{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Xarray for multidimensional gridded data\n", "\n", "In last week's lecture, we saw how Pandas provided a way to keep track of additional \"metadata\" surrounding tabular datasets, including \"indexes\" for each row and labels for each column. These features, together with Pandas' many useful routines for all kinds of data munging and analysis, have made Pandas one of the most popular python packages in the world.\n", "\n", "However, not all Earth science datasets easily fit into the \"tabular\" model (i.e. rows and columns) imposed by Pandas. In particular, we often deal with _multidimensional data_. By _multidimensional data_ (also often called _N-dimensional_), I mean data with many independent dimensions or axes. For example, we might represent Earth's surface temperature $T$ as a three dimensional variable\n", "\n", "$$ T(x, y, t) $$\n", "\n", "where $x$ is longitude, $y$ is latitude, and $t$ is time.\n", "\n", "The point of xarray is to provide pandas-level convenience for working with this type of data. \n", "\n", "\n", "\n", "![xarray data model](https://github.com/pydata/xarray/raw/master/doc/_static/dataset-diagram.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**NOTE:** In order to run this tutorial, you need `xarray` and `netCDF4` packages installed. The best thing to do is to create a custom conda environment, as described on the [python installation page](https://rabernat.github.io/research_computing/python.html) (scroll to Geosciences Python Environment). To test whether your environment is set up properly, try the following imports:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "outputs": [], "source": [ "import xarray\n", "import netCDF4" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Xarray data structures\n", "\n", "Like Pandas, xarray has two fundamental data structures:\n", "* a `DataArray`, which holds a single multi-dimensional variable and its coordinates\n", "* a `Dataset`, which holds multiple variables that potentially share the same coordinates\n", "\n", "### DataArray\n", "\n", "A `DataArray` has four essential attributes:\n", "* `values`: a `numpy.ndarray` holding the array’s values\n", "* `dims`: dimension names for each axis (e.g., `('x', 'y', 'z')`)\n", "* `coords`: a dict-like container of arrays (coordinates) that label each point (e.g., 1-dimensional arrays of numbers, datetime objects or strings)\n", "* `attrs`: an `OrderedDict` to hold arbitrary metadata (attributes)\n", "\n", "Let's start by constructing some DataArrays manually " ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "outputs": [], "source": [ "import numpy as np\n", "import xarray as xr\n", "from matplotlib import pyplot as plt\n", "%matplotlib inline\n", "plt.rcParams['figure.figsize'] = (8,5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A simple DataArray without dimensions or coordinates isn't much use." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "array([9, 0, 2, 1, 0])\n", "Dimensions without coordinates: dim_0" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "da = xr.DataArray([9, 0, 2, 1, 0])\n", "da" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can add a dimension name..." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "array([9, 0, 2, 1, 0])\n", "Dimensions without coordinates: x" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "da = xr.DataArray([9, 0, 2, 1, 0], dims=['x'])\n", "da" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But things get most interesting when we add a coordinate:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "array([9, 0, 2, 1, 0])\n", "Coordinates:\n", " * x (x) int64 10 20 30 40 50" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "da = xr.DataArray([9, 0, 2, 1, 0],\n", " dims=['x'],\n", " coords={'x': [10, 20, 30, 40, 50]})\n", "da" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Xarray has built-in plotting, like pandas." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "da.plot(marker='o')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multidimensional DataArray\n", "\n", "If we are just dealing with 1D data, Pandas and Xarray have very similar capabilities. Xarray's real potential comes with multidimensional data.\n", "\n", "Let's go back to the multidimensional ARGO data we loaded in the numpy lession. If you haven't already downloaded it, you can do so at the command line with\n", "\n", "```shell\n", "curl -O http://www.ldeo.columbia.edu/~rpa/argo_float_4901412.npz\n", "```\n", "\n", "We reload this data and examine its keys." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['S', 'T', 'levels', 'lon', 'date', 'P', 'lat']" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "argo_data = np.load('argo_float_4901412.npz')\n", "argo_data.keys()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The values of the `argo_data` object are numpy arrays." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(78, 75) (75,) (75,)\n" ] } ], "source": [ "S = argo_data.f.S\n", "T = argo_data.f.T\n", "P = argo_data.f.P\n", "levels = argo_data.f.levels\n", "lon = argo_data.f.lon\n", "lat = argo_data.f.lat\n", "date = argo_data.f.date\n", "print(S.shape, lon.shape, date.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's organize the data and coordinates of the salinity variable into a DataArray." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "array([[35.638939, 35.514957, 35.572971, ..., 35.820938, 35.777939, 35.668911],\n", " [35.633938, 35.521957, 35.573971, ..., 35.810932, 35.583897, 35.667912],\n", " [35.681946, 35.525959, 35.572971, ..., 35.795929, 35.662907, 35.665913],\n", " ...,\n", " [34.915859, 34.923904, 34.923904, ..., 34.934811, 34.940811, 34.946808],\n", " [34.915859, 34.923904, 34.921906, ..., 34.932808, 34.93681 , 34.94381 ],\n", " [34.917858, 34.923904, 34.923904, ..., nan, 34.93681 , nan]])\n", "Coordinates:\n", " * level (level) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ...\n", " * date (date) datetime64[ns] 2012-07-13T22:33:06.019200 ..." ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "da_salinity = xr.DataArray(S, dims=['level', 'date'],\n", " coords={'level': levels,\n", " 'date': date},)\n", "da_salinity" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "da_salinity.plot(yincrease=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Attributes can be used to store metadata. What metadata should you store? The [CF Conventions](http://cfconventions.org/Data/cf-conventions/cf-conventions-1.7/cf-conventions.html#_description_of_the_data) are a great resource for thinking about climate metadata. Below we define two of the required CF-conventions attributes." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "array([[35.638939, 35.514957, 35.572971, ..., 35.820938, 35.777939, 35.668911],\n", " [35.633938, 35.521957, 35.573971, ..., 35.810932, 35.583897, 35.667912],\n", " [35.681946, 35.525959, 35.572971, ..., 35.795929, 35.662907, 35.665913],\n", " ...,\n", " [34.915859, 34.923904, 34.923904, ..., 34.934811, 34.940811, 34.946808],\n", " [34.915859, 34.923904, 34.921906, ..., 34.932808, 34.93681 , 34.94381 ],\n", " [34.917858, 34.923904, 34.923904, ..., nan, 34.93681 , nan]])\n", "Coordinates:\n", " * level (level) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ...\n", " * date (date) datetime64[ns] 2012-07-13T22:33:06.019200 ...\n", "Attributes:\n", " units: PSU\n", " standard_name: sea_water_salinity" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "da_salinity.attrs['units'] = 'PSU'\n", "da_salinity.attrs['standard_name'] = 'sea_water_salinity'\n", "da_salinity" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Datasets\n", "\n", "A Dataset holds many DataArrays which potentially can share coordinates. In analogy to pandas:\n", "\n", " pandas.Series : pandas.Dataframe :: xarray.DataArray : xarray.Dataset\n", " \n", "Constructing Datasets manually is a bit more involved in terms of syntax. The Dataset constructor takes three arguments:\n", "\n", "* `data_vars` should be a dictionary with each key as the name of the variable and each value as one of:\n", " * A `DataArray` or Variable\n", " * A tuple of the form `(dims, data[, attrs])`, which is converted into arguments for Variable\n", " * A pandas object, which is converted into a `DataArray`\n", " * A 1D array or list, which is interpreted as values for a one dimensional coordinate variable along the same dimension as it’s name\n", "* `coords` should be a dictionary of the same form as data_vars.\n", "* `attrs` should be a dictionary.\n", "\n", "Let's put together a Dataset with temperature, salinity and pressure all together" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "Dimensions: (date: 75, level: 78)\n", "Coordinates:\n", " * level (level) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 ...\n", " * date (date) datetime64[ns] 2012-07-13T22:33:06.019200 ...\n", "Data variables:\n", " salinity (level, date) float64 35.64 35.51 35.57 35.4 35.45 35.5 ...\n", " temperature (level, date) float64 18.97 18.44 19.1 19.79 19.15 19.84 ...\n", " pressure (level, date) float64 6.8 6.1 6.5 5.0 5.9 6.8 5.4 6.3 6.2 ..." ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "argo = xr.Dataset(\n", " data_vars={'salinity': (('level', 'date'), S),\n", " 'temperature': (('level', 'date'), T),\n", " 'pressure': (('level', 'date'), P)},\n", " coords={'level': levels,\n", " 'date': date})\n", "argo" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What about lon and lat? We forgot them in the creation process, but we can add them after the fact." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "Dimensions: (date: 75, level: 78, lon: 75)\n", "Coordinates:\n", " * level (level) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 ...\n", " * date (date) datetime64[ns] 2012-07-13T22:33:06.019200 ...\n", " * lon (lon) float64 -39.13 -37.28 -36.9 -36.89 -37.05 -36.66 ...\n", "Data variables:\n", " salinity (level, date) float64 35.64 35.51 35.57 35.4 35.45 35.5 ...\n", " temperature (level, date) float64 18.97 18.44 19.1 19.79 19.15 19.84 ...\n", " pressure (level, date) float64 6.8 6.1 6.5 5.0 5.9 6.8 5.4 6.3 6.2 ..." ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "argo['lon'] = lon\n", "argo" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That was not quite right...we want lon to have dimension `date`:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "del argo['lon']\n", "argo['lon'] = ('date', lon)\n", "argo['lat'] = ('date', lat)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Coordinates vs. Data Variables\n", "\n", "Data variables can be modified through arithmentic operations or other functions. Coordinates are always keept the same." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "Dimensions: (date: 75, level: 78)\n", "Coordinates:\n", " * level (level) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 ...\n", " * date (date) datetime64[ns] 2012-07-13T22:33:06.019200 ...\n", "Data variables:\n", " salinity (level, date) float64 3.564e+05 3.551e+05 3.557e+05 ...\n", " temperature (level, date) float64 1.897e+05 1.844e+05 1.91e+05 ...\n", " pressure (level, date) float64 6.8e+04 6.1e+04 6.5e+04 5e+04 5.9e+04 ...\n", " lon (date) float64 -3.913e+05 -3.728e+05 -3.69e+05 -3.689e+05 ...\n", " lat (date) float64 4.719e+05 4.672e+05 4.645e+05 4.623e+05 ..." ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "argo * 10000" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Clearly lon and lat are coordinates rather than data variables. We can change their status as follows:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "Dimensions: (date: 75, level: 78)\n", "Coordinates:\n", " * level (level) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 ...\n", " * date (date) datetime64[ns] 2012-07-13T22:33:06.019200 ...\n", " lon (date) float64 -39.13 -37.28 -36.9 -36.89 -37.05 -36.66 ...\n", " lat (date) float64 47.19 46.72 46.45 46.23 45.46 44.83 44.45 ...\n", "Data variables:\n", " salinity (level, date) float64 35.64 35.51 35.57 35.4 35.45 35.5 ...\n", " temperature (level, date) float64 18.97 18.44 19.1 19.79 19.15 19.84 ...\n", " pressure (level, date) float64 6.8 6.1 6.5 5.0 5.9 6.8 5.4 6.3 6.2 ..." ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "argo = argo.set_coords(['lon', 'lat'])\n", "argo" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `*` symbol in the representation above indicates that `level` and `date` are \"dimension coordinates\" (they describe the coordinates associated with data variable axes) while `lon` and `lat` are \"non-dimension coordinates\". We can make any variable a non-dimension coordiante." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Working with Labeled Data\n", "\n", "Xarray's labels make working with multidimensional data much easier.\n", "\n", "### Selecting Data (Indexing)\n", "\n", "We can always use regular numpy indexing and slicing on DataArrays" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "argo.salinity[2].plot()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "argo.salinity[:, 10].plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, it is often much more powerful to use xarray's `.sel()` method to use label-based indexing." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "argo.salinity.sel(level=2).plot()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "argo.salinity.sel(date='2012-10-22').plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`.sel()` also supports slicing. Unfortunately we have to use a somewhat awkward syntax, but it still works." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "argo.salinity.sel(date=slice('2012-10-01', '2012-12-01')).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`.sel()` also works on the whole Dataset" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "Dimensions: (date: 1, level: 78)\n", "Coordinates:\n", " * level (level) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 ...\n", " * date (date) datetime64[ns] 2012-10-22T02:50:32.006400\n", " lon (date) float64 -32.97\n", " lat (date) float64 44.13\n", "Data variables:\n", " salinity (level, date) float64 35.47 35.47 35.47 35.47 35.47 35.47 ...\n", " temperature (level, date) float64 17.13 17.13 17.13 17.13 17.14 17.14 ...\n", " pressure (level, date) float64 6.4 10.3 15.4 21.0 26.0 30.2 35.4 ..." ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "argo.sel(date='2012-10-22')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Computation\n", "\n", "Xarray dataarrays and datasets work seamlessly with arithmetic operators and numpy array functions." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "α = np.cos(argo.temperature) * np.sin(argo.salinity)**2\n", "α.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Broadcasting\n", "\n", "Broadcasting arrays in numpy is a nightmare. It is much easier when the data axes are labeled!\n", "\n", "This is a useless calculation, but it illustrates how perfoming an operation on arrays with differenty coordinates will result in automatic broadcasting" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "level_times_lat = argo.level * argo.lat\n", "level_times_lat.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reductions\n", "\n", "Rather than performing reductions on axes (as in numpy), we can perform them on dimensions." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "Dimensions: (level: 78)\n", "Coordinates:\n", " * level (level) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 ...\n", "Data variables:\n", " salinity (level) float64 35.91 35.9 35.9 35.9 35.91 35.91 35.91 ...\n", " temperature (level) float64 17.6 17.57 17.51 17.42 17.25 17.04 16.77 ...\n", " pressure (level) float64 6.435 10.57 15.54 20.46 25.43 30.44 35.44 ..." ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "argo_mean = argo.mean(dim='date')\n", "argo_mean" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "argo_mean.salinity.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Aside: Swapping Dims\n", "\n", "Now we can fix a pesky problem with this dataset: the fact that it uses level (rather than pressure) as the vertical coordinate" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "argo['pres_mean'] = argo_mean.pressure\n", "argo_pcoords = argo.swap_dims({'level': 'pres_mean'})\n", "argo_pcoords.salinity.plot(yincrease=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Groupby: Example with SST Climatology\n", "\n", "Here will we work with SST data from NOAA's NERSST project. Download it by running\n", "\n", "```shell\n", "curl -O http://ldeo.columbia.edu/~rpa/NOAA_NCDC_ERSST_v3b_SST.nc\n", "```" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "Dimensions: (lat: 89, lon: 180, time: 684)\n", "Coordinates:\n", " * lat (lat) float32 -88.0 -86.0 -84.0 -82.0 -80.0 -78.0 -76.0 -74.0 ...\n", " * lon (lon) float32 0.0 2.0 4.0 6.0 8.0 10.0 12.0 14.0 16.0 18.0 20.0 ...\n", " * time (time) datetime64[ns] 1960-01-15 1960-02-15 1960-03-15 ...\n", "Data variables:\n", " sst (time, lat, lon) float32 dask.array\n", "Attributes:\n", " Conventions: IRIDL\n", " source: https://iridl.ldeo.columbia.edu/SOURCES/.NOAA/.NCDC/.ERSST/...\n", " history: extracted and cleaned by Ryan Abernathey for Research Compu..." ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ds = xr.open_dataset('NOAA_NCDC_ERSST_v3b_SST.nc').chunk({'time':1})\n", "ds" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "sst = ds.sst" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sst.mean(dim='time').plot(vmin=-2, vmax=30)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sst.mean(dim=('time', 'lon')).plot()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "outputs": [], "source": [ "sst_zonal_time_mean = sst.mean(dim=('time', 'lon'))" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(sst.mean(dim='lon') - sst_zonal_time_mean).T.plot()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# climatologies\n", "sst_clim = sst.groupby('time.month').mean(dim='time')\n", "sst_clim.sel(lon=230, lat=45, method='nearest').plot()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sst_anom = sst.groupby('time.month') - sst_clim\n", "sst_anom.sel(lon=230, lat=45, method='nearest').plot()" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sst_anom.std(dim='time').plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "https://www.ncdc.noaa.gov/teleconnections/enso/indicators/sst.php\n", " \n", "El Niño (La Niña) is a phenomenon in the equatorial Pacific Ocean characterized by a five consecutive 3-month running mean of sea surface temperature (SST) anomalies in the Niño 3.4 region that is above (below) the threshold of +0.5°C (-0.5°C). This standard of measure is known as the Oceanic Niño Index (ONI).\n", "\n", "![nino-regions](https://www.ncdc.noaa.gov/monitoring-content/teleconnections/nino-regions.gif)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sst_anom_nino34 = sst_anom.sel(lat=slice(-5, 5), lon=slice(190, 240))\n", "sst_anom_nino34[0].plot()" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "outputs": [], "source": [ "sst_anom_nino34_mean = sst_anom_nino34.mean(dim=('lon', 'lat'))\n", "oni = sst_anom_nino34_mean.rolling(time=3).mean(dim='time')" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "sst_anom_nino34_mean.plot(ax=ax, label='raw')\n", "oni.plot(ax=ax, label='smoothed')\n", "ax.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![nino3.4](https://www.ncdc.noaa.gov/monitoring-content/teleconnections/eln-f-pg.gif)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "array(['none', 'none', 'none', ..., 'nina', 'nina', 'nina'], dtype='= 0.5] = 'nino'\n", "nino34[oni <= -0.5] = 'nina'\n", "nino34" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "outputs": [], "source": [ "sst_nino_composite = sst_anom.groupby(nino34.rename('nino34')).mean(dim='time')" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sst_nino_composite.sel(nino34='nino').plot()" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sst_nino_composite.sel(nino34='nina').plot()" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "outputs": [], "source": [ "nino_ds = xr.Dataset({'nino34': nino34, 'oni': oni}).drop('month')\n", "nino_ds.to_netcdf('nino34_index.nc')" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "ename": "AttributeError", "evalue": "'DataArray' object has no attribute 'visualize'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0msst_anom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvisualize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m~/miniconda3/envs/pangeo/lib/python3.6/site-packages/xarray/core/common.py\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m 174\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0msource\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 175\u001b[0m raise AttributeError(\"%r object has no attribute %r\" %\n\u001b[0;32m--> 176\u001b[0;31m (type(self).__name__, name))\n\u001b[0m\u001b[1;32m 177\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 178\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__setattr__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mAttributeError\u001b[0m: 'DataArray' object has no attribute 'visualize'" ] } ], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "gist_info": { "gist_id": null, "gist_url": null }, "kernelspec": { "display_name": "Py3 pangeo", "language": "python", "name": "pangeo" }, "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" } }, "nbformat": 4, "nbformat_minor": 4 }