{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
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# EDIPI Training Event 1&2, November 2021

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## Introductory exercises: data analysis with xarray and scipy

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" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Imports\n", "\n", "First cell in notebook should always contain all necessary imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import xarray as xr\n", "import scipy.stats as stats\n", "from matplotlib import pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Load the dataset and take a look at the contents\n", "The dataset contains a single variable called 'tmax' with time coordinate 'time'.\n", "\n", "The 'tmax' variable is ERA5 daily-maximum surface temperature from the Pacific Northwest area of the USA for the period 1950-2021." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "
<xarray.Dataset>\n",
"Dimensions:  (time: 26298)\n",
"Coordinates:\n",
"  * time     (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2021-12-31\n",
"Data variables:\n",
"    tmax     (time) float32 -9.767 -13.07 -15.17 -12.89 ... nan nan nan nan\n",
"Attributes: (12/21)\n",
"    title:                      spatial statistic of "ERA5 reanalysis, https:...\n",
"    description:                tmax era5 index\n",
"    scripturl01:                https://climexp.knmi.nl/get_index.cgi?email=$...\n", " minimal_valid_fraction: 30.00\n", " file: ERA5/era5_tmax_daily_na_extended.nc\n", " cdi: Climate Data Interface version 1.9.10 (https:...\n", " ... ...\n", " cdo: Climate Data Operators version 1.9.10 (https:...\n", " ave_region: lon= -123.125 -118.875, lat= 44.875 52.125\n", " comment: \n", " scripturl02: https://climexp.knmi.nl/dat2nc.cgi?id=$id&sta...\n",
"    history:                     2021-11-03 18:34:46 bin/dat2nc data/itmax_er...\n",
"    Conventions:                CF-1.0
" ], "text/plain": [ "\n", "Dimensions: (time: 26298)\n", "Coordinates:\n", " * time (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2021-12-31\n", "Data variables:\n", " tmax (time) float32 ...\n", "Attributes: (12/21)\n", " title: spatial statistic of \"ERA5 reanalysis, https:...\n", " description: tmax era5 index\n", " scripturl01: https://climexp.knmi.nl/get_index.cgi?email=$...\n", " minimal_valid_fraction: 30.00\n", " file: ERA5/era5_tmax_daily_na_extended.nc\n", " cdi: Climate Data Interface version 1.9.10 (https:...\n", " ... ...\n", " cdo: Climate Data Operators version 1.9.10 (https:...\n", " ave_region: lon= -123.125 -118.875, lat= 44.875 52.125\n", " comment: \n", " scripturl02: https://climexp.knmi.nl/dat2nc.cgi?id=$id&sta...\n", " history: 2021-11-03 18:34:46 bin/dat2nc data/itmax_er...\n", " Conventions: CF-1.0" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ds = xr.open_dataset('itmax_era5_index.nc')\n", "ds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Extract the tmax data array and plot it\n", "\n", "Clearly, the summer 2021 of was an extreme event, you can read about it [here](https://www.worldweatherattribution.org/western-north-american-extreme-heat-virtually-impossible-without-human-caused-climate-change/)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "tx = ds['tmax'] # tx now contains the tmax data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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