Skip to content

Instantly share code, notes, and snippets.

@dfulu
Created April 14, 2021 20:36
Show Gist options
  • Select an option

  • Save dfulu/56701368e8a9b2f16d7ceedca97779c9 to your computer and use it in GitHub Desktop.

Select an option

Save dfulu/56701368e8a9b2f16d7ceedca97779c9 to your computer and use it in GitHub Desktop.
C20C+ HadGEM3 issue
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--2021-04-14 19:06:26-- http://portal.nersc.gov/cascade/data/rtrack.php?source=NERSCDisk&filename=MOHC/HadGEM3-A-N216/All-Hist/est1/v1-0/day/atmos/pr/r1i1p14/pr_Aday_HadGEM3-A-N216_All-Hist_est1_v1-0_r1i1p14_20000101-20091230.nc\n",
"Resolving portal.nersc.gov... 128.55.206.24, 128.55.206.28\n",
"Connecting to portal.nersc.gov|128.55.206.24|:80... connected.\n",
"HTTP request sent, awaiting response... 301 Moved Permanently\n",
"Location: https://portal.nersc.gov/cascade/data/rtrack.php?source=NERSCDisk&filename=MOHC/HadGEM3-A-N216/All-Hist/est1/v1-0/day/atmos/pr/r1i1p14/pr_Aday_HadGEM3-A-N216_All-Hist_est1_v1-0_r1i1p14_20000101-20091230.nc [following]\n",
"--2021-04-14 19:06:26-- https://portal.nersc.gov/cascade/data/rtrack.php?source=NERSCDisk&filename=MOHC/HadGEM3-A-N216/All-Hist/est1/v1-0/day/atmos/pr/r1i1p14/pr_Aday_HadGEM3-A-N216_All-Hist_est1_v1-0_r1i1p14_20000101-20091230.nc\n",
"Connecting to portal.nersc.gov|128.55.206.24|:443... connected.\n",
"HTTP request sent, awaiting response... 302 Found\n",
"Location: http://portal.nersc.gov/project/m1517/data/MOHC/HadGEM3-A-N216/All-Hist/est1/v1-0/day/atmos/pr/r1i1p14/pr_Aday_HadGEM3-A-N216_All-Hist_est1_v1-0_r1i1p14_20000101-20091230.nc [following]\n",
"URL transformed to HTTPS due to an HSTS policy\n",
"--2021-04-14 19:06:27-- https://portal.nersc.gov/project/m1517/data/MOHC/HadGEM3-A-N216/All-Hist/est1/v1-0/day/atmos/pr/r1i1p14/pr_Aday_HadGEM3-A-N216_All-Hist_est1_v1-0_r1i1p14_20000101-20091230.nc\n",
"Reusing existing connection to portal.nersc.gov:443.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 2015597232 (1.9G) [application/x-netcdf]\n",
"Saving to: ‘pr_Aday_HadGEM3-A-N216_All-Hist_est1_v1-0_r1i1p14_20000101-20091230.nc’\n",
"\n",
"pr_Aday_HadGEM3-A-N 100%[===================>] 1.88G 1.03MB/s in 31m 8s \n",
"\n",
"2021-04-14 19:37:36 (1.03 MB/s) - ‘pr_Aday_HadGEM3-A-N216_All-Hist_est1_v1-0_r1i1p14_20000101-20091230.nc’ saved [2015597232/2015597232]\n",
"\n"
]
}
],
"source": [
"!wget \"http://portal.nersc.gov/cascade/data/rtrack.php?source=NERSCDisk&filename=MOHC/HadGEM3-A-N216/All-Hist/est1/v1-0/day/atmos/pr/r1i1p14/pr_Aday_HadGEM3-A-N216_All-Hist_est1_v1-0_r1i1p14_20000101-20091230.nc\" -O pr_Aday_HadGEM3-A-N216_All-Hist_est1_v1-0_r1i1p14_20000101-20091230.nc"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"import xarray as xr\n",
"import matplotlib.pyplot as plt\n",
"\n",
"ds = xr.open_dataset(\"pr_Aday_HadGEM3-A-N216_All-Hist_est1_v1-0_r1i1p14_20000101-20091230.nc\")"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [],
"source": [
"pr_m = ds.pr.sel(lat=slice(-65, -10), lon=slice(180, 280)).mean(dim='time')"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7f989081b950>"
]
},
"execution_count": 78,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pr_m.sel(lat=slice(-30, -20), lon=slice(180, 260)).plot()"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f989075b510>]"
]
},
"execution_count": 79,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pr_m.mean(dim='lon').plot()"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [],
"source": [
"x = pr_m.mean(dim='lon').to_pandas().T.rename({0.0:'pr'}, axis=1)\n",
"x.columns.name=None"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f9890705b10>"
]
},
"execution_count": 82,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"rm = x.rolling(10, center=True).mean()\n",
"(x/rm - 1).plot()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "eof37",
"language": "python",
"name": "eof37"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment