"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Scatter plot for all of the covariates except the date/time\n",
"%time\n",
"sns.pairplot(DATA[['Temperature','RH','Ws','Rain','FFMC','DMC','DC','ISI','BUI','FWI']])\n",
"plt.savefig('figures/figure_1.png')"
]
},
{
"cell_type": "markdown",
"id": "811a7bc4-3069-44f4-b235-b5b72086fd53",
"metadata": {
"tags": []
},
"source": [
"From the pairplot we can examine outliers, but the only significant outliers we find are from the Rain variable, and we think theese should be included in the data as two days of heavy rain seems naturally occuring to us (rather than measurement error) and also useful information in understanding factors that lead to fire."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "0ef219e2-139f-4360-aec8-591109a97f2d",
"metadata": {},
"outputs": [
{
"data": {
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Temperature
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RH
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Ws
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FFMC
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ISI
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FWI
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month
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Temperature
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RH
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Ws
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1.000000
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0.171506
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0.079135
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0.008532
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Rain
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FFMC
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0.676568
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1.000000
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0.507397
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0.740007
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DMC
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0.485687
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ISI
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0.008532
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0.740007
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1.000000
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0.459789
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0.031438
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month
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],
"text/plain": [
" Temperature RH Ws Rain FFMC DMC \\\n",
"Temperature 1.000000 -0.651400 -0.284510 -0.326492 0.676568 0.485687 \n",
"RH -0.651400 1.000000 0.244048 0.222356 -0.644873 -0.408519 \n",
"Ws -0.284510 0.244048 1.000000 0.171506 -0.166548 -0.000721 \n",
"Rain -0.326492 0.222356 0.171506 1.000000 -0.543906 -0.288773 \n",
"FFMC 0.676568 -0.644873 -0.166548 -0.543906 1.000000 0.603608 \n",
"DMC 0.485687 -0.408519 -0.000721 -0.288773 0.603608 1.000000 \n",
"DC 0.376284 -0.226941 0.079135 -0.298023 0.507397 0.875925 \n",
"ISI 0.603871 -0.686667 0.008532 -0.347484 0.740007 0.680454 \n",
"BUI 0.459789 -0.353841 0.031438 -0.299852 0.592011 0.982248 \n",
"FWI 0.566670 -0.580957 0.032368 -0.324422 0.691132 0.875864 \n",
"month -0.056781 -0.041252 -0.039880 0.034822 0.017030 0.067943 \n",
"\n",
" DC ISI BUI FWI month \n",
"Temperature 0.376284 0.603871 0.459789 0.566670 -0.056781 \n",
"RH -0.226941 -0.686667 -0.353841 -0.580957 -0.041252 \n",
"Ws 0.079135 0.008532 0.031438 0.032368 -0.039880 \n",
"Rain -0.298023 -0.347484 -0.299852 -0.324422 0.034822 \n",
"FFMC 0.507397 0.740007 0.592011 0.691132 0.017030 \n",
"DMC 0.875925 0.680454 0.982248 0.875864 0.067943 \n",
"DC 1.000000 0.508643 0.941988 0.739521 0.126511 \n",
"ISI 0.508643 1.000000 0.644093 0.922895 0.065608 \n",
"BUI 0.941988 0.644093 1.000000 0.857973 0.085073 \n",
"FWI 0.739521 0.922895 0.857973 1.000000 0.082639 \n",
"month 0.126511 0.065608 0.085073 0.082639 1.000000 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Examine numerical correlations between all variables\n",
"DATA[['Temperature','RH','Ws','Rain','FFMC','DMC','DC','ISI','BUI','FWI','month']].corr()"
]
},
{
"cell_type": "markdown",
"id": "84ee0055-7ce5-49c5-a59f-ec10d8631adc",
"metadata": {},
"source": [
"# Take a closer look at related features"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "af448d36-bbac-4488-ac27-7797c8b81fb0",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# These features are the fire behaviour indices which are related to each other so we expect correlations here\n",
"sns.pairplot(DATA[['ISI','BUI','FWI']])\n",
"plt.savefig('figures/figure_2.png')"
]
},
{
"cell_type": "markdown",
"id": "d88ed4da-2817-4074-877e-b6a9d6212c2c",
"metadata": {},
"source": [
"As expected, there are strong linear relationships between FWI, BUI, and ISI. All three of these indices move together as they capture related information about how a fire will behave."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "070e7c5a-b8ef-4f4c-885d-ea6b3c40a33b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# These features are fuel moisture codes which are related to each other so we expect correlations here\n",
"sns.pairplot(DATA[['FFMC','DMC','DC',]])\n",
"plt.savefig('figures/figure_3.png')"
]
},
{
"cell_type": "markdown",
"id": "765fa99a-bc51-45d1-b716-14d0ccf6c3e1",
"metadata": {},
"source": [
"We observe linear relationships between the DMC and DC. While the relationship between FFMC and the two others seems to resemble a logarithmic relationship, although the curve is quite sharp. This means that as FFMC increases DC stays consistent until around 80 FFMC where the spread of DC increases greatly. The FFMC is an inverse measure of moisture content in easily ignited surface litter and other cured fine fuels, hence it is to be expected that this increases as the drought code increases."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "bee3d4bf-b24f-4c7f-b127-6464cdce4395",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot one of the moisture codes and one of the fire behaviour indicies\n",
"sns.scatterplot(x='DC',y='BUI',data=DATA)\n",
"plt.savefig('figures/DC_by_BUI.png')"
]
},
{
"cell_type": "markdown",
"id": "66e06d47-30f3-4f66-ac45-f754de91fcf7",
"metadata": {},
"source": [
"We see a reasonably linear relationship between the DC and BUI, however at the end we see the relationships follow two lines quite rigorously. The BUI is mathematically based on DMC and DC, so this should not be a surprise."
]
},
{
"cell_type": "markdown",
"id": "025aac6d-a0bb-4eb8-8b4e-962efa536c59",
"metadata": {},
"source": [
"## Examine Fire Weather Index (FWI)"
]
},
{
"cell_type": "markdown",
"id": "1ae66aec-63b4-4623-82a9-e2471437321c",
"metadata": {},
"source": [
"The FWI incorporates the ISI and BUI, meaning it is a compound covariate of a lot of the covariates that we expect could have prediction power over forest fires."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "e7bd4dc7-30f4-49d3-906e-19cc662521dc",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot kernel density estimate of FWI by fire status\n",
"sns.kdeplot('FWI',hue='Classes', data=DATA)\n",
"plt.savefig('figures/figure_4.png')"
]
},
{
"cell_type": "markdown",
"id": "d3bef427-d208-436f-9088-d95fd37f5e4e",
"metadata": {},
"source": [
"Unsurprisingly the compoung variable FWI has substantial correlation with the fire/notfire variable. If FWI is over 8, then the data indicates we can be reasonably sure there is fire"
]
},
{
"cell_type": "markdown",
"id": "98d56983-08be-498b-bbfb-6165ba09472b",
"metadata": {},
"source": [
"## Fires and temperature over time"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "916163ff-15e0-4a8d-becb-ab391690b663",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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ee+yR4cOHlxoCAAAAAC1EkTudkmT99dfPY489lmOOOSZVVaWqqixYsKAxPL311luNy6uqyrHHHpuxY8emXbt2pYYAAAAAQAtRLDolSadOnXL99dfn2Wefzbe+9a3sueee6datW1q1apUuXbpk5513zuDBg/PEE09k1KhR6dChQ8nTAwAAANBCFHu8blG77LJLLrnkkjVxaAAAAAA+Bore6QQAAAAAiegEAAAAwBrwkUWnadOm5Zvf/GZ233337Lrrrvnyl7+cP/zhDx/V6QEAAAD4CBWJTk888UQ6d+6c9ddfPw8//HCT9dOmTUufPn0yfPjwPPvss5kwYUJ+9atfpU+fPrn33ntLDAEAAACAFqRIdLrnnnvy7rvvpmvXrtl///2brB8yZEheeeWVVFW12K+5c+fm+OOPzzvvvFNiGAAAAAC0EEWi09ixY1Or1XLwwQc3WffGG2/kpptuSq1Wy6677pqnn346b7/9dr73ve8lSWbMmJERI0aUGAYAAAAALUSR6PTKK68kSXr37t1k3Z133pl58+YlSa666qr07t07nTt3zrnnnpt99tmncRsAAAAA1h5FotP06dOTJBtvvHGTdePGjUuSbLXVVunTp89i64444ohUVZUJEyaUGAYAAAAALUSR6DRz5swkyYIFC5qse/jhh1Or1XLQQQc1WbfZZpslSd58880SwwAAAACghSgSnTp27Jgkef311xdb/tprr+XFF19Mkuy7775N9mvdunWSpKqqEsMAAAAAoIUoEp222WabJMmYMWMWW37bbbc1ft5vv/2a7LcwUnXt2rXEMAAAAABoIYpEp/79+6eqqtxzzz256667kiRTpkzJxRdfnFqtlm222Saf/OQnm+z3+9//Pkmy9dZblxgGAAAAAC1Ekeh06qmnpr6+PvPnz8/AgQOzySabpFevXpkyZUqSZPDgwUvcb8yYManVatl7771LDAMAAACAFqJIdNp6661z+eWXp66uLlVV5fXXX8/8+fNTVVUGDBiQ008/vck+48ePz0svvZTkwzulVsXcuXNz3nnnpVevXmnTpk1qtVrGjh2bWq2WCy64YHW+JAAAAABWQ+tSBzrllFOyxx575Oqrr87EiRPToUOHHHLIITnllFNSV9e0bd1yyy3ZcsstU1dXl759+67SOS+55JJcdNFF6devX4477ri0bt06kydPXs2vBAAAAIDVVSw6JUnv3r3zk5/8ZIW2HTZsWIYNG7Za57vzzjvTsWPH3HvvvVlvvfWSJO+991723nvvbLjhhqt1bAAAAABWXdHo9FGbOnVqunXr1hickqR9+/bZfvvtm3FUAAAAABR5p9NH7YILLkitVsukSZPy0ksvpVarpVarpV+/fkt9p1PPnj3Ts2fPvP322/nGN76RHj16pHXr1hk5cmTjNr///e9z7LHHpnv37mnTpk223HLLnHHGGZkxY8ZH+wUCAAAAfMwVu9PpzTffTJJ07Ngxbdq0abJ+woQJOffcc/PQQw/lgw8+yO67755zzz03hx566Eqfq1+/fkmSSy+9NEnyL//yL0k+DEvL0tDQkIMOOiizZs3K4YcfnjZt2uQTn/hEkuQ3v/lNjj766LRq1Sqf//zn06NHjzz33HMZPnx47rnnnvzud79L165dV3qsAAAAAOuiItFp3LhxOeigg1Kr1fLYY49lzz33XGz9n//85+y777559913U1VVkuThhx/O//pf/ysjRozIiSeeuFLn69evX/r169d4l9KidzWNHTt2qftNmzYtu+66ax555JG0a9eucfmMGTNywgknZKONNsojjzySLbbYonHd9ddfn0GDBuW73/3uCr+vam2w8L9TksyZM6cZRwLQ8iw6Ly4yXQKwyJw4Z84c30cCLGLx7yHXjW8ii0SnMWPGpKqqbLvttk2CU5J861vfyqxZs5IkdXV16dy5c95+++0kyeDBg3PIIYdkk002KTGU5frRj360WHBKkmuuuSYzZ87M5ZdfvlhwSpLjjjsul1xySW644YalRqeGhoY0NDQ0/n7mzJnlB/4RW/TrOeGEE5pxJAAt29z5tbRdb934pgFgeebOrzV+/trXvtaMIwFo2RoaGpq0ibVRkej00EMPpVarZcCAAU3W/e1vf8tdd92VWq2Wvn375tZbb03Xrl0zatSonHDCCZk9e3auvvrqnHfeeSWGskxt27bNLrvs0mT5Y4891vh/J06c2GT9nDlz8sYbb+SNN95Y4k/F+8EPfpALL7yw/IABAAAAPqaKRKdp06YlSXbeeecm6+68885UVZVarZb/+3//b+N7kQYNGpRf/vKXGTNmTO67776PJDptvPHGqdVqTZYvfB/V5Zdfvsz9Z8+evcTodM455+Rb3/pW4+9nzpyZHj16rOZom1d9fX3j52uvvTZt27ZtxtEAtCxz5sxpvAu0TSt3OQEstOiceNVVV6VLly7NNxiAFmbR7yEX/Tv32qxIdHr99deTZIlBZty4cUmSHXfcMdtvv/1i6z73uc9lzJgx+dOf/lRiGMu1pOCUJJ07d06S/OEPf1hiOFue+vr6te6CWfTPqm3btqITwFIs5f+1AKybFpkTfQ8JsHRL6xNrm7oSB5k9e3aSxd8DtNAjjzySWq2W/v37N1nXvXv3JGl8v1Nz+fSnP50kGT9+fLOOAwAAAGBtUSQ6rb/++kn+5zG7hSZPnpwpU6YkSfbZZ58m+y18W3tzF76TTz45nTp1yr/+679mwoQJTda/9957je99AgAAAGD5ikSn7bbbLlVV5Y477lhs+a233tr4+YADDmiy36uvvppkyY/lfZQ22mijXH/99Xn33XfTu3fvDBw4MEOGDMngwYNz+OGHZ5NNNskFF1zQrGMEAAAA+DgpEp0OOeSQJB++v+mnP/1p5syZk0ceeSQ//OEPU6vVsttuu2XzzTdvst8zzzyTJNlmm21KDGO1HHbYYXn66adz0kkn5Y9//GN+8pOfZNSoUXnppZdy8skn59/+7d+ae4gAAAAAHxtFXiR+6qmnZtiwYXn33XczePDgDB48OEkaf2rdmWee2WSfqqpyzz33pFarZd99912l806ePLnJsn79+jU+tre8bf/edtttl6uvvnqVxgIAAADA/yhyp9MnPvGJ3HDDDenQoUOqqmr8lSQnnnhijj/++Cb7jBkzpvGn3i3pJeMAAAAAfHwVudMpST73uc/lhRdeyKhRozJx4sR06NAhhxxySOOjd3/vscceS9++fVNXV5f999+/1DAAAAAAaAGKRack6d69e84666wV2va73/1uvvvd75Y8PQAAAAAtRJHH6wAAAABgUaITAAAAAMWJTgAAAAAUV/SdTkny8ssv51e/+lUee+yx/O1vf8vMmTMzf/78Ze5Tq9Xyl7/8pfRQAAAAAGgmxaLTggULcu655+bHP/5xY2SqqmqxbWq12jKXAwAAALB2KBadTj/99Fx55ZWNQWmTTTbJtGnTUqvVsuGGG6aqqrz55ptZsGBBkg9D02abbZZWrVqVGgIAAAAALUSRdzo98cQTueKKK5Ik++67byZOnJipU6c2rr/qqqvy+uuv56233soNN9yQXXfdNVVVZfvtt89TTz2VSZMmlRgGAAAAAC1Ekeh01VVXJUm6du2a//zP/8zWW2+9xO06deqUo48+Ok888US+9KUv5be//W2+9KUvlRgCAAAAAC1Ikej0yCOPpFar5eijj07Xrl2Xu/16662Xa665JptttlnGjh2b6667rsQwAAAAAGghikSnhY/S7bnnnktc39DQ0GRZ27Ztc9JJJ6WqKtEJAAAAYC1TJDrNnj07SZrc5dS+ffskyTvvvLPE/XbcccckyR//+McSwwAAAACghSgSnTp16pQkef/99xdbvjBCLe1F4Qtj1fTp00sMAwAAAIAWokh06tWrV5Is9hPrkg/vZKqqKuPGjVvifo8//niSpF27diWGAQAAAEALUSQ67b777qmqKs8+++xiywcMGJAkGT9+fO68887F1j322GMZOXJkarVaevfuXWIYAAAAALQQRaJT//79kyT333//YstPOOGExvc6HXHEETn66KNz7rnn5uijj07fvn3zwQcfJEm+/OUvlxgGAAAAAC1E6xIHOeyww1JfX59XX30199xzTw499NAkSffu3TNs2LCcdtppmTdvXm699dbGfaqqSpJ89rOfzUknnVRiGAAAAAC0EEXudOrYsWNmzpyZ999/PwcffPBi60499dTceOON2WabbVJVVeOvjh075tvf/nZuu+22EkMAAAAAoAUpcqdTkqy33npLXXfUUUflqKOOyuTJkzNt2rR06NAh22+//TL3AQAAAODjq1h0WhE9e/ZMz549P8pTAgAAANAMijxeBwAAAACLEp0AAAAAKE50AgAAAKC4lXqnU6tWrdbIIGq1WubNm7dGjg0AAADAR2+lolNVVWtqHAAAAACsRVYqOh144IGp1WpraiwAAAAArCVWKjqNHTt2DQ0DAAAAgLWJF4kDAAAAUJzoBAAAAEBxK/V43UJ//etfM2TIkCTJTjvtlH/7t39bqf3PP//8TJgwIUly6aWXZosttliVYQAAAADQQq1SdDrvvPNy2223pWPHjvnBD36w0vsPGjQoe+21V95777107tw5I0eOXJVhAAAAANBCrfTjddOmTctNN92UWq2Wb37zm9luu+1W+qQ77LBDvvnNb6aqqowaNSrTp09f6WMAAAAA0HKtdHS64YYbsmDBgrRt2zZnnXXWKp/4rLPOStu2bTN//vzccMMNq3wcAAAAAFqelY5ODz/8cJKkb9++6dKlyyqfuGvXrunXr1+S5MEHH1zl4wAAAADQ8qx0dHrmmWdSq9Vy4IEHrvbJDzjggFRVlWeffXa1jwUAAABAy7HS0emNN95IknTv3n21T77pppsmiXc6AQAAAKxlVjo6vf/++0mSDh06rPbJFx7jvffeW+1jAQAAANByrHR0Wvgep4V3PK2OGTNmLHZMAAAAANYOKx2dNtpooyTJ888/v9onf+6555IkG2+88WofCwAAAICWY6WjU58+fVJVVe6+++7VPvndd9+dWq2WPffcc7WPBQAAAEDLsdLRacCAAUmSiRMn5te//vUqn3j06NF58cUXFzsmAAAAAGuHlY5OX/ziF7PhhhsmSU4//fS8/PLLK33SKVOmZPDgwUmSbt265cgjj1zpYwAAAADQcq10dOrQoUOGDBmSqqry2muv5cADD8z48eNXeP/x48enb9++mTZtWmq1Ws4+++y0b99+ZYcBAAAAQAu20tEpSYYMGZIBAwakqqpMmTIlBxxwQA4//PDcfPPNmTp1apPtp06dmptvvjkDBw7MAQcckClTpqRWq+Uzn/lMhgwZstpfBAAAAAAtS+tV2amuri433XRTDj/88Dz66KNJkjvvvDN33nlnkqS+vj5dunRJrVbLW2+9lYaGhsZ9q6pKkuy333658cYbU6vVVvdrAAAAAKCFWaU7nZKka9euGTt2bM4888yst956qaqq8decOXMybdq0TJs2LXPmzFlsXX19fc4666w88MAD6dKlS8EvBQAAAICWYpWjU5K0bt06w4YNy1//+tecc8452WOPPVJX9z+HXHhXU11dXfbYY4+ce+65+ctf/pIf/ehHad16lW6yAgAAAOBjoEj52XTTTXPRRRfloosuyuzZszNt2rTMmDEjyYc/na579+5eFg4AAACwDil+u1GHDh3Sq1ev9OrVq/ShAQAAAPiYWK3H6wAAAABgSUQnAAAAAIoTnQAAAAAoTnQCAAAAoDjRCQAAAIDiRCcAAAAAihOdAAAAAChOdAIAAACgONEJAAAAgOJEJwAAAACKE50AAAAAKE50AgAAAKA40QkAAACA4kQnAAAAAIoTnQAAAAAoTnQCAAAAoDjRCQAAAIDiRCcAAAAAihOdAAAAAChOdAIAAACgONEJAAAAgOJEJwAAAACKE50AAAAAKE50AgAAAKA40QkAAACA4kQnAAAAAIoTnQAAAAAoTnQCAAAAoDjRCQAAAIDiRCcAAAAAihOdAAAAAChOdAIAAACgONEJAAAAgOJEJwAAAACKE50AAAAAKE50AgAAAKA40QkAAACA4kQnAAAAAIoTnQAAAAAoTnQCAAAAoDjRCQAAAIDiRCcAAAAAihOdAAAAAChOdAIAAACgONEJAAAAgOJEJwAAAACKE50AAAAAKE50AgAAAKA40QkAAACA4kQnAAAAAIoTnQAAAAAoTnQCAAAAoDjRCQAAAIDiRCcAAAAAihOdAAAAAChOdAIAAACgONEJAAAAgOJEJwAAAACKE50AAAAAKE50AgAAAKA40QkAAACA4kQnAAAAAIoTnQAAAAAoTnQCAAAAoDjRCQAAAIDiWjf3AGiZ6uvrc/PNNzd+BgAAAFbduvj3bNGJJarVamnbtm1zDwMAAADWCuvi37M9XgcAAABAcaITAAAAAMWJTgAAAAAUJzoBAAAAUJzoBAAAAEBxohMAAAAAxYlOAAAAABQnOgEAAABQnOgEAAAAQHGiEwAAAADFiU4AAAAAFCc6AQAAAFCc6AQAAABAcaITAAAAAMWJTgAAAAAUJzoBAAAAUJzoBAAAAEBxohMAAAAAxYlOAAAAABQnOgEAAABQnOgEAAAAQHGiEwAAAADFiU4AAAAAFCc6AQAAAFCc6AQAAABAcaITAAAAAMWJTgAAAAAUJzoBAAAAUJzoBAAAAEBxohMAAAAAxYlOAAAAABQnOgEAAABQnOgEAAAAQHGiEwAAAADFiU4AAAAAFCc6AQAAAFCc6AQAAABAcaITAAAAAMWJTgAAAAAUJzoBAAAAUJzoBAAAAEBxohMAAAAAxYlOAAAAABQnOgEAAABQnOgEAAAAQHGiEwAAAADFiU4AAAAAFCc6AQAAAFCc6AQAAABAcaITAAAAAMWJTgAAAAAUJzoBAAAAUJzoBAAAAEBxohMAAAAAxYlOAAAAABQnOgEAAABQnOgEAAAAQHGiEwAAAADFiU4AAAAAFCc6AQAAAFCc6AQAAABAcaITAAAAAMWJTgAAAAAUJzoBAAAAUJzoBAAAAEBxohMAAAAAxYlOAAAAABQnOgEAAABQnOgEAAAAQHGiEwAAAADFiU4AAAAAFCc6AQAAAFCc6AQAAABAcaITAAAAAMWJTgAAAAAUJzoBAAAAUJzoBAAAAEBxohMAAAAAxYlOAAAAABQnOgEAAABQnOgEAAAAQHGiEwAAAADFiU4AAAAAFCc6AQAAAFCc6AQAAABAcaITAAAAAMWJTgAAAAAUJzoBAAAAUJzoBAAAAEBxohMAAAAAxYlOAAAAABQnOgEAAABQnOgEAAAAQHGiEwAAAADFiU4AAAAAFCc6AQAAAFCc6AQAAABAcaITAAAAAMWJTgAAAAAUJzoBAAAAUJzoBAAAAEBxohMAAAAAxYlOAAAAABQnOgEAAABQnOgEAAAAQHGiEwAAAADFiU4AAAAAFCc6AQAAAFCc6AQAAABAcaITAAAAAMWJTgAAAAAUJzoBAAAAUJzoBAAAAEBxohMAAAAAxYlOAAAAABQnOgEAAABQnOgEAAAAQHGiEwAAAADFtW7uAQDAx9nc+XVJFjT3MABahA/m+zdtAP6H6AQAq+Hcu3Zo7iEAAECL5J8iAAAAACjOnU4AsJLq6+tz8803N/cwAFqcqqrS0NCQJOncuXMzjwaA5iY6AcBKqtVqadu2bXMPA6BFateuXXMPAYAWwuN1AAAAABQnOgEAAABQnOgEAAAAQHGiEwAAAADFiU4AAAAAFCc6AQAAAFCc6AQAAABAcaITAAAAAMWJTgAAAAAUJzoBAAAAUJzoBAAAAEBxohMAAAAAxYlOAAAAABQnOgEAAABQnOgEAAAAQHGiEwAAAADFiU4AAAAAFCc6AQAAAFCc6AQAAABAcaITAAAAAMWJTgAAAAAUJzoBAAAAUJzoBAAAAEBxohMAAAAAxYlOAAAAABQnOgEAAABQnOgEAAAAQHGiEwAAAADFiU4AAAAAFCc6AQAAAFCc6AQAAABAcaITAAAAAMWJTgAAAAAUJzoBAAAAUJzoBAAAAEBxohMAAAAAxYlOAAAAABQnOgEAAABQnOgEAAAAQHGiEwAAAADFiU4AAAAAFCc6AQAAAFCc6AQAAABAcaITAAAAAMWJTgAAAAAUJzoBAAAAUJzoBAAAAEBxohMAAAAAxYlOAAAAABQnOgEAAABQnOgEAAAAQHGiEwAAAADFiU4AAAAAFCc6AQAAAFCc6AQAAABAcaITAAAAAMWJTgAAAAAUJzoBAAAAUFzr5h7A2qiqqiTJzJkzm3kkAAAAAOUsbB0L28eyiE5rwKxZs5IkPXr0aOaRAAAAAJQ3a9asrL/++svcplatSJpipSxYsCBTp05Np06dUqvVmns4q2zmzJnp0aNHXn755XTu3Lm5h8M6zvVIS+OapCVxPdKSuB5paVyTtCRrw/VYVVVmzZqVTTfdNHV1y35rkzud1oC6urpsvvnmzT2MYjp37vyx/R8Dax/XIy2Na5KWxPVIS+J6pKVxTdKSfNyvx+Xd4bSQF4kDAAAAUJzoBAAAAEBxohNLVV9fn6FDh6a+vr65hwKuR1oc1yQtieuRlsT1SEvjmqQlWdeuRy8SBwAAAKA4dzoBAAAAUJzoBAAAAEBxohMAAAAAxYlOAAAAABQnOq2Dfv3rX+fggw9Ot27d0q5du2y11VY57rjj8vLLL6/Q/gsWLMjw4cOz6667pl27dtloo41y9NFH58UXX1zDI2dttDrX49ixY1Or1Zb667HHHvsIvgLWBiNHjlzmtVSr1TJgwIAVOpY5ktVV6no0R1JKVVUZPXp0+vfvn+7du6d9+/bZbrvtcuqpp+avf/3rCh/H/EgpJa5JcySlLJzbdt9997Rv3z6dO3dO375985vf/GaVjrO2zZGtm3sAfHSqqsrXv/71XHnllenVq1eOPfbYdOrUKVOnTs24cePy0ksvpUePHss9zte//vVcddVV2XHHHXPGGWfktddey4033ph77703jz76aHbccceP4Kvh467U9Zgkffv2Tb9+/Zos33zzzQuPmrXVbrvtlqFDhy5x3S233JIJEybk0EMPXaFjmSNZXSWvx8QcyeobMmRIfvzjH6d79+454ogj0rlz5zz77LO56qqrcv311+fRRx/NzjvvvNzjmB8ppdQ1mZgjWT1VVeXoo4/Orbfeml69euUrX/lKGhoacvvtt+cLX/hCfvKTn2Tw4MErdKy1do6sWGf8x3/8R5WkOv3006t58+Y1Wf/BBx8s9xj3339/laQ64IADqjlz5jQuv++++6parVYdeOCBRcfM2qvE9fjAAw9USaqhQ4eugRFCVTU0NFTdunWrWrduXU2bNm2525sjWZNW9no0R1LCq6++WtXV1VU9e/as3nnnncXW/fu//3uVpDr55JOXexzzI6WUuibNkZRw8803V0mq/fbbr3rvvfcal0+fPr3acsstq/r6+mrSpEnLPc7aPEd6vG4d8f777+fCCy/M1ltvnUsvvTStWrVqsk3r1su/8e2qq65Kknzve99LfX194/IBAwbk0EMPzYMPPpg///nP5QbOWqnU9Qhr2q9//evMmDEjAwcOzCc+8Ynlbm+OZE1a2esRSpg8eXIWLFiQ/fbbL507d15s3WGHHZYkef3115d7HPMjpZS6JqGE2267LUly7rnnpl27do3LN9xww5x55plpaGjIiBEjlnuctXmOFJ3WEWPGjMmbb76ZI444IvPnz8/o0aNz8cUX52c/+1kmTpy4wscZO3ZsOnTokP3226/JuoW3+o8bN67YuFk7lboeF3rxxRdz2WWX5eKLL87111+fN954Yw2MmnXRz3/+8yTJV7/61RXa3hzJmrSy1+NC5khWxyc/+cm0adMmjzzySGbNmrXYujvvvDNJctBBBy33OOZHSil1TS5kjmR1vPbaa0mSrbbaqsm6hcvuv//+5R5nbZ4j3UqwjnjyySeTfHj3SO/evfPCCy80rqurq8uZZ56ZSy65ZJnHmD17dl599dXsvPPOS7wz5ZOf/GSSfOxfdMaaV+J6XNSoUaMyatSoxt+3a9cuF154Yc4+++xyg2ad89JLL+W3v/1tNttss3z2s59d7vbmSNaklb0eF2WOZHV069YtF110Uc4+++zssMMO+fznP59OnTrlD3/4Q+6777780z/9U84444xlHsP8SEklrslFmSNZHRtttFGSZNKkSdlhhx0WWzdp0qQkWe4dSmv7HOlOp3XEwltMhw0bls6dO+fxxx/PrFmz8uCDD2bbbbfNsGHD8tOf/nSZx3jnnXeSJOuvv/4S1y+8vXXhdrA0Ja7H5MNJ/kc/+lGef/75zJ49O6+88kp+9atfZYMNNsi3v/3tXHHFFWv6S2EtNmLEiCxYsCAnn3zyEr8B+HvmSNaklb0eE3Mk5QwZMiTXXXdd3nnnnfz0pz/N//k//yd33XVX+vTpk+OPPz7rrbfeMvc3P1La6l6TiTmSMj73uc8lSS6++OLMmTOncfmMGTNy6aWXJknefvvtZR5jbZ8jRad1xIIFC5Ikbdq0yW233ZY+ffqkY8eOOeCAA3LLLbekrq4uw4YNa+ZRsq4odT3utNNOGTJkSLbffvu0b98+m266af7xH/8xd999d9q0aZOhQ4c2ngtWxoIFCzJixIjUarWccsopzT0c1nGrej2aIynle9/7Xk466aScc845efnll/Puu+/m4Ycfzrx589K/f/+MHj26uYfIOqbENWmOpITjjjsu/fv3z0MPPZRddtklZ5xxRr7+9a9np512aoxFK/qPRWsr0WkdsbCa7rnnntl0000XW7fTTjtl6623zl/+8pdlVtiFx1haYZ05c+Zi28HSlLgel2XnnXfOpz/96bz22mur9I4oGDNmTKZMmZKDDjpoic/oL4k5kjVlVa7HZTFHsjLuv//+nH/++Rk8eHDOPffcbL755o3vHfmv//qvtGvXLmeeeeYyj2F+pKQS1+SymCNZGa1bt85dd92VCy64IHV1dbnyyiszevTofOELX8gtt9yS5H8ewVuatX2OFJ3WEdttt12SpEuXLktcv3D5+++/v9RjdOjQId27d8+kSZMyf/78JusXPmO68JlTWJoS1+PybLjhhkmS9957b5WPwbprVV7YbI5kTVnVF4gvizmSFXXHHXckSfr3799k3UYbbZRddtklU6ZMWebLl82PlFTimlwecyQro76+PkOHDs0LL7yQhoaGvP7667niiivyyiuvJPnwH9qXZW2fI0WndcTCSfn5559vsu6DDz7IxIkT06FDh+VW2L59+2b27Nl55JFHmqy75557GreBZSl1PS7NvHnz8tRTT6VWq2WLLbZYrbGy7pkxY0Zuv/32bLDBBvniF7+4UvuaIyltda7HpTFHsjLmzp2bJJk+ffoS1y9cvuiP+F4S8yOllLoml8YcSSnXXXddkuTYY49d7rZr8xwpOq0jevXqlUMOOSQTJ07M1Vdfvdi6iy++OG+//Xa++MUvpnXrD3+g4RtvvJE//elPTf6F4J/+6Z+SJOedd17jhJ8kv/3tb3PPPffkwAMPzLbbbruGvxo+7kpdj+PHj09VVYstmzdvXs4+++y89NJLOfTQQ7PBBhus2S+Gtc61116buXPn5vjjj1/qN6zmSD4qq3M9miMpYeGP7/7xj3/c5NGPX/7yl5k4cWL22GOPdOrUKYn5kTWv1DVpjqSUhY+/LeqWW27JL37xi/Tp0ydHHnlk4/J1co6sWGdMnDix2njjjask1WGHHVadddZZ1UEHHVQlqbbccsvq1Vdfbdx26NChVZJq6NChTY7z1a9+tUpS7bjjjtXZZ59dnXjiiVV9fX21/vrrVxMmTPgIvyI+zkpcj1tuuWXVs2fPatCgQdXZZ59dfe1rX6u22267Kkm1xRZbVJMnT/6IvyrWBjvvvHOVpPr973+/1G3MkXxUVud6NEdSwrx586p+/fpVSaqNNtqo+spXvlINGTKkOvjgg6skVX19ffXQQw81bm9+ZE0rdU2aIyll++23rw4++ODqG9/4RvXtb3+78frceuutm1xH6+Ic6U6ndUivXr3y5JNP5qSTTsp///d/57LLLsuLL76Y008/PY8//ng22WSTFTrOFVdckcsuuyy1Wi2XXXZZ7rjjjhx++OF5/PHHs+OOO67hr4K1RYnr8bTTTkvPnj0zduzY/Md//Eeuu+661NfX51//9V/zzDPPZMstt/wIvhLWJo8//nj++Mc/Zq+99souu+yySscwR1LK6l6P5khKaNWqVe6+++788Ic/TI8ePXL99dfn0ksvzXPPPZdBgwblySefzP77779CxzI/UkKpa9IcSSnHHHNMpk2blhEjRuSyyy7La6+9lvPOOy9PP/30Sl1Ha+scWauqv7unEAAAAABWkzudAAAAAChOdAIAAACgONEJAAAAgOJEJwAAAACKE50AAAAAKE50AgAAAKA40QkAAACA4kQnAAAAAIoTnQAAWG0jR45MrVZLrVbLyJEjm3s4AEAL0Lq5BwAAQMszefLkxnjUr1+/9OvXr1nHAwB8/IhOAAA0MXny5Fx44YWNvxedAICV5fE6AAAAAIoTnQAAAAAoTnQCAAAAoDjRCQDg/xs7dmzjT2C74IILkiSTJk3KWWedlR122CEdO3bMxhtvnH79+uXWW29NVVWL7f/888/nn//5n7P99tunffv22WCDDfKZz3wmv/nNb1bo/M8880wGDx6cnXbaKV26dEnbtm2zxRZb5Mgjj8x1112XBQsWLHP/fv36NY5/oV//+tc57LDDstlmm6W+vj7du3fPkUcemXHjxi3zz6B///6Nyy688MLG4y76a/Lkycscz5///OecccYZ2XbbbdO+fft06dIle++9dy699NI0NDSs0J8JAPDxVav+/rslAIB11NixYxtjy9ChQ7PHHnvk+OOPz8yZM5e4/T//8z9n+PDhqdVq+cUvfpHTTjstc+fOXeK2559/fv73//7fS1w3f/78fOtb38pPfvKTJiFrUbvttltuv/32bLHFFktc369fv8aY9P777+eEE07ILbfcstTj/eAHP8h3vvOdxZYt+mewPJMmTUrPnj2TJCNHjszJJ5+cJBkxYkRatWqVU089Ne+///4S9/30pz+de+65J+uvv/4KnQsA+PgRnQAA/r9Fg8vnP//5jBkzJkly4oknZt99902bNm0yfvz4XHnllZkzZ06S5Nprr02HDh1y5JFHpmvXrjn55JPzqU99KrVaLffff39++ctfZv78+UmSBx54YIk/Be7kk0/OyJEjkyStW7fOsccem/79+6d9+/Z57rnn8otf/CKvvPJKkmSzzTbLU089lY033rjJcRaNToMGDcqoUaOy0047ZdCgQenVq1dmz56dO+64I6NHj06S1Gq1jB07NgceeGDjMd544408/PDD+eMf/5jzzz8/SXLMMcfk2GOPbXK+Qw45JO3bt0+yeHQ65phjcsstt6Rdu3Y58cQTs9dee6W+vj6///3v87Of/SxvvfVWkuSUU07Jz3/+8xX9zwMAfNxUAABUVVVVDzzwQJWk8VePHj2qF154ocl29913X1Wr1aok1dZbb11tsMEG1W677Va99tprTbb9+c9/3ni8ww47rMn6W2+9tXF9ly5dqt/97ndNtpk5c2bVv3//xu2OOOKIJY6/b9++i43/zDPPrObPn99kux/+8IeN2wwcOHC5fxZDhw5d4jaLGjFixGLn3mmnnaqXX365yXYvvvhi1blz5ypJ1bp16+rVV19d7rEBgI8n73QCAFiKa665Jttuu22T5QMGDMhBBx2UJPnrX/+aWbNm5ZZbblni3UennHJKevXqlSS57777Mm/evMXW/+AHP2j8/NOf/jR77bVXk2N06tQpN998czbccMMkyW233ZbnnntumWM/8MADM2zYsNTVNf12b8iQIdl8882XOqbV1bp164wePbrxHIvaZpttMnjw4CTJvHnzct999xU9NwDQcohOAABLsNtuuy3xUbiFDjjggMbPAwcObAxLy9q2oaEhf/nLXxqXT5kyJU8++WSSZKuttsoxxxyz1GN069YtX//61xt/v/ARuaU588wzF3uh+KLq6uoaHyOcM2fOYmMq4bDDDltirFtowIABjZ8nTJhQ9NwAQMshOgEALME+++yzzPWbbLJJ4+e99957hbdd+D6jJHnssccaPx9yyCFLjUQLffazn13ivkuy7777LnP9ZptttsQxldCc5wYAWg7RCQBgCRY+yrY09fX1q7TtwheQJ8mrr77a+HlZdwYttN122zV+njp16jK3XdUxldCc5wYAWg7RCQBgCZb0LqQS2y5q1qxZjZ87dOiw3O07duy4xH1LjqmE5jw3ANBy+I4AAKCZdOrUqfHz7Nmzl7v9u+++u8R9AQBaItEJAKCZdO/evfHzn//85+Vuv+g2m2666RoZEwBAKaITAEAzWfQF5Pfee2+qqlrm9nffffcS910TFn1EbnnjAgBYEtEJAKCZbLHFFunTp0+SZNKkSbnpppuWuu1bb72Vn/3sZ0mSWq2Wf/iHf1ijY1v0/VEr8ugfAMDfE50AAJrROeec0/j5tNNOyxNPPNFkm3fffTdHH310pk+fniQ54ogjssMOO6zRcW211VaNn5966qk1ei4AYO3UurkHAACwLvviF7+Yk046KSNHjsxbb72VfffdN4MGDUq/fv3Svn37PPfcc/nFL36Rv/3tb0mSzTbbrPGOpzWpa9eu2X333fPUU0/lgQceyKmnnprPfOYzi73AvG/fvmnXrt0aHwsA8PEkOgEANLOrr746nTp1yvDhwzNv3rxcc801ueaaa5ps17t379x+++3ZeOONP5Jxff/738/AgQMzb968XHnllbnyyisXWz9p0qT07NnzIxkLAPDx4/E6AIBm1qpVq1x22WV56qmnctppp2WHHXZIp06dUl9fn8033zxf+MIX8qtf/SpPPfVUttxyy49sXIceemjGjx+fE044Ib169Ur79u0/snMDAB9/tcqPIwEAAACgMHc6AQAAAFCc6AQAAABAcaITAAAAAMWJTgAAAAAUJzoBAAAAUJzoBAAAAEBxohMAAAAAxYlOAAAAABQnOgEAAABQnOgEAAAAQHGiEwAAAADFiU4AAAAAFCc6AQAAAFCc6AQAAABAcaITAAAAAMX9P6j5CF7Wba0gAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot boxplot of fires over month to see when fires are most common\n",
"sns.boxplot(x='month',y='Classes',data=DATA[DATA['Classes'] == 'fire'], color='orange')\n",
"plt.savefig('figures/Class_month_boxplot.png')"
]
},
{
"cell_type": "markdown",
"id": "5b23de21-83c2-403d-be00-9adbb188f9cb",
"metadata": {},
"source": [
"We observe that half of the fires are in the month of July, with a fairly even spread before and after."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "ab7fe534-ec93-46c3-9000-425ec6c2750c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot scatterplot of temperature over time\n",
"DATA.plot.scatter(x='Datetime',y='Temperature')\n",
"plt.xticks(rotation=45,ha='right');\n",
"plt.savefig('figures/temp_by_date.png')"
]
},
{
"cell_type": "markdown",
"id": "9ff96a0a-fb67-40ee-8d5b-8eedbaa83fcc",
"metadata": {},
"source": [
"The plot above demonstrates that the highest tesmperatures take place in July and August. As seen by the boxplot above, this is also more or less when the most fires occur, so we can observe a clear relationship between temperature and fires. While this might be an intuitive conclusion, it is useful to confirm that the data supports our understanding."
]
}
],
"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": "3.9.9"
}
},
"nbformat": 4,
"nbformat_minor": 5
}