{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import xarray as xr\n", "import cf_units as cf\n", "from ctsm_py import utils\n", "import scipy\n", "from scipy import signal,stats\n", "from sklearn.linear_model import LinearRegression\n", "import matplotlib.pyplot as plt\n", "import warnings\n", "warnings.simplefilter(\"ignore\", category=RuntimeWarning)\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reading in data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/glade/collections/cdg/data/cesmLE/CESM-CAM5-BGC-LE/lnd/proc/tseries/monthly/AR/b.e11.B20TRC5CNBDRD.f09_g16.001.clm2.h0.AR.185001-200512.nc\n", "Coordinates:\n", " * lon (lon) float32 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.25 357.5 358.75\n", " * lat (lat) float32 -90.0 -89.057594 -88.11518 ... 89.057594 90.0\n", " * time (time) object 1850-01-16 11:45:00 ... 2014-12-16 12:00:00\n", "Coordinates:\n", " * lat (lat) float32 -90.0 -89.057594 -88.11518 ... 89.057594 90.0\n", " * lon (lon) float32 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.25 357.5 358.75\n", " * time (time) object 1850-01-16 11:45:00 ... 2005-12-16 12:00:00\n" ] } ], "source": [ "# setting up the file path structure\n", "variables = ['GPP','AR','HR','NEE','NBP','TBOT','SOILLIQ' ] #TWS not available for CESM1 / CLM4\n", "\n", "# --- CESM2 hist (1 ensemble member) ---\n", "Model = 'CESM2 hist1'\n", "pattern = '/glade/collections/cdg/timeseries-cmip6/b.e21.BHIST.f09_g17.CMIP6-historical.001/' \\\n", " 'lnd/proc/tseries/month_1/b.e21.BHIST.f09_g17.CMIP6-historical.001.clm2.h0.{var}.185001-201412.nc'\n", "\n", "# --- CESM1-LENS hist (1 ensemble member) ---\n", "Model1 = 'CESM1 LENS1'\n", "pattern1 = '/glade/collections/cdg/data/cesmLE/CESM-CAM5-BGC-LE/lnd/proc/tseries/monthly/' \\\n", " '{var}/b.e11.B20TRC5CNBDRD.f09_g16.001.clm2.h0.{var}.185001-200512.nc'\n", "\n", "# --- CLM5 w/ GSWP3 ---\n", "#Model1 = 'CLM5 GSWP3'\n", "#pattern1 = '/glade/p/cgd/tss/people/oleson/CLM_LAND_ONLY_RELEASE/CLM5/clm50_r270_1deg_GSWP3V1_iso_newpopd_hist/'\\\n", "# 'lnd/proc/tseries/month_1/clm50_r270_1deg_GSWP3V1_iso_newpopd_hist.clm2.h0.{var}.185001-201412.nc'\n", "\n", "file = [pattern.format(var=var) for var in variables]\n", "file1 = [pattern1.format(var=var) for var in variables]\n", "print(file1[1])\n", "\n", "var = variables #redundant, but 'var' is used more later on...\n", "ds = utils.time_set_mid(xr.open_mfdataset(file,combine='by_coords', decode_times=True), 'time')\n", "ds1 = utils.time_set_mid(xr.open_mfdataset(file1,combine='by_coords', decode_times=True), 'time')\n", "\n", "print(ds[var[2]].coords)\n", "print(ds1[var[2]].coords)\n", "# since time and levsoi / levgrnd are not the same here, maybe better not to combine datasets" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SOILLIQ\n" ] } ], "source": [ "print(var[6])" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# convert units variables and attributes\n", "for i in range(5):\n", " ds[var[i]] = ds[var[i]] * 24 * 60 * 60 # g/m2/s --> g/m2/d\n", " ds[var[i]].attrs['units']= 'gC/m2/d'\n", "\n", "ds['TBOT'] = ds.TBOT - 273.15 # K --> C \n", "ds.TBOT.attrs['units']= 'deg C'\n", "\n", "if var[6] == 'SOILLIQ':\n", " dim_lev = ds[var[6]].dims[1] \n", " ds['TOT_SOILLIQ'] = ds.SOILLIQ.sum(dim=dim_lev)\n", " ds.TOT_SOILLIQ.attrs['units']= ds.SOILLIQ.attrs['units']\n", " ds.TOT_SOILLIQ.attrs['long_name']= ds.SOILLIQ.attrs['long_name']\n", "else:\n", " ds['TOT_SOILLIQ'] = ds.TWS\n", "\n", "# repeat for second dataset\n", "for i in range(5):\n", " ds1[var[i]] = ds1[var[i]] * 24 * 60 * 60 # g/m2/s --> g/m2/d\n", " ds1[var[i]].attrs['units']= 'gC/m2/d'\n", "\n", "ds1['TBOT'] = ds1.TBOT - 273.15 # K --> C \n", "ds1.TBOT.attrs['units']= 'deg C'\n", "\n", "if var[6] == 'SOILLIQ':\n", " dim_lev = ds1[var[6]].dims[1] \n", " ds1['TOT_SOILLIQ'] = ds1.SOILLIQ.sum(dim=dim_lev)\n", " ds1.TOT_SOILLIQ.attrs['units']= ds1.SOILLIQ.attrs['units']\n", " ds1.TOT_SOILLIQ.attrs['long_name']= ds1.SOILLIQ.attrs['long_name']\n", "else:\n", " ds1['TOT_SOILLIQ'] = ds1.TWS" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "var.append('TOT_SOILLIQ')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generate annual time series" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "array([False, False, False, ..., True, True, True])\n", "Coordinates:\n", " * time (time) object 1850-01-16 11:45:00 ... 2014-12-16 12:00:00\n" ] } ], "source": [ "ds['land_area'] = ds.area*ds.landfrac*1e6 #km2-->m2\n", "ds.land_area.attrs['units']=cf.Unit('m^2')\n", "ds = ds.where(ds.get(var[0]).max(dim='time')) # mask out regions with no GPP for all variables\n", "\n", "ds1['land_area'] = ds1.area*ds1.landfrac*1e6 #km2-->m2\n", "ds1.land_area.attrs['units']=cf.Unit('m^2')\n", "ds1 = ds1.where(ds1.get(var[0]).max(dim='time')) # mask out regions with no GPP for all variables\n", "\n", "ix_time = (ds['time.year']>1963)&(ds['time.year']<=2014)\n", "#ix_time1 = ix_time\n", "ix_time1 = (ds1['time.year']>1963)&(ds1['time.year']<=2005)\n", "years = np.unique((ds['time.year'][ix_time]).values)\n", "years1 = np.unique((ds1['time.year'][ix_time1]).values)\n", "print(ix_time)\n", "\n", "ix_lat = [(ds['lat']>=-90)&(ds['lat']<=90),\n", " (ds['lat']>=-25)&(ds['lat']<=25),\n", " (ds['lat']>=25)&(ds['lat']<=50),\n", " (ds['lat']>=50)&(ds['lat']<=90),\n", " (ds['lat']>=-50)&(ds['lat']<=-20)]\n", "temp = utils.weighted_annual_mean(ds.land_area * ds.GPP[ix_time,:,:]).sum(dim=('lat','lon'))*1e-15\n", "regions = ['Global','Tropics']#'NH Mid','NH High', 'SH Mid'\n", "global_ann = xr.Dataset(coords={'model': [Model,Model1], \n", " 'region': regions, \n", " 'time': temp.time})\n", "out_shape = (2, len(regions), len(temp.time))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "starting GPP Global\n", "starting GPP Tropics\n", "starting AR Global\n", "starting AR Tropics\n", "starting HR Global\n", "starting HR Tropics\n", "starting NEE Global\n", "starting NEE Tropics\n", "starting NBP Global\n", "starting NBP Tropics\n", "starting TBOT Global\n", "starting TBOT Tropics\n", "starting SOILLIQ Global\n", "starting SOILLIQ Tropics\n", "starting TOT_SOILLIQ Global\n", "starting TOT_SOILLIQ Tropics\n", "--- finished! ---\n" ] } ], "source": [ "# loop through each variable, region:\n", "# maybe quicker way to do this...?!\n", "\n", "for i in range(len(var)):\n", " global_ann[var[i]] = xr.DataArray(np.empty(out_shape), dims=('model','region','time')) * np.nan\n", " for j in range(len(regions)):\n", " print('starting '+var[i]+' '+regions[j])\n", " if i <= 4:\n", " # 365 for d^-1 to yr^-1 ; 1e-15 for g to Pg\n", " global_ann[var[i]][0,j,...] = 365*utils.weighted_annual_mean(ds.land_area[ix_lat[j],:]* \\\n", " ds[var[i]][ix_time,ix_lat[j],:]).sum(dim=('lat','lon'))*1e-15\n", " global_ann[var[i]][1,j,0:len(years1)] = 365*utils.weighted_annual_mean(ds1.land_area[ix_lat[j],:]* \\\n", " ds1[var[i]][ix_time1,ix_lat[j],:]).sum(dim=('lat','lon'))*1e-15\n", "\n", " if var[i] == 'TBOT':\n", " # need to weight differently based on region size\n", " wgt = ds.land_area[ix_lat[j],:] / ds.land_area[ix_lat[j],:].sum()\n", " wgt1 = ds1.land_area[ix_lat[j],:] / ds1.land_area[ix_lat[j],:].sum()\n", "\n", " global_ann[var[i]][0,j,...]= utils.weighted_annual_mean(wgt * \\\n", " ds.TBOT[ix_time,ix_lat[j],:]).sum(dim=('lat','lon'))\n", " global_ann[var[i]][1,j,0:len(years1)] = utils.weighted_annual_mean(wgt1 * \\\n", " ds1.TBOT[ix_time1,ix_lat[j],:]).sum(dim=('lat','lon'))\n", "\n", " if var[i] == 'TOT_SOILLIQ':\n", " # 1e-15 for kg ->Tt \n", " global_ann[var[i]][0,j,...] = utils.weighted_annual_mean(ds.land_area[ix_lat[j],:] * \\\n", " ds[var[i]][ix_time,ix_lat[j],:]).sum(dim=('lat','lon'))*1e-15\n", " global_ann[var[i]][1,j,0:len(years1)] = utils.weighted_annual_mean(ds1.land_area[ix_lat[j],:] * \\\n", " ds1[var[i]][ix_time1,ix_lat[j],:]).sum(dim=('lat','lon'))*1e-15\n", "\n", "print('--- finished! ---')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "global_ann.TBOT[0,1,:].plot();" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['GPP', 'AR', 'HR', 'NEE', 'NBP', 'TBOT', 'SOILLIQ', 'TOT_SOILLIQ']\n", "126.130505908224\n", "122.344970387456\n" ] } ], "source": [ "print(var)\n", "print(ds.land_area.sum().values*1e-12) #m2 --> million km2\n", "print(ds1.land_area.sum().values*1e-12) #m2 --> million km2" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# sanity check\n", "plt.figure(figsize=[12,8])\n", "col = ['b','r']\n", "r = 1\n", "for j in range(4):\n", " plt.subplot(2,3,(j+1))\n", " for i in range(2):\n", " plt.plot(global_ann.time,global_ann[var[j]][i,r,:],color=col[i])\n", " plt.xlabel('Year')\n", " plt.ylabel(regions[r]+' '+var[j]+' (PgC/yr)')\n", "\n", "plt.subplot(235)\n", "for i in range(2):\n", " plt.plot(global_ann.time,global_ann.TOT_SOILLIQ[i,r,:],color=col[i])\n", "plt.xlabel('Year')\n", "plt.ylabel('TWS (TtH2O)')\n", "\n", "plt.subplot(236)\n", "for i in range(2):\n", " plt.plot(global_ann.time,global_ann.TBOT[i,r,:],color=col[i])\n", "plt.xlabel('Year')\n", "plt.ylabel('TBOT (deg C)')\n", "plt.legend((Model, Model1),loc=2,frameon=False)\n", "plt.subplots_adjust(wspace=0.3);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Detrend data and fit linear model" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "global_ann_dt = xr.Dataset(coords={'model': [Model,Model1], 'region': regions, 'time': temp.time})\n", "v2 = ['GPP','AR','HR','NEE','NBP','TOT_SOILLIQ', 'TBOT']\n", "for i in range(len(v2)):\n", " global_ann_dt[v2[i]] = xr.DataArray(np.empty(out_shape), dims=('model','region','time')) * np.nan\n", " for j in range(len(regions)):\n", " global_ann_dt[v2[i]][0,j,:] = signal.detrend(global_ann[v2[i]][0,j,:])\n", " global_ann_dt[v2[i]][1,j,0:len(years1)] = signal.detrend(global_ann[v2[i]][1,j,0:len(years1)])" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "array([1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990,\n", " 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001,\n", " 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012,\n", " 2013, 2014])\n", "Coordinates:\n", " * time (time) object 1980-12-16 12:00:00 ... 2014-12-16 12:00:00\n", "\n", "Dimensions: (model: 2, region: 2)\n", "Coordinates:\n", " * model (model) object 'CESM2 hist1' 'CESM1 LENS1'\n", " * region (region) object 'Global' 'Tropics'\n", "Data variables:\n", " GPP (model, region) float64 1.537 1.181 1.141 0.853\n", " AR (model, region) float64 0.976 0.723 0.8625 0.6403\n", " HR (model, region) float64 0.3814 0.2855 0.383 0.3421\n", " NEE (model, region) float64 0.6624 0.5358 0.9814 0.9875\n", " NBP (model, region) float64 0.6623 0.5655 0.9818 0.9879\n", " TOT_SOILLIQ (model, region) float64 0.9169 0.7548 0.6731 0.4413\n", " TBOT (model, region) float64 0.222 0.2508 0.2081 0.2767\n" ] } ], "source": [ "print(global_ann_dt['time.year'].isel(time=slice(16,None)))\n", "global_sd = global_ann_dt.isel(time=slice(16,None)).std('time') \n", "print(global_sd)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot\n", "Loop through C fluxes w/ moisture and temperature anomalies\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/glade/u/home/wwieder/miniconda3/envs/python-tutorial/lib/python3.7/site-packages/ipykernel_launcher.py:10: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", " # Remove the CWD from sys.path while we load stuff.\n", "/glade/u/home/wwieder/miniconda3/envs/python-tutorial/lib/python3.7/site-packages/ipykernel_launcher.py:10: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", " # Remove the CWD from sys.path while we load stuff.\n", "/glade/u/home/wwieder/miniconda3/envs/python-tutorial/lib/python3.7/site-packages/ipykernel_launcher.py:10: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", " # Remove the CWD from sys.path while we load stuff.\n", "/glade/u/home/wwieder/miniconda3/envs/python-tutorial/lib/python3.7/site-packages/ipykernel_launcher.py:10: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", " # Remove the CWD from sys.path while we load stuff.\n", "/glade/u/home/wwieder/miniconda3/envs/python-tutorial/lib/python3.7/site-packages/ipykernel_launcher.py:10: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", " # Remove the CWD from sys.path while we load stuff.\n", "/glade/u/home/wwieder/miniconda3/envs/python-tutorial/lib/python3.7/site-packages/ipykernel_launcher.py:10: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", " # Remove the CWD from sys.path while we load stuff.\n", "/glade/u/home/wwieder/miniconda3/envs/python-tutorial/lib/python3.7/site-packages/ipykernel_launcher.py:10: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", " # Remove the CWD from sys.path while we load stuff.\n", "/glade/u/home/wwieder/miniconda3/envs/python-tutorial/lib/python3.7/site-packages/ipykernel_launcher.py:10: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", " # Remove the CWD from sys.path while we load stuff.\n", "/glade/u/home/wwieder/miniconda3/envs/python-tutorial/lib/python3.7/site-packages/ipykernel_launcher.py:10: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", " # Remove the CWD from sys.path while we load stuff.\n", "/glade/u/home/wwieder/miniconda3/envs/python-tutorial/lib/python3.7/site-packages/ipykernel_launcher.py:10: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", " # Remove the CWD from sys.path while we load stuff.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "nyrs = [len(years),len(years1)]\n", "r = 1 #region 0 = global, 1 = tropics\n", "\n", "fig = plt.figure(figsize=[10,20])\n", "k = 0\n", "for j in range(5):\n", " for h in range(2):\n", " k = k+1\n", " for i in range(2):\n", " plt.subplot(5,2,k)\n", " if h == 0:\n", " x = global_ann_dt.TOT_SOILLIQ[i,r,0:nyrs[i]].values\n", " xlim=[-2.2,2.8]\n", " else:\n", " x = global_ann_dt.TBOT[i,r,0:nyrs[i]].values\n", " xlim=[-1,1.3]\n", "\n", " y = global_ann_dt[v2[j]][i,r,0:nyrs[i]].values\n", " model = LinearRegression().fit(x.reshape((-1, 1)), y)\n", " R = np.round(stats.pearsonr(x,y)[0],2)\n", " slope = np.round(model.coef_,2)[0]\n", "\n", " xRange = np.array([x.min(),x.max()]).reshape(-1, 1)\n", " yPred = model.predict(xRange)\n", "\n", " plt.plot(x, y,'.',color=col[i])\n", " plt.plot(xRange,yPred, color=col[i])\n", " plt.ylim(-4.2,3.5)\n", " plt.xlim(xlim)\n", "\n", " if i == 1:\n", " #plt.text(xlim[0]*0.9,3,Model1,fontsize=12, color='r')\n", " plt.text(xlim[0]*0.9,3,'R = '+str(R),fontsize=12, color='r')\n", " plt.text(xlim[0]*0.9,2.5,'slope = '+str(slope),fontsize=12, color='r')\n", " #plt.text(-2.,1.5,'1964-2005',fontsize=12, color='r')\n", "\n", " if i == 0: \n", " #plt.text(xlim[1]*0.4,-2.5,Model,fontsize=12, color='b')\n", " plt.text(xlim[1]*0.4,-3.5,'R = '+str(R),fontsize=12, color='b')\n", " plt.text(xlim[1]*0.4,-4.0,'slope = '+str(slope),fontsize=12, color='b')\n", " #plt.text(xlim[1]*0.4,-4.0,'1964-2014',fontsize=12, color='b')\n", "\n", " if h == 0: \n", " plt.xlabel(regions[r]+' SOILLIQ anomaly (Tt $\\mathregular{H_2O}$)')\n", " else:\n", " plt.xlabel(regions[r]+' TBOT anomaly (K)')\n", " \n", " plt.ylabel(regions[r]+' '+v2[j]+' anomaly (PgC $\\mathregular{y^{-1}}$)');\n", "#plt.title(Model);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The slope of the line is similar to gamma_iav from Gretchen's 2018 paper (PgC y^-1 K^-1)?\n", "\n", "How similar are global and tropical anomalies?" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['GPP', 'AR', 'HR', 'NEE', 'NBP', 'TOT_SOILLIQ', 'TBOT']\n" ] } ], "source": [ "print(v2)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=[10,16])\n", "k = 0\n", "\n", "for j in range(len(v2)):\n", " k = k+1\n", " plt.subplot(4,2,k)\n", " x_range = [global_ann_dt[v2[j]].min(),global_ann_dt[v2[j]].max()]\n", " for i in range(2): #for each model\n", " y = global_ann_dt[v2[j]][i,1,0:nyrs[i]].values # tropics only\n", " x = global_ann_dt[v2[j]][i,0,0:nyrs[i]].values # global\n", " model = LinearRegression().fit(x.reshape((-1, 1)), y)\n", " R = np.round(stats.pearsonr(x,y)[0],2)\n", " slope = np.round(model.coef_,2)[0]\n", "\n", " xlim=[x.min(),x.max()]\n", " xRange = np.array(xlim).reshape(-1, 1)\n", " yPred = model.predict(xRange)\n", "\n", " plt.plot(x, y,'o',color=col[i])\n", " plt.plot(xRange,yPred, color=col[i])\n", " \n", " if i == 1:\n", " plt.text(x_range[0],x_range[1]*0.8,'R = '+str(R),fontsize=12, color='r')\n", " plt.text(x_range[0],x_range[1]*0.65,'slope = '+str(slope),fontsize=12, color='r')\n", "\n", " if i == 0: \n", " plt.text(x_range[1]*0.3,x_range[1]*-0.65,'R = '+str(R),fontsize=12, color='b')\n", " plt.text(x_range[1]*0.3,x_range[1]*-0.8,'slope = '+str(slope),fontsize=12, color='b')\n", "\n", " \n", " plt.ylabel(regions[1]+' '+v2[j]+' anomaly')\n", " plt.xlabel(regions[0]+' '+v2[j]+' anomaly')\n", " \n", " plt.plot(x_range, x_range, 'k--')\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Slope says what fraction of global anomalies are expliained by tripics?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## TWS & TBOT correlation" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#SOILLIQ ~ TBOT\n", "r = 0\n", "fig = plt.figure(figsize=[12,4])\n", "for r in range(2):\n", " plt.subplot(1,2,(r+1))\n", " for i in range(2):\n", " x = global_ann_dt.TOT_SOILLIQ[i,r,0:nyrs[i]].values\n", " y = global_ann_dt.TBOT[i,r,0:nyrs[i]].values\n", " model = LinearRegression().fit(x.reshape((-1, 1)), y)\n", " R = np.round(stats.pearsonr(x,y)[0],2)\n", " slope = np.round(model.coef_,2)[0]\n", "\n", " xRange = np.array([x.min(),x.max()]).reshape(-1, 1)\n", " yPred = model.predict(xRange)\n", "\n", " plt.plot(x, y,'.',color=col[i])\n", " plt.plot(xRange,yPred, color=col[i])\n", "\n", " plt.xlim(-2.3,2.4)\n", " plt.ylim(-1.1,1.1)\n", " if i == 1:\n", " plt.text(-2.2,1.0,Model1,fontsize=11, color='r')\n", " plt.text(-2.2,0.9,'R = '+str(R),fontsize=11, color='r')\n", " plt.text(-2.2,0.8,'slope = '+str(slope),fontsize=11, color='r')\n", " #plt.text(-2.,1.5,'1964-2005',fontsize=12, color='r')\n", "\n", " if i == 0: \n", " plt.text(1.1,-0.8,Model,fontsize=11, color='b')\n", " plt.text(1.1,-0.9,'R = '+str(R),fontsize=11, color='b')\n", " plt.text(1.1,-1.0,'slope = '+str(slope),fontsize=11, color='b')\n", "\n", " plt.xlabel(regions[r]+' TWS anomaly (Tt $\\mathregular{H_2O}$)')\n", " plt.ylabel(regions[r]+' TBOT anomaly (K)');\n", " #plt.title(Model);" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:miniconda3-python-tutorial]", "language": "python", "name": "conda-env-miniconda3-python-tutorial-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }