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colorado_spills/analysis/analysis5.ipynb

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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": [
"# 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": 6,
"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": 7,
"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": 8,
"metadata": {},
"outputs": [
{
"data": {
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",
"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",
"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": 9,
"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": 10,
"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 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": 11,
"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": 12,
"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": [
"<Axes: title={'center': 'Report Delay (Days)'}, xlabel='Period'>"
]
},
"execution_count": 12,
"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 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": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: tabulate in /home/dadams/miniconda3/envs/spatial_env2/lib/python3.10/site-packages (0.9.0)\n",
"Note: you may need to restart the kernel to use updated packages.\n"
]
}
],
"source": [
"%pip install tabulate"
]
},
{
"cell_type": "code",
"execution_count": 16,
"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"
]
}
],
"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": 17,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"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": 18,
"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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",
"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 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"
]
}
],
"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
}