Skip to content

Instantly share code, notes, and snippets.

@barronh
Created August 26, 2021 13:09
Show Gist options
  • Select an option

  • Save barronh/41fccc69da11265c64ba9d59dc6ab6eb to your computer and use it in GitHub Desktop.

Select an option

Save barronh/41fccc69da11265c64ba9d59dc6ab6eb to your computer and use it in GitHub Desktop.
PlotAQDomains.ipynb
Display the source blob
Display the rendered blob
Raw
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "PlotAQDomains.ipynb",
"provenance": [],
"authorship_tag": "ABX9TyOYyO5ljmRHuJw2Vt0fsUYV",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/barronh/41fccc69da11265c64ba9d59dc6ab6eb/plotaqdomains.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "lr2_wM_DjlED"
},
"source": [
"# Plot CMAQ or CAMx Domains\n",
"\n",
" author: Barron H. Henderson\n",
" date: 2021-08-26\n",
"\n",
"Quickly create CMAQ or CAMx domains from projection information, x/y-origins, ncols, nrows, and grid sizes. Requires `pyproj` for projections and `pycno` for mapping.\n",
"\n",
"Designed based on EPA 12US2 and 36US3 domains, but works for any domains in projected space."
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "2Yo-bB2qfeDr",
"outputId": "eae4db13-a5dc-48ca-dfa7-1ec33f7d164b"
},
"source": [
"!pip -qq install pyproj pycno"
],
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"text": [
"\u001b[K |████████████████████████████████| 6.6 MB 26.7 MB/s \n",
"\u001b[?25h"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "XQ5afMwUftAp"
},
"source": [
"import pycno\n",
"import matplotlib.pyplot as plt\n",
"import pyproj\n",
"import warnings\n",
"\n",
"# On google colab, the user folder does not exist.\n",
"# Associated warnings will be ignored.\n",
"warnings.simplefilter('ignore')"
],
"execution_count": 2,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "sxPZKNDVfyp3"
},
"source": [
"proj = pyproj.Proj('+proj=lcc +lat_0=40 +lon_0=-97 +lat_1=33 +lat_2=45 +R=6370000 +no_defs')\n",
"cno = pycno.cno(proj=proj)"
],
"execution_count": 3,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "ncN2nQv_gD5A"
},
"source": [
"x12 = [-2412000., -2412000. + 12000 * 396]\n",
"y12 = [-1620000.0, -1620000.0 + 12000 * 246]\n",
"x36 = [-2952000.0, -2952000.0 + 36000 * 172]\n",
"y36 = [-2772000.0, -2772000.0 + 36000 * 148]"
],
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 452
},
"id": "iYZxWfeff_OP",
"outputId": "fc7bfbd1-f6f8-49d3-a8bf-a03a3e637a0f"
},
"source": [
"plt.rcParams['figure.figsize'] = (8, 7)\n",
"# plt.rcParams['figure.dpi'] = 300\n",
"plt.plot([x36[0], x36[1], x36[1], x36[0], x36[0]], [y36[0], y36[0], y36[1], y36[1], y36[0]])\n",
"plt.plot([x12[0], x12[1], x12[1], x12[0], x12[0]], [y12[0], y12[0], y12[1], y12[1], y12[0]])\n",
"cno.draw('MWDB_Coasts_NA_3.cnob')\n",
"plt.savefig('domains.png')"
],
"execution_count": 5,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 576x504 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "BVBX9fiChTG3"
},
"source": [
""
],
"execution_count": 5,
"outputs": []
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment