{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Special histograms in physt\n", "\n", "Sometimes, it is necessary to bin values in transformed coordinates (e.g. *polar*). In principle,\n", "it is possible to create histograms from already transformed values (i.e. *r* and *φ*). However,\n", "this is not always the best way to go as each set of coordinates has its own peculiarities (e.g.\n", "*the typical range of values for azimuthal angle*)\n", "\n", "Physt provides a general framework for constructing the **transformed histograms** (see a dedicated \n", "section of this document) and a couple of most frequently used variants:\n", "\n", "* **PolarHistogram**\n", "* **SphericalHistogram**\n", "* **CylindricalHistogram**" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Necessary import evil\n", "from physt import cylindrical, polar, spherical\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Generate some points in the Cartesian coordinates\n", "np.random.seed(42)\n", "\n", "x = np.random.rand(1000) \n", "y = np.random.rand(1000)\n", "z = np.random.rand(1000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Polar histogram\n", "\n", "This histograms maps values to **radius** (r) and **azimuthal angle** (φ, ranging from 0 to 2π).\n", "\n", "By default (unless you specify the `phi_bins` parameter), the whole azimuthal range is spanned (even if there are no values that fall in parts of the circle)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PolarHistogram(bins=(10, 16), total=1000, dtype=int64)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a polar histogram with default parameters\n", "hist = polar(x, y)\n", "ax = hist.plot.polar_map()\n", "hist" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[array([[0.02704268, 0.16306851],\n", " [0.16306851, 0.29909433],\n", " [0.29909433, 0.43512015],\n", " [0.43512015, 0.57114597],\n", " [0.57114597, 0.7071718 ],\n", " [0.7071718 , 0.84319762],\n", " [0.84319762, 0.97922344],\n", " [0.97922344, 1.11524926],\n", " [1.11524926, 1.25127509],\n", " [1.25127509, 1.38730091]]),\n", " array([[0. , 0.39269908],\n", " [0.39269908, 0.78539816],\n", " [0.78539816, 1.17809725],\n", " [1.17809725, 1.57079633],\n", " [1.57079633, 1.96349541],\n", " [1.96349541, 2.35619449],\n", " [2.35619449, 2.74889357],\n", " [2.74889357, 3.14159265],\n", " [3.14159265, 3.53429174],\n", " [3.53429174, 3.92699082],\n", " [3.92699082, 4.3196899 ],\n", " [4.3196899 , 4.71238898],\n", " [4.71238898, 5.10508806],\n", " [5.10508806, 5.49778714],\n", " [5.49778714, 5.89048623],\n", " [5.89048623, 6.28318531]])]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hist.bins" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a polar histogram with different binning\n", "hist2 = polar(x+.3, y+.3, radial_bins=\"pretty\", phi_bins=\"pretty\")\n", "ax = hist2.plot.polar_map(density=True)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('r', 'phi')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Default axes names\n", "hist.axis_names" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When working with *any* transformed histograms, you can fill values in the **original**, or **transformed**\n", "coordinates. All methods working with coordinates understand the parameter `transformed` which (if True)\n", "says that the method parameter are already in the transformed coordinated; otherwise, all values are considered to be in the original coordinates and transformed on inserting (creating, searching)." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Non-transformed (7, 3)\n", "Transformed (0, 2)\n", "Non-transformed None\n", "Transformed (0, 6)\n" ] } ], "source": [ "# Using transformed / untransformed values\n", "print(\"Non-transformed\", hist.find_bin((0.1, 1)))\n", "print(\"Transformed\", hist.find_bin((0.1, 1), transformed=True))\n", "\n", "print(\"Non-transformed\", hist.find_bin((0.1, 2.7))) # Value\n", "print(\"Transformed\", hist.find_bin((0.1, 2.7), transformed=True))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Simple plotting, similar to Histogram2D\n", "hist.plot.polar_map(density=True, show_zero=False, cmap=\"Wistia\", lw=0.5, figsize=(5, 5));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Adding new values" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Add a single, untransformed value\n", "hist.fill((-.5, -.5), weight=12)\n", "hist.plot.polar_map(density=True, show_zero=True, cmap=\"Reds\", lw=0.5, figsize=(5, 5));" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Add a couple of values, transformed\n", "data = [[.5, 3.05], [.5, 3.2], [.7, 3.3]]\n", "weights = [1, 5, 20]\n", "\n", "hist.fill_n(data, weights=weights, transformed=True)\n", "hist.plot.polar_map(density=True, show_zero=True, cmap=\"Reds\", lw=0.5, figsize=(5, 5));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Projections\n", "\n", "The projections are stored using specialized Histogram1D subclasses that keep (in the case of radial) information about the proper bin sizes." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "RadialHistogram(bins=(10,), total=1026, dtype=int64)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "radial = hist.projection(\"r\")\n", "radial.plot(density=True, color=\"red\", alpha=0.5).set_title(\"Density\")\n", "radial.plot(label=\"absolute\", color=\"blue\", alpha=0.5).set_title(\"Absolute\")\n", "radial.plot(label=\"cumulative\", cumulative=True, density=True, color=\"green\", alpha=0.5).set_title(\"Cumulative\")\n", "radial" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hist.projection(\"phi\").plot(cmap=\"rainbow\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cylindrical histogram\n", "To be implemented" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CylindricalHistogram(bins=(10, 16, 10), total=100, dtype=int64)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = np.random.rand(100, 3)\n", "h = cylindrical(data)\n", "h" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PolarHistogram(bins=(10, 16), total=100, dtype=int64)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# %matplotlib qt\n", "proj = h.projection(\"rho\", \"phi\")\n", "proj.plot.polar_map()\n", "proj" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CylindricalSurfaceHistogram(bins=(16, 10), total=100, dtype=int64)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "proj = h.projection(\"phi\", \"z\")\n", "ax = proj.plot.cylinder_map(show_zero=False)\n", "ax.view_init(50, 70)\n", "proj" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Spherical histogram\n", "To be implemented" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SphericalHistogram(bins=(10, 16, 16), total=1000000, dtype=int64)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n = 1000000\n", "data = np.empty((n, 3))\n", "data[:,0] = np.random.normal(0, 1, n)\n", "data[:,1] = np.random.normal(0, 1.3, n)\n", "data[:,2] = np.random.normal(1, 1.2, n)\n", "h = spherical(data)\n", "h" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SphericalSurfaceHistogram(bins=(16, 16), total=1000000, dtype=int64)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "globe = h.projection(\"theta\", \"phi\")\n", "# globe.plot()\n", "globe.plot.globe_map(density=True, figsize=(7, 7), cmap=\"rainbow\") \n", "globe.plot.globe_map(density=False, figsize=(7, 7))\n", "globe" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Implementing custom transformed histogram\n", "\n", "**TO BE WRITTEN**" ] } ], "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": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 1 }