diff --git a/09_DataCorrection_Becker_Adusumilli/data_correction_rendered.ipynb b/09_DataCorrection_Becker_Adusumilli/data_correction_rendered.ipynb index f937c26..429f39c 100644 --- a/09_DataCorrection_Becker_Adusumilli/data_correction_rendered.ipynb +++ b/09_DataCorrection_Becker_Adusumilli/data_correction_rendered.ipynb @@ -98,8 +98,9 @@ " for dataset in datasets[group]:\n", " DS = '/gt%d%s/%s/%s' % (pair, beam, group, dataset)\n", " try:\n", - " temp[dataset] = np.array(h5f[DS]) \n", - " if '_FillValue' in h5f[DS].attrs: # Converting Fortran NaNs to Python NaNs\n", + " temp[dataset] = np.array(h5f[DS])\n", + " # Convert Fortran NaNs to Python NaNs\n", + " if '_FillValue' in h5f[DS].attrs:\n", " fill_value = h5f[DS].attrs['_FillValue']\n", " temp[dataset][temp[dataset] == fill_value] = np.NaN\n", " except KeyError:\n", @@ -137,7 +138,8 @@ ], "source": [ "%%bash\n", - "aws s3 cp s3://pangeo-data-upload-oregon/icesat2/data-correction/byrd_moa.mat /home/jovyan/external_data/ " + "aws s3 cp s3://pangeo-data-upload-oregon/icesat2/data-correction/byrd_moa.mat \\\n", + " /home/jovyan/external_data/ " ] }, { @@ -198,9 +200,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "download: s3://pangeo-data-upload-oregon/icesat2/data-correction/IceShelf_Antarctica_v1.cpg to ../external_data/IceShelf_Antarctica_v1.cpg\n", - "download: s3://pangeo-data-upload-oregon/icesat2/data-correction/IceShelf_Antarctica_v1.dbf to ../external_data/IceShelf_Antarctica_v1.dbf\n", "download: s3://pangeo-data-upload-oregon/icesat2/data-correction/IceShelf_Antarctica_v1.shx to ../external_data/IceShelf_Antarctica_v1.shx\n", + "download: s3://pangeo-data-upload-oregon/icesat2/data-correction/IceShelf_Antarctica_v1.dbf to ../external_data/IceShelf_Antarctica_v1.dbf\n", + "download: s3://pangeo-data-upload-oregon/icesat2/data-correction/IceShelf_Antarctica_v1.cpg to ../external_data/IceShelf_Antarctica_v1.cpg\n", "download: s3://pangeo-data-upload-oregon/icesat2/data-correction/IceShelf_Antarctica_v1.prj to ../external_data/IceShelf_Antarctica_v1.prj\n", "download: s3://pangeo-data-upload-oregon/icesat2/data-correction/IceShelf_Antarctica_v1.shp to ../external_data/IceShelf_Antarctica_v1.shp\n" ] @@ -208,7 +210,8 @@ ], "source": [ "%%bash\n", - "aws s3 cp s3://pangeo-data-upload-oregon/icesat2/data-correction/ /home/jovyan/external_data/ --recursive --exclude \"*\" --include \"IceShelf_Antarctica_v1.*\"" + "aws s3 cp s3://pangeo-data-upload-oregon/icesat2/data-correction/ /home/jovyan/external_data/ \\\n", + " --recursive --exclude \"*\" --include \"IceShelf_Antarctica_v1.*\"" ] }, { @@ -278,7 +281,9 @@ "coords = np.squeeze(np.dstack((xp,yp)))\n", "poly_mpl = path.Path(coords)\n", "\n", - "for Di in D6: # Add 'mask' dataset (containing the x-y coordinate pairs within the mask) to list D6 for each beam/pair combination\n", + "# Add 'mask' dataset (containing the x-y coordinate pairs within the mask) to list D6 for each \n", + "# beam/pair combination\n", + "for Di in D6:\n", " Di['mask'] = poly_mpl.contains_points(np.transpose([Di['x'],Di['y']]))\n", "\n", "plt.figure(figsize = (10,8))\n", @@ -346,7 +351,8 @@ "plt.subplot(122)\n", "plot_moa()\n", "for Di in D6:\n", - " plt.scatter(Di['x'][::20],Di['y'][::20],c = Di['tide_load'][::20],s = 0.1,vmin=-0.01,vmax=0.01)\n", + " plt.scatter(Di['x'][::20],Di['y'][::20],c = Di['tide_load'][::20],s = 0.1, \\\n", + " vmin=-0.01,vmax=0.01)\n", "\n", "cbar = plt.colorbar()\n", "cbar.set_label('ocean load tide height [m]', rotation=270, labelpad = 12)\n", @@ -401,7 +407,8 @@ "plt.figure(figsize = (10,8))\n", "plot_moa()\n", "for Di in D6:\n", - " plt.scatter(Di['x'][Di['mask']][::20],Di['y'][Di['mask']][::20],c = Di['dac'][Di['mask']][::20],s = 0.1,vmin=0,vmax=0.5)\n", + " plt.scatter(Di['x'][Di['mask']][::20],Di['y'][Di['mask']][::20], \\\n", + " c = Di['dac'][Di['mask']][::20],s = 0.1,vmin=0,vmax=0.5)\n", "cbar = plt.colorbar()\n", "cbar.set_label('dynamic atmosphere correction [m]', rotation=270, labelpad = 12)\n", "\n", @@ -474,7 +481,8 @@ ], "source": [ "%%bash\n", - "aws s3 cp s3://pangeo-data-upload-oregon/icesat2/data-correction/ /home/jovyan/external_data/ --recursive --exclude \"*\" --include \"FDM_*.nc\"" + "aws s3 cp s3://pangeo-data-upload-oregon/icesat2/data-correction/ /home/jovyan/external_data/ \\\n", + " --recursive --exclude \"*\" --include \"FDM_*.nc\"" ] }, { @@ -496,8 +504,10 @@ "FAC = Dataset(external_data + '/FDM_FirnAir_ANT27_1979-2016.nc')\n", "\n", "print(FAC.file_format)\n", - "print(FAC.dimensions.keys()) # in this case, dimensions represent the physical dimensions assigned to each variable\n", - "print(FAC.variables.keys()) # variables are arrays of values where the bulk of the information is stored" + "print(FAC.dimensions.keys())\n", + "print(FAC.variables.keys())\n", + "\n", + "# In this case, dimensions represent the physical dimensions assigned to each variable. Variables are arrays of values where the bulk of the information is stored" ] }, { @@ -593,7 +603,8 @@ "metadata": {}, "outputs": [], "source": [ - "inds = np.where((lon_fac > 147) & (lon_fac < 163) & (lat_fac > -82) & (lat_fac < -78)) # Subsetting area around Byrd\n", + "# Subset area around Byrd\n", + "inds = np.where((lon_fac > 147) & (lon_fac < 163) & (lat_fac > -82) & (lat_fac < -78))\n", "mean_fac_byrd = np.squeeze(meanFirnAir_16[inds]).ravel()\n", "xy = np.empty((len(x_fac[inds]),2))\n", "xy[:,0] = np.squeeze(x_fac[inds]).ravel()\n", @@ -656,16 +667,14 @@ "outputs": [ { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "a19b3bbf0ddd4a7d80279e26dd68beae", - "version_major": 2, - "version_minor": 0 - }, + "image/png": 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\n", "text/plain": [ - "FigureCanvasNbAgg()" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -673,7 +682,7 @@ "MDT_corr = -1.4;\n", "rho_ice = 917.; rho_ocean = 1028.\n", "\n", - "%matplotlib widget\n", + "%matplotlib inline\n", "\n", "plt.figure(figsize = (8,6))\n", "plot_moa()\n", @@ -681,7 +690,8 @@ "for Di in D6:\n", " h_MSL = Di['h_li'] - MDT_corr - Di['geoid_h']\n", " thickness = ((1/rho_ice - 1/rho_ocean)**(-1)) * ((h_MSL - Di['FAC_interp'])/rho_ice)\n", - " plt.scatter(Di['x'][Di['mask']][::20],Di['y'][Di['mask']][::20],c = thickness[Di['mask']][::20],s = 0.1)\n", + " plt.scatter(Di['x'][Di['mask']][::20],Di['y'][Di['mask']][::20], \\\n", + " c = thickness[Di['mask']][::20],s = 0.1)\n", " plt.clim([0,1000])\n", "cbar = plt.colorbar()\n", "cbar.set_label('thickness [m]', rotation=270, labelpad = 12)\n", @@ -725,7 +735,8 @@ ], "source": [ "%%bash\n", - "aws s3 cp s3://pangeo-data-upload-oregon/icesat2/data-correction/ /home/jovyan/external_data/ --recursive --exclude \"*\" --include \"SMB_*.nc\"" + "aws s3 cp s3://pangeo-data-upload-oregon/icesat2/data-correction/ /home/jovyan/external_data/ \\\n", + " --recursive --exclude \"*\" --include \"SMB_*.nc\"" ] }, { @@ -739,7 +750,7 @@ "SMB_data = Dataset(external_data + '/SMB_RACMO2.4_monthly_ANT27_197901_201612.nc')\n", "lat_smb = SMB_data.variables['lat'][:]\n", "lon_smb = SMB_data.variables['lon'][:]\n", - "#SMB data are in millimeters of water equivalent per month, convert to meters of ice (density 917 kg/m^3) equivalent per year\n", + "# SMB data are in millimeters of water equivalent per month, convert to meters of ice (density 917 kg/m^3) equivalent per year\n", "SMB = SMB_data.variables['smb'][:]*12/917\n", "time_smb = SMB_data.variables['time']\n", "time_smb = date2fracyr(num2date(time_smb[:], time_smb.units, time_smb.calendar))" @@ -752,16 +763,14 @@ "outputs": [ { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e8036d104dea497e8dd59e1c7f93ef82", - "version_major": 2, - "version_minor": 0 - }, + "image/png": 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\n", "text/plain": [ - "FigureCanvasNbAgg()" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -779,7 +788,7 @@ "for i in range(0,len(time_smb)):\n", " mean_smb_ = np.squeeze(SMB[i,:,:])\n", " mean_smb[i] = smb_to_surface_height*np.mean(mean_smb_[inds])\n", - "mean_smb = mean_smb - np.mean(mean_smb) #remove mean to convert to anomalies\n", + "mean_smb = mean_smb - np.mean(mean_smb) # Remove mean to convert to anomalies\n", "mean_smb = cumtrapz(mean_smb,x=time_smb) \n", "\n", "plt.rcParams.update({'font.size': 16})\n", @@ -807,16 +816,14 @@ "outputs": [ { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f6f78d2bf5c44f7eaf43852092d918f3", - "version_major": 2, - "version_minor": 0 - }, + "image/png": 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\n", "text/plain": [ - "FigureCanvasNbAgg()" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -832,7 +839,7 @@ "for i in range(0,len(time_smb)):\n", " mean_smb_ = np.squeeze(SMB[i,:,:])\n", " mean_smb[i] = smb_to_surface_height*np.mean(mean_smb_[inds])\n", - "mean_smb = mean_smb - np.nanmean(mean_smb) #remove mean to convert to anomalies\n", + "mean_smb = mean_smb - np.nanmean(mean_smb) # Remove mean to convert to anomalies\n", "mean_smb = cumtrapz(mean_smb,x=time_smb) \n", "\n", "plt.figure(figsize = (12,6))\n",