744 lines
827 KiB
Plaintext
744 lines
827 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/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",
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" self.meta.reflect(bind=self.con, only=[table_name], views=True)\n"
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]
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}
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],
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"source": [
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"import pandas as pd\n",
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"from sqlalchemy import create_engine\n",
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"import geopandas as gpd\n",
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"from dotenv import load_dotenv\n",
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"load_dotenv()\n",
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"\n",
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"import os\n",
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"\n",
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"# Database connection details from zshrc environment variables\n",
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"# use .env file for local development\n",
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"\n",
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"\n",
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"db_name = 'colorado_spills'\n",
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"user = os.getenv('DB_USER')\n",
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"password = os.getenv('DB_PASSWORD')\n",
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"host = os.getenv('DB_HOST')\n",
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"port = os.getenv('DB_PORT')\n",
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"\n",
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"\n",
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"# Create an engine to connect to the PostgreSQL database\n",
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"engine = create_engine(f'postgresql+psycopg2://{user}:{password}@{host}:{port}/{db_name}')\n",
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"\n",
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"# Read in the spills_with_demographics_geog as spills\n",
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"spills = pd.read_sql_table('spills_with_demographics_geog', engine)\n",
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"\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"# use longitude and latitude to create a GeoDataFrame from spills data\n",
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"spills['geometry'] = gpd.points_from_xy(spills['Longitude'], spills['Latitude'])"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"spills_gdf = gpd.GeoDataFrame(spills, crs='EPSG:4326') \n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [],
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"source": [
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"\n",
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"# Ensure date columns are in datetime format\n",
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"spills_gdf['Date of Discovery'] = pd.to_datetime(spills_gdf['Date of Discovery'])\n",
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"spills_gdf['Initial Report Date'] = pd.to_datetime(spills_gdf['Initial Report Date'])\n",
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"\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [],
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"source": [
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"# drop 2024 data for date of discovery and initial report date\n",
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"spills_gdf = spills_gdf[spills_gdf['Date of Discovery'].dt.year < 2024]\n",
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"spills_gdf = spills_gdf[spills_gdf['Initial Report Date'].dt.year < 2024]\n",
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"\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Separate Historical vs. Recent Spills\n",
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"historical_spills = spills_gdf[spills_gdf['Spill Type'] == 'Historical']\n",
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"recent_spills = spills_gdf[spills_gdf['Spill Type'] == 'Recent']\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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" count mean std min 25% 50% 75% max\n",
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"Spill Type \n",
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"Historical 5312.0 21.490023 205.615913 0.0 0.0 1.0 2.0 9261.0\n",
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"Recent 10678.0 3.964506 46.997749 0.0 0.0 1.0 2.0 2232.0\n"
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]
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}
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],
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"source": [
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"# Compare Reporting Delay\n",
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"report_delay_summary = spills_gdf.groupby('Spill Type')['Report Delay (Days)'].describe()\n",
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"print(report_delay_summary)\n",
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"\n",
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"# Ensure the output directory exists\n",
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"output_dir = 'analysis/output'\n",
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"os.makedirs(output_dir, exist_ok=True)\n",
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"\n",
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"# Save the report delay summary to a markdown file\n",
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"with open(os.path.join(output_dir, 'report_delay_summary.md'), 'w') as f:\n",
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" f.write(\"# Report Delay Summary\\n\\n\")\n",
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" f.write(report_delay_summary.to_markdown())\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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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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",
|
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"text/plain": [
|
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"<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": {
|
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"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",
|
|
"2021 and After 6003.0 5.890055 65.333629 0.0 0.0 1.0 1.0 2501.0\n",
|
|
"Before 2021 9987.0 12.128767 149.585631 0.0 0.0 1.0 2.0 9261.0\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Add a column to indicate whether the spill occurred before or after 2021\n",
|
|
"spills_gdf['Period'] = spills_gdf['Report Year'].apply(lambda x: 'Before 2021' if x < 2021 else '2021 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: 3.6314\n",
|
|
"P-Value: 0.0003\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 2021\n",
|
|
"from scipy.stats import ttest_ind\n",
|
|
"\n",
|
|
"before_2021 = spills_gdf[spills_gdf['Period'] == 'Before 2021']['Report Delay (Days)']\n",
|
|
"after_2021 = spills_gdf[spills_gdf['Period'] == '2021 and After']['Report Delay (Days)']\n",
|
|
"\n",
|
|
"t_stat, p_value = ttest_ind(before_2021, after_2021, 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 2021\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": 14,
|
|
"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",
|
|
"2021 and After 2451.0 10.181559 96.011488 0.0 0.0 0.0 1.0 2501.0\n",
|
|
"Before 2021 2861.0 31.177910 265.348026 0.0 0.0 1.0 2.0 9261.0\n",
|
|
"\n",
|
|
"Recent Spills Response Time Summary:\n",
|
|
" count mean std min 25% 50% 75% max\n",
|
|
"Period \n",
|
|
"2021 and After 3552.0 2.928773 28.864471 0.0 0.0 1.0 1.0 1329.0\n",
|
|
"Before 2021 7126.0 4.480775 53.794907 0.0 0.0 1.0 2.0 2232.0\n",
|
|
"\n",
|
|
"Historical Spills T-Statistic: 3.9419\n",
|
|
"Historical Spills P-Value: 0.0001\n",
|
|
"The difference in response time for historical spills is statistically significant.\n",
|
|
"\n",
|
|
"Recent Spills T-Statistic: 1.9390\n",
|
|
"Recent Spills P-Value: 0.0525\n",
|
|
"The difference in response time for recent spills is not statistically significant.\n"
|
|
]
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},
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{
|
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"name": "stderr",
|
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"output_type": "stream",
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"text": [
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"/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",
|
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"Try using .loc[row_indexer,col_indexer] = value instead\n",
|
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"\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",
|
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"/home/dadams/miniconda3/envs/spatial_env2/lib/python3.10/site-packages/geopandas/geodataframe.py:1819: SettingWithCopyWarning: \n",
|
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"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",
|
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"\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",
|
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" super().__setitem__(key, value)\n"
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]
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}
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],
|
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"source": [
|
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"import tabulate\n",
|
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"from scipy.stats import ttest_ind\n",
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"\n",
|
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"# Ensure the output directory exists\n",
|
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"output_dir = 'analysis/output'\n",
|
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"os.makedirs(output_dir, exist_ok=True)\n",
|
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"\n",
|
|
"# Add a column to indicate whether the spill occurred before or after 2021 for historical and recent spills\n",
|
|
"historical_spills['Period'] = historical_spills['Report Year'].apply(lambda x: 'Before 2021' if x < 2021 else '2021 and After')\n",
|
|
"recent_spills['Period'] = recent_spills['Report Year'].apply(lambda x: 'Before 2021' if x < 2021 else '2021 and After')\n",
|
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"\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",
|
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"\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",
|
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"\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 2021 for historical spills\n",
|
|
"historical_before_2021 = historical_spills[historical_spills['Period'] == 'Before 2021']['Report Delay (Days)']\n",
|
|
"historical_after_2021 = historical_spills[historical_spills['Period'] == '2021 and After']['Report Delay (Days)']\n",
|
|
"\n",
|
|
"t_stat_historical, p_value_historical = ttest_ind(historical_before_2021, historical_after_2021, 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 2021 for recent spills\n",
|
|
"recent_before_2021 = recent_spills[recent_spills['Period'] == 'Before 2021']['Report Delay (Days)']\n",
|
|
"recent_after_2021 = recent_spills[recent_spills['Period'] == '2021 and After']['Report Delay (Days)']\n",
|
|
"\n",
|
|
"t_stat_recent, p_value_recent = ttest_ind(recent_before_2021, recent_after_2021, 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": 15,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
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",
|
|
"text/plain": [
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"<Figure size 1000x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"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 2021', 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 2021', 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": 16,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"Historical Spills T-Statistic: 3.9419\n",
|
|
"Historical Spills P-Value: 0.0001\n",
|
|
"The difference in response time for historical spills is statistically significant.\n",
|
|
"\n",
|
|
"Recent Spills T-Statistic: 1.9390\n",
|
|
"Recent Spills P-Value: 0.0525\n",
|
|
"The difference in response time for recent spills is not statistically significant.\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
|
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"<Figure size 1000x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# t-test for the difference in response time before and after 2021 for historical spills\n",
|
|
"historical_before_2021 = historical_spills[historical_spills['Period'] == 'Before 2021']['Report Delay (Days)']\n",
|
|
"historical_after_2021 = historical_spills[historical_spills['Period'] == '2021 and After']['Report Delay (Days)']\n",
|
|
"\n",
|
|
"t_stat, p_value = ttest_ind(historical_before_2021, historical_after_2021, 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 2021 for recent spills\n",
|
|
"recent_before_2021 = recent_spills[recent_spills['Period'] == 'Before 2021']['Report Delay (Days)']\n",
|
|
"recent_after_2021 = recent_spills[recent_spills['Period'] == '2021 and After']['Report Delay (Days)']\n",
|
|
"\n",
|
|
"t_stat, p_value = ttest_ind(recent_before_2021, recent_after_2021, 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 2021 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
|
|
}
|