Skip to content

Instantly share code, notes, and snippets.

@barronh
Created November 10, 2021 15:37
Show Gist options
  • Save barronh/47383b49fb7cd736c67742f53baae249 to your computer and use it in GitHub Desktop.
Save barronh/47383b49fb7cd736c67742f53baae249 to your computer and use it in GitHub Desktop.
tempo_syntheticearlyadopters2.ipynb
Display the source blob
Display the rendered blob
Raw
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "tempo_syntheticearlyadopters2.ipynb",
"provenance": [],
"collapsed_sections": [],
"include_colab_link": true
},
"kernelspec": {
"display_name": "anaconda",
"language": "python",
"name": "anaconda"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.1"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/barronh/47383b49fb7cd736c67742f53baae249/tempo_syntheticearlyadopters2.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "nDVbRw44RVcd"
},
"source": [
"# Quick TEMPO Synthetic Data Visualizer\n",
"\n",
" author: Barron H. Henderson\n",
" date: 2020-11-20\n",
" updated for ozone: 2021-11-10\n",
" contributors: James East and Shannon Koplitz\n",
"\n",
"This notebook is designed to download remote TEMPO data, select data based on QA flags, and make a map.\n",
"\n",
"As a prerequisite, you must have TEMPO proxy data for scan 11 (S011) and grid 6 (G06) for NO2, O3 and HCHO. Contact the TEMPO early adopter program for the example data url."
]
},
{
"cell_type": "code",
"metadata": {
"id": "HcJqFE9FeSzE"
},
"source": [
"exampledataurl = '...'"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "pbFFpPvBeAGC"
},
"source": [
"!wget --no-check-certificate {exampledataurl}"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "Wj-CfOLReOm5"
},
"source": [
"!tar xf tempotestdata-20211110.tar"
],
"execution_count": 3,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "BFT9v3ypzkxF"
},
"source": [
"# Prepare system"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "oqHJ8ZwpROLc"
},
"source": [
"## Install Libraries\n",
"* Adding a netCDF4 reader and overlay plotter\n",
"* these are not standard on Google Colab, but are easy to add"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "z8hPRsNQIdno",
"outputId": "bad993cd-a62a-4626-874e-b36fd6589b9a"
},
"source": [
"pip install netcdf4 cftime pycno"
],
"execution_count": 4,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Requirement already satisfied: netcdf4 in /usr/local/lib/python3.7/dist-packages (1.5.8)\n",
"Requirement already satisfied: cftime in /usr/local/lib/python3.7/dist-packages (1.5.1.1)\n",
"Collecting pycno\n",
" Downloading pycno-0.1.3-py3-none-any.whl (20 kB)\n",
"Requirement already satisfied: numpy>=1.9 in /usr/local/lib/python3.7/dist-packages (from netcdf4) (1.19.5)\n",
"Requirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (from pycno) (3.2.2)\n",
"Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib->pycno) (0.11.0)\n",
"Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->pycno) (2.4.7)\n",
"Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->pycno) (1.3.2)\n",
"Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->pycno) (2.8.2)\n",
"Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.1->matplotlib->pycno) (1.15.0)\n",
"Installing collected packages: pycno\n",
"Successfully installed pycno-0.1.3\n"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "JoFY6znmpxVw"
},
"source": [
"## Importing Libraries\n",
"\n",
"* `os`, `datetime`, `requests` are standard python libraries\n",
"* `numpy` and `matplotlib` are standard with Google Colab\n",
"* `netCDF4`, `cftime`, and `pycno` were added above"
]
},
{
"cell_type": "code",
"metadata": {
"id": "Hjnd5GNPG3rS"
},
"source": [
"%matplotlib inline\n",
"import os\n",
"from glob import glob\n",
"import requests\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"\n",
"from netCDF4 import Dataset\n",
"import cftime\n",
"import pycno\n",
"import pathlib"
],
"execution_count": 5,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "_7edopOVIfTo"
},
"source": [
"## Hide Warnings\n",
"\n",
"* Some commands report warngings that are expected and handled.\n",
"* This command hides them, so you don't have to worry."
]
},
{
"cell_type": "code",
"metadata": {
"id": "3J630ZkHIbmf"
},
"source": [
"import warnings\n",
"warnings.simplefilter('ignore')"
],
"execution_count": 6,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "QHj243zvX6ck"
},
"source": [
"# Get data all filepaths for a day\n",
"\n",
"Data is currently distributed via an HTTP server, which won't likely be the long-term delivery mechanism. This notebook assumes that you have downloaded data for 2013-07-01 and that it is available at\n",
"\n",
"`testdata/%Y%m/%d/TEMPO_{SPC}_L2_V01_%Y%m%dT%H%m%sZ_S{SSS}G{GG}.nc`\n",
"\n",
"where \n",
"* `{SPC}` is the species : NO2, HCHO or O3PROF-PROXY\n",
"* `{SSS}` is the scan number : 000..015\n",
"* `{GG}` is the grid number : 01..10"
]
},
{
"cell_type": "code",
"metadata": {
"id": "GzixxKAaEBmv",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "9679fe6c-05f2-4568-c8ab-c6c5a7c15cf5"
},
"source": [
"date = cftime.num2pydate(0, 'days since 2013-07-01 00:00:00+0000')\n",
"date"
],
"execution_count": 7,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"datetime.datetime(2013, 7, 1, 0, 0)"
]
},
"metadata": {},
"execution_count": 7
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "Gdw6EPM9d9sO"
},
"source": [
"folderpath = date.strftime(f'./testdata/%Y%m/%d/')"
],
"execution_count": 8,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "VaOd6xuVd9sP",
"outputId": "71ca1e39-dc93-4edf-9a45-39157740daf1"
},
"source": [
"no2filepaths = sorted(glob(f'{folderpath}/TEMPO_NO2-PROXY*_S???G??.nc'))\n",
"o3filepaths = sorted(glob(f'{folderpath}/TEMPO_O3PROF-PROXY*_S???G??.nc'))\n",
"hchofilepaths = sorted(glob(f'{folderpath}/TEMPO_HCHO-PROXY*_S???G??.nc'))\n",
"no2filepaths"
],
"execution_count": 9,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"['./testdata/201307/01/TEMPO_NO2-PROXY_L2_V01_20130701T122959Z_S004G06.nc',\n",
" './testdata/201307/01/TEMPO_NO2-PROXY_L2_V01_20130701T132959Z_S005G06.nc',\n",
" './testdata/201307/01/TEMPO_NO2-PROXY_L2_V01_20130701T142959Z_S006G06.nc',\n",
" './testdata/201307/01/TEMPO_NO2-PROXY_L2_V01_20130701T152959Z_S007G06.nc',\n",
" './testdata/201307/01/TEMPO_NO2-PROXY_L2_V01_20130701T162959Z_S008G06.nc',\n",
" './testdata/201307/01/TEMPO_NO2-PROXY_L2_V01_20130701T172959Z_S009G06.nc',\n",
" './testdata/201307/01/TEMPO_NO2-PROXY_L2_V01_20130701T182959Z_S010G06.nc',\n",
" './testdata/201307/01/TEMPO_NO2-PROXY_L2_V01_20130701T190000Z_S011G01.nc',\n",
" './testdata/201307/01/TEMPO_NO2-PROXY_L2_V01_20130701T190600Z_S011G02.nc',\n",
" './testdata/201307/01/TEMPO_NO2-PROXY_L2_V01_20130701T191200Z_S011G03.nc',\n",
" './testdata/201307/01/TEMPO_NO2-PROXY_L2_V01_20130701T191759Z_S011G04.nc',\n",
" './testdata/201307/01/TEMPO_NO2-PROXY_L2_V01_20130701T192359Z_S011G05.nc',\n",
" './testdata/201307/01/TEMPO_NO2-PROXY_L2_V01_20130701T192959Z_S011G06.nc',\n",
" './testdata/201307/01/TEMPO_NO2-PROXY_L2_V01_20130701T193559Z_S011G07.nc',\n",
" './testdata/201307/01/TEMPO_NO2-PROXY_L2_V01_20130701T194158Z_S011G08.nc',\n",
" './testdata/201307/01/TEMPO_NO2-PROXY_L2_V01_20130701T194758Z_S011G09.nc',\n",
" './testdata/201307/01/TEMPO_NO2-PROXY_L2_V01_20130701T195358Z_S011G10.nc',\n",
" './testdata/201307/01/TEMPO_NO2-PROXY_L2_V01_20130701T202959Z_S012G06.nc',\n",
" './testdata/201307/01/TEMPO_NO2-PROXY_L2_V01_20130701T212959Z_S013G06.nc',\n",
" './testdata/201307/01/TEMPO_NO2-PROXY_L2_V01_20130701T222959Z_S014G06.nc',\n",
" './testdata/201307/01/TEMPO_NO2-PROXY_L2_V01_20130701T232959Z_S015G06.nc']"
]
},
"metadata": {},
"execution_count": 9
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "zNj6QIyKm6tg"
},
"source": [
"# Display File Structure\n",
"\n",
"* This is just FYI for further development.\n",
"* NetCDF4 has a root group and other groups\n",
"* This prints the dimensions and variables for each group."
]
},
{
"cell_type": "code",
"metadata": {
"id": "ro3P5GtGAASI"
},
"source": [
"def showdefn(grp, parentkey='', verbose=0):\n",
" if isinstance(grp, str):\n",
" grp = Dataset(grp)\n",
" keys = {k: v.dimensions for k, v in grp.variables.items()}\n",
"\n",
" for varkey, var in grp.variables.items():\n",
" dims = ', '.join([f'{dk}={dv}' for dk, dv in zip(var.dimensions, var.shape)])\n",
" print(f'{parentkey}/{varkey}({dims}):')\n",
" if verbose:\n",
" for pk in var.ncattrs():\n",
" pv = var.getncattr(pk)\n",
" print(f' :{pk} = {repr(pv)};')\n",
" \n",
" for sgrpk, sgrp in grp.groups.items():\n",
" showdefn(sgrp, parentkey=f'{parentkey}/{sgrpk}')"
],
"execution_count": 10,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "q3ZF9ITYf-vG",
"outputId": "b57fa908-fe09-477a-8b7a-15daaa05148e"
},
"source": [
"exno2f = Dataset(no2filepaths[0])\n",
"defn = showdefn(exno2f, '')"
],
"execution_count": 11,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"/xtrack(xtrack=2048):\n",
"/mirror_step(mirror_step=123):\n",
"/geolocation/latitude(mirror_step=123, xtrack=2048):\n",
"/geolocation/latitude_bounds(mirror_step=123, xtrack=2048, corner=4):\n",
"/geolocation/longitude(mirror_step=123, xtrack=2048):\n",
"/geolocation/longitude_bounds(mirror_step=123, xtrack=2048, corner=4):\n",
"/geolocation/relative_azimuth_angle(mirror_step=123, xtrack=2048):\n",
"/geolocation/solar_azimuth_angle(mirror_step=123, xtrack=2048):\n",
"/geolocation/solar_zenith_angle(mirror_step=123, xtrack=2048):\n",
"/geolocation/time(mirror_step=123):\n",
"/geolocation/viewing_azimuth_angle(mirror_step=123, xtrack=2048):\n",
"/geolocation/viewing_zenith_angle(mirror_step=123, xtrack=2048):\n",
"/product/main_data_quality_flag(mirror_step=123, xtrack=2048):\n",
"/product/vertical_column_stratosphere(mirror_step=123, xtrack=2048):\n",
"/product/vertical_column_troposphere(mirror_step=123, xtrack=2048):\n",
"/qa_statistics/fit_convergence_flag(mirror_step=123, xtrack=2048):\n",
"/qa_statistics/fit_rms_residual(mirror_step=123, xtrack=2048):\n",
"/support_data/albedo(mirror_step=123, xtrack=2048):\n",
"/support_data/amf_cloud_fraction(mirror_step=123, xtrack=2048):\n",
"/support_data/amf_cloud_pressure(mirror_step=123, xtrack=2048):\n",
"/support_data/amf_diagnostic_flag(mirror_step=123, xtrack=2048):\n",
"/support_data/amf_stratosphere(mirror_step=123, xtrack=2048):\n",
"/support_data/amf_total(mirror_step=123, xtrack=2048):\n",
"/support_data/amf_total_uncertainty(mirror_step=123, xtrack=2048):\n",
"/support_data/amf_troposphere(mirror_step=123, xtrack=2048):\n",
"/support_data/fitted_slant_column(mirror_step=123, xtrack=2048):\n",
"/support_data/fitted_slant_column_uncertainty(mirror_step=123, xtrack=2048):\n",
"/support_data/gas_profile(mirror_step=123, xtrack=2048, swt_level=47):\n",
"/support_data/ground_pixel_quality_flag(mirror_step=123, xtrack=2048):\n",
"/support_data/scattering_weights(mirror_step=123, xtrack=2048, swt_level=47):\n",
"/support_data/surface_pressure(mirror_step=123, xtrack=2048):\n",
"/support_data/terrain_height(mirror_step=123, xtrack=2048):\n",
"/support_data/tropopause_pressure(mirror_step=123, xtrack=2048):\n",
"/support_data/vertical_column_total(mirror_step=123, xtrack=2048):\n",
"/support_data/vertical_column_total_uncertainty(mirror_step=123, xtrack=2048):\n",
"/true_quantities/vertical_column_total(mirror_step=123, xtrack=2048):\n",
"/true_quantities/amf_total(mirror_step=123, xtrack=2048):\n",
"/true_quantities/scattering_weights(mirror_step=123, xtrack=2048, swt_level=47):\n",
"/true_quantities/gas_profile(mirror_step=123, xtrack=2048, swt_level=47):\n",
"/true_quantities/albedo(mirror_step=123, xtrack=2048):\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "KKLSpvTJd9sS",
"outputId": "8a928afc-cf29-41e3-de3d-4a9c66ee4f33"
},
"source": [
"exno2f['/geolocation/longitude_bounds']"
],
"execution_count": 12,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<class 'netCDF4._netCDF4.Variable'>\n",
"float32 longitude_bounds(mirror_step, xtrack, corner)\n",
" _FillValue: -1e+30\n",
" long_name: pixel corner longitude\n",
" comment: longitude at pixel corners (SW,SE,NE,NW)\n",
" units: degrees_east\n",
" valid_min: -180.0\n",
" valid_max: 180.0\n",
"path = /geolocation\n",
"unlimited dimensions: \n",
"current shape = (123, 2048, 4)\n",
"filling off"
]
},
"metadata": {},
"execution_count": 12
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "P8qVA0pwd9sU",
"outputId": "51911cab-3814-4f31-b7ea-23b41a42bdad"
},
"source": [
"exno2f['product/vertical_column_troposphere']"
],
"execution_count": 13,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<class 'netCDF4._netCDF4.Variable'>\n",
"float64 vertical_column_troposphere(mirror_step, xtrack)\n",
" _FillValue: -1e+30\n",
" long_name: troposphere nitrogen dioxide vertical column\n",
" coordinates: longitude latitude\n",
" units: molec/cm^2\n",
"path = /product\n",
"unlimited dimensions: \n",
"current shape = (123, 2048)\n",
"filling off"
]
},
"metadata": {},
"execution_count": 13
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "yU2l0z8rd9sU",
"outputId": "d88a82d8-1a4d-4344-8bb3-ab07de36ce4c"
},
"source": [
"exno2f['product/main_data_quality_flag']"
],
"execution_count": 14,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<class 'netCDF4._netCDF4.Variable'>\n",
"int16 main_data_quality_flag(mirror_step, xtrack)\n",
" _FillValue: -1\n",
" long_name: main data quality flag\n",
" coordinates: longitude latitude\n",
" valid_min: 0\n",
" valid_max: 2\n",
" flag_meanings: normal suspicious bad\n",
" flag_values: [0 1 2]\n",
"path = /product\n",
"unlimited dimensions: \n",
"current shape = (123, 2048)\n",
"filling off"
]
},
"metadata": {},
"execution_count": 14
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "56t1nWVRd9sV",
"outputId": "5a32df46-1b4e-48cf-8f77-951c6b327189"
},
"source": [
"exno2f['support_data/amf_cloud_fraction']"
],
"execution_count": 15,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<class 'netCDF4._netCDF4.Variable'>\n",
"float32 amf_cloud_fraction(mirror_step, xtrack)\n",
" _FillValue: -1.0\n",
" long_name: cloud fraction\n",
" comment: cloud radiance fraction for AMF computation\n",
" coordinates: longitude latitude\n",
" valid_min: 0.0\n",
" valid_max: 1.0\n",
"path = /support_data\n",
"unlimited dimensions: \n",
"current shape = (123, 2048)\n",
"filling off"
]
},
"metadata": {},
"execution_count": 15
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "-it24bS7ff04"
},
"source": [
"# Create a TEMPO Map for one NO2 Scan\n",
"\n",
"* We are going to us a single scan of the US\n",
" * A scan is one view of the entire field of view.\n",
" * The scan is made of granules that represent a roughly South to North slice.\n",
"* Then, we are going to make\n",
" * a map of tropospheric columns\n",
" * a map of AMFs"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "8CDjzDU_zbl3"
},
"source": [
"## Create a map of tropospheric NO2 vertical column density"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "i24dwJkWNeO1",
"outputId": "2604fc17-90dd-462b-9b59-61e66c47d43c"
},
"source": [
"# For testing use only the 10th pass over the US\n",
"mapfilepaths = [path for path in no2filepaths if 'S011' in path]\n",
"mapfilepaths"
],
"execution_count": 16,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"['./testdata/201307/01/TEMPO_NO2-PROXY_L2_V01_20130701T190000Z_S011G01.nc',\n",
" './testdata/201307/01/TEMPO_NO2-PROXY_L2_V01_20130701T190600Z_S011G02.nc',\n",
" './testdata/201307/01/TEMPO_NO2-PROXY_L2_V01_20130701T191200Z_S011G03.nc',\n",
" './testdata/201307/01/TEMPO_NO2-PROXY_L2_V01_20130701T191759Z_S011G04.nc',\n",
" './testdata/201307/01/TEMPO_NO2-PROXY_L2_V01_20130701T192359Z_S011G05.nc',\n",
" './testdata/201307/01/TEMPO_NO2-PROXY_L2_V01_20130701T192959Z_S011G06.nc',\n",
" './testdata/201307/01/TEMPO_NO2-PROXY_L2_V01_20130701T193559Z_S011G07.nc',\n",
" './testdata/201307/01/TEMPO_NO2-PROXY_L2_V01_20130701T194158Z_S011G08.nc',\n",
" './testdata/201307/01/TEMPO_NO2-PROXY_L2_V01_20130701T194758Z_S011G09.nc',\n",
" './testdata/201307/01/TEMPO_NO2-PROXY_L2_V01_20130701T195358Z_S011G10.nc']"
]
},
"metadata": {},
"execution_count": 16
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "joTpn0gAd9sX"
},
"source": [
"### Create an entire Field of View plane\n",
"\n",
"* Each granule's mirror step starts in the east and steps to the West,\n",
"* so \"stacking\" or \"concatenating\" on the mirror_step would create a continuous field.\n",
"* the `mirror_step` is always the first (0th) dimension.\n",
"* So, we use numpy's concatenate function along axis 0."
]
},
{
"cell_type": "code",
"metadata": {
"id": "okw3dO8pd9sX"
},
"source": [
"mapfiles = [Dataset(path) for path in mapfilepaths]\n",
"# Long and Lat contain invalid data (nan), which must be masked\n",
"# for plotting.\n",
"lon = np.ma.masked_invalid(\n",
" np.ma.concatenate([\n",
" f['geolocation/longitude_bounds'][:, :, 0] for f in mapfiles\n",
" ], axis=0)\n",
")\n",
"lat = np.ma.masked_invalid(\n",
" np.ma.concatenate([\n",
" f['geolocation/latitude_bounds'][:, :, 0] for f in mapfiles\n",
" ], axis=0)\n",
")\n",
"vcd_trop = np.ma.concatenate([f['product/vertical_column_troposphere'][:] for f in mapfiles], axis=0)"
],
"execution_count": 17,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "fIf793osd9sY"
},
"source": [
"### Apply QA Flags\n",
"\n",
"* QA of 0 is normal. Anything else is suspicious or worse.\n",
"* Clear sky will be treated as less than 30%"
]
},
{
"cell_type": "code",
"metadata": {
"id": "EYQJxPo_d9sY"
},
"source": [
"qa = np.ma.concatenate([f['product/main_data_quality_flag'][:] for f in mapfiles], axis=0)\n",
"cloud = np.ma.concatenate([f['support_data/amf_cloud_fraction'][:] for f in mapfiles], axis=0)\n",
"mask = (\n",
" (qa > 0)\n",
" | (cloud > 0.3)\n",
").filled(True)"
],
"execution_count": 18,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "wSzPXkNKd9sY"
},
"source": [
"### Plot the surface\n",
"\n",
"* Open a figure\n",
"* Plot data with cloudy or suspicious data removed\n",
"* Use `pycno` to add a map\n",
"* add a color bar"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 278
},
"id": "K43ISROad9sZ",
"outputId": "0cf8d2e4-27f4-4a7c-9c51-875a14f8d73b"
},
"source": [
"fig, ax = plt.subplots()\n",
"p = ax.pcolormesh(\n",
" lon.filled(-180), lat.filled(65),\n",
" np.ma.masked_where(mask, vcd_trop), shading='flat',\n",
" vmin=0, vmax=2.5e15\n",
")\n",
"cno = pycno.cno(xlim=(-150, -25), ylim=(15, 60), data='.')\n",
"cno.draw(ax=ax)\n",
"cbar = fig.colorbar(p, label='#/cm2', orientation='horizontal', fraction=0.1)"
],
"execution_count": 19,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "FOWJO13xzXWi"
},
"source": [
"## Create a map of tropospheric AMF"
]
},
{
"cell_type": "code",
"metadata": {
"id": "JyvZ3nTVd9sZ"
},
"source": [
"amf_trop = np.ma.concatenate([f['support_data/amf_troposphere'][:] for f in mapfiles], axis=0)"
],
"execution_count": 20,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 264
},
"id": "W0OHQ6_ry1yQ",
"outputId": "45f6aa59-54cd-445f-bc74-9cd6e260bad8"
},
"source": [
"fig, ax = plt.subplots()\n",
"p = ax.pcolormesh(\n",
" lon.filled(-180), lat.filled(65),\n",
" np.ma.masked_where(mask, amf_trop), shading='flat',\n",
" vmin=0.5, vmax=3.5\n",
")\n",
"cno = pycno.cno(xlim=(-150, -25), ylim=(15, 60), data='.')\n",
"cno.draw(ax=ax)\n",
"cbar = fig.colorbar(p, orientation='horizontal', fraction=0.1)"
],
"execution_count": 21,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "v_ZtVQqdd9sa"
},
"source": [
"# Create a Map for Ozone\n",
"\n",
"* Start by exploring the data\n",
"* Make a map"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Saf9Rhogd9sa",
"outputId": "7234b4b3-4695-4327-e288-93142e7a78cd"
},
"source": [
"exo3f = Dataset(o3filepaths[0])\n",
"defn = showdefn(exo3f)"
],
"execution_count": 22,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"/xtrack(xtrack=512):\n",
"/mirror_step(mirror_step=123):\n",
"/geolocation/latitude(mirror_step=123, xtrack=512):\n",
"/geolocation/latitude_bounds(mirror_step=123, xtrack=512, corner=4):\n",
"/geolocation/longitude(mirror_step=123, xtrack=512):\n",
"/geolocation/longitude_bounds(mirror_step=123, xtrack=512, corner=4):\n",
"/geolocation/relative_azimuth_angle(mirror_step=123, xtrack=512):\n",
"/geolocation/solar_azimuth_angle(mirror_step=123, xtrack=512):\n",
"/geolocation/solar_zenith_angle(mirror_step=123, xtrack=512):\n",
"/geolocation/time(mirror_step=123):\n",
"/geolocation/viewing_azimuth_angle(mirror_step=123, xtrack=512):\n",
"/geolocation/viewing_zenith_angle(mirror_step=123, xtrack=512):\n",
"/product/ozone_profile(mirror_step=123, xtrack=512, layer=24):\n",
"/product/total_ozone_column(mirror_step=123, xtrack=512):\n",
"/product/stratosphere_ozone_column(mirror_step=123, xtrack=512):\n",
"/product/troposphere_ozone_column(mirror_step=123, xtrack=512):\n",
"/support_data/eff_cloud_fraction(mirror_step=123, xtrack=512):\n",
"/support_data/eff_cloud_pressure(mirror_step=123, xtrack=512):\n",
"/support_data/ozone_apriori_profile(mirror_step=123, xtrack=512, layer=24):\n",
"/support_data/ozone_apriori_profile_error(mirror_step=123, xtrack=512, layer=24):\n",
"/support_data/ozone_profile_altitude(mirror_step=123, xtrack=512, level=25):\n",
"/support_data/ozone_profile_pressure(mirror_step=123, xtrack=512, level=25):\n",
"/support_data/tropopause_index(mirror_step=123, xtrack=512):\n",
"/support_data/albedo(mirror_step=123, xtrack=512):\n",
"/support_data/ozone_averaging_kernel(mirror_step=123, xtrack=512, layer=24, layer=24):\n",
"/support_data/ozone_noise_correlation_matrix(mirror_step=123, xtrack=512, layer=24, layer=24):\n",
"/support_data/ozone_information_content(mirror_step=123, xtrack=512):\n",
"/support_data/ground_pixel_quality_flag(mirror_step=123, xtrack=512):\n",
"/true_quantities/gas_profile(mirror_step=123, xtrack=512, layer=24):\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "YRbtywOzd9sb",
"outputId": "1045f199-a413-4456-f93e-38970b7f2999"
},
"source": [
"exo3f['product/troposphere_ozone_column']"
],
"execution_count": 23,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<class 'netCDF4._netCDF4.Variable'>\n",
"float32 troposphere_ozone_column(mirror_step, xtrack)\n",
" _FillValue: -1.267651e+30\n",
" comment: tropospheric ozone column\n",
" units: DU\n",
" valid_min: 0.0\n",
" valid_max: 100.0\n",
" coordinates: longitude latitude\n",
"path = /product\n",
"unlimited dimensions: \n",
"current shape = (123, 512)\n",
"filling off"
]
},
"metadata": {},
"execution_count": 23
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "LyMi2tZLd9sb",
"outputId": "313e9a57-9da9-4c0a-dc96-f6b81b783cae"
},
"source": [
"exo3f['product/ozone_profile']"
],
"execution_count": 24,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<class 'netCDF4._netCDF4.Variable'>\n",
"float32 ozone_profile(mirror_step, xtrack, layer)\n",
" _FillValue: -1.267651e+30\n",
" comment: retrieved ozone profile\n",
" units: DU\n",
" valid_min: -100.0\n",
" valid_max: 100.0\n",
" coordinates: longitude latitude\n",
"path = /product\n",
"unlimited dimensions: \n",
"current shape = (123, 512, 24)\n",
"filling off"
]
},
"metadata": {},
"execution_count": 24
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "RiLP4xh3d9sb",
"outputId": "808dc81c-739c-4bed-d10e-d05034608065"
},
"source": [
"exo3f['support_data/ozone_profile_pressure']"
],
"execution_count": 25,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<class 'netCDF4._netCDF4.Variable'>\n",
"float32 ozone_profile_pressure(mirror_step, xtrack, level)\n",
" _FillValue: -1.267651e+30\n",
" comment: pressure of each retrieval layer\n",
" units: hPa\n",
" valid_min: 0.0\n",
" valid_max: 1100.0\n",
" coordinates: longitude latitude\n",
"path = /support_data\n",
"unlimited dimensions: \n",
"current shape = (123, 512, 25)\n",
"filling off"
]
},
"metadata": {},
"execution_count": 25
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "FAf_OTmUd9sc",
"outputId": "69ff1614-d456-4536-9499-91dfc582b247"
},
"source": [
"exo3f['support_data/ozone_profile_pressure'][:].max((0, 1))"
],
"execution_count": 26,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"masked_array(data=[0.123687744140625, 0.34984177350997925,\n",
" 0.4947509765625, 0.6996835470199585, 0.989501953125,\n",
" 1.399367094039917, 1.97900390625, 2.798734188079834,\n",
" 3.9580078125, 5.597468376159668, 7.916015625,\n",
" 11.194936752319336, 15.83203125, 22.389873504638672,\n",
" 31.6640625, 44.779747009277344, 63.328125,\n",
" 89.55949401855469, 126.65625, 179.11898803710938,\n",
" 253.3125, 358.23797607421875, 506.625,\n",
" 794.0050659179688, 1011.88427734375],\n",
" mask=[False, False, False, False, False, False, False, False,\n",
" False, False, False, False, False, False, False, False,\n",
" False, False, False, False, False, False, False, False,\n",
" False],\n",
" fill_value=1e+20,\n",
" dtype=float32)"
]
},
"metadata": {},
"execution_count": 26
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "2mX3Ps44d9sc"
},
"source": [
"## Plotting the column is the same as NO2"
]
},
{
"cell_type": "code",
"metadata": {
"id": "8K5b8Wvjd9sc"
},
"source": [
"mapfilepaths = [path for path in o3filepaths if 'S011' in path]\n",
"mapfiles = [Dataset(path) for path in mapfilepaths]\n",
"# proxy data has bad values for longitude_bounds\n",
"lon = np.ma.masked_invalid(np.ma.concatenate([f['geolocation/longitude'][:, :] for f in mapfiles], axis=0))\n",
"lat = np.ma.masked_invalid(np.ma.concatenate([f['geolocation/latitude_bounds'][:, :, 0] for f in mapfiles], axis=0))\n",
"ozone_vcd_trop = np.ma.concatenate([f['product/troposphere_ozone_column'][:, :] for f in mapfiles], axis=0)\n",
"ozone_cloud = np.ma.concatenate([f['support_data/eff_cloud_fraction'][:, :] for f in mapfiles], axis=0)\n",
"mask = (ozone_cloud > 0.3)"
],
"execution_count": 27,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 278
},
"id": "Z8B0m_6Bd9sc",
"outputId": "061a4f4a-fb48-4c49-a2a5-9d1205833f3d"
},
"source": [
"fig, ax = plt.subplots()\n",
"p = ax.pcolormesh(\n",
" lon.filled(-180), lat.filled(65),\n",
" np.ma.masked_where(mask, ozone_vcd_trop), shading='flat',\n",
" #vmin=20, vmax=60\n",
")\n",
"cno = pycno.cno(xlim=(-150, -25), ylim=(15, 60), data='.')\n",
"cno.draw('MWDB_Coasts_USA_3.cnob', ax=ax)\n",
"cbar = fig.colorbar(p, orientation='horizontal', fraction=0.1, label='DU')"
],
"execution_count": 28,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "nJvkVzV0d9sd"
},
"source": [
"## Near Surface Requires Selecting the Layer"
]
},
{
"cell_type": "code",
"metadata": {
"id": "XSZx06J2d9sd"
},
"source": [
"# Get last layer (surface to ~2km)\n",
"ozone_2km = np.ma.concatenate([f['product/ozone_profile'][:, :, -1] for f in mapfiles], axis=0)"
],
"execution_count": 29,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 278
},
"id": "wE2qBtZ0d9sd",
"outputId": "377829cf-6292-4fab-dd50-a34a704e1ef9"
},
"source": [
"fig, ax = plt.subplots()\n",
"p = ax.pcolormesh(\n",
" lon.filled(-180), lat.filled(65),\n",
" np.ma.masked_where(mask, ozone_2km), shading='flat',\n",
" vmin=2, vmax=10\n",
")\n",
"cno = pycno.cno(xlim=(-150, -25), ylim=(15, 60), data='.')\n",
"cno.draw('MWDB_Coasts_USA_3.cnob', ax=ax)\n",
"cbar = fig.colorbar(p, orientation='horizontal', fraction=0.1, label='DU')"
],
"execution_count": 30,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "xwsEx6Z8d9se"
},
"source": [
"## Near Surface can easily be converted to ppb\n",
"\n",
"* Dobsons (100s mm): $\\overline{n_{i,z}} = \\frac{10 R T_0}{M g_0 p_0} X_{i,z} dP_z \\approx 0.7891 X_{i,z} dP_z$\n",
"* $X_{i,z} \\approx \\frac{1.2672}{dP_z} \\overline{n_{i,z}}$\n",
"* When $dP_z$ is in hPa, the $X_{i,z}$ is in ppm"
]
},
{
"cell_type": "code",
"metadata": {
"id": "w9DVTGHpd9se"
},
"source": [
"# Convert Dobsons to ppb\n",
"# https://aura.gesdisc.eosdis.nasa.gov/data/Aura_OMI_Level2/OMO3PR.003/doc/README.OMO3PR.pdf\n",
"ozone_p = np.ma.concatenate([f['support_data/ozone_profile_pressure'][:, :, -2:] for f in mapfiles], axis=0)\n",
"# delta Pressure\n",
"ozone_dp = ozone_p[:, :, -1] - ozone_p[:, :, -2]\n",
"ozone_ppb = ozone_2km * 1.2672 / ozone_dp * 1000"
],
"execution_count": 31,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 278
},
"id": "pRwMRXg5d9se",
"outputId": "b814e44e-01a9-4f7b-bad3-9d76e7194496"
},
"source": [
"fig, ax = plt.subplots()\n",
"p = ax.pcolormesh(\n",
" lon.filled(-180), lat.filled(65),\n",
" np.ma.masked_where(mask, ozone_ppb), shading='flat',\n",
" vmin=20, vmax=60\n",
")\n",
"cno = pycno.cno(xlim=(-150, -25), ylim=(15, 60), data='.')\n",
"cno.draw('MWDB_Coasts_USA_3.cnob', ax=ax)\n",
"cbar = fig.colorbar(p, orientation='horizontal', fraction=0.1, label='ppb')"
],
"execution_count": 32,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "a7R9MmNkfaoC"
},
"source": [
"# Time Series Analysis"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "iGCfCFCii6d9"
},
"source": [
"## Download Observations"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "UsUVDhFdzpLP"
},
"source": [
"## Enter AQS Username and Key\n",
"\n",
"* If you have an AQS username, enter it here.\n",
"* If not, you will use archived AQS data.\n",
"\n",
"Tutorial username and password:\n",
"* `username = '[email protected]'`\n",
"* `userkey = 'test'`\n"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "TSATb_q0z1Tc",
"outputId": "9e97da60-2fbb-4b4a-ca94-693064035a6c"
},
"source": [
"# The user credentials that will be used to authenticate access to the data\n",
"import getpass\n",
"username = input(\"AQS API username:\")\n",
"userkey = getpass.getpass(\"AQS API password:\")"
],
"execution_count": 33,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"AQS API username:[email protected]\n",
"AQS API password:··········\n"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ngLuz6WMFclh"
},
"source": [
"### Download Observations\n",
"\n",
"This requires an AQS key. If you did not provide one before or if it was wrong, this cell will fail."
]
},
{
"cell_type": "code",
"metadata": {
"id": "Tq240WnoGM5e"
},
"source": [
"SS=48\n",
"CCC=201\n",
"NNNN=24\n",
"tsspc = 'O3'\n",
"param = 44201"
],
"execution_count": 34,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "uAQl-s6wd9sg"
},
"source": [
"inputf = requests.get(\n",
" 'https://aqs.epa.gov/data/api/sampleData/bySite?'\n",
" + f'email={username}&key={userkey}'\n",
" + date.strftime(\n",
" '&bdate=%Y%m%d&edate=%Y%m%d'\n",
" )\n",
" + f'&param={param}&state={SS:02d}&county={CCC:03d}&site={NNNN:04d}'\n",
")\n",
"obsdf = pd.DataFrame.from_records(inputf.json()['Data'])"
],
"execution_count": 35,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "gnJ1wpKAFvW9"
},
"source": [
"### Load a Metadata row"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "c-IgwzdRIQbG",
"outputId": "23b3a8ee-3d07-49dc-aeb0-451fa0e90a80"
},
"source": [
"# Use the first row as meta-data\n",
"metarow = obsdf.loc[0].drop('sample_measurement')\n",
"metarow"
],
"execution_count": 36,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"state_code 48\n",
"county_code 201\n",
"site_number 0024\n",
"parameter_code 44201\n",
"poc 2\n",
"latitude 29.901\n",
"longitude -95.3261\n",
"datum WGS84\n",
"parameter Ozone\n",
"date_local 2013-07-01\n",
"time_local 00:00\n",
"date_gmt 2013-07-01\n",
"time_gmt 06:00\n",
"units_of_measure Parts per million\n",
"units_of_measure_code 007\n",
"sample_duration 1 HOUR\n",
"sample_duration_code 1\n",
"sample_frequency HOURLY\n",
"detection_limit 0.005\n",
"uncertainty None\n",
"qualifier None\n",
"method_type FEM\n",
"method INSTRUMENTAL - ULTRA VIOLET ABSORPTION\n",
"method_code 087\n",
"state Texas\n",
"county Harris\n",
"date_of_last_change 2013-09-10\n",
"cbsa_code 26420\n",
"Name: 0, dtype: object"
]
},
"metadata": {},
"execution_count": 36
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "wDbenrwkGals"
},
"source": [
"obsdf['datetime_gmt'] = pd.to_datetime(obsdf['date_gmt'] + 'T' + obsdf['time_gmt'])\n",
"mlat = obsdf.loc[0, 'latitude']\n",
"mlon = obsdf.loc[0, 'longitude']"
],
"execution_count": 37,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "olMLSQikigWy"
},
"source": [
"## Open each scan file"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "NFQe7LIp1J2e",
"outputId": "4a793bb3-b242-40cb-e2e8-5d72c28dddda"
},
"source": [
"# For testing use only the 6th pass over the US\n",
"tsfilepaths = [path for path in o3filepaths if 'G06' in path]\n",
"tsfilepaths"
],
"execution_count": 38,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"['./testdata/201307/01/TEMPO_O3PROF-PROXY_L2_V01_20130701T122959Z_S004G06.nc',\n",
" './testdata/201307/01/TEMPO_O3PROF-PROXY_L2_V01_20130701T132959Z_S005G06.nc',\n",
" './testdata/201307/01/TEMPO_O3PROF-PROXY_L2_V01_20130701T142959Z_S006G06.nc',\n",
" './testdata/201307/01/TEMPO_O3PROF-PROXY_L2_V01_20130701T152959Z_S007G06.nc',\n",
" './testdata/201307/01/TEMPO_O3PROF-PROXY_L2_V01_20130701T162959Z_S008G06.nc',\n",
" './testdata/201307/01/TEMPO_O3PROF-PROXY_L2_V01_20130701T172959Z_S009G06.nc',\n",
" './testdata/201307/01/TEMPO_O3PROF-PROXY_L2_V01_20130701T182959Z_S010G06.nc',\n",
" './testdata/201307/01/TEMPO_O3PROF-PROXY_L2_V01_20130701T192959Z_S011G06.nc',\n",
" './testdata/201307/01/TEMPO_O3PROF-PROXY_L2_V01_20130701T202959Z_S012G06.nc',\n",
" './testdata/201307/01/TEMPO_O3PROF-PROXY_L2_V01_20130701T212959Z_S013G06.nc',\n",
" './testdata/201307/01/TEMPO_O3PROF-PROXY_L2_V01_20130701T222959Z_S014G06.nc',\n",
" './testdata/201307/01/TEMPO_O3PROF-PROXY_L2_V01_20130701T232959Z_S015G06.nc']"
]
},
"metadata": {},
"execution_count": 38
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "LktUWvj-BOXQ"
},
"source": [
"tsfs = [Dataset(filepath) for filepath in tsfilepaths]\n",
"reprf = tsfs[0]"
],
"execution_count": 39,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "kMMBNWZljHy2"
},
"source": [
"## Index the monitor location\n"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "8z7UfEhiFPwg",
"outputId": "e574b8ca-dd7d-4b6f-c38c-8611acb01fef"
},
"source": [
"dlat = (reprf['geolocation/latitude'][:] - mlat)\n",
"dlon = (reprf['geolocation/longitude'][:] - mlon)\n",
"d = (dlat**2 + dlon**2)**.5\n",
"mj, mi = np.unravel_index(d.argmin(), d.shape)\n",
"print('degrees from monitor', d[mj, mi])"
],
"execution_count": 40,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"degrees from monitor 0.012341475\n"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "XqXJTbOwjLqE"
},
"source": [
"## Create arrays at the monitor\n",
"\n",
"* By default, we are choosing the nearest pixel.\n",
"* Alternatively, we could choose a matrix around the pixel.\n",
"* After running the standard approach, come back and rerun for a matrix.\n",
" * replace `mj` with `mj-1:mj+2`\n",
" * replace `mi` with `mi-1:mi+2`\n",
" * How does this change the agreement at the monitor?"
]
},
{
"cell_type": "code",
"metadata": {
"id": "6QXc4DbQd9sk"
},
"source": [
"vcd = np.ma.array([tsf['product/ozone_profile'][mj, mi, -1].mean() for tsf in tsfs])\n",
"p = np.ma.array([tsf['support_data/ozone_profile_pressure'][mj, mi, -2:] for tsf in tsfs])\n",
"dp = p[:, -1] - p[:, -2]\n",
"du2ppb = 1.2672 / dp * 1000\n",
"ppb = vcd * du2ppb\n"
],
"execution_count": 41,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "2e5AB2iuBpkM"
},
"source": [
"lat = np.ma.array([tsf['geolocation/latitude'][mj, mi] for tsf in tsfs])\n",
"lon = np.ma.array([tsf['geolocation/longitude'][mj, mi] for tsf in tsfs])"
],
"execution_count": 42,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "4cE8VURv1P_5"
},
"source": [
"# Convert time as an integer into time objects\n",
"time = np.ma.array([tsf['geolocation/time'][mj] for tsf in tsfs])\n",
"t = cftime.num2pydate(time, tsfs[0]['geolocation/time'].units)"
],
"execution_count": 43,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "ZV6LcZX2jRAq"
},
"source": [
"## Plot the time series\n",
"\n",
"* Plot VCD as a function of time\n",
"* Add a secondary axis for surface measurments.\n",
"* Plot species ppb from the monitor\n",
"* Beautify the plots\n",
" * add a legend\n",
" * add a title using metadata\n",
" * add labels"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 343
},
"id": "YNmOUeq2Cdn_",
"outputId": "bb5643af-178e-4707-f702-d18e25234177"
},
"source": [
"fig, satax = plt.subplots(1, 1)\n",
"monax = plt.twinx()\n",
"\n",
"ltempo, = satax.plot(t, vcd, marker='o', label='TEMPO Syn')\n",
"lmon, = monax.plot(obsdf['datetime_gmt'], obsdf['sample_measurement'], c='k', marker='o', label=f\"Monitor ({metarow['units_of_measure']})\")\n",
"\n",
"titlestr = '{state_code:>2s}-{county_code:>3s}-{site_number:>4s} ({longitude:.2f}, {latitude:.2f})'.format(**metarow)\n",
"fig.suptitle(titlestr)\n",
"plt.setp(satax, ylim=(0, None), xlabel='UTC', ylabel='O3 DU')\n",
"plt.setp(satax.get_xticklabels(), rotation=90)\n",
"plt.setp(monax, ylim=(0, None))#, xlim=(t[0], t[-1]))\n",
"plt.legend([ltempo, lmon], [ltempo.get_label(), lmon.get_label()]);"
],
"execution_count": 44,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "pAt5h9qfqbTI"
},
"source": [
"## Develop an NO2:HCHO satellite relationshiop for a specific monitor\n",
"\n",
"* Take the elements from \"Time Series Analysis\" and perform for both NO2 and HCHO. \n",
"* Then, plot the NO2:HCHO ratio. \n",
"* Jin et al. (https://dx.doi.org/10.1021/acs.est.9b07785)\n",
" * Ratio of OMI NO2 and HCHO (1:30pm LST overpass; ~18:30Z)\n",
" * Optimal ratio in New York 3.3 (2.9-3.8)\n",
" * NOx-limited above; VOC-limited below\n",
"* Finally, consider the fraction of NO2 in the PBL as a function of time-of-day.\n",
" * How do you expec the ratio to change?\n",
" * Can you improve on the simple ratio?\n",
" "
]
},
{
"cell_type": "code",
"metadata": {
"id": "17XnYmf0d9sn"
},
"source": [
"def nnts(lon, lat, paths, prodkey):\n",
" \"\"\"\n",
" Return nearest-neighbor time series from each path. The first path is\n",
" used for spatial interpolation, which assumes that all paths are the\n",
" same grid\n",
" \n",
" Arguments\n",
" ---------\n",
" lon, lat : float\n",
" decimal degrees east and north\n",
" mypaths : list\n",
" paths to search\n",
" prodkey : str\n",
" value to return\n",
"\n",
" Returns\n",
" -------\n",
" t, out :\n",
" t is an array of datetimes and out is an array of prodkey values\n",
" \"\"\"\n",
" tsfs = [Dataset(path) for path in paths]\n",
" reprf = tsfs[0]\n",
" dlat = (reprf['geolocation/latitude'][:] - lat)\n",
" dlon = (reprf['geolocation/longitude'][:] - lon)\n",
" d = (dlat**2 + dlon**2)**.5\n",
" mj, mi = np.unravel_index(d.argmin(), d.shape)\n",
" print('degrees from monitor', d[mj, mi])\n",
" out = np.ma.array([tsf[prodkey][mj, mi] for tsf in tsfs])\n",
" # Convert time as an integer into time objects\n",
" time = np.ma.array([tsf['geolocation/time'][mj] for tsf in tsfs])\n",
" t = cftime.num2pydate(time, tsfs[0]['geolocation/time'].units)\n",
" return t, out"
],
"execution_count": 45,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "XIeaA4Mb1lO6",
"outputId": "b7bd210e-cad5-4839-b4d2-24c06b0226ec"
},
"source": [
"%%time\n",
"vcds = {}\n",
"ts = {}\n",
"ts['NO2'], vcds['NO2'] = nnts(mlon, mlat, [path for path in no2filepaths if 'G06' in path], 'product/vertical_column_troposphere')\n",
"ts['HCHO'], vcds['HCHO'] = nnts(mlon, mlat, [path for path in hchofilepaths if 'G06' in path], 'product/vertical_column')\n",
"ts['O3'], vcds['O3'] = nnts(mlon, mlat, [path for path in o3filepaths if 'G06' in path], 'product/ozone_profile')\n",
"ts['O3P'], vcds['O3P'] = nnts(mlon, mlat, [path for path in o3filepaths if 'G06' in path], 'support_data/ozone_profile_pressure')"
],
"execution_count": 46,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"degrees from monitor 0.005698735\n",
"degrees from monitor 0.005698735\n",
"degrees from monitor 0.012341475\n",
"degrees from monitor 0.012341475\n",
"CPU times: user 1.09 s, sys: 60.1 ms, total: 1.15 s\n",
"Wall time: 1.16 s\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "Cp6FikQId9so"
},
"source": [
"dp = vcds['O3P'][:, -1] - vcds['O3P'][:, -2]"
],
"execution_count": 47,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "o5exYQFgd9sp"
},
"source": [
"vcds['O3ppb'] = vcds['O3'][:, -1] * 1.2672 / dp * 1000"
],
"execution_count": 48,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 338
},
"id": "Wmdu1B7f2kAC",
"outputId": "9b97b830-71dd-4e47-85b1-db517b4199c2"
},
"source": [
"fig, rax = plt.subplots(1, 1)\n",
"fig.subplots_adjust(left=0.3)\n",
"fax = rax.twinx()\n",
"nax = rax.twinx()\n",
"oax = rax.twinx()\n",
"nax.spines['right'].set_position(('outward', 0))\n",
"fax.spines['right'].set_position(('outward', 30))\n",
"oax.spines['right'].set_position(('outward', 70))\n",
"plt.setp(nax.get_yticklabels(), c='r')\n",
"plt.setp(rax.get_yticklabels(), c='k')\n",
"plt.setp(oax.get_yticklabels(), c='orange')\n",
"plt.setp(fax.get_yticklabels(), color='b')\n",
"\n",
"ln, = nax.plot(ts['NO2'], vcds['NO2'] * 1e-15, label='NO2', c='r')\n",
"nax.set_ylabel('')\n",
"lo, = oax.plot(ts['O3'], vcds['O3ppb'], label='O3', c='orange')\n",
"lf, = fax.plot(ts['HCHO'], vcds['HCHO'] * 1e-15, label='HCHO', c='b')\n",
"lr, = rax.plot(ts['NO2'], vcds['HCHO'] / vcds['NO2'], ls='--', c='k', label='HCHO:NO2')\n",
"lnd = nax.axhline(vcds['NO2'].mean() * 1e-15, label='avg(NO2)', ls=':', c='r')\n",
"lfd = fax.axhline(vcds['HCHO'].mean() * 1e-15, label='avg(HCHO)', ls=':', c='b')\n",
"lod = oax.axhline(vcds['O3ppb'].mean(), label='avg(O3)', ls=':', c='orange')\n",
"lrd = rax.axhline(vcds['HCHO'].mean() / vcds['NO2'].mean(), label='avg(HCHO:NO2)', ls=':', c='k')\n",
"\n",
"transitionp = rax.fill_between([t[0], t[-1]], y1=2.9, y2=3.8, color='grey', alpha=.5, label='Transition')\n",
"omioverpassts = cftime.num2pydate([-1, 1], 'hours since 2013-07-01 13:30-0500')\n",
"rax.set_ylim(0, None)\n",
"oax.set_ylim(0, None)\n",
"overpassp = rax.fill_betweenx(x1=omioverpassts[0], x2=omioverpassts[1], y=rax.get_ylim(), color='g', alpha=.5, label='OMI Overpass')\n",
"plt.setp(rax.get_xticklabels(), rotation=90)\n",
"fax.set_ylabel('#/cm2 (1e-15)')\n",
"oax.set_ylabel('ppb')\n",
"rax.set_ylabel('HCHO:NO2')\n",
"lines = [ln, transitionp, lf, overpassp, lo, lr]\n",
"rax.legend(lines, [l.get_label() for l in lines], ncol=4, bbox_to_anchor=(.5, 1.1), loc='center');"
],
"execution_count": 49,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 4 Axes>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "17wBpacqp6vs"
},
"source": [
"# Advanced Exercises\n",
"\n",
"* If you finished the exercises above, we have some recommendations for you.\n",
"* These are largely adaptations of the previous exercises.\n",
" * First, do the same analyses except for formaldehyde.\n",
" * Second, repeat the time-series NO2 analysis for your own monitor.\n",
" * Third, repeat the time-series analysis for the NO2:HCHO ratio."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "zVg07M7Hp-dB"
},
"source": [
"## Redo the analysis for a monitor of interest to you\n",
"\n",
"* This step will require a valid AQS username and key.\n",
"* Use EPA's air quality monitor interactive map to find an NO2 monitor of interest to you\n",
" * https://www.epa.gov/outdoor-air-quality-data/interactive-map-air-quality-monitors\n",
" * Choose the \"Active NO2\" layer and find a monitor with data in 2013-07-01\n",
"* Determine which grid G?? the monitor is in.\n",
" * Hint, look at the bounds of each grid for the full scan.\n",
" * Find the one that has the monitor in it.\n",
" * Optionally, add a marker on the map in the animation. Then watch the animation and note when it is over the marker.\n",
"* Repeat \"Time Series Analysis\" at that monitor.\n",
"* Try again for a formaldehyde monitor"
]
},
{
"cell_type": "code",
"metadata": {
"id": "0bUybXd1d9sr"
},
"source": [
""
],
"execution_count": null,
"outputs": []
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment