{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import geopandas as gpd\n", "import numpy as np\n", "import os\n", "import os\n", "from scipy import stats\n", "from sklearn import preprocessing\n", "from sklearn.model_selection import KFold\n", "from sklearn.linear_model import LinearRegression\n", "import seaborn as sn\n", "from scipy import stats\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\python27\\lib\\site-packages\\IPython\\core\\interactiveshell.py:2714: DtypeWarning: Columns (48,49,50,51,52,53,55,56,58,59,62,88) have mixed types. Specify dtype option on import or set low_memory=False.\n", " interactivity=interactivity, compiler=compiler, result=result)\n" ] } ], "source": [ "mitigationfile = pd.read_csv(r'C:\\Users\\i23733\\Desktop\\notebooks\\projects\\mitigation\\distance.csv')\n", "mitigation = pd.DataFrame(mitigationfile)\n", "#mitigation = mitigation.fillna('')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['wkt_geom',\n", " 'fid',\n", " 'Join_Count',\n", " 'TARGET_FID',\n", " 'OBJECTID',\n", " 'st_num',\n", " 'st_name',\n", " 'numocc',\n", " 'specneed',\n", " 'StructureT',\n", " 'struct_num',\n", " 'vis_add',\n", " 'gate',\n", " 'ing_egg',\n", " 'road_cond',\n", " 'BridgeWeig',\n", " 'DrivewayWi',\n", " 'drivelen',\n", " 'turn',\n", " 'roof',\n", " 'clean',\n", " 'eaves',\n", " 'Vents',\n", " 'bld_ext',\n", " 'decks',\n", " 'comb_mat',\n", " 'propane',\n", " 'site_water',\n", " 'fveg_z1',\n", " 'sveg_z1',\n", " 'lad_fl1',\n", " 'fveg_z2',\n", " 'sveg_z2',\n", " 'lad_fuel_2',\n", " 'contfuel',\n", " 'StructAlig',\n", " 'slope',\n", " 'setback',\n", " 'pos_slope',\n", " 'aspect',\n", " 'FFRiskAcce',\n", " 'FFRiskProp',\n", " 'FFRiskOHPo',\n", " 'FFRiskPets',\n", " 'FFRiskHazM',\n", " 'FFRiskEsca',\n", " 'FFRiskSola',\n", " 'notes',\n", " 'lat_str',\n", " 'long_str',\n", " 'own_name',\n", " 'taxlot',\n", " 'road_width',\n", " 'util',\n", " 'zone_1_mit',\n", " 'firesafe',\n", " 'home_mit',\n", " 'relhaz',\n", " 'hazclass',\n", " 'firedist',\n", " 'NewTaxLot',\n", " 'County',\n", " 'Prop_ID',\n", " 'FamDisPlan',\n", " 'PrepEmergK',\n", " 'IDEvacRout',\n", " 'RSGPartici',\n", " 'HomeCheckl',\n", " 'EvacDrill',\n", " 'RFI',\n", " 'FirstRespR',\n", " 'DateCollec',\n", " 'ParcelID',\n", " 'StructRisk',\n", " 'ParcelRisk',\n", " 'TotalRisk',\n", " 'HomeGoKit',\n", " 'RegisterdF',\n", " 'vegetation',\n", " 'ExtremeFFR',\n", " 'ExtremeF_1',\n", " 'GuessCoordinates',\n", " 'GuessedGeocode',\n", " 'lat',\n", " 'lon',\n", " 'BestAddress',\n", " 'City',\n", " 'State',\n", " 'Zip',\n", " 'FUEL',\n", " 'SLOPEfl',\n", " 'ACCESS',\n", " 'ADJ_FUEL',\n", " 'ADJ_SCORE',\n", " 'llFUEL',\n", " 'llSLOPE',\n", " 'llACCESS',\n", " 'llAFUEL',\n", " 'llWFHS',\n", " 'year_',\n", " 'acres',\n", " 'fire_name',\n", " 'loss',\n", " 'closestyear',\n", " 'closestfirename',\n", " 'closestdistance_miles',\n", " 'closestdistance_miles_']" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list(mitigation.columns.values.tolist())" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 4., nan, 2., 1., 3., 5.])" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mitigation['slope'].unique()" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "mitigation['SLOPEfl'] = mitigation['SLOPEfl'].replace({'S1':1,'S2':2,'S3':3,'S5':5})" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# get rid of anything that doesn't have a FL score\n", "mitigation = mitigation.loc[mitigation['ADJ_SCORE'] >= 0]\n", "len(mitigation)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Moccasin Hill', 'BISCUIT COMPLEX', 'Chetco Bar']\n" ] } ], "source": [ "# Get the names of the fires where there were losses\n", "# create a list to select the points in close prox to those fires\n", "#loss = mitigation.loc[(mitigation.loss.notnull())]\n", "loss = mitigation.loc[(mitigation.loss == 1)]\n", "x = list(loss['closestfirename'].unique())\n", "print x" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "def corr(df):\n", " result = df.corr()\n", " print sn.heatmap(result, annot=True, fmt = '.1g', cmap= 'coolwarm')" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "fields = ['SLOPEfl','slope','setback','pos_slope','aspect','StructRisk','ParcelRisk','TotalRisk']\n", "fields2 = ['StructRisk','ParcelRisk','TotalRisk','roof','clean','eaves','Vents','ADJ_SCORE','ADJ_FUEL','relhaz']" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AxesSubplot(0.125,0.125;0.62x0.755)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# look at everything\n", "mit = mitigation[fields]\n", "#mit['loss'] = mit['loss'].fillna(0)\n", "corr(mit)" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AxesSubplot(0.125,0.125;0.62x0.755)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# looking at just the properties within 2 miles of the fires where there were damages\n", "# losses & within 2mi - not damaged\n", "prx = mitigation.loc[(mitigation.closestdistance_miles_ < 2) & (mitigation.closestfirename.isin(x))]\n", "prx = prx[fields]\n", "\n", "prx['loss'] = prx['loss'].fillna(0)\n", "\n", "corr(prx)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AxesSubplot(0.125,0.125;0.62x0.755)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# just losses\n", "loss = mitigation.loc[mitigation['loss'] == 1]\n", "loss = loss[fields2]\n", "\n", "corr(loss)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AxesSubplot(0.125,0.125;0.62x0.755)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# excluding losses & excluding those within 2mi of perimeter\n", "outside2mi = mitigation.loc[(mitigation.closestdistance_miles_ > 2)]\n", "outside2mi = outside2mi[fields2]\n", "outside2mi['relhaz'] = outside2mi['relhaz'].dropna()\n", "corr(outside2mi)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "21982" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(outside2mi)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# clean out '.'\n", "\n", "#mitigation = mitigation.apply(lambda x: x.str.replace('.','') if x.name in ['roof','clean','eaves','Vents','bld_ext','decks'] else x, axis=1)\n", "#mitigation['hazclass_numeric'] = mitigation['hazclass'].replace({'Negligible':1, 'Very Low':2,'Low':3, 'Moderate':4, 'High':5, 'Very High':6, 'Extreme':7})" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.3" } }, "nbformat": 4, "nbformat_minor": 2 }