{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting physt histograms\n", "\n", "Some plotting examples, with no exhaustive documentation." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Necessary import evil\n", "import physt\n", "from physt import h1, h2, histogramdd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "np.random.seed(42)\n", "\n", "from physt import plotting" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Some data\n", "x = np.random.normal(100, 1, 10000)\n", "y = np.random.normal(10, 10, 10000)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = h2(x, y, 15).plot(figsize=(6, 6), show_zero=False, alpha=0, text_color=\"black\", show_values=True, cmap=\"BuGn_r\", show_colorbar=False, transform=lambda x:1)\n", "h2(x, y, 50).plot.image(cmap=\"Spectral_r\", alpha=0.75, ax=ax)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotting.matplotlib.bar3d(h2(x, y, 10, name=\"Gauss\"), figsize=(5, 5), cmap=\"Accent\");" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "h1(x, \"human\", 10, name=\"Gauss\").plot(ylim=(100, 1020), cmap=\"Greys\", ticks=\"edge\", errors=True);" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "h1(x, \"human\", 200, name=\"Gauss\").plot.line(errors=True, yscale=\"log\")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "h1(x, \"human\", 200, name=\"Gauss\").plot.fill(lw=1, alpha=.4, figsize=(8, 4))\n", "h1(x, \"human\", 200, name=\"Gauss\").plot.fill(lw=1, alpha=.4, yscale=\"log\", figsize=(8, 4), color=\"red\")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "h1(x, \"human\", 200, name=\"Gauss\").plot.scatter(errors=True, xlim=(90, 100), show_stats=True)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "#h = h1(x, \"human\", 200, name=\"Gauss\")\n", "#ax = h.plot(\"scatter\", cumulative=True, s=3, transform=lambda x: np.sin(x / 500), cmap=\"rainbow\")\n", "# h.plot.line(ax=ax, cumulative=True)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "ha = h1(x, \"human\", 20, name=\"Left\")\n", "hb = h1(x + 1 * np.sin(x / 12), \"human\", 40, name=\"Right\")\n", "\n", "from physt.plotting.matplotlib import pair_bars" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/honza/code/my/physt-0.3/physt/histogram_base.py:854: FutureWarning:\n", "\n", "Conversion of the second argument of issubdtype from `int` to `np.signedinteger` is deprecated. In future, it will be treated as `np.int64 == np.dtype(int).type`.\n", "\n", "/home/honza/code/my/physt-0.3/physt/histogram_base.py:854: FutureWarning:\n", "\n", "Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n", "\n" ] }, { "data": { "image/png": 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\n", 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