Files
colorado_spills/analysis/analysis5.ipynb
2025-03-09 20:30:02 -07:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/dadams/miniconda3/envs/spatial_env2/lib/python3.10/site-packages/pandas/io/sql.py:1725: SAWarning: Did not recognize type 'geometry' of column 'geometry'\n",
" self.meta.reflect(bind=self.con, only=[table_name], views=True)\n"
]
}
],
"source": [
"import pandas as pd\n",
"from sqlalchemy import create_engine\n",
"import geopandas as gpd\n",
"from dotenv import load_dotenv\n",
"load_dotenv()\n",
"\n",
"import os\n",
"\n",
"# Database connection details from zshrc environment variables\n",
"# use .env file for local development\n",
"\n",
"\n",
"db_name = 'colorado_spills'\n",
"user = os.getenv('DB_USER')\n",
"password = os.getenv('DB_PASSWORD')\n",
"host = os.getenv('DB_HOST')\n",
"port = os.getenv('DB_PORT')\n",
"\n",
"\n",
"# Create an engine to connect to the PostgreSQL database\n",
"engine = create_engine(f'postgresql+psycopg2://{user}:{password}@{host}:{port}/{db_name}')\n",
"\n",
"# Read in the spills_with_demographics_geog as spills\n",
"spills = pd.read_sql_table('spills_with_demographics_geog', engine)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# use longitude and latitude to create a GeoDataFrame from spills data\n",
"spills['geometry'] = gpd.points_from_xy(spills['Longitude'], spills['Latitude'])"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"spills_gdf = gpd.GeoDataFrame(spills, crs='EPSG:4326') \n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"\n",
"# Ensure date columns are in datetime format\n",
"spills_gdf['Date of Discovery'] = pd.to_datetime(spills_gdf['Date of Discovery'])\n",
"spills_gdf['Initial Report Date'] = pd.to_datetime(spills_gdf['Initial Report Date'])\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# Separate Historical vs. Recent Spills\n",
"historical_spills = spills_gdf[spills_gdf['Spill Type'] == 'Historical']\n",
"recent_spills = spills_gdf[spills_gdf['Spill Type'] == 'Recent']\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" count mean std min 25% 50% 75% max\n",
"Spill Type \n",
"Historical 5828.0 20.987646 205.864644 0.0 0.0 1.0 2.0 9261.0\n",
"Recent 11062.0 4.075484 46.649970 0.0 0.0 1.0 2.0 2232.0\n"
]
}
],
"source": [
"# Compare Reporting Delay\n",
"report_delay_summary = spills_gdf.groupby('Spill Type')['Report Delay (Days)'].describe()\n",
"print(report_delay_summary)\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
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ziwAA4H5TqlQpRUREaM2aNc4u5Z4lJSWpZMmSGjBgQJYbBCL/rV69Wm3bttWXX36pli1bZtnfsGFD/frrr1nu+QAAwO2wYg8AwAPq7Nmz+vnnnzV9+nS5uLhkudQA+euHH37QqVOnNGzYMFWtWtX+aEAAAO4Vj7sDAOABNX/+fDVs2FCHDx/WkiVLVKxYMWeX9FDr16+f2rZtq0KFCunjjz/O8RMAAAD4K5yKDwAAAACAhbFiDwAAAACAhRHsAQAAAACwMII9AAAAAAAWxl3xcygzM1Pnzp2Tn58fN7sBAAAAAOQ5wzB05coVhYaGysXl9uvyBPscOnfunMLCwpxdBgAAAADgIXPmzBkVL178tvsJ9jnk5+cn6Y+G+vv7O7kaAAAAAMCD7vLlywoLC7Pn0dsh2OfQrdPv/f39CfYAAAAAgHzzV5eDc/M8AAAAAAAsjGAPAAAAAICFEewBAAAAALAwrrEHAAAAAIvKzMxUWlqas8vAXXJ3d5erq+s9H4dgDwAAAAAWlJaWpvj4eGVmZjq7FNyDggULKiQk5C9vkHcnBHsAAAAAsBjDMJSQkCBXV1eFhYXJxYWrrK3GMAxdv35dSUlJkqSiRYve9bEI9gAAAABgMTdv3tT169cVGhoqHx8fZ5eDu+Tt7S1JSkpKUpEiRe76tHx+rQMAAAAAFpORkSFJ8vDwcHIluFe3fjGTnp5+18cg2AMAAACARd3Lddm4P5jxMyTYAwAAAABgYQR7AAAAAECeOXnypGw2m+Li4iRJmzdvls1m06VLlyRJMTExKliwoNPqexAQ7AEAAAAA2UpKSlLfvn1VokQJeXp6KiQkRM2bN9eOHTtyfIywsDAlJCQoIiIi158fExMjm812x9fmzZtzfdwHDXfFBwAAAABk6/nnn1d6erpiY2NVunRpnT9/Xhs2bNBvv/2W42O4uroqJCTkrj6/U6dOeuaZZ+zb7du3V0REhCZMmGAfCwwMvKtjP0hYsQcAAAAAZHHp0iVt3bpVU6dOVaNGjVSyZEnVqlVLo0ePVqtWrezzbDab3n//fbVo0ULe3t4KDw/X8uXL7fv/fCp+bnh7eyskJMT+8vDwkI+Pj0JCQnTs2DGFhYVl+SXDsGHD9PTTT0v6/0/z//zzz1W+fHl5eXmpadOmOnPmjMN7Vq9erRo1asjLy0ulS5dWVFSUbt68met6nYVgDwAAAADIokCBAipQoIA+//xzpaam3nHu2LFj9fzzz+v777/XSy+9pBdeeEFHjhzJ0/qefvpplS5dWosWLbKP3bx5U4sXL1bPnj3tY9evX9ekSZMUGxurbdu26fLly+rcubN9/9dff62XXnpJAwcO1A8//KC5c+cqJiZGkyZNytP6zUSwBwAAAABk4ebmppiYGMXGxqpgwYKqV6+e/vGPf+jAgQNZ5nbo0EGvvPKKypcvrzfffFM1a9ZUdHR0ntfYq1cvLVy40L795Zdf6vr16+rYsaN9LD09XXPmzFGdOnVUo0YNxcbGavv27dq9e7ckadKkSRo1apS6d++u0qVLq2nTpnrzzTc1d+7cPK/fLAR7AAAAAEC2nn/+eZ07d06rVq1S8+bNtXnzZlWvXl0xMTEO8+rUqZNlO69X7CWpR48eOn78uHbu3ClJ+vDDD9WxY0f5+vra57i5ualmzZr27QoVKqhgwYL2+vbt26cJEybYz1AoUKCAevfurYSEBF2/fj3Pv4MZuHkeAAAAAOC2bl2X3rRpU40bN06vvPKKxo8frx49etzxfTabLc9rK1KkiNq0aaOFCxeqdOnS+uqrr7K9S352tdway8zMVFRUlNq3b59ljpeXl+k15wVW7AEAAAAAOVapUiVdu3bNYezWivn/bleoUCFf6nnllVe0bNkyzZ07V2XKlFG9evUc9t+8eVN79+61bx89elSXLl2y11e9enUdPXpUZcuWzfJycbFGZGbFHgAAAIC5IgPy6LgpeXNcZOvixYvq0KGDXn75ZVWpUkV+fn7au3evpk2bpnbt2jnMXb58uWrWrKn69etryZIl2r17txYsWJAvdTZv3lwBAQGaOHGiw2PwbnF3d9eAAQM0e/Zsubu76/XXX9eTTz6pWrVqSZLGjRun1q1bKywsTB06dJCLi4sOHDiggwcPauLEifnyHe6VNX79AAAAAADIVwUKFFDt2rU1c+ZMPf3004qIiNDYsWPVu3dvzZkzx2FuVFSUli1bpipVqig2NlZLlixRpUqV8qVOFxcX9ejRQxkZGerWrVuW/T4+Pho5cqS6dOmiOnXqyNvbW8uWLbPvb968udasWaP169friSee0JNPPqkZM2aoZMmS+VK/GWyGYRjOLsIKLl++rICAAKWkpMjf39/Z5QAAAAD3L1bs89zvv/+u+Ph4hYeHO/06cJvNppUrV+rZZ591Wg29e/fW+fPntWrVKofxmJgYDR48WJcuXXJOYTlwp59lTnMop+IDAAAAACwpJSVFe/bs0ZIlS/TFF184uxynIdgDAAAAACypXbt22r17t/r27aumTZs6uxynIdgDAAAAAO6aM6/uzu7Rdv+rR48ef/lYvgcBN88DAAAAAMDCCPYAAAAAAFgYwR4AAAAAAAsj2AMAAAAAYGEEewAAAAAALIxgDwAAAACAhRHsAQAAAAD3lZiYGBUsWNApn92jRw89++yzph0vMjJSVatWNe142eE59gAAAADwgCg16st8/byTb7XK9Xt69OihS5cu6fPPP3cY37x5sxo1aqTk5GR16tRJLVu2zNHxYmJiNHjwYF26dCnXtWTnnXfekWEYphwrvxDsAQAAAAD3FW9vb3l7e+frZ2ZkZMhmsykgICBfP9cMnIoPAAAAALiv/PlU/O+//16NGjWSn5+f/P39VaNGDe3du1ebN29Wz549lZKSIpvNJpvNpsjISElScnKyunXrpkKFCsnHx0ctWrTQTz/9lOUz1qxZo0qVKsnT01OnTp3Kcip+Zmampk6dqrJly8rT01MlSpTQpEmT7PtHjhyp8uXLy8fHR6VLl9bYsWOVnp6e1y1ywIo9AAAAAOC+9uKLL6patWp6//335erqqri4OLm7u6tu3bqaNWuWxo0bp6NHj0qSChQoIOmPU/5/+uknrVq1Sv7+/ho5cqRatmypH374Qe7u7pKk69eva8qUKZo/f76CgoJUpEiRLJ89evRozZs3TzNnzlT9+vWVkJCgH3/80b7fz89PMTExCg0N1cGDB9W7d2/5+flpxIgR+dCZPxDsAQAAAAD5as2aNfYAfktGRsZt558+fVr/93//pwoVKkiSypUrZ98XEBAgm82mkJAQ+9itQL9t2zbVrVtXkrRkyRKFhYXp888/V4cOHSRJ6enpeu+99/T4449n+7lXrlzRO++8ozlz5qh79+6SpDJlyqh+/fr2OW+88Yb9z6VKldKwYcP0ySefEOwBAAAAAA+uRo0a6f3333cY27Vrl1566aVs5w8dOlSvvPKKFi1apCZNmqhDhw4qU6bMbY9/5MgRubm5qXbt2vaxoKAgPfroozpy5Ih9zMPDQ1WqVLnjcVJTU9W4cePbzvn00081a9YsHT9+XFevXtXNmzfl7+9/2/l5gWvsAQAAAAD5ytfXV2XLlnV4FStW7LbzIyMjdfjwYbVq1UobN25UpUqVtHLlytvOv91d7Q3DkM1ms297e3s7bP/ZX93Ab+fOnercubNatGihNWvW6LvvvtOYMWOUlpZ2x/eZjWAPAAAAALjvlS9fXkOGDNG6devUvn17LVy4UNIfq+5/Po2/UqVKunnzpnbt2mUfu3jxoo4dO6aKFSvm+DPLlSsnb29vbdiwIdv927ZtU8mSJTVmzBjVrFlT5cqV06lTp+7i290bgj0AAAAA4L5148YNvf7669q8ebNOnTqlbdu2ac+ePfaAXqpUKV29elUbNmzQr7/+quvXr6tcuXJq166devfura1bt+r777/XSy+9pGLFiqldu3Y5/mwvLy+NHDlSI0aM0EcffaQTJ05o586dWrBggSSpbNmyOn36tJYtW6YTJ05o9uzZdzyTIK8Q7AEAAAAA9y1XV1ddvHhR3bp1U/ny5dWxY0e1aNFCUVFRkqS6devq1VdfVadOnfTII49o2rRpkqSFCxeqRo0aat26terUqSPDMPTVV1/Z74ifU2PHjtWwYcM0btw4VaxYUZ06dVJSUpIkqV27dhoyZIhef/11Va1aVdu3b9fYsWPNbUAO2IzbXXwAB5cvX1ZAQIBSUlLy/UYIAAAAgKVEBuTRcVPy5rgW9Pvvvys+Pl7h4eHy8vJydjm4B3f6WeY0hzp1xf6///2v2rRpo9DQUNlsNn3++ef2fenp6Ro5cqQqV64sX19fhYaGqlu3bjp37pzDMVJTUzVgwAAVLlxYvr6+atu2rc6ePeswJzk5WV27dlVAQIACAgLUtWtXXbp0KR++IQAAAAAAecupwf7atWt6/PHHNWfOnCz7rl+/rv3792vs2LHav3+/PvvsMx07dkxt27Z1mDd48GCtXLlSy5Yt09atW3X16lW1bt3a4eYJXbp0UVxcnNauXau1a9cqLi5OXbt2zfPvBwAAAABAXnPqc+xbtGihFi1aZLsvICBA69evdxiLjo5WrVq1dPr0aZUoUUIpKSlasGCB/VmGkrR48WKFhYXpm2++UfPmzXXkyBGtXbtWO3futD/DcN68eapTp46OHj2qRx99NG+/JAAAAAAAechSN89LSUmRzWZTwYIFJUn79u1Tenq6mjVrZp8TGhqqiIgIbd++XZK0Y8cOBQQE2EO9JD355JMKCAiwzwEAAAAAwKqcumKfG7///rtGjRqlLl262G8akJiYKA8PDxUqVMhhbnBwsBITE+1zihQpkuV4RYoUsc/JTmpqqlJTU+3bly9fNuNrAAAAAABgKkus2Kenp6tz587KzMzUe++995fzDcOQzWazb//vn28358+mTJliv9leQECAwsLC7q54AAAAAADy0H0f7NPT09WxY0fFx8dr/fr1Drf4DwkJUVpampKTkx3ek5SUpODgYPuc8+fPZznuhQsX7HOyM3r0aKWkpNhfZ86cMekbAQAAAABgnvs62N8K9T/99JO++eYbBQUFOeyvUaOG3N3dHW6yl5CQoEOHDqlu3bqSpDp16iglJUW7d++2z9m1a5dSUlLsc7Lj6ekpf39/hxcAAAAAAPcbp15jf/XqVR0/fty+HR8fr7i4OAUGBio0NFR///vftX//fq1Zs0YZGRn2a+IDAwPl4eGhgIAA9erVS8OGDVNQUJACAwM1fPhwVa5c2X6X/IoVK+qZZ55R7969NXfuXElSnz591Lp1a+6IDwBAfokMyINjpph/TAAALMipwX7v3r1q1KiRfXvo0KGSpO7duysyMlKrVq2SJFWtWtXhfZs2bVLDhg0lSTNnzpSbm5s6duyoGzduqHHjxoqJiZGrq6t9/pIlSzRw4ED73fPbtm2rOXPm5OE3AwAAAAAgfzg12Dds2FCGYdx2/5323eLl5aXo6GhFR0ffdk5gYKAWL158VzUCAAAAgGXkxRlSd/y83J891aNHD8XGxkqSXF1dFRoaqlatWmny5MlZnnjmLJs3b1ajRo2UnJxsf9z6/ey+vsYeAAAAAPDgeeaZZ5SQkKCTJ09q/vz5Wr16tfr16+fssiyLYA8AAAAAyFeenp4KCQlR8eLF1axZM3Xq1Enr1q2z71+4cKEqVqwoLy8vVahQIctjz8+ePavOnTsrMDBQvr6+qlmzpnbt2mXfv3r1atWoUUNeXl4qXbq0oqKidPPmTft+m82m+fPn67nnnpOPj4/KlStnvxT85MmT9kvGCxUqJJvNph49euRhN+6dU0/FBwAAAAA83H7++WetXbtW7u7ukqR58+Zp/PjxmjNnjqpVq6bvvvtOvXv3lq+vr7p3766rV6+qQYMGKlasmFatWqWQkBDt379fmZmZkqSvv/5aL730kmbPnq2nnnpKJ06cUJ8+fSRJ48ePt39uVFSUpk2bpunTpys6OlovvviiTp06pbCwMK1YsULPP/+8jh49Kn9/f3l7e+d/Y3KBYA8AAAAAyFdr1qxRgQIFlJGRod9//12SNGPGDEnSm2++qbffflvt27eXJIWHh+uHH37Q3Llz1b17dy1dulQXLlzQnj17FBgYKEkqW7as/diTJk3SqFGj1L17d0lS6dKl9eabb2rEiBEOwb5Hjx564YUXJEmTJ09WdHS0du/erWeeecZ+3CJFiljiGnuCPQAAAAAgXzVq1Ejvv/++rl+/rvnz5+vYsWMaMGCALly4oDNnzqhXr17q3bu3ff7NmzcVEPDHjQHj4uJUrVo1e/j+s3379mnPnj2aNGmSfezWLxCuX78uHx8fSVKVKlXs+319feXn56ekpKS8+Lp5jmAPAAAAAMhXvr6+9lX22bNnq1GjRoqKitLrr78u6Y/T8WvXru3wnluPNP+r0+IzMzMVFRVlX/H/X15eXvY/3zr1/xabzWY/nd9qCPYA8CDIi0fb3MXjawAAAO7G+PHj1aJFC7322msqVqyYfv75Z7344ovZzq1SpYrmz5+v3377LdtV++rVq+vo0aMOp+fnloeHh6Q/VvqtgGAPAAAAAHCqhg0b6rHHHtPkyZMVGRmpgQMHyt/fXy1atFBqaqr27t2r5ORkDR06VC+88IImT56sZ599VlOmTFHRokX13XffKTQ0VHXq1NG4cePUunVrhYWFqUOHDnJxcdGBAwd08OBBTZw4MUf1lCxZUjabTWvWrFHLli3l7e2tAgUK5HEX7h6PuwMAAAAAON3QoUM1b948NW/eXPPnz1dMTIwqV66sBg0aKCYmRuHh4ZL+WE1ft26dihQpopYtW6py5cp666237KfqN2/eXGvWrNH69ev1xBNP6Mknn9SMGTNUsmTJHNdSrFgxRUVFadSoUQoODrZfInC/shmGYTi7CCu4fPmyAgIClJKSIn9/f2eXAwCOOBUf9zv+jgIPl7z437zE/+7/x++//674+HiFh4c7XDcO67nTzzKnOZQVewAAAAAALIxr7AEAAADOKgFgYazYAwAAAABgYQR7AAAAAAAsjGAPAAAAABbFvdCtz4yfIcEeAAAAACzm1qPd0tLSnFwJ7tX169clSe7u7nd9DG6eBwAAAAAW4+bmJh8fH124cEHu7u5ycWHN1moMw9D169eVlJSkggUL2n9ZczcI9gAAAABgMTabTUWLFlV8fLxOnTrl7HJwDwoWLKiQkJB7OgbBHgAAAAAsyMPDQ+XKleN0fAtzd3e/p5X6Wwj2AAAAAGBRLi4u8vLycnYZcDIuxAAAAAAAwMJYsQcAAACA+11kQB4cM8X8Y8IpCPZATvB/pAAAAADuU5yKDwAAAACAhRHsAQAAAACwMII9AAAAAAAWRrAHAAAAAMDCCPYAAAAAAFgYwR4AAAAAAAsj2AMAAAAAYGEEewAAAAAALIxgDwAAAACAhRHsAQAAAACwMII9AAAAAAAWRrAHAAAAAMDCCPYAAAAAAFgYwR4AAAAAAAsj2AMAAAAAYGEEewAAAAAALIxgDwAAAACAhRHsAQAAAACwMII9AAAAAAAWRrAHAAAAAMDC3JxdAAAA953IgDw4Zor5xwQAABAr9gAAAAAAWBrBHgAAAAAACyPYAwAAAABgYQR7AAAAAAAsjGAPAAAAAICFEewBAAAAALAwgj0AAAAAABZGsAcAAAAAwMII9gAAAAAAWBjBHgAAAAAACyPYAwAAAABgYQR7AAAAAAAsjGAPAAAAAICFEewBAAAAALAwpwb7//73v2rTpo1CQ0Nls9n0+eefO+w3DEORkZEKDQ2Vt7e3GjZsqMOHDzvMSU1N1YABA1S4cGH5+vqqbdu2Onv2rMOc5ORkde3aVQEBAQoICFDXrl116dKlPP52AAAAAADkPacG+2vXrunxxx/XnDlzst0/bdo0zZgxQ3PmzNGePXsUEhKipk2b6sqVK/Y5gwcP1sqVK7Vs2TJt3bpVV69eVevWrZWRkWGf06VLF8XFxWnt2rVau3at4uLi1LVr1zz/fgAAAAAA5DU3Z354ixYt1KJFi2z3GYahWbNmacyYMWrfvr0kKTY2VsHBwVq6dKn69u2rlJQULViwQIsWLVKTJk0kSYsXL1ZYWJi++eYbNW/eXEeOHNHatWu1c+dO1a5dW5I0b9481alTR0ePHtWjjz6aP18WAAAAAIA8cN9eYx8fH6/ExEQ1a9bMPubp6akGDRpo+/btkqR9+/YpPT3dYU5oaKgiIiLsc3bs2KGAgAB7qJekJ598UgEBAfY52UlNTdXly5cdXgAAAAAA3G/u22CfmJgoSQoODnYYDw4Otu9LTEyUh4eHChUqdMc5RYoUyXL8IkWK2OdkZ8qUKfZr8gMCAhQWFnZP3wcAAAAAgLxw3wb7W2w2m8O2YRhZxv7sz3Oym/9Xxxk9erRSUlLsrzNnzuSycgAAAAAA8t59G+xDQkIkKcuqelJSkn0VPyQkRGlpaUpOTr7jnPPnz2c5/oULF7KcDfC/PD095e/v7/ACAAAAAOB+c98G+/DwcIWEhGj9+vX2sbS0NG3ZskV169aVJNWoUUPu7u4OcxISEnTo0CH7nDp16iglJUW7d++2z9m1a5dSUlLscwAAAAAAsCqn3hX/6tWrOn78uH07Pj5ecXFxCgwMVIkSJTR48GBNnjxZ5cqVU7ly5TR58mT5+PioS5cukqSAgAD16tVLw4YNU1BQkAIDAzV8+HBVrlzZfpf8ihUr6plnnlHv3r01d+5cSVKfPn3UunVr7ogPAAAAALA8pwb7vXv3qlGjRvbtoUOHSpK6d++umJgYjRgxQjdu3FC/fv2UnJys2rVra926dfLz87O/Z+bMmXJzc1PHjh1148YNNW7cWDExMXJ1dbXPWbJkiQYOHGi/e37btm01Z86cfPqWAAAAAADkHacG+4YNG8owjNvut9lsioyMVGRk5G3neHl5KTo6WtHR0bedExgYqMWLF99LqQAAAAAA3Jfu22vsAQAAAADAXyPYAwAAAABgYQR7AAAAAAAsjGAPAAAAAICFEewBAAAAALAwgj0AAAAAABZGsAcAAAAAwMII9gAAAAAAWJibswsAAAAAgAdJqVFfmn7Mk16mHxIPEFbsAQAAAACwMII9AAAAAAAWRrAHAAAAAMDCCPYAAAAAAFgYwR4AAAAAAAsj2AMAAAAAYGEEewAAAAAALIzn2APIf5EBeXDMFPOPCQAAAFgAK/YAAAAAAFgYwR4AAAAAAAsj2AMAAAAAYGEEewAAAAAALIyb5wEAAFgNNyEFAPwPVuwBAAAAALAwgj0AAAAAABZGsAcAAAAAwMII9gAAAAAAWBjBHgAAAAAACyPYAwAAAABgYQR7AAAAAAAsjGAPAAAAAICFEewBAAAAALAwgj0AAAAAABZGsAcAAAAAwMII9gAAAAAAWBjBHgAAAAAACyPYAwAAAABgYQR7AAAAAAAsjGAPAAAAAICFEewBAAAAALAwgj0AAAAAABbm5uwCAAAAADhPqVFfmn7Mk16mHxLAHbBiDwAAAACAhRHsAQAAAACwMII9AAAAAAAWRrAHAAAAAMDCCPYAAAAAAFgYwR4AAAAAAAsj2AMAAAAAYGEEewAAAAAALIxgDwAAAACAheU62O/fv18HDx60b3/xxRd69tln9Y9//ENpaWmmFgcAAAAAAO4s18G+b9++OnbsmCTp559/VufOneXj46Ply5drxIgRphcIAAAAAABuL9fB/tixY6pataokafny5Xr66ae1dOlSxcTEaMWKFWbXBwAAAAAA7iDXwd4wDGVmZkqSvvnmG7Vs2VKSFBYWpl9//dXc6gAAAAAAwB3lOtjXrFlTEydO1KJFi7Rlyxa1atVKkhQfH6/g4GDTCwQAAAAAALeX62A/a9Ys7d+/X6+//rrGjBmjsmXLSpI+/fRT1a1b1/QCAQAAAADA7bnl9g1VqlRxuCv+LdOnT5erq6spRQEAAAAAgJwx7Tn2Xl5ecnd3N+twkqSbN2/qjTfeUHh4uLy9vVW6dGlNmDDBfo2/9Mc1/5GRkQoNDZW3t7caNmyow4cPOxwnNTVVAwYMUOHCheXr66u2bdvq7NmzptYKAAAAAIAz5GjFvlChQrLZbDk64G+//XZPBf2vqVOn6l//+pdiY2P12GOPae/everZs6cCAgI0aNAgSdK0adM0Y8YMxcTEqHz58po4caKaNm2qo0ePys/PT5I0ePBgrV69WsuWLVNQUJCGDRum1q1ba9++fZxlAAAAAACwtBwF+1mzZuVxGdnbsWOH2rVrZ79BX6lSpfTxxx9r7969kv5YrZ81a5bGjBmj9u3bS5JiY2MVHByspUuXqm/fvkpJSdGCBQu0aNEiNWnSRJK0ePFihYWF6ZtvvlHz5s2d8t0AAAAAADBDjoJ99+7d87qObNWvX1//+te/dOzYMZUvX17ff/+9tm7dav9FQ3x8vBITE9WsWTP7ezw9PdWgQQNt375dffv21b59+5Senu4wJzQ0VBEREdq+fTvBHgAAAABgaTkK9pcvX87xAf39/e+6mD8bOXKkUlJSVKFCBbm6uiojI0OTJk3SCy+8IElKTEyUpCyP2QsODtapU6fsczw8PFSoUKEsc269PzupqalKTU21b+emBwAAAAAA5JccBfuCBQv+5TX2hmHIZrMpIyPDlMIk6ZNPPtHixYu1dOlSPfbYY4qLi9PgwYMVGhrqcBbBn2u7VUtO6r2dKVOmKCoq6t6+AAAAAAAAeSxHwX7Tpk15XUe2/u///k+jRo1S586dJUmVK1fWqVOnNGXKFHXv3l0hISGS/liVL1q0qP19SUlJ9lX8kJAQpaWlKTk52WHVPikpSXXr1r3tZ48ePVpDhw61b1++fFlhYWGmfj8AAAAAAO5VjoJ9gwYN8rqObF2/fl0uLo5P5HN1dbU/7i48PFwhISFav369qlWrJklKS0vTli1bNHXqVElSjRo15O7urvXr16tjx46SpISEBB06dEjTpk277Wd7enrK09MzL74WAAAAAACmyVGwP3DggCIiIuTi4qIDBw7ccW6VKlVMKUyS2rRpo0mTJqlEiRJ67LHH9N1332nGjBl6+eWXJf1xCv7gwYM1efJklStXTuXKldPkyZPl4+OjLl26SJICAgLUq1cvDRs2TEFBQQoMDNTw4cNVuXJl+13yAQAAAACwqhwF+6pVqyoxMVFFihRR1apVZbPZZBhGlnlmX2MfHR2tsWPHql+/fkpKSlJoaKj69u2rcePG2eeMGDFCN27cUL9+/ZScnKzatWtr3bp19mfYS9LMmTPl5uamjh076saNG2rcuLFiYmJ4hj0AAAAAwPJyFOzj4+P1yCOP2P+cX/z8/DRr1iz74+2yY7PZFBkZqcjIyNvO8fLyUnR0tKKjo80vEgAAAAAAJ8pRsC9ZsmS2fwYAAAAAAM6Vo2D/Z0ePHlV0dLSOHDkim82mChUqaMCAAXr00UfNrg8AAAAAANyBy19PcfTpp58qIiJC+/bt0+OPP64qVapo//79ioiI0PLly/OiRgAAAAAAcBu5XrEfMWKERo8erQkTJjiMjx8/XiNHjlSHDh1MKw4AAAAAANxZrlfsExMT1a1btyzjL730khITE00pCgAAAAAA5Eyug33Dhg317bffZhnfunWrnnrqKVOKAgAAAAAAOZPrU/Hbtm2rkSNHat++fXryySclSTt37tTy5csVFRWlVatWOcwFAAAAAAB5J9fBvl+/fpKk9957T++99162+6Q/ni+fkZFxj+UBAAAAAIA7yXWwz8zMzIs6AAAAAADAXcj1NfYAAAAAAOD+keNgv2vXLv3nP/9xGPvoo48UHh6uIkWKqE+fPkpNTTW9QAAAAAAAcHs5DvaRkZE6cOCAffvgwYPq1auXmjRpolGjRmn16tWaMmVKnhQJAAAAAACyl+NgHxcXp8aNG9u3ly1bptq1a2vevHkaOnSoZs+erX//+995UiQAAAAAAMhejoN9cnKygoOD7dtbtmzRM888Y99+4okndObMGXOrAwAAAAAAd5Tju+IHBwcrPj5eYWFhSktL0/79+xUVFWXff+XKFbm7u+dJkcilyIA8OGaK+ccEAAAAANyzHK/YP/PMMxo1apS+/fZbjR49Wj4+Pnrqqafs+w8cOKAyZcrkSZEAAAAAACB7OV6xnzhxotq3b68GDRqoQIECio2NlYeHh33/hx9+qGbNmuVJkQAAAAAAIHs5DvaPPPKIvv32W6WkpKhAgQJydXV12L98+XIVKFDA9AIBAAAAAMDt5TjY3xIQkP3124GBgfdcDAAAAAAAyJ0cX2MPAAAAAADuPwR7AAAAAAAsjGAPAAAAAICF5SjYV69eXcnJyZKkCRMm6Pr163laFAAAAAAAyJkcBfsjR47o2rVrkqSoqChdvXo1T4sCAAAAAAA5k6O74letWlU9e/ZU/fr1ZRiG/vnPf9720Xbjxo0ztUAAAAAAAHB7OQr2MTExGj9+vNasWSObzab//Oc/cnPL+labzUawBwAAAAAgH+Uo2D/66KNatmyZJMnFxUUbNmxQkSJF8rQwAAAAAADw13IU7P9XZmZmXtQBAAAAAADuQq6DvSSdOHFCs2bN0pEjR2Sz2VSxYkUNGjRIZcqUMbs+AAAAAABwB7l+jv3XX3+tSpUqaffu3apSpYoiIiK0a9cuPfbYY1q/fn1e1AgAAAAAAG4j1yv2o0aN0pAhQ/TWW29lGR85cqSaNm1qWnEAAAAAAODOcr1if+TIEfXq1SvL+Msvv6wffvjBlKIAAAAAAEDO5DrYP/LII4qLi8syHhcXx53yAQAAAADIZ7k+Fb93797q06ePfv75Z9WtW1c2m01bt27V1KlTNWzYsLyoEQAAAAAA3Eaug/3YsWPl5+ent99+W6NHj5YkhYaGKjIyUgMHDjS9QAAAAAAAcHu5DvY2m01DhgzRkCFDdOXKFUmSn5+f6YUBAAAAAIC/dlfPsb+FQA8AAAAAgHPl+uZ5AAAAAADg/kGwBwAAAADAwgj2AAAAAABYWK6CfXp6uho1aqRjx47lVT0AAAAAACAXchXs3d3ddejQIdlstryqBwAAAAAA5EKuT8Xv1q2bFixYkBe1AAAAAACAXMr14+7S0tI0f/58rV+/XjVr1pSvr6/D/hkzZphWHAAAAAAAuLNcB/tDhw6pevXqkpTlWntO0QcAAAAAIH/lOthv2rQpL+oAAAAAAAB34a4fd3f8+HF9/fXXunHjhiTJMAzTigIAAAAAADmT62B/8eJFNW7cWOXLl1fLli2VkJAgSXrllVc0bNgw0wsEAAAAAAC3l+tgP2TIELm7u+v06dPy8fGxj3fq1Elr1641tTgAAAAAAHBnub7Gft26dfr6669VvHhxh/Fy5crp1KlTphUGAAAAAAD+Wq5X7K9du+awUn/Lr7/+Kk9PT1OKAgAAAAAAOZPrYP/000/ro48+sm/bbDZlZmZq+vTpatSokanFAQAAAACAO8v1qfjTp09Xw4YNtXfvXqWlpWnEiBE6fPiwfvvtN23bti0vagQAAADsSo360vRjnvQy/ZAAkG9yvWJfqVIlHThwQLVq1VLTpk117do1tW/fXt99953KlCmTFzUCAAAAAIDbyPWKvSSFhIQoKirK7FoAAAAAAEAu3VWwT05O1oIFC3TkyBHZbDZVrFhRPXv2VGBgoNn1AQAAAACAO8j1qfhbtmxReHi4Zs+ereTkZP3222+aPXu2wsPDtWXLlryoEQAAAAAA3EauV+z79++vjh076v3335erq6skKSMjQ/369VP//v116NAh04sEAAAAAADZy/WK/YkTJzRs2DB7qJckV1dXDR06VCdOnDC1OEn65Zdf9NJLLykoKEg+Pj6qWrWq9u3bZ99vGIYiIyMVGhoqb29vNWzYUIcPH3Y4RmpqqgYMGKDChQvL19dXbdu21dmzZ02vFQAAAACA/JbrYF+9enUdOXIky/iRI0dUtWpVM2qyS05OVr169eTu7q7//Oc/+uGHH/T222+rYMGC9jnTpk3TjBkzNGfOHO3Zs0chISFq2rSprly5Yp8zePBgrVy5UsuWLdPWrVt19epVtW7dWhkZGabWCwAAAABAfsvRqfgHDhyw/3ngwIEaNGiQjh8/rieffFKStHPnTr377rt66623TC1u6tSpCgsL08KFC+1jpUqVsv/ZMAzNmjVLY8aMUfv27SVJsbGxCg4O1tKlS9W3b1+lpKRowYIFWrRokZo0aSJJWrx4scLCwvTNN9+oefPmptYMAAAAAEB+ylGwr1q1qmw2mwzDsI+NGDEiy7wuXbqoU6dOphW3atUqNW/eXB06dNCWLVtUrFgx9evXT71795YkxcfHKzExUc2aNbO/x9PTUw0aNND27dvVt29f7du3T+np6Q5zQkNDFRERoe3bt9822Kempio1NdW+ffnyZdO+FwAAAAAAZslRsI+Pj8/rOrL1888/6/3339fQoUP1j3/8Q7t379bAgQPl6empbt26KTExUZIUHBzs8L7g4GCdOnVKkpSYmCgPDw8VKlQoy5xb78/OlClTFBUVZfI3AgAAAADAXDkK9iVLlszrOrKVmZmpmjVravLkyZKkatWq6fDhw3r//ffVrVs3+zybzebwPsMwsoz92V/NGT16tIYOHWrfvnz5ssLCwu7mawAAAAAAkGdy/bg76Y871W/btk1JSUnKzMx02Ddw4EBTCpOkokWLqlKlSg5jFStW1IoVKyRJISEhkv5YlS9atKh9TlJSkn0VPyQkRGlpaUpOTnZYtU9KSlLdunVv+9menp7y9PQ07bsAAAAAAJAXch3sFy5cqFdffVUeHh4KCgpyWPW22WymBvt69erp6NGjDmPHjh2zn0EQHh6ukJAQrV+/XtWqVZMkpaWlacuWLZo6daokqUaNGnJ3d9f69evVsWNHSVJCQoIOHTqkadOmmVYrAAAAAADOkOtgP27cOI0bN06jR4+Wi0uun5aXK0OGDFHdunU1efJkdezYUbt379YHH3ygDz74QNIfv0gYPHiwJk+erHLlyqlcuXKaPHmyfHx81KVLF0lSQECAevXqpWHDhikoKEiBgYEaPny4KleubL9LPgAAAAAAVpXrYH/9+nV17tw5z0O9JD3xxBNauXKlRo8erQkTJig8PFyzZs3Siy++aJ8zYsQI3bhxQ/369VNycrJq166tdevWyc/Pzz5n5syZcnNzU8eOHXXjxg01btxYMTExcnV1zfPvAAAAAABAXsp1sO/Vq5eWL1+uUaNG5UU9WbRu3VqtW7e+7X6bzabIyEhFRkbedo6Xl5eio6MVHR2dBxUCAAAAAOA8uQ72U6ZMUevWrbV27VpVrlxZ7u7uDvtnzJhhWnEAAAAAAODOch3sJ0+erK+//lqPPvqoJGW5eR4AAAAAAMg/uQ72M2bM0IcffqgePXrkQTkAAAAAACA3cn0HPE9PT9WrVy8vagEAAAAAALmU62A/aNAgbkIHAAAAAMB9Iten4u/evVsbN27UmjVr9Nhjj2W5ed5nn31mWnEAAAAAAODOch3sCxYsqPbt2+dFLQAAAAAAIJdyHewXLlyYF3UAAAAAAIC7kOtr7AEAAAAAwP0j1yv24eHhd3xe/c8//3xPBQEAAAAAgJzLdbAfPHiww3Z6erq+++47rV27Vv/3f/9nVl0AAAAAACAHch3sBw0alO34u+++q717995zQQAAAAAAIOdMu8a+RYsWWrFihVmHAwAAAAAAOWBasP/0008VGBho1uEAAAAAAEAO5PpU/GrVqjncPM8wDCUmJurChQt67733TC0OAAAAAADcWa6D/bPPPuuw7eLiokceeUQNGzZUhQoVzKoLAAAAAADkQK6D/fjx4/OiDgAAAAAAcBdMu8YeAAAAAADkvxyv2Lu4uDhcW58dm82mmzdv3nNRAAAAAAAgZ3Ic7FeuXHnbfdu3b1d0dLQMwzClKAAAcqrUqC9NP+ZJL9MPCQAAkGdyHOzbtWuXZezHH3/U6NGjtXr1ar344ot68803TS0OAAAAAADc2V1dY3/u3Dn17t1bVapU0c2bNxUXF6fY2FiVKFHC7PoAAAAAAMAd5Oqu+CkpKZo8ebKio6NVtWpVbdiwQU899VRe1QYAAAAAeMjlxWV3knTyrVZ5clxnyHGwnzZtmqZOnaqQkBB9/PHH2Z6aDzhbnv2PnuttAQAAANynchzsR40aJW9vb5UtW1axsbGKjY3Ndt5nn31mWnEAAAAAAODOchzsu3Xr9pePuwMAAAAAAPkrx8E+JiYmD8sAAAAAAAB3467uig8AAAAAAO4PBHsAAAAAACyMYA8AAAAAgIUR7AEAAAAAsDCCPQAAAAAAFkawBwAAAADAwgj2AAAAAABYGMEeAAAAAAALI9gDAAAAAGBhBHsAAAAAACyMYA8AAAAAgIUR7AEAAAAAsDCCPQAAAAAAFkawBwAAAADAwgj2AAAAAABYGMEeAAAAAAALI9gDAAAAAGBhBHsAAAAAACyMYA8AAAAAgIW5ObsAAHjYlBr1penHPOll+iEBAABgEazYAwAAAABgYazYA7gjVpcBAACA+xsr9gAAAAAAWBjBHgAAAAAACyPYAwAAAABgYQR7AAAAAAAsjGAPAAAAAICFEewBAAAAALAwgj0AAAAAABZGsAcAAAAAwMII9gAAAAAAWJilgv2UKVNks9k0ePBg+5hhGIqMjFRoaKi8vb3VsGFDHT582OF9qampGjBggAoXLixfX1+1bdtWZ8+ezefqAQAAAAAwn2WC/Z49e/TBBx+oSpUqDuPTpk3TjBkzNGfOHO3Zs0chISFq2rSprly5Yp8zePBgrVy5UsuWLdPWrVt19epVtW7dWhkZGfn9NQAAAAAAMJUlgv3Vq1f14osvat68eSpUqJB93DAMzZo1S2PGjFH79u0VERGh2NhYXb9+XUuXLpUkpaSkaMGCBXr77bfVpEkTVatWTYsXL9bBgwf1zTffOOsrAQAAAABgCksE+/79+6tVq1Zq0qSJw3h8fLwSExPVrFkz+5inp6caNGig7du3S5L27dun9PR0hzmhoaGKiIiwz8lOamqqLl++7PACAAAAAOB+4+bsAv7KsmXLtH//fu3ZsyfLvsTERElScHCww3hwcLBOnTpln+Ph4eGw0n9rzq33Z2fKlCmKioq61/IBAAAAAMhT9/WK/ZkzZzRo0CAtXrxYXl5et51ns9kctg3DyDL2Z381Z/To0UpJSbG/zpw5k7viAQAAAADIB/d1sN+3b5+SkpJUo0YNubm5yc3NTVu2bNHs2bPl5uZmX6n/88p7UlKSfV9ISIjS0tKUnJx82znZ8fT0lL+/v8MLAAAAAID7zX0d7Bs3bqyDBw8qLi7O/qpZs6ZefPFFxcXFqXTp0goJCdH69evt70lLS9OWLVtUt25dSVKNGjXk7u7uMCchIUGHDh2yzwEAAAAAwKru62vs/fz8FBER4TDm6+uroKAg+/jgwYM1efJklStXTuXKldPkyZPl4+OjLl26SJICAgLUq1cvDRs2TEFBQQoMDNTw4cNVuXLlLDfjAwAAAADAau7rYJ8TI0aM0I0bN9SvXz8lJyerdu3aWrdunfz8/OxzZs6cKTc3N3Xs2FE3btxQ48aNFRMTI1dXVydWDgAAAADAvbNcsN+8ebPDts1mU2RkpCIjI2/7Hi8vL0VHRys6OjpviwMAAAAAWENkQB4cM8X8Y+bAfX2NPQAAAAAAuDOCPQAAAAAAFkawBwAAAADAwgj2AAAAAABYGMEeAAAAAAALs9xd8QEAQN4qNepL04950sv0QwIAgP+HFXsAAAAAACyMYA8AAAAAgIUR7AEAAAAAsDCCPQAAAAAAFkawBwAAAADAwgj2AAAAAABYGMEeAAAAAAALI9gDAAAAAGBhBHsAAAAAACyMYA8AAAAAgIUR7AEAAAAAsDCCPQAAAAAAFkawBwAAAADAwgj2AAAAAABYGMEeAAAAAAALI9gDAAAAAGBhbs4u4GFXatSXph/zpJfphwQAAAAA3KdYsQcAAAAAwMII9gAAAAAAWBjBHgAAAAAACyPYAwAAAABgYQR7AAAAAAAsjGAPAAAAAICFEewBAAAAALAwgj0AAAAAABZGsAcAAAAAwMII9gAAAAAAWBjBHgAAAAAACyPYAwAAAABgYQR7AAAAAAAsjGAPAAAAAICFEewBAAAAALAwgj0AAAAAABZGsAcAAAAAwMII9gAAAAAAWBjBHgAAAAAACyPYAwAAAABgYW7OLgAAAOBBVmrUl6Yf86SX6YcEAFgYK/YAAAAAAFgYwR4AAAAAAAsj2AMAAAAAYGEEewAAAAAALIxgDwAAAACAhRHsAQAAAACwMII9AAAAAAAWRrAHAAAAAMDCCPYAAAAAAFgYwR4AAAAAAAsj2AMAAAAAYGEEewAAAAAALIxgDwAAAACAhd3XwX7KlCl64okn5OfnpyJFiujZZ5/V0aNHHeYYhqHIyEiFhobK29tbDRs21OHDhx3mpKamasCAASpcuLB8fX3Vtm1bnT17Nj+/CgAAAAAAeeK+DvZbtmxR//79tXPnTq1fv143b95Us2bNdO3aNfucadOmacaMGZozZ4727NmjkJAQNW3aVFeuXLHPGTx4sFauXKlly5Zp69atunr1qlq3bq2MjAxnfC0AAAAAAEzj5uwC7mTt2rUO2wsXLlSRIkW0b98+Pf300zIMQ7NmzdKYMWPUvn17SVJsbKyCg4O1dOlS9e3bVykpKVqwYIEWLVqkJk2aSJIWL16ssLAwffPNN2revHm+fy8AAAAAAMxyX6/Y/1lKSookKTAwUJIUHx+vxMRENWvWzD7H09NTDRo00Pbt2yVJ+/btU3p6usOc0NBQRURE2OcAAAAAAGBV9/WK/f8yDENDhw5V/fr1FRERIUlKTEyUJAUHBzvMDQ4O1qlTp+xzPDw8VKhQoSxzbr0/O6mpqUpNTbVvX7582ZTvAQAAAACAmSyzYv/666/rwIED+vjjj7Pss9lsDtuGYWQZ+7O/mjNlyhQFBATYX2FhYXdXOAAAAAAAecgSwX7AgAFatWqVNm3apOLFi9vHQ0JCJCnLyntSUpJ9FT8kJERpaWlKTk6+7ZzsjB49WikpKfbXmTNnzPo6AAAAAACY5r4O9oZh6PXXX9dnn32mjRs3Kjw83GF/eHi4QkJCtH79evtYWlqatmzZorp160qSatSoIXd3d4c5CQkJOnTokH1Odjw9PeXv7+/wAgAAAADgfnNfX2Pfv39/LV26VF988YX8/PzsK/MBAQHy9vaWzWbT4MGDNXnyZJUrV07lypXT5MmT5ePjoy5dutjn9urVS8OGDVNQUJACAwM1fPhwVa5c2X6XfAAAAAAArOq+Dvbvv/++JKlhw4YO4wsXLlSPHj0kSSNGjNCNGzfUr18/JScnq3bt2lq3bp38/Pzs82fOnCk3Nzd17NhRN27cUOPGjRUTEyNXV9f8+ioAAAAAAOSJ+zrYG4bxl3NsNpsiIyMVGRl52zleXl6Kjo5WdHS0idUBAAAAAOB89/U19gAAAAAA4M4I9gAAAAAAWBjBHgAAAAAACyPYAwAAAABgYQR7AAAAAAAsjGAPAAAAAICFEewBAAAAALAwgj0AAAAAABZGsAcAAAAAwMII9gAAAAAAWBjBHgAAAAAACyPYAwAAAABgYQR7AAAAAAAsjGAPAAAAAICFEewBAAAAALAwgj0AAAAAABZGsAcAAAAAwMII9gAAAAAAWBjBHgAAAAAACyPYAwAAAABgYQR7AAAAAAAsjGAPAAAAAICFEewBAAAAALAwgj0AAAAAABZGsAcAAAAAwMII9gAAAAAAWBjBHgAAAAAACyPYAwAAAABgYQR7AAAAAAAsjGAPAAAAAICFEewBAAAAALAwgj0AAAAAABZGsAcAAAAAwMII9gAAAAAAWBjBHgAAAAAACyPYAwAAAABgYQR7AAAAAAAsjGAPAAAAAICFEewBAAAAALAwgj0AAAAAABZGsAcAAAAAwMII9gAAAAAAWBjBHgAAAAAACyPYAwAAAABgYQR7AAAAAAAsjGAPAAAAAICFEewBAAAAALAwgj0AAAAAABZGsAcAAAAAwMII9gAAAAAAWBjBHgAAAAAACyPYAwAAAABgYQR7AAAAAAAsjGAPAAAAAICFEewBAAAAALAwgj0AAAAAABZGsAcAAAAAwMII9gAAAAAAWNhDFezfe+89hYeHy8vLSzVq1NC3337r7JIAAAAAALgnD02w/+STTzR48GCNGTNG3333nZ566im1aNFCp0+fdnZpAAAAAADctYcm2M+YMUO9evXSK6+8oooVK2rWrFkKCwvT+++/7+zSAAAAAAC4a27OLiA/pKWlad++fRo1apTDeLNmzbR9+/Zs35OamqrU1FT7dkpKiiTp8uXLptaWmXrd1ONJ0mWbYfoxZfL3zit50U+JnprtYe6nRE/NRj/NR0/NRT/NR0/NZZl+SvTU9IM+vP2UrNHTW/nTMO5cq834qxkPgHPnzqlYsWLatm2b6tatax+fPHmyYmNjdfTo0SzviYyMVFRUVH6WCQAAAABAFmfOnFHx4sVvu/+hWLG/xWazOWwbhpFl7JbRo0dr6NCh9u3MzEz99ttvCgoKuu177geXL19WWFiYzpw5I39/f2eX80Cgp+ain+ajp+ain+ajp+ain+ajp+ain+ajp+azSk8Nw9CVK1cUGhp6x3kPRbAvXLiwXF1dlZiY6DCelJSk4ODgbN/j6ekpT09Ph7GCBQvmVYmm8/f3v6//gloRPTUX/TQfPTUX/TQfPTUX/TQfPTUX/TQfPTWfFXoaEBDwl3MeipvneXh4qEaNGlq/fr3D+Pr16x1OzQcAAAAAwGoeihV7SRo6dKi6du2qmjVrqk6dOvrggw90+vRpvfrqq84uDQAAAACAu/bQBPtOnTrp4sWLmjBhghISEhQREaGvvvpKJUuWdHZppvL09NT48eOzXEaAu0dPzUU/zUdPzUU/zUdPzUU/zUdPzUU/zUdPzfeg9fShuCs+AAAAAAAPqofiGnsAAAAAAB5UBHsAAAAAACyMYA8AAAAAgIUR7AEAAAAAsDCCPQAAAAAAFkawBwAAAADAwh6a59g/THr27KlJkyYpNDTU2aU8EJKTk3X8+HEVLVpUxYsXd3Y5lnbp0iUtX75cp0+fVsmSJdWhQwcFBAQ4uyxL2bdvn2rUqOHsMh4oSUlJOnz4sGrUqCF/f3+dP39esbGxyszMVKtWrVS5cmVnl2hJP//8s7Zu3aqEhAS5uroqPDxcTZs2lb+/v7NLs6SffvpJ27dvV2Jiomw2m4KDg1W3bl2VK1fO2aU9cK5du6Z9+/bp6aefdnYpeMhlZGTI1dXVvr1r1y6lpqaqTp06cnd3d2JlD44HKTfxHHsLO3DgQLbjNWvW1L///W+VLl1aklSlSpX8LMvS/vGPf+iNN96Qj4+P0tPT1b9/fy1YsECGYchms6ldu3ZaunSpvLy8nF2qJfz9739Xly5d1L59e/3www9q0KCBbDabSpcurZMnT8pms2njxo2qWLGis0u1DBcXF4WHh6tXr17q3r27ihUr5uySLG3z5s1q3bq1rl+/rpCQEK1du1atWrWSt7e3XFxcdPLkSa1atUrNmjVzdqmWce3aNfXo0UMrVqyQJNlsNhUpUkQXLlyQt7e33nrrLfXv39/JVVpHSkqKunXrptWrVysgIEBFihSRYRi6cOGCLl++rDZt2uijjz7iFyYm+v7771W9enVlZGQ4uxRLSE9P15gxY/TZZ58pMDBQr732mnr27Gnff/78eYWGhtLPXEhISFCHDh20c+dO1atXT59//rm6du2qr776SpJUrlw5bd68WUWLFnVypdbxUOQmA5Zls9kMFxcXw2azZXndGndxcXF2mZbi4uJinD9/3jAMw5g0aZLxyCOPGCtWrDB++eUXY/Xq1UaxYsWMCRMmOLlK6yhcuLBx7NgxwzAMo0WLFkaXLl2M1NRUwzAMIy0tzejVq5fRrFkzZ5ZoOTabzejdu7cRHBxsuLm5Ga1atTJWrlxp3Lx509mlWVK9evWM/v37G1euXDGmT59uFC9e3Ojfv799//Dhw426des6sULr6dOnj1GvXj0jLi7O+PHHH43nn3/eGDFihHHt2jVjwYIFho+Pj7FkyRJnl2kZXbt2NSpXrmzs3Lkzy76dO3caVapUMbp16+aEyh5ccXFx/PspF8aPH28EBwcb06dPN8aMGWMEBAQYffr0se9PTEw0bDabEyu0nq5duxp169Y1Vq1aZXTq1MmoW7eu8dRTTxlnz541Tp8+bTz11FMO/63CX3sYchPB3sIef/xxo1WrVsaRI0eMkydPGidPnjTi4+MNNzc3Y/369fYx5JzNZrMH+6pVqxoLFixw2P/JJ58YFStWdEZpluTt7W0cP37cMAzDKFq0qLF//36H/UePHjUCAgKcUJl13fo7mp6ebnz66adGy5YtDVdXVyM4ONgYMWKE8eOPPzq7REvx9/e3/x1NT0833NzcjO+++86+/9ixY/wdzaXChQsbe/futW//9ttvhpeXl3Ht2jXDMAxjzpw5RtWqVZ1VnuUEBARkG+pv2bFjB39Hc6lQoUJ3fPn7+1v+H/j5qWzZssbq1avt28ePHzfKlStn9OjRw8jMzDQSExPpZy4VLVrU2LFjh2EYhnHx4kXDZrMZ33zzjX3/xo0bjdKlSzurPEt6GHITN8+zsN27d6ts2bJ6/vnn9dtvv6lkyZIqVaqUJCk0NFQlS5ZUyZIlnVukBdlsNknSmTNnVKtWLYd9tWrV0qlTp5xRliVVqVJFGzdulCSFhIRk6d2pU6fk7e3tjNIsz83NTc8//7y+/PJLnTp1Sv3799enn36qSpUqcV1oLnh4eOj333+XJKWlpSkzM9O+LUk3btzgOsZcunnzpsNp4QUKFNDNmzd17do1SVKzZs30448/Oqs8S7r136Xc7kP2UlNT9fLLL2vmzJnZvoYNG+bsEi3ll19+UUREhH27TJky2rx5s3bs2KGuXbtyCv5dSE5Otl9qFxgYKB8fH4d/05cpU0YJCQnOKs+SHobcxM3zLMzDw0OzZs3Sf/7zH7Vt21b9+vXTyJEjnV2W5c2bN08FChSQp6enkpOTHfalpKTI09PTSZVZz9ixY9WtWze5u7tr4MCBGjJkiC5evKiKFSvq6NGjGj9+vLp27ersMi0lu3/EFytWTGPHjtXYsWO1YcMGffjhh06ozJrq1aunUaNGadSoUfroo49UvXp1TZw4UZ988olsNpvefPNN1axZ09llWsoTTzyhd955R3PmzJEkvfPOO3rkkUf0yCOPSJKuXr2qAgUKOLNES2nTpo169+6tBQsWZPm7uHfvXr366qtq27atk6qzpqpVqyosLEzdu3fPdv/333+vqKiofK7KukJCQnTixAl7SJL+CEobN25Uo0aNbttn3F6RIkWUkJCgsLAwSdLrr7+uwMBA+/7k5GT5+vo6qzxLehhyE8H+AdCiRQvt3btXPXv2tN9UA3enRIkSmjdvnqQ//g9g//79euqpp+z7N23apEcffdRZ5VlOq1at9MEHH2jw4ME6d+6cDMNQ7969JUmenp569dVXNWXKFCdXaS3GX9zvtHHjxmrcuHE+VWN906dPV8uWLfXUU0+pUqVKWrdunV577TUVLFhQklSoUCGtXbvWuUVazFtvvaWmTZtqxYoV8vDwUGJiomJjY+37t2/frpYtWzqxQmuJjo7WCy+8oFq1aqlgwYIqUqSIbDabzp8/r5SUFDVv3lyzZ892dpmW0qpVK126dOm2+wMDA9WtW7f8K8ji/va3v2np0qVZ/ttzK9w3bNjQOYVZWNWqVbVjxw77maNvvfWWw/6tW7da+yZvTvQg5ybuiv+AmT17tjZt2qTo6GgezZYHdu7cKU9PT1WrVs3ZpVhKRkaG9u/fr59//lmZmZkqWrSoatSoIT8/P2eXZjlbtmxRvXr15ObG72XNdPHiRQUFBdm3N2zYoBs3bqhOnToO48iZhIQErVmzRqmpqfrb3/6mSpUqObsky/vxxx+1Y8cOJSYmSvpjlbROnTqqUKGCkyvDw+7UqVP68ccf1bx582z3JyQkaN26dazcm2jPnj3y9vZ2uAQCufeg5SaCPQAAAAAAFsbN8x5gycnJ+uijj5xdxgOFnpqLfpqPnpqLfpqPnt6dzMzM246fPn06n6t5MNBTc9FP89FT8z3IPSXYP8BOnz6tnj17OruMBwo9NRf9NB89NRf9NB89zZ3Lly+rY8eO8vX1VXBwsMaPH+9wl/ELFy4oPDzciRVaDz01F/00Hz0138PQUy7StLDLly/fcf+VK1fyqZIHBz01F/00Hz01F/00Hz0119ixY/X9999r0aJFunTpkiZOnKh9+/bps88+k4eHh6S/vqkmHNFTc9FP89FT8z0MPeUaewtzcXG54/NrDcOQzWbj+aG5QE/NRT/NR0/NRT/NR0/NVbJkScXGxtrvLH7x4kW1atVKAQEBWrVqlS5duqTQ0FD6mQv01Fz003z01HwPQ08J9hYWEBCgMWPGqHbt2tnu/+mnn9S3b19L/wXNb/TUXPTTfPTUXPTTfPTUXL6+vjp06JDDKaJXrlxR8+bN5e3trfnz56ts2bL0Mxfoqbnop/noqfkehp5yKr6FVa9eXZLUoEGDbPcXLFjQ8qeU5Dd6ai76aT56ai76aT56aq6wsDAdOXLE4R+jfn5+WrdunZo1a6bnnnvOidVZEz01F/00Hz0138PQU26eZ2FdunSRl5fXbfeHhIRo/Pjx+ViR9dFTc9FP89FTc9FP89FTczVr1kwLFy7MMl6gQAF9/fXXd+w1skdPzUU/zUdPzfcw9JRT8QEAAO5TycnJOnfunB577LFs91+9elX79u277RkSyIqemot+mo+emu9h6CnBHgAAAAAAC+Mae4u7du2ali5dqu3btysxMVE2m03BwcGqV6+eXnjhBfn6+jq7RMuhp+ain+ajp+ain+ajp+ain+ajp+ain+ajp+Z70HvKir2F/fDDD2ratKmuX7+uBg0aKDg4WIZhKCkpSVu2bJGvr6/WrVunSpUqObtUy6Cn5qKf5qOn5qKf5qOn5qKf5qOn5qKf5qOn5nsYekqwt7BGjRopJCREsbGx8vDwcNiXlpamHj16KCEhQZs2bXJShdZDT81FP81HT81FP81HT81FP81HT81FP81HT833MPSUYG9hPj4+2rt3721/s3To0CHVqlVL169fz+fKrIuemot+mo+emot+mo+emot+mo+emot+mo+emu9h6CmPu7OwQoUK6aeffrrt/uPHj6tQoUL5WJH10VNz0U/z0VNz0U/z0VNz0U/z0VNz0U/z0VPzPQw95eZ5Fta7d291795db7zxhpo2barg4GDZbDYlJiZq/fr1mjx5sgYPHuzsMi2FnpqLfpqPnpqLfpqPnpqLfpqPnpqLfpqPnprvoeipAUt76623jKJFixo2m81wcXExXFxcDJvNZhQtWtSYOnWqs8uzJHpqLvppPnpqLvppPnpqLvppPnpqLvppPnpqvge9p1xj/4CIj49XYmKiJCkkJETh4eFOrsj66Km56Kf56Km56Kf56Km56Kf56Km56Kf56Kn5HtSeEuwBAAAAALAwbp5ncTdu3NDWrVv1ww8/ZNn3+++/66OPPnJCVdZGT81FP81HT81FP81HT81FP81HT81FP81HT833wPfUuVcC4F4cPXrUKFmypP06kQYNGhjnzp2z709MTDRcXFycWKH10FNz0U/z0VNz0U/z0VNz0U/z0VNz0U/z0VPzPQw9ZcXewkaOHKnKlSsrKSlJR48elb+/v+rVq6fTp087uzTLoqfmop/mo6fmop/mo6fmop/mo6fmop/mo6fmeyh66uzfLODuFSlSxDhw4IDDWL9+/YwSJUoYJ06ceCB+85Tf6Km56Kf56Km56Kf56Km56Kf56Km56Kf56Kn5Hoae8hx7C7tx44bc3Bx/hO+++65cXFzUoEEDLV261EmVWRc9NRf9NB89NRf9NB89NRf9NB89NRf9NB89Nd/D0FOCvYVVqFBBe/fuVcWKFR3Go6OjZRiG2rZt66TKrIuemot+mo+emot+mo+emot+mo+emot+mo+emu9h6CnX2FvYc889p48//jjbfXPmzNELL7wgg6cZ5go9NRf9NB89NRf9NB89NRf9NB89NRf9NB89Nd/D0FOeYw8AAAAAgIWxYg8AAAAAgIUR7AEAAAAAsDCCPQAAAAAAFkawBwAAAADAwgj2AAAgRwzDUJMmTdS8efMs+9577z0FBATo9OnTTqgMAICHG8EeAADkiM1m08KFC7Vr1y7NnTvXPh4fH6+RI0fqnXfeUYkSJUz9zPT0dFOPBwDAg4hgDwAAciwsLEzvvPOOhg8frvj4eBmGoV69eqlx48aqVauWWrZsqQIFCig4OFhdu3bVr7/+an/v2rVrVb9+fRUsWFBBQUFq3bq1Tpw4Yd9/8uRJ2Ww2/fvf/1bDhg3l5eWlxYsXO+NrAgBgKTzHHgAA5Nqzzz6rS5cu6fnnn9ebb76pPXv2qGbNmurdu7e6deumGzduaOTIkbp586Y2btwoSVqxYoVsNpsqV66sa9euady4cTp58qTi4uLk4uKikydPKjw8XKVKldLbb7+tatWqydPTU6GhoU7+tgAA3N8I9gAAINeSkpIUERGhixcv6tNPP9V3332nXbt26euvv7bPOXv2rMLCwnT06FGVL18+yzEuXLigIkWK6ODBg4qIiLAH+1mzZmnQoEH5+XUAALA0TsUHAAC5VqRIEfXp00cVK1bUc889p3379mnTpk0qUKCA/VWhQgVJsp9uf+LECXXp0kWlS5eWv7+/wsPDJSnLDfdq1qyZv18GAACLc3N2AQAAwJrc3Nzk5vbHPyUyMzPVpk0bTZ06Ncu8okWLSpLatGmjsLAwzZs3T6GhocrMzFRERITS0tIc5vv6+uZ98QAAPEAI9gAA4J5Vr15dK1asUKlSpexh/39dvHhRR44c0dy5c/XUU09JkrZu3ZrfZQIA8EDiVHwAAHDP+vfvr99++00vvPCCdu/erZ9//lnr1q3Tyy+/rIyMDBUqVEhBQUH64IMPdPz4cW3cuFFDhw51dtkAADwQCPYAAOCehYaGatu2bcrIyFDz5s0VERGhQYMGKSAgQC4uLnJxcdGyZcu0b98+RUREaMiQIZo+fbqzywYA4IHAXfEBAAAAALAwVuwBAAAAALAwgj0AAAAAABZGsAcAAAAAwMII9gAAAAAAWBjBHgAAAAAACyPYAwAAAABgYQR7AAAAAAAsjGAPAAAAAICFEewBAAAAALAwgj0AAAAAABZGsAcAAAAAwMII9gAAAAAAWNj/BxNNMYjyyuMTAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"# Compare Spill Trends Over Time\n",
"spills_by_year = spills_gdf.groupby(['Report Year', 'Spill Type']).size().unstack()\n",
"spills_by_year.plot(kind='bar', figsize=(12,6), title='Spills by Year and Type')\n",
"plt.xlabel('Year')\n",
"plt.ylabel('Number of Spills')\n",
"plt.legend(title='Spill Type')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Spill Type Historical Recent \\\n",
"Operator \n",
"NOBLE ENERGY INC 2.506479 1.448166 \n",
"KERR MCGEE OIL & GAS ONSHORE LP 6.273743 11.311961 \n",
"PDC ENERGY INC 3.349296 2.347458 \n",
"CAERUS PICEANCE LLC 10.082090 0.980371 \n",
"BONANZA CREEK ENERGY OPERATING COMPANY LLC 65.785714 1.126065 \n",
"KP KAUFFMAN COMPANY INC 58.846154 8.448276 \n",
"CHEVRON USA INC 251.076923 2.180723 \n",
"HIGHPOINT OPERATING CORPORATION 1.027778 0.922667 \n",
"CRESTONE PEAK RESOURCES OPERATING LLC 1.662420 0.962025 \n",
"LARAMIE ENERGY LLC 23.833333 1.707386 \n",
"\n",
"Spill Type Total Spills \n",
"Operator \n",
"NOBLE ENERGY INC 2402 \n",
"KERR MCGEE OIL & GAS ONSHORE LP 2243 \n",
"PDC ENERGY INC 1182 \n",
"CAERUS PICEANCE LLC 1051 \n",
"BONANZA CREEK ENERGY OPERATING COMPANY LLC 643 \n",
"KP KAUFFMAN COMPANY INC 468 \n",
"CHEVRON USA INC 467 \n",
"HIGHPOINT OPERATING CORPORATION 411 \n",
"CRESTONE PEAK RESOURCES OPERATING LLC 394 \n",
"LARAMIE ENERGY LLC 376 \n"
]
}
],
"source": [
"\n",
"# Operator Performance Analysis\n",
"operator_analysis = spills_gdf.groupby(['Operator', 'Spill Type'])['Report Delay (Days)'].mean().unstack()\n",
"operator_analysis['Total Spills'] = spills_gdf.groupby('Operator').size()\n",
"operator_analysis = operator_analysis.sort_values(by='Total Spills', ascending=False)\n",
"print(operator_analysis.head(10))\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Spill Type Historical Recent Total Spills\n",
"Operator \n",
"NOBLE ENERGY INC 1775.0 627.0 2402.0\n",
"KERR MCGEE OIL & GAS ONSHORE LP 1432.0 811.0 2243.0\n",
"PDC ENERGY INC 710.0 472.0 1182.0\n",
"CAERUS PICEANCE LLC 134.0 917.0 1051.0\n",
"BONANZA CREEK ENERGY OPERATING COMPANY LLC 56.0 587.0 643.0\n",
"KP KAUFFMAN COMPANY INC 91.0 377.0 468.0\n",
"CHEVRON USA INC 52.0 415.0 467.0\n",
"HIGHPOINT OPERATING CORPORATION 36.0 375.0 411.0\n",
"CRESTONE PEAK RESOURCES OPERATING LLC 157.0 237.0 394.0\n",
"LARAMIE ENERGY LLC 24.0 352.0 376.0\n"
]
}
],
"source": [
"# Operator comparison of historical vs recent spills\n",
"operator_spill_type = spills_gdf.groupby(['Operator', 'Spill Type']).size().unstack()\n",
"operator_spill_type['Total Spills'] = operator_spill_type.sum(axis=1)\n",
"print(operator_spill_type.sort_values(by='Total Spills', ascending=False).head(10))\n"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import geopandas as gpd\n",
"\n",
"# Ensure spills_gdf is already a GeoDataFrame with the necessary data\n",
"# spills_gdf = gpd.GeoDataFrame(...)\n",
"\n",
"# Create a plot for the spatial distribution of spills\n",
"fig, ax = plt.subplots(figsize=(10, 6))\n",
"\n",
"# Plot the GeoDataFrame with optimizations\n",
"spills_gdf.plot(\n",
" ax=ax,\n",
" marker='o', \n",
" alpha=0.6, # Adjust transparency for better visibility\n",
" column='Spill Type', \n",
" legend=True, \n",
" legend_kwds={'title': \"Spill Type\"}, # Correctly specify the legend title\n",
" cmap='viridis' # Use a colormap for better visual distinction\n",
")\n",
"\n",
"# Set plot title and labels\n",
"ax.set_title('Spatial Distribution of Historical vs. Recent Spills', fontsize=14)\n",
"ax.set_xlabel('Longitude', fontsize=12)\n",
"ax.set_ylabel('Latitude', fontsize=12)\n",
"\n",
"# Improve layout\n",
"plt.tight_layout()\n",
"\n",
"# Display the plot\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" count mean std min 25% 50% 75% max\n",
"Period \n",
"2019 and After 9633.0 8.893595 146.187118 0.0 0.0 1.0 1.0 9261.0\n",
"Before 2019 7257.0 11.261816 95.550903 0.0 1.0 1.0 2.0 2059.0\n"
]
}
],
"source": [
"# Add a column to indicate whether the spill occurred before or after 2019\n",
"spills_gdf['Period'] = spills_gdf['Report Year'].apply(lambda x: 'Before 2019' if x < 2019 else '2019 and After')\n",
"\n",
"# Group by the new period column and calculate the mean response time\n",
"response_time_summary = spills_gdf.groupby('Period')['Report Delay (Days)'].describe()\n",
"print(response_time_summary)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"T-Statistic: 1.2701\n",
"P-Value: 0.2041\n",
"The difference in response time is not statistically significant.\n"
]
},
{
"data": {
"text/plain": [
"<Axes: title={'center': 'Report Delay (Days)'}, xlabel='Period'>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# t-test for the difference in response time before and after 2019\n",
"from scipy.stats import ttest_ind\n",
"\n",
"before_2019 = spills_gdf[spills_gdf['Period'] == 'Before 2019']['Report Delay (Days)']\n",
"after_2019 = spills_gdf[spills_gdf['Period'] == '2019 and After']['Report Delay (Days)']\n",
"\n",
"t_stat, p_value = ttest_ind(before_2019, after_2019, equal_var=False)\n",
"print(f'T-Statistic: {t_stat:.4f}')\n",
"print(f'P-Value: {p_value:.4f}')\n",
"\n",
"# Check if the difference is statistically significant\n",
"if p_value < 0.05:\n",
" print('The difference in response time is statistically significant.')\n",
"else:\n",
" print('The difference in response time is not statistically significant.')\n",
" \n",
"# Create a plot for the response time distribution before and after 2019\n",
"fig, ax = plt.subplots(figsize=(10, 6))\n",
"\n",
"# Plot the response time distribution for each period\n",
"spills_gdf.boxplot(column='Report Delay (Days)', by='Period', ax=ax)\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Historical Spills Report Delay Summary:\n",
"count 5828.000000\n",
"mean 20.987646\n",
"std 205.864644\n",
"min 0.000000\n",
"25% 0.000000\n",
"50% 1.000000\n",
"75% 2.000000\n",
"max 9261.000000\n",
"Name: Report Delay (Days), dtype: float64\n",
"\n",
"Recent Spills Report Delay Summary:\n",
"count 11062.000000\n",
"mean 4.075484\n",
"std 46.649970\n",
"min 0.000000\n",
"25% 0.000000\n",
"50% 1.000000\n",
"75% 2.000000\n",
"max 2232.000000\n",
"Name: Report Delay (Days), dtype: float64\n",
"\n",
"Historical Spills Response Time Summary:\n",
" count mean std min 25% 50% 75% max\n",
"Period \n",
"2019 and After 3586.0 16.696319 228.183311 0.0 0.0 0.0 1.0 9261.0\n",
"Before 2019 2242.0 27.851472 163.784495 0.0 1.0 1.0 2.0 2059.0\n",
"\n",
"Recent Spills Response Time Summary:\n",
" count mean std min 25% 50% 75% max\n",
"Period \n",
"2019 and After 6047.0 4.266413 55.810424 0.0 0.0 1.0 2.0 2232.0\n",
"Before 2019 5015.0 3.845264 32.323214 0.0 1.0 1.0 2.0 1022.0\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/dadams/miniconda3/envs/spatial_env2/lib/python3.10/site-packages/geopandas/geodataframe.py:1819: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" super().__setitem__(key, value)\n",
"/home/dadams/miniconda3/envs/spatial_env2/lib/python3.10/site-packages/geopandas/geodataframe.py:1819: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" super().__setitem__(key, value)\n"
]
}
],
"source": [
"# Add a column to indicate whether the spill occurred before or after 2019 for historical and recent spills\n",
"historical_spills['Period'] = historical_spills['Report Year'].apply(lambda x: 'Before 2019' if x < 2019 else '2019 and After')\n",
"recent_spills['Period'] = recent_spills['Report Year'].apply(lambda x: 'Before 2019' if x < 2019 else '2019 and After')\n",
"\n",
"# Historical Spills Analysis\n",
"historical_report_delay_summary = historical_spills['Report Delay (Days)'].describe()\n",
"print(\"Historical Spills Report Delay Summary:\")\n",
"print(historical_report_delay_summary)\n",
"\n",
"# Recent Spills Analysis\n",
"recent_report_delay_summary = recent_spills['Report Delay (Days)'].describe()\n",
"print(\"\\nRecent Spills Report Delay Summary:\")\n",
"print(recent_report_delay_summary)\n",
"\n",
"# Historical Spills Response Time Summary\n",
"historical_response_time_summary = historical_spills.groupby('Period')['Report Delay (Days)'].describe()\n",
"print(\"\\nHistorical Spills Response Time Summary:\")\n",
"print(historical_response_time_summary)\n",
"\n",
"# Recent Spills Response Time Summary\n",
"recent_response_time_summary = recent_spills.groupby('Period')['Report Delay (Days)'].describe()\n",
"print(\"\\nRecent Spills Response Time Summary:\")\n",
"print(recent_response_time_summary)"
]
},
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