{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Relationship between continental-scale patterns of fire activity and modes of climate variability \n", "\n", "Geocomputation and maschin learning \n", "\n", "by *Tatiana Klisho*, \n", "Swedish University of Agricultural Sciences (SLU, Alnarp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Project discription" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Changes in sea level pressure (SLP) and sea surface temperatures (SSTs) cause long-term meteorological disturbances, that impact moisture/drought balance and thus favor the occurrence of major fire outbreaks.\n", "\n", "A better understanding of the relationship between continental-scale patterns of fire activity and modes of climate variability may explain how inter-annual to multidecadal variability in SLP and SST drives fire at the continental scale.\n", "\n", "Previous correlation analysis revealed strong linkages between climate variability and regional fire activity. Based on that, domains of potential predicability were obtained (see Figure 1). What is interesting to notice is that geographical locations where the main patterns were observed correspond to main climate oscillations, such as ENSO and NAO. This is in line with previous studies. This observation prompted me to the further investigation of correlation between aforementioned oscilations, as well as other climate phenomenon (AMO, SNAO) and fire activity, since some of them might have much more of an impact on fire prone conditions over Europe.\n", "\n", "For the further analysis following GeoComputation technics were used:\n", "- Data computation, by using bash scripting and Climate Data Operators (CDO) - Section 2,\n", "- Principal component analysis (PCA) - Section 3,\n", "- Experementing with different interpolation technics - Section 3,\n", "- Correlation Analysis - Section 4." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Section 1. Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Tis study focuses on the continental Europe, and includes European part of Russia. The geographical domain is 35$^{\\circ}$N-75$^{\\circ}$N and 20$^{\\circ}$W-50$^{\\circ}$E. The covered period is from 1980 to\n", "2016 year. \n", "\n", "To assess the influence of ocean/climate variability on fire prone conditions, we employed a series of different data sets:\n", "- The fire data are coming from The European Forest Fire Information System (EFFIS). Data are presented as country-wised annual area burned. This database includes: Portugal, Spain, France, Italy, Greece, Finland, Belarus, Latvia, Estonia, Lithuania, St.Petersburg, Norway, both northern and southern parts of Sweden, Germany, Cz.Republic,\tUkraine, Hungary, Turkey, Slovakia, Slovenia, Romania, Bulgaria, Croatia and Poland. \n", "- The predictors of area burned such as SST and SLP are retrieved from the European Centre for Medium-Range Weather Forecasts (ECMWF). ECMWF provides monthly gridded reanalysis data (ERA5), with global horizontal coverage and 0.25$^{\\circ}$ x 0.25$^{\\circ}$ horizontal resolution. \n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/tatiana/anaconda3/envs/geo_env/lib/python3.7/site-packages/ipykernel_launcher.py:17: MatplotlibDeprecationWarning: The 'extend' parameter to Colorbar has no effect because it is overridden by the mappable; it is deprecated since 3.3 and will be removed two minor releases later.\n" ] }, { "data": { "text/plain": [ "Text(-180, 25, 'A')" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import cartopy.crs as ccrs\n", "import cartopy.feature as cfeature\n", "import matplotlib.pyplot as plt\n", "import matplotlib.patches as mpatches\n", "\n", "import numpy as np\n", "import xarray as xr\n", "import cartopy as cart\n", "\n", "filename = ('/home/tatiana/Documents/DATA/SSTERA5/SSTda_7.nc')\n", "sst = xr.open_dataset(filename).sst\n", "\n", "ax=plt.axes(projection=ccrs.PlateCarree())\n", "ax.coastlines()\n", "ax.gridlines(draw_labels=True,dms=True,x_inline=False,y_inline=False)\n", "image=ax.contourf(sst[1].longitude.values,sst[1].latitude.values,sst[1].values,10,transform=ccrs.PlateCarree(),cmap='RdBu')\n", "cbar=plt.colorbar(image,orientation='horizontal',extend='both',shrink=0.60)\n", "cbar.ax.set_xlabel('SST July [K]')\n", "\n", "ax.add_patch(mpatches.Rectangle(xy=[-80,30],width=70,height=40,linewidth=2,edgecolor='r',facecolor='none'))\n", "ax.add_patch(mpatches.Rectangle(xy=[-50,0],width=40,height=30,linewidth=2,edgecolor='orange',facecolor='none'))\n", "ax.add_patch(mpatches.Rectangle(xy=[-180,-12],width=102,height=22,linewidth=2,edgecolor='purple',facecolor='none'))\n", "ax.add_patch(mpatches.Rectangle(xy=[-190,25],width=85,height=27,linewidth=2,edgecolor='yellow',facecolor='none'))\n", "#plt.title('Domains of potential predictability')\n", "ax.text(-30,30,'C',c='BLACK',fontsize=20)\n", "ax.text(-50,0,'D',c='BLACK',fontsize=20)\n", "ax.text(-180,-12,'B',c='BLACK',fontsize=20)\n", "ax.text(-180,25,'A',c='BLACK',fontsize=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Figure 1: Domains of potential predictability.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Section 2. Climate indices" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All the climate indices (see Figure 2) were obtained by using Climate Data Operators (CDO) software and bash scripting. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.1 ENSO 3.4" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "El Niño–Southern Oscillation (ENSO) - is an irregular periodic variation in SST and wind over the tropical eastern Pacific Ocean, which affects climate of much of the tropics and subtropics. \n", "\n", "The Niño 3.4 anomalies represent an average equatorial SSTs across the Pacific. The Niño 3.4 index is calculated for the region: (5N-5S, 170W-120W) and typically uses a 3-month running mean. El Niño or La Niña events are defined when the Niño 3.4 SSTs exceed +/- 0.4C for a period of six months or more." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%bash\n", "#!/bin/bash\n", "\n", "mkdir /home/tatiana/Documents/DATA/SSTERA5/ENSO/\n", "output=\"/home/tatiana/Documents/DATA/SSTERA5/ENSO/\"\n", "dir=\"/home/tatiana/Documents/DATA/SSTERA5/\"\n", "cd $dir \n", "\n", "cdo -b F64 -fldmean -timselmean,12 -sellonlatbox,120,170,-5,5 -detrend download.nc ${output}ENSOm.nc\n", "cdo sub ${output}ENSOm.nc -timmean ${output}ENSOm.nc ${output}ENSOa.nc\n", "cdo runmean,3 ${output}ENSOa.nc ${output}ENSO.nc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.2 NAO" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "North Atlantic Oscillation (NAO) - is the most prominent pattern of atmospheric variability in the Northern Hemisphere, especially during the cold season months (November through April). The NAO refers to a large-scale meridional oscillation of atmospheric mass between subtropical anticyclone near Azores and the subpolar low pressure system near Iceland.\n", "\n", "The NAO was calculated from the sea level pressure difference between the Subtropical (Azores) High (37.82◦N, 25.75◦W) and the Subpolar Low (65.08◦N,22.73◦W) for the November-December-January-February-March (NDJFM) period.\n", "\n", "The SLP values at each station were normalized by removing the long-term mean and by dividing by the long-term standard deviation. Normalization is used to avoid the series being dominated by the greater variability of the northern station. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%bash\n", "#!/bin/bash\n", "\n", "\n", "mkdir /home/tatiana/Documents/DATA/SLPERA5/NAO/\n", "output1=\"/home/tatiana/Documents/DATA/SLPERA5/NAO/\"\n", "dir1=\"/home/tatiana/Documents/DATA/SLPERA5/\"\n", "cd $dir1 \n", "\n", "\n", "cdo -b F64 -timselmean,5 -select,season=NDJFM -remapnn,lon=37.82/lat=25.75 -detrend download.nc ${output1}NAOm1.nc\n", "cdo -sub -fldmean ${output1}NAOm1.nc -timmean ${output1}NAOm1.nc ${output1}NAOha.nc\n", "cdo -b F64 -div ${output1}NAOha.nc -timstd ${output1}NAOm1.nc ${output1}NAOhn.nc\n", "\n", "cdo -b F64 -timselmean,5 -select,season=NDJFM -remapnn,lon=65.08/lat=22.73 -detrend download.nc ${output1}NAOm2.nc\n", "cdo -sub -fldmean ${output1}NAOm2.nc -timmean ${output1}NAOm2.nc ${output1}NAOla.nc\n", "cdo -b F64 -div ${output1}NAOla.nc -timstd ${output1}NAOm2.nc ${output1}NAOln.nc\n", "\n", "cdo -sub ${output1}NAOhn.nc ${output1}NAOln.nc ${output1}NAO.nc\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.3 SNAO" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Summer north atlantic oscillation (SNAO) - is the prominent atmospheric circulation patterns lookalike winter NAO, prevailing during the summer time, but a. with the action center located farther to the north (the southern node is over northwest Europe, rather than Azores region) b. with the smaller spatial extent and c. lesser amplitude than its winter counterpart. Based on the dicription, SNAO index was calculated by following the same procidure as for NAO index (see 2.2 NAO), but using summer months. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%bash\n", "#!/bin/bash\n", "\n", "\n", "mkdir /home/tatiana/Documents/DATA/SLPERA5/SNAO/\n", "output2=\"/home/tatiana/Documents/DATA/SLPERA5/SNAO/\"\n", "\n", "\n", "\n", "cdo -b F64 -timselmean,3 -select,season=JJA -remapnn,lon=37.82/lat=25.75 -detrend download.nc ${output2}SNAOm1.nc\n", "cdo -sub -fldmean ${output2}SNAOm1.nc -timmean ${output2}SNAOm1.nc ${output2}SNAOha.nc\n", "cdo -b F64 -div ${output2}SNAOha.nc -timstd ${output2}SNAOm1.nc ${output2}SNAOhn.nc\n", "\n", "cdo -b F64 -timselmean,3 -select,season=JJA -remapnn,lon=65.08/lat=22.73 -detrend download.nc ${output2}SNAOm2.nc\n", "cdo -sub -fldmean ${output2}SNAOm2.nc -timmean ${output2}SNAOm2.nc ${output2}SNAOla.nc\n", "cdo -b F64 -div ${output2}SNAOla.nc -timstd ${output2}SNAOm2.nc ${output2}SNAOln.nc\n", "\n", "cdo -sub ${output2}SNAOhn.nc ${output2}SNAOln.nc ${output2}SNAO.nc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.4 AMO" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Atlantic Multidecadal Oscillation (AMO) - is the theorized variability of the SST of the North Atlantic Ocean on the timescale of several decades.\n", "\n", "The AMO index was calculated by averaging summer months (JJA) Atlantic SSTs over the region 80◦W–0◦E and 0◦N–60◦N, followed by subtracting the global average of JJA SSTs between 60◦S–60◦N and then applying 10 years low-pass filtering. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%bash\n", "#!/bin/bash\n", "\n", "\n", "mkdir /home/tatiana/Documents/DATA/SSTERA5/AMO/\n", "output3=\"/home/tatiana/Documents/DATA/SSTERA5/AMO/\"\n", "cd $dir\n", "\n", "cdo -b F64 -fldmean -yearmonmean -select,season=JJA -sellonlatbox,-80,0,0,60 -detrend download.nc ${output3}AMOm1.nc\n", "cdo -b F64 -sub ${output3}AMOm1.nc -timmean ${output3}AMOm1.nc ${output3}AMO1.nc\n", "\n", "cdo -b F64 -fldmean -yearmonmean -select,season=JJA -sellonlatbox,-180,180,-60,60 -detrend download.nc ${output3}AMOm2.nc\n", "cdo -b F64 sub ${output3}AMOm2.nc -timmean ${output3}AMOm2.nc ${output3}AMO2.nc\n", "\n", "\n", "cdo sub ${output3}AMO1.nc ${output3}AMO2.nc ${output3}AMO_12.nc\n", "\n", "cdo lowpass,10 ${output3}AMO_12.nc ${output3}AMO.nc " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib as mpl\n", "%matplotlib inline\n", "\n", "path='/home/tatiana/Documents/DATA/SLPERA5/NAO/'\n", "path1='/home/tatiana/Documents/DATA/SLPERA5/SNAO/'\n", "path2='/home/tatiana/Documents/DATA/SSTERA5/ENSO/'\n", "path3='/home/tatiana/Documents/DATA/SSTERA5/AMO/'\n", "\n", "\n", "data=xr.open_dataset(path+'NAO.nc')\n", "data1=xr.open_dataset(path1+'SNAO.nc')\n", "data2=xr.open_dataset(path2+'ENSOa.nc')\n", "data3=xr.open_dataset(path3+'AMO.nc')\n", "\n", "\n", "fig, ax = plt.subplots(4, sharex=True, figsize=(10,6))\n", "\n", "ax[0].plot((data.msl.isel(lon=0,lat=0)),linewidth=1,alpha=0.25,c='green')\n", "#ax[0].set_title('Climate Indices', size ='14')\n", "ax[0].axhline(y=0, c='red')\n", "ax[0].set_ylabel('NAO [Pa]', fontsize=10)\n", "ax[0].yaxis.set_major_formatter(mpl.ticker.StrMethodFormatter('{x:,.1f}'))\n", "#ax[0].yaxis.set_ticklabels([])\n", "\n", "ax[1].plot((data1.msl.isel(lon=0,lat=0)),linewidth=1,alpha=0.25,c='green')\n", "ax[1].set_ylabel('SNAO [Pa]', fontsize=10)\n", "ax[1].axhline(y=0, c='red')\n", "\n", "\n", "\n", "ax[2].plot((data2.sst.isel(lon=0,lat=0)),linewidth=1,alpha=0.25,c='green')\n", "ax[2].set_ylabel('ENSO [K]',fontsize=10)\n", "ax[2].axhline(y=0, c='red')\n", "\n", "\n", "\n", "ax[3].plot((data3.sst.isel(lon=0,lat=0)),linewidth=1,alpha=0.25,c='green')\n", "ax[3].set_ylabel('AMO [K]', fontsize=10)\n", "ax[3].set_xlabel('Time Range: 1980-2016', fontsize=12)\n", "ax[3].axhline(y=0, c='red')\n", "ax[3].yaxis.set_major_formatter(mpl.ticker.StrMethodFormatter('{x:,.1f}'))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Figure 2: Climate Indices.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Section 3. PCA & different technics of interpolation. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I decided to use PCA or empirical orthogonal function (EOF) analysis in order to reduce dimentionality of the fire dataset. PCA is a technique for increasing interpretability but at the same time minimizing information loss. The spatial patterns are the EOFs, and can be thought of as basis functions in terms of variance. The associated temporal projections are the pricipal components (PCs) and are the temporal coefficients of the EOF patterns." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "import xarray as xr\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import csv\n", "from sklearn.decomposition import PCA\n", "from netCDF4 import Dataset,num2date\n", "import cartopy.crs as crs\n", "import cartopy.feature as cfeature\n", "from scipy.interpolate import griddata \n", "\n", "\n", "path = '/home/tatiana/Documents/DATA/RSLTS/Fires_detrend_a_test.csv' \n", "df = pd.read_csv(path,delimiter=';',skip_blank_lines=False)\n", "\n", "path1 = '/home/tatiana/Documents/DATA/RSLTS/Coords.csv' \n", "df1 = pd.read_csv(path1,delimiter=',',skip_blank_lines=False)\n", "\n", "df2=pd.melt(df,id_vars=['Years']).rename(columns={'variable':'Country'})\n", "df3=pd.merge(df2,df1, how='left',on='Country')\n", "df3.to_csv('/home/tatiana/Documents/DATA/df3.csv',sep=';', index=False)\n", "df4=pd.pivot_table(df,columns='Years')\n", "\n", "####__________EOFs_____####\n", "\n", "pca = PCA(n_components=3) #setting_the_number_of_PCs\n", "newpca=pca.fit_transform(df4)\n", "pca_1=pd.DataFrame(data = newpca, columns = ['PC_1', 'PC_2','PC_3'])\n", "pca_DfC=pd.DataFrame(data = newpca, columns = ['PC_1', 'PC_2','PC_3']) #creatig_the_dataframe_ with_PCs\n", "pca_DfC.insert(0, \"Country\",['Belarus','Bulgaria','Croatia','Czech_Republic','Estonia','Finland','France', 'Germany','Greece','Hungary','Italy','Latvia','Lithuania','Norway', 'Petersburg','Poland', 'Portugal','Romania','Slovakia','Slovenia', 'Spain','Sweden','SwedenN','Turkey','Ukraine'], True) \n", "eof_f=pca_DfC.merge(df1,how='left',on='Country')\n", "\n", "####__________PCs_____####\n", "\n", "df_y=df.drop('Years',axis=1)\n", "pca_y = PCA(n_components=3) \n", "newpca_y=pca.fit_transform(df_y)\n", "pca_2=pd.DataFrame(data = newpca_y, columns = ['PC_1', 'PC_2','PC_3']) \n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Three different methods of interpolation have been tested with the aim of finding the best way of displaying data. The methods are:\n", "- $Cubic$ - return the value determined from a cubic spline,\n", "- $Linear$ - tessellate the input point set to N-D simplices, and interpolate linearly on each simplex, and\n", "- $Nearest$ - return the value at the data point closest to the point of interpolation. \n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "m=['cubic','linear','nearest']\n", "for i in m:\n", "\n", " fig = plt.figure(figsize=(9,7))\n", " ax=plt.subplot(211,projection=crs.Robinson())\n", " ax.add_feature(cfeature.COASTLINE)\n", " x=eof_f.Longitude.values\n", " y=eof_f.Latitude.values\n", " z=eof_f.PC_1.values/100000\n", "\n", " xi =np.arange(np.min(x),np.max(x),0.1)\n", " yi = np.arange(np.min(y),np.max(y),0.1)\n", " xi, yi = np.meshgrid(xi,yi)\n", " zi = griddata((x,y),z,(xi,yi),method='{}'.format(i)) \n", "\n", " plt.contourf(xi,yi,zi,transform=crs.PlateCarree(),levels=14, cmap=\"RdBu_r\")\n", " bar = plt.colorbar(label='First EOF')#,format='%.1f' )\n", " plt.title('{}'.format(i), fontsize=16)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Figure 3: Visualisation of the first EOF of fire activity by using different interpolation technics (cubic, linear and nearest).*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cubic method turned out to be the most succesful in terms of displaying data (see Figure 3). Thus, it was chosen for the visualisation of the following PCA (see Figure 4)." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "startY = 1980\n", "endY = 2016\n", "m=['PC_1','PC_2','PC_3']\n", "\n", "for i in range(0,3):\n", " fig = plt.figure(figsize=(9,7))\n", " ax=plt.subplot(211,projection=crs.Robinson())\n", " ax.add_feature(cfeature.COASTLINE)\n", " x=eof_f.Longitude.values\n", " y=eof_f.Latitude.values\n", " z=pca_1.iloc[:,i].values/100000\n", "\n", " xi =np.arange(np.min(x),np.max(x),0.1)\n", " yi = np.arange(np.min(y),np.max(y),0.1)\n", " xi, yi = np.meshgrid(xi,yi)\n", " zi = griddata((x,y),z,(xi,yi),method='cubic') \n", "\n", " plt.contourf(xi,yi,zi,transform=crs.PlateCarree(),levels=14, cmap=\"RdBu_r\")\n", " bar = plt.colorbar(label='EOF')#,format='%.1f' )\n", " plt.title('EOF'+ str(i+1), fontsize=16)\n", "\n", " plt.subplot(212)\n", " years = [startY+x for x in range(0, 37)]\n", " plt.plot(years,pca_2.iloc[:,i],linewidth=2,label='PC'+str(i+1))#, 'tab:purple',label='PC1')\n", " plt.legend()\n", "\n", " plt.xlim(startY, endY)\n", " plt.xticks(range(startY, endY),rotation='vertical')\n", " plt.tight_layout()\n", " plt.xlabel('Year')\n", " plt.ylabel('PC Amplitude')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Figure 4: Loading of three leading PCs and EOFs of fire activity.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.1 Check variances explained by leading EOFs" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1.0, 15.0)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pca = PCA(n_components=15) #setting_the_number_of_PCs\n", "newpca_plot=pca.fit_transform(df4)\n", "\n", "f, ax = plt.subplots(figsize=(5.,5.))\n", "variance_fractions = pca.explained_variance_ratio_\n", "eof_num = range(1, 16)\n", "ax.plot(eof_num,variance_fractions.data, 'ro')\n", "ax.plot(eof_num,variance_fractions.data)\n", "ax.set_xlim(1, 15)\n", "#plt.title('Fraction of the total variance represented by each EOF')\n", "#print(sum(pca.explained_variance_ratio_[0:3]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Figure 5: Fraction of the total variance represented by each EOF.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first three EOFs capture aproximately 94% of total variance for fire activity." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Section 4. Correlation analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Correlation analysis was performed to look for the statistical relationship between two independent variables, such as first three leading PCs of fire activity and climate indices (ENSO, AMO, NAO and SNAO)." ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "def fun(x,y):\n", " x=np.squeeze(x) #remove_extra_dimentions\n", " c_matrix=np.corrcoef(x,y) #correlation\n", " c=c_matrix[0,1]\n", " c=np.round(c,2)\n", " return c \n", "a=[]\n", "D=[data.msl,data1.msl,data2.sst,data3.sst]\n", "for i in range(0,3):\n", " for j in D:\n", " a.append(fun(j,pca_2.iloc[:,i]))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "| | AMO | ENSO | NAO | SNAO |\n", "|---:|:-------------|:-----------|:------|:------|\n", "| PC1f | 0.14 | 0.36 | 0.06 | -0.09 |\n", "| PC2f | 0.19 | 0.24 | -0.37 | -0.25 \n", "| PC3f | 0.12 | 0.10 | 0.19 | -0.06 " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Table 1: Pearson correlation analysis. Values between 0 and 0.3 (0 and -0.3)) indicate a weak positive (negative) linear relationship, values between 0.3 and 0.7 (-0.3 and -0.7)) indicate a moderate positive (negative) linear relationship and values between 0.7 and 1.0 (-0.7 and -1.0)) indicate a strong positive (negative) linear relationship.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pearson Correlation Analysis (see Table 1) revealed moderate positive linear relationship betwen first PC of fire activity and ENSO, and moderate negative relationship between second PC of fire activity and NAO. This proves once again that big oceanic/climatic oscillations coincide with continental wild-fire activity." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.8.8" } }, "nbformat": 4, "nbformat_minor": 4 }