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Sample code for plotting Copernicus nitrogen dioxide products
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plotting CAMS data"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import xarray as xr\n",
"import cartopy.crs as ccrs"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We'll start by opening up some CAMS $NO_{2}$ data and showing an overview of the dataset."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.DataArray 'tcno2' (time: 21, latitude: 451, longitude: 900)>\n",
"[8523900 values with dtype=float32]\n",
"Coordinates:\n",
" * longitude (longitude) float32 0.0 0.4 0.8 1.2 1.6 2.0 2.4 2.8 3.2 3.6 ...\n",
" * latitude (latitude) float32 90.0 89.6 89.2 88.8 88.4 88.0 87.6 87.2 ...\n",
" * time (time) datetime64[ns] 2018-06-01T12:00:00 2018-06-02T12:00:00 ...\n",
"Attributes:\n",
" units: kg m**-2\n",
" long_name: Total column Nitrogen dioxide"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"no2 = xr.open_dataarray(\"cams/_grib2netcdf-atls04-a82bacafb5c306db76464bc7e824bb75-tJgG03.nc\")\n",
"no2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Extracting and plotting point data\n",
"First, let's plot the $NO_{2}$ column over Darmstadt."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fff0372be80>]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# We can also use isel to select by index, but we'll select for equality\n",
"first_point = no2.isel(latitude=0, longitude=0) # Select by position in arrays\n",
"darmstadt = no2.sel(latitude=50, longitude=8)\n",
"darmstadt.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Looks like $NO_{2}$ concentration was cyclical throughout June.\n",
"\n",
"We can also plot the time series for multiple points at the same time. Here we plot $NO_{2}$ over ECMWF in Reading and EUMETSAT in Darmstadt."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fff01602c50>,\n",
" <matplotlib.lines.Line2D at 0x7fff01620748>]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"no2.sel(latitude=50, longitude=[1, 8], method=\"nearest\").plot.line(x=\"time\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Histograms\n",
"We can also plot a histogram of the entire dataset. In order to have sensible-looking bins, we plot the logarithm of the $NO_{2}$."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([2.665880e+05, 5.268100e+05, 2.825010e+05, 4.180010e+05,\n",
" 3.534644e+06, 3.240702e+06, 2.301080e+05, 2.322700e+04,\n",
" 1.297000e+03, 2.200000e+01]),\n",
" array([-19.46436119, -18.37555656, -17.28675194, -16.19794731,\n",
" -15.10914268, -14.02033806, -12.93153343, -11.84272881,\n",
" -10.75392418, -9.66511955, -8.57631493]),\n",
" <a list of 10 Patch objects>)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"np.log(no2).plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Maps\n",
"For a first glance, we plot a single time slice to see what we can see."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7fff01577198>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Using geophysical units. `robust` disregards outliers for colour map creation.\n",
"no2.isel(time=0).plot(robust=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is fine for getting a first glance, but we can reproject this onto a globe or any other coordinate system we like."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Centered over Darmstadt\n",
"ax = plt.axes(projection=ccrs.Orthographic(8.7, 49.9))\n",
"ax.coastlines()\n",
"# Use last time step in array.\n",
"p = no2.isel(time=-1).plot(transform=ccrs.PlateCarree(), robust=True)"
]
}
],
"metadata": {
"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": "3.6.5"
},
"toc": {
"nav_menu": {
"height": "116px",
"width": "165px"
},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"toc_cell": false,
"toc_position": {},
"toc_section_display": "none",
"toc_window_display": false
},
"varInspector": {
"cols": {
"lenName": 16,
"lenType": 16,
"lenVar": 40
},
"kernels_config": {
"python": {
"delete_cmd_postfix": "",
"delete_cmd_prefix": "del ",
"library": "var_list.py",
"varRefreshCmd": "print(var_dic_list())"
},
"r": {
"delete_cmd_postfix": ") ",
"delete_cmd_prefix": "rm(",
"library": "var_list.r",
"varRefreshCmd": "cat(var_dic_list()) "
}
},
"types_to_exclude": [
"module",
"function",
"builtin_function_or_method",
"instance",
"_Feature"
],
"window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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