8_yearly_kpi_plots.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Dependencies\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['Year', 'total_fires', 'total_acres', 'median_yearly_duration',\n",
      "       'mode_yearly_duration', 'total_deaths', 'Tot_Damage'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "# Load the data from the 'yearly_stats' CSV file\n",
    "yearly_stats = pd.read_csv('Outputs/yearly_stats.csv')\n",
    "# Verify columns in the data\n",
    "print(yearly_stats.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a bar graph for Total fires (Dark Red)\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.bar(yearly_stats['Year'], yearly_stats['total_fires'], color='darkred')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Number of Fires')\n",
    "plt.title('Total Fires Each Year (2008-2022)')\n",
    "plt.savefig('Charts_Maps/Total_Fires_2008_2022.png')  # Save the figure\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Bar chart Deaths each year (Red)\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.bar(yearly_stats['Year'], yearly_stats['total_deaths'], color='red')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Number Deaths')\n",
    "plt.title('Total Deaths Each Year (2008-2022)')\n",
    "plt.savefig('Charts_Maps/Total_Deaths_2008_2022.png')  # Save the figure\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Acres Burned each year (Black)\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.bar(yearly_stats['Year'], yearly_stats['total_acres'], color='black')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Acres Burned (MILLION ACRES)')\n",
    "plt.title('Acres Burned Each Year (2008-2022)')\n",
    "plt.savefig('Charts_Maps/Acres_Burned_2008_2022.png')  # Save the figure\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#  Plot Median Fire Duration each year (Bright Yellow)\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.bar(yearly_stats['Year'], yearly_stats['median_yearly_duration'], color='yellow')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Median Fire Duration (Days)')\n",
    "plt.title('Median Fire Duration Each Year (2008-2022)')\n",
    "plt.savefig('Charts_Maps/Median_Fire_Duration_2008_2022.png')  # Save the figure\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create the figure and axis\n",
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "# Plot the bar chart for the mode with yellow color\n",
    "plt.bar(yearly_stats['Year'], yearly_stats['mode_yearly_duration'], color='yellow', label='Mode Fire Duration Each Year')\n",
    "\n",
    "# Plot the median with brown dots\n",
    "plt.plot(yearly_stats['Year'], yearly_stats['median_yearly_duration'], color='brown', marker='o', linestyle='-', label='Median Fire Duration')\n",
    "\n",
    "# Add a correlation line in orange\n",
    "plt.plot(yearly_stats['Year'], yearly_stats['mode_yearly_duration'], color='orange', linestyle='--', label='Correlation Line')\n",
    "\n",
    "# Set the plot labels and title\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Fire Duration (Days)')\n",
    "plt.title('Mode and Median Fire Duration Each Year (2008-2022)')\n",
    "\n",
    "# Add a legend\n",
    "plt.legend()\n",
    "\n",
    "# Save the figure\n",
    "plt.savefig('Charts_Maps/Median_Mode_Fire_Duration_2008_2022.png')\n",
    "\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Financial Costs of fires each year (Green)\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.bar(yearly_stats['Year'], yearly_stats['Tot_Damage'], color='green')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Financial Costs (TENS OF BILLIONS dollars)')\n",
    "plt.title('Financial Costs of Fires Each Year (2008-2022)')\n",
    "plt.savefig('Charts_Maps/Financial_Costs_2008_2022.png')  # Save the figure\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'df' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[25], line 2\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;66;03m# Group by County and calculate the total number of fires for each county\u001b[39;00m\n\u001b[1;32m----> 2\u001b[0m county_fires \u001b[38;5;241m=\u001b[39m df\u001b[38;5;241m.\u001b[39mgroupby(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mCounty\u001b[39m\u001b[38;5;124m'\u001b[39m)[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFire Name\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mcount()\u001b[38;5;241m.\u001b[39mreset_index()\n\u001b[0;32m      4\u001b[0m \u001b[38;5;66;03m# Sort the DataFrame in ascending order by county name\u001b[39;00m\n\u001b[0;32m      5\u001b[0m county_fires_sorted \u001b[38;5;241m=\u001b[39m county_fires\u001b[38;5;241m.\u001b[39msort_values(by\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mCounty\u001b[39m\u001b[38;5;124m'\u001b[39m, ascending\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n",
      "\u001b[1;31mNameError\u001b[0m: name 'df' is not defined"
     ]
    }
   ],
   "source": [
    "# Group by County and calculate the total number of fires for each county\n",
    "county_fires = df.groupby('County')['Fire Name'].count().reset_index()\n",
    "\n",
    "# Sort the DataFrame in ascending order by county name\n",
    "county_fires_sorted = county_fires.sort_values(by='County', ascending=True)\n",
    "\n",
    "# Create a line chart with points on the line\n",
    "plt.figure(figsize=(12, 10))\n",
    "plt.plot(county_fires_sorted['County'], county_fires_sorted['Fire Name'], marker='o', color='blue', linestyle='-')\n",
    "plt.xticks(rotation=90)  # Rotate county names on X-axis for better readability\n",
    "plt.xlabel('County (Alphabetic Order)')\n",
    "plt.ylabel('Number of Fires (2008-2022)')\n",
    "plt.title('Number of Fires per County (2008-2022)')\n",
    "plt.grid(True)\n",
    "\n",
    "# Display the sorted DataFrame (for verification)\n",
    "print(county_fires_sorted.head())\n",
    "\n",
    "plt.savefig('Charts_Maps/Fire_Number_County.png')  # Save the figure\n",
    "\n",
    "# Show the plot\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         County  Fire Name\n",
      "14         KERN         63\n",
      "32    RIVERSIDE         59\n",
      "52       TULARE         55\n",
      "43       SHASTA         55\n",
      "18  LOS ANGELES         51\n",
      "36    SAN DIEGO         49\n",
      "22    MENDOCINO         44\n",
      "45     SISKIYOU         39\n",
      "3         BUTTE         37\n",
      "26     MONTEREY         36\n"
     ]
    }
   ],
   "source": [
    "# Sort the DataFrame in descending order by the number of fires\n",
    "county_fires_fire_number = county_fires.sort_values(by='Fire Name', ascending=False)\n",
    "#print the top counties with the highest number of fires\n",
    "print(county_fires_fire_number.head(10))\n",
    "# Save the sorted DataFrame to the Outputs folder\n",
    "county_fires_fire_number.to_csv('Outputs/county_fires_sorted_by_number.csv', index=False)\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "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": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}