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zZ|H83oskg)%3L_t!I^>A0&^**prCO4o7~?Bj0Cc!!Lv$7c!J-$>gD@4kFVT2R0Hq{e;iE*#GAT38*VJi-taY}}@&q>RC$HW3Se zOI4{s6DoH0-3}kn;f&XFKIebBoff522!|CGB7Y9qpcvsv&tUNH!1qE9aX1{@2BX5m zx1M<-*8wUOOr+XhFn(73*?r(?jAooD`RuMDJwgy)!~zZ(EI2EN$8JE7kd+94I1J7w z@r}Az2s%Ji_w+Sb)l#!g+J?hrZoiWiLy+%PhEcW}tKikhRxt)e#UCl+@leO|E|M38 zqAL1_1MGi-M?yqYuW@t3x}-(|7;yY9-MSSAQv=$Y$f2dArj`Rj=;QupClcU$XPd&U s@pxVV9rWJ^gM|<{{}1E<*nGelA threshold_duration]\n", - "print(\"Suspiciously long durations:\")\n", - "print(long_durations)" + "# Define outlier thresholds\n", + "lower_bound = Q1 - 1.5 * IQR\n", + "upper_bound = Q3 + 1.5 * IQR\n", + "\n", + "# Find and display fires with durations above the upper bound\n", + "outliers = fires_2008_2022_cleaned[fires_2008_2022_cleaned['Duration'] > upper_bound]\n", + "\n", + "# Sort the outliers by 'Duration' in descending order\n", + "outliers_sorted = outliers.sort_values(by='Duration', ascending=False)\n", + "\n", + "# Display only the top 10 outliers\n", + "print(\"Top 10 Fires with Suspiciously Long Durations (Outliers):\")\n", + "print(outliers_sorted.head(10))" ] }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 66, "metadata": {}, "outputs": [ { @@ -769,17 +791,17 @@ "1119 SISKIYOU DEVIL 2020-09-09 2020-11-07 8,857 0 \n", "\n", " Deaths_Civil Duration Strux_Destr Strux_Dmgd \n", - "146 0 7340.0 NaN NaN \n", - "645 0 164.0 0.0 0.0 \n", - "798 0 366.0 0.0 0.0 \n", - "860 0 374.0 4.0 0.0 \n", - "958 0 369.0 0.0 0.0 \n", - "1119 0 11025.0 0.0 0.0 \n" + "146 0 35 0 0 \n", + "645 0 162 0 0 \n", + "798 0 3 0 0 \n", + "860 0 8 4 0 \n", + "958 0 2 0 0 \n", + "1119 0 60 0 0 \n" ] } ], "source": [ - "# Correct the dates of long fires that do not match Google reserch\n", + "# Correct the dates of long fires that do not match Google/ChatGPT reserch\n", "fires_2008_2022_cleaned.loc[146, 'Contained'] = fires_2008_2022_cleaned.loc[146, 'Contained'].replace(year=2008)\n", "fires_2008_2022_cleaned.at[645, 'Start'] = '2012-06-18'\n", "fires_2008_2022_cleaned.at[798, 'Start'] = '2017-06-24'\n", @@ -801,7 +823,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 67, "metadata": {}, "outputs": [ { @@ -815,7 +837,7 @@ "Acres 16,269\n", "Deaths_FF 0\n", "Deaths_Civil 0\n", - "Duration 7340.0\n", + "Duration 35\n", "Strux_Destr 0\n", "Strux_Dmgd 0\n", "Name: 146, dtype: object\n" @@ -831,7 +853,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 68, "metadata": {}, "outputs": [ { @@ -875,7 +897,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 69, "metadata": {}, "outputs": [ { @@ -883,20 +905,9 @@ "output_type": "stream", "text": [ "Counties that do not match the valid list:\n", - " County\n", - "1 TEHAMA-GLENN\n", - "2 FRESNO-KINGS\n", - "3 FRESNO-KINGS\n", - "6 SONOMA-LAKE-NAPA\n", - "9 MARDERA-MARIPOSA\n", - "... ...\n", - "1105 PLUMAS, BUTTE\n", - "1113 FRESNO, MADERA\n", - "1070 NAPA, SONOMA\n", - "965 PLUMAS, BUTTE, LASSEN,\\nSHASTA, TEHAMA\n", - "946 PLACER,\\nEL DORADO\n", - "\n", - "[90 rows x 1 columns]\n" + "Empty DataFrame\n", + "Columns: [County]\n", + "Index: []\n" ] } ], @@ -927,7 +938,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 70, "metadata": {}, "outputs": [], "source": [ @@ -944,7 +955,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 71, "metadata": {}, "outputs": [], "source": [ @@ -973,7 +984,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 72, "metadata": {}, "outputs": [ { @@ -998,7 +1009,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 73, "metadata": {}, "outputs": [ { @@ -1031,7 +1042,7 @@ "943 0 0 59 4 0 \n", "945 0 0 8 43 1 \n", "\n", - "[304 rows x 10 columns]\n", + "[303 rows x 10 columns]\n", "List of repeated fire names:\n", " County Fire Name Start Contained Acres \\\n", "101 MARIPOSA WAWONA NW 2008-04-09 2008-04-19 1,130 \n", @@ -1059,7 +1070,7 @@ "943 0 0 59 4 0 \n", "945 0 0 8 43 1 \n", "\n", - "[304 rows x 10 columns]\n", + "[303 rows x 10 columns]\n", "['WAWONA NW', 'CLOVER', 'GRAPEVINE', 'Jack Smith Lightning', 'ANTELOPE', 'Corral', 'GAP', 'SLINKARD', 'GULCH', 'HIDDEN', 'ROBLAR', 'LION', 'GRANITE', 'YANKEE', 'FORK', 'TENNANT', 'PONDEROSA', 'RIDGE', 'COTTONWOOD', 'SILVER', 'HIGHWAY', 'SHEEP', 'STUHR', 'INDIAN', 'WEST', 'CROWN', 'BASELINE', 'CANYON', 'METZ', 'EASTMAN', 'SPANISH', 'FLYNN', 'EAGLE', 'ROMERO', 'PASS', 'HILL', 'SODA', 'ROADRUNNER', 'TAMARACK', 'SALT', 'RIVER', 'GAINES', 'DALE', 'FISH', 'MILL', 'SITES', 'TURKEY', 'FLAT', 'SAND', 'NORTH', 'PEAK', 'BEAR', 'SOUTH COMPLEX', 'WALKER', 'BUCK', 'RANGE', 'SUMMIT', 'PANTHER', 'SPRINGS', 'LAKE', 'BRANCH', 'FOX', 'MOUNTAIN', 'RANCHO', 'AMERICAN', 'SWEDES', 'MISSION', 'DEER', 'DELUZ', 'MCCABE', 'RED', 'HUNTER', 'GUN CLUB', 'STONY', 'FRENCH', 'JULY COMPLEX', 'MEADOW', 'SILVERADO', 'NELSON', 'SADDLE', 'CABIN', 'WILLOW', 'RIVER COMPLEX', 'CREEK', 'TESLA', 'BUTTE', 'VALLEY', 'CHIMNEY', 'OLD', 'COLEMAN', 'PINE', 'MINERAL', 'HORSESHOE', 'BEALE', 'GRADE', 'HOG', 'EL DORADO', 'TARINA', 'STONE', 'LONG VALLEY', 'PARK', 'GRANT', 'JONES', 'PLEASANT', 'APPLE', 'TUMBLEWEED', 'OWENS', 'OAK', 'LINCOLN', 'REFUGE', 'COW', 'LIME', 'SOUTH', 'POND', 'WOLF', 'AIRPORT', 'ROUTE']\n" ] } @@ -1085,7 +1096,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 74, "metadata": {}, "outputs": [ { diff --git a/yearly_kpi_plots.ipynb b/yearly_kpi_plots.ipynb index 26ca636..552b2d2 100644 --- a/yearly_kpi_plots.ipynb +++ b/yearly_kpi_plots.ipynb @@ -2,18 +2,19 @@ "cells": [ { "cell_type": "code", - "execution_count": 40, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# Dependencies\n", "import pandas as pd\n", - "import matplotlib.pyplot as plt" + "import matplotlib.pyplot as plt\n", + "import numpy as np" ] }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -21,7 +22,7 @@ "output_type": "stream", "text": [ "Index(['Year', 'total_fires', 'total_acres', 'median_yearly_duration',\n", - " 'total_deaths', 'Tot_Damage'],\n", + " 'mode_yearly_duration', 'total_deaths', 'Tot_Damage'],\n", " dtype='object')\n" ] } @@ -35,7 +36,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -62,7 +63,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -89,7 +90,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -116,7 +117,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -143,7 +144,51 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "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": [ { @@ -170,30 +215,19 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 25, "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - " County Fire Name\n", - "0 ALAMEDA 6\n", - "1 ALPINE 3\n", - "2 AMADOR 3\n", - "3 BUTTE 37\n", - "4 CALAVERAS 9\n" + "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" ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ @@ -223,7 +257,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": null, "metadata": {}, "outputs": [ {