{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# xclim: Software ecosystem for climate services" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Author(s)\n", "List authors, their current affiliations, up-to-date contact information, and ORCID if available. Add as many author lines as you need.\n", "\n", "- Author1 = {\"name\": \"Pascal Bourgault\", \"affiliation\": \"Ouranos Inc\", \"email\": \"bourgault.pascal@ouranos.ca\", \"orcid\": \"0000-0003-1192-0403\"}\n", "- Author2 = {\"name\": \"Travis Logan\", \"affiliation\": \"Ouranos Inc\", \"email\": \"logan.travis@ouranos.ca\", \"orcid\": \"0000-0002-2212-9580\"}\n", "- Author3 = {\"name\": \"David Huard\", \"affiliation\": \"Ouranos Inc\", \"email\": \"huard.david@ouranos.ca\", \"orcid\": \"0000-0003-0311-5498\"}\n", "- Author4 = {\"name\": \"Trevor J. Smith\", \"affiliation\": \"Ouranos Inc\", \"email\": \"smith.trevorj@ouranos.ca\", \"orcid\": \"0000-0001-5393-8359\"}" ] }, { "cell_type": "markdown", "metadata": { "toc": true }, "source": [ "

Table of Contents

\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Purpose\n", "This notebook presents [`xclim`](https://xclim.readthedocs.io/en/stable/), a python package allowing easy manipulation and analysis of N-D climate dataset. It goes in details on what tools xclim provides, and how it simplifies and standardizes climate analyses workflows. The notebook also demontrates how xclim functionality can be exposed as a Web Processing Service ([WPS](http://opengeospatial.github.io/e-learning/wps/text/basic-main.html)) through [`finch`](https://pavics-sdi.readthedocs.io/projects/finch/en/latest/). This notebook was developped for Python 3.7+, but expects a special python environment and a running instance of finch. The configuration is optimized for running on `binder`.\n", "\n", "\n", "## Technical contributions\n", "- Development of a climate analysis library regrouping many different tools, with special attention to community standards (especially [CF](https://cfconventions.org/)) and computationally efficient implementations.\n", " * Numerically efficient climate indices algorithms yielding standard-compliant outputs;\n", " * Model ensemble statistics and robustness metrics\n", " * Bias-adjustment algorithms\n", " * Other tools (not shown in this notebook) (subsetting, spatial analogs, calendar conversions)\n", "- Development of a web service exposing climate analysis processes through OGC's WPS protocol.\n", "\n", "\n", "## Methodology\n", "This notebook shows two examples of climate analysis workflows:\n", "\n", "1. Calculating climate indices on an ensemble of simulation data, then computing ensemble statistics;\n", "2. Bias-adjustment of model data.\n", "3. Calculating climate indices through a web service (`finch`).\n", "\n", "The examples interleave code and markdown cells to describe what is being done. They also include some graphics created with holoviews, in order to give a clearer idea of what was achieved.\n", "\n", "## Results\n", "This notebook demontrates how the use of xclim can help simplify and standardize climate analysis workflows.\n", "\n", "## Funding\n", "\n", "This project benefitted from direct and indirect funding from multiple sources, which are cited in the \"Acknowledgements\" section below.\n", "\n", "## Keywords\n", "\n", "keywords=[\"climate\", \"xarray\", \"bias-adjustment\", \"wps\"]\n", "\n", "## Citation\n", "\n", "Bourgault, Pascal et al. Ouranos, 2021. xclim: Software ecosystem for climate services. Accessed 2021/05/15 at https://github.com/Ouranosinc/xclim/blob/earthcube-nb/docs/notebooks/PB_01_xclim_Software_ecosystem_for_climate_services.ipynb\n", "\n", "\n", "## Suggested next steps\n", "\n", "After reading through this notebook, we recommend looking at xclim's documentation, especially the [examples](https://xclim.readthedocs.io/en/stable/notebooks/index.html) page, where other notebooks extend the examples shown here. Xclim offers other features that are not shown here, but might be of interest to readers : [a spatial analogs submodule](https://xclim.readthedocs.io/en/stable/api.html#module-xclim.analog) and [internationalization utilities](https://xclim.readthedocs.io/en/stable/internationalization.html), among others. The [list of indicators](https://xclim.readthedocs.io/en/stable/indicators.html) is also a good stop, and is regularly updated with new algorithms. It covers most indicators from [ECAD](https://xclim.readthedocs.io/en/stable/indicators.html#icclim-indices) to more complex and specialized one, like the [Fire Weather Indexes](https://xclim.readthedocs.io/en/stable/indices.html#fire-weather-indices-submodule).\n", "\n", "The web service demontrated here is part of the [`bird-house`](http://bird-house.github.io/) ecosystem and project. It is used by different platforms, such as [PAVICS](https://pavics.ouranos.ca/) and [climatedata.ca](https://climatedata.ca).\n", "\n", "\n", "## Acknowledgements\n", "\n", "Much of the development work of xclim was done to support climate services delivery at [Ouranos](https://ouranos.ca) and the [Canadian Centre for Climate Services](https://www.canada.ca/en/environment-climate-change/services/climate-change/canadian-centre-climate-services.html), and was funded by Environment and Climate Change Canada (ECCC). It has become a core component of the Power Analytics and Visualization for Climate Science (PAVICS) platform (Ouranos and CRIM 2021). PAVICS has been funded by [CANARIE](https://canarie.ca) and the Québec Fonds Vert, and through other projects also benefits from the support of the Canadian Foundation for Innovation (CFI) and the Fonds de Recherche du Québec (FRQ). PAVICS is a joint effort of Ouranos and the Centre de Recherche en Informatique de Montréal (CRIM). xclim itself\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Setup\n", "\n", "## Library import" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import xclim\n", "# Also import some submodules for direct access\n", "import xclim.ensembles # Ensemble creation and statistics\n", "import xclim.sdba # Bias-adjustment\n", "\n", "# Data manipulation\n", "import xarray as xr\n", "import xclim.testing\n", "\n", "# For interacting with finch WPS\n", "import birdy\n", "\n", "# Visualizations and display\n", "from pprint import pprint\n", "from IPython.display import display\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "from dask.diagnostics import ProgressBar\n", "\n", "# For handling file paths\n", "from pathlib import Path\n", "\n", "# Some little figure tweaking\n", "mpl.style.use('seaborn-deep')\n", "mpl.style.use('seaborn-darkgrid')\n", "%matplotlib inline\n", "mpl.rcParams['figure.figsize'] = (12, 5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Data import\n", "\n", "In the first part, we use the \"Ouranos standard ensemble of bias-adjusted climate scenarios version 1.0\", bias-adjusted and downscaled data from Ouranos. It includes 11 simulations from different climate models, all produced in the RCP8.5 experiment of the CMIP5 project. More information can be found on [this page](https://pavics.ouranos.ca/datasets.html)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "852K\tdata/ACCESS1-3_rcp85_singlept_1950-2100.nc\r\n", "852K\tdata/BNU-ESM_rcp85_singlept_1950-2100.nc\r\n", "852K\tdata/CanESM2_rcp85_singlept_1950-2100.nc\r\n", "852K\tdata/CMCC-CMS_rcp85_singlept_1950-2100.nc\r\n", "852K\tdata/GFDL-ESM2M_rcp85_singlept_1950-2100.nc\r\n", "840K\tdata/HadGEM2-CC_rcp85_singlept_1950-2100.nc\r\n", "852K\tdata/INM-CM4_rcp85_singlept_1950-2100.nc\r\n", "848K\tdata/IPSL-CM5A-LR_rcp85_singlept_1950-2100.nc\r\n", "848K\tdata/IPSL-CM5B-LR_rcp85_singlept_1950-2100.nc\r\n", "852K\tdata/MPI-ESM-LR_rcp85_singlept_1950-2100.nc\r\n", "852K\tdata/NorESM1-M_rcp85_singlept_1950-2100.nc\r\n" ] } ], "source": [ "!du -hs data/*.nc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The second example, dealing with bias-adjustment, will use two sources. The model data comes from the [CanESM2 model](https://www.canada.ca/en/environment-climate-change/services/climate-change/science-research-data/modeling-projections-analysis/centre-modelling-analysis/models/second-generation-earth-system-model.html) of CCCma. The reference time series are extracted from the Adjusted and Homogenized Canadian Climate Data ([AHCCD](https://open.canada.ca/data/en/dataset/9c4ebc00-3ea4-4fe0-8bf2-66cfe1cddd1d)), from Environment and Climate Change Canada. Both datasets are distributed under the Open Government Licence (Canada). \n", "We chose three weather stations representative of a reasonable range of climatic conditions and extracted time series over those locations from the model data.\n", "\n", "Finally, the third section will use two datasets. A first one extracted from ECMWF's [ERA5 reanalysis](https://www.ecmwf.int/en/forecasts/datasets/reanalysis-datasets/era5) includes time series extracted on a few locations for multiple variables. The second dataset is a subset of Natural Resources Canada (NRCAN)'s daily dataset derived from observational data. See https://cfs.nrcan.gc.ca/projects/3/4." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Data processing and analysis\n", "\n", "## Climate indices computation and ensemble statistics\n", "\n", "A large part of climate data analytics is based on the computation and comparison of climate indices. Xclim's main goal is to make it easier for researchers to process climate data and calculate those indices. It does so by providing a large library of climate indices, grouped in categories (CMIP's \"realms\") for convenience, but also by providing tools for all the small tweaks and pre- and post-processing steps that such workflows require.\n", "\n", "xclim is built on [`xarray`](xarray.pydata.org/), which itself makes it easy to scale computations using [`dask`](https://dask.org). While many indices are conceptually simple, we aim to provide implementations that balance performance and code complexity. This allows for ease in understanding and extending the code base.\n", "\n", "In the following steps we will use xclim to:\n", "\n", "- create an ensemble dataset, \n", "- compute a few climate indices, \n", "- calculate ensemble statistics on the results.\n", "\n", "### Creating the ensemble dataset\n", "\n", "In xclim, an \"ensemble dataset\" is simply an xarray `Dataset` where multiple realizations of the same climate have been concatenated along a \"realization\" dimension. In our case here, as presented above, the realizations are in fact simulations from different models, but all have been bias-adjusted with the same reference. All ensemble-related functions are in the [`ensembles`](https://xclim.readthedocs.io/en/stable/api.html#module-xclim.ensembles) module.\n", "\n", "Given a list of files, creating the ensemble dataset is straightforward:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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       "    tasmin       (realization, time) float32 dask.array<chunksize=(1, 55152), meta=np.ndarray>\n",
       "Attributes:\n",
       "    Conventions:     CF-1.5\n",
       "    title:           ACCESS1-3 model output prepared for CMIP5 historical\n",
       "    history:         CMIP5 compliant file produced from raw ACCESS model outp...\n",
       "    institution:     CSIRO (Commonwealth Scientific and Industrial Research O...\n",
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" ], "text/plain": [ "\n", "Dimensions: (realization: 11, time: 55152)\n", "Coordinates:\n", " * time (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2100-12-31\n", " lat float32 47.21\n", " lon float32 -70.3\n", " * realization (realization) int64 0 1 2 3 4 5 6 7 8 9 10\n", "Data variables:\n", " pr (realization, time) float32 dask.array\n", " tasmax (realization, time) float32 dask.array\n", " tasmin (realization, time) float32 dask.array\n", "Attributes:\n", " Conventions: CF-1.5\n", " title: ACCESS1-3 model output prepared for CMIP5 historical\n", " history: CMIP5 compliant file produced from raw ACCESS model outp...\n", " institution: CSIRO (Commonwealth Scientific and Industrial Research O...\n", " source: ACCESS1-3 2011. Atmosphere: AGCM v1.0 (N96 grid-point, 1...\n", " redistribution: Redistribution prohibited. For internal use only." ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Get a list of files in the `earthcube_data`:\n", "# The sort is not important here, it only ensures a consistent notebook output for automated checks\n", "files = sorted(list(Path('data').glob('*1950-2100.nc')))\n", "\n", "# Open files into the ensemble\n", "ens = xclim.ensembles.create_ensemble(files)\n", "ens" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(Note: similarly to `xarray.open_mfdataset`, used internally, the dataset attributes are actually from the first file only.)\n", "\n", "But how is this different from `xarray.concat(files, concat_dim='realization)`? While only slighlty more shorter to write, the main difference is the handling of incompatible calendars. Different models often use different [calendars](http://cfconventions.org/Data/cf-conventions/cf-conventions-1.8/cf-conventions.html#calendar) and this causes issues when merging/concatening their data in xarray. Xclim provides [`xclim.core.calendar.convert_calendar`](https://xclim.readthedocs.io/en/stable/api.html#xclim.core.calendar.convert_calendar) to handle this. For example, in this ensemble, we have a simulation of the `HadGEM2` model which uses the \"360_day\" calendar:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(cftime.Datetime360Day(1950, 2, 30, 0, 0, 0, 0), dtype=object)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ds360 = xr.open_dataset('data/HadGEM2-CC_rcp85_singlept_1950-2100.nc')\n", "ds360.time[59].data" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(cftime.DatetimeNoLeap(1950, 3, 2, 0, 0, 0, 0), dtype=object)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Convert to the `noleap` calendar, see doc for details on arguments.\n", "ds365 = xclim.core.calendar.convert_calendar(ds360, 'noleap', align_on='date')\n", "ds365.time[59].data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This conversion dropped the invalid days (for example: the 29th and 30th of February 1950) and convert the dtype of the time axis. This does alter the data, but it makes it possible to concatenate different model simulations into a single `DataArray`.\n", "\n", "In `create_ensemble`, all members are converted to a common calendar. By default, it uses the normal numpy/pandas data type (a [range-limited](https://pandas.pydata.org/pandas-docs/stable/user_guide/timeseries.html#timestamp-limitations) calendar equivalent to `proleptic_gregorian`), but for this model ensemble, it's better to use `noleap` (all years have 365 days), as it is the calendar used in most models included here." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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       "  * time         (time) object 1950-01-01 00:00:00 ... 2100-12-31 00:00:00\n",
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       "Attributes:\n",
       "    Conventions:     CF-1.5\n",
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       "    history:         CMIP5 compliant file produced from raw ACCESS model outp...\n",
       "    institution:     CSIRO (Commonwealth Scientific and Industrial Research O...\n",
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" ], "text/plain": [ "\n", "Dimensions: (realization: 11, time: 55115)\n", "Coordinates:\n", " * time (time) object 1950-01-01 00:00:00 ... 2100-12-31 00:00:00\n", " lat float32 47.21\n", " lon float32 -70.3\n", " * realization (realization) int64 0 1 2 3 4 5 6 7 8 9 10\n", "Data variables:\n", " pr (realization, time) float32 dask.array\n", " tasmax (realization, time) float32 dask.array\n", " tasmin (realization, time) float32 dask.array\n", "Attributes:\n", " Conventions: CF-1.5\n", " title: ACCESS1-3 model output prepared for CMIP5 historical\n", " history: CMIP5 compliant file produced from raw ACCESS model outp...\n", " institution: CSIRO (Commonwealth Scientific and Industrial Research O...\n", " source: ACCESS1-3 2011. Atmosphere: AGCM v1.0 (N96 grid-point, 1...\n", " redistribution: Redistribution prohibited. For internal use only." ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ens = xclim.ensembles.create_ensemble(files, calendar='noleap')\n", "ens" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compute climate indicators\n", "\n", "Climate indicators are stored in `xclim.indicators.[realm]` and act as functions, taking `xarray.DataArray` as input variables and returning one (or more) `DataArray`. Most indicators also take keyword arguments to control various parameters. Under the hood, indicators are python objects, storing information on what the computation does, its inputs and its outputs. For example, let's look at the `tropical_nights` indicator:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Title: Tropical nights.\n", "General description: The number of days with minimum daily temperature above threshold. \n", "\n", "Inputs description:\n", "{'ds': {'default': None,\n", " 'description': 'A dataset with the variables given by name.',\n", " 'kind': },\n", " 'freq': {'default': 'YS',\n", " 'description': 'Resampling frequency.',\n", " 'kind': },\n", " 'tasmin': {'default': 'tasmin',\n", " 'description': 'Minimum daily temperature.',\n", " 'kind': ,\n", " 'units': '[temperature]'},\n", " 'thresh': {'default': '20.0 degC',\n", " 'description': 'Threshold temperature on which to base evaluation.',\n", " 'kind': ,\n", " 'units': '[temperature]'}}\n", "\n", "Output description:\n", "[{'cell_methods': 'time: minimum within days time: sum over days',\n", " 'description': '{freq} number of Tropical Nights : defined as days with '\n", " 'minimum daily temperature above {thresh}',\n", " 'long_name': 'Number of Tropical Nights (Tmin > {thresh})',\n", " 'standard_name': 'number_of_days_with_air_temperature_above_threshold',\n", " 'units': 'days',\n", " 'var_name': 'tropical_nights'}]\n" ] } ], "source": [ "TN = xclim.indicators.atmos.tropical_nights\n", "\n", "# Print general information:\n", "print('Title: ', TN.title)\n", "print('General description: ', TN.abstract, '\\n')\n", "\n", "# Info on the inputs\n", "print('Inputs description:')\n", "pprint(TN.parameters)\n", "print()\n", "\n", "# Info on the output\n", "print('Output description:')\n", "pprint(TN.cf_attrs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use the indicator by calling it like a function with the variable and parameters. We will look at the _seasonal_ number of \"tropical nights\" with a threshold of 5°C. For frequency arguments, we use the same syntax as [pandas](https://pandas.pydata.org/pandas-docs/stable/user_guide/timeseries.html#dateoffset-objects). Here `QS-DEC` will resample to seasons of three (3) months, starting in December (so DJF, MMA, JJA, SON)." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/phobos/.conda/envs/xclim-demo/lib/python3.9/site-packages/xclim/indicators/atmos/_temperature.py:83: UserWarning: Variable does not have a `cell_methods` attribute.\n", " cfchecks.check_valid(tasmin, \"cell_methods\", \"*time: minimum within days*\")\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "
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       "    long_name:      Number of tropical nights (tmin > 5 degc)\n",
       "    description:    Seasonal number of tropical nights : defined as days with...
" ], "text/plain": [ "\n", "array([[nan, 9.],\n", " [nan, 9.],\n", " [nan, 15.],\n", " [nan, 15.],\n", " [nan, 9.],\n", " [nan, nan],\n", " [nan, 12.],\n", " [nan, 2.],\n", " [nan, 20.],\n", " [nan, 15.],\n", " [nan, 17.]])\n", "Coordinates:\n", " * time (time) object 1949-12-01 00:00:00 1950-03-01 00:00:00\n", " lat float32 47.21\n", " lon float32 -70.3\n", " * realization (realization) int64 0 1 2 3 4 5 6 7 8 9 10\n", "Attributes:\n", " units: days\n", " cell_methods: time: minimum within days time: sum over days\n", " xclim_history: [2021-06-07 17:30:27] tropical_nights: TROPICAL_NIGHTS(ta...\n", " standard_name: number_of_days_with_air_temperature_above_threshold\n", " long_name: Number of tropical nights (tmin > 5 degc)\n", " description: Seasonal number of tropical nights : defined as days with..." ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "out = xclim.indicators.atmos.tropical_nights(tasmin=ens.tasmin, thresh='5 degC', freq='QS-DEC')\n", "display(out.data)\n", "out.isel(time=slice(0, 2)).load()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's talk about the many things that happened here:\n", "\n", "1. **Input checks**\n", "\n", " Before the real computation, xclim performs some checks on the inputs. These can differ between indicators, but the most common are CF convention and input frequency checks. The former looks at the `standard_name` and `cell_methods` attributes of the input variable and raises warnings when they do not fit with what it expects. Here, the `standard_name` (\"air_temperature\") is correct, but the variable is missing the `cell_methods` attribute that would normally indicate that this is indeed the *minimum* temperature within each days.\n", "\n", " The second type of checks looks at the data itself. Most indicators expect data at a **daily** frequency, and if the input has a different frequency, the indicator checks will raise an error.\n", "\n", "\n", "2. **Unit handling**\n", "\n", " Another check on the inputs is performed to ensure the correct units were passed. Above, in the `parameters` dictionary, we saw that `tropical_nights` expects `tasmin` and `thresh` to both be \"[temperature]\" values. In the function, conversion are made to ensure compatible units. Here, `tasmin` is in Kelvin and `thresh` was given in Celsius. Under the hood, xclim uses [`pint`](pint.readthedocs.io/) to handle this, but with small modifications made so that CF-compliant unit strings are understood.\n", "\n", "\n", "3. **Missing values handling**\n", "\n", " After the computation, for indicators involving a resampling operation, periods where at least one value was missing (i.e. was a `np.NaN`) are masked out. Here the first period is masked for all realization since there was no data for the month of december 1949. This is the default behavior and it can be changed, as we will show further down.\n", "\n", "\n", "4. **Metadata formatting**\n", "\n", " The output's attributes were formatted to include some information from the passed parameters. Notice how the description includes the given threshold and frequency (*Seasonal number of tropical nights [...]*).\n", "\n", "\n", "5. **Lazy computing**\n", "\n", " This is not a feature inherent to xclim, but, by default, `create_ensemble` will open the ensemble dataset using the `dask` backend, one \"chunk\" for each file. This means that all further calculations are _lazy_, ie: python remembers the operations but doesn't perform them as long as the result is not requested. This is why we needed to call `.load()` to see the first values of the output. This behaviour from `xarray` is extremely useful for computationally-intensive workflows as it allows `dask` to efficiently manage the memory and CPU ressources. Xclim aims to implement its indicators in a lazy and efficient way.\n", "\n", "\n", "Let's compute a few indicators and merge them into another ensemble dataset. This time, we will change the missing values handling to a more relaxed method, where periods are masked when at least 5% of the elements are missing. Moreover, we will set an option so that CF-checks warnings are ignored.\n", "\n", "If you want to know more about the indicators we are computing, you can use `help(indicator)` or `indicator?` (in ipython/jupyter) to print their docstrings, which include most information shown above." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<xarray.Dataset>\n",
       "Dimensions:               (realization: 11, time: 152)\n",
       "Coordinates:\n",
       "  * time                  (time) object 1949-07-01 00:00:00 ... 2100-07-01 00...\n",
       "    lat                   float32 47.21\n",
       "    lon                   float32 -70.3\n",
       "  * realization           (realization) int64 0 1 2 3 4 5 6 7 8 9 10\n",
       "Data variables:\n",
       "    first_day_below       (realization, time) float64 dask.array<chunksize=(1, 1), meta=np.ndarray>\n",
       "    frost_days            (realization, time) float64 dask.array<chunksize=(1, 1), meta=np.ndarray>\n",
       "    solidprcptot          (realization, time) float64 dask.array<chunksize=(1, 1), meta=np.ndarray>\n",
       "    cold_spell_frequency  (realization, time) float64 dask.array<chunksize=(1, 1), meta=np.ndarray>\n",
       "Attributes:\n",
       "    units:          \n",
       "    is_dayofyear:   1\n",
       "    calendar:       noleap\n",
       "    cell_methods:   \n",
       "    xclim_history:  [2021-06-07 17:30:33] first_day_below: FIRST_DAY_BELOW(ta...\n",
       "    standard_name:  day_of_year\n",
       "    long_name:      First day of year with temperature below -5 degc\n",
       "    description:    First day of year with temperature below -5 degc for at l...
" ], "text/plain": [ "\n", "Dimensions: (realization: 11, time: 152)\n", "Coordinates:\n", " * time (time) object 1949-07-01 00:00:00 ... 2100-07-01 00...\n", " lat float32 47.21\n", " lon float32 -70.3\n", " * realization (realization) int64 0 1 2 3 4 5 6 7 8 9 10\n", "Data variables:\n", " first_day_below (realization, time) float64 dask.array\n", " frost_days (realization, time) float64 dask.array\n", " solidprcptot (realization, time) float64 dask.array\n", " cold_spell_frequency (realization, time) float64 dask.array\n", "Attributes:\n", " units: \n", " is_dayofyear: 1\n", " calendar: noleap\n", " cell_methods: \n", " xclim_history: [2021-06-07 17:30:33] first_day_below: FIRST_DAY_BELOW(ta...\n", " standard_name: day_of_year\n", " long_name: First day of year with temperature below -5 degc\n", " description: First day of year with temperature below -5 degc for at l..." ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Set options using a \"context\". Options set here are reset to their defaults as soon as we exit the \"with\" block\n", "with xclim.set_options(cf_compliance='log', check_missing='pct', missing_options={'pct': {'tolerance': 0.05}}):\n", "\n", " # Intermediate computation : Approximate mean daily temp by taking the mean of tasmin and tasmax\n", " tas = xclim.indicators.atmos.tg(tasmin=ens.tasmin, tasmax=ens.tasmax)\n", "\n", " # First day below, first day of the year where tasmin goes below \"thresh\" for at least \"window\" days\n", " # Note that we resample yearly, but starting in July, so that the full winter is included\n", " out_fda = xclim.indicators.atmos.first_day_below(tasmin=ens.tasmin, thresh='-5 degC', window=3, freq='AS-JUL')\n", "\n", " # Number frost days : total number of days where tasmin < 0 degC\n", " out_nfd = xclim.indicators.atmos.frost_days(tasmin=ens.tasmin, freq='AS-JUL')\n", "\n", " # Solid precipitation accumulation : total thickness of solid precipitation (estimated by pr when tas < 0°C)\n", " out_spa = xclim.indicators.atmos.solid_precip_accumulation(pr=ens.pr, tas=tas, freq='AS-JUL')\n", "\n", " # Cold spell freq : Number of spells where tas is under \"thresh\" for at least \"window\" days.\n", " out_csf = xclim.indicators.atmos.cold_spell_frequency(tas=tas, thresh='-10 degC', window=3, freq='AS-JUL')\n", "\n", "out = xr.merge([out_fda, out_nfd, out_spa, out_csf])\n", "out" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Ensemble statistics\n", "\n", "All this is quite cool, but we still have a large amount of data to manage. In order to get an idea of the climatic evolution of our indicators and of the model uncertainty associated with it, we can compute ensemble percentiles. Here we extract the 10th, 50th (median) and 90th percentile of the distribution made up of the 11 members of the ensemble." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<xarray.Dataset>\n",
       "Dimensions:               (percentiles: 3, time: 152)\n",
       "Coordinates:\n",
       "  * time                  (time) object 1949-07-01 00:00:00 ... 2100-07-01 00...\n",
       "    lat                   float32 47.21\n",
       "    lon                   float32 -70.3\n",
       "  * percentiles           (percentiles) int64 10 50 90\n",
       "Data variables:\n",
       "    first_day_below       (time, percentiles) float64 dask.array<chunksize=(1, 3), meta=np.ndarray>\n",
       "    frost_days            (time, percentiles) float64 dask.array<chunksize=(1, 3), meta=np.ndarray>\n",
       "    solidprcptot          (time, percentiles) float64 dask.array<chunksize=(1, 3), meta=np.ndarray>\n",
       "    cold_spell_frequency  (time, percentiles) float64 dask.array<chunksize=(1, 3), meta=np.ndarray>\n",
       "Attributes:\n",
       "    units:          \n",
       "    is_dayofyear:   1\n",
       "    calendar:       noleap\n",
       "    cell_methods:   \n",
       "    xclim_history:  [2021-06-07 17:30:48] : Computation of the percentiles on...\n",
       "    standard_name:  day_of_year\n",
       "    long_name:      First day of year with temperature below -5 degc\n",
       "    description:    First day of year with temperature below -5 degc for at l...
" ], "text/plain": [ "\n", "Dimensions: (percentiles: 3, time: 152)\n", "Coordinates:\n", " * time (time) object 1949-07-01 00:00:00 ... 2100-07-01 00...\n", " lat float32 47.21\n", " lon float32 -70.3\n", " * percentiles (percentiles) int64 10 50 90\n", "Data variables:\n", " first_day_below (time, percentiles) float64 dask.array\n", " frost_days (time, percentiles) float64 dask.array\n", " solidprcptot (time, percentiles) float64 dask.array\n", " cold_spell_frequency (time, percentiles) float64 dask.array\n", "Attributes:\n", " units: \n", " is_dayofyear: 1\n", " calendar: noleap\n", " cell_methods: \n", " xclim_history: [2021-06-07 17:30:48] : Computation of the percentiles on...\n", " standard_name: day_of_year\n", " long_name: First day of year with temperature below -5 degc\n", " description: First day of year with temperature below -5 degc for at l..." ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "out_perc = xclim.ensembles.ensemble_percentiles(out, values=[10, 50, 90], split=False)\n", "out_perc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, the `first_day_below` indicator is problematic. The data is in a \"day of year\" (doy) format, an integer starting at `1` on January 1st and going to `365` on December 31st (in our *no leap* calendar). There might be years where the first day below 0°C happened _after_ December 31st, meaning that taking the percentiles directly will give incorrect results. The trick is simply to convert the \"day of year\" data to a format where the numerical order reflects the temporal order within each period.\n", "\n", "The next graph show the _incorrect_ version. Notice how for the years where some members have values in January ($0 < doy \\le 31$), those \"small\" numerical values are classified into the **10th** percentile, while they are in fact _later dates_, so should be considered so and classified as the **90th** percentile." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "out.first_day_below.plot(hue='realization', color='grey', alpha=0.5)\n", "out_perc.first_day_below.plot(hue='percentiles')\n", "plt.title('Incorrect percentiles computation');" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# Convert \"doys\" to the number of days elapsed since the time coordinate (which is 1st of July)\n", "fda_days_since = xclim.core.calendar.doy_to_days_since(out.first_day_below)\n", "\n", "# Take percentiles now that the numerical ordering is correct\n", "fda_days_since_perc = xclim.ensembles.ensemble_percentiles(fda_days_since, values=[10, 50, 90], split=False)\n", "\n", "# Convert back to doys for meaningful values\n", "fda_doy_perc = xclim.core.calendar.days_since_to_doy(fda_days_since_perc)\n", "\n", "# Replace the bad data with the good one\n", "out_perc['first_day_below'] = fda_doy_perc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Voilà! Lets enjoy our work!" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 20.9s\n" ] } ], "source": [ "with ProgressBar():\n", " out_perc.load()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for name, var in out_perc.data_vars.items():\n", " plt.figure()\n", " var.plot(hue='percentiles')\n", " plt.title(name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the doy conversion trick did work for `first_day_below`, but plotting this kind of variable is not straightforward, and not the point of this notebook.\n", "\n", "## Bias-adjustment\n", "\n", "Besides climate indicators, xclim comes with the `sdba` (statistical downscaling and bias-adjustment) module. The module tries to follow a \"modular\" approach instead of implementing published methods as black box functions. It comes with some pre- and post-processing function in `sdba.processing` and a few adjustment objects in `sdba.adjustment`. Adjustment algorithms all conform to the train - adjust scheme, formalized within `Adjustment` classes. Given a reference time series (`ref`), historical simulations (`hist`) and simulations to be adjusted (`sim`), any bias-adjustment method would be applied by first estimating the adjustment factors between the historical simulation and the observations series, and then applying these factors to `sim`, which could be a future simulation.\n", "\n", "Most algorithms implemented also perform the adjustment separately on temporal groups. For example, for a *Quantile Mapping* method, one would compute quantiles and adjustment factors for each day of the year individually or within a moving window, so that seasonal variations do not interfere with the result.\n", "\n", "### Simple quantile mapping\n", "\n", "Let's start here with a simple *Empirical Quantile Mapping* adjustment for `pr`. Instead of adjusting a future period, we adjust the historical timeseries, so we can have a clear appreciation of the adjustment results. This adjustment method is based on [1].\n", "\n", "**Multiplicative** and **Additive** modes : In most of the literature, bias-adjustment involving `pr` is done in a *multiplicative* mode, in opposition to the *additive* mode used for temperatures. In xclim.sdba, this is controlled with the `kind` keyword, which defaults to `'+'` (additive). This means that `sim` values will be multiplied to the adjustment factors in the case `kind='*'`, and added (or subtracted) with `'+'`." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# We are opening the datasets with xclim.testing.open_dataset\n", "# a convenience function for accessing xclim's test and example datasets, stored in a github repository.\n", "dsref = xclim.testing.open_dataset('sdba/ahccd_1950-2013.nc')\n", "dssim = xclim.testing.open_dataset('sdba/CanESM2_1950-2100.nc')\n", "\n", "# Extract 30 years of the daily data\n", "# The data is made of 3 time series, we take only one \"location\"\n", "# `ref` is given in Celsius, we must convert to Kelvin to fit with hist and sim\n", "ref = dsref.pr.sel(time=slice('1980', '2010'), location='Vancouver')\n", "ref = xclim.core.units.convert_units_to(ref, 'mm/d')\n", "hist = dssim.pr.sel(time=slice('1980', '2010'), location='Vancouver')\n", "hist = xclim.core.units.convert_units_to(hist, 'mm/d')\n", "\n", "# We want to group data on a day-of-year basis with a 31-day moving window\n", "group_doy_31 = xclim.sdba.Grouper('time.dayofyear', window=31)\n", "\n", "# Create the adjustment object\n", "EQM = xclim.sdba.EmpiricalQuantileMapping(nquantiles=15, group=group_doy_31, kind='*')\n", "\n", "# Train it\n", "EQM.train(ref, hist)\n", "\n", "# Adjust hist\n", "# And we estimate correct adjustment factors by interpolating linearly between quantiles\n", "scen = EQM.adjust(hist, interp='linear')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the season cycle\n", "fig, ax = plt.subplots()\n", "ref.groupby('time.dayofyear').mean().plot(ax=ax, label='Reference')\n", "hist.groupby('time.dayofyear').mean().plot(ax=ax, label='Model - raw')\n", "scen.groupby('time.dayofyear').mean().plot(ax=ax, label='Model - adjusted')\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To inspect the trained adjustment data, we can access it with `EQM.ds`:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.Dataset>\n",
       "Dimensions:    (dayofyear: 365, quantiles: 17)\n",
       "Coordinates:\n",
       "  * quantiles  (quantiles) float64 1e-06 0.03333 0.1 0.1667 ... 0.9 0.9667 1.0\n",
       "  * dayofyear  (dayofyear) int64 1 2 3 4 5 6 7 8 ... 359 360 361 362 363 364 365\n",
       "Data variables:\n",
       "    af         (dayofyear, quantiles) float64 nan 0.0 0.0 ... 1.377 1.684 1.686\n",
       "    hist_q     (dayofyear, quantiles) float64 0.0 0.001463 ... 15.84 30.81\n",
       "Attributes:\n",
       "    _xclim_adjustment:  {"py/object": "xclim.sdba.adjustment.EmpiricalQuantil...\n",
       "    adj_params:         EmpiricalQuantileMapping(nquantiles=15, kind='*', gro...
" ], "text/plain": [ "\n", "Dimensions: (dayofyear: 365, quantiles: 17)\n", "Coordinates:\n", " * quantiles (quantiles) float64 1e-06 0.03333 0.1 0.1667 ... 0.9 0.9667 1.0\n", " * dayofyear (dayofyear) int64 1 2 3 4 5 6 7 8 ... 359 360 361 362 363 364 365\n", "Data variables:\n", " af (dayofyear, quantiles) float64 nan 0.0 0.0 ... 1.377 1.684 1.686\n", " hist_q (dayofyear, quantiles) float64 0.0 0.001463 ... 15.84 30.81\n", "Attributes:\n", " _xclim_adjustment: {\"py/object\": \"xclim.sdba.adjustment.EmpiricalQuantil...\n", " adj_params: EmpiricalQuantileMapping(nquantiles=15, kind='*', gro..." ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "EQM.ds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "More complex adjustment workflows can be created using the multiple tools exposed by xclim in `sdba.processing` and `sdba.detrending`. A more complete description of those is a bit too complex for the purposes of this notebook, but we invite interested users to look at [the documentation](https://xclim.readthedocs.io/en/stable/notebooks/sdba.html).\n", "\n", "Let's make another simple example, using the `DetrendedQuantileMapping` method. Compared to the `EmpiricalQuantileMapping` method, this one will normalize and detrend the inputs before computing the adjustment factors. This ensures a better quantile-to-quantile comparison when the climate change signal is strong. In reality, the same steps could all be performed explicitly, making use of xclim's modularity, as is shown in the doc examples. It is based on [2]." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# Extract the data.\n", "ref = xclim.core.units.convert_units_to(\n", " dsref.tasmax.sel(time=slice('1980', '2010'), location='Vancouver'),\n", " 'K'\n", ")\n", "hist = xclim.core.units.convert_units_to(\n", " dssim.tasmax.sel(time=slice('1980', '2010'), location='Vancouver'),\n", " 'K'\n", ")\n", "sim = xclim.core.units.convert_units_to(\n", " dssim.tasmax.sel(location='Vancouver'),\n", " 'K'\n", ")\n", "\n", "\n", "# Adjustment\n", "DQM = xclim.sdba.DetrendedQuantileMapping(nquantiles=15, group=group_doy_31, kind='+')\n", "DQM.train(ref, hist)\n", "\n", "scen = DQM.adjust(sim, interp='linear', detrend=1)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ref.groupby('time.dayofyear').mean().plot(ax=ax, label='Reference'),\n", "hist.groupby('time.dayofyear').mean().plot(ax=ax, label='Simulation - raw')\n", "scen.sel(time=slice('1981', '2010')).groupby('time.dayofyear').mean().plot(ax=ax, label='Simulation - adjusted')\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Just for fun, let's compute the annual mean of the daily maximum temperature and plot the three time series:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "with xclim.set_options(cf_compliance='log'):\n", " ref_tg = xclim.indicators.atmos.tx_mean(tasmax=ref)\n", " sim_tg = xclim.indicators.atmos.tx_mean(tasmax=sim)\n", " scen_tg = xclim.indicators.atmos.tx_mean(tasmax=scen)\n", "\n", "fig, ax = plt.subplots()\n", "ref_tg.plot(ax=ax, label='Reference')\n", "sim_tg.plot(ax=ax, label='Model - Raw')\n", "scen_tg.plot(ax=ax, label='Model - Adjusted')\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Finch : xclim as a service\n", "\n", "This final part of the notebook demonstrates the use of `finch` to compute indicators over the web using the Web Processing Service (WPS) standard. When running this notebook on binder, a local server instance of finch is already running on port 5000. We will interact with it using [`birdy`](https://birdy.readthedocs.io/en/latest/) a lightweight WPS client built upon [`OWSLib`](https://geopython.github.io/OWSLib/).\n", "\n", "#### What is a WPS?\n", "\n", "Standardized by the OGC, WPS is a standard describing web requests and responses to and from geospatial processing services. The standard defines how process execution can be requested, and how the output from that process is handled. `finch` provides such a service, bundling xclim's indicator and some other tools into individual processes.\n", "\n", "It's possible with WPS to either embed input data in the request, or pass a link to the data. In the latter case, the server will download data locally before performing its calculations. It's also possible to use DAP links so the web server only streams the data it actually needs. In the following example, we use a subset of the ERA5 reanalysis data, available on xclim's testdata GitHub repository." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "from birdy import WPSClient\n", "\n", "wps = WPSClient('http://localhost:5000')\n", "dataurl = 'https://github.com/Ouranosinc/xclim-testdata/raw/main/ERA5/daily_surface_cancities_1990-1993.nc'" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on method growing_degree_days in module birdy.client.base:\n", "\n", "growing_degree_days(tas=None, check_missing='any', cf_compliance='warn', data_validation='raise', thresh='4.0 degC', freq='YS', missing_options=None, variable=None, output_formats=None) method of birdy.client.base.WPSClient instance\n", " The sum of degree-days over the threshold temperature.\n", " \n", " Parameters\n", " ----------\n", " tas : ComplexData:mimetype:`application/x-netcdf`, :mimetype:`application/x-ogc-dods`\n", " NetCDF Files or archive (tar/zip) containing netCDF files.\n", " thresh : string\n", " Threshold temperature on which to base evaluation.\n", " freq : {'YS', 'MS', 'QS-DEC', 'AS-JUL'}string\n", " Resampling frequency.\n", " check_missing : {'any', 'wmo', 'pct', 'at_least_n', 'skip', 'from_context'}string\n", " Method used to determine which aggregations should be considered missing.\n", " missing_options : ComplexData:mimetype:`application/json`\n", " JSON representation of dictionary of missing method parameters.\n", " cf_compliance : {'log', 'warn', 'raise'}string\n", " Whether to log, warn or raise when inputs have non-CF-compliant attributes.\n", " data_validation : {'log', 'warn', 'raise'}string\n", " Whether to log, warn or raise when inputs fail data validation checks.\n", " variable : string\n", " Name of the variable in the NetCDF file.\n", " \n", " Returns\n", " -------\n", " output_netcdf : ComplexData:mimetype:`application/x-netcdf`\n", " The indicator values computed on the original input grid.\n", " output_log : ComplexData:mimetype:`text/plain`\n", " Collected logs during process run.\n", " ref : ComplexData:mimetype:`application/metalink+xml; version=4.0`\n", " Metalink file storing all references to output files.\n", "\n" ] } ], "source": [ "# As in xclim, processes and their inputs are documented \n", "# by parsing the indicator's attributes:\n", "help(wps.growing_degree_days)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "growing_degree_daysResponse(\n", " output_netcdf='http://localhost:5000/outputs/c3603da3-c7d7-11eb-8e02-8cec4b2c9db7/out.nc',\n", " output_log='http://localhost:5000/outputs/c3603da3-c7d7-11eb-8e02-8cec4b2c9db7/log.txt',\n", " ref='http://localhost:5000/outputs/c3603da3-c7d7-11eb-8e02-8cec4b2c9db7/input.meta4'\n", ")" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Through birdy, the indicator call looks a lot like the one from xclim\n", "# but passing an url instead of an xarray object.\n", "# Also, the `variable` argument tells which variable from the dataset to use.\n", "response = wps.growing_degree_days(\n", " dataurl,\n", " thresh='5 degC',\n", " freq='MS',\n", " variable='tas'\n", ")\n", "\n", "response.get()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The response we received is a list of URLs pointing to output files. Birdy makes it easy to open links to datasets directly in xarray:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "out = response.get(asobj=True).output_netcdf\n", "out.growing_degree_days.plot(hue='location');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Chain computations\n", "\n", "As the goal of `finch` is to free the user of most, if not all, computation needs, it includes many other processes for all common climate analysis tasks. For example, here we will take maps of `tasmax` and `tasmin` over southern Québec, subset them with a square bounding box of lon/lat, compute `tas` as the mean of the other two and then finally, compute the growing season length with custom parameters.\n", "\n", "All processes will be fed with the output of the previous one, so that no intermediate result is ever downloaded to the client. Only the last output is directly downloaded to file using python's `urllib`." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "tasmax_url = \"https://github.com/Ouranosinc/xclim-testdata/raw/main/NRCANdaily/nrcan_canada_daily_tasmax_1990.nc\"\n", "tasmin_url = \"https://github.com/Ouranosinc/xclim-testdata/raw/main/NRCANdaily/nrcan_canada_daily_tasmin_1990.nc\"\n", "pr_url = \"https://github.com/Ouranosinc/xclim-testdata/raw/main/NRCANdaily/nrcan_canada_daily_pr_1990.nc\"\n", "\n", "# Subset the maps\n", "resp_tx = wps.subset_bbox(tasmax_url, lon0=-72, lon1=-68, lat0=46, lat1=50)\n", "resp_tn = wps.subset_bbox(tasmin_url, lon0=-72, lon1=-68, lat0=46, lat1=50)\n", "resp_pr = wps.subset_bbox(pr_url, lon0=-72, lon1=-68, lat0=46, lat1=50)\n", "\n", "# Compute tas\n", "# We don't need to provide variable names because variables have the same names as the argument names\n", "resp_tg = wps.tg(tasmin=resp_tn.get().output, tasmax=resp_tx.get().output)\n", "\n", "# Compute growing season length, as defined by the period between\n", "# Start/End when tas is over/under 10°C for 6 consecutive days\n", "resp_lpr = wps.liquid_precip_ratio(\n", " pr=resp_pr.get().output,\n", " tas=resp_tg.get().output_netcdf,\n", " freq='YS'\n", ")" ] }, { "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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the liquid precipitation ratio of 1990\n", "out_lpr = resp_lpr.get(asobj=True).output_netcdf\n", "out_lpr.liquid_precip_ratio.plot()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# or we can plot it as a map!\n", "import cartopy.crs as ccrs\n", "import cartopy.feature as cfeature\n", "\n", "# Set a CRS transformation:\n", "crs = ccrs.PlateCarree()\n", "\n", "# Add some map elements\n", "ax = plt.subplot(projection=crs)\n", "ax.add_feature(cfeature.LAND)\n", "ax.add_feature(cfeature.OCEAN)\n", "ax.add_feature(cfeature.COASTLINE)\n", "out_lpr.liquid_precip_ratio.plot(ax=ax, transform=crs, cmap=\"rainbow\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Output attributes are formatted the same as when xclim is used locally:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray 'liquid_precip_ratio' (time: 1, lat: 48, lon: 48)>\n",
       "array([[[0.65363 , 0.651616, ..., 0.63733 , 0.629445],\n",
       "        [0.651229, 0.650147, ..., 0.629233, 0.636435],\n",
       "        ...,\n",
       "        [0.798548, 0.797585, ...,      nan,      nan],\n",
       "        [0.812997, 0.806936, ...,      nan,      nan]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 1990-01-01\n",
       "  * lat      (lat) float32 49.96 49.88 49.79 49.71 ... 46.29 46.21 46.12 46.04\n",
       "  * lon      (lon) float32 -71.96 -71.88 -71.79 -71.71 ... -68.21 -68.12 -68.04\n",
       "Attributes:\n",
       "    units:          \n",
       "    cell_methods:   tas: tasmin: time: minimum within days tasmax: time: maxi...\n",
       "    xclim_history:  pr: \\ntas: \\n[2021-06-07 17:32:05] liquid_precip_ratio: L...\n",
       "    long_name:      Ratio of rainfall to total precipitation\n",
       "    description:    Annual ratio of rainfall to total precipitation. rainfall...
" ], "text/plain": [ "\n", "array([[[0.65363 , 0.651616, ..., 0.63733 , 0.629445],\n", " [0.651229, 0.650147, ..., 0.629233, 0.636435],\n", " ...,\n", " [0.798548, 0.797585, ..., nan, nan],\n", " [0.812997, 0.806936, ..., nan, nan]]], dtype=float32)\n", "Coordinates:\n", " * time (time) datetime64[ns] 1990-01-01\n", " * lat (lat) float32 49.96 49.88 49.79 49.71 ... 46.29 46.21 46.12 46.04\n", " * lon (lon) float32 -71.96 -71.88 -71.79 -71.71 ... -68.21 -68.12 -68.04\n", "Attributes:\n", " units: \n", " cell_methods: tas: tasmin: time: minimum within days tasmax: time: maxi...\n", " xclim_history: pr: \\ntas: \\n[2021-06-07 17:32:05] liquid_precip_ratio: L...\n", " long_name: Ratio of rainfall to total precipitation\n", " description: Annual ratio of rainfall to total precipitation. rainfall..." ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "out_lpr.liquid_precip_ratio" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Ensemble statistics\n", "\n", "In addition to the indicators and the subsetting processes, finch wraps xclim's ensemble statistics functionality in all-in-one processes. All indicator are provided in several ensemble-subset processes, where the inputs are subsetted before the indicator is computed and ensemble statistics taken. For example, `ensemble_gridpoint_growing_season_length`, which computes `growing_season_length` over a single gridpoint for all members of the specified ensemble. However, at least for the current version, ensemble datasets are hardcoded in the configuration of the server instance and one can't send their own list of members.\n", "\n", "In order not to overload Ouranos' servers where these current hardcoded datasets are stored, no example of this is run by default here. But interested users are invited to uncomment the following lines to see for themselves.\n", "\n", "The ensemble data used by this example is a bias-adjusted and downscaled product from the Pacific Climate Impacts Consortium (PCIC). It is described [here](https://www.pacificclimate.org/data/statistically-downscaled-climate-scenarios)." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on method ensemble_grid_point_max_n_day_precipitation_amount in module birdy.client.base:\n", "\n", "ensemble_grid_point_max_n_day_precipitation_amount(lat, lon, rcp, check_missing='any', cf_compliance='warn', data_validation='raise', start_date=None, end_date=None, ensemble_percentiles='10,50,90', dataset_name=None, models='24MODELS', window=1, freq='YS', missing_options=None, output_format='netcdf', output_formats=None) method of birdy.client.base.WPSClient instance\n", " Calculate the n-day rolling sum of the original daily total precipitation series and determine the maximum value over each period.\n", " \n", " Parameters\n", " ----------\n", " lat : string\n", " Latitude coordinate. Accepts a comma separated list of floats for multiple grid cells.\n", " lon : string\n", " Longitude coordinate. Accepts a comma separated list of floats for multiple grid cells.\n", " start_date : string\n", " Initial date for temporal subsetting. Can be expressed as year (%Y), year-month (%Y-%m) or year-month-day(%Y-%m-%d). Defaults to first day in file.\n", " end_date : string\n", " Final date for temporal subsetting. Can be expressed as year (%Y), year-month (%Y-%m) or year-month-day(%Y-%m-%d). Defaults to last day in file.\n", " ensemble_percentiles : string\n", " Ensemble percentiles to calculate for input climate simulations. Accepts a comma separated list of integers.\n", " dataset_name : {'bccaqv2'}string\n", " Name of the dataset from which to get netcdf files for inputs.\n", " rcp : {'rcp26', 'rcp45', 'rcp85'}string\n", " Representative Concentration Pathway (RCP)\n", " models : {'24MODELS', 'PCIC12', 'BNU-ESM', 'CCSM4', 'CESM1-CAM5', 'CNRM-CM5', 'CSIRO-Mk3-6-0', 'CanESM2', 'FGOALS-g2', 'GFDL-CM3', ...}string\n", " When calculating the ensemble, include only these models. By default, all 24 models are used.\n", " window : integer\n", " Window size in days.\n", " freq : {'YS', 'MS', 'QS-DEC', 'AS-JUL'}string\n", " Resampling frequency.\n", " check_missing : {'any', 'wmo', 'pct', 'at_least_n', 'skip', 'from_context'}string\n", " Method used to determine which aggregations should be considered missing.\n", " missing_options : ComplexData:mimetype:`application/json`\n", " JSON representation of dictionary of missing method parameters.\n", " cf_compliance : {'log', 'warn', 'raise'}string\n", " Whether to log, warn or raise when inputs have non-CF-compliant attributes.\n", " data_validation : {'log', 'warn', 'raise'}string\n", " Whether to log, warn or raise when inputs fail data validation checks.\n", " output_format : {'netcdf', 'csv'}string\n", " Choose in which format you want to recieve the result\n", " \n", " Returns\n", " -------\n", " output : ComplexData:mimetype:`application/x-netcdf`, :mimetype:`application/zip`\n", " The format depends on the 'output_format' input parameter.\n", " output_log : ComplexData:mimetype:`text/plain`\n", " Collected logs during process run.\n", "\n" ] } ], "source": [ "help(wps.ensemble_grid_point_max_n_day_precipitation_amount)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "## Get maximal 5 days precipitation amount for Niagara Falls between 2040 and 2070\n", "## for 12 rcp45 datasets bias-adjusted and downscaled with BCCAQv2 by PCIC\n", "## Careful : this call will take a long time to succeed!\n", "\n", "#resp_ens = wps.ensemble_grid_point_max_n_day_precipitation_amount(\n", "# lat=43.08,\n", "# lon=-79.07,\n", "# start_date='2040-01-01',\n", "# end_date='2070-12-31',\n", "# ensemble_percentiles=[10, 50, 90],\n", "# rcp='rcp45',\n", "# models='PCIC12',\n", "# window=5,\n", "# freq='YS',\n", "# data_validation='warn',\n", "#)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "#resp_ens.get(asobj=True).output" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This concludes our xclim and finch tour! We hope these tools can be useful for your workflows. The development of both is always on-going, visit us at our GitHub pages for any questions or if you want to contribute! \n", "\n", "[`xclim`](https://github.com/Ouranosinc/xclim/) \n", "\n", "[`finch`](https://github.com/bird-house/finch/)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# References\n", "\n", "### Bias-adjustment\n", "[1] Dequé, M. (2007). Frequency of precipitation and temperature extremes over France in an anthropogenic scenario: Model results and statistical correction according to observed values. Global and Planetary Change, 57(1–2), 16–26. https://doi.org/10.1016/j.gloplacha.2006.11.030\n", "\n", "[2] Cannon, A. J., Sobie, S. R., & Murdock, T. Q. (2015). Bias correction of GCM precipitation by quantile mapping: How well do methods preserve changes in quantiles and extremes? Journal of Climate, 28(17), 6938–6959. https://doi.org/10.1175/JCLI-D-14-00754.1\n", "\n", "### Software used\n", "\n", "**xarray 0.18.2** : Stephan Hoyer, Joe Hamman, Maximilian Roos, keewis, Deepak Cherian, Clark Fitzgerald, … Benoit Bovy. (2021, May 19). pydata/xarray: v0.18.2 (Version v0.18.2). Zenodo. http://doi.org/10.5281/zenodo.4774304\n", "\n", "**numpy** : Harris, C.R., Millman, K.J., van der Walt, S.J. et al. Array programming with NumPy. Nature 585, 357–362 (2020). DOI: 0.1038/s41586-020-2649-2\n", "\n", "**dask** : Dask Development Team (2016). Dask: Library for dynamic task scheduling\n", "URL https://dask.org\n", "\n", "**cftime 1.4** : Jeff Whitaker, Constantine Khrulev, Spencer Clark, Joe Hamman, Bill Little, Ryan May, … Stefan. (2021, January 31). Unidata/cftime: version 1.4.0 release (Version v1.4.0rel). Zenodo. http://doi.org/10.5281/zenodo.4484141\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "keep_output": true, "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": "3.9.4" }, "nbsphinx": { "execute": "never" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": true, "toc_position": { "height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "165px" }, "toc_section_display": true, "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 4 }