{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Temperature data demo\n", "This is a demo exhibiting the data used in Hausfather, Drake, Abbott, and Schmidt (2019), Evaluating the performance of past climate model projections, *Geophysical Research Letters*, https://doi.org/10.1029/2019GL085378. This demo provides some basic code snippets for reading in the raw model and observational data, doing some basic data processing (e.g. calculating anomaly relative to a given reference period), and making a plot of the time-series.\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import xarray as xr\n", "\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "matplotlib.rcParams.update({'font.size': 16})" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "obs_file = '../data/raw/obs_temp_data/combined_temps_Jan_2019.csv'\n", "models_file = '../data/raw/model_temp_data/Model timeseries.xlsx'" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/anaconda3/envs/OldModels/lib/python3.8/site-packages/xarray/core/nanops.py:140: RuntimeWarning: Mean of empty slice\n", " return np.nanmean(a, axis=axis, dtype=dtype)\n" ] } ], "source": [ "obs_df = pd.read_csv(obs_file) # read observation spreadsheet\n", "obs_ds = obs_df.to_xarray().swap_dims({'index': 'year'}).groupby('year').mean() # convert to xarray dataset\n", "\n", "# calculate mean of the five observational data products (for simplicity)\n", "obs_ds['mean'] = (obs_ds['hadcrut4'] + obs_ds['gistemp'] + obs_ds['noaa'] + obs_ds['berkeley'] + obs_ds['cowtan_way'])/5.\n", "\n", "models_df = pd.read_excel(models_file, sheet_name = 'Individual papers') # read model spreadhsheet\n", "models_df.columns = map(str.lower, models_df.columns)\n", "models_ds = models_df.to_xarray().swap_dims({'index': 'year'}) # convert to xarray dataset" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# List of 15 references (only choosing middle ground scenarios for Hansen papers and IPCC)\n", "model_list = [\n", " 'manabe_1970',\n", " 'mitchell_1970',\n", " 'benson_1970',\n", " 'rasool_schneider_1971',\n", " 'sawyer_1972',\n", " 'broecker_1975',\n", " 'nordhaus_1977',\n", " 'schneider_thompson_1981',\n", " 'hansen_1981_2a',\n", " 'hansen_1988_b',\n", " 'manabe_stouffer_1993',\n", " 'far_ebm_best',\n", " 'sar_ebm_best',\n", " 'tar_ebm_best',\n", " 'ar4_mmm_best'\n", "]" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "reference_period = slice(1960,1980)\n", "\n", "plt.figure(figsize=(10,5))\n", "for model in model_list:\n", " anom = (\n", " models_ds[model+'_t'].sel(year=slice(1960,2019)) -\n", " models_ds[model+'_t'].sel(year=reference_period).mean(dim='year')\n", " )\n", " anom.plot(color='black', alpha=0.75, linewidth = 1.5)\n", " \n", "obs_anom = obs_ds['mean'] - obs_ds['mean'].sel(year=reference_period).mean(dim='year')\n", "obs_anom.plot(linewidth = 3.5, color='C1', label='observations')\n", "\n", "plt.plot([],[],\"k-\",label='model projections')\n", "plt.ylabel(r'global-mean temperature $\\degree$C');\n", "plt.xlim([1960,2019])\n", "plt.ylim([-0.3,1.2])\n", "plt.legend()\n", "plt.title('All middle-ground model projections');\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.0" } }, "nbformat": 4, "nbformat_minor": 4 }