diff --git a/doc/examples/example05_multiyear_drought.ipynb b/doc/examples/example05_multiyear_drought.ipynb new file mode 100644 index 0000000..eeee9f8 --- /dev/null +++ b/doc/examples/example05_multiyear_drought.ipynb @@ -0,0 +1,264 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Analyzing multi-year droughts\n", + "\n", + "After Mourik et al. (2024) - Regional drivers and characteristics of multi-year droughts" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load packages" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Versions\n", + "python: 3.10.12\n", + "spei: 0.5.2\n", + "numpy: 1.26.4\n", + "scipy: 1.14.1\n", + "matplotlib: 3.9.2\n", + "pandas: 2.2.1\n", + "\n" + ] + } + ], + "source": [ + "import matplotlib as mpl\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import spei as si # si for standardized index\n", + "\n", + "print(si.show_versions())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load meteo data" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "fileurl = \"https://raw.githubusercontent.com/pastas/pastas/master/doc/examples/data\"\n", + "prec = (\n", + " pd.read_csv(f\"{fileurl}/rain_nb1.csv\", index_col=0, parse_dates=True)\n", + " .squeeze()\n", + " .multiply(1e3)\n", + ") # to mm\n", + "evap = (\n", + " pd.read_csv(f\"{fileurl}/evap_nb1.csv\", index_col=0, parse_dates=True)\n", + " .squeeze()\n", + " .multiply(1e3)\n", + ") # to mm" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Calculate SPEI over different time scales\n", + "\n", + "1 month to 24 months" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "pe = (\n", + " (prec - evap).dropna().resample(\"ME\").sum()\n", + ") # calculate monthly precipitation excess\n", + "spei1 = si.spei(pe, timescale=1).rename(\"1\")\n", + "spei3 = si.spei(pe, timescale=3).rename(\"3\")\n", + "spei6 = si.spei(pe, timescale=6).rename(\"6\")\n", + "spei9 = si.spei(pe, timescale=9).rename(\"9\")\n", + "spei12 = si.spei(pe, timescale=12).rename(\"12\")\n", + "spei24 = si.spei(pe, timescale=24).rename(\"24\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Visualization" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot as time series" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(12784.0, 16436.0)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f, ax = plt.subplots(6, figsize=(7.0, 10.0), sharex=True)\n", + "si.plot.si(spei1, ax=ax[0])\n", + "si.plot.si(spei3, ax=ax[1])\n", + "si.plot.si(spei6, ax=ax[2])\n", + "si.plot.si(spei9, ax=ax[3])\n", + "si.plot.si(spei12, ax=ax[4])\n", + "si.plot.si(spei24, ax=ax[5])\n", + "ax[0].set_ylabel(\"SPEI-1\")\n", + "ax[1].set_ylabel(\"SPEI-3\")\n", + "ax[2].set_ylabel(\"SPEI-6\")\n", + "ax[3].set_ylabel(\"SPEI-9\")\n", + "ax[4].set_ylabel(\"SPEI-12\")\n", + "ax[5].set_ylabel(\"SPEI-24\")\n", + "ax[5].xaxis.set_major_locator(mpl.dates.YearLocator())\n", + "ax[5].xaxis.set_minor_locator(mpl.dates.MonthLocator())\n", + "ax[5].set_xlim(pd.Timestamp(\"2005\"), pd.Timestamp(\"2015\"))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot as heatmap\n", + "\n", + "Only droughts" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(14610.0, 16436.0)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = si.plot.heatmap([spei1, spei3, spei6, spei9, spei12, spei24])\n", + "ax.xaxis.set_major_locator(mpl.dates.YearLocator())\n", + "ax.xaxis.set_minor_locator(mpl.dates.MonthLocator())\n", + "ax.get_figure().axes[-1].set_yticks(range(-3, 0))\n", + "ax.set_xlim(pd.Timestamp(\"2010\"), pd.Timestamp(\"2015\"))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Or with wet periods" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(14610.0, 16436.0)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = si.plot.heatmap([spei1, spei3, spei6, spei9, spei12, spei24], cmap=\"vik_r\", vmax=3)\n", + "ax.xaxis.set_major_locator(mpl.dates.YearLocator())\n", + "ax.xaxis.set_minor_locator(mpl.dates.MonthLocator())\n", + "ax.set_xlim(pd.Timestamp(\"2010\"), pd.Timestamp(\"2015\"))" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "spei-env--196-leg-py3.10", + "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": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/src/spei/plot.py b/src/spei/plot.py index f429452..82f05df 100644 --- a/src/spei/plot.py +++ b/src/spei/plot.py @@ -5,7 +5,7 @@ import matplotlib as mpl import matplotlib.pyplot as plt from matplotlib.dates import date2num -from numpy import array, concatenate, linspace, meshgrid, reshape +from numpy import arange, array, concatenate, linspace, meshgrid, reshape from pandas import DatetimeIndex, Series from scipy.stats import gaussian_kde @@ -80,6 +80,7 @@ def si( lc.set_linewidth(1.2) _ = ax.add_collection(lc) + ax.yaxis.set_major_locator(mpl.ticker.MultipleLocator(1)) ax.set_ylim(nmin, nmax) return ax @@ -150,6 +151,86 @@ def monthly_density( return ax +def heatmap( + sis: List[Series], + cmap: str = "Reds_r", + vmin: float = -3.0, + vmax: float = -1.0, + yticklabels: List[str] | None = None, + ax: Optional[Axes] = None, +) -> Axes: + """ + Plots multiple standardized indices on a heatmap from [mourik_2024]_ + + Parameters + ---------- + sis : List[Series] + A list of pandas Series objects, each representing a time series of SI values. + cmap : str, optional + The colormap to use for the heatmap. Default is "Reds_r". + vmin : float, optional + The minimum value for color normalization. Default is -3.0. + vmax : float, optional + The maximum value for color normalization. Default is -1.0. + yticklabels : List[str] or None, optional + Custom labels for the y-axis ticks. If None, the names of the Series objects are used. Default is None. + ax : Axes, optional + A matplotlib Axes object to plot on. If None, a new figure and axes are created. Default is None. + Returns + ------- + Axes + The matplotlib Axes object with the heatmap. + + References + ---------- + .. [mourik_2024] van Mourik, J., Ruijsch, D., van der Wiel, K., Hazeleger, + W., Wanders, N.: Regional drivers and characteristics of multi-year + droughts. 2024 + """ + if ax is None: + fig, ax = plt.subplots(figsize=(6.5, 4)) + else: + fig = ax.get_figure() + + if cmap in Crameri._available_cmaps: + colormap = Crameri(cmap).cmap + else: + colormap = plt.get_cmap(cmap) + + norm = mpl.colors.Normalize(vmin=vmin, vmax=vmax) + for i, s in enumerate(sis): + _ = ax.pcolormesh( + [s.index, s.index], + [i, i + 1], + [s.values[:-1]], + norm=norm, + cmap=colormap, + shading="flat", + ) + + ax.set_yticks(arange(0.5, len(sis) + 0.5, 1.0), minor=False) + ax.set_yticks(arange(0.0, len(sis) + 1.5, 1.0), minor=True) + yticklabels = ( + [getattr(s, "name") for s in sis] if yticklabels is None else yticklabels + ) + ax.set_yticklabels(yticklabels) + for tick in ax.yaxis.get_major_ticks(): # don't show major ytick marker + tick.tick1line.set_visible(False) + + ax.set_ylim(0, len(sis)) + scm = mpl.cm.ScalarMappable(norm=norm, cmap=colormap) + cax, cbar_kw = mpl.colorbar.make_axes( + ax, fraction=0.05, pad=0.01, orientation="vertical" + ) + _ = fig.colorbar( + scm, + cax=cax, + **cbar_kw, + ) + + return ax + + class Crameri: _available_cmaps = ("roma", "roma_r", "vik", "vik_r", "lajolla", "lajolla_r") diff --git a/tests/test_plots.py b/tests/test_plots.py index bd921bb..f326172 100644 --- a/tests/test_plots.py +++ b/tests/test_plots.py @@ -1,6 +1,6 @@ import matplotlib as mpl from pandas import Series -from spei.plot import monthly_density +from spei.plot import heatmap, monthly_density from spei.plot import si as plot_si mpl.use("Agg") # prevent _tkinter.TclError: Can't find a usable tk.tcl error @@ -16,3 +16,7 @@ def test_plot_si_no_background(si: Series) -> None: def test_plot_monthly_density(si: Series) -> None: _ = monthly_density(si, years=[2011], months=[1, 2, 3, 4, 5]) + + +def test_plot_heatmap(si: Series) -> None: + _ = heatmap([si], cmap="vik", vmin=-3.0, vmax=3.0)