{ "cells": [ { "cell_type": "markdown", "id": "b08086f0", "metadata": {}, "source": [ "# METR 3334 - Investigating ENSO and Precipitation with Compositing\n", "\n", "In this exercise, we will be be investigating how the El Niño-Southern Oscillation (ENSO) affects global precipitation patterns. We will be doing this investigation by calculating a composite of precipitation anomalies during El Niño and La Niña episodes.\n", "\n", "First, we will talk a bit about ENSO (see Powerpoint presentation in class). Then, we will talk a bit about composites, which is simply the average of a given field given certain conditions or events. This statistical technique is a powerful one to get an understanding of the average conditions for certain phenomena." ] }, { "cell_type": "markdown", "id": "b7152c35", "metadata": {}, "source": [ "# IMPORT LIBRARIES\n", "
Load in the libraries we will need for this exercise.
" ] }, { "cell_type": "code", "execution_count": 1, "id": "c50de9f4", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import xarray as xr\n", "\n", "from dateutil.rrule import rrule, MONTHLY\n", "from matplotlib.dates import YearLocator, MonthLocator, DateFormatter\n", "from matplotlib.ticker import MultipleLocator\n", "from datetime import datetime\n", "import cartopy.crs as ccrs\n", "import cartopy.mpl.ticker as cticker\n", "from cartopy.util import add_cyclic_point" ] }, { "cell_type": "markdown", "id": "b622ae07", "metadata": {}, "source": [ "# LOAD IN THE NINO 3.4 INDEX\n", "
First, we need an index to measure the ENSO phenomenon. For this class, we will use the NINO3.4 Index, which measures sea surface temperatures in parts of the east central tropical Pacific. \n", " \n", "When this index is positive and relatively large, this denotes an El Niño episode. When this index is negative and relatively large, this denotes a La Niña episode.\n", " \n", "The index we will load in here is in a text file, so we will use numpy.loadtxt to read in the file." ] }, { "cell_type": "code", "execution_count": 2, "id": "b425bfea", "metadata": {}, "outputs": [], "source": [ "fileName = 'NINO34.txt'\n", "\n", "ENSO = {} # Start a dictionary to store all of the elements for ENSO.\n", "ENSO['index'] = np.loadtxt(fileName,usecols=np.arange(1,13)) # Skip the years column.\n", "ENSO['index'] = ENSO['index'].ravel() # Turn the 2-D matrix into a 1-D vector" ] }, { "cell_type": "markdown", "id": "15929847", "metadata": {}, "source": [ "# SET UP DATES CORRESPONDING TO EACH INDEX VALUE\n", "\n", "
This index runs monthly from 1950 to 2021. We will need to set up some date arrays in order to query the index for specific values. Let's use python's datetime module to make the necessary date arrays.
" ] }, { "cell_type": "code", "execution_count": 3, "id": "b061a7da", "metadata": {}, "outputs": [], "source": [ "numValues = ENSO['index'].size\n", "start_date = datetime(1979, 1, 1)\n", "ENSO['date'] = np.asarray(list(rrule(freq=MONTHLY, count=numValues, dtstart=start_date))) # Makes an array of monthly dates\n", "ENSO['month'] = np.asarray([d.month for d in ENSO['date']]) # Get the month value for each date.\n", "ENSO['year'] = np.asarray([d.year for d in ENSO['date']]) # Get the year value for each date.\n" ] }, { "cell_type": "markdown", "id": "285ba0c6", "metadata": {}, "source": [ "# STANDARDIZE THE INDEX\n", "\n", "
This index is typically standardized, which means that it is in units of standard deviations of the sea surface temperature.\n", " \n", "- A value of +1 means that sea surface temperatures that month are 1 standard deviation above normal.\n", "- A value of -1 means that sea surface temperatures that month are 1 standard deviation below normal.\n", "\n", "To standardize an index, we simply subtract the mean of the index from every value and then divide by the standard deviation of the index. You can do this in several ways, but here we will take a \"simple\" approach.
" ] }, { "cell_type": "code", "execution_count": 4, "id": "a4ee4c39", "metadata": {}, "outputs": [], "source": [ "ENSO['standardized'] = (ENSO['index']-ENSO['index'].mean())/ENSO['index'].std()" ] }, { "cell_type": "markdown", "id": "2bbc700f", "metadata": {}, "source": [ "# MAKE A SIMPLE PLOT\n", "\n", "
Let's take a look at what the index looks like over time. We will make a simple line plot (Standardized NINO3.4 Index vs. time).
" ] }, { "cell_type": "code", "execution_count": 5, "id": "4d9e5a3a", "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=(12,10))\n", "ax = fig.add_subplot(111)\n", "ax.set_position([0.1,0.1,0.9,0.45])\n", "ax.plot(ENSO['date'],ENSO['standardized'],'k-',lw=2)\n", "ax.axhline(0, color='sienna',linestyle='--',lw=2)\n", "ax.set_title('NINO3.4 Index',name='Times New Roman',size=20,weight='bold')\n", "ax.set_xlabel('Time',name='Times New Roman',size=16,weight='bold')\n", "ax.set_ylabel('Index [std dev]',name='Times New Roman',size=16,weight='bold')\n", "\n", "years = YearLocator(5) # major tick marks every 5 year\n", "months = MonthLocator(1) # minor tick marks every month\n", "yearsFmt = DateFormatter('%Y')\n", "\n", "ax.set(ylim=[-3,3],yticks=np.arange(-3,3.1,1))\n", "for i in (ax.xaxis.get_ticklabels()+ax.yaxis.get_ticklabels()):\n", " i.set_family('Times')\n", " i.set_size(14)\n", " \n", "ax.xaxis.set_major_locator(years)\n", "ax.xaxis.set_minor_locator(months)\n", "ax.xaxis.set_major_formatter(yearsFmt)\n", "ax.yaxis.set_minor_locator(MultipleLocator(0.2))\n", "fig.autofmt_xdate()\n" ] }, { "cell_type": "markdown", "id": "7a5e5c49", "metadata": {}, "source": [ "# MAKE DEFINITIONS FOR EL NINO AND LA NINA\n", "\n", "
To get ready for compositing, we need to make definitions of our two (or more) events/categories. In this case, we are working with El Niño (i.e., warmer-than-normal tropical Pacific sea surface temperatures) and La Niña (i.e., colder-than-normal tropical Pacific sea surface temperatures) episodes. So, we need two categories.\n", "\n", "
\n", "Let's be clear - YOU CHOOSE THE DEFINITIONS. You should always justify why you chose the categories you did, but the ultimate decision will be yours. For this exercise, we will define months with El Niño conditions when the standardized NINO34 index is greater than or equal to 1, and La Niña conditions when the standardized NINO34 index is less than or equal to -1.\n", "\n", "
\n", "To find the months in which this is true, we will use the numpy.where() function.
" ] }, { "cell_type": "code", "execution_count": 6, "id": "ed86065f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of El Niño Months: 86\n", "Number of La Niña Months: 85\n" ] } ], "source": [ "elNino = np.where(ENSO['standardized']>=1)[0] # Returns the indices where this is true.\n", "laNina = np.where(ENSO['standardized']<=-1)[0] # Returns the indices where this is true.\n", "\n", "print('Number of El Niño Months: {}'.format(elNino.size))\n", "print('Number of La Niña Months: {}'.format(laNina.size))" ] }, { "cell_type": "markdown", "id": "1b7dd198", "metadata": {}, "source": [ "# MARK EL NINO AND LA NINA EPISODES ON THE GRAPH." ] }, { "cell_type": "code", "execution_count": 7, "id": "4d58ee76", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12,10))\n", "ax = fig.add_subplot(111)\n", "ax.set_position([0.1,0.1,0.9,0.45])\n", "ax.plot(ENSO['date'],ENSO['standardized'],'k-',lw=2)\n", "ax.axhline(0, color='sienna',linestyle='--',lw=2)\n", "ax.fill_between(ENSO['date'],1,ENSO['standardized'],where=ENSO['standardized']>=1,facecolor='red')\n", "ax.fill_between(ENSO['date'],ENSO['standardized'],-1,where=ENSO['standardized']<=-1,facecolor='blue')\n", "ax.set_title('NINO3.4 Index',name='Times New Roman',size=20,weight='bold')\n", "ax.set_xlabel('Time',name='Times New Roman',size=16,weight='bold')\n", "ax.set_ylabel('Index [std dev]',name='Times New Roman',size=16,weight='bold')\n", "\n", "years = YearLocator(5) # major tick marks every 5 year\n", "months = MonthLocator(1) # minor tick marks every month\n", "yearsFmt = DateFormatter('%Y')\n", "\n", "ax.set(ylim=[-3,3],yticks=np.arange(-3,3.1,1))\n", "for i in (ax.xaxis.get_ticklabels()+ax.yaxis.get_ticklabels()):\n", " i.set_family('Times')\n", " i.set_size(14)\n", " \n", "ax.xaxis.set_major_locator(years)\n", "ax.xaxis.set_minor_locator(months)\n", "ax.xaxis.set_major_formatter(yearsFmt)\n", "ax.yaxis.set_minor_locator(MultipleLocator(0.2))\n", "fig.autofmt_xdate()" ] }, { "cell_type": "markdown", "id": "2aaf71af", "metadata": {}, "source": [ "# LOAD PRECIPITATION DATA\n", "\n", "
Now that we have the dates for our El Niño and La Niña months, we will next load the atmospheric field we want to composite - monthly-mean precipitation. The precipitation data comes from the Global Precipitation Climatology Project and spans 1979-present. [Click on the link for information on the dataset, including the grid.] The data are in netCDF format. We will read in the file using the xarray module from Python." ] }, { "cell_type": "code", "execution_count": 8, "id": "3565028f", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<xarray.Dataset>\n",
       "Dimensions:    (lat: 72, lon: 144, time: 518, nv: 2)\n",
       "Coordinates:\n",
       "  * lat        (lat) float32 -88.75 -86.25 -83.75 -81.25 ... 83.75 86.25 88.75\n",
       "  * lon        (lon) float32 1.25 3.75 6.25 8.75 ... 351.2 353.8 356.2 358.8\n",
       "  * time       (time) datetime64[ns] 1979-01-01 1979-02-01 ... 2022-02-01\n",
       "Dimensions without coordinates: nv\n",
       "Data variables:\n",
       "    time_bnds  (time, nv) datetime64[ns] 1979-01-01 1979-02-01 ... 2022-03-01\n",
       "    lat_bnds   (lat, nv) float32 -90.0 -87.5 -87.5 -85.0 ... 85.0 87.5 87.5 90.0\n",
       "    lon_bnds   (lon, nv) float32 0.0 2.5 2.5 5.0 5.0 ... 355.0 357.5 357.5 360.0\n",
       "    precip     (time, lat, lon) float32 ...\n",
       "Attributes: (12/18)\n",
       "    Conventions:           CF-1.0\n",
       "    curator:               Dr. Jian-Jian Wang\\nESSIC, University of Maryland ...\n",
       "    citation:              Adler, R.F., G.J. Huffman, A. Chang, R. Ferraro, P...\n",
       "    title:                 GPCP Version 2.3 Combined Precipitation Dataset (F...\n",
       "    platform:              NOAA POES (Polar Orbiting Environmental Satellites)\n",
       "    source_obs:            CDR RSS SSMI/SSMIS Tbs over ocean \\nCDR SSMI/SSMIS...\n",
       "    ...                    ...\n",
       "    source:                https://www.ncei.noaa.gov/data/global-precipitatio...\n",
       "    source_documentation:  https://www.ncdc.noaa.gov/cdr/atmospheric/precipit...\n",
       "    NCO:                   4.6.9\n",
       "    history:               Generated at NOAA/ESRL PSD Sep 9 2016 based on dat...\n",
       "    References:            http://www.psl.noaa.gov/data/gridded/data.gpcp.html\n",
       "    data_comment:          Interim data covers 2022/01 through latest.
" ], "text/plain": [ "\n", "Dimensions: (lat: 72, lon: 144, time: 518, nv: 2)\n", "Coordinates:\n", " * lat (lat) float32 -88.75 -86.25 -83.75 -81.25 ... 83.75 86.25 88.75\n", " * lon (lon) float32 1.25 3.75 6.25 8.75 ... 351.2 353.8 356.2 358.8\n", " * time (time) datetime64[ns] 1979-01-01 1979-02-01 ... 2022-02-01\n", "Dimensions without coordinates: nv\n", "Data variables:\n", " time_bnds (time, nv) datetime64[ns] ...\n", " lat_bnds (lat, nv) float32 ...\n", " lon_bnds (lon, nv) float32 ...\n", " precip (time, lat, lon) float32 ...\n", "Attributes: (12/18)\n", " Conventions: CF-1.0\n", " curator: Dr. Jian-Jian Wang\\nESSIC, University of Maryland ...\n", " citation: Adler, R.F., G.J. Huffman, A. Chang, R. Ferraro, P...\n", " title: GPCP Version 2.3 Combined Precipitation Dataset (F...\n", " platform: NOAA POES (Polar Orbiting Environmental Satellites)\n", " source_obs: CDR RSS SSMI/SSMIS Tbs over ocean \\nCDR SSMI/SSMIS...\n", " ... ...\n", " source: https://www.ncei.noaa.gov/data/global-precipitatio...\n", " source_documentation: https://www.ncdc.noaa.gov/cdr/atmospheric/precipit...\n", " NCO: 4.6.9\n", " history: Generated at NOAA/ESRL PSD Sep 9 2016 based on dat...\n", " References: http://www.psl.noaa.gov/data/gridded/data.gpcp.html\n", " data_comment: Interim data covers 2022/01 through latest." ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "precipFile = 'precip.mon.mean.nc'\n", "ds = xr.open_dataset(precipFile)\n", "\n", "#===================================================================\n", "# Print out the content in the file.\n", "#===================================================================\n", "ds" ] }, { "cell_type": "markdown", "id": "643199ae", "metadata": {}, "source": [ "# MAKE PRECIPITATION ANOMALIES\n", "\n", "
We will now make precipitation anomalies - i.e., departures from the long-term mean. We will do this by month by month (e.g., subtract the January mean precipitation from every individual January value). This is easily done using xarray's built-in functions.
" ] }, { "cell_type": "code", "execution_count": 9, "id": "27531d5e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<xarray.Dataset>\n",
       "Dimensions:   (lat: 72, lon: 144, time: 518, nv: 2)\n",
       "Coordinates:\n",
       "  * lat       (lat) float32 -88.75 -86.25 -83.75 -81.25 ... 83.75 86.25 88.75\n",
       "  * lon       (lon) float32 1.25 3.75 6.25 8.75 ... 351.2 353.8 356.2 358.8\n",
       "  * time      (time) datetime64[ns] 1979-01-01 1979-02-01 ... 2022-02-01\n",
       "    month     (time) int64 1 2 3 4 5 6 7 8 9 10 11 ... 4 5 6 7 8 9 10 11 12 1 2\n",
       "Dimensions without coordinates: nv\n",
       "Data variables:\n",
       "    lat_bnds  (time, lat, nv) float32 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n",
       "    lon_bnds  (time, lon, nv) float32 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n",
       "    precip    (time, lat, lon) float32 -0.02267 -0.03159 ... -0.113 -0.1054
" ], "text/plain": [ "\n", "Dimensions: (lat: 72, lon: 144, time: 518, nv: 2)\n", "Coordinates:\n", " * lat (lat) float32 -88.75 -86.25 -83.75 -81.25 ... 83.75 86.25 88.75\n", " * lon (lon) float32 1.25 3.75 6.25 8.75 ... 351.2 353.8 356.2 358.8\n", " * time (time) datetime64[ns] 1979-01-01 1979-02-01 ... 2022-02-01\n", " month (time) int64 1 2 3 4 5 6 7 8 9 10 11 ... 4 5 6 7 8 9 10 11 12 1 2\n", "Dimensions without coordinates: nv\n", "Data variables:\n", " lat_bnds (time, lat, nv) float32 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n", " lon_bnds (time, lon, nv) float32 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n", " precip (time, lat, lon) float32 -0.02267 -0.03159 ... -0.113 -0.1054" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#===================================================================\n", "# Calculate the monthly climatology.\n", "#===================================================================\n", "precipClimo = ds.groupby('time.month').mean()\n", "\n", "#===================================================================\n", "# Make the anomalies each month\n", "#===================================================================\n", "precipAnom = ds.groupby('time.month') - precipClimo\n", "\n", "#===================================================================\n", "# Look at the anomalies.\n", "#===================================================================\n", "precipAnom" ] }, { "cell_type": "markdown", "id": "bcda4a74", "metadata": {}, "source": [ "# MAKE THE COMPOSITE MEANS FOR THE PRECIPITATION ANOMALIES\n", "
We now have the precipitation anomalies. Using our already determined El Niño and La Niña episodes, we are ready to make our composites. Again, a composite is the average of the variable over all of the events in our category. Using xarray, this is actually very straightforward.
\n" ] }, { "cell_type": "code", "execution_count": 10, "id": "e9708b57", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<xarray.Dataset>\n",
       "Dimensions:   (lat: 72, lon: 144, nv: 2)\n",
       "Coordinates:\n",
       "  * lat       (lat) float32 -88.75 -86.25 -83.75 -81.25 ... 83.75 86.25 88.75\n",
       "  * lon       (lon) float32 1.25 3.75 6.25 8.75 ... 351.2 353.8 356.2 358.8\n",
       "Dimensions without coordinates: nv\n",
       "Data variables:\n",
       "    lat_bnds  (lat, nv) float32 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0\n",
       "    lon_bnds  (lon, nv) float32 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0\n",
       "    precip    (lat, lon) float32 -0.0001304 -0.008977 ... -0.02699 -0.02998
" ], "text/plain": [ "\n", "Dimensions: (lat: 72, lon: 144, nv: 2)\n", "Coordinates:\n", " * lat (lat) float32 -88.75 -86.25 -83.75 -81.25 ... 83.75 86.25 88.75\n", " * lon (lon) float32 1.25 3.75 6.25 8.75 ... 351.2 353.8 356.2 358.8\n", "Dimensions without coordinates: nv\n", "Data variables:\n", " lat_bnds (lat, nv) float32 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0\n", " lon_bnds (lon, nv) float32 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0\n", " precip (lat, lon) float32 -0.0001304 -0.008977 ... -0.02699 -0.02998" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "precip_ElNino = precipAnom.sel(time=ENSO['date'][elNino]).mean(dim='time')\n", "precip_LaNina = precipAnom.sel(time=ENSO['date'][laNina]).mean(dim='time')\n", "precip_Difference = precip_ElNino - precip_LaNina\n", "\n", "precip_ElNino" ] }, { "cell_type": "markdown", "id": "d872a0bc", "metadata": {}, "source": [ "# MAKE PLOTS\n", "
We are now ready for make the plots of our results.We will use the python module cartopy for the plots. We are going to make three plots: (a) The El Niño composite precipitation anomalies; (b) The La Niña composite precipitation anomalies; (c) The composite difference ((a) - (b)).
" ] }, { "cell_type": "code", "execution_count": 11, "id": "400cdfe6", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#===================================================================\n", "# Get the levels needed for contouring.\n", "#===================================================================\n", "cmin = -1.6\n", "cmax = 1.7\n", "cint = 0.1\n", "clevs = np.round(np.arange(cmin,cmax,cint),1) \n", "nlevs = len(clevs) - 1\n", "\n", "#===================================================================\n", "# Select a colormap.\n", "#===================================================================\n", "cmap = plt.get_cmap(name='BrBG',lut=nlevs)\n", "\n", "\n", "#===================================================================\n", "# Define the plot titles.\n", "#===================================================================\n", "plotTitles = ['(a) El Nino Precipitation Anomaly Composite',\\\n", " '(b) La Nina Precipitation Anomaly Composite',\\\n", " '(c) Composite Difference ( (a) - (b) )']\n", "\n", "\n", "#===================================================================\n", "# Define the figure - 3 subplots all in one column\n", "#===================================================================\n", "fig, ax = plt.subplots(nrows=3,ncols=1,\n", " subplot_kw={'projection': ccrs.PlateCarree()},\n", " figsize=(8.5,11))\n", "\n", "\n", "#===================================================================\n", "# SUBPLOT 1 - EL NINO COMPOSITE\n", "#===================================================================\n", "plotData = precip_ElNino['precip']\n", "plotData,lons = add_cyclic_point(plotData,coord=precip_ElNino['lon'])\n", "cs = ax[0].contourf(lons,precip_ElNino['lat'],plotData,clevs,\n", " transform = ccrs.PlateCarree(),\n", " cmap=cmap,extend='both')\n", "cmap._lut[nlevs//2-1:nlevs//2+1] = [1.,1.,1.,1.] # Puts white in the middle for zero\n", "\n", "\n", "#===================================================================\n", "# SUBPLOT 2 - LA NINA COMPOSITE\n", "#===================================================================\n", "plotData = precip_LaNina['precip']\n", "plotData,lons = add_cyclic_point(plotData,coord=precip_LaNina['lon'])\n", "cs = ax[1].contourf(lons,precip_LaNina['lat'],plotData,clevs,\n", " transform = ccrs.PlateCarree(),\n", " cmap=cmap,extend='both')\n", "cmap._lut[nlevs//2-1:nlevs//2+1] = [1.,1.,1.,1.] # Puts white in the middle for zero\n", "\n", "\n", "#===================================================================\n", "# SUBPLOT 3 - COMPOSITE DIFFERENCE\n", "#===================================================================\n", "plotData = precip_Difference['precip']\n", "plotData,lons = add_cyclic_point(plotData,coord=precip_Difference['lon'])\n", "cs = ax[2].contourf(lons,precip_Difference['lat'],plotData,clevs,\n", " transform = ccrs.PlateCarree(),\n", " cmap=cmap,extend='both')\n", "cmap._lut[nlevs//2-1:nlevs//2+1] = [1.,1.,1.,1.] # Puts white in the middle for zero\n", "\n", "\n", "#===================================================================\n", "# Format all plots - here we will use a loop.\n", "#===================================================================\n", "for i in range(3):\n", " \n", " #===================================================================\n", " # Latitude labels\n", " #===================================================================\n", " ax[i].set_yticks(np.arange(-90,91,30), crs=ccrs.PlateCarree())\n", " lat_formatter = cticker.LatitudeFormatter()\n", " ax[i].yaxis.set_major_formatter(lat_formatter)\n", " \n", " \n", " #===================================================================\n", " # Title\n", " #===================================================================\n", " ax[i].set_title(plotTitles[i],name='Times New Roman',weight='bold',size=14)\n", "\n", " \n", " #===================================================================\n", " # Draw the coastines for each subplot\n", " #===================================================================\n", " ax[i].coastlines()\n", "\n", " \n", "#===================================================================\n", "# Longitude labels - bottom plot only\n", "#===================================================================\n", "ax[2].set_xticks(np.arange(-180,181,60), crs=ccrs.PlateCarree())\n", "lon_formatter = cticker.LongitudeFormatter()\n", "ax[2].xaxis.set_major_formatter(lon_formatter)\n", "\n", "\n", "#===================================================================\n", "# Draw the colorbar and add labels.\n", "#===================================================================\n", "cbar = fig.colorbar(cs, ax=ax.ravel().tolist())\n", "cbar.ax.set_ylabel('[{}]'.format(ds.precip.units),name='Times New Roman',size=14)\n", "\n", "cticks = []\n", "for i in clevs:\n", " cticks.append(int(i)) if i.is_integer() else cticks.append(i)\n", "\n", "cbar.set_ticks(clevs[::2])\n", "cbar.set_ticklabels(cticks[::2])\n", "\n", "for i in cbar.ax.yaxis.get_ticklabels():\n", " i.set_family('Times New Roman')\n", " i.set_size(12)\n" ] }, { "cell_type": "code", "execution_count": null, "id": "7436ab46-e04c-4b2a-ba1c-c41d66528e22", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "3f19566d-388a-4ae1-8957-b7862f1253f8", "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": "3.7.11" } }, "nbformat": 4, "nbformat_minor": 5 }