From de782f2d403132300a45181dcda06d0bff2cd38a Mon Sep 17 00:00:00 2001 From: Martin Vonk Date: Wed, 6 Nov 2024 12:06:28 +0100 Subject: [PATCH] improve heatmap with colorbar and correct intervals --- .../example05_multiyear_drought.ipynb | 117 ++++++++++++++++-- src/spei/plot.py | 27 ++-- 2 files changed, 124 insertions(+), 20 deletions(-) diff --git a/doc/examples/example05_multiyear_drought.ipynb b/doc/examples/example05_multiyear_drought.ipynb index 17b9ef2..77907ed 100644 --- a/doc/examples/example05_multiyear_drought.ipynb +++ b/doc/examples/example05_multiyear_drought.ipynb @@ -6,12 +6,19 @@ "source": [ "# Analyzing multi-year droughts\n", "\n", - "Mourik et al. (2024)" + "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, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -38,9 +45,16 @@ "print(si.show_versions())" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load meteo data" + ] + }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -57,9 +71,18 @@ ") # 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, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -74,9 +97,23 @@ "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, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -85,13 +122,13 @@ "(12784.0, 16436.0)" ] }, - "execution_count": 4, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -114,29 +151,40 @@ "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": 8, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(12784.0, 16436.0)" + "(14610.0, 16436.0)" ] }, - "execution_count": 8, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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hIUHp6elavny522UAAABOy/WAk5KSoueee04bNmxQXl6efv7zn2v06NHaunWr26UAAABqFeX2AUeOHOlYP/3005o5c6bWr1+v3r17u10OAACgBtcDzk8Fg0EtXrxYR44cUXp6upelAAAAqngScDZv3qz09HQdP35ccXFxWrJkiXr16uVFKQAAgBo8+RZVWlqa8vPz9cUXX+jOO+/U+PHjVVBQ4EUpAACAGjw5gxMTE6MLL7xQknTJJZcoNzdXL7/8sl5//XUvygEAADiE5P+DU1FRoRMnToSiFAAAgPtncB555BFlZWUpNTVVpaWlmj9/vlavXq0VK1a4XQoAAKBWrgec77//XuPGjdO+ffuUmJioiy66SCtWrNCVV17pdikAAIBauR5w3n77bbcPCQAAUC/8LSoAAGAdAg4AALAOAQcAAFiHgAMAAKxDwAEAANYh4AAAAOsQcAAAgHUIOAAAwDoEHAAAYB0CDgAAsA4BBwAAWIeAAwAArEPAAQAA1iHgAAAA6xBwAACAdQg4AADAOgQcAABgHQIOAACwDgEHAABYJ6qxG6gUCAQUCAQUDAZ/3FB+wptC1Y8bHXvWq5jS/3WsffFJznVSsvMKwVM1D3LRQOd12qScte4Zezq4v8a2k4/e51jHvvZnx3r3ZYMc69T1Xzaoh7rYe/llNbZ1/Nt6z+vaLPjxHx3ryN882bADRkXXsi3mzD2sXeLsYch1DevhXJUfd66jmzmWq//+L8f6Wn+c1x3VSXDdMsc6oofzsZl2dS/HOnL0b1zvoWO31vW/UrXfd3DTKsc6clBWQ1qSVPtzm69VB+eGyFrus01RRGToax484Fg29LXmXPnadmqUuj/VZM7gZGdnq6CgQLm5uY3dCgAACHNNJuAAAAC4hYADAACsQ8ABAADWIeAAAADrEHAAAIB1CDgAAMA6BBwAAGAdAg4AALAOAQcAAFiHgAMAAKxDwAEAANYh4AAAAOsQcAAAgHUIOAAAwDoEHAAAYB0CDgAAsA4BBwAAWIeAAwAArEPAAQAA1iHgAAAA67gecD777DONHDlSHTt2lM/n09KlS90uAQAAcEauB5wjR46oX79+CgQCbh8aAACgTqLcPmBWVpaysrLcPiwAAECd8RkcAABgHQIOAACwDgEHAABYh4ADAACsQ8ABAADWcf1bVGVlZSoqKqpa79y5U/n5+UpKSlJqaqrb5QAAAGpwPeDk5eVp2LBhVevJkydLksaPH685c+a4XQ4AAKAG1wNOZmamjDFuHxYAAKDO+AwOAACwDgEHAABYh4ADAACsQ8ABAADWIeAAAADrEHAAAIB1CDgAAMA6BBwAAGAdAg4AALAOAQcAAFiHgAMAAKxDwAEAANYh4AAAAOsQcAAAgHUIOAAAwDoEHAAAYB0CDgAAsE5UYzdQnTFGknS4tFSKjnW/QPlJ5zr6xNl7Kit1rH3mLL+2YLDmpiNHHevIw4fPWveMPZWW1dh28uQpxzq2Wo3San0dbmAPdVG9Zqjq2ix49Lhj3dD7kk6V19wWFX3mHo4cc7eHc1Ve7fEb7Xx8HzUVjnVTue9V//1FVHs8B086b5MoD/ouK6/52Kw4W51qv2+3n9ek2p/bfJFN43arr4qyI451RAjuf64/P5yj6rejL+rwj6/r+vfrvNd8JlSVziIQCCgQCOjEiRPasWNHY7cDAAA8UFxcrK5du3pep8m8RZWdna2CggJt2LBBkrR7926VlJRU/XTv3r3Wf59uW33Xbhyj+nrPnj2SpD179jTpPs+2jxtzNIXZa5vDi99nKGZvqvctN26TpvgYqMvai9ukMW4jHu+NfxvZ+lqye/duSVJSUpLnmUJqgm9RRUT8mLkSExOVkJBQtT0yMrJq/dN/13b5uazdOEZtx5SkhISE0/beVPqsyz4NmaOpzF59DjeO2VizV5+lqfbp9n3LjT69mr2+szTV26ihczSlWcPx8W77a0nl67zXmswZnLPJzs6u9d+n21bftRvHqO2Y4dJnfWdpjL7dOobbx2ys2UNRIxTHqO/13egzXO9boTpGQ2uGqs+mcJvwWlK/Y4ZSk/kMTqXDhw8rMTFRJSUltSbYcGLLLMzR9Ngyiy1zSPbMwhxNjy2zhHqOJncGJzY2Vo8//rhiYz34BlWI2TILczQ9tsxiyxySPbMwR9NjyyyhnqPJncEBAABoqCZ3BgcAAKChCDgAAMA6BBwAAGAdAg4AALAOAQcAAFjHk4Dz7LPPauDAgYqPj1e7du00ZswYFRYWOvY5fvy4srOz1bp1a8XFxen666/Xd99959hn9+7duuaaa9S8eXO1a9dOU6ZM0alT//6DkqtXr5bP56vxs3///rCaQ5JOnDih//mf/1GXLl0UGxur8847T7NmzXJljlDOcvvtt9d6m/Tu3Tus5pCkefPmqV+/fmrevLmSk5P1y1/+UgcOHAi7OQKBgHr27Cm/36+0tDT98Y9/dGUGt2e59957dckllyg2Nlb9+/evtdY//vEPXX755WrWrJk6d+6sqVOnht0cx48f1+23366+ffsqKipKY8aMcW2GUM6xevVqjR49WsnJyWrRooX69++vefPmheUshYWFGjZsmNq3b69mzZqpa9euevTRR1VeXssfom3Cc/xUUVGR4uPj1bJlS1dmCPUsu3btqvW1ZP369XVv1nhgxIgRZvbs2WbLli0mPz/fXH311SY1NdWUlZVV7TNp0iTTuXNn8+mnn5q8vDxz2WWXmcGDB1ddfurUKdOnTx8zfPhws2nTJvPRRx+ZNm3amEceeaRqn1WrVhlJprCw0Ozbt6/qJxgMhtUcxhgzatQoc+mll5qVK1eanTt3mr///e9m7dq1rswRylkOHTrkuC327NljkpKSzOOPPx5Wc6xdu9ZERESYl19+2ezYscP87W9/M7179zbXXXddWM0xY8YMEx8fbxYuXGiKi4vNggULTFxcnFm2bJkrc7g1izHG3HPPPebVV181t912m+nXr1+NOiUlJaZ9+/Zm7NixZsuWLWbBggXG7/eb119/PazmKCsrM5MmTTJvvPGGGTFihBk9erQr/Yd6jqeffto8+uij5vPPPzdFRUVm+vTpJiIiwvzlL38Ju1mKi4vNrFmzTH5+vtm1a5f54IMPTLt27Wo8Tzf1OSqdPHnSDBgwwGRlZZnExERXZgj1LDt37jSSzCeffOJ4TTl58mSde/Uk4FT3/fffG0lmzZo1xpgfXwSjo6PN4sWLq/bZtm2bkWTWrVtnjDHmo48+MhEREWb//v1V+8ycOdMkJCSYEydOGGP+HXAOHjwYijE8m2P58uUmMTHRHDhwICRzeDlLdUuWLDE+n8/s2rUrrOZ44YUXTNeuXR21XnnlFdOpU6ewmiM9Pd08+OCDjlqTJ082GRkZnsxxrrP81OOPP17rE96MGTNMq1atHPe1hx9+2KSlpbk/hPFujp8aP3686wGnulDMUenqq682EyZMcKXv2oRylgceeMAMGTLElb6r83qOhx56yNx6661m9uzZrgec6ryapTLgbNq06Zx7C8lncEpKSiT9+y+IbtiwQeXl5Ro+fHjVPj169FBqaqrWrVsnSVq3bp369u2r9u3bV+0zYsQIHT58WFu3bnUcv3///kpOTtaVV16pzz//POzmWLZsmQYMGKCpU6eqU6dO6t69ux588EEdO3Ys7Gap7u2339bw4cPVpUuXsJojPT1de/bs0UcffSRjjL777ju99957uvrqq8NqjhMnTqhZs2aOWn6/X19++aVrp9/dmKUu1q1bp6FDhyomJqZq24gRI1RYWKiDBw+61P2/eTVHqIVyjpKSEk//UnSoZikqKtLHH3+sK664omENn4aXc+Tk5Gjx4sUKBALuNXwGXt8mo0aNUrt27TRkyBAtW7asXtf1POBUVFTo/vvvV0ZGhvr06SNJ2r9/v2JiYmq8N9i+ffuqz8/s37/f8cRdeXnlZZKUnJys1157Te+//77ef/99de7cWZmZmdq4cWNYzbFjxw6tXbtWW7Zs0ZIlSzR9+nS99957uuuuu1yfw+tZfmrv3r1avny5Jk6c6MEU3s6RkZGhefPm6aabblJMTIw6dOigxMRET540vJxjxIgReuutt7RhwwYZY5SXl6e33npL5eXl+uGHH5rMLHVR3/tfQ3g5RyiFco4//elPys3N1YQJExrS8mmFYpbBgwerWbNm6tatmy6//HI9+eSTbrTu4OUcBw4c0O233645c+aE5G89eTlLXFycXnrpJS1evFh//etfNWTIEI0ZM6ZeISeqznueo+zsbG3ZskVr1651/dhpaWlKS0urWg8ePFjFxcWaNm2a5s6d62otL+eoqKiQz+fTvHnzlJiYKEn6wx/+oBtuuEEzZsyQ3+93tZ6Xs/zUO++8o5YtW7r+IcpKXs5RUFCg++67T7///e81YsQI7du3T1OmTNGkSZP09ttvu1rLyzkee+wx7d+/X5dddpmMMWrfvr3Gjx+vqVOnKiLC/f++CdV9y2vMUT+rVq3ShAkT9Oabb7r2hYLqQjHLokWLVFpaqq+++kpTpkzRiy++qIceesjVGl7O8atf/Uq33HKLhg4d6vqxa+PlLG3atNHkyZOr1gMHDtTevXv1wgsvaNSoUXU6hqdncO6++259+OGHWrVqlVJSUqq2d+jQQSdPntShQ4cc+3/33Xfq0KFD1T7VP3Vdua7cpzaDBg1SUVGRSxP8yOs5kpOT1alTp6pwI0k9e/aUMUbffPNNWM1SyRijWbNm6bbbbnO8pRAuczz77LPKyMjQlClTdNFFF2nEiBGaMWOGZs2apX379oXNHH6/X7NmzdLRo0e1a9cu7d69W+edd57i4+PVtm1b1+Zo6Cx1ca7PCfXl9RyhEqo51qxZo5EjR2ratGkaN25cQ9uuVahm6dy5s3r16qWbb75Zzz33nJ544gkFg8GGtl/F6zlycnL04osvKioqSlFRUbrjjjtUUlKiqKgoV7+VKzXO4+TSSy+t1+u7JwHHGKO7775bS5YsUU5Ojs4//3zH5Zdccomio6P16aefVm0rLCzU7t27lZ6eLunHz0Bs3rxZ33//fdU+K1euVEJCgnr16nXa2vn5+UpOTg6rOTIyMrR3716VlZVV7fP1118rIiLCcccJh1kqrVmzRkVFRbrjjjtc6T/Ucxw9erTGGY7IyMiqHsJljkrR0dFKSUlRZGSkFi5cqGuvvda1MzhuzFIX6enp+uyzzxyfHVq5cqXS0tLUqlWrsJnDa6GcY/Xq1brmmmv0/PPP69e//rUr/f9UY94mFRUVKi8vV0VFRYOOI4VujnXr1ik/P7/q58knn1R8fLzy8/N13XXXNXiOUM5Sm3q/vp/zx5PP4M477zSJiYlm9erVjq93HT16tGqfSZMmmdTUVJOTk2Py8vJMenq6SU9Pr7q88iuwV111lcnPzzcff/yxadu2reNre9OmTTNLly4127dvN5s3bzb33XefiYiIMJ988klYzVFaWmpSUlLMDTfcYLZu3WrWrFljunXrZiZOnOjKHKGcpdKtt95qLr30Utf6D/Ucs2fPNlFRUWbGjBmmuLjYrF271gwYMMAMGjQorOYoLCw0c+fONV9//bX54osvzE033WSSkpLMzp07XZnDrVmMMWb79u1m06ZN5je/+Y3p3r272bRpk9m0aVPVt6YOHTpk2rdvb2677TazZcsWs3DhQtO8eXPXviYeqjmMMWbr1q1m06ZNZuTIkSYzM7Nqn3CaIycnxzRv3tw88sgjjjpufhs0VLO8++67ZtGiRaagoMAUFxebRYsWmY4dO5qxY8eG1RzVefEtqlDNMmfOHDN//nyzbds2s23bNvP000+biIgIM2vWrDr36knAkVTrz+zZs6v2OXbsmLnrrrtMq1atTPPmzc11111n9u3b5zjOrl27TFZWlvH7/aZNmzbmt7/9rSkvL6+6/PnnnzcXXHCBadasmUlKSjKZmZkmJycn7OYw5sev0Q0fPtz4/X6TkpJiJk+e7LjDhNMshw4dMn6/37zxxhuu9d8Yc7zyyiumV69exu/3m+TkZDN27FjzzTffhNUcBQUFpn///sbv95uEhAQzevRo889//tOVGdye5Yorrqj1OD8NY1999ZUZMmSIiY2NNZ06dTLPPfdcWM7RpUuXWvcJpznGjx9f6+VXXHGFK3OEcpaFCxean/3sZyYuLs60aNHC9OrVyzzzzDPm2LFjYTVHdV4EnFDNMmfOHNOzZ0/TvHlzk5CQYAYNGuT46nld+P5/wwAAANbgb1EBAADrEHAAAIB1CDgAAMA6BBwAAGAdAg4AALAOAQcAAFiHgAMAAKxDwAEAANYh4AAAAOsQcAAAgHUIOAAAwDr/Dw5R+WwIEkxzAAAAAElFTkSuQmCC", + "image/png": 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", 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" ] }, "metadata": {}, @@ -147,7 +195,50 @@ "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\"))" + "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": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(14610.0, 16436.0)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = si.plot.si_heatmap(\n", + " [spei1, spei3, spei6, spei9, spei12, spei24], cmap=\"vik_r\", vmax=3\n", + ")\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\"))" ] } ], diff --git a/src/spei/plot.py b/src/spei/plot.py index ee1542c..a1bf1b8 100644 --- a/src/spei/plot.py +++ b/src/spei/plot.py @@ -188,7 +188,9 @@ def si_heatmap( droughts. 2024 """ if ax is None: - _, ax = plt.subplots(figsize=(6.5, 4)) + fig, ax = plt.subplots(figsize=(6.5, 4)) + else: + fig = ax.get_figure() if cmap in Crameri._available_cmaps: colormap = Crameri(cmap).cmap @@ -198,23 +200,34 @@ def si_heatmap( 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], + [s.index, s.index], + [i, i + 1], + [s.values[:-1]], norm=norm, cmap=colormap, - linewidth=0, - rasterized=True, + 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 = [s.name for s in sis] if yticklabels is None else yticklabels + 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