campaign Strategy Document -Introduction: Sharing the Heart of Haiti -Welcome to our heartfelt strategy for refocusing the world on Haiti's natural beauty – the hidden gems that make our island a true Caribbean paradise. This isn't about flashy ads; it's about genuine connections through WhatsApp, where conversations feel like chatting with family. We'll use a powerful combo of quizzes, surveys, and polls to engage potential visitors and the diaspora, collecting insights on what excites them, their memories, and who they'd share it with. These tools keep things fun and interactive, building a community that celebrates Haiti's soul. From there, we'll guide them to WhatsApp Channels for ongoing stories and eventually a simple website for planning their dream trip. Let's honor our beloved country by letting its beauty shine through every message. -The Combo Approach: Quizzes, Surveys, and Polls in Harmony -Why a combo? Because variety keeps folks coming back – a quick poll for instant fun, a quiz for playful discovery, and a survey for deeper sharing. Together, they collect gold: data on excitement spots, past visits, inspiring visuals, and referrals. Send these via WhatsApp broadcasts, timed for evenings when dreams of travel brew. Always add a human touch: "Hey, from one Haiti lover to another..." Incentives like "Share your story for a shoutout!" make it feel personal. - -1. Quizzes: Gamify the Adventure -Quizzes turn curiosity into excitement, like a treasure hunt through Haiti's wonders. They're quick, scored for fun, and perfect for revealing preferences while educating subtly. Use them to cover inspiration and referrals – folks love sharing scores with friends! -Sample "Haiti Hidden Gems" Quiz Setup: - -Intro Message: "Hey explorer, let's uncover your Haiti vibe! Reply 'QUIZ' to start – it's like a mini adventure from your phone." -Question 1 (Excitement & Inspiration): "Which spot lights up your wanderlust? A) Cascading waterfalls, B) Pristine beaches, C) Majestic mountains." -Question 2 (Last Visit): "When was your last taste of Haitian paradise? A) Recently (where?), B) Ages ago, C) First time calling!" -Question 3 (Referrals): "Which gem would you recommend first? A) Saut-Mathurine falls, B) Jacmel Beach, C) Citadelle views. To whom and why?" -Wrap-Up: "You aced it – waterfall whisperer! Join our channel for more gems like this." - -This quiz feels natural, like storytelling around a bonfire, and gathers data to tailor follow-ups. -2. Surveys: Dive Deep into Stories -Surveys are for those meaningful chats – sequential questions that let people pour out their dreams. They're great for collecting detailed info on past visits and visuals that inspire, building emotional ties to Haiti. -Sample "Haiti Dream Discovery" Survey Setup: - -Intro Message: "Share your heart with Haiti – this quick survey helps us craft your perfect escape. Reply 'START'." -Question 1 (Excitement): "Where in Haiti are you most excited to explore? Beaches, waterfalls, mountains, or something else?" -Question 2 (Last Visit): "When was your last time in paradise, and where did the magic happen? Any favorite memory?" -Question 3 (Inspiring Visuals): "What pics or videos are stirring your trip dreams? Rate this one and share yours!" -Question 4 (Referrals): "What areas would you refer to loved ones? Why, and to whom?" -Wrap-Up: "Thanks for opening up – your story warms our hearts! Check our channel for personalized tips." - -Surveys add that human depth, like listening to diaspora tales, and the data refines your strategy. -3. Polls: Quick Pulses of Passion -Polls are the easy icebreakers – one-tap wonders that spark group vibes. Use them for fast feedback on excitement and referrals, making everyone feel involved. -Sample "Haiti Vibes" Poll Setups: - -Poll 1 (Excitement & Referrals): "Which Haitian treasure excites you most or would you share? Options: Bassin Bleu, Jacmel Beach, Haitian Mountains, Citadelle Laferrière." -Follow-Up: "Love your pick! Reply why or when you'd visit." -Poll 2 (Inspiration & Last Visit): "What's inspiring your Haiti dreams? A) Stunning visuals like this, B) Family stories, C) Adventure calls. Bonus: Last visit timing?" - -Polls keep it light and communal, like a neighborhood chat, turning responses into viral shares. -Flow to Channels and Website: Building the Community -Once engaged via the combo, invite them naturally: "Digging these quizzes? Join our 'Haiti Paradise' WhatsApp Channel for weekly stories, live chats with locals, and user photos!" Channels foster ongoing bonds – share poll results, quiz winners, and survey-inspired itineraries. Then, nudge to the website: "Ready to plan? Visit haitiparadise.com for custom maps from your answers, bookings, and a gallery of our community's Haiti love." This flow feels organic, like guiding a friend on a path to discovery. -Measurement & Love Notes -Track engagement (responses, shares, joins) with WhatsApp tools – aim for 50%+ interaction. Adjust based on what resonates, always with love for Haiti. This strategy isn't just comms; it's a celebration of our island's spirit. Let's spread the beauty – what's your first step?4.4s