Stylistic tutorial edits v2 in 09_DataCorrection_Becker_Adusumilli

Author: mayakbecker

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: # Convert 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",
@@ -199,9 +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"
      ]
@@ -280,7 +281,8 @@
     "coords = np.squeeze(np.dstack((xp,yp)))\n",
     "poly_mpl = path.Path(coords)\n",
     "\n",
-    "# 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",
@@ -349,7 +351,7 @@
     "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,\\\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",
@@ -405,7 +407,7 @@
     "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],\\\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",
@@ -688,7 +690,7 @@
     "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],\\\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",