From c4cd0bdb87f375d984625fc520f3d84d677d60fe Mon Sep 17 00:00:00 2001 From: nosarcasm Date: Tue, 25 Sep 2018 15:11:44 -0400 Subject: [PATCH 1/2] Fix #62 added polar graph support --- adjustText/__init__.py | 64 ++++--- figures/adjust_text_polar_patched.ipynb | 215 ++++++++++++++++++++++++ setup.py | 2 +- 3 files changed, 259 insertions(+), 22 deletions(-) create mode 100644 figures/adjust_text_polar_patched.ipynb diff --git a/adjustText/__init__.py b/adjustText/__init__.py index 689994e..7486a25 100644 --- a/adjustText/__init__.py +++ b/adjustText/__init__.py @@ -11,14 +11,25 @@ def get_text_position(text, ax=None): ax = ax or plt.gca() x, y = text.get_position() - return (ax.xaxis.convert_units(x), - ax.yaxis.convert_units(y)) + t_x,t_y = ax.transData.transform((x,y)) + return (t_x,t_y) + +def set_text_position(text,t_x,t_y, ax=None): + ax = ax or plt.gca() + x,y = ax.transData.inverted().transform((t_x,t_y)) + text.set_position((x,y)) + return None + +def get_orig_coords(tupxy,ax=None): + ax = ax or plt.gca() + t_x,t_y = tupxy + x,y = ax.transData.inverted().transform((t_x,t_y)) + return (x,y) def get_bboxes(objs, r, expand, ax): if ax is None: ax = plt.gca() - return [i.get_window_extent(r).expanded(*expand).transformed(ax.\ - transData.inverted()) for i in objs] + return [i.get_window_extent(r).expanded(*expand) for i in objs] def get_midpoint(bbox): cx = (bbox.x0+bbox.x1)/2 @@ -62,16 +73,18 @@ def overlap_bbox_and_point(bbox, xp, yp): return dx, dy def move_texts(texts, delta_x, delta_y, bboxes=None, renderer=None, ax=None): - if ax is None: - ax = plt.gca() + ax = ax or plt.gca() if bboxes is None: if renderer is None: r = get_renderer(ax.get_figure()) else: r = renderer bboxes = get_bboxes(texts, r, (1, 1), ax=ax) - xmin, xmax = sorted(ax.get_xlim()) - ymin, ymax = sorted(ax.get_ylim()) + ax_bbox = ax.axesPatch.get_extents() + xmin = ax_bbox.xmin + xmax = ax_bbox.xmax + ymin = ax_bbox.ymin + ymax = ax_bbox.ymax for i, (text, dx, dy) in enumerate(zip(texts, delta_x, delta_y)): bbox = bboxes[i] x1, y1, x2, y2 = bbox.xmin, bbox.ymin, bbox.xmax, bbox.ymax @@ -87,7 +100,7 @@ def move_texts(texts, delta_x, delta_y, bboxes=None, renderer=None, ax=None): x, y = get_text_position(text, ax=ax) newx = x + dx newy = y + dy - text.set_position((newx, newy)) + set_text_position(text,newx, newy) def optimally_align_text(x, y, texts, expand=(1., 1.), add_bboxes=[], renderer=None, ax=None, @@ -102,8 +115,11 @@ def optimally_align_text(x, y, texts, expand=(1., 1.), add_bboxes=[], r = get_renderer(ax.get_figure()) else: r = renderer - xmin, xmax = sorted(ax.get_xlim()) - ymin, ymax = sorted(ax.get_ylim()) + ax_bbox = ax.axesPatch.get_extents() + xmin = ax_bbox.xmin + xmax = ax_bbox.xmax + ymin = ax_bbox.ymin + ymax = ax_bbox.ymax bboxes = get_bboxes(texts, r, expand, ax=ax) if 'x' not in direction: ha = [''] @@ -125,15 +141,14 @@ def optimally_align_text(x, y, texts, expand=(1., 1.), add_bboxes=[], text.set_ha(h) if v: text.set_va(v) - bbox = text.get_window_extent(r).expanded(*expand).\ - transformed(ax.transData.inverted()) + bbox = text.get_window_extent(r).expanded(*expand) c = len(get_points_inside_bbox(x, y, bbox)) intersections = [bbox.intersection(bbox, bbox2) if i!=j else None for j, bbox2 in enumerate(bboxes+add_bboxes) ] intersections = sum([abs(b.width*b.height) if b is not None else 0 for b in intersections]) # Check for out-of-axes position - bbox = text.get_window_extent(r).transformed(ax.transData.inverted()) + bbox = text.get_window_extent(r) x1, y1, x2, y2 = bbox.xmin, bbox.ymin, bbox.xmax, bbox.ymax if x1 < xmin or x2 > xmax or y1 < ymin or y2 > ymax: axout = 1 @@ -150,8 +165,7 @@ def optimally_align_text(x, y, texts, expand=(1., 1.), add_bboxes=[], text.set_ha(alignment[a][0]) if 'y' in direction: text.set_va(alignment[a][1]) - bboxes[i] = text.get_window_extent(r).expanded(*expand).\ - transformed(ax.transData.inverted()) + bboxes[i] = text.get_window_extent(r).expanded(*expand) return texts def repel_text(texts, renderer=None, ax=None, expand=(1.2, 1.2), @@ -301,8 +315,11 @@ def repel_text_from_axes(texts, ax=None, bboxes=None, renderer=None, expand = (1, 1) if bboxes is None: bboxes = get_bboxes(texts, r, expand=expand, ax=ax) - xmin, xmax = sorted(ax.get_xlim()) - ymin, ymax = sorted(ax.get_ylim()) + ax_bbox = ax.axesPatch.get_extents() + xmin = ax_bbox.xmin + xmax = ax_bbox.xmax + ymin = ax_bbox.ymin + ymax = ax_bbox.ymax for i, bbox in enumerate(bboxes): x1, y1, x2, y2 = bbox.xmin, bbox.ymin, bbox.xmax, bbox.ymax dx, dy = 0, 0 @@ -317,7 +334,7 @@ def repel_text_from_axes(texts, ax=None, bboxes=None, renderer=None, if dx or dy: x, y = get_text_position(texts[i], ax=ax) newx, newy = x + dx, y + dy - texts[i].set_position((newx, newy)) + set_text_position(texts[i], newx, newy) return texts def float_to_tuple(a): @@ -423,6 +440,11 @@ def adjust_text(texts, x=None, y=None, add_objects=None, ax=None, if ax is None: ax = plt.gca() r = get_renderer(ax.get_figure()) + if (x is not None)&(y is not None): + for ix,tupxy in enumerate(zip(x,y)): + t_x,t_y = ax.transData.transform(tupxy) + x[ix] = t_x + y[ix] = t_y orig_xy = [get_text_position(text, ax=ax) for text in texts] orig_x = [xy[0] for xy in orig_xy] orig_y = [xy[1] for xy in orig_xy] @@ -569,8 +591,8 @@ def adjust_text(texts, x=None, y=None, add_objects=None, ax=None, ap = {'patchA':text} # Ensure arrow is clipped by the text ap.update(kwap) # Add arrowprops from kwargs ax.annotate("", # Add an arrow from the text to the point - xy = (orig_xy[j]), - xytext=get_midpoint(bbox), + xy = get_orig_coords(orig_xy[j]), + xytext=get_orig_coords((get_midpoint(bbox))), arrowprops=ap, *args, **kwargs) diff --git a/figures/adjust_text_polar_patched.ipynb b/figures/adjust_text_polar_patched.ipynb new file mode 100644 index 0000000..e222126 --- /dev/null +++ b/figures/adjust_text_polar_patched.ipynb @@ -0,0 +1,215 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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fPYevcPbWrl2rf/iHf9Ctt96qffv2adu2bdq2bdu0+4fD4abPnFq/fr0uvfRS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PRtlSxFheR40PkHmA0EnIAJQBbHeGiapmQncdMOYCuapsni4mJs7/Z2uy21Wo1WnDsQNyMvbh4J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c0WzGkNaECRNClxvXaWmJxWLhoosuanWbptkchw8fbrOdTTMZWjNhwgQ+++yzUDu1ASeXy8U9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\nL61Zs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6nW8RtMtuOBtHIsqUdkLu0+xeMUUeW0E6XD9RyhkYtGo6rP87PPPhvR7w31uoHB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s830/AHyFgBNwBXhgnE5d10qpv6ZptNYDMCnbtpVqyyRJpCiKT/+dNE3f2y91ZZSe27j+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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from adjustText import *\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib import rcParams\n", + "%matplotlib inline\n", + "import seaborn as sb\n", + "import numpy as np\n", + "import pandas as pd\n", + "from math import pi\n", + "\n", + "sb.set(font_scale=0.7)\n", + "pd.set_option('display.width', 800)\n", + "pd.set_option('display.max_columns', 200)\n", + "plt.style.use('ggplot')\n", + "rcParams['figure.figsize'] = (6,6)\n", + "rcParams['figure.dpi'] = 300\n", + "rcParams['font.size'] = 8\n", + "rcParams['font.family'] = 'DejaVu Sans'\n", + "\n", + "def average_polar_vec(angles,values,scale=3):\n", + " '''average_polar_vec()\n", + " Adds up all of the polar vectors given by angles and magnitudes\n", + " and returns the sum angle and magnitude. \n", + " \n", + " angles: angles of vectors from 0,2pi\n", + " values: magnitude (r) of vectors \n", + " scale: scaling factor (for output), a divisor on the output magnitude. Default = 3.\n", + " '''\n", + " #step 1: get all of the vector x and y magnitudes\n", + " vectors_x = [values[ix]*np.cos(angles[ix]) for ix in range(0,len(values[:-1]))]\n", + " vectors_y = [values[ix]*np.sin(angles[ix]) for ix in range(0,len(values[:-1]))]\n", + " f_x = sum(vectors_x)\n", + " f_y = sum(vectors_y)\n", + " vector_r = np.sqrt(f_x**2+f_y**2)/scale\n", + " vector_ang = np.arctan(f_y/f_x)\n", + " if f_x<0:\n", + " vector_ang += np.pi\n", + " return vector_ang, vector_r\n", + "\n", + "results = {'gene1': {'ast': (0.15285807433166704, 0.024996159136543922),\n", + " 'end': (0.20495061460069067, 0.002529681321849526),\n", + " 'mic': (0.15181603033157046, 0.026014072143614259),\n", + " 'neu': (-0.18569996860585866, 0.0063177737620680081),\n", + " 'oli': (0.14831679103576517, 0.029696726446212698),\n", + " 'opc': (0.18120456905503632, 0.0077314488706105283)},\n", + " 'gene2': {'ast': (0.077462628897099678, 0.25809556260068212),\n", + " 'end': (0.16775942427974594, 0.013778894070374951),\n", + " 'mic': (0.03064671931222681, 0.65498013439271485),\n", + " 'neu': (-0.086866381704460385, 0.20455325040954411),\n", + " 'oli': (-0.076851650607355881, 0.2618805626113867),\n", + " 'opc': (0.057551498466516943, 0.40110610344439213)},\n", + " 'gene3': {'ast': (0.099641382308193874, 0.14535433530760464),\n", + " 'end': (0.1458209567968316, 0.032587664311184109),\n", + " 'mic': (0.047519862831751553, 0.48824194134200349),\n", + " 'neu': (-0.050456422516844165, 0.46173531503518539),\n", + " 'oli': (-0.16359124827935956, 0.016353370642086175),\n", + " 'opc': (0.01447632157260499, 0.83285747080654227)},\n", + " 'gene4': {'ast': (0.062040860682460335, 0.36532402464482738),\n", + " 'end': (0.023928373058996835, 0.72719184233399281),\n", + " 'mic': (-0.06301407906493757, 0.35783639254858834),\n", + " 'neu': (-0.039194378033760774, 0.56761209151126946),\n", + " 'oli': (-0.075391823033640032, 0.27107780500712325),\n", + " 'opc': (-0.016166775338694487, 0.81367714402254288)},\n", + " 'gene5': {'ast': (0.060541186698543796, 0.37705060491492659),\n", + " 'end': (0.055836895360911881, 0.41530560100903868),\n", + " 'mic': (-0.060314182907097488, 0.37884551246136011),\n", + " 'neu': (-0.062921104107802647, 0.35854754080564777),\n", + " 'oli': (-0.051294404598034249, 0.45432035810144566),\n", + " 'opc': (-0.0029256924823106087, 0.96598127036589654)},\n", + " 'gene6': {'ast': (0.1575937598106692, 0.020790252399645912),\n", + " 'end': (0.067940544326112684, 0.32142065367313422),\n", + " 'mic': (-0.10574029800284962, 0.12216368533449518),\n", + " 'neu': (-0.059433939481755176, 0.38585479753245633),\n", + " 'oli': (-0.1016011012098819, 0.13756365746222063),\n", + " 'opc': (-0.0016047236108092445, 0.98133701768793424)},\n", + " 'gene7': {'ast': (0.08478833103914607, 0.21563287186045033),\n", + " 'end': (0.057125262624067238, 0.40460866774480742),\n", + " 'mic': (-0.16438938395034897, 0.015830179923102757),\n", + " 'neu': (-0.021121012340312492, 0.75814031352908307),\n", + " 'oli': (-0.080164939988891293, 0.24180738951749406),\n", + " 'opc': (-0.035373952522398514, 0.60597891808772308)},\n", + " 'gene8': {'ast': (0.037037842015020889, 0.58912751238797134),\n", + " 'end': (0.094246419860416819, 0.16853249020023747),\n", + " 'mic': (-0.1291059914511338, 0.058765051269068003),\n", + " 'neu': (-0.018021444613489819, 0.79276089120995508),\n", + " 'oli': (-0.10036224009273347, 0.14245052518706691),\n", + " 'opc': (-0.021582264725059769, 0.75302743889342127)},\n", + " 'gene9': {'ast': (0.15678475693689778, 0.021462093046648586),\n", + " 'end': (0.12652684199087155, 0.06404278144911503),\n", + " 'mic': (-0.056657972904441065, 0.40846938718754444),\n", + " 'neu': (-0.15706368180830255, 0.021228368308677966),\n", + " 'oli': (-0.078621797193846737, 0.2510184539754034),\n", + " 'opc': (0.046871453065758656, 0.49420265751897563)},\n", + " 'gene10': {'ast': (0.082579873940447732, 0.22787125199554459),\n", + " 'end': (0.053851819652732495, 0.43210785767275173),\n", + " 'mic': (-0.13531478664058538, 0.047517154902201854),\n", + " 'neu': (-0.034892173199063008, 0.61089793124699765),\n", + " 'oli': (-0.095032480861648436, 0.16499370354026677),\n", + " 'opc': (-0.026406095293293727, 0.70023788637949658)},\n", + " 'gene11': {'ast': (0.2875377333429931, 1.8494132655818492e-05),\n", + " 'end': (0.21106401989905577, 0.0018588936809068324),\n", + " 'mic': (0.048500326016083457, 0.47930233522356003),\n", + " 'neu': (-0.28629524982491733, 2.0168689216522542e-05),\n", + " 'oli': (-0.051642155087058363, 0.45126293662022576),\n", + " 'opc': (0.15560989156946561, 0.022471154467752021)},}\n", + "\n", + "groups = list(results.keys())\n", + "celltypes = [\"ast\",\"neu\",\"mic\",\"end\",\"oli\",\"opc\"]\n", + "translate = {\"ast\":\"Astrocytes\",\n", + " \"neu\":\"Neurons\",\n", + " \"mic\":\"Microglia\",\n", + " \"end\":\"Endothelials\",\n", + " \"oli\":\"Oligodendrocytes\",\n", + " \"opc\":\"OPCs\"}\n", + "\n", + "# Set data\n", + "plot_dict = dict()\n", + "for cell in celltypes:\n", + " row = []\n", + " for group in groups:\n", + " row.append(results[group][cell][0])\n", + " plot_dict[cell] = row\n", + "plot_dict[\"group\"] = groups\n", + "df = pd.DataFrame(plot_dict)\n", + " \n", + "# ------- PART 1: Create background\n", + " \n", + "# number of variable\n", + "categories=[translate[i] for i in list(df.columns.drop(\"group\"))]\n", + "N = len(categories)\n", + " \n", + "# What will be the angle of each axis in the plot? (we divide the plot / number of variable)\n", + "angles = [n / float(N) * 2 * pi for n in range(N)]\n", + "angles += angles[:1]\n", + " \n", + "# Initialise the spider plot\n", + "ax = plt.subplot(111, polar=True)\n", + " \n", + "# If you want the first axis to be on top:\n", + "#ax.set_theta_offset(pi / 2)\n", + "#ax.set_theta_direction(-1)\n", + " \n", + "# Draw one axe per variable + add labels labels yet\n", + "plt.xticks(angles[:-1], categories)\n", + " \n", + "# Draw ylabels\n", + "ax.set_rlabel_position(0)\n", + "plt.yticks([0,0.5,1], [\"0\",\"+0.5\",\"+1\"], color=\"grey\", size=7)\n", + "plt.ylim(-0.4,1.2)\n", + " \n", + "# ------- PART 2: Add plots\n", + "labels = list()\n", + "avgangles = []\n", + "avgradii = []\n", + "for ix,row in df.iterrows():\n", + " gene = row[\"group\"]\n", + " values=row.drop('group').values.flatten().tolist()\n", + " values += values[:1]\n", + " a, r = average_polar_vec(angles,values,scale=2.5)\n", + " avgangles.append(a)\n", + " avgradii.append(r)\n", + " size = 10\n", + " color = \"blue\"\n", + " ax.plot(a, r, ms=size,marker='o',c=color)\n", + " if size > 1:\n", + " labels.append(plt.text(a,r,gene,color=\"k\"))\n", + " labeled = True\n", + "adjust_text(labels,avgangles,avgradii,arrowprops=dict(arrowstyle='->', color='red'),expand_points=(2,2))\n", + "\n", + "plt.show()" + ] + } + ], + "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": "3.6.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/setup.py b/setup.py index 256765f..8447e7f 100644 --- a/setup.py +++ b/setup.py @@ -3,7 +3,7 @@ from setuptools import setup setup(name='adjustText', - version='0.7.3', + version='0.7.4', description='Iteratively adjust text position in matplotlib plots to minimize overlaps', author='Ilya Flyamer', author_email='flyamer@gmail.com', From d9532bc0dd5c241406eabdf43869b21f07c6490c Mon Sep 17 00:00:00 2001 From: Ryan Neff Date: Tue, 26 Mar 2019 00:52:50 -0400 Subject: [PATCH 2/2] Update README.md --- README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/README.md b/README.md index 36648fa..743b4c6 100644 --- a/README.md +++ b/README.md @@ -1,5 +1,7 @@ +Ryan Neff: This version includes an improvement over the current package, by converting from Axes coordinates to display coordinates to allow for any underlying plot type, including polar graphs and 3D plots. + [![Documentation Status](https://readthedocs.org/projects/adjusttext/badge/?version=latest)](http://adjusttext.readthedocs.io/en/latest/?badge=latest) [![Gitter chat](https://badges.gitter.im/gitterHQ/gitter.png)](https://gitter.im/adjustText/Lobby) Inspired by **ggrepel** package for R/ggplot2 (https://github.com/slowkow/ggrepel)