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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"id": "f35e7f3f", | |
"metadata": {}, | |
"source": [ | |
"### Import Section" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 40, | |
"id": "224ecf0f", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import numpy as np\n", | |
"import pandas as pd\n", | |
"import matplotlib.pyplot as plt\n", | |
"import seaborn as sns\n", | |
"\n", | |
"#sns.set_theme(style='darkgrid')\n", | |
"sns.set(style='darkgrid', context='talk', palette='rainbow')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "47c42d29", | |
"metadata": {}, | |
"source": [ | |
"### Loading Pandas DataFrame & selecting a Chunk of data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 41, | |
"id": "241852e1", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"dataset (9551, 5)\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>Country Code</th>\n", | |
" <th>City</th>\n", | |
" <th>Aggregate rating</th>\n", | |
" <th>Rating text</th>\n", | |
" <th>Votes</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>1</td>\n", | |
" <td>Agra</td>\n", | |
" <td>3.9</td>\n", | |
" <td>Good</td>\n", | |
" <td>140</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>1</td>\n", | |
" <td>Agra</td>\n", | |
" <td>3.5</td>\n", | |
" <td>Good</td>\n", | |
" <td>71</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>1</td>\n", | |
" <td>Agra</td>\n", | |
" <td>3.6</td>\n", | |
" <td>Good</td>\n", | |
" <td>94</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>1</td>\n", | |
" <td>Agra</td>\n", | |
" <td>4.0</td>\n", | |
" <td>Very Good</td>\n", | |
" <td>87</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>1</td>\n", | |
" <td>Agra</td>\n", | |
" <td>4.2</td>\n", | |
" <td>Very Good</td>\n", | |
" <td>177</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" Country Code City Aggregate rating Rating text Votes\n", | |
"0 1 Agra 3.9 Good 140\n", | |
"1 1 Agra 3.5 Good 71\n", | |
"2 1 Agra 3.6 Good 94\n", | |
"3 1 Agra 4.0 Very Good 87\n", | |
"4 1 Agra 4.2 Very Good 177" | |
] | |
}, | |
"execution_count": 41, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"data_path='D:/codespace/python/Zomato-Restaurant-Review/data/zomato.csv'\n", | |
"dataframe = pd.read_csv(data_path, encoding=\"ISO-8859-1\" ,usecols=['Country Code','City','Aggregate rating','Rating text','Votes'])\n", | |
"\n", | |
"print(f\"dataset {dataframe.shape}\")\n", | |
"dataframe = dataframe[dataframe[\"Country Code\"] == 1].reset_index(drop=True)\n", | |
"\n", | |
"dataframe.head()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "a06e058e", | |
"metadata": {}, | |
"source": [ | |
"### Ploting Graph Side by side" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "bfd707e3", | |
"metadata": {}, | |
"source": [ | |
"##### Rotating axis ticks" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 50, | |
"id": "50b5f608", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1440x432 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, (axs1, axs2) = plt.subplots(nrows=1, ncols=2, figsize=(20, 6))\n", | |
"\n", | |
"sns.countplot(x=\"City\", data=dataframe, ax=axs1)\n", | |
"\n", | |
"axs1.tick_params(axis=\"x\", rotation=90)\n", | |
"\n", | |
"axs1.set_title(\"City CountPlot\")\n", | |
"\n", | |
"sns.boxplot(y=\"Aggregate rating\", x=\"City\", data=dataframe, ax=axs2)\n", | |
"\n", | |
"axs2.tick_params(axis=\"x\", rotation=90)\n", | |
"\n", | |
"axs2.set_title(\"City vs Aggregate rating boxplot\")\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "33e87160", | |
"metadata": {}, | |
"source": [ | |
"##### Adding axis labels" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 44, | |
"id": "631aaead", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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9y7iQxfR6CTk55ssM28LSTz1w8Jj8eYfWerw5u6LuA9yQuxY6bAj2kWXYT/VjH9XPXfsoIEADkRUIm1RTjkfswV1/lhrCnn30428iXtqiAgBMHKzFQ3c6blDAlv207RsFNn6lhAAJrz5Uge7BznvLxZ+5+rGPLGPPfqpvPGK3GiN0ayqqTaUp5VQaIiIiIrKzq/nAss/lhPRuwXo8cIfjBkVsbcJgHcLa6iFBwIovlCZjdyJyPAyMOKnqNUY4lYaIiIiI7Emnr6or0sxbwj8nVkCpsHer7EepAJ4Yr4UoSDifI+LT79y4M4icAAMjTqp6YITL9RIRERGRPW0/pMDpc/Ktxby7K9CymZ0b5ADC2koYP0DOmtn6jQJX8+3cICKqFQMjTqriplVp9M47bZGIiIiInNifFwVsPihnRIwfoMXtnTgwNZgyXIcWGgllFQKS9th13QsiqgMDI07q5nmKZay9SkRERERNrFwLvPGpEjq9gKAAPaaNcN+6IjXx9gAeGikP3A+dUuB4JmsDEjkiBkac1M2BEU6nISIiIneg00t4f7eErd8ooNPbuzW0cb8C2ddEKEQJT9+thYfK3i1yPDE99egaJH+zJu1RMtObyAExMOKkym8KjLAAKxEREbmDTfuBdbslfPCVEu+kKCHxJtNujp4V8Nn38vSQ+4bp0Lk9vxg1EQTg4TvlwfsfF0V8fZy3YESOhj+VTurmwEhpOdPyiIiIyLWdOS/g/d1VN987f1Zg8wGu9mEPJWXA8s/l9JDb2usxKYpTaOrSLVjCkG5yH234Smk2lici+2JgxElxKg0RERG5k7IK4PVPVNDpgY5tgZie8k3mR18rkXmFD4ia2ob9SlzNF6BWSnjqr1ooeFdRr2kjtFCKEq7mC0j5iQE9IkfCX2FO6ubACKfSEBERkSv75U8Rl64LUIjAC/cLeGK8Fq2by9kj357mkLYpncwWkJIm9/nUGB2CWnIKjSXa+wOjb5drjfzvkILjdyIHwr8iTqripmxFTqUhIiIiV3ascjWPiFCgU3sBSgUwuIs8IPruDIe0TaVCC7y1QwkJAjq11eMvAzmFpiEmRWmhVkrILxbw5Y/MGiFyFPwr4oR0ephVYS/lcr1ERETkwo5nysPWPp2qtg3sIg+I0i+JuJJnh0a5oW3fyKvQiIKEf4znFJqGCvAF4vrLwaSPDytQXGrnBhERAAZGnNLN02gA1hghIiIi11V0Azh7Wc4Y6R1WlSXbLVhCM295Gsf3v/Hpu61lXhHwv0NyP08YrENYW06haYy/DdHBUyWhqFTAFz/w+5bIETAw4oSqT6NRKeQ/SJxKQ0RERK7qZLYICQIUooSI0KrtChGI7CxnjXA6jW3p9MCKHUpo9QLa+esxOZpTaBrLzwcYFyn33xc/sNYIkSPgXxAnVD1jxNdb/shfqEREROSqjlfWF+ncXoKXh+nDoEGV02lOZAooKGnyprmNXT+L+O28fOswd5wWHio7N8jJ/XWQDmqlhMIbAlLSmDVCZG8MjDih6hkjvl6VGSOsMUJEREQuylBfJCJEb/ZanzA91EoJeknAsbMc2tpCfjGw8SslAGBkbx16deAUmlvV3AeIvV0e1H/ynQJlHMsT2RX/ejihCm3Vk5JmXvJHTqUhIiIiV1RSBqRfksc5PULNAyMeKqBTO/lG/bcLHA/Zwvv7lCguFeDjKeGhkTUUu6NGmTBYB6VCXqFmz6+8LSOyJ/4EOiGTqTSVGSOcSkNERESu6PQ5AXpJgChI6BZcc6bCbYFywOT3CxzaWtupbAH7jshTPR68Qws/Hzs3yIW0bAaM6CV/737+vdJs1Ukiajr86+GETKbSVNYY4ao0RERE5IqyrsrD1cAACd4eNe9zW3s5YPLHBYE3l1ak0wNvp8hTaMLb6RF7OzvX2v4yUB7YX7ou4MffeWtGZC/86XNCNdcYYeooERFRY+3YsQPjxo1Dr169EBcXh08//dTiYxcvXoyHHnrIbHtaWhq6dOli9m/27Nkm+61fvx6jRo1Cr169MGHCBBw4cOAWr8a1nM+RxziBAbXXtejcXr5hL60QcO4ax0TWkpImIuOyCAESHovTQsE7B6sLaSWhX7g8uP/sOxZhJbIXpb0bQA1nmEqjEAGfyicnzBghIiJqnOTkZMTHx2P69OmIiorC3r17MX/+fHh6emLMmDF1Hrtx40YkJSVh8ODBZq+dOXMG3t7eWLduncn2Zs2aGT9fu3Yt3njjDTz++OOIiIjA9u3bMWfOHGzatAl9+vSxyvU5O0sCI22aA828JRSUCDhzXkBoaxYHvVXXi4APUuVbhVF99bgtkH1qK38dqMNPfyhwIkvE7xcEdG7PviZqagyMOCFD8VWVAvBUV2aMMDBCRETUKImJiYiLi0NCQgIAYNiwYcjPz8fy5ctrDYxcvnwZS5YsQXJyMnx9fWvc5/Tp0+jcuXOtAY6SkhK8/fbbmDFjBubMmQMAiI6OxuTJk7Fy5UqsXbv21i/OBRgCI0Eta79ZFAS5zkja7wr8fkHE6L6c8nGrPvhKiZIyAb5eEqaNYMFVW+rdUUJoaz0yr4j4/HsFnpnA/iZqakyIc0KGqTQqJeCplj+/wVVpiIiIGiw7OxtZWVkYPXq0yfbY2Fikp6cjOzu7xuMSExNx8uRJrFu3Dt26datxn1OnTqFLly61nvvIkSMoLCw0ObcgCBg1ahS+/fZblJfzqUdJGXC9SB7jtPev+ym6oc7Ib+c5JrpVGZcE7K1cJWVqjBbNvO3cIBcnCMDdg+QB/jcnRVzNt3ODiNwQAyNOyDCVRqUEvCoDI8wYISIiarj09HQAQMeOHU22h4aGAgAyMjJqPG7mzJn48ssvMWjQoBpf1+l0+P3333Hp0iVMmDABPXr0QExMDJKSkiBJksm5w8LCzM6t1WprDcq4E0O2CFD3VBqgqs5I5hUBZRU2bZZLkyTgvT1KSBAQ3JIFV5tKdIQezX0k6PQCvvyRtUaImhqn0jghQ8aIWsmpNERERLeisLAQAKDRaEy2+/jIa5IWFRXVeFx4eHid73v27FmUlpYiIyMD8+bNQ4sWLbBv3z4sWbIERUVFeOKJJ4zvbTjXzecuLi5u+AVBfvrs5+fVqGMdzfU/JQAS/LyB4HbyNSmV8k3jzdfYv5u8r14ScKnQE706um/mSG19ZIlDJyQcPSuPLx//qwL+LVz3duFW+skW7hkm4b2dEnb/osSjd6ng7eEY38OO1k+OiH1kGXv2k1DPj5Pr/qZzYaaBEflzrV5AhU6uO0JERESWMWRv1EYUG5dc26ZNG6xZswbdunVDq1atAACDBw9GaWkp1qxZgxkzZtR7bqG+UZwbyLoi91Fw6/r3beYtIDBAwvkc4LdzQK+O9R9DprQ6Cat3yH0eeRswsKudG+Rm/jIY2LgXKCoFkn8A/jbM3i0ich8MjDghY/FVJeCpqtpeVg6oGKQkIiKymKFw6s3ZGYZsjtoKq9ZHo9EgOjrabHtMTAy2bduGjIwMk3NXz1i51XNLEpCff6NRxzqa9AtKAAq08dMhP78MQNWTxpquMaSVEudzFDiVqUV+L/ctYFlXH9Vlxw8isq+qIAoSpt1RgYIC114dpbH9ZCsCgDt6KbHrZwU++UaHO3tW1PuUuyk4Wj85IvaRZezZTwEBmjp/nlhjxAlVrzFimEoDADc4nYaIiKhBDLVFsrKyTLZnZmaavN5QZ86cwYcffoiKCtNiF6WlpQCAFi1a1HlutVqN9u3bN+rcrsS4Ik099UUMOlQu03v2sgPcTTqZohvA5oPyM9PRffVc8thO4vrJqeHnckScyOL3MVFTYWDECVVflUZdLefHkElCRERElgkNDUVQUBB27txpsn337t3o0KFDo4MTmZmZWLhwIQ4ePGiyPTk5GUFBQQgMDETfvn3h7e2NXbt2GV+XJAl79uxBZGQk1Gp1o87tKvRSVWCkvsKrBh3byPtlXRWgY83QBtnytQKFNwR4qSVMGe6+2Tb2FtZWwm2VhYR3/cw58kRNhVNpnJAhY0StBJTVfl9qdfZpDxERkTObO3cuEhIS4Ofnh5iYGOzbtw8pKSlITEwEAOTm5iIrKwvh4eFmRVprExMTg4iICLzwwgvIzc1F27Zt8cUXX2D//v1YsWIFBEGAl5cXZsyYgVWrVkGhUKB3797Yvn07Tpw4gQ0bNtjykp1CTgFQrm1YYKRDG/mGslwr4EKOgOBWzHqwxIWcqpVQJkXp0MKyb3Oykdh+Ovx2QcShUyIejQWXSyZqAgyMOKHqxVdNAiN8MkJERNRgEydORHl5OZKSkrBt2zYEBwdj8eLFGDt2LAAgNTUVCQkJ2LBhAwYOHGjRe6rVaqxduxbLli3DypUrkZubi86dO2PlypW48847jfvNnTsXCoUCW7duxdq1axEeHo5Vq1ahX79+NrlWZ3KuMltEFCS0bWFZgKN1c8BLLeFGuYCzVxgYsdT7+xTQ6gW09pPwl4F80mZvw7rr8d5uCSVlAvYfVeDuQfyaENkaAyNOqEJXVXxVWW0yFDNGiIiIGmfy5MmYPHlyja9NnDgREydOrPXYjRs31rjd398fixYtqvO8oihizpw5mDNnjuWNdRMXc+XxTuvm8pjHEqIAdGgj4VS2gIzLAoZF2K59ruJ4poDvzshP2qaP1JpM0yb78FQDMT31SE5TYNfPIv46UOcQRViJXBlrjDih6sVXOZWGiIiIXNHV/MrAiF/Dsj4MdUZYgLV+egl4b7ccCekSqEdUd6YfO4rY2+WB/fkcEccz+b1MZGsMjDghY2BEASiqfQUrGBghIiIiF3GtQL4ZbNXAwEiH1vLNfcZlDnPr89VREX9ekvvpkdFaZiU4kI5tJHQJZBFWoqbCvxhOyFhjRAUIAqBUyAMGVl8nIiIiV2HIGGnZrIGBkcqMkZxCAQUlVm+WyygtBzZ+JWeLDIvQoWsQ67E4GkPWyOHTIr+XiWyMgREnVH1VGkDOHAEArY5hfiIiInINhoyRhgZGQltLEFA5neYKx0a1+eRbBXILBagUEqaP4PK8jmhYhB4+HhK0OgH7jjBrhMiWLA6MHDhwADod52o4AmPx1crfj4bpNKwxQkREro7jEfeg0wM5hfLnDZ1K46UG2vrLx3A6Tc1yCoCPv5UHkn8dpEPr5vZtD9XMQwXE9JJTwnf/IkJiUg+RzVj812L27NmIiorCokWL8NNPP9myTVSP6sVXgaoCrKwxQkREro7jEfeQVwTo9IaMkYYf37E1C7DWZeNXSpRVCPDzkfC3oRxAOrJRfaqKsP5+gd/PRLZicWDk3XffRXR0ND7//HM88MADGDFiBJYuXYrTp0/bsn1UA2ONEaX8y1FpnEpjpwYRERE1EY5H3MPVgqobwIZOpQGq6owwMGLuj4sC9h+VB49TY7Tw9rBzg6hOHdtICK0sKGz4uhGR9Vm8Unl0dDSio6NRXl6OAwcO4Msvv8SmTZvw3nvvISwsDHfddRfGjRuHkJAQW7aXYF5jxBAYYfFVIiJydRyPuAdDfREfT6lRN+6GwEjWVQE6vekqfu5MkoCkPfIAMrS1HqP6cPDo6AQBGNFLj3V7RXx9QsQjo6qyxonIehr8Z0KtVmPUqFFYtmwZDh8+jJUrVyI8PBxvvvkmYmNjcd9992Hr1q0oLS21RXsJVRkjxqk0ovzHnxkjRETkLjgecW2NXZHGoGMb+Ya/QifgfA6zRgy+OyPieKY8/J8xSsuAkZMY3kMHUZBQeEPAj7/zi0ZkC43+yTp//rzxCc3evXshiiKGDBmCZs2aYdGiRYiNjcWRI0es2VaqZBYYMdYY4R9+IiJyLxyPuKZrBfLHVo0MjLT2A7w9DAVYOT4C5PHjur3y4LF/uA59w1jJ01n4+wJ9O8nBvq+OMjBCZAsNSsS6cOECUlJSkJKSghMnTkCSJPTq1QvPPfccxo4di4CAAABAZmYmpk6dioSEBCQnJ9uk4e6sQlu5Ks1NgRFmjBARkTvgeMT1GZfq9Wvc8YIAdGgt4WS2gLOXBQzvYcXGOankHxW4dF2AKEh4+E4OGp3NHT31+OkPBdL+EJFfDPj52LtFRK7F4sDIvffei2PHjkGSJISFheEf//gHxo8fj+DgYLN9Q0NDERkZiUOHDlm1sSSrtcYI/8YREZGL43jEPdzqVBpArjNyMhs4e4UZIwUlwEdfywPGMf30CG7FbBFnM7CLHt4eEkrKBHx9QsRdA1gfhsiaLA6MXL58GQ899BDGjx+P7t2717v/xIkTMXXq1FtqHNWsalUa+aOKGSNEROQmOB5xD4aMkcZOpQEMdUYUyLjMqQcfHlCiuFSAj4eEKdFaezeHGsFDBUR112P3LwrsP6pgYITIyiwOjCxevBi33XYb/P39a3z94sWL+PHHH/GXv/wFADBs2DDrtJDMGDJGDFNpFMYaI/ZpDxERUVPheMT1VWiBvOLKwIjfrWWMAEBuoYCCEqCZt1Wa53QyrwjY+ZMcHJocreMUDCc2opcOu39R4I+LIrKuCAhpzcwfImuxOIT+8MMP4/Dhw7W+/s033+CFF16wSqOodpJUVWS1qsZI5ao0DBwTEZGL43jE9RkKrwK3NpUmtJUEAe5dgFWSgLW7ldBLAgL99RgbyadozqxbsIS2LeTv6a+OMROKyJpqzRjJzs7GqlWrjP+XJAlbtmypcZ6uJEn44Ycf0KxZM9u0koyqT5cx1hgRDa+55x99IiJyXRyPuB/DNBoACPBt/Pt4qoH2/hLO5wo4e1lE747uFxT44TcRRzIql+cdrTNOvybnJAjAHT112HxQia+OKfDAHTouuUxkJbUGRoKDg3HlyhXjwEMQBPz444/48ccfzfYVRRH+/v6Ij4+3XUsJgOl0mZtrjLD4KhERuRqOR9yPITDSQiMZs2MbK7SNhPO57pkxUq6VkLRXHiT27aRH/3CmFruCmMrASG6hgJNZAnp24HQaImuo88/Ne++9Z/y8a9eu+O9//4vx48dbtQE7duzA6tWrkZ2djcDAQMyePRt33313rfsXFxdj6dKl2L17N0pKStC/f388//zz6NChg3EfrVaLlStX4pNPPkFeXh4iIiLw3HPPoVevXsZ9ysvLsWrVKnz++efIyclB165d8Y9//ANRUVFWvT5rq6hWL4s1RoiIyB00xXiEHMfVgltfkcagYxsJh0+5Z2Dk42+Ai7kiREHCI6O0ENyvC1xSO3/gtvZ6/HZBxMETCvTswGK6RNZgcfLVvn37MGrUKKuePDk5GfHx8YiKisJbb72FAQMGYP78+di5c2etxzz99NPYuXMn4uPjsXjxYly+fBnTpk1DYWGhcZ9XXnkF77//Ph599FEkJiZCoVDgoYceQnZ2tnGfl156CevXr8eMGTOwevVqhIaGYvbs2fjll1+seo3WVj34obppuV6uSkNERK7OFuMRciy5hfIdvL/GOoERAMi+JrjVOCmnQMKGvfK1j+2vQwiX53Upw3rI2T+HT4l8MEpkJbVmjPz444/o1KmTser7hQsXcOHChXrfMDIy0uKTJyYmIi4uDgkJCQDkyvH5+flYvnw5xowZY7Z/WloaDhw4gDVr1iA6OhoA0L9/f4wcORKbN2/GrFmzcO7cOWzZsgUvvPACpkyZAgCIiopCbGws1q5di4ULF+LatWvYvn074uPj8cADDwAABg0ahJ9++gkffvgh+vbta/E1NLXqGSNqBkaIiMjFNcV4hBzL9SL5Y4tbqC9i0KG1fAOp1Qk4nyMg1E1W8XjrCwnFpYCvl4QpwzlAdDVR3XVI2q1A4Q0Bv6aLiOzMaVJEt6rWwMiDDz5okqr64IMPQqgjB0+SJAiCgFOnTll04uzsbGRlZWHevHkm22NjY5GSkoLs7GwEBwebvHbo0CH4+Phg6NChxm3+/v6IjIzEwYMHMWvWLHz33XfQ6XSIjY017qNWqxETE4PU1FQAgJ+fH7Zt24agoCDjPqIoQqlUoqyszKL220uFtuproFIA0AOqylVpdPydSERELsbW4xFyPNeLrJcx0soP8PGUUFwqIOOyewRGfvlTwL7KBOiH7tTC18u+7SHrC/AFeoRKOJYp4OBxBkaIrKHWwMirr76KPn36mPzfmtLT0wEAHTt2NNkeGhoKAMjIyDALjKSnpyM0NBQKhWlJ7ZCQEKSkpBj38fPzMz5Zqv6+Fy5cQGlpKTw9PREREQEA0Ov1uHz5MpKSkpCVlYX/+7//s95F2oBJ8VUVoC1jxggREbkuW49HyPEYAiMtrBAYEQSgQ2sJJ7IEnL0sAD1v+S0dWlkFsDpFBQDo1RG4szdvmF3VsB46HMsU8f0ZEWUVgIfK3i0icm61BkYmTJhQ5/9vlaEmiEajMdnu4+MDACgqKjI7pqioyGx/wzGG/evaB5CLt3p6ehq3v//++1i8eDEA4L777sOQIUMaczkA5D++fn62Dcurr0sA5IGCl6cCoqcXvL3kP3qSoICfH38rGigrI0a2/po4M/aRZdhP9WMf1c9d++hWCz7aejxCjkWSqqbS+JsP5xqlQxsJJ7KAjCsiANd+irTtGwUuXRegVADP3COw4KoLG9JVj3dSJJRWCPjxNxFREQyCEd2KBi2CJkkSzp07Z8zkyMjIwNatW6FUKjFx4kSz7I/63qsuomheF7auYwz71/e+N6ffRkdHo0ePHvj555/x1ltvoaKiwqGfRpmsSqOQl+hVMWOEiIjciDXHIwYNXSWvusWLF+PUqVN4//33TbYXFRXhrbfewp49e3Dt2jUEBwdjypQpmDJlinE8otVqcfvtt5tN5fX29nb4gvC2UFwGlFdOG27ha51pLx3b6AEo5IwRF3bumoCPD8uDwskxQIe2AvLz7dsmsp1m3vIyzGm/K3DwBAMjRLfK4sDIpUuX8Mgjj0CtVuOTTz7BtWvXcO+99xozPz744ANs2rQJ3bt3t+j9fH3lilrFxcUm2w2ZH4bXq9NoNDh37pzZ9uLiYmOWiEajMXvP6u97czZJeHg4AGDAgAHQarVYsWIFnnrqKbRp08ai66hOkoD8/BsNPq4h8goEAOrKoIge+fk3oNUqAChRWqZHfr5j10hpSoansrb+mjgz9pFl2E/1Yx/Vz137KCBAY9Wn1tYejwBVq+RNnz4dUVFR2Lt3L+bPnw9PT88ai8FXt3HjRiQlJWHw4MFmrz399NM4evQonnjiCYSFheHw4cN46aWXUFhYiNmzZwOQgzplZWVYvHgxOnToYDy2pgdE7uB6YdU3SwsfawVG5Pe5XiQgrxho7mOVt3UokgSsSlZCqxfQtoWEaXe65/ePu4mOkAMjaX+IKCoFNJ71H0NENbP4t+Ybb7yBixcvGld62bp1KwoLC7Fs2TLs27cP7dq1w5tvvmnxiQ1Pc7Kysky2Z2Zmmrx+8zHZ2dlmWSGZmZnG/cPCwpCXl4f8m0LkmZmZCAoKglqtxuXLl7F9+3azAIqh7siVK1csvo6mptXJAwZltZCWIWOExVeJiMjVWXs8Apiukjds2DAsXLgQcXFxWL58ea3HXL58Gc888wz+85//1Pgw59SpUzh48CD+/e9/Y+rUqRg8eDCeeeYZ3HvvvVizZo1xv9OnT0MURcTGxqJPnz7Gf7169WrQNbiK3MppNAIkNLfSVJqQVhJEQR47umrWyO5fRBzPlIf1s8dUwEPlmtdJpgZ20UOtlKDVCfj+DINhRLfC4p+gQ4cOYfr06bj33nsBAPv370e7du0wZswYBAYG4t5778XPP/9s8YlDQ0MRFBSEnTt3mmzfvXs3OnTogPbt25sdExUVhYKCAhw+fNi4LTc3F2lpacbaIIaPu3btMu5TXl6O1NRU42tXr17FggULzM596NAhqNXqRqXgNhXDdBllta+cofgq1zEnIiJXZ+3xiGGVvNGjR5tsj42NRXp6OrKzs2s8LjExESdPnsS6devQrVs3s9clScJ9991nlkkSFhaGwsJCXL9+HYAcQAkJCYGXl3vVnqmNofBqMx9AYaX7PA8V0M5fDoxkXHa9m8dL14GkPfITs+gIHfqFu/7KOyTzUgMDbpOfjB48rqhnbyKqi8VTaQoLC43L2+bk5ODEiROYNGmS8XUvLy9otdraDq/R3LlzkZCQAD8/P8TExGDfvn1ISUlBYmIiADnokZWVhfDwcGg0GkRGRmLAgAGYN28e4uPj0bx5c6xYsQK+vr7GJ0eBgYGYMGECXn75ZZSUlCA0NBTr1q1DQUEBZs6cCUDODLnjjjvw2muvobS0FB07dkRqaio2bdqEJ554osbirY7CkBWirPa7TyHKfwBZY4SIiFydtccjjVklDwBmzpyJsLAwiKKIt956y+z17t27Y9GiRWbb9+7di1atWqF58+YAgDNnzkCtVuORRx7Bzz//DKVSibi4ODz77LMOPR6xFWsu1VtdxzYSzucA6ZdcK5NCLwFvfqHCjXIB/hoJs+MaNhYn5xcdocc3JxU4kuG6U8WImoLFgZH27dvjt99+AwB8+eWXAIA77rjD+PrXX39tHKhYauLEiSgvL0dSUhK2bduG4OBgLF68GGPHjgUApKamIiEhARs2bMDAgQMBACtXrsRrr72GJUuWQK/Xo1+/fli2bBn8/PyM77to0SI0a9YM7777LkpKShAREYF169YZBzmCIOCNN97AqlWr8N577+HKlSvo0KEDFi1aZDK4ckTGjJFqgZGq5Xpd6489ERHRzaw9HmnMKnlAVY2yhli/fj1++OEHLFiwwFh89fTp0ygqKsKkSZPw2GOP4fjx41ixYgUyMjKwYcMGs6LxlmiKVfJspaRCfgLUqrlY6zU0ZoWn3uESvjkp4bcLrrWC34dfSTieKQeR5t8nIqit3CfuugpWQ7lCP93RT8KbX0goKhXwc4YnJgy1/v2AK/STrbGPLGPPfqrvz6nFgZG77roLq1atQmZmJr7//nu0a9cOw4YNQ1ZWFv7zn//gwIEDeO655xrcwMmTJ2Py5Mk1vjZx4kRMnDjRZJufnx9effXVOleOUavVWLBgARYsWFDrPt7e3oiPj0d8fHyD22xP+soHKNXTS1ljhIiI3IW1xyONWSWvMT744AO8+uqriIuLw7Rp04zbExMT4efnhy5dugAAIiMjERAQgH/+8584fPgwhg4dapXzO4ucAvljQDPrvm8P+dkYLuYCOQUSApo5/8Ok42clrE2Rv3//MggY1M35r4kaTq0UMKynhJQfgX2/SDYJjBC5A4sDI48//jgUCgV27NiB22+/Hc8++yyUSiWKioqQlpaGv//975g+fbot20qoyhhR1JAxwhojRETk6qw9HmnMKnkNodfr8d///hdJSUm46667sHjxYpMskAEDBpgdExMTA0DOJmlMYKQpVsmzlcvXVQBEaNRa5OfXPLBpzApPrX0BtVKNcq2AH06WY0g3536aVHgD+PdGNXR6AaGt9HgwpsJkaV53XQWroVylnwbdJiDlRzWOnQX+yLqBVn71HtIgrtJPtsQ+sow9+6m+VfIsDowAwN///nf8/e9/N9nWtWtXfPvtt1CpXCct0ZEZa4xUe4BlyB5hjREiInIH1hyPVF8lz5C1AdS9Sp6lKioq8Mwzz2DXrl2YMWMGnn32WZOgSE5ODvbv349BgwaZ1DEpLS0FALRo0aLR53ZW1+WZTWhh5RojKgUQ3l7CySwBp7IFDDGvl+s0dHrgvx+rcDVfgIdKwrP3aOHBYbhb69VBgp+PhPxiAQdPKHDPEN4UEDXULeeHiqLIoEgTMi7XWy1jRGWsMWKHBhERETmAxo5HGrNKnqUWLFiA3bt3IyEhAfPnzzerFyIIAl588UV88MEHJtuTk5OhUCjQr1+/Rp/bWRmKr7awQd3ZbkHy06VT55x7ZZp1exX4NV2+hrnjtAhuxVVo3J1CBIZ2M6xO49zf30T2YnHGSHl5Od5880188cUXuHbtGvR68xREQRBw8uRJqzaQTBkyRhQmy/VyVRoiInIPthiPNHSVPEukpqbi888/x4gRI9CnTx/8+uuvJq93794d/v7+mDp1KjZu3AiNRoP+/fvjp59+wttvv42pU6cai8a7i7IKoLisMjDia/2b/W7B8numXxRQVgGnzLLY+bOIz7+Xh+8TB2sR09O5pwSR9UT30CE5TYGMyyLOXRMQ1JIBM6KGsDgwsmTJEnzwwQfo1KkT+vfvD7Vabct2US1qWq5XaSy+KkCS6q+4S0RE5KxsMR5pzCp59dm1axcAYP/+/di/f7/Z6wcOHEDbtm0xf/58tGnTBtu3b8e7776LNm3a4IknnsDMmTNv+bqczfVqCwBZe7leAOhamTGi1Qv446KAiBDnunE8dFLE28ny0L1/Zx0eHMEnYlSla5CEVn4SruYLOHhCxP3D+f1B1BAWB0ZSUlIwevRovPnmm7ZsD9WjruKrAKDVV02tISIicjW2Go80dJW86jZu3Gi2rb4V9AxUKhUeffRRPProo5Y31kUZptEAtplK08wbCAzQ43yOiFPZIiJCnOfG8ec/Bbz+iRJ6ScBtgXr8c6LWJHuYSBSAYd11+PhbJb4+IWJKtI4PS4kawOJfqcXFxRg2bJgt20IWqKn4qklgxHn+xhMRETUYxyOuyxAY8fGQbDbNxTCd5nim80QVvjst4uUtKmj1AoJb6vHi5Ap4MXGbajAsQr5ROJ8jIv0SoyJEDWHxX4UePXrg+PHjtmwLWcBYY6R6xki1ryIDI0RE5Mo4HnFduZVTaay9Ik11fcPkgdSxswJulNvsNFaz74iI1/6nhFYnB0UWPVCBZt72bhU5qrC2EgID5O/xr084T/CPyBFY/BMzf/587Ny5E5s2bUJubq4t20R1YMYIERG5M45HXFeeDVekMbi9kx4KUUKFTjCu7OKIdHp59Znln6uglwSEtdXjP9MqEOBr75aRIxOEqqyRr08qoHeuMjpEdmVxjZFnn30WAPDyyy/j5ZdfrnEfrkpje4bAh2nxVcnsdSIiIlfE8YjryjUGRmx3N+fjCfQIlXAkQ8APv4kY3NXxVnXJKQCWfa7CkQw5cNO3kx7PTqyAj6edG0ZOITpCj48OAlfzBZw5JxinjxFR3SwOjPTu3RsCK/jYnU4vfw1qLb7KwAgREbkwjkdcV36x/LG5DQMjADDwNh2OZIj48XcROj0cpoipJAEHjot4d6cSRaXy9/jdg7SYPlLnMG0kxxfUUkLHNnpkXBbx9QkR3YJ5c0BkCYsDI6+99pot20EWMtYYqXUqjQCAkWEiInJNHI+4rrxiORjQ3Me254m8TY93dwEFJQJ+O+8YT9TTLwlYs0uJE1nyAK+Zt4THx2kxyAEzWsjxRUfIgZFvTirwyGgG1ogsYXFgxCA3NxeHDx/GhQsXMHbsWHh7e+P69evo1KmTLdpHN6l5Ko3560RERK6M4xHXUxUYsW2gok1zILS1HplXRPzwm32fqP9+QcC2bxT47kzVYG5wVx0ei9PatNYKubaoCB3W71cir1jA8UwBvTvaP/hH5OgaFBhJSkrC8uXLUVZWBkEQ0LNnTxQXF+Mf//gHJk+ejBdffJHprTZmLL5aW2CEDxaIiMjFcTzieiQJyKtclcbPxhkjADDwNjkwcuC4AlNjdCZjKVu7VgB8d0bE3l8VSL9U9Sg/uKUeM2O16BvGm1i6NW2aA12D9Dh9TsTB4wr07qi1d5OIHJ7FiVVffPEFlixZgjvvvBPLly+HJMm/tCMiIjBq1Ch89NFH2Lhxo80aSjKdIWOEq9IQEZEb4njENZWUARW6pskYAYA7++ggChKuFQg2Xda0XAucvSyfY80uBZ5ao8KM5R54d6fKGBTp2EYurvrm7AoGRchqDKvTHD4tooL3B0T1sjhjJCkpCUOHDsXrr7+O69evG7e3a9cOb775Jh577DFs27YN06ZNs0lDSaatqcZItc8ZGCEiIlfG8YhrMkyjAZomMNK2BTC0ux5fn1Dg48MKxPTUo7FJRpIkZ4GczxFwIVfA+RwB53NEnM8RcCUPkGD+xhpPCQO76BF7uw5dAqVGn5uoNlHddXhvtwLFpQJ+/VNE5G1MKyeqi8WBkT///BN/+9vfan39jjvuwKuvvmqVRlHtappKIwiAQpSg0wsMjBARkUvjeMQ1GVakAWxffNVg4mAdvj6hQOZVET//KaJfuOU3jiVlwHenRaT9IeJElojrRXVHNrzUEsLaSogI0aNXRz26B0tNOn2H3E8Ljbw09dGzAg6eYGCEqD4WB0Z8fHxQWFhY6+sXLlyAt7e3VRpFtTOuSnPTH1OlQn6Nq9IQEZEr43jENRkyRnw8JagavDRA43RqJ6F3Rz2OZIjYlKpArw76es+deUXAJ98q8M1JEeVa02CIKEho3RwIDNCjvb+EwAD5X1BLCf4aMCuEmlx0Dx2OnhXx/RkRZRWAh8reLSJyXBb/6Rk2bBg+/PBDTJo0CaJoOhfz9OnT2LRpE2JiYqzdPrqJtnL+7c1PGZQKoKyCxVeJiMi1cTzimvIqM0aaYhpNdfcN0+JIhhp/XBSxYocST/9VaxbAkCTgZLaA7YcVSPu9agCmUkjoF65HnzA9ugXLARAVs0DIgQzuqsfqZAmlFQJ+/E1EVARvFIhqY3Fg5JlnnsHf/vY3jBs3DpGRkRAEAVu2bMGmTZuQmpoKjUaDJ5980pZtJVSbSnNTnTDD/zmVhoiIXBnHI64pr8hQeLVpz9sjVML0EVqs369E6jEFvD2ASUO1CGgmT5c5dErErp8U+O1C1cArMECPuwfpMCxCD2+Ppm0vUUP4egF9O+mR9rsCB08wMEJUF4sDI23atMH27dvxxhtvYN++fZAkCTt37oSXlxdGjhyJ+Ph4BAcH27KthOpTaUwfZxgySBgYISIiV8bxiGsyTKXxa+KMEQCYOESH87kC9v6qQHKaAjt/EuHjCRTeMB1r3Raoxz1DdBjYRQ+R02LISURHyIGRn/4QUVwK+Hjau0VEjqlBszhbt26N1157DZIk4fr169DpdPD394fi5oIXZDM1LdcLVAVGuBwXERG5Oo5HXE/VVJqmP7cgAH8fq4W/RsKunxXILxFQeEN+TaWQMKSbHmP66dA9mKvHkPMZcJseaqWEcq2A786IGNmbWSNENbE4MCJJErKzs5GXlwcA8Pf3R1BQkK3aRbXQ1lp8VQIgGDNKiIiIXBHHI67JkDHS1DVGDFQK4IE7dLgvWodf/hRxoxxo7SchuJUEDZ+wkxPz9gAiO+tx6JQCX59QMDBCVIt6AyNHjx7F2rVrcfjwYRQXF5u8ptFoMGLECDz88MPo2rWrzRpJVYwZIzUUXwWqirMSERG5Eo5HXJsxMKKx78p6KoX8hJ3IlQyLkAMjv6YLKCgBmnHhLiIzdQZG1qxZg8TERAiCgNtvvx2dO3dGs2bNoNVqkZeXh5MnT+Lzzz/Hjh07MH/+fEybNq2p2u22jDVGWHyViIjcBMcjri/fjlNpiFxdv3A9vNQSbpQLOHRKRFw/Bv+IblZrYOTAgQN4/fXXMXDgQPznP/9BYGBgjftlZWVh4cKFePXVV9G5c2cMHjzYZo0lQKuvfblegDVGiIjItXA84vrKKoAb5fadSkPkyjxUwKCuenx1VJ5Ow8AIkTmxthc2bNiA8PBwrFmzptZBCACEhITgnXfeQadOnbBx40abNJKq1LpcL1elISIiF8TxiOu7XlT1OQMjRLYRXblU74lMATkFdm4MkQOqNTBy8uRJjBs3Dmq1ut43USqViIuLw9GjR63aODJnqDFiXnzV9HUiIiJXwPGI6zPUFwE4lYbIVnp31MPXS4IEAV+f5ApeRDerNTBSWFiI1q1bW/xG7dq1M1aIJ9uptcaIQn7ComVmHBERuRCOR1yfITDiqZLgWX/8i4gaQakAhnaTbxQOHq/1FpDIbdX6U6HVai16OmOgVCqhY7qCzRkCH2Y1Rlh8lYiIXFBTjUd27NiBcePGoVevXoiLi8Onn35q8bGLFy/GQw89ZLZdq9Vi2bJlGD58OHr37o3777+/xmyW9evXY9SoUejVqxcmTJiAAwcONLj9zsxYeFVj33YQubqYnvLvxj8uisi+ypUsiapjuNDJ1LdcbwWX6yUiImqQ5ORkxMfHIyoqCm+99RYGDBiA+fPnY+fOnfUeu3HjRiQlJdX42iuvvIL3338fjz76KBITE6FQKPDQQw8hOzvbuM/atWuxePFiTJgwAStWrEBwcDDmzJmDX3/91VqX5/CMS/WyvgiRTXUNltC6ufxzdoBZI0Qm6lyuNy0tzeKnLj///LNVGkR1qzVjhDVGiIjIRdl6PJKYmIi4uDgkJCQAAIYNG4b8/HwsX74cY8aMqfGYy5cvY8mSJUhOToavr6/Z6+fOncOWLVvwwgsvYMqUKQCAqKgoxMbGYu3atVi4cCFKSkrw9ttvY8aMGZgzZw4AIDo6GpMnT8bKlSuxdu3aBl+LM2JghKhpiAIQ00OHrd8okXpcgakxOgh8pkoEoJ7AyNatW7F161aL3kiSJAj8ybI5fa01RuSPnEpDRESuxpbjkezsbGRlZWHevHkm22NjY5GSkoLs7GwEBwebHZeYmIiTJ09i3bp1eOutt8xe/+6776DT6RAbG2vcplarERMTg9TUVADAkSNHUFhYiNGjRxv3EQQBo0aNQmJiIsrLyxs0jchZ5VWuSuPHwqtENje8hx5bvwGu5Ak4dU5A92AGJImAOgIjr776alO2gyyglwC9JA/2uFwvERG5A1uPR9LT0wEAHTt2NNkeGhoKAMjIyKgxMDJz5kyEhYVBFMUaAyPp6enw8/ODv7+/2fteuHABpaWlxnOHhYWZ7aPVapGdnY1OnTo1/uKcBDNGiJpOcCsJndrq8eclEanHFOgerLV3k4gcQq2BkQkTJjRlO8gC1bOIa1uut4KBESIiciG2Ho8UFhYCADQa08qfPj5y+kJRUVGNx4WHh9f5vkVFRWbvWf19i4uLje9t2FbTPo0hCICfn1ejjrWHwhtyOmy7lir4+VmyLLM86HGma2xq7CPLuGs/jRkg4a3PJRw6qUD8JCVUyrqz7Ny1nxqCfWQZe/ZTfcmkrLrjRKovxWteY4TL9RIRETWUJNWdpSCKjRsq1fe+giBYtI87yK2MPbXgqjRETWJkH7neSOEN4PvT9m4NkWOos8YIORZdtaCHWY2Ryv/ruCoNERGRxQyFU2/OzjBkc9RUWNUSGo2mxowPw/tqNBqTc1fPLrnVc0sSkJ9/o1HHNrUKHVB0wwMAoBbLkJ9f/3Qaw5NGZ7lGe2AfWcZd+0kJoHdHFX5JF/Hl91r0rGc6jbv2U0Owjyxjz34KCNDUmTXCjBEnUn0qTW2r0rDGCBERkeUMtUWysrJMtmdmZpq83lBhYWHIy8tDfn6+2fsGBQVBrVbXeW61Wo327ds36tzOJL9a7Kg5i68SNZnhPeSbhh9/E1FcaufGEDkABkacSN1TaeSPrDFCRERkudDQUAQFBWHnzp0m23fv3o0OHTo0OjgxZMgQAMCuXbuM28rLy5Gammp8rW/fvvD29jbZR5Ik7NmzB5GRke6xIk1x1eM7Fl8lajqDuuqhVkqo0Ak4fJq3hEQWT6Xhcrz2Z5IxwlVpiIjIDdliPDJ37lwkJCTAz88PMTEx2LdvH1JSUpCYmAgAyM3NRVZWFsLDw2ssqFqTwMBATJgwAS+//DJKSkoQGhqKdevWoaCgADNnzgQAeHl5YcaMGVi1ahUUCgV69+6N7du348SJE9iwYYNVr9FR5RVVrrankODtYefGELkRbw9gUBc9Dp5QIPWYAqP6sFAhuTeLAyPR0dEYO3Ys7rrrLvTs2dOWbaJaVM8YqW1VGh1/pxERkQuzxXhk4sSJKC8vR1JSErZt24bg4GAsXrwYY8eOBQCkpqYiISEBGzZswMCBAy1+30WLFqFZs2Z49913UVJSgoiICKxbt864FDAgB2UUCgW2bt2KtWvXIjw8HKtWrUK/fv2scm2OLq9yKk1zn/pXDCAi64rpKQdGjp8VcDUfaOVn7xYR2Y8g1VcSvdLTTz+N1NRUlJaWIjg4GHfddRfGjRuHTp062bqNTkOvl5CTU/OyftZw7pqAOavltNqPXxQQ0EwwFq5JThPxdooKwS31eOvvFTZrgzNhEaT6sY8sw36qH/uofu7aRwEBGoii9e54OR6pn63HI9b0v0MKbNivRHg7Pd6Yadn4xV1/lhqCfWQZd+8nrQ54eJka+SUCpo/U4p4hNaeeu3s/WYJ9ZBl7F1+tazxi8YSyxMREHD58GP/973/RqVMnrFmzBnfddRfuvvturF27FhcvXrRKg6l22jqKrxpWqangqjREROTCOB5xLYbiq801rC9C1NSUCiAqQk43Tz3GOiPk3hr0E+Dl5YW77roLq1evxrfffotXXnkFQUFBWL16NUaOHImpU6diy5YtKCwstFV73ZrOguKrrDFCRESujuMR12EovsoVaYjsI6anfPOQeUVExmU+YCX31ejQoEajQXR0NIYPH47+/ftDr9fjl19+wcKFCxEdHY3//Oc/KC3l2k/WZMmqNAyMEBGRO+F4xLlVBUaYMUJkD7e1l9DOX77JOMCsEXJjFhdfNcjJycHOnTuxc+dO/Pzzz9Dr9ejWrRueffZZjBs3DqIoYsuWLVi1ahUuX76M5cuX26Ldbql6xojipt9bKhZfJSIiN8LxiGvIqyyFwowRIvsQBCCmhx6bD4o4cFyBB0fozO4ziNyBxYGRzZs3IyUlBT/99BN0Oh1CQkIwa9Ys3HXXXWYFzx5//HEcP34cBw8etHqD3Vn15Xpv/oXFjBEiInIHHI+4FkPGiB8zRojsJqanDpsPKpFTKODoWQF9w/jzSO7H4sDIwoULERAQgClTpmD8+PHo3bt3nfvfdtttCAoKuuUGUhXDVBqFKEEQTCMjClH+BVbBwAgREbkwjkdch04PFJTIn3MqDZH9tPMHugfrcTJbxP4jCvQN09q7SURNzuLAyNq1azFkyBCIYu25VeXl5VCr5eVk582bd+utIxO6yhVnakpvq8oYESBJclocERGRq+F4xHUUlAAS5AFLC06lIbKrEb11OJkt4tvTIkrKAG8Pe7eIqGlZPIPsX//6F1JTU2t9fceOHRg2bJg12kS10BkzRsxfU1UrxqrnQxciInJRHI+4DsM0GoDL9RLZ29BueqiVEsq1Ag6dYpERcj+1Zozk5ubizz//NP7//PnzOHr0KHx9fc321ev12LNnD8rLyxvcgB07dmD16tXIzs5GYGAgZs+ejbvvvrvW/YuLi7F06VLs3r0bJSUl6N+/P55//nl06NDBuI9Wq8XKlSvxySefIC8vDxEREXjuuefQq1cv4z7l5eVISkrCp59+ikuXLqFt27b4y1/+gpkzZxqfMjkaQ2Dk5hVpbt6m1dUcPCEiInI2TTUeoaaXVyx/FAUJGi/7toXI3fl4AgO76PH1CQW+OqrAqD5c0YHcS62BEQ8PDzzzzDO4evUqAEAQBLzzzjt45513atxfkiSMHTu2QSdPTk5GfHw8pk+fjqioKOzduxfz58+Hp6cnxowZU+MxTz/9NI4dO4Znn30WPj4+WLlyJaZNm4Yvv/zSOEh65ZVX8MknnyA+Ph7t27fHunXr8NBDD+Gzzz5DcHAwAODll1/G559/jjlz5qBnz544duwY3nrrLVy6dAmLFi1q0HU0FUNh1ZqCHtW3VegAD1XTtImIiMiWmmI8QvaRV2RYqhcQOQWYyO5G9NLh6xMKHM8Ucek60LaFvVtE1HRqDYz4+Phg9erV+O233yBJEhYsWIB7770Xffv2NdtXFEX4+/tj8ODBDTp5YmIi4uLikJCQAAAYNmwY8vPzsXz58hoDI2lpaThw4ADWrFmD6OhoAED//v0xcuRIbN68GbNmzcK5c+ewZcsWvPDCC5gyZQoAICoqCrGxsVi7di0WLlyI/Px8bN26FfHx8Zg5cyYAGNv++uuv45lnnoGfn1+DrqUp1JUxoropY4SIiMgVNMV4hOyDK9IQOZY+YRL8NRJyiwSkHlNgcjRvKsh91Fl8NSIiAhEREQCACxcuYNSoUejSpYtVTpydnY2srCyzomixsbFISUlBdna2MbvD4NChQ/Dx8cHQoUON2/z9/REZGYmDBw9i1qxZ+O6776DT6RAbG2vcR61WIyYmxjgnuaioCFOmTMGIESNM3j8sLMzYNkcOjNRUb+7mqTRERESuwpbjEbIfw1Sa5iy8SuQQFCIwvKcOn3yrxP6jCtw3TMcFHchtWLwqzeOPP27VE6enpwMAOnbsaLI9NDQUAJCRkWEWGElPT0doaCgUCtOUiZCQEKSkpBj38fPzg7+/v9n7XrhwAaWlpQgMDMS//vUvszbt27cPKpXK2IaGEgTAz892k2RVHhIACWqlAGVlJMRwvhs6+TUA8Pb2hJ8ff4vd3Edkjn1kGfZT/dhH9XPXPrL2oNra4xGyH0PGCJfqJXIcI3rp8cm3wKXrAk5lC+gewp9Pcg+1BkZGjhyJBQsWYOTIkcb/10cQBOzdu9eiExcWFgIANBqNyXYfH/mxQVFRkdkxRUVFZvsbjjHsX9c+gFy81dPT0+z1PXv24JNPPsG0adNqLOjmCHSVmSA1TqWp9pWsYMYIERG5CFuPR8h+8g2BEa5IQ+QwQltL6NRWjz8vidh/VIHuIVp7N4moSdQaGGnfvj28vb1N/m9NklT3H0GxhvkidR1j2L++9xVqeHS1e/duPPPMM+jXrx+eeeaZOo+viyQB+fk3Gn18fQqLFQCUEKCHtnK+jOF8JSUAIC84fj2vDH4eHGQYnsra8mvi7NhHlmE/1Y99VD937aOAAM0tZY3YejxC9sOpNESOaURvOTDyzUkRj8bWvz+RK6g1MLJx48Y6/3+rDFkZxcXFJtsNmR81ZW1oNBqcO3fObHtxcbExS0Sj0Zi9Z/X3vTmb5P3338fixYsxYMAAvPXWW/Dw8GjE1TQNfWWNkZpWpTGpMcLVtYiIyEXYejxC9sOpNESOKTpCh6Q9CpSUCfj+jIjxLe3dIiLbq+EWu345OTk4evQojh8/jvz8/Ead2FBbJCsry2R7Zmamyes3H5OdnW2WFZKZmWncPywsDHl5eWbtyszMRFBQENRqtXHbf/7zH7z66qsYO3Ys1qxZU+MUHEdS13K91VelqWDGGxERuQFrjEfIPvQSkF/5HIur0hA5Fj8foH+4/KR1/9Ea5vATuaAGBUa+/fZb3HPPPYiKisJ9992HSZMmYdCgQXjwwQdx6tSpBp04NDQUQUFB2Llzp8n23bt3o0OHDjWmykZFRaGgoACHDx82bsvNzUVaWhqGDBkCAMaPu3btMu5TXl6O1NRU42sAsGzZMqxfvx4PP/wwli5dahIwcVSGVWkUNfx+UioAobL4ajkDI0RE5MKsOR4h+yi6Aej0howROzeGiMyM6C3fePyaLuBaPoOX5PosXpXmm2++wezZs6HRaPDAAw8gJCQEkiQhIyMDX3zxBe6//3588MEHxuX0LDF37lwkJCTAz88PMTEx2LdvH1JSUpCYmAhADnpkZWUhPDwcGo0GkZGRGDBgAObNm4f4+Hg0b94cK1asgK+vL6ZMmQIACAwMxIQJE/Dyyy+jpKQEoaGhWLduHQoKCjBz5kwAwJkzZ/DOO++gZ8+eGDNmDI4cOWLSLsP5HI0hY0RZQzhLEOQCrOVaoLxCgGGFGiIiIldii/EINT3DNBqAU2mIHFH/znr4ekkovCFgz8/AlDvs3SIi27I4MPLmm28iJCQEH330Efz8/Exemzt3Lu677z4sWbIE69evt/jkEydORHl5OZKSkrBt2zYEBwdj8eLFGDt2LAAgNTUVCQkJ2LBhAwYOHAgAWLlyJV577TUsWbIEer0e/fr1w7Jly0zatGjRIjRr1gzvvvsuSkpKEBERgXXr1hmX4d2zZw/0ej2OHTuG++67z6xdmzZtQv/+/S2+jqaiq6PGCAB4qOTASBkzRoiIyEXZYjxCTc9QeFWABD9mjBA5HJUCGBahR3KaArvSJEyOsXeLiGzL4sDI6dOnMW/ePLNBCAC0bNkS999/P1asWNHgBkyePBmTJ0+u8bWJEydi4sSJJtv8/Pzw6quv4tVXX631PdVqNRYsWIAFCxbU+Prjjz+Oxx9/vMFttbeqqTQ1P1lRV341yyuaqEFERERNzFbjEWpahqV6fb1rf+BDRPY1srcOyWkKZFwGzpwD2jWzd4uIbMfiP0WtW7fG9evXa31dp9OhefPm1mgT1cIQGKlpKg0AqFWsMUJERK6N4xHXwBVpiBxfeDsJoa3kG5DkH/izSq7N4sDIY489hg0bNuDrr782e+3UqVNYv349HnnkEas2jkxpdfIgorYnK4aMkTKtUPMORERETo7jEdeQVyR/5DQaIsclCMCdfeTAyL5fgDJmpZMLq3UqzbRp02rcPmvWLHTu3BkdO3aEIAg4f/48Tpw4AT8/Pxw/ftxmDSULaoxwKg0REbmYphqP7NixA6tXr0Z2djYCAwMxe/Zs3H333bXuX1xcjKVLl2L37t0oKSlB//798fzzz6NDhw4AgBUrVmDlypW1Hr9//34EBgbi0qVLGD58uNnrnTt3xo4dOxp8Hc6CGSNEziGmpw7r9ytRVAp8e1pETE+9vZtEZBO1BkbOnTtntq1FixYAgKKiIhw7dsy4vW3btgCAtLQ0a7ePqqlruV4AUKvkjxWcSkNERC6iKcYjycnJiI+Px/Tp0xEVFYW9e/di/vz58PT0xJgxY2o85umnn8axY8fw7LPPwsfHBytXrsS0adPw5ZdfwtfXF5MmTcKwYcNMjsnLy8OTTz6JgQMHon379gDkmikAkJSUBB+fqvQJT0/PBl2DszEUX2VghMix+fkAQ7sDB44Be39VMDBCLqvWwMj+/fubsh1kgbqW6wWqT6VpmvYQERHZWlOMRxITExEXF4eEhAQAwLBhw5Cfn4/ly5fXGBhJS0vDgQMHsGbNGkRHRwMA+vfvj5EjR2Lz5s2YNWsW2rZtawzUGMydOxfNmzfH0qVLIQhyxsTp06fRsmVLDB061MZX6ViqMkbs3BAiqtfYAQIOHJNw9KyIS9eBti3s3SIi67NqHfDc3Fxrvh3dpN6MEaWh+CprjBARkftqyHgkOzsbWVlZGD16tMn22NhYpKenIzs72+yYQ4cOwcfHxySY4e/vj8jISBw8eLDG86SmpmLv3r1ISEhAs2ZVSzucOnUKXbp0sbi9rsKwKk1zDTNGiBxd/9uAlpW/tvYfqeVGhMjJWbxcLwBs3rwZX3/9NUpKSqDXV6VR6XQ6FBcX448//mCdERsyZIzUWmOkcioNa4wQEZErs+Z4JD09HQDQsWNHk+2hoaEAgIyMDAQHB5sdExoaCsVNTypCQkKQkpJidg5JkrBkyRIMGDDALAPl9OnTCAgIwJQpU3D8+HH4+vrinnvuwRNPPAGVSmXRNTgbSao+lca+bSGi+ikVAmL7S9i0H9h7RIH7onVcZptcjsWBkTVr1uD111+HWq2GRqPB9evX0bZtW+Tl5eHGjRvw9PTEgw8+aMu2uj29cbnemp+uGKbScLleIiJyVdYejxQWFgIANBqNyXZDvY+ioiKzY4qKisz2NxxT0/779+/Hn3/+iRdeeMFk+40bN5CVlYX8/Hz885//xNNPP43vvvsO7777Lq5cuYLFixdbfB3VCQLg5+fVqGObQnGphHKtPJYJaqOGn1/DMl2VSjkg5cjXaG/sI8uwnyyjVCrwl8EiNu3X4lqBgD+veCKyCzPUq+P3kmXs2U9CPd+yFsf6Pv74Y3Tr1g2HDx/Gli1bIEkSNmzYgLS0NLz44osoKytD7969b7W9VAetvp7leisfLHEpLSIiclXWHo9IUt1TOUTR/I9uXcfUtP+mTZsQERGBwYMHm2xXKBRISkrC1q1bcc8992DAgAF44oknMHfuXHz66ac4e/asZRfhZK4XVn3ewjy+REQOKKiVgN5h8ufJP3IKHLkeizNGzp8/j3nz5kGj0UCj0cDPzw9paWmYMGEC7r//fvz0009Yv359rdXb6dYZaowoWWOEiIjclLXHI76+vgDk5XerM2R+GF6vTqPR1LhaTnFxsVkmSV5eHr7//nv885//NNtfrVabBUsAICYmBsuWLcPp06eNy/82hCQB+fk3GnxcU8m+JABQAwBEfSny8xt2vOFJoyNfo72xjyzDfrKMoZ9ielTgSLoKB49JyL54A8287dwwB8LvJcvYs58CAjR1Zo1YnDGiVCpNlpELDQ3FmTNnjP8fOHCgyz7ZcBT11hjhVBoiInJx1h6PGGqLZGVlmWzPzMw0ef3mY7Kzs80yRzIzM832//rrr6HVahEXF2f2PtnZ2diyZYtZsdjS0lIAVcsSuxrDijQ+HpJxGjAROb6h3fTwUkvQ6gR8dYxFWMm1WBwY6dSpE3755Rfj/zt27GhS2Cw/Px/l5eXWbR2ZMK5KU89UGhZfJSIiV2Xt8UhoaCiCgoKwc+dOk+27d+9Ghw4d0L59e7NjoqKiUFBQgMOHDxu35ebmIi0tDUOGDDHZ98iRIwgMDESbNm3M3qegoAAvvvgiduzYYbI9OTkZvr6+6N69u8XX4UyqCq8yHZ/ImXiqgeE95RuSXT+JqGcmIpFTsThOP3HiRCxcuBDl5eVYtGgRRowYgSeffBIrV65EWFgY1q9fj65du9qyrW6v/uV65Y9lzBghIiIXZYvxyNy5c5GQkAA/Pz/ExMRg3759SElJQWJiIgA56JGVlYXw8HBoNBpERkZiwIABmDdvHuLj49G8eXOsWLECvr6+mDJlisl7nzlzBuHh4TWeNyIiAiNGjEBiYiL0ej06d+6MAwcOYOPGjXjuuedqnMbjCgwZI36sL0LkdMbcrsPOnxQ4lyPiZLaAiBBGR8g1WBwYmTJlCi5duoRNmzZBqVRi9OjRiImJwcqVKwHI823j4+Nt1lCqmkqjrDVjxFBjpIkaRERE1MRsMR6ZOHEiysvLkZSUhG3btiE4OBiLFy/G2LFjAQCpqalISEjAhg0bMHDgQADAypUr8dprr2HJkiXQ6/Xo168fli1bBj8/P5P3zsnJqTPz4/XXX8eqVauwceNGXLlyBSEhIXjppZcwadKkBl2DMzEERpgxQuR8wtpKuK29Hr9dELHzJwUiQnjjQa5BkOorx34TrVYLpbIqnpKWloa8vDz07dsXAQEBVm+gM9HrJeTkmC/TZy2Pv61C1lURs8ZUYOqdHgBMC9d8dVRE4mcqBPhKWPcUpzWxCFL92EeWYT/Vj31UP3fto4AADUTR+kXBOR6pna3HI7fqP1uV+O6MAmP76/BYXMNvqtz1Z6kh2EeWYT9Z5uZ+2vOriBVfqKBSyPccLMLK7yVL2bv4al3jkQaXvFIqlcjJycH58+chiiI6d+5s9nSEbKPeGiMsvkpERG6C4xHnxYwRIuc2rLse7+2WUFImYP9RBe4epLN3k4huWYMCI99++y2WLl2KkydPmmzv378/FixYgG7dulm1cWRKp5cHEvUFRspYfJWIiFwYxyPOjYERIufmqQZieuqRnKbArp9F/HWgrs5lUImcgcWBkW+++QazZ8+GRqPBAw88gJCQEEiShIyMDHzxxRe4//778cEHHyAiIsKW7XVrltcYESBJ4C8oIiJyORyPODdJAnIL5c/9XbO2LJFbiL1dh+Q0Bc7niDiRJaBHKAOd5NwsDoy8+eabCAkJwUcffWSWqjp37lzcd999WLJkCdavX2/1RpLM0lVpAKBCZ/p/IiIiV8DxiHMrKZMf4ABACw1vpIicVcc2EroE6nHmvFyEtUco5/KTc6sl98Dc6dOncd9999U4f7dly5a4//77ceTIEas2jkxZWmMEAMo5nYaIiFwQxyPO7XpRVTqrPwMjRE4t9nY5nf3waREFJXZuDNEtsjgw0rp1a1y/fr3W13U6HZo3b26NNlEtdPVMpfFQVX1exqAtERG5II5HnFtO5TQaARKaa+zbFiK6NcMi9PDxkKDVCdjzay0p7UROwuLAyGOPPYYNGzbg66+/Nnvt1KlTWL9+PR555BGrNo5MaeudSlP15IUZI0RE5Io4HnFuhowRP5/aM2CJyDl4qIARveUntylpCmN2O5EzqrUKxbRp02rcPmvWLHTu3BkdO3aEIAg4f/48Tpw4AT8/Pxw/ftxmDaXqGSM1p56qq2WMyPN3maJKRETOjeMR15JbyPoiRK5kXH89vvgBuJIv4MffRAzqyugIOadaAyPnzp0z29aiRQsAQFFREY4dO2bc3rZtWwBAWlqatdtH1RiisKIlNUY4lYaIiFwAxyOu5XqR/DHAl4ERIlfQPkBC/3Ad0v5Q4IsfFQyMkNOqNTCyf//+pmwH1UOnByTIT1mUtUyl8TDJGGmCRhEREdkYxyOuJbfIkDFi54YQkdWMi5QDI8fOisi8IiC0NQOf5HwavKCrTqfD8ePHcf78eajVarRr1w4RERG2aBtVU33OXm1zchUioBAl6PQCa4wQEZFL43jEOXEqDZHr6dtJQqC/HudzRez4UYG54/iElpxPgwIjX331FRYuXIjLly9DkuQ/aIIgoHXr1vjXv/6FESNG2KSRBGh1VZ/XljECyNNpbpQDZawxQkRELorjEedlmErjz6k0RC5DFIBxA3R4d6eIr46KmDYC8PWyd6uIGsbiwEhaWhr+8Y9/ICAgAE8//TQ6deoESZKQnp6ODz/8EE888QQ2bNiA22+/3ZbtdVv66hkjQu37qVVyYIQZI0RE5Io4HnFuhlVp/DmVhsiljOilx8b9Em6UC9j7qwITBuvqP4jIgVgcGFmxYgUCAwPxv//9D76+viav3X///bjnnnuwevVqrFmzxuqNpKqleoHal+sFAI/KryhrjBARkSvieMR5lZQBN8orp9IwY4TIpXh7AHf20eGLH5T48kcF/jJQxyW5yalY/O169OhRTJo0yWwQAgAajQZ/+9vfcOTIEas2jqroqk+lqeOrplbKAw0GRoiIyBVxPOK8DNkiAODPGiNELmdsf/lJrmHpXiJnYrXvWEEQUFHB+Ru2YpoxUvtgQl25Mk1ZRR3zbYiIiFwUxyOOK7ew6vPmnEpD5HICAyT0C5ef5n76fR0p7kQOyOLASO/evfG///0PJSUlZq8VFRVh27Zt6Nmzp1UbR1V0uqpAR11paWpOpSEiIhfG8YjzMizV28xbgor3TEQu6e5BcmDkZJaI0+f4oJach8U1Rh5//HFMmzYNd911Fx544AF06NABAIzFzi5fvoyFCxfaqp1uz5LlegHAozJjhMVXiYjIFXE84ryqCq9yGg2Rq+rVQUJ4Oz3+uChi+yEFnr+PT2vJOVgcGOnfvz9WrFiBRYsWYcmSJRAE+Y+bJElo1aoV3njjDQwaNMhmDXV31afS1L1cL2uMEBGR6+J4xHkZptK0MC8PQ0QuQhCAiYN1WPKxiO9/U+DcNR2CWjIYSo7P4sBIXl4eRo4ciZiYGJw4cQLnzp0DAAQGBiIiIgJKpcVvRY1gacaIYSpNmZapa0RE5Ho4HnFezBghcg+Du+nRtoWES9cFfPytAk+M5xNbcnwWjx7uvvtuTJo0CXPnzkWvXr3Qq1cvW7aLbqKtvipNXRkjnEpDREQujOMR55XLwAiRW1CIwITBWqxOViH1qIipw4GAZvZuFVHdLC6+ev36dbRq1cqWbaE66C2tMcLiq0RE5MI4HnFeVVNpGBghcnUjeunh5yNBqxfw+Q+stkyOz+LAyF133YVt27bh2rVrtmwP1aJ6jRGxjlkyalVljRFmjBARkQvieMR55RYaMkbs3BAisjkPFTA+Uk553/mTAkWldm4QUT0snkojiiL++OMPDB8+HCEhIQgICIAomsZVBEHA+vXrrd5IAnSVU2mUogShrsAIa4wQEZEL43jEORWXAjfK5bFJy2bMGCFyB2P767D9sAI3ygXs/EmBvw3V1X8QkZ1YHBg5dOgQWrRoAQAoKyvDhQsXbNYoMqfVy4MJRT2ZaGpOpSEiIhdmq/HIjh07sHr1amRnZyMwMBCzZ8/G3XffXev+xcXFWLp0KXbv3o2SkhL0798fzz//vHH5YABIS0vD1KlTzY6NiYnBO++8Y/z/+vXr8cEHH+Dy5cvo1KkTnnrqKQwfPtwq1+UorhVUPbBhYITIPWi8gNG36/DZd0p89p0C4yJ18FLbu1VENbM4MLJ//35btoPqYViVpq76IkC1wAin0hARkQuyxXgkOTkZ8fHxmD59OqKiorB3717Mnz8fnp6eGDNmTI3HPP300zh27BieffZZ+Pj4YOXKlZg2bRq+/PJL+PrK69GeOXMG3t7eWLduncmxzZpVVSFcu3Yt3njjDTz++OOIiIjA9u3bMWfOHGzatAl9+vSx+rXaiyEwohQlNOdUGiK3MWGQDilpCuSXCEj+UYF7mDVCDqrewEhFRQX++OMPaLVahIeHw8vLqynaRTcxTKWpNzBiqDHCjBEiInIhthyPJCYmIi4uDgkJCQCAYcOGIT8/H8uXL68xMJKWloYDBw5gzZo1iI6OBgD0798fI0eOxObNmzFr1iwAwOnTp9G5c+daAxwlJSV4++23MWPGDMyZMwcAEB0djcmTJ2PlypVYu3at1a7R3q4WyB/9m9VdK42IXIu/LxDXX84a+fhbBeL66+DtYe9WEZmr8zb7/fffx5AhQzBx4kTce++9GDRoEBYvXgytlnfdTc1QfLWupXoB1hghIiLXY8vxSHZ2NrKysjB69GiT7bGxsUhPT0d2drbZMYcOHYKPjw+GDh1q3Obv74/IyEgcPHjQuO3UqVPo0qVLrec+cuQICgsLTc4tCAJGjRqFb7/9FuXl5bdyaQ4lp4D1RYjc1cTBOnioJBTeELCDK9SQg6o1Y+TTTz/Fa6+9hsDAQPz1r3+FKIr4/vvv8f7770On02HBggVN2U63Z2nGiAen0hARkQux9XgkPT0dANCxY0eT7aGhoQCAjIwMBAcHmx0TGhoKxU2Fv0JCQpCSkgIA0Ol0+P3339GiRQtMmDABv//+O1q2bIlp06bh4YcfhiAIxnOHhYWZnVur1SI7OxudOnVq8DUJAuDn51gZvvk35Cc87QPEW26bsvIpkaNdoyNhH1mG/WSZW+0nPz9g4lA9NqcCn32vxJSRKmi8XOshLr+XLGPPfqprAROgjsDIhx9+iD59+mD9+vXw8JDznSRJwtNPP40tW7YgPj4eajWr5zQVizNGVPJHTqUhIiJXYOvxSGFhIQBAozEtfOHj4wMAKCoqMjumqKjIbH/DMYb9z549i9LSUmRkZGDevHlo0aIF9u3bhyVLlqCoqAhPPPGEcV/DuW4+d3FxcaOvy9FczZc/tvKzbzuIyD4m3yHg028lFN4A/vc18NDo+o8hakq1Bkb+/PNPzJs3zzgIAeT0zoceegi7du1Ceno6unbt2iSNpKoMEA9l3SmoaiVrjBARkeuw9XhEkur+u3rzUsD1HWPYv02bNlizZg26deuGVq1aAQAGDx6M0tJSrFmzBjNmzKj33EJ9j7dqIUlAfv6NRh1rK5dyVABE+HpWID9ff0vvZXjS6GjX6EjYR5ZhP1nGGv0kALirvwLbDimx9YAeo3qVQ+NCyRX8XrKMPfspIEBTZ9ZIrRMzbty4YayqXl1QUBAkSUJBQYFVGkiWMdQMMWSE1Maj8nWtTjCuZENEROSsbD0eMbz3zdkZhmyOms6t0WhqzOYoLi42ZpJoNBpER0cbgyIGMTExKC8vR0ZGRqPO7YwkCbhqrDFi58YQkd3cPVgHL7WE4jIBn33PWiPkWGoNjOj1+hqfVBjm0+p0XGqpKZUZMkbqCYyoq+UAVTBrhIiInJytxyOG2iJZWVkm2zMzM01ev/mY7Oxss4yPzMxM4/5nzpzBhx9+iIoK06JfpaWlAIAWLVrUeW61Wo327ds39rIcSuENoLzyAU8rFl8lclu+XsBfB8q/sz//XoHr5jMVieymnlKe5CgMU2nU9SywXP11TqchIiKqW2hoKIKCgrBz506T7bt370aHDh1qDE5ERUWhoKAAhw8fNm7Lzc1FWloahgwZAkAObixcuNBklRoASE5ORlBQEAIDA9G3b194e3tj165dxtclScKePXsQGRnpMrXcrhVUBba4Kg2Re/vrIB18vSTcKBewKbWeGxuiJlTnd2NeXh4uXLhgsi0/X66elZuba/YagAY/3dixYwdWr16N7OxsBAYGYvbs2bj77rtr3b+4uBhLly7F7t27UVJSgv79++P5559Hhw4djPtotVqsXLkSn3zyCfLy8hAREYHnnnsOvXr1qvE9U1NTMXfuXJw4caJBbW9KhiCHur4aI6qq18u4Mg0REbkAW49H5s6di4SEBPj5+SEmJgb79u1DSkoKEhMTjefIyspCeHg4NBoNIiMjMWDAAMybNw/x8fFo3rw5VqxYAV9fX0yZMgWAPGUmIiICL7zwAnJzc9G2bVt88cUX2L9/P1asWAFBEODl5YUZM2Zg1apVUCgU6N27N7Zv344TJ05gw4YNje0uh2MIjKiVEpp527kxRGRXPp7A/cO1eGenCnt/FTEuUkDHNgyYkv0JUi2Vv7p27Vpr0S9Jkmp8TRAEnDx50uKTJycnY968eZg+fTqioqKwd+9efPTRR1i+fDnGjBlT4zGzZs3CsWPH8Oyzz8LHxwcrV65EXl4evvzyS+Nc3IULF+KTTz5BfHw82rdvj3Xr1uHEiRP47LPPzJbc+/nnn/Hoo4/ixo0bDWp7TfR6CTk5tskJW/GFEnt+VWB4Dx2emaCttXBNTgHw8HK5QN3qOeUIDHDfXzQsglQ/9pFl2E/1Yx/Vz137KCBAA1Fs/LKMTTEeAYCPPvoISUlJuHjxIoKDgzFr1izjg5qPP/4YCQkJ2LBhAwYOHAhADsy89tpr2Lt3L/R6Pfr164fnnnvOZOnd3NxcLFu2DAcOHEBubi46d+6MOXPm4M477zTuo9fr8fbbb2Pr1q3Izc1FeHg4nnzySQwfPrxB7a/OluORxkhOE/F2igrt/PV4Z+6tP7Vx15+lhmAfWYb9ZBlr95NWBzzxjgrnckT0CdNj4f0V9S6l6uj4vWQZexdfrWs8UmvGyIQJE2zSoOoSExMRFxeHhIQEAMCwYcOQn59fa2AkLS0NBw4cwJo1axAdHQ0A6N+/P0aOHInNmzdj1qxZOHfuHLZs2YIXXnjB+NQmKioKsbGxWLt2LRYuXAhAnuO7du1avP3222bL5DkiQ8ZIvTVGqr1ezowRIiJyck0xHgGAyZMnY/LkyTW+NnHiREycONFkm5+fH1599VW8+uqrtb6nv78/Fi1aVOd5RVHEnDlzMGfOnIY32klcY+FVIqpGqQAeHqXDSx+J+DVdxM9/iugXzlUjyL5qDYzU9YfeGrKzs5GVlYV58+aZbI+NjUVKSgqys7PNsjsOHToEHx8fDB061LjN398fkZGROHjwIGbNmoXvvvsOOp0OsbGxxn3UajViYmKQmppq3JacnIyNGzciISEBubm5WL16tW0u1ErKjDVG6luut9oxrDFCREROztbjEbK9qsCI+2axEpGp/uF69O6ox5EMEUl7FOgTpoeC1S/JjuxW8SY9PR2AebX30NBQAEBGRoZZYCQ9PR2hoaHGSvQGISEhSElJMe7j5+cHf39/s/e9cOECSktL4enpiYEDB2Lfvn3QaDRYsWKFVa5JEKrSg6xNDzmK6uujhJ+fGkql3Ac3n0+eGSUPPFQeHvDzc/K8tFtQWx9RFfaRZdhP9WMf1c9d+8jZ06Pp1hkDI74MjBCRTBCAGaO0eOpdFbKvidj1s4ix/Zk1QvZjt7hcYWEhAECj0ZhsN0xrKSoynxtbVFRktr/hGMP+de0DyMVbASAwMLDG/RyVIWPEU133CFMQBGPWCKfSEBERkb0ZAyN+DIwQUZWObSSM6isHQz48oEQRy3OQHdktY6SWmq9Gomges6nrGMP+9b1vbQXcrEGSbFdIpqRUBUCEXleB/HxdnYVrvD3UKNcKuJJTjvx89428sghS/dhHlmE/1Y99VD937aOAAA2zRtyYXgKuFcifs8YIEd1saowWX58QUVAiYMNXSswZy1oAZB92yxgxrCBjyOAwMGR+GF6vTqPRmO1veA9D9kdt+xje15myRKozZIx41FNjBACaecv7FNzgSJSIiIjs53ohoNXJ45HWzBghopu00AD3x+gAALt+EnHmPO9fyD7sFhgx1BbJysoy2Z6ZmWny+s3HZGdnm2WFZGZmGvcPCwtDXl4e8vPzzfYJCgqCWq222jU0pXKt/EtCXc+qNADQzFv+WFBiwwYRERER1eNSXtVNTtsWDIwQkbm7InXo2EYPCQJWfamEzn0T3smO7BYYCQ0NRVBQEHbu3Gmyfffu3ejQoQPat29vdkxUVBQKCgpw+PBh47bc3FykpaVhyJAhAGD8uGvXLuM+5eXlSE1NNb7mjMqNGSP179vMqzJjpIQRVyIiIrKfS9flsYi/RoKHBQ93iMj9KERgzjgtBEjIuCzi028V9R9EZGV2qzECAHPnzkVCQgL8/PwQExODffv2ISUlBYmJiQDkoEdWVhbCw8Oh0WgQGRmJAQMGYN68eYiPj0fz5s2xYsUK+Pr6YsqUKQDkoqoTJkzAyy+/jJKSEoSGhmLdunUoKCjAzJkz7Xm5t8S4XC8zRoiIiMhJGAIjbZgtQkR16BIoYWykHl/+qMCHBxQY2EWPoJb8vUFNx66BkYkTJ6K8vBxJSUnYtm0bgoODsXjxYowdOxYAkJqaioSEBGzYsAEDBw4EAKxcuRKvvfYalixZAr1ej379+mHZsmXw8/Mzvu+iRYvQrFkzvPvuuygpKUFERATWrVtnXArYGZVV1iHyULHGCBERETkHQ2CkbXPe4BBR3aaN0OLH30VcyRPw5hdKvDq9Agq7zW8gdyNI9S3jQhbT6yXk5JgvM3yrdHpgwiseAID/TCtHj1CpztUNPvtegfd2KxHaWo8Vs913zV53XQGiIdhHlmE/1Y99VD937aOAAA1EkYH6pmSr8Uhj/DNJhTPnRUyJ1mLKcJ1V3tNdf5Yagn1kGfaTZZqyn45kCHjhA7km5PQRWtwz1Dq/N2yN30uWsWc/1TceYQzOCZRXW7XKkvm5hhojhawxQkRERHZkKL7KwqtEZIneHSXE9ZODIR+kKvDHRd7PUNNgYMQJlFdL+rCk+Kqfj6H4KsB8ICIiIrKHG+VAfjEDI0TUMDNGaREUoIdOL+D1j5UoLbd3i8gdMDDiBKpnjKgtqjEif9TqBdzgLxIiIiKyA0N9EYCBESKynIcKeGaCFkpRwvlcEW99qeTDXrI5BkacQFlF1cBC3YDlegGuTENERET2cbkyMOKhktDcx86NISKn0qmdhIfulKfUHDiuQMpPvG0l2+J3mBMoqz6VpgHL9QJAAeuMEBERkR1crLYijcDhCBE10PgBOgzrLgdH1u5S4lQ2f5GQ7TAw4gRMp9LUv7+HClArDXVG+AuEiIiImt7lysKrbTiNhogaQRCAx8drEdxSD61ewCtbVbh03d6tIlfFwIgTMGSMiIIEpQVfMUGoyhrhVBoiIiKyB0ONEdYXIaLG8lIDz9+rha+XhIISAYs2q1DEFXHJBhgYcQLlWsMcXViciupbWWek4AYzRoiIiKjpGZ7sMjBCRLeifYCEBfdWQKmQcC5HxEtbVFyphqyOgREnYFiu15LCqwbMGCEiIiJ70emBK3mGGiP2bQsROb+IEAlP/kULARJOZYv4zzYVKrT1H0dkKQZGnEBZ5Q+9JfVFDJp5s8YIERER2cfVfECr51QaIrKe4T30eGysfGP0a7qIV/+nNKnFSHQrGBhxAmXGjBHLBxbMGCEiIiJ7yb4mDzGVosTACBFZTVw/PR6+U46GpP2uwEsfcVoNWQcDI06geo0RSzVjjREiIiKyk6yr8vgjMECCUmHnxhCRS5kwWIdHRsvBkSMZIp7fqEJuoZ0bRU6PgREnUNaoGiNyYKSQGSNERETUxLIrAyPBrZgtQkTW99eBOswZVwFRkPD7BRHxSWpkXOIDYWo8BkacgKH4aoMyRoxTafgLgoiIqD47duzAuHHj0KtXL8TFxeHTTz+tc//i4mIsXLgQQ4cORd++ffHoo4/i7NmzJvsUFRVh8eLFuPPOO9GnTx+MHz8eH374ISSpKlig1WrRq1cvdOnSxeRf3759bXCVTceQMRLCwAgR2ciY2/V4/j4tvNQSrhUImP++Cj/8xttbapwG5CCQvRiKCnk0qMZIZcbIDUAvASLjI0RERDVKTk5GfHw8pk+fjqioKOzduxfz58+Hp6cnxowZU+MxTz/9NI4dO4Znn30WPj4+WLlyJaZNm4Yvv/wSvr6+xn2OHj2KJ554AmFhYTh8+DBeeuklFBYWYvbs2QCAjIwMlJWVYfHixejQoYPx/UXReQf3egk4d60yY6QlAyNEZDuRnfVY/FAFXtqiwtV8Aa9sUWL6SB0mDNZB4P0PNQADI06grEL+qW7QqjRe8ke9JKC4FPD1skHDiIiIXEBiYiLi4uKQkJAAABg2bBjy8/OxfPnyGgMjaWlpOHDgANasWYPo6GgAQP/+/TFy5Ehs3rwZs2bNwqlTp3Dw4EEsW7YMcXFxAIDBgwejoKAAa9asMQZGTp8+DVEUERsbCy8v1/hjfTUfKK1gxggRNY0ObSQsnVGOV7aq8Nt5Ee/vU+KPiwL+MV4LL7W9W0fOwnkfR7gR43K9jagxAnA6DRERUW2ys7ORlZWF0aNHm2yPjY1Feno6srOzzY45dOgQfHx8MHToUOM2f39/REZG4uDBgwAASZJw3333YfDgwSbHhoWFobCwENevXwcAnDp1CiEhIS4TFAGA7KtVK9K082dghIhsr4UGeOXBCtzRUwcA+OakAvHvqYzZa0T1YWDECTSmxoivd9XnXLKXiIioZunp6QCAjh07mmwPDQ0FIE91qemY0NBQKBSmy62EhIQY9+/evTsWLVqE5s2bm+yzd+9etGrVyrj9zJkzUKvVeOSRR9C3b19ERkbixRdfRFFRkTUuzy4M9UXac0UaImpCHirgqb9qMXtMBRSihOxrIp55T4XvTvOWl+rHqTROwJgxorL8qYtaCXipJdwoFyozRvjEhoiI6GaFhfIajxqNxmS7j48PANQYoCgqKjLb33BMXQGN9evX44cffsCCBQsgVE5+P336NIqKijBp0iQ89thjOH78OFasWIGMjAxs2LDBuF9DCALg52e/DJRL+XoAQKf2ok3aoayMttjzGh0d+8gy7CfLOFs/3X8n0CtcwosbJOQUCPjPNhWmjgAeGSNAYaPCi87WR/Ziz36q788pAyNOoLxynq5HA79azbyBG+XAded96ERERGRT1VeIqUlNRVDrOqa2oqkffPABXn31VcTFxWHatGnG7YmJifDz80OXLl0AAJGRkQgICMA///lPHD582GS6jrM4e1n+2KENU9iJyD56dBCw5ilg4QcSjqQDm/YDZ85JeGEq0NyHv5vIHAMjTqDcmDHSsOPaB0i4nCcgm3PriIiIamRYQaa4uNhkuyHzw/B6dRqNBufOnTPbXlxcbJZJotfr8d///hdJSUm46667sHjxYpMskAEDBpi9T0xMDAA5m6QxgRFJAvLzbzT4OGuQJODsJTUAAa19y5FfmT1iTYYnjfa6RmfAPrIM+8kyztpPSgD/mgys36fAZ98rkfYb8Ogbejw3qQLh7aybTe+sfdTU7NlPAQGaOrNGOOHKCZQZaow0MIwV2koejGRd5ZeZiIioJobaIllZWSbbMzMzTV6/+Zjs7GyzzJHMzEyT/SsqKvDUU08hKSkJM2bMwNKlS6FUVv0xz8nJwbZt28wKvJaWlgIAWrRocQtXZh/VV6QJ5oo0RGRnSgXwyGgd4idUwEMl4Uq+gPnrVNjzK++PyBS/I5yAofhqQ2qMAEBoa3n/zCvMGCEiIqpJaGgogoKCsHPnTpPtu3fvRocOHdC+fXuzY6KiolBQUIDDhw8bt+Xm5iItLQ1DhgwxbluwYAF2796NhIQEzJ8/36xeiCAIePHFF/HBBx+YbE9OToZCoUC/fv2scYlN6o+L8tBSrZTQnivSEJGDiO6hx9IZFWjvr0eFTsCKL1R460slKrT2bhk5Ck6lcQJl2sbVGAmpfFKTVywgvxjw87F2y4iIiJzf3LlzkZCQAD8/P8TExGDfvn1ISUlBYmIiADnokZWVhfDwcGg0GkRGRmLAgAGYN28e4uPj0bx5c6xYsQK+vr6YMmUKACA1NRWff/45RowYgT59+uDXX381OWf37t3h7++PqVOnYuPGjdBoNOjfvz9++uknvP3225g6dapxZRxn8tt5ecwS1pYr0hCRYwltLeH1RyqQ+JkSP/ymwK6fFci4JGD+3yrQys/erSN7Y2DECZQZM0YadlxwSwkCJEgQkHVVQE8fPrkhIiK62cSJE1FeXo6kpCRs27YNwcHBWLx4McaOHQtADnIkJCRgw4YNGDhwIABg5cqVeO2117BkyRLo9Xr069cPy5Ytg5+fPLretWsXAGD//v3Yv3+/2TkPHDiAtm3bYv78+WjTpg22b9+Od999F23atMETTzyBmTNnNtHVW9dvF+SMkS6B1q8tQkR0q3w8gQX3avG/byRsSlXgtwsi5q1VI2FSBbqH8F7JnQlSfeXYyWJ6vYScHOsvATPpNTXKKgS8cF8FIm+TBxqWFq6ZtVKNS9cFzBpTgbsi3WuQwiJI9WMfWYb9VD/2Uf3ctY8CAjQQbbQ8ItXMVuOR+uj0wJQlapRWCIifUIHoHrYZd7jrz1JDsI8sw36yjKv2089/Cnj9ExUKbwhQKiT84y4t7ujVuN9brtpH1mbv4qt1jUdYY8TBSVLja4wA1QqwXuGXmoiIiGwn+6pgLLx6GzNGiMjB3d5JwuuPlCO4pR5anYDEz1T4MFUBpg24J94tO7gKHSChssZIA6fSAFV1RjKv8mkdERER2c5vF+Sxhp+3hDbN7dsWIiJLtG0BLH64Ar07ysHcj75W4vVPlChnUVa3w8CIgzNkiwCAuhEVYUIqV6bJuiIw+klEREQ289t5eVjZOVAPgc9jiMhJaDyBf02pwOi+OgDAwRMK/N9GFfKL7dwwalIMjDi4smrRysZkjIRWZowUlwnIKbRSo4iIiIhuYliR5rb2fBJDRM5FqQDmjtPi4Tu1ECDh9DkR8UlqZDHr3m0wMOLgykwyRho+0AhsKUEhVmaN8AebiIiIbOBGedU4g/VFiMgZCQIwYbAOCZO08FBJuJwnYP46FX5N5z2UO2BgxMGVV1T9IDYmY0SlANr7y4GRPy7yy01ERETW9/sFAXqJGSNE5PwGddXjtekV8PeVUFwm4N8fqrDzZ95HuTp+hR1c9cI/jakxAgA9O8gDlB9+45ebiIiIrO+XP+UxRofWemi87NwYIqJb1KmdhKUzytGxjR56ScCqL1VI2qOAjglxLot3yg7OZCpNIzJGAGBwV7mQ0G/nRVwrsEKjiIiIiKr56Q95SNkvnHcNROQaWjYDXnuoAgM6y/dSn36nxGvblCgtt3PDyCYYGHFw5Vo5LVWlkCA2cnpbj1AJvl5y1sh3Z/glJyIiIuvJKQDOXmFghIhcj5caSLhXi78MlNP4v/9NgefWq5DDh80uh3fJDs6QMdLYbBEAUIjAgNvkgcq3pxVWaBURERGR7Od0eTjp7SGhaxDrixCRa1GIwMzROjwWVwFRkJB+SV6x5s+LLMrqShgYcXCGwEhjCq9WN6SrHBg5kSmgoOQWG0VERERUyTCNpndHPZR8/kJELmpsfz1enFIBbw8JOYUCEtar8N1p3k67Cn4lHZyh+GpjC68a9A7Tw0stQS8JnE5DREREVqHTA0fSOY2GiNzD7Z0kLHmoAq39JJRWCPjPNhXeTlGirILZcs6Od8gOzlBjxEN5az9samXVdJrPv1dAz59dIiIiukWnsgUUl8ljlds7MTBCRK4vpLWE/84oR/cQ+XdecpoCjyZK+O08b7CcGQMjDq64VP7oob7197p7kFxROeuqiMOn+KUnIiKiW/PVUXnuTFhbPVo2s3NjiIiaSAsN8MqDFXjwDi0UooTMK8Df35Twv0MKaHX2bh01Bu+OHdzFXPkpTLsWtx6B7NROwsDb5J/Ujw4ya4SIiIgar6QM+PqEPJQc1Yd3AkTkXhQiMClKhyUPVyC4FaDVARv2K/HUGhWOZ7Iwq7NhYMTBncuRf6gCA6wTxZgcXS1r5CS//ERERNQ4X58QUVohQK2UMLwnp9EQkXvq3F7CmqcETBgKCJCQdVXEgg1qvP6JErmF9m4dWYp3xg5MkoDzlYGRICsFRqpnjazdo0TRDau8LREREbmZ3b/I02iGdtdD42nnxhAR2ZGXh4CnJoh4fWYFbguUA8UHjivw91VqfPCVAoW853J4DIw4sOtFQEllQbPAltab9zJjlBaeKgm5hQLe2XmLy90QERGR28m4JOD3C/IwcnRfTqMhIgKA8HYSljxcgX+Mr0Azbwk3ygVs/UaJmW8yQOLoGBhxYIZsEQES2vtbLzDSzh94eJS8DvCB4wp8c4LfBkRERGS5zQflbJGgAD26B7NoGRGRgSgAo/ro8fbcckyO1sLbwzRA8u5OBbKvsgaJo+EdsQMz1Bdp1RzwUFn3vcfcrkffymX1Ej9T4pd0/nASERFR/Y5nCvjujBwYmTJcB4FDCCIiMxpP4P7hOqz9RzkmD6sKkOz4UYm5b6vx/EYVDp0UUcGkO4fAwIgDO2/lwqvVCQLw9F8rEBigR4VOwCtbVPjlT45siIiIqHZ6CXhvtzwNt2uQHlHdWXSViKguGi/g/hg5QPLwnVq0rVxt9NhZEYu3qzD9DTVW7lDiSIYAHX+l2g0LTDiwc9fkuFVQgG1+Qpr7AC8/UIGEDWpcui7gXx+qMX6AFg/eoYOn2ianJCIiIieWkibiz0vy+GTGKC2zRYiILKTxAiYM1uGvg3T45U8BKT8pkPa7iKJSAbt/UWD3Lwo095EwqIse/Tvr0auDnvdkTYiBEQdmy4wRg4BmwCsPluO1/6nw+wURX/ygROoxBe7opcOwCD06tZWgVNjs9EREROQkjp0VsLYyWySmpw5dg1hbhIiooUQB6BcuoV+4FrmFwKFTChw8LuLMeRF5xQJ2/qzAzp8VUCkk9Ogg4fZOevQI0aNDGwkKzvewGbt37Y4dOzBu3Dj06tULcXFx+PTTT+vcv7i4GAsXLsTQoUPRt29fPProozh79qzJPlqtFsuWLcPw4cPRu3dv3H///Th69KjZe61fvx6jRo1Cr169MGHCBBw4cMCKV3ZryiqAK3ny50FWXJGmJq38gCUPV+DBO7RQKiQU3hDw+fdK/DNJjclL1Hh+gwoffKXA0bNM7yIiItfE8Ujdzl0T8Nr/VNDpBYS21uOxOK29m0RE5PT8fYHxA3T474wKvPt4GR4aqUVEiB6iIKFCJ+CXP0W8t1uJp9eq8cDrarz8kRIfH5bvy4pL7d161yJIkmS3cH9ycjLmzZuH6dOnIyoqCnv37sVHH32E5cuXY8yYMTUeM2vWLBw7dgzPPvssfHx8sHLlSuTl5eHLL7+Er68vAGDhwoX45JNPEB8fj/bt22PdunU4ceIEPvvsMwQHBwMA1q5dizfeeAOPP/44IiIisH37duzbtw+bNm1Cnz59GnU9er2EnJyiRh17s7OXBTzxrpw7te6pMgT4mr7u5+cFAMjPt+6aT9eLgH1HFNh3RMT5HPO4mZ+3hMHd9BjaTYceoY4dtbRVH7kS9pFl2E/1Yx/Vz137KCBAA1F07PkWHI/U7cffRLzxqRLFZQL8vCW8/kg5Wje32ts3mLv+LDUE+8gy7CfLsJ/qZ+0+KioFfv1TRNofIo6eFXGtoOa/o4H+eoS3l9CpnYRObfUIaimhuQ8cdpqjPb+X6huP2DUwMmrUKPTo0QOJiYnGbU899RTOnDmDlJQUs/3T0tIwdepUrFmzBtHR0QCA3NxcjBw5En//+98xa9YsnDt3DqNHj8YLL7yAKVOmAADKy8sRGxuL6OhoLFy4ECUlJYiOjsbkyZMRHx8PAJAkCZMnT4avry/Wrl3bqOux5kDkm5MilmxXwUst4aNny82+uZvimyqnEDiVLeJUtoDjmSIyLptGQfx8JAzuqsfA23Ro10L+vyDIhdkgARIALzXsNhWHv8Trxz6yDPupfuyj+rlrHzlDYITjkdodPC5i6Sfy0njNfST8330VuC3QvlNo3PVnqSHYR5ZhP1mG/VQ/W/aRJAGX84ATWSKOnRXx23kB53MESKj5b6u3h4T2/hICA+R/7f0ltPKT0LKZhBYa+92bAY4dGLFbjZHs7GxkZWVh3rx5JttjY2ORkpKC7Oxs49MUg0OHDsHHxwdDhw41bvP390dkZCQOHjyIWbNm4bvvvoNOp0NsbKxxH7VajZiYGKSmpgIAjhw5gsLCQowePdq4jyAIGDVqFBITE1FeXg612r6Vbi5U1hcJainZLeIX4AtEddcjqjsA6HAlT54Dd+iUiN/Oi8gvFrDzJwV2/lT3T5enSoKPJ6DxrPqoUso/lKIIKERAr5enD5VrgbIKAXpJPs7bA2ihkdBcA/hrJDTzlvtDkgRIlcEXAYaoqARRkJc29vIA2ujk82l19v0FQEREjovjkbr9flEehHQN0mP+3yrMMliJiMi2BAFo2wJo20KPkb3lugYlZUD6JQF/XBTxxwUBf1wUcCFXrHxN/v8fF2t4L0jw8wFaNpPg7ytnl/h6SdB4yR99Kz9qPAFfb/mjWum4GSjWZLfASHp6OgCgY8eOJttDQ0MBABkZGWYDkfT0dISGhkKhML3LDQkJMT7RSU9Ph5+fH/z9/c3e98KFCygtLTWeOywszGwfrVaL7OxsdOrU6Rav8NaEtJIgChIGdnGcoh6tm8uVlCcM1uFyHnD4lALfnBTx+4W659OUVggorQByCpv6J8rwRMsDaqUELw85gqpWysEYUaj8WPm5WNtl1PVgTKg6ViFIxs/l/5u+d53nsAIBhkCTPMXJ8E8UUUs8GfD0lC+utNR1I0c3/yI3/N+4+eb/17CvoZ/Kauqnm9/fgja4Iq/KPrrhwt9Lt8pZ+killDC0mx4tNPZuSdPgeKRu00foMLSbHuHtWIydiMhReHsAPUIl9AjVGbeVlgMXc+VskvOVHy9Ufl5cKg9GJQjIKwbyigWghsBJTQRI8FABHmrAUwV4qCT5o1p+kK1UVN13mH5ufk/i6aGHIAgoK5P/oAhC5dhZqHrYbfi/j6eE6Ag9vD2s2XO1s1tgpLCwEACg0ZiOvHx8fAAARUXmKaBFRUVm+xuOMexf1z6AXCzNsK9hW037NIYgAC1bWmckeVeU/K8+1jpfQ7VsCUSEA4+Ol/8vSfI/I8F8uyHD4+bJW5JkeuNo/Lza/nqp6vibTmHYtZb/kGW4QJVl2E/1Yx/Vz/H7SKWUs+/cAccj9WvbxmpvZVX2GgM5E/aRZdhPlmE/1c/efRTUHois5TXj/ZRk+rkEmNx3NU2hDcvGQmqVnLHSFOw2OquvtIlYw6P1uo4x7F/f+wqCYNE+jdHY41yBG186ERE5MY5HiIjIHSj4p6FOdltTxFCx/eanIYanJ4bXq9NoNDU+PSkuLjY+laltH8P7ajSaRp2biIiIXA/HI0RERGS3wIhhLm9WVpbJ9szMTJPXbz4mOzvb7AlLZmamcf+wsDDk5eUhPz/fbJ+goCCo1eo6z61Wq9G+fftbuDIiIiJyFhyPEBERkd0CI6GhoQgKCsLOnTtNtu/evRsdOnSocTAQFRWFgoICHD582LgtNzcXaWlpGDJkCAAYP+7atcu4T3l5OVJTU42v9e3bF97e3ib7SJKEPXv2IDIy0u4V4ImIiKhpcDxCREREdq0AN3fuXCQkJMDPzw8xMTHYt28fUlJSkJiYCEAeZGRlZSE8PBwajQaRkZEYMGAA5s2bh/j4eDRv3hwrVqyAr68vpkyZAgAIDAzEhAkT8PLLL6OkpAShoaFYt24dCgoKMHPmTACAl5cXZsyYgVWrVkGhUKB3797Yvn07Tpw4gQ0bNtitP4iIiKjpcTxCRETk3gSpvspfNvbRRx8hKSkJFy9eRHBwMGbNmoW7774bAPDxxx8jISEBGzZswMCBAwEA+fn5eO2117B3717o9Xr069cPzz33nMlSd+Xl5Vi6dCl27NiBkpISRERE4Nlnn0Xv3r2N++j1erz99tvYunUrcnNzER4ejieffBLDhw9v0usnIiIi++N4hIiIyH3ZPTBCRERERERERGQvdqsxQkRERERERERkbwyMEBEREREREZHbYmCEiIiIiIiIiNwWAyNERERERERE5LYYGCEiIiIiIiIit8XACBERERERERG5LQZGiIiIiMgp7NixA+PGjUOvXr0QFxeHTz/91N5Ncih6vR6bN2/G+PHj0bdvX9x555149dVXUVRUZO+mObTHH38co0aNsnczHNKPP/6IKVOmoHfv3oiKisJLL72E4uJiezfL4WzevBlxcXHo06cPxo8fj88//9zeTXIYp06dQkREBC5dumSy/ZtvvsE999yD3r17Y8SIEUhKSrJTC2VKu56dLHb+/HlkZGSgqKgIoijC19cXHTt2RNu2be3dNCIiIiKbS05ORnx8PKZPn46oqCjs3bsX8+fPh6enJ8aMGWPv5jmEtWvXYtmyZXjkkUcwePBgZGRk4M0338Qff/yB9957z97Nc0ifffYZ9uzZg5CQEHs3xeH8+uuvePjhhzFixAisXr0amZmZeOONN5Cbm4vExER7N89hbNmyBf/+978xY8YMDBs2DAcOHMA///lPqFQqxMXF2bt5dvXnn39i9uzZ0Gq1Jtt//vlnPPbYY4iLi8OTTz6Jn376CUuWLIEkSXjkkUfs0lZBkiTJLmcmi+zevRvLly9Heno6bv5SCYKA0NBQPPXUU249INDr9di1axcOHjxoDB4JgmAMHg0dOhRjxoyBKLp3gtTRo0dr7aMhQ4agT58+9m6iQ2A/1Y99RET2MGrUKPTo0cPkhuypp57CmTNnkJKSYseWOQZJkjBw4ECMGzcO//rXv4zbk5OT8fTTT+PTTz9Ft27d7NhCx3P58mWMHz8eXl5eUKvV2LNnj72b5FAeeOABAMDGjRshCAIAYNOmTVi3bh2++OILeHl52bN5DmPy5MlQq9XYsGGDcdvUqVMhiiI2btxox5bZj1arxZYtW/D6669DpVIhLy8PBw4cMD7Uf+ihh1BSUoKtW7caj/nvf/+LrVu34tChQ1Cr1U3eZmaMOLBPP/0Uzz33HOLi4vCPf/wDoaGh8PHxAQAUFRUhMzMTu3btwtNPP42KigqMHz/ezi1ueteuXcOjjz6K06dPo1OnTggJCUFwcDAAuY9+/fVXbN++He+++y7Wrl2Lli1b2rnFTa+4uBjPPPPM/7d353E55f3/wF+VuJHGzlCoyFLRZomU7IoGgyRtjESDsm9jmTGKbHdZCndZYiwjdyiVUnbmq+yDGFHUMFRaSF11fn/4dd0ure7bdK5cr+fj0ePhOudzzvU+73It7/NZEB8fj/r160NDQ0P6d5SWlobY2Fj4+/vD0tISGzZsQL169USOWBzMU+WYo6pjwZbo80pNTUVKSgpmz54ts33IkCE4efIkUlNTpe//iiovLw+2tral7lBra2sDAFJSUlgY+cjSpUvRp08f1KlTBwkJCWKHI1cyMjJw9epVrF+/XloUAd5/4XdwcBAxMvnz7t07NGrUSGZbw4YNkZKSIlJE4ktISMC6deswefJktGjRAkuXLpXue/fuHa5evQpPT0+ZY4YMGYKdO3ciMTERvXr1quaIWRiRa9u3b4e9vb1M1f9DXbp0wbBhw7B8+XIEBgYqZGHE29sbWVlZOHHiBHR0dMps8/DhQ7i5ucHHxwfr1q2r5gjF5+vri8TERGzfvh3m5ualvogVFxfj3LlzmD9/Pnx9fcv9e/vSMU+VY46qhgVbos/v0aNHAAAtLS2Z7W3btgUAJCcnK3xhRE1NTebLR4mYmBgAQPv27as7JLl2+PBh3LlzBydOnMDatWvFDkfuJCUlQRAEfPXVV/D09ER8fDxUVFQwfPhwLFq0CP/4xz/EDlFuODk54YcffsDJkyfRt29fnD9/HvHx8fDy8hI7NNHo6OggJiYGTZo0QWhoqMy+1NRUFBYWVvh6LkZhhLeq5NizZ88wcODAStsNHDgQqamp1RCR/Dlz5gzmzp1bblEEeP9BYPbs2Th//nw1RiY/IiMjMW/ePFhYWJR5d1pZWRmWlpaYO3euQnchZZ4qxxxVzYcF2xMnTmDr1q3w9fWFr68vtm3bhvDwcJw4cQLZ2dnw8fERO1yiGiEnJwfA+y//H/qwJy2VduPGDWzfvh0DBw6s8LOSonn27Bm8vb2xfPlyNG7cWOxw5FJGRgYAYOHChWjUqBG2bduGGTNmICwsDCtWrBA3ODljY2MDGxsbeHp6wsTEBLNmzcKIESPw3XffiR2aaJo2bYomTZqUuU9eX8/ZY0SOaWpq4vz58+jTp0+F7eLj4xV2ElYVFRWoqqpW2k5JSQmFhYXVEJH8KSoqQrNmzSpt16hRI4WeZZx5qhxzVDVnzpzBypUrq1SwXbVqVTVGRlRzVTYlHoellZaQkAB3d3doaGjwteYDgiBg8eLFsLS0xJAhQ8QOR26VfG42NjaW9gA1MzODIAhYs2YNPDw8FL6XVolp06bh2rVrWLRoEbp06YIbN25g69at5fbiUnTy+nrOdxE55u7ujl27dmHOnDmIiopCUlIS0tLSkJaWhgcPHiAmJgbz5s3D/v37RZu9V2zm5uZYv349kpOTy23z+PFjbNiwodIC05fKxMQEW7duRXZ2drltsrOzsWXLFhgZGVVjZPKFeaocc1Q1LNgSfX4NGjQAgFJF15I7iyX76b2IiAi4urri66+/xq5du0rNf6DI9u3bh/v372Px4sWQSCSQSCTSL2of/lvRldy9t7CwkNlubm4OQRBw//59McKSO4mJiTh//jyWLl0KFxcX9OjRA1OmTMHChQuxd+9eJCUliR2i3JHX13P2GJFjw4cPh7KyMjZt2oTw8HCZiY+A99U2DQ0NrF69GqNGjRIpSnEtXrwYkyZNgrW1Ndq3bw8tLS3pC3leXh5SUlLw4MEDtGnTBkuWLBE5WnEsWrQITk5O6NevH3r06FFmjq5cuQJVVVX4+vqKHK14mKfKMUdVU1Kw7dChQ6nxsyUUvWBL9KlK/i+lpKSgY8eO0u1PnjyR2U9AcHAw1qxZgx49emDLli0sGn0kKioKmZmZMDc3L7VPT08P3t7eGD16tAiRyZd27doBAAoKCmS2lxT0P/5eoqjS0tIAvO9Z8yFTU1MA7+c61NXVrfa45FmbNm2goqJSanLaksdivZ6zMCLnrK2tYW1tjdTUVDx69Ai5ubkQBEG6soGir7leMqHPiRMncPHiRTx69Ag5OTnSHHXo0AEuLi6wtrYWZdknedC2bVscP34cISEhuHjxIsLCwmRypKWlBVdXV9jb2yv0OFvmqXLMUdWwYEv0+bVt2xYaGhqIjIzEoEGDpNujo6PRrl07tGrVSsTo5Mfhw4fh4+MDa2trrFmzRmE/+1Rk5cqVpe5Ub9myBXfv3sXmzZuhoaEhUmTyRUdHB61bt0ZERAQmTJgg3R4XF4datWopdM/QD5V8iU9ISJAWkwDg+vXrAIDWrVuLEJV8q1OnDkxNTREdHQ1nZ2dpkS0qKgoNGjSAvr6+KHEpCewvRkRE9FkVFRWVW7AtWa5XkQu2RP+N0NBQLFq0CA4ODujXrx9iY2Nx4MABbNy4EdbW1mKHJ7pXr15hwIABaNy4MdauXYtatWTvf7Zp00ahi9YVWbhwIRISEhR64vCyREREYPbs2Rg+fDhGjx6N27dvw8/PDw4ODli0aJHY4ckNDw8PXLp0CTNnzkTnzp1x+/ZtbNmyBSYmJtixY4fY4Ymu5LX7zJkz0nkxL126BFdXVwwdOhSjRo3CtWvXEBAQgDlz5mDKlCmixMnCCH0Rbt68ibNnzyI5ORm5ublQUlJCgwYNoK2tjd69e6Nbt25ihyi6Fy9e4MKFC9IcKSsrQ01NDdra2ujRo4fCTuD7MeapcswREYnlwIEDCAoKQnp6OjQ1NeHm5oaRI0eKHZZc+Pe//40FCxaUu3/t2rX45ptvqjGimoOFkfLFxMRgy5YtePjwIZo0aQI7OztMnTqVEx5/oKCgAJs3b8axY8fw6tUrtG7dGsOHD4ebmxtvgKDswggAnDp1Cn5+fkhOTkaLFi3g4OCASZMmiRYnCyNUo+Xl5WHOnDmIj49H/fr1oaGhIbPU09OnT/H27VtYWlpiw4YNqFevnsgRVz+JRAIfHx8cOHAAEokEampqMjnKy8tDrVq1YGdnh8WLF0NFRUXkiMXBPFWOOfo0LNgSERER1QycY4RqNF9fXyQmJmL79u0wNzcvVb0uLi7GuXPnMH/+fPj6+kqXG1Mk/v7+OHToEJYsWYIhQ4aU6kabkZGByMhI+Pj4oEGDBvD09BQnUJExT5VjjqqmooJtWloaYmNj4efnp9AFWyIiIiJ5wh4jVKP16tULc+bMwdixYytsd/jwYfzzn//E+fPnqyky+dG3b19MnjwZLi4uFbYLDg7G7t27ER8fXy1xyRvmqXLMUdWsWLECERERWLduXaUFW2tra4Us2BIRERHJEw4OoxqtqKgIzZo1q7Rdo0aNSs1Arihyc3Ohra1daTstLS1kZmZWQ0TyiXmqHHNUNZGRkZg3bx4sLCzKHIOtrKwMS0tLzJ07l+PZiYiIiOQACyNUo5mYmGDr1q3Izs4ut012dja2bNmisMuK6evrY9++fZBIJOW2kUgk2L17Nzp37lyNkckX5qlyzFHVsGBLREREVLNwKA3VaE+ePIGTkxNycnLQo0cPaGlpScfy5+XlISUlBVeuXIGqqir27t2L9u3bixxx9bt16xZcXV2hrq4OKysraGlpQU1NDcD7HD158gRxcXF48eIFgoKCYGJiInLE4mCeKsccVY27uzsyMjKwc+dOqKurl9kmOzsbzs7OaNSoEYKCgqo5QiIiIiL6EAsjVONlZ2cjJCQEFy9exKNHj5CTkwNBENCgQQNoaWmhT58+sLe3LzVRpCJJSUlBYGAgLl68iPT0dJl9LVq0QJ8+ffDdd99VaZjEl4x5qhxzVDkWbImoJli4cCGOHj2K2NhYaGhoiB0OCgoKkJmZiRYtWogdSpnu3r2LJUuW4MGDB2jWrBliY2OhpKQkdlj/FX9/f2zevLnc333J0s9z587FlClTyj3PzJkzcfr0aZw7dw6NGjWq0nMXFxcjLS1NLv7miD7EwgiRgsnPz5cWj9TU1LgiRjmYp8oxR+VjwZaI5J08FUaePXuGSZMmYerUqRg9erSosZRn9OjRSE5OxsyZM9G0aVOMGDFC7JD+a5UVRnJzc9GnTx906NABv/76a5nnKGljZmaGgICAKj1vbm4uXFxcYGlpiRkzZvxP10D0uXG5XvoivHjxAhcuXEBycjJyc3OhrKwMNTU1aGtro0ePHmjZsqXYIYqusLAQ165dKzNH+vr6qFOnjtghygXmqXLMUeXU1dUxffp0TJ8+XexQiIjk3tOnT/H48WOxw6hQUlISrKys4OrqKnYofzs1NTX0798fERERePbsGVq3bl2qzenTp5Gfnw9bW9sqnzcrKwu3bt2CpaXl5wyX6LNgYYRqNIlEAh8fHxw4cAASiQRqamrSLuu5ubnIy8tDrVq1YGdnh8WLF0NFRUXkiMURHByMgIAAvH79usz96urqcHd3x6RJk6o5MvnCPFWOOao6FmyJiL4chYWF0s+YisDW1hYRERGIiooq8z09IiICampqGDBggAjREf0NBKIabMOGDYKBgYGwf/9+4dWrV6X2v3r1Sti3b59gYGAgbNy4sfoDlANBQUFCp06dBF9fX+HmzZvC69evBYlEIkgkEiErK0u4ceOGsHbtWqFz585CcHCw2OGKhnmqHHNUNYWFhcJPP/0k6OnpCR07dhRMTEwECwsLwcLCQjA2NhY6duwo6OnpCT/++KMgkUjEDpeIFNSCBQsEXV1dITU1tdK29+7dE6ZNmyaYmJgIBgYGwtixY4VTp06Vanf9+nXB0dFRMDQ0FMzNzQU/Pz/B399f0NXVLffcR44cEXR1dWV+BEEQ/Pz8BH19fSE6Olro3bu3YGhoKBw6dEgQBEG4ffu28P333wtmZmZCly5dhF69egmzZ88W0tPTpectOT45OVlwc3MTDA0NBVNTU2H+/PlCRkaGTAz79+8Xhg8fLnTt2lXo0aOHMH36dCEpKanc+I4cOSIIgiC8efNGWLdunWBlZSXo6ekJVlZWgq+vr/DmzZtS1xcZGSlYWVkJXbt2Ffz8/KTb7969K8yYMUMwNDQUevbsKfj4+AgSiUQIDQ0VBg8eLHTr1k2ws7MT7t69KxNzVlaW8OOPPwrm5uaCnp6eMHToUGHXrl1CcXGxTLsnT54I33//vWBqair06NFD8PHxEdavX1/p776goEDo2bOnMG7cuFL7Xr9+Lejp6QkLFy6UbsvIyBCWL18ujWfw4MFCYGCg9H3u8uXLpfJY8vz5+fnChg0bpHns37+/sGnTJuHdu3cyzxsZGSmMHj1aMDQ0FIyNjQUXFxfh6tWr5V4D0adgjxGq0UJDQzF79mzY29uXub9x48aYMGEC3r17h927d8PT07N6A5QDISEhcHd3x6xZs0rt++qrr9C1a1d07doVqqqq2LdvH1xcXKo/SDnAPFWOOaoaf39/HDp0CEuWLMGQIUNKzSOSkZGByMhI+Pj4oEGDBgr5ukRENcfNmzfh5OQENTU1uLq6on79+ggLC4OHhweWLVsGBwcHAMDt27fh5OSEpk2bwsPDA2/fvsWePXugrKxc4fm7d+8Od3d3BAQEwM7OTmZFM4lEgmXLlsHV1RUFBQUwMTHB/fv3MWHCBLRt2xZubm6oW7cuEhMTERYWhidPnsjMiVFcXAwnJyeYmppiwYIFuHXrFn799Vfk5+fjn//8JwDg2LFjWLFiBUaOHAlHR0dkZGRg9+7dcHR0xKlTp9C9e3esXbsW8+fPh6mpKcaNGwdjY2MUFBTA1dUV169fx+jRo6Gvr4+bN29ix44dSEhIwJ49e6CqqiqNZcmSJZg4cSLU1NRgaGiIlJQUAICbmxtMTEywcOFCREdHIygoCElJSbh//z6cnZ0hCAK2bduGmTNnIiIiArVq1cKbN28wceJEpKenY8KECWjZsiUuX76M1atX4/Hjx1i+fDkA4OXLlxg/fjwKCwvh7OyMf/zjH9i/fz8yMzMr/b2rqqpi2LBh+OWXX5Ceno6vv/5aui86OhqFhYXSYTSvX7/G+PHj8ezZM4wfPx5aWlq4cOEC1q9fj99//x2bNm2Cjo4OFi1aBG9vbwwaNAiDBg1C48aNUVRUhKlTpyIxMRHjxo2Djo4Obt++jYCAANy9exfbtm2DkpISfvvtN3h5ecHCwgJjx47F27dvERISAldXV4SHh0NTU7PSayKqkNiVGaL/haGhoXDmzJlK28XFxQldu3athojkT7du3YRz585V2u7MmTOCgYFBNUQkn5inyjFHVWNubl6lHjNBQUGCpaXl3x4PEVFZqtpjZOzYsYKhoaFMb4z8/Hxh1KhRQteuXaU9dp2cnITu3bvL9OC9c+eO0KlTpwp7jAjCf3oTlPTEEIT3PT50dXWFwMBAmbbLli0TunXrJmRmZsps9/LyEnR1daXbS4739vaWaTd58mShS5cu0l4d3333nWBjYyPTJj4+XrC2tpbpjaCrqyssWLBA+nj//v2Crq5uqdf7HTt2CLq6ukJISIggCP/pMbJs2TKZdiXbZ8yYId2WnZ0t6OnpCZ06dZL2WBGE9z2kdXV1heTkZOm16enpCffu3ZM5Z0lPkJLeJT4+PkLHjh2F27dvS9u8fPlS6NWrV5V+9wkJCWVe46RJkwQLCwuhqKhIEARB8PX1FXR1dUv1IlqxYoWgq6srxMfHC4IgCKmpqYKurq7g5+dXKg9nz56VOfbAgQMy51y+fLlgZGQk0yPm3r17wuDBg4WTJ09WeB1EVVFxCZdIzunr62Pfvn2QSCTltpFIJNi9ezc6d+5cjZHJj/bt2+PEiROVtjt69Ci0tLSqISL5xDxVjjmqmtzc3CotV6ylpVWlu3ZERGJ5+fIlbty4gW+++UZmXqQ6depg8uTJyM/Px8WLF/H69Wv89ttvsLW1lekl16VLF/Tp0+d/iqF79+4yj1esWIHTp0+jYcOG0m25ubnSib/fvHkj037YsGEyjzt37gyJRIKsrCwAQMuWLfHo0SNs3rwZT58+BQBYWloiPDxcpvfKx06fPg01NTVpj5kSJb1rTp8+XeF1lBg4cKD03w0aNEDjxo3Rrl07dOjQQbq9ZOWYv/76C8D7Hhu6urpo1qwZMjIypD8l54qLiwMAnD17FgYGBtDT05Oeq0mTJrCxsSn3uj5kbGwMTU1NREVFSbdlZGTg8uXLsLGxkfYGOn36NHR0dGSuBYB0AvLY2NhynyM6OhqNGzeGnp6ezLVYWlpCRUUF8fHxAN7/nvLy8rBq1Sr88ccfAICOHTsiKioKQ4cOrdL1EFWEQ2moRps/fz5cXV0xePBgWFlZQUtLC2pqagCAvLw8PHnyBHFxcXjx4gWCgoJEjlYcnp6ecHd3x+PHjzF48OAyc3Tq1CkkJibCz89P5GjFwzxVjjmqmpKCbe/evVGrVtlvs4pesCWimuHZs2cAUGaxW0dHBwCQlpaG1NRUFBcXo23btqXaaWtr49y5c/91DE2aNJF5rKSkhMzMTAQGBuL+/ftISUlBWloaBEEA8H74zIc+Hs5Yu3ZtAEBRUREAwMPDA9evX4e/vz/8/f3Rvn179O/fH2PHjkWbNm3Kjevp06fQ1NSUGS5Tcn5NTU1p7sq7jhJNmzaVeVyrVq1SbUsWDyi5tpSUFOTn58PMzKzMc6anpwN4//sra3LUqhTvSwwfPhwBAQF4/vw5WrRogcjISEgkEpnVaJ4+fYq+ffuWOrZZs2ZQV1cvlYsPpaSkICMjo9JrmThxIs6fP4+QkBCEhIRAQ0MDVlZWGDNmDDp16lTl6yEqDwsjVKMZGBjgyJEj2L59O06fPi198SzRokUL9OnTB999990nvQl8SczNzbFnzx74+flhw4YNpXrXqKiowNTUFEFBQejVq5dIUYqPeaocc1Q1LNgS0ZeipNhQlpIv6aqqqtL3g5Kiw4f+1yXcP56jJCIiAnPnzkXz5s3Rq1cvWFhYQF9fH+fPn0dgYGCp45WUlCo8f8uWLREWFoYrV64gNjYW586dw/bt2xEcHIygoCD06NGjzOMqy83HBZPy5lopa8XEymIuKiqCiYkJvv/++zL3N2/eXHqe/Pz8Uvsriv1jI0aMwLZt2xAdHQ1HR0ecPHkSurq6MsWIT83Fh4qKitCuXTvpvCgfU1dXB/B+CeGQkBBcv34dMTExOHv2LPbu3Yt9+/Zh7dq1GDFiRJWviagsLIxQjde2bVs4OjqiX79+0NbWhrq6OgRBgJqaGurVqwcAyMzMxPHjxxX2RdPY2Bi7du1CQUEBUlNTkZOTI81RQkIChg4dKtMlVVEZGxsjMDAQSkpKMnm6desWNDU1YWhoiEaNGokdpqjK+1uqW7cu7t27B21tbXTt2lXsMEVlYGCA0NBQBAYGsmBLRDVa69atAQCPHj0qtS85ORnA+8JCycSXjx8/LtXuyZMnnzWm9evXo23btjhy5Ij0cx4AHD9+/L863/379wEAZmZm0l4LCQkJcHZ2xt69e8stjLRu3RrXr19HYWGhzBf/goICPH36FKampv9VPFXRunVr5OXloXfv3jLbX79+jUuXLkl77mhoaJSZ/9TU1Co/l46ODvT09BAdHQ1ra2tcvXoVs2fPLhVPyd/Dh/766y/k5ubKTNz6MQ0NDdy+fRu9evWSKR4VFhbi1KlT0iFcycnJyMnJgaGhIQwNDTF37lw8fPgQDg4OCA4OVtjP+PT5cI4RqtHy8vIwZcoUjBo1CjNnzsTw4cPx008/oU6dOjJvlikpKZg/f76IkcqH2rVrQ0dHB4aGhjAyMoK2tjZWrlyJtLQ0sUMT3Zs3bzBnzhyMGDECtWvXhoaGBg4ePAgHBwd4e3tj+vTp6Nu3L9asWSN2qKKKioqCs7Mzxo4di7Nnz8LQ0BDh4eEYNWoUFi1aBDs7O7i7u6OwsFDsUEXVpk0b/Pzzz4iLi8P169dx7tw5nD17FomJiThz5gxWr17NoggRyb1mzZpBX18fx44dw59//indXlBQgODgYNSuXRt9+vRBkyZNYGRkhBMnTuD169fSdqmpqTh79mylz/PxUJGKZGVloVWrVjKf89LT0xEdHQ3gP0NkqmrWrFmYP3++zHFdunSBqqpqhSvq9O/fH7m5udi3b5/M9v379yMvLw/9+vX7pDg+Rf/+/XHv3j2cOXNGZvu2bdswa9YsPHjwAAAwePBgPHjwQOZ3kJOTg7CwsE96PltbWyQmJkqLTx8XIaysrPDHH38gJiZGZvv27dsBQJqLsn7P/fv3R1ZWFn755ReZYw8cOAAvLy9cunQJALBq1SpMnz4deXl50jYlN0QrW/mIqCrYY4RqNH9/f9y8eRPr16+HtrY2YmJisGPHDkycOBHBwcGlxm0qoiFDhlS4XxAEeHh4SLu/fjjBliLZsGEDzp07J1061dvbG5GRkZg/fz7Mzc1RWFiI06dPIyAgAI0aNYKbm5u4AYvg+PHjmDdvHkxNTaGpqYn169cjKSkJkZGRWLlyJUxNTXHt2jWsXr0aO3fuxLRp08QOWVSFhYW4du0akpOTkZubC2VlZaipqUFbWxv6+vr/c/dyIqLPYePGjahfv36p7cOGDYOZmRmWLl0KZ2dnjBkzBvb29qhfvz6OHTuGO3fuYOnSpdKhDgsWLICjoyPGjBmD8ePHo6CgAHv37q1SsaOkN+axY8cgCAJGjRpVblsLCwtERERg2bJlMDAwwNOnT3Ho0CG8ffsWAGS+OFfF5MmTsXTpUri4uGDo0KEQBAFhYWF49+4dJkyYUO5xY8eOxdGjR+Hj44OkpCTo6+vj9u3bCA0NhaGhIcaOHftJcXyKqVOnIjo6Gh4eHhg/fjw6dOiAhIQEhIWFwcLCAhYWFgAAV1dXHD9+HDNmzICzszMaN26MgwcPftJQGgCwsbHB2rVrsWXLFnTv3l1mIt4P4/H09IS9vT3atWuHy5cvIzo6GoMHD4alpSUAoGHDhlBWVkZsbCxatWqFwYMHS/P4008/4c6dO+jatSuSkpJw8OBB6OnpYfTo0dJrmTJlChwcHDBy5EjUqVMHMTExSElJUfibVvR5sDBCNVpsbCw8PT1hbW0NAOjUqRP69u2LKVOmYMqUKdi7d690bL+i6tChA2JiYvD111+XmvdBEAQ8efIEHTt2VPghIlFRUZgzZw7s7OwAACdOnICnpyecnZ2lbTp37gxVVVUcOHBAIQsjO3bsgKurKxYsWAAAiIyMhJeXF+bOnYtx48YBeH/3JisrC0eOHFHowkhwcDACAgJk7px+SF1dHe7u7pg0aVI1R0ZEJKu81ca0tbVhZmYGIyMj/PLLL/Dz80NQUBCKi4vRqVMnbNmyRWYVEiMjI+zcuRMbN27Epk2b0LBhQzg6OuKPP/6o9KaLjo4OHB0dERoailu3bqFnz57ltl2xYgXq1auH06dPIywsDC1btsTIkSMxaNAg2Nvb4/Lly+jSpUuVr3/s2LFQVVXFnj17sGHDBhQXF0NfXx87duyoMI7atWtj165d2LJlC06ePIljx46hZcuWmDp1KqZNm1bhvBr/q4YNG+LgwYPw8/NDZGQkDh48iFatWmH69Olwc3OT9qBQU1PDvn374Ovri4MHD6KoqAjW1tbo0KEDVq1aVeXna9asGXr16oULFy7ITLr6cTybNm1CREQEsrOzoampifnz58PFxUXarm7duvDy8sK//vUvrFq1Cm3atEHPnj2leYyKisKxY8fQvHlz2Nvbw8PDA3Xr1gXwfp6zbdu2ITAwEFu3bsW7d+/QoUMHbNiwocqr7BBVREn41JIhkRwxMjLC1q1bS81knZCQgEmTJsHY2Bg7duzAnTt3MH78eNy9e1ekSMUVFhaG1atXw9zcHD/88IN0PhGJRAJ9fX0cOXJEZik3RWRoaIht27ZJ/5aMjIwQEBBQ6kPRpUuX4O7ujhs3bogRpqg+/v+Wm5sLU1NThISEyIyl/u233zBlyhSFzBHwviiydu1aTJ48GUOGDEHbtm2ld2Nzc3Px5MkTREVFITg4uNSHRiKimurly5dl9tR1d3fHvXv3pMuuEhHJIw7IohpNU1MTly9fLrXdxMQE3t7euHz5MhYsWFBq9QxF88033+D48ePIycnB8OHDpWNAK5v1XJF06dIFBw8elD7u16+fdLzyh0JDQ6VLFCqar7/+GufPn5c+Lvn377//LtPu999/L3dZQkUQEhICd3d3zJ07FwYGBlBXV4eKigpUVFTw1VdfoWvXrpg3bx7c3NxKjU0nIqqpxo4di8mTJ8tse/nyJa5cuaLwk3ITkfzjUBqq0ezt7bFq1Srk5eXBxsYGRkZG0n3W1tZ4/vw51qxZo7B3rj/UvHlzbN++HYcPH8aCBQvQr18/LF68WOyw5IaXlxcmTZoEJycn2NvbY8yYMVi4cCFevXoFCwsLFBQUIDw8HAkJCfD39xc7XFE4Ojpi5cqVuHPnDurXr4+zZ89i5MiR8PPzg7q6OoyNjZGQkIDNmzfDwcFB7HBF8+rVK5iYmFTaztjYmMv1EtEXw9bWFgEBAZgzZw569uyJ7OxsHDp0CMXFxfDw8BA7PCKiCnEoDdVogiBgx44d+Ne//gVbW1ssWbKkVJvDhw/j559/xrt37xR2KM3Hnj17hiVLliApKQmZmZn49ddfFX4oDQBcv34d69atQ0JCAgCUmpysVatWmDt3rnROG0V08OBBHD16FAUFBXBycoKNjQ3c3d1x4cIFKCkpQRAEDBw4EBs3bvxbx1fLszFjxqB9+/bw8fGpsJ2XlxcePXr0yasDEBHJo+LiYuzbtw+HDh1Camoq6tSpA2NjY8yaNQudOnUSOzwiogqxMEJfjNzc3HInWs3IyJDe3ab/CAkJQVRUFH766Se0a9dO7HDkRmZmJpKSkpCRkYHCwkLUr18f7dq1U9ghNFVx7do1pKWlQUtL65MmvfsSnT9/Hu7u7tDX18fgwYOhpaUlfW3Ky8vDkydPcOrUKSQmJsLPz09m8kIiIiIiqn4sjBAREX1mJUWPq1evlprjSEVFBaamppg2bVqplaKIiIiIqPqxMEJERPQ3KSgoQGpqKnJyciAIAho0aIA2bdqgdu3aYodGRERERP8fCyNEREREREREpLC4Kg0REdFn9Pz5809q36JFi78pEiIiIiKqCvYYISIi+oz09fVRVFRU5fZcLYuIiIhIXOwxQkRE9BkdPnwYU6dORUFBAebMmYNatfhWS0RERCTP2GOEiIjoM/vjjz8wbtw4TJ48GdOnTxc7HCIiIiKqgLLYARAREX1pdHR0MHv2bOzcuRMZGRlih0NEREREFWCPESIior9BUVEREhIS0L59ezRu3FjscIiIiIioHCyMEBEREREREZHC4lAaIiIiIiIiIlJYLIwQERERERERkcJiYYSIROXk5ITOnTvjr7/+KrfN69evoa+vj++//77K53316hXevHnzOUIkIiIiIqIvGAsjRCSqESNGoLi4GNHR0eW2iY6ORmFhIWxtbat0zjNnzmDo0KFcDYSIiIiIiCrFwggRiWro0KGoXbs2oqKiym0TEREBdXV19OvXr0rnvHnzJrKzsz9ThERERERE9CVjYYSIRNWgQQNYWVnh6tWrePXqVan9r169wpUrV6QFFCIiIiIios+JhREiEt2IESNQVFSEU6dOldoXGRmJoqIi6TCaq1evwsXFBUZGRjAyMoKTkxP+7//+T9p+4cKF2Lx5MwBgwIABcHR0lO57+PAhPDw8YGpqim7dumH8+PE4d+6czPMVFBTg559/xoABA6Cvrw9LS0usXLkSr1+//jsunYiIiIiIRMbCCBGJztLSEl999RUiIyNL7YuIiEDr1q1hamqK2NhYODo6Ij09HdOmTcO0adOQnp4OFxcXxMbGAgDs7OwwaNAgAMCiRYvg7u4OALh//z7s7Ozw8OFDTJ06FV5eXpBIJHBzc0NERIT0+X788UccPnwYNjY2WL58OYYMGYJDhw7By8urGjJBRERERETVTUkQBEHsIIiIfvjhB4SGhuL8+fNo1KgRAOD58+ewtLSEm5sbZs6ciQEDBkBJSQknTpyAmpoaACA7OxvDhw8HAMTGxkJVVRX+/v7YvHkzYmNjoaGhAQBwdHTEn3/+ibCwMNSrVw8AIJFI4OzsjMePHyMuLg61a9dGt27d8O2332LZsmXS2DZt2oRz585hz549qF+/fnWmhYiIiIiI/mbsMUJEcsHW1hYSiQQxMTHSbSdPnoQgCLC1tcXvv/+OP//8Ew4ODtKiCACoq6tj4sSJeP78OW7fvl3muTMzM/Hbb7/B0tIS+fn5yMjIQEZGBrKzszFo0CC8fPkSt27dAgC0bNkSERERCA0NlU7g6unpiSNHjrAoQkRERET0BWJhhIjkgqmpKVq1aiUznCY8PBxdunRB+/bt8fTpUwCAlpZWqWO1tbUBAGlpaWWeOzU1FQCwd+9emJmZyfx4e3sDANLT0wEAK1asgCAIWLRoEczMzODg4IBdu3YhJyfn810sERERERHJjVpiB0BEBABKSkqwsbFBcHAwsrKykJOTg5s3b2LhwoUAgIpG/ZXsU1VVLXN/UVERAMDBwQEDBw4ss0379u0BAGZmZoiLi5P+XLhwAd7e3ti1axdCQ0PRuHHj//oaiYiIiIhI/rAwQkRyw9bWFjt27EBcXBwyMjKgoqICGxsbAEDr1q0BAI8ePSp1XHJyMoD3w2DKUnKsiooKevfuLbPv4cOHePr0KerWrYuCggLcvXsXLVu2hI2NDWxsbFBcXIzg4GCsXbsW4eHhMqvcEBERERFRzcehNEQkN3R1ddGxY0fEx8cjLi4OvXr1QvPmzQEAenp6aNasGX755Rfk5uZKj8nNzcX+/fvRrFkz6OvrAwCUld+/tJX0JGnevDn09fVx9OhRPH/+XHpsYWEhFi9ejJkzZ0IikSAzMxN2dnYIDAyUtlFWVoaBgYHMeYmIiIiI6MvBHiNEJFdsbW2xdetW5OfnY/Xq1dLtqqqqWLp0Kby8vPDtt99izJgxAIBff/0VL168gJ+fn7RwUTLcZefOnbCwsMCAAQOwdOlSODs749tvv4W9vT0aNmyI8PBw3LhxA3PmzJGuhDNixAjs378fb9++hZGREbKyshASEoKmTZti2LBh1ZwNIiIiIiL6u3G5XiKSK3/++SesrKxQp04dXLhwodRKMJcuXcLWrVtx69Yt1KpVC926dcO0adNgamoqbZOdnY1Zs2bh6tWr0NDQwMmTJwEAd+7cgb+/P65evQqJRAItLS04OTlh1KhR0mPz8/Oxfft2hIeHIz09HXXr1oWZmRm8vLzQtm3b6kkCERERERFVGxZGiIiIiIiIiEhhccA8ERERERERESksFkaIiIiIiIiISGGxMEJERERERERECouFESIiIiIiIiJSWCyMEBEREREREZHCYmGEiIiIiIiIiBQWCyNEREREREREpLBYGCEiIiIiIiIihcXCCBEREREREREpLBZGiIiIiIiIiEhh/T9soBen8sDBWgAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<Figure size 1296x360 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, (axs1, axs2) = plt.subplots(nrows=1, ncols=2, figsize=(18, 5))\n", | |
"\n", | |
"data_in_arry = dataframe[\"Votes\"].values\n", | |
"\n", | |
"sns.kdeplot(x=data_in_arry, ax=axs1)\n", | |
"\n", | |
"axs1.tick_params(axis=\"x\", rotation=90)\n", | |
"\n", | |
"axs1.set_xlabel('Votes')\n", | |
"axs1.set_ylabel('Probabity Density')\n", | |
"\n", | |
"log_transformed = np.log(data_in_arry+1)\n", | |
"\n", | |
"sns.kdeplot(x=log_transformed, ax=axs2)\n", | |
"\n", | |
"axs2.set_xlabel('Log transformed Votes')\n", | |
"axs2.set_ylabel('Probabity Density')\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "1ca00dca", | |
"metadata": {}, | |
"source": [ | |
"##### Plotting 4 graphs" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 51, | |
"id": "3579fe6e", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1296x864 with 4 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, (axs1, axs2) = plt.subplots(nrows=2, ncols=2, figsize=(18, 12))\n", | |
"\n", | |
"sns.kdeplot(x=\"Votes\", data=dataframe, ax=axs1[0])\n", | |
"\n", | |
"axs1[0].tick_params(axis=\"x\", rotation=90)\n", | |
"\n", | |
"sns.boxplot(x=\"Aggregate rating\", data=dataframe, ax=axs1[1])\n", | |
"\n", | |
"sns.boxplot(y=\"Votes\", x=\"Aggregate rating\", data=dataframe, ax=axs2[0])\n", | |
"\n", | |
"\n", | |
"sns.barplot(\n", | |
" x=\"Aggregate rating\",\n", | |
" y=\"mean_vote\",\n", | |
" data=dataframe.groupby([\"Aggregate rating\"])\n", | |
" .agg(mean_vote=(\"Votes\", \"mean\"))\n", | |
" .reset_index(),\n", | |
" ax=axs2[1],\n", | |
")\n", | |
"\n", | |
"\n", | |
"plt.suptitle('Name of the Cluster')\n", | |
"plt.tight_layout()\n", | |
"plt.show()" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "zomato-ds", | |
"language": "python", | |
"name": "zomato-ds" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.9.5" | |
}, | |
"toc": { | |
"base_numbering": 1, | |
"nav_menu": {}, | |
"number_sections": true, | |
"sideBar": true, | |
"skip_h1_title": false, | |
"title_cell": "Table of Contents", | |
"title_sidebar": "Contents", | |
"toc_cell": false, | |
"toc_position": {}, | |
"toc_section_display": true, | |
"toc_window_display": false | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
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