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@farshadl123
Created January 30, 2019 23:48
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fire_class
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from warnings import filterwarnings\n",
"\n",
"sns.set(font_scale = 1.5)\n",
"\n",
"\n",
"%config InlineBackend.figure_format = 'retina'\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 218,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"objectid 0.000000\n",
"year_ 0.000474\n",
"state 0.000000\n",
"unit_id 0.000316\n",
"fire_num 0.094531\n",
"fire_name 0.351018\n",
"agency 0.000000\n",
"c_method 0.000000\n",
"alarm_date 0.276699\n",
"cont_date 0.660666\n",
"cause 0.000000\n",
"objective 0.000000\n",
"report_ac 0.000000\n",
"gis_acres 0.000000\n",
"fire class 0.000000\n",
"shape_leng 0.000000\n",
"shape_area 0.000000\n",
"max wind score 0.004684\n",
"min wind score 0.004684\n",
"average wind score 0.004684\n",
"% tier 2 0.379388\n",
"% tier 3 0.679299\n",
"% 322 0.942892\n",
"urban area impacted (miles) 0.819517\n",
"%urban 0.819517\n",
"dtype: float64"
]
},
"execution_count": 218,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fire = pd.read_csv('~/Google Drive/KPMG/FireWind_ML.csv')\n",
"fire.columns = fire.columns.map(lambda x: x.lower())\n",
"\n",
"# fire.cont_date = pd.to_datetime(fire.cont_date, format = \"%m/%d/%y\")\n",
"# fire.alarm_date = pd.to_datetime(fire.alarm_date, format = \"%m/%d/%y\")\n",
"\n",
"fire.isnull().mean()"
]
},
{
"cell_type": "code",
"execution_count": 220,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"C 5571\n",
"E 4103\n",
"D 3751\n",
"F 2615\n",
"B 1679\n",
"G 1149\n",
"A 131\n",
"Name: fire class, dtype: int64"
]
},
"execution_count": 220,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fire['fire class'].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"fire.cont_date = fire.cont_date.fillna(fire.alarm_date)\n",
"fire.alarm_date = fire.alarm_date.fillna(fire.cont_date)\n",
"\n",
"# get season\n",
"seasons = ['winter', 'winter', 'spring', 'spring', 'spring', 'summer', 'summer', 'summer', 'fall', 'fall', 'fall', 'winter']\n",
"month_to_season = dict(zip(range(1,13), seasons))\n",
"\n",
"fire['season'] = fire.alarm_date.dt.month.map(month_to_season)\n",
"fire['month'] = fire.alarm_date.dt.month"
]
},
{
"cell_type": "code",
"execution_count": 221,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>objectid</th>\n",
" <th>year_</th>\n",
" <th>state</th>\n",
" <th>unit_id</th>\n",
" <th>fire_num</th>\n",
" <th>fire_name</th>\n",
" <th>agency</th>\n",
" <th>c_method</th>\n",
" <th>alarm_date</th>\n",
" <th>cont_date</th>\n",
" <th>...</th>\n",
" <th>shape_leng</th>\n",
" <th>shape_area</th>\n",
" <th>max wind score</th>\n",
" <th>min wind score</th>\n",
" <th>average wind score</th>\n",
" <th>% tier 2</th>\n",
" <th>% tier 3</th>\n",
" <th>% 322</th>\n",
" <th>urban area impacted (miles)</th>\n",
" <th>%urban</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>2007.0</td>\n",
" <td>CA</td>\n",
" <td>LAC</td>\n",
" <td>00233414</td>\n",
" <td>OCTOBER</td>\n",
" <td>CCO</td>\n",
" <td>8</td>\n",
" <td>10/21/07</td>\n",
" <td>10/23/07</td>\n",
" <td>...</td>\n",
" <td>1902.439051</td>\n",
" <td>1.041528e+05</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>1.50000</td>\n",
" <td>0.000000</td>\n",
" <td>0.999891</td>\n",
" <td>0.000000</td>\n",
" <td>0.040209</td>\n",
" <td>0.999891</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>2007.0</td>\n",
" <td>CA</td>\n",
" <td>LAC</td>\n",
" <td>00233077</td>\n",
" <td>MAGIC</td>\n",
" <td>CCO</td>\n",
" <td>8</td>\n",
" <td>10/22/07</td>\n",
" <td>10/25/07</td>\n",
" <td>...</td>\n",
" <td>20407.965660</td>\n",
" <td>1.143187e+07</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.00000</td>\n",
" <td>0.000000</td>\n",
" <td>0.999979</td>\n",
" <td>0.000000</td>\n",
" <td>4.413782</td>\n",
" <td>0.999979</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>2007.0</td>\n",
" <td>CA</td>\n",
" <td>ANF</td>\n",
" <td>00000166</td>\n",
" <td>RANCH</td>\n",
" <td>USF</td>\n",
" <td>7</td>\n",
" <td>10/20/07</td>\n",
" <td>11/15/07</td>\n",
" <td>...</td>\n",
" <td>169150.715700</td>\n",
" <td>2.363782e+08</td>\n",
" <td>7.0</td>\n",
" <td>1.0</td>\n",
" <td>3.36472</td>\n",
" <td>0.652637</td>\n",
" <td>0.346937</td>\n",
" <td>0.000402</td>\n",
" <td>1.116723</td>\n",
" <td>0.012236</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>3 rows × 25 columns</p>\n",
"</div>"
],
"text/plain": [
" objectid year_ state unit_id fire_num fire_name agency c_method \\\n",
"0 1 2007.0 CA LAC 00233414 OCTOBER CCO 8 \n",
"1 2 2007.0 CA LAC 00233077 MAGIC CCO 8 \n",
"2 3 2007.0 CA ANF 00000166 RANCH USF 7 \n",
"\n",
" alarm_date cont_date ... shape_leng shape_area max wind score \\\n",
"0 10/21/07 10/23/07 ... 1902.439051 1.041528e+05 2.0 \n",
"1 10/22/07 10/25/07 ... 20407.965660 1.143187e+07 1.0 \n",
"2 10/20/07 11/15/07 ... 169150.715700 2.363782e+08 7.0 \n",
"\n",
" min wind score average wind score % tier 2 % tier 3 % 322 \\\n",
"0 1.0 1.50000 0.000000 0.999891 0.000000 \n",
"1 1.0 1.00000 0.000000 0.999979 0.000000 \n",
"2 1.0 3.36472 0.652637 0.346937 0.000402 \n",
"\n",
" urban area impacted (miles) %urban \n",
"0 0.040209 0.999891 \n",
"1 4.413782 0.999979 \n",
"2 1.116723 0.012236 \n",
"\n",
"[3 rows x 25 columns]"
]
},
"execution_count": 221,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fire.loc[:, ['% tier 2', '% tier 3', '% 322']] = fire.loc[:, ['% tier 2', '% tier 3', '% 322']].fillna(0)\n",
"fire.loc[: , ['% tier 2']] = fire['% tier 2'].apply(lambda x: min(x, 1.))\n",
"fire.loc[: , ['% tier 3']] = fire['% tier 3'].apply(lambda x: min(x, 1.))\n",
"\n",
"fire.head(3)"
]
},
{
"cell_type": "code",
"execution_count": 222,
"metadata": {},
"outputs": [],
"source": [
"fire['fire class'] = fire['fire class'].map({'A': 'AB', 'B': 'AB', 'C': 'C', 'D': 'D', 'E':'E', 'F':'F', 'G': 'G'})"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 223,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"<Figure size 1296x936 with 6 Axes>"
]
},
"metadata": {
"image/png": {
"height": 924,
"width": 1284
}
},
"output_type": "display_data"
}
],
"source": [
"filterwarnings('ignore')\n",
"\n",
"fig, ((ax1, ax2), (ax3, ax4), (ax5, ax6)) = plt.subplots(3,2, figsize = (18,13))\n",
"\n",
"sns.set_palette('coolwarm')\n",
"\n",
"# sns.distplot(fire.loc[fire['fire class'] == 'G', '% tier 2'], ax=ax1, color = sns.color_palette('coolwarm')[0], label=\"G\", hist = False)\n",
"# sns.distplot(fire.loc[fire['fire class'] == 'F', '% tier 2'], ax=ax1, color = sns.color_palette('coolwarm')[1], label=\"F\", hist = False)\n",
"# sns.distplot(fire.loc[fire['fire class'] == 'E', '% tier 2'], ax=ax1, color = sns.color_palette('coolwarm')[2], label=\"E\", hist = False)\n",
"# sns.distplot(fire.loc[fire['fire class'] == 'D', '% tier 2'], ax=ax1, color = sns.color_palette('coolwarm')[3], label=\"D\", hist = False)\n",
"# sns.distplot(fire.loc[fire['fire class'] == 'E', '% tier 2'], ax=ax1, color = sns.color_palette('coolwarm')[4], label=\"C\", hist = False)\n",
"# sns.distplot(fire.loc[fire['fire class'] == 'AB', '% tier 2'], ax=ax1, color = sns.color_palette('coolwarm')[5], label=\"AB\", hist = False)\n",
"\n",
"sns.kdeplot(fire['% tier 2'], fire['% tier 3'], cmap = 'coolwarm', ax = ax1, shade_lowest=False, shade = True)\n",
"sns.scatterplot(fire['% tier 2'], fire['% tier 3'], ax = ax1, alpha = .3, size = 1)\n",
"ax1.legend_.remove()\n",
"\n",
"sns.distplot(fire.loc[fire['fire class'] == 'G', '% tier 3'], ax=ax2, color = sns.color_palette('coolwarm')[0], label=\"G\", hist = False)\n",
"sns.distplot(fire.loc[fire['fire class'] == 'F', '% tier 3'], ax=ax2, color = sns.color_palette('coolwarm')[1], label=\"F\", hist = False)\n",
"sns.distplot(fire.loc[fire['fire class'] == 'E', '% tier 3'], ax=ax2, color = sns.color_palette('coolwarm')[2], label=\"E\", hist = False)\n",
"sns.distplot(fire.loc[fire['fire class'] == 'D', '% tier 3'], ax=ax2, color = sns.color_palette('coolwarm')[3], label=\"D\", hist = False)\n",
"sns.distplot(fire.loc[fire['fire class'] == 'E', '% tier 3'], ax=ax2, color = sns.color_palette('coolwarm')[4], label=\"C\", hist = False)\n",
"sns.distplot(fire.loc[fire['fire class'] == 'AB', '% tier 3'], ax=ax2, color = sns.color_palette('coolwarm')[5], label=\"AB\", hist = False)\n",
"ax2.legend()\n",
"\n",
"sns.boxplot(x = fire['fire class'], y = fire['% 322'], ax = ax3, order=[\"AB\", \"C\", \"D\", \"E\", \"F\", \"G\"])\n",
"ax3.set_ylim(0, .01)\n",
"\n",
"sns.boxplot(x = fire['fire class'], y = fire['max wind score'], ax = ax4, order=[\"AB\", \"C\", \"D\", \"E\", \"F\", \"G\"])\n",
"\n",
"sns.boxplot(x = fire['fire class'], y = fire['gis_acres'], ax = ax5, order=[\"AB\", \"C\", \"D\", \"E\", \"F\", \"G\"])\n",
"ax5.set_yscale('symlog')\n",
"ax5.grid(axis = 'y', ls = '--')\n",
"ax5.set_ylabel('Acres Burned')\n",
"\n",
"sns.boxplot(x = fire['fire class'], y = fire['average wind score'], ax = ax6, order=[\"AB\", \"C\", \"D\", \"E\", \"F\", \"G\"])\n",
"\n",
"fig.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 224,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(18910, 6)\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>max wind score</th>\n",
" <th>average wind score</th>\n",
" <th>% tier 2</th>\n",
" <th>% tier 3</th>\n",
" <th>% 322</th>\n",
" <th>fire class</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2.0</td>\n",
" <td>1.500000</td>\n",
" <td>0.000000</td>\n",
" <td>0.999891</td>\n",
" <td>0.000000</td>\n",
" <td>C</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1.0</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.999979</td>\n",
" <td>0.000000</td>\n",
" <td>F</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>7.0</td>\n",
" <td>3.364720</td>\n",
" <td>0.652637</td>\n",
" <td>0.346937</td>\n",
" <td>0.000402</td>\n",
" <td>G</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3.0</td>\n",
" <td>2.666667</td>\n",
" <td>0.000000</td>\n",
" <td>0.999984</td>\n",
" <td>0.000000</td>\n",
" <td>D</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5.0</td>\n",
" <td>3.208955</td>\n",
" <td>0.000000</td>\n",
" <td>0.999974</td>\n",
" <td>0.000000</td>\n",
" <td>F</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" max wind score average wind score % tier 2 % tier 3 % 322 fire class\n",
"0 2.0 1.500000 0.000000 0.999891 0.000000 C\n",
"1 1.0 1.000000 0.000000 0.999979 0.000000 F\n",
"2 7.0 3.364720 0.652637 0.346937 0.000402 G\n",
"3 3.0 2.666667 0.000000 0.999984 0.000000 D\n",
"4 5.0 3.208955 0.000000 0.999974 0.000000 F"
]
},
"execution_count": 224,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fire_noNA = fire[['max wind score', 'average wind score', '% tier 2', '% tier 3', '% 322', 'fire class']].dropna().copy()\n",
"print(fire_noNA.shape)\n",
"fire_noNA.head()"
]
},
{
"cell_type": "code",
"execution_count": 225,
"metadata": {},
"outputs": [],
"source": [
"# fire_noNA = pd.concat([fire_noNA, pd.get_dummies(fire_noNA['season'], drop_first=False)], axis = 1).drop('season', axis = 1).copy()\n",
"# fire_noNA.head()"
]
},
{
"cell_type": "code",
"execution_count": 226,
"metadata": {},
"outputs": [
{
"ename": "IndentationError",
"evalue": "unexpected indent (<ipython-input-226-19cc72e31a2c>, line 2)",
"output_type": "error",
"traceback": [
"\u001b[0;36m File \u001b[0;32m\"<ipython-input-226-19cc72e31a2c>\"\u001b[0;36m, line \u001b[0;32m2\u001b[0m\n\u001b[0;31m .agg({'max wind score': 'mean',\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mIndentationError\u001b[0m\u001b[0;31m:\u001b[0m unexpected indent\n"
]
}
],
"source": [
"class_summary = fire_noNA.groupby('fire class')\n",
" .agg({'max wind score': 'mean',\n",
" 'average wind score': 'mean',\n",
" '% tier 2': 'mean',\n",
" '% tier 3': 'mean',\n",
" '% 322': 'mean'}).T\n",
"\n",
"plt.figure(figsize=(8,6))\n",
"sns.heatmap(((class_summary.T-class_summary.mean(1))/class_summary.std(1)).T, annot= class_summary.values, linewidth = .8, cmap = 'coolwarm')\n",
"fig.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 227,
"metadata": {},
"outputs": [],
"source": [
"X = fire_noNA.drop(['fire class'], axis = 1)\n",
"y = fire_noNA['fire class']"
]
},
{
"cell_type": "code",
"execution_count": 228,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"C 5571\n",
"E 4103\n",
"D 3751\n",
"F 2615\n",
"AB 1810\n",
"G 1149\n",
"Name: fire class, dtype: int64"
]
},
"execution_count": 228,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fire['fire class'].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 229,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(15128, 5) (3782, 5) (15128,) (3782,)\n",
"C 4442\n",
"E 3270\n",
"D 2985\n",
"F 2060\n",
"AB 1439\n",
"G 932\n",
"Name: fire class, dtype: int64\n",
"C 1090\n",
"E 824\n",
"D 750\n",
"F 541\n",
"AB 365\n",
"G 212\n",
"Name: fire class, dtype: int64\n"
]
}
],
"source": [
"from sklearn.model_selection import train_test_split\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=123)\n",
"print(X_train.shape, X_test.shape, y_train.shape, y_test.shape)\n",
"print(y_train.value_counts())\n",
"print(y_test.value_counts())"
]
},
{
"cell_type": "code",
"execution_count": 230,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.3981359069275516 {'criterion': 'entropy', 'max_depth': 9, 'min_samples_leaf': 100, 'min_samples_split': 300}\n"
]
}
],
"source": [
"from sklearn import tree\n",
"from sklearn.model_selection import GridSearchCV\n",
"\n",
"\n",
"parameters = {'max_depth':range(5,15), 'min_samples_split':range(100, 1000, 100), 'criterion': ['entropy', 'gini'], 'min_samples_leaf': range(100, 500, 100)}\n",
"clf = GridSearchCV(tree.DecisionTreeClassifier(), parameters, n_jobs=4)\n",
"clf.fit(X_train, y_train)\n",
"tree_model = clf.best_estimator_\n",
"print (clf.best_score_, clf.best_params_) \n",
"\n",
"clf = clf.best_estimator_"
]
},
{
"cell_type": "code",
"execution_count": 304,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=7,\n",
" max_features=None, max_leaf_nodes=None,\n",
" min_impurity_decrease=0.0, min_impurity_split=None,\n",
" min_samples_leaf=1, min_samples_split=550,\n",
" min_weight_fraction_leaf=0.0, presort=False, random_state=None,\n",
" splitter='best')"
]
},
"execution_count": 304,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"clf = tree.DecisionTreeClassifier(criterion='gini', max_depth = 7, min_samples_split=550)\n",
"clf.fit(X_train, y_train)"
]
},
{
"cell_type": "code",
"execution_count": 549,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" AB 0.43 0.19 0.26 335\n",
" C 0.44 0.74 0.55 825\n",
" D 0.34 0.02 0.04 461\n",
" E 0.33 0.44 0.38 574\n",
" F 0.43 0.28 0.34 379\n",
" G 0.41 0.40 0.41 160\n",
"\n",
"avg / total 0.40 0.41 0.36 2734\n",
"\n",
"[[ 64 250 0 16 5 0]\n",
" [ 51 612 5 147 6 4]\n",
" [ 9 266 10 151 20 5]\n",
" [ 18 206 8 252 56 34]\n",
" [ 4 50 5 164 108 48]\n",
" [ 3 13 1 25 54 64]]\n"
]
}
],
"source": [
"from sklearn import metrics\n",
"\n",
"pred = clf.predict(X_test)\n",
"print(metrics.classification_report(y_test, pred))\n",
"print(metrics.confusion_matrix(y_test, pred))"
]
},
{
"cell_type": "code",
"execution_count": 550,
"metadata": {},
"outputs": [
{
"data": {
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