{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Aquarius Data" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "0LG_fO7QyPqF" }, "source": [ "Very simple program, just mapping some salinity data from Aqarius (available in the RIDDC ERDDAP server). **This code is a good starting point for learning how to work with the ERDDAP data through a Python notebook.**" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": {}, "colab_type": "code", "id": "GKE-iJHNVB2O" }, "outputs": [], "source": [ "#the following installations and imports are necessary to run the program (once the installations are done they can be commented out): \n", "!pip install netCDF4\n", "!pip install erddapy\n", "!apt install libproj-dev proj-data proj-bin\n", "!apt-get install libgeos-dev\n", "!pip install cython\n", "!pip install cartopy\n", "!pip install display\n", "from netCDF4 import Dataset as NetCDFFile \n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import cartopy.crs as ccrs" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "qpKDFyury1AL" }, "source": [ "3 month data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 282 }, "colab_type": "code", "id": "HMwDjwnlVOyi", "outputId": "e037c869-2bf3-4263-c91b-c1fc5fecacbb" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": { "tags": [] }, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light", "tags": [] }, "output_type": "display_data" } ], "source": [ "#this cell does mapping for the 3 month Aquarius data\n", "mydata = NetCDFFile('https://pricaimcit.services.brown.edu/erddap/griddap/jplAquariusSSS3MonthV5') #this gets the data from ERDDAP\n", "#the first part of the url is 'https://pricaimcit.services.brown.edu/erddap'. That's just the riddc erddap webpage.\n", "#the second part of the url is '/griddap'. That tells it whether you want gridded or tabular data (for tabular it would be '/tabledap')\n", "#the third part of the url is '/jplAquariusSSS3MonthV5', which gives the Dataset ID\n", "#the following lines define some data variables:\n", "lat = mydata.variables['latitude'][:]\n", "lon = mydata.variables['longitude'][:]\n", "time = mydata.variables['time'][:]\n", "sss = mydata.variables['sss'][:]\n", "#plotting:\n", "plt.figure(1)\n", "plt.pcolor(lon,lat,sss[0,:,:])" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "vU_I1c-Qy3Ui" }, "source": [ "7 Day data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 282 }, "colab_type": "code", "id": "-xt7B2tNV-2w", "outputId": "5a184205-b4da-46c3-81f9-55098fcefa33" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": { "tags": [] }, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light", "tags": [] }, "output_type": "display_data" } ], "source": [ "#this cell does mapping for the 7 day Aquarius data\n", "mydata = NetCDFFile('https://pricaimcit.services.brown.edu/erddap/griddap/jplAquariusSSS7DayV5')\n", "lat = mydata.variables['latitude'][:]\n", "lon = mydata.variables['longitude'][:]\n", "time = mydata.variables['time'][:]\n", "sss = mydata.variables['sss'][:]\n", "plt.figure(1)\n", "plt.pcolor(lon,lat,sss[0,:,:])" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "3_yjIJ4_zBc4" }, "source": [ "Daily data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 282 }, "colab_type": "code", "id": "nIBn1psMWQpi", "outputId": "5bf298ee-9796-4835-e1d2-06b23644d08b" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": { "tags": [] }, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light", "tags": [] }, "output_type": "display_data" } ], "source": [ "#this cell does mapping for the daily Aquarius data\n", "mydata = NetCDFFile('https://pricaimcit.services.brown.edu/erddap/griddap/jplAquariusSSSDailyV5')\n", "lat = mydata.variables['latitude'][:]\n", "lon = mydata.variables['longitude'][:]\n", "time = mydata.variables['time'][:]\n", "sss = mydata.variables['sss'][:]\n", "plt.figure(1)\n", "plt.pcolor(lon,lat,sss[0,:,:])" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "W3opTNzrzCz1" }, "source": [ "Monthly data" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 265 }, "colab_type": "code", "id": "UlT8CqxSWV3P", "outputId": "9d6371ca-df87-42db-ea32-f8f33a33d7d2" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light", "tags": [] }, "output_type": "display_data" } ], "source": [ "#this cell does mapping for the monthly Aquarius data\n", "mydata = NetCDFFile('https://pricaimcit.services.brown.edu/erddap/griddap/jplAquariusSSSMonthlyV5')\n", "lat = mydata.variables['latitude'][:]\n", "lon = mydata.variables['longitude'][:]\n", "time = mydata.variables['time'][:]\n", "sss = mydata.variables['sss'][:]\n", "plt.figure(1)\n", "Image = plt.pcolor(lon,lat,sss[0,:,:])" ] } ], "metadata": { "colab": { "collapsed_sections": [], "include_colab_link": true, "name": "Aquarius Salinity Maps", "provenance": [] }, "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": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }