{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# erddapy: a python client/URL builder for ERDDAP" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "ERDDAP has RESTful API that is very convenient for creating web apps, data portals, etc. However, writing those URLs manually can be tedious and error prone\n", "\n", "This notebook walks through an easy to set up ERDDAP RESTful URL by using the python client, `erddapy`.\n", "\n", "A typical ERDDAP RESTful URL looks like:\n", "\n", "[https://data.ioos.us/gliders/erddap/tabledap/whoi_406-20160902T1700.mat?depth,latitude,longitude,salinity,temperature,time&time>=2016-07-10T00:00:00Z&time<=2017-02-10T00:00:00Z &latitude>=38.0&latitude<=41.0&longitude>=-72.0&longitude<=-69.0](https://data.ioos.us/gliders/erddap/tabledap/whoi_406-20160902T1700.mat?depth,latitude,longitude,salinity,temperature,time&time>=2016-07-10T00:00:00Z&time<=2017-02-10T00:00:00Z&latitude>=38.0&latitude<=41.0&longitude>=-72.0&longitude<=-69.0)\n", "\n", "Let's break it down to smaller parts:\n", "\n", "- **server**: https://data.ioos.us/gliders/erddap/\n", "- **protocol**: tabledap\n", "- **dataset_id**: whoi_406-20160902T1700\n", "- **response**: .mat\n", "- **variables**: depth,latitude,longitude,temperature,time\n", "- **constraints**:\n", " - time>=2016-07-10T00:00:00Z\n", " - time<=2017-02-10T00:00:00Z\n", " - latitude>=38.0\n", " - latitude<=41.0\n", " - longitude>=-72.0\n", " - longitude<=-69.0\n", "\n", "We can represent that easily in Python like in the cell below." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Feeding these variables in the `erddapy.ERDDAP` class we will create the URL builder object." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "server = \"https://data.ioos.us/gliders/erddap\"\n", "\n", "protocol = \"tabledap\"\n", "\n", "dataset_id = \"whoi_406-20160902T1700\"\n", "\n", "response = \"mat\"\n", "\n", "variables = [\n", " \"depth\",\n", " \"latitude\",\n", " \"longitude\",\n", " \"salinity\",\n", " \"temperature\",\n", " \"time\",\n", "]\n", "\n", "constraints = {\n", " \"time>=\": \"2016-07-10T00:00:00Z\",\n", " \"time<=\": \"2017-02-10T00:00:00Z\",\n", " \"latitude>=\": 38.0,\n", " \"latitude<=\": 41.0,\n", " \"longitude>=\": -72.0,\n", " \"longitude<=\": -69.0,\n", "}" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "https://data.ioos.us/gliders/erddap/tabledap/whoi_406-20160902T1700.html?depth,latitude,longitude,salinity,temperature,time&time>=1468108800.0&time<=1486684800.0&latitude>=38.0&latitude<=41.0&longitude>=-72.0&longitude<=-69.0\n" ] } ], "source": [ "from erddapy import ERDDAP\n", "\n", "e = ERDDAP(server=server, protocol=protocol,)\n", "\n", "\n", "e.dataset_id = dataset_id\n", "e.variables = variables\n", "e.constraints = constraints\n", "\n", "print(e.get_download_url())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we change the response to `html` we can visualize the page." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/filipe/miniconda3/envs/IOOS/lib/python3.6/site-packages/IPython/core/display.py:689: UserWarning: Consider using IPython.display.IFrame instead\n", " warnings.warn(\"Consider using IPython.display.IFrame instead\")\n" ] }, { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def show_iframe(src):\n", " from IPython.display import HTML\n", "\n", " iframe = ''.format\n", " return HTML(iframe(src=src))\n", "\n", "\n", "show_iframe(e.get_download_url(response=\"html\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Additionally, the object has `.get_info_url()` and `.get_search_url()` that can be used to obtain the info and search URLs respectively" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "show_iframe(e.get_info_url(response=\"html\"))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "show_iframe(e.get_search_url(response=\"html\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`erddapy` also brings some simple methods to download the data in some common data formats, like `pandas.DataFrame` and `xarray.Dataset`." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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depth (m)latitude (degrees_north)longitude (degrees_east)salinity (1)temperature (Celsius)
time (UTC)
2016-09-03 20:15:465.3540.990881-71.1243932.24542220.6620
2016-09-03 20:15:466.0940.990881-71.1243932.22318320.6512
2016-09-03 20:15:466.7240.990881-71.1243932.23795020.6047
2016-09-03 20:15:467.3740.990881-71.1243932.23547020.5843
2016-09-03 20:15:468.4340.990881-71.1243932.22450320.5691
\n", "
" ], "text/plain": [ " depth (m) latitude (degrees_north) \\\n", "time (UTC) \n", "2016-09-03 20:15:46 5.35 40.990881 \n", "2016-09-03 20:15:46 6.09 40.990881 \n", "2016-09-03 20:15:46 6.72 40.990881 \n", "2016-09-03 20:15:46 7.37 40.990881 \n", "2016-09-03 20:15:46 8.43 40.990881 \n", "\n", " longitude (degrees_east) salinity (1) \\\n", "time (UTC) \n", "2016-09-03 20:15:46 -71.12439 32.245422 \n", "2016-09-03 20:15:46 -71.12439 32.223183 \n", "2016-09-03 20:15:46 -71.12439 32.237950 \n", "2016-09-03 20:15:46 -71.12439 32.235470 \n", "2016-09-03 20:15:46 -71.12439 32.224503 \n", "\n", " temperature (Celsius) \n", "time (UTC) \n", "2016-09-03 20:15:46 20.6620 \n", "2016-09-03 20:15:46 20.6512 \n", "2016-09-03 20:15:46 20.6047 \n", "2016-09-03 20:15:46 20.5843 \n", "2016-09-03 20:15:46 20.5691 " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = e.to_pandas(index_col=\"time (UTC)\", parse_dates=True,).dropna()\n", "\n", "\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "array([20.662 , 20.6512, 20.6047, ..., 18.9417, 19.0459, 19.2737],\n", " dtype=float32)\n", "Dimensions without coordinates: row\n", "Attributes:\n", " _ChunkSizes: 73\n", " actual_range: [ 9.9473 22.6177]\n", " ancillary_variables: qartod_temperature_climatological_flag qartod_tempe...\n", " colorBarMaximum: 32.0\n", " colorBarMinimum: 0.0\n", " instrument: instrument_ctd\n", " ioos_category: Temperature\n", " long_name: Sea Water Temperature\n", " observation_type: measured\n", " platform: platform\n", " standard_name: sea_water_temperature\n", " units: Celsius\n", " valid_max: 40.0\n", " valid_min: -5.0" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ds = e.to_xarray(decode_times=False)\n", "\n", "ds[\"temperature\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here is a simple plot using the data from `xarray`." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "\n", "import matplotlib.dates as mdates\n", "import matplotlib.pyplot as plt\n", "\n", "fig, ax = plt.subplots(figsize=(17, 5))\n", "kw = dict(s=15, c=df[\"temperature (Celsius)\"], marker=\"o\", edgecolor=\"none\")\n", "cs = ax.scatter(df.index, df[\"depth (m)\"], **kw)\n", "\n", "ax.invert_yaxis()\n", "ax.set_xlim(df.index[0], df.index[-1])\n", "xfmt = mdates.DateFormatter(\"%H:%Mh\\n%d-%b\")\n", "ax.xaxis.set_major_formatter(xfmt)\n", "\n", "cbar = fig.colorbar(cs, orientation=\"vertical\", extend=\"both\")\n", "cbar.ax.set_ylabel(r\"Temperature ($^\\circ$C)\")\n", "ax.set_ylabel(\"Depth (m)\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One can build the proper variables programmatically, feed them in erddapy, and then build a service like [this notebook](https://mybinder.org/v2/gh/ioos/BioData-Training-Workshop/master?filepath=notebooks/ERDDAP_timeseries_explorer-IOOS.ipynb). However, erddapy is also designed for interactive work. One can explore interactively the ERDDAP server from Python.\n", "\n", "PS: Note that in this example below we did not feed any variables other than the server URL" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "from erddapy import ERDDAP\n", "\n", "e = ERDDAP(server=\"https://data.ioos.us/gliders/erddap\")\n", "\n", "df = pd.read_csv(e.get_search_url(response=\"csv\", search_for=\"all\"))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'We have 495 tabledap, 0 griddap, and 0 wms endpoints.'" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\"We have {} tabledap, {} griddap, and {} wms endpoints.\".format(\n", " len(set(df[\"tabledap\"].dropna())),\n", " len(set(df[\"griddap\"].dropna())),\n", " len(set(df[\"wms\"].dropna())),\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can refine our search by adding some constraints." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "kw = {\n", " \"standard_name\": \"sea_water_temperature\",\n", " \"min_lon\": -72.0,\n", " \"max_lon\": -69.0,\n", " \"min_lat\": 38.0,\n", " \"max_lat\": 41.0,\n", " \"min_time\": \"2016-07-10T00:00:00Z\",\n", " \"max_time\": \"2017-02-10T00:00:00Z\",\n", " \"cdm_data_type\": \"trajectoryprofile\",\n", "}" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 16 Glider Datasets:\n", "\n", "blue-20160818T1448\n", "cp_335-20170116T1459\n", "cp_336-20161011T0027\n", "cp_336-20170116T1254\n", "cp_340-20160809T0230\n", "cp_374-20160529T0035\n", "cp_374-20161011T0106\n", "cp_376-20160527T2050\n", "cp_379-20170116T1246\n", "cp_380-20161011T2046\n", "cp_387-20160404T1858\n", "cp_388-20160809T1409\n", "cp_389-20161011T2040\n", "silbo-20160413T1534\n", "sp022-20170209T1616\n", "whoi_406-20160902T1700\n" ] } ], "source": [ "search_url = e.get_search_url(response=\"csv\", **kw)\n", "search = pd.read_csv(search_url)\n", "gliders = search[\"Dataset ID\"].values\n", "\n", "msg = \"Found {} Glider Datasets:\\n\\n{}\".format\n", "print(msg(len(gliders), \"\\n\".join(gliders)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Last but not least we can inspect a specific `dataset_id`." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Row TypeVariable NameAttribute NameData TypeValue
0attributeNC_GLOBALacknowledgementStringThis deployment supported by NOAA U.S. IOOS
1attributeNC_GLOBALcdm_data_typeStringTrajectoryProfile
2attributeNC_GLOBALcdm_profile_variablesStringtime_uv,lat_uv,lon_uv,u,v,profile_id,time,lati...
3attributeNC_GLOBALcdm_trajectory_variablesStringtrajectory,wmo_id
4attributeNC_GLOBALcommentStringGlider deployed by the University of Massachus...
\n", "
" ], "text/plain": [ " Row Type Variable Name Attribute Name Data Type \\\n", "0 attribute NC_GLOBAL acknowledgement String \n", "1 attribute NC_GLOBAL cdm_data_type String \n", "2 attribute NC_GLOBAL cdm_profile_variables String \n", "3 attribute NC_GLOBAL cdm_trajectory_variables String \n", "4 attribute NC_GLOBAL comment String \n", "\n", " Value \n", "0 This deployment supported by NOAA U.S. IOOS \n", "1 TrajectoryProfile \n", "2 time_uv,lat_uv,lon_uv,u,v,profile_id,time,lati... \n", "3 trajectory,wmo_id \n", "4 Glider deployed by the University of Massachus... " ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "info_url = e.get_info_url(dataset_id=gliders[0], response=\"csv\")\n", "info = pd.read_csv(info_url)\n", "\n", "info.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the info URL we can filter the data using attributes." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "NC_GLOBAL\n" ] } ], "source": [ "cdm_profile_variables = info.loc[\n", " info[\"Attribute Name\"] == \"cdm_profile_variables\", \"Variable Name\"\n", "]\n", "\n", "print(\"\".join(cdm_profile_variables))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In fact, that is such a common operation that `erddapy` brings its own method for filtering data by attributes. In the next three cells we request the variables names that has a `cdm_profile_variables`, a `standard_name` of `sea_water_temperature`, and an axis respectively." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['NC_GLOBAL']" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "e.get_var_by_attr(\n", " dataset_id=gliders[0], cdm_profile_variables=lambda v: v is not None,\n", ")" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['temperature']" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "e.get_var_by_attr(\n", " dataset_id=\"whoi_406-20160902T1700\", standard_name=\"sea_water_temperature\",\n", ")" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['latitude', 'time', 'depth', 'longitude']" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "axis = e.get_var_by_attr(\n", " dataset_id=\"whoi_406-20160902T1700\", axis=lambda v: v in [\"X\", \"Y\", \"Z\", \"T\"],\n", ")\n", "axis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With this method one can, for example, request data from multiple datasets using the standard_name." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "def get_cf_vars(\n", " e,\n", " dataset_id,\n", " standard_names=[\"sea_water_temperature\", \"sea_water_practical_salinity\"],\n", "):\n", " \"\"\"Return the axis of a dataset_id the variable with the `standard_name`.\"\"\"\n", " variables = e.get_var_by_attr(\n", " dataset_id=dataset_id, axis=lambda v: v in [\"X\", \"Y\", \"Z\", \"T\"]\n", " )\n", " if len(variables) < 4:\n", " raise Exception(\"Expected at least 4 axis, found {!r}\".format(variables))\n", "\n", " var = e.get_var_by_attr(\n", " dataset_id=dataset_id, standard_name=lambda v: v in standard_names\n", " )\n", " if len(var) > 2:\n", " raise Exception(\n", " \"Found more than 1 variable with `standard_names` {}\\n{!r}\".format(\n", " standard_names, var\n", " )\n", " )\n", " variables.extend(var)\n", " return variables" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "from requests.exceptions import HTTPError\n", "\n", "\n", "def download_csv(url):\n", " return pd.read_csv(url, index_col=\"time\", parse_dates=True, skiprows=[1])\n", "\n", "\n", "dfs = {}\n", "for glider in gliders:\n", " variables = get_cf_vars(\n", " e,\n", " dataset_id=glider,\n", " standard_names=[\"sea_water_temperature\", \"sea_water_practical_salinity\"],\n", " )\n", " try:\n", " download_url = e.get_download_url(\n", " dataset_id=glider,\n", " protocol=\"tabledap\",\n", " variables=variables,\n", " response=\"csv\",\n", " constraints=constraints,\n", " )\n", " except HTTPError:\n", " continue\n", " dfs.update({glider: download_csv(download_url)})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To close this notebook, let's plot the tracks and a TS diagram for all the gliders found in that search." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "k = 0\n", "tiles = (\n", " \"http://services.arcgisonline.com/arcgis/rest/services/\"\n", " \"World_Topo_Map/MapServer/MapServer/tile/{z}/{y}/{x}\"\n", ")\n", "\n", "\n", "def plot_track(df, name, color=\"orange\"):\n", " df = df.reset_index().drop_duplicates(\"time\", keep=\"first\").sort_values(\"time\")\n", " locations = list(zip(df[\"latitude\"].values, df[\"longitude\"].values))\n", "\n", " folium.PolyLine(\n", " locations=locations,\n", " color=color,\n", " weight=8,\n", " opacity=0.7,\n", " tooltip=name,\n", " popup=name,\n", " ).add_to(m)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "from palettable import cubehelix\n", "\n", "colors = cubehelix.Cubehelix.make(\n", " n=len(dfs),\n", " start_hue=240,\n", " end_hue=-300,\n", " min_sat=1,\n", " max_sat=2.5,\n", " min_light=0.3,\n", " max_light=0.8,\n", " gamma=0.9,\n", ").hex_colors" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import folium\n", "\n", "m = folium.Map(location=(40.3052, -70.8833), zoom_start=7, tiles=tiles, attr=\"ESRI\")\n", "\n", "for name, df in list(dfs.items()):\n", " plot_track(df, name, color=colors[k])\n", " k += 1\n", "\n", "m" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def glider_scatter(df, ax, glider):\n", " ax.scatter(df[\"temperature\"], df[\"salinity\"], s=10, alpha=0.5, label=glider)\n", "\n", "\n", "fig, ax = plt.subplots(figsize=(7, 7))\n", "ax.set_ylabel(\"salinity\")\n", "ax.set_xlabel(\"temperature\")\n", "ax.grid(True)\n", "\n", "for glider, df in dfs.items():\n", " glider_scatter(df, ax, glider)\n", "ax.set_ylim(20, 41)\n", "ax.set_xlim(2.5, 26)\n", "\n", "ax.legend(bbox_to_anchor=(1.5, 0.5), loc=\"right\")" ] } ], "metadata": { "_draft": { "nbviewer_url": "https://gist.github.com/2e45fe0bdd0320496aa3b7f98f07a4d9" }, "gist": { "data": { "description": "2018-03-01-erddapy.ipynb", "public": true }, "id": "2e45fe0bdd0320496aa3b7f98f07a4d9" }, "kernelspec": { "display_name": "Python 3", "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": "3.7.1" } }, "nbformat": 4, "nbformat_minor": 2 }