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@gustavo-marques
Last active July 1, 2020 16:00
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adjust_topography_tx0.66v1.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Adjust the topography for tx0.66v1\n",
"\n",
"Authors: Gustavo Marques (gmarques@ucar.edu) and Frank Bryan (bryan@ucar.edu).\n",
"\n",
"The purposes of this notebook is to make minor adjustments in the topography used with the tx0.66v1 grid. For instructions on how to generate a topography file from scratch, please check [MOM6_topogen](https://github.com/NCAR/MOM6_topogen)."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Last update: 2020-07-01\n"
]
}
],
"source": [
"from datetime import date, datetime\n",
"print(\"Last update:\", date.today())"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import netCDF4\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from mom6_tools.m6plot import polarplot, polarcomparison, xycompare\n",
"from mom6_tools.MOM6grid import MOM6grid\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"MOM6 grid successfully loaded... \n",
"\n"
]
}
],
"source": [
"#Read the latest topo file\n",
"file1 = netCDF4.Dataset('/glade/p/cesmdata/cseg/inputdata/ocn/mom/tx0.66v1/ocean_topog_190314.nc')\n",
"# read new topo file\n",
"file2 = netCDF4.Dataset('/glade/p/cesmdata/cseg/inputdata/ocn/mom/tx0.66v1/ocean_topog_200701.nc',\"r+\")\n",
"# read ocean static generated by MOM6\n",
"grd = MOM6grid('/glade/scratch/gmarques/g.c2b6.GJRA.TL319_t061.long_JRA_mct.074/run/g.c2b6.GJRA.TL319_t061.long_JRA_mct.074.mom6.static.nc')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"depth1 = file1.variables['depth'][:]\n",
"depth2 = file2.variables['depth'][:]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Modify the topography in the Southern Hemisphere to set the minimum depth to 50 m."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"jm, im = depth1.shape\n",
"ind = 0\n",
"for j in range(jm):\n",
" for i in range(im):\n",
" if grd.geolat[j,i] < -59.0:\n",
" if (depth1[j,i] > 0.0) and (depth1[j,i] < 50.0):\n",
" depth2[j,i] = 50.0\n",
" ind = ind +1 "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Strait edits\n",
"Apply changes in the Denmark St., Faroe Bank, Florida St., and Gibralter st. "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"iEdit = [390, 390, 390, 389, 389, 388, 418, 417, 414, 414, 413, 412, 310, \n",
" 310, 311, 311, 311, 311, 311, 311, 311, 311, 311, 311, 311, 420, 420, 419]\n",
"\n",
"jEdit = [389, 388, 387, 388, 387, 387, 374, 375, 374, 376, 376, 376, 299, \n",
" 300, 300, 299, 300, 301, 302, 303, 304, 305, 306, 307, 308, 320, 321, 321]\n",
"\n",
"zEdit = [638, 638, 638, 638, 638, 638, 983, 983, 869, 869, 869, 869, 818, \n",
" 818, 818, 818, 818, 818, 818, 818, 818, 818, 818, 818, 818, 1231, 1231, \n",
" 1231]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"for i in range(len(iEdit)):\n",
" depth2[jEdit[i],iEdit[i]] = zEdit[i]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Verify modifications"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 604.8x864 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"xycompare(depth1[0:100,:],depth2[0:100,:],grd.geolon[0:100,:], grd.geolat[0:100,:], area=grd.area_t[0:100,:], clim=(0,1000))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 604.8x864 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"xycompare(depth1[100:,:],depth2[100:,:],grd.geolon[100:,:], grd.geolat[100:,:], area=grd.area_t[100:,:], clim=(0,1000), dlim=(-1000, 1000))"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"file2.variables['depth'][:]=depth2[:]"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"file2.Description = 'Edited topography for grid tx0.66v1'\n",
"file2.Author = 'Gustavo Marques (gmarques@ucar.edu)'\n",
"file2.Created = datetime.now().isoformat()\n",
"file2.url = 'Generated using the following notebook: https://gist.github.com/gustavo-marques/d8179b83b16dc2edbef69087c99be203'"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"file2.sync()\n",
"file2.close()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:miniconda3-analysis]",
"language": "python",
"name": "conda-env-miniconda3-analysis-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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