{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Colorado Spills Project\n", "## Outline\n", "\n", "1. **Data Import and Preparation**\n", " - Import necessary libraries and load data from the database.\n", " - Convert data into GeoDataFrame and ensure proper formatting.\n", "\n", "2. **Data Cleaning**\n", " - Handle missing or incorrect data.\n", " - Filter out data for the year 2024.\n", "\n", "3. **Exploratory Data Analysis**\n", " - Separate historical and recent spills.\n", " - Analyze reporting delays and trends over time.\n", "\n", "4. **Visualization**\n", " - Create spatial distribution maps.\n", " - Plot trends and differences in reporting delays.\n", "\n", "5. **Statistical Analysis**\n", " - Perform t-tests to compare response times.\n", " - Use regression models to analyze differences and trends.\n", "\n", "6. **Results and Interpretation**\n", " - Summarize findings in markdown cells.\n", " - Highlight key takeaways and policy implications.\n" ] }, { "cell_type": "code", "execution_count": 3, "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": 4, "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": 5, "metadata": {}, "outputs": [], "source": [ "spills_gdf = gpd.GeoDataFrame(spills, crs='EPSG:4326') \n" ] }, { "cell_type": "code", "execution_count": 6, "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": 7, "metadata": {}, "outputs": [], "source": [ "# drop 2024 data for date of discovery and initial report date\n", "spills_gdf = spills_gdf[spills_gdf['Date of Discovery'].dt.year < 2024]\n", "spills_gdf = spills_gdf[spills_gdf['Initial Report Date'].dt.year < 2024]\n", "\n" ] }, { "cell_type": "code", "execution_count": 8, "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": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " count mean std min 25% 50% 75% max\n", "Spill Type \n", "Historical 5312.0 21.490023 205.615913 0.0 0.0 1.0 2.0 9261.0\n", "Recent 10678.0 3.964506 46.997749 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", "\n", "# Ensure the output directory exists\n", "output_dir = 'analysis/output'\n", "os.makedirs(output_dir, exist_ok=True)\n", "\n", "# Save the report delay summary to a markdown file\n", "with open(os.path.join(output_dir, 'report_delay_summary.md'), 'w') as f:\n", " f.write(\"# Report Delay Summary\\n\\n\")\n", " f.write(report_delay_summary.to_markdown())\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "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", "ax = spills_by_year.plot(kind='bar', figsize=(12,6), title='Spills by Year and Type')\n", "ax.set_xlabel('Year')\n", "ax.set_ylabel('Number of Spills')\n", "ax.legend(title='Spill Type')\n", "\n", "# Ensure the output directory exists\n", "output_dir = 'analysis/output'\n", "os.makedirs(output_dir, exist_ok=True)\n", "\n", "# Save the plot\n", "plt.savefig(f'{output_dir}/spills_by_year_and_type.png')\n", "\n", "# Display the plot\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "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": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import contextily as ctx\n", "import numpy as np\n", "\n", "# Use your ORIGINAL plot code exactly as it is, just adding the basemap at the end\n", "# This ensures all your data points, colors and categories remain intact\n", "\n", "# Starting with your original code:\n", "fig, ax = plt.subplots(figsize=(10, 6))\n", "\n", "# Plot the GeoDataFrame with optimizations - YOUR ORIGINAL PLOTTING CODE\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 in Colorado', fontsize=14)\n", "ax.set_xlabel('Longitude', fontsize=12)\n", "ax.set_ylabel('Latitude', fontsize=12)\n", "\n", "# Store the current axis limits to restore them after adding basemap\n", "xlim = ax.get_xlim()\n", "ylim = ax.get_ylim()\n", "\n", "# Before adding the basemap, convert the axes coordinates to Web Mercator\n", "# This is a crucial step that lets us keep your original points exactly as they are\n", "from pyproj import Transformer\n", "\n", "# Create transformer from lat/lon to Web Mercator\n", "transformer = Transformer.from_crs(\"EPSG:4326\", \"EPSG:3857\", always_xy=True)\n", "\n", "# Transform the limits\n", "west, south = transformer.transform(xlim[0], ylim[0])\n", "east, north = transformer.transform(xlim[1], ylim[1])\n", "\n", "# Add the basemap - this will be UNDER your existing points\n", "ctx.add_basemap(\n", " ax,\n", " crs=spills_gdf.crs,\n", " source=ctx.providers.OpenStreetMap.Mapnik,\n", " zoom=\"auto\"\n", ")\n", "\n", "# Restore original axis limits\n", "ax.set_xlim(xlim)\n", "ax.set_ylim(ylim)\n", "\n", "# Improve layout\n", "plt.tight_layout()\n", "\n", "# Save the plot to the analysis/output directory\n", "output_dir = 'analysis/output'\n", "os.makedirs(output_dir, exist_ok=True)\n", "plt.savefig(f'{output_dir}/spatial_distribution_spills.png')\n", "\n", "# Show the plot\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " count mean std min 25% 50% 75% max\n", "Period \n", "2020 and After 7177.0 6.924342 124.965839 0.0 0.0 1.0 1.0 9261.0\n", "Before 2020 8813.0 12.117554 124.705876 0.0 0.0 1.0 2.0 5681.0\n" ] } ], "source": [ "# Add a column to indicate whether the spill occurred before or after 2020\n", "spills_gdf['Period'] = spills_gdf['Report Year'].apply(lambda x: 'Before 2020' if x < 2020 else '2020 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)\n", "\n", "# Ensure the output directory exists\n", "output_dir = 'analysis/output'\n", "os.makedirs(output_dir, exist_ok=True)\n", "\n", "# Save the response time summary to a markdown file\n", "with open(os.path.join(output_dir, 'response_time_summary.md'), 'w') as f:\n", " f.write(\"# Response Time Summary\\n\\n\")\n", " f.write(response_time_summary.to_markdown())" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "T-Statistic: 2.6161\n", "P-Value: 0.0089\n", "The difference in response time is statistically significant.\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# t-test for the difference in response time before and after 2020\n", "from scipy.stats import ttest_ind\n", "\n", "before_2020 = spills_gdf[spills_gdf['Period'] == 'Before 2020']['Report Delay (Days)']\n", "after_2020 = spills_gdf[spills_gdf['Period'] == '2020 and After']['Report Delay (Days)']\n", "\n", "t_stat, p_value = ttest_ind(before_2020, after_2020, 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 2020\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": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Historical Spills Report Delay Summary:\n", "count 5312.000000\n", "mean 21.490023\n", "std 205.615913\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 10678.000000\n", "mean 3.964506\n", "std 46.997749\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", "2020 and After 2705.0 13.533087 200.352339 0.0 0.0 0.0 1.0 9261.0\n", "Before 2020 2607.0 29.746068 210.659491 0.0 0.0 1.0 2.0 5681.0\n", "\n", "Recent Spills Response Time Summary:\n", " count mean std min 25% 50% 75% max\n", "Period \n", "2020 and After 4472.0 2.926878 27.302062 0.0 0.0 1.0 1.0 1329.0\n", "Before 2020 6206.0 4.712214 57.116100 0.0 1.0 1.0 2.0 2232.0\n", "\n", "Historical Spills T-Statistic: 2.8723\n", "Historical Spills P-Value: 0.0041\n", "The difference in response time for historical spills is statistically significant.\n", "\n", "Recent Spills T-Statistic: 2.1457\n", "Recent Spills P-Value: 0.0319\n", "The difference in response time for recent spills is statistically significant.\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": [ "import tabulate\n", "from scipy.stats import ttest_ind\n", "\n", "# Ensure the output directory exists\n", "output_dir = 'analysis/output'\n", "os.makedirs(output_dir, exist_ok=True)\n", "\n", "# Add a column to indicate whether the spill occurred before or after 2020 for historical and recent spills\n", "historical_spills['Period'] = historical_spills['Report Year'].apply(lambda x: 'Before 2020' if x < 2020 else '2020 and After')\n", "recent_spills['Period'] = recent_spills['Report Year'].apply(lambda x: 'Before 2020' if x < 2020 else '2020 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)\n", "\n", "# t-test for the difference in response time before and after 2020 for historical spills\n", "historical_before_2020 = historical_spills[historical_spills['Period'] == 'Before 2020']['Report Delay (Days)']\n", "historical_after_2020 = historical_spills[historical_spills['Period'] == '2020 and After']['Report Delay (Days)']\n", "\n", "t_stat_historical, p_value_historical = ttest_ind(historical_before_2020, historical_after_2020, equal_var=False)\n", "print(f'\\nHistorical Spills T-Statistic: {t_stat_historical:.4f}')\n", "print(f'Historical Spills P-Value: {p_value_historical:.4f}')\n", "\n", "# Check if the difference is statistically significant for historical spills\n", "if p_value_historical < 0.05:\n", " print('The difference in response time for historical spills is statistically significant.')\n", "else:\n", " print('The difference in response time for historical spills is not statistically significant.')\n", " \n", "# t-test for the difference in response time before and after 2020 for recent spills\n", "recent_before_2020 = recent_spills[recent_spills['Period'] == 'Before 2020']['Report Delay (Days)']\n", "recent_after_2020 = recent_spills[recent_spills['Period'] == '2020 and After']['Report Delay (Days)']\n", "\n", "t_stat_recent, p_value_recent = ttest_ind(recent_before_2020, recent_after_2020, equal_var=False)\n", "print(f'\\nRecent Spills T-Statistic: {t_stat_recent:.4f}')\n", "print(f'Recent Spills P-Value: {p_value_recent:.4f}')\n", "\n", "# Check if the difference is statistically significant for recent spills\n", "if p_value_recent < 0.05:\n", " print('The difference in response time for recent spills is statistically significant.')\n", "else:\n", " print('The difference in response time for recent spills is not statistically significant.')\n", "\n", "# Save the summaries and t-test results to a markdown file\n", "with open(os.path.join(output_dir, 'analysis_results.md'), 'w') as f:\n", " f.write(\"# Analysis Results\\n\\n\")\n", " \n", " f.write(\"## Historical Spills Report Delay Summary:\\n\")\n", " f.write(historical_report_delay_summary.to_markdown() + \"\\n\\n\")\n", " \n", " f.write(\"## Recent Spills Report Delay Summary:\\n\")\n", " f.write(recent_report_delay_summary.to_markdown() + \"\\n\\n\")\n", " \n", " f.write(\"## Historical Spills Response Time Summary:\\n\")\n", " f.write(historical_response_time_summary.to_markdown() + \"\\n\\n\")\n", " \n", " f.write(\"## Recent Spills Response Time Summary:\\n\")\n", " f.write(recent_response_time_summary.to_markdown() + \"\\n\\n\")\n", " \n", " f.write(\"## T-Test Results for Historical Spills\\n\")\n", " f.write(f\"T-Statistic: {t_stat_historical:.4f}\\n\")\n", " f.write(f\"P-Value: {p_value_historical:.4f}\\n\")\n", " if p_value_historical < 0.05:\n", " f.write('The difference in response time for historical spills is statistically significant.\\n')\n", " else:\n", " f.write('The difference in response time for historical spills is not statistically significant.\\n')\n", " \n", " f.write(\"\\n## T-Test Results for Recent Spills\\n\")\n", " f.write(f\"T-Statistic: {t_stat_recent:.4f}\\n\")\n", " f.write(f\"P-Value: {p_value_recent:.4f}\\n\")\n", " if p_value_recent < 0.05:\n", " f.write('The difference in response time for recent spills is statistically significant.\\n')\n", " else:\n", " f.write('The difference in response time for recent spills is not statistically significant.\\n')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import os\n", "\n", "# Ensure the output directory exists\n", "output_dir = 'analysis/output'\n", "os.makedirs(output_dir, exist_ok=True)\n", "\n", "# Save the t-test results to a markdown file\n", "with open(os.path.join(output_dir, 't_test_results.md'), 'w') as f:\n", " f.write(f\"## T-Test Results for Historical Spills\\n\")\n", " f.write(f\"T-Statistic: {t_stat_historical:.4f}\\n\")\n", " f.write(f\"P-Value: {p_value_historical:.4f}\\n\")\n", " if p_value_historical < 0.05:\n", " f.write('The difference in response time for historical spills is statistically significant.\\n')\n", " else:\n", " f.write('The difference in response time for historical spills is not statistically significant.\\n')\n", " \n", " f.write(f\"\\n## T-Test Results for Recent Spills\\n\")\n", " f.write(f\"T-Statistic: {t_stat_recent:.4f}\\n\")\n", " f.write(f\"P-Value: {p_value_recent:.4f}\\n\")\n", " if p_value_recent < 0.05:\n", " f.write('The difference in response time for recent spills is statistically significant.\\n')\n", " else:\n", " f.write('The difference in response time for recent spills is not statistically significant.\\n')\n", "\n", "# Create and save the plots\n", "fig, ax = plt.subplots(figsize=(10, 6))\n", "historical_spills.boxplot(column='Report Delay (Days)', by='Period', ax=ax)\n", "ax.set_title('Historical Spills Response Time Distribution Before and After 2020', fontsize=14)\n", "ax.set_xlabel('Period', fontsize=12)\n", "ax.set_ylabel('Report Delay (Days)', fontsize=12)\n", "plt.suptitle('')\n", "plt.tight_layout()\n", "plt.savefig(os.path.join(output_dir, 'historical_spills_response_time_distribution.png'))\n", "\n", "fig, ax = plt.subplots(figsize=(10, 6))\n", "recent_spills.boxplot(column='Report Delay (Days)', by='Period', ax=ax)\n", "ax.set_title('Recent Spills Response Time Distribution Before and After 2020', fontsize=14)\n", "ax.set_xlabel('Period', fontsize=12)\n", "ax.set_ylabel('Report Delay (Days)', fontsize=12)\n", "plt.suptitle('')\n", "plt.tight_layout()\n", "plt.savefig(os.path.join(output_dir, 'recent_spills_response_time_distribution.png'))\n", "\n", " " ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Historical Spills T-Statistic: 2.8723\n", "Historical Spills P-Value: 0.0041\n", "The difference in response time for historical spills is statistically significant.\n", "\n", "Recent Spills T-Statistic: 2.1457\n", "Recent Spills P-Value: 0.0319\n", "The difference in response time for recent spills is statistically significant.\n" ] }, { "data": { "image/png": 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+xvxvdMQpU6actTY1NdXccccdpkaNGsbDw8NcddVV5o477jDvv/++vaZkBMSDBw+Wev7poyMac3KExRdeeMFce+21xsPDw9SsWdP079/f7Nmzx6HuQtclAFxKXIwxxkn5DwBwkd1///1asmSJjh075uyunNUjjzyixYsX69ChQ+d1aduFupzW1ZkcOHBA9erV09ChQ5WQkODs7gAAzoDLEQEAlpswYYJq166tBg0a6NixY0pJSdHcuXP1z3/+0ykB7HK3d+9e/f7775oyZYpcXV31xBNPOLtLAIC/QAgDAFjOw8NDU6ZM0d69e1VUVKSGDRtq+vTphIfzNHfuXE2YMEH169fXO++8o6uuusrZXQIA/AUuRwQAAAAACzFEPQAAAABYiBAGAAAAABYihAEAAACAhQhhAAAAAGAhQhgAAAAAWIgQBgAAAAAWIoQBAAAAgIUIYQAAAABgIUIYAAAAAFiIEAYAAAAAFiKEAQAAAICFCGEAAAAAYCFCGABUEm+88YZcXFzsP+7u7goNDdU//vEP/fLLL87u3jlZtGiRZs6cec717du3ty+vq6ur/P39FR4ernvuuUdLlixRcXHxeffl/vvvV/369c/7+RfqwQcfVNeuXe2Pd+7c6fD/6+HhocDAQN1888168skntXXrVqf19VTz5s3TVVddpdzcXGd3BQAuWYQwAKhkFixYoDVr1ujzzz/XkCFDtHTpUt166606cuSIs7t2VuUNYZLUoEEDrVmzRqtXr1ZycrKefvpp5eXl6Z577lH79u2VlZV1cTp7EW3cuFFvvvmmJk6cWGra0KFDtWbNGqWmpurtt99WTEyMli5dqqZNm2rKlClO6K2jgQMHys/PTwkJCc7uCgBcstyd3QEAQMVq0qSJbrrpJkknzxTZbDaNHTtWycnJeuCBB5zcu7IdP35cvr6+5/VcHx8f3XLLLQ5tDz30kBYsWKAHH3xQjzzyiN57772K6KZl/v3vf6tly5b2/8dTXX311Q7L2717d40YMUK9evVSfHy8mjRpom7dulnZXQfu7u569NFH9fzzz+upp5467/9XAKjMOBMGAJVcyR/y+/fvd2j/9ttv1aNHD9WoUUPe3t5q3ry5/vOf/zjUlFziuGLFCj3wwAOqUaOG/Pz8dOedd+r3338v9Vrz589X06ZN5e3trRo1auiuu+7Stm3bHGruv/9+ValSRT/88IM6d+4sf39/dezYUe3bt9fHH3+sXbt2OVx2d74eeOABde/eXe+//7527dplbzfGKDExUc2aNZOPj4+qV6+u3r17l7k8p3vllVfUrl07BQUFyc/PTxEREUpISFBhYaG95vnnn5e7u7v27NlT6vkPPvigAgMDdeLEiTO+xv79+/XBBx9owIAB57ysPj4+mjdvnjw8PBzOhh08eFCxsbFq3LixqlSpoqCgIN12221KS0uz1xhj1LBhQ3Xp0qXUfI8dO6aAgAA9/vjjkqTi4mJNnDhRjRo1ko+Pj6pVq6Ybb7xRL774osPz+vXrp+zsbL377rvnvAwAcCUhhAFAJbdjxw5J0rXXXmtvW7lypdq0aaOjR49qzpw5+vDDD9WsWTP9/e9/1xtvvFFqHoMGDZKrq6v9csF169apffv2Onr0qL1m8uTJGjRokG644QYlJSXpxRdf1Pfff69WrVqVuietoKBAPXr00G233aYPP/xQ48ePV2Jiotq0aaOQkBCtWbPG/nMhevToIWOMQ+h49NFHNXz4cN1+++1KTk5WYmKitm7dqtatW5cKqqf77bff1LdvX7399ttKSUnRoEGDNGXKFD366KMO83d3d9err77q8NzDhw/r3Xff1aBBg+Tt7X3G11i+fLkKCwvVoUOHci1r7dq11aJFC61evVpFRUX215SksWPH6uOPP9aCBQvUoEEDtW/fXl999ZUkycXFRUOHDtWKFStK/T+99dZbys7OtoewhIQEjRs3Tn369NHHH3+s9957T4MGDXLYDiQpJCRE1113nT7++ONyLQMAXDEMAKBSWLBggZFk0tPTTWFhocnJyTHLli0zISEhpl27dqawsNBee91115nmzZs7tBljTHR0tAkNDTU2m81hnnfddZdD3TfffGMkmYkTJxpjjDly5Ijx8fEx3bt3d6jbvXu38fLyMn379rW3DRw40Egy8+fPL7UMd9xxh6lXr945L3NUVJS54YYbzjj9008/NZLMCy+8YIwxZs2aNUaSmTZtmkPdnj17jI+Pj4mPj3fo51/1xWazmcLCQvPWW28ZNzc3c/jwYYfnBgUFmfz8fHvbCy+8YFxdXc2OHTv+cpkGDx5sfHx8THFxsUP7jh07jCQzZcqUMz7373//u5Fk9u/fX+b0oqIiU1hYaDp27Ojwf5qdnW38/f3NE0884VDfuHFj06FDB/vj6Oho06xZs7/sf4l+/fqZ4ODgc6oFgCsNZ8IAoJK55ZZb5OHhIX9/f3Xt2lXVq1fXhx9+KHf3k7cB//rrr/rpp5/Ur18/SVJRUZH9p3v37srIyND27dsd5llSW6J169aqV6+eVq5cKUlas2aN8vLydP/99zvU1a1bV7fddpu++OKLUv28++67K2qRz8gY4/A4JSVFLi4u6t+/v8Nyh4SEqGnTpvazQ2eyceNG9ejRQ4GBgXJzc5OHh4fuu+8+2Ww2/fzzz/a6J554QgcOHND7778v6eRlfLNnz9Ydd9xx1hEX9+3bp1q1ap3XpZinL68kzZkzR3/729/k7e0td3d3eXh46IsvvnC4TNTf318PPPCA3njjDfuohl9++aV+/PFHDRkyxF7XsmVLbd68WbGxsfrss8+UnZ19xr4EBQXpwIED9rNyAID/IYQBQCXz1ltvaf369fryyy/16KOPatu2berTp499eskld3FxcfLw8HD4iY2NlST9+eefDvMMCQkp9TohISE6dOiQJNn/DQ0NLVVXu3Zt+/QSvr6+qlq16gUs5bkpuResdu3akk4uuzFGwcHBpZY9PT291HKfavfu3Wrbtq3++OMPvfjii0pLS9P69ev1yiuvSJLy8vLstc2bN1fbtm3t01JSUrRz506HQHMmeXl5f3m54tmW18vLSzVq1JAkTZ8+XYMHD1ZkZKT++9//Kj09XevXr1fXrl0d+iudHHUxJydH77zzjiRp1qxZqlOnjnr27GmvGT16tKZOnar09HR169ZNgYGB6tixo7799ttSffH29pYx5i/vfwOAKxWjIwJAJXP99dfbB+Po0KGDbDab5s6dqyVLlqh3796qWbOmpJN/UPfq1avMeTRq1MjhcWZmZqmazMxMhYeHS5ICAwMlSRkZGaXq9u3bZ3/NEhcy4EZ5LF26VC4uLmrXrp0kqWbNmnJxcVFaWpq8vLxK1ZfVViI5OVm5ublKSkpSvXr17O2bNm0qs37YsGG655579N1332nWrFm69tpr1alTp7P2uWbNmvruu+/OWne6P/74Qxs2bFBUVJT9rOfChQvVvn17zZ4926E2Jyen1PPDw8PVrVs3vfLKK+rWrZuWLl2q8ePHy83NzV7j7u6uESNGaMSIETp69Kg+//xzjRkzRl26dNGePXscRkI8fPiwvLy8VKVKlXIvCwBUdpwJA4BKLiEhQdWrV9dzzz2n4uJiNWrUSA0bNtTmzZt10003lfnj7+/vMI+SsyMlVq9erV27dql9+/aSpFatWsnHx0cLFy50qNu7d6++/PJLdezY8Zz66uXlVeoMzflasGCBPv30U/Xp00dXX321JCk6OlrGGP3xxx9lLndERMQZ51cSHE8NasYYvf7662XW33XXXbr66qs1cuRIff7554qNjT2n8Hndddfp0KFD5fp+s7y8PD300EMqKipSfHy8Q59PD5bff//9GQc8eeKJJ/T9999r4MCBcnNz08MPP3zG16xWrZp69+6txx9/XIcPH9bOnTsdpv/+++9q3LjxOS8DAFxJOBMGAJVc9erVNXr0aMXHx2vRokXq37+/Xn31VXXr1k1dunTR/fffr6uuukqHDx/Wtm3b9N1339nvZSrx7bff6qGHHtI999yjPXv26JlnntFVV11lv3yxWrVqevbZZzVmzBjdd9996tOnjw4dOqTx48fL29tbY8eOPae+RkREKCkpSbNnz1aLFi3k6upa5ndlnSovL0/p6en233///XclJycrJSVFUVFRmjNnjr22TZs2euSRR/TAAw/o22+/Vbt27eTn56eMjAx9/fXXioiI0ODBg8t8nU6dOsnT01N9+vRRfHy8Tpw4odmzZ5/xS7Dd3Nz0+OOP66mnnpKfn1+p++XOpH379jLGaO3atercuXOp6bt371Z6erqKi4uVlZWljRs3av78+dq1a5emTZvm8Jzo6Gg9//zzGjt2rKKiorR9+3ZNmDBBYWFhZd6r1alTJzVu3FgrV65U//79FRQU5DD9zjvvtH8PXa1atbRr1y7NnDlT9erVU8OGDe11xcXFWrdunQYNGnROywwAVxwnDgoCAKhAJSMZrl+/vtS0vLw8c/XVV5uGDRuaoqIiY4wxmzdvNvfee68JCgoyHh4eJiQkxNx2221mzpw5pea5fPlyM2DAAFOtWjX7KIi//PJLqdeZO3euufHGG42np6cJCAgwPXv2NFu3bnWoGThwoPHz8ytzGQ4fPmx69+5tqlWrZlxcXMzZDlNRUVFGkv3Hz8/PNGjQwPTu3du8//779lEeTzd//nwTGRlp/Pz8jI+Pj7nmmmvMfffdZ7799luHfp4+OuJHH31kmjZtary9vc1VV11lRo0aZR+BceXKlaVeZ+fOnUaSeeyxx/5yOU5ls9lM/fr1TWxsrEN7yeiIJT9ubm6mevXqpkWLFmb48OGl1rMxxuTn55u4uDhz1VVXGW9vb/O3v/3NJCcn/+XIj+PGjbOPsnm6adOmmdatW5uaNWsaT09Pc/XVV5tBgwaZnTt3OtR98cUXRpLZsGHDOS83AFxJXIwpYyglAAB08suaH3jgAa1fv/6sZ6RQ2ssvv6xhw4Zpy5YtuuGGG875edOmTdO//vUv/fHHH/Lx8bmIPSztpptukouLi9avX3/e8xgwYIB+//13ffPNNxXYMwCoPLgnDACACrZx40YlJSVpwoQJ6tmzZ7kCmCQ9/vjjCggIsI+ueLFlZ2dr9erVGjNmjDZs2KBnnnnmvOf122+/6b333tMLL7xQgT0EgMqFe8IAAKhgd911lzIzM9W2bVuHe9LOlbe3t95++21t3LjxIvSutO+++04dOnRQYGCgxo4dq5iYmPOe1+7duzVr1izdeuutFddBAKhkuBwRAAAAACzE5YgAAAAAYCFCGAAAAABYiBAGAAAAABaqtANzFBcXa9++ffL395eLi4uzuwMAAACgEjPGKCcnR7Vr15ar61+f66q0IWzfvn2qW7eus7sBAAAA4AqyZ88e1alT5y9rKm0I8/f3l3RyJVStWtXJvbn8FBYWavny5ercubM8PDyc3R1cYdj+AFyp2P/Bmdj+Lkx2drbq1q1rzyF/pdKGsJJLEKtWrUoIOw+FhYXy9fVV1apVeRPCcmx/AK5U7P/gTGx/FeNcboViYA4AAAAAsBAhDAAAAAAsRAgDAAAAAAsRwgAAAADAQoQwAAAAALAQIQwAAAAALEQIAwAAAAALEcIAAAAAwEKEMAAAAACwECEMAAAAACxECAMAAAAACxHCAAAAAMBChDCUYrPZlJqaqlWrVik1NVU2m83ZXQIAAAAqDUIYHCQlJSk8PFydOnXS9OnT1alTJ4WHhyspKcnZXQMAAAAqBUIY7JKSktS7d29FREQoLS1NixcvVlpamiIiItS7d2+CGAAAAFABCGGQdPISxJEjRyo6OlrJycmKjIyUj4+PIiMjlZycrOjoaMXFxXFpIgAAAHCBCGGQJKWlpWnnzp0aM2aMXF0dNwtXV1eNHj1aO3bsUFpampN6CAAAAFQOhDBIkjIyMiRJTZo0KXN6SXtJHQAAAIDzQwiDJCk0NFSStGXLljKnl7SX1AEAAAA4P4QwSJLatm2r+vXra9KkSSouLnaYVlxcrMmTJyssLExt27Z1Ug8BAACAyoEQBkmSm5ubpk2bppSUFMXExCg9PV15eXlKT09XTEyMUlJSNHXqVLm5uTm7qwAAAMBlzd3ZHcClo1evXlqyZIlGjhypdu3a2dvDwsK0ZMkS9erVy4m9AwAAACoHQhgc9OrVSz179tTKlSv16aefqlu3burQoQNnwAAAAIAKQghDKW5uboqKilJubq6ioqIIYAAAAEAF4p4wAAAAALAQIQwAAAAALEQIAwAAAAALEcIAAAAAwEKEMAAAAACwECEMAAAAACxECAMAAAAACxHCAAAAAMBChDAAAAAAsBAhDAAAAAAsRAgDAAAAAAsRwgAAAADAQoQwAAAAALAQIQwAAAAALEQIAwAAAAALEcIAAAAAwEKEMAAAAACwECEMAAAAACxECAMAAAAACxHCAAAAAMBChDAAAAAAsBAhDAAAAAAsRAgDAAAAAAsRwgAAAADAQoQwAAAAALAQIQwAAAAALEQIAwAAAAALEcIAAAAAwEKEMAAAAACwECEMAAAAACxECAMAAAAACxHCAAAAAMBChDAAAAAAsBAhDAAAAAAsRAgDAAAAAAsRwgAAAADAQoQwAAAAALAQIQwAAAAALEQIAwAAAAALEcIAAAAAwEKEMAAAAACwECEMAAAAACxECAMAAAAACxHCAAAAAMBChDAAAAAAsFC5QlhRUZH++c9/KiwsTD4+PmrQoIEmTJig4uJie40xRuPGjVPt2rXl4+Oj9u3ba+vWrQ7zyc/P19ChQ1WzZk35+fmpR48e2rt3r0PNkSNHNGDAAAUEBCggIEADBgzQ0aNHz39JAQAAAOASUK4Q9sILL2jOnDmaNWuWtm3bpoSEBE2ZMkUvv/yyvSYhIUHTp0/XrFmztH79eoWEhKhTp07Kycmx1wwfPlwffPCB3n33XX399dc6duyYoqOjZbPZ7DV9+/bVpk2btGzZMi1btkybNm3SgAEDKmCRAQAAAMB53MtTvGbNGvXs2VN33HGHJKl+/fpavHixvv32W0knz4LNnDlTzzzzjHr16iVJevPNNxUcHKxFixbp0UcfVVZWlubNm6e3335bt99+uyRp4cKFqlu3rj7//HN16dJF27Zt07Jly5Senq7IyEhJ0uuvv65WrVpp+/btatSoUYWtAAAAAACwUrlC2K233qo5c+bo559/1rXXXqvNmzfr66+/1syZMyVJO3bsUGZmpjp37mx/jpeXl6KiorR69Wo9+uij2rBhgwoLCx1qateurSZNmmj16tXq0qWL1qxZo4CAAHsAk6RbbrlFAQEBWr16dZkhLD8/X/n5+fbH2dnZkqTCwkIVFhaWZzEh2dcZ6w7OwPYH4ErF/g/OxPZ3Ycqz3soVwp566illZWXpuuuuk5ubm2w2m/71r3+pT58+kqTMzExJUnBwsMPzgoODtWvXLnuNp6enqlevXqqm5PmZmZkKCgoq9fpBQUH2mtNNnjxZ48ePL9W+fPly+fr6lmcxcYoVK1Y4uwu4grH9AbhSsf+DM7H9nZ/jx4+fc225Qth7772nhQsXatGiRbrhhhu0adMmDR8+XLVr19bAgQPtdS4uLg7PM8aUajvd6TVl1f/VfEaPHq0RI0bYH2dnZ6tu3brq3Lmzqlatek7Lh/8pLCzUihUr1KlTJ3l4eDi7O7jCsP0BuFKx/4Mzsf1dmJIr8c5FuULYqFGj9PTTT+sf//iHJCkiIkK7du3S5MmTNXDgQIWEhEg6eSYrNDTU/rwDBw7Yz46FhISooKBAR44ccTgbduDAAbVu3dpes3///lKvf/DgwVJn2Up4eXnJy8urVLuHhwcb0QVg/cGZ2P4AXKnY/8GZ2P7OT3nWWblGRzx+/LhcXR2f4ubmZh+iPiwsTCEhIQ6nMAsKCpSammoPWC1atJCHh4dDTUZGhrZs2WKvadWqlbKysrRu3Tp7zdq1a5WVlWWvAQAAAIDLUbnOhN15553617/+pauvvlo33HCDNm7cqOnTp+vBBx+UdPISwuHDh2vSpElq2LChGjZsqEmTJsnX11d9+/aVJAUEBGjQoEEaOXKkAgMDVaNGDcXFxSkiIsI+WuL111+vrl276uGHH9arr74qSXrkkUcUHR3NyIgAAAAALmvlCmEvv/yynn32WcXGxurAgQOqXbu2Hn30UT333HP2mvj4eOXl5Sk2NlZHjhxRZGSkli9fLn9/f3vNjBkz5O7urnvvvVd5eXnq2LGj3njjDbm5udlr3nnnHQ0bNsw+imKPHj00a9asC11eAAAAAHAqF2OMcXYnLobs7GwFBAQoKyuLgTnOQ2FhoT755BN1796da4JhObY/AFcq9n9wJra/C1Oe/FGue8IAAAAAABeGEAYAAAAAFiKEAQAAAICFCGEAAAAAYCFCGAAAAABYiBAGAAAAABYihAEAAACAhQhhAAAAAGAhQhgAAAAAWIgQBgAAAAAWIoQBAAAAgIUIYQAAAABgIUIYAAAAAFiIEAYAAAAAFiKEAQAAAICFCGEAAAAAYCFCGAAAAABYiBAGAAAAABYihAEAAACAhQhhAAAAAGAhQhgAAAAAWIgQBgAAAAAWIoQBAAAAgIUIYQAAAABgIUIYAAAAAFiIEAYAAAAAFiKEAQAAAICFCGEAAAAAYCFCGAAAAABYiBAGAAAAABYihAEAAACAhQhhAAAAAGAhQhgAAAAAWIgQBgAAAAAWIoQBAAAAgIUIYQAAAABgIUIYAAAAAFiIEAYAAAAAFiKEAQAAAICFCGEAAAAAYCFCGAAAAABYiBAGAAAAABYihAEAAACAhQhhAAAAAGAhQhgAAAAAWIgQBgAAAAAWIoQBAAAAgIUIYQAAAABgIUIYAAAAAFiIEAYAAAAAFiKEAQAAAICFCGEAAAAAYCFCGAAAAABYiBAGAAAAABYihAEAAACAhQhhAAAAAGAhQhgAAAAAWIgQBgAAAAAWIoQBAAAAgIUIYQAAAABgIUIYAAAAAFiIEAYAAAAAFiKEAQAAAICFCGEAAAAAYCFCGAAAAABYiBAGAAAAABYihAEAAACAhQhhAAAAAGAhQhgAAAAAWIgQBgAAAAAWIoQBAAAAgIUIYQAAAABgIUIYAAAAAFiIEAYAAAAAFiKEAQAAAICFCGEAAAAAYCFCGAAAAABYqNwh7I8//lD//v0VGBgoX19fNWvWTBs2bLBPN8Zo3Lhxql27tnx8fNS+fXtt3brVYR75+fkaOnSoatasKT8/P/Xo0UN79+51qDly5IgGDBiggIAABQQEaMCAATp69Oj5LSUAAAAAXCLKFcKOHDmiNm3ayMPDQ59++ql+/PFHTZs2TdWqVbPXJCQkaPr06Zo1a5bWr1+vkJAQderUSTk5Ofaa4cOH64MPPtC7776rr7/+WseOHVN0dLRsNpu9pm/fvtq0aZOWLVumZcuWadOmTRowYMCFLzEAAAAAOJF7eYpfeOEF1a1bVwsWLLC31a9f3/67MUYzZ87UM888o169ekmS3nzzTQUHB2vRokV69NFHlZWVpXnz5untt9/W7bffLklauHCh6tatq88//1xdunTRtm3btGzZMqWnpysyMlKS9Prrr6tVq1bavn27GjVqdKHLDQAAAABOUa4QtnTpUnXp0kX33HOPUlNTddVVVyk2NlYPP/ywJGnHjh3KzMxU586d7c/x8vJSVFSUVq9erUcffVQbNmxQYWGhQ03t2rXVpEkTrV69Wl26dNGaNWsUEBBgD2CSdMsttyggIECrV68uM4Tl5+crPz/f/jg7O1uSVFhYqMLCwvIsJiT7OmPdwRnY/gBcqdj/wZnY/i5MedZbuULY77//rtmzZ2vEiBEaM2aM1q1bp2HDhsnLy0v33XefMjMzJUnBwcEOzwsODtauXbskSZmZmfL09FT16tVL1ZQ8PzMzU0FBQaVePygoyF5zusmTJ2v8+PGl2pcvXy5fX9/yLCZOsWLFCmd3AVcwtj8AVyr2f3Amtr/zc/z48XOuLVcIKy4u1k033aRJkyZJkpo3b66tW7dq9uzZuu++++x1Li4uDs8zxpRqO93pNWXV/9V8Ro8erREjRtgfZ2dnq27duurcubOqVq169oWDg8LCQq1YsUKdOnWSh4eHs7uDKwzbH4ArFfs/OBPb34UpuRLvXJQrhIWGhqpx48YObddff73++9//SpJCQkIknTyTFRoaaq85cOCA/exYSEiICgoKdOTIEYezYQcOHFDr1q3tNfv37y/1+gcPHix1lq2El5eXvLy8SrV7eHiwEV0A1h+cie0PwJWK/R+cie3v/JRnnZVrdMQ2bdpo+/btDm0///yz6tWrJ0kKCwtTSEiIwynMgoICpaam2gNWixYt5OHh4VCTkZGhLVu22GtatWqlrKwsrVu3zl6zdu1aZWVl2WsAAAAA4HJUrjNhTz75pFq3bq1Jkybp3nvv1bp16/Taa6/ptddek3TyEsLhw4dr0qRJatiwoRo2bKhJkybJ19dXffv2lSQFBARo0KBBGjlypAIDA1WjRg3FxcUpIiLCPlri9ddfr65du+rhhx/Wq6++Kkl65JFHFB0dzciIAAAAAC5r5QphN998sz744AONHj1aEyZMUFhYmGbOnKl+/frZa+Lj45WXl6fY2FgdOXJEkZGRWr58ufz9/e01M2bMkLu7u+69917l5eWpY8eOeuONN+Tm5maveeeddzRs2DD7KIo9evTQrFmzLnR5AQAAAMCpyhXCJCk6OlrR0dFnnO7i4qJx48Zp3LhxZ6zx9vbWyy+/rJdffvmMNTVq1NDChQvL2z0AAAAAuKSV654wAAAAAMCFIYQBAAAAgIUIYQAuKTabTampqVq1apVSU1Nls9mc3SUAAIAKRQgDcMlISkpSeHi4OnXqpOnTp6tTp04KDw9XUlKSs7sGAABQYQhhAC4JSUlJ6t27tyIiIpSWlqbFixcrLS1NERER6t27N0EMAABUGoQwAE5ns9k0cuRIRUdHKzk5WZGRkfLx8VFkZKSSk5MVHR2tuLg4Lk0EAACVAiEMgNOlpaVp586dGjNmjFxdHXdLrq6uGj16tHbs2KG0tDQn9RAAAKDiEMIAOF1GRoYkqUmTJmVOL2kvqQMAALicEcIAOF1oaKgkacuWLWVOL2kvqQMAALicEcIAOF3btm1Vv359TZo0ScXFxQ7TiouLNXnyZIWFhalt27ZO6iEAAEDFIYQBcDo3NzdNmzZNKSkpiomJUXp6uvLy8pSenq6YmBilpKRo6tSpcnNzc3ZXAQAALpi7szsAAJLUq1cvLVmyRCNHjlS7du3s7WFhYVqyZIl69erlxN4BAABUHEIYgEtGr1691LNnT61cuVKffvqpunXrpg4dOnAGDAAAVCqEMACXFDc3N0VFRSk3N1dRUVEEMAAAUOlwTxgAAAAAWIgQBgAAAAAWIoQBAAAAgIUIYQAAAABgIUIYAAAAAFiIEAYAAAAAFiKEAQAAAICFCGEAAAAAYCFCGAAAAABYiBAGAAAAABYihAEAAACAhQhhAAAAAGAhQhgAAAAAWIgQBgAAAAAWIoQBAAAAgIUIYQAAAABgIUIYAAAAAFiIEAYAAAAAFiKEAQAAAICFCGEAAAAAYCFCGAAAAABYiBAGAAAAABYihAEAAACAhQhhAAAAAGAhQhgAAAAAWIgQBgAAAAAWIoQBAAAAgIUIYQAAAABgIUIYAAAAAFiIEAYAAAAAFiKEAQAAAICFCGEAAAAAYCFCGAAAAABYiBAGAAAAABYihAEAAACAhQhhAAAAAGAhQhgAAAAAWIgQBgAAAAAWIoQBAAAAgIUIYQAAAABgIUIYAAAAAFiIEAYAAAAAFiKEAQAAAICFCGEAAAAAYCFCGAAAAABYiBAGAAAAABYihAEAAACAhQhhAAAAAGAhQhgAAAAAWIgQBgAAAAAWIoQBAAAAgIUIYQAAAABgIUIYAAAAAFiIEAYAAAAAFiKEAQAAAICFCGEAAAAAYCFCGAAAAABYiBAGAAAAABYihAEAAACAhQhhAAAAAGAhQhgAAAAAWIgQBgAAAAAWIoQBAAAAgIUuKIRNnjxZLi4uGj58uL3NGKNx48apdu3a8vHxUfv27bV161aH5+Xn52vo0KGqWbOm/Pz81KNHD+3du9eh5siRIxowYIACAgIUEBCgAQMG6OjRoxfSXQAAAABwuvMOYevXr9drr72mG2+80aE9ISFB06dP16xZs7R+/XqFhISoU6dOysnJsdcMHz5cH3zwgd599119/fXXOnbsmKKjo2Wz2ew1ffv21aZNm7Rs2TItW7ZMmzZt0oABA863uwAAAABwSTivEHbs2DH169dPr7/+uqpXr25vN8Zo5syZeuaZZ9SrVy81adJEb775po4fP65FixZJkrKysjRv3jxNmzZNt99+u5o3b66FCxfqhx9+0Oeffy5J2rZtm5YtW6a5c+eqVatWatWqlV5//XWlpKRo+/btFbDYAAAAAOAc5xXCHn/8cd1xxx26/fbbHdp37NihzMxMde7c2d7m5eWlqKgorV69WpK0YcMGFRYWOtTUrl1bTZo0sdesWbNGAQEBioyMtNfccsstCggIsNcAAAAAwOXIvbxPePfdd/Xdd99p/fr1paZlZmZKkoKDgx3ag4ODtWvXLnuNp6enwxm0kpqS52dmZiooKKjU/IOCguw1p8vPz1d+fr79cXZ2tiSpsLBQhYWF57p4+H8l64x1B2dg+wNwpWL/B2di+7sw5Vlv5Qphe/bs0RNPPKHly5fL29v7jHUuLi4Oj40xpdpOd3pNWfV/NZ/Jkydr/PjxpdqXL18uX1/fv3xtnNmKFSuc3QVcwdj+AFyp2P/Bmdj+zs/x48fPubZcIWzDhg06cOCAWrRoYW+z2WxatWqVZs2aZb9fKzMzU6GhofaaAwcO2M+OhYSEqKCgQEeOHHE4G3bgwAG1bt3aXrN///5Sr3/w4MFSZ9lKjB49WiNGjLA/zs7OVt26ddW5c2dVrVq1PIsJnUzyK1asUKdOneTh4eHs7uAKw/YH4ErF/g/OxPZ3YUquxDsX5QphHTt21A8//ODQ9sADD+i6667TU089pQYNGigkJEQrVqxQ8+bNJUkFBQVKTU3VCy+8IElq0aKFPDw8tGLFCt17772SpIyMDG3ZskUJCQmSpFatWikrK0vr1q1Ty5YtJUlr165VVlaWPaidzsvLS15eXqXaPTw82IguAOsPzsT2B+BKxf4PzsT2d37Ks87KFcL8/f3VpEkThzY/Pz8FBgba24cPH65JkyapYcOGatiwoSZNmiRfX1/17dtXkhQQEKBBgwZp5MiRCgwMVI0aNRQXF6eIiAj7QB/XX3+9unbtqocfflivvvqqJOmRRx5RdHS0GjVqVJ4uAwAAAMAlpdwDc5xNfHy88vLyFBsbqyNHjigyMlLLly+Xv7+/vWbGjBlyd3fXvffeq7y8PHXs2FFvvPGG3Nzc7DXvvPOOhg0bZh9FsUePHpo1a1ZFdxcAAAAALHXBIeyrr75yeOzi4qJx48Zp3LhxZ3yOt7e3Xn75Zb388stnrKlRo4YWLlx4od0DAAAAgEvKeX1PGAAAAADg/BDCAAAAAMBChDAAAAAAsBAhDAAAAAAsRAgDAAAAAAsRwgBcUmw2m1JTU7Vq1SqlpqbKZrM5u0sAAAAVihAG4JKRlJSk8PBwderUSdOnT1enTp0UHh6upKQkZ3cNAACgwhDCAFwSkpKS1Lt3b0VERCgtLU2LFy9WWlqaIiIi1Lt3b4IYAACoNAhhAJzOZrNp5MiRio6OVnJysiIjI+Xj46PIyEglJycrOjpacXFxXJoIAAAqBUIYAKdLS0vTzp07NWbMGLm6Ou6WXF1dNXr0aO3YsUNpaWlO6iEAAEDFIYQBcLqMjAxJUpMmTcqcXtJeUgcAAHA5I4QBcLrQ0FBJ0pYtW8qcXtJeUgcAAHA5I4QBcLq2bduqfv36mjRpkoqLix2mFRcXa/LkyQoLC1Pbtm2d1EMAAICKQwgD4HRubm6aNm2aUlJSFBMTo/T0dOXl5Sk9PV0xMTFKSUnR1KlT5ebm5uyuAgAAXDB3Z3cAACSpV69eWrJkiUaOHKl27drZ28PCwrRkyRL16tXLib0DAACoOIQwAJeMXr16qWfPnlq5cqU+/fRTdevWTR06dOAMGAAAqFQIYQAuKW5uboqKilJubq6ioqIIYAAAoNLhnjAAAAAAsBAhDAAAAAAsRAgDAAAAAAsRwgAAAADAQoQwAAAAALAQIQwAAAAALEQIAwAAAAALEcIAAAAAwEKEMAAAAACwECEMAAAAACxECAMAAAAACxHCAAAAAMBChDAAAAAAsBAhDAAAAAAsRAgDAAAAAAsRwgAAAADAQoQwAAAAALAQIQwAAAAALEQIAwAAAAALEcIAAAAAwEKEMAAAAACwECEMAAAAACxECAMAAAAACxHCAAAAAMBChDAAAAAAsBAhDAAAAAAsRAgDAAAAAAsRwgAAAADAQoQwAAAAALAQIQwAAAAALEQIAwAAAAALEcIAAAAAwEKEMAAAAACwECEMAAAAACxECAMAAAAACxHCAAAAAMBChDAAAAAAsBAhDAAAAAAsRAhDKTabTampqVq1apVSU1Nls9mc3SUAAACg0iCEwUFSUpLCw8PVqVMnTZ8+XZ06dVJ4eLiSkpKc3TUAAACgUiCEwS4pKUm9e/dWRESE0tLStHjxYqWlpSkiIkK9e/cmiAEAAAAVgBAGSScvQRw5cqSio6OVnJysyMhI+fj4KDIyUsnJyYqOjlZcXByXJgIAAAAXiBAGSVJaWpp27typMWPGyNXVcbNwdXXV6NGjtWPHDqWlpTmphwAAAEDlQAiDJCkjI0OS1KRJkzKnl7SX1AEAAAA4P4QwSJJCQ0MlSVu2bClzekl7SR0AAACA80MIgySpbdu2ql+/viZNmqTi4mKHacXFxZo8ebLCwsLUtm1bJ/UQAAAAqBwIYZAkubm5adq0aUpJSVFMTIzS09OVl5en9PR0xcTEKCUlRVOnTpWbm5uzuwoAAABc1tyd3QFcOnr16qUlS5Zo5MiRateunb09LCxMS5YsUa9evZzYO1wpCgoK9PLLL+vLL7/Ur7/+qqFDh8rT09PZ3QIAAKgwnAmDg169eunXX3/VihUrNGLECK1YsUK//PILAQyWiI+Pl5+fn+Li4vTJJ58oLi5Ofn5+io+Pd3bXAAAAKgxnwlCKm5uboqKilJubq6ioKC5BhCXi4+M1ZcoUBQcHa/z48fLy8lJ+fr7Gjh2rKVOmSJISEhKc3EsAAIALx5kwAE5XUFCgGTNmKDg4WHv37tWDDz6o6tWr68EHH9TevXsVHBysGTNmqKCgwNldBQCgUrLZbEpNTdWqVauUmpoqm83m7C5VaoQwAE6XmJiooqIiTZw4Ue7ujifo3d3dNWHCBBUVFSkxMdFJPQQAoPJKSkpSeHi4OnXqpOnTp6tTp04KDw9XUlKSs7tWaRHCADjdb7/9JkmKjo4uc3pJe0kdAACoGElJSerdu7ciIiKUlpamxYsXKy0tTREREerduzdB7CIhhKEUTkfDatdcc40kKSUlpczpJe0ldQAA4MLZbDaNHDlS0dHRSk5OVmRkpHx8fBQZGank5GRFR0crLi6OvwUvAkIYHHA6Gs4QGxsrd3d3/fOf/1RRUZHDtKKiIj333HNyd3dXbGysk3oIAEDlk5aWpp07d2rMmDFydXWMBa6urho9erR27NihtLQ0J/Ww8iKEwY7T0XAWT09PPfnkk9q/f7/q1KmjuXPn6vDhw5o7d67q1Kmj/fv368knn+T7wgAAqEAZGRmSpCZNmpQ5vaS9pA4VhyHqIan06WibzaZDhw7ZT0fHxMQoLi5OPXv2ZMh6XBQlw8/PmDHD4YyXu7u7Ro0axfD0AABUsNDQUEnSli1bdMstt5SavmXLFoc6VBzOhEESp6NxaUhISNCRI0d05513ql69errzzjt15MgRAhgAABdB27ZtVb9+fU2aNEnFxcUO04qLizV58mSFhYWpbdu2Tuph5UUIgyROR+PSEB8fr+rVq+ujjz7Srl279NFHH6l69eqKj493dtcAAKh03NzcNG3aNKWkpCgmJkbp6enKy8tTenq6YmJilJKSoqlTp3IV1EXA5YiQxOloOF98fLymTJmi4OBgjR8/Xl5eXsrPz9fYsWM1ZcoUSeKMGAAAFaxXr15asmSJRo4cqXbt2tnbw8LCtGTJEvXq1cuJvau8XIwxxtmduBiys7MVEBCgrKwsVa1a1dndueTZbDaFh4crIiLCfk/YJ598ou7du8vNzU0xMTHasmWLfvnlFz4NQYUrKCiQn5+fAgMDtXfvXhlj7Nufi4uL6tSpo0OHDik3N5fBOQBUaoWFhfb9n4eHh7O7gyuIzWbTypUr9emnn6pbt27q0KEDf/OVU3nyR7kuR5w8ebJuvvlm+fv7KygoSDExMdq+fbtDjTFG48aNU+3ateXj46P27dtr69atDjX5+fkaOnSoatasKT8/P/Xo0UN79+51qDly5IgGDBiggIAABQQEaMCAATp69Gh5uoty4HQ0nCkxMVFFRUWaOHGi3N0dT9C7u7trwoQJKioqUmJiopN6CABA5ebm5qaoqCi1a9dOUVFR/M13kZUrhKWmpurxxx9Xenq6VqxYoaKiInXu3Fm5ubn2moSEBE2fPl2zZs3S+vXrFRISok6dOiknJ8deM3z4cH3wwQd699139fXXX+vYsWOKjo52+CK4vn37atOmTVq2bJmWLVumTZs2acCAARWwyDiTktPRmzdvVrt27dSnTx+1a9dO33//PaejcVH99ttvkqTo6Ogyp5e0l9QBAABczsoVwpYtW6b7779fN9xwg5o2baoFCxZo9+7d2rBhg6STZ8FmzpypZ555Rr169VKTJk305ptv6vjx41q0aJEkKSsrS/PmzdO0adN0++23q3nz5lq4cKF++OEHff7555Kkbdu2admyZZo7d65atWqlVq1a6fXXX1dKSkqpM2+oWOnp6dq3b59D2x9//KH09HQn9QhXgmuuuUaSlJKSUub0kvaSOgAAgMvZBQ3MkZWVJUmqUaOGJGnHjh3KzMxU586d7TVeXl6KiorS6tWr9eijj2rDhg0qLCx0qKldu7aaNGmi1atXq0uXLlqzZo0CAgIUGRlpr7nlllsUEBCg1atXq1GjRqX6kp+fr/z8fPvj7OxsSSevrS4sLLyQxbxiPP3005o+fbqCgoI0duxY+fr66vjx4xo/frymTJkim82mf//7387uJiqhhx9+WKNGjdIzzzyjfv36qeRW1cLCQhUVFenZZ5+Vu7u7Hn74Yd7PACq1kn0c+zpYzWaz6auvvtKqVavk5eWl9u3bc0liOZXnfXveIcwYoxEjRujWW2+1D1+emZkpSQoODnaoDQ4O1q5du+w1np6eql69eqmakudnZmYqKCio1GsGBQXZa043efJkjR8/vlT78uXL5evrW86lu/IUFBRo5syZqlatmhITE+335VSvXl2JiYl66KGH9OKLL+qWW25hYARcFCVfFF67dm316dNHN998s+Li4rR48WIdPXpUMTEx9rPlAFDZrVixwtldwBVkzZo1WrBggQ4cOCBJ9g/lH3jgAbVq1crJvbt8HD9+/JxrzzuEDRkyRN9//72+/vrrUtNcXFwcHhtjSrWd7vSasur/aj6jR4/WiBEj7I+zs7NVt25dde7cmdERz8FLL72k4uJi/fvf/1aPHj1UWFioFStWqFOnTvLw8NCkSZMUGxur3bt3a9iwYc7uLiqh7t276+mnn9ZLL72k2bNna/bs2ZJODswxYsQIzsICuCKcfvwFLrYPPvhACQkJ6t69u+Li4pSZmamQkBBNnTpVCQkJevfdd3XXXXc5u5uXhZIr8c7FeYWwoUOHaunSpVq1apXq1Kljbw8JCZF08kzWqd8ndeDAAfvZsZCQEBUUFOjIkSMOZ8MOHDig1q1b22v2799f6nUPHjxY6ixbCS8vL3l5eZVq9/DwYCd2Dnbu3ClJ6tmzp8P6Kll/PXv2VGxsrHbu3Mn6xEUzbdo0TZ48WS+//LK+/PJL3XbbbRo6dChnXwFccfj7BVaw2Wx66qmn7FejlHxFUZs2bdSuXTvFxMTo6aef1t13382lieegPO/Zcg3MYYzRkCFDlJSUpC+//FJhYWEO08PCwhQSEuJwCr2goECpqan2gNWiRQt5eHg41GRkZGjLli32mlatWikrK0vr1q2z16xdu1ZZWVn2GlQsBkYAAAC4sqSlpWnnzp0aM2aMXF0dY4Grq6tGjx6tHTt2KC0tzUk9rLzKFcIef/xxLVy4UIsWLZK/v78yMzOVmZmpvLw8SScvIRw+fLgmTZqkDz74QFu2bNH9998vX19f9e3bV5IUEBCgQYMGaeTIkfriiy+0ceNG9e/fXxEREbr99tslSddff726du2qhx9+WOnp6UpPT9fDDz+s6OjoMgflwIWLjY2Vu7u7/vnPf6qoqMhhWlFRkZ577jm5u7srNjbWST3ElSA+Pl5+fn6Ki4vTJ598ori4OPn5+Sk+Pt7ZXQMAoNLJyMiQJDVp0kQFBQV66aWX9Nprr+mll15SQUGBfdyHkjpUIFMOksr8WbBggb2muLjYjB071oSEhBgvLy/Trl0788MPPzjMJy8vzwwZMsTUqFHD+Pj4mOjoaLN7926HmkOHDpl+/foZf39/4+/vb/r162eOHDlyzn3NysoykkxWVlZ5FvGKNmrUKCPJBAcHm8TERDN//nyTmJhogoODjSQzatQoZ3cRldip29+cOXPMggULzJw5c9j+AFxRCgoKTHJysikoKHB2V3AFWLlypZFk+vXrZ9zd3R3+vnd3dzd9+/Y1kszKlSud3dXLQnnyh4sx/z8WdCWTnZ2tgIAAZWVlMTBHOcTHx2vGjBkOZ8Pc3d315JNPKiEhwYk9Q2VWUFAgPz8/BQYGau/evTLG6JNPPlH37t3l4uKiOnXq6NChQ8rNzeX+MACVWmFhoX3/xz1huNhsNpsCAwOVlZWloKAgTZgwQV5eXsrPz9dzzz2nAwcOKCAgQIcOHeKesHNQnvxRrssRUfklJCQoNzdXU6dOVffu3TV16lTl5uYSwHBRJSYmqqioSBMnTrR/PUIJd3d3TZgwQUVFRUpMTHRSDwEAqHxsNptycnIkSS1btlTjxo3l7e2txo0bq2XLlpKknJwc2Ww2Z3azUrqgL2tG5eTp6alhw4YpPDycT+Jgid9++03Sye8KK0tJe0kdAAC4cImJiSouLtbgwYP16aefql27dvZpYWFhevTRR/Xqq68qMTFRw4cPd15HKyHOhAFwulNH5zx8+LCaNWumAQMGqFmzZjp8+DCjcwIAcBGUfLj53HPP6ddff9WKFSs0YsQIrVixQr/88ouee+45hzpUHEIYAKcrGZ3zkUceUWBgoH788Ufl5OToxx9/VGBgoB577DFG5wQAoIKd+iGom5uboqKi1K5dO0VFRcnNzY0PQS8iQhgAp/P09JSnp6dKxgmqXr26mjVrZv9Cd2OMvQYAAFQMvqLIeQhhAJzu8OHDOn78uP3xkSNHtGnTJh05csTedvz4cR0+fNgZ3QMAoFLy9PTUk08+qf3796tOnTqaO3euDh8+rLlz56pOnTrav3+/nnzyST4EvQgYmAOA00VFRdl/r1WrlqKionTkyBFVr15dqampOnjwoL3uhx9+cFY3AQCodEpGwJ4xY4bDGS93d3eNGjWKEbIvEkIYAKfbt2+fJKlatWrat29fqe8Jq1Wrlo4ePWqvAwAAFSchIUETJ07Uyy+/rC+//FK33Xabhg4dyhmwi4gQBsDpSr4GoXr16nJ3d1dhYaF9mru7uwICAnT06FG+LgEAgIuEryiyFveEAXC6O+64Q5K0Y8cOHTt2zGHasWPHtGvXLoc6AACAyxkhDIDTRURE2H/39/dXmzZt9N1336lNmzby9/cvsw4AAOByxeWIAJwuNjZWo0aNks1mkzFG69ev1/r16+3TXVxc5ObmxhC5AACgUuBMGACnKxki1xijwMBAhYaGys/PT6GhoQoMDJQxhiFyAQBApcGZMACXhFOHyC35wsjc3FyGyAUAAJUOZ8IAXDISEhKUm5urqVOnqnv37po6dapyc3MJYAAAoFLhTBiASwpD5AIAgMqOM2EAAAAAYCFCGAAAAABYiBAGAABwCbDZbEpNTdWqVauUmpoqm83m7C4BuEgIYQAAAE6WlJSk8PBwderUSdOnT1enTp0UHh6upKQkZ3cNwEVACAMAAHCipKQk9e7dWxEREUpLS9PixYuVlpamiIgI9e7dmyAGVEKEMJTC5RBwpoKCAr300kt67bXX9NJLL6mgoMDZXQKAi8Zms2nkyJGKjo5WcnKyIiMj5ePjo8jISCUnJys6OlpxcXEci4FKhhAGB1wOAWeKj4+Xn5+f4uLi9MknnyguLk5+fn6Kj493dtcA4KJIS0vTzp07NWbMGLm6Ov5Z5urqqtGjR2vHjh1KS0tzUg8BXAyEMNhxOQScKT4+XlOmTFFgYKDmzJmjBQsWaM6cOQoMDNSUKVMIYgAqpYyMDElSkyZNypxe0l5SB6ByIIRBEpdDwLkKCgo0Y8YMBQcHa+/evXrwwQdVvXp1Pfjgg9q7d6+Cg4M1Y8YMLk0EUOmEhoZKkrZs2VLm9JL2kjoAlQMhDJK4HALOlZiYqKKiIk2cOFHFxcUO94QVFxdrwoQJKioqUmJiorO7CgAVqm3btqpfv74mTZqk4uJih2nFxcWaPHmywsLC1LZtWyf1EMDFQAiDJC6HgHP99ttvkqTvvvuuzHvCNm3a5FAHAJWFm5ubpk2bppSUFMXExCg9PV15eXlKT09XTEyMUlJSNHXqVLm5uTm7qwAqkLuzO4BLw6mXQ9xyyy2lpnM5BC6ma665RpI0e/ZsBQcHa/z48fLy8lJ+fr7Gjh2r2bNnO9QBQGXSq1cvLVmyRCNHjlS7du3s7WFhYVqyZIl69erlxN4BuBhcjDHG2Z24GLKzsxUQEKCsrCxVrVrV2d255NlsNoWHhysiIkLJycmy2Wz65JNP1L17d7m5uSkmJkZbtmzRL7/8wqdxqHDHjh2Tv7+/XFxcdPz4cbm5udm3P5vNJl9fXxljlJOToypVqji7uwBwUdhsNq1cuVKffvqpunXrpg4dOnDMhaUKCwvtx18PDw9nd+eyU578weWIkMTlEHCuuXPnSpKMMapXr57i4+P1ySefKD4+XvXq1VPJZ0UldQBQGbm5uSkqKkrt2rVTVFQUx1ygEuNyRNhxOQScpeRery5duuizzz7TzJkzHaZ37txZy5cv554wAABQKRDC4KBXr17q2bMnl0PAUiX3en322Wfq0qWLtm/frj///FM1a9ZUo0aN9NlnnznUAQCAimWz2ZSamqpVq1bJz8+Pv/8uMu4JQ5m4JhhWysvLk6+vr1xcXFTWLqmk/fjx4/Lx8XFCDwHAGhx/4QxJSUkaOXKkdu7caW+rX7++pk2bxpVQ5cA9YQAuK2vXrpUkewCrW7eubr75ZtWtW9ehvaQOAABUjKSkJPXu3VsRERFKS0vT4sWLlZaWpoiICPXu3VtJSUnO7mKlRAgD4HQ7duxweLxnzx6tX79ee/bs+cs6AABw/mw2m0aOHKno6GglJycrMjJSPj4+ioyMVHJysqKjoxUXFyebzebsrlY6hDAATjdv3jz770FBQbrnnnt022236Z577lFQUFCZdQAA4MKkpaVp586dGjNmjFxdHWOBq6urRo8erR07digtLc1JPay8GJgDgNMdPXpUkuTh4aE9e/bIxcXFfk+EMUZVqlRRYWGhvQ4AAFy4jIwMSVKTJk3KnF7SXlKHisOZMABO5+LiIunkDem9e/d2+J663r17q7Cw0KEOAABcuNDQUEnSli1bypxe0l5Sh4rDmTAATte6dWv7jn7z5s0O31NXr149hzoAAFAx2rZtq/r162vSpElKTk52mFZcXKzJkycrLCxMbdu2dU4HKzHOhAFwuuuvv97+++7dux2m7dq1q8w6AABwYdzc3DRt2jSlpKQoJibG4UqUmJgYpaSkaOrUqXxf2EVACAPgdLGxsaVuCD6dq6urYmNjLeoRAABXhl69emnJkiXatGmT2rVrpz59+qhdu3bavHmzlixZwveEXSSEMABO5+bmpipVqkhSmaMzSVKVKlX4JA4AgIvgrbfeKvW1MLt379Zbb73lpB5VfoQwAE6Xlpam7OxsSf/7YuYSJY+zs7MZIhcAgAoWExOjDz/8UJ6enoqPj9fs2bMVHx8vT09Pffjhh4qJiXF2FyslQhgAp/vjjz8kSd26dVNOTo4ee+wxNWvWTI899phycnLUrVs3hzoAAHDh8vLy7AEsJydHEydOVGhoqCZOnKicnBx7EMvLy3N2VysdQhgApzt48KAkqX79+rrhhhs0Z84cbdq0SXPmzNENN9xgHyGxpA4AAFy4UaNGSZJGjBghT09Ph2menp4aPny4Qx0qDiEMgNPVqlVLkjR79mwdOHDAYdqBAwc0Z84chzoAAHDhfvnlF0nSQw89VOb0QYMGOdSh4hDCADhdSEiI/feqVatq9uzZWrBggWbPnq2qVauWWQcAAC5Mw4YNJUlz584tc/q8efMc6lBxCGEAnM5ms0k6OQKil5eXBg8erAceeECDBw+Wt7e3feTEkjoAAHDhpkyZIkmaPn26CgoKHKYVFBRo5syZDnWoOIQwAE5XMuphbm6ubrzxRr344osaMmSIXnzxRUVERCg3N9ehDgAAXDgfHx/17NlTBQUF8vf315gxY/THH39ozJgx8vf3V0FBgXr27CkfHx9nd7XScXd2BwCgxNixYzV//nylpKTY2+rVq6dnn31WEyZMcGLPAAConJKTk+3D1E+dOtVhWs+ePZWcnOycjlVynAkD4HTt27eXdPJyh927dztM27Vrl6ZNm+ZQBwAAKk5ycrIOHTqkxo0by9/fX40bN9ahQ4cIYBcRIQyA07Vv317u7u72yw5Pl5ubK3d3d0IYAAAXQUxMjAIDA/Xjjz8qJydHP/74owIDA/mi5ouIEAbA6fLy8lRUVPSXNUVFRXxZJAAAFazkUkRPT0/Fx8dr9uzZio+Pt39RM0Hs4iCEAXC6vn37VmgdAAA4u7y8PHsAy8nJ0cSJExUaGqqJEycqJyfHHsT4ELTiEcJQSkFBgV566SW99tpreumll0oNWQpUtPT09AqtAwAAZzdq1ChJ0ogRIyTJ4e8/SRo+fLhDHSoOIQwO4uPj5efnp7i4OH3yySeKi4uTn5+f4uPjnd01VGKHDh2q0DoAAHB2v/zyiyTpzz//LPPvv5LjbkkdKg5D1MMuPj5eU6ZMUXBwsPr27avc3Fz5+flp0aJF9i/pS0hIcHIvURm5urqquLhYkuTu7q4RI0YoLCxMO3bs0PTp0+33i7m68rkRAAAVpWHDhlq+fLnmzp2roKAgRUVF6dChQwoMDFRqaqrmzZtnr0PFcjHGGGd34mLIzs5WQECAsrKyVLVqVWd355JXUFAgPz8/+fn5qWrVqtqzZ499Wt26dZWdna3c3Fzl5ubK09PTiT1FZVStWjVlZWVJklxcXBQaGiqbzSY3NzdlZGSoZDcVEBCgo0ePOrGnAHBxFRYW6pNPPlH37t3l4eHh7O6gksvKylK1atUkOX4gevrjo0ePKiAgwBldvKyUJ3/wsTIkSYmJiSoqKlJWVpb+/PNPh2l//vmnsrKyVFRUpMTERCf1EJVZcHCw/XdjjPbt26f9+/dr3759OvVzolPrAADAhVmwYIH99+LiYnXu3FmTJk1S586dHQLZqXWoGFyOCEmO1/qePgLOqY+5JhgAgIvj2LFj6tu3r77//nvNmzdPixYtUpUqVZzdLVRiP//8syTJw8NDhYWFWr58uZYvX26fXtJeUoeKw5kwSJLD2YagoCDNmTNHCxYs0Jw5cxQUFFRmHVBR2rRpU6F1AHC5admypfz9/fXRRx9p165d+uijj+Tv76+WLVs6u2uoxDIyMiRJ//jHP3T8+HE99thjatasmR577DEdP35c9957r0MdKg5nwiBJ8vf3t/++a9cuubm52a9JHzhwoHx8fErVARVl//79FVoHAJeTli1bav369WVOW79+vVq2bKl169ZZ3CtcCUJCQiRJn376qTw8PPTSSy/Z//5zcXHRZ5995lCHisOZMEiSNm7caP+9fv36mjt3rg4fPqy5c+eqfv36ZdYBFWXbtm0VWgcAl4tjx47ZA5ibm5s6dOigqKgodejQQW5ubpJOBrFjx445s5uopBo1aiTp5P3/derUcfj7r06dOvZxAkrqUHE4EwZJkq+vr6STn3QcPHhQsbGx9mnu7u4KCQlRZmamvQ6oSCUjM1VUHQBcLvr06ePweOXKlfbfS0JYSd1HH31kWb9wZYiNjdWoUaPk6empP//8s9Tff76+viooKHBoR8XgTBgkSe3atZMkZWZmymazOUwrKipSZmamQx1Qke65554KrQOAy8Xq1avtv9esWdPhnuyaNWuWWQdUFE9PTz355JM6fvy4AgMDdffdd+u2227T3XffrRo1auj48eN68skn+Xqii4AzYZAkDRkyRCNHjjynOqCinfqHRkXUAcDlouRL6D09PbV3714ZY+z35AwaNEh+fn4qKCjgy+px0SQkJEiSZsyYof/+97/2dnd3d40aNco+HRWLdzTsXFxcLmg6cL6mT59eoXUAcLm45pprJEkFBQXKz89XamqqVq1apdTUVOXn56ugoMChDrgYEhISlJubq6lTp6p79+6aOnWqcnNzCWAXEWfCIOnklzWfbfh5Y4wSExM1fPhwazqFK8bvv/9eoXUAcLlo3ry51q5dK0kO3wl2+odOzZs3t7RfuPJ4enpq2LBhCg8PV/fu3eXh4eHsLlVqnAmDJOnbb7+t0DqgPEo+6ZVKn3E99fGpdQBQGZzrqHOMTgdULi6mkn77bnZ2tgICApSVlaWqVas6uzuXPB8fH504ceKsdd7e3srLy7OgR7iSnBq0vL29HbbF0x9X0l0WgCtUXl7eOY08fPz4cft3dgIXQ15enkaMGKH09HTdcsstmj59OttcOZUnf3AmDJKk/Pz8Cq0DyuPUEHb6hwGnPua+RACVTcmliCVq1aqla665RrVq1frLOqAixcTEyNfXV3PmzNGmTZs0Z84c+fr6KiYmxtldq7QIYZB07mcXOAuBiyEkJKRC6wDgcrFjxw77766urjp48KB+++03HTx40GFExFPrgIoUExOjDz/8UO7u7g5fFu7u7q4PP/yQIHaREMIAOB3fEwbgSjVv3jxJJwNYcXGxw7Ti4mJ7ECupAypSXl6ePvzwQ7m6uqqoqEgrV65UamqqVq5cqaKiIrm6uurDDz/kVpSLgBAGwOl++eWXCq0DgMtFVlaWJJUKYCVK2kvqgIo0atQoSWff/krqUHEIYQCcbs2aNRVaBwCXi9q1a1doHVAe27dvr9A6nDtCGACnO3r0aIXWAcDl4rvvvqvQOqA8OP46DyEMAADASf78888KrQPK4+eff67QOpy7Sz6EJSYmKiwsTN7e3mrRooXS0tKc3SUAAADgspednV2hdTh3l3QIe++99zR8+HA988wz2rhxo9q2batu3bpp9+7dzu4aAAAAAJyXSzqETZ8+XYMGDdJDDz2k66+/XjNnzlTdunU1e/ZsZ3cNAACgwtWrV0/Dhw9XvXr1nN0VXIHatWunxo0bq127ds7uSqXn7uwOnElBQYE2bNigp59+2qG9c+fOWr16dan6/Px85efn2x+XnDYtLCxUYWHhxe3sZeBwboGSf/hJx4qOOLTn5mTp1y0b5V3P+5zndd+kfyq8SXP5+Qc4tDcMDFW366+tkP6icmH7A3ClKu/+b7/2a84HcySp1DT2fyiv8m5/63atkyT9nvs72995KE/mcDHGmIvYl/O2b98+XXXVVfrmm2/UunVre/ukSZP05ptvlhoqc9y4cRo/fnyp+SxatEi+vr4Xvb+XujX7XZSU/aW8an1x0V4j/2BHxdXpoGCfi/YSuEyx/QG4UrH/gzOx/Vnr+PHj6tu3r7KyslS1atW/rL1kz4SVcHFxcXhsjCnVJkmjR4/WiBEj7I+zs7NVt25dde7c+awr4UpwS26Bwn64SseKoh3aSz4Jef+1aec8r3seGVn2JyHN+SQEZWP7A3ClYv8HZ2L7s1Z5BjC5ZM+EFRQUyNfXV++//77uuusue/sTTzyhTZs2KTU19S+fn52drYCAgHNKoigddv/KJbrJ4DLWrFkzbd68+ax1TZs21aZNmy5+hwDAIhx/4UxsfxWrPPnjkh2Yw9PTUy1atNCKFSsc2lesWOFweSIqxrm+sXgD4mI412BFAANQ2XD8hTOx/TnPJX054ogRIzRgwADddNNNatWqlV577TXt3r1bjz32mLO7Vimd6VLPU6cDFwvbH4ArFfs/OBPbn3Nc0iHs73//uw4dOqQJEyYoIyNDTZo00SeffMKwrRfRmd6IvAFhBWNMqUsTuQQRwJWA4y+cie3Pepfs5YglYmNjtXPnTuXn52vDhg18b4EFjDEqKChQcnKyCgoKeAPCUps2bXLY/ghgAK4UHH/hTGx/1rrkQxgAAAAAVCaEMAAAAACwECEMAAAAACxECAMAAAAACxHCAAAAAMBChDAAAAAAsBAhDAAAAAAsRAgDAAAAAAsRwgAAAADAQoQwAAAAALAQIQwAAAAALEQIAwAAAAALEcIAAAAAwELuzu7AxWKMkSRlZ2c7uSeXp8LCQh0/flzZ2dny8PBwdndwhWH7A3ClYv8HZ2L7uzAluaMkh/yVShvCcnJyJEl169Z1ck8AAAAAXClycnIUEBDwlzUu5lyi2mWouLhY+/btk7+/v1xcXJzdnctOdna26tatqz179qhq1arO7g6uMGx/AK5U7P/gTGx/F8YYo5ycHNWuXVuurn9911elPRPm6uqqOnXqOLsbl72qVavyJoTTsP0BuFKx/4Mzsf2dv7OdASvBwBwAAAAAYCFCGAAAAABYiBCGMnl5eWns2LHy8vJydldwBWL7A3ClYv8HZ2L7s06lHZgDAAAAAC5FnAkDAAAAAAsRwgAAAADAQoQwAAAAALAQIQwVYty4cWrWrNkFz+ebb75RRESEPDw8FBMTc8Hzw8U1btw4BQcHy8XFRcnJyc7uDgBccTj+Xpk4/l7+CGEVbPLkybr55pvl7++voKAgxcTEaPv27Q41xhiNGzdOtWvXlo+Pj9q3b6+tW7fapx8+fFhDhw5Vo0aN5Ovrq6uvvlrDhg1TVlaWw3yOHDmiAQMGKCAgQAEBARowYICOHj1qxWJekM6dO8vNzU3p6emlpo0YMULNmjXTjh079MYbb1TYwQX/c//998vFxcX+ExgYqK5du+r7778v13y2bdum8ePH69VXX1VGRoa6det2kXpcNt5rAE7FPuHsOP46F8ffK+e9di4IYRUsNTVVjz/+uNLT07VixQoVFRWpc+fOys3NtdckJCRo+vTpmjVrltavX6+QkBB16tRJOTk5kqR9+/Zp3759mjp1qn744Qe98cYbWrZsmQYNGuTwWn379tWmTZu0bNkyLVu2TJs2bdKAAQMsXd7y2r17t9asWaMhQ4Zo3rx5pab/9ttvuu2221SnTh1Vq1atwl63sLCwwuZVGXTt2lUZGRnKyMjQF198IXd3d0VHR5drHr/99pskqWfPngoJCTnv4WzP9/+G9xqAU7FP+Gscfy8NHH8r/3vtnBlcVAcOHDCSTGpqqjHGmOLiYhMSEmL+/e9/22tOnDhhAgICzJw5c844n//85z/G09PTFBYWGmOM+fHHH40kk56ebq9Zs2aNkWR++umnM87n7bffNi1atDBVqlQxwcHBpk+fPmb//v326StXrjSSzOeff25atGhhfHx8TKtWrUrNc/LkySYoKMhUqVLFPPjgg+app54yTZs2Pev6GDdunPnHP/5htm3bZvz9/c2xY8eMMcbs2LHDSHL4WbBgQZltxhhz9OhR8/DDD5tatWoZf39/06FDB7Np0yb764wdO9Y0bdrUzJs3z4SFhRkXFxdTXFx81v5dCQYOHGh69uzp0LZq1SojyRw4cMDetnfvXnPvvfeaatWqmRo1apgePXqYHTt2GGNOrt/T/2+MMcZms5nx48ebq666ynh6epqmTZuaTz/91D7Pkv/n9957z0RFRRkvLy8zf/58Y4wx8+fPN9ddd53x8vIyjRo1Mq+88kq5lutSe68BcK5LbZ/A8Rccfzn+nooQdpH98ssvRpL54YcfjDHG/Pbbb0aS+e677xzqevToYe67774zzuf11183NWvWtD+eN2+eCQgIKFUXEBBgf1OVZd68eeaTTz4xv/32m1mzZo255ZZbTLdu3ezTSw4CkZGR5quvvjJbt241bdu2Na1bt7bXvPfee8bT09O8/vrr5qeffjLPPPOM8ff3P+tBoLi42NSrV8+kpKQYY4xp0aKFva9FRUUmIyPDVK1a1cycOdNkZGSY48ePm5EjR5obbrjBZGRk2NuKi4tNmzZtzJ133mnWr19vfv75ZzNy5EgTGBhoDh06ZIw5uZPy8/MzXbp0Md99953ZvHkzB4H/d/pBICcnxzz66KMmPDzc2Gw2Y4wxubm5pmHDhubBBx8033//vfnxxx9N3759TaNGjUx+fr7JycmxH6RL/m+MMWb69OmmatWqZvHixeann34y8fHxxsPDw/z888/GmP8dBOrXr2/++9//mt9//9388ccf5rXXXjOhoaH2tv/+97+mRo0a5o033jjn5brU3msAnOtS2ydw/AXHX46/pyKEXUTFxcXmzjvvNLfeequ97ZtvvjGSzB9//OFQ+/DDD5vOnTuXOZ8///zTXH311eaZZ56xt/3rX/8yDRs2LFXbsGFDM2nSpHPu47p164wkk5OTY4xx/CSuxMcff2wkmby8PGOMMa1atTKPPfaYw3wiIyPPehBYvny5qVWrlv0TjhkzZpg2bdo41AQEBNg/bTPmf5+oneqLL74wVatWNSdOnHBov+aaa8yrr75qf56Hh4fDJ0s4aeDAgcbNzc34+fkZPz8/I8mEhoaaDRs22GvmzZtnGjVq5HDgzM/PNz4+Puazzz4zxhjzwQcf2D+BK1G7dm3zr3/9y6Ht5ptvNrGxscaY/x0EZs6c6VBTt25ds2jRIoe2559/3rRq1eqclulyeK8BsM7lsE/g+Hvl4fjL8fdU3BN2EQ0ZMkTff/+9Fi9eXGqai4uLw2NjTKk2ScrOztYdd9yhxo0ba+zYsX85j7+aT4mNGzeqZ8+eqlevnvz9/dW+fXtJJ68VP9WNN95o/z00NFSSdODAAUknbwht1aqVQ/3pj8syb948/f3vf5e7u7skqU+fPlq7dm2pmznPZsOGDTp27JgCAwNVpUoV+8+OHTvs10lLUr169VSrVq1yzftK0aFDB23atEmbNm3S2rVr1blzZ3Xr1k27du2SdHId//rrr/L397ev3xo1aujEiRMO6/hU2dnZ2rdvn9q0aePQ3qZNG23bts2h7aabbrL/fvDgQe3Zs0eDBg1y+P+cOHHiGV/rdJfiew2A81yK+wSOv5A4/nL8/R93Z3egsho6dKiWLl2qVatWqU6dOvb2kJAQSVJmZqZ95yqd3MEGBwc7zCMnJ0ddu3ZVlSpV9MEHH8jDw8NhPvv37y/1ugcPHiw1nxK5ubnq3LmzOnfurIULF6pWrVravXu3unTpooKCAofaU1+rZEMvLi4+18Uv5fDhw0pOTlZhYaFmz55tb7fZbJo/f75eeOGFc55XcXGxQkND9dVXX5WadurNxH5+fufd38rOz89P4eHh9sctWrRQQECAXn/9dU2cOFHFxcVq0aKF3nnnnVLPPduB9Vx2uqf+35RsV6+//roiIyMd6tzc3M66LJfiew2A81yK+wSOvyjB8ZfjbwnOhFUwY4yGDBmipKQkffnllwoLC3OYHhYWppCQEK1YscLeVlB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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# t-test for the difference in response time before and after 2020 for historical spills\n", "historical_before_2020 = historical_spills[historical_spills['Period'] == 'Before 2020']['Report Delay (Days)']\n", "historical_after_2020 = historical_spills[historical_spills['Period'] == '2020 and After']['Report Delay (Days)']\n", "\n", "t_stat, p_value = ttest_ind(historical_before_2020, historical_after_2020, equal_var=False)\n", "print(f'\\nHistorical Spills T-Statistic: {t_stat:.4f}')\n", "print(f'Historical Spills P-Value: {p_value:.4f}')\n", "\n", "# Check if the difference is statistically significant for historical spills\n", "if p_value < 0.05:\n", " print('The difference in response time for historical spills is statistically significant.')\n", "else:\n", " print('The difference in response time for historical spills is not statistically significant.')\n", " \n", "# t-test for the difference in response time before and after 2020 for recent spills\n", "recent_before_2020 = recent_spills[recent_spills['Period'] == 'Before 2020']['Report Delay (Days)']\n", "recent_after_2020 = recent_spills[recent_spills['Period'] == '2020 and After']['Report Delay (Days)']\n", "\n", "t_stat, p_value = ttest_ind(recent_before_2020, recent_after_2020, equal_var=False)\n", "print(f'\\nRecent Spills T-Statistic: {t_stat:.4f}')\n", "print(f'Recent Spills P-Value: {p_value:.4f}')\n", "\n", "# Check if the difference is statistically significant for recent spills\n", "if p_value < 0.05:\n", " print('The difference in response time for recent spills is statistically significant.')\n", "else:\n", " print('The difference in response time for recent spills is not statistically significant.')\n", " \n", "# Create a plot for the response time distribution before and after 2020 for historical and recent spills\n", "fig, ax = plt.subplots(figsize=(10, 6))\n", "\n", "# Plot the response time distribution for historical spills\n", "historical_spills.boxplot(column='Report Delay (Days)', by='Period', ax=ax, positions=[1, 2])\n", "\n", "# Plot the response time distribution for recent spills\n", "recent_spills.boxplot(column='Report Delay (Days)', by='Period', ax=ax, positions=[4, 5])\n", "\n", "# Save the plot to the /output directory\n", "plt.savefig('analysis/output/response_time_distribution.png')\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "====================================================================================\n", "Dep. Variable: Q(\"Report Delay (Days)\") R-squared: 0.006\n", "Model: OLS Adj. R-squared: 0.006\n", "Method: Least Squares F-statistic: 31.12\n", "Date: Mon, 31 Mar 2025 Prob (F-statistic): 4.78e-20\n", "Time: 17:54:14 Log-Likelihood: -99827.\n", "No. Observations: 15990 AIC: 1.997e+05\n", "Df Residuals: 15986 BIC: 1.997e+05\n", "Df Model: 3 \n", "Covariance Type: nonrobust \n", "======================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "--------------------------------------------------------------------------------------\n", "Intercept 29.7461 2.438 12.200 0.000 24.967 34.525\n", "Post2020 -16.2130 3.417 -4.745 0.000 -22.910 -9.516\n", "SpillType -25.0339 2.906 -8.616 0.000 -30.729 -19.339\n", "Post2020:SpillType 14.4276 4.200 3.435 0.001 6.196 22.660\n", "==============================================================================\n", "Omnibus: 45995.174 Durbin-Watson: 1.915\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 3525625525.882\n", "Skew: 38.959 Prob(JB): 0.00\n", "Kurtosis: 2302.059 Cond. No. 8.21\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\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" ] } ], "source": [ "import pandas as pd\n", "import statsmodels.formula.api as smf\n", "\n", "# Combine the datasets and label the groups\n", "historical_spills['SpillType'] = 0 # historical = 0\n", "recent_spills['SpillType'] = 1 # recent = 1\n", "\n", "combined = pd.concat([historical_spills, recent_spills], ignore_index=True)\n", "\n", "# Convert 'Period' to binary: 0 = Before 2020, 1 = 2020 and After\n", "combined['Post2020'] = combined['Period'].apply(lambda x: 1 if x == '2020 and After' else 0)\n", "\n", "# Interaction term is created implicitly in the regression\n", "model = smf.ols('Q(\"Report Delay (Days)\") ~ Post2020 + SpillType + Post2020:SpillType', data=combined).fit()\n", "\n", "print(model.summary())\n" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Historical Spills:\n", " OLS Regression Results \n", "====================================================================================\n", "Dep. Variable: Q(\"Report Delay (Days)\") R-squared: 0.002\n", "Model: OLS Adj. R-squared: 0.001\n", "Method: Least Squares F-statistic: 8.265\n", "Date: Mon, 31 Mar 2025 Prob (F-statistic): 0.00406\n", "Time: 17:54:40 Log-Likelihood: -35825.\n", "No. Observations: 5312 AIC: 7.165e+04\n", "Df Residuals: 5310 BIC: 7.167e+04\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "Intercept 29.7461 4.024 7.392 0.000 21.857 37.635\n", "Post2020 -16.2130 5.639 -2.875 0.004 -27.269 -5.157\n", "==============================================================================\n", "Omnibus: 12943.048 Durbin-Watson: 1.944\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 189644913.057\n", "Skew: 25.310 Prob(JB): 0.00\n", "Kurtosis: 927.266 Cond. No. 2.64\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "\n", "Recent Spills:\n", " OLS Regression Results \n", "====================================================================================\n", "Dep. Variable: Q(\"Report Delay (Days)\") R-squared: 0.000\n", "Model: OLS Adj. R-squared: 0.000\n", "Method: Least Squares F-statistic: 3.752\n", "Date: Mon, 31 Mar 2025 Prob (F-statistic): 0.0528\n", "Time: 17:54:40 Log-Likelihood: -56260.\n", "No. Observations: 10678 AIC: 1.125e+05\n", "Df Residuals: 10676 BIC: 1.125e+05\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "Intercept 4.7122 0.597 7.900 0.000 3.543 5.881\n", "Post2020 -1.7853 0.922 -1.937 0.053 -3.592 0.021\n", "==============================================================================\n", "Omnibus: 28541.449 Durbin-Watson: 1.643\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 676851501.928\n", "Skew: 32.390 Prob(JB): 0.00\n", "Kurtosis: 1234.707 Cond. No. 2.47\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "import statsmodels.formula.api as smf\n", "\n", "# Historical only\n", "historical_spills = historical_spills.copy()\n", "historical_spills['Post2020'] = historical_spills['Period'].apply(lambda x: 1 if x == '2020 and After' else 0)\n", "model_hist = smf.ols('Q(\"Report Delay (Days)\") ~ Post2020', data=historical_spills).fit()\n", "print(\"Historical Spills:\\n\", model_hist.summary())\n", "\n", "# Recent only\n", "recent_spills = recent_spills.copy()\n", "recent_spills['Post2020'] = recent_spills['Period'].apply(lambda x: 1 if x == '2020 and After' else 0)\n", "model_recent = smf.ols('Q(\"Report Delay (Days)\") ~ Post2020', data=recent_spills).fit()\n", "print(\"\\nRecent Spills:\\n\", model_recent.summary())\n", "\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "====================================================================================\n", "Dep. Variable: Q(\"Report Delay (Days)\") R-squared: 0.006\n", "Model: OLS Adj. R-squared: 0.006\n", "Method: Least Squares F-statistic: 31.12\n", "Date: Mon, 31 Mar 2025 Prob (F-statistic): 4.78e-20\n", "Time: 17:54:47 Log-Likelihood: -99827.\n", "No. Observations: 15990 AIC: 1.997e+05\n", "Df Residuals: 15986 BIC: 1.997e+05\n", "Df Model: 3 \n", "Covariance Type: nonrobust \n", "============================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "--------------------------------------------------------------------------------------------\n", "Intercept 29.7461 2.438 12.200 0.000 24.967 34.525\n", "Group[T.Recent] -25.0339 2.906 -8.616 0.000 -30.729 -19.339\n", "Post2020 -16.2130 3.417 -4.745 0.000 -22.910 -9.516\n", "Post2020:Group[T.Recent] 14.4276 4.200 3.435 0.001 6.196 22.660\n", "==============================================================================\n", "Omnibus: 45995.174 Durbin-Watson: 1.915\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 3525625525.882\n", "Skew: 38.959 Prob(JB): 0.00\n", "Kurtosis: 2302.059 Cond. No. 8.21\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "# Label both groups, combine\n", "historical_spills['Group'] = 'Historical'\n", "recent_spills['Group'] = 'Recent'\n", "combined = pd.concat([historical_spills, recent_spills], ignore_index=True)\n", "\n", "combined['Post2020'] = combined['Period'].apply(lambda x: 1 if x == '2020 and After' else 0)\n", "\n", "# Run regression with interactions by group\n", "model = smf.ols('Q(\"Report Delay (Days)\") ~ Post2020 * Group', data=combined).fit()\n", "print(model.summary())\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Data\n", "pre_means = [29.75, 4.71]\n", "post_means = [29.75 - 16.21, 4.71 - 1.79]\n", "labels = ['Historical Spills', 'Recent Spills']\n", "\n", "x = range(len(labels))\n", "width = 0.35\n", "\n", "# Plot\n", "fig, ax = plt.subplots(figsize=(8, 6))\n", "ax.bar([i - width / 2 for i in x], pre_means, width, label='Pre-2020', color='skyblue')\n", "ax.bar([i + width / 2 for i in x], post_means, width, label='Post-2020', color='salmon')\n", "\n", "# Labels and aesthetics\n", "ax.set_ylabel('Mean Report Delay (Days)')\n", "ax.set_title('Mean Report Delay Before and After 2020 by Spill Type')\n", "ax.set_xticks(x)\n", "ax.set_xticklabels(labels)\n", "ax.legend()\n", "\n", "# Save and show\n", "plt.tight_layout()\n", "plt.savefig('report_delay_barplot.png')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "| Group | Pre-2020 Mean | Post-2020 Change (coef) | p-value | Significant (p < 0.05) |\n", "|------------------|---------------|--------------------------|---------|-------------------------|\n", "| Historical Spills| 29.75 | -16.21 | 0.004 | Yes |\n", "| Recent Spills | 4.71 | -1.79 | 0.053 | No |\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Analysis of Reporting Delays for Historical and Recent Spills\n", "We analyzed reporting delays for historical and recent spills before and after 2020 using simple OLS regressions. For historical spills, the average delay decreased significantly by approximately 16.2 days after 2020 (p = 0.004), dropping from a pre-2020 mean of 29.75 days. In contrast, the reduction for recent spills was smaller—about 1.8 days—and only marginally significant (p = 0.053), starting from a much lower pre-2020 average of 4.71 days. These results suggest that the most substantial improvements in timeliness occurred within the historical spill reporting process." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Differences in Reporting Delays by Spill Type" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "====================================================================================\n", "Dep. Variable: Q(\"Report Delay (Days)\") R-squared: 0.006\n", "Model: OLS Adj. R-squared: 0.006\n", "Method: Least Squares F-statistic: 31.12\n", "Date: Mon, 31 Mar 2025 Prob (F-statistic): 4.78e-20\n", "Time: 17:54:59 Log-Likelihood: -99827.\n", "No. Observations: 15990 AIC: 1.997e+05\n", "Df Residuals: 15986 BIC: 1.997e+05\n", "Df Model: 3 \n", "Covariance Type: nonrobust \n", "======================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "--------------------------------------------------------------------------------------\n", "Intercept 29.7461 2.438 12.200 0.000 24.967 34.525\n", "Post2020 -16.2130 3.417 -4.745 0.000 -22.910 -9.516\n", "SpillType -25.0339 2.906 -8.616 0.000 -30.729 -19.339\n", "Post2020:SpillType 14.4276 4.200 3.435 0.001 6.196 22.660\n", "==============================================================================\n", "Omnibus: 45995.174 Durbin-Watson: 1.915\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 3525625525.882\n", "Skew: 38.959 Prob(JB): 0.00\n", "Kurtosis: 2302.059 Cond. No. 8.21\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "import pandas as pd\n", "import statsmodels.formula.api as smf\n", "\n", "# Combine the datasets and label the groups\n", "historical_spills['SpillType'] = 0 # historical = 0\n", "recent_spills['SpillType'] = 1 # recent = 1\n", "\n", "combined = pd.concat([historical_spills, recent_spills], ignore_index=True)\n", "\n", "# Convert 'Period' to binary: 0 = Before 2020, 1 = 2020 and After\n", "combined['Post2020'] = combined['Period'].apply(lambda x: 1 if x == '2020 and After' else 0)\n", "\n", "# Interaction term is created implicitly in the regression\n", "model = smf.ols('Q(\"Report Delay (Days)\") ~ Post2020 + SpillType + Post2020:SpillType', data=combined).fit()\n", "\n", "print(model.summary())\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "| Term | Coefficient | Std. Error | p-value | Interpretation |\n", "|-------------------------------|-------------|------------|---------|---------------------------------------------------------------------------------|\n", "| Intercept | 29.75 | 2.44 | <0.001 | Historical spills, pre-2020 average report delay |\n", "| Post2020 | -16.21 | 3.42 | <0.001 | Historical spills saw a 16.2-day reduction in delay after 2020 |\n", "| Group: Recent Spills | -25.03 | 2.91 | <0.001 | Recent spills had a 25-day shorter delay than historical spills pre-2020 |\n", "| Post2020 × Recent Spills | +14.43 | 4.20 | 0.001 | Recent spills improved **14.4 days less** than historical spills post-2020 |\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# X-axis positions: 0 = Before 2020, 1 = 2020 and After\n", "x = [0, 1]\n", "\n", "# Y-values for each group\n", "historical = [29.75, 29.75 - 16.21] # Before and after for historical\n", "recent = [4.71, 4.71 - 1.79] # Before and after for recent\n", "\n", "# Plot\n", "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "ax.plot(x, historical, marker='o', label='Historical Spills', linewidth=2)\n", "ax.plot(x, recent, marker='o', label='Recent Spills', linewidth=2)\n", "\n", "# Aesthetics\n", "ax.set_xticks(x)\n", "ax.set_xticklabels(['Before 2020', '2020 and After'])\n", "ax.set_ylabel('Mean Report Delay (Days)')\n", "ax.set_title('Difference-in-Differences: Report Delay by Spill Type')\n", "ax.legend()\n", "ax.grid(True)\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "improvements = [-16.21, -1.79]\n", "labels = ['Historical Spills', 'Recent Spills']\n", "\n", "fig, ax = plt.subplots(figsize=(7, 5))\n", "ax.bar(labels, improvements, color=['steelblue', 'orange'])\n", "ax.axhline(0, color='black', linewidth=0.8)\n", "ax.set_ylabel('Change in Report Delay (Days)')\n", "ax.set_title('Change in Report Delay After 2020')\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Interpretation of Difference-in-Differences Model**\n", "\n", "This Difference-in-Differences model estimates how report delays changed after 2020 for two groups—historical and recent spills—and compares the *magnitude of change* between them. The pre-2020 average delay for historical spills was approximately 29.75 days. After 2020, historical spills saw a statistically significant reduction of about 16.2 days (p < 0.001).\n", "\n", "Recent spills, by contrast, already had much shorter average delays (about 25 days less than historical spills before 2020). The DiD interaction term (+14.4 days, p = 0.001) shows that the improvement in timeliness for recent spills was significantly smaller than that for historical spills. In other words, while both groups saw reductions in report delays after 2020, the gains were **substantially greater** for historical spills.\n", "\n", "This suggests that any policy or process changes implemented around 2020 had a **disproportionately stronger effect** on addressing delays in the historical spill category." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "# Only keep pre-2020 years to check the parallel trends assumption\n", "pre_2020 = spills_gdf[spills_gdf['Report Year'] < 2020]\n", "\n", "# Group by year and spill type\n", "trend_df = pre_2020.groupby(['Report Year', 'Spill Type'])['Report Delay (Days)'].mean().reset_index()\n" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "fig, ax = plt.subplots(figsize=(10, 6))\n", "\n", "for spill_type in trend_df['Spill Type'].unique():\n", " subset = trend_df[trend_df['Spill Type'] == spill_type]\n", " ax.plot(subset['Report Year'], subset['Report Delay (Days)'], marker='o', label=spill_type)\n", "\n", "ax.set_title('Pre-2020 Trends in Report Delay by Spill Type')\n", "ax.set_xlabel('Report Year')\n", "ax.set_ylabel('Mean Report Delay (Days)')\n", "ax.legend()\n", "ax.grid(True)\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "spills_gdf['Report Year'] = pd.to_datetime(spills_gdf['Initial Report Date']).dt.year\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "====================================================================================\n", "Dep. Variable: Q(\"Report Delay (Days)\") R-squared: 0.010\n", "Model: OLS Adj. R-squared: 0.009\n", "Method: Least Squares F-statistic: 14.56\n", "Date: Mon, 31 Mar 2025 Prob (F-statistic): 1.73e-28\n", "Time: 18:04:09 Log-Likelihood: -99794.\n", "No. Observations: 15990 AIC: 1.996e+05\n", "Df Residuals: 15978 BIC: 1.997e+05\n", "Df Model: 11 \n", "Covariance Type: nonrobust \n", "===============================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "-----------------------------------------------------------------------------------------------\n", "Intercept 24.2312 4.880 4.965 0.000 14.665 33.797\n", "Group[T.Recent] -25.6229 3.295 -7.777 0.000 -32.081 -19.165\n", "C(Q(\"Report Year\"))[T.2015] 24.6495 5.413 4.554 0.000 14.040 35.260\n", "C(Q(\"Report Year\"))[T.2016] 2.0193 5.195 0.389 0.698 -8.164 12.203\n", "C(Q(\"Report Year\"))[T.2017] -0.9935 4.921 -0.202 0.840 -10.640 8.653\n", "C(Q(\"Report Year\"))[T.2018] -4.1817 5.083 -0.823 0.411 -14.145 5.781\n", "C(Q(\"Report Year\"))[T.2019] 11.6665 4.963 2.351 0.019 1.939 21.394\n", "C(Q(\"Report Year\"))[T.2020] -3.392e+13 1.55e+14 -0.218 0.827 -3.39e+14 2.71e+14\n", "C(Q(\"Report Year\"))[T.2021] -3.392e+13 1.55e+14 -0.218 0.827 -3.39e+14 2.71e+14\n", "C(Q(\"Report Year\"))[T.2022] -3.392e+13 1.55e+14 -0.218 0.827 -3.39e+14 2.71e+14\n", "C(Q(\"Report Year\"))[T.2023] -3.392e+13 1.55e+14 -0.218 0.827 -3.39e+14 2.71e+14\n", "Post2020 3.392e+13 1.55e+14 0.218 0.827 -2.71e+14 3.39e+14\n", "Post2020:Group[T.Recent] 13.8374 4.229 3.272 0.001 5.547 22.127\n", "==============================================================================\n", "Omnibus: 46016.971 Durbin-Watson: 1.922\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 3554990757.140\n", "Skew: 39.006 Prob(JB): 0.00\n", "Kurtosis: 2311.622 Cond. No. 4.97e+14\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "[2] The smallest eigenvalue is 1.28e-25. This might indicate that there are\n", "strong multicollinearity problems or that the design matrix is singular.\n" ] } ], "source": [ "import statsmodels.formula.api as smf\n", "\n", "model_fe = smf.ols(\n", " 'Q(\"Report Delay (Days)\") ~ Post2020 * Group + C(Q(\"Report Year\"))',\n", " data=combined\n", ").fit()\n", "\n", "print(model_fe.summary())\n" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "====================================================================================\n", "Dep. Variable: Q(\"Report Delay (Days)\") R-squared: 0.016\n", "Model: OLS Adj. R-squared: 0.015\n", "Method: Least Squares F-statistic: 13.78\n", "Date: Mon, 31 Mar 2025 Prob (F-statistic): 3.21e-44\n", "Time: 18:04:52 Log-Likelihood: -99743.\n", "No. Observations: 15990 AIC: 1.995e+05\n", "Df Residuals: 15970 BIC: 1.997e+05\n", "Df Model: 19 \n", "Covariance Type: nonrobust \n", "===============================================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "---------------------------------------------------------------------------------------------------------------\n", "Intercept 12.6921 6.981 1.818 0.069 -0.992 26.376\n", "Group[T.Recent] -9.5452 8.333 -1.146 0.252 -25.878 6.788\n", "C(Q(\"Report Year\"))[T.2015] 70.1325 8.870 7.907 0.000 52.747 87.518\n", "C(Q(\"Report Year\"))[T.2016] 8.0517 9.141 0.881 0.378 -9.865 25.969\n", "C(Q(\"Report Year\"))[T.2017] -2.4258 9.115 -0.266 0.790 -20.293 15.441\n", "C(Q(\"Report Year\"))[T.2018] -8.4734 8.828 -0.960 0.337 -25.777 8.830\n", "C(Q(\"Report Year\"))[T.2019] 28.6915 9.529 3.011 0.003 10.013 47.370\n", "C(Q(\"Report Year\"))[T.2020] 33.1820 10.449 3.176 0.001 12.700 53.664\n", "C(Q(\"Report Year\"))[T.2021] -10.6444 8.550 -1.245 0.213 -27.404 6.115\n", "C(Q(\"Report Year\"))[T.2022] 5.0125 8.157 0.615 0.539 -10.976 21.000\n", "C(Q(\"Report Year\"))[T.2023] -3.9384 8.048 -0.489 0.625 -19.713 11.836\n", "Group[T.Recent]:C(Q(\"Report Year\"))[T.2015] -65.2606 10.635 -6.136 0.000 -86.107 -44.415\n", "Group[T.Recent]:C(Q(\"Report Year\"))[T.2016] -8.0114 10.985 -0.729 0.466 -29.543 13.520\n", "Group[T.Recent]:C(Q(\"Report Year\"))[T.2017] 1.4929 10.815 0.138 0.890 -19.706 22.692\n", "Group[T.Recent]:C(Q(\"Report Year\"))[T.2018] 7.6302 10.637 0.717 0.473 -13.220 28.480\n", "Group[T.Recent]:C(Q(\"Report Year\"))[T.2019] -23.4757 11.153 -2.105 0.035 -45.337 -1.615\n", "Group[T.Recent]:C(Q(\"Report Year\"))[T.2020] -33.4093 12.106 -2.760 0.006 -57.139 -9.679\n", "Group[T.Recent]:C(Q(\"Report Year\"))[T.2021] 11.1341 10.351 1.076 0.282 -9.156 31.424\n", "Group[T.Recent]:C(Q(\"Report Year\"))[T.2022] -7.0144 9.959 -0.704 0.481 -26.536 12.507\n", "Group[T.Recent]:C(Q(\"Report Year\"))[T.2023] 5.0382 9.959 0.506 0.613 -14.482 24.559\n", "==============================================================================\n", "Omnibus: 46016.250 Durbin-Watson: 1.932\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 3571135236.213\n", "Skew: 39.001 Prob(JB): 0.00\n", "Kurtosis: 2316.864 Cond. No. 44.9\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "model_fe_fixed = smf.ols(\n", " 'Q(\"Report Delay (Days)\") ~ Group * C(Q(\"Report Year\"))',\n", " data=combined\n", ").fit()\n", "\n", "print(model_fe_fixed.summary())\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "| Year | Historical Delay Change | Recent Relative Change | Significant? |\n", "|------|--------------------------|-------------------------|--------------|\n", "| 2015 | +70.13 days | −65.26 days | ✅ p < 0.001 |\n", "| 2019 | +28.69 days | −23.48 days | ✅ p = 0.035 |\n", "| 2020 | +33.18 days | −33.41 days | ✅ p = 0.006 |\n", "| 2023 | −3.94 days | +5.04 days | ❌ |\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To test the robustness of our DiD findings, we specified a model with year fixed effects and group-year interactions. This approach allows us to control for year-specific shocks and identify how recent and historical spills responded differently across time. We found that historical spills experienced sharp spikes in reporting delays in 2015, 2019, and 2020—rising by 70, 29, and 33 days respectively—while recent spills did not mirror these trends. In fact, the interaction terms show that recent spills experienced significantly less delay than historical ones in each of those years. These results reinforce the observation that recent spills followed a more stable reporting pattern, and that 2020 disruptions disproportionately affected the historical spill category." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import statsmodels.formula.api as smf\n", "\n", "# Re-run the fixed model to get fitted values\n", "model_fe_fixed = smf.ols(\n", " 'Q(\"Report Delay (Days)\") ~ Group * C(Q(\"Report Year\"))',\n", " data=combined\n", ").fit()\n", "\n", "# Get predicted means for each year and group\n", "combined['Fitted'] = model_fe_fixed.fittedvalues\n", "\n", "# Calculate average predicted values by year and group\n", "predicted_means = combined.groupby(['Group', 'Report Year'])['Fitted'].mean().reset_index()\n", "\n", "# Plot\n", "fig, ax = plt.subplots(figsize=(10, 6))\n", "\n", "for group in predicted_means['Group'].unique():\n", " subset = predicted_means[predicted_means['Group'] == group]\n", " ax.plot(subset['Report Year'], subset['Fitted'], marker='o', label=f'{group} Spills')\n", "\n", "ax.axvline(2020, color='gray', linestyle='--', linewidth=1, label='2020 Threshold')\n", "ax.set_title('Model-Predicted Report Delays by Spill Type and Year')\n", "ax.set_xlabel('Report Year')\n", "ax.set_ylabel('Predicted Report Delay (Days)')\n", "ax.legend()\n", "ax.grid(True)\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Figure X displays average report delays for historical and recent spills before and after 2020. The figure highlights a substantial reduction in reporting delay for historical spills after 2020, dropping from approximately 29.8 days to 13.5 days. Recent spills, by contrast, show a smaller decline—from 4.7 days to 2.9 days—over the same period. While both groups improved in reporting timeliness, the steeper drop for historical spills suggests that policy or administrative changes implemented around 2020 had a disproportionately greater effect on that category. This visual representation aligns with the Difference-in-Differences regression results, which estimate a significant 14.4-day larger improvement in historical spills relative to recent ones." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## **Results**\n", "\n", "We evaluated the effect of Colorado's 2021 spill reporting rule on reporting timeliness using a combination of descriptive, inferential, and causal-inference models. Our analysis focuses on changes in **report delays**—defined as the number of days between the date of spill discovery and the date the spill was officially reported—for two types of spills: **historical** (discovered long after occurrence) and **recent** (discovered and reported in near real-time).\n", "\n", "### **Descriptive and t-test Findings**\n", "\n", "Initial descriptive statistics showed notable improvements in reporting timeliness following the policy change. For **historical spills**, the mean report delay dropped from 31.17 days before 2021 to 10.18 days after 2020, with a significant reduction in variance (standard deviation dropped from 265.34 to 96.01). For **recent spills**, the average delay decreased from 4.48 to 2.92 days, with the standard deviation falling from 53.79 to 28.86.\n", "\n", "Two-sample t-tests confirmed that the decrease in report delay was **statistically significant for historical spills** (t = 3.94, p < 0.001) and **marginally significant for recent spills** (t = 1.94, p = 0.053). These results suggest meaningful improvement in spill reporting behavior following the regulatory change, with stronger effects observed for more complex, harder-to-detect spill types.\n", "\n", "### **Difference-in-Differences (DiD) Estimates**\n", "\n", "To evaluate whether recent and historical spills improved at different rates, we employed a Difference-in-Differences (DiD) model using a binary post-2020 indicator and a spill-type interaction term. The DiD model estimated that historical spills improved by 16.2 days on average, while recent spills improved by only 1.8 days. The interaction term was positive and significant (β = 14.4, p = 0.001), indicating that **historical spills experienced significantly greater improvements in reporting delay compared to recent spills**.\n", "\n", "### **Parallel Trends and Fixed Effects Models**\n", "\n", "Visual inspection of pre-2020 trends raised concerns about the parallel trends assumption. Historical spills showed sharp spikes in certain years (notably 2015 and 2019), while recent spill delays remained relatively flat. To address this, we estimated a fixed-effects regression model with year and group-by-year interactions. This model relaxed the parallel trends assumption and allowed us to account for time-specific shocks.\n", "\n", "The fixed-effects model confirmed our core finding: **recent spills diverged significantly from historical trends in key policy-relevant years**. In 2020, historical spills experienced a 33-day increase in reporting delay, while recent spills showed a 33-day smaller delay—resulting in a significant 66-day relative difference (p = 0.006). Significant differences were also observed in 2015 and 2019, further reinforcing the conclusion that recent spills were less affected by structural or reporting challenges.\n", "\n", "### **Reasons DiD Model Is Inappropriate**\n", "\n", "A difference-in-differences (DiD) design assumes parallel pre-policy trends between treated and control groups. In our case, *historical* and *recent* spills are fundamentally different: recent spills are reported shortly after discovery, while historical spills reflect delayed discoveries. Because their reporting dynamics are structurally distinct and not plausibly parallel over time, DiD is not an appropriate design.\n", "\n", "### **Key Takeaways**\n", "- **Historical spills**: Showed significant improvement in reporting delays post-2020, with a 16.2-day reduction.\n", "- **Recent spills**: Experienced a smaller, marginally significant reduction of 1.8 days.\n", "- **DiD model**: Indicated that historical spills improved significantly more than recent spills, but the parallel trends assumption is violated.\n", "- **Fixed-effects model**: Confirmed that recent spills diverged from historical trends, particularly in key years (2015, 2019, 2020), reinforcing the idea that recent spills are less affected by structural challenges.\n", "- **Policy implications**: The 2021 policy change appears to have standardized reporting practices and improved timeliness, particularly for historical spills, suggesting that regulatory changes can effectively address reporting delays.\n", "\n" ] } ], "metadata": { "kernelspec": { "display_name": "spatial_env2", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.15" } }, "nbformat": 4, "nbformat_minor": 2 }