https://github.com/blab/mumps-wa-phylodynamics
Tip revision: 03472023d0a2c4cf89c490b889e31507054a5317 authored by Louise H Moncla on 08 October 2020, 00:05:57 UTC
adding in mtt output files
adding in mtt output files
Tip revision: 0347202
Plot-full-North-American-DTA-tree-with-baltic.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plot full North American DTA tree with baltic\n",
"\n",
"August 15, 2019\n",
"\n",
"This notebook contains code for producing the full North American tree, generated by running all North American genomes though Beast 1.8 with a skygrid population size prior, and inferring migration history with DTA for all 22 US states/Canadian provinces. This will produce the tree in Figure 1a. "
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import sys, subprocess, glob, os, shutil, re, importlib\n",
"from subprocess import call\n",
"import imp\n",
"bt = imp.load_source('baltic', '../../baltic/baltic/baltic.py')\n",
"\n",
"%matplotlib inline\n",
"import matplotlib as mpl\n",
"from matplotlib import pyplot as plt\n",
"import matplotlib.patheffects as path_effects\n",
"import matplotlib.lines as mlines\n",
"from matplotlib.font_manager import FontProperties\n",
"import matplotlib.colors as clr\n",
"from matplotlib import rc\n",
"import textwrap as textwrap\n",
"from textwrap import wrap\n",
"\n",
"import numpy as np\n",
"from scipy.special import binom"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"mpl.rc('font',**{'family':'sans-serif','sans-serif':['Helvetica']})\n",
"mpl.rc('text', usetex='false') \n",
"mpl.rcParams.update({'font.size': 22})"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"# set path to tree to load \n",
"tree_path = \"../beast/output/no-metadata/mumps-north-american-seqs-DTA-2020-12-10-exp-mean-26.mcc.tree\""
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"# load trees\n",
"tree = bt.loadNexus(tree_path)\n",
"tree.setAbsoluteTime(2018.0)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'north_dakota', 'kansas', 'montana', 'new_hampshire', 'new_jersey', 'british_columbia', 'massachusetts', 'manitoba', 'georgia', 'missouri', 'indiana', 'washington', 'pennsylvania', 'illinois', 'texas', 'north_carolina', 'louisiana', 'michigan', 'new_york', 'ohio', 'iowa', 'arkansas', 'virginia', 'alabama', 'wisconsin', 'ontario', 'california'}\n"
]
}
],
"source": [
"all_geos = []\n",
"\n",
"for k in tree.Objects: \n",
" division = k.traits['geo']\n",
" all_geos.append(division)\n",
"print(set(all_geos))"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"regions = {\"california\":\"non-washington_west,_USA\",\n",
" \"montana\":\"non-washington_west,_USA\",\n",
" \n",
" \"washington\":\"washington,_USA\",\n",
" \n",
" \"north_dakota\":\"midwest,_USA\",\n",
" \"kansas\":\"midwest,_USA\",\n",
" \"missouri\":\"midwest,_USA\",\n",
" \"iowa\":\"midwest,_USA\",\n",
" \"wisconsin\":\"midwest,_USA\",\n",
" \"indiana\":\"midwest,_USA\",\n",
" \"michigan\":\"midwest,_USA\", \n",
" \"ohio\":\"midwest,_USA\",\n",
" \"illinois\":\"midwest,_USA\",\n",
" \n",
" \"north_carolina\":\"south,_USA\",\n",
" \"alabama\":\"south,_USA\",\n",
" \"virginia\":\"south,_USA\",\n",
" \"georgia\":\"south,_USA\",\n",
" \"texas\":\"south,_USA\",\n",
" \"arkansas\":\"south,_USA\",\n",
" \"louisiana\":\"south,_USA\",\n",
" \n",
" \"new_york\":\"northeast,_USA\",\n",
" \"massachusetts\":\"northeast,_USA\",\n",
" \"pennsylvania\":\"northeast,_USA\",\n",
" \"new_hampshire\":\"northeast,_USA\", \n",
" \"new_jersey\":\"northeast,_USA\",\n",
" \n",
" \"manitoba\":\"manitoba_and_ontario,_Canada\",\n",
" \"ontario\":\"manitoba_and_ontario,_Canada\",\n",
" \"british_columbia\":\"british_columbia,_Canada\"}"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"# add together probabilities for divisions in the same regions\n",
"\n",
"# parse leaf and node information into a dictionary for plotting\n",
"metadata = {}\n",
"node_types = {}\n",
"node_probs = {}\n",
"\n",
"for k in tree.Objects: ## iterate over objects in tree\n",
" if k.branchType=='leaf':\n",
" division = k.traits['geo']\n",
" region = regions[division]\n",
" metadata[k] = {}\n",
" metadata[k][\"division\"] = division\n",
" metadata[k][\"region\"] = region\n",
" node_probs[k] = k.traits[\"geo.prob\"] # for a leaf, this is always 1.0\n",
" \n",
" # parse the nodes now and pick out the type trait\n",
" if k.branchType=='node':\n",
" node_division = k.traits[\"geo\"]\n",
" division_prob = k.traits[\"geo.prob\"]\n",
" \n",
" node_region = regions[node_division] \n",
" geo_set = k.traits['geo.set']\n",
" geo_set_prob = k.traits['geo.set.prob']\n",
" \n",
" node_prob = 0\n",
" for i in range(len(geo_set)):\n",
" division = geo_set[i]\n",
" region = regions[division]\n",
" geo_prob = geo_set_prob[i]\n",
" \n",
" if region == node_region:\n",
" node_prob += geo_prob\n",
" \n",
" \n",
" node_types[k] = {}\n",
" node_types[k][\"division\"] = node_division\n",
" node_types[k][\"region\"] = node_region \n",
" node_probs[k] = node_prob"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"# try instead, clustering into regions and plotting it that way; we could do: west, 2 midwests, 2 souths, northeast\n",
"colors = {\"washington,_USA\":\"#2664A5\",\n",
" \"non-washington_west,_USA\":\"#93B2D2\",\n",
" \"midwest,_USA\":\"#5CA7A4\",\n",
" \"south,_USA\":\"#EEA160\",\n",
" \"northeast,_USA\":\"#544370\",\n",
" \"british_columbia,_Canada\":\"#CF7E86\",\n",
" \"manitoba_and_ontario,_Canada\":\"#B2313D\"}\n",
"\n",
"uncertainty_color = \"#B9B9B9\"\n",
"\n",
"\n",
"region_order = [\"washington,_USA\",\"non-washington_west,_USA\",\"south,_USA\",\"northeast,_USA\",\"midwest,_USA\",\n",
" \"manitoba_and_ontario,_Canada\",\"british_columbia,_Canada\"]"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"# set output filename\n",
"filename3 = \"/Users/lmoncla/Documents/Mumps/paper-and-figure-drafts/eLife-submission-2020-01-08/resubmission-2021-03/figures/individual-PDFs/full-NA-DTA-tree-skygrid-25-exp-offset-26-region-2021-03-11.pdf\""
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x864 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax = plt.subplots(figsize=(10,12),facecolor='w')\n",
"\n",
"# # this sets the vertical dashed lines on the tree; plot a dashed line every other year from 1990 to 2020\n",
"dates_ls = []\n",
"for i in range(1996,2020):\n",
" dates_ls.append(i) \n",
"dates = dates_ls[::2]\n",
"#[ax.axvline(i,ls='--',lw=2,color='grey',zorder=0, alpha=0.6) for i in dates]\n",
"\n",
"# set date labels to be every 4\n",
"date_labels = []\n",
"for d in dates_ls[::4]:\n",
" date_labels.append(str(d))\n",
" if d < 2018:\n",
" date_labels.append(\"\")\n",
"\n",
"branchWidth=1.75 ## default branch width\n",
"tipSize = 15\n",
"\n",
"# k objects are tips, nodes, branches\n",
"for k in tree.Objects: ## iterate over objects in tree\n",
" x=k.absoluteTime ## or use absolute time instead\n",
" y=k.y \n",
" \n",
" xp=k.parent.absoluteTime ## get x position of current object's parent\n",
" if x==None: ## matplotlib won't plot Nones, like root\n",
" x=0.0\n",
" if xp==None:\n",
" xp=x\n",
" \n",
" if isinstance(k,bt.leaf) or k.branchType=='leaf': ## if leaf...\n",
" division = metadata[k][\"division\"]\n",
" region = regions[division]\n",
" base_color=colors[region]\n",
" color_ramp = clr.LinearSegmentedColormap.from_list('custom ', [uncertainty_color,base_color], N=256)\n",
" c = color_ramp(node_probs[k])\n",
" s=tipSize\n",
" \n",
" ax.scatter(x,y,s=s,facecolor=c,edgecolor='none',zorder=11) ## plot circle for every tip\n",
" ax.scatter(x,y,s=s+0.8*s,facecolor='k',edgecolor='none',zorder=10) ## plot black circle underneath\n",
" \n",
" elif isinstance(k,bt.node) or k.branchType=='node': ## if node...\n",
" number_children = len(k.leaves)\n",
" node_branchwidth = branchWidth + number_children*0.0025\n",
" \n",
" region = node_types[k]['region']\n",
" base_color=colors[region]\n",
" color_ramp = clr.LinearSegmentedColormap.from_list('custom ', [uncertainty_color, base_color], N=256)\n",
" c = color_ramp(node_probs[k])\n",
" ax.plot([x,x],[k.children[-1].y,k.children[0].y],lw=node_branchwidth,color=c,ls='-',zorder=9) #color=node_colors[node_types[k][\"node_community_status\"]]\n",
" \n",
" ax.plot([xp,x],[y,y],lw=node_branchwidth,color=c,ls='-',zorder=9)\n",
" \n",
" # add in a legend\n",
" han_list = []\n",
"\n",
" # bbox to anchor puts a bounding box around where you want the legend to go, prop part is for text size\n",
"for key in region_order:\n",
" marker = mlines.Line2D(range(1), range(1), color = colors[key], marker='o', markerfacecolor = colors[key], label = key.replace(\"_\",\" \").title().replace(\"Usa\",\"USA\").replace(\"And\",\"and\"), markersize = 10, markeredgewidth=2)\n",
" han_list.append(marker)\n",
"\n",
"# set axis limits, remove border lines \n",
"ax.spines['left'].set_visible(False)\n",
"ax.spines['right'].set_visible(False)\n",
"ax.spines['top'].set_visible(False)\n",
"#ax.spines['bottom'].set_visible(False)\n",
"\n",
"ax.set_ylim(-5,tree.ySpan+5)\n",
"ax.set_xlim(1993.8,2018.2)\n",
"ax.tick_params(axis='y',labelsize=0,size=0)\n",
"ax.tick_params(axis='x',labelsize=24,size=5, width=2,color='grey')\n",
"ax.set_xticks(dates)\n",
"ax.set_xticklabels(date_labels) # set date labels every 4\n",
"ax.set_yticklabels([])\n",
"\n",
"# in order to get the legend to plot without being transparent, over the plot, it needs to be here with frame set to true\n",
"# bbox arguments are: x, y, with 0 being furthest left and bottom\n",
"ax.legend(handles = han_list, markerfirst = True, edgecolor=\"white\", framealpha=1, bbox_to_anchor=[0.01, 0.05], loc=3,prop={'size': 22}, facecolor='w')\n",
"\n",
"fig.tight_layout()\n",
"plt.gcf().subplots_adjust(right=0.88)\n",
"plt.savefig(filename3)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## One color per division"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
"# need new colors grouped by region: \n",
"# West (blue): Washington, Montana, California\n",
"# Midwest (red): north dakota, indiana, michigan, ohio, illinois, wisconsin, iowa, kansas, Missouri\n",
"# South (yellow): Arkansas, Georgia, Texas, North Carolina, Alabama, Louisiana, Virginia\n",
"# Northeast around (green): New York, massachusetts, pennsylvania, new hampshire, new Jersey\n",
"# Canada is british columbia and Ontario\n",
"\n",
" # blues\n",
"colors = {\"california\":\"#133253\",\n",
" \"washington\":\"#2664A5\",\n",
" \"montana\":\"#93B2D2\",\n",
" \n",
" # greens\n",
" \"north_dakota\":\"#1C3828\",\n",
" \"wisconsin\":\"#356D4C\",\n",
" \"missouri\":\"#81A48F\",\n",
" \"indiana\":\"#B3C8BC\",\n",
" \"michigan\":\"#CCDAD2\",\n",
"\n",
" \"kansas\":\"#438B62\",\n",
" \"iowa\":\"#60B684\",\n",
" \"ohio\":\"#88C8A3\",\n",
" \"illinois\":\"#B0DBC2\",\n",
" \n",
" # yellows\n",
" \"north_carolina\":\"#D0A854\",\n",
" \"alabama\":\"#EEC060\",\n",
" \"virginia\":\"#F2D088\",\n",
" \"georgia\":\"#F9E7C3\",\n",
" \n",
" \n",
" # oranges\n",
" \"texas\":\"#D07954\",\n",
" \"arkansas\":\"#EEA160\",\n",
" \"louisiana\":\"#F4C49C\",\n",
" \n",
" # purples\n",
" \"new_york\":\"#2D1E45\",\n",
" \"massachusetts\":\"#695B82\",\n",
" \"pennsylvania\":\"#9F95AF\",\n",
" \"new_hampshire\":\"#BFB9CA\", \n",
" \"new_jersey\":\"#907294\",\n",
" \n",
" # reds\n",
" \"manitoba\":\"#742028\",\n",
" \"ontario\":\"#B2313D\",\n",
" \"british_columbia\":\"#C5656E\"}\n",
"\n",
"uncertainty_color = \"#B9B9B9\""
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [],
"source": [
"division_order = [\"california\",\"washington\",\"montana\",\n",
" \"north_dakota\",\"wisconsin\",\"missouri\",\"indiana\",\"michigan\",\"kansas\",\"iowa\",\"ohio\",\"illinois\",\n",
" \"texas\",\"arkansas\",\"louisiana\",\n",
" \"north_carolina\",\"alabama\",\"virginia\",\"georgia\",\n",
" \"new_york\",\"massachusetts\",\"new_jersey\",\"pennsylvania\",\"new_hampshire\",\n",
" \"manitoba\",\"ontario\",\"british_columbia\"] "
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [],
"source": [
"# parse leaf and node information into a dictionary for plotting\n",
"metadata = {}\n",
"node_types = {}\n",
"node_probs = {}\n",
"\n",
"for k in tree.Objects: ## iterate over objects in tree\n",
" if k.branchType=='leaf':\n",
" division = k.traits['geo']\n",
" metadata[k] = {}\n",
" metadata[k][\"division\"] = division\n",
" node_probs[k] = k.traits[\"geo.prob\"]\n",
" \n",
" # parse the nodes now and pick out the type trait\n",
" if k.branchType=='node':\n",
" node_division = k.traits[\"geo\"]\n",
" node_types[k] = {}\n",
" node_types[k][\"division\"] = node_division\n",
" node_probs[k] = k.traits[\"geo.prob\"]"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
"# set output filename\n",
"filename = \"/Users/lmoncla/Documents/Mumps/paper-and-figure-drafts/eLife-submission-2020-01-08/resubmission-2021-03/figures/individual-PDFs/full-NA-DTA-tree-all-divisions-2021-03-11.pdf\""
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x864 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax = plt.subplots(figsize=(10,12),facecolor='w')\n",
"\n",
"# # this sets the vertical dashed lines on the tree; plot a dashed line every other year from 1990 to 2020\n",
"dates_ls = []\n",
"for i in range(1996,2020):\n",
" dates_ls.append(i) \n",
"dates = dates_ls[::2]\n",
"#[ax.axvline(i,ls='--',lw=2,color='grey',zorder=0, alpha=0.6) for i in dates]\n",
"\n",
"# set date labels to be every 4\n",
"date_labels = []\n",
"for d in dates_ls[::4]:\n",
" date_labels.append(str(d))\n",
" if d < 2018:\n",
" date_labels.append(\"\")\n",
"\n",
"branchWidth=1.75 ## default branch width\n",
"tipSize = 15\n",
"\n",
"# k objects are tips, nodes, branches\n",
"for k in tree.Objects: ## iterate over objects in tree\n",
" x=k.absoluteTime ## or use absolute time instead\n",
" y=k.y \n",
" \n",
" xp=k.parent.absoluteTime ## get x position of current object's parent\n",
" if x==None: ## matplotlib won't plot Nones, like root\n",
" x=0.0\n",
" if xp==None:\n",
" xp=x\n",
" \n",
" if isinstance(k,bt.leaf) or k.branchType=='leaf': ## if leaf...\n",
" base_color=colors[metadata[k][\"division\"]]\n",
" color_ramp = clr.LinearSegmentedColormap.from_list('custom ', [uncertainty_color,base_color], N=256)\n",
" c = color_ramp(node_probs[k])\n",
" s=tipSize\n",
" \n",
" ax.scatter(x,y,s=s,facecolor=c,edgecolor='none',zorder=11) ## plot circle for every tip\n",
" ax.scatter(x,y,s=s+0.8*s,facecolor='k',edgecolor='none',zorder=10) ## plot black circle underneath\n",
" \n",
" elif isinstance(k,bt.node) or k.branchType=='node': ## if node...\n",
" number_children = len(k.leaves)\n",
" node_branchwidth = branchWidth + number_children*0.0025\n",
" base_color=colors[node_types[k][\"division\"]]\n",
" color_ramp = clr.LinearSegmentedColormap.from_list('custom ', [uncertainty_color, base_color], N=256)\n",
" c = color_ramp(node_probs[k])\n",
" ax.plot([x,x],[k.children[-1].y,k.children[0].y],lw=node_branchwidth,color=c,ls='-',zorder=9) #color=node_colors[node_types[k][\"node_community_status\"]]\n",
" \n",
" ax.plot([xp,x],[y,y],lw=node_branchwidth,color=c,ls='-',zorder=9)\n",
" \n",
" # add in a legend\n",
" han_list = []\n",
"\n",
" # bbox to anchor puts a bounding box around where you want the legend to go, prop part is for text size\n",
"for key in division_order:\n",
" marker = mlines.Line2D(range(1), range(1), color = colors[key], marker='o', markerfacecolor = colors[key], label = key.replace(\"_\",\" \").title(), markersize = 8)\n",
" han_list.append(marker)\n",
"\n",
"# set axis limits, remove border lines \n",
"ax.spines['left'].set_visible(False)\n",
"ax.spines['right'].set_visible(False)\n",
"ax.spines['top'].set_visible(False)\n",
"#ax.spines['bottom'].set_visible(False)\n",
"\n",
"ax.set_ylim(-5,tree.ySpan+5)\n",
"ax.set_xlim(1993.8,2018.2)\n",
"ax.tick_params(axis='y',labelsize=0,size=0)\n",
"ax.tick_params(axis='x',labelsize=20,size=5, width=2,color='grey')\n",
"ax.set_xticks(dates)\n",
"ax.set_xticklabels(date_labels) # set date labels every 4\n",
"ax.set_yticklabels([])\n",
"\n",
"# in order to get the legend to plot without being transparent, over the plot, it needs to be here with frame set to true\n",
"# bbox arguments are: x, y, with 0 being furthest left and bottom\n",
"ax.legend(handles = han_list, markerfirst = True, edgecolor=\"white\", framealpha=1, bbox_to_anchor=[0.08, 0.04], loc=3,prop={'size': 16}, facecolor='w')\n",
"\n",
"fig.tight_layout()\n",
"plt.gcf().subplots_adjust(right=0.88)\n",
"plt.savefig(filename)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plot a wide version for slides"
]
},
{
"cell_type": "code",
"execution_count": 105,
"metadata": {},
"outputs": [],
"source": [
"filename2 = \"/Users/lmoncla/Documents/Mumps/paper-and-figure-drafts/individual-PDFs/full-NA-DTA-tree-wide-2020-02-03.pdf\""
]
},
{
"cell_type": "code",
"execution_count": 106,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax = plt.subplots(figsize=(14,8),facecolor='w')\n",
"\n",
"# # this sets the vertical dashed lines on the tree; plot a dashed line every other year from 1990 to 2020\n",
"dates_ls = []\n",
"for i in range(1994,2022):\n",
" dates_ls.append(i) \n",
"dates = dates_ls[::2] \n",
"[ax.axvline(i,ls='--',lw=2,color='grey',zorder=0, alpha=0.6) for i in dates]\n",
"\n",
"# set date labels to be every 4\n",
"date_labels = []\n",
"for d in dates_ls[::4]:\n",
" date_labels.append(str(d))\n",
" if d < 2018:\n",
" date_labels.append(\"\")\n",
"\n",
"branchWidth=1.5 ## default branch width\n",
"tipSize = 15\n",
"\n",
"# k objects are tips, nodes, branches\n",
"for k in tree.Objects: ## iterate over objects in tree\n",
" # x=k.x ## or from x position determined earlier\n",
" x=k.absoluteTime ## or use absolute time instead\n",
" y=k.y ## get y position from .drawTree that was run earlier, but could be anything else\n",
" \n",
"# xp=k.parent.x ## get x position of current object's parent\n",
" xp=k.parent.absoluteTime ## get x position of current object's parent\n",
" if x==None: ## matplotlib won't plot Nones, like root\n",
" x=0.0\n",
" if xp==None:\n",
" xp=x\n",
"# c='indianred' ## colour can be fixed\n",
"# c=cmap(k.height/ll.treeHeight) ## or be a function of something else\n",
"# c=[cmap(k.traits['posterior']) if k.traits.has_key('posterior') else cmap(1.0)][0]\n",
" \n",
" #c=['#63C78A' if k.traits['geo']=='cambodia' else '#6A34CA'][0] ## can be discrete too\n",
" \n",
" if isinstance(k,bt.leaf) or k.branchType=='leaf': ## if leaf...\n",
" #x=decimalDate(k.name.split('_')[-1],variable=True) ## get x position from name\n",
" \n",
" c=colors[metadata[k][\"division\"]]\n",
" s=tipSize ## tip size can be fixed\n",
" #=150-50*k.height/tree.treeHeight\n",
" \n",
" # plot tip labels\n",
" #ax.text(x+30/365.0,y,'%s'%(k.name.split(\"|\")[1]),ha='left',va='center',size=12,color=c) \n",
"\n",
" ax.scatter(x,y,s=s,facecolor=c,edgecolor='none',zorder=11) ## plot circle for every tip\n",
" ax.scatter(x,y,s=s+0.8*s,facecolor='k',edgecolor='none',zorder=10) ## plot black circle underneath\n",
" \n",
" elif isinstance(k,bt.node) or k.branchType=='node': ## if node...\n",
" number_children = len(k.leaves)\n",
" node_branchwidth = branchWidth + number_children*0.005\n",
" c=colors[node_types[k][\"division\"]]\n",
" a=node_probs[k]\n",
" ax.plot([x,x],[k.children[-1].y,k.children[0].y],lw=node_branchwidth,color=c,alpha=a,ls='-',zorder=9) #color=node_colors[node_types[k][\"node_community_status\"]]\n",
" \n",
" ax.plot([xp,x],[y,y],lw=node_branchwidth,color=c,ls='-',zorder=9)\n",
" \n",
" # add in a legend\n",
" han_list = []\n",
"\n",
" \n",
" # bbox to anchor puts a bounding box around where you want the legend to go, prop part is for text size\n",
" #ax.legend(handles = han_list, markerfirst = True, frameon=False, bbox_to_anchor=[0.8, 1], loc=2, prop={'size': 24})\n",
"for key in division_order:\n",
" marker = mlines.Line2D(range(1), range(1), color = colors[key], marker='o', markerfacecolor = colors[key], label = key.replace(\"_\",\" \").title(), markersize = 8)\n",
" han_list.append(marker)\n",
"\n",
"# set axis limits, remove border lines \n",
"ax.spines['left'].set_visible(False)\n",
"ax.spines['right'].set_visible(False)\n",
"ax.spines['top'].set_visible(False)\n",
"ax.spines['bottom'].set_visible(False)\n",
"\n",
"ax.set_ylim(-5,tree.ySpan+5)\n",
"ax.set_xlim(1994,2020)\n",
"ax.tick_params(axis='y',labelsize=0,size=0)\n",
"ax.tick_params(axis='x',labelsize=16,size=5, width=2,color='grey')\n",
"ax.set_xticks(dates)\n",
"ax.set_xticklabels(date_labels)\n",
"ax.set_yticklabels([])\n",
"\n",
"# in order to get the legend to plot without being transparent, over the plot, it needs to be here with frame set to true\n",
"# bbox arguments are: x, y, with 0 being furthest left and bottom\n",
"ax.legend(handles = han_list, markerfirst = True, edgecolor=\"white\", framealpha=1, bbox_to_anchor=[0.04, 0.01], loc=3,prop={'size': 10}, facecolor='w')\n",
"\n",
"fig.tight_layout()\n",
"plt.gcf().subplots_adjust(right=0.88)\n",
"plt.savefig(filename2)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "LHM-basics (python3)",
"language": "python",
"name": "lhm-basics"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
