{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Adaptive binning\n", "Here we will visit all the classes and functions designed to work with adaptive binned histograms." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import hep_spt\n", "hep_spt.set_style('multiplot')\n", "import matplotlib.pyplot as plt\n", "import matplotlib as mpl\n", "import numpy as np\n", "from mpl_toolkits.axes_grid1 import make_axes_locatable" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Adaptive binning in 1 dimension\n", "Let's generate an adaptive binned histogram in 1 dimension. We will create three histograms. One will be the raw histogram (with equal-size bins). The second will have adaptive bins, and the second will be the same as the latter but considering some weights for the input sample." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create a random sample\n", "size = 1000\n", "smp = np.random.normal(0., 2, size)\n", "wgts = np.random.uniform(0, 1, size)\n", "\n", "figs, (root, al, ar) = plt.subplots(1, 3, figsize=(15, 5))\n", "\n", "# Draw the normal distribution\n", "bins = 20\n", "rg = (-10, 10)\n", "\n", "root.hist(smp, bins, rg, label = 'raw')\n", "root.set_title('raw')\n", "\n", "# Draw both the non-weighted and the weighted adaptive binned histograms\n", "for s, w, a, t in ((smp, None, al, 'adaptive binned'),\n", " (smp, wgts, ar, 'weighted adaptive binned')):\n", "\n", " values, edges, ex, ey = hep_spt.adbin_hist1d(s, weights=w, nbins=bins, range=rg)\n", " centers = (edges[1:] + edges[:-1])/2.\n", "\n", " a.errorbar(centers, values, ey, ex, ls = 'None')\n", " a.set_ylim(0, 1.5*values.max())\n", " a.set_title(t)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Adaptive binning in 2 dimensions\n", "Now let's take a look at 2-dimensional histograms. First we will define a function to help us to draw 2-dimensional adaptive binned histograms." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def _draw_adbin_hist( ax, s, nbins, range, weights = None, **kwargs ):\n", " '''\n", " Helper function to plot points and overlaid an adaptive binned histogram.\n", " '''\n", " bins = hep_spt.adbin_hist(s, nbins, range, weights)\n", "\n", " recs, cons = hep_spt.adbin_hist2d_rectangles(bins, s, **kwargs)\n", "\n", " ax.plot(x, y, '.k', alpha=0.01)\n", "\n", " for r in recs:\n", " ax.add_patch(r)\n", "\n", " ax.set_xlim(*range.T[0])\n", " ax.set_ylim(*range.T[1])\n", "\n", " return recs, cons" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we will create a figure showing the evolution of the algorithm to create adaptive bins on a non-weighted sample. Next to it, we will plot the status for a step showing with text the sum of weights in each bin, and another histogram with the weighted case." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# For reproducibility\n", "np.random.seed(187391)\n", "\n", "# Create a random sample\n", "size = 2500\n", "\n", "region = lambda c, s: np.random.normal(c, s, size)\n", "\n", "x = np.concatenate([region(-2, 0.5), region(0, 0.5), region(0, 0.5), region(2, 0.5)])\n", "y = np.concatenate([region(0, 0.5), region(-2, 0.5), region(2, 0.5), region(0, 0.5)])\n", "s = np.array([x, y]).T\n", "w = np.random.uniform(0, 1, 4*size)\n", "r = np.array([(-4, -4), (+4, +4)])\n", "\n", "# Create the main figure\n", "fig = plt.figure(figsize = (16, 10))\n", "\n", "# Create one plot for each step of the divisions\n", "nx = ny = 2\n", "for i in range(nx):\n", " for j in range(ny):\n", "\n", " a = fig.add_subplot(nx, ny + 1, i*(ny + 1) + j + 1)\n", "\n", " n = 2**(i*ny + j)\n", "\n", " _draw_adbin_hist(a, s, n, r, ec='k')\n", "\n", " a.set_title('{} divisions'.format(n))\n", "\n", "# Create a histogram with the data displayed as text in the bins\n", "ax = fig.add_subplot(nx, ny + 1, (nx - 1)*(ny + 1))\n", "ax.set_title('{} divisions'.format(4))\n", "\n", "recs, cons = _draw_adbin_hist(ax, s, 4, r, ec='k', color=False)\n", "\n", "txt = ['{:.2f}'.format(c) for c in cons]\n", "\n", "hep_spt.text_in_rectangles(recs, txt, va='center', ha='center', cax=ax)\n", "\n", "# Draw the weighted sample with the color bar\n", "ax = fig.add_subplot(nx, ny + 1, nx*(ny + 1))\n", "ax.set_title('{} divisions (weighted)'.format(4))\n", "\n", "_, cons = _draw_adbin_hist(ax, s, 4, r, w, ec='k')\n", "\n", "divider = make_axes_locatable(ax)\n", "cax = divider.append_axes('right', size='5%', pad=0.05)\n", "\n", "norm = mpl.colors.Normalize(vmin=cons.min(), vmax=cons.max())\n", "\n", "mpl.colorbar.ColorbarBase(cax, norm=norm);" ] }, { "cell_type": "code", "execution_count": 5, "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": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }