Copy of Task2.ipynb

{"cells":[{"cell_type":"markdown","metadata":{"id":"DqBGoPXo3sZj"},"source":["#importing the library"]},{"cell_type":"code","execution_count":54,"metadata":{"executionInfo":{"elapsed":1604,"status":"ok","timestamp":1687011904151,"user":{"displayName":"Ritesh Roushan Kumar","userId":"16859930513850428754"},"user_tz":-330},"id":"Z1NMeRKw3znk"},"outputs":[],"source":["import pandas as pd\n","import numpy as np\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","import plotly.express as px\n"]},{"cell_type":"code","execution_count":55,"metadata":{"executionInfo":{"elapsed":2,"status":"ok","timestamp":1687011907104,"user":{"displayName":"Ritesh Roushan Kumar","userId":"16859930513850428754"},"user_tz":-330},"id":"FCBGyMnRBf9C"},"outputs":[],"source":["#read data"]},{"cell_type":"code","execution_count":56,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":9,"status":"ok","timestamp":1687011909310,"user":{"displayName":"Ritesh Roushan Kumar","userId":"16859930513850428754"},"user_tz":-330},"id":"Dbg4iJ2CBkUO","outputId":"3addda99-2b0f-484e-cd48-e14d2fc686cd"},"outputs":[{"name":"stdout","output_type":"stream","text":["           states         Date frequency  unemploymentrate  estimatedemployed  \\\n","0  Andhra Pradesh   31-01-2020         M              5.48           16635535   \n","1  Andhra Pradesh   29-02-2020         M              5.83           16545652   \n","2  Andhra Pradesh   31-03-2020         M              5.79           15881197   \n","3  Andhra Pradesh   30-04-2020         M             20.51           11336911   \n","4  Andhra Pradesh   31-05-2020         M             17.43           12988845   \n","\n","   labourparticipationrate region  longitude  latitude  \n","0                    41.02  South    15.9129     79.74  \n","1                    40.90  South    15.9129     79.74  \n","2                    39.18  South    15.9129     79.74  \n","3                    33.10  South    15.9129     79.74  \n","4                    36.46  South    15.9129     79.74  \n"]}],"source":["df = pd.read_csv('UnemploymentRate.csv')\n","print(df.head())"]},{"cell_type":"code","execution_count":57,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":572,"status":"ok","timestamp":1687011926315,"user":{"displayName":"Ritesh Roushan Kumar","userId":"16859930513850428754"},"user_tz":-330},"id":"a4WbRTKTB_oF","outputId":"225f992f-bc1d-4e95-fe57-c2f92b19d74b"},"outputs":[{"data":{"text/plain":["<bound method DataFrame.info of              states         Date frequency  unemploymentrate  \\\n","0    Andhra Pradesh   31-01-2020         M              5.48   \n","1    Andhra Pradesh   29-02-2020         M              5.83   \n","2    Andhra Pradesh   31-03-2020         M              5.79   \n","3    Andhra Pradesh   30-04-2020         M             20.51   \n","4    Andhra Pradesh   31-05-2020         M             17.43   \n","..              ...          ...       ...               ...   \n","262     West Bengal   30-06-2020         M              7.29   \n","263     West Bengal   31-07-2020         M              6.83   \n","264     West Bengal   31-08-2020         M             14.87   \n","265     West Bengal   30-09-2020         M              9.35   \n","266     West Bengal   31-10-2020         M              9.98   \n","\n","     estimatedemployed  labourparticipationrate region  longitude  latitude  \n","0             16635535                    41.02  South    15.9129    79.740  \n","1             16545652                    40.90  South    15.9129    79.740  \n","2             15881197                    39.18  South    15.9129    79.740  \n","3             11336911                    33.10  South    15.9129    79.740  \n","4             12988845                    36.46  South    15.9129    79.740  \n","..                 ...                      ...    ...        ...       ...  \n","262           30726310                    40.39   East    22.9868    87.855  \n","263           35372506                    46.17   East    22.9868    87.855  \n","264           33298644                    47.48   East    22.9868    87.855  \n","265           35707239                    47.73   East    22.9868    87.855  \n","266           33962549                    45.63   East    22.9868    87.855  \n","\n","[267 rows x 9 columns]>"]},"execution_count":57,"metadata":{},"output_type":"execute_result"}],"source":["df.info"]},{"cell_type":"code","execution_count":58,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":907,"status":"ok","timestamp":1687011940334,"user":{"displayName":"Ritesh Roushan Kumar","userId":"16859930513850428754"},"user_tz":-330},"id":"qE1vsSmbCN8U","outputId":"6151c95a-e36c-4a2d-bc54-b644a0007b94"},"outputs":[{"data":{"text/plain":["<bound method NDFrame.describe of              states         Date frequency  unemploymentrate  \\\n","0    Andhra Pradesh   31-01-2020         M              5.48   \n","1    Andhra Pradesh   29-02-2020         M              5.83   \n","2    Andhra Pradesh   31-03-2020         M              5.79   \n","3    Andhra Pradesh   30-04-2020         M             20.51   \n","4    Andhra Pradesh   31-05-2020         M             17.43   \n","..              ...          ...       ...               ...   \n","262     West Bengal   30-06-2020         M              7.29   \n","263     West Bengal   31-07-2020         M              6.83   \n","264     West Bengal   31-08-2020         M             14.87   \n","265     West Bengal   30-09-2020         M              9.35   \n","266     West Bengal   31-10-2020         M              9.98   \n","\n","     estimatedemployed  labourparticipationrate region  longitude  latitude  \n","0             16635535                    41.02  South    15.9129    79.740  \n","1             16545652                    40.90  South    15.9129    79.740  \n","2             15881197                    39.18  South    15.9129    79.740  \n","3             11336911                    33.10  South    15.9129    79.740  \n","4             12988845                    36.46  South    15.9129    79.740  \n","..                 ...                      ...    ...        ...       ...  \n","262           30726310                    40.39   East    22.9868    87.855  \n","263           35372506                    46.17   East    22.9868    87.855  \n","264           33298644                    47.48   East    22.9868    87.855  \n","265           35707239                    47.73   East    22.9868    87.855  \n","266           33962549                    45.63   East    22.9868    87.855  \n","\n","[267 rows x 9 columns]>"]},"execution_count":58,"metadata":{},"output_type":"execute_result"}],"source":["df.describe"]},{"cell_type":"code","execution_count":59,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":557,"status":"ok","timestamp":1687011945853,"user":{"displayName":"Ritesh Roushan Kumar","userId":"16859930513850428754"},"user_tz":-330},"id":"DqqWaC34CVN-","outputId":"315629cf-0a84-4b75-c392-7c9a48029af2"},"outputs":[{"name":"stdout","output_type":"stream","text":["states                     0\n","Date                       0\n","frequency                  0\n","unemploymentrate           0\n","estimatedemployed          0\n","labourparticipationrate    0\n","region                     0\n","longitude                  0\n","latitude                   0\n","dtype: int64\n"]}],"source":["#checking the null value in dataset\n","print(df.isnull().sum())"]},{"cell_type":"code","execution_count":60,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":931,"status":"ok","timestamp":1687011953419,"user":{"displayName":"Ritesh Roushan Kumar","userId":"16859930513850428754"},"user_tz":-330},"id":"L296cxRkEeFU","outputId":"37b6128a-2731-40ac-cf2e-150327465dac"},"outputs":[{"name":"stdout","output_type":"stream","text":["             states         Date frequency  unemploymentrate  \\\n","0    Andhra Pradesh   31-01-2020         M              5.48   \n","1    Andhra Pradesh   29-02-2020         M              5.83   \n","2    Andhra Pradesh   31-03-2020         M              5.79   \n","3    Andhra Pradesh   30-04-2020         M             20.51   \n","4    Andhra Pradesh   31-05-2020         M             17.43   \n","..              ...          ...       ...               ...   \n","262     West Bengal   30-06-2020         M              7.29   \n","263     West Bengal   31-07-2020         M              6.83   \n","264     West Bengal   31-08-2020         M             14.87   \n","265     West Bengal   30-09-2020         M              9.35   \n","266     West Bengal   31-10-2020         M              9.98   \n","\n","     estimatedemployed  labourparticipationrate region  longitude  latitude  \n","0             16635535                    41.02  South    15.9129    79.740  \n","1             16545652                    40.90  South    15.9129    79.740  \n","2             15881197                    39.18  South    15.9129    79.740  \n","3             11336911                    33.10  South    15.9129    79.740  \n","4             12988845                    36.46  South    15.9129    79.740  \n","..                 ...                      ...    ...        ...       ...  \n","262           30726310                    40.39   East    22.9868    87.855  \n","263           35372506                    46.17   East    22.9868    87.855  \n","264           33298644                    47.48   East    22.9868    87.855  \n","265           35707239                    47.73   East    22.9868    87.855  \n","266           33962549                    45.63   East    22.9868    87.855  \n","\n","[267 rows x 9 columns]\n"]}],"source":["print(df)"]},{"cell_type":"code","execution_count":65,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":472},"executionInfo":{"elapsed":3389,"status":"ok","timestamp":1687012385425,"user":{"displayName":"Ritesh Roushan Kumar","userId":"16859930513850428754"},"user_tz":-330},"id":"g2_o470dLcEQ","outputId":"7ebf53fa-28bd-4cb9-98d9-79ff91b38810"},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Read the data\n","df = pd.read_csv(\"UnemploymentRate.csv\")\n","\n","# Plot the data\n","plt.title(\"Unemployment Rate\")\n","sns.histplot(x=\"unemploymentrate\", hue=\"region\", data=df)\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"i_oChLUFxoPF"},"outputs":[],"source":[]},{"cell_type":"code","execution_count":66,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":472},"executionInfo":{"elapsed":1159,"status":"ok","timestamp":1687012553528,"user":{"displayName":"Ritesh Roushan Kumar","userId":"16859930513850428754"},"user_tz":-330},"id":"Jcyq_2ubyCSp","outputId":"32cf5659-05ca-4d77-e190-c489daf54398"},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Read the data\n","df = pd.read_csv(\"UnemploymentRate.csv\")\n","\n","# Plot the data\n","plt.title(\"Unemployment Rate\")\n","sns.histplot(x=\"estimatedemployed\", hue=\"region\", data=df)\n","plt.show()"]},{"cell_type":"code","execution_count":67,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":677},"executionInfo":{"elapsed":3028,"status":"ok","timestamp":1687012631417,"user":{"displayName":"Ritesh Roushan Kumar","userId":"16859930513850428754"},"user_tz":-330},"id":"pstRtV-kyQM5","outputId":"4aada369-7769-406e-cb80-87c1f9ad093b"},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Read the data\n","df = pd.read_csv(\"UnemploymentRate.csv\")\n","\n","# Plot the data\n","plt.title(\"Unemployment Rate\")\n","sns.histplot(x=\"unemploymentrate\", hue=\"states\", data=df)\n","plt.show()"]},{"cell_type":"code","execution_count":71,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":489},"executionInfo":{"elapsed":20956,"status":"ok","timestamp":1687013116104,"user":{"displayName":"Ritesh Roushan Kumar","userId":"16859930513850428754"},"user_tz":-330},"id":"iM12C8F0zM_R","outputId":"0a023d1f-c535-4196-81d7-97cbef41cf86"},"outputs":[{"name":"stdout","output_type":"stream","text":["Enter the states to plot, separated by commas: Bihar, Goa, Delhi, Assam\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAioAAAHHCAYAAACRAnNyAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAA9SElEQVR4nO3deVhV1f7H8c8BmUcnEBVnRdSc0MwKh5wr0ybLTMnM24Cmmea1bs6l5lyZXRu0a4NmZXWttDTR0kpzuOZY4gCZE6Ygoqiwfn/0cH6dkBICzkLer+fZz+Nee+29v3t5hI97ONthjDECAACwkIe7CwAAAMgLQQUAAFiLoAIAAKxFUAEAANYiqAAAAGsRVAAAgLUIKgAAwFoEFQAAYC2CCgAAsBZBBUCB3XfffapRo4a7ywBwBSOoAIVo7NixcjgcSklJueTyRo0aqV27dsVbFApVRkaGxo4dq4SEhMvqn5CQIIfD4Zw8PT0VFhamO+64Q7t27SpwHc8++6w+/PDDAq8PlBRl3F0AAJQkGRkZGjdunCTlK3Q++uijatmypS5cuKBt27bp5ZdfVkJCgrZv365KlSrlu45nn31Wd9xxh3r27JnvdYGShKACAMUgNjZWd9xxh3M+KipKDz/8sP7zn//oiSeecGNlgN249AO4Uc5lgXfffVfPPPOMqlatKl9fX3Xo0EF79+7N1f+7775T165dFRISIn9/f7Vt21br1q1z6ZNz+enHH3/Uvffeq5CQEFWsWFFPP/20jDFKTk5Wjx49FBwcrEqVKmn69OmXrGnx4sV68sknValSJQUEBOiWW25RcnLyXx7TmTNn9PjjjysyMlI+Pj6KiorStGnT9PsXtbdt21ZNmjS55PpRUVHq0qWLJOnAgQNyOByaNm2a5syZo1q1asnf31+dO3dWcnKyjDGaMGGCqlatKj8/P/Xo0UO//vprrm1+9tlnio2NVUBAgIKCgnTTTTdpx44dLn3uu+8+BQYG6tChQ+rZs6cCAwNVsWJFDR8+XFlZWc56KlasKEkaN26c83LO2LFj/3Jc/ig2NlaSlJiY6NI+bdo0XXvttSpfvrz8/PwUExOj9957z6WPw+HQmTNn9MYbbzhruO+++5zLDx06pPvvv1/h4eHy8fFRw4YN9frrr+e7RsAGBBXAApMnT9bSpUs1fPhwjRo1St9++6369Onj0ufLL79UmzZtlJaWpjFjxujZZ5/VqVOndMMNN2jDhg25tnnXXXcpOztbkydPVqtWrTRx4kTNmjVLnTp1UpUqVTRlyhTVqVNHw4cP19q1a3Ot/8wzz+iTTz7RyJEj9eijj+qLL75Qx44ddfbs2TyPwxijW265RTNnzlTXrl01Y8YMRUVFacSIERo2bJizX9++fbVt2zZt377dZf2NGzc6A9bvvfXWW3rppZc0ePBgPf7441qzZo169eqlf/3rX1q+fLlGjhypf/zjH/rvf/+r4cOHu6y7cOFC3XTTTQoMDNSUKVP09NNPa+fOnbr++ut14MABl75ZWVnq0qWLypcvr2nTpqlt27aaPn265s2bJ0mqWLGi5s6dK0m69dZbtXDhQi1cuFC33XZbnmOSl5x9ly1b1qV99uzZatasmcaPH69nn31WZcqU0Z133qlPPvnE5Zh8fHwUGxvrrOHBBx+UJB09elTXXHONVq5cqUGDBmn27NmqU6eOBgwYoFmzZuW7TsDtDIBCM2bMGCPJHD9+/JLLGzZsaNq2beucX716tZFkoqOjTWZmprN99uzZRpL54YcfjDHGZGdnm7p165ouXbqY7OxsZ7+MjAxTs2ZN06lTp1w1/OMf/3C2Xbx40VStWtU4HA4zefJkZ/vJkyeNn5+fiYuLy1VTlSpVTFpamrP93XffNZLM7NmznW1xcXGmevXqzvkPP/zQSDITJ050Oe477rjDOBwOs3fvXmOMMadOnTK+vr5m5MiRLv0effRRExAQYNLT040xxuzfv99IMhUrVjSnTp1y9hs1apSRZJo0aWIuXLjgbO/du7fx9vY2586dM8YYc/r0aRMaGmoGDhzosp8jR46YkJAQl/a4uDgjyYwfP96lb7NmzUxMTIxz/vjx40aSGTNmjLkcOeP5+uuvm+PHj5tffvnFLF++3NSpU8c4HA6zYcMGl/4ZGRku8+fPnzeNGjUyN9xwg0t7QECAy99bjgEDBpiIiAiTkpLi0n733XebkJCQXNsHbMcZFcAC/fv3l7e3t3M+57LAvn37JElbt27VTz/9pHvuuUcnTpxQSkqKUlJSdObMGXXo0EFr165Vdna2yzYfeOAB5589PT3VokULGWM0YMAAZ3toaKiioqKc+/m9fv36KSgoyDl/xx13KCIiQp9++mmex/Hpp5/K09NTjz76qEv7448/LmOMPvvsM0lSSEiIevTooXfeecd5SSgrK0uLFy9Wz549FRAQ4LL+nXfeqZCQEOd8q1atJEn33nuvypQp49J+/vx5HTp0SJL0xRdf6NSpU+rdu7dzzFJSUuTp6alWrVpp9erVuY7hoYcecpmPjY295Pjk1/3336+KFSuqcuXK6tq1q1JTU7Vw4UK1bNnSpZ+fn5/zzydPnlRqaqpiY2O1efPmv9yHMUbvv/++unfvLmOMyzF36dJFqampl7UdwCbcTAsUM4fDkautWrVqLvM5lwNOnjwpSfrpp58kSXFxcXluNzU11eUywh+3GRISIl9fX1WoUCFX+4kTJ3Jtr27durnqrlOnTq7LJb938OBBVa5c2SXgSFJ0dLRzeY5+/fpp8eLF+uqrr9SmTRutXLlSR48eVd++fXNt91LHIkmRkZGXbP/juN1www2XrDc4ONhl3tfX13kPSo6yZcs6t/d3jB49WrGxsUpPT9fSpUu1aNEieXjk/r/ismXLNHHiRG3dulWZmZnO9kt9bv7o+PHjOnXqlObNm+e8XPVHx44dK/hBAG5AUAEKka+vryTleR9HRkaGs8/veXp6XrJ/ztmGnLMlU6dOVdOmTS/ZNzAw8C+3+Vf7KU5dunRReHi43nzzTbVp00ZvvvmmKlWqpI4dO+bqm1fdlztuCxcuvOQjwL8/G/Nn2ysMV111lfPYevbsqYyMDA0cOFDXX3+9M3B99dVXuuWWW9SmTRu99NJLioiIkJeXl+bPn6+33377L/eRc7z33ntvnqG2cePGhXREQPEgqACFqHr16pKkPXv25PrffkZGhpKTk9W5c+d8b7d27dqSfjsDcKlf5EUh52xEDmOM9u7d+6e/6KpXr66VK1fq9OnTLmdVdu/e7Vyew9PTU/fcc48WLFigKVOm6MMPP9TAgQMLNSzkjFtYWFihjdvlnNm4HDk3UD/zzDN6+eWXJUnvv/++fH19tWLFCvn4+Dj7zp8//7LqqFixooKCgpSVlVVsnxOgqHGPClCIOnToIG9vb82dOzfXPSPz5s3TxYsX1a1bt3xvNyYmRrVr19a0adOUnp6ea/nx48cLXHNe/vOf/+j06dPO+ffee0+HDx/+0/pvvPFGZWVl6cUXX3RpnzlzphwOR651+/btq5MnT+rBBx9Uenp6rqd9/q4uXbooODhYzz77rC5cuJBreUHGzd/fX5J06tSpv1Vb7dq1dfvtt2vBggU6cuSIpN/Cm8PhcD4OLf32dNClvoE2ICAgVw2enp66/fbb9f777+d6okoqms8JUNQ4owIUorCwMI0ePVr/+te/1KZNG91yyy3y9/fX+vXr9c4776hz587q3r17vrfr4eGhV199Vd26dVPDhg3Vv39/ValSRYcOHdLq1asVHBys//73v4V6LOXKldP111+v/v376+jRo5o1a5bq1KmjgQMH5rlO9+7d1b59ez311FM6cOCAmjRpos8//1wfffSRhg4d6jzDkaNZs2Zq1KiRlixZoujoaDVv3rxQjyE4OFhz585V37591bx5c919992qWLGikpKS9Mknn+i6667LFar+ip+fnxo0aKDFixerXr16KleunBo1aqRGjRrlu74RI0bo3Xff1axZszR58mTddNNNmjFjhrp27ap77rlHx44d05w5c1SnTh1t27bNZd2YmBitXLlSM2bMUOXKlVWzZk21atVKkydP1urVq9WqVSsNHDhQDRo00K+//qrNmzdr5cqVl/yeGcBqbnveCLiCvfnmm+aaa64xAQEBxsfHx9SvX9+MGzfO+dhsjpxHV5csWeLSnvNY7vz5813at2zZYm677TZTvnx54+PjY6pXr2569eplVq1a5eyT1yPScXFxJiAgIFetbdu2NQ0bNsxV0zvvvGNGjRplwsLCjJ+fn7npppvMwYMHc23z948nG/PbI8GPPfaYqVy5svHy8jJ169Y1U6dOdXms+veee+45I8k8++yzuZbljMPUqVNd2vMat/nz5xtJZuPGjbn6d+nSxYSEhBhfX19Tu3Ztc99995nvv//+L8cnZzx/b/369SYmJsZ4e3v/5aPKedWao127diY4ONj5+PVrr71m6tat6/zczJ8//5I17N6927Rp08b4+fkZSS6PKh89etTEx8ebyMhI4+XlZSpVqmQ6dOhg5s2bl2edgK0cxrjhLjoA1kpISFD79u21ZMkSl698LyqzZ8/WY489pgMHDuR6ugcAuEcFgNsYY/Taa6+pbdu2hBQAl8Q9KgCK3ZkzZ/Txxx9r9erV+uGHH/TRRx+5uyQAliKoACh2x48f1z333KPQ0FA9+eSTuuWWW9xdEgBLcY8KAACwFveoAAAAaxFUAACAtUr0PSrZ2dn65ZdfFBQUVGhfaw0AAIqWMUanT59W5cqVL/lyzt8r0UHll19+yfU+FQAAUDIkJyeratWqf9qnRAeVnJeeJScn53pdOwAAsFNaWpoiIyNdXl6alxIdVHIu9wQHBxNUAAAoYS7ntg1upgUAANYiqAAAAGsRVAAAgLVK9D0qlysrK0sXLlxwdxklhpeXlzw9Pd1dBgAAV3ZQMcboyJEjOnXqlLtLKXFCQ0NVqVIlvp8GAOBWV3RQyQkpYWFh8vf355fuZTDGKCMjQ8eOHZMkRUREuLkiAEBpdsUGlaysLGdIKV++vLvLKVH8/PwkSceOHVNYWBiXgQAAbnPF3kybc0+Kv7+/myspmXLGjXt7AADudMUGlRxc7ikYxg0AYIMrPqgAAICSy61BZezYsXI4HC5T/fr13VlSsatRo4ZmzZrl7jIAALCS22+mbdiwoVauXOmcL1PG7SUVq40bNyogIMDdZQAAYCW3p4IyZcqoUqVK7i4j386fPy9vb++/vZ2KFSsWQjUAAFyZ3H6Pyk8//aTKlSurVq1a6tOnj5KSktxd0iW1a9dOgwYN0tChQ1WhQgV16dJF27dvV7du3RQYGKjw8HD17dtXKSkpznVOnz6tPn36KCAgQBEREZo5c6batWunoUOHOvv88dJPUlKSevToocDAQAUHB6tXr146evSoc/nYsWPVtGlTLVy4UDVq1FBISIjuvvtunT59ujiGAQCAYuXWMyqtWrXSggULFBUVpcOHD2vcuHGKjY3V9u3bFRQUlKt/ZmamMjMznfNpaWnFWa7eeOMNPfzww1q3bp1OnTqlG264QQ888IBmzpyps2fPauTIkerVq5e+/PJLSdKwYcO0bt06ffzxxwoPD9fo0aO1efNmNW3a9JLbz87OdoaUNWvW6OLFi4qPj9ddd92lhIQEZ7/ExER9+OGHWrZsmU6ePKlevXpp8uTJeuaZZ4phFACgZEtKSnL5TyX+XIUKFVStWjX3FWAscvLkSRMcHGxeffXVSy4fM2aMkZRrSk1NzdX37NmzZufOnebs2bOFUlvbtm1Ns2bNnPMTJkwwnTt3dumTnJxsJJk9e/aYtLQ04+XlZZYsWeJcfurUKePv72+GDBnibKtevbqZOXOmMcaYzz//3Hh6epqkpCTn8h07dhhJZsOGDcaY38bA39/fpKWlOfuMGDHCtGrVqlCOM0dhjx8A2ODgwYPGz9//kr9LmC49+fn7m4MHDxbq30Nqamqev7//yO33qPxeaGio6tWrp717915y+ahRozRs2DDnfFpamiIjI4urPMXExDj//L///U+rV69WYGBgrn6JiYk6e/asLly4oKuvvtrZHhISoqioqDy3v2vXLkVGRrocU4MGDRQaGqpdu3apZcuWkn67XPT7M04RERHOr7wHAOQtJSVFZzMy1GfkVIVXq+3ucqx3NClRb00ZoZSUFLedVbEqqKSnpysxMVF9+/a95HIfHx/5+PgUc1X/7/dP56Snp6t79+6aMmVKrn4RERF5hq3C4OXl5TLvcDiUnZ1dZPsDgCtNeLXaqlq3obvLwGVw6820w4cP15o1a3TgwAGtX79et956qzw9PdW7d293lnVZmjdvrh07dqhGjRqqU6eOyxQQEKBatWrJy8tLGzdudK6TmpqqH3/8Mc9tRkdHKzk5WcnJyc62nTt36tSpU2rQoEGRHg8AADZya1D5+eef1bt3b0VFRalXr14qX768vv322xLxyG58fLx+/fVX9e7dWxs3blRiYqJWrFih/v37KysrS0FBQYqLi9OIESO0evVq7dixQwMGDJCHh0eeX0/fsWNHXXXVVerTp482b96sDRs2qF+/fmrbtq1atGhRzEcIAID7ufXSz6JFi9y5+7+lcuXKWrdunUaOHKnOnTsrMzNT1atXV9euXeXh8Vv+mzFjhh566CHdfPPNCg4O1hNPPKHk5GT5+vpecpsOh0MfffSRBg8erDZt2sjDw0Ndu3bVCy+8UJyHBgCANRzGGOPuIgoqLS1NISEhSk1NVXBwsMuyc+fOaf/+/apZs2aewaC4nTlzRlWqVNH06dM1YMAAd5fzp2wcPwD4uzZv3qyYmBgNm/MB96hchp9/2qEZ8bdp06ZNat68eaFt989+f/+RVTfTXmm2bNmi3bt36+qrr1ZqaqrGjx8vSerRo4ebKwMAoGQgqBSxadOmac+ePfL29lZMTIy++uorVahQwd1lAQBQIhBUilCzZs20adMmd5cBAECJ5fZ3/QAAAOSFoAIAAKxFUAEAANYiqAAAAGsRVAAAgLUIKgAAwFql8vHkpKQkpaSkFMu+KlSo4LZXYwMAUNKVuqCSlJSk+tHROpuRUSz78/P31+5du/IVVu677z698cYbudq7dOmi5cuX/616EhIS1L59e508eVKhoaF/a1sAABS1UhdUUlJSdDYjQ31GTlV4tdpFuq+jSYl6a8oIpaSk5PusSteuXTV//nyXNh8fn8IsDwAA65W6oJIjvFptq19I5ePjo0qVKl1y2YwZMzR//nzt27dP5cqVU/fu3fXcc88pMDBQknTw4EENGjRIX3/9tc6fP68aNWpo6tSpatCggdq3by9JKlu2rCQpLi5OCxYsKJZjAgAgv0ptUCnJPDw89Pzzz6tmzZrat2+fHnnkET3xxBN66aWXJEnx8fE6f/681q5dq4CAAO3cuVOBgYGKjIzU+++/r9tvv1179uxRcHCw/Pz83Hw0AADkjaBiqWXLljnPkOR48skn9eSTT2ro0KHOtho1amjixIl66KGHnEElKSlJt99+u6666ipJUq1atZz9y5UrJ0kKCwvjHhUAgPUIKpZq37695s6d69KWEzJWrlypSZMmaffu3UpLS9PFixd17tw5ZWRkyN/fX48++qgefvhhff755+rYsaNuv/12NW7c2B2HAQDA38L3qFgqICBAderUcZnKlSunAwcO6Oabb1bjxo31/vvva9OmTZozZ44k6fz585KkBx54QPv27VPfvn31ww8/qEWLFnrhhRfceTgAABQIQaWE2bRpk7KzszV9+nRdc801qlevnn755Zdc/SIjI/XQQw/pgw8+0OOPP65XXnlFkuTt7S1JysrKKta6AQAoCC79WCozM1NHjhxxaStTpozq1KmjCxcu6IUXXlD37t21bt06vfzyyy79hg4dqm7duqlevXo6efKkVq9erejoaElS9erV5XA4tGzZMt14443y8/PLdS8MAAC2KLVB5WhSotX7WL58uSIiIlzaoqKitHv3bs2YMUNTpkzRqFGj1KZNG02aNEn9+vVz9svKylJ8fLx+/vlnBQcHq2vXrpo5c6YkqUqVKho3bpz++c9/qn///urXrx+PJwMArOUwxhh3F1FQaWlpCgkJUWpqqoKDg12WnTt3Tvv371fNmjXl6+vrbC8J30xrg7zGDwBKss2bNysmJkbD5nxg9Xdp2eLnn3ZoRvxt2rRpk5o3b15o2/2z399/VOrOqFSrVk27d+3iXT8AAJQApS6oSL+FFcIDAAD246kfAABgLYIKAACw1hUfVErwvcJuxbgBAGxwxQYVLy8vSVJGMT3dc6XJGbeccQQAwB2u2JtpPT09FRoaqmPHjkmS/P395XA43FyV/YwxysjI0LFjxxQaGipPT093lwQAKMWu2KAiSZUqVZIkZ1jB5QsNDXWOHwAA7nJFBxWHw6GIiAiFhYXpwoUL7i6nxPDy8uJMCgDACld0UMnh6enJL14AAEqgK/ZmWgAAUPIRVAAAgLUIKgAAwFoEFQAAYC2CCgAAsBZBBQAAWIugAgAArEVQAQAA1iKoAAAAaxFUAACAtQgqAADAWgQVAABgLYIKAACwFkEFAABYi6ACAACsRVABAADWIqgAAABrEVQAAIC1CCoAAMBaBBUAAGAtggoAALAWQQUAAFiLoAIAAKxFUAEAANYiqAAAAGsRVAAAgLUIKgAAwFoEFQAAYC1rgsrkyZPlcDg0dOhQd5cCAAAsYUVQ2bhxo/7973+rcePG7i4FAABYxO1BJT09XX369NErr7yismXLurscAABgEbcHlfj4eN10003q2LHjX/bNzMxUWlqaywQAAK5cZdy580WLFmnz5s3auHHjZfWfNGmSxo0bV8RVAQAAW7jtjEpycrKGDBmit956S76+vpe1zqhRo5SamuqckpOTi7hKAADgTm47o7Jp0yYdO3ZMzZs3d7ZlZWVp7dq1evHFF5WZmSlPT0+XdXx8fOTj41PcpQIAADdxW1Dp0KGDfvjhB5e2/v37q379+ho5cmSukAIAAEoftwWVoKAgNWrUyKUtICBA5cuXz9UOAABKJ7c/9QMAAJAXtz7180cJCQnuLgEAAFiEMyoAAMBaBBUAAGAtggoAALAWQQUAAFiLoAIAAKxFUAEAANYiqAAAAGsRVAAAgLUIKgAAwFoEFQAAYC2CCgAAsBZBBQAAWIugAgAArEVQAQAA1iKoAAAAaxFUAACAtQgqAADAWgQVAABgLYIKAACwFkEFAABYi6ACAACsRVABAADWIqgAAABrEVQAAIC1CCoAAMBaBBUAAGAtggoAALAWQQUAAFiLoAIAAKxFUAEAANYiqAAAAGsRVAAAgLUIKgAAwFoEFQAAYC2CCgAAsBZBBQAAWIugAgAArEVQAQAA1iKoAAAAaxFUAACAtQgqAADAWgQVAABgLYIKAACwFkEFAABYi6ACAACsRVABAADWIqgAAABrEVQAAIC1CCoAAMBaBBUAAGAtggoAALAWQQUAAFiLoAIAAKxFUAEAANYiqAAAAGsRVAAAgLUIKgAAwFoEFQAAYC2CCgAAsJZbg8rcuXPVuHFjBQcHKzg4WK1bt9Znn33mzpIAAIBF3BpUqlatqsmTJ2vTpk36/vvvdcMNN6hHjx7asWOHO8sCAACWKOPOnXfv3t1l/plnntHcuXP17bffqmHDhm6qCgAA2MKtQeX3srKytGTJEp05c0atW7d2dzkAAMACbg8qP/zwg1q3bq1z584pMDBQS5cuVYMGDS7ZNzMzU5mZmc75tLS04ioTAKyWlJSklJQUd5dhvV27drm7BOST24NKVFSUtm7dqtTUVL333nuKi4vTmjVrLhlWJk2apHHjxrmhSgCwV1JSkupHR+tsRoa7Sykx0tPT3V0CLpPbg4q3t7fq1KkjSYqJidHGjRs1e/Zs/fvf/87Vd9SoURo2bJhzPi0tTZGRkcVWKwDYKCUlRWczMtRn5FSFV6vt7nKstmvDGn32xmydO3fO3aXgMrk9qPxRdna2y+Wd3/Px8ZGPj08xVwQAJUN4tdqqWpcHEf7M0aREd5eAfHJrUBk1apS6deumatWq6fTp03r77beVkJCgFStWuLMsAABgCbcGlWPHjqlfv346fPiwQkJC1LhxY61YsUKdOnVyZ1kAAMASbg0qr732mjt3DwAALMe7fgAAgLUIKgAAwFoFCiq1atXSiRMncrWfOnVKtWrV+ttFAQAASAUMKgcOHFBWVlau9szMTB06dOhvFwUAACDl82bajz/+2PnnFStWKCQkxDmflZWlVatWqUaNGoVWHAAAKN3yFVR69uwpSXI4HIqLi3NZ5uXlpRo1amj69OmFVhwAACjd8hVUsrOzJUk1a9bUxo0bVaFChSIpCgAAQCrg96js37+/sOsAAADIpcBf+LZq1SqtWrVKx44dc55pyfH666//7cIAAAAKFFTGjRun8ePHq0WLFoqIiJDD4SjsugAAAAoWVF5++WUtWLBAffv2Lex6AAAAnAr0PSrnz5/XtddeW9i1AAAAuChQUHnggQf09ttvF3YtAAAALgp06efcuXOaN2+eVq5cqcaNG8vLy8tl+YwZMwqlOAAAULoVKKhs27ZNTZs2lSRt377dZRk31gIAgMJSoKCyevXqwq4DAAAglwLdowIAAFAcCnRGpX379n96iefLL78scEEAAAA5ChRUcu5PyXHhwgVt3bpV27dvz/WyQgAAgIIqUFCZOXPmJdvHjh2r9PT0v1UQAABAjkK9R+Xee+/lPT8AAKDQFGpQ+eabb+Tr61uYmwQAAKVYgS793HbbbS7zxhgdPnxY33//vZ5++ulCKQwAAKBAQSUkJMRl3sPDQ1FRURo/frw6d+5cKIUBAAAUKKjMnz+/sOsAAADIpUBBJcemTZu0a9cuSVLDhg3VrFmzQikKAABAKmBQOXbsmO6++24lJCQoNDRUknTq1Cm1b99eixYtUsWKFQuzRgAAUEoV6KmfwYMH6/Tp09qxY4d+/fVX/frrr9q+fbvS0tL06KOPFnaNAACglCrQGZXly5dr5cqVio6OdrY1aNBAc+bM4WZaAABQaAp0RiU7O1teXl652r28vJSdnf23iwIAAJAKGFRuuOEGDRkyRL/88ouz7dChQ3rsscfUoUOHQisOAACUbgUKKi+++KLS0tJUo0YN1a5dW7Vr11bNmjWVlpamF154obBrBAAApVSB7lGJjIzU5s2btXLlSu3evVuSFB0drY4dOxZqcQAAoHTL1xmVL7/8Ug0aNFBaWpocDoc6deqkwYMHa/DgwWrZsqUaNmyor776qqhqBQAApUy+gsqsWbM0cOBABQcH51oWEhKiBx98UDNmzCi04gAAQOmWr6Dyv//9T127ds1zeefOnbVp06a/XRQAAICUz6By9OjRSz6WnKNMmTI6fvz43y4KAABAymdQqVKlirZv357n8m3btikiIuJvFwUAACDlM6jceOONevrpp3Xu3Llcy86ePasxY8bo5ptvLrTiAABA6Zavx5P/9a9/6YMPPlC9evU0aNAgRUVFSZJ2796tOXPmKCsrS0899VSRFAoAAEqffAWV8PBwrV+/Xg8//LBGjRolY4wkyeFwqEuXLpozZ47Cw8OLpFAAAFD65PsL36pXr65PP/1UJ0+e1N69e2WMUd26dVW2bNmiqA8AAJRiBfpmWkkqW7asWrZsWZi1AAAAuCjQu34AAACKA0EFAABYi6ACAACsRVABAADWIqgAAABrEVQAAIC1CCoAAMBaBBUAAGAtggoAALAWQQUAAFiLoAIAAKxFUAEAANYiqAAAAGsRVAAAgLUIKgAAwFoEFQAAYC2CCgAAsJZbg8qkSZPUsmVLBQUFKSwsTD179tSePXvcWRIAALCIW4PKmjVrFB8fr2+//VZffPGFLly4oM6dO+vMmTPuLAsAAFiijDt3vnz5cpf5BQsWKCwsTJs2bVKbNm3cVBUAALCFW4PKH6WmpkqSypUrd8nlmZmZyszMdM6npaUVaT1JSUlKSUkp0n1cKSpUqKBq1aq5uwwAwBXGmqCSnZ2toUOH6rrrrlOjRo0u2WfSpEkaN25csdSTlJSk+tHROpuRUSz7K+n8/P21e9cuwgoAoFBZE1Ti4+O1fft2ff3113n2GTVqlIYNG+acT0tLU2RkZJHUk5KSorMZGeozcqrCq9Uukn1cKY4mJeqtKSOUkpJCUAEAFCorgsqgQYO0bNkyrV27VlWrVs2zn4+Pj3x8fIqxMim8Wm1VrduwWPcJAAB+49agYozR4MGDtXTpUiUkJKhmzZruLAcAAFjGrUElPj5eb7/9tj766CMFBQXpyJEjkqSQkBD5+fm5szQAAGABt36Pyty5c5Wamqp27dopIiLCOS1evNidZQEAAEu4/dIPAABAXnjXDwAAsBZBBQAAWIugAgAArEVQAQAA1iKoAAAAaxFUAACAtQgqAADAWgQVAABgLYIKAACwFkEFAABYi6ACAACsRVABAADWIqgAAABrEVQAAIC1CCoAAMBaBBUAAGAtggoAALAWQQUAAFiLoAIAAKxFUAEAANYiqAAAAGsRVAAAgLUIKgAAwFoEFQAAYC2CCgAAsBZBBQAAWIugAgAArEVQAQAA1iKoAAAAaxFUAACAtQgqAADAWgQVAABgLYIKAACwFkEFAABYi6ACAACsRVABAADWIqgAAABrEVQAAIC1CCoAAMBaBBUAAGAtggoAALAWQQUAAFiLoAIAAKxFUAEAANYiqAAAAGsRVAAAgLUIKgAAwFoEFQAAYC2CCgAAsBZBBQAAWIugAgAArEVQAQAA1iKoAAAAaxFUAACAtQgqAADAWgQVAABgLYIKAACwFkEFAABYi6ACAACs5dagsnbtWnXv3l2VK1eWw+HQhx9+6M5yAACAZdwaVM6cOaMmTZpozpw57iwDAABYqow7d96tWzd169bNnSUAAACLuTWo5FdmZqYyMzOd82lpaW6sBgAAFLUSdTPtpEmTFBIS4pwiIyPdXRIAAChCJSqojBo1Sqmpqc4pOTnZ3SUBAIAiVKIu/fj4+MjHx8fdZQAAgGJSos6oAACA0sWtZ1TS09O1d+9e5/z+/fu1detWlStXTtWqVXNjZQAAwAZuDSrff/+92rdv75wfNmyYJCkuLk4LFixwU1UAAMAWbg0q7dq1kzHGnSUAAACLcY8KAACwFkEFAABYi6ACAACsRVABAADWIqgAAABrEVQAAIC1CCoAAMBaBBUAAGAtggoAALAWQQUAAFiLoAIAAKxFUAEAANYiqAAAAGsRVAAAgLUIKgAAwFoEFQAAYC2CCgAAsBZBBQAAWIugAgAArEVQAQAA1iKoAAAAaxFUAACAtQgqAADAWgQVAABgLYIKAACwFkEFAABYi6ACAACsRVABAADWIqgAAABrEVQAAIC1CCoAAMBaBBUAAGAtggoAALAWQQUAAFiLoAIAAKxFUAEAANYiqAAAAGsRVAAAgLUIKgAAwFoEFQAAYC2CCgAAsBZBBQAAWIugAgAArEVQAQAA1iKoAAAAaxFUAACAtQgqAADAWgQVAABgLYIKAACwFkEFAABYi6ACAACsRVABAADWIqgAAABrEVQAAIC1CCoAAMBaBBUAAGAtggoAALAWQQUAAFiLoAIAAKxlRVCZM2eOatSoIV9fX7Vq1UobNmxwd0kAAMACbg8qixcv1rBhwzRmzBht3rxZTZo0UZcuXXTs2DF3lwYAANzM7UFlxowZGjhwoPr3768GDRro5Zdflr+/v15//XV3lwYAANzMrUHl/Pnz2rRpkzp27Ohs8/DwUMeOHfXNN9+4sTIAAGCDMu7ceUpKirKyshQeHu7SHh4ert27d+fqn5mZqczMTOd8amqqJCktLa3Qa0tPT5ck/fzTDmWezSj07V9Jjv+8X5K0adMm57ghbx4eHsrOznZ3GSUCY3V59uzZI4mfV5fjaFKiJOnIgR+VGODv5mrsl/PzPT09vVB/1+Zsyxjz152NGx06dMhIMuvXr3dpHzFihLn66qtz9R8zZoyRxMTExMTExHQFTMnJyX+ZFdx6RqVChQry9PTU0aNHXdqPHj2qSpUq5eo/atQoDRs2zDmfnZ2tX3/9VeXLl5fD4SiUmtLS0hQZGank5GQFBwcXyjZLK8ay8DCWhYexLDyMZeEpbWNpjNHp06dVuXLlv+zr1qDi7e2tmJgYrVq1Sj179pT0W/hYtWqVBg0alKu/j4+PfHx8XNpCQ0OLpLbg4OBS8WEpDoxl4WEsCw9jWXgYy8JTmsYyJCTksvq5NahI0rBhwxQXF6cWLVro6quv1qxZs3TmzBn179/f3aUBAAA3c3tQueuuu3T8+HGNHj1aR44cUdOmTbV8+fJcN9gCAIDSx+1BRZIGDRp0yUs97uDj46MxY8bkusSE/GMsCw9jWXgYy8LDWBYexjJvDmMu59kgAACA4uf2b6YFAADIC0EFAABYi6ACAACsRVABAADWKlVBZe3aterevbsqV64sh8OhDz/88C/XyczM1FNPPaXq1avLx8dHNWrU4M3OKthYvvXWW2rSpIn8/f0VERGh+++/XydOnCj6Yi03adIktWzZUkFBQQoLC1PPnj2d7275M0uWLFH9+vXl6+urq666Sp9++mkxVGu3gozlK6+8otjYWJUtW1Zly5ZVx44dtWHDhmKq2F4F/VzmWLRokRwOh/PLPEuzgo7lqVOnFB8fr4iICPn4+KhevXql8t95qQoqZ86cUZMmTTRnzpzLXqdXr15atWqVXnvtNe3Zs0fvvPOOoqKiirDKkiG/Y7lu3Tr169dPAwYM0I4dO7RkyRJt2LBBAwcOLOJK7bdmzRrFx8fr22+/1RdffKELFy6oc+fOOnPmTJ7rrF+/Xr1799aAAQO0ZcsW9ezZUz179tT27duLsXL7FGQsExIS1Lt3b61evVrffPONIiMj1blzZx06dKgYK7dPQcYyx4EDBzR8+HDFxsYWQ6X2K8hYnj9/Xp06ddKBAwf03nvvac+ePXrllVdUpUqVYqzcEoXzesGSR5JZunTpn/b57LPPTEhIiDlx4kTxFFVCXc5YTp061dSqVcul7fnnnzdVqlQpwspKpmPHjhlJZs2aNXn26dWrl7nppptc2lq1amUefPDBoi6vRLmcsfyjixcvmqCgIPPGG28UYWUlz+WO5cWLF821115rXn31VRMXF2d69OhRPAWWIJczlnPnzjW1atUy58+fL8bK7FSqzqjk18cff6wWLVroueeeU5UqVVSvXj0NHz5cZ8+edXdpJU7r1q2VnJysTz/9VMYYHT16VO+9955uvPFGd5dmndTUVElSuXLl8uzzzTffqGPHji5tXbp00TfffFOktZU0lzOWf5SRkaELFy7ka53S4HLHcvz48QoLC9OAAQOKo6wS6XLG8uOPP1br1q0VHx+v8PBwNWrUSM8++6yysrKKq0xrWPHNtLbat2+fvv76a/n6+mrp0qVKSUnRI488ohMnTmj+/PnuLq9Eue666/TWW2/prrvu0rlz53Tx4kV17949X5fhSoPs7GwNHTpU1113nRo1apRnvyNHjuR6zUR4eLiOHDlS1CWWGJc7ln80cuRIVa5cOVcQLM0udyy//vprvfbaa9q6dWvxFVfCXO5Y7tu3T19++aX69OmjTz/9VHv37tUjjzyiCxcuaMyYMcVYsfsRVP5Edna2HA6H3nrrLedbHmfMmKE77rhDL730kvz8/NxcYcmxc+dODRkyRKNHj1aXLl10+PBhjRgxQg899JBee+01d5dnjfj4eG3fvl1ff/21u0sp8QoylpMnT9aiRYuUkJAgX1/fIqyuZLmcsTx9+rT69u2rV155RRUqVCjG6kqWy/1cZmdnKywsTPPmzZOnp6diYmJ06NAhTZ06laCC/xcREaEqVaq4vIo6Ojpaxhj9/PPPqlu3rhurK1kmTZqk6667TiNGjJAkNW7cWAEBAYqNjdXEiRMVERHh5grdb9CgQVq2bJnWrl2rqlWr/mnfSpUq6ejRoy5tR48eVaVKlYqyxBIjP2OZY9q0aZo8ebJWrlypxo0bF3GFJcfljmViYqIOHDig7t27O9uys7MlSWXKlNGePXtUu3btIq/XZvn5XEZERMjLy0uenp7OtujoaB05ckTnz5+Xt7d3UZdrDe5R+RPXXXedfvnlF6WnpzvbfvzxR3l4eFz2Dz/8JiMjQx4erh+3nH+AppS/bsoYo0GDBmnp0qX68ssvVbNmzb9cp3Xr1lq1apVL2xdffKHWrVsXVZklQkHGUpKee+45TZgwQcuXL1eLFi2KuMqSIb9jWb9+ff3www/aunWrc7rlllvUvn17bd26VZGRkcVUuX0K8rm87rrrtHfvXmfYk377/RMREVGqQoqk0vXUz+nTp82WLVvMli1bjCQzY8YMs2XLFnPw4EFjjDH//Oc/Td++fV36V61a1dxxxx1mx44dZs2aNaZu3brmgQcecNchWCO/Yzl//nxTpkwZ89JLL5nExETz9ddfmxYtWpirr77aXYdgjYcfftiEhISYhIQEc/jwYeeUkZHh7NO3b1/zz3/+0zm/bt06U6ZMGTNt2jSza9cuM2bMGOPl5WV++OEHdxyCNQoylpMnTzbe3t7mvffec1nn9OnT7jgEaxRkLP+Ip35+U5CxTEpKMkFBQWbQoEFmz549ZtmyZSYsLMxMnDjRHYfgVqUqqKxevdpIyjXFxcUZY377R9W2bVuXdXbt2mU6duxo/Pz8TNWqVc2wYcNcPlylVUHG8vnnnzcNGjQwfn5+JiIiwvTp08f8/PPPxV+8ZS41jpLM/PnznX3atm3rHNsc7777rqlXr57x9vY2DRs2NJ988knxFm6hgoxl9erVL7nOmDFjir1+mxT0c/l7BJXfFHQs169fb1q1amV8fHxMrVq1zDPPPGMuXrxYvMVbwGFMKT/vDgAArMU9KgAAwFoEFQAAYC2CCgAAsBZBBQAAWIugAgAArEVQAQAA1iKoAAAAaxFUgCvYfffdp549e7q7jHyxqeYaNWpo1qxZ7i5D7dq109ChQ91dBkqZtWvXqnv37qpcubIcDoc+/PDDfK0/duxYORyOXFNAQEC+tkNQAa4ABw4ckMPh0NatW13aZ8+erQULFhT5/m0KFwAKx5kzZ9SkSRPNmTOnQOsPHz5chw8fdpkaNGigO++8M1/bIagAV7CQkBCFhoa6uwwAJVC3bt00ceJE3XrrrZdcnpmZqeHDh6tKlSoKCAhQq1atlJCQ4FweGBioSpUqOaejR49q586dGjBgQL7qIKgAFsnOztakSZNUs2ZN+fn5qUmTJnrvvfckSSdPnlSfPn1UsWJF+fn5qW7dupo/f74kOd/G2qxZMzkcDrVr105S7jMd7dq10+DBgzV06FCVLVtW4eHheuWVV3TmzBn1799fQUFBqlOnjj777DPnOllZWRowYICzpqioKM2ePdu5fOzYsXrjjTf00UcfOU/t5vywSk5OVq9evRQaGqpy5cqpR48eOnDggMu2hw0bptDQUJUvX15PPPFErrdp/9mYSFJCQoIcDodWrFihZs2ayc/PTzfccIOOHTumzz77TNHR0QoODtY999yjjIwMl7EYNGiQBg0apJCQEFWoUEFPP/30n77NOykpST169FBgYKCCg4PVq1cvHT16VNJvZ7U8PDz0/fffu6wza9YsVa9e3fkW3O3bt6tbt24KDAxUeHi4+vbtq5SUFGf/M2fOqF+/fgoMDFRERISmT5+eZz2AOw0aNEjffPONFi1apG3btunOO+9U165d9dNPP12y/6uvvqp69eopNjY2fzty76uGAPzexIkTTf369c3y5ctNYmKimT9/vvHx8TEJCQkmPj7eNG3a1GzcuNHs37/ffPHFF+bjjz82xhizYcMGI8msXLnSHD582Jw4ccIYk/ulcG3btjVBQUFmwoQJ5scffzQTJkwwnp6eplu3bmbevHnmxx9/NA8//LApX768OXPmjDHGmPPnz5vRo0ebjRs3mn379pk333zT+Pv7m8WLFxtjfnuTdq9evUzXrl2db4XNzMw058+fN9HR0eb+++8327ZtMzt37jT33HOPiYqKMpmZmcYYY6ZMmWLKli1r3n//fbNz504zYMAAExQU5FLzn42JMf//gsxrrrnGfP3112bz5s2mTp06pm3btqZz585m8+bNZu3ataZ8+fJm8uTJLmMRGBhohgwZYnbv3u08rnnz5jn7VK9e3cycOdMYY0xWVpZp2rSpuf766833339vvv32WxMTE+Py8s1OnTqZRx55xOXvtHHjxmb06NHGGGNOnjxpKlasaEaNGmV27dplNm/ebDp16mTat2/v7P/www+batWqmZUrV5pt27aZm2++2QQFBZkhQ4bk9+MEFBpJZunSpc75gwcPGk9PT3Po0CGXfh06dDCjRo3Ktf7Zs2dN2bJlzZQpU/K/73yvAaBInDt3zvj7+5v169e7tA8YMMD07t3bdO/e3fTv3/+S6+7fv99IMlu2bHFpv1RQuf76653zFy9eNAEBAaZv377OtsOHDxtJ5ptvvsmz1vj4eHP77bfnuR9jjFm4cKGJiooy2dnZzrbMzEzj5+dnVqxYYYwxJiIiwjz33HPO5RcuXDBVq1Z1buuvxsSY/w8qK1eudC6fNGmSkWQSExOdbQ8++KDp0qWLy1hER0e71Ddy5EgTHR3tnP99UPn888+Np6enSUpKci7fsWOHkWQ2bNhgjDFm8eLFpmzZsubcuXPGGGM2bdpkHA6H2b9/vzHGmAkTJpjOnTu7HEtycrKRZPbs2WNOnz5tvL29zbvvvutcfuLECePn50dQgVv9MagsW7bMSDIBAQEuU5kyZUyvXr1yrf/222+bMmXKmCNHjuR732UKesoHQOHau3evMjIy1KlTJ5f28+fPq1mzZho7dqxuv/12bd68WZ07d1bPnj117bXX5ns/jRs3dv7Z09NT5cuX11VXXeVsCw8PlyQdO3bM2TZnzhy9/vrrSkpK0tmzZ3X+/Hk1bdr0T/fzv//9T3v37lVQUJBL+7lz55SYmKjU1FQdPnxYrVq1ci4rU6aMWrRo4bz88ldjktdxhYeHy9/fX7Vq1XJp27Bhg8s611xzjRwOh3O+devWmj59urKysuTp6enSd9euXYqMjFRkZKSzrUGDBgoNDdWuXbvUsmVL9ezZU/Hx8Vq6dKnuvvtuLViwQO3bt1eNGjWcY7J69WoFBgbmGq/ExETn2P5+TMqVK6eoqKhc/QF3Sk9Pl6enpzZt2pTr38qlPt+vvvqqbr75ZufPl/wgqACWSE9PlyR98sknqlKlissyHx8fRUZG6uDBg/r000/1xRdfqEOHDoqPj9e0adPytR8vLy+XeYfD4dKW84s7556KRYsWafjw4Zo+fbpat26toKAgTZ06Vd99991fHk9MTIzeeuutXMsqVqx4WbX+1ZjkdVx/PKactpxjKire3t7q16+f5s+fr9tuu01vv/22y/086enp6t69u6ZMmZJr3YiICO3du7dI6wMKS7NmzZSVlaVjx4795T0n+/fv1+rVq/Xxxx8XaF8EFcASDRo0kI+Pj5KSktS2bdtL9qlYsaLi4uIUFxen2NhYjRgxQtOmTZO3t7ek325OLWzr1q3Ttddeq0ceecTZlpiY6NLH29s7176bN2+uxYsXKywsTMHBwZfcdkREhL777ju1adNGknTx4kVt2rRJzZs3l3R5Y/J3/DFsffvtt6pbt26u/yFKUnR0tJKTk5WcnOw8q7Jz506dOnVKDRo0cPZ74IEH1KhRI7300ku6ePGibrvtNuey5s2b6/3331eNGjVUpkzuH7+1a9eWl5eXvvvuO1WrVk3SbzdR//jjj0Vy/MCfSU9PdwnP+/fv19atW1WuXDnVq1dPffr0Ub9+/TR9+nQ1a9ZMx48f16pVq9S4cWPddNNNzvVef/11RUREqFu3bgWqg6ACWCIoKEjDhw/XY489puzsbF1//fVKTU3VunXrFBwcrMTERMXExKhhw4bKzMzUsmXLFB0dLUkKCwuTn5+fli9frqpVq8rX11chISGFUlfdunX1n//8RytWrFDNmjW1cOFCbdy40fmkkfTbF6OtWLFCe/bsUfny5RUSEqI+ffpo6tSp6tGjh8aPH6+qVavq4MGD+uCDD/TEE0+oatWqGjJkiCZPnqy6deuqfv36mjFjhk6dOnXZYxIXF/e3ji0pKUnDhg3Tgw8+qM2bN+uFF17I8ymbjh076qqrrlKfPn00a9YsXbx4UY888ojatm2rFi1aOPtFR0frmmuu0ciRI3X//ffLz8/PuSw+Pl6vvPKKevfurSeeeELlypXT3r17tWjRIr366qsKDAzUgAEDNGLECJUvX15hYWF66qmn5OHBA5ooft9//73at2/vnB82bJgkKS4uTgsWLND8+fM1ceJEPf744zp06JAqVKiga665RjfffLNznezsbC1YsED33XffJf8DcDkIKoBFJkyYoIoVK2rSpEnat2+fQkND1bx5cz355JNKTk7WqFGjdODAAfn5+Sk2NlaLFi2S9Nu9Hc8//7zGjx+v0aNHKzY21uX7DP6OBx98UFu2bNFdd90lh8Oh3r1765FHHnF5hHngwIFKSEhQixYtlJ6ertWrV6tdu3Zau3atRo4cqdtuu02nT59WlSpV1KFDB+cZlscff1yHDx9WXFycPDw8dP/99+vWW29VamrqZY3J39WvXz+dPXtWV199tTw9PTVkyBD94x//uGRfh8Ohjz76SIMHD1abNm3k4eGhrl276oUXXsjVd8CAAVq/fr3uv/9+l/bKlStr3bp1GjlypDp37qzMzExVr15dXbt2dYaRqVOnOi8RBQUF6fHHH3cZD6C4tGvX7k8f1/fy8tK4ceM0bty4PPt4eHgoOTn5b9XhMH9WBQBcodq1a6emTZsWyVfkT5gwQUuWLNG2bdsKfdtAacP5RAAoJOnp6dq+fbtefPFFDR482N3lAFcEggoAFJJBgwYpJiZG7dq1y3XZB0DBcOkHAABYizMqAADAWgQVAABgLYIKAACwFkEFAABYi6ACAACsRVABAADWIqgAAABrEVQAAIC1CCoAAMBa/weyJtNtp8MFTAAAAABJRU5ErkJggg==","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Read the data\n","df = pd.read_csv(\"UnemploymentRate.csv\")\n","\n","# Get the states to plot\n","states = input(\"Enter the states to plot, separated by commas: \").split(\",\")\n","\n","# Filter the data\n","df = df[df[\"states\"].isin(states)]\n","\n","# Plot the data\n","plt.title(\"Unemployment Rate\")\n","sns.histplot(x=\"estimatedemployed\", hue=\"region\", data=df)\n","plt.show()\n"]},{"cell_type":"code","execution_count":73,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":524},"executionInfo":{"elapsed":33157,"status":"ok","timestamp":1687013327890,"user":{"displayName":"Ritesh Roushan Kumar","userId":"16859930513850428754"},"user_tz":-330},"id":"9H3_4f1_0tbe","outputId":"75f0852b-8940-497e-f2a4-5847a403b7d6"},"outputs":[{"name":"stdout","output_type":"stream","text":["Enter the states to plot, separated by commas: Assam, Bihar, Goa, Gujarat, Delhi, Haryana\n"]},{"name":"stderr","output_type":"stream","text":["<ipython-input-73-5f94366fd749>:15: UserWarning: The palette list has more values (10) than needed (1), which may not be intended.\n","  sns.histplot(x=\"estimatedemployed\", hue=\"states\", data=df, palette=colors)\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAjcAAAHHCAYAAABDUnkqAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABHw0lEQVR4nO3deVxV1f7/8fcBZVLAiUnFIQfEGbEMS9Ec0GsmmWZqgqY2aWWmdinNqRuVc2WZN5ObXcMstb5pmppkpWUOVJZWmgrXALUUxAEV1u+Pfp7bueAAAge2r+fjsR8P99pr7f1Z24G3ezjHZowxAgAAsAgXZxcAAABQnAg3AADAUgg3AADAUgg3AADAUgg3AADAUgg3AADAUgg3AADAUgg3AADAUgg3AADAUgg3AErV0KFDVa9ePWeXAcDCCDeAk02ZMkU2m03Hjh0rcHvz5s3VqVOn0i0Kxer06dOaMmWKkpKSrqp/UlKSbDabfXF1dZW/v7/69eunPXv2FLmO5557TqtWrSryeKC8qODsAgDA6k6fPq2pU6dKUqGC6qOPPqobb7xR58+f13fffacFCxYoKSlJu3fvVmBgYKHreO6559SvXz9FR0cXeixQnhBuAKCM6tChg/r162dfDwkJ0UMPPaS33npLEyZMcGJlQNnGbSmgnLl4y+Ldd9/VP/7xD9WuXVseHh7q0qWL9u3bl6//119/rR49esjX11deXl6KjIzUl19+6dDn4q2xn3/+Wffee698fX3l5+enSZMmyRij1NRU9enTRz4+PgoMDNSsWbMKrGnZsmV66qmnFBgYqEqVKumOO+5QamrqFed06tQpPfHEEwoODpa7u7tCQkI0c+ZMGWPsfSIjI9WqVasCx4eEhCgqKkqSdPDgQdlsNs2cOVPz58/XDTfcIC8vL3Xv3l2pqakyxmj69OmqXbu2PD091adPH/3xxx/59vnxxx+rQ4cOqlSpkry9vdWrVy/98MMPDn2GDh2qypUr6/Dhw4qOjlblypXl5+encePGKTc3116Pn5+fJGnq1Kn2W01Tpky54nn5Xx06dJAk7d+/36F95syZat++vapXry5PT0+Fh4frvffec+hjs9l06tQp/etf/7LXMHToUPv2w4cP67777lNAQIDc3d3VrFkzvfnmm4WuESgLCDdAOfX8889r5cqVGjdunOLi4vTVV19p8ODBDn0+/fRTdezYUVlZWZo8ebKee+45nThxQrfddpu2bduWb58DBgxQXl6enn/+ebVr107PPvus5s6dq27duqlWrVp64YUX1LBhQ40bN06bN2/ON/4f//iHVq9erSeffFKPPvqo1q9fr65du+rMmTOXnIcxRnfccYfmzJmjHj16aPbs2QoJCdH48eM1duxYe78hQ4bou+++0+7dux3Gf/PNN/ZQ9lf//ve/9eqrr+qRRx7RE088oc8++0x33323Jk6cqLVr1+rJJ5/U/fffr//7v//TuHHjHMYuWbJEvXr1UuXKlfXCCy9o0qRJ+vHHH3Xrrbfq4MGDDn1zc3MVFRWl6tWra+bMmYqMjNSsWbO0cOFCSZKfn59ee+01SdKdd96pJUuWaMmSJerbt+8lz8mlXDx21apVHdrnzZunsLAwTZs2Tc8995wqVKig/v37a/Xq1Q5zcnd3V4cOHew1PPDAA5KkjIwM3XzzzdqwYYNGjx6tefPmqWHDhho+fLjmzp1b6DoBpzMAnGry5MlGkjl69GiB25s1a2YiIyPt65s2bTKSTGhoqMnJybG3z5s3z0gy33//vTHGmLy8PNOoUSMTFRVl8vLy7P1Onz5t6tevb7p165avhvvvv9/eduHCBVO7dm1js9nM888/b28/fvy48fT0NLGxsflqqlWrlsnKyrK3v/vuu0aSmTdvnr0tNjbW1K1b176+atUqI8k8++yzDvPu16+fsdlsZt++fcYYY06cOGE8PDzMk08+6dDv0UcfNZUqVTLZ2dnGGGMOHDhgJBk/Pz9z4sQJe7+4uDgjybRq1cqcP3/e3j5w4EDj5uZmzp49a4wx5uTJk6ZKlSpm5MiRDsdJT083vr6+Du2xsbFGkpk2bZpD37CwMBMeHm5fP3r0qJFkJk+ebK7GxfP55ptvmqNHj5rffvvNrF271jRs2NDYbDazbds2h/6nT592WD937pxp3ry5ue222xzaK1Wq5PD7dtHw4cNNUFCQOXbsmEP7PffcY3x9ffPtHyjruHIDlFPDhg2Tm5ubff3iLYtff/1VkpScnKxffvlFgwYN0u+//65jx47p2LFjOnXqlLp06aLNmzcrLy/PYZ8jRoyw/9rV1VVt27aVMUbDhw+3t1epUkUhISH24/xVTEyMvL297ev9+vVTUFCQ1qxZc8l5rFmzRq6urnr00Ucd2p944gkZY/Txxx9Lknx9fdWnTx+988479ttVubm5WrZsmaKjo1WpUiWH8f3795evr699vV27dpKke++9VxUqVHBoP3funA4fPixJWr9+vU6cOKGBAwfaz9mxY8fk6uqqdu3aadOmTfnm8OCDDzqsd+jQocDzU1j33Xef/Pz8VLNmTfXo0UOZmZlasmSJbrzxRod+np6e9l8fP35cmZmZ6tChg3bu3HnFYxhj9P7776t3794yxjjMOSoqSpmZmVe1H6As4YFioByw2Wz52urUqeOwfvFWxfHjxyVJv/zyiyQpNjb2kvvNzMx0uMXxv/v09fWVh4eHatSoka/9999/z7e/Ro0a5au7YcOG+W7l/NWhQ4dUs2ZNh1AkSaGhofbtF8XExGjZsmX6/PPP1bFjR23YsEEZGRkaMmRIvv0WNBdJCg4OLrD9f8/bbbfdVmC9Pj4+DuseHh72Z2ouqlq1qn1/1+KZZ55Rhw4dlJ2drZUrVyoxMVEuLvn/T/rRRx/p2WefVXJysnJycuztBf25+V9Hjx7ViRMntHDhQvuttP915MiRok8CcALCDeBkHh4eknTJ51JOnz5t7/NXrq6uBfa/eFXj4lWZGTNmqHXr1gX2rVy58hX3eaXjlKaoqCgFBATo7bffVseOHfX2228rMDBQXbt2zdf3UnVf7XlbsmRJga9b//Wqz+X2VxxatGhhn1t0dLROnz6tkSNH6tZbb7WHtM8//1x33HGHOnbsqFdffVVBQUGqWLGiFi9erKVLl17xGBfne++9914yCLds2bKYZgSUDsIN4GR169aVJP3000/5riqcPn1aqamp6t69e6H326BBA0l/Xmko6Id/Sbh41eMiY4z27dt32R+OdevW1YYNG3Ty5EmHqzd79+61b7/I1dVVgwYNUkJCgl544QWtWrVKI0eOLNaAcfG8+fv7F9t5u5orKFfj4kPk//jHP7RgwQJJ0vvvvy8PDw+tW7dO7u7u9r6LFy++qjr8/Pzk7e2t3NzcUvtzApQ0nrkBnKxLly5yc3PTa6+9lu8ZmIULF+rChQvq2bNnofcbHh6uBg0aaObMmcrOzs63/ejRo0Wu+VLeeustnTx50r7+3nvvKS0t7bL1/+1vf1Nubq5eeeUVh/Y5c+bIZrPlGztkyBAdP35cDzzwgLKzs/O9JXWtoqKi5OPjo+eee07nz5/Pt70o583Ly0uSdOLEiWuqrUGDBrrrrruUkJCg9PR0SX8GPpvNZn/1XPrzraqCPom4UqVK+WpwdXXVXXfdpffffz/fm2hSyfw5AUoaV24AJ/P399czzzyjiRMnqmPHjrrjjjvk5eWlLVu26J133lH37t3Vu3fvQu/XxcVFb7zxhnr27KlmzZpp2LBhqlWrlg4fPqxNmzbJx8dH//d//1esc6lWrZpuvfVWDRs2TBkZGZo7d64aNmyokSNHXnJM79691blzZz399NM6ePCgWrVqpU8++UQffPCBxowZY7+SclFYWJiaN2+u5cuXKzQ0VG3atCnWOfj4+Oi1117TkCFD1KZNG91zzz3y8/NTSkqKVq9erVtuuSVfELsST09PNW3aVMuWLVPjxo1VrVo1NW/eXM2bNy90fePHj9e7776ruXPn6vnnn1evXr00e/Zs9ejRQ4MGDdKRI0c0f/58NWzYUN99953D2PDwcG3YsEGzZ89WzZo1Vb9+fbVr107PP/+8Nm3apHbt2mnkyJFq2rSp/vjjD+3cuVMbNmwo8HOAgDLNae9pAXDw9ttvm5tvvtlUqlTJuLu7myZNmpipU6faX1G+6OJrwsuXL3dov/gK9OLFix3ad+3aZfr27WuqV69u3N3dTd26dc3dd99tNm7caO9zqdfRY2NjTaVKlfLVGhkZaZo1a5avpnfeecfExcUZf39/4+npaXr16mUOHTqUb59/fRXcmD9fv3788cdNzZo1TcWKFU2jRo3MjBkzHF5h/6sXX3zRSDLPPfdcvm0Xz8OMGTMc2i913hYvXmwkmW+++SZf/6ioKOPr62s8PDxMgwYNzNChQ8327duveH4uns+/2rJliwkPDzdubm5XfC38UrVe1KlTJ+Pj42N/1X3RokWmUaNG9j83ixcvLrCGvXv3mo4dOxpPT08jyeG18IyMDDNq1CgTHBxsKlasaAIDA02XLl3MwoULL1knUFbZjHHCU4EALCUpKUmdO3fW8uXLHb4uoKTMmzdPjz/+uA4ePJjvrSgA4JkbAOWKMUaLFi1SZGQkwQZAgXjmBkC5cOrUKX344YfatGmTvv/+e33wwQfOLglAGUW4AVAuHD16VIMGDVKVKlX01FNP6Y477nB2SQDKKJ65AQAAlsIzNwAAwFIINwAAwFKuu2du8vLy9Ntvv8nb27vYPhIdAACULGOMTp48qZo1axb4BbJ/dd2Fm99++y3f9/cAAIDyITU1VbVr175sn+su3Fz8Yr7U1FT5+Pg4uRoAAHA1srKyFBwc7PAFu5dy3YWbi7eifHx8CDcAAJQzV/NICQ8UAwAASyHcAAAASyHcAAAAS7nunrkBAOBq5Obm6vz5884u47ri5uZ2xde8rwbhBgCAvzDGKD09XSdOnHB2KdcdFxcX1a9fX25ubte0H8INAAB/cTHY+Pv7y8vLiw98LSUXP2Q3LS1NderUuabzTrgBAOD/y83NtQeb6tWrO7uc646fn59+++03XbhwQRUrVizyfnigGACA/+/iMzZeXl5OruT6dPF2VG5u7jXth3ADAMD/4FaUcxTXeSfcAAAAS3FquHnttdfUsmVL+1chRERE6OOPP77smOXLl6tJkyby8PBQixYttGbNmlKqFgAAlAdODTe1a9fW888/rx07dmj79u267bbb1KdPH/3www8F9t+yZYsGDhyo4cOHa9euXYqOjlZ0dLR2795dypUDAFDyhg4dqujo6EKPmzJlilq3bl3s9ZQXTg03vXv31t/+9jc1atRIjRs31j/+8Q9VrlxZX331VYH9582bpx49emj8+PEKDQ3V9OnT1aZNG73yyiulXDkAACiryswzN7m5uUpMTNSpU6cUERFRYJ+tW7eqa9euDm1RUVHaunVraZQIAECJeO+999SiRQt5enqqevXq6tq1q8aPH69//etf+uCDD2Sz2WSz2ZSUlCRJevLJJ9W4cWN5eXnphhtu0KRJk+xveiUkJGjq1Kn69ttv7eMSEhIkSSdOnNCIESPk5+cnHx8f3Xbbbfr222/tdXz77bfq3LmzvL295ePjo/DwcG3fvr20T8c1c/rn3Hz//feKiIjQ2bNnVblyZa1cuVJNmzYtsG96eroCAgIc2gICApSenn7J/efk5CgnJ8e+npWVVTyFA9eBlJQUHTt2zNllWF5OTo7c3d2dXcZ1oUaNGqpTp46zy3CQlpamgQMH6sUXX9Sdd96pkydP6vPPP1dMTIxSUlKUlZWlxYsXS5KqVasmSfL29lZCQoJq1qyp77//XiNHjpS3t7cmTJigAQMGaPfu3Vq7dq02bNggSfL19ZUk9e/fX56envr444/l6+ur119/XV26dNHPP/+satWqafDgwQoLC9Nrr70mV1dXJScnX9PnzTiL08NNSEiIkpOTlZmZqffee0+xsbH67LPPLhlwCis+Pl5Tp04tln0B15OUlBQ1CQ3VmdOnnV3KdcAmyTi7iOuCp5eX9u7ZU6YCTlpami5cuKC+ffuqbt26kqQWLVpIkjw9PZWTk6PAwECHMRMnTrT/ul69eho3bpwSExM1YcIEeXp6qnLlyqpQoYLDuC+++ELbtm3TkSNH7GF65syZWrVqld577z3df//9SklJ0fjx49WkSRNJUqNGjUp07iXF6eHGzc1NDRs2lCSFh4frm2++0bx58/T666/n6xsYGKiMjAyHtoyMjHy/6X8VFxensWPH2tezsrIUHBxcTNUD1nXs2DGdOX1ag5+coYA6DZxdjmXt2faZPv7XPPV64GmFtAx3djmWlpGyX/9+YbyOHTtWpsJNq1at1KVLF7Vo0UJRUVHq3r27+vXrp6pVq15yzLJly/TSSy9p//79ys7O1oULF+Tj43PZ43z77bfKzs7O98nLZ86c0f79+yVJY8eO1YgRI7RkyRJ17dpV/fv3V4MG5e/vv9PDzf/Ky8tzuI30VxEREdq4caPGjBljb1u/fv0ln9GRJHd3dy73AtcgoE4D1W7UzNllWFZGyp8/VKrXrMt5vk65urpq/fr12rJliz755BO9/PLLevrpp/X1118X2H/r1q0aPHiwpk6dqqioKPn6+ioxMVGzZs267HGys7MVFBRkf27nr6pUqSLpz7esBg0apNWrV+vjjz/W5MmTlZiYqDvvvPNap1mqnBpu4uLi1LNnT9WpU0cnT57U0qVLlZSUpHXr1kmSYmJiVKtWLcXHx0uSHnvsMUVGRmrWrFnq1auXEhMTtX37di1cuNCZ0wAA4JrYbDbdcsstuuWWW/TMM8+obt26Wrlypdzc3PJ9FcGWLVtUt25dPf300/a2Q4cOOfQpaFybNm2Unp6uChUqqF69epespXHjxmrcuLEef/xxDRw4UIsXLybcFMaRI0cUExOjtLQ0+fr6qmXLllq3bp26desm6c97/i4u/32hq3379lq6dKkmTpyop556So0aNdKqVavUvHlzZ00BAIBr8vXXX2vjxo3q3r27/P399fXXX+vo0aMKDQ3V2bNntW7dOv3000+qXr26fH191ahRI6WkpCgxMVE33nijVq9erZUrVzrss169ejpw4ICSk5NVu3ZteXt7q2vXroqIiFB0dLRefPFFNW7cWL/99ptWr16tO++8U82aNdP48ePVr18/1a9fX//5z3/0zTff6K677nLSmSk6p4abRYsWXXZ7QZfO+vfvr/79+5dQRQAAlC4fHx9t3rxZc+fOVVZWlurWratZs2apZ8+eatu2rZKSktS2bVtlZ2dr06ZNuuOOO/T4449r9OjRysnJUa9evTRp0iRNmTLFvs+77rpLK1asUOfOnXXixAktXrxYQ4cO1Zo1a/T0009r2LBhOnr0qAIDA9WxY0cFBATI1dVVv//+u2JiYpSRkaEaNWqob9++5fKlnDL3zA0AANeT0NBQrV27tsBtfn5++uSTT/K1v/jii3rxxRcd2v76PKq7u7vee++9fOO8vb310ksv6aWXXirweO+8804hKi+7ysyH+AEAABQHwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUPqEYAICrkJKSomPHjpXa8WrUqKE6deqU2vGshHADAMAVpKSkqEloqM6cPl1qx/T08tLePXsKHXC2bt2qW2+9VT169NDq1atLqLqyjXADAMAVHDt2TGdOn9bgJ2cooE6DEj9eRsp+/fuF8Tp27Fihw82iRYv0yCOPaNGiRfrtt99Us2bNEqqy7OKZGwAArlJAnQaq3ahZiS9FDVDZ2dlatmyZHnroIfXq1UsJCQn2bcePH9fgwYPl5+cnT09PNWrUSIsXL5YknTt3TqNHj1ZQUJA8PDxUt25dxcfH28fOnj1bLVq0UKVKlRQcHKyHH35Y2dnZ9u0JCQmqUqWKPvroI4WEhMjLy0v9+vXT6dOn9a9//Uv16tVT1apV9eijjyo3N7doJ78QuHIDAIBFvPvuu2rSpIlCQkJ07733asyYMYqLi5PNZtOkSZP0448/6uOPP1aNGjW0b98+nTlzRpL00ksv6cMPP9S7776rOnXqKDU1Vampqfb9uri46KWXXlL9+vX166+/6uGHH9aECRP06quv2vucPn1aL730khITE3Xy5En17dtXd955p6pUqaI1a9bo119/1V133aVbbrlFAwYMKNHzQLgBAMAiFi1apHvvvVeS1KNHD2VmZuqzzz5Tp06dlJKSorCwMLVt21aSVK9ePfu4lJQUNWrUSLfeeqtsNpvq1q3rsN8xY8bYf12vXj09++yzevDBBx3Czfnz5/Xaa6+pQYM/rzr169dPS5YsUUZGhipXrqymTZuqc+fO2rRpU4mHG25LAQBgAT/99JO2bdumgQMHSpIqVKigAQMGaNGiRZKkhx56SImJiWrdurUmTJigLVu22McOHTpUycnJCgkJ0aOPPqpPPvnEYd8bNmxQly5dVKtWLXl7e2vIkCH6/fffdfovD1h7eXnZg40kBQQEqF69eqpcubJD25EjR0pk/n9FuAEAwAIWLVqkCxcuqGbNmqpQoYIqVKig1157Te+//74yMzPVs2dPHTp0SI8//rh+++03denSRePGjZMktWnTRgcOHND06dN15swZ3X333erXr58k6eDBg7r99tvVsmVLvf/++9qxY4fmz58v6c9ndS6qWLGiQz02m63Atry8vJI8DZIINwAAlHsXLlzQW2+9pVmzZik5Odm+fPvtt6pZs6beeecdSZKfn59iY2P19ttva+7cuVq4cKF9Hz4+PhowYID++c9/atmyZXr//ff1xx9/aMeOHcrLy9OsWbN08803q3Hjxvrtt9+cNdWrwjM3AACUcx999JGOHz+u4cOHy9fX12HbXXfdZX8tPDw8XM2aNVNOTo4++ugjhYaGSvrzbaigoCCFhYXJxcVFy5cvV2BgoKpUqaKGDRvq/Pnzevnll9W7d299+eWXWrBggTOmedUINwAAXKWMlP1l8jiLFi1S165d8wUb6c9w8+KLL6p3796Ki4vTwYMH5enpqQ4dOigxMVGS5O3trRdffFG//PKLXF1ddeONN2rNmjVycXFRq1atNHv2bL3wwguKi4tTx44dFR8fr5iYmGKZa0mwGWOMs4soTVlZWfL19VVmZqZ8fHycXQ5QZu3cuVPh4eEaO3+Fajdq5uxyLGvHxg/17xfGK2bqQrWOiHR2OZb2n19+0OxRfbVjxw61adOmwD5nz57VgQMHVL9+fXl4eNjby9MnFJdnlzr/UuF+fnPlBgCAK6hTp4727tnDd0uVE4QbAACuQp06dQgb5QRvSwEAAEsh3AAAAEsh3AAA8D+us3dtyoziOu+EGwAA/r+Ln6h7uhTfisJ/XfzEY1dX12vaDw8UAwDw/7m6uqpKlSr27z/y8vKSzWZzclXXh7y8PB09elReXl6qUOHa4gnhBgCAvwgMDJSkUvmCRzhycXFRnTp1rjlQEm4AAPgLm82moKAg+fv76/z5884u57ri5uYmF5drf2KGcAMAQAFcXV2v+dkPOAcPFAMAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEtxariJj4/XjTfeKG9vb/n7+ys6Olo//fTTZcckJCTIZrM5LB4eHqVUMQAAKOucGm4+++wzjRo1Sl999ZXWr1+v8+fPq3v37jp16tRlx/n4+CgtLc2+HDp0qJQqBgAAZV0FZx587dq1DusJCQny9/fXjh071LFjx0uOs9lsCgwMLOnyAABAOVSmnrnJzMyUJFWrVu2y/bKzs1W3bl0FBwerT58++uGHHy7ZNycnR1lZWQ4LAACwrjITbvLy8jRmzBjdcsstat68+SX7hYSE6M0339QHH3ygt99+W3l5eWrfvr3+85//FNg/Pj5evr6+9iU4OLikpgAAAMqAMhNuRo0apd27dysxMfGy/SIiIhQTE6PWrVsrMjJSK1askJ+fn15//fUC+8fFxSkzM9O+pKamlkT5AACgjHDqMzcXjR49Wh999JE2b96s2rVrF2psxYoVFRYWpn379hW43d3dXe7u7sVRJgAAKAeceuXGGKPRo0dr5cqV+vTTT1W/fv1C7yM3N1fff/+9goKCSqBCAABQ3jj1ys2oUaO0dOlSffDBB/L29lZ6erokydfXV56enpKkmJgY1apVS/Hx8ZKkadOm6eabb1bDhg114sQJzZgxQ4cOHdKIESOcNg8AAFB2ODXcvPbaa5KkTp06ObQvXrxYQ4cOlSSlpKTIxeW/F5iOHz+ukSNHKj09XVWrVlV4eLi2bNmipk2bllbZAACgDHNquDHGXLFPUlKSw/qcOXM0Z86cEqoIAACUd2XmbSkAAIDiQLgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACWQrgBAACW4tRwEx8frxtvvFHe3t7y9/dXdHS0fvrppyuOW758uZo0aSIPDw+1aNFCa9asKYVqAQBAeeDUcPPZZ59p1KhR+uqrr7R+/XqdP39e3bt316lTpy45ZsuWLRo4cKCGDx+uXbt2KTo6WtHR0dq9e3cpVg4AAMqqCs48+Nq1ax3WExIS5O/vrx07dqhjx44Fjpk3b5569Oih8ePHS5KmT5+u9evX65VXXtGCBQtKvGYAAFC2OTXc/K/MzExJUrVq1S7ZZ+vWrRo7dqxDW1RUlFatWlVg/5ycHOXk5NjXs7Kyrr1QAEC5tWfPHmeXYHk1atRQnTp1nHb8MhNu8vLyNGbMGN1yyy1q3rz5Jfulp6crICDAoS0gIEDp6ekF9o+Pj9fUqVOLtVYAQPmT9cdRSdK9997r5Eqsz9PLS3v37HFawCkz4WbUqFHavXu3vvjii2Ldb1xcnMOVnqysLAUHBxfrMQAAZd+Z7D+v3Pd64GmFtAx3cjXWlZGyX/9+YbyOHTt2fYeb0aNH66OPPtLmzZtVu3bty/YNDAxURkaGQ1tGRoYCAwML7O/u7i53d/diqxUAUL5Vr1lXtRs1c3YZKEFOfVvKGKPRo0dr5cqV+vTTT1W/fv0rjomIiNDGjRsd2tavX6+IiIiSKhMAAJQjTr1yM2rUKC1dulQffPCBvL297c/N+Pr6ytPTU5IUExOjWrVqKT4+XpL02GOPKTIyUrNmzVKvXr2UmJio7du3a+HChU6bBwAAKDuceuXmtddeU2Zmpjp16qSgoCD7smzZMnuflJQUpaWl2dfbt2+vpUuXauHChWrVqpXee+89rVq16rIPIQMAgOuHU6/cGGOu2CcpKSlfW//+/dW/f/8SqAgAAJR3fLcUAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwlCKFmxtuuEG///57vvYTJ07ohhtuuOaiAAAAiqpI4ebgwYPKzc3N156Tk6PDhw9fc1EAAABFVaEwnT/88EP7r9etWydfX1/7em5urjZu3Kh69eoVW3EAAACFVahwEx0dLUmy2WyKjY112FaxYkXVq1dPs2bNKrbiAAAACqtQ4SYvL0+SVL9+fX3zzTeqUaNGiRQFAABQVIUKNxcdOHCguOsAAAAoFkUKN5K0ceNGbdy4UUeOHLFf0bnozTffvObCAAAAiqJI4Wbq1KmaNm2a2rZtq6CgINlstuKuCwAAoEiKFG4WLFighIQEDRkypLjrAQAAuCZF+pybc+fOqX379sVdCwAAwDUrUrgZMWKEli5dWty1AAAAXLMi3ZY6e/asFi5cqA0bNqhly5aqWLGiw/bZs2cXS3EAAACFVaRw891336l169aSpN27dzts4+FiAADgTEUKN5s2bSruOgAAAIpFkZ65AQAAKKuKdOWmc+fOl7399Omnnxa5IAAAgGtRpHBz8Xmbi86fP6/k5GTt3r073xdqAgAAlKYihZs5c+YU2D5lyhRlZ2dfU0EAAADXolifubn33nv5XikAAOBUxRputm7dKg8Pj+LcJQAAQKEU6bZU3759HdaNMUpLS9P27ds1adKkYikMAACgKIoUbnx9fR3WXVxcFBISomnTpql79+7FUhgAAEBRFCncLF68uFgOvnnzZs2YMUM7duxQWlqaVq5cqejo6Ev2T0pKUufOnfO1p6WlKTAwsFhqAgAA5VuRws1FO3bs0J49eyRJzZo1U1hYWKHGnzp1Sq1atdJ9992X71bX5fz000/y8fGxr/v7+xfquAAAwLqKFG6OHDmie+65R0lJSapSpYok6cSJE+rcubMSExPl5+d3Vfvp2bOnevbsWejj+/v7248LAADwV0V6W+qRRx7RyZMn9cMPP+iPP/7QH3/8od27dysrK0uPPvpocdeYT+vWrRUUFKRu3brpyy+/LPHjAQCA8qNIV27Wrl2rDRs2KDQ01N7WtGlTzZ8/v0QfKA4KCtKCBQvUtm1b5eTk6I033lCnTp309ddfq02bNgWOycnJUU5Ojn09KyurxOoDAADOV6Rwk5eXp4oVK+Zrr1ixovLy8q65qEsJCQlRSEiIfb19+/bav3+/5syZoyVLlhQ4Jj4+XlOnTi2xmgAAQNlSpNtSt912mx577DH99ttv9rbDhw/r8ccfV5cuXYqtuKtx0003ad++fZfcHhcXp8zMTPuSmppaitUBAIDSVqQrN6+88oruuOMO1atXT8HBwZKk1NRUNW/eXG+//XaxFnglycnJCgoKuuR2d3d3ubu7l2JFAADAmYoUboKDg7Vz505t2LBBe/fulSSFhoaqa9euhdpPdna2w1WXAwcOKDk5WdWqVVOdOnUUFxenw4cP66233pIkzZ07V/Xr11ezZs109uxZvfHGG/r000/1ySefFGUaAADAggoVbj799FONHj1aX331lXx8fNStWzd169ZNkpSZmalmzZppwYIF6tChw1Xtb/v27Q4fyjd27FhJUmxsrBISEpSWlqaUlBT79nPnzumJJ57Q4cOH5eXlpZYtW2rDhg0FfrAfAAC4PhUq3MydO1cjR450+AC9i3x9ffXAAw9o9uzZVx1uOnXqJGPMJbcnJCQ4rE+YMEETJkwoTMkAAOA6U6gHir/99lv16NHjktu7d++uHTt2XHNRAAAARVWocJORkVHgK+AXVahQQUePHr3mogAAAIqqUOGmVq1a2r179yW3f/fdd5d9cwkAAKCkFSrc/O1vf9OkSZN09uzZfNvOnDmjyZMn6/bbby+24gAAAAqrUA8UT5w4UStWrFDjxo01evRo+6cF7927V/Pnz1dubq6efvrpEikUAADgahQq3AQEBGjLli166KGHFBcXZ3/TyWazKSoqSvPnz1dAQECJFAoAAHA1Cv0hfnXr1tWaNWt0/Phx7du3T8YYNWrUSFWrVi2J+gAAAAqlSJ9QLElVq1bVjTfeWJy1AAAAXLMifXEmAABAWUW4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4AQAAluLUcLN582b17t1bNWvWlM1m06pVq644JikpSW3atJG7u7saNmyohISEEq8TAACUH04NN6dOnVKrVq00f/78q+p/4MAB9erVS507d1ZycrLGjBmjESNGaN26dSVcKQAAKC8qOPPgPXv2VM+ePa+6/4IFC1S/fn3NmjVLkhQaGqovvvhCc+bMUVRUVEmVCQAAyhGnhpvC2rp1q7p27erQFhUVpTFjxlxyTE5OjnJycuzrWVlZJVWeJCklJUXHjh0r0WPgz99Xd3d3Z5dhaXv27HF2CQBQJOUq3KSnpysgIMChLSAgQFlZWTpz5ow8PT3zjYmPj9fUqVNLpb6UlBQ1CQ3VmdOnS+V41zebJOPsIq4L2dnZzi4BAAqlXIWbooiLi9PYsWPt61lZWQoODi6RYx07dkxnTp/W4CdnKKBOgxI5BqQ92z7Tx/+ap14PPK2QluHOLseyLp7ns2fPOrsUACiUchVuAgMDlZGR4dCWkZEhHx+fAq/aSJK7u3up374IqNNAtRs1K9VjXk8yUvZLkqrXrMt5LkEXzzMAlDfl6nNuIiIitHHjRoe29evXKyIiwkkVAQCAssap4SY7O1vJyclKTk6W9Oer3snJyUpJSZH05y2lmJgYe/8HH3xQv/76qyZMmKC9e/fq1Vdf1bvvvqvHH3/cGeUDAIAyyKnhZvv27QoLC1NYWJgkaezYsQoLC9MzzzwjSUpLS7MHHUmqX7++Vq9erfXr16tVq1aaNWuW3njjDV4DBwAAdk595qZTp04y5tJvvBT06cOdOnXSrl27SrAqAABQnpWrZ24AAACuhHADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAspUyEm/nz56tevXry8PBQu3bttG3btkv2TUhIkM1mc1g8PDxKsVoAAFCWOT3cLFu2TGPHjtXkyZO1c+dOtWrVSlFRUTpy5Mglx/j4+CgtLc2+HDp0qBQrBgAAZZnTw83s2bM1cuRIDRs2TE2bNtWCBQvk5eWlN99885JjbDabAgMD7UtAQEApVgwAAMoyp4abc+fOaceOHeratau9zcXFRV27dtXWrVsvOS47O1t169ZVcHCw+vTpox9++OGSfXNycpSVleWwAAAA63JquDl27Jhyc3PzXXkJCAhQenp6gWNCQkL05ptv6oMPPtDbb7+tvLw8tW/fXv/5z38K7B8fHy9fX1/7EhwcXOzzAAAAZYfTb0sVVkREhGJiYtS6dWtFRkZqxYoV8vPz0+uvv15g/7i4OGVmZtqX1NTUUq4YAACUpgrOPHiNGjXk6uqqjIwMh/aMjAwFBgZe1T4qVqyosLAw7du3r8Dt7u7ucnd3v+ZaAQBA+eDUKzdubm4KDw/Xxo0b7W15eXnauHGjIiIirmofubm5+v777xUUFFRSZQIAgHLEqVduJGns2LGKjY1V27ZtddNNN2nu3Lk6deqUhg0bJkmKiYlRrVq1FB8fL0maNm2abr75ZjVs2FAnTpzQjBkzdOjQIY0YMcKZ0wAAAGWE08PNgAEDdPToUT3zzDNKT09X69attXbtWvtDxikpKXJx+e8FpuPHj2vkyJFKT09X1apVFR4eri1btqhp06bOmgIAAChDnB5uJGn06NEaPXp0gduSkpIc1ufMmaM5c+aUQlUAAKA8KndvSwEAAFwO4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFhKmQg38+fPV7169eTh4aF27dpp27Ztl+2/fPlyNWnSRB4eHmrRooXWrFlTSpUCAICyzunhZtmyZRo7dqwmT56snTt3qlWrVoqKitKRI0cK7L9lyxYNHDhQw4cP165duxQdHa3o6Gjt3r27lCsHAABlkdPDzezZszVy5EgNGzZMTZs21YIFC+Tl5aU333yzwP7z5s1Tjx49NH78eIWGhmr69Olq06aNXnnllVKuHAAAlEVODTfnzp3Tjh071LVrV3ubi4uLunbtqq1btxY4ZuvWrQ79JSkqKuqS/QEAwPWlgjMPfuzYMeXm5iogIMChPSAgQHv37i1wTHp6eoH909PTC+yfk5OjnJwc+3pmZqYkKSsr61pKL1B2drYk6T+//KCcM6eLff/4U0bKfklS+sGftb+Sl5OrsS7Oc+ngPJceznXpOPqfA5L+/JlYnD9rL+7LGHPlzsaJDh8+bCSZLVu2OLSPHz/e3HTTTQWOqVixolm6dKlD2/z5842/v3+B/SdPnmwksbCwsLCwsFhgSU1NvWK+cOqVmxo1asjV1VUZGRkO7RkZGQoMDCxwTGBgYKH6x8XFaezYsfb1vLw8/fHHH6pevbpsNts1zqBosrKyFBwcrNTUVPn4+DilBmdg3sz7esC8mff1wBnzNsbo5MmTqlmz5hX7OjXcuLm5KTw8XBs3blR0dLSkP8PHxo0bNXr06ALHREREaOPGjRozZoy9bf369YqIiCiwv7u7u9zd3R3aqlSpUhzlXzMfH5/r6i/DRcz7+sK8ry/M+/pS2vP29fW9qn5ODTeSNHbsWMXGxqpt27a66aabNHfuXJ06dUrDhg2TJMXExKhWrVqKj4+XJD322GOKjIzUrFmz1KtXLyUmJmr79u1auHChM6cBAADKCKeHmwEDBujo0aN65plnlJ6ertatW2vt2rX2h4ZTUlLk4vLfl7rat2+vpUuXauLEiXrqqafUqFEjrVq1Ss2bN3fWFAAAQBni9HAjSaNHj77kbaikpKR8bf3791f//v1LuKqS4+7ursmTJ+e7XWZ1zJt5Xw+YN/O+HpT1eduMuZp3qgAAAMoHp39CMQAAQHEi3AAAAEsh3AAAAEsh3AAAAEsh3JSQ+fPnq169evLw8FC7du20bdu2S/bt1KmTbDZbvqVXr16lWHHxKMy8JWnu3LkKCQmRp6engoOD9fjjj+vs2bOlVG3xKcy8z58/r2nTpqlBgwby8PBQq1attHbt2lKstnhs3rxZvXv3Vs2aNWWz2bRq1aorjklKSlKbNm3k7u6uhg0bKiEhocTrLG6FnXdaWpoGDRqkxo0by8XFxeEDSMuTws57xYoV6tatm/z8/OTj46OIiAitW7eudIotRoWd9xdffKFbbrlF1atXl6enp5o0aaI5c+aUTrHFqCh/vy/68ssvVaFCBbVu3brE6rsSwk0JWLZsmcaOHavJkydr586datWqlaKionTkyJEC+69YsUJpaWn2Zffu3XJ1dS13r7sXdt5Lly7V3//+d02ePFl79uzRokWLtGzZMj311FOlXPm1Key8J06cqNdff10vv/yyfvzxRz344IO68847tWvXrlKu/NqcOnVKrVq10vz586+q/4EDB9SrVy917txZycnJGjNmjEaMGFHufuAVdt45OTny8/PTxIkT1apVqxKuruQUdt6bN29Wt27dtGbNGu3YsUOdO3dW7969Lf/nvFKlSho9erQ2b96sPXv2aOLEiZo4cWK5+6DZws77ohMnTigmJkZdunQpocqu0tV8wSUK56abbjKjRo2yr+fm5pqaNWua+Pj4qxo/Z84c4+3tbbKzs0uqxBJR2HmPGjXK3HbbbQ5tY8eONbfcckuJ1lncCjvvoKAg88orrzi09e3b1wwePLhE6yxJkszKlSsv22fChAmmWbNmDm0DBgwwUVFRJVhZybqaef9VZGSkeeyxx0qsntJS2Hlf1LRpUzN16tTiL6iUFHXed955p7n33nuLv6BSUph5DxgwwEycONFMnjzZtGrVqkTruhyu3BSzc+fOaceOHeratau9zcXFRV27dtXWrVuvah+LFi3SPffco0qVKpVUmcWuKPNu3769duzYYb+F8+uvv2rNmjX629/+Vio1F4eizDsnJ0ceHh4ObZ6envriiy9KtFZn27p1q8N5kqSoqKir/nuB8i0vL08nT55UtWrVnF1Kqdq1a5e2bNmiyMhIZ5dS4hYvXqxff/1VkydPdnYpZeMTiq3k2LFjys3NtX99xEUBAQHau3fvFcdv27ZNu3fv1qJFi0qqxBJRlHkPGjRIx44d06233ipjjC5cuKAHH3ywXN2WKsq8o6KiNHv2bHXs2FENGjTQxo0btWLFCuXm5pZGyU6Tnp5e4HnKysrSmTNn5Onp6aTKUBpmzpyp7Oxs3X333c4upVTUrl1bR48e1YULFzRlyhSNGDHC2SWVqF9++UV///vf9fnnn6tCBedHC67clDGLFi1SixYtdNNNNzm7lBKXlJSk5557Tq+++qp27typFStWaPXq1Zo+fbqzSytR8+bNU6NGjdSkSRO5ublp9OjRGjZsmMN3qAFWsnTpUk2dOlXvvvuu/P39nV1Oqfj888+1fft2LViwQHPnztU777zj7JJKTG5urgYNGqSpU6eqcePGzi5HElduil2NGjXk6uqqjIwMh/aMjAwFBgZeduypU6eUmJioadOmlWSJJaIo8540aZKGDBli/x9NixYtdOrUKd1///16+umny8UP+6LM28/PT6tWrdLZs2f1+++/q2bNmvr73/+uG264oTRKdprAwMACz5OPjw9XbSwsMTFRI0aM0PLly/PdlrSy+vXrS/rz37WMjAxNmTJFAwcOdHJVJePkyZPavn27du3aZf+eyLy8PBljVKFCBX3yySe67bbbSrWmsv/To5xxc3NTeHi4Nm7caG/Ly8vTxo0bFRERcdmxy5cvV05Oju69996SLrPYFWXep0+fzhdgXF1dJUmmnHzl2bX8fnt4eKhWrVq6cOGC3n//ffXp06eky3WqiIgIh/MkSevXr7/ieUL59c4772jYsGF65513yuVHWxSXvLw85eTkOLuMEuPj46Pvv/9eycnJ9uXBBx9USEiIkpOT1a5du1KviSs3JWDs2LGKjY1V27ZtddNNN2nu3Lk6deqUhg0bJkmKiYlRrVq1FB8f7zBu0aJFio6OVvXq1Z1R9jUr7Lx79+6t2bNnKywsTO3atdO+ffs0adIk9e7d2x5yyoPCzvvrr7/W4cOH1bp1ax0+fFhTpkxRXl6eJkyY4MxpFFp2drb27dtnXz9w4ICSk5NVrVo11alTR3FxcTp8+LDeeustSdKDDz6oV155RRMmTNB9992nTz/9VO+++65Wr17trCkUSWHnLUnJycn2sUePHlVycrLc3NzUtGnT0i6/yAo776VLlyo2Nlbz5s1Tu3btlJ6eLunPh+d9fX2dMoeiKOy858+frzp16qhJkyaS/nwlfubMmXr00UedUn9RFWbeLi4uat68ucN4f39/eXh45GsvNU57T8viXn75ZVOnTh3j5uZmbrrpJvPVV1/Zt0VGRprY2FiH/nv37jWSzCeffFLKlRavwsz7/PnzZsqUKaZBgwbGw8PDBAcHm4cfftgcP3689Au/RoWZd1JSkgkNDTXu7u6mevXqZsiQIebw4cNOqPrabNq0yUjKt1yca2xsrImMjMw3pnXr1sbNzc3ccMMNZvHixaVe97UqyrwL6l+3bt1Sr/1aFHbekZGRl+1fXhR23i+99JJp1qyZ8fLyMj4+PiYsLMy8+uqrJjc31zkTKKKi/Dn/K2e/Cm4zppxc/wcAALgKPHMDAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADIJ+hQ4cqOjra2WUUSlmquV69epo7d66zy1CnTp00ZswYZ5eB68jmzZvVu3dv1axZUzabTatWrSrU+ClTpshms+VbKlWqVKj9EG6A69jBgwdls9nsXw9w0bx585SQkFDixy9LgQTAtTt16pRatWql+fPnF2n8uHHjlJaW5rA0bdpU/fv3L9R+CDcA8vH19VWVKlWcXQaAcqZnz5569tlndeeddxa4PScnR+PGjVOtWrVUqVIltWvXTklJSfbtlStXVmBgoH3JyMjQjz/+qOHDhxeqDsINYAF5eXmKj49X/fr15enpqVatWum9996TJB0/flyDBw+Wn5+fPD091ahRIy1evFiSVL9+fUlSWFiYbDabOnXqJCn/FZVOnTrpkUce0ZgxY1S1alUFBATon//8p/0LQr29vdWwYUN9/PHH9jG5ubkaPny4vaaQkBDNmzfPvn3KlCn617/+pQ8++MB+6fniP3Kpqam6++67VaVKFVWrVk19+vTRwYMHHfY9duxYValSRdWrV9eECRPyfZP85c6JJCUlJclms2ndunUKCwuTp6enbrvtNh05ckQff/yxQkND5ePjo0GDBun06dMO52L06NEaPXq0fH19VaNGDU2aNOmy32SfkpKiPn36qHLlyvLx8dHdd9+tjIwMSX9ePXNxcdH27dsdxsydO1d169ZVXl6eJGn37t3q2bOnKleurICAAA0ZMkTHjh2z9z916pRiYmJUuXJlBQUFadasWZesB3CW0aNHa+vWrUpMTNR3332n/v37q0ePHvrll18K7P/GG2+ocePG6tChQ+EO5LRvtQJQbJ599lnTpEkTs3btWrN//36zePFi4+7ubpKSksyoUaNM69atzTfffGMOHDhg1q9fbz788ENjjDHbtm0zksyGDRtMWlqa+f33340xf34pXp8+fez7j4yMNN7e3mb69Onm559/NtOnTzeurq6mZ8+eZuHChebnn382Dz30kKlevbo5deqUMcaYc+fOmWeeecZ888035tdffzVvv/228fLyMsuWLTPGGHPy5Elz9913mx49epi0tDSTlpZmcnJyzLlz50xoaKi57777zHfffWd+/PFHM2jQIBMSEmJycnKMMca88MILpmrVqub99983P/74oxk+fLjx9vZ2qPly58SY/34x4M0332y++OILs3PnTtOwYUMTGRlpunfvbnbu3Gk2b95sqlevbp5//nmHc1G5cmXz2GOPmb1799rntXDhQnufunXrmjlz5hhjjMnNzTWtW7c2t956q9m+fbv56quvTHh4uMOXDnbr1s08/PDDDr+nLVu2NM8884wxxpjjx48bPz8/ExcXZ/bs2WN27txpunXrZjp37mzv/9BDD5k6deqYDRs2mO+++87cfvvtxtvb2zz22GOF/eMEFAtJZuXKlfb1Q4cOGVdX13xfFNylSxcTFxeXb/yZM2dM1apVzQsvvFD4Yxd6BIAy5ezZs8bLy8ts2bLFoX348OFm4MCBpnfv3mbYsGEFjj1w4ICRZHbt2uXQXlC4ufXWW+3rFy5cMJUqVTJDhgyxt6WlpRlJZuvWrZesddSoUeauu+665HGMMWbJkiUmJCTE5OXl2dtycnKMp6enWbdunTHGmKCgIPPiiy/at58/f97Url3bvq8rnRNj/htuNmzYYN8eHx9vJJn9+/fb2x544AETFRXlcC5CQ0Md6nvyySdNaGioff2v4eaTTz4xrq6uJiUlxb79hx9+MJLMtm3bjDHGLFu2zFStWtWcPXvWGGPMjh07jM1mMwcOHDDGGDN9+nTTvXt3h7mkpqYaSeann34yJ0+eNG5ububdd9+1b//999+Np6cn4QZO87/h5qOPPjKSTKVKlRyWChUqmLvvvjvf+KVLl5oKFSqY9PT0Qh+7QlEvLQEoG/bt26fTp0+rW7duDu3nzp1TWFiYpkyZorvuuks7d+5U9+7dFR0drfbt2xf6OC1btrT/2tXVVdWrV1eLFi3sbQEBAZKkI0eO2Nvmz5+vN998UykpKTpz5ozOnTun1q1bX/Y43377rfbt2ydvb2+H9rNnz2r//v3KzMxUWlqa2rVrZ99WoUIFtW3b1n5r6Ern5FLzCggIkJeXl2644QaHtm3btjmMufnmm2Wz2ezrERERmjVrlnJzc+Xq6urQd8+ePQoODlZwcLC9rWnTpqpSpYr27NmjG2+8UdHR0Ro1apRWrlype+65RwkJCercubPq1atnPyebNm1S5cqV852v/fv328/tX89JtWrVFBISkq8/4CzZ2dlydXXVjh078v09KejP9htvvKHbb7/d/m9LYRBugHIuOztbkrR69WrVqlXLYZu7u7uCg4N16NAhrVmzRuvXr1eXLl00atQozZw5s1DHqVixosO6zWZzaLv4w/7iMyKJiYkaN26cZs2apYiICHl7e2vGjBn6+uuvrzif8PBw/fvf/863zc/P76pqvdI5udS8/ndOF9suzqmkuLm5KSYmRosXL1bfvn21dOlSh+eTsrOz1bt3b73wwgv5xgYFBWnfvn0lWh9QHMLCwpSbm6sjR45c8RmaAwcOaNOmTfrwww+LdCzCDVDONW3aVO7u7kpJSVFkZGSBffz8/BQbG6vY2Fh16NBB48eP18yZM+Xm5ibpzwd0i9uXX36p9u3b6+GHH7a37d+/36GPm5tbvmO3adNGy5Ytk7+/v3x8fArcd1BQkL7++mt17NhRknThwgXt2LFDbdq0kXR15+Ra/G9A++qrr9SoUaN8/xuVpNDQUKWmpio1NdV+9ebHH3/UiRMn1LRpU3u/ESNGqHnz5nr11Vd14cIF9e3b176tTZs2ev/991WvXj1VqJD/n+0GDRqoYsWK+vrrr1WnTh1Jfz5I/vPPP5fI/IFLyc7OdgjbBw4cUHJysqpVq6bGjRtr8ODBiomJ0axZsxQWFqajR49q48aNatmypXr16mUf9+abbyooKEg9e/YsUh2EG6Cc8/b21rhx4/T4448rLy9Pt956qzIzM/Xll1/Kx8dH+/fvV3h4uJo1a6acnBx99NFHCg0NlST5+/vL09NTa9euVe3ateXh4SFfX99iqatRo0Z66623tG7dOtWvX19LlizRN998Y39DS/rzw+7WrVunn376SdWrV5evr68GDx6sGTNmqE+fPpo2bZpq166tQ4cOacWKFZowYYJq166txx57TM8//7waNWqkJk2aaPbs2Tpx4sRVn5PY2NhrmltKSorGjh2rBx54QDt37tTLL798ybeTunbtqhYtWmjw4MGaO3euLly4oIcffliRkZFq27atvV9oaKhuvvlmPfnkk7rvvvvk6elp3zZq1Cj985//1MCBAzVhwgRVq1ZN+/btU2Jiot544w1VrlxZw4cP1/jx41W9enX5+/vr6aeflosLL8SidG3fvl2dO3e2r48dO1aSFBsbq4SEBC1evFjPPvusnnjiCR0+fFg1atTQzTffrNtvv90+Ji8vTwkJCRo6dGiB/2G4GoQbwAKmT58uPz8/xcfH69dff1WVKlXUpk0bPfXUU0pNTVVcXJwOHjwoT09PdejQQYmJiZL+fFblpZde0rRp0/TMM8+oQ4cODp85cS0eeOAB7dq1SwMGDJDNZtPAgQP18MMPO7wuPnLkSCUlJalt27bKzs7Wpk2b1KlTJ23evFlPPvmk+vbtq5MnT6pWrVrq0qWL/UrOE088obS0NMXGxsrFxUX33Xef7rzzTmVmZl7VOblWMTExOnPmjG666Sa5urrqscce0/33319gX5vNpg8++ECPPPKIOnbsKBcXF/Xo0UMvv/xyvr7Dhw/Xli1bdN999zm016xZU19++aWefPJJde/eXTk5Oapbt6569OhhDzAzZsyw377y9vbWE0884XA+gNLQqVOny34sQsWKFTV16lRNnTr1kn1cXFyUmpp6TXXYzOWqAAA46NSpk1q3bl0iX68wffp0LV++XN99912x7xu4nnDNEgCcLDs7W7t379Yrr7yiRx55xNnlAOUe4QYAnGz06NEKDw9Xp06d8t2SAlB43JYCAACWwpUbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKf8PFUrRkkz2OuEAAAAASUVORK5CYII=","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Read the data\n","df = pd.read_csv(\"UnemploymentRate.csv\")\n","\n","# Get the states to plot\n","states = input(\"Enter the states to plot, separated by commas: \").split(\",\")\n","\n","# Filter the data\n","df = df[df[\"states\"].isin(states)]\n","\n","# Create a list of colors for each state\n","colors = sns.color_palette(\"tab10\")\n","\n","# Plot the data\n","plt.title(\"Unemployment Rate\")\n","sns.histplot(x=\"estimatedemployed\", hue=\"states\", data=df, palette=colors)\n","plt.show()\n"]},{"cell_type":"code","execution_count":74,"metadata":{"executionInfo":{"elapsed":363,"status":"ok","timestamp":1687013522037,"user":{"displayName":"Ritesh Roushan Kumar","userId":"16859930513850428754"},"user_tz":-330},"id":"nEBXUANg1V31"},"outputs":[],"source":["#plot the different data of every state"]}],"metadata":{"colab":{"authorship_tag":"ABX9TyO6hEav9fjfvbkzDteb8g5l","mount_file_id":"1N5KqPmYbUwrdROLVaZL5ea4yxCG78wnb","provenance":[]},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.6"}},"nbformat":4,"nbformat_minor":0}