{ "cells": [ { "cell_type": "markdown", "id": "2660dd64-cb8f-4eb6-bac6-c241ac9adcff", "metadata": {}, "source": [ "# Generate publication-ready results\n", "\n", "Compared to simple, interactive matplotlib or other widgets on a Jupyter Notebook, data presentation in a publication-ready format often requires more. For a figure, it should contain rich and adequate information and be self-explanatory with only little help from figure caption or other text. The type and the layers of such a figure are carefully chosen for readers to quickly comprehend. To make a good figure, we almost always have to revisit the code (or any app we use to generate it) and modify its content as many times as necessary. Thus, here we will introduce some tools from a broad ecosystem (such as various plotting libraries) and how to work with them using Jupyter tools for highly-customized figure making and the ease of future modification.\n", "\n", "For geospatial data in Earth science, there has been a growing trend to present them in a form of web map, such as a Google map widget on a html page. This gives users more ways to naviagate through the data and investigate their spatial relationship. The Jupyter tools can help researchers make such a web map with only a few steps.\n", "\n", "```{admonition} Goals\n", ":class: tip\n", "Use an advanced plotting library to generate publication-ready and web map-based figures of this \"ICESat-2 sees glacier crevasses\" study\n", "```\n", "\n", "## Steps\n", "\n", "### Load the data\n", "\n", "Firstly we need to load the results from the {doc}`analysis` section." ] }, { "cell_type": "code", "execution_count": 1, "id": "43961e69-b691-48d7-ada9-b7f5ae4ae1dd", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray (labels: 5, dist_alongtrack: 13686)>\n",
       "array([[-1.593195e+02, -1.563717e+02, -2.943837e+02, ...,  8.966064e+02,\n",
       "         9.861824e+02,  8.966960e+02],\n",
       "       [ 1.834177e+01,  1.834177e+01,  1.834173e+01, ...,  1.833335e+01,\n",
       "         1.833337e+01,  1.833334e+01],\n",
       "       [ 7.863276e+01,  7.863276e+01,  7.863276e+01, ...,  7.864154e+01,\n",
       "         7.864155e+01,  7.864155e+01],\n",
       "       [ 0.000000e+00,  0.000000e+00,  0.000000e+00, ...,  0.000000e+00,\n",
       "         0.000000e+00,  0.000000e+00],\n",
       "       [ 3.890027e-06,  3.890028e-06,  2.919054e-06, ...,  5.660091e-06,\n",
       "         2.919044e-06,  5.660090e-06]])\n",
       "Coordinates:\n",
       "  * labels           (labels) object 'h' 'lon' 'lat' 'q' 'kde'\n",
       "  * dist_alongtrack  (dist_alongtrack) float64 1.509e+04 1.509e+04 ... 1.609e+04\n",
       "Attributes:\n",
       "    dataset:        ATL03\n",
       "    glacier:        Negribreen\n",
       "    RGT:            594\n",
       "    date:           2019-08-05\n",
       "    kde_bw_method:  0.007
" ], "text/plain": [ "\n", "array([[-1.593195e+02, -1.563717e+02, -2.943837e+02, ..., 8.966064e+02,\n", " 9.861824e+02, 8.966960e+02],\n", " [ 1.834177e+01, 1.834177e+01, 1.834173e+01, ..., 1.833335e+01,\n", " 1.833337e+01, 1.833334e+01],\n", " [ 7.863276e+01, 7.863276e+01, 7.863276e+01, ..., 7.864154e+01,\n", " 7.864155e+01, 7.864155e+01],\n", " [ 0.000000e+00, 0.000000e+00, 0.000000e+00, ..., 0.000000e+00,\n", " 0.000000e+00, 0.000000e+00],\n", " [ 3.890027e-06, 3.890028e-06, 2.919054e-06, ..., 5.660091e-06,\n", " 2.919044e-06, 5.660090e-06]])\n", "Coordinates:\n", " * labels (labels) object 'h' 'lon' 'lat' 'q' 'kde'\n", " * dist_alongtrack (dist_alongtrack) float64 1.509e+04 1.509e+04 ... 1.609e+04\n", "Attributes:\n", " dataset: ATL03\n", " glacier: Negribreen\n", " RGT: 594\n", " date: 2019-08-05\n", " kde_bw_method: 0.007" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import xarray as xr\n", "\n", "filename = 'download/ATL03_Negribreen_RGT594_2019-08-05.nc'\n", "results = xr.open_dataarray(filename)\n", "results" ] }, { "cell_type": "markdown", "id": "2d7a4ad3-6ade-4808-93c1-913642986171", "metadata": {}, "source": [ "### Make a figure using an advanced plotting tool\n", "\n", "Jupyter Notebook works well with various plotting tools. For a Python kernel, there is a wide selection such as Matplotlib, seaborn, Plotly, Bokeh, and holoviews. There are also libraries designed specifically for plotting geospatial data, including Cartopy and PyGMT. Here we will choose `seaborn` and visualize the results of crevasse analysis." ] }, { "cell_type": "code", "execution_count": 2, "id": "limiting-rental", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt # for detailed axis settings\n", "import seaborn as sns # for plotting on a matplotlib axis" ] }, { "cell_type": "markdown", "id": "6e9f05fe-7b8d-446e-a81a-bf4e63fd114f", "metadata": {}, "source": [ "To downsize the code line length, we use these aliases:" ] }, { "cell_type": "code", "execution_count": 20, "id": "0967eb5e-ff7d-49af-a79f-5388c0f3bbf6", "metadata": {}, "outputs": [], "source": [ "x = results.dist_alongtrack\n", "y = results.loc['h']\n", "q = results.loc['q']\n", "kde = results.loc['kde']" ] }, { "cell_type": "markdown", "id": "0d76ca33-c5c1-47f1-a386-58963bafe603", "metadata": {}, "source": [ "The advantages of using `seaborn` (as well as the other advanced ploting tools) include:\n", "\n", "- Abundant presets of plotting type. For example, seaborn has a `kdeplot` function that makes you plot kernel density estimates with little settings.\n", "- Multiple perceptually uniform color maps (good for numeric data comparison) are available and ready to use.\n", "- Flexibility: we can simply follow a preset or highly customize every details on the figure.\n", "- Some of the plotting libraries support advanced interactive visualization. For example, Bokeh has a \"panel\" functionality that links all the subplots of a figure and update them according to user input. \n", "\n", "Now we start to use seaborn and plot the ICESat-2 elevation profile again, but this time we select a different preset colormap and add more details onto the figure. " ] }, { "cell_type": "code", "execution_count": 67, "id": "2f706b8d-5228-4888-9ea9-a48fc73361f6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(14, 6))\n", "\n", "sns.scatterplot(x=x, y=y, s=5, hue=kde, palette='crest', ax=ax)\n", "# sns.scatterplot(x=x[kde > 0.0001], y=y[kde > 0.0001], s=5, color='r', ax=ax)\n", "# sns.kdeplot(x=x[q == 4], y=y[q == 4], levels=2, color=\".15\", linewidths=1, bw_method=0.007, ax=ax)\n", "\n", "ax.set_xlim(15090, 16090)\n", "ax.set_ylim(320, 363)\n", "ax.set_xlabel('Along-Track distance (m)')\n", "ax.set_ylabel('Elevation (m)')\n", "ax.legend(title=\"Gaussian kernel density\")" ] }, { "cell_type": "markdown", "id": "3569c921-3c63-4252-8285-aeb76009f025", "metadata": {}, "source": [ "This perceptually uniform color map (`crest`) highlights the bottom of the crevasses with dark colors. It saves us a lot of time find the right way to convey our results. \n", "\n", "Since this is a toy research workflow, we will stop here but welcome you to explore more. For example, you can uncomment the `sns.kdeplot` command or the other `sns.scatterplot` in the above cell and see what will change. You can also try to curve fit the ice surface and plot it on the same figure. This cell will serve as the entry point whenever you need to update the figure.\n", "\n", "### Make web map and plot geospatial data\n", "\n", "Compared to a traditional map, a web map provides much more ample room to explore the data because the map scale and boundary are not fixed. As its name suggests, a web map can also be easily embedded on a web page along with information such as caption and other figures. The `ipyleaflet` tool makes Jupyter Notebook able to make and display such a map. In our case, we also need `pandas` and `geopandas` to help prepare the ipyleaflet-readable data." ] }, { "cell_type": "code", "execution_count": 68, "id": "2b033820-f9cf-4901-b960-59b874833139", "metadata": {}, "outputs": [], "source": [ "import ipyleaflet as ilfl\n", "import pandas as pd\n", "import geopandas as gpd" ] }, { "cell_type": "markdown", "id": "de8ca0d2-0706-4069-94fd-9aec86675f9f", "metadata": {}, "source": [ "To begin, we have to translate necessary information stored as the `xarray.DataArray` to the `geopandas.DataFrame` object. We only select points with `kde > 0.0001` to avoid too many points being plotted and highlight crevasse locations." ] }, { "cell_type": "code", "execution_count": 149, "id": "c1c35286-6026-4555-9a5a-e6be703ed1dc", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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latlonelevkdegeometry
dist_alongtrack
15094.23798378.63279918.341878330.3128360.000103POINT (18.34188 78.63280)
15094.23641378.63279918.341878330.5835570.000102POINT (18.34188 78.63280)
15094.23759078.63279918.341878330.3678280.000103POINT (18.34188 78.63280)
15094.24033878.63279918.341878329.8168950.000100POINT (18.34188 78.63280)
15094.94700978.63280518.341872330.7444460.000107POINT (18.34187 78.63281)
..................
15961.12468578.64041918.334298351.9969790.000103POINT (18.33430 78.64042)
15961.12350578.64041918.334298352.2168270.000102POINT (18.33430 78.64042)
15961.83978978.64042518.334292352.0515140.000102POINT (18.33429 78.64043)
15961.84097278.64042518.334292351.7545470.000102POINT (18.33429 78.64043)
15961.84018478.64042518.334292351.9501040.000102POINT (18.33429 78.64043)
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383 rows × 5 columns

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" ], "text/plain": [ " lat lon elev kde \\\n", "dist_alongtrack \n", "15094.237983 78.632799 18.341878 330.312836 0.000103 \n", "15094.236413 78.632799 18.341878 330.583557 0.000102 \n", "15094.237590 78.632799 18.341878 330.367828 0.000103 \n", "15094.240338 78.632799 18.341878 329.816895 0.000100 \n", "15094.947009 78.632805 18.341872 330.744446 0.000107 \n", "... ... ... ... ... \n", "15961.124685 78.640419 18.334298 351.996979 0.000103 \n", "15961.123505 78.640419 18.334298 352.216827 0.000102 \n", "15961.839789 78.640425 18.334292 352.051514 0.000102 \n", "15961.840972 78.640425 18.334292 351.754547 0.000102 \n", "15961.840184 78.640425 18.334292 351.950104 0.000102 \n", "\n", " geometry \n", "dist_alongtrack \n", "15094.237983 POINT (18.34188 78.63280) \n", "15094.236413 POINT (18.34188 78.63280) \n", "15094.237590 POINT (18.34188 78.63280) \n", "15094.240338 POINT (18.34188 78.63280) \n", "15094.947009 POINT (18.34187 78.63281) \n", "... ... \n", "15961.124685 POINT (18.33430 78.64042) \n", "15961.123505 POINT (18.33430 78.64042) \n", "15961.839789 POINT (18.33429 78.64043) \n", "15961.840972 POINT (18.33429 78.64043) \n", "15961.840184 POINT (18.33429 78.64043) \n", "\n", "[383 rows x 5 columns]" ] }, "execution_count": 149, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Translate lat, lon, h, and kde into Pandas Series\n", "kde_series = kde[kde > 0.0001].to_series()\n", "h_series = y[kde > 0.0001].to_series()\n", "lat_series = results.loc['lat'][kde > 0.0001].to_series()\n", "lon_series = results.loc['lon'][kde > 0.0001].to_series()\n", "\n", "# Concatenate Series to Pandas DataFrame, and then convert it to Geopandas DataFrame\n", "results_pd = pd.concat([lat_series, lon_series, h_series, kde_series], axis=1, keys=[\"lat\", \"lon\", \"elev\", \"kde\"])\n", "results_gpd = gpd.GeoDataFrame(results_pd, geometry=gpd.points_from_xy(results_pd['lon'], results_pd['lat']), crs='EPSG:4326')\n", "results_gpd" ] }, { "cell_type": "markdown", "id": "78495448-9016-42b7-b2a9-b45c95f8f594", "metadata": {}, "source": [ "Using `ipyleaflet.Map` and `ipyleaflet.GeoData` classes, now we can plot crevasse locations (points with `kde > 0.0001`) on a web map:" ] }, { "cell_type": "code", "execution_count": 150, "id": "3d31ae9d-150b-4996-80ef-b7a448cd411c", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "93d1490aabc94a7c916f8e6f6ae23142", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Map(center=[78.63275820720929, 18.341771562786278], controls=(ZoomControl(options=['position', 'zoom_in_text',…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "zoom = 9 # initial zoom level\n", "center = [float(results.loc['lat'][0]), float(results.loc['lon'][0])] # initial map center\n", "\n", "# Generate leaflet map \n", "m = ilfl.Map(basemap=ilfl.basemaps.Esri.WorldImagery, center=center, zoom=zoom)\n", "# Generate and add GeoData on the map\n", "geo_data = ilfl.GeoData(geo_dataframe = results_gpd,\n", " style={'color': '#00203f', 'radius':5},\n", " point_style={'fillColor': '#adefd1'})\n", "m.add_layer(geo_data)\n", "\n", "m" ] }, { "cell_type": "markdown", "id": "f8b4c229-1330-409f-9c2a-f821fa8e517a", "metadata": {}, "source": [ "You can furthur zoom in, separate the points, and compare crevass distributions from our results with the crevasses seen on the base satellite map.\n", "\n", "```{admonition} Summary\n", "We work with advanced plotting and web map tools to generate figures or html panels with publication quality.\n", "```" ] }, { "cell_type": "code", "execution_count": null, "id": "3730bc2d-742e-4d62-9872-046847f45729", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:.conda-jme]", "language": "python", "name": "conda-env-.conda-jme-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": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 5 }