diff --git a/doc/examples/example05_multiyear_drought.ipynb b/doc/examples/example05_multiyear_drought.ipynb new file mode 100644 index 0000000..17b9ef2 --- /dev/null +++ b/doc/examples/example05_multiyear_drought.ipynb @@ -0,0 +1,175 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Analyzing multi-year droughts\n", + "\n", + "Mourik et al. (2024)" + ] + }, + { + "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": "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": "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": "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].set_xlim(pd.Timestamp(\"2005\"), pd.Timestamp(\"2015\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(12784.0, 16436.0)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = si.plot.si_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.set_xlim(pd.Timestamp(\"2005\"), pd.Timestamp(\"2015\"))" + ] + } + ], + "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": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/src/spei/plot.py b/src/spei/plot.py index f429452..ee1542c 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 +151,73 @@ def monthly_density( return ax +def si_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: + _, ax = plt.subplots(figsize=(6.5, 4)) + + 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], # TODO check if the intervals and colors are correct + [i + 0.5, i + 1.5], + [s.values, s.values], + norm=norm, + cmap=colormap, + linewidth=0, + rasterized=True, + ) + + 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 = [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)) + return ax + + class Crameri: _available_cmaps = ("roma", "roma_r", "vik", "vik_r", "lajolla", "lajolla_r")