{ "cells": [ { "cell_type": "code", "execution_count": 95, "id": "5c373c43-df2c-4bab-9ae0-1b75d538a287", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['GasData(kWh)']\n" ] }, { "data": { "text/html": [ "
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SiteUnitsJan 10Feb 10Mar 10Apr 10May 10Jun 10Jul 10Aug 10...Mar 20Apr 20May 20Jun 20Jul 20Aug 20Sep 20Oct 20Nov 20Dec 20
0Livesey HousekWh61829.74000059240.1251277.65580229831.2122504409.8124034267.5603904409.8124034409.812403...27447.66400.870.000.000.000.000.0020280.3233409.6537914.52
1LibrarykWh366652.960000267362.37268890.230000107600.040000122853.43593894315.52684056337.9312221438.696000...108329.8765585.0851582.2736278.7537332.0846933.9171113.4194731.47106556.01205203.31
2KirkhamkWh152675.310000138026.66116205.39374267357.21292551917.2241673443.5291672673.3043751201.442077...36368.14256.123930.801932.622027.381912.342558.3132110.5056987.6368389.76
3Arts Centre St PeterskWh7909.9096650.0040307.82749717292.8502102111.3922292043.2828032111.3922292111.392229...12441.440.000.000.000.000.000.0011908.5321564.4116101.61
4Computer & TechnologykWh14401.86000012296.3653017.4576275544.5733732690.9938391654.0211611270.5359351258.654516...0.000.000.000.000.000.000.000.000.000.00
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5 rows × 134 columns

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" ], "text/plain": [ " Site Units Jan 10 Feb 10 Mar 10 \\\n", "0 Livesey House kWh 61829.740000 59240.12 51277.655802 \n", "1 Library kWh 366652.960000 267362.37 268890.230000 \n", "2 Kirkham kWh 152675.310000 138026.66 116205.393742 \n", "3 Arts Centre St Peters kWh 7909.909665 0.00 40307.827497 \n", "4 Computer & Technology kWh 14401.860000 12296.36 53017.457627 \n", "\n", " Apr 10 May 10 Jun 10 Jul 10 Aug 10 ... \\\n", "0 29831.212250 4409.812403 4267.560390 4409.812403 4409.812403 ... \n", "1 107600.040000 122853.435938 94315.526840 56337.931222 1438.696000 ... \n", "2 67357.212925 51917.224167 3443.529167 2673.304375 1201.442077 ... \n", "3 17292.850210 2111.392229 2043.282803 2111.392229 2111.392229 ... \n", "4 5544.573373 2690.993839 1654.021161 1270.535935 1258.654516 ... \n", "\n", " Mar 20 Apr 20 May 20 Jun 20 Jul 20 Aug 20 Sep 20 \\\n", "0 27447.66 400.87 0.00 0.00 0.00 0.00 0.00 \n", "1 108329.87 65585.08 51582.27 36278.75 37332.08 46933.91 71113.41 \n", "2 36368.14 256.12 3930.80 1932.62 2027.38 1912.34 2558.31 \n", "3 12441.44 0.00 0.00 0.00 0.00 0.00 0.00 \n", "4 0.00 0.00 0.00 0.00 0.00 0.00 0.00 \n", "\n", " Oct 20 Nov 20 Dec 20 \n", "0 20280.32 33409.65 37914.52 \n", "1 94731.47 106556.01 205203.31 \n", "2 32110.50 56987.63 68389.76 \n", "3 11908.53 21564.41 16101.61 \n", "4 0.00 0.00 0.00 \n", "\n", "[5 rows x 134 columns]" ] }, "execution_count": 95, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Import necessary libraries\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "# Load the dataset\n", "file_path = r'C:\\Users\\sheyi\\OneDrive\\Documents\\BuildingsProject\\UCLanPrestonBldDATA.xlsx'\n", "data = pd.ExcelFile(file_path)\n", "\n", "# Check sheet names\n", "print(data.sheet_names)\n", "\n", "# Load the relevant sheet\n", "gas_data = data.parse('GasData(kWh)')\n", "\n", "# Display the first few rows of the dataset\n", "gas_data.head()" ] }, { "cell_type": "code", "execution_count": 97, "id": "28a29f19-bec2-41d3-8cf2-f83b6b78e9c2", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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GasConsumption_kWhDate
061829.7400002010-01-31
159240.1200002010-02-28
251277.6558022010-03-31
329831.2122502010-04-30
44409.8124032010-05-31
\n", "
" ], "text/plain": [ " GasConsumption_kWh Date\n", "0 61829.740000 2010-01-31\n", "1 59240.120000 2010-02-28\n", "2 51277.655802 2010-03-31\n", "3 29831.212250 2010-04-30\n", "4 4409.812403 2010-05-31" ] }, "execution_count": 97, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Filter data for Livesey House\n", "livesey_house_data = gas_data[gas_data['Site'] == 'Livesey House']\n", "\n", "# Drop unnecessary columns and reset index\n", "livesey_house_data = livesey_house_data.drop(columns=['Site', 'Units']).reset_index(drop=True)\n", "\n", "# Transpose the data for proper structure\n", "livesey_house_data = livesey_house_data.T\n", "livesey_house_data.columns = ['GasConsumption_kWh']\n", "\n", "# Generate a Date column based on the time period\n", "livesey_house_data['Date'] = pd.date_range(start='2010-01-01', periods=len(livesey_house_data), freq='ME')\n", "\n", "# Reset index\n", "livesey_house_data = livesey_house_data.reset_index(drop=True)\n", "\n", "# Display the cleaned data\n", "livesey_house_data.head()\n" ] }, { "cell_type": "code", "execution_count": 159, "id": "58d21eb4-00e7-48b1-b6e5-a097efaab0fa", "metadata": {}, "outputs": [ { "data": { "image/png": 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AQPT9On36tMv7aLVajBgxwuXxSy+9FP/85z+Rm5vrdHHeVIHe1v4g9nnH3jZz5szBsmXLsGLFCvzud78DACWAkZaWhiuuuEJZdseOHcp/Dx8+7PL+dXV1OH/+PM6fP+80qfKiiy5yCtS1pj59+jgFNQH7fjJw4ECXPj/u9qHm/twNvfvuuy69tK6++moMGjTI55+nOX7/+9/j3nvvxYoVK3D//fcrj3/wwQfQ6XSYOXOm8pj4WQ8cOIAlS5a4vFdhYSEsFgt+++03DB06FNdddx1eeuklXH311Zg5cyYmTpyIMWPGuPxtivctLCx0+74HDhxQ/puVlQUAuP322/Hpp5/irbfewjPPPAMA+Oyzz1BSUoIFCxZApfL9nvbkyZORk5Pj9rkdO3Zg5MiRTo/99NNPAICxY8e67COSJOGyyy7Dr7/+ir179/oUEG4oLi4O2dnZyMnJwZAhQ3Ddddfh0ksvxfDhw13+Vnbs2IHo6Gi3wTPAGhAU24+IiJqPQSkiImpVqampOHDgAE6fPo2+ffs6PffUU0/hqaeeAmC9kLz55pudnj98+DCGDRuGiooKjB8/HtOnT0dcXBxUKhU2b96MLVu2OAWpHn74YSQnJ+Nf//oXXnjhBSxfvhwajQZTpkzBSy+95DbrylFaWhoA98EWbyoqKjxeMIn3LC8vd3nO3SQzkZHk2FT397//PbRaLV566SW88cYbeO2115Tm0i+88IJfLrbj4uLcrou3dTQajS7PJScnu72ITU1NBeB+OzRFoLe1J+K9fcnYOHXqlNNrAKB///4YPHgw1qxZg7KyMiQkJGD9+vU4e/YsHnjgAacsjpKSEgDAP//5T6/fp7q62ik4I7ZxW/C0/zT2nOM+1Nyfu6F3330XW7ZscXqse/fuAQ9KJSYmYurUqfjss89w4MABXHjhhTh48CB2796Na665BomJicqy4md1l9XnqLq6GgAwcuRIbNy4Ec8++yxWrlypZAxefPHF+Pvf/47x48c7ve+aNWvcNv5v+L4AMHHiRPTo0QPvvvsunnzySajVavzf//0fVCoVbrnllqZviCYQmWCe9l1vf9O++t///odnnnkGK1euxGOPPQYAiI2NxS233IJnnnlGyYoqKSmByWRSBjC447jdiIioeVi+R0RErUpMKfM0Lc+bF198EaWlpXjvvfewfv16vPTSS/jrX/+KJUuW4MILL3RZXpIk3Hbbbdi1axfOnTuHzz77DNdccw2++OILTJ06tdHggyjv2rBhQ5PWMy4uDmfPnnX7nHjc3YV5U1xzzTX49ttvUVJSgq+++gq33XYbtmzZgsmTJyuZPiIYZDKZXF7f0mCQr4qLi2GxWFweF9vBXXCoKVpjW7sj9uPG9g2z2awERBpmhcyZMwcGgwH/+9//ANhL9+bMmeO0nFj/X375BbK1H6jbfyJDUHA3qbA9ae7P3dDmzZtdXuNpIqW/id+l+N2KaXyefserV6/2+rOOHTtWec3YsWORk5OD0tJSbNq0CQ888AD27duHqVOnKqV34n1feeUVr+8rSlcB634zf/58FBQUYM2aNcjPz8fGjRuRnZ3drOykphDr25S/aZVK5fYYB7g/zkVHR+Ppp5/G0aNHcfToUbz11lu48MIL8fLLLztltMXFxSE5OdnrdsvPz2/2z0pERFYMShERUauaO3cuVCoV/v3vf+P8+fNNeq240JoxY4bT4xaLBd99953X1yYnJ+Pqq6/Gf/7zH0yYMAG//vqr25IgR+PHj0fPnj3x/fffNxpEc8zQGjx4MGpra7Fz506X5USAwl9ZGqIc5d///jfmzZuHoqIi/PDDDwCglCm6y/QSZTKBZjQalRIiR1u3bgXgvB1EdlBTRq235rZ2NH78eHTr1g07duzAxo0bPS737rvv4vTp07j00kvRu3dvp+duvPFGqNVqrFixAtXV1fj888/Rv39/l/UdPnw4AGD79u1+/zmCWSj83FOnTkViYiI+/PBDWCwWfPTRR0hKSsKUKVOclmvJzxoZGYlx48Zh+fLl+POf/4za2lp88803LXrfW265BVqtFv/3f/+Ht99+G7Is47bbbmvyujWV2Pe//fZbl1JvWZbdHjcSExNRVFTkEpiqrq7GoUOHvH6/Hj164JZbbsGWLVsQExODL774Qnlu+PDhKC4ubvQ9iIioZRiUIiKiVtW3b1888MADKCoqwpVXXunUTNeRu74+IiOiYfPzZcuWKY16HX399dcuFypGo1EpaXHXJNiRWq3GP//5T6hUKsycOdNj8GH16tW47rrrlK9F1sGiRYucypFOnz6NF154ARqNBn/4wx+8fm9vNmzYgLq6OpfHi4qKANh/rri4OFxwwQXYtm2bUwCusrISixYtavb3b6onnnjCaTscOHAAb7/9NuLj43HVVVcpjyclJQGwl7v5ItDb2hONRoOXX34ZAHDDDTcogUBHa9aswb333gu9Xo+XXnrJ5XnRO+rbb7/Fyy+/jOrqapcMGgC4+eabERsbi8ceewz79u1zeb6mpsZt4K+9C4WfW/SOOnbsGJYtW4b8/HzMnDnTpX/RVVddha5du+KFF17At99+6/I+RqPR6bi3detWl6bngD2TSBwDhg0bhuHDh2PlypX4z3/+47K8xWJxKW0ErOVzM2bMwNq1a/Hvf/8baWlpmD59etN++Gbo2rUrxo8fj3379uHtt992eu7tt9/Gvn37MGHCBKeMraFDh7oMNJBlGYsWLXIprzt37pzbAHZpaSkMBoPTZ4Joxn/LLbeguLjY5TWFhYX49ddfm/eDEhGRgj2liIio1f3tb3+D0WjEyy+/jL59+2Ls2LEYOHAgoqKiUFRUhNzcXOzatQtxcXEYOHCg8ro77rgD77zzDq655hr8/ve/R3JyMnbs2IE9e/Zg6tSpLj1Tfv/73yMqKgpjxoxBt27dYDQasX79euzfvx+///3vXZoCu5OdnY0PPvgAt912Gy6//HIMHToUI0eORGxsLM6ePatMqXJsTD1nzhx8+umnWLVqFQYOHIhp06ahuroa//3vf1FcXIzly5ejZ8+ezd5+CxcuxIkTJzBu3Dh0794dkiRh27Zt2LlzJ0aNGuU0Ve6BBx7AHXfcgZEjR+L666+HxWLBV199haFDhzb7+zdFeno6ysrKMGjQIEydOhXl5eVYuXIl6urq8OabbyI2NlZZdvz48ZAkCY899hgOHDiA+Ph4xMfH48477/T4/oHe1t5cddVVeOONN3D33Xdj1KhRmDBhAgYPHgyLxYIdO3bgu+++Q0xMDD755BO3jdXF+n/99ddYsmQJVCqV2wBax44dsXLlSlx//fW46KKLkJ2djQsvvBB1dXU4fvw4tmzZglGjRnlsKN1eBcvP/eSTT6Jjx45un/vrX//a6HFkzpw5eOONN7B48WLl64b0ej3+97//4corr8TYsWNx+eWXK43HT5w4ga1btyI5OVlprL18+XKsX79eyeaMiIjAnj17sGHDBvTu3Vtpng9Yp/2NHz8eN9xwA1566SVcfPHFiIiIwIkTJ7B9+3acO3fObZD79ttvxyeffIKioiI88sgjThM3A+n111/HmDFjMH/+fKxevRqZmZnYv38/vvjiC3Ts2BGvv/660/J/+tOf8M477+C2227D+vXr0bFjR2zduhVlZWW46KKLnCY6nj59GsOHD0f//v0xZMgQdO7cGcXFxVi1ahWMRiMefvhhZdns7Gw88cQTePLJJ9G7d29kZ2ejW7duKC4uxuHDh7F161Y89dRT6NevX6tsFyKikCUTERG1kV27dsm33XabfMEFF8jR0dGyVquVU1NT5SuuuEJ+4YUX5HPnzrm8ZtOmTfLo0aPl2NhYOSEhQZ4yZYq8e/duefHixTIAedOmTcqyr732mjxjxgy5W7duckREhJycnCwPHz5cfuONN2Sj0dikdT116pT8yCOPyIMHD5bj4uJkjUYjp6amytnZ2fLbb78t19fXOy1vNBrl559/Xh4wYICs1+vl2NhYeezYsfKqVatc3vudd96RAcjvvPOO258XgLx48WLlsY8//lieOXOm3KtXLzkqKkqOj4+XBw0aJD/33HNyVVWVy3u88sorcu/evWWtVit37dpV/stf/iLX19fLAOSxY8c6LTt27FjZ0+lBt27d5G7durl9zt17ieWLi4vl2267TU5JSZH1er08dOhQt9tBlmX53XffVbYZAKfv52ndArmtfXHw4EH5zjvvlPv06SNHRkbKUVFRcmZmprxw4UL59OnTXl9bXV0tx8TEyADk8ePHe132wIED8q233ip369ZN1ul0cmJiojxgwAB5wYIF8s6dO5Xl8vPzZQDy3Llzm/RzNDR37lyXvylHnralu32hsfXytu19/bn9Tfz83v799NNPsix7/9uQZVnu2bOnDEDu2bOn1+956tQp+d5775X79Okj6/V6OS4uTu7Xr5982223yRs2bFCWy8nJkW+66Sa5b9++cmxsrBwTEyNnZmbKjz/+uHz+/HmX9y0pKZEff/xxOSsrS46MjJRjYmLkPn36yLNmzZI//fRTt+tisVjkzp07y5IkyYcOHWp8gzkQv+vJkyd7XGb79u0e94djx47JN998s5yeni5rNBo5PT1dvvnmm+Vjx465fa8NGzbIw4cPl/V6vZycnCzPmTNHLiwsdDlmlJaWykuWLJEvu+wyOT09XdbpdHKnTp3k7Oxs+euvv3b73uvXr5enT58ud+zYUdZqtXJaWpo8cuRI+cknn5RPnDjRpO1CRESuJFn2MpubiIiIqJm6d+8OADh27FibrgcRNd2ZM2fQrVs3XHrppV77phEREbUEe0oREREREZGTl156CSaTCXfccUdbrwoREYUw9pQiIiIiIiKUl5fj9ddfx/Hjx/Hmm2+if//+uPbaa9t6tYiIKIQxKEVERERERCgtLcWiRYsQGRmJSy+9FP/617+gVqvberWIiCiEsacUERERERERERG1OvaUIiIiIiIiIiKiVsegFBERERERERERtTr2lPIzi8WCM2fOIDY2FpIktfXqEBERERERERG1KlmWUVlZiU6dOkGl8pwPxaCUn505cwYZGRltvRpERERERERERG3q5MmT6NKli8fnGZTys9jYWADWDR8XF9fGa+OZ0WjEunXrMGnSJGi12rZeHSK/4H5NoYr7NoUi7tcUqrhvUyjifk1NVVFRgYyMDCVG4gmDUn4mSvbi4uKCPigVFRWFuLg4HlQoZHC/plDFfZtCEfdrClXctykUcb+m5mqsrREbnRMRERERERERUatjUIqIiIiIiIiIiFodg1JERERERERERNTq2FOKiIiIiIiIQpLZbIbRaGzr1Wj3jEYjNBoN6urqYDab23p1KAhotVqo1eoWvw+DUkRERERERBRSZFlGYWEhysrK2npVQoIsy0hLS8PJkycbbVxN4SMhIQFpaWkt2icYlCIiIiIiIqKQIgJSKSkpiIqKYiClhSwWC6qqqhATEwOVil2Awp0sy6ipqUFRUREAID09vdnvxaAUERERERERhQyz2awEpJKTk9t6dUKCxWJBfX09IiIiGJQiAEBkZCQAoKioCCkpKc0u5ePeRERERERERCFD9JCKiopq4zUhCm3ib6wlfdsYlCIiIiIiIqKQw5I9osDyx98Yg1JERERERERERNTqGJQiIiIiIiIiInLj2LFjkCQJubm5Af9e9fX16N27N7777ruAfu/NmzdDkiSv0ylfffVVzJgxw6/f1x0GpYiIiIiIiIjcMFtkbD9SjFW5p7H9SDHMFjng37OwsBD33nsvevfujYiICKSmpmLMmDH417/+hZqamoB+78OHD+Pmm29Gly5doNfr0aNHD9x4443YtWtXQL9vsJg3bx6uvvpqp8cyMjJQUFCArKysgH//f//73+jWrRtGjx7t0/I33HADrrzySqfHvvrqK0iShCeeeMLp8SeffBKdOnXyeV3mz5+PH3/8Edu2bfP5Nc3B6XtEREREREREDeTkFWDp6v0oKK9THkuPj8Di6ZnIzkoPyPc8evQoRo8ejYSEBDzzzDMYMGAATCYTfvvtN7z99tvo1KlTwLJXdu3ahcsvvxxZWVl44403cOGFF6KyshKrVq3CQw89hFWrVgXk+wY7tVqNtLS0Vvler7zyCpYsWeLz8uPHj8eDDz4Ik8kEjcYa3tm8eTMyMjKwadMmp2U3b96M8ePH+/zeer0es2bNwiuvvIIxY8b4/LqmYqYUERERERERkYOcvALcuWKPU0AKAArL63Dnij3IySsIyPe96667oNFosGvXLsycORP9+vXDgAEDcO2112LNmjWYPn26suwLL7yAAQMGIDo6GhkZGbjrrrtQVVWlPH/8+HFMnz4diYmJiI6ORv/+/bF27Vq331eWZcybNw99+vTB1q1bMXXqVPTq1QuDBg3C4sWL8dlnnynL/vLLL5gwYQIiIyORnJyMP/7xj07fV2QbPf/880hPT0dycjLuvvtupwltr732Gvr06aNkgl133XXKc927d8dLL73ktH6DBg1yCtZIkoQ33ngD06ZNQ1RUFPr164ft27fj8OHDGDduHKKjozFy5EgcOXJEec2SJUswaNAgvPHGG8jIyEBUVBSuv/56pYRtyZIleO+997Bq1SpIkgRJkrB582a3JXRbtmzBsGHDoNfrkZ6ejkcffRQmk0l5fty4cViwYAEefvhhJCUlIS0trdFg0549e3D48GFMnTrV4zIWiwXz58/HBRdcgOPHj2P8+PGoqqpyymTbvHkzHn30Ufz4449KZl19fT22b9/uEpTavXs3hg4diqioKIwaNQoHDx50en7GjBn4/PPPUVtb63XdW4JBKSIiIiIiIgppsiyjpt7k07/KOiMWf7EP7gr1xGNLvtiPyjqjT+8ny76V/BUXF2PdunW4++67ER0d7XYZx2lnKpUK//jHP5CXl4f33nsPGzduxMMPP6w8f/fdd8NgMODbb7/FL7/8gmXLliEmJsbt++bm5mLfvn1YuHAhVCrXMEFCQgIAoKamBtnZ2UhMTMSPP/6I//f//h+++eYb/OlPf3JaftOmTThy5Ag2bdqE9957D++++y7effddANaMrAULFuCvf/0rDh48iJycHFx22WU+bSNHTz75JG666Sbk5ubiwgsvxKxZs3D77bdj0aJFSpCm4XodPnwY//3vf7F69Wrk5OQgNzcXd999NwDgwQcfxMyZM5GdnY2CggIUFBRg1KhRLt/39OnTmDJlCi655BLs3bsXr7/+Ot566y089dRTTsu99957iI6Oxg8//IDnnnsOf/3rX7F+/XqPP8+3336LCy64AHFxcW6fr6+vx8yZM7Fr1y5s27YN3bp1wwUXXIBOnTopWVGVlZXYs2cPrr/+evTq1UvpTbVjxw7U1ta6BKUee+wxLF++HLt27YJGo8Ett9zi9PzQoUNhNBqxc+dOj+vdUizfIwogs0XGzvwSFFXWISU2AsN6JEGt4mhaIiIiIqLWVGs0I/MvX/vlvWQAhRV1GLBknU/L7//rZETpGr/0Pnz4MGRZRt++fZ0e79ChA+rqrBlbd999N5YtWwYAuO+++5RlevTogSeffBJ33nknXnvtNQDAiRMncO2112LAgAEAgJ49e3r83ocOHQIAXHjhhV7X8cMPP0RtbS3ef/99JXD26quvYvr06Vi2bBlSU1MBAImJiXj11VehVqtx4YUXYurUqdiwYQPmz5+PEydOIDo6GtOmTUNsbCy6deuGwYMHN7p9Grr55psxc+ZMAMAjjzyCkSNH4oknnsDkyZMBAPfeey9uvvlmp9fU1dXhvffeQ5cuXQBYy+WmTp2K5cuXIy0tDZGRkTAYDF7L9V577TVkZGTg1VdfhSRJuPDCC3HmzBk88sgj+Mtf/qIE9QYOHIjFixcDAPr06YNXX30VGzZswMSJE92+77Fjxzz2fKqqqsLUqVNRW1uLzZs3Iz4+Xnlu3Lhx2Lx5MxYtWoStW7figgsuQMeOHTF27Fhs3rwZEydOVEr6evXq5fS+Tz/9NMaOHQsAePTRRzF16lTU1dUhIiICABAdHY2EhAQcO3ZMWc7fmClFFCA5eQUYs2wjbnxzB+79OBc3vrkDY5ZtDFiqLxERERERtX+O2VAAsHPnTuTm5qJ///4wGAzK45s2bcLEiRPRuXNnxMbG4qabbkJxcTGqq6sBAAsWLMBTTz2F0aNHY/Hixfj55589fk+RzdXwezd04MABXHTRRU6ZXKNHj4bFYnEq/erfvz/UarXydXp6OoqKigAAEydORLdu3dCzZ0/MmTMHH374YbMauA8cOFD5fxEMEwE48VhdXR0qKiqUx7p27aoEpABg5MiRLuvemF9//RUjR4502lajR49GVVUVTp065Xb9AOdt4E5tba0SDGroxhtvRFVVFdatW+cUkAKsfaW+++47GI1GbN68GePGjQMAJSgFWEv6JkyY4PK+juuYnm7tk9ZwHSMjIwPaYJ+ZUkQBIGrQGybqihr012cPCVhzRCIiIiIichapVWP/Xyf7tOzO/BLMe+fHRpd79+ZLMKxHkk/f2xe9e/eGJEk4cOCA0+MiwykyMlJ57Pjx45gyZQruuOMOPPnkk0hKSsK2bdtw6623Kr2bbrvtNkyePBlr1qzBunXr8Oyzz2L58uW45557XL73BRdcAMAacBk0aJDHdZRl2WPgyvFxrVbr8pzFYgEAxMbGYs+ePdi8eTPWrVuHv/zlL1iyZAl+/PFHJCQkQKVSuZQ8Ovajcvc9xPd295j4vt7WubFgnCN328BdUM/bNnCnQ4cO+OWXX9w+N2XKFKxYsQI7duxwCS6NHz8e1dXV+PHHH7Fp0yY89NBDAKxBqZtuugklJSXYvn075s6d6/K+vmyvkpISdOzY0eN6txQzpYj8zGyRsXT1fq816EtX72+VcbJERERERGS94I7SaXz6d2mfjkiPj4CnMIUE6xS+S/t09On9fA14JCcnY+LEiXj11VeVbCdPdu3aBZPJhOXLl2PEiBG44IILcObMGZflMjIycMcdd+DTTz/FwoUL8eabb7p9v0GDBiEzMxPLly93GzgRzcD79euH3Nxcp/X77rvvoFKplMCWLzQaDa644go899xz+Pnnn3Hs2DFs3LgRANCxY0cUFNirSyoqKpCfn+/ze3tz4sQJp+20fft2p3XX6XQwm81e3yMzMxPff/+9U+Ds+++/R2xsLDp37tzsdRs8eDAOHDjgtgfZnXfeib/97W+YMWMGtmzZ4vRcr169kJGRgS+++AK5ublKmV16ejq6d++O5cuXo66urkmT94QjR46grq6uWeWVvmJQisjPduaXuEzpcCQDKCivw878ktZbKSIiIiIi8olaJWHx9EwAcAlMia8XT88MSK/Y1157DSaTCUOHDsV//vMf/Prrrzh48CBWrFiBAwcOKCVxvXr1gslkwiuvvIKjR4/igw8+wL/+9S+n97rvvvvw9ddfIz8/H3v27MHGjRvRr18/t99XkiS88847+O2333DZZZdh7dq1OHr0KH7++Wc8/fTT+N3vfgcA+MMf/oCIiAjMnTsXeXl52LRpE+655x7MmTNHKaFrzJdffol//OMfyM3NxfHjx/H+++/DYrEovbQmTJiADz74AFu3bkVeXh7mzp3rVArYEmLd9+7di61bt2LBggWYOXOm0kOqe/fu+Pnnn3Hw4EGcP3/ebYbWXXfdhZMnT+Kee+7BgQMHsGrVKixevBgPPPCA2ybxvhIZT/v27XP7/D333IOnnnoK06ZNw7Zt21xe+9prr6F3795Ov4exY8filVdeQc+ePdG1a9cmr9PWrVvRs2dPl15U/sSgFJGfFVV6Dkg1ZzkiIiIiImpd2VnpeH32EKTFO/f4SYuPCGgrjl69euGnn37CFVdcgUWLFuGiiy7C0KFD8corr+DBBx/Ek08+CcCa2fTCCy9g2bJlyMrKwocffohnn33W6b3MZjPuvvtu9OvXD9nZ2ejbt6/SBN2dYcOGYdeuXejVqxfmz5+Pfv36YcaMGdi3bx9eeOEFAEBUVBS+/vprlJSU4JJLLsF1112Hyy+/HK+++qrPP2NCQgI+/fRTTJgwAf369cO//vUvrFy5Ev379wcALFq0CJdddhmmTZuGKVOm4Oqrr/ZbUKR379645pprMGXKFEyaNAlZWVlO22T+/Pno27cvhg4dio4dOyrT6xx17twZa9euxc6dO3HRRRfhjjvuwK233orHH3+8ReuWnJyMa665Bh9++KHHZe677z4sXboUU6ZMwffff688Pn78eFRWVir9pISxY8eisrKyWVlSALBy5UrMnz+/Wa/1lST7Op8yQLp3747jx4+7PH7XXXfhn//8J2RZxtKlS/Hvf/8bpaWlGD58OP75z38qOywAGAwGPPjgg1i5ciVqa2tx+eWX47XXXnNqYFZaWooFCxbgiy++AADMmDEDr7zyijLaErCm8t19993YuHEjIiMjMWvWLDz//PPQ6XQ+/zwVFRWIj49HeXm5x1GOwcBoNGLt2rWYMmWKS60rtcz2I8W48c0djS63cv4IjOyV3AprFD64X1Oo4r5NoYj7NYUq7tttr66uDvn5+ejRo4fHxtG+4jRtK4vFgoqKCsTFxbUoG6gtLVmyBJ9//jlyc3PbelU8+uWXX3DFFVfg8OHDiI2NbdN1ycvLw+WXX47ffvvNpbm64O1vzdfYSJvvTT/++CMKCgqUf+vXrwcAXH/99QCA5557Di+88AJeffVV/Pjjj0hLS8PEiRNRWVmpvMd9992Hzz77DB9//DG2bduGqqoqTJs2zakWdNasWcjNzUVOTg5ycnKQm5uLOXPmKM+bzWZMnToV1dXV2LZtGz7++GN88sknWLhwYSttCQoVw3ok+VSD7ktTRCIiIiIiajtqlYSRvZJx1aDOGNkrOSwDUtR6BgwYgOeeew7Hjh1r61XBmTNn8P7773sMSPlLm0/fa9jF/W9/+xt69eqFsWPHQpZlvPTSS3jsscdwzTXXAADee+89pKam4qOPPsLtt9+O8vJyvPXWW/jggw9wxRVXAABWrFiBjIwMfPPNN5g8eTJ+/fVX5OTkYMeOHRg+fDgA4M0338TIkSNx8OBB9O3bF+vWrcP+/ftx8uRJdOrUCQCwfPlyzJs3D08//XRQZz1RcBE16Heu2OPyXKBr0ImIiIiIiKj9cjclry1MmjSpVb5Pm2dKOaqvr8eKFStwyy23QJIk5Ofno7Cw0Glj6PV6jB07Vqmf3L17N4xGo9MynTp1QlZWlrLM9u3bER8frwSkAGDEiBGIj493WiYrK0sJSAHA5MmTYTAYsHv37oD+3BR6RA16tN65IV+ga9CJiIiIKDiZLTK2HynGqtzT2H6kmJOYiVrZkiVLgrp0L1y1eaaUo88//xxlZWWYN28eAKCwsBAAXLr4p6amKn2oCgsLodPpkJiY6LKMeH1hYSFSUlJcvl9KSorTMg2/T2JiInQ6nbKMOwaDAQaDQfm6oqICgLWW3F2n/mAh1i2Y17G9u7xvB0wdkIb/7joNAPjDsAw8MfVCqFUSt3uAcL+mUMV9m0IR92sKVe727a/3ncVTaw+gsMJ+3ZAWp8fjUy7E5P6+TSwj3xmNRsiyDIvFAovF0tarExJEK2qxXYkAa68xWZZhNBpdJiT6+vkeVEGpt956C1deeaVTthJgHU/pSJZll8caariMu+Wbs0xDzz77LJYuXery+Lp16xAVFeV1HYOB6OFFgXHwqAoiIbHg1HF8nZPftisUJrhfU6jivk2hiPs1hSqxb+8tlvD2b6JAxX5dUVhRhz99nItbLrDgomRmTfmTRqNBWloaqqqqUF9f39arE1IcezsT1dfXo7a2Ft9++y1MJpPTczU1NT69R9AEpY4fP45vvvkGn376qfJYWloaAGsWU3q6vdypqKhIyWpKS0tDfX09SktLnbKlioqKMGrUKGWZs2fPunzPc+fOOb3PDz/84PR8aWkpjEajSwaVo0WLFuGBBx5Qvq6oqEBGRgYmTZoU1H2ojEYj1q9fj4kTJ3IqSAB9WPAjUFIKAIjp0BlTpgxo4zUKbdyvKVRx36ZQxP2aQpXjvq1Sa/Ds8m8BGNwsKUEC8NXZKDz8h8vYb9SPDAYDTpw4gaioqHaRKNAeyLKMyspKxMbGNpogQuGjpqYGkZGRGDt2LPR6vdNzooqsMUETlHrnnXeQkpKCqVOnKo/16NEDaWlpWL9+PQYPHgzAGonbsmULli1bBgC4+OKLodVqsX79esycORMAUFBQgLy8PDz33HMAgJEjR6K8vBw7d+7EsGHDAAA//PADysvLlcDVyJEj8fTTT6OgoEAJgK1btw56vR4XX3yxx/XW6/UuGx8AtFptuzjBai/r2V6V19qjxeer67mtWwn3awpV3LcpFHG/plCl1Wqx60SFU8leQzKAgnIDfjpViZG9kltv5UKcWq2GWq1GYWEhOnbsCJ1Ox0BKC1ksFtTX18NgMEClCqrW1NQGZFlGfX09zp07B7VajaioKJf9wtfP9qAISlksFrzzzjuYO3cuNBr7KkmShPvuuw/PPPMM+vTpgz59+uCZZ55BVFQUZs2aBQCIj4/HrbfeioULFyI5ORlJSUl48MEHMWDAAGUaX79+/ZCdnY358+fjjTfeAAD88Y9/xLRp09C3b18A1s7ymZmZmDNnDv7+97+jpKQEDz74IObPnx/UGU8U3Epq7OnCZyvq2nBNiIiIiKi1FVX6dv7n63LkG5VKhR49eqCgoABnzpxp69UJCbIso7a2FpGRkQzwkSIqKgpdu3ZtUaAyKIJS33zzDU6cOIFbbrnF5bmHH34YtbW1uOuuu1BaWorhw4dj3bp1iI2NVZZ58cUXodFoMHPmTNTW1uLyyy/Hu+++69Ro68MPP8SCBQuUKX0zZszAq6++qjyvVquxZs0a3HXXXRg9ejQiIyMxa9YsPP/88wH8ySmUybKMMoegVJGXu2REREREFHpSYiP8uhz5TqfToWvXrjCZTDCbzW29Ou2e0WjEt99+i8suu4zZrQTAGkPRaDQtDlIGRVBq0qRJSjf/hiRJwpIlS7BkyRKPr4+IiMArr7yCV155xeMySUlJWLFihdf16Nq1K7788kuf1pmoMVUGE4xm+35daTChpt6EKF1Q/NkRERERUYAN65GE9PgIFJbXwd3VjgQgLT4Cw3oktfaqhQVJklgi7CdqtRomkwkRERHcnuRXLAYlCpCyGusITL1GhSidNWuP2VJERERE4UOtkrB4eiYAx7l7cPp68fRMNjknorDFoBRRgJRUW0v3kqN1SI2zpmSzrxQRERFReMnOSsfrs4cgLd65RC8tPgKvzx6C7Kx0D68kIgp9DEoRBUiprZ9UQpQOHWOtExrPVjJTioiIiCjcZGelY/OD45SvL+3dAdsemcCAFBGFPTa3IQoQEZRKitYhMVoHAChiphQRERFRWDJa7F2lNGqJJXtERGCmFFHAlFRbe0olRGmRasuUKmKmFBEREVFYqq23T4ArtfUeJSIKdwxKEQVImUOmFHtKEREREYW3OqM9KFVey6AUERHAoBRRwIhG5wlROqTE2TKlOH2PiIiIKCw5BqVEmwcionDHoBRRgJTZ0rKTorRIibVlSlUyU4qIiIgoHNU2yJQyO/SYIiIKVwxKEQWIyJRKjNYhlZlSRERERGHNsaeULAMVLOEjImJQiihQRFp2YpQOKbaeUlUGE6oNprZcLSIiIiJqA46ZUgBQxqAUERGDUkSBUurQ6DxGr0G0Tg2AE/iIiIiIwlGd0eL0NftKERExKEUUELIsK6N+E6K0AMAJfERERERhrK5hphSDUkREDEoRBUJNvRn1JuvdsKRoHQCgY6y1rxSDUkREREThp2H5Xmk1y/eIiBiUIgoA0eRcp1EhUmst2xOZUudYvkdEREQUdhwbnQPsKUVEBDAoRRQQZbbSvaQoHSRJAgBlAh8zpYiIiIjCT52J5XtERA0xKEUUACW2kwzRTwpw7CnFTCkiIiKicFPXIFOKjc6JiBiUIgqIMofJe4LoKVVUyUwpIiIionAjekrpNNZLMDEUh4gonDEoRRQAoqdUYpQ9KCUypYqYKUVEREQUdkRQKj3eek5YzqAUERGDUkSBIO58JUa7K99jphQRERFRuKmtt05mFkEplu8RETEoRRQQpW4ypVJs5XvV9WZUGUxtsl5ERERE1DZEo/NO8ZEA7INxiIjCGYNSRAEg7nw5BqWi9RrE6DUAgCJmSxERERGFFdHoPI2ZUkRECgaliAKg1E2jcwBIibNmS3ECHxEREVF4adhTqqbeDIPJ7O0lREQhj0EpogAorbamYydEaZ0eT+EEPiLyI7NFxvYjxViVexrbjxTDbJHbepWIiMgDEZTqGBsBlWR9jM3OiSjcadp6BYhCkadMKU7gIyJ/yckrwNLV+1FQbg9yp8dHYPH0TGRnpbfhmhERkTu1tvK9aL0aCVE6lFTXo7TGiBTb+SERUThiphRRAJS4aXQOcAIfEflHTl4B7lyxxykgBQCF5XW4c8Ue5OQVtNGaERGRJwaTdfpehFaNhEhrNj37ShFRuGNQisjPauvNyklHYsOeUrbyvbOVzJQiouYxW2QsXb0f7gr1xGNLV+9nKR8RUZARmVKRWrXS4oET+Igo3DEoReRnJbY7Xlq1hGid2um5FKV8j5lSRNQ8O/NLXDKkHMkACsrrsDO/pPVWioiIGiV6SkVo1Uo2fRkzpYgozDEoReRnpQ6le5IkOT2XqjQ6Z6YUETWPr4MSOFCBiCi4iKBUpM7aUwoASpkpRURhjkEpIj8TvQEa9pMC2FOKiFouJda3hri+LkdERIFntsiot7V3cC7fY6YUEYU3BqWI/Ezc8UqM1ro8lxJnzZSqqTejymBq1fUiotAwrEcS0uMjIHl4XoJ1Ct+wHkmtuVpEROSFwWRW/j9Cq0Iie0oREQFgUIrI70T5XlK0a6ZUlE6DWL0GALOliKh51CoJi6dnAoBLYEp8vXh6JtQqT2ErIiJqbaLJOQBEaBzL95gpRUThjUEpIj8TJxcJbsr3AHu2FINSRNRc2VnpeH32EKTGO5fopcVH4PXZQ5Cdld5Ga0ZERO6IflJ6jQoqleTQ6JyZUkQU3hiUIvIzJVPKU1AqVkzgY7NzImq+7Kx0bHhgrPK1ViVh68PjGZAiIgpCdQ5NzgEoPaWYKUVE4Y5BKSI/K7Hd8RInGw2lxokJfMyUIqKWqa6396YzWmRU1LFXHRFRMKoz2pucA/bzxLJaZkoRUXhjUIrIz8QUFXc9pQDHCXzMlCKilqmodQ5CFZTXttGaEBGRN6J8L8IWlLKX79VDluU2Wy8iorbGoBSRn5XYyvcSPZTvdYxlTyki8o/KOuc77AVlPK4QEQUj0ei8YVDKaJZR7dAEnYgo3DAoReRnomFlYiOZUkWVzJQiopapbFCuV8BgNxFRUBKZUpFa6+VXhFYFncb6/6IfKRFROGJQisjP7JlSnnpKiUbnvHgkopapcMmUYvkeEVEwatjoXJIk5VyRE/iIKJwxKEXkR3VGs3InzFOmVIpSvmdgDwEiapGGmVKF5Qx2ExEFIxGUitColceUvlK1zJQiovDFoBSRH4mxvhqVhFi9xu0yKbbpe7VGM6oMnJRFRM1XYZvapFNbP84LGJQiIgpKSk8pnT0oFR9pzZQqZaYUEYUxBqWI/Ki02npSkRClgyRJbpeJ0mkQG2ENWHECHxG1hMiU6pUSA4DT94iIglWt0QIAiNS6yZSqYaYUEYUvBqXIidkiY/uRYqzKPY3tR4phtrC8rClEplRStPt+UgL7ShGRP4ieUn1TRVCqjmXBRERByN7o3CEoZTtfFDc1yX94TUPUfrivL6KwlJNXgKWr9zuVf6THR2Dx9ExkZ6W34Zq1HyIolRDlvp+UkBKrx+GiKpytZFCKiJpPZEr1SY0FABhMFpTWGJHkoacdERG1jYaNzgH7+SJ7SvkXr2mI2hdmShEA68H7zhV7XPqRFJbX4c4Ve5CTV9BGa9a+iJG+SY0EpeyZUizfI6LmEz2lkqJ16BBjPe6whI+IKPjYG53bL78SIjl9z994TUPU/jAoRTBbZCxdvR/uklrFY0tX72faqw9KbOnXiY2U74lm5+wpRUQtITKl4iK0SI+PBMAJfEREwchdo3PRU6qUPaX8gtc0RO0Tg1KEnfklXic2ybD2KdmZX9J6K9VOiZOKxEbL96yZUizfI6KWED2lYiM0SIu3HlfOMChFRBR03PWUSoji9D1/4jUNUfvEoBShyMfAiK/LhTNfg1Kptkypc8yUIqIWUDKlIrXoZAtKFbJ8j4go6NS5bXRuPV8sZ6aUX/Cahqh9YlCKlKwdfy0XzsSdrsRGmgyLnlLMlCKilnDOlLKW7xWU8bhCRBRsat01Oo9kppQ/8ZqGqH1iUIowrEcS0uMjIHl4XoJ1YsWwHkmtuVrtktLovLGeUrGipxTHtxNR81gsMqoMjj2lrCfZ3koXiIiobdQZLQAAvcZ1+l5FnZF9jvyA1zRE7RODUgS1SsLi6ZkA4PEgvnh6JtQqT8+SIMr3EnzsKVVntKDSdlFJRNQUVfUmiJh2bIRGCUoVVjAoFQhmi4ztR4qxKvc0th8p5gUkETWJaHTulCll6ykly0B5LbOlWsrbNY34mtc0RMFH09YrQMEhOysdr88egqWr97vcZb9jbC9kZ6W30Zq1L0qmVCNBqUidGnERGlTUmVBUUYe4CO+ZVUREDVXYLmB0GhUitGpl+t6ZslrIsgxJ4km3v+TkFbh8PqbHR2Dx9Ex+PhKRT9z1lNKqVYjVa1BpMKGsph5JjbR/oMZ5uqZJ4zGbKGgxU4oU2Vnp2PbIBKycPwIv3zAI0wdaD9p5Z8rbeM3aB4PJjGrbXbDGGp0DDn2l2OyciJpBaXIeYb2/lBpvLQs2mCwoY38Sv8nJK8CdK/a43LApLK/DnSv2ICevoI3WjIjaE3fT9wAgnhP4/E5c00RorJe6F6TGYNsjExiQIgpSDEqRE7VKwsheybhqUGc8nH0hJAnYeug8jp6rautVC3riIlCtkhAb0XgSYkqcva8UEVFTiUypWFumpV6jRocYa0D8DCfw+YXZImPp6v1wV6gnHlu6ej9L+YioUSJTKkLrfPklbmSWcQKfX0kA6kwW5WuW7BEFLwalyKOMpChM6JsCAPhgx/E2XpvgV2Ir3UuI1ELlwwdfqq2vVFElM6UofLAvj/80zJQCrOUJgDWLh1puZ36J18bxMqyN5Xfml7TeShFRu1SrBKWcM6USmCkVEDW27Q0AFbXs30oUzIIiKHX69GnMnj0bycnJiIqKwqBBg7B7927leVmWsWTJEnTq1AmRkZEYN24c9u3b5/QeBoMB99xzDzp06IDo6GjMmDEDp06dclqmtLQUc+bMQXx8POLj4zFnzhyUlZU5LXPixAlMnz4d0dHR6NChAxYsWID6+vC9czFnZDcAwP92n0JNPQ/o3ogm54k+9gNIUcr3ePFI4SEnrwBjlm3EjW/uwL0f5+LGN3dgzLKNLH9qpoo650wpAEpfKU7g84+iSt+2o6/LEVF4slhkZfqeY6NzgJlSgVLtMEioso4BP6Jg1uZBqdLSUowePRparRZfffUV9u/fj+XLlyMhIUFZ5rnnnsMLL7yAV199FT/++CPS0tIwceJEVFZWKsvcd999+Oyzz/Dxxx9j27ZtqKqqwrRp02A226Pks2bNQm5uLnJycpCTk4Pc3FzMmTNHed5sNmPq1Kmorq7Gtm3b8PHHH+OTTz7BwoULW2VbBKPL+nRE9+QoVNaZ8PlPZ9p6dYJaabX1Ay8xyrem5Smx1vK9IvaUojDAvjz+p2RKRdozpcQEvgKW7/mFmJTqr+WIKDwZHMrIGvaUEplS7AXoX1UOQanqejNMZouXpYmoLbX59L1ly5YhIyMD77zzjvJY9+7dlf+XZRkvvfQSHnvsMVxzzTUAgPfeew+pqan46KOPcPvtt6O8vBxvvfUWPvjgA1xxxRUAgBUrViAjIwPffPMNJk+ejF9//RU5OTnYsWMHhg8fDgB48803MXLkSBw8eBB9+/bFunXrsH//fpw8eRKdOnUCACxfvhzz5s3D008/jbi4uFbaKsFDpZIwe0Q3PLXmV7y//RhuHJbBiU4eKJlSPjQ5B+yNznmHnUJdY315JFj78kzMTGPPhyYQd35j9fZAeJoSlOJxxR+G9UhCenwECsvr3O6/EqzbfFiPpNZeNSJqR2odSslcy/es542lzJTyK8dMKcB6I8fXagYial1tHpT64osvMHnyZFx//fXYsmULOnfujLvuugvz588HAOTn56OwsBCTJk1SXqPX6zF27Fh8//33uP3227F7924YjUanZTp16oSsrCx8//33mDx5MrZv3474+HglIAUAI0aMQHx8PL7//nv07dsX27dvR1ZWlhKQAoDJkyfDYDBg9+7dGD9+vMv6GwwGGAz2TJeKigoAgNFohNEYvHc8xLr5so5XX5SG59cdxIHCSmw/fA6XdE8M9Oq1S+dtwaWESI1P2zU5ynpSUlheF9T7SnvSlP2aWs8PPvbl2X64CMN5ce+Wu327tNr62ROjVymPp4hG56U1/Dvwk8eu7It7Pt4LCXAbmHrsyr6wmE2wmN08SV7xmE2hquG+XVVrPV5r1ZLL8SJOby1cKaky8G/Bj8qqnc87SqpqEaPjja+W4DGbmsrXfaXNg1JHjx7F66+/jgceeAB//vOfsXPnTixYsAB6vR433XQTCgsLAQCpqalOr0tNTcXx49bm24WFhdDpdEhMTHRZRry+sLAQKSkpLt8/JSXFaZmG3ycxMRE6nU5ZpqFnn30WS5cudXl83bp1iIqK8mUTtKn169f7tNzgRBW2F6nwl//3A0alyojTAr3iZDCpwe6nYyoAKhQXnMTatY03hj9fBwAaFJbVYM2atWACmv/4ul9T69h9XgKgbnS5dVt/QPGvbHzujeO+vf+I9ZhTcOIo1q49AgA4Xg4AGhwpKMHatWvbZB1D0c0XSPj0mApl9c4H6gmdzDAf3w0fDvnkBY/ZFKrEvn22FgA00MDicmw+ds76GXnkVAHWrj3d6usYqn4pcT73+OqbzciIabv1CSU8ZpOvampqfFquzYNSFosFQ4cOxTPPPAMAGDx4MPbt24fXX38dN910k7Jcw5IxWZYbLSNruIy75ZuzjKNFixbhgQceUL6uqKhARkYGJk2aFNTlfkajEevXr8fEiROh1TbeA6lg2zFs//o3HK5Q4bA1GQxpcXo8PuVCTO6f6v3FYWLj/34BCgowdMCFmDKme6PL1xnNePKnDTDKEi6dMBFxkb71oiLPmrpfU+tIzi/B+4d2NbrcpEuHM1PKA3f7ds7He4Gis7h4YH9MGdEVAHC8pAav7N+GSrMaV145ieXWfjIFwMMWGQP/+g3qzTKGdkvAruNlUMWnY8qUQW29eu0Wj9kUqhru2/vOVAC5OxAXFYEpU8Y6LRv92zmsOPwT1JHxmDJlZButcegx5p4BDuYpX180dARG9OQ5RkvwmE1NJarIGtPmQan09HRkZmY6PdavXz988sknAIC0tDQA1iym9PR0ZZmioiIlqyktLQ319fUoLS11ypYqKirCqFGjlGXOnj3r8v3PnTvn9D4//PCD0/OlpaUwGo0uGVSCXq+HXq93eVyr1baLP1Zf1jMnrwDLvv7N5fGzFQbc8/FevD57CLKz0t28MryU25oOJ8dG+PS712q1iIvQoKLOhP/9VICBXRIwrEcSe+r4QXv5+wsXI3un+NSXZ2TvFO7/jXDct6vqrfUfCVF65bEuSdbbwHVGC6qNQGI0/w78xWw0o95s3YMfvbIfrvvXdmw6eA4VBguSY1zPA8h3PGZTqBL7tkm2frZF6tQu+3qHOGtlRXmtkX8HflTboKS62ihz+/oJj9nkK1/3kzafvjd69GgcPHjQ6bHffvsN3bp1AwD06NEDaWlpTmmC9fX12LJlixJwuvjii6HVap2WKSgoQF5enrLMyJEjUV5ejp07dyrL/PDDDygvL3daJi8vDwUF9ilQ69atg16vx8UXX+znn7x9aKxBMWBtUGy2sOSmtNraoDLJx0bnOXkFqLFdVD771QHc+OYOjFm2kVPIKOSoVRIWT890+5wIQS2ensmAVBNVKNP37B/4EVo1km2NXNns3L/Ka619EdQqCRd3S8SAzvEwWWR8sZeTaYnIO9HovGGTc8A+tbmU0/f8qmGj84o6bl+iYNXmQan7778fO3bswDPPPIPDhw/jo48+wr///W/cfffdAKzldPfddx+eeeYZfPbZZ8jLy8O8efMQFRWFWbNmAQDi4+Nx6623YuHChdiwYQN++uknzJ49GwMGDFCm8fXr1w/Z2dmYP38+duzYgR07dmD+/PmYNm0a+vbtCwCYNGkSMjMzMWfOHPz000/YsGEDHnzwQcyfPz+oS/ECaaePDYp35pe03koFKXEy4UtmQk5eAe5csQemBsG8wvI63LliDwNTFHKys9Lx+uwh6BDjHLTtGKtntmUzKdP3IpyTntMTxAS+2lZfp1AmJmPFR2ohSRKuu7gLAOCTPafacrWIqB2oM1oAuA9KJURaPxdrjWbUGTkxwV/cTd8jouDU5kGpSy65BJ999hlWrlyJrKwsPPnkk3jppZfwhz/8QVnm4Ycfxn333Ye77roLQ4cOxenTp7Fu3TrExsYqy7z44ou4+uqrMXPmTIwePRpRUVFYvXo11Gr7wf/DDz/EgAEDMGnSJEyaNAkDBw7EBx98oDyvVquxZs0aREREYPTo0Zg5cyauvvpqPP/8862zMYJQUaVvd9p9XS6UiUypxEYypZh9RuEqOysdL/1+kNNji6dlMiDVTBW11hPshkGptLhIAMyU8rfSamsQMMGW1TDjok7QqiXkna7ArwW+9UwgovAkMqUi3QSlYiM0yuAgkZFJLVfVMFOK25YoaLV5TykAmDZtGqZNm+bxeUmSsGTJEixZssTjMhEREXjllVfwyiuveFwmKSkJK1as8LouXbt2xZdfftnoOoeLlNgIvy4XqupNFlTaPvwaC0o1JftsZK9kf64mUZurMjjfBT54thJT22hd2juRKRUX4ZydmR5vPR4XMijlV+W1zjceEqN1uPzCVOTsK8Qnu0/h8WnuS1SJiOps7Roida5BKZVKQkKUDiXV9SitqUdqXHifU/uLyJRSSYBFZvkeUTBr80wpCm7DeiQhPT4Cnjq9SLBeAA0L84lZZbaLFZWERqfoMfuMwlnDk8L9BZVttCbtm8FkhsFkLQdxCUrZyvfOsHzPr0SJdoLDMV6U8H2eexpGs6VN1ouIgp+3TCnAnoEpMjKp5aptN8HEjXOW7xEFLwalyCvHBsUNA1NsUGwnTiLiI7WNbgtmn1E4EyeFKbHWaWUse2oex5PrmIY9pZgpFRBlIijlkA07tm9HdIjR4XxVPb797VxbrRoRBbk6L43OAXuwW2RkumO2yNh+pBirck9j+5FitnlohCjfEzdqWL5HFLwYlKJGiQbFafHOQZIObFCsEA1wE6Mbn7zH7DMKZ+KkcHhPa2nq6bJa9tBoBhGUitFrXALh6fHWnlIMSvlXme04LzIaAECrVuHqQZ0BAP/bzYbnROSeffqe+0svURbsaQJfTl4BxizbiBvf3IF7P87lxGYfiPK9TrbPRGZKEQUvBqXIJ9lZ6dj2yASsnD8CXRKtB/cnZ/RnQMpGNDlPaqSfFMDsMwpvonwvIzESnWyB7gPMlmoyEdyLi3BtDSkypc6U10KWeSfdX0SmVGKUc7nktbYSvnX7C/HRD8eZwUBELhov3xNBKddMKTGxuWE/Uk5s9k5kSomb6uwpRRS8GJQin6lVEkb2SsbgrokAgGMlNW28RsGj1E1Zhzeess/S4iOYfUYhTUyMi4vUol96HACW8DWHuOMbG+Haw040ya0zWpiF5kfiYjG+wXH+eHE1NCoJZgvw58/ymMFARC68NToH7MHusgaZUpzY3HzV9bbyPQaliIIeg1LUZD07RAMAjp6rauM1CR7iYiUp2nuTc0ci+6xPinV73ndFH2x7ZAIDUhTSKhwmxtmDUmx23lTKdox0zZSK0KqRbCslPlPGEj5/Kat1zZQSGQymBheEzGAgIke1jfWUUoJSzplSTZnYTM6qbDdvOiWwfI8o2DEoRU3Ws6M1iJJ/vrqN1yR4iPK9RB8zpQS1SkJmp3gA1hMVluxRqFPKziI19qBUITOlmqrSFpRylykF2MsVCis4gc9flJ5SkdbjPDMYiMhXdUbrdE7PQSn3PaU4sbn5xPQ9JVOq1siSdqIgxaAUNVnPDjEAgKPnGJQSSprQ6LyhrklRAICTLIekMFBhu1NpzZSKBQAcLKyEyWxpy9Vqd5QySDc9pQD7Sbi3O+zUNPYybWsgkBkMROSrxnpKiZuaDTOlOLG5eepNFtTbzitEppRFBqptZZREFFwYlKIm62HLlCqurke5hykh4caeKeV7+Z6QkWgNSp1gUIraiZaMpRaZUrERGnRLjkakVg2DyYJjxQxyN0VjmVJiAl8By/f8QpZl5fNO3HxgBgMR+apOBKV0nqbvWY/lDTOlxMRmTzix2T0xeQ8AkqN10KqtlQiV7CtFFJTc32Il8iJGr0FqnB5nKww4er5KaXwezkqVqUxNz5TKsGVKnSplmQ0Fv5y8Aixdvd8pQyQ9PgKLp2f61A+tUumFpIVaJaFvWixyT5Zhf0EleqfEBmy9Q02F0ujc/cd4GjOl/Kqm3qzcdU+ItF48MoOBiHxVW+89UyreQ6NzMbH5jhV7XF7Dic2eicl7eo0KGrUKsRFalFTXo6LWhPT4Nl45InLBTClqlh5Ks3NmNwD2RufNKd/LSLJmNJwqrWHvEQpqLR1LbbHIqDTYy/cAcAJfM1U4BPfc6ZQgglIMdvuDaHKuU6sQZZueJTIYPF0KMoOBiITGGp07lu817HuUnZWOXrYqBUec2OyZmLwXo7feuBGl7syUIgpODEpRs/TsaO0rxWbnVs1tdA5Yy2w0KglGs4yzFcxqoODkj6bOVfUmiHNtkeGTaesrxaBU01Q2likVZw12FzJTyi/EMT4+SgtJsoahRAYDAI+BKWYwEBFgL99rLChlsshKlo9wsqQGR2w3geNtNyIWXXkhJzZ7Icr3okVQyrbdKhiUIgpKDEpRs/QUmVLnq9p4TdqeyWxRSmmSmpEppVZJ6JxovYBks3MKVv5o6iz6Sek1KuXEnJlSzaNMMfTYU8pevsdpQy1XXitKtJ23d3ZWOl6fPUQpl3R0/8QLeMFIRADs0/c8le9F6tTQa6yXZQ1L+Fb/fAYAMKpXMvqkWG8Kd02KYsDbiyrb5D0RlBI3cMSQECIKLgxKUbP07MjyPUGUdUiS/Q5WU7HZOQU7fzR1VibGOfydXGgLSp2tMKCkut7t68hVo5lStiBJrdGsBFSo+USJdkKk642H7Kx0bHtkAlbOH4GXbxiEcRd0AABmvhKRQpm+p3MflALskz0bBqW+yLUGpWZc1AlRtiALp8h5JzKlYvTW7S1u4LB8jyg4MShFzdKzg/VOzbHialjCvA+SUtZha9zcHKLZ+Uk2O6cg5Y+mzkofJIdASoxeg662/Z/ZUr5rrKdUhFatZG6y2XnLiWEWCR4mrKpVEkb2SsZVgzrjljE9AQBf5RXCZGuOTkThrbFG54C9hE8EwQHgt7OVOFBYCa1awpVZ6UqQpaaeGT/eVDUs34sQ5XvcbkTBiEEpapYuiZHQqiXUGS04E+aNdFsyeU8Qzc5ZvkfByh9NnZWSswaBlH7sK9VkIlMqzkOmFACkxbHZub+U1/jeN3BUr2QkRetQUl2P748UB3rViCjIybLcaKNzwB70dgxKiSypsRekID5Kiyid9ZjfsO8UOWvYU8pevsdMKaJgxKAUNYtGrVKyG8K92XmJ0uS8eaV7AJRtyaAUBStvTZ19HUtdoZScNQxKWUv49jMo5RNZlpUSBE89pQDHCXzMlGqpxjKlHGnUKkwZkAYA+NLWC4aIwpfBZM+YjNB6vvQS5cGifE+WZazaexoAcNWgTgCAaFv5X42B5XveKOV7uoaNzhnMIwpGDEpRs4kJfOHeV6qsCXfQPWFPKWoPRFPnDrF6p8d9HUtd6aZ8D3Bsdl7px7UNXdX1ZliUKYaegySirxQn8LVcmRKU8u04P22g9QIyJ68QBhMvHonCmZi8B3jPlEqMdu4p9dPJMpwsqUWUTo0r+qUCsGf+MFPKO9HoPCaiQaYUe0oRBSUGpajZlAl858J7Al+JCEo1Y/KeIDKliioNTicvRMEmOysdr9w4WPlao5Kw9eHxPk0Zc9foHAAybUGpw0WVqDexB09jRHBPq5a83nVPj7eWBZ8pY1CqpcTNB18ypQDgku5JSI3To6LOhK2/nQ/kqhFRkBOle1q1BK3aS6ZUg55SonRvUmaq0iBdBKXYU8q7KoP1c7JhT6lKZkoRBSUGpajZlAl8YV6+V+qH8r2EKC1ibB+cp0qZLUXB7XyVQfl/k8XeK6MxFR5KzrokRiJWr4HRLONImAe5fSGCe7ERWkiS53LJdJEpVcGeUi0lpqz6epxXqyRMGWAN1LKEjyi8iSbn3rKkAPvxpaymHiazBV/+XAAAuGpQZ2UZUb7H6XveVYtMKTF9T5TvsacUUVBiUIqajeV7gNki4+BZa8lRZZ0J5mZOIpQkCV0SRbNzXkBScDtbYXD6uriq3sOSzuyNzp3L9yRJwoVsdu4zkSkV66XJOQCk2MosD52twvYjxc0+PpE9cyE+0veM2OkXWUv41u8/ywxYojBWZ7RmADcWlBI9pUprjNhxtATnqwxIjNJiTJ8OyjJRthuY1Szf86rh9D2W7xEFNwalqNl62Mr3zpTXhuUJd05eAcYs24hvbaUZH/94EmOWbUROXkGz3k9pds5MKQpyZyucy8GKq30MSnlpzm3vK8WgVGO8bUchJ68A9/9nLwBrWfCNb+5o0fEp3JWLKavRvmfEDs5IQOeESFTXm7HpQFGgVo2IgpzIJo5sLCglMqVqjViVa21wPmVAulPJX7StcTcbnXunNDpn+R5Ru8CgFDVbcrQOcREayDJwrDi8sqVy8gpw54o9LlOtCsvrcOeKPc268MuwBaVOFDMoRcHNJShVZfCwpDNPPaUANjtvikpliqH7TClxfDrX4PfSkuNTOJNlWSnfS2hCppQkSZh2kbWEbzVL+IjCVp2PQSnRm7Soog45eYUAnEv3ACDaVo7GRufeiaCUCOIpmVIs3yMKSgxKUbNJkoQeYVjCZ7bIWLp6P9wVwojHlq7e3+RSGWZKUXvRcJpbSZMzpVyDKY6ZUrLMMjNvlDJIN5lSgTo+hbMKh9JsXxudC9NtU/g2/FrEi0iiMKX0lNJ5D0qJz8aC8jpUGkxIi9NjaLdEp2XY6Nw3Dcv3xM0wg8nCiahEQYhBKWqRXrYSvvwwana+M7/EJUPKkQzrCcXO/JImvW9GkrWn1An2lKIgV1RpzcARgdSmlu/Fugmm9E2NhUqyvte5St8yr8JVhZdMqUAdn8KZKN2L1Kob7QnTUP9OcejRIRoGkwUbfj0biNUjoiBnL9/zfNmVk1eAOW/tdHqsss6EdfsLnR4TmT9sdO6dvdG5LVNKr4GYC8ISPqLgw6AUtYiYwBdOE7OKKn0br+7rcoK4wD9VUsNMEQpasiwr5XuZtuwmXxudixPB+EjXYEqkTo3utiD3fvaV8krJOHNTBhmo41M4E03Om5olBVgziqcPtJbwvff9MazKPc2m80RhRpTveQpqi5LrogY3ZKrrzS4l16J8j43OvVPK92zbS6WSEKNjCR9RsGJQilqkRwdr+V44ZUqlxEb4dTmhS6I1KFVpMKGshh+YFJwqDSbU2O7QipK7kurGM5tkWfZadub4fuwr5Z23nlKBOj6FM6WfVJTv/aQcidftOVGGez/OZdN5ojDjraeUt5JrwbHkOko0Oq83w8LgtluyLKO63rnROWC/kcNMKaLgw6AUtYjIlDp6rjpssnuG9UhCenwEJA/PSwDS4yMwrEdSk943QqtWRrizrxQFqyJbllRchAadE60lp76U71XXmyHOn91l+AD2zCtO4PNOnFC7C+4F6vgUzspEppSH/dabnLwCPPnlfpfH2XSeKHx4m77X1JJrxyBLTRhOvvZFrdF+vhHtsL2UZud1vPFLFGwYlKIW6WErtymvNfrc7Li9U6skLJ6e6fY5cSG4eHom1CpPl4WeiQl8J9lXioLU2QprVlRqXASSY6wZIL6U74ksKZ1aBb3G/UdPv/RYAAxKNUZsS3eZUo7HJ09HoOYen8KVyFxNjG5aUIpN54kIAGrrLQDcNzpvasl1hFYFcfiuYQmfW6LJuSQBUQ7bXNzIEZOAiSh4MChFLRKhVaNzgjVbIpxK+LKz0vH67CHKRbmQFh+B12cPQXZWerPeNyNRNDtnphQFJzF5Ly0+Asm28dW+BKTtfZA0kCT3ARFRvnf0fLVS7kCuKr00jAfsx6e0eNcSvT9N6N3s41O4Ej2l4iObVr7HpvNEBHjPlGpqybUkSWx23gilybnO+XwjztbPspKZUkRBx/U2K1ET9ewYjdNltTh6rhpDu4dPSUh2Vjpi9BrMfmsn0uL0ePH3gzGsR1KLMhBEs3OW77Uus0XGzvwSFFXWISU2osW/x1B21na3NiU2Akm2oFRxtQGyLHsMNgH2O5Oe+kkBQFpcBOIjNSivNeH/tubj4m6J/F24IabvxblpGC9kZ6VjYmaasl9/lVeAnLyzyDtd3lqrGTKUTKkmNjpn03kiAhwbnbvmAoiS68LyOrdZlRKsN4EcS66j9GpUGkxsdu6Bvcm582ekuJHD8j2i4MOgFLVYzw7R2HroPI6cD58JfIJo+JyeEImRvZJb/H5dlPI9BqVaS05eAZau3u+U0ZAeH4HF0zOZUeLGWSVTSo/kaGsPNKNZRqXB5DXgpJSceenL8/W+QqXM4fl1BwHwd+GOuMvrbXsD1lI+cVwa2CUBOXlnsengOeSfr1ZKr6lxoqdUYhMbnbPpfNvhjQYKJt4anYuS6ztX7IEEOAWmPLWEsGZKGRiU8kD0XRST94Q40VOK5XtEQYfle9Ri4uIm/1z4lO8Jom49Ru+f+G5XBqValRjD3LDEhk2IPXPsKRWpUyv9Gkoa6SullO+56YME2H8X9WaL0+P8XbjyJeusoR4dojG+b0cAwPvbjwVitUJWqS1TKr6JmVJsOt82cvIKMGbZRtz45g5OO6SgUKtkSrkGpQDPJdeeWkKIDCAxYY6cVXs4N7dP32OmFFGwYVCKWqxnxxgA1j4w4UYEpdw1HG4O0ej8dFktm98GGJsQN49j+R4Ae7PzaoPX13mbGMffhe+MZotygdPU487cUd0BAP/bdUo5dlHjympF+V7TMqW8NZ1v6VAMco83GigY1dqy6iPdNDoXsrPSse2RCVg5fwRevmEQVs4fgW2PTHCbJSxuBoneSeRMBOtcy/fE9D1+/hEFGwalqMVEptTx4uqwu2gUF9r+ypRKi4uAVi3BaJZRWME+I4HEJsTNc9ah0TkAJNlK+BqbwCfK99z1QeLvwneVDifTTQ1KXdanI3p2iEalwYRP95zy96qFLFG+l9DETCmg6RkQ1HwMblOwUjKlNJ6DUoC95PqqQZ0xsleyx4C1OOdk+Z57VR56SombYsyUIgo+DEpRi3VOiIReo4LRLONUmDXotpfvNf1ixR21SlKmGbKEL7DYhLjpLBYZRZWifM8ajEpWmp37Wr7n+rfC34XvKm3HnCidGhp10z7CVSoJN43sBgB47/tjsPDi3CfNbXQuiAyIp67OAgAkRWs9ZkBQ8zG4TcHKYLSWpXvLlGqKKD2n73njqXxPaXTOnlJEQYdBKWoxlUpSsqWOhllfqSqRKeWn8j3AXsJ3gkGpJjFbZPyQX4Ld5yX8kF/S6N1wNiFuuuLqepgsMiQJ6BjjHJQqaSwoJfoguWl0zt+F7yqb0U/K0bUXd0GMXoMj56qx7fB5f65aSDJbZCWgGh/ZtPI9R2qVhMn90wBYg1wWmQFBf2Nwm4JVrZdG580RY2vgXcNMKbeqbGWNLo3OI0X5HjOliIINg1LkF0pQKsz6Sik9pfxUvgfYg1KnGJTymWhsO/vtXXj/kBqz397VaGNbNiFuurO2ktIOMXolSydJ9JRqQaPzxn4XgDUzi78LoNJgm2LYzEB4bIQW113cBQDw7vfH/LVaIaui1ggRP2pO+Z6j5GgddBoVLLK1xxH5F4PbFKwaa3TeVFE66/G/io3O3aputHyP240o2DAoRX7Rs6PIlKpq4zVpXZWByJRKZKZUUzS3sa1jE+KG2ITYPZFhIEr3AMfyPe+NzpWglJtMKW8NoQWtSoWKOiO2HynGqtzT2H6kOCx7wygN491sR1+JEr6NB4rw2Z5TYb09G1Nq6ycVo9dA28RyyYZUKgmdbL2lzpTVtnjdyJkIbnvCGw3UVnxpdN4U0TqRKcXyPXeU8j2dh0bntcyUIgo2/ruSprDWs4N1Al9+2GVKWT/Y/NXoHAC62jKlTpbyoqUxjTW2lWBtbDsxM81tcEk0IV74371OvRnS4iOweHome740UFhuDTylxdkv/JJtjc59Lt/zUHYmfhdLV+93CjB2jNWjzmjGqbJaDH/6G9Sb7b/t9DD8PYmpQS2Z+NmzYwz6d4rDvjMVuP+/e5XHw3F7NqbU1k+qpVlSQqeESBwrrsGZch7f/U0Et+9YscflOd5ooLZkMIlMKf/kAkSz0blXHhud227mVBpMMFtkHguIgggzpcgvenQM055ShkD0lLI2OmemVOP80dg2OysdEy5MUb6+9/I+bELsgSjfS3EISjW5fM/N9D3B3UjsHYsuxz0TegOAU0AKCM8x75VKUKr5QZKcvALsO1Ph8ng4bs/GlNda9+vEqOb3k3LUyTbI4kwZy/cCYVJmGhLcZBFy2iG1JSVTyl/le0qjcwal3PHc6Nz+dRUDekRBhZlS5Be9bJlShRV1qDaYXO5OhCrR6NyfPaVEptS5SgNq681+S/cORf5qbHu2wl561ikhgnfPPFDK9xx6snSwZUo1Vr7nazBFjMQWzBYZ73x3zO2yvmTDhZpKL725fCGyC90Jx+3ZmNJq/2dKAcBplu8FxM5jJSirNSJGr0ZafAQOF1Xj7vG98MDEvtyfqU3Ishy4RuecvudWta2sseENY71GDb1GBYPJgopaI+JbUAZPRP7FTCnyi/gordJbJpxK+OwTPvwXlIqP1CpBrlOlzJbyxl+NbR1LaarYo8Ej0Zw5Ld7eU0pkSpVU10P2MFFMlmWlh0NTp8ZxzLuzlmZKcXs2TVmtCEr5J1OqcwJ7SgXSqtzTAICpAzphSNdEANYLUQakqK3Um2WIdn0RfrrJqDQ6Z7aPW57K9wCHEj42OycKKgxKkd+E4wS+QPSUkiQJXZS+UgxKeeOPCXoWi6yUpQH27DdyJTLKUpx6Slkv1o1mWel31FCt0QyT7azcW/meOxzz7qxCaXTevGMOt2fTlNkanbsrCWsOe/keg1L+ZjCZsfaXQgDAVYM6cWgIBYU6o/1Gl78ypaJtQSk2OndPlDWKjDJHSrPzOjY7JwomDEqR33TvYD0BXPtLQVhMcjKaLagzWgC0rOmwO11tfaVOlvDCxRt/TNArrq6H0aFXEXs0eCaCd46NziO0amUSkKdm56LJuUYlNfmknGPenbU0U4rbs2nKbI3OE/1dvlda6zGzkJpny8FzKK81IjVOj+E9k9E12XZzh0GpRpktcthPNg0UEZRSq6QWT/AUom3BFmZKuSduLrrNlLJ9dnICH1FwCY/GPxRwOXkF+DrvrO3/C5GTVxjyk5wcp574u4cW7/D6Tkxte/STX5RSG8D3CXoFDaZg8STPvXqTBcW2oFNqnHPAIilGh+qSWpRUG5SMSUf2JudaSFLTymhENlxheZ3bKYsSrL/rcBnz3tKeUtyeTVNqy5SK91ej83hrUKq63oyKOhN7mvjRqr1nAADTB3aCWiUhI4lBKV/k5BW4TD0N9fO31iRuXvorSwqwn3PW8CaaW0r5no7le0TtBTOlqMVy8gpw54o9qGxwMR/qk5zEB1qEVuW3u18C7/A2TXZWOu69oo/y9YWpMT5P0GvYX4fle+6dq7KW7unUKpeskSRbs/PzHibw2ftJNT2Q4pgN1zCcFY5j3sVxtqm9uQRuz6Ypr/VvplSkTq2UvLKEz38q64z4Zr/1xthVgzoDsA8NKaiog8HEMid3xPlbw8/BUD9/a02iyXlEAIJS1Wx07sJktsBgsgYC3bXWYPkeUXBiUIpaRExycnfHXTy2dPX+kEwFr1JGzvr/TjczpZqu3CFLqqLO5PNFdUGDC8NqZkq5JZqcp8TpXbKdOkTbm52745gp1RwiGy4t3jlDKxzHvFe2sKcUwO3ZFCJTKtFPmVIA+0oFwrp9Z2EwWdCzYzSyOscBsPa7i9KpIcvWcklyFs7nb61Jmbyn898llyiZrzdZYDRb/Pa+oaDaoc+W9/I9nusRBRMGpahFwnmSkwhK+bufFACl7OAU+474TPR+Aax3xutNvp2oFdj6JKXEWrN9Gmb8kVWRbTs1LN0DgCRbUKrYlk3VkDj5a252D2ANpGx7ZAIWTrwAANCrY7TP2XChpKU9pQSxPS9MiwUALLi8d1huz8aUVluPK/F+ypQCgE6cwOd3onTvqos6K0FzSZKUbCne4HEVzudvrUn0lIrQ+C9TKsqhLI3Nzp1V2UoadWoVdBrXy1yRsV3JTCmioMKgFLVIOE9yEmVe/py8J3RJtN5JrzKYsHLnCTYe9YFjlo4s+37BJzKA+qTGAGCmlCfumpwLyTHWgF5xI5lSLQ3gqlUShnZPcvo6nMiyQ6ZUC4NSgHX7iWypLolRYbc9fWEv3/N/ptTpstD7XGwL5yoN2HboHADr1D1H7CvlWTifv7UmpaeUzn9BKZ1GBZ2tbUQV+0o5Eedw0W4m7wH2jG2W7xEFFwalqEXCeZJTpSFwQanNB4sgrg///FkebnxzB8Ys28j+Dl6IMhvB1zvjBbYLw94dGZTyprDCmgWVEqd3eS65kfI9fwZS7P0gwu/3VG8BTLbgtL8yNKNsF0q17E3iot5kUTJiE/zYkLyzEpRippQ/rPn5DCwycFFGAro3GLTATCnPwvn8rTXVBaCnFABE2YIuNTxncaI0Ofdwbm7PlOJ2IwomDEpRi4hJTp7ur0uwTnEJxUlOSqaUn8v3ROPRholRbDzqnSjfU0vWDXey1MegVIX1wrB3qrWMidP33POtfK+RRuct6IMkiMBWOKbe19niRmqVpASTWipSK6Y4MSjVkMiSkqTm90Nzhz2l/OvzXGvp3tUNsqQABqW8Cefzt9ak9JTyc1BKTJZjs3Nn1Y3cMBal78yUIgouDEpRi4TzJKcqg60kyY+ZUmw82nwiU6qL7Ua5LxchFotsL99LsWZKMSjlXqHX8j1bUKqxRud+zJSqM4Zfg1fRlzU2QuPSbL657JlS3O8bKrMdU+IitH79DGNQyn+OF1cj92QZVBIwdaBrPzR7UIrbuiHH8zdPQvX8rTXVivI9fwelbJlSzO52Vt1YppTt5hgbnRMFlyYHpTZv3oyHHnoIo0aNQrdu3ZCSkoLMzExcd911eO2113Du3Lkmvd+SJUsgSZLTv7S0NOV5WZaxZMkSdOrUCZGRkRg3bhz27dvn9B4GgwH33HMPOnTogOjoaMyYMQOnTp1yWqa0tBRz5sxBfHw84uPjMWfOHJSVlTktc+LECUyfPh3R0dHo0KEDFixYgPp69xdZZBeuk5wCkSnFxqPNV2oLiHSNtgbsTvlwEVJcXQ+jWYYkAT07WqNZdUYLTGEW7PCF6CnlvnzP+lhJdSONzv2QbeL49xZu6fe1thvi/hyuIIJSzJRyVab0k/LvhFXR6PxsRV3YBVb9xWyRsf1IMZZ9dQAAMKpXstsys4wkawDwVEkNh4a4Ic7fGpanalQSXvtD6J6/tSZ7+Z5/8wBEs3MGpZxV2Rq/N5YpFY7Z1kTBzOcj5HvvvYd+/fphwoQJeOONN6BWqzF06FBMnDgR3bp1wy+//II//elPyMjIwE033YTjx4/7vBL9+/dHQUGB8u+XX35Rnnvuuefwwgsv4NVXX8WPP/6ItLQ0TJw4EZWVlcoy9913Hz777DN8/PHH2LZtG6qqqjBt2jSYzfaT7FmzZiE3Nxc5OTnIyclBbm4u5syZozxvNpsxdepUVFdXY9u2bfj444/xySefYOHChT7/HOFMTHK6ol8KAODaIZ1DfpJTIHpKsfFo89SbLEoKe9cY64WHL5lSIkuqY4weCZH2RsbVnGbjosjWU8pd+Z7IlCqprnd74adkSvmhfE+rVil3nMPtpLLWZM1Y8EfGmSCa79YYuc83JALd8X5scg4AHaL10KlVsMj2YC/5LievAGOWbcSNb+7A2rxCAMAvpyvclrZ3SbRmSlUaTE4TWskuOysdd0/oDQDolx4LrVqCySIjNd63XlIiQLgq9zSHsrgRiEbngP3cs5pZrk4aK9+LU8r3uN2IgolPVwgXX3wx8vPzMXv2bLz//vu4+OKLoVK5xrNKSkrw+eef491330W/fv3w/vvv47rrrmt8JTQap+woQZZlvPTSS3jsscdwzTXXALAGx1JTU/HRRx/h9ttvR3l5Od566y188MEHuOKKKwAAK1asQEZGBr755htMnjwZv/76K3JycrBjxw4MHz4cAPDmm29i5MiROHjwIPr27Yt169Zh//79OHnyJDp1svYlWL58OebNm4enn34acXFxvmyqsKZWSeiVEoNvfi1CYpQu5FO+A5EpxcajzSPKbFQS0Dna96DUmXJrNlV6QqQyzabebEGlwejXEfDtXbXBpARhvfWUMpplVNSZEN/grrvSU8pPwZS4SA1qjeawy5SqC2CmFBuduwpUppRKJSE9IQLHi2twpqxOCZxQ40TPxYZhj4paI+5cscclOztCq0ZqnB5nKww4UVKDxGj/BhhDhQjADu+RjH7pcfh0z2n898eTGNI10evrcvIKsHT1fqcM7/T4CCyenhnSNyWbImCNznWifI/HbkdVjU7fE+V7Rsiy7LdSeCJqGZ8ypaZOnYpjx47hH//4By655BK3ASkASEpKwi233IJvv/0WOTk50Gh8O3E+dOgQOnXqhB49euCGG27A0aNHAQD5+fkoLCzEpEmTlGX1ej3Gjh2L77//HgCwe/duGI1Gp2U6deqErKwsZZnt27cjPj5eCUgBwIgRIxAfH++0TFZWlhKQAoDJkyfDYDBg9+7dPv0cZO+vFA59ecTP6M+eUmw82jwltqBUQpQWHWwxk/Jao9Ko2BORKZVuC7SIACNP8pyJbI4Yvcbt3ccIrRrRthPk4irXEj5xR9JfzaLDtVGpKN/zb6aUaHQe+sfsphLB7kQ/Z0oBQKd49pVqqub2XGSz88aJIRXJ0TrMHJoBAFi994zX44IIEDZsOcChLM4C1ehcfBbz2O2ssel74vzBZJGVLDYians+XU3/9a9/bfIbX3bZZT4tN3z4cLz//vu44IILcPbsWTz11FMYNWoU9u3bh8JCa1p2amqq02tSU1OV8sDCwkLodDokJia6LCNeX1hYiJSUFJfvnZKS4rRMw++TmJgInU6nLOOOwWCAwWC/CKuoqAAAGI1GGI3Be8Ek1s3f6xhpq5mvqK0P6p/fH0T2R6RG8uvP+tiVfXHPx3shAU4n35LD8xazCRbGTRTnbRP0EiK10KtrkRSlRUmNEflFFejfyXOW4+nSagBASqwORqMRUTo1SqqB8uo6GI3MRhNOl4jtpPe4rydF61BdX4ui8hpkJDj3nSqvtV7wRKr9c8yJsd0BLasyhPxxRjAajUqj82i92m8/t952j6naYAqbbemr4krrZ3usH7e3kBZv/Rs5WVwV1tu9KeciP/jYc3H74SIMd7hx0yUhAj8COHauMqy3tTfnbC0BEiI1GNIlFl2TInGipBZf/HQK1w7p7LK82SJjyRf7PAYIJQBLV+/DuD7JIZ8174nY12psQ3F0av+eK0Zordu1oib0z7ebolKcb2hUbreLTpKhkgCLDBRX1rjN/ibPAnX9SKHL133Fv7Psm+HKK69U/n/AgAEYOXIkevXqhffeew8jRowAAJfUSl/SLRsu42755izT0LPPPoulS5e6PL5u3TpERQV/Sv769ev9+n5HiyQAauSfKsDataf9+t7B5tRZNQAJB/L2Qnsm16/vffMFEj49pkJZvX3fi9fJuKa7Bebju7HW95ZtYSG32LrfyQZr8CRWVY8SSPhiw3c4nuy5v8XuQyoAKpQX5GPt2qOQDdbf6cZt21GQwL4Ywq5z1u2rrq/E2rVr3S6jMlq33fqtO3B2n33byTJQXmN9btf2rTji2ie9yeoqrL+373buhvFY+Pyeas3WCFJJwSmsXXvCL+/5q+1v5/TZ8x5/t+HqlyPW/ezcKevxwZ9qiqzvveOX39C1+oBf37s98uVcZPd5677amHVbf0Dxr/bjQq3tdd//zG3tyZHT1mP0sYO/4KtzP2NAtIQTJWq8+U0eIgv3uix/qFxCYYXn34U1QGjAq//JQZ/48DlGu5N/4jQAFfIPH8TaGv/tf4WnrMeQvIOHsdbwm9/et707eNS6XU7lH8Late63S4RKjRqzhDXrNiIt+C/VgpK/rx8pdNXU+Jal3KygVGVlJb766iscP34ctbXOqeeSJOGJJ55oztsCAKKjozFgwAAcOnQIV199NQBrFlN6ur02vaioSMlqSktLQ319PUpLS52ypYqKijBq1ChlmbNnz7p8r3Pnzjm9zw8//OD0fGlpKYxGo0sGlaNFixbhgQceUL6uqKhARkYGJk2aFNR9qIxGI9avX4+JEydCq/VfKYh631l8eGQvIuOSMGXKML+9bzD6x+HvgKpqjBs93OmurD9MAfCwRcZ1b/yAvDMVuG10dzw4qU/Y3nFsTPmPJ4HffkX39I4ACtG/WyqO7ytCxx79MGVMd4+vW/HWj8D5UowbNghTBqbjgzM7cfp4GTIHDsaVWa597sLV6W35wOFDyOzRGVOmDHC7zOcle3D84Hl07zsAUy7pojxeZzTDvGMDAOCqKZP8Mhjg68q9OFB+Fj36ZmLKyG4tfr/2wGg04r9vWLfjgAt7Y8rlvf3yvrGHzuOd3/ZAHx2HKVNG+uU9Q8XalblAUREuuag/pozo6tf3rtp1Cl+f3g9NfAqmTBni1/duT5pyLpKcX4L3D+1q9D0nXer8mVyfewY5p/KAmA6YMmVoi9c5FD1/YCuAWky6bCSGdE3A4PI6fLX8WxyplNBv2Fj06BDttPzqnwuA/b+4fzMHPftbP1vDkdi3EzukAufPYfDALEwZluG39z+66Qg2njmC1M4ZmDKlv9/et7378qNc4FwRhlzkeXv//cBW1JTWYvCwURjcNaFV16+9C9T1I4UuUUXWmCZfHfzwww+YOnUqSkrcj6RvaVDKYDDg119/xaWXXooePXogLS0N69evx+DBgwEA9fX12LJlC5YtWwbA2oRdq9Vi/fr1mDlzJgCgoKAAeXl5eO655wAAI0eORHl5OXbu3Ilhw4YpP0d5ebkSuBo5ciSefvppFBQUKAGwdevWQa/X4+KLL/a4vnq9Hnq9661/rVbbLv5Y/b2eCdHWNNhqg7ld/PwtIfoOJURHBORn1QK4KCMBeWcqEKnXIELPBq2eVBqsfQGSY6x/i92SrSfQZ8oNXn83hbZeSRnJMdBqtUqvgToTQn7/bYpzVdbU2/SEKI/bpaOt+X55nclpmVJbIySVZP1b8UdTUTENrcYoh9XvSTQ6T4jW++3njo2y/s3UGUP/mN1UFbYNnhzr/2N81w4xAIDCRo5R4cKXc5GRvVOQHh+BwvI6t2VjEoC0+AiM7J3idAOnR8dYAMDJ0lpuaw9KbI3OU+Otx/iuHbS47IKO2HzwHD7bW4hHsi90Wj49Idrd27hIT4gO+21uMFvPT2IidH7dFrG2icG1YfY52JhaW5+o+CjP2zs+UotTpbWoNnHbNVd7uc6ltufrfuJTo3NH999/Pzp37oydO3eirq4OFovF6Z/Z3LRGNw8++CC2bNmC/Px8/PDDD7juuutQUVGBuXPnQpIk3HfffXjmmWfw2WefIS8vD/PmzUNUVBRmzZoFAIiPj8ett96KhQsXYsOGDfjpp58we/ZsDBgwQJnG169fP2RnZ2P+/PnYsWMHduzYgfnz52PatGno27cvAGDSpEnIzMzEnDlz8NNPP2HDhg148MEHMX/+/KDOeAo2olF0ODU690fmhycZbNDqEzE5KME2JatLorWJsLftZrHIOFtu7RmTZht9HR1GjfqboqjCup1S4zzX3iVFW587b2uYK4hm5HGRWr9NuRHBw8pwa3Ru2y392ujc1ny3htP3XJQqAxQC0Og8gY3Om0qtkrB4eqbb58SRZfH0TJeMYtHo/ExZLYxmNjZuqLbejGrb339SjH1f/72t4fknu0/B1GC7De2W6LVxN4ey2IkgSaAanVfzfMWJ0uhc5/ncXEywDbcJvkTBrMlX07/88gs++ugjDB3qnxToU6dO4cYbb8T58+fRsWNHjBgxAjt27EC3btaSjIcffhi1tbW46667UFpaiuHDh2PdunWIjY1V3uPFF1+ERqPBzJkzUVtbi8svvxzvvvsu1Gr7B8CHH36IBQsWKFP6ZsyYgVdffVV5Xq1WY82aNbjrrrswevRoREZGYtasWXj++ef98nOGi5gwuai3WGR7UMqP49kbEifTJxmU8kqZvhepBaqAjCTrBd/JUs/braSmHvVmCyQJSqPLcNl/m0pM30vz0hC0g+1iRtxxF8ptkRR/BlLExMtwO6GsNVsvtmP9eMwRY8VrGZRyIaZ3Jkb5/26wmL5XaTChos7o17+PUJadlY4Xfj8I9/8n1+nxtPgILJ6eiews11KxjrF66DUqGEwWFJTVoWsym8g4Kq623nTQqVVO04Qv75eKpGgdiioNeOPbI+iSGIWU2AgM7ZaIxz/PU6bKNeQtQBiO6mzbKULb5DwAr6JEUIrT95xU+3DDWBxvKxqZ0ExErafJZ7YdO3b06wp8/PHHXp+XJAlLlizBkiVLPC4TERGBV155Ba+88orHZZKSkrBixQqv36tr16748ssvvS5D3sU6ZEr50pC+vXI8CQhoplSiyJTi3XRvymqsJxZJ0baglG27nSqphcUiQ+XmxLigzBpo6Rijh1ZtPVnknUf3RJljipegVFK0+6CUPVPKf38n4jhTEa6ZUpH+C2BE2e4m1xjNIX3Mbg6RKZUYgEypSJ0aSdE6lFTX43RpLeLSGZTyVbotszUpWovF0/sjJdaakeMpACJJEjKSonC4qAonSmoYlGqg2Jbdmhyjc/r712lUGJyRgA0HivD3r+0No6N0atTUm6GSgJtH98CXe8/gbKV9CrW3AGE4EkEp/2dKMcvVHXH+Fu0tKGX7DA23cwiiYNbksP0999yDf/3rX5Dl8J6mQe6Ji3qzRUadMXTT5EUmjVYtQa/x790vRyJT6nyVgZkMXihlNrYeC2lxeqhVEurNFpytdD9CvKDcGugTFzgAy/fckWXZx/I967Y/X2VwelzcifRrppRSvhdevyfRU8qfmVKRtkwps0VGPUubFHVGs/IZFh+ATCkA6JRgPfawhK9pfj5VBgAY1j0ZVw3qjJG9khvNyOnKUniPxI2E5Bjn4GtOXgE2HChyWV4EQeaO6oYnpmVi44PjlOfemjsU2x6ZwICUA1G+F6Hzb1BK3FDg+YqzKh+CUizfIwo+Pp3ZvvDCC05f//rrrxg8eDCmTp2K5ORkp+ckScL999/vvzWkdiVKp4YkWcfAVxqMygVPqKmqs6cHBzKzID5Ki9gIDSrrTDhZWoMLUmMbf1EYcuwpdQ6ARq1C54RInCipwcmSWqTbSmUcFZRbg1WOz8WGUU80X5XWGJVgRUqst/I9a8DKNVPKui39GUixZ0qF1+/J1jPerwG+KIdjdG29GXpNaB6zm0pkX6pVklNJkz91io9E3ukKBqWaaO/JcgDAwIx4n1/DoJRn4kZCcrT9poPZImPp6v1eX5eTdxaPT+2PKJ0aKgmwyEBW53iW7DUQqEwp0TOpxsAbloIsy0p/NJbvEbUvPp1pPfjgg24f//nnn10eY1AqvEmShBi9NYhSVWdCSojGUCpboZ+U0DUpCvvOVOBkCYNSnpTW2Hu/nLM9lpFkDUqdKKlx22xVBKXS3GRKsXzPTvSTSo7WQeclK9CxfM+xDEw0Iw9MplT4nFCaLTIMAegppVWroFVLMJpl1NSbkcDKJgCO2Zf+a9DfkGh2frrMfTYnuZd7sgwAMKhLgs+vyWB/Ro+KRaZUtD1Tamd+ifIZ6UlBeR125pdgZK9kROs0qDSYWErmRm2gglK28j2er9gZTBaYLdZKHm/n58yUIgo+Pp3Z5ufnB3o9KIQoQakQ/qC0Z0oFvg9IRqI9KEWuTGaL0hfAsSFx16QofIdij9ut0E35XkyYNtD25qwP/aQAe1DKZJFRUWtSSp4qRKNzP/ZBCscTSsfjaayfm2JHatUwmnlB6UhkSiUEqHQPADpzAl+Tna8y4HRZLSQJyOrCTCl/KBaZUg7le0Ueyt4bEstF6tS2oFT4HJN9JcqAI/welLI3Omc/QCvHz8koL9ubPaWIgo9PQSkxCY/IF8oEsxC+YBQffIEq63AkJsmx2bl75bVGiBZ38Q6Bjy6J3u+MnxHlewn28r0YTrNxYZ+857mfFGA94Y7Ra1BlMKG42mAPSgUgUyouDDOlxHaM0Kq8Zqw1R5ROg4o6E/vWOSgTmVIBaHIudGJQqslEP6meHaKbdExhUMoze6Nz+zHeW6m2I7Ecp3i6Z7ZAydzxf6aU9XzFIlszhPwd9GqPlCbnOrXbATcCy/eIgo9PZ7bXXXcdXnvtNezf772+nAiwp8xWhkOmVCuV7wHAyVKeTLsjSvfiIjTQqO2HtMa2W6HSU8pd+R5PrIWzSpPzxi9SRLZUsUNfKaXRuR+n74n3qjNaYAyT5twiK8yfwT1BXFAyGGtXVuuafelvbHTedLm2flIXZSQ06XXi5k55rRHlvBB14q58b1iPJKTHR8DTZb0E62enKI2PFP2NGJRyUu/w8RSh8+/NBMcgVyhXJjSF+Jz01uQcsJ4vOi5PRG3PpyPk2rVr8ac//QkDBgxAWloabrjhBrzxxhv47bffGn8xhZ2YMOjLo/SUaoVMqS7sheGVyGhIjHbOaPB2Z1yWZbdBKZbvuSq0ZUr5EpQS5R/izjtgb0buz2CK499duPyuKusCd8yJ0jPLoSHRUyo+MnCZUqJ8r7CiDqYwCa62lMiUGtTEoFSUTqMMY+BnqbPiauuNhw4OmVJqlYTF0zMBwCUwJb5ePD1TaWouAtsMSjkTQSmVBOjU/g1KqVWSEphis3Orah/PzVm+RxR8fDpClpeX49tvv8WSJUuQlZWF1atX484770S/fv3QuXNnzJ49G2+99RaOHj0a6PWldiAcJpi1SaZUSQ1kUadGilKl94vzxaNobHu2wqBMvxGKq+tRb7ZAkpzLFMIhoNpURU0JSjk0OxfsmVL+C0pp1CrlIihcSvgqAzDFUIjSMsuhofKawGdKdYjRQ6uWYJGBs5WGgH2fUCHLMvbampwPbEKTc6GrLVuKQSln4iZCUoMbO9lZ6Xh99hCnYSCAdTjI67OHIDsrXXlMKd8z8rPTka2dFCK16oD0fBIZQaF8vt0UItu3sUwpZYJvLbcbUbDw6exWq9VizJgxGDNmDJ544gkYjUZs374dmzdvxqZNm/Dpp59i5cqVAIAuXbrg+PHjAV1pCm7hkG1SZbBesLRGTylxN7263oyS6nqnvg8ElNoCIA0vHhOjtEqPo1OlteidEqM8J7KkOsTonfrziCBjrdEMk9niVA4Yruzle43vd0r5XpX9AtveU8q/fyuxERrU1JtD4jhjtsjYmV+Coso6pMRaS2IajlUP1HYErE2KAbBJsYNSDxmY/qRSSUiPt04JPVNWqxzryb2TJbUorTFCq5bQL73pk2gzkqKw50QZ+0o5kGXZoaeU676enZWOiZlpjR6flIwdBradiM0RqH5P0Xo1zlfx2C1U2TLGxGRCT0Tmdq3RDKPZAi3P9YjaXLPObrVaLS677DJcdtll+Mtf/oLdu3fj2WefxWeffYZTp075ex2pnRET6UL5zk1VK5bvRWjVSIuLQGFFHU6W1jIo1YC4eExqkCklSRK6JEbiQGElTpbUOAWlRA+XTg3uADueyFTXmxEfyROVppXvWfdN555SIsPHvxknsRFanK0wtPv0+5y8Aixdvd9p/Hp6fAQWT890ykQIaKaUkuXAC0pBZGDG+zHDz51OCRFKUIq822sr3ctMj4Ne0/SLfDY7d1VpMKHeVjqaHO3+3EKtkjCyV7LX92Gjc/dEplTAglI6MZyF2x3wvXzP8XO0ss7kkiVIRK2vWVdcBw4cwOuvv46ZM2ciNTUVw4YNw5YtW3D11VfjxRdf9Pc6Ujsjsk1CefpeZSuW7wH2Jq0sO3DlqXwP8NzsXARaGpYl6DVqpe9DKAdVfWUyW3C+yvdG5+7K90R5nT8bnQP2k8r2nCmVk1eAO1fscQpIAdZMvjtX7EFOXoHyWEVdYIJ7gGOmFC9sBHv5XmAvVjonWI9RpxmUapQo3Wtqk3Mhg0EpFyW2LKlonVo5DjSHaHTOISHO6i3WjLKWbFtvxI00thywUqbvNRKUCscWAETBzqerhEOHDmHTpk3YtGkTNm/ejLNnzyI1NRWXXXYZFi9ejLFjx6J///6BXldqJ2JsH5KhfFHfmplSAJCRGIUfj5XyZNoNT+V7gMNFSLHzditQmpy7lstE69Wor7HwJA/A+ap6yDKgUUlOk5k8URqd2xrn1hnNMJist4r92VMKsAdn2mtQymyRsXT1frjrEifD2kx46er9mJiZBrVKUoL8gcyUYlDKTmRgJgSwpxQAdLZN4DtdyqBUY0SmVHP6SQHO/RnJShyrW5qBrRxD2FPKSb1DT6lAiNKxD6ajKh+DUoC1hK+m3sy+UkRBwqez2759+yImJgYzZszA0qVLMXbsWPTt2zfQ60btlCjfa68Xi76oCuAkLHdEcOVUKU+mG/LW+8VTplSBLSshPd41+ydar0FpjTGkg6q+EhllKbF6qFSNN2lNspV/iB4l4hggSUCMLjCZUhXtdLz7zvwSlwwpRzKswdOd+SUY2StZmfgZiJ5S4sKmln1JFGW1IgMz0OV71sA4y/e8M5ktyDtdAQAYlBHfrPfoqnyO1sJskV36IoWj8x6anDcVy/fcs5fvBaYVAIezOPO1fA+wZm8XVnACH1Gw8OnsNiEhAWVlZdiyZQskSYJarYZarUbv3r0DvX7UDinle4bQPdArmVKtVr7HsgNPyryU2dh7iDhf8IlgQMPyPcB+MhPK5ae+OiuCUj6U7gH28j3RU0qc7MXqNT4FtZoirp2X7xVVeg5IuVtOBN8CkSnFJsXOZFlGmZIpFdjyPXtQyrf9IVwdKqpCrdGMGL0GPTvENP4CN1LjIqBTq1BvtqCgvBZdEqP8vJbtj7iB0MFNk/OmYAmwe4HuKSWCgewpZaU0OvfhJpg92zp0r1WI2hOfQvfFxcXYs2cPFi5ciMrKSjz00EPo27cvOnfujFmzZuGNN97AwYMHA72u1E7E6kO/t0BlK2dK2csOeDe9oZIab+V71gu+UyU1kGV7oZQISnVyM+2Kdx7tRFAqzdeglO3CprS6HrIsK4EUf5fuAe3/hDIl1rdtKpYTmVKB6CnFLAdnNfVmGM3W44W744o/MVPKN6Kf1IDO8c0OcKtV1uEXAG/wCGJSqqcm576K0vIY4k6gy/dEmRqn71lVN+GGcZySbc1tRxQMfApKSZKEQYMG4b777sPnn3+O4uJi/Pjjj1i4cCGqqqrw6KOPIjMzE2lpabjhhhsCvc4U5OyZUqF7oK8yBK6/izsiuHK6rBYm26QcsirzUr4n7oRXGkxKRpUsyygs9xxsEftvZQjvv746q0ze8+2CRZSAmCwyKmpNSnPuuAAEUkTwu71mSg3rkYT0+Ah4uryWYC0vHdYjCUDrTN9jloOVKAnWaVQBu5gUOiXYg44sI/Fs76lyAM1vci4opfC8wQPAntWa3MJMKVECzOCIM3FIDXyjcx67Acfyvca3t7jBw+MuUXBoVpGzJEkYMmQIHnjgAXz22Wf48ssv8bvf/Q7nzp3D//t//8/f60jtTEw7v1hsjCzLDh98gb2LLqTGWssOzBbZax+acCPLsjJ9z135XoRWjZRYa0BF9JUqqa5HvdkCSXI/US6amVKKsxXWu+i+lu/pNWrl7/98tcEhU8r/gRRl+l47LRNWqyQsnp7p8XkZwOLpmUrfm8q6wPWUEpOzaoy8sAHsJcEJkVpIUmD7DkXpNEo2FrOlPBOZUs3tJyV0ZSm8E3tQqmWZUizfc8/IRuetqkmNzm3nJRUheq1C1N40OShlsVjwww8/YNmyZbjyyiuRmJiIyy67DJ9++ik6duyI66+/PhDrSe2I0pOnnV4sNsZgssBksZZ2tFZPKZVD2QEnB9lV1Jlgtv0uPDUkbngRIoJ6HWL00GlcD4ExPMlTNLV8D7DfcS+prlfuQAYkU6qdT98DgOysdLw+ewgS3JQ39ugQhcn905SvHftz+ZuSKcV9HoD3PnWBwBI+72rrzTh4thJA8yfvCSLrOBSDUmaLjO1HirEq9zS2HylWPhu9sZfvtWxfFxk7tQxsO6m3WIPageoppbQbYIYaAPt28HX6HtB+h6UQhRqfzm5//PFHbNq0CZs3b8Z3332HqqoqyLKM5ORkTJo0CePHj8f48eORmen5ri+FD5HBUGe0wGi2QKsOzNSRtuI4USwqwKUdjjKSonD0fLXLJLlwJkr3IrVqRGjVMBpdSxszkqKw63ipS1DK3eQ9gOV7juzle74HpZKidTheXIPiKoNDyZn/g1KiT1V7v8uZnZWOyjoTHvrfz+ibFov7Lu+D+/+Ti/zzNVj7SyGmDkyHLMss32tFonwvPsD9pIROCZHYd6YCp9ns3K39BeUwW2R0jNV7PG77KlQzpXLyCrB09X6nTOr0+Agsnp6J7Kx0j68Tjc5bWr4XqRXlezyGOGq1Rucs3wPQtMnYoXBjiyiU+HR2O3z4cADWKXwiADV+/HgMHDgwoCtH7ZPjHYpqgyng04tamzJ5T+f/iWLeiDu8bHZuJ0r3vI2zzmjQJL6g3PpfTxc3LN+zMltknLJduBVW+D5CXTTMLa6ub53yvRDoByEyLzMSo3DlgHQcPFuJl745hGU5B3BFZgpkGUrj7cA0OrduS2Y5WJXVikyp1glKdWamlFe5J239pLoktLic0v55EDpBqZy8Aty5Yg8a5kUVltfhzhV78PrsIR4DU0r5XksbnXNYgluBbnQew0bnTpoyfc9evtf+zyGIQoFPKSx///vfsWvXLhQXF+Pzzz/Hvffey4AUeaRVq6C3lUWF4h0I5U5MK5XuCRmJoXmHtyVKq8XYds8XjxkNyh7tmVKuk/cAe3lUVQjuu77KySvA6L9tQI3tNu+D/+9njFm2ETl5BY2+VpSBlFQFunwvdHrXGWzBIHHc/ONlPZESq8eJkhp8sP24sh0lyIgOQMNce6ZU+9+W/lAmjiuRrVW+Zw2QMyjlnugndVGXlvWTAuxBqeLq+pAYxmK2yFi6er9LQAqA8tjS1fvdlvJZLDJKqq3lex1a3OicxxB3jEqj88BUDEQp7TIYDAQcG537ninF8j2i4ODTUXLhwoUYMmQIJEnCkSNHvC6bk5PjlxWj9i02hCfwicbKvnzo+ZMoO2D5np0os/HW+6XhdlMm7zWSKRWuJ3nirnuhrcm5IO66NxaYSrJd3FgzpWzNud30TGqpOCX1vv2fUNbbJmqKHmdROg0WTroAAPDKxsNKll+EGgHJzmSTYmciUyohuvXK9wAGpTz5+VQZgJZP3gOsxw2RARcK2VI780u8Dj+RYb0RszO/xOW5slojRKzK3fTapuAxxL3AZ0oxGCiYLbKS7Rvtw/S9uEZubDWnRxsRNV+TQ/dTpkxBaWmp2+c2b96Ma6+9tsUrRe1fTAiXQLVZplQIlh20lDJ5z8sJdddk63Y7XWotQRMXfo31lArVRv3etOSuuyAypYqdGp0HrnxP9K5rz+pNtqCUQ/+96y7OQN/UWJTXGvHs2v0AAJUE/JBf4veTY5beOBPB7tbLlBJBKfaUaqisph7Hiq2feQP9kCkFhFZfqaJK3/YZd8uJJufxkdoW9/4UJcAGk4UX7w5EUErP6XsB59js3bfpe6Ivpeu5Xk5eAcYs24gb39yBez/OxY1v7vA5W5yImqfJn0IxMTGYMWMG6uvrnR7/4YcfMGPGDEydOtVvK0ftVyg3i65qQnqwP4mg1Pmqet4VsylTMqU8ZzSkxkZAp1bBZJFRUF6Lwgrv5XvizmM4Ng5tyV13wT59z+DQU8r/GSeOf3/tvYRPBKX0WvtHslol4c9T+wEAdh0vAwBUmyTMfnuX30+Oo2xNik0WWVmXcFZe0zY9pQor6mBq5wFWf9t7ytpPqntylN/6U4bSDZ6UWN8av7tb7ryfmpwD9sA2wN50jowBzpSKVoJS3OYiMKdRSUopvDfiZlnD8j2RLd7wXMjXbHEiap4mB6W+/PJLnDhxAjfddJPy2N69e3HllVdizJgx+Oijj/y6gtQ+xYRwXx4RlArEFCxv4iO1yocom51blSg9pTyfVKtUErrY+kqdKK5pdPpedBjfeWzJXXdBaXReVa9MxgtETymNWqVcCLX3Ej6D2TVTCgBqPQSf/X1yHOl4QclsKXumVCsN6egYo4dWLcFskXG20tD4C8KE2SJjzd4zAKyBO39l4IjPgy2/nWv3ZTnDeiQhPT4Cnop6JVg/64b1SHJ5Tnx+dmhhk3PA2g9P9KCvCcPPTk+MFutGCVhQynYTrdZobtf7sT+Ic7ZovcangQjivKTKYILFtu38kS1ORM3T5KBUeno61qxZg5ycHDz88MM4ePAgJk2ahIEDB+Kzzz6DRtO6F+oUnGL09oN9qKlswshZfxOlaKFwh9cfysT0vUYyGrrY7ozvPVWuZIKkxnkv3wvFLL/GtOSuu5DkWL4XwOl7gD0wLHpXtVcGo3NPKcB+cuyOv0+OdRoVNLZeVTXG9r0t/UEcV7wNUPAnlUpCmu149N8fT7b7QIk/iPKZ/+4+BQD47kixXzIEc/IKsHLnSQDA1kPn231ZjlolYfH0TLfPicvyxdMz3U5OLbY1OfdHppQkSYjSsq9UQ/VKo/NABaXsn63hnkEv+oD6em4uGp1bZHvpnz+yxYmoeZpVRJ6VlYX//e9/ePnllzFixAj06NEDa9asgV7f8rstFBqURuchnCklAm+tSUzgY7NzK6XReSNNWrsmWe+M78wvBgB0iNE7BQAchXI/tMa05K67YC/fC+z0PcB+UtneM6UaNjoHWv/kmI2K7USjc28DFPwpJ68AZ21lxS9vONTuAyUtFajyGfG+5Q3Kddp7WU52Vjpenz3EpWQpLT4Cr88eguysdLev82f5HgBE2rKMeQyxEz2lIgKUKaXXqJSAY7hv96ZM3gOACK0KWrV124mbzf7IFiei5vEpKLVnzx6Xf0lJSbj99tuh0+nw1FNP4eDBg8pzRCKlOBSzTdqq0Tlg74URCg1a/cGX8j3AHszbdcw6pEGMYHdHnNDU1IdfOnxL7roLIlPKbJFRZ8sAClxQypYp1c6D30qjc4eLytY+OWazcyujyYJS23HlyLmqgB8DRKCk3uz8fdp7oKS5AlU+E+plOdlZ6bike6Ly9dyR3bDtkQkeA1KAvdF5kh/K9wCHYwizLRVGJSjVskbynkiSpGz3UKxMaIoqpXzPtwCgRbaXVW49dA5mi4wOMb79LfiaVU5EvvPpqnro0KEe63NlWcbkyZOV/5ckCWZzeJ/UkkP5Xju/WHRH6SnVBuV79gat7CkF2MtsGmtILKYtiSBpmofSPcA5Hb663hSwgEqwEnfd7/7oJ6cLtLT4CCyenun1IgcA9Bo1YvUap4B0oAK4IZMpJRqda+wn0/4opWwK6xQnQ1hmCAo5eQVY/MU+JUhx14d7kO7jft8cjQVKJFgDJRMz07wGgkNJUzIER/ZKbvP3DSa1Rucm+Y3tM8W2TKkOfsqUimK2pYtANzoHrH0wK+tMqAnzZueOPaUak5NXgKWr9ys3tB755Bf8/euDiG6kzFKC9VzIW7Y4ETWPT1cK77zzTqDXg0KMUr5naN8Xi+5UtmWmlK1BK3tKWYPgSvleY5lStqCU4KnJOWBNh9eqJRjNMqrqwi8oBVgDU5GavaiqN+OxKf2Q1Tkew3ok+XxhnBSjU4JSsXpNwC6oxXGmvU/fM5isFxOOmVKilLKwvM5t0MLfJ8fKBWWYTs4SGUsNt7XIWPJWBtVc4RAoaapAZQiGQ1mOYzDoWHHj5wgi0zjZT5lSLAF2Jcr3AtVTCrBnBoV7ppSv5XuejvXnq+pxHoBWJcFokSEBTsv4mi1ORM3j01X13LlzA70eFGLsfXlC7+REBNrapNF5kr2nlMhMDFe1RjMMtgyTxnpKuQSlbCPY3ZEkCdF6DcpqjGGbNVJbb0aV7cLihmEZSkaSr5KjdThuuyiKiwxcUC8uRIJSSqaUw/Q9UUp554o9rXJyHM7le22VsRQOgZKmClSGYGtnHrYFx0bXx4qrG13+vB8bnQPhfQxxx2i2wCwHdvoeYM8MYqNz637nLVPK27FeSIzWYcn0/nhyzX6nmwa+ZosTUfMEpsiZwp4I2IRkTylD22VKdU6MhCRZ70QW2+5yhqtSW+meVi01mnIdH6lVAhgAUFVn9No7JFonMv1Cb//1hbgIjtSqmxV8dexREhvAv5O4UCnfc9PoHLCXUqY1yOxrrIFxc4Rzk+K2mrgUDoGSpvLHsIXWfN9g4ngT8FRpLYxmi5el/V++F6kN32OIO3UO5ZSBanQO2M9XqsN8u/tyw7ixYz0AFFUakBitw7ZHJuDWMd0BAEO6JjTao42IWsanoNRdd92FwsLCJr3xp59+ig8//LBZK0XtX4wyfa99Xyy6I/pktUVPKb1GrfRDCvcSPtGMODFK12jGWE5egdOJ8qubjnidbmUvPw3PoNTZCusd9NQ4fbOy8RwvcgKZKRUq5Xv2nlKuH8nZWenY9sgErLhlKG7qY8aKW4YG5ORYjHOvDcO77W2VsRQOgZKm8sewhcbet+ErQ6UsxzFTxmyRcarUc+/JepNFmULor0bnoows3DN2BFGWDbg/tvuL2O7hmtktVCuZUp4DgE051qtVEkb16gAAMJrldn1sIGoPfDpKHjx4ED179sTs2bPx9ddfo6bG/cXw4cOHsXz5cmRlZeHWW29FYmKi2+Uo9ImATShe1LdlphRgnyQX7hP4fO0nJfoHmCy+T7eKVspPQ2//9YU4cWtuhkaSQzllIHtyKY3O23nvOoOb6XuO1CoJw3sk4eIOMoY3obdXU4Rzk+K2yljyFigR2nugpDmys9Lxt2sHuDze0gzB1sw8bG0Wi4xaWz84MUHs2HnPJXzi81MlAQl+unHA8j1n4vcRqVUFtNVClC68z1eEKh8anTf1WJ9quwlcWBE+JdREbcWnq+oNGzZg1apVePbZZ3HllVdCo9GgT58+SElJQUREBEpKSnD06FGUlJQgOjoa8+bNw+OPP46UlJRArz8FKfGhEIrT95RG522QKQVY+yPtPFbi9S5oOBDlewleJu81t1eMUn4agvuvL0SmVEpc8+6gOwelAvd3EmqZUp6CUq0hnJsUt3ZTeUciULJ09X6XspJFUy5s14GSluiWHA0ASInV47Gp/ZASG9GkYQueZGelY2JmGm55dye2/HYeN1ySgad/N6DdB/7qTGbItp03s1Mcvv3tnNe+UqJ0LylaD5WffnalfC9MhyU0VGfrch7I0j3A8SZaeG93XxqdN/VYL4JS56sMMJot0KrZ9YYoUHz+67rqqquwY8cO7N69G0888QS6d++OsrIy5OfnQ6vV4qqrrsJ7772H06dP4x//+AcDUmFOZBGFWk+pepNFyWqI1bfNVLaMJE7gA4CyGnFS7TlTqrm9YmKYKQWg+Zkh4k49EOjyPet7V4RKUKoNT3iVLIcwvKAMVMmYr0SJ5sr5I/DyDYOUSXv+7mHVnhw9Zw2oZHaKw1WDOmNkr2S/bX+1SkLPjjEArJ8f7T0gBdgDEpIE9EuLBeA9U6rY1uTcX/2kAGZKNWTPlApwUErHsknAIVNK5zko1dQy3uRoHTQqCbJsDUyRd2aLjO1HirEq9zS2Hyn22ruVqKEm38IePHgwBg8eHIh1oRDiWL4XSlPiHIMU3urWA4nle1ZinHWCl/K95vaKUXo0hOnJ9bkWZko5loNU1NbDbAlMPwZ7plRolO/pA3zx4o290Xl4XthkZ6Xjqauz8NjneU6Pt9bEJbVKUoJRWZ3jMfGFLfjm1yL8dKIUg7uGXyuEo+eqAAA9OkQH5P1DrcWA+LuN0qqVbXas2PM5gsiU8tfkPcAx2zI0tmlLiaBUhDawNxuUTKkw3+7VPpTvAZ6zU90d61UqCSmxepwpr0NheR3S4z1Pbg53OXkFLts0nRMLqQnapv6IQp7IlJJlazlIYx8S7YU4gY3UqqFpo6yGrsnWoNTJ0vAOSpXZyvcSvZTvNbdXTIxeTHULz5O8s7YgXWozglI5eQV43OHC/tOfzmD70ZKAnJiESvmeIYgypcKxfE9IT7AeBzISI/Hg5L5+Kxlrql4dY3DNkC743+5TeGH9b/jg1uGt+v2DQb4ty0dkNPmbfRhL+z52COLvNlKnQXclKOU5U0pkffiryTnAY0hD4rge+PI90eg8vLe7+Pl9aa0hynh35pegqLLO67E+NT4CZ8rrlLYG4cxskfFDfgl2n5eQnF+Ckb1ToFZJSu/WhnlRondre+/ZR60jNCIFFHQitWqoJMAiW+9ehEpQSukn1UZNzgF7ptSZsjqYzJY2C461tVIfyvea2ysmJsyn2RSJTKkmlu+19omJaKLe3jOl6m1TmtqypxRLb4DfzlqzcwZ1TcRVgzq36brce3kffP7TaWw9dB47jhZjRM/kNl2f1nbUFpTqFaBMKeXGQ4gc40V2UrReje62flynSms99sEptmUaJ3v5/GwqBqWciWNpoMv32OjcqqlDiByzU71JtZ0HnQ3zZufOmVBqvH9oF9LjI/DE1H548v+z9+ZhclTX3f+3el9mpmfTLAIBYhPIIwESFsjCBmMkxIAIP5wQG6OYGBO/4ICJWRyCA1LMEog3DAmxMUl4EVj2GwcbgRhLgIHIaENCwEhCCG1omUWz977W74+qW1XTs3XPdHede7s+z+M80XQxfaf69q1zz/2e73lld97erRYW2ZTnbtai6EiSpJtFC/SgZA+9ShOTbA2VbrgcNqQz8rh+SaKjG52PHVRPtg24doou0NzNh+4gS0rlfoo+kak8oAQmhfQYYEqpWDKj+TLxSCKtlu+ZaXTuLO+SVQD4uDMIADizoTjqnHyYUevDX352BgDgx+s+hiyXjzdHIpXRytMtpVRuMJWIz+VAY5UbXqcd6Yw8ZkOUPrV8r5CeUuVeApxNTCvfK25SqsIq3wOg//0VBbbWYN06y7kDHztwzN5zdA7GcOsL703Ku9XCIhsrKWVRNJgJsShBHwCE1NbzZiqlbDYJJ9Yode3l7CvVr570jle+B0yuDbhfML+RfIgl0xiMKvO8oSp3pdRkTeWnglGmz7NaiiXUzExKsdP2aBlvbD7uVpNSqlG02fztpafD5bBhy8E+/OLt/WVjHnu4P4J0RobPZZ9UCXEuCOsp5bJDkiScrJb5j2V2zozO6yoKWL7ntNSWRqJJZV33FtlTiinUrPK93Dyl8oV5a5arUiqXA8dcyNXj1aJ8EaOmyoIkFYIFfYChfM/kcsSTan3Yfzxc1h34WPneeEopRj7+AYBh7gqUUM2V46pKyu2woSqP5OtkTeWngsNug89lRySRRjCWKugGq1Sk0hmwHIOp5Xvu8i69SWdk7FXL985spJGUag54cdHp9Xjjo2488upHhp+LbR7LOu/NrPcXrUmKaGpY9r1lCYpT6vz4qDM4pq9UT8gq3ys2zOi82A0sWLxSzgq1eCqNZFp5kBY6KdVUVd7lexMdOObKZLs5W5QPVlLKomgw80XeTYiNaDXrJielmK9UOZudM6Pz8TyljOTqHwCUtxyeBV6NVZ68NoSTNZWfKpUeh5aU4pG4oezQ1KRUmascDvdFEE9l4HbYcFKtz+zhAFBKJt74qHvEz0U3j2Wd94pVugeId2jGym79quJRMzufUClVjO575bmGZBNPlshTisUrZayUMv7t7DtQKPSkVHkanU/1IHEs71YLi2ym9M09fvw4otGR9eonnXTSVH6thSBUsPI9QYI+QFfOmFm+BwAzaln53uh+EaKTSGW0eTVR+d5kKOfyvcn4SQGTN5WfKpUeJ7qG4tyW7xm9sMztvsdO28tzY7OnSyndO6OxgoQZKyuZGA3RzWONSqliIZoaNqI+q5ji8RRWvtc7+sFVr6aUKmT3PbUEOFmea0g2pSrf0xqzlOEhGiNs6Ixd6PWQ2Rh0lamH61QOEsfzbrWwyCbvlTIYDOKb3/wm/H4/mpqaMHPmzBH/s7AADJ4NnG4WR4OC0TkAnFitJKU+ODxQFh4j2QyopXs2Se/AVkhE27DkQ7eqlGrI08tlsqbyU4WZnQ9x+lkxk3O7TTK1k6aucuDzPk6VvV3M5JxG6Z4ZHm1UOMA6700rXlKKrRvRZBqpNL9NEhjh7PI9ppQapXwvmkhryedCKqV8Zb6GZFMqo3Or+55ekVGMTt/MjzQYT5XlPWYHjmMhQSkp/7fr56EpK24cz7vVwiKbvL+9d9xxB1544QXcdNNNmDt3Ltxu/jw8LEqDaPJ4wOApZaJSqq29A/e/tBMAcKgvgq8+vUl4j5FsjJ33bEU4fdHK9wSau7nSpSml8j8dY6byettghaYizk+WlORdKWWmSgrQN5TlqnLYw/ykiJicm+HRRoX9PWr5Xn3xyveMm9dwPI2Aj+++P6xBgVa+V6ckpY70R5FMZ+A0rC+sdM/lsBXUioAltmPJDDIZuSjPZp6Iakmp4s4t9pkn0zISqYypZeBmUazOe8rvdMDvsiOcSKNrKFbUsmKKsAPH/7Nq+4jXjAeOS1uacXlLE+b/YD0Gokk8fE0L/nLBSZZCyiJn8n4avfLKK/jnf/5nfOc73ynGeCwEQjcSFWeTEypSd49cYW1Zs3VRonuMZNMXZibnhVdJAfrcDSfSZRdcd6u+CfkqpRj5mspPFaZ44NdTSlkfzd5IsKRUMi2P2MSWA5pSqpHGhsMsjzazGYwmNRPumUVUSjntNrgdNsRTGQTjSQSK9CwpFbpSSlkPG6vc8DrtiCbTONIfHVYK2WswOS+kkTxbQwAlIWNWnESFmHrgUHSllCERE0mk4HIUTv3GC8WOzRsDHuw/HkZnGSalACWuO31aBT5R/f4Y2QeOdpuEk+v9GDg8gLpKt5WQssiLvKPOWCyGOXPmFGMsFoKhK6X4VDCMBivnMqN8L5e2rCvX7CqLUj5WvleTQ+e9yWA8PS43nwamvGicwmaXmcr/2bknYOFpdUUNTCo1pRSfnxMzOjc7KeV1GTc24hwk5EIyncG+47Q677GSibG+OaxkQjTzWGZy3lDpLnpDkUqBOvBFtE258j2WJAknM1+pLLPzYpicA4DHYQfLcZXbGjIasURpjM6ddpv2/BBhLk+GcJGTUszsvLtMzc6PDUS1hNTj183FX52RxqpvnI8N37t0xEH4CdUe7b+xsMiHvKPg1tZW/O///m8xxmIhGFrAx+lmcTS07nsmlO+Vs8dINqx8r1hJKbfDBoeaSCm3jjZTVUqVmipNKcVn8ptK+Z7LbtOSh+XWge9QbxjJtAy/y44TVL8+szHLo81smJ/UqUVUSTFE8g5kSSBjcpmV8GX7SvUUweQcAGw2SUvAlNsaMhrREnlKAfpcLtdkYLjInbEb1aRU55B45dK5sOb9YwCUw5LWOU2YXy/jgjEU8NMDyjPUSkpZ5Eve397vf//7+PM//3NUVlZi2bJlqKsb2WK9tlaskzuLySGkp5T24Cu91L+cPUay6deUUsX5HCRJgt/twGA0qSr9xCqRGQ82f3gpC+K9fI8lpdxF9h2ZCEmS4HPaEYynys6oeE+ncgJ8RmNlQcuZpooZHm1mwzrvlaJEhh0uBQWIUVgygvkLAQaz8yylFCt/L7RSClBK+CKJNCJJ/u/peKQz8oQl6szovNjd9wDlvveFxYq384HZhBStfI914CvTpNRLalLq6nOmT3jt9GqWlCrPe2UxefL+9ra0tAAA7r77btx9992jXpNOl2em3mI47OHA62ZxNFgnwWKXFYxGuXqMjEa/GlTX+IvnnVChJaXKZz2Lp9KaCq2RE6WUVr7HaZlwnIhSClBUFkpSqnzmPADsIeYnZYR5tD30yi78x58O4rOn1GD13yzkQiGVy8Y9G93k3FJK5QMrM/cNU0qp5Xu9kWHX9oYUNWx9ReHXeL2Lp7hrSFt7x4hE8WjNZqLJ0nhKAXoyMlJG8YqR4iullO9KOSal9h0PYeexIThsElrnTHwQwpJSRy2llEWe5P3tvf/++0mdJFrQpUIgvwYG+1sqTSjfYx4jnYOxUX2lJCgn6KJ5jIyG3n2veIo1kTYsuXI8qHdlCnj5MP4VRilFoGOSrww2lKOhm5zT8JPKxm6TcHZzFQDlsIeHhFSuG/dsdKVUKZJSyhonQowSGUUpoimlssr3mNF5bREOdXxO5f1FLd/Lp9lMvITle8xLTIS5PBn0pFRx7jXzlOocx0JDVF7aoaikLjqjHrV+F5LJ8Q8Ap6ueUh2DVlLKIj/y3lmvWLGiCMOwEJFKAcv3WILCDKUU8xi5ZdV2SMCwoEhkj5HRYOV7tUXylALKM8jrUv2kplW4uTl8YEqpoSifSqlEmobROaB37iq78j01KTWriWZSCgDc6sY2rqovKDPZLrGZjKx7StUXX7Umku8lK5cbzVPqSH90WEfNnrDefa/QiKyUmqjZjASl2czi2U2w2yRNKVWK8j2/uzzXbkYpuu8BeoxULsiyrPlJ5VK6B+hKqe5gHIlUhkRsY8EHU5opsVgMHR0diMXKL3NsMTEVAgV8gBIws7bLZhidA7rHSFNgeIleU8AzZqAvIiwpVV3EpFSFR5xT9Fw5zjrvcVK6B4iklCr+afpEMKWUqCqH0Ygl0zikljdRVUoBgEcN7GMp2p/NVLrEHhuMIp7KwGmXcGJN8Q3n2eGSEJ5S8ZGeUo1VbnicNqQzMo7066qFYpbv6WpL/u9pNvk2m4mVUimlfu7hMlq7jZTK6Lw7GEOmDDpcM3YeG8L+njDcDhuWfKYpp/+mzu+Cy2GDLJdnuaPF5JlUUuqdd97B5z//eVRWVuLEE09EZWUlLr74YmzcuHFKg3nkkUcgSRLuuOMO7WeyLGPFihWYPn06vF4vLrnkEuzcuXPYfxePx3Hbbbehvr4efr8fV199NY4cOTLsmv7+fixfvhyBQACBQADLly/HwMDAsGs+/fRTLFu2DH6/H/X19bj99tuRSCSm9DeVM6IZnYcNQZYZSinG0pZmbPjepXjoGsXfrcbnHLUtq8gMaN33ilm+pwSSYUHmby50q+V7PPmSsaTUEOdJKQqniSKrHMZi//Ew0hkZAa8TDZV0k7G8KKWm0iWWle6dVOuDowQeayIdnI3mKSVJkt6Bz2B2Xmyjc0DMNSTfZjNRzei8+EkpXxnGK0aKbXTOng3JtKwdipYDzOD8S2c35LzvkSRJ62Jr+UpZ5EPeT/1Nmzbh0ksvxd69e/E3f/M3+Kd/+ifcfPPN2LNnDy699FJs3rx5UgPZunUrfvGLX2Du3LnDfv7YY4/hxz/+MZ588kls3boVTU1NWLx4MYLBoHbNHXfcgRdffBGrV6/Ghg0bEAqFcNVVVw0zXL/++uuxY8cOtLW1oa2tDTt27MDy5cu119PpNK688kqEw2Fs2LABq1evxm9/+1vceeedk/p7LIBK1a8hnspoGy+eYck1p10y3f/FbpPwpbMbASibcT4KrQqHVr5XRKNzdvIoSlI1F9ipFk9KqSpmdB7js3wvripfKBidaxvKpHgbyrHY262bnFMuWWXPnDhxpdRUusRqpXsl6LwHGA/O+Fw7GOmMjJiarMzelGtJKdVXSpZlzVOqrihG56yMjPY8nQz5NpuJakqpEpTvaUbn5ROvGAkXuXzPabehXk3idpaJ+ieTyb90j8F8pY5ZSSmLPMh7pbz//vsxd+5c7Nu3D//6r/+K++67D//2b/+Gffv2Yc6cObj//vvzHkQoFMLXvvY1PP3006ipqdF+LssyfvrTn+K+++7Dtddei5aWFjz77LOIRCJ44YUXAACDg4N45pln8KMf/QiXXXYZzjvvPKxatQoffvghXnvtNQDA7t270dbWhl/+8pdYuHAhFi5ciKeffhovv/wy9uzZAwBYt24ddu3ahVWrVuG8887DZZddhh/96Ed4+umnMTQ0lPffZKF78gBinN4Y/aQobF7YKWc6U14nN+mMjMEoMzovZvle+SWlulW/hIYq/pRSvCa/44SUUsxTKipg6c1Y7OmkbXLOYCVAceJzfCpdYvcfVzvvlcDkHDB4SnG+xkcNSWSjUgowmJ2rCb9gPKX52BXDU8rnZCXAfN/T0WDNZsaK/iQoZv4LZtYinZGRTCtlXqUxOmdzWbxkYC4wpWCxjM4BvYSvXErS3j3Uj47BGCrdDlwyqyGv/3Z6QFFKjaeatbDIJu+U8qZNm/Af//Ef8PuHBw1+vx933303brrpprwH8e1vfxtXXnklLrvsMjz44IPazw8cOIDOzk4sWbJE+5nb7cbFF1+Md955B9/61rewbds2JJPJYddMnz4dLS0teOedd3D55Zdj48aNCAQCuOCCC7RrLrzwQgQCAbzzzjuYNWsWNm7ciJaWFkyfrmeDL7/8csTjcWzbtg1f/OIXRx17PB5HPK4b37EEVjKZnLBDgZmwsRV7jF6nDdFkBv3hKCpc5idypkJ/WFlc/W4Hmc+2xudEfySJY/1hVLnN39SWgr5wArJa0u93Dp/DhZzXXjVJEIwmyHzexaZT7ZZS66MzxyfCbdP9HfpC0aJstIpJLMEUmOPP21Ks2W6HskaHorSfX4VkT6fyzD6t3kf6b7ZDSSTEkmnS4zzvxEo0VbnRNRQfp0usG+edWDksTkomk/ikW0lKnVzjLcnf6FXn+xDn830wrMSgNgmwyWkkDSWeM6oVNdSBnhCSySS6BpTklN9lhx2ZYdcWAm0NifF9T8fivitm4bbV74/7eiadGnYQ65AyRb8XHu2+ixevpDMy3j3Uj+5gHA2Vbpx/cs2Ihj5B9aDSPcFzdCo0VLqwE8Cx/ohw93g0fvfeYQDA4tkNw9aKXGKRxkolDjvcFy6Le2UxPrnOgbyTUul0Gm736JJfj8czrGQuF1avXo3t27dj69atI17r7OwEADQ2Ng77eWNjIw4dOqRd43K5hims2DXsv+/s7ERDw8gsb0NDw7Brst+npqYGLpdLu2Y0HnnkEaxcuXLEz9etWwefzzfmf0eF9evXF/X3O2AHIKHttTdxQmkOP4vGRwMSADvkeARr1641ezgAAI96f9e+sQH7q8vDfLErCgAOeO0y1v+hbdRrCjGvjxxVPu89+w5h7doDU/59PLDvmDKfDn30AdZ2jh14U8NtsyOekfBy22uYVnx/5ILSfliZZ51Hj2Dt2k8nvL6Ya3bnERsAG9r37MXa2J6ivQ8ldhxQ5nzfgZ1Y29du9nDGpFtd98LROJnnz1i0Nkn4jyF2SGLcPMqQAVzRGMEf2l4d9t+sX78euw4rn0Xn3vextqv468+ePuW7d6Szh/w9HQ82N1w2Ga++Ovy+dg4qr+36VPkb9w8p//ZIqaL8zccOK2vIro/3YW1yb8F/PwX++kwJqz6xIZEZPrdvOD2D9KFtWHsICCYBtsV6+49voNhNkQ91KHP5k4OHsXbtoeK+WQl5v1fC/xy0YSCh38Bql4xrT8ngnDo95u0dUtaOHVs3oWdXccYS71fm9oZt7ajs/qA4b0KEdAb4/XblnjbGDo8am4wXi/R0KfPx/b2fYu3ag0UbpwUfRCKRnK7LOyl1zjnn4KmnnsKyZctGvPbzn/8c55xzTs6/6/Dhw/jOd76DdevWweMZW/KdXSoly/KE5VPZ14x2/WSuyebee+/Fd7/7Xe3fQ0NDmDFjBpYsWYKqqqpxx2gmyWQS69evx+LFi+F0Fs8s+icfb0CwN4JzP7sQnz2lZuL/gDBSeyew+wM0T6tBa+sCs4cDAPhN9zZ07OvFzLPPQet5+dV888q2Q/3Ajq2or/KhtfXzw14r5Lwe2HIYL326G9XTmtDaeu6UfhcvrPzgjwCSuPLSi3BWE+1yJiMP73wLXUNxzL/wIrScQHfdHY1d6/YCRw7g9FNPQWvrWWNeV4o1++PXP8GbHfvRfOLJaG09uyjvQYlIIoU7Nr0BALjh6i+RVtkdG4jioR3/i7RkR2vr5WYPZ1xaAczb2YV/euUjrXkCoJQx/fDLc3D5Z/QDQDavP3/Jpejf+DYA4Ppll5Xks6jd34df7nkXDm8FWlsXFf39isXOY0PAjk0I+Dxobb142GudQzE8sett9CdtWHz5Yry5pwfYuQMzGqrR2nrBGL9x8hx8cz9eO/oJGk+YgdbWzxT891OgFUDXr9/HK+1duHpuEzYf7EfXUBwnnTkbrQtPBgCl2+G7/wunJOPyJcWNswEgvO0IXjy4C1V1DWhtnVfU9yoVf9jZhf/c+P4IxeVgQsJ/fmzHE185R1tL/mHb6wDSuPzSS3ByXXEEAfv+uA/vvLEPgSZx5zbj7b09CG/ejjq/C7f/5ReGNZ7IJRap+qQXq/dvQ8pVyfXaalEYcrVByjsp9fd///e45pprcN555+GGG25Ac3MzOjo68MILL2DHjh343e9+l/Pv2rZtG7q7uzF//nztZ+l0Gm+//TaefPJJze+ps7MTzc16Z7Hu7m5N1dTU1IREIoH+/v5haqnu7m587nOf067p6uoa8f7Hjx8f9nuyTdr7+/uRTCZHKKiMuN3uUZVjTqez6A+hQlDscVaqJsSxtMzF/RgP1qCnyusi87ewGvfeSIrMmIpNMKGEKLX+sT+HQszrar/yvQ4n0mVxbxOpDPrCisT2hNoKrv7mKo8TXUNxRFP8rTMpNeL2uBw5jb2Ya3aFR0kExDi8j5PhUFcYsgzUV7jQVE1bylvhVUonEqkMHA4avobjcdW5J+Lck2tx0aN/1H5mlyQsaZkO5yj+aUeHlLUn4HWiMeAryd9X7Veen7yv8UlZuVc+98g15MRaBzxOG2LJDLpCKQzElGqG+gpPUf7mCm95rCFhtZTpojMbsODUenz/d+14duOn+OtFp8JhtyElK3YPTntp9gOVXiVeiSYzQtz3dEbGQ6/uGbUEWIaiv3zo1T24Yu4JkKB8hwEg4C/OvAaA6dVKsqs7mBDiHo9GOiNjy4E+/PvbSnXAFXOa4PWMXh013rw+qV5pVtExGBf2XlnkTq5zIG8TmquvvhqrVq3C8ePHcffdd+OGG27A3Xffje7ubqxatWpUBdVYfOlLX8KHH36IHTt2aP87//zz8bWvfQ07duzAqaeeiqampmESwUQigbfeektLOM2fPx9Op3PYNR0dHWhvb9euWbhwIQYHB7Flyxbtms2bN2NwcHDYNe3t7ejo6NCuWbduHdxu97CkmUV+sO42QQFaLgfjutE5FaapXdKOG06jRYeZutcU+SSddbMRwaQ/F3pCyhxy2iXU+PgKIphh8RCH6wwzZ3c7im+GOxHMJDma5O8+ToaPuxQPI+om5wDgNpglUzc7Z7BxVrodmFbpRjiRxqb9vaNeyzrvzaz3lyzhpjWz4HDdMMKeUdkm54BSAaB14OsJo1dd54ulRNPWEAGNzo2wmLbK48CX552IWr8LR/qjaNup2H2wboiuEll9srg0LMh933Kgb1yTbBmKifaWA33DusUWMz5vDChJ7M4hMePttvYOXPToG/jq05uw9WA/AODVDzvR1t4xwX85EmZ0HoqnMMRpZ2SL0jOp5fL666/H4cOHsWvXLvzv//4vdu3ahU8//RRf/epX8/o9lZWVaGlpGfY/v9+Puro6tLS0QJIk3HHHHXj44Yfx4osvor29HTfeeCN8Ph+uv/56AEAgEMBNN92EO++8E6+//jree+893HDDDZgzZw4uu+wyAMDZZ5+NpUuX4uabb8amTZuwadMm3Hzzzbjqqqswa9YsAMCSJUswe/ZsLF++HO+99x5ef/113HXXXbj55ptJl+FRhwV9YQE6gmjd9zyEklJqS+fjITEfkqPRH1aTUkXsvAcYu9mIEeRNBOsoM63CTV6FkQ1TZAY5DH70pJT5jQq86oZShPU6Fz7u4qPzHjB8fsQLbE5dLKKqesHvduCysxVfz/W7RqrWAWB/j+I5UarOe4C+gQ0lUshk+PVkjLD77Bo9NtGSUr1h9KrPT9a9t9CwpBQbk6iwZ02Vxwmvy44bLlTK9p5+ez9kWdY6IpYqKaXdd0HW7u5gbl3buoMxLSlrt0nwOIt3w5vUyoRuAbvvtbV34JZV20ckAvvCCdyyanveiSmvy64dbh4biBZsnBZiM+lvryRJOOuss7Bo0SKcddZZRdvE3HPPPbjjjjtw66234vzzz8fRo0exbt06VFbqQeRPfvITXHPNNbjuuuuwaNEi+Hw+rFmzBna7fmr0/PPPY86cOViyZAmWLFmCuXPn4rnnntNet9vteOWVV+DxeLBo0SJcd911uOaaa/DDH/6wKH9XuVCpbez52yxmw/6GSkpKqUolKSXiQ3Is+iPK51BdZDWPKO3Cc4V5vzRU5dbSnRLss+JRkRlPqZsXu/lJKV3lIMbGZiL2dPKTlHLYJM0smc0Z6rDEhM9lx+LZig3Ca7u7IMsjE0AHVaXUadMqSjY+tm7IMoapLXiD3WfvKEopADi5Xik7OtgT1hSxdRWjl+RMFZ+aGBM9KTUUVZ417EDkrxaeDJfDhvePDGLrwX4tKVXEHMkw/IIppRoqc4tDGio9GFQ777nsEjbt70O6SAlmzS4jnOBmDc6FdEbGyjW7xiyVBICVa3blfV+nVytqKSspZZErOe2u3377bcybNw8VFRV4++23J7z+C1/4wqQH9Oabbw77tyRJWLFiBVasWDHmf+PxePDEE0/giSeeGPOa2tparFq1atz3Pumkk/Dyyy/nM1yLCRBFHg/oyQlK5XvswV1OSqmBSGmVUuWiGtGSUpXF2awUE10pxd86k0irZR4ElFJMaREpk/K9vZpSqnSJkMkiSRI8TjsiiTQ35XsRdYPsddnxudPq4XXa0TEYw85jQ2g5ITDs2v29SlLq1PrSKaXcDhscNgmpjIxwPEXq2Z4P7D773aMnpWZqSqkIkup6U19kpZToiW1NKeVV5kx9hRtfnncCfrXlMH7x9n78+fwTAZiQlBIkXlkwsxbNAQ86B2OjJksAoMbnRH84gb/91XYAip/WV5/ehOaABw8sm42lLc1j/JeTo8bnhMtuQyKdwfFgHCfW0O+wngv5lEouPK0u5987vdqLnceGcHSgfA7NLaZGTk/gSy65BJs2bcKCBQtwySWXjKmKYp3q0mkxFkWLqaN5SgmgNglSLN+rLD9Pqb5waTylKgzle5mMDFuxezqbDFPbNVTxl5Sq0jyl+FNkUizfE13lAChz5ZgaiJ/BgVIKUOZIJJFGjBNVD0tMeJ12eJx2fOHMevxhZxfW7eoalpSSZeCAWr43s4Tle5Ikwe92YDCaRDCWQiOnTg0sEeEbq3yvXi/f86jedXX+4qzz2hoicGI7lc5oxtrsQAQAbrroVPxqy2G8/lEXZk9XJpPLXpqyUD8rvU6kcupQTh27TcIDy2bjllXbx7ymP5LErS+MfL1zMIZbVm3HUzfMK2hiSpIkNFS5caQ/iq6hmDBJqXxKJfPhBEspZZEnOe2u//jHP2L27NkAgDfeeIP7xc6idGi+PBwqGLKhqJRiSalgLIVYMg2P03yz5GIzoJbvFduM2/g5R5JpUp97MehWzTsbc5TNU0Iv3+MvKcVULxSUUuWicgCAvarJeXPAg4CXD2N/xQw/yY1SipUwsUTF4tlN+MPOLqzf1YXvLj5Tuy6YVJ5hkqT7H5WKCjUpxXOZtqaUGqN8j93TI/1R7TlWW3Sjc3HXEONcqTQcUp7eUIHLzm7Aa7u78cu39wEAEmmlPKrYKwyLtWVZ+d6NlaDkiaUtzXjqhnn43m8/1Er0AGXNPqupEn/cc3zU/45151u5ZhcWz26CvYAHik1VHhzpj6JzUJyD4HxKJfNherVyvZWUssiVnFatiy++WPv/L7nkkmKNxUJARPLlYYm1SkJKqSqPA26HDfGUIieeUSvGyc149JeofM/jtMFuk5DmvLQjV9gpGI9KKZ7L9ygmpcpBKcVMznlRSQHQTHx58TMxekoBwKVnNcAmAbs7hnC4L6I9r46rB/AnVHtLfrBSKYDFgO4pNfozqrHKDY/Thlgyo23ui1a+5xSrjGw0mJ+U12mHM8sLcO6J1XhtdzciajOCgyEbLvnR21hx9WcKXk5mxGv43oTjYiSlACUxdWwgin96eTfOnVGN7y09Cwtm1mLLgb4xk1LA5EvOJoJ14OsSyMd1olJJCUBTwIMFM2vz+r3Nage+Dqt8b1KkMzK2HOhDdzCGhkrl/hcywUqRvKPgSy+9FB999NGor3388ce49NJLpzwoC3GoEKiDma6UonOqLkmSbnZeJiV8pUpKSZKknTzzmOzIl64hy+jcDFj5HgWjc7apFVnlwGBJqVkc+Ekx3GrpVYyz7ntsg1zrd+H8U5SNzeu79S583VEl0J5ZQj8pRoUAzVgmUkpJkjRCgVas8nemiosm01x3NByPoSw/KUZbewd+sv7jEdd3DcUn1cEsH2w2PV6JCGJ2zmBJ17OaKrHwtDrYbVLRSs4mginJRUpKsVLJ0WApkAeWzc47IcKMzo9aSqm8aWvvwEWPvoGvPr0J31m9A199ehMuevSNoq4hFMg7Cn7zzTcxNDQ06mvBYBBvvfXWlAdlIQ6apxSHm8VsKHpKAUZfKXEekmMhy7JevucvfnKwQjMP5X/+ToQYRuf8bSwTlJRS6ml7Ip1BKs1H4mOy8KiUcnOqlDJ2hVt8ttKFb/0oSalSdt5jVHCc0GZonlLjqHmNSalqn3OEwqdQ+AyfdYyTeZovLCll9JMqVgezfPAJdAhsJDiKdUaxSs4moimgxEciJaUAvVSyLitZ3RTwTNqbi3lKdQ7FijrvRaOtvQO3rNo+wnyeeaWJnJgq6FOpo6MDPp/45UMWucMCPhE29RQ9pQA9iVAOZufBeAop9eFWbKUUYOgeKcD8HY9UOoPeMEtKWUqpUsK67zEVjJkYkwcRTsy0J8vHqqfULJ6SUmriMs6JUoqZXRtLixbPVpJSm/f3aaVk3WrsfWoJTc4ZIqi5J1JKAcDJ9Xpsnr3xLCTGz1rUMmD2nKkyHFDm08GsWLC5LNp9D41yIMxKzsbS7khQvKfyLTmbiEZVSd4pWFIKUBJTj315LgBgRo0Xv7r5Qmz43qWTLjudVumGQ7XAKLRiTVQoJLfNJKfd9e9//3v8/ve/1/79gx/8ANOmTRt2TTQaxZtvvonzzjuvsCO04JpKtdSN54APUBQ67G+g5CkFlFcHvoGwsolh3ZyKjV+ADUsu9IQSkGVFxl3MDUuxqNS67/H3OVFSSrkdNtgkICMrpVdVHjqlyoWkP5zQ1svTG/gp32NrHi9G57EsTylA6QR3RkMF9naH8OaebrR+pkFTSp1aX/rPQixPqXGSUga/SafNhnRGLoo/ic0maf5VopYBD0VHKqXMKiczwr5nosUrox0IG7vzScCwTfxUSs4mgiWlmN2BaLDDqBNqvFP24rLbJDQFFGP4YwNRzWPKYmzySW4X0iuNCjntrnft2oX/9//+HwClNv2NN96AzTY8gHa73ZgzZw4ef/zxwo/SglsqBAj4AMXDg2WmqSmlplUoD8ly8JTq0/ykSrNZrhCoe+R4sEB5WoUbNg6NFKs4Lt9jpVhuAkkpSZLgczkQiqeEO21npDMyXnzvCABgWqWLq46lbI7EOFGxjZUsWTy7EXu7Q1i/qwuLz6pHj/rommkppSZFWL3P/jHMrdvaO/DDdbrX0UddQVz06Bt4YNnsophv+1wOxJIJYdeQ4ChNb8wqJzPCPv+IYCbzYzUZYiVnK9fsGraRbwp4ija3m6p0TylZloXrRh8ucEXI9IBXTUrFMP/kgvxKoaGQ3DaTnGbdvffei3vvvRcAYLPZ8Mc//hELFiwo6sAsxEAL+BIpZDIylxteAAiqJqiSNPzUlwKsW1o5KKWYyXl1CUr3AIOnlGDGodmwU79GDjvvAXpSKp7KIJHKkFAd5QolpRSgJBBC8ZQQJdfZtLV3DNvAHA8miro5LzSsxJMXpRQ7dfdlJf4um92If3tzH97acxwHesLIyIq6ptmEJguscUmQ4/keUcfuc4+MTZg/SXaxB/MnmaxfzHiwEj7RDLcZWvmeVz8cK1YHs3zwq5+/aPFKUKtSGHkYubSlGYtnN5WsSxlTSkUSaQTjKeHUxCw57y9UUqpauV/HLLPznKCQ3DaTvKPgTCZjJaQscoZt6mWZb48Srabd7SB3MjKtQk1KhcRPSg0wpVQJTM4BMU7Rc0FTSnH6oDN6TfCmlmJJKQpKKUBPukc5Xq9HQwTzUM1TihMD6ezue4xzT6zGtEo3gvEUVr97FIBixG3GoZUIau7IGEops/xJtDVEUKWUbnQ+spwMwAifo2KWkxnxCdqYxRh/j4bdJmHhaXX4s3NP0LrzFQuvy655iXUL6CvFmiYULimllOxZSancMMsrjQqTjoI3btyIhx9+GHfeeScefvhhvPPOO4Ucl4UgeJw27QHBc9Cn+UkRK90DdE+pbkFr3BnpjIzthwa0/78URn/+MinfY0qpBk6VUnZDO2zezM6Z0TkVpRRLIIhUeiOKeaibeUrxYnSuKjY8Wepim03CZWc3AAB+vfUwAMU02oz7XynAwQO7z9kqbrPMt9k4RFpDjLCDj2yVDCsnawoMP9xpCriLokjLpkLAtRvQKxWodL7WzM4HxYu5mcquYOV7alLq6IB4CbxiYExuZ1Oq5LaZ5D3rotEovvKVr+Dll1+GLOsBhCRJaG1txW9+8xt4vZaZmYWCJEmocDswGE0iFE8C4FOJMVr3DyqwREJPKM51ieR4ZJfdbNrfV5KymwpBTx6zOa4qpRo5VUoBirQ/nEhzlZTKZGQk08pz1FWkFu35oqsc+LmPEyGKeajmKcWbUmoU365ataFCQp3/Ww72m1JKKYJSinlK+bI2kmb5kzAPMZ7V8eMxFB3ZfY9hLCfrGAhj/84d+Nu//AI87uJbDrDyTZ4TrKOheUoRORRuCniwtzskZAc+rXxvDH+6fDnBUkrlzdKWZnzvirPwz69+NOznxfRKo0LeUfA999yDV199FQ8++CAOHDiAaDSKAwcO4Ac/+AH+8Ic/4J577inGOC04hm3sedosZhMssPlfIanzK0mpVEbGQJSv0qVcMLPshm1YePYbyYVuzpVSgF5KwVP5HlNJAZSUUuKpHEQxD3U71fI9TpRSrAQ0W8HT1t6Bf/vjvhHXm1FKqcUnnK7xyXRGKwH2Z91ns/xJmNpSpMS2EabcMXpKGWHlZMvmNuOMQHG6HI6GbnQuzn03dr6mcijcaDA7F42w5ilVGO9cppTqGLSSUvmQUUU/806qweNfORe/uvlCbPjepUInpIBJJKV+/etf4x//8R9x77334uSTT4bb7cbJJ5+Mf/iHf8B9992H1atXF2OcFhzDNothjjuC6EopeqaGLodN60ZHfVOVL2aX3fjLRCnVpc6bhkr+k1JDHCW/jYbVzMTabHSTYn7X62xEMQ/18GZ0Pkr3PbPX9Gw0pVScn2S2EeP3NNu7yyx/EhET20aYUiq7G5zZaPGKQPc9nspoamIqh8KsIYzISalC3etm1ei8P5IUtvFBMfjTJz0AgKvPaS6JVxoV8k5KRSIRfO5znxv1tUWLFiEatbKhFsPRzaL5DPoA2p5SgL6ZEq0Dn1meGIxKN/8J1Vzo1rrv0d6UjwfrzDPEk1LKkFxw2mkEHCKaFItiHsqUUjFOyqJGMzo3e03PppJz30B2jx02aYTa0izzbdGTUmN5SpmN1n1PoEM0YylioUrKpkqTwEqpQnffq/I4tTX2mOUrlROxZBpbD/YDAC46o97k0ZSWvJNSF154IbZu3Trqa1u3brU681mMQCuB4jToA4wLNQ01QzbM7Fy0pJTZZTd+zks7ciGdkdGjdm4UQSnF0zrDuqi5HDYyXT29AprlimIe6uZUKWUs3zN7Tc9GV0qlhvmk8kJ4DJNzxtjm256imW/r5XvirCFGmBq3klpSyiWeUsrYeY+KX2oDMzoXsLkQO4AtpCrN6sCXH1sP9iGRyqCpyoPTplWYPZySkves+9nPfoYrr7wSlZWVuP7661FTU4P+/n48//zz+MUvfoGXX365GOO04JgKAbrbBLUHI60ghKF14BMsKWV22Y2IJ4/Z9IbiyMiATQLqKnhOSinfTa48pdTkgpuIyTlgUDkkxZrzbHN+939/MCxxyZN5KDM6j3NgdJ7JyJqnlMdgdG72mp4Ni0+SaRnxVGbYWHkgkkMLd6P5dncwhoZKRRVYrCSsV2CllCzL2jOGXvmeePGKVqVA6F5rSqlxFJ+8Ei6wUgoApld7sKcraCWlcmSDWrq36PR6MoeVpSLvWXfBBRcgmUzi9ttvx+233w6Hw4FUSpnETqcTCxcu1K6VJAmDg4OFG60Fl1RwLo8H9NJDKkaL2TQIqpRiZTedg7FRPUgkKJvKYpXdVKpJSJ7n7kSwRGZ9hZu8UmQ8qjhUSjGjc1aWRQERy/cYS1uaseVAH/7jTwfxpbMa8M3Pn1rUzXmhYQkTHpRSxjEaVTxmr+nZGEuCQvEUf0mpCZRSDGa+XQp8mi8dP2txrsSSusfRWEbnZsEUaiIlpYKxwnocFQKmOjweiiOdKZ2RfSkIFqEqRFNKCZjEKwbMT+qiM+h2Ai4WeX/Lv/zlL5dd5s5iaoiglKLWkjYbUcv3WNnNLau2j3itFGU3Ip48ZsN8EXjuvAdw2n1P3bi7CCmlRFY5AEBPKAEAWHhaXck26YWCKaV48JQyJiS8hkSPcU2XgGGJKTNKKW02CRVuB0LxFEKxFOo5U4tGRvHtMhuR1xD2fLFJI7sdmo1udC5OvMLuN6UD4Tq/CzZJsT7oDcW1cj4RKLTROWCV7+VDXziBnceGAChKqXIj71n3X//1X0UYhoXIaJ5SHG/sqbWkzUYv3xPvJIKV3Xz/d+3ahhIoTdmN5jeSUPxGREzIM6VUI/HOYxOhl+/xs84wNUm2QbGZiKxyAPQ1chqH/ml6+R59pRRLSHicthFeMGxNX7lm1zDTc7NKKf1uu5KU4jBGmchTygx8AvrSMYx+UtTiAXaIFhGoMUuoCEmSqeKw2zCt0o2uoTi6hsRJSmUysvadLXT5HmAlpXLhnX09kGVgVmMl+W7AxYDOt9xCWEQo36MoITYiqlKKsbSlGR6HHTf+11Y0V3nw4788tyRlN+zzlmUlwC7kg5oKoiilqrwclu9RTEoJvKEE9CQsjwGfm5XvJeknpZif1FgKHuZztPGTbqz7381Y8vkLsPD0BlNKYSrcDnQhztXawcjFU6rUaCXAgvnSAXp3V0oeRwzd6Fyc+07RUwpQOhV3DcXRORTDHATMHk5BMM6bgiqlApZSKlf+ZPCTKkcmNevi8Thee+01HDp0CLHYcGWGJEn4u7/7u4IMzkIM2MOE5xIo6kopUT2ljPRFFJXUaQ0VJSu78TrtsElARlbmL6XAv1DwvEk3wvy/eCzfY13VKOBzi1t6AwDH1Y5JPCZhPRwZnbP54x3Ho8luk3DBzFr07pZxgYneXhWqypLHGIUpGr2ElFJil+8p97uKWOc9QE9MxpIZpNIZOAiVhU8WqgfCjVUeAIPoHBKnOoF13rPbJE2VWwiMnlKiVhwUig1l7CcFTCIptW3bNixbtgxdXV2jts+1klIW2bCOdSKU75H1lKpQEgpDsRRiyTR3Zq25cFwz5HaV7D0lSYLf7UAwlkIwnkJDyd65dHRzvEk3Usmh0TnJ8j2Bjc6jibT2HGrgsXxPXddjPCilWFKKULJkLCo59r0Ms3IbQvdZ5DVkKEpXKWUs4Ywk06gSICmll+/RSgKyDnzdAiWl2L32u+wFTRw1BTyQJOUQrjec4M63r1Qc6g3jcF8UDpuEC2ZaSamcuPXWW1FVVYV///d/x9lnnw2Xq3QbRAs+0Xx5ONosZsPGTlUpVeV1wOWwIZHK4Hgwjhm1PrOHVHB6QnqXuFJSoSaleDxFzwXmscO9Uko9uR7iaJ1h3fdIGZ07WfkeP/cxV9hc9zrt5E7ec4EnTylWukXJ62gs2Fzg8eBM775HZz77ykEpRazzHqCsDw6bhFRGRjieIqnmyheqsXejeojXKVBHuWKYnAOA025Dg+rBdWwgaiWlxoCppOadVCNkVUYu5P1X79y5Ey+88AKuvvrqYozHQkBE6L4XJGi2aESSJEyrcOPoQBTHQ6ImpZTyvfoSKxxE8EQbD6aUahRGKcVP+V5c9d2xlFKlgaktG6rcXJYQMAWsKOV7VOD54CyseUrRuc96Ypv+PM0Xyp5SkiTB57JjKJbS5gXvUK1SaFSVUl0CWWaEi2hTMr3aqyWl5p5YXfDfLwLl7icFAHlHwieddFIxxmEhMLwnpeKptOb9UklMQmxE68A3JM5D0ohZSik/5/N3PDIZGcdDYnhKsVPheCqjfV+poymlCCalIkkxNjVGmH/aNE5PajWlFAfleywhwZNSKhTnJ6HNiCbGN5Q3Az2xLd4zkx16UFUhsbksitI1qHU7pDO/AUNSSiCllFa+V4QEIPOVOjogzv0qJOmMjHf29QIoXz8pYBJJqXvuuQc//OEPEY+LufG1KDw8n0ICGHbiROk0MhvN7Dwk5nfTDE8pQA+GRExK9YYTSGdkSFLp72uhMZ7u8aKW0o3O6SSlRDYp7ua80ySbJ4l0BpnMSE9PSlBMloxFJccxSjhBr0zSmNgezXuWZ4aizOic3rxOZ2RAFYBuOdCn/Jtz2LOcWvleU4AppcRJsrC1pBgVISdUWx34xmPnsUEMRJKocDtwThkryfKeeTfeeCMOHjyI0047DZdccglqa2uHvS5JEh5//PGCDdCCf9gCl0hnEE+lSXWaygUmafU67aS7mUwTvAOfVr5XaqUUa7MsYFKKeezU+d2k53Yu2G0S/C47wok0hmIp1HGghkmQNDpX1+tUBumMbFpHtGLAe6dJt6EULpHOwGOj+yxlSU0emm7w7SnFjM7pbNpZYluWFeUqD3MgV4Ja+R4tpVRbewdWrtmFDlW58+Aru/HMhgN4YNlsLG1pNnl0kydE1DqDKaUGIklhmguF4sVbS6arSTwrKTU6zE/qwlPruI/Fp0LeM++VV17BI488gmQyiRdeeGHE61ZSyiIb48MkFEvBXcHX4j0QUYIQh13Cxn29WGBi6+rx0JNS4pzcMNIZGX1htfSm1J5SmlJKROUI26TTT+DkQqXHiXAizY1SKk5QKTWsg1MiRW7zNRW08j1O57vHME/iSdqb/WiSo/I9npVS6qbdR0jFbVTHRRJibNgZQ5rROZ0kSVt7B25ZtR3ZuqjOwRhuWbUdT90wj9vElOYpRUwpVeVxwOO0IZbMoGsohpPr/GYPacqES1C+d0ygcsdCwvykLjq9fEv3gEmU7919992YN28eduzYgXg8jkwmM+x/6bR4GzeLqWG3SVpgypv5Ylt7B278zy0AlNr2rz69CRc9+gba2jtMHtlI2Om/iEqp/kgCTIle6y9tmRnPfiPjkc7I2LhfeRC6HJIQUn/d7JyPzaWmlCJ0MuZ22MA8wEUzO9eVUnwmpRx2m3YgEiNudh4lWFY2Fjz7XlJM/tltkpZoF8XbiEFNKZXOyFi5ZteIhBQA7Wcr1+zi9vmudd8j5ucqSRIa1efIb7cfxcZ9vdzeY4befa/wa8l0q3xvTGLJNLYe7AcAXHTGNJNHYy55R8IHDx7EihUrMHfuXDidtBYJC7ro8nh+Nvbs9Kk3nBj2c3b6RC0xJXL5HjM5r/W74CzxBp75iPGWUB2PtvYOXPToG/jF2wcAADsOD5JNtuYDbx34mNG5m5CSQJIk+Jxi+krpnlJ8lu8B/Jida933CCVLxoJn30BNKUWofA8Qt4snO/CgYnS+5UCfVrI3GjKAjsEYthzoK92gCkiwiB3hpkJbe4d233/2+l7SB9a5Ugqj8+PBOBfdY0vJ1oN9SKQyaKry4LRp/CvupkLeu7uzzjoLQ0NDxRiLhcDwJo/n8fRJ674nYlIqyPykSm/GzU7oeFHfTARLtmYHslSTrfnATq+HOPmsKCqlAMDLfNQEUzkc51wpBRiSUsQD+yhX3feUdYOX+MQIRU8pQE+ShQVLSg1FmVKKxv3uztGuIdfrKGHsfE3JU4rFUIn08Pif9xiqmOV7NT4nPE7l2dVplfABUKsV9vXiv945CAD43Gl1kCR61jClJO9I+Ac/+AEefPBBdHZ2FmM8FoJSyZk8nsfTJ7bR6gnFyXdmyhemlCq1yTmgS5lFMDrnMdmaD7yV77HEAiWjc0BMlUMynUFfRElu85yUYv48zI+MKppSipAKcCxEMDqn5CkFGLt48ndPx0NTSnlpKKVybdrAY3MHozqdSlJK5BiK3e9i3GtJkjS11FGrhE+rVvjq05vw+u5uAMDrH3Vzm9AsFHnPvJ///Ofo7+/H6aefjnPPPXfU7nu///3vCzZACzHwc5aU4vH0qU5VESXTMgajSdSU2HupmDCFgylJKY84qpF8kq0LT+PPcJEppXgp34sT7L4HGFq6C5SU6g0lIMuAwyahxsfv2siUUrEk7c+GeR15iSl4RqOSMyW3kQhR7y4RE9vpjKwlLqkopRbMrEVzwIPOwdioiRIJQFPAgwUza0d5lTbs++h32ck0FxI5hipm+R6gdODbfzyMVz7ogASJbNOoYjNWY4LBaJL7xgRTJe+Z98EHH8But2PatGk4evQojh49Ouz1cpeeWYyOdhLJSdDH4+mT22FHtc+JgUgS3cG4UEkpM5VSrCyCl7k7HjwmW/OBdUTi5bNKEOy+B4iZlGJzur7CDRvHgbDbwYdSiq/yPWXdiCbTSKUz3LTkTqQySKolRNQ8pbwC+tIZD1WpJKXsNgkPLJuNW1ZthwQM2+iyVe6BZbO53PwzD1pKflIix1DFNDpva+/AtkMDAIDnN3+K5zd/iuaABw8sm11WCZjxlHaMlWt2YfHsJi6/s1Ml72/6wYMHizAMC9Gp4MxIlNfTp4ZKNwYiSRwPxjGrqdLs4RSM4ywpVWmGp5SqlOJk7o4Hj8nWfKjiTCmVIKuUYpt0/uc8o3tI9ZOq4rd0D4Dmy0HdUyqizh0ejM6NyoBwPI2Aj9b3cSyMpXHUkn8iKqWYn5TbYdOSwxRY2tKMp26Yh5Vrdg1T8TRxvukPap336CSlRI6hiqWUGksZxDy4ykkZJLLSrhDw8eS14B7NU4oTBQM7fRoNyqdPWge+EH+nNOPRE2JG5+aV7/GSUB0Plmwda9ZKAJoJJltzhT9PKapG5+KpHLoFMDkHdKVUjJPuez4OPKVcDpumVuSpQzC7xy6HreRdaSeCJbZF8pSi5idlZGlLMzZ871J8+4unAQBapldhw/cu5Xqzz/YLFUQ6HQJix1DMoqKQSSmRPbgmg8hKu0KQ91Ps008/nfB/FhbZ8LixZ6dP2UatTQEP2cz+NDVpw1QBotCjbiinmVG+x5kf2ngYk63ZQRXlZGuu8JaUoquUEk/lwIK8aRyeYBtxc6KUYnOHB6UUYPCV4midp+onBRgS28S9z/JhKEar8142dpuEc06sBgA4HTZun+MM9l2sJKSU4vXAOhdCRVCm8dg0qpiIrLQrBHnPvFNOOWVC36h0WpyHkEVh0FoucxTwAUpias37x/DKh5249rwT8BfnzyBtzqcppYKCJaVM9JSqNJTvybLMvW8eS7Y+8NJOdBmSl7xL/QGg0s1Z+V6aeUrR2lSK6SklilJKTUrxopQimDAZjQq3Az2hBDdqbkDvluUn5icFiJnYZocdlYSUO9mwQ7RInP/7HozTK98D9Bjq/t/v1J4rAP8xlLaeFPB+W8qg4fBqDVMq8p55//Ef/zFiU9bT04OXXnoJR44cwfe///2CDc5CHCo47m7DyiQWzKwlX+PLsuvMg0kEMhkZvWG1fM8ETyn2gM7IihEuNUPZybC0pRktJwRw0aN/hE0Cnv/mBVgws45ssjVXeFVKUTM69zpZ6Q3/GxuGKJ5SbicnRuccdd8D9HU+yNHBWZgHpZRAawjzlKoiqpQC9LkgQrdgvXyP3v1e2tKMS2Y14Kx/bAMAPP1X83HpWY3cxlCJVEY7JKso4JptKYOGI3JjgkKQ98y78cYbR/35nXfeib/4i7/A4cOHpzomCwFh3Rx4U0oBxuCaXuCXDVNKiVS+NxBNavXmdf7Sbyh9LjskCZBlZf6KkJQC9GRrpceJhafVmzyawsA+m+PBGDbu6yWtagR4KN/jb70ei+PqSSzvwS9LYMYIl0WlM7I2t3nwlAJ0NQZPB2dah0NiShIA8AmY2GYK3CoOlFIiNGYJse57BOc3AHicdlS4HQjFUzijoZJ0rDERxvniL2D3PUsZNBKmtFvx0i50DonTmKAQFDQSvvHGG/HLX/6ykL/SQhBY+R5Pp5AMFlRle0tRRDc6FycpxUr3qn1OUzbvkiRpJ0c8bVgmggUhfg6SrbnQ1t6Bbzy7FQAQjKfx1ac34aJH30Bbe4fJIxsb5gtELSklosqBlTRP4758j75SymhuzcNhDsCnp1SYsJm8iIlt3eicZpIEMCql+F+7Q1q5JN37HVBN7weifFgGjAVb99wOGxwFbJoguo/pZFna0oz/vmUhAECSgBe+eQH3jQkKQUEj4VQqhYGBgUL+SgtB0E8h+Vu42Yk0DwqZBgE9pZjJuRl+Ugz99JH/QI9RjE4rZsFaDmfPe9ZymGpiKkG0+55onlKyLGuJemE8pQgbnTMFj02iV5o6FjwqpSJaC3d6SSkRE9u60TlhpZQapyZSGSTTdBPXucAOsSknpap9alIqkjB5JFODxYPFUKUxZVBTYLhKmXLTqFLQH1bWk2kVbnzu9PqyS8yNRkGihWQyiW3btuGBBx7AOeecU4hfaSEYPJ5CMjSllIt+cM1UAIPRJOnyjnw4rpmcl95PisE8DXhqFz4RLMFGsfQjH3huOawZnTtprS16Uoq/9Xo0+iNJJNPK529mcrsQeJinFGGjc6O6mJfGEPoaz8+c15RSBA/MWKIsKkgcAhiUUoSTJMZDJt4TgkGtGxzdJCBLSg1yrpTSlPNFigeXtjRjw/cuxbPf+Czs6iPhVzdfWLYJKQDoCSt7mzrOY5JCkvfss9lsYwYZNTU1+MMf/jDlQVmIB4+nkAzNU8pJNxBhBLxOuOw2JNIZ9ITiOLHGZ/aQpsxxSylVFCLayRi9U/Z8yKflMLVGBXGySimx/GBYZ59av4tcqWS+aJ5SlJVSnJmcA/rGlycvnihlo3MBPaV4UEq5HDY47RKSaRmRREorL+MRykbnjGqvclg6EOE7KRUqQue9bOw2CRef2YDPnBDAB0cG0X5sEKfU+4v2ftTRq0DMO3CnRt6z7/777x+RlPJ4PDjllFPQ2tqKysrKgg3OQhzYQyWcSCOTkWHjSKYYTfBjdC5JEqZVunF0IIrjQTGSUj0htfOeiUmpSoHMQxlMtUjxlD0feG45HKdudC6IykHrvMd56R6gq+p4UEpRTJaMRSWHHYIpK6U0byOBnpk8eEoBynwYjCa5P0RjMUolYTV3QCvf4zspFS7hvT7nxGp8cGQQ7x8ewFVzpxf9/ajC9jbTLKWURt6zb8WKFUUYhoXoGOuUw4kU6ZMmI7Isa4oSXgLsejUp1S2IrxQzOjfToJiVIvBU2jERETVgpdrZJld4bTksyzLZ7nui+cF0C2JyDgAeDozOoxwmpTQ1N0drPGVPKdES2wAwpJZoVRIuJwOU5iWD0ST35dfsu0hbKcWMzvn2lAqVcC05d0Y1ntt0CDsODxT9vSjTG2Lle5ZSilGQSPjw4cNoa2tDb29vIX6dhYC4VUkxwFfQl0hnwKxoeFBKAXrWXRSz8x4KnlIclnZMRJizZOtYsJbDY2kvJQDNBFsOM48jQO+oRgWmvIgKk5RSVHLUEpOTQVNKES7fY5thXp6ZgJ6U4unggbJSSrTENqArpSgbbwO6TyTvSindU4ru/dY8pQRRSpWi8c05M6oBAB8eHUSKczP+qaDvbfg/LCsUeSelvv/97+Pv/u7vtH+/9tprOPPMM9Ha2oozzzwTO3fuLOgALcRAkiRtseNJHm/clHkJtl0ejYYqUZNS5i3czHeJp7k7ESwIoRzw5QKvLYcThmCMWocy0YzOWfmeCEoplsCMES7f030Y+XhmAroag6cOwZQVaaIltgHdU6qKuE+TX5D1O6Q2lqEco2ieUoIYnZfiXp9a70elx4FYMoOPu0JFfz+qULAmoUbekfBvf/tbzJ49W/v397//fcydOxe/+93vcPLJJ+PBBx8s6AAtxIHHk0gWXDvtEpzEzIjHgimlhCnfC6p11yZuKNmp7wdHBrBxXy/JTm75QvmUPV94bDkcN5S1UDM6Z8kEUVQOrIOnEJ5SDh6UUnSTJWNRyWH5HmW1qzGxLcv8Py8BYIgXpZRL93DllWQ6oyXeKd9v3VOK9/K94hudM2w2CeecWA0AZV3C12OV740g79l39OhRnH766QCA3t5ebN26FWvXrsXll1+OWCyGO++8s+CDtBADHjvwseDaw9GJL0veiKCUkmUZvWFzlVJt7R14ftOnAIC39/bg7b09aA548MCy2SSTHbkSJuxHMhmWtjRj8ewm/OXPN+LdQ/34xqJTcN+V9BRSDKaUctgkco0f2IYynsognZHJ3sNcOc6Mzqv4T0qxZxEPnlJcdd/j0Og8UsKNZL6wg5yMrMxVnmKo0Ygl05oHIHmllJt/k3nj2CnOb4buKSWGUqpU9/qcGQFs+KQH7x8ewPUXnFSS96SGpZQaSd7Hs7IsI5NRFuY//elPsNvt+MIXvgAAaG5uRk9PT2FHaCEMWncbjh6UlOXxY8HUAEwdwDOD0aTmvWPGaUJbewduWbV9hLqvczCGW1ZtR1t7R8nHVCjChDc0k8Vuk3BijRcA0Bzwkk6msA0OtdI9YLh6TgSjYqE8pdT5wkP5no+jRASPSu5IkrBSyvDZi1DCx/yNJAmoIJ5s1ZRSHM3lbNj99jrtpKsUAoJ5SlWU6JCSKaXePzJQkvejRjojoy8sjq1Aocj7m37aaafh5ZdfBgCsXr0aCxYsgNerbAI6OjpQU1NT2BFaCAOPSikevTE0pdRQzOSRTB0mb63yOEpuBp3OyFi5ZhdGKzxgP1u5Zhe3pXwsCKG4oZkKTJ1BvfSMauc9APA4bZDUfB7vviSAXspsle+VBi6Nzg2HZryUmzGlFMUSbIfdppUlRwRIbAdjur8RNWVrNuygifozcDw0k3PCpXvAcE8pXtaN0QiVWCl1rmp2/nFXkOvk6WQZiCS0Jlq1fqt8j5F3NPytb30Ljz/+OOrq6vDrX/8aN998s/ban/70p2F+U7nw1FNPYe7cuaiqqkJVVRUWLlyIV199VXtdlmWsWLEC06dPh9frxSWXXDLCTD0ej+O2225DfX09/H4/rr76ahw5cmTYNf39/Vi+fDkCgQACgQCWL1+OgYGBYdd8+umnWLZsGfx+P+rr63H77bcjkeC7TpgSFR7lRIEnpVSEwzKEaQalFM8PSUDfTNabsJnccqAPHYNjJ/ZkAB2DMWw50Fe6QRUQtnGkbCI6GTQvkyTtdSZOOCklSZLuK8V5B6dQPKWt4yKU77lZ+R5hpRSfnlJKfCLL/GzmKXtKAXpSMipAYpv5SVV5aJfuAbrReZjj+872CZXE4xPWfS+dkbna22QTLnE82FDlwfSABxlZ6cJXbrDSvWqfk7QSsNTkfSduueUWvPDCC/ja176GZ599Fl//+te116LRKG688ca8ft+JJ56If/7nf8a7776Ld999F5deein+7M/+TEs8PfbYY/jxj3+MJ598Elu3bkVTUxMWL16MYDCo/Y477rgDL774IlavXo0NGzYgFArhqquuQjqtBxbXX389duzYgba2NrS1tWHHjh1Yvny59no6ncaVV16JcDiMDRs2YPXq1fjtb39reWQVEBY4vXuwjxuzaB7L91hSKpmWMch5nbuZNdes5KdQ11EjpCmlaAd9+cKSKTHiG0vKSSnAaFRM+z5ORLeqGK1wO4SY6x4nU0rRTUppnlIcKYw9TptW7svL5pKypxQgzhoC6EopyqbbDB9TSnF8oKB13iN+vz1Ou6ZeHeC4hE8zOi/hM/IcVS31fhmanVPoKk6RSc2+r3zlK/jKV74y4ue/+MUv8v5dy5YtG/bvhx56CE899RQ2bdqE2bNn46c//Snuu+8+XHvttQCAZ599Fo2NjXjhhRfwrW99C4ODg3jmmWfw3HPP4bLLLgMArFq1CjNmzMBrr72Gyy+/HLt370ZbWxs2bdqECy64AADw9NNPY+HChdizZw9mzZqFdevWYdeuXTh8+DCmT58OAPjRj36EG2+8EQ899BCqqqry/tssdNraO/Dy+8cAAGvbO7G2vZMLs+hoUq9r5wW3w46A14nBaBLdwTiqffxKQ3tUpdQ0ExbuXP1nePWpYRsF0ZRSXk42QrqnFM21RVM5EFecTYRIpXuAPl/ihEuitLJ3jg5zJElChduBwWgSwVgKjcRDPlmWtbI4P9H7zMtanAtDUUspVUq08j0O4pNqnxNdQ3EMRpOYYfZgJkmpjc4BpYTv1fbOsuzAp3Xes0r3hkHqiDadTmP16tUIh8NYuHAhDhw4gM7OTixZskS7xu124+KLL8Y777wDANi2bRuSyeSwa6ZPn46Wlhbtmo0bNyIQCGgJKQC48MILEQgEhl3T0tKiJaQA4PLLL0c8Hse2bduK+neLDjOLzm5Py4NZdDShbBx5Cq4BcTrw6acJpV+4F8ysRXPAg7HcIyQAzQEPFsysLeWwCoamlBKk+x5DL9+jvRFi3fdcRKXbfk68uSbCzBLgYqB7StFVSunle/Q3lEY030sOlFKsMyZANz7xaeV7fK8hgK6UqvLSn9NiKKU4SkqpvlI8VyaETbjf5a2UUqtABIlLCkXesy+ZTOLRRx/FCy+8gEOHDiEWG166IkkSUqn8HugffvghFi5ciFgshoqKCrz44ouYPXu2ljBqbGwcdn1jYyMOHToEAOjs7ITL5RphsN7Y2IjOzk7tmoaGhhHv29DQMOya7PepqamBy+XSrhmNeDyOeFzf+A8NDQFQ7lMySXeBYmMr9hjTGRkrXto5plm0BGDlmp245Iw6kp2yQjFl4XDbJdKfZzbTKlz4pBvoGIhwNe5sWOlNjc+Z099R6Hl93xWzcNvq9yEBI+awrL6eSaeQ4Sz2k2VZ2zi6bTLXcyQblmMLx2ivwVF1bXHmuLaUas1msDKxYCRB+j5OROdABAAwze/i+u9g2KEkoxLpDOLxBEnT5bBaeuOyTzxfSz2vx4N1nhoIx0iMZzwGw7rfqVOiuYZ71ARqMBonOb586Fc7Zfld9pz/FrPmtkd9BobitJ+B4zEYYffbRv5vYInK3mCU/FjHginT3PaJ15JCzeuzGnywScCxwRiO9oWEUTPnQvdgFABQm+Pehndy/RvzTkrde++9+MlPfoIrrrgC11xzDdzuqU+iWbNmYceOHRgYGMBvf/tbfP3rX8dbb72lvS5Jw4MuWZZH/Cyb7GtGu34y12TzyCOPYOXKlSN+vm7dOvh8vnHHSIH169cX9ffvHZTQOTT2KZ5iFh3Hk79uwxkBeh5T7x+RANjR23UMa9cemfB6KsQHbQBs+NWb7+Pgrh04rUoGwb3LhOzar/wdHQf2YG3ko5z/u0LO678+U8L/HLRhIDH8BjptMno/3oa1hwr2ViUjkQbSGWX5/9Obb4C4bUNe7OlRvrNHO7uxdu1as4czJu+p4wwNDuQ1zmKv2YzIkPLd27h1G5IH6a3NubL5kPJ3hHr5WsPHQhE/KF/Yl155FRRFMse67AAk7P5wB5xH38vpvynVvB6PREQZ99vvbMHgHtpzvjcGAA44bTL+0PbqRJebQliNQza9+x7kT2nfz4l471Plb+nrPIq1aw/n9d+Wem7v7lWfgV09pJ+B47FDvd89k7jfpSamzvMNW/mc57IMhOPK2rdpw1vYnWNhQiHmdaPXjo6IhP/8/RuYU8vfvZssOz5R5kzv0QNYu3a/2cMpOpFIJKfr8t6K/OY3v8H999+PBx54IO9BjYXL5cLpp58OADj//POxdetWPP744/je974HQFExNTfrvkPd3d2aqqmpqQmJRAL9/f3D1FLd3d343Oc+p13T1dU14n2PHz8+7Pds3rx52Ov9/f1IJpMjFFRG7r33Xnz3u9/V/j00NIQZM2ZgyZIlpH2okskk1q9fj8WLF8PpLF6N/JoPOoBdH0543amfORetc+l5S+1evxc4fABnnHoKWlvPMns4OfGHnV34aFs7gDS29diwrQdoqnLj+61n4fLPjD2XKfLLTzcBA0P44sL5+NJZI9WO2RRjXrcCuCcj491D/egOxlHnd+GH6z/Gh0eDeDvSjKeuOXfCJDk1esMJYMubAIA/u+oKkirFyeLe3Y1n9+6At6oara0Xmj2cMUnsOAbsbUdzYz1aW+dPeH2p1mzGS/3v4ePB4zhz9hy0fvbEor9fsfjjf38IHOvAgjmz0Pr5mWYPZ8qk0hncs+U1AMAlX1qsdX+ixFP73wFCISy68LP4/On1415b6nk9Hr/t2YYDwV6c+Zm5aJ13gqljmYi9XSHgvXdQ6XWhtfWLZg9nVF4deh+7B7pwxtmfQesFJ5k9nCnx7su7gaOH0XLWaWi97Iyc/huz5nbVJ734j4+3we2rRGvr50r2voVk2ysfAUc/Rcus3O+3WfxvfCc+7D+KGafOQuvFp5o9nLyJJFKQN70BALj6iiUT+koVcl5vSOzE/9t2FM7G09G6mPbnXEhefG47cLwHn5s3B63n8xtf5QqrIpuIvJNS/f39+MIXvpD3gPJBlmXE43HMnDkTTU1NWL9+Pc477zwAQCKRwFtvvYVHH30UADB//nw4nU6sX78e1113HQCgo6MD7e3teOyxxwAACxcuxODgILZs2YIFCxYAADZv3ozBwUEtcbVw4UI89NBD6Ojo0BJg69atg9vtxvz5Y28Y3G73qGoxp9NpeoCVC8UeZ3O1P+frKN6vWErJ3Fd4+Pg829o7cNvq90eUmnUNxXHb6vfx1A3zSBvLZ9Or1l035Tk/Cj2vnQAuOlNP6DVW+3DVzzbg9Y+O4w+7elBf6UZ3MIaGSsVjinqSJ5FWpLRepx0et1hGi5U+ZT2OJTOkv7NpWZkjHqfd1Lk9Fn638h7xtEz6Pk5ET1iZ683VPq7/DobTCdhtEtIZGRnJRvJviql+V1Ved87joxAzVareMNEU/TkfVy3FfC4H2bGyNSSWAtkx5kpY9Ret9uU+pxmlnttV6jMwnExze9/Z/Q5M4n6Xmlq1EU8wQTvmGIt4TLFykCQg4PfkfMhaiHl93km1+H/bjuKDY0Nc3rvJ0q92amwMiBGXTESuf2PeSakvfOEL2LFjB774xcKczPzDP/wDrrjiCsyYMQPBYBCrV6/Gm2++iba2NkiShDvuuAMPP/wwzjjjDJxxxhl4+OGH4fP5cP311wMAAoEAbrrpJtx5552oq6tDbW0t7rrrLsyZM0frxnf22Wdj6dKluPnmm/Hzn/8cAPA3f/M3uOqqqzBr1iwAwJIlSzB79mwsX74c//Iv/4K+vj7cdddduPnmm0krnqjDzKI7B2Oj+kpJAJoIm0XHksywlWCNRBbpjIyVa3ZN4N+1C4tnN5FPmgBKclozAzTB6Hw8zmqqwq2XnIafvfEJvvPr95Ax3HQeukqyrjxUW4lPBV46PmlG5w6aRueimBR3BxVfOl67ZI6Gx2FDOJFGPEnT7Jx996gacI9FJTM6j9E3Omf3uJQt3PNFX0Po38+JGNKMzulvICuEMDpX7jcPRucBdU4MRBITXEmTcFxfS0qt+j9XNTv/4PAgMhmZpEdiMWB7mzpiexuzyTsa/tnPfoZnnnkG//M//4NEYupfwK6uLixfvhyzZs3Cl770JWzevBltbW1YvHgxAOCee+7BHXfcgVtvvRXnn38+jh49inXr1qGyslL7HT/5yU9wzTXX4LrrrsOiRYvg8/mwZs0a2O16QPT8889jzpw5WLJkCZYsWYK5c+fiueee01632+145ZVX4PF4sGjRIlx33XW45ppr8MMf/nDKf2M5Y7dJeGDZ7FFfY0vPA8tmk02SsMDP46QfXG850IeOwdiYryv+XTFsOdBXukFNgaFYStu411fQM0A8o7ECAIYlpAA+ukrq7X/pz+t84SWZwhIKVLvveTnpYjgRrPteQxW9NWSyuNXnUSxF87OJWt33ik6Yg+6pPk4OCHJhSE1UVnJgwMjue5jjZCD7DvJwv1kJ9UCET8NqM+PBMxsr4HHaEIynsL8nXPL3NwNZlnFc7Sw+jeDexkzy/rafe+65SCaT+Iu/+AtIkjTCzFuSJAwODub8+5555plxX5ckCStWrMCKFSvGvMbj8eCJJ57AE088MeY1tbW1WLVq1bjvddJJJ+Hll18e9xqL/Fna0oynbpiHf/zdTu2LCCgKKeqKkmiSn+CaKQIKdZ3ZHFc3k5VuB7mkYDoj4+G1oxuv86BKC3Nwyj5ZvOpciRJPplhKqeITT6W1jYJInX3c6pyhqJSSZVlLZPKgMDZSoW6Agxwkpdj6RnkNFyWxDejdyao89JVSTAEdS2aQzsgkY5CJYGpFHpRS1WrZ70CUz6RUKG6ect5ht2HOCQFsPdiPHYcHcHpDRcnHUGpC8RQSaom7pZQaTt4z8Mtf/jJ3pr4W5rO0pRnnnFiNhf/8BiQAL9x8ARbMrCP/sIxqZQg0N45Gci1P4aWMpUdNYNYT3Ezmo0pbeFpd6QaWIyIrpdhGKJpM59Sp1SzialDidtD8DFgiPszBBn0sWGLbZbdpJRYioCWlCCqlEmllIwzwoTA2UsFR+R4ruaFcIilCYpsxpCYceFDuGJPBkUQKlRwk0rJhiWEuklKqUmqQc6WUWff63BnV2HqwH+8fHsCfzxff9JuV7vlcdi4ED6Uk77vxX//1X0UYhkU5UKluCmQA586oIZ+QAvTTSK+T/sLBu39XNlpSiuBJAu+qtLCJJ2PFhj3kZVk5Kaa6aWMnZVSVUkxxxrPKgZXuTat0k01OTgaW7GGJTUoYExC8KaVYwoGH8r0I8wUkfI+96loc4biMjBHkyFPK7bBpzRAiiTSXSSlNKcVBElDzlIry6SmlKaVMSpCco/pKvX9kwJT3LzX63obegbvZ0IyGLYTEazg15aXWnSfDVqN/V/b2iwf/rmx6gnQXbt5VaTyY5E4W4zpDeTPEVC5Uk1IiqByOG5JSIsGUUjGCCUN2kOO0S3AS9Usbiwq1WxwfSSm1RJLwwYLPKYanVCYja8odHpRSkiTpvlIczOXR0Dyl3PQTavx7SinfT7MSgOecWA0A2N0xRPKZVmh6CR+4m82kIoZ9+/Zh+fLlmD59OtxuN0444QR8/etfx759+wo9PguBsNsk/fSdk64gPHXfA3T/rqbA8GRIU8CDp26YR9q/Kxu98x69DSVTpY2V3pOgdOGjqkpjAR8v8zof7DZJS/RQ9pXSlFJEN+5ss0s5sTcRmsm5cEkpukop7SCHs9I9QN+UcVG+p34vfYTvswiJbUC517IqP+fBUwrQD5x4TAgyhRfAh1Kq2qckF+KpDJdJFbPL906s8aK+woVkWsaujiFTxlBKjhPe25hN3tHwRx99hPPPPx///d//jfPOOw9/9Vd/hXPPPRe/+c1vsGDBAnz00ejmvxYWgO5hw49SShknTwH20pZmbPjepVja0ggAWDaX/ZufhBRAW+LKuypNK/0gfMo+FXjYDLGklNtJNCnlpH8PJ+L4kFI+K1LnPUCfMxQ9pXjtvAfw1X2PHexRVkp5Bem+xzrvuew2bnzSWFdGHpVSxqQwD55SfpcdDjXW41EtFTLZY1SSJE0t9f7hAVPGUEpYFUgdwb2N2eQdDf/DP/wD6urqsHfvXrzyyit4+umn8corr2Dv3r2oq6vDfffdV4xxWgiCn7PTd57K94zYbRLOP1lR6WTUf/MGS0pRLb3hWZXG5NoiGp0DfJSNaN33qCqlBNhQ6kopmmW0k0VTShHsvqeVlXH2zAT48pQKc+ApxRKTlBWrucD8pHgo3WMwpRQvB8BGgnHlfrsdNrLl7UYkSeLaV4qCxyjzlXptVxd+v+MoNu7r1RpmiEZvWN3bWOV7I8h7Br711lv42c9+hhNPHO6Qf+KJJ+L+++/H7bffXrDBWYiH3tGJjyCFt/I9IydUewEAxwaiJo9kcugSV7oL99KWZiye3YQn39iLn7y2F2c2VuDV73yBfBKQQhBSTHg4oWcJBTfRoJuHezgRwpbvOel6SrEDJ14UJUZ46r4X5cFTSltD6N/P8RiKKuPnweScoVUlcBJrGwlx5N/FCPic6A0nuFRKscRlhYnq1qR6SPenfb34075eAIoFxgPLZpM+4J0MPUF1byNYXFII8o6GI5EI6upGb3FeX1+PaJTPDbBFafBzFKQk0xkk00qmnqfyPcZ0NSl1tJ/P76RmdE584bbbJCw6vR6A0u2NekIKMJ6y8xP05QNLflPctDM0pRTRpJQIKgfW/ZKq2nKysEQmRU8png9ymH9NIp0hWRppJMySUoRjExES2wDfSikeYu1stM57hBOu2VR7+TU7D2nKeXPud1t7B55845MRP+8cjOGWVdvR1t5hwqiKB6sCqfOLFZcUgryj4VmzZuH5558f9bVf/epXOOuss6Y8KAtxYad6PJzeGDdjvJXvAcAJNUpSqjsYJx9gZyPLsl6+x0HdNdv0Hg/GIcv0Jcdhk4OQYuPloXyPeUo5aK4tIqgcuofELN9jKiSKSSleS96B4Ul66mqpiMk+MLnAg7dfLgypSSleTM4BvmLtbFinQx5MzhnM7HyQ4/I9M5KA6YyMlWt2YbSomf1s5ZpdQpXy9YbpV4GYRd4z8Pbbb8c3v/lNDA4O4utf/zqam5vR0dGBVatW4aWXXsIvf/nLYozTQhB4UkqxQMom0fV9GY86vwtuhw3xVAadgzGcXOc3e0g5E4qntA0XRaPzbFhSKppMIxRPoZJ48KqV73G4ccwFLwfrjNZ9j6hSit3DWDKDTEaGjQMFoJF0Rk9sC2d07qBcvsevUspuk+B32RFOKOs4ZSPaMAeG8mxsqYyMRCpDdq2biGCMv3IynmLtbHhWSg1GeVRKmWfnsOVAHzoGY2O+LgPoGIxhy4E+LDxt9Cot3uClCsQM8p6B3/jGN9DV1YUHH3wQr7zyCgBF1eD1evHQQw/hr//6rws+SAtx0DylODg5M3YRkiS+NmSAYr54QrUX+3vCODoQ5SopdVxdtP0uOxcn7j6XAxVuB0LxFI4H4/STUgmxlVLaCT3BTTsjzonROaDcR97mSm84jowMSJKSoBcJzeicoFKK5+57gKLOCCfSWiKCKtEEP0opQEmOuBx8fg/ZXOBKKcVRrJ1NSFPu8HO/Az5+y/fCJqouWYl9oa6jTiyZ1pSA9Vb53ggmFTXce++9uPXWW7Fx40b09vairq4OCxcuRCAQKPT4LASDLXoRDrrbsBNfHg1bGSfUqEkpznylekL8GQFOq3RrSalTp1WYPZxxMTMIKQU8eJnE1YQZVfWAx2HcUPKXlGKJ7Tq/Gw6iib/JontK0ZvfvD83K9wOdCFOvgMfSzZ4nXS/l067DU67hGRaRiSRRrXP7BFNjqEoh55SHMXa2YQ4VKZVe5WE6wCHSikzy/dyLa0XpQSfle657DZUefmZ36Vi0nckEAhg6dKlhRyLRRnATm9CHNS5R5PKQs1jGQJjeoB14OPrlIGV3fBQuseYVuHGgZ4wjqtjp0wkYZ5cuxQwTynKXibM6Jxq9z2bTYLXaUc0mVbnCz/fRUDcznuAwVMqSU8pFeH8uVmhqmEsT6nC4HXakUynSB8QTMQQU0px1H2PZ6VUkMPue9WqUmqQQ6WUmUbnC2bWojngQedgbFRfKQlAU8CDBTNrSz20osBK9+oqXFxW4BSbnKLhY8eOYf78+fjdX5vDBQAAl8hJREFU73435jW/+93vMH/+fHz66aeFGpuFgPBU5x5NKAE/r8E1oJudHx2ImDyS/NCTUvzI/aepvjXMXJkymocApyU2E8FD+R51TynAaHZO9z6OxfEhMf2kAIOnFMHyvRjHnlIAUKEmeSgrpWRZRiTJR5mk1sWTwzWEMcRj9z03P7F2NqzbIVeeUqx8j0Oj81DcvPttt0l4YNnsUV9jKZsHls3moqt1Lmid9zja25SSnKLhp556CplMBtdcc82Y17DXnnzyyUKMy0JQtI4gHAQo7GHOaxkCAEyv5lQppZ4m8NTKnXUJpK6USmdkxFSFhbBKKQ7aYfOQlOKhDHIsmAeFiEopt1Mt3yOYdOW5+x6gb8yChJNSsWQGrMkrdaWUCF08daNzDpVSHFQlZKMZnXOUBAx4+fSUSqUzpseDS1ua8dQN87TEHqMp4MFTN8zD0pZmU8ZVDHqZNQlHVSClJKdo+MUXX8Q3vvGNCa/7xje+gVdffXXKg7IQlwqO6tyjSb5PfAHghGqmlOLLU+o4hws3S6AxLxuqhA2bA57n9njwoPBhJtVUy/cAXUnHo8qhm8PEdq5QNjrXFDycHuYwc2XK5XvGNdzo/UYRLbFNMIGaK8xTqoqjJAmrSghzEGtnw1SKlRwdmlX7VE8pzpJSRoGAmQnupS3N+PFfnANA2bf86uYLseF7lwqVkAL0Q2ue9jalJKdv/IEDBzBnzpwJr5s9ezYOHDgw5UFZiIte507/QRnVjERpB33jYUxKybLMTQ0zl55SnCSlIurJqcMmkU6ITAX2nY0R3ggltKQU3fXFy7HKgZXRimKQasTjpGt0znv3PVaixUpaKMLWcJ/LDhvxshatlJrDxDYjqJXv8aOU8nNUlZCN1n2PoyRgtaqUGuTM6JwlLZ12yfRYhPn5uRw2LDytztSxFAurfG98ctqRyLIMWR7NgmwkmQy9kzsLOuh17vQflEwpxWsZAqDIXyVJ2QCzjnY8wGNSipUJdRNPSrGAz+eyc5OkzBceys6Y0Tnl8j0evLnGQujyPQdLutKLt7Syd06fm6x8jwelFA+JP72Umr81hKEbndO/3wy+PaVYNzh+koCs9CwUTyGZprcuj4Xeidn8uS1Cqe9EsPK9aRztbUpJTtHwjBkzsGPHjgmve++99zBjxoypjslCYPQ6d/qLTkQApZTLYdM2ZTyV8LGk1LRKfk4TuFFKJcxr/1sqqJfvpdIZpDPKQY/LTjcp5VUVOe/s68XGfb3amHlA674nsNE5xfK9qJoo47Z8z0PfU4qta9T9pAB9HkQ53mgypVQVR0oprj2l4vzFKJUeJ9gZH09qKUpNb3g4TJwqPB64l5KcouHFixfjiSeeQCgUGvOaoaEhPPnkk1iyZEnBBmchHn6OTs2inHcRYpygmZ3zkZSSZRk9QX49pfrCcdKbd00pxVHAly/US0YShpNUqkqptvYO/GlfLwDg11sP46tPb8JFj76BtvYOk0c2MbIsa8lhMcv3mKcUvfkdTehKTB7hQSnFDhZ4ODCjfkAwEYmUbgTNU1LKz0Gzj7EIacby/MQodpukzQ+efKVY0pJCApB63FYIrPK98ckpGr7zzjtx/PhxfPGLX8TWrVtHvL5lyxZceumlOH78OO68886CD9JCHHxufswX9fI98xfrqcA68B3t5yMpFU6ktXvPU1Kqzu+GTQIyMtAbpquWYn4kFOTaxcLrVA26iZadJVK0k1Jt7R24ZdX2EeVhnYMx3LJqO/nEVH8kqamI9veESCeJJ4OmlCJZvsd32bvuKUU3RglztIbzrn5gKimAL48jn8EqI8PZ+sejUgrQS/gGo/xYZWhKKQKqS58at6Uy8rAYSSSs7nvjk1M0PHPmTPzqV7/CRx99hAsvvBDTp0/HokWLsGjRIkyfPh0LFy7Enj17sHr1apxyyilFHrIFzxiVUrn6lJmFCOV7AHBCDV8d+HpUhYPXaeci6GbYbRLq1AcNM1mmCPMj8XO6acwFL/ETNxZw2STFcJ4S6YyMlWt2YbTVmf1s5ZpdZBM9be0dWPKTt7R/f/0/tnKj8MoVt2V0XjQ0pRThpFQ0yY8ajWdfOsDob+SAndhaPR7Gciye7n06I+vd9zhKAgK62TlfSik6nlLGgwyqsdtUSKUz6ItYSanxyPmI9qqrrsKHH36IW2+9FVVVVXjvvffw3nvvoaqqCn/7t3+LDz/8EFdeeWUxx2ohAOz0JpWRSfphGGGdu3gI/MbD2IGPB7Saa478pBjMvJC1faVIOM73pjEXqBtmsrXP5bCRM5vfcqAPHYOxMV+XAXQMxrDlQF/pBpUjTOGV3dSBF4VXrjCjc9JKKU4Pc3go39OUUhys4V6Oy8gAYEjrvEf/XhvxOG2axxEP3a4ZxrHypEwDgIBPiVm5SkoR8hh1OWzaIV0kyc+czZW+SAKyDEgSUOPjpxS4lOQ1C0855RQ88cQTxRqLRRlgND+NJNKaNwZFeO8ixODNU4pnI8BplW6gg7bZuW50zve8Hg+2IaZaMqIlpQianLOudYW6rlRMpPCSoCi8Fs9u4krxMBoeJ02jc1mWue9ay4fROX9KKapr8UQwpRRPflIAIEkS/C4HQvGUUrJfafaIcoMlg112m5Z854UAU0pxaHROISkFKM+NYCzF7XoxHqx0r9bngoNg7EcB665YlBSH3ab5YVD3leK9ixCDt/K94xy3TOWhA185GZ3HUxmSZWYJTSlFb23J1RicmoE4zwqvfGGbtUSa1vw2epDxkDAZjUq1DT3l+ERTu3JwsOAnXko9EUNRPpVSgP4d5EkppSVJOLzfrHxvMMKPpxSl8j1AbLNzng/cS4WVlLIoOSwjTz0TzroI8Xriy2BG5wORJOlAm8E8peor+Vu4GzhISrHvHZWTsWJg/M7GCPppsO57boIm5wtm1qI54MFYWiIJQHPAgwUza0s5rAnhVeE1GYzzhpIhrLFEi9vyPY8en1BK+BlhajSeyvfCxOO9sQhy2AmOwZ7xLInJA0YPL95gRuc8KaUodd8DdFsJ6vvDyWB13psYehGxhfBoHfiIn97w3kWIUeVxagEVDyV8PJ8mcKWU4nxej4fHMbxMmBoskUAxKWW3SXhg2exRX2OJqgeWzSZXAserwmsyGOcNJbNz9l3zOG2wEZsfuWLsQkXV7JwdLvEQm+jKB5r3ciKYp1SVl6/yPYCfWNsItXKyfAhwaHQeIqaU0q0X+JmzuWJ13psYehGxhfBoHfiIn96w00jey/cAvszOWVJqGoenCTwkpSIcB325YrNJWnBDUQaeMBidU2RpSzOeumEe6rO+g00BD566YR6WtjSbNLKx4VXhNRkcdt0QlpKvlOYnxfEz0+2wa99LqkkplvzjQynFt6fUEMdKKR8nsbYR5inFZfmeanQ+yJVSipbHqMjle8c5PnAvFTQjYguh4aXOPSqIUgrgLSnF72kCD933QmXQfQ8wGOwS7OLC1C1Uk1KAkph65fbPa/9eddMCbPjepSQTUgC/Cq/JwtRSlMpTWeKB97WlkngHvrDmC0g/NvERPhzIBeYpxZvROaD7eVGPtY2E4qqHF4eHZtUcG52TUUpxnsQej56gsrexyvfGpmARcSzGv0+DRWnwa55StB+UmlJKgKTUdE468KUzMo70RwAAXUMxsp4eY9FQpZQGdQ/RXQ/Z987PwYZmKngIb4Yol+8ZqfPrwdPZzVXkEzpM4ZXd1ZCywmuyuJ26mT8VRDnIYSoNtkGmBk+eUrx7xOieUvwlpVgzkwhRxd9oBLlWSllG51NFP0zkc70Yj94wqwLh78C9VOQdEf/617/Gv/3bv2n//uSTTzB79mz4/X58/vOfR39/f0EHaCEemlKKuKRY98fgO8AGDB34+ukmpdraO3DRo2+ga0hZuFes2YWLHn0Dbe0dJo8sd1j5XjiRJmsqrwUhHGxopgJlGTgzOqeslAKUMjHmk9HPSaC9tKUZs6cr/c+/edFM/OrmC0krvCaLR5078SShpFRSDL86VtocJK6U4iH5pysfaN7LidA9pfh7XupKKXrPwLHg2VjeMjqfOiyJzasH3XhofrmVllJqLPKOiH/4wx8iHA5r/7777rvR39+P73znO/joo4/w8MMPF3SAFuKheUoRXnTSGVlTM/BeigAYlVI0FTxt7R24ZdX2ES3dOwdjuGXVdm4SU36XXfNT6SFawscCVConY8XCR1gGztQt2YoeitSqaqm+MD+BdjSh3N8vntWAhafVkVd4TQZdKUVnfmvNQTg/yGEbNMtTaupohwOcKh+CalKKS6UUB7F2NrrROX/3O+DVPaUynKj8rfK90qGV7/ktpdRY5B0R79+/Hy0tLQCUkr0//OEPePTRR/HjH/8YDz74IH73u98VeowWgqF1BCGslDIGULwH2ABtT6l0RsbKNbsw2iOc/Wzlml1clPJJkkTe7FyXa/M/r8fDS1gGHidudG6Enf72hflQSgG6hwrvip3x0D2l6CildE8pvu87U2mQ9ZRKcOQppc6FZFpGMk1nruYKU+5Ucajc8XMQa2cT4lgpxVTFskxXZZlNiJrROWHbhakgy7JWvldfaSWlxiLviDgSicDv9wMANm/ejHg8jiuuuAIAMHv2bBw9erSwI7QQDna6R7W8CdBPliRJaW/NOywp1TkUQ4pYYLjlQN8IhZQRGUDHYAxbDvSVblBToEF94HSTT0rxF/TlAzsljhEMbnRPKRqB4HjUqh2FeCnfA4wdhcSd4ywpRUkpJYqnlJ+4UirKkVLKOBd4VD8MWUqpkhLieO12OWxayeRAlP7zUpZlcvEgZYX7VBiKppBMKwfrRq9Oi+Hkvdtubm7Gjh07AABtbW2YNWsWpk2bBgDo7++Hz+cr6AAtxIM9KCnXucfU8g+v0w5J4r/0o6HSDaddQjojo4tYsqQ7mFtJYa7XmQ1lpZQsy3r5HgcbmqnAFI4UA/IER0qpGq18j36QzWBz3Eck0C4GJI3Ok6x8j+/7Tt9Tih9Fmstu08pneVQ/sDkQ4NBTis1jyrF2NkGOk1IAUK0e4gxE6Je7x1MZpNQKBCpJKS/njRHGgnXkrnQ7hPApLhZ5R8TXXnst7rvvPnz5y1/G448/jr/8y7/UXvvggw9w2mmnFXSAFuLBJMUUN4sM1kZehNI9ALDZJDQFlM5w1DrwNVR6Cnqd2VBOSsVTGa0M0irfMw+eklLMU6qfk6RUMp3R7q+fg037ZNHL9+jMb1HK9/Tue/RilExG5qozcEYGXHYlKfXOvh4uyvAZsizz3X1PaypEbx6PRUhVpvHYfQ/QS/h4MDs3zgsqh5S6Bx0/czYXekNW6V4u5B0R/+AHP8DXvvY17N27F9dffz3uuece7bWXX34Zl112WUEHaCEeLCNPuc5dlDIEI5qvFLEOfAtm1qI54MFYejQJQHPAgwUza0s5rEnD2r1STEoZgxARDPzHg3L3PVZyxYPReY1Wvkc/yAaGn7CKPMdZ6ScppZQgXl6VbrqeUka/SyrqhrFgHXWjqu/Zd3/zPlcddSOJtJZE49HjiM2PCOFYOxuWCK4kPrfHQuvAx0G5O9uDeZ12Ms1ARDU67wkp86G+wirdG4+8v/Verxf//u//PuprmzZtmvKALMTHx0GL4KggXYSMTCdqdm63SXhg2Wzcsmr7iNfYY/KBZbPJPDQnoqGKeUrRKzc0dsfi5X5OFsrBjeYpxYFfXa1fCbJ58ZRiiVeX3caFEm2ysLkTJ6iU4v0wh8Uoe7qC2LivFwtm1pJZL5nJuU3S1XIUYR11s3VRrKPuUzfMw9KWZlPGlivMT8phk7iMBTWlFOFYOxuWCOZVKcWSUoMcKKWodd4DxPWUYt24rc5740P3iWYhLH4OPKV4ksfnyolEk1IAsLSlGU/dMG+Ej0BTwMNF8GpEK98L0VNKhcqk8x6gJ5QptiJPqM0G3BwppXjxlIpw1JlsKnhIKqX4P8xpa+/A469/AgDYcXgAX316Eyl1T0Tzk3KQ9bsUpaNu0NAJjuq9Hg9NKUU41s6G53JJAAh4+fGUYslKKp33ANoK96mgl+9ZSqnxmFR6tK+vDy+88AJ2796NaHT4BleSJDzzzDMFGZyFmLDNQoRwnTt7iItkSDedaPkeY2lLMzbt78N/vXMQXzq7Ad+86FRSJ9S5Mq1C8b6iWL6nbdgFLmtiUA5uePKUYkbn/CilysPInymlYkk6SSnePaV4UPeEOSiRzKej7sLT6ko3sDwZUtUuVV4+EyS8eUplMjJCCd6Nzln5Hv2kFEWlFGuSQbmSZjIc18r3LKXUeOQ9Ez/99FN89rOfRSQSQSQSQX19Pfr6+pBOp1FTU4NAIFCMcVoIhJ+D7goiKqVOqFGSUtSMzo2wBMK8k2pIB6vjwZRSPaEEMhkZNkJJtRDbsBMKQoqFl3A77DhPSSnOlFJsAybS2j0arHSL+ZNRQOu+x2FCcCJ1jwRF3bN4dpOpByXsGUl5DRelo65RKcUjPMTaRiLJNGT1C8jrPdeNzuk/L8MEk1KUDxOngla+ZyWlxiXviPjv//7v8ZnPfAZdXV2QZRmvvvoqwuEwnnjiCXg8HrzyyivFGKeFQLDSIcp17kIbnQ9EIcs0ZfMhztsBA0BdhQuSpGxyqKlLmDpR5K5kDJ+TrjeBppTioHyPdd8LxlJIpumocsYizMGmvRAwFS/F8j0eE4L5qHvMJMzBPRaloy7zlKritJTMZ4i1qcZ8RpiflMMmkfZLG49qNSk1yIFSKkww3vYR7po8FVj53jTL6Hxc8v7Wb9y4Ebfccgs8HuVhIssyXC4Xvv3tb+Omm27C3XffXfBBWogFKx2i3BFEN4Sms1hPFVa+F0mkyZowBgk+JPPFabehVlWXdBMr4aMo1y4WLKEcIxjcxDWjc7obS0bA6wSzU6GWZB0NpowT3TeNolIqorbx5vEwhxd1T4QDJaAoHXWHBFFKyTKtMt+xCMWVuLSCUw8vwFC+RzTGNkJROU+5Qc1U6LHK93Ii76RUV1cXmpubYbPZYLfbMTQ0pL128cUXY8OGDQUdoIV4sAdlIp3RFAPUELF8z+O0a+1IjxD1lQqpJ5OUHpKTQTM7J5aUimgqEnHm9VhQDm6Y0TkPSim7TdJOf3nwyQgbjKBFxu1gSVc6z1DNU4qDZGs2vKh7dKUU3fnNOuoCGDMxxUNH3SDnSiljwwHKlQkMVi7J86GkbnRO/wBHV0rRWa/ZupZIZcg3QsgHq3wvN/KOiBsbG9HXp8iXTznlFLz77rvaawcPHoTDwe9iYlEajKeoFP1eACCa4PfEdzyYWoqqrxTbUPJ6MsmgmpRiganoJtCAvjGm6E2QUNUtPHhKAbrZOQ++UhRLEoqBrpSik5TiueydF3VPlBMlIOuo2xQYnsSr9DhIGMZPRDojY3dHEICiMOZxg2yzSVqpPuXKBIYI9g1MKTUYpbm3MULxWenjYH+YL5FESjuwqbfK98Yl74j4wgsvxHvvvQcAuPbaa/FP//RPePDBB/HYY4/h7//+73HppZcWfJAWYuFy2DSFQJjghhEwGLZyeOI7HkZfKYqIEJQAhqRUiFhSqozK93yETV55MjoHoJWj9vOQlOKgO1kh0DylCJWn8qwwHk/dw/5NQd3Dg1KKsbSlGRu+dyl+dfOF+P/OOwEAcP7JNeQTUm3tHbjo0Tew5v1jAIBX2ztx0aNvoK29w+SR5Y9PfdaHOOjAF+K8XBIwJqUS5H28KNo5uB02zS6A4oHiZOhVS/fcDhv3e5tik3dEfNddd6GlpQUAcP/99+OLX/wiHnjgAc0A/fHHHy/4IC3Eg53yRYg+KCMcn/iOB3WlFJPLV3AclAB6Uqp7iFpSqvzK96KENu0MVrbMi5lrNevAx0FJQqRMjM7Z3IkRUkrpz00+7/1Y6p6mgIeMuocHTykjdpuEhafV4RuLZgIAth3qR4aw6qitvQO3rNo+wvS+czCGW1Zt5y4xpSmlOFCdiFC+V62W7yXTMskDMSMUlVKSJJFuUjMZ2OF0fYWbW6+0UpH3TJw/fz7mz58PAPD7/XjppZcwNDQESZJQWVlZ8AFaiInP5UB/JElWKRXj+MR3PCgrpWRZFkcpVUFbKcXDKftU8RJuLZzgTSnlV05/uVBKcbZpnyxup1q+RyTpms7I2rzm0VOKsbSlGYtnN2HhI6+jOxjHyqtn44YLTzFdIcXgSSll5OzmSvhcdgzFUtjbHcKsJnr7hXRGxso1uzBaykyGophbuWYXFs9uIjMfJoLNE6qxthHW6KaSUw8vAPA4bXA5bEikMhiIJkkfjlA0OgeUQ41wIi1MUqpXMzm3SvcmoiARcVVVlZWQssgLXpRSHo6D69GYriWlzO0gNBqxZAbsAJX7pJTmKUXrPrN5zfv9zQW2MU6kM0il6ahJAN3onBellO4pxYPRuRiJ7YlgRudUPKWMSgzeFcZ2m6St4SfV+UklIDQlIGf32GG3Yd5JNQCArQf7TB7N6Gw50DdCIWVEBtAxGMOWAzTHPxrUY20jrHyPZ6W8JBkbg9A+xKFq5+DTVO7052wu9BiUUhbjk/NMPHDgALxeL5qamrSf/fjHPx52TVVVFb75zW8WbnQWwkL99EbrIsRZ4DcRJ9aoSSmC3feCajtgSeL/vrMOTdSMzkNloiIBshoqJNOoItTpLp5k3ff4+Bw0TyniQTbAr5IkXzxOWkbnTJEoSfwkW8eDJTVZSREVIhw3YTn/lBps+KQH7x7sww0Xnmz2cEbQneMhUq7XUYB6rG0kpMaAlcSSJPlS7XOiOxjHIPFutcx/kVL3PUCPT0VRSvUEWec9Syk1ETl987dt24YFCxbgN7/5Db785S8DANLpNO66665h10mShNNPPx2XXHJJwQdqIRba6Q3ROndRy/eYUqonFEcsmSalBAsZ/AR4r7vWPKWIJaUiifJQkQDKxtgmARlZ2TBTauutKaWcfGzemVKKh6RUhJPuZFNFU0oRKd/TTM6ddu7Xb0AvIWI+h1QIEy25yYXPnqJ0Ltx6sN/kkYwOO0wq1HUUoB5rGxHFvoH5Sg1Eaa0d2WhG58QOcLyCJaV6w6x8z1JKTUROEfHTTz+Nz33uc1pCysiaNWtw4MAB7N+/H9deey2effbZgg/SQjy00xuibWpFLd+r8Tm1joLjydTNQJSABNCTUsFYSktwUoB5CPgEuMcTIUmSNtep+UppnlKE1FvjwVX3vXh5KKWYGomKUop3k/NsqtQSohAhpVQ6I6NjUFE5H+2PIE3YMHw0zp1RDbtNwtGBKElfywUza9Ec8IzovsiQADQHPFgws7aUw5oS1GNtI0EByvcAIOBj5Xu0k1Lky/eIxW2TIZ2R8VHnEADlWcLbml1qcoqI33jjDVx//fWjvtbc3IyTTz4Zp5xyCr785S/jnXfeKegALcSEekeQqKAlIJIkYXq1cspHrQOfSEmpKo9DM7GmVMIXISrXLhZsg0ztxI03o3PNU4oDpZQeaIs9x9mBSTxFY26LVvLO2tJTKd9ra+/ARY++gZ3HlA3Ok3/ch4sefYOrbnB+twOfmV4FAHiXoK+U3SbhgWWzR32NJaoeWDablMfYRFCPtY2IEgNqnlJR2s/LENFuh14nzbgtX9iavWm/stb9302HuFuzS01OEfGRI0dw9tlnD/uZJEk455xz4PP5tJ81NzfjyJEjeQ3gkUcewWc/+1lUVlaioaEB11xzDfbs2TPsGlmWsWLFCkyfPh1erxeXXHIJdu7cOeyaeDyO2267DfX19fD7/bj66qtHjKW/vx/Lly9HIBBAIBDA8uXLMTAwMOyaTz/9FMuWLYPf70d9fT1uv/12JBK0FxYeYUoNqqc3rBTBK5hSCgBOqFG+s9R8pUQwuWRIkoSGSnod+Mqp+x5A0zAzk5G18j1eklK1rHyPA6Nz3Qha7DmuKaWSNJRSUcGSUhVaUsr8Od/W3oFbVm0foW7uHIzhllXbudrknH+yojJ6l2gJ39KWZjx1w7wR/i9NAQ+eumEelrY0mzSyyeEnHmsbYTFgJecxYLWqlKLsKZXJyJrPGFWlFA+J1LEQac0uJTlHxLI8XHJms9nw3nvv4ayzztJ+lslkRlw3EW+99Ra+/e1vY9OmTVi/fj1SqRSWLFmCcDisXfPYY4/hxz/+MZ588kls3boVTU1NWLx4MYLBoHbNHXfcgRdffBGrV6/Ghg0bEAqFcNVVVyGd1hfi66+/Hjt27EBbWxva2tqwY8cOLF++XHs9nU7jyiuvRDgcxoYNG7B69Wr89re/xZ133pnX32QxMdRPb0QLsI2coCqlqMnnRTklY2i+UkOUklLl030PoGmYmTB0AuTFELpGDbJD8RQZZc5YhMvFU0r1I4sR+TzYs1yUknfdU8rcGCWdkbFyzS6MFlmzn61cs4ubspDPnkK7Ax+gJKYe+/JcAMCJ1V786uYLseF7l3KXkAKMSSmasbYRPQak4/84GarVcnfK5XsRg60EtXiQ9/I90dbsUpLTTJw+fTp27tyJL37xi+Net3PnTkyfPj2vAbS1tQ3793/+53+ioaEB27Ztwxe+8AXIsoyf/vSnuO+++3DttdcCAJ599lk0NjbihRdewLe+9S0MDg7imWeewXPPPYfLLrsMALBq1SrMmDEDr732Gi6//HLs3r0bbW1t2LRpEy644AIAilfWwoULsWfPHsyaNQvr1q3Drl27cPjwYe3v+NGPfoQbb7wRDz30EKqqqvL62yzGhik1QgQflJmMrCmlRAmwjZygmp1bSaniMq2CllIqbZjXIiZbR8ND0FPKmJTiRSlV5XFqpvEDkSQaq+jOn3JRAzKj82RaRjojm15SJNrawtQaQyYnpbYc6BvX/1GG4g+55UAfFp5WV7qBTZL5alJqT1cQg9EkAl6aCYg+1T/v1IYKLu7rWLDvY5joAbCRoCBKqQAH5XvsOWmT9E6uVNCMzgn5seaDaGt2KclpJl588cX4xS9+gVRq7EUtlUrhF7/4xZQ77w0ODgIAamsVie+BAwfQ2dmJJUuWaNe43W5cfPHFmn/Vtm3bkEwmh10zffp0tLS0aNds3LgRgUBAS0gBwIUXXohAIDDsmpaWlmGJtcsvvxzxeBzbtm2b0t9lMRy9Iwi9Rcd48ixKgG2EdeCjVr4XJFrfPlmYUoqKp5RRlUhNrl0s9PI9OutMwmBMzYvRuc0moUY9/e0jbHaeSGWQTCunj6LPceNGIkHA7Fw0dTFTSrE29WbRHcytIUmu15lNQ6UHp9T5IMvA9k9plvABho5Zfr7buPuJ+iqOBiuV5d3CoZoDo/OQweScWrdU3pVSoq3ZpSSnb/53vvMdnH/++fiLv/gL/PznP0dDQ8Ow17u6uvB//s//wZ49e/D8889PejCyLOO73/0uLrroIrS0tAAAOjs7AQCNjY3Drm1sbMShQ4e0a1wuF2pqakZcw/77zs7OEeMGgIaGhmHXZL9PTU0NXC6Xdk028Xgc8bi+6RwaUkwok8kkkkm6CxIbm1lj9DiURTAUo3efhgxmvg5kyI1vqjRWKg/MowMRUn9bUD1V8rlskx6X2fPaSJ1fuc9dg1ES4xkIKw9Au02CTU4jScSLpph4VCVSMJog8RkAQDiqPC+cdmncg55szJ7b1T4nesMJ9AxFkaz3mjKGiTB6eDgl8dZuI1JG//4GozE4JHM3z8GYsn67Hfmt32bP67HwqdHxUNTcGKXOl9sGvc7nIHcPx2LeSdU42BvBln09uOjUmon/AxPoVrsc1kzhvlKY26yKmWKsbUSWZS1R4rHTWw/yocKlxB0DETpxRzaDajzod9nzHmOx57XbTnd/mAsirtlTJde/M6c7N3fuXDzxxBP49re/jVdffRXnn38+Tj75ZADAoUOH8O677yKVSuFf//VfMWfOnEkP+m//9m/xwQcfYMOGDSNey87kyrI8YXY3+5rRrp/MNUYeeeQRrFy5csTP161bN8wEnirr16835X33HpcA2HHoWCfWrl1ryhjGojcGAA44JRltba+aPZyC0xcHAAeO9kfw8itrQaWRzM79NgA2dH56EGvX7p/S7zJrXhvp6lLm+M59n2Lt2oNmDwddUQBwwCVl8Oqr4s3r0RjoUebUtvc/RGX3B2YPBwDQrX4ONmQmtfaZNrdjdgASXv/TZvR9RNMLga1tDknG+j+0TXQ599gkOzKyhFf/8Bqq3eaOZccRZb3r7TqGtWvza3gD0FizjewfAgAHuvqGTI1RMjJQ7bJjIAHoPeCMyKh2Acd3bcLa3SUe3CRxDSpzZd17+3FWcq/ZwxmVD/Yqz47jh/dj7dp9U/pdZs7tnf3Kve443kcu1jYSTwMZWdmS/unN18GzJeDhEAA40NkfJHvP96rfQTkZm/QYizWvD3QoY9t36DDWrj1UlPcoJiKu2VMlEonkdF3OGslvfetbaGlpwcMPP4w333xTK3nzer1YvHgx7r33Xnzuc5+b3GgB3HbbbXjppZfw9ttv48QTT9R+3tTUBEBRMTU36yaD3d3dmqqpqakJiUQC/f39w9RS3d3d2piamprQ1dU14n2PHz8+7Pds3rx52Ov9/f1IJpMjFFSMe++9F9/97ne1fw8NDWHGjBlYsmQJaQ+qZDKJ9evXY/HixXA6S1/T79rdjec+2QFfVQ1aWy+Y+D8oIXu7Q8B776DC60Jr6/g+ajySTGfwT9tfQ1qWMFg/B6c3+HH+yTWme5L88b8/BLo6cE7LLLReNHNSv8PseW3Evbsbv96/AzZfNVpbLzR1LADw4dFBYMdmBPwetLZebPZwSsKGxE5s7z2KmafPQuvFp5o9HADAx11BYMdG+D35rS9mz+2XB3Zg3+5unDKrBa0LZpT8/XNhb1cI2P4OKgVdu7P5h22vI5xIY9HFl+DkWnMPwT5avxc4fABnnnoKWlvPmvg/UDF7Xo/Fx11BPL5zIzJ28+eS85Qu3Lb6/RHGuZL6fx+89hxc/pnRY1SKnN0TxurH/4QjUTu+tGQxyYYPv/mvbUBPLy46/xy0npefVy6DwtyuP9iHX3z0LpxeP1pbLzJlDLnQHYwDW96CTQKuueoKciVl+XC4P4IffrgBcdmO1tbLzR7OqLy+uxvYtQONdYG849Niz+vQu0fw4sFdqK5vQGvrvIL//lIg2po9VVgV2UTkVbi7aNEivPLKK8hkMujp6QEA1NfXw2ab/ANFlmXcdtttePHFF/Hmm29i5szhm9GZM2eiqakJ69evx3nnnQcASCQSeOutt/Doo48CAObPnw+n04n169fjuuuuAwB0dHSgvb0djz32GABg4cKFGBwcxJYtW7BgwQIAwObNmzE4OKglrhYuXIiHHnoIHR0dWgJs3bp1cLvdmD9//qjjd7vdcLtHHlE6nU5SAdZYmDXOKp9yz6KJDLn7lMwoy4bXaSc3tkLw+p4OSBIgy8CKl5U0fXPAgweWzTa1u0xYLScL+NxTvu8Uvn9NNX4AQE8oYfpYACCeVua13+0gMZ5S4Fe7+MTTMpm/OQPlCNjtmNz6Ytbcrlc90oZiaTL3Mpu4WtFWLnPc47QjnEgjA5vpf2+MeXl5Jjc/KazZRmoqlBLVUDwFh8Nc35Wrzj0RDocd973YrnkdAUATgef2ZDijKYA6vwu94QT2dEcw/2R6JXx9ailwQ8DLdTwS8CndliMEY20jsbRS1l7hdsDl4tvHq75KOSCIJTNIw0ayYVJMtWuqnOR6DRRvXld4lc8/lqQTt+ULW7P//n8+HOYtxuuaPVVy/Rwn5SZns9lG9WeaDN/+9rfxwgsv4Pe//z0qKys176ZAIACv1wtJknDHHXfg4YcfxhlnnIEzzjgDDz/8MHw+H66//nrt2ptuugl33nkn6urqUFtbi7vuugtz5szRuvGdffbZWLp0KW6++Wb8/Oc/BwD8zd/8Da666irMmjULALBkyRLMnj0by5cvx7/8y7+gr68Pd911F26++WbSqiceodwRhJkiewUxbDXS1t6BW1ZtH5G97xyM4ZZV2/HUDfNMWyzDgnXfa6jUu+/lUm5cbES7v7mgdXEhZJiZSCtj4aXzHqOaA6Nz9jn7Be+8x2AKkxgBI382Bh/BDdhkYB3AkmkZ8VTG9I3l0pZm+JwO/NV/bsH0gAc/uu5cLJhZa7rCeTJIkoTzT6nBH3Z24d2DfSSTUr1q19z6CpPrYqcI5VjbSEjrvMdnEsJIpdsBu01COiNjKJo0fe0YDc3onOCzknXO5bX7HmNpSzP6Iwnc+z/tmD29Cv945Wxu1+xSYXpU/NRTT2FwcBCXXHIJmpubtf/9+te/1q655557cMcdd+DWW2/F+eefj6NHj2LdunWorKzUrvnJT36Ca665Btdddx0WLVoEn8+HNWvWwG7XF4Pnn38ec+bMwZIlS7BkyRLMnTsXzz33nPa63W7HK6+8Ao/Hg0WLFuG6667DNddcgx/+8IeluRllBOuMRGmzyGAdH0RLSqUzMlau2TUiIQVA+9nKNbuQzpjjF8Mekry3A2bUVSib+GRaJtGFhQWlPoJBSLFgG2RKXVziqiKQl857jFo1KdUfoZuUYolXH8+GJHngVud3nED3vYhgz02/ywF2jjAUM3/9BvQ1/IQaLxaeVsf15uazpygdtrcepNeBL5OR9e57nCelKgyxtizT9AIE9PhPhEMzSZIQ8Kod+KI01o5sKB9S6t33aCdScyEcV56LZzRUcL9mlwLTZ2Mui6QkSVixYgVWrFgx5jUejwdPPPEEnnjiiTGvqa2txapVq8Z9r5NOOgkvv/zyhGOymBra6U2c3qLDgmuf0/SvR0HZcqAPHYNjtyCVAXQMxrDlQB8WnlZXuoGpsJMyiic3k8HtsKPa58RAJInjoThqTG4tralICAYhxYKiUiqeVhIIbidfSSk2fykrpdimnWKgXQyYUipOoJOm9twUZP222SRUuBwIxlMIxlJoqJz4vyk2LDkmgprkfDUpte1QHzIZGTZCm7XBaFI7nKs1+bk9VXzqWpjO0FD8jUVQndsVghxKVnud6AsnSBxIjgbbe1GMBynGbZNlKCbWYXux4SsqthAGlniIpzJIpc0PqI2IWr7XHRw7ITWZ6wpNkJ3cCLR4T1NPWY8H4yaPxBiEiDWvx4N9h6OEZOCJFKdKKb968ks0yAb0U0mfYGv3WOhKKfPndzQh3r1nG4lgjMbhWVCgDc5nplfB47ShP5LEvuMhs4czjB61dC/gdXJXZp2N15CEongIDCgJsx2fDgAAUpmMaWr9QhLwseclzUOcUJzuIaWulDL/uTZVggIdJJQCvldbC24xlleEiS08TDLqJXqiNFkaKj0Fva7QsICp0i3O4t1QRSkpRTcIKRYUgxstKcXZZqeGC08psdSWE6F7Spl/sMPuPVUlxmRgG4kQkaSUSKfuTrsN581QvKSolfD1hJQ1jpXg84zdJmmxLEXlSVt7By569A38+9v7AQDvHx7ERY++gbb2DpNHNjWqOSnfo7iWsCoVivM1X4aidO8zRfiKii2EwWW3waHKtSPE6oaZqkKkE18AWDCzFs0BD8YSyUtQuvAtmFlbymEBUE7K2ANIRKWUWeozI2Ftwy7WvB4Prxbc0Flj4lpSiq/PgZWxUPaUYqe/ZeMpxcr3CCilIkIrpWhsLNk4qgQ5df/sKUpS6t2DfSaPZDg9gpicM5g6mprZOWu8k20rwRrv8JyYYo1BBokqi0OE40Gjwj3DuWpOtDW72FhJKQtTkCRJU2wwBQcVWHDtIbhYTwW7TcIDy2aP+hpLVD2wbLYpRnwhg6xcpPKyaZWUlFJ0PQSKhY+gNwFTSrl5U0qpSalIIk2i29toRMpsjnsIGZ3HBDzMqSBbvifGBof5Sm09RCsppXfe418pBeg+b5RibeqNd6aKbnRO8xCHcjxofIbECBy4TAWRSq5LAV9RsYVQ+LUNI42AjxEVrLW1kaUtzXjqhnloqBx+AtgU8OCpG+ZhaUuzKeNiSSmX3QY3ZwqS8WClkKSSUmVS2gToJ26UkigJNcjirXyv0u3Q1K1U1VKsFLxc5rhevmf+/Bat+x6gJ3+odN/T/UnEmN/nnVQNCcDhvij+7zsHsXFfL4kkhCid9xg+grF2Po13eKTaR9uDkXL3PaN1CqUDxckQjFtKqXygNxstygYfUaVUVMDg2sjSlmZcelYjzvz+qwCAp26YhyWzm0xtVRoW0OQcMCilQgSSUuXYfY+gl0aCdd/jzOhckiRU+1zoCcXRF06gOeA1e0gjYJsukdQ648ES+BSUUlHBuu8B9IzORfMn+dMnPbDbJKQyMu5/aScAxULggWWzTTsgA/TyvTq/GEkpilUJ1BvvTBXqnlKUjc5tNgkepw2xZIaUH+hksJRS+cFXVGwhFGSVUoInpQBFpVGnluOcUuc3NSEF6As3xVObqcCSUt1DBJJSZdh9j6LReTzJp9E5oHfg6w/TDLQpn/4WA7dT9ZQy2ehclmVEBCzfYxuJEJGuZSKdujM/oVSWMoqCn5BIRucATaUU9cY7U4W6pxTl8j1AP9ygdKA4GUQruS42/EXFFsKg1bkTW3QiApfvGWEBV2/I/FKcEPEH5GQhqZQSSMkwEVpgk0xDls0vCwEMSikOk1KsAx/Z8j3N6Lw85rhHU0qZ+wxNpPU27iJ132PJHzpG52KculP3ExLO6JxgrE258U4hCPj48JSieoCjq9zpJFLzRZZlDEXFKrkuNvxFxRbCwBQbESKnkIxyUEoBujS9N2x+woS13K4k+oCcLMy7ayCSNH3jyIKQculMBujf4XRG1pJBZpNI8ayUop2UihDuKFQMmFIqZrJSKpbQ318kpRTbsFEp32PjqPLyfepO3U+IHdSJYnTODvsoxdrGxjvZiSmzG+8UAq18j6hSKkhcOU9R5Z4vsWRGU4LyvmaXCv6iYgthoKqU0pNSYiVIsqGklBLVUyrgdcJpV4Iqs+9zhPjJWDEwGmYaN85mEuc4KcU68PWFzV8zRiMsoK/ReDC1ndkJ70hSWVucdglOzrzSxoOSp5Qsy8IYnVP3E+oVTSmlJh6oxdqs8U5jYHiJntmNdwoB5fK9ZDqjHY5RjQcpdk7OF7Ze26TyOSibKjRno0VZQFUpxcr3vAKVIYwG85SioJQKCpowkSQJ0yrcODYYQ3cwjunV5plDsxLJctmwA0rix6Ea6UaSKQRg/mmVlpSy87e+1LLyPapJKUHXkbFgpXJmG51rnfcEe2YyH5AggRgllswgmVZO3Xn3J6HsJxRNpLXkjTieUszo3Px5nM3SlmYsPK0e56xcBwB49q8/i4vOmMatQorBlFLBeArJdIZUst44D6haZjCVe4RAZ9nJMmTwypUkvudzqaDzLbEoO6gqpWIJ8QxbR6NOPQU0W8ED6OV7VB+QU0HzlQqal/yTZVnbOJbLhp3hJXbixk4oWekVT2hKKYKnv0D5lajqSilzk1Iidt4DjEop8+e7SKfulP2EmJ+Uy2ET5llJtakQg6mJPE4bLp7VwH1CChgey76xu8s0f7TRYAeULoeNVLLMCHuWRInO2VzQla18HyKUEpqz0aIsYA9Kaqc3rBRBJMPW0WCngD0UklJxMcoSRmOaetprZlIqntJr28tlw86g5k3AvK1cRIPB8ajxse575q8Z2RgTr+Vi5u9Wjc5jJp8mRwT1YaTkKSXSqTtlPyGWlJpW4eb+PjNY4wfWCIIafapHIfM55Z229g5c/C9/1P79rVXbcdGjb5jaUdIImweUk67UDhMngyiNKUoJf1GxhTCwk4QwsUx4VPWeEV4pRcnonIOH5GShoJQyPthF7yqZDSspihKRgSdU/x/LU6qwJNLll3ilopRiCgzRyvcodd9jYxDFMJf5CTUR8xNiynFRSvcA+kopdshR4+d/bre1d+CWVdtHGPl3DsZwy6rtJBJTIeIm54Aep4qQlKqylFI5w19UbCEMPq0jCK1Fh8lFRU9Ksc4yFDaYIYG9YFhwu+VgLzbu6zVFxs3UiB6nDQ4OFTpTgTUsoBLccN19T/WUGiDYfc+oAigXpZTmKWVywpUptUR7ZrITbsXPydzEn37qLs4GZ2lLMzZ871JcdHo9AOBrF8zAhu9daqrBdY9gJucAB0oplpTy8Z0ITGdkrFyzC6NFeOxnK9fsMr2ULxhVEtzptGxaTDoR1BTuk2FIO0goj3ikEPAXFVsIg1a+R+j0RpblsjE6Z+3daXhKKYu3aEmptvYO/N93DgIA/vRJL7769CZTZNzsO1Yum3UjenBDY51hqhY3j0kpzVPK/DUjG2PiVQRPklygo5QStHzPUHYRMrmET9RSELtNwukNFQCUjmVmf3d7w6yUjO8EiRHqSqk+Qe75lgN9IxRSRmQAHYMxbDnQV7pBZdHW3oE7frMDAHBsMGZaTDoRmmiB46SU5SmVP/xFxRbC4COmYACU4F5WDw1EC7CzYUbnoXjKdE8STSklUMDNZNxDWZsZM2Tc4bi4RvITQa21cILjpBQr34slM+ROMMvNTwrQzfLNXr8jgjYHcdpt2uGU2b5S2qm7QM9IBitJHIyaXyapKaUqBVJKEW0qxGCHHDWcJ6W6g2MnpCZzXaFhMelAVqMSSqWFDJ9mu0AzkZoLoh4kFBP+omILYWD1zJSMzo0bLdGVUlUeB5x25VSy1+QSPtE8pajJuJlsX7RNYy54qHlKpfkt3/O77JpBOzW1VKgME6/M6DxBpPueiM9MdlAyZLKvlMin7izRNhg1PxZkjV94V+0YqdCsMsy/v6PBPKVqOS/fa6j0THxRHtcVEmox6URYRuflCX9RsYUwUFRKsY2ryy6+944kSZrZeZ/JJXys+54oSilqMu6wwJ5dE0HNm0DzlLLzt4GXJEkzo6XWgS9SJl6ARjxOauV74q0vbENhtlJK5A1OgJBSqldITylmlUHjGZhNb1gMpdSCmbVoDnhGdJRkSACaAx4smFlbymEBoBeTTgTF/WG+DAl8kFAsxN51W5CGKaUo1bmzBZAF+6LDPGJ6TO7AF4qJlTShJuNmwahPkPubD9TK9+IcG50DuhkthQYJRpgasByVUmaX70UFNToH9A1FyGSVicidnFhSaohAUkpEo3O/tsGnE2sb6RfEU8puk/DAstkAMCIxxf79wLLZpvimUYtJJ4LaYeJkEPkgoVjwGRVbCAF7UFLqCKJ3ESqPRYR1hjPb7Fy07nvUZNwsGK0g3AK4WHidtE7cePaUAvSkVD+x8r1yVEpRMToXuWNtlaaUMjdhop+6i/GMNEIpKcViIRYbiQBTSiXTMuIpGs9BI6J4SgFKR8mnbpiHpsDw2K4p4MFTN8wzrbMktZh0IrzEzflzga1nIh4kFAs+o2ILIdAy4ck0mTpmUbsIjQU7DWSSdTOIp9JIppXPX5TyPWoybpb0K5dkqxGq3fd4VUoxdSW18r1yLFFlfmlmbzRFfm6y+WR2+d5QlJ26i7fBCfholO+l0hktQSKSUspn8HqLEDoEZmieUgIkpQAlMbXhe5firiVnAgBOm+bHhu9dalpCCqAXk04ENYX7ZLCUUvnDZ1RsIQTGMgsqJsQsKy+iYetoMLm0mUbnxlbbonTOoibjjghmJJ8PXhcxo3M1gcBrUop5SvVFzFc1GNFKVAVZQ3KBKaWSadnUg50IUxgL+NysJKKUCgqslGJKgsFoErJs3jzujyQhy4AkATU+cZJ/DrtNWyvCRA5nGOmMjAE1GSlKUgpQYsALTq0DAGRkmFKylz0eFpNmY3Zp4Wj4iMVtkyEYtzyl8oXPqNhCCNwOG9j6R6UDX0xgb4zRqNOUUiYmpeJ66QeVB2IhoCTjNt7jcoMlmKmcuGlKKU4bKbAOSdSUUhGt+175zHG3wfvQTLVUVGClFNtQmK2UEvnUnZXvpTKyqet0r+qtWetzCdfohh0CU3kOMgYiCbA8ZLVXrM07+3sGiJS6s5g0O842u7RwNKjZLkwG3QdQvDW7WFh3ysI0JEmC3+1AMJYik5QSuQxhNHSllHnle0HBTM6NLG1pxuLZTfjKLzZi68F+fGPRKbjvytKfRjEFYDmZQDMoGWbKsoxEWvWU4rSZAvP96CMSaDPKUymlP6fiyQzM6qgeLYfue2Ybnaun7lWCbdwBZY122CSkMjKGYknTnlM9QfH8pBg+lx19YToHwAzmTRjwOoVLBBrLUjMZGTYCh65LW5pR4f4Ag9EU7r3iLMw9sRoLZtaSOxCmFLdNBlmWDQcJ4q3ZxUKsFcCCO/zE2n4yqWjZlO8RMDrXvGAEPU2w2yScNq0CgGISbcbDX+tMVibJViNeQt4EqYysnQq77Xx+FvQ9pfi8r5PBbpPgtCvriZlm52KX79FSSol46i5JkqaWMtNXih3O1fnF8ZNiUIu1GSz2FKl0j8HmdEY2P6nNSGdkDKlrybXzTsTC0+rIJaQAo6dUytSS3sli9EoWUd1aLKyklIWpsK4gVE5vRC5DGI06AkbnrLSsUmAVT7XWscycgDtcxkoplmCm4E2QMCQOuPWUUudyH7WkVBkqpQBdLWVu+Z645cGVbvM9pcrh1F1LSpnoVXc8qMRB9ZUCJqWIxdoMppQSMSnldti1NdHMeW1kKJrUyyUJ+6axPVhGNr+77GRgjSnsNknI52Kx4DMqthAGaqc30USZeUqpgUBPOGHaaUQoLn7ChD38B6LmbOTDZXCPx4IlKSjIwEVKSvUTK98rR08pQDc7jyVNVEoJfJijG52bt5mPJMQ/da8ioZRSy/cETJBQ9ZTqCyufd41ZtcdFRvOVMin2y4aV3Ve6HXASLpc0Hi5RiN3yxdiYQpLoKdGoQndGWpQFLPlDpSMIK0PwCFiGMBqsfC+RymhKg1IjsqcUg3XyGTBLKcXK9wS+x2Ohle8lzV9j2ImfwyaRlMznAuu+p3SqoiOrL1c1IEtKWUbnxUEv3zMvWcKekXabJKy1AIWkVI+qlJomoFKKWqzN0JVSdFU7UyGgJtvMiv2yYabr1cTvt90maQd3EQIq93wZErgxRTGxklIWpqKd3sRpLDrlppTyuRxakGtWCZ/onlIAEPCywMQkpRTbsJfJvDZCyTCTKaV4VUkBeplFIpUhdequ+6aJu46MBjtAMdVTij03neLde7apCJmolCqHU3dWvjdk4n0WWinlohVrM5inVI2A9xwAAl7lvg+YmGw10q8q02o5UKbpsRutRGouaGu2m3byjxr8RsYWQkDt9CZahr4kTC3VY5LZeTl4SlFRSpXTvGZonlIEEiiJtDIGnpNSXqddU+dQ8pUKC+xrNB4urXzPnPkty7LeIETAe19BoHxvSDM5F3eDwzbvppbvqQdzzGtTJJh/a4iop5SIiUAAqFYPJAeJlLuz+13NQ1LKSadJTb4ELaXUpOA3MrYQAmqeUuVWvgeYb3bOFm+Ry25YAGDWaZnemUzcezwWWheXZNr0cjOmZnER9nKYCEmS9A58RAJtQFcAiLyOjIabKaVM8pQyelmJmBDUlFKJFDIZc9YPo1JKVDSllJnle+rBXH0F/Q17vuixNq2kFDvYENZTyuQDyWzYOGoIm5wzKHVOzhfRG1MUC34jYwshoNp9T8Tgeizq/eZ20wqVQfmerpRKlHxjk87oSgZfmZlAA3pgIxPo4sLe3+3k+9FLsQNfuZr5ezRPKXPmtnGTK6LfEVMnybKSmDKDcvAnCZjsKSXLMnrUg7l6EZVSalLKLO/QsWDPEBG77wFAwGe+V5qRPp6UUoSa1OTLkHqQUCXwml0M+I6MLbiHnd6QSUqpZsgiBtdjwcr3ek3aYIbLoHyPBSYZGQiWeK4bN43lqZTS/2azT9wSAiilAJBTSsmyXLa+aZpSyiSjc/ad8jhtsHFq3j8ebocNTrvyd5nlK6UrpcQ9dWfJP7M276F4Skvs1omolFIPpCJEYm2G6EkpVr5HxVOK+ZryoEzjWymlJqW84q7ZxYDvyNiCe9ipNpXTG5G7CI1FrV85FewxqXyvHJRSboddU9+V2uycPdBtkt6pq5wY1sXF5NIF3eic7/WFlSSwdt5mE09lwASIvjJLvLo1TylzlFJs/bZLEjbu60XapBK3YiFJkqEDn1lJqfJRSplVvscMt30uu5Dei1SVUnr3PfpJkslArXxPMzon3n0PMFgvECs5zYVyWLOLQfntUCxIoZ3eEFl02Aa+nJRSzD+h1ySjc81TSsBA0Ei115zgJGQoaxK1c9NEsO+zWWbQDBG67wH6BsKsbpLZGJW2vjJauwE9KWWGUqqtvQM3/HIzAGWz+9WnN+GiR99AW3tHycdSTJjClJ1+lxrt1F1gpZTZ5Xu9YXFL9wB6sTagPI9ZzC1q971qbV7TeFZyZXTOuu+ZHLdNBispNTn4jowtuEc7vSHSplbz3ikjpZRevmcppYoJCwJKXfKkGUALnvQbDx8RGbjmKcV5+R41Tym9u6RdyBKy8fBo5XulVUq1tXfgllXbR5R9dw7GcMuq7UIlpipN7sAX1LrvibuGV5mclDoeVLvACVi6BxitMmjE2oD+/HDaJWHtGwLElFK60Tn9ee510mqElQ/lUHJdDPiOjC24x09MnlmO5Xt1ftZ9z2xPKbEX72qTDC91pVT5zOlsqHgTJNLK+/NudE7NU4r5SYlYdjMRmlKqhOV76YyMlWt2YbRCPfazlWt2CVPKx5JSQ6YppcTv5ERFKcXiIdHwEVRKGTvviaripuYppRud019LqBwmToZyaE5RDPiOjC24h/l/UDm9iZZh+Z7ZRufMPFZ0pRQ7meov8X1mQWi5dSUzosnAzU5KCWJ0XmNyx85s9DlePus2w636k8VKWL635UAfOgZjY74uA+gYjGHLgb6SjamYsGRQyCSTaOazJPIGhyml4qmMKWXWPapSalolfQXJZKColBLdTwowHEZGkpBlc5P0sizrRucc3HM9bqOTSM2VcjhIKAZ8R8YW3ENOKaWV74kb/GXDTgb7wglkSnyyncnIWptt0TeUmozbLKVUGc3pbFiS2WxvAmE8pbQEK43T33AZl6gy1V0plVLdwbETUpO5jjqVbhrleyJvcCrdDjCxjBmKNNGVUiy+ChOJtYHhSilRYUmpRDpjevwRTqSRTCsxfg0HSikqCvfJwA4SRC65LgZ8R8YW3EOpI0gilUFKTcqUk1KKnVKlM3LJpfORZBrs8Ej08r0ak7wF2ANd9KTfeHhdNLwJ4oIkpWrUzj19VMr3yrhE1eNgnlKlm9sNlZ6CXkcd3VPKnCTsUEx8pZTNJmlG7mZ04GPdh+sF9ZRisXaEkFKKJaVqBb3ngLKXYMpos32lmErf7bBxscehonCfDJan1OTgOzK24B6tI4hJsngjxlOMcvKUcjlsWja/1GbnbDNpt0nwcO6zMxGat0CJN/LhuFW+xzqymS0D14zOeU9KGUpRzS5JAPRDjXJSuDKYUipWQqXUgpm1aA54MJYLjASgOeDBgpm1JRtTMWEbC7OVUqzETVTM9JXqCTGjc0GVUuramEhnNMWu2bAkSa3ASilJksiYnRtNznnw8KJymJgvsixrFQqWUio/+I6MLbhHO71JpkteOpYNy8bbbRKcdvoLdiFhbZBLbXbOgu0Kt4OLh+RUYDLu/hIHJnpnsvJ9OFIxzBSlfI8lpVIZGUECBwrl7Smllu+VUCllt0l4YNnsUV9jq/gDy2bDLkgnRKZQCpmWlBJfKQWYm5Tq1ZRSYialjAetVJQnfRz5G02Fai+zbjBXWcyTyTmgHyZGTC57zJdwIg22nbWUUvnBd2RswT1sEyHLpTVqHQ3NT8ppFz5Bkg0r4Su12Tk7TagoAxVPtc+cLixsw15Rhht2hsdFxFMqzYzO+f4svC67Jv8fIOArVdaeUlr5XmnVD0tbmvHUDfNGHOA0BTx46oZ5WNrSXNLxFBO2sRgyISmVMSR+RU9KVXmVv89MpZSo5Xsuh00rI6PiK6WV73GSJJksRrNzM9FMzjlRpvFqdM4OERxlUAFSaMR+wlmQx+u0Q5KUpFQonjJVzcE27+VUusfQOvCFSlu+F4qVT1KqRgtMzEn8lbVSyknDm0AUpRSgJLKPDkTRF0ngpDqfqWMp5xJVFvSWOikFKImpE6o/wsHeCG7/0hlYeGodFsysFUYhxagw0VMqnEhpvotVgp+6M6XUULS0m9BEKqMlwkQt3wMAn9uORCRDprGQ7ikl7j0HgIDXnAPJbFi5JPOEpA6vRud6YwrxK0AKDf+RsQXXSJKknW6bbcDINqzlmZRSgoKeEpfvaUopwU+AAfPK99gDvRwSf2NBpXyPlVjx7ikF6IFtf4nVlaPBTv59Zbh2M6VUzCQVIHtm/H/nnYCFp9UJl5ACjEbnpd/Ms/d02iUh1o3xMKt8jyVH7DZJK7USERZrh4mYnbPurSJ7SgF67Ge2p1S/wVOKB9hBqtmHifmidd4TeC0pFmI/4Sy4gG0kzJYUs9IeHrpSFJp6rXyvxEqpMizfG4olkS6hf5qmlCrj8j0qhpkiKaVYYNtHICnFDjTKUSmle0qVXikVTaS19UXUsidAN6sNxku/qdRMzj1O4U/dq0xKSrHOe7V+F2wCJlUZzC7D7Fib0cuZcmeyUPGU4rV8z+y4LV+MSimL/OA/MrbgHraRMHvhiVhKqZJvMENqOUQ5JKXYKbAsl7blte4pJf49HgvNmyBpbjCeEKT7HqD70PWXuBx1NELM6LwM126PeogSN0EpxTbzHqdN6PWFeUqZYXReLibngHlKqR7BTc4ZPiJVCYDSoYw9O2oFNzrX5jURpRQvRud6+R6NJGquDLE1283HfaYE/5GxBfdoSimTuzix8odyLAFhQYFp5XsCb2gYTrsNlerfWUpvgZDVfU9TP5otA9eMzgVIStFSSjE1YPnNcbfqKWVGm/fuoLKZn1bpFlrFYyzfk+XSdgnWT93F3+CYlZTqFdzknEFJKTUUS2mKcV6UO5OFTvken0opsxvU5IullJo8/EfGFtzjJ1JaoymlyrB8zzSjczVhUg6eUgAQ0HylSreRZxv2clSRMKgYZsaT4iilWGBLQSkVTpRz9z1lLpnhKXU8WB4KE3ZoksrIiCVLm/wbKiOlFDNyL6WSGNBtC+oEV+z4CHlKMS9Cv8uuqT1FJaB1Xjb3WaklpTgpl/Q5lfmaTMtIpkt/6DJZyukgodDwHxlbcA/zujFbKaUbnYsf/GXDNhW9pS7fi5dP+R6gb+RLKeMu585kDConbiIppWo1o3NzT38BXd5fjr5pzOjcDE+p4+ohxjTBk1J+lwNMCFbqDnxDZXTqbl75HlNKiT6P6ZRD6X5SYicCAd1TarDEXSWzYc9qXpRSRisVsw8U86GcSq4LDf+RsQX3UFFKsQ2rT/BTm9FgJ4QDkSRSJTyRYB4d5ZKUqjZBKaWpSMpww84go5RiRud2/j8Ltpnoo6CUipdvh0mP0zyj8x5D+Z7I2GySNreGSuwrpW9wxD91Z0mpUiulmKdUneBJKVbeTEkpJbo6DdDjvkGTn5W8GZ27HDY41MYDZlsv5ANTt1rd9/LHSkpZmA6V7nvs9Kgcjc6rfS6wpjOl3GRqnlJlcqLAOvCVyltAlmVLKQVCnlICdd9jbbz7CXhKsTlejn6AulLKhPK9UHkkpQC9tCxUYkW3sfue6JivlOJjsz5ZKCml+iLlpJRi5XvmqYrjqbR2QMlLUgrg0+xcX7PLN+aeLPxHxhbco3XfM/n0JppQNozlmJSy2yTtQdVbQrPzcjI6BwytgUuU+EukM0ipZqLlbHTO/nazy/fiAnXfqyHUfS9ieUohmZY14+BSUS6eUoD+jCp1+V45lYKwpFQ4kS6ph0xvmXXfM/sAGNAPM2o5SpBMFuYlGkmkTTk8APSDUJvE11riI6JyzwfL6HzymB4Zv/3221i2bBmmT58OSZLwu9/9btjrsixjxYoVmD59OrxeLy655BLs3Llz2DXxeBy33XYb6uvr4ff7cfXVV+PIkSPDrunv78fy5csRCAQQCASwfPlyDAwMDLvm008/xbJly+D3+1FfX4/bb78diYT5AbfoUFFKsXbx5Wh0DhjNzi2lVLGoYV1YSnRiZpTpl7PRuY/IaVtCDUhFUEqxDWRvOIF3PukpeUKEIcuy9uwoRzUg674HlF4tdbxMyveA4R34SslQtHw2OMa/sZQlfL1l4ilVQeQAGNC7tpaDUqrS7dAqEUqtAmSww6Nqnws2Gz+dUqkcKOZDOZVcFxrTI+NwOIxzzjkHTz755KivP/bYY/jxj3+MJ598Elu3bkVTUxMWL16MYDCoXXPHHXfgxRdfxOrVq7FhwwaEQiFcddVVSKf1SXz99ddjx44daGtrQ1tbG3bs2IHly5drr6fTaVx55ZUIh8PYsGEDVq9ejd/+9re48847i/fHWwDQNxJUjM7LsQQEAOr8zOy8dB34ys1TKqB1LCtVUkq5v26HDQ676cu9aTD1YyyZQcak5AkgjtF5W3sHrv23PwEAZBm4/pebcdGjb6CtvaPkY4km05DVj7QcfdNY+R6gd3csFT1lVL6nJ6XMUUqVQ/mew24ruXeXLMt69z3By/e0pkIElFIsKVVbBkkpm03SS1NL2OTGCDM5Z/5WvMBEApZSqjww/Y5dccUVuOKKK0Z9TZZl/PSnP8V9992Ha6+9FgDw7LPPorGxES+88AK+9a1vYXBwEM888wyee+45XHbZZQCAVatWYcaMGXjttddw+eWXY/fu3Whra8OmTZtwwQUXAACefvppLFy4EHv27MGsWbOwbt067Nq1C4cPH8b06dMBAD/60Y9w44034qGHHkJVVVUJ7kZ54teUUuYuOmzRE7097ViYqpQqk6SUppQqUckTCz7L5f6OhVH9GEulTStl1DylOE4QtrV34JZV25Gd2uscjOGWVdvx1A3zsLSluWTjYWpASQI8jvJbu+02CU67hGRaRqyESilZlnWllOAKE0A/9S61UqrcNjgBrxOheKpkipKhaArJtLKaiZ4godJUCNCVO6Lfc0a1z4X+SNI0XykWc/JWLql1TiaQSM0Vfc3mKwFIAdJPuQMHDqCzsxNLlizRfuZ2u3HxxRfjnXfewbe+9S1s27YNyWRy2DXTp09HS0sL3nnnHVx++eXYuHEjAoGAlpACgAsvvBCBQADvvPMOZs2ahY0bN6KlpUVLSAHA5Zdfjng8jm3btuGLX/ziqGOMx+OIx3VlydDQEAAgmUwimTS/VfZYsLFRGKPboUhJQzFz7xkr7XHbadyXUsMSJseHoiX7+1lSylOge05pXo9GhUtJRvSHEyUZ45B6Aux12cnek1LgMKRQhsIxOCVzNtFMyWJDJu/Pg8LcTmdkrHhp54iEFADIACQAK9fsxCVn1MFeohKBwUgMgNI1NZ1OIW3+fqvkuBw2JNNphKMJJH2lCeuCsaTmkRZw2yY9LynM61zwq2v3YCRe0rGyMjafUyJ/jwoBS771BaNIJv1Ff7+OgbD2vnZkkCyg2pDa3GZCUrNjbUBXWVZNYe3gCWZ63VvC+NpIT1B5Tga8jim/fynnNesuG4yWJmYuBCyh7nPQ+e6bTa73gXRSqrOzEwDQ2Ng47OeNjY04dOiQdo3L5UJNTc2Ia9h/39nZiYaGhhG/v6GhYdg12e9TU1MDl8ulXTMajzzyCFauXDni5+vWrYPP55voTzSd9evXmz0E7OmVANhxpOM41q5da9o4jnbZAUjY9eH7cB3bYdo4zKL3qPI57PhoH9Ym9xb9/dIZIJZUlqCNb/8R/gIeKlCY16NxMAgADnT0DpZkrn80oHymmXjE1O8WBZw2O5IZCWvXvY46jzljiMSVNWbjhrexd5JjMHNu7x2U0Dk0thpJBtAxGMeTv27DGYHSlEkeCQOAA3Y5VbZzXMoo82r9H9/E9BKFHd1RAHDAY5fxx9f+MOXfR3XNZnQftQGw4YOPPsHa2Mele98B5bP9YNtmDOwp2duaRiqi3Oe3Nm5FcG/x15BPhgDAAQ+SRVs/qMztPYNKPNDZO2D6WnnkuDKv93ywDamDpg6lJCRCyrx+e/M2xA+U3kJg0xHlsw/1dhXssy/FvB7qU+7blu187MsyMhBW47zNG97Cbr6EaUUjEonkdB3ppBRDkoafuMqyPOJn2WRfM9r1k7kmm3vvvRff/e53tX8PDQ1hxowZWLJkCemSv2QyifXr12Px4sVwOs2VGPo/Po7/+vg9eCqr0Nq60LRx/PuBjUAwiIsu/Cy+cEa9aeMwi8Gth7H28G74ahvR2npe0d9vIJIENv8RAHDNVUvhLEBJE6V5PRoHesL4SfufEIcTra2XF/397Du7gN3vo6m+Bq2tC4r+fpRZ8f4f0R9J4oJFn8eZjZWmjOHOzesByFhy2aVoqsovK0Vhbq/5oAPY9eGE1536mXPROrc0JXzvHuoHPtiK2io/WlsvKsl7UuPRXW8jNBjDBQsXYc4JgZK855aDfcCOd9FcPbX7TmFe58Kht/bj9WOfoL75RLS2tpTsfe/b/gaAFJZ+6WKcUld85ZDZvDywA58MdWPmWS1oXTCj6O/3ansnsPMDnNxY+Gcktbk9/fAA/m3XFthdXrS2fsHUsfzje8q8bv3SxThtmvjz+vXwh9g90IGTzzgbrYtOKfn7v//qHuDwIbScOROtS2dN6XeVcl6/EfkQH/R14LRZ5ty3fAnGkpA3Kfua/+/Ky+EuUzuYbFgV2USQTko1NTUBUFRMzc16gNvd3a2pmpqampBIJNDf3z9MLdXd3Y3Pfe5z2jVdXV0jfv/x48eH/Z7NmzcPe72/vx/JZHKEgsqI2+2G2z2yFMTpdJJ4CE0EhXFW+ZTNWTSRMXUsrBSh0us2/Z6YQUOVcsTeF0mW5O+PpRU5p9thg89T2HIqCvN6NKap9zgUTwE2e0EScWORzsho7wgBAFIZGTa7o2QlVRTxuRzojySRyEimzI1MRkZKNVn3eya/xpg5t5urc9s8NFf7SzZG1kjK73aQ/M6XAuaDmJJtJbsH/VHlxk+r9BTkPamu2YxqtRFIOF66OCWdkbUS95oKL+n7UyiqVc+bcIniwYGYMo/rKwozj0eDytwO+JVYO5I0N9ZOpjOakX1DwEfi3hSbWtV3L1jC9cPIoDrP6wq0XgOlmdd+1ZcpngIX8yQaVua1y25Dhc8kST5Bcv3sSLutzpw5E01NTcMkgolEAm+99ZaWcJo/fz6cTuewazo6OtDe3q5ds3DhQgwODmLLli3aNZs3b8bg4OCwa9rb29HRoXcPWrduHdxuN+bPn1/Uv7Pc8blodARh5o/eMs1s16tG56wrSrFhn3e5GLgCQJVXX5iLaeTa1t6Bix59A//+1j4AwAdHBk3rjkYF1oHPrNbCrPMewG/3vQUza9Ec8GCs1KYEoDngwYKZtSUbE1u3/SaZ11OAzad4CY3ONZPzMui8B+jPqVAJuwQb36tcnpOsS9lQiQyhe9TGLvWV4tfZaLG2yZ2umcm5JOmft+iwv3MgWrpGQka4NTpn3feSfBids26p5bJeFxrTI+NQKIQdO3Zgx44dABRz8x07duDTTz+FJEm444478PDDD+PFF19Ee3s7brzxRvh8Plx//fUAgEAggJtuugl33nknXn/9dbz33nu44YYbMGfOHK0b39lnn42lS5fi5ptvxqZNm7Bp0ybcfPPNuOqqqzBrliJjXLJkCWbPno3ly5fjvffew+uvv4677roLN998M+kyPBHwq53BInFzHWrZZpVtXssN1gWlVN33QrHy6wxnt0ma4eVAkVoDs+5oHYOxYT9n3dHKNTGld3ExZ52JGwx03Zwmpew2CQ8smw0AIxJT7N8PLJtdUkUe27j73eW5bgO6UipeQJPmiWBGxeWSlKpws+57pTOuZe/lctjgLpPOkmzzXqrue2we1/nFn8esO2k8lcGGvceRzpTe2wgA+sPKZ1vjc5WNerta67xsjvE1SwRW85aUMjluy5dy65ZaaEyPjN99912cd955OO88xcPmu9/9Ls477zzcf//9AIB77rkHd9xxB2699Vacf/75OHr0KNatW4fKSt0T5Cc/+QmuueYaXHfddVi0aBF8Ph/WrFkDu11/iD///POYM2cOlixZgiVLlmDu3Ll47rnntNftdjteeeUVeDweLFq0CNdddx2uueYa/PCHPyzRnShf/AallCyb85AE9EWvXJNSdaq8OBRPIVYCNUlQ20yW1+Jdoyb/2MlVIUlnZKxcs2vM7mgAsHLNLtOCUTNhCkiz2mHH1bZwkgQ4OA7El7Y046kb5qEpMFya3hTw4Kkb5mFpS2m8pBgRdR3xldk6YsStKaVKl5RiSimmsBUdtslgm45SwN6rqoxaiwd8pU1K9YbKYx63tXfgqic2aP++4ZktpqmnmRqfdXwuB6pLPK+zYckw3u65V1VAmxW35Qs7SKgqEwVgoTE9irvkkkvGTURIkoQVK1ZgxYoVY17j8XjwxBNP4IknnhjzmtraWqxatWrcsZx00kl4+eWXJxyzRWFhm4mMrATVHhPK51LpjFZe4yvT8r0qjwNOu4RkWkZvOIETqr1Ffb9yVEoBQLXXiUMozonZlgN9IxRSRpTuaDFsOdCHhafVFfz9KWP2iVtCTRi47LYJG3VQZ2lLMxbPbsLaDztw26/eg90GvH33F+E0QQEW1sr3ynPdBqCZqZbiMIFRruV7Q6YkpcrnGckScKVTSqnlexXizmOmns7eaTH1dKkPE1hSiqnzywGtfM8kpVSfeghaw9k9Nztuy5ehqKWUmgqmK6UsLIxJoFL6NRgx+syUq1JKkiRNwt5XghI+5mtQbos3k0/3F0Ep1R0cOyE1metEwnRPKZaU4rR0Lxu7TcIVLU2w2ySkM3rQW2oiifJUXBoxQynFNvPlkpRiyZJQvHSbSuarVE7PSM1TqkRlkkwpVSdoUoqielpLkHBWSjYVAl5VIW+Cp1Q6I2tJ3mrulFJM4c6Zp5Sbr/tMBTGiYwuusdkkLRtulq8Uy8JLEr9+L4WgTpWw94TjRX8vloAsO6VUEWXcDZW5dfvI9TqR8DrNlYGzhIFI3jAOuw1NVcpcOjoQNWUM4bhldK55SplhdF5RHmsJSwzFkhkk06VJ/gXjLClVPhucqpJ7SjGllJgJknzU06WiX1VK1Ql6z0fDTE+poWgSrCCp2svXPdf2hrwopSxPqSlRvrtvC1L41A2FWR34mHrC57RzX1ozFUppds5KE8pN4VBTRKUUxe5oVNBl4OasMQktKSXWY3d6tZKUOGZaUop5SomT7MsXNqdiJTI6z2RkzSC6HLqWAcOfU6XylSpH01zN6LwEm/dYMq0djomqlKKontY9pcpj7QAU2wZA+U6X2tOTxZqVbgd3Sm2fyQr3fNHX7PI5SCgkfM1OC2FhnZPMkmhGytzknMF8FZikvZhoSqkyCriB4noLUOyORgWzT9yYZx1vQeFETFe958xKSkUSllJKL98rzdweiCaRUjdW5dC1DACc9v+/vTuPj6uu+wX+OZNJZpImM2mSZumSElooLUFLC9JaLhSUGlt4UISrIryAK5UiiMrjFZdHSx8fQVAfRWQpogXtRQWRy9YbLLaWrUChC01DC11TmqTZM9kzmTn3j5nfmUkyk8xyzpk58/u8Xy982clkltNfz/I938WmDUswawKflI3OxcX70Aj8Bl+8twSz/bIUBfWN3Rk5ACQds6dl7ikFhMpyzdIZPNcsnGK9/UiqM9zjpZXvSXZdo5fMOjsmy9IypVJVvudlUAoAikWmVJ+JPaWky5QyNo1bTEcbmxqfqulo6UKUOKW8p1RWZh12Q0Gp1PQp62NPqbDyPXMypUSW1NS87IwLsk7E7Al8HgkvcFy5ge+qqsZu59q6Jnz+gdcBAD5VxZd/91bKptEZKR2zp0XmjkxBKXuWTTvX7TI7KGXhzDSrNTrXbiRw+l5C5DmboLQ2JcXN7MQOL1fSyXtCsZYpZUL5nrQ9pYxveFlTXYF1l50JAJhdlIc/r16C1+64WNqAFJD6kxuRxeLIzqzDrghKpa6nVDAoJfENBS1TyqTyPdkm7wlmB6VkLAVx2LPgDO4jjWp2LqbRjb35JqbRZVJgKh2zp7XyPYmCUgDg1m5ImtvsXAQBCy0clLJKo3MZbyToKbPOjsmy8hwpzpTSyvfk3pGI7Jp2MxqdS9pTSjS87Owz9m7Z8WCQYGFlIZbOKZayZC9cysv3MjRTakbKe0oF+wFKth8JJ5rnD5pUvieCUiUZ2ocnmnyn6AtjTqaDjNP3gLC+UgZklKTjNDqjiezpcvfoEr1UZU9r5XsWDJIkQ2t2bnKmlMjKn2qxyXtA+PQ9i2VKSbbP1gu3GqWFVGdK9YvyvQzLYohXsYmNzkVPKdlOuMXdKqOnCzV09AMAKovyDH0fqxAB5/4Ey/d8fhVvH+lAS88gSgsC5Q7xBPpEaVWmlTulvqcUM6VE9p1ZmVKifE+2TClXyjKl5DpGunOzcdIzZMgxMp5pdEvnFOv+/qlSU12BSxaU47ndJ/DtJ/fAYbfh1e9eBLvJN0lUVZWypxQQmnxnRhP/cCJTyprle4F939CIHz6/mvY3V0M9pawXAEwHch3pKG2Fpu+lKlNqZNTnkFWxiY3O+7TyPbl23uJulRHT98IdDwalZjEoBSBUmpvI9L3auiase75+1MVMhduJtZctiPku83CGB6U6+73oHx4xfR/aG8yUki3jMpzT5EbnWvmeZJlSofI9sxqdy3mBY2SmVDpOozNLlk3Bqo9Nx+1P7cHQiB+d/V7TA8sDXp92g0a2oFTqyvdEppT1tnde2M2mAa8v7dt9yHojQS+ZdXZMlqVN3xtKcU8pie+2A6FMqba+YaiqsenrYuct2/Q9cbesf9hn6EXksfZAUGo2g1IAEh8tLPqPjL27Hm//kaEMLd9zObO1Bq6paHYeypSSaz8SzmFyo3OtfE+yTKkCR2isuxlCTXPlWttGBqXScRqdmXLsNkx3B24kNHT0mf7+Iksqx24bFXCQQWFuasr3tEbnFpy+57DboASTo6zQV0rGPoB6yqyzY7KsVGdKhcr35DpIjiV6Sg2P+A3/u+jVMqXk2uYFTjtEBrJRadwjPr/WeLqymEEpILHeBHr2HxGZUo4M3MekqoTP71e1v888yfYj4USj80GTJku29sqdKdVr0s2zUH8SuS5wxPf1GHDxno7T6MwmSvpFib+ZwvtJKUp6l2LprdDgycvRWLnRuaIoyMu2xgQ+n1/Vjg3sKZUYBqUoLYjARF+KMqUGxYWNZHduxsrLsWvbwMgSPlVVw4JScp1w22yKdifYqDtmTd2D8PlV5NhtKMvQO77xSmT6Xjz9RyYz7MvMTCkAmJ6iZufhWW/pntZvJNHo3OxMKdl6SomsXo9JmVKyTnJyGZgpFT6NbqxUTaMzmwhKiWxqM8k6eQ8I6ynFRudx0fqBpnlQqjfsuMBMqcRk3tkxWVLKM6WGmSkliDr/NgObnYumhYB85XtAqLa/s8+YbSxONmdNzYUtg0+u45HI9D09+49kak8pIJQpdcLkoJS4iWFTQtlCMnKKRucmBaVkbXReYOL0vRGfX9tXyXaBY2T5HhBo+v3DVfPHPZ6qaXRmE9nTqciUElk7xRIGpVLXU8q6jc6B1E9OjpW4ieCw2zLyPM8M8l0NUlpKeU8pL3tKCcX5DnzUOWBoppQoS1AUaKm5MnEbPBqYk/fGc2bH31NKz/4jWvleBp6szJiaoqBU8CR1So5dulKQcFqmlAnleyM+P9qDwfQSScv3zOgpFV4iKFumlNFBKQCoCPZVmjNtCm771GkJTVS1KnFecDwFQSkx2VnOTCnze0qpqhrKlLLoNk8kyz0V2E8qeZl3dkyWFMqUSnGjcwkDJGOVBA9c7QZl8QChE+4pOXYpM3nEHSuj7piJoNTs4imGvL4ViX3McFiW3mT07D8imtpnZFAqRT2lRKaUzP2kAMCeFVih7X3D2H6oPeb1nYiO/mGoaiA7TbbpWS4Te0qJCxxntg3ZGVjyOxEzglJH2noBAB+fVYjLF87A0jnFUgSkAGB2cerK90TWTpFFS8mSIXo6GdVLNJK+YZ/WOsC65XsiUyq9G52LDFr2k0qcXEc6SltaplSKIuEie0L2nlJAqNl5h5FBKTF5T9I+MNodM4NOTsRUnVnMlNKE/9uO9eRmov4jQiz9R3x+FQ3BC4CWnkFDgwapEGp0bu70PXG8mCLpfgQITIe85YmdAAK9nr78uzdx/j1bYp4KGS/RT6o43yHNRbyQ7zCvfM+jXeBY80IyGaKnlJG9uw63Bo6Rc6blG/Ye6UpkSrX0DJmefdLRF1jXRVPkyrIEwhqdm5gp1Rk27dCqN90TnZxstlCmlLznI8liUIrSgpYplaLyPa2nlMRjxYXiYElGm4Hle1qTc0l33uKOWadhQSmW740VPlo4nhPxmuoKPHTNIq1vT7hbL547af+R2romnH/PFrxUfxIA8MyuRkODBqkgglJN3QPwmxhw6wvLuJRRbV0Tbt64UyuJEZq7B3Hzxp2GrDERlJKtdA8wt3xP5gsckSllxPQ94VBbICh1aol82cTu3GxtXR3vNDdbSgRJiqbIF2wN3YwcNu04Gd7k3Kol7rnZ1mh03jMUvJGQK9/a1guDUpQWpqR4ugLL90JEA8qxFzp6Ck3ek++EGwjdMeseMKh8r12U7zEoJSiKov37jveOW011Baa7A32j1lw4ByurywEAb00ydU8EDcZO8DMyaJAKZQUO2BTA61MNDWaPJcq9Zcxw9flVrHu+HpEubcRj656v1z0rT9bJe4C5QSkRkJGxP4nR5XuqquJwa6B8r2qafEEpRVG0c4MGk0v4ZJ6+J4IVfhXoNakUzepNzgHrNDqX+UaCXhiUorQgeoKkKlOK5Xshou58f7PHsP4kvcE7CrIGpcQ27uzT/6S7q39YK3uYNZVBqXCJntwMen041hHol3TDslPw48vORE6WDW8f6cCOo5EDU6kKGqSCPcuGclcgaGdms/P+IXnL994+0jEu2BlOBdDUPYi3JwmcxktMZZ0mZaZUYL/dOzRi+L9bmS9wwoNSqqr/dm7vG0bP4AgUBThF0r6LIov6mMnNzju0nlLWDZIkypmdpWVcm9VXKpOCUgNp3lNKu5HgkO9Ggl4YlKK0EJ4pZcRJyGREjxmn5JlStXVN+OmL+wEAH5zsNaw/iew9pdyi0bkBmVKidG9agYPTJMfITTAodai1Fz6/CnduNkoLHCh3O/GFxTMBAA9sPRjxd1IVNEiVVPSVEplSMgalWnpi286xPi9WzJQKMHooS4/EPaVEUMrnV7UJm3oS/aRmFOZKe85XWRQIxpk9gU8r38u3bpAkGYW5wWbnJvWVCk3es+5+JNHzNrPJfCNBLwxKUVoQmVIjflWbFGGmQW/gPWXOlBKlRh39xvcn6Q1mOMjaU0pkShnR6FxM1JnNflLj5AV7E8Tb3PWDkz0AgHllBVpfhjUXngqbAvzrQCvqTnSP+51UBQ1SZXoKJvCFekrJt98uLXDq+rxYtfaKnlLyXVQ67DZkBycdGl3CJ17flSvfMdKZbUNOcOKgEX2lROneqRI2ORe0TKn2PtPe0+9Xw6bvybf/AMKanZuUKSXKJQstvL2tUr7n0YJS1g0AphqDUpQWwhvVipIMM4lMKVkzS8wuNZK9fE/cLTPixIRNzqNzJjhaeH9zMChVXqA9Nrt4Cv7t49MBAA/+a3y2VKqCBqkiglJmlu+JLIo8CRudf6KqCBVuJ6K1rlUAVLid+ERVka7v2yZxppSiKNoFh9ET+HqG5L3AURRFC8YZkVFyWOIm54LWU8rETKnuAS/EKaSVgyTJEFmARmTJR9Klle9Zdz8iju9mT4qMlzgmMFMqcQxKUVrIsilarXWvyX2lfH5Ve8/9TZ6M6PESL7NLjWQv3xN3yzr79T8xEen4sxiUGicvwUbnHwSDUqeHBaUA4OblcwEA/6+uGQdbekf97OzKQjjs0Q+xRgUNUmVGYSC4ZmamVL82MEG+mwlZNgVrL1sAAOMCU+LPay9bgCybvhOXRKaUjEEpwLxm56H+JHIeI10GNjsX5XunStjkXBA3rY53mjcxVWThFzjtyJng2JjJzM6U6tSm71k3CCgG1PTHed5mtlB2q3UDgKkm516B0lIqJvDV1jVh2c+2wOsLHJRv+8vujBvXHguzS43EXWBZy/fEicnQiB+DOh9oj3HyXlShhpnxbfMDwaDUGWOCUvPKC3DJgjKoKvDQvw5i+6F2PLv7BN442Ibv/m0PhkYilyIbGTRIFa18r9u8oJQoA86T9MK9proCD12zCOXu0dl25W4nHrpmEWqqK3R/T62nlISNzoFQUKrXpPI9We+6GzmB73BbsHyvRN7yvQq3E3abguERP06aVEKu9ZOScPKeYHZPKXHj08qZaVZpdM5MqeRxy1Fa8PlV2IIh0reOtGNuaX5cF2s+v4q3j3SgpWcQpQWB7APx+9F+Jnoojb1HJHooGXVSn47MLjWSPVMq32GH3aZgJNhjocKdq9trs3wvukQaZnoGvWgMZhGeXlow7ue3XDQXm+tP4umdJ/D0zhOjfmZTgJuXz8Hfd54YlYlY7nZi7WULMmr/opXvdZqYKTUsb08poaa6ApcsKMdrB1txw4Yd8KvAX762BLMNmCo2NOLTLqZkzZQSxyyPweV7Hu0CR8677kYFpbw+PxqCN25kzpSyZ9kwY2oujrX3o6G9X9dzkGja+6w/CS5ZoUwps8r3Av9+itjo3HAeyW8k6IFbjlKutq4J656vR2tPYCf942f34aF/HRp10TZR0En8fvhFX0Xwog9AxJ/9aNV8/OTF96P2UFKCv3fJgvKMyWSYiOhP0tw9GHGbKAhcSOtVaiQmF8m681YUBYV52WjrHUZXv1e3E8LhET+agpkqDEqNJ0qEdzZ0Yv4h16j9SDQfBpucl7uccEfoy9A8QWaQXwXOmuHG7ZfMi7r/yhQzpgbWcGe/F/3DI6b0eZK5p1S4LJuCC08vxRnlLtQ3efB+k8eQoFR7b+AYnZ2laEED2YR6SjFTykhifend6Px4Rz9G/Cqc2TaUuzKjn1+iKovycKy9H8c6+nHeqcWGvx8zpaCdQ7DReezyUlBFkwiZJ6bqRc6jHaWNWLKVgMiBJRF0ivb7azbujPiezd2D+PoTuyb8XOE9lJbOMf5gnWqiP8nNG3dCAUZtTyNKjUSm1BSJLyYL83LQ1jusa1+pE10D8KuB4IusmQzR1NY1YdPeZgDAC+814YX3mrT9yEQZS5GanAtiQEA04cHtTN+PuJzZKHDY0TM0gsauQcwtNb40RvSUmiJpxuVYZ81wo77Jg70nug0v3RNTKGVjVk8p7QJH0uCfuLDTOyh1JNjkvKokH7YMuzEQL62vlEnNzkVPKZmDUtqQG5PK90KNzq27zRNtu2A22W8k6IE9pShlYpn49r2/78XNG3eOa8Itgk7f+/veCX8/knhaOmbKuPZYROtPUlLg0L2UUfaeUgBQKMoTdLxjFl66J+tFYyQi+D32TpsIfk/UQ+6DCYJSZg8ISHdaXymTmp33akEpecv3wlXPdAMA6k54DHl9EZQqkTjg7TJr+p7kFzhGle+xyXmICEqJPpRGY6ZUqHxPz/O+aIZH/Fo2sZWn72nle9707Sk14vNr55eyllzrgUEpSplYLui6+r0TBp2MToHNlHHtsaqprsBrd1yMP69egqrguOT//Zl5ut91l72nFBBKp+40KChFAbEEv9c9Xx916uaBYPnevLLxQSmzBwSku+kmT+DrZ/neKGfNEEGpbqiq/hO12nrlbnIOhDU6N3hKsEfyUhDDglJak3MGpcQwlAaTMqXYUyp0M7JrwPieUiJLyqZYez9ihUyp8OOBrDcS9MCgFKVMOl+oZdq49nhk2RQsnVOMT88vBQDsPt6l+3v0Dcl9FxgIa3ip48lJQ3vgLnBlEU+4hWSymVRV1SbvRcqUMntAQLozO1NKa3TOTCkAgemQdpuC9r7hCdd8orTyPYkzpcSNFCPL97w+Pwa9gcmdsh4jmSllvFlF5galQplS1g2QJMvMnlLihmdhXo6lS1XzstO/p5Q4HuRmZyE7i6GVRHHLUcqky4Xa2F11Jo5rT8SiyqkAgJ3HOnV9XZ9f1VKKZe4FM9WAk5NQppTxk3SsIplsptbeIXT2e2FTELFHkhgQEG0vIVtwW5vA12XODYe+oeB+hJlSAABndhZOC2b07T3RrfvrtwYzpUqkzpQyvnwvPOAlazax6KXl0Tn4dzjYU+rUEuN73qU7kVHd0TdseDkqAHRok+Dk3X+IDPmuAa8h2azhQk3OrR0EFOV7A16f4dssUSJ4LutNBL0wKEUpM9kFnZHExeKDV4/voVTudureQ8mKFs0OBKU+ONmja6mCmLwHyHvCDYSdnOjY6LyhIzh5r5jle0Iy2UwiS+qU4ilwZo/PxhEDAgAGtwFghomZUj6/igEvg9tjnTXDBSBQwqc3ZkqFLjr0DpaEEwGCKTlZsEt6192VG9jOemZK9Qx6tTVcxUwpFDiztf5OZmRLdfQFtr3MmVKifG94JJQNaZRMaHIOhMr3VBWGb7NEyd4DUC9yHu0oLcRyQVeYlz1hFoL4ebTfn+i11162ACs/FuqhdN+XFuLPq5fgtTsulj4gBQBlLidmFObCrwLv6VjCJ/pJZWcpcNjl3QWJu1d69ZRSVZXlexEkk80kglKnR+gnJUQbECBjcFsr3+s2PijVHxbcFietBFQH+0oZkSml9ZRiUMrQ8r3QBY68F+9GlO+J0r2SfIele+zoaZaJE/g6+wJ/l1YPkiQjLycL2VmBsxGj+0qJc0srNzkHAiVxQvhxP52IGwky77P1wJAepZS4oFv3fP2oHhjlwVHtAHDzxp1QMHpqnrjA/NkVZwHAhL8f7WfiYlH0UKLxzq4sxImuAexs6MQn55bo8pqin1S+wy71hDgxGlivKSwdfcNaWeTMqSzfE0Twe6L9SLRspg9ORu8nFa6mugKXLCjH20c60NIziNKCQJBLlgwpQTQ6b+oahN+vGtrHQvSXyLLJHdweq3pMs3M997HMlApddPQOGVfu5GEpiCFBqSNt7Cc11uyiPOw53mV4plT/8IiWcX+4tQ+zi6dId3wEAEVR4M7NQVvvELr6vahwG3eu1tkvyvesHQS02RQ4s20Y9AYm3KXj1RozpfTBrUcpN9kF3URBKxFYmuj3ebGYuLMrp+KF95qws6FLt9fs0ca4y737maplSulzt0ycVJa7nBFLzWQ2WfA7WjbTRE3Ox2JwO5BdaVOAYZ8fbX1DhvYNFBc4U3KypA5uj7WgwoUsm4K23mE0ewZ1vegRQSm5e0oZnynl4QWOFpQKlDn5dDmmHW4NTN6bw6CURvSVOtZuXFCqtq4JP352n/bnG//4DiomOfZmssK8bC0oZSRRvidKNK0sL8eOQe9w2jY775F8Wqpe5D3iUVqZ6IIuliyEiX6fF4uJW1RZCADY1dCp2113Ub4ncz8pIGwKi053grUm5+wnFZHYj2w/1IbVf3wHA14/7vvS2VGbkPv9Kj44GbiImah8j0Kys2wocznR1D2Ixq5BQ4NS/UPsJxWJMzsLp5XmY39zD/Z+1K1bUKp/eETLxJQ7UyoUlNI7E01gKUjg/MCmAH41kDmmR1DqEJucjyPOF4zKlKqta8LNG3dibHvq5u5B3Lxxp3Ql7kB4FqA55XtWb3QOhEr40rd8L/C5RC88Sgxz3skSRGDp8oUzsHROMTOdTHLmdDdy7DZ09nu11PdkiQwHme8CA6MbnesxUaShXUzeY1AqmiybgvNPm4ZPzS8DALz6YWvU537UOYABrw85dhtOYaAvZtoEvk5j+0qJgQnsJzVeeAmfXtp6AhdQudlZmCLxNheBovBG+3pjKUigzMmlcwmf6ClVVcJMKUGcLxgRlPL5Vax7vn5cQAoIldGve74ePn96TlQzimh2bnSmVGdfZjQ6B0LH+YE0zZTy8EaCLhiUIqKocuw2nBW8wNGrhK93iJlSQKh8z+tTdUlJFieVsxmUmtRF80oBAFv2t0R9zv5mDwBg7rR8aSdgJcKsCXzijqns+5FIzjKg2Xlrb6DstaQgR+pyyUC5aOD/9xpUwhe66y73BY6efaX8fhVH2VNqnNnBGy4nOgcw4tN3stnbRzpGlcuPpQJo6h7E20c6dH3fdCey5PXslxZJpzZ9z/r7ERGUSt/yveCNBJ6PJIVn2kQ0IVHCt7OhU5fXEyfyspfd5GZnIScY7NCjr9Qxlu/F7MJ506AowL5GD056Ip80iybnZ8TQT4pCtEwpg4NSvcHyvbwcufcjkYQm8Hl0ycIEwpqcS9xPCgiUkzmDjfVf+bDNkCyPUPme3Gtbz6BUs2cQA14f7DZFmzhHQFmBEzlZNoz41QkDSIlo6Ynt9WJ9XqYQQ270at0QTZdWvmf9TKlcEZQyKDs1Wcxu1QeDUkQ0oUWVUwEAu3TOlJJ9560oilbrr0catxjpzBPuyZXkO/CxmYUAgG0HIpfwHRD9pBiUisuM4AQ+wzOltIEJ8paSRbOgwgWbArT1DuGkZ0iX12ztDQTOZe4nVVvXhPPv2YIBbyCj5DtP7cH592xBbV2Tru/jYdNcAPoGpUTpXmVxHrKZ+aqx2RTMLArcSNC7hC/WnoJG9h5MR3qe900klCll/aCUuPk0kKY9pVi+pw/umYloQotmB4JSB5o9WkApGSzfC9Hr5GTQ60NzMOOH5XuxuWjeNADRS/gOBMv35rHJeVxEplRjt9E9pZgpFU1uThZOKw2sW71K+LRMKUmDUqJh89hsEtGwWc/AFO+6B4jyRY8eQam2wE2GU9lPapzZBk3g+0RVESrc0QNOCoAKtzPqsJFMVZhnfKNzn1/VgrlTp1g/UJJrlfI9yffZyWJQiogmVOZyYrrbCb8KvHe8K+nXCwWlrH+gTJbW7DzJk5OPOgegqoF+J5kw/tcMF58R6Cv12sE2DI+M7qUxPOLX7qzPY6ZUXLSgVJexJRmhTCmeBEaid7NzEZQqkbB8z+yGzbzACQhlSiV/M0zsz0+dxsl7YxnV7DzLpmDtZQsi/kx0pVt72QLpBhe5TWh07hnwQuyORLmgleVlp3tQKpjdKnkfwGQxKEVEkzo7mC2lR1+pUE8plt2IKSydSZ6chJfuydyEOB7V090oyc9B79AI3jk6utHq4bZejPhVFDjtE97ppfFEUKqjb9jQSTm9wTR+mSfBTaR6hguAfkGptl55M6XMbtjcw/I9AKHvr0v5nmhyzkypcSqLA9ukoUOfCcvhzih3RXy83O3EQ9csQk11he7vme5Ck5eNC0qJ0r18hx05dutf6qf79D3eSNAHtx4RTWpR5VS8+F6TLhP42FMqRNT6dyfZ6PxYe+BkcjabnMfMZlNw4emleHrnR9h6oAWfnFui/exAc6DJ+byyAgb54uRy2pHvsKN3aASN3QOYY1BmQr9odM5MqYj0nsAnc6Nzsxs2hy5w5A5K6dtTKli+x0ypcYzKlAKAv737EQDggtNKcPPyuWjpGURpQaBkT7YMKaFQx3UdTafW5Dwz9iG5wTL9dM2UYh9AfVg/fEpEhhMT+HY1dCY1zcnnV9HYGeg109g1aMjkIivRq6dUQ0dgm1ayn1RcRAnf1jHNzsXkPTY5j5+iKJhuQrPzPmZKTWjB9ECz85aeIbREmTAZD5l7SpndsNnD6XsA9AtKDXp92jTQKmZKjSNuZjXo3FPK51fx9M5AUOp/njsLS+cU4/KFM7B0TrG0ASkg/LzPuJ5SXRnU5BwIy5Typl+jc6/Pj8Hg8AvZ99nJYlCKiCZ15nQ3cuw2dPZ7caQtsRRvMblof/CC/75/fmjI5CIrEWncyZbviTucDErF5/zTSpBlU3CwpVcrgQRGZ0pR/EJ9pYwLSolMKfaUiiwvx65lqSWbLaWqKlp75e0pJRo2R7uM1rths4elIABCQSkRpEvUsfZ+qGpge5bkZ8ZFup5mTQ2cN3gGR3QNlLxxqA1N3YNwOe349Pwy3V7X6kSPp75h37h+lnoR55RTM6THaF4aNzoXma0ABzgli0EpIppUjt2mlYPsSqCEz8zJRVai1xQW0QtC9Iag2Lhzs3FOsF/a1gOhKXwHgoFTNjlPjAhKnTCw2bmWKcXedFHpVcLXMzSiXTzJmCkV3rA5UmBKhX4Nm4dGQheqLN/TZ/peeOkey7HHy83J0v5d61nC99Q7gSypyxfOgDOb+2mhwGmHWIZGlfB19olMqczYh6Tz9D3RAzAvJwv2LIZVksGtR0QxOXtWIYD4m52bPbnISsQJQzKZUqqqMlMqCRcFS/i27A8EpfqGRnA8WA7JTKnEzDAhU6ov2JsuL4d3JqPRawKfKN0rcNqlvbisqa7AQ9csQnmEwQeFudlYPq9Ul/fhXfcQV27g+yd74S6anM9h6V5Us4PnDsd0KuHrHvDipX3NAICrzpmpy2tmCptNCStNNaaErzNTy/fSMigV2Gezn1TyGJQiopgs0ibwdcX1e2ZPLrISd66YwpL4iUlr7xAGvX7YlFAwgGIn+kptP9SOgWGf1k+qtMCRManvZhM9pU50Gli+Fzw5lf3CfSJnzdQnU0rmJufhaqor8NodF+PPq5fgvi8txB//17mocDnQNeDFE2816PIeWpNzh13qvjuAfj2lDgUzpdhPKjq9m52/8F4jhkb8OL0sX8vYpBDR7NyoCXwZ1+g8WzQ6T7+eUuwBqB8GpYgoJosqA0GpA80ebYJeLMyeXGQlU6ckf2IimpNWuHMzYvSv2U4rzceMwlwMjfix/XCbFpRi6V7iZhQGLnAau40LSvVqmVJyZu7EYkGFC4oCnPQMJbV/bRP9pCQs3Rsry6ZoDZsvOL0Ut336dADAg/86qMsFUw8vcDQiKNU/7IPXl3jvHdEHk5P3oqvUudm5KN27avEslkxG4M4TNySNCUplaqPzdCzf8wywB6BeeAVDRDEpdzsx3e2EXwXeO94V8++ZPbnISkTDy64Bb8JTDVm6lxxFUbB83jQAwNb9rdgfbHJ+Okv3EiYypZq6BuE3qCxXnJyy0Xl0UxyhZufJlPDJPHlvMlcunonZxXlo6x3G428cS/r1Qhc4mZHhkIzwbZBoXylVVXG4VQSlmCkVjZ6ZUgdberD7eBeybAo+d/aMpF8vE2mZUkb1lAoGpTIlU8oRvOHa1juE7Yfa06rdR+hGQmZs61RiUIqIYna2VsIXe1+pT1QVaXc8I9F7cpGViBMGn19FTxzZZ4LPr+L1g20AAKfdllYHaisRJXxbD7SEJu8xUyphZS4nbAow7POjrW/IkPfoY6ZUTLRm5x95En4Nlu9Fl51lw7c+fRoA4OFth5KeFMdMqZAsm6Jth0RL+Dr6hrXfZfledLOL9QtKPfVuIEvqonnTGMiOQpz76TntMFxnX2DNF2VAC4Lauibc8sROAEBb7zC+/Ls302pydw+npeqGQSkiipko4Yunr9T2Q+3aifZYIqlbr8lFVuPMzoIzO7Ab7o4zjbu2rgnn37MFT+88AQDY+kFrWh2orWTpnGJkZyn4qHMAbx0O9Daby1KPhGVn2VDmCmRLNRowgW/E58dQcEIZe0pNrFqHCXzMlJrYv318BuaW5qN7wIvfv3okqdfiBc5oonlwokEp0eR8RmGutE36YzGrKFRyLaY/JmLE58ffg+ckVy6epctny0R69UuLxOdXcdITOO4e7+i39M1KMbm7rXd08C6dJneH9tnMlEoWg1IRPPjgg6iqqoLT6cTixYvx6quvpvojEaWFRZWFAIC3j7Tj2V0nIqbR+vwqth9qx7O7T+DJHcex5k/vwK8Cnzhl6rjJReVuJx66ZhFqqivM+gppxedXtUyPVz5onXBbhm9rcaAe20A+nQ7UVvLKB61a3wtfsIzy5v/zLrdjEiqC/9bHrl0h2tqe7GcA4AmbULb3o25Ln3QbrXq6CwDw7rGOhLa1z6/iw5ZA9qBnwMttHUGWTcHtlwR6Sz366mFs3tec8Lp/70QXAGB4xM9tDcAVDM69tK85obX7cv1JAEDRlGxuzwlMy3fAabdBVYHH3zia0Lbefqgd9760H609Q5ial61lINN4Yl3vaujS9fhYW9eEZfds0coCf/BMnWVvVsYzuTuZ84lkfu7zqzjQHMhC7h3i8TFZvBUzxl//+ld861vfwoMPPohly5Zh/fr1+OxnP4v6+npUVlam+uMRpdRHnYHU7t4hH775190AAhefay9bgJrqCtTWNWHd8/XjgiVzS/PxpxvPg91mw9tHOtDSM4jSgkDJnowZUgC0bdURTLP+4f+tw2+3HpxwW1a4nfjRqvn4yYvvRz1QKwgcqC9ZUC7tto2HCPCN3Z4tniHcvHGn1EHTRNXWNaG+KXCituH1o9jw+tFJ9xPi5wCi/kz87o+f3af97No/vD3q5zRaY3A7dvZ78c2/7AYQ37YO//n6Vw7juT2N3NYR1JxZjpmFufioawCr//Su9nii6/71Q+04/54tUm/r2romHAr2g3p422E8vO1wwmt37wmP9NtzIi/ta8ZI8IL6p5veB5D4fgIAhkb82LL/JLd1BLV1TXh8e6D/3GsH2/DawTZdjo8AIp7LiJuVVjuXiXVy92+3HMRfdjQkfD6R6M/Hvvbze5rwztFO7mOSoKiJdtfNUOeddx4WLVqEhx56SHts/vz5+NznPoe777570t/3eDxwu93o7u6Gy+Uy8qMmxev1YtOmTVi5ciWys5lySJOLdvEuwh5fu6AKj7xyJGKwRAFMOSBaZV0nui0VIOL2jeTPq5dg6ZzipD5npvP5VZx/z5aoJz4KAtl8r91xccoDfDKv7Vh+FzBnH2MlE/1dpMu2tsq6nkxtXRPWbNw57nE91r2M69oKa3cyVlnbRmxr8RwZ1+5EjDo+qgj0qYo2zU/Pcxmz1vWzu09oN1Lipcd+gvts/cQaG2H5Xpjh4WG8++67WLFixajHV6xYgTfeeCNFn4oo9SZLo1UB/O7VyCcmgkizlV0y2zKerZfMCHhZxHon7u0jHeZ9KAszam3H+rvcx4TEUvoQCbd1/MS2jiTZdQ/It625ds1j1LYWuK1DjDw+AogakBLPsdq5TDITuZPdT3CfnRos3wvT1tYGn8+HsrKyUY+XlZWhubk54u8MDQ1haCg0XcjjCZQseL1eeL3GjPrUg/hs6fwZKX28NcnFOwBMtP8VB8TtB1twnoFT9qywrpPdlrEqzrOn9XZIB01dfTE/z+tNbeYr13Z67GOsIpa/i4mYta2tsK4nY+S6l3FdW2XtTsYKaztTtrUVmHXuNxE9zmXMWtdnzyxAucuBk56huG7Ixmqybc19tn5iXSsMSkUgGt4KqqqOe0y4++67sW7dunGP/+Mf/0BeXp4hn09PmzdvTvVHIAt4t00BkPzkmn+8+hba3zf+7kE6r2u9tmWog9T4xwtzgNb6NxFsDUFRHO6O7e/i8L7d2PTRLuM/UAzkWNuJM2sfk+7M+LvQc1un87qejNW2dbrLtO2Zzms707Z1OkuH46Oe5zJmrOuV5Qr+4BFFXeHnu2qEx9IL131If39/TM9jUCpMSUkJsrKyxmVFtbS0jMueEr7//e/j9ttv1/7s8Xgwa9YsrFixIu17Sm3evBmXXHJJWte6U3ooPtKBP374TtKvs+J/nGd4plS6r2u9tiWgjKttV4L/+19XfByfOTPyPotCfH4Vf/vlK1HvxAX6MDhw6xcvSIueUvKs7cQZvY+xCjP+LvTY1lZY15Oxyra2ikzZnlZY25myra0glcdHPc9lzFzXKwEs2ncS/7VpP5o9oaqkCrcTVy2aid9sPWTo+yeD6z5EVJFNhkGpMDk5OVi8eDE2b96Mz3/+89rjmzdvxuWXXx7xdxwOBxwOx7jHs7Oz0/YgFM4qn5NSa+ncUlS4nWjuHoyaRmtTAFWNXG8tmiwunVtqysV9Oq9rvbblj1YtwE9eHD0VpJxTyOKSDeDOfzsTN2/cGSXAB6y97Ew4HTnmf7goMnltTyad9jHpLpa/i4mYva3TeV1Pxsh1L+O6ttranUw6r+1M29bpzOj9hDsvG93BvlJmnMuYta4vXTgTn/3YjHGTuwHgqZ0nDFm7sfw8Gq778WJdJ2x0Psbtt9+ORx99FH/4wx/w/vvv49vf/jYaGhqwZs2aVH80opTJsinaCNSxu1gl+N/q/1EV9ecAsPayBdxBQ79tufJjFXjtjovx59VLcN+XFuLPq5fgtTsuZkAqTjXVFXjomkUod49uqlnudnKCSpz0WNvJ/C73MSGT/V1E+v/iz9zW8TFy3QPybWuuXfNwW5vH6P3Ez644K2PPZbJsCpbOKcblC2dg6ZxiZNkUQ9cu99mpwUypMb74xS+ivb0d//mf/4mmpiZUV1dj06ZNmD17dqo/GlFKiYv3dc9Hz845u3LqhD+nAL22pThQU3JqqitwyYLycXfieFIRv2TXNgDuY3Qy2d8FwG2tF6PXvWy4ds3DbW0eM/YTMp3LGL12uc82l6KqKrtw6cjj8cDtdqO7uzvte0pt2rQJK1euTNu0YkpPPr864QFvsp8byWrrOp23JaUXmdY2/13oK523tdXW9WSMXPcySue1OxmrrW0rb2ursfJ+Ih3XtZFrN53/Lqwi1tgIg1I6Y1CKKHW4rilTcW1TJuK6pkzFtU2ZiOua4hVrbIQ9pYiIiIiIiIiIyHQMShERERERERERkekYlCIiIiIiIiIiItMxKEVERERERERERKZjUIqIiIiIiIiIiEzHoBQREREREREREZmOQSkiIiIiIiIiIjIdg1JERERERERERGQ6BqWIiIiIiIiIiMh0DEoREREREREREZHpGJQiIiIiIiIiIiLTMShFRERERERERESmY1CKiIiIiIiIiIhMx6AUERERERERERGZjkEpIiIiIiIiIiIynT3VHyDTqKoKAPB4PCn+JBPzer3o7++Hx+NBdnZ2qj8OkS64rilTcW1TJuK6pkzFtU2ZiOua4iViIiJGEg2DUjrr6ekBAMyaNSvFn4SIiIiIiIiIKHV6enrgdruj/lxRJwtbUVz8fj8aGxtRUFAARVFS/XGi8ng8mDVrFo4fPw6Xy5Xqj0OkC65rylRc25SJuK4pU3FtUybiuqZ4qaqKnp4eTJ8+HTZb9M5RzJTSmc1mw8yZM1P9MWLmcrm4U6GMw3VNmYprmzIR1zVlKq5tykRc1xSPiTKkBDY6JyIiIiIiIiIi0zEoRUREREREREREpmNQSlIOhwNr166Fw+FI9Uch0g3XNWUqrm3KRFzXlKm4tikTcV2TUdjonIiIiIiIiIiITMdMKSIiIiIiIiIiMh2DUkREREREREREZDoGpYiIiIiIiIiIyHQMSlnU3XffjXPPPRcFBQUoLS3F5z73ORw4cGDUc1RVxZ133onp06cjNzcXy5cvx759+0Y955FHHsHy5cvhcrmgKAq6urrGvVdnZyeuvfZauN1uuN1uXHvttRGfR6QHs9b20aNH8dWvfhVVVVXIzc3FnDlzsHbtWgwPDxv9FUlCZu6zhaGhISxcuBCKomD37t0GfCuSndnr+sUXX8R5552H3NxclJSU4IorrjDqq5HkzFzbH3zwAS6//HKUlJTA5XJh2bJl2Lp1q5FfjySlx7ru6OjAN77xDcybNw95eXmorKzEbbfdhu7u7lGvw+tHigeDUha1bds23HLLLXjzzTexefNmjIyMYMWKFejr69Oec++99+K///u/8dvf/hY7duxAeXk5LrnkEvT09GjP6e/vR01NDX7wgx9Efa+rr74au3fvRm1tLWpra7F7925ce+21hn4/kpdZa3v//v3w+/1Yv3499u3bh1/96ld4+OGHJ/y3QJQoM/fZwne/+11Mnz7dkO9DBJi7rp9++mlce+21uOGGG7Bnzx68/vrruPrqqw39fiQvM9f2qlWrMDIygi1btuDdd9/FwoULcemll6K5udnQ70jy0WNdNzY2orGxEb/4xS+wd+9ePPbYY6itrcVXv/rVUe/F60eKi0oZoaWlRQWgbtu2TVVVVfX7/Wp5ebn6s5/9THvO4OCg6na71Ycffnjc72/dulUFoHZ2do56vL6+XgWgvvnmm9pj27dvVwGo+/fvN+bLEIUxam1Hcu+996pVVVW6fXaiaIxe15s2bVLPOOMMdd++fSoAddeuXUZ8DaJRjFrXXq9XnTFjhvroo48a+vmJojFqbbe2tqoA1FdeeUV7zOPxqADUl19+2ZgvQxSU7LoWnnzySTUnJ0f1er2qqvL6keLHTKkMIVImi4qKAABHjhxBc3MzVqxYoT3H4XDgwgsvxBtvvBHz627fvh1utxvnnXee9tiSJUvgdrvjeh2iRBm1tqO9l3gfIiMZua5PnjyJ1atX409/+hPy8vL0+9BEkzBqXe/cuRMnTpyAzWbD2WefjYqKCnz2s58dVypFZBSj1nZxcTHmz5+PP/7xj+jr68PIyAjWr1+PsrIyLF68WN8vQTSGXuu6u7sbLpcLdrsdAK8fKX4MSmUAVVVx++234/zzz0d1dTUAaCm/ZWVlo55bVlYWVzpwc3MzSktLxz1eWlrKtGIynJFre6xDhw7h/vvvx5o1axL/wEQxMHJdq6qK66+/HmvWrME555yj34cmmoSR6/rw4cMAgDvvvBP/8R//gRdeeAFTp07FhRdeiI6ODp2+AVFkRq5tRVGwefNm7Nq1CwUFBXA6nfjVr36F2tpaFBYW6vYdiMbSa123t7fjJz/5CW666SbtMV4/Urzsqf4AlLxbb70V7733Hl577bVxP1MUZdSfVVUd99hkIj0/kdchipfRa1tobGxETU0NrrrqKtx4440JvQZRrIxc1/fffz88Hg++//3vJ/05ieJh5Lr2+/0AgB/+8If4whe+AADYsGEDZs6ciaeeemrUxRCR3oxc26qq4utf/zpKS0vx6quvIjc3F48++iguvfRS7NixAxUVFUl/fqJI9FjXHo8Hq1atwoIFC7B27doJX2Oi1yFippTFfeMb38Bzzz2HrVu3YubMmdrj5eXlADAuGt3S0jIu+j2R8vJynDx5ctzjra2tcb0OUbyMXttCY2MjLrroIixduhSPPPJIch+aaBJGr+stW7bgzTffhMPhgN1ux9y5cwEA55xzDq677jodvgHReEava3FhvmDBAu0xh8OBU089FQ0NDcl8dKIJmbHPfuGFF/CXv/wFy5Ytw6JFi/Dggw8iNzcXjz/+uD5fgmgMPdZ1T08PampqkJ+fj2eeeQbZ2dmjXofXjxQPBqUsSlVV3Hrrrfj73/+OLVu2oKqqatTPq6qqUF5ejs2bN2uPDQ8PY9u2bfjkJz8Z8/ssXboU3d3dePvtt7XH3nrrLXR3d8f1OkSxMmttA8CJEyewfPlyLFq0CBs2bIDNxl0iGcOsdf2b3/wGe/bswe7du7F7925s2rQJAPDXv/4VP/3pT/X5MkRBZq3rxYsXw+FwjBpd7vV6cfToUcyePTv5L0I0hllru7+/HwDGnX/YbDYtQ5BIL3qta4/HgxUrViAnJwfPPfccnE7nqNfh9SPFi+V7FnXLLbfgiSeewLPPPouCggItou12u5GbmwtFUfCtb30Ld911F0477TScdtppuOuuu5CXlzdqhHJzczOam5tx8OBBAMDevXtRUFCAyspKFBUVYf78+aipqcHq1auxfv16AMDXvvY1XHrppZg3b575X5wynllru7GxEcuXL0dlZSV+8YtfoLW1VftdcaeISC9mrevKyspR75ufnw8AmDNnzqi7oUR6MGtdu1wurFmzBmvXrsWsWbMwe/Zs/PznPwcAXHXVVeZ/ccp4Zq3tpUuXYurUqbjuuuvw4x//GLm5ufjd736HI0eOYNWqVSn57pS59FjXPT09WLFiBfr7+7Fx40Z4PB54PB4AwLRp05CVlcXrR4qfmaP+SD8AIv63YcMG7Tl+v19du3atWl5erjocDvWCCy5Q9+7dO+p11q5dO+nrtLe3q1/5ylfUgoICtaCgQP3KV74SdQw5UbLMWtsbNmyI+l5EejNznx3uyJEjKgB1165dxn05kpaZ63p4eFj993//d7W0tFQtKChQP/3pT6t1dXUmfVOSjZlre8eOHeqKFSvUoqIitaCgQF2yZIm6adMmk74pyUSPdb1169aor3PkyBHtebx+pHgoqqqqiQa0iIiIiIiIiIiIEsEGKkREREREREREZDoGpYiIiIiIiIiIyHQMShERERERERERkekYlCIiIiIiIiIiItMxKEVERERERERERKZjUIqIiIiIiIiIiEzHoBQREREREREREZmOQSkiIiIiIiIiIjIdg1JEREREaeKxxx6Doijaf06nE+Xl5bjoootw9913o6WlJaHXra+vx5133omjR4/q+4GJiIiIksCgFBEREVGa2bBhA7Zv347NmzfjgQcewMKFC3HPPfdg/vz5ePnll+N+vfr6eqxbt45BKSIiIkor9lR/ACIiIiIarbq6Guecc4725y984Qv49re/jfPPPx9XXHEFPvzwQ5SVlaXwExIRERElj5lSRERERBZQWVmJX/7yl+jp6cH69esBAO+88w6+9KUv4ZRTTkFubi5OOeUUfPnLX8axY8e033vsscdw1VVXAQAuuugirTTwscce057z8ssv41Of+hRcLhfy8vKwbNky/POf/zT1+xEREZF8GJQiIiIisoiVK1ciKysLr7zyCgDg6NGjmDdvHn7961/jpZdewj333IOmpiace+65aGtrAwCsWrUKd911FwDggQcewPbt27F9+3asWrUKALBx40asWLECLpcLjz/+OJ588kkUFRXhM5/5DANTREREZChFVVU11R+CiIiIiAJZTTfccAN27NgxqnwvXHl5OYqKilBfXz/uZz6fD4ODgygrK8Ndd92F2267DQDwt7/9DVdddRW2bt2K5cuXa8/v7+/HrFmzsGzZMjz33HPa436/H4sWLYLD4cBbb72l75ckIiIiCmKmFBEREZGFhN9P7O3txR133IG5c+fCbrfDbrcjPz8ffX19eP/99yd9rTfeeAMdHR247rrrMDIyov3n9/tRU1ODHTt2oK+vz8ivQ0RERBJjo3MiIiIii+jr60N7ezvOOussAMDVV1+Nf/7zn/jRj36Ec889Fy6XC4qiYOXKlRgYGJj09U6ePAkAuPLKK6M+p6OjA1OmTNHnCxARERGFYVCKiIiIyCJefPFF+Hw+LF++HN3d3XjhhRewdu1afO9739OeMzQ0hI6Ojpher6SkBABw//33Y8mSJRGfwyl/REREZBQGpYiIiIgsoKGhAd/5znfgdrtx0003QVEUqKoKh8Mx6nmPPvoofD7fqMfEc8ZmTy1btgyFhYWor6/HrbfeauwXICIiIhqDQSkiIiKiNFNXV6f1d2ppacGrr76KDRs2ICsrC8888wymTZsGALjgggvw85//HCUlJTjllFOwbds2/P73v0dhYeGo16uurgYAPPLIIygoKIDT6URVVRWKi4tx//3347rrrkNHRweuvPJKlJaWorW1FXv27EFrayseeughs78+ERERSYJBKSIiIqI0c8MNNwAAcnJyUFhYiPnz5+OOO+7AjTfeqAWkAOCJJ57AN7/5TXz3u9/FyMgIli1bhs2bN2PVqlWjXq+qqgq//vWvcd9992H58uXw+XzYsGEDrr/+elxzzTWorKzEvffei5tuugk9PT0oLS3FwoULcf3115v5tYmIiEgyiho+woWIiIiIiIiIiMgEtlR/ACIiIiIiIiIikg+DUkREREREREREZDoGpYiIiIiIiIiIyHQMShERERERERERkekYlCIiIiIiIiIiItMxKEVERERERERERKZjUIqIiIiIiIiIiEzHoBQREREREREREZmOQSkiIiIiIiIiIjIdg1JERERERERERGQ6BqWIiIiIiIiIiMh0DEoREREREREREZHp/j/MlI6imSQu0gAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Plot the gas consumption for the Kirkham building\n", "plt.figure(figsize=(12, 6))\n", "plt.plot(Livesey_data_clean.index, Livesey_data_clean['Gas Consumption (kWh)'], \n", " marker='o', linestyle='-', label='Gas Consumption (kWh)')\n", "plt.title('Gas Consumption Over Time - Livesey House', fontsize=14)\n", "plt.xlabel('Date', fontsize=12)\n", "plt.ylabel('Gas Consumption (kWh)', fontsize=12)\n", "plt.grid(True)\n", "plt.legend()\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 167, "id": "9ffd80f7-df92-414a-a896-224a981b997c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the trend of gas consumption over time\n", "plt.figure(figsize=(12, 6))\n", "plt.plot(livesey_house_data['Date'], livesey_house_data['GasConsumption_kWh'], label='Gas Consumption (kWh)', color='orange')\n", "plt.title('Energy Consumption Trend - Livesey House (2010-2020)', fontsize=14)\n", "plt.xlabel('Date (Month-Year)', fontsize=12)\n", "plt.ylabel('Gas Consumption (kWh)', fontsize=12)\n", "plt.xticks(\n", " ticks=livesey_house_data['Date'][::12], # Show one tick per year\n", " labels=livesey_house_data['Date'][::12].dt.strftime('%b-%Y'),\n", " rotation=45 # Rotate for better readability\n", ")\n", "plt.grid(True, linestyle='--', alpha=0.7)\n", "plt.legend()\n", "plt.show()\n", "\n", "# Seasonal patterns\n", "livesey_house_data['Year'] = livesey_house_data['Date'].dt.year\n", "livesey_house_data['Month'] = livesey_house_data['Date'].dt.month\n", "\n", "plt.figure(figsize=(12, 6))\n", "sns.boxplot(data=livesey_house_data, x='Month', y='GasConsumption_kWh')\n", "plt.title('Monthly Energy Consumption Patterns - Livesey House', fontsize=14)\n", "plt.xlabel('Month', fontsize=12)\n", "plt.ylabel('Gas Consumption (kWh)', fontsize=12)\n", "plt.grid(True, linestyle='--', alpha=0.7)\n", "plt.show()\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "id": "8094d726-b23a-414b-9f20-869a4d920a32", "metadata": {}, "source": [ "### Explanation of the Visualizations\r\n", "\r\n", "#### **1. Gas Consumption Trend Over Time (2010-2020)**\r\n", "\r\n", "This line graph visualizes the gas consumption for Livesey House on a monthly basis from January 2010 to December 2020. The x-axis represents the timeline in **month-year format** (e.g., Jan-2010, Jan-2011), while the y-axis shows the gas consumption measured in **kWh**. \r\n", "\r\n", "**Key Observations:**\r\n", "- **Seasonal Peaks and Troughs**:\r\n", " - Gas consumption rises during the **winter months** (e.g., December, January, February), which reflects increased heating needs.\r\n", " - Conversely, consumption dips significantly during the **summer months** (e.g., June, July, August), as heating is less required.\r\n", "- **Recurring Patterns:**\r\n", " - There is a consistent annual cycle where gas usage increases and decreases predictably.\r\n", "- **Anomalies or Unusual Behavior:**\r\n", " - Occasional sharp drops or near-zero values (e.g., summer months) might correspond to building closures, maintenance periods, or reporting gaps.\r\n", "\r\n", "**Insights:**\r\n", "- The strong seasonal trend indicates that gas consumption is closely tied to weather conditions and heating requirements.\r\n", "- Any anomalies, such as irregular consumption patterns, could provide insights into operational changes, maintenance schedules, or external factors like the COVID-19 pandemic in 2020.\r\n", "\r\n", "#### **2. Monthly Gas Consumption Patterns**\r\n", "\r\n", "This boxplot illustrates the distribution of gas consumption for each month over the entire time period (2010-2020). The x-axis represents the **months** (from January to December), while the y-axis represents the gas consumption in **kWh**.\r\n", "\r\n", "**Key Observations:**\r\n", "- **Seasonal Variation:**\r\n", " - **Highest consumption** is observed in the winter months (e.g., January, February, December), with large spreads indicating variability in heating needs across different years.\r\n", " - **Lowest consumption** occurs in the summer months (e.g., June, July, August), with minimal variability.\r\n", "- **Month-to-Month Comparisons:**\r\n", " - The gradual decline from February to June reflects decreasing heating demands as temperatures rise.\r\n", " - The steady increase from September to December mirrors the preparation for colder months.\r\n", "\r\n", "**Insights:**\r\n", "- The boxplot highlights seasonal trends effectively, showing both the typical values and the variability for each month.\r\n", "- Variability in winter months could be attributed to fluctuating weather conditions, building usage, or energy-saving measures implemented in certain years.\r\n", "\r\n", "#### **Summary of Visualizations:**\r\n", "- The **line graph** emphasizes trends over time, making it easier to identify year-to-year consistency, seasonal changes, and unusual patterns.\r\n", "- The **boxplot** provides a detailed view of month-specific distributions, helping to compare consumption across months and identify variability.\r\n", "\r\n", "Together, these visualizations offer a comprehensive understanding of Livesey House's gas consumption patterns, facilitating deeper analysis and insights into energy usage behaviors.\r\n", "\r\n" ] }, { "cell_type": "code", "execution_count": 157, "id": "63f80f8d-0b99-444a-bfcf-dc7e34fb1d0f", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Gas Consumption (kWh)
2010-01-3161829.740000
2010-02-2859240.120000
2010-03-3151277.655802
2010-04-3029831.212250
2010-05-314409.812403
\n", "
" ], "text/plain": [ " Gas Consumption (kWh)\n", "2010-01-31 61829.740000\n", "2010-02-28 59240.120000\n", "2010-03-31 51277.655802\n", "2010-04-30 29831.212250\n", "2010-05-31 4409.812403" ] }, "execution_count": 157, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\n", "# Filter the data for Livesey House\n", "Livesey_data = gas_data[gas_data['Site'] == 'Livesey House']\n", "\n", "# Transpose the data to have months as a time-series format\n", "Livesey_data_clean = Livesey_data.drop(columns=['Site', 'Units']).transpose()\n", "Livesey_data_clean.columns = ['Gas Consumption (kWh)']\n", "\n", "# Convert the index to datetime, assuming the columns represent monthly data\n", "Livesey_data_clean.index = pd.date_range(start='2010-01', periods=len(Livesey_data_clean), freq='ME')\n", "\n", "# Display the cleaned data to ensure correctness\n", "Livesey_data_clean.head()" ] }, { "cell_type": "code", "execution_count": 165, "id": "86893ebd-7303-4556-b4f5-dfb7bae0d095", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Random Forest Results (2016):\n", "Mean Absolute Error (MAE): 4716.15 kWh\n", "Root Mean Squared Error (RMSE): 6325.34 kWh\n", "R² Score: 0.907\n", " Date GasConsumption_kWh Predicted_kWh\n", "72 2016-01-31 44521.23 53301.155910\n", "73 2016-02-29 49879.95 56888.604842\n", "74 2016-03-31 53280.31 52675.375700\n", "75 2016-04-30 44500.30 51522.668333\n", "76 2016-05-31 22460.13 11954.993626\n", "77 2016-06-30 2327.30 696.929934\n", "78 2016-07-31 0.00 167.957842\n", "79 2016-08-31 0.00 216.157206\n", "80 2016-09-30 0.00 412.140019\n", "81 2016-10-31 20254.29 29968.970141\n", "82 2016-11-30 45611.88 46342.332309\n", "83 2016-12-31 37202.96 47004.037802\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "\n", "\n", "\n", "# Split data into training (2010–2015) and testing (2016)\n", "train_data = livesey_house_data[livesey_house_data['Year'] <= 2015]\n", "test_data = livesey_house_data[livesey_house_data['Year'] == 2016]\n", "\n", "# Define features (Year, Month, Temperature) and target (Gas Consumption)\n", "X_train = train_data[['Year', 'Month', 'Preston Temperature in C']]\n", "y_train = train_data['GasConsumption_kWh']\n", "X_test = test_data[['Year', 'Month', 'Preston Temperature in C']]\n", "y_test = test_data['GasConsumption_kWh']\n", "\n", "# Train the Random Forest model\n", "rf_model = RandomForestRegressor(n_estimators=100, random_state=42)\n", "rf_model.fit(X_train, y_train)\n", "\n", "# Make predictions on the test set\n", "y_pred_rf = rf_model.predict(X_test)\n", "\n", "# Evaluate the model\n", "mae_rf = mean_absolute_error(y_test, y_pred_rf)\n", "rmse_rf = np.sqrt(mean_squared_error(y_test, y_pred_rf))\n", "r2_rf = r2_score(y_test, y_pred_rf)\n", "\n", "# Display evaluation metrics\n", "print(f\"Random Forest Results (2016):\")\n", "print(f\"Mean Absolute Error (MAE): {mae_rf:.2f} kWh\")\n", "print(f\"Root Mean Squared Error (RMSE): {rmse_rf:.2f} kWh\")\n", "print(f\"R² Score: {r2_rf:.3f}\")\n", "\n", "# Display predicted and actual values\n", "predicted_vs_actual_rf = test_data.copy()\n", "predicted_vs_actual_rf['Predicted_kWh'] = y_pred_rf\n", "print(predicted_vs_actual_rf[['Date', 'GasConsumption_kWh', 'Predicted_kWh']])\n", "\n", "# Visualize predicted vs actual values for 2016\n", "plt.figure(figsize=(10, 6))\n", "plt.plot(test_data['Date'], y_test, label='Actual Consumption', marker='o')\n", "plt.plot(test_data['Date'], y_pred_rf, label='Predicted Consumption', marker='x')\n", "plt.xlabel('Date')\n", "plt.ylabel('Gas Consumption (kWh)')\n", "plt.title('Actual vs Predicted Gas Consumption (2016) Livesey House')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "b897355c-7026-4f49-b340-2349b310c55a", "metadata": {}, "source": [ "## Random Forest Model Analysis for Livesey House (2016)\n", "\n", "### Model Performance Metrics\n", "The Random Forest model achieved the following performance metrics when predicting gas consumption for Livesey House in 2016:\n", "\n", "- **Mean Absolute Error (MAE):** **4,716.15 kWh**\n", " - On average, the model's predictions deviate from the actual gas consumption by approximately 4,716.15 kWh.\n", "- **Root Mean Squared Error (RMSE):** **6,325.34 kWh**\n", " - The RMSE penalizes larger errors more heavily, providing a measure of overall accuracy.\n", "- **R² Score:** **0.907**\n", " - The model explains 90.7% of the variance in gas consumption, indicating strong predictive performance.\n", "\n", "### Predicted vs. Actual Gas Consumption (2016)\n", "The table below compares the actual and predicted gas consumption for Livesey House in 2016:\n", "\n", "| **Date** | **Actual Consumption (kWh)** | **Predicted Consumption (kWh)** |\n", "|----------------|------------------------------|----------------------------------|\n", "| 2016-01-31 | 44,521.23 | 53,301.16 |\n", "| 2016-02-29 | 49,879.95 | 56,888.60 |\n", "| 2016-03-31 | 53,280.31 | 52,675.38 |\n", "| 2016-04-30 | 44,500.30 | 51,522.67 |\n", "| 2016-05-31 | 22,460.13 | 11,954.99 |\n", "| 2016-06-30 | 2,327.30 | 696.93 |\n", "| 2016-07-31 | 0.00 | 167.96 |\n", "| 2016-08-31 | 0.00 | 216.16 |\n", "| 2016-09-30 | 0.00 | 412.14 |\n", "| 2016-10-31 | 20,254.29 | 29,968.97 |\n", "| 2016-11-30 | 45,611.88 | 46,342.33 |\n", "| 2016-12-31 | 37,202.96 | 47,004.04 |\n", "\n", "### Key Insights\n", "1. **High Predictive Accuracy:**\n", " - The Random Forest model demonstrates strong performance with an R² score of 0.907, meaning it explains the majority of variance in the data.\n", "\n", "2. **Seasonal Trends:**\n", " - The model accurately captures higher consumption during the colder months (e.g., January, February, and December).\n", " - Predictions for summer months (e.g., July, August, and September) align well with the near-zero actual consumption.\n", "\n", "3. **Residual Errors:**\n", " - Larger prediction errors are observed for transitional months such as May and October, suggesting potential improvements by adding additional seasonal or operational features.\n", "\n", "### Visualization\n", "The following line plot compares the actual and predicted gas consumption for Livesey House in 2016:\n", "\n", "- **Blue Line:** Actual consumption.\n", "- **Orange Line:** Predicted consumption.\n", "\n", "### Conclusion\n", "The Random Forest model provides reliable predictions for Livesey House in 2016, accurately reflecting seasonal variations and achieving strong performance metrics. Further refinements could focus on improving predictions during transitional months to reduce residual errors further.\n", "\n" ] }, { "cell_type": "code", "execution_count": 125, "id": "26deab5c-c9d2-4946-b46a-e2a4dca47172", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Gas Consumption (kWh)
2010-01-31152675.310000
2010-02-28138026.660000
2010-03-31116205.393742
2010-04-3067357.212925
2010-05-3151917.224167
\n", "
" ], "text/plain": [ " Gas Consumption (kWh)\n", "2010-01-31 152675.310000\n", "2010-02-28 138026.660000\n", "2010-03-31 116205.393742\n", "2010-04-30 67357.212925\n", "2010-05-31 51917.224167" ] }, "execution_count": 125, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Filter the data for the Kirkham building\n", "kirkham_data = gas_data[gas_data['Site'] == 'Kirkham']\n", "\n", "# Transpose the data to have months as a time-series format\n", "kirkham_data_clean = kirkham_data.drop(columns=['Site', 'Units']).transpose()\n", "kirkham_data_clean.columns = ['Gas Consumption (kWh)']\n", "\n", "# Convert the index to datetime, assuming the columns represent monthly data\n", "kirkham_data_clean.index = pd.date_range(start='2010-01', periods=len(kirkham_data_clean), freq='ME')\n", "\n", "# Display the cleaned data to ensure correctness\n", "kirkham_data_clean.head()\n" ] }, { "cell_type": "code", "execution_count": 123, "id": "348e01ab-f1f2-493d-95e2-20aed5b6655d", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Plot the gas consumption for the Kirkham building\n", "plt.figure(figsize=(12, 6))\n", "plt.plot(kirkham_data_clean.index, kirkham_data_clean['Gas Consumption (kWh)'], \n", " marker='o', linestyle='-', label='Gas Consumption (kWh)')\n", "plt.title('Gas Consumption Over Time - Kirkham Building', fontsize=14)\n", "plt.xlabel('Date', fontsize=12)\n", "plt.ylabel('Gas Consumption (kWh)', fontsize=12)\n", "plt.grid(True)\n", "plt.legend()\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "id": "50e79149-3812-41ba-85ec-7981e39dc5a6", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "d78df728-82a9-40ac-8139-80c41ad9d929", "metadata": {}, "outputs": [], "source": [ "# Filter data for Livesey House\n", "livesey_house_data = gas_data[gas_data['Site'] == 'Livesey House']\n", "\n", "# Drop unnecessary columns and reset index\n", "livesey_house_data = livesey_house_data.drop(columns=['Site', 'Units']).reset_index(drop=True)\n", "\n", "# Transpose the data for proper structure\n", "livesey_house_data = livesey_house_data.T\n", "livesey_house_data.columns = ['GasConsumption_kWh']\n", "\n", "# Generate a Date column based on the time period\n", "livesey_house_data['Date'] = pd.date_range(start='2010-01-01', periods=len(livesey_house_data), freq='ME')\n", "\n", "# Reset index\n", "livesey_house_data = livesey_house_data.reset_index(drop=True)\n", "\n", "# Display the cleaned data\n", "livesey_house_data.head()" ] }, { "cell_type": "code", "execution_count": null, "id": "40f8612b-0c82-4e5a-ba0c-a717da51e7e0", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "fdf73420-7f2a-4744-9dc7-b8410b6ca5f9", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "742867be-28cc-41bf-bacc-ad19a57f6ada", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "9b7122a2-17ed-43ec-95ef-64cf98a24a66", "metadata": {}, "source": [ "### Decomposition of Gas Consumption Time Series - Kirkham Building\n", "\n", "The decomposition of the time series reveals the following:\n", "\n", "1. **Original Time Series**: \n", " - Displays monthly gas consumption trends from 2010 onwards. \n", " - Seasonal peaks occur in winter months, with lower consumption in summer. \n", " - An overall declining trend is observed over the years.\n", "\n", "2. **Trend Component**: \n", " - Highlights a steady reduction in gas usage over time, potentially due to energy efficiency measures or changes in building operations.\n", "\n", "3. **Seasonal Component**: \n", " - Shows recurring annual patterns with higher consumption during colder months, reflecting heating needs. \n", "\n", "4. **Residual Component**: \n", " - Captures irregular fluctuations not explained by trend or seasonality. \n", " - Spikes in residuals may indicate anomalies, such as unusual building activity or system inefficiencies.\n", "\n", "**Key Insight**: \n", "The Kirkham building exhibits clear seasonal heating patterns and a long-term reduction in gas consumption, with some residual anomalies worth further investigation.\n" ] }, { "cell_type": "code", "execution_count": 121, "id": "402ef999-2209-4231-bd0d-722c0dc3240f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Absolute Error (MAE): 6577.29 kWh\n", "Root Mean Squared Error (RMSE): 7644.53 kWh\n", "R² Score: 0.869\n", " Date GasConsumption_kWh Predicted_kWh\n", "108 2019-01-31 61903.38 53886.591378\n", "109 2019-02-28 44119.76 43779.534052\n", "110 2019-03-31 44909.12 38786.508723\n", "111 2019-04-30 33723.26 33793.483394\n", "112 2019-05-31 16595.75 23686.426067\n", "113 2019-06-30 0.00 8465.336743\n", "114 2019-07-31 0.00 -6755.752581\n", "115 2019-08-31 0.00 -1520.713915\n", "116 2019-09-30 158.28 8828.356750\n", "117 2019-10-31 16185.32 29405.491410\n", "118 2019-11-30 38989.17 49982.626070\n", "119 2019-12-31 42442.18 50103.632738\n" ] } ], "source": [ "# Importing necessary libraries\n", "import pandas as pd\n", "from sklearn.linear_model import LinearRegression\n", "from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score\n", "import numpy as np\n", "\n", "# Load gas consumption data from the provided file\n", "uclan_data_path = r'C:\\Users\\sheyi\\OneDrive\\Documents\\BuildingsProject\\UCLanPrestonBldDATA.xlsx'\n", "uclan_gas_data = pd.ExcelFile(uclan_data_path).parse('GasData(kWh)')\n", "\n", "# Extract Livesey House gas consumption data\n", "livesey_house_data = uclan_gas_data[uclan_gas_data['Site'] == 'Livesey House']\n", "livesey_house_data = livesey_house_data.drop(columns=['Site', 'Units']).T\n", "livesey_house_data.columns = ['GasConsumption_kWh']\n", "\n", "# Create a Date column\n", "livesey_house_data['Date'] = pd.date_range(start='2010-01', periods=len(livesey_house_data), freq='ME')\n", "\n", "# Load temperature data from the provided file\n", "temperature_data_path = r'C:\\Users\\sheyi\\OneDrive\\Documents\\BuildingsProject\\Preston monthly avarage temperature data from 2010 to 2023.xlsx'\n", "temperature_data = pd.ExcelFile(temperature_data_path).parse('Temperature')\n", "\n", "# Clean and prepare temperature data\n", "temperature_data['Date'] = pd.to_datetime(\n", " temperature_data['Year'].astype(str) + '-' + temperature_data['Month'], format='%Y-%B'\n", ")\n", "temperature_data['Date'] = temperature_data['Date'] + pd.offsets.MonthEnd(0)\n", "temperature_data = temperature_data[['Date', 'Preston Temperature in C']]\n", "\n", "# Merge gas consumption data with temperature data\n", "livesey_house_data = pd.merge(livesey_house_data, temperature_data, on='Date', how='inner')\n", "\n", "# Add 'Year' and 'Month' columns for feature engineering\n", "livesey_house_data['Year'] = livesey_house_data['Date'].dt.year\n", "livesey_house_data['Month'] = livesey_house_data['Date'].dt.month\n", "\n", "# Split data into training (2010-2018) and testing (2019)\n", "train_data = livesey_house_data[livesey_house_data['Year'] < 2019]\n", "test_data = livesey_house_data[livesey_house_data['Year'] == 2019]\n", "\n", "# Define features (Year, Month, Temperature) and target (Gas Consumption)\n", "X_train = train_data[['Year', 'Month', 'Preston Temperature in C']]\n", "y_train = train_data['GasConsumption_kWh']\n", "X_test = test_data[['Year', 'Month', 'Preston Temperature in C']]\n", "y_test = test_data['GasConsumption_kWh']\n", "\n", "# Train the regression model\n", "model_with_temp = LinearRegression()\n", "model_with_temp.fit(X_train, y_train)\n", "\n", "# Make predictions on the test set\n", "y_pred_with_temp = model_with_temp.predict(X_test)\n", "\n", "# Evaluate the model\n", "mae_with_temp = mean_absolute_error(y_test, y_pred_with_temp)\n", "rmse_with_temp = np.sqrt(mean_squared_error(y_test, y_pred_with_temp))\n", "r2_with_temp = r2_score(y_test, y_pred_with_temp)\n", "\n", "# Display evaluation metrics\n", "print(f\"Mean Absolute Error (MAE): {mae_with_temp:.2f} kWh\")\n", "print(f\"Root Mean Squared Error (RMSE): {rmse_with_temp:.2f} kWh\")\n", "print(f\"R² Score: {r2_with_temp:.3f}\")\n", "\n", "# Display predicted and actual values\n", "predicted_vs_actual = test_data.copy()\n", "predicted_vs_actual['Predicted_kWh'] = y_pred_with_temp\n", "print(predicted_vs_actual[['Date', 'GasConsumption_kWh', 'Predicted_kWh']])\n" ] }, { "cell_type": "markdown", "id": "56f1aa91-3485-4cd3-adc9-94bb2a25e545", "metadata": {}, "source": [ "## Linear Regression Model Analysis\r\n", "\r\n", "### Model Performance Metrics\r\n", "The Linear Regression model achieved the following performance metrics:\r\n", "\r\n", "- **Mean Absolute Error (MAE)**: **6,577.29 kWh**\r\n", " - On average, the predictions deviate from the actual gas consumption by approximately 6,577.29 kWh.\r\n", "- **Root Mean Squared Error (RMSE)**: **7,644.53 kWh**\r\n", " - The RMSE penalizes larger errors more heavily, indicating areas where predictions deviate significantly from actual values.\r\n", "- **R² Score**: **0.869**\r\n", " - The model explains 86.9% of the variance in gas consumption, which is strong but not as high as the Random Forest model.\r\n", "\r\n", "### Predicted vs. Actual Gas Consumption (2019)\r\n", "The table below compares the predicted and actual gas consumption for Livesey House in 2019:\r\n", "\r\n", "| **Date** | **Actual Consumption (kWh)** | **Predicted Consumption (kWh)** |\r\n", "|----------------|------------------------------|----------------------------------|\r\n", "| 2019-01-31 | 61,903.38 | 53,886.59 |\r\n", "| 2019-02-28 | 44,119.76 | 43,779.53 |\r\n", "| 2019-03-31 | 44,909.12 | 38,786.51 |\r\n", "| 2019-04-30 | 33,723.26 | 33,793.48 |\r\n", "| 2019-05-31 | 16,595.75 | 23,686.43 |\r\n", "| 2019-06-30 | 0.00 | 8,465.34 |\r\n", "| 2019-07-31 | 0.00 | -6,755.75 |\r\n", "| 2019-08-31 | 0.00 | -1,520.71 |\r\n", "| 2019-09-30 | 158.28 | 8,828.36 |\r\n", "| 2019-10-31 | 16,185.32 | 29,405.49 |\r\n", "| 2019-11-30 | 38,989.17 | 49,982.63 |\r\n", "| 2019-12-31 | 42,442.18 | 50,103.63 |\r\n", "\r\n", "### Key Insights\r\n", "1. **Accuracy**:\r\n", " - While the Linear Regression model performs reasonably well, it falls short compared to the Random Forest model, as evidenced by higher error metrics and a lower R² score.\r\n", "\r\n", "2. **Limitations**:\r\n", " - Negative predictions for low-consumption months (e.g., July and August) highlight the model's inability to handle the non-linear nature of gas consumption patterns effectively.\r\n", " - Predictions during summer months overestimate actual consumption.\r\n", "\r\n", "3. **Seasonality Reflected**:\r\n", " - Despite limitations, the model captures general seasonal trends, predicting higher consumption in winter months and lower in summer.\r\n", "\r\n", "### Recommendations\r\n", "- **Switch to Non-Linear Models**:\r\n", " - Models like Random Forest or Gradient Boosting are better suited for capturing non-linear relationships and seasonality.\r\n", "- **Feature Engineering**:\r\n", " - Incorporate additional features, such as seasonal indicators or operational data, to improve accuracy.\r\n", "- **Residual Analysis**:\r\n", " - Analyze residuals to identify systematic biases in the model and address them.\r\n", "\r\n", "The Linear Regression model provides a baseline for prediction but has significant limitations compared to the Random Forest model.\r\n" ] }, { "cell_type": "code", "execution_count": 119, "id": "66986b55-213e-42a2-82cc-669d525b1db7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Random Forest Results:\n", "Mean Absolute Error (MAE): 2741.32 kWh\n", "Root Mean Squared Error (RMSE): 4173.44 kWh\n", "R² Score: 0.961\n", " Date GasConsumption_kWh Predicted_kWh\n", "108 2019-01-31 61903.38 58353.318150\n", "109 2019-02-28 44119.76 52634.586344\n", "110 2019-03-31 44909.12 45036.396622\n", "111 2019-04-30 33723.26 33520.605626\n", "112 2019-05-31 16595.75 17811.027373\n", "113 2019-06-30 0.00 442.187000\n", "114 2019-07-31 0.00 90.670930\n", "115 2019-08-31 0.00 777.962900\n", "116 2019-09-30 158.28 214.554079\n", "117 2019-10-31 16185.32 22761.127639\n", "118 2019-11-30 38989.17 47305.258450\n", "119 2019-12-31 42442.18 45468.982200\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Importing necessary libraries\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from sklearn.ensemble import RandomForestRegressor\n", "from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score\n", "import numpy as np\n", "\n", "# Load gas consumption data from the provided file\n", "uclan_data_path = uclan_data_path = r'C:\\Users\\sheyi\\OneDrive\\Documents\\BuildingsProject\\UCLanPrestonBldDATA.xlsx'\n", "uclan_gas_data = pd.ExcelFile(uclan_data_path).parse('GasData(kWh)')\n", "\n", "# Extract Livesey House gas consumption data\n", "livesey_house_data = uclan_gas_data[uclan_gas_data['Site'] == 'Livesey House']\n", "livesey_house_data = livesey_house_data.drop(columns=['Site', 'Units']).T\n", "livesey_house_data.columns = ['GasConsumption_kWh']\n", "\n", "# Create a Date column\n", "livesey_house_data['Date'] = pd.date_range(start='2010-01', periods=len(livesey_house_data), freq='ME')\n", "\n", "# Load temperature data from the provided file\n", "temperature_data_path = r'C:\\Users\\sheyi\\OneDrive\\Documents\\BuildingsProject\\Preston monthly avarage temperature data from 2010 to 2023.xlsx'\n", "temperature_data = pd.ExcelFile(temperature_data_path).parse('Temperature')\n", "\n", "# Clean and prepare temperature data\n", "temperature_data['Date'] = pd.to_datetime(\n", " temperature_data['Year'].astype(str) + '-' + temperature_data['Month'], format='%Y-%B'\n", ")\n", "temperature_data['Date'] = temperature_data['Date'] + pd.offsets.MonthEnd(0)\n", "temperature_data = temperature_data[['Date', 'Preston Temperature in C']]\n", "\n", "# Merge gas consumption data with temperature data\n", "livesey_house_data = pd.merge(livesey_house_data, temperature_data, on='Date', how='inner')\n", "\n", "# Add 'Year' and 'Month' columns for feature engineering\n", "livesey_house_data['Year'] = livesey_house_data['Date'].dt.year\n", "livesey_house_data['Month'] = livesey_house_data['Date'].dt.month\n", "\n", "# Split data into training (2010-2018) and testing (2019)\n", "train_data = livesey_house_data[livesey_house_data['Year'] < 2019]\n", "test_data = livesey_house_data[livesey_house_data['Year'] == 2019]\n", "\n", "# Define features (Year, Month, Temperature) and target (Gas Consumption)\n", "X_train = train_data[['Year', 'Month', 'Preston Temperature in C']]\n", "y_train = train_data['GasConsumption_kWh']\n", "X_test = test_data[['Year', 'Month', 'Preston Temperature in C']]\n", "y_test = test_data['GasConsumption_kWh']\n", "\n", "# Train the Random Forest model\n", "rf_model = RandomForestRegressor(n_estimators=100, random_state=42)\n", "rf_model.fit(X_train, y_train)\n", "\n", "# Make predictions on the test set\n", "y_pred_rf = rf_model.predict(X_test)\n", "\n", "# Evaluate the model\n", "mae_rf = mean_absolute_error(y_test, y_pred_rf)\n", "rmse_rf = np.sqrt(mean_squared_error(y_test, y_pred_rf))\n", "r2_rf = r2_score(y_test, y_pred_rf)\n", "\n", "# Display evaluation metrics\n", "print(f\"Random Forest Results:\")\n", "print(f\"Mean Absolute Error (MAE): {mae_rf:.2f} kWh\")\n", "print(f\"Root Mean Squared Error (RMSE): {rmse_rf:.2f} kWh\")\n", "print(f\"R² Score: {r2_rf:.3f}\")\n", "\n", "# Display predicted and actual values\n", "predicted_vs_actual_rf = test_data.copy()\n", "predicted_vs_actual_rf['Predicted_kWh'] = y_pred_rf\n", "print(predicted_vs_actual_rf[['Date', 'GasConsumption_kWh', 'Predicted_kWh']])\n", "\n", "\n", "\n", "# Visualize predicted vs actual values\n", "plt.figure(figsize=(10, 6))\n", "plt.plot(test_data['Date'], y_test, label='Actual Consumption', marker='o')\n", "plt.plot(test_data['Date'], y_pred_rf, label='Predicted Consumption', marker='x')\n", "plt.xlabel('Date')\n", "plt.ylabel('Gas Consumption (kWh)')\n", "plt.title('Actual vs Predicted Gas Consumption (2019)')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.show()\n", "\n" ] }, { "cell_type": "markdown", "id": "db2440c6-73a6-4edc-b0fa-17e0134c88bb", "metadata": {}, "source": [ "## Random Forest Model Analysis\n", "\n", "### Model Performance Metrics\n", "The Random Forest model achieved the following performance metrics:\n", "\n", "- **Mean Absolute Error (MAE)**: **2,741.32 kWh**\n", " - This indicates that, on average, the model's predictions deviate from the actual gas consumption by approximately 2,741.32 kWh.\n", "- **Root Mean Squared Error (RMSE)**: **4,173.44 kWh**\n", " - The RMSE penalizes larger errors more heavily than the MAE, reflecting overall model accuracy.\n", "- **R² Score**: **0.961**\n", " - The model explains 96.1% of the variance in gas consumption, indicating excellent predictive performance.\n", "\n", "### Predicted vs. Actual Gas Consumption (2019)\n", "The table below compares the predicted and actual gas consumption for Livesey House in 2019:\n", "\n", "| **Date** | **Actual Consumption (kWh)** | **Predicted Consumption (kWh)** |\n", "|----------------|------------------------------|----------------------------------|\n", "| 2019-01-31 | 61,903.38 | 58,353.32 |\n", "| 2019-02-28 | 44,119.76 | 52,634.59 |\n", "| 2019-03-31 | 44,909.12 | 45,036.40 |\n", "| 2019-04-30 | 33,723.26 | 33,520.61 |\n", "| 2019-05-31 | 16,595.75 | 17,811.03 |\n", "| 2019-06-30 | 0.00 | 442.19 |\n", "| 2019-07-31 | 0.00 | 90.67 |\n", "| 2019-08-31 | 0.00 | 777.96 |\n", "| 2019-09-30 | 158.28 | 214.55 |\n", "| 2019-10-31 | 16,185.32 | 22,761.13 |\n", "| 2019-11-30 | 38,989.17 | 47,305.26 |\n", "| 2019-12-31 | 42,442.18 | 45,468.98 |\n", "\n", "### Key Insights\n", "1. **High Accuracy**:\n", " - The Random Forest model demonstrates exceptional performance, with a low MAE and RMSE, and an excellent R² score of 0.961.\n", " - Negative predictions, which occurred in linear regression, are avoided.\n", "\n", "2. **Seasonality Reflected**:\n", " - Predictions closely follow the seasonal trends, with higher values in winter months and near-zero predictions during summer months when heating is minimal.\n", "\n", "3. **Room for Improvement**:\n", " - Predictions for low-consumption months (e.g., summer) could still be refined further to reduce over-prediction.\n", "\n", "\n", "\n", "## Predicted vs. Actual Gas Consumption Plot\r\n", "\r\n", "### Purpose of the Plot\r\n", "The scatter plot visualizes the relationship between the **predicted** and **actual gas consumption** values for Livesey House in 2019, providing a way to assess the model's performance visuallact overall performance.\r\n", "\r\n", "### Interpretation\r\n", "- The Random Forest model effectively captures the seasonal trends and variability in gas consumption.\r\n", "- The clustering of points near the red line confirms high accuracy, as reflected in the performance metrics (MAE, RMSE, and R²).\r\n", "\r\n", "### Conclusion\r\n", "The scatter plot reinforces the reliability of the Random Forest model for predicting gas consumption, while highlighting potential areas (e.g., low-consumption mobust and reliable performance.\n", "\n", "The Random Forest model provides a robust solution for predicting energy consumption, handling complex, non-linear data effectively while maintaining high accuracy.\n" ] }, { "cell_type": "code", "execution_count": 24, "id": "04980c61-31ac-4d38-9e56-371347133a0d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Feature Importance:\n", " Feature Importance\n", "2 Preston Temperature in C 0.909685\n", "1 Month 0.052893\n", "0 Year 0.037421\n" ] } ], "source": [ "# Feature Importance\n", "feature_importances = rf_model.feature_importances_\n", "features = ['Year', 'Month', 'Preston Temperature in C']\n", "importance_df = pd.DataFrame({\n", " 'Feature': features,\n", " 'Importance': feature_importances\n", "}).sort_values(by='Importance', ascending=False)\n", "\n", "# Print feature importance\n", "print(\"Feature Importance:\")\n", "print(importance_df)" ] }, { "cell_type": "markdown", "id": "1dddef33-119b-4ba5-a14f-1b7faa5d337f", "metadata": {}, "source": [ "## Feature Importance Analysis for Random Forest Model\n", "\n", "### Purpose of Feature Importance\n", "Feature importance analysis helps to understand which variables have the most significant impact on the predictions made by the Random Forest model. By ranking the importance of features, we can:\n", "\n", "- Identify key drivers of gas consumption.\n", "- Simplify the model by removing less important features.\n", "- Gain insights into the relationships between predictors and the target variable.\n", "\n", "### Feature Importance Results\n", "Based on the Random Forest model trained on the dataset, the relative importance of features is as follows:\n", "\n", "| **Feature** | **Importance** |\n", "|-------------------------------|----------------|\n", "| Preston Temperature in C | 90.97% |\n", "| Month | 5.29% |\n", "| Year | 3.74% |\n", "\n", "_Note: Replace the example percentages with actual values from your results._\n", "\n", "### Observations\n", "1. **Temperature Dominance**:\n", " - `Preston Temperature in C` is the most critical predictor of gas consumption, reflecting its strong influence on heating requirements.\n", "\n", "2. **Seasonal Effects**:\n", " - `Month` is moderately important, indicating the role of seasonal changes in energy consumption patterns.\n", "\n", "3. **Yearly Trends**:\n", " - `Year` has the least importance, suggesting minimal variation in gas consumption across years in the dataset.\n", "\n", "### Visualization\n", "The following bar chart illustrates the relative importance of features:" ] }, { "cell_type": "code", "execution_count": 26, "id": "c1685e93-f58b-45a0-8fce-1702652fccdd", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize feature importance\n", "plt.figure(figsize=(8, 6))\n", "plt.barh(importance_df['Feature'], importance_df['Importance'], color='skyblue')\n", "plt.xlabel('Importance')\n", "plt.ylabel('Feature')\n", "plt.title('Feature Importance for Random Forest')\n", "plt.gca().invert_yaxis() # Invert y-axis to show the most important feature at the top\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "017afc18-bec4-4061-8ebf-4fa3c51f0ad0", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "239484dd-f070-4109-8378-7c6c3182cedd", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 137, "id": "13b52d5d-79aa-417b-ae03-68b0547f763e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Random Forest Results:\n", "Mean Absolute Error (MAE): 2929.20 kWh\n", "Root Mean Squared Error (RMSE): 4177.25 kWh\n", "R² Score: 0.970\n", " Date GasConsumption_kWh Predicted_kWh\n", "108 2019-01-31 70209.26 70045.830800\n", "109 2019-02-28 48932.41 51321.963242\n", "110 2019-03-31 50120.50 45202.751927\n", "111 2019-04-30 30997.93 35607.786485\n", "112 2019-05-31 14734.54 17583.606142\n", "113 2019-06-30 1954.84 2385.623500\n", "114 2019-07-31 2083.12 1755.522018\n", "115 2019-08-31 1830.87 1767.239700\n", "116 2019-09-30 2170.73 3548.858361\n", "117 2019-10-31 28585.00 38059.038133\n", "118 2019-11-30 51351.87 58913.670786\n", "119 2019-12-31 57026.72 58011.499800\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Importing necessary libraries\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from sklearn.ensemble import RandomForestRegressor\n", "from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score\n", "import numpy as np\n", "\n", "# Load gas consumption data from the provided file\n", "uclan_data_path = uclan_data_path = r'C:\\Users\\sheyi\\OneDrive\\Documents\\BuildingsProject\\UCLanPrestonBldDATA.xlsx'\n", "uclan_gas_data = pd.ExcelFile(uclan_data_path).parse('GasData(kWh)')\n", "\n", "# Extract Livesey House gas consumption data\n", "Kirkham_data = uclan_gas_data[uclan_gas_data['Site'] == 'Kirkham']\n", "Kirkham_data = Kirkham_data.drop(columns=['Site', 'Units']).T\n", "Kirkham_data.columns = ['GasConsumption_kWh']\n", "\n", "# Create a Date column\n", "Kirkham_data['Date'] = pd.date_range(start='2010-01', periods=len(Kirkham_data), freq='ME')\n", "\n", "# Load temperature data from the provided file\n", "temperature_data_path = r'C:\\Users\\sheyi\\OneDrive\\Documents\\BuildingsProject\\Preston monthly avarage temperature data from 2010 to 2023.xlsx'\n", "temperature_data = pd.ExcelFile(temperature_data_path).parse('Temperature')\n", "\n", "# Clean and prepare temperature data\n", "temperature_data['Date'] = pd.to_datetime(\n", " temperature_data['Year'].astype(str) + '-' + temperature_data['Month'], format='%Y-%B'\n", ")\n", "temperature_data['Date'] = temperature_data['Date'] + pd.offsets.MonthEnd(0)\n", "temperature_data = temperature_data[['Date', 'Preston Temperature in C']]\n", "\n", "# Merge gas consumption data with temperature data\n", "Kirkham_data = pd.merge(Kirkham_data, temperature_data, on='Date', how='inner')\n", "\n", "# Add 'Year' and 'Month' columns for feature engineering\n", "Kirkham_data['Year'] = Kirkham_data['Date'].dt.year\n", "Kirkham_data['Month'] = Kirkham_data['Date'].dt.month\n", "\n", "# Split data into training (2010-2018) and testing (2019)\n", "train_data = Kirkham_data[Kirkham_data['Year'] < 2019]\n", "test_data = Kirkham_data[Kirkham_data['Year'] == 2019]\n", "\n", "# Define features (Year, Month, Temperature) and target (Gas Consumption)\n", "X_train = train_data[['Year', 'Month', 'Preston Temperature in C']]\n", "y_train = train_data['GasConsumption_kWh']\n", "X_test = test_data[['Year', 'Month', 'Preston Temperature in C']]\n", "y_test = test_data['GasConsumption_kWh']\n", "\n", "# Train the Random Forest model\n", "rf_model = RandomForestRegressor(n_estimators=100, random_state=42)\n", "rf_model.fit(X_train, y_train)\n", "\n", "# Make predictions on the test set\n", "y_pred_rf = rf_model.predict(X_test)\n", "\n", "# Evaluate the model\n", "mae_rf = mean_absolute_error(y_test, y_pred_rf)\n", "rmse_rf = np.sqrt(mean_squared_error(y_test, y_pred_rf))\n", "r2_rf = r2_score(y_test, y_pred_rf)\n", "\n", "# Display evaluation metrics\n", "print(f\"Random Forest Results:\")\n", "print(f\"Mean Absolute Error (MAE): {mae_rf:.2f} kWh\")\n", "print(f\"Root Mean Squared Error (RMSE): {rmse_rf:.2f} kWh\")\n", "print(f\"R² Score: {r2_rf:.3f}\")\n", "\n", "# Display predicted and actual values\n", "predicted_vs_actual_rf = test_data.copy()\n", "predicted_vs_actual_rf['Predicted_kWh'] = y_pred_rf\n", "print(predicted_vs_actual_rf[['Date', 'GasConsumption_kWh', 'Predicted_kWh']])\n", "\n", "\n", "\n", "# Visualize predicted vs actual values\n", "plt.figure(figsize=(10, 6))\n", "plt.plot(test_data['Date'], y_test, label='Actual Consumption', marker='o')\n", "plt.plot(test_data['Date'], y_pred_rf, label='Predicted Consumption', marker='x')\n", "plt.xlabel('Date')\n", "plt.ylabel('Gas Consumption (kWh)')\n", "plt.title('Actual vs Predicted Gas Consumption Kirkh (2019)')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "4e74f25f-9cc7-4c08-9a76-6cd68e768b35", "metadata": {}, "source": [ "## space ##" ] }, { "cell_type": "code", "execution_count": 169, "id": "8936e6a4-1f27-4fcd-ae95-e7b16c9417fb", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Seasonal patterns\n", "Kirkham_data['Year'] = Kirkham_data['Date'].dt.year\n", "Kirkham_data['Month'] = Kirkham_data['Date'].dt.month\n", "\n", "plt.figure(figsize=(12, 6))\n", "sns.boxplot(data=Kirkham_data, x='Month', y='GasConsumption_kWh')\n", "plt.title('Monthly Energy Consumption Patterns - Kirkham Building', fontsize=14)\n", "plt.xlabel('Month', fontsize=12)\n", "plt.ylabel('Gas Consumption (kWh)', fontsize=12)\n", "plt.grid(True, linestyle='--', alpha=0.7)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "ca9c6756-1095-42e4-96a1-02ee8713de47", "metadata": {}, "source": [ "## space ##" ] }, { "cell_type": "code", "execution_count": null, "id": "a700db2a-f735-4a8b-bf25-12ef112e5537", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "f3625673-1d61-44c1-98ee-21df7dfd68f5", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.4" } }, "nbformat": 4, "nbformat_minor": 5 }