Created
August 2, 2018 15:39
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Plotting issue in xarray / cartopy (data from POP ocean model)
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Issue: reading a POP dataset, longitude and latitude are 2D arrays\n", | |
| "\n", | |
| "POP output is typically on a displaced-pole grid (the grid is rotated so that the north pole is centered in Greenland) - computation can't be done on a regular lat-lon grid because the north pole is over ocean and we don't want grid convergence in the computational domain. That means we don't want to plot according to the `lat` and `lon` dimensions, we want the latitude to be `TLAT(lat,lon)` and the longitude to be `TLONG(lat,lon)`. Using Cartopy I'm pretty close to getting the plot that I want, though it seems like I should be able to make this plot with just xarray.\n", | |
| "\n", | |
| "#### Environment (I call this \"pangeo-lite\")\n", | |
| "\n", | |
| "* python 3.6.6\n", | |
| "* Cartopy 0.16.0\n", | |
| "* matplotlib 2.2.2\n", | |
| "* xarray 0.10.8\n", | |
| "* jupyterlab 0.33.4\n", | |
| "\n", | |
| "#### Notebook walk-through\n", | |
| "\n", | |
| "First, I read a POP history file." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import xarray as xr\n", | |
| "\n", | |
| "ds = xr.open_dataset('/Users/mlevy/tmp/C1850ECO.T62_g37.ciso.trunk_20180705.pop.h.0001-01-03.nc', decode_times=False)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "#### Variable of interest\n", | |
| "\n", | |
| "I'd like to plot the variable `SSH`" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<xarray.DataArray 'SSH' (time: 1, nlat: 116, nlon: 100)>\n", | |
| "array([[[ nan, nan, ..., nan, nan],\n", | |
| " [-129.797841, nan, ..., -131.980806, -130.417997],\n", | |
| " ...,\n", | |
| " [ nan, nan, ..., nan, nan],\n", | |
| " [ nan, nan, ..., nan, nan]]])\n", | |
| "Coordinates:\n", | |
| " * time (time) float64 368.0\n", | |
| " ULONG (nlat, nlon) float64 ...\n", | |
| " ULAT (nlat, nlon) float64 ...\n", | |
| " TLONG (nlat, nlon) float64 ...\n", | |
| " TLAT (nlat, nlon) float64 ...\n", | |
| "Dimensions without coordinates: nlat, nlon\n", | |
| "Attributes:\n", | |
| " long_name: Sea Surface Height\n", | |
| " units: centimeter\n", | |
| " grid_loc: 2110\n", | |
| " cell_methods: time: mean" | |
| ] | |
| }, | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "ds['SSH']" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "First attempt: just use xarray's `DataArray.plot()` function" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.collections.QuadMesh at 0x31674f0b8>" | |
| ] | |
| }, | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "ds['SSH'].plot()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Huh, I don't know why it didn't plot. Let me try that again:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.collections.QuadMesh at 0x316c9cef0>" | |
| ] | |
| }, | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "ds['SSH'].plot()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "That's better, but it's ignoring `TLAT` and `TLON` so Greenland is at the top of the map. I found http://xarray.pydata.org/en/stable/examples/multidimensional-coords.html#plotting and started investigating `DataArray.plot.pcolormesh()`. If you don't specify any arguments, it looks a lot like `plot()`, which makes sense." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.collections.QuadMesh at 0x316cfe898>" | |
| ] | |
| }, | |
| "execution_count": 5, | |
| "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": [ | |
| "ds['SSH'].isel(time=0).plot.pcolormesh()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "If I specify `x` and `y`, there's some weird fill-value algorithm at play. The southern hemisphere looks pretty good, though Australia now has sea-surface height data covering the continent. The northern hemisphere is a mess. Maybe some weird fill-pattern is to blame? In theory this command should do what I want, right?" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.collections.QuadMesh at 0x316fa57f0>" | |
| ] | |
| }, | |
| "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": [ | |
| "ds['SSH'].isel(time=0).plot.pcolormesh(x='TLONG',y='TLAT')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Finally I bit the bullet and brought in `cartopy` and `matplotlib` like in the example linked above. This looks great, except for the seam running down the middle. How do I tell `pcolormesh()` that the data is periodic in `x`?" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 648x360 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "import matplotlib.pyplot as plt\n", | |
| "import cartopy.crs as ccrs\n", | |
| "\n", | |
| "plt.figure(figsize=(9,5));\n", | |
| "ax = plt.axes(projection=ccrs.PlateCarree());\n", | |
| "ds['SSH'].isel(time=0).plot.pcolormesh(ax=ax, transform=ccrs.PlateCarree(), x='TLONG', y='TLAT');\n", | |
| "\n", | |
| "# ax.coastlines();\n", | |
| "# plt.tight_layout();" | |
| ] | |
| } | |
| ], | |
| "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": "3.6.6" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } |
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