diff --git a/notebooks/phylo_epi_figures.primaryAnalysis.ipynb b/notebooks/phylo_epi_figures.primaryAnalysis.ipynb new file mode 100644 index 0000000..dcf6372 --- /dev/null +++ b/notebooks/phylo_epi_figures.primaryAnalysis.ipynb @@ -0,0 +1,959 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from utils import *\n", + "import pandas as pd\n", + "import numpy as np \n", + "import os\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import math\n", + "from datetime import datetime, timedelta as dt, timedelta\n", + "import datetime\n", + "from collections import Counter\n", + "import time\n", + "import pickle\n", + "from matplotlib import cm\n", + "import scipy\n", + "import subprocess\n", + "from matplotlib import patches\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.gridspec import GridSpec\n", + "\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def toYearFraction(datestring):\n", + " from datetime import datetime as dt\n", + " date = dt.strptime(datestring, '%Y-%m-%d')\n", + " def sinceEpoch(date): # returns seconds since epoch\n", + " return time.mktime(date.timetuple())\n", + " s = sinceEpoch\n", + "\n", + " year = date.year\n", + " startOfThisYear = dt(year=year, month=1, day=1)\n", + " startOfNextYear = dt(year=year+1, month=1, day=1)\n", + "\n", + " yearElapsed = s(date) - s(startOfThisYear)\n", + " yearDuration = s(startOfNextYear) - s(startOfThisYear)\n", + " fraction = yearElapsed/yearDuration\n", + "\n", + " return date.year + fraction" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "end_date = toYearFraction('2020-02-14')\n", + "\n", + "dec15 = toYearFraction('2019-12-15')\n", + "dec01 = toYearFraction('2019-12-01')\n", + "nov15 = toYearFraction('2019-11-15')\n", + "nov01 = toYearFraction('2019-11-01')\n", + "oct15 = toYearFraction('2019-10-15')\n", + "oct01 = toYearFraction('2019-10-01')\n", + "sep15 = toYearFraction('2019-09-15')\n", + "sep01 = toYearFraction('2019-09-01')\n", + "\n", + "xticks = [sep01, sep15, oct01, oct15, nov01, nov15, dec01, dec15, 2020]\n", + "xtick_labels = ['Sep 01', 'Sep 15', 'Oct 01', 'Oct 15', 'Nov 01', 'Nov 15', 'Dec 01', 'Dec 15', 'Jan 01']\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "INPUT_DIR = '/rejectionSampling/0.28TF/'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Single intro figure" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "paths = [\"BEAST.primary.IH.Dec10_16.linB.Dec15_25.linA.cumulativeInfections.timedGEMF_combined.stats.pickle\",\n", + " \"BEAST.recCA.IH.Dec10_16.linB.Dec15_25.linA.cumulativeInfections.timedGEMF_combined.stats.pickle\",\n", + " \"BEAST.rootHu1.IH.Dec10_16.linB.Dec15_25.linA.cumulativeInfections.timedGEMF_combined.stats.pickle\",\n", + " \"BEAST.root28144C.IH.Dec10_16.linB.Dec15_25.linA.cumulativeInfections.timedGEMF_combined.stats.pickle\",\n", + " \"BEAST.root8782T.IH.Dec10_16.linB.Dec15_25.linA.cumulativeInfections.timedGEMF_combined.stats.pickle\",\n", + " \"BEAST.rootWH04.IH.Dec10_16.linB.Dec15_25.linA.cumulativeInfections.timedGEMF_combined.stats.pickle\", \n", + " \"BEAST.root20SF012.IH.Dec10_16.linB.Dec15_25.linA.cumulativeInfections.timedGEMF_combined.stats.pickle\",\n", + " \"BEAST.rootWA1.IH.Dec10_16.linB.Dec15_25.linA.cumulativeInfections.timedGEMF_combined.stats.pickle\"]\n", + "\n", + "cmap = [\"001219\",\"005f73\",\"0a9396\",\"94d2bd\",\"ee9b00\",\"ca6702\",\"bb3e03\",\"ae2012\"]\n", + "cmap = ['#' + x for x in cmap]\n", + "\n", + "paths = [\"BEAST.primary.IH.Dec10_16.linB.Dec15_25.linA.cumulativeInfections.timedGEMF_combined.stats.pickle\",\n", + " \"BEAST.recCA.IH.Dec10_16.linB.Dec15_25.linA.cumulativeInfections.timedGEMF_combined.stats.pickle\",\n", + " \"BEAST.rootHu1.IH.Dec10_16.linB.Dec15_25.linA.cumulativeInfections.timedGEMF_combined.stats.pickle\",\n", + " \"BEAST.root28144C.IH.Dec10_16.linB.Dec15_25.linA.cumulativeInfections.timedGEMF_combined.stats.pickle\",\n", + " \"BEAST.root8782T.IH.Dec10_16.linB.Dec15_25.linA.cumulativeInfections.timedGEMF_combined.stats.pickle\",\n", + " \"BEAST.rootWH04.IH.Dec10_16.linB.Dec15_25.linA.cumulativeInfections.timedGEMF_combined.stats.pickle\", \n", + " \"BEAST.root20SF012.IH.Dec10_16.linB.Dec15_25.linA.cumulativeInfections.timedGEMF_combined.stats.pickle\",\n", + " \"BEAST.rootWA1.IH.Dec10_16.linB.Dec15_25.linA.cumulativeInfections.timedGEMF_combined.stats.pickle\"]\n", + "\n", + "cmap = [\"001219\",\"005f73\",\"0a9396\",\"94d2bd\",\"ee9b00\",\"ca6702\",\"bb3e03\",\"ae2012\"]\n", + "cmap = ['#' + x for x in cmap]\n", + "\n", + "fig, axes = plt.subplots(8, 3, figsize = (10, 15), facecolor='white', gridspec_kw={'width_ratios': [4, 3, 3]})\n", + "count = 0\n", + "custom_lines = []\n", + "labels = []\n", + "\n", + "xlim_epi_inf = ['2019-11-01', '2019-12-15']\n", + "# xlim_epi_inf = ['2019-11-01', '2020-01-15']\n", + "ylim_epi_inf = [0, 100]\n", + "# ylim_epi_inf = [0, 200]\n", + "\n", + "xlim_epi_hosp = ['2019-11-01', '2020-01-15']\n", + "ylim_epi_hosp = [0, 100]\n", + "\n", + "inf_comparison_date = 'dec15'\n", + "hosp_comparison_date = 'jan01'\n", + "\n", + "legend_linewidth = 2.5\n", + "\n", + "for path in paths:\n", + " # print(path)\n", + "\n", + " fontsize=10\n", + " rs_path = INPUT_DIR + '.'.join(path.split('.')[:4]) + '.txt'\n", + " rs_A_path = INPUT_DIR + '.'.join(path.split('.')[:3] + path.split('.')[5:7]) + '.txt'\n", + " rs_B_path = INPUT_DIR + '.'.join(path.split('.')[:5]) + '.txt'\n", + "\n", + " gemf_path = INPUT_DIR + '.'.join(path.split('.')[:4]) + '.cumulativeInfections.timedGEMF.stats.pickle'\n", + " gemf_comb_path = INPUT_DIR + path\n", + " gemf_A_path = INPUT_DIR + path.replace('combined', '2')\n", + " gemf_B_path = INPUT_DIR + path.replace('combined', '1')\n", + "\n", + " # tMRCA + tPrimary\n", + " df_rs = pd.read_csv(rs_path, sep='\\t')\n", + " sns.kdeplot(df_rs['BEASTtmrca'], ax=axes[count,0], color='grey', label='tMRCA', zorder=1)\n", + " kde_x, kde_y = axes[count,0].lines[0].get_data()\n", + " ylim_height = max(kde_y)*1.1\n", + " hpd_lower, hpd_upper = hpd_single(df_rs['BEASTtmrca'], 0.05)\n", + " hpd95_start, hpd95_end = False, False\n", + " for x in kde_x:\n", + " if x > hpd_lower and not hpd95_start:\n", + " hpd95_start = x\n", + " if x > hpd_upper and not hpd95_end:\n", + " hpd95_end = x\n", + " hpd95_start_index = np.where(kde_x == hpd95_start)[0][0]\n", + " hpd95_end_index = np.where(kde_x == hpd95_end)[0][0]\n", + " axes[count,0].fill_between(kde_x[hpd95_start_index:hpd95_end_index+1], kde_y[hpd95_start_index:hpd95_end_index+1], interpolate=False, color='grey', alpha = 0.3)\n", + " median = np.median(df_rs['BEASTtmrca'])\n", + " height = np.interp(median, kde_x, kde_y)\n", + " axes[count,0].vlines(median, 0, ylim_height, color='grey', ls='--', linewidth=2, zorder=2)\n", + "\n", + "\n", + " sns.kdeplot(df_rs['DateOfIndexCase'], ax=axes[count,0], color=cmap[count], label='tPrimary', zorder=3)\n", + " kde_x, kde_y = axes[count,0].lines[1].get_data()\n", + " hpd_lower, hpd_upper = hpd_single(df_rs['DateOfIndexCase'], 0.05)\n", + " hpd95_start, hpd95_end = False, False\n", + " for x in kde_x:\n", + " if x > hpd_lower and not hpd95_start:\n", + " hpd95_start = x\n", + " if x > hpd_upper and not hpd95_end:\n", + " hpd95_end = x\n", + " hpd95_start_index = np.where(kde_x == hpd95_start)[0][0]\n", + " hpd95_end_index = np.where(kde_x == hpd95_end)[0][0]\n", + " axes[count,0].fill_between(kde_x[hpd95_start_index:hpd95_end_index+1], kde_y[hpd95_start_index:hpd95_end_index+1], interpolate=False, color=cmap[count], alpha = 0.2)\n", + " median = np.median(df_rs['DateOfIndexCase'])\n", + " height = np.interp(median, kde_x, kde_y)\n", + " axes[count,0].vlines(median, 0, ylim_height, color=cmap[count], ls='--', linewidth=2, zorder=4)\n", + "\n", + " axes[count,0].set_xticks(ticks=xticks)\n", + " axes[count,0].set_xticklabels(labels=[])\n", + " axes[count,0].set_xlabel(xlabel='')\n", + " leg = axes[count,0].legend(loc='upper left', fontsize=fontsize)\n", + " axes[count,0].set_ylabel(ylabel='Density', fontsize=fontsize)\n", + " axes[count,0].vlines([x for x in xticks if x < 2020], 0, ylim_height, color='lightgrey', linestyle=':', linewidth=1.5)\n", + " axes[count,0].set_ylim([0, ylim_height])\n", + " axes[count,0].set_xlim([xticks[1], xticks[-1]])\n", + "\n", + " for line in leg.get_lines():\n", + " line.set_linewidth(legend_linewidth)\n", + "\n", + " # infections 1 intro, hosp 1 intro\n", + " alpha_95 = 0.1\n", + " alpha_50 = 0.6 \n", + " with (open(gemf_path, \"rb\")) as openfile:\n", + " gemf_dict = pickle.load(openfile)\n", + " dates = [str(datetime.datetime(2019, 1, 1) + timedelta(day-1))[:10] for day in gemf_dict['day']]\n", + " compartment = 'inf'\n", + " axes[count,1].fill_between(dates, gemf_dict[compartment][2.5], gemf_dict[compartment][97.5], color=cmap[count], alpha=alpha_95, label='95%')\n", + " axes[count,1].fill_between(dates, gemf_dict[compartment][25], gemf_dict[compartment][75], color=cmap[count], alpha=alpha_50, label='50%')\n", + " axes[count,1].set_xticks([x for x in dates if (x.endswith('01') or x.endswith('15'))])\n", + " axes[count,1].vlines([x for x in dates if (x.endswith('01') or x.endswith('15')) if '01-15' not in x], 0, 200, color='lightgrey', linestyle=':', linewidth=1.5)\n", + " axes[count,1].set_xticklabels(labels=[])\n", + " axes[count,1].set_ylabel(ylabel='Frequency', fontsize=fontsize)\n", + " axes[count,1].set_xlim(xlim_epi_inf)\n", + " axes[count,1].set_ylim(ylim_epi_inf)\n", + "\n", + " compartment = 'H'\n", + " axes[count,2].fill_between(dates, gemf_dict[compartment][2.5], gemf_dict[compartment][97.5], color=cmap[count], alpha=alpha_95, label='95%')\n", + " axes[count,2].fill_between(dates, gemf_dict[compartment][25], gemf_dict[compartment][75], color=cmap[count], alpha=alpha_50, label='50%')\n", + " axes[count,2].set_xticks([x for x in dates if (x.endswith('01') or x.endswith('15'))])\n", + " axes[count,2].vlines([x for x in dates if (x.endswith('01') or x.endswith('15')) if '01-15' not in x], 0, 200, color='lightgrey', linestyle=':', linewidth=1.5)\n", + " axes[count,2].set_ylabel(ylabel='Frequency', fontsize=fontsize)\n", + " axes[count,2].set_xticklabels(labels=[])\n", + " axes[count,2].set_xlim(xlim_epi_hosp)\n", + " axes[count,2].set_ylim(ylim_epi_hosp)\n", + "\n", + "\n", + "\n", + " if count == 7:\n", + " fontsize=12\n", + " xtick_labels = ['09-01', '09-15', '10-01', '10-15', '11-01', '11-15', '12-01', '12-15', '01-01']\n", + " axes[count,0].set_xticklabels(labels=xtick_labels, rotation=-45, fontsize=fontsize)\n", + " axes[count,1].set_xticklabels(labels=[x[5:] for x in dates if (x.endswith('01') or x.endswith('15'))], rotation=-45, fontsize=fontsize)\n", + " axes[count,2].set_xticklabels(labels=[x[5:] for x in dates if (x.endswith('01') or x.endswith('15'))], rotation=-45, fontsize=fontsize)\n", + "\n", + " count += 1\n", + "# if count == 1:\n", + "# break\n", + "\n", + "\n", + "# top labels \n", + "h_topLabel = 0.3 \n", + "fontsize_topLabel = 14\n", + "rect1 = patches.Rectangle((0, 1), width=1, height=h_topLabel, facecolor='lightgrey', edgecolor='black', linewidth=1, transform=axes[0][1].transAxes, clip_on=False)\n", + "rect2 = patches.Rectangle((0, 1), width=1, height=h_topLabel, facecolor='lightgrey', edgecolor='black', linewidth=1, transform=axes[0][2].transAxes, clip_on=False)\n", + "\n", + "axes[0][1].add_patch(rect1)\n", + "axes[0][2].add_patch(rect2)\n", + "\n", + "axes[0][1].text(0.5, 1.00 + h_topLabel/2, 'Infections', ha=\"center\", va=\"center\" , transform=axes[0][1].transAxes, zorder=4, fontsize=fontsize_topLabel)\n", + "axes[0][2].text(0.5, 1.00 + h_topLabel/2, 'Hospitalizations', ha=\"center\", va=\"center\" , transform=axes[0][2].transAxes, zorder=4, fontsize=fontsize_topLabel)\n", + "\n", + "# add side legend\n", + "w = 0.2\n", + "h = 0.3\n", + "fontsize = 16\n", + "ha = 'center'\n", + "if ha == 'left':\n", + " w = 0.05\n", + "elif ha == 'center':\n", + " w = 0.55\n", + "axes[0][2].text(1.1 + w + 0.05, 0.5, 'Unconstrained', ha=ha, va=\"center\" , transform=axes[0][2].transAxes, zorder=4, fontsize=fontsize)\n", + "axes[1][2].text(1.1 + w + 0.05, 0.5, 'recCA', ha=ha, va=\"center\" , transform=axes[1][2].transAxes, zorder=4, fontsize=fontsize)\n", + "axes[2][2].text(1.1 + w + 0.05, 0.5, 'Lineage B', ha=ha, va=\"center\" , transform=axes[2][2].transAxes, zorder=4, fontsize=fontsize)\n", + "axes[3][2].text(1.1 + w + 0.05, 0.5, 'C/C', ha=ha, va=\"center\" , transform=axes[3][2].transAxes, zorder=4, fontsize=fontsize)\n", + "axes[4][2].text(1.1 + w + 0.05, 0.5, 'T/T', ha=ha, va=\"center\" , transform=axes[4][2].transAxes, zorder=4, fontsize=fontsize)\n", + "axes[5][2].text(1.1 + w + 0.05, 0.5, 'Lineage A', ha=ha, va=\"center\" , transform=axes[5][2].transAxes, zorder=4, fontsize=fontsize)\n", + "axes[6][2].text(1.1 + w + 0.05, 0.5, 'Lineage A +\\nC29095T', ha=ha, va=\"center\" , transform=axes[6][2].transAxes, zorder=4, fontsize=fontsize)\n", + "axes[7][2].text(1.1 + w + 0.05, 0.5, 'Lineage A.1', ha=ha, va=\"center\" , transform=axes[7][2].transAxes, zorder=4, fontsize=fontsize)\n", + "\n", + "# legend box\n", + "legend_label = 'Rooting constraint' # '$\\it{Rooting}$' + '\\n' + '$\\it{constraint}$'\n", + "axes[0][2].text(1.1 + w + 0.05, 1.2, legend_label, ha=ha, va=\"center\" , transform=axes[0][2].transAxes, zorder=4, fontsize=fontsize)\n", + "\n", + "# add letter key\n", + "x = -0.2\n", + "y = 1.4\n", + "axes[0][0].text(x, y, 'A', ha=\"center\", va=\"center\" , transform=axes[0][0].transAxes, zorder=4, fontsize=34)\n", + "axes[0][1].text(x, y, 'B', ha=\"center\", va=\"center\" , transform=axes[0][1].transAxes, zorder=4, fontsize=34)\n", + "axes[0][2].text(x, y, 'C', ha=\"center\", va=\"center\" , transform=axes[0][2].transAxes, zorder=4, fontsize=34)\n", + "\n", + "\n", + "fig.subplots_adjust(wspace=.4)\n", + "# plt.savefig(OUTPUT + 'singleIntro_phyloEpi_' + OUTPUT_STRING + '.pdf', dpi=100, bbox_inches='tight')\n", + "# plt.savefig(OUTPUT + 'singleIntro_phyloEpi_' + OUTPUT_STRING + '.png', dpi=100, bbox_inches='tight')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# tMRCA/tPrimary intro figure" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "paths = [\"BEAST.primary.IH.Dec10_16.linB.Dec15_25.linA.cumulativeInfections.timedGEMF_combined.stats.pickle\",\n", + " \"BEAST.recCA.IH.Dec10_16.linB.Dec15_25.linA.cumulativeInfections.timedGEMF_combined.stats.pickle\",\n", + " \"BEAST.rootHu1.IH.Dec10_16.linB.Dec15_25.linA.cumulativeInfections.timedGEMF_combined.stats.pickle\",\n", + " \"BEAST.root28144C.IH.Dec10_16.linB.Dec15_25.linA.cumulativeInfections.timedGEMF_combined.stats.pickle\",\n", + " \"BEAST.rootWH04.IH.Dec10_16.linB.Dec15_25.linA.cumulativeInfections.timedGEMF_combined.stats.pickle\"]\n", + "cmap = [\"001219\",\"005f73\",\"94d2bd\",\"ee9b00\",\"ae2012\"]\n", + "cmap = ['#' + x for x in cmap]\n", + "\n", + "\n", + "fig, axes = plt.subplots(5, 4, figsize = (14, 15/8*5), facecolor='white', gridspec_kw={'width_ratios': [4, 3, 4, 3]})\n", + "count = 0\n", + "for path in paths:\n", + " # print(path)\n", + "\n", + " fontsize=10\n", + " rs_A_path = INPUT_DIR + '.'.join(path.split('.')[:3] + path.split('.')[5:7]) + '.txt'\n", + " rs_B_path = INPUT_DIR + '.'.join(path.split('.')[:5]) + '.txt'\n", + " # tMRCA A, B\n", + " df_rs_A = pd.read_csv(rs_A_path, sep='\\t')\n", + " df_rs_B = pd.read_csv(rs_B_path, sep='\\t')\n", + "\n", + " sns.kdeplot(df_rs_A['BEASTtmrca'], ax=axes[count,0], color='grey', label='A', zorder=1)\n", + " kde_x, kde_y = axes[count,0].lines[0].get_data()\n", + " kde_x, kde_y = axes[count,0].lines[0].get_data()\n", + " hpd_lower, hpd_upper = hpd_single(df_rs_A['BEASTtmrca'], 0.05)\n", + " hpd95_start, hpd95_end = False, False\n", + " for x in kde_x:\n", + " if x > hpd_lower and not hpd95_start:\n", + " hpd95_start = x\n", + " if x > hpd_upper and not hpd95_end:\n", + " hpd95_end = x\n", + " hpd95_start_index = np.where(kde_x == hpd95_start)[0][0]\n", + " hpd95_end_index = np.where(kde_x == hpd95_end)[0][0]\n", + " axes[count,0].fill_between(kde_x[hpd95_start_index:hpd95_end_index+1], kde_y[hpd95_start_index:hpd95_end_index+1], interpolate=False, color='grey', alpha = 0.3)\n", + "\n", + " sns.kdeplot(df_rs_B['BEASTtmrca'], ax=axes[count,0], color=cmap[count], label='B', zorder=3)\n", + " kde_x, kde_y = axes[count,0].lines[1].get_data()\n", + " hpd_lower, hpd_upper = hpd_single(df_rs_B['BEASTtmrca'], 0.05)\n", + " hpd95_start, hpd95_end = False, False\n", + " for x in kde_x:\n", + " if x > hpd_lower and not hpd95_start:\n", + " hpd95_start = x\n", + " if x > hpd_upper and not hpd95_end:\n", + " hpd95_end = x\n", + " hpd95_start_index = np.where(kde_x == hpd95_start)[0][0]\n", + " hpd95_end_index = np.where(kde_x == hpd95_end)[0][0]\n", + " axes[count,0].fill_between(kde_x[hpd95_start_index:hpd95_end_index+1], kde_y[hpd95_start_index:hpd95_end_index+1], interpolate=False, color=cmap[count], alpha = 0.2)\n", + " ylim_height = max(max(axes[count,0].lines[0].get_data()[1]), max(axes[count,0].lines[1].get_data()[1]))*1.1\n", + "\n", + " median_A = np.median(df_rs_A['BEASTtmrca'])\n", + " median_B = np.median(df_rs_B['BEASTtmrca'])\n", + " axes[count,0].vlines(median_A, 0, ylim_height, color='grey', ls='--', linewidth=2, zorder=2)\n", + " axes[count,0].vlines(median_B, 0, ylim_height, color=cmap[count], ls='--', linewidth=2, zorder=4)\n", + "\n", + " axes[count,0].vlines([x for x in xticks if x < 2020], 0, ylim_height, color='lightgrey', linestyle=':', linewidth=1.5)\n", + " axes[count,0].set_ylim([0, ylim_height])\n", + " leg = axes[count,0].legend(loc='upper left', fontsize=fontsize)\n", + " axes[count,0].set_xticks(ticks=xticks)\n", + " axes[count,0].set_xticklabels(labels=[])\n", + " axes[count,0].set_xlabel(xlabel='')\n", + " axes[count,0].set_ylabel(ylabel='Density', fontsize=fontsize)\n", + " axes[count,0].set_xlim([xticks[5], xticks[-1]])\n", + "\n", + " for line in leg.get_lines():\n", + " line.set_linewidth(legend_linewidth)\n", + "\n", + " # tPrimary A, B\n", + " sns.kdeplot(df_rs_A['DateOfIndexCase'], ax=axes[count,2], color='grey', label='A', zorder=1)\n", + " kde_x, kde_y = axes[count,2].lines[0].get_data()\n", + " hpd_lower, hpd_upper = hpd_single(df_rs_A['DateOfIndexCase'], 0.05)\n", + " hpd95_start, hpd95_end = False, False\n", + " for x in kde_x:\n", + " if x > hpd_lower and not hpd95_start:\n", + " hpd95_start = x\n", + " if x > hpd_upper and not hpd95_end:\n", + " hpd95_end = x\n", + " hpd95_start_index = np.where(kde_x == hpd95_start)[0][0]\n", + " hpd95_end_index = np.where(kde_x == hpd95_end)[0][0]\n", + " axes[count,2].fill_between(kde_x[hpd95_start_index:hpd95_end_index+1], kde_y[hpd95_start_index:hpd95_end_index+1], interpolate=False, color='grey', alpha = 0.3)\n", + "\n", + " sns.kdeplot(df_rs_B['DateOfIndexCase'], ax=axes[count,2], color=cmap[count], label='B', zorder=3)\n", + " kde_x, kde_y = axes[count,2].lines[1].get_data()\n", + " hpd_lower, hpd_upper = hpd_single(df_rs_B['DateOfIndexCase'], 0.05)\n", + " hpd95_start, hpd95_end = False, False\n", + " for x in kde_x:\n", + " if x > hpd_lower and not hpd95_start:\n", + " hpd95_start = x\n", + " if x > hpd_upper and not hpd95_end:\n", + " hpd95_end = x\n", + " hpd95_start_index = np.where(kde_x == hpd95_start)[0][0]\n", + " hpd95_end_index = np.where(kde_x == hpd95_end)[0][0]\n", + " axes[count,2].fill_between(kde_x[hpd95_start_index:hpd95_end_index+1], kde_y[hpd95_start_index:hpd95_end_index+1], interpolate=False, color=cmap[count], alpha = 0.2)\n", + " ylim_height = max(max(axes[count,2].lines[0].get_data()[1]), max(axes[count,2].lines[1].get_data()[1]))*1.1\n", + "\n", + " median_A = np.median(df_rs_A['DateOfIndexCase'])\n", + " median_B = np.median(df_rs_B['DateOfIndexCase'])\n", + " axes[count,2].vlines(median_A, 0, ylim_height, color='grey', ls='--', linewidth=2, zorder=2)\n", + " axes[count,2].vlines(median_B, 0, ylim_height, color=cmap[count], ls='--', linewidth=2, zorder=4)\n", + "\n", + " axes[count,2].vlines([x for x in xticks if x < 2020], 0, ylim_height, color='lightgrey', linestyle=':', linewidth=1.5)\n", + " axes[count,2].set_ylim([0, ylim_height])\n", + " leg = axes[count,2].legend(loc='upper left', fontsize=fontsize)\n", + " axes[count,2].set_xticks(ticks=xticks)\n", + " axes[count,2].set_xticklabels(labels=[])\n", + " axes[count,2].set_xlabel(xlabel='')\n", + " axes[count,2].set_ylabel(ylabel=None)\n", + " axes[count,2].set_xlim([xticks[1], xticks[-1]])\n", + "\n", + " for line in leg.get_lines():\n", + " line.set_linewidth(legend_linewidth)\n", + "\n", + "\n", + " # tMRCA A - B\n", + " series = df_rs_A['BEASTtmrca'] - df_rs_B['BEASTtmrca']\n", + " prob = sum([x>0 for x in series])/len(series)\n", + " sns.kdeplot(series, ax=axes[count,1], color=cmap[count], alpha=0.3)\n", + " axes[count,1].text(0.85,0.85,\"{:.3f}\".format(prob), horizontalalignment='center', verticalalignment='center', transform=axes[count,1].transAxes,\n", + " bbox=dict(facecolor='lightgrey', edgecolor='black', boxstyle='round', alpha=0.3))\n", + " kde_x, kde_y = axes[count,1].lines[0].get_data()\n", + " axes[count,1].fill_between(kde_x, kde_y, interpolate=False, color=cmap[count], alpha = 0.3)\n", + " axes[count,1].vlines(0,0,max(kde_y)*1.1, linestyle=':', color='black')\n", + " axes[count,1].set_ylim([0,max(kde_y)*1.1])\n", + " axes[count,1].set_xticks(np.linspace(-70,70,21)/365)\n", + " axes[count,1].set_xlim([-0.2, 0.2])\n", + " axes[count,1].set_xticklabels(labels=[])\n", + " axes[count,1].set_xlabel(xlabel=None)\n", + " axes[count,1].set_ylabel(ylabel=None)\n", + " axes[count,1].get_legend().remove()\n", + "\n", + " # tPrimary A - B\n", + " series = df_rs_A['DateOfIndexCase'] - df_rs_B['DateOfIndexCase']\n", + " prob = sum([x>=0 for x in series])/len(series)\n", + " sns.kdeplot(series, ax=axes[count,3], color=cmap[count], alpha=0.3)\n", + " axes[count,3].text(0.85,0.85,\"{:.3f}\".format(prob), horizontalalignment='center', verticalalignment='center', transform=axes[count,3].transAxes,\n", + " bbox=dict(facecolor='lightgrey', edgecolor='black', boxstyle='round', alpha=0.3))\n", + " kde_x, kde_y = axes[count,3].lines[0].get_data()\n", + " axes[count,3].fill_between(kde_x, kde_y, interpolate=False, color=cmap[count], alpha = 0.3)\n", + " axes[count,3].vlines(0,0,max(kde_y)*1.1, linestyle=':', color='black')\n", + " axes[count,3].set_ylim([0,max(kde_y)*1.1])\n", + " axes[count,3].set_xticks(np.linspace(-84,84,25)/365)\n", + " axes[count,3].set_xlim([-0.25, 0.25])\n", + " axes[count,3].set_xticklabels(labels=[])\n", + " axes[count,3].set_xlabel(xlabel=None)\n", + " axes[count,3].set_ylabel(ylabel=None)\n", + " axes[count,3].get_legend().remove()\n", + "\n", + "\n", + " if count == 4:\n", + " fontsize=12\n", + " xtick_labels = ['09-01', '09-15', '10-01', '10-15', '11-01', '11-15', '12-01', '12-15', '01-01']\n", + " axes[count,0].set_xticklabels(labels=xtick_labels, rotation=-45, fontsize=fontsize)\n", + " axes[count,1].set_xticklabels(labels=[int(x) if x % 3 == 0 else '' for x in np.linspace(-70,70,21)/7], fontsize=fontsize)\n", + " axes[count,2].set_xticklabels(labels=xtick_labels, rotation=-45, fontsize=fontsize)\n", + " axes[count,3].set_xticklabels(labels=[int(x) if x % 4 == 0 else '' for x in np.linspace(-84,84,25)/7], fontsize=fontsize)\n", + "\n", + " axes[count,1].set_xlabel('Weeks A occurs\\nafter B',fontsize=fontsize)\n", + " axes[count,3].set_xlabel('Weeks A occurs\\nafter B',fontsize=fontsize)\n", + "\n", + " count += 1\n", + "# if count >1:\n", + "# break\n", + "\n", + "# top labels \n", + "h_topLabel = 0.3 \n", + "fontsize_topLabel = 14\n", + "rect0 = patches.Rectangle((0, 1), width=1, height=h_topLabel, facecolor='lightgrey', edgecolor='black', linewidth=1, transform=axes[0][0].transAxes, clip_on=False)\n", + "rect2 = patches.Rectangle((0, 1), width=1, height=h_topLabel, facecolor='lightgrey', edgecolor='black', linewidth=1, transform=axes[0][2].transAxes, clip_on=False)\n", + "\n", + "axes[0][0].add_patch(rect0)\n", + "axes[0][2].add_patch(rect2)\n", + "\n", + "axes[0][0].text(0.5, 1.00 + h_topLabel/2, 'tMRCA', ha=\"center\", va=\"center\" , transform=axes[0][0].transAxes, zorder=4, fontsize=fontsize_topLabel)\n", + "axes[0][2].text(0.5, 1.00 + h_topLabel/2, 'Timing of primary case', ha=\"center\", va=\"center\" , transform=axes[0][2].transAxes, zorder=4, fontsize=fontsize_topLabel)\n", + "\n", + "# add side legend\n", + "w = 0.2\n", + "h = 0.3\n", + "fontsize=16\n", + "ha = 'center'\n", + "if ha == 'left':\n", + " w = 0.05\n", + "elif ha == 'center':\n", + " w = 0.55\n", + "axes[0][3].text(1.1 + w + 0.05, 0.5, 'Unconstrained', ha=ha, va=\"center\" , transform=axes[0][3].transAxes, zorder=4, fontsize=fontsize)\n", + "axes[1][3].text(1.1 + w + 0.05, 0.5, 'recCA', ha=ha, va=\"center\" , transform=axes[1][3].transAxes, zorder=4, fontsize=fontsize)\n", + "axes[2][3].text(1.1 + w + 0.05, 0.5, 'Lineage B', ha=ha, va=\"center\" , transform=axes[2][3].transAxes, zorder=4, fontsize=fontsize)\n", + "axes[3][3].text(1.1 + w + 0.05, 0.5, 'C/C', ha=ha, va=\"center\" , transform=axes[3][3].transAxes, zorder=4, fontsize=fontsize)\n", + "axes[4][3].text(1.1 + w + 0.05, 0.5, 'Lineage A', ha=ha, va=\"center\" , transform=axes[4][3].transAxes, zorder=4, fontsize=fontsize)\n", + "\n", + "# legend box\n", + "axes[0][3].text(1.1 + w + 0.05, 1.2, legend_label, ha=ha, va=\"center\" , transform=axes[0][3].transAxes, zorder=4, fontsize=fontsize)\n", + "\n", + "# add letter key\n", + "x = -0.1\n", + "y = 1.4\n", + "axes[0][0].text(x, y, 'A', ha=\"center\", va=\"center\" , transform=axes[0][0].transAxes, zorder=4, fontsize=34)\n", + "axes[0][1].text(x, y, 'B', ha=\"center\", va=\"center\" , transform=axes[0][1].transAxes, zorder=4, fontsize=34)\n", + "axes[0][2].text(x, y, 'C', ha=\"center\", va=\"center\" , transform=axes[0][2].transAxes, zorder=4, fontsize=34)\n", + "axes[0][3].text(x, y, 'D', ha=\"center\", va=\"center\" , transform=axes[0][3].transAxes, zorder=4, fontsize=34)\n", + "\n", + "\n", + "\n", + "fig.subplots_adjust(wspace=.3)\n", + "# plt.savefig(OUTPUT + 'multiIntro_tMRCA_tPrimary_' + OUTPUT_STRING + '.pdf', dpi=100, bbox_inches='tight')\n", + "# plt.savefig(OUTPUT + 'multiIntro_tMRCA_tPrimary_' + OUTPUT_STRING + '.png', dpi=100, bbox_inches='tight')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Multi intro infections" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "paths = [\"BEAST.primary.IH.Dec10_16.linB.Dec15_25.linA.cumulativeInfections.timedGEMF_combined.stats.pickle\",\n", + " \"BEAST.recCA.IH.Dec10_16.linB.Dec15_25.linA.cumulativeInfections.timedGEMF_combined.stats.pickle\",\n", + " \"BEAST.rootHu1.IH.Dec10_16.linB.Dec15_25.linA.cumulativeInfections.timedGEMF_combined.stats.pickle\",\n", + " \"BEAST.root28144C.IH.Dec10_16.linB.Dec15_25.linA.cumulativeInfections.timedGEMF_combined.stats.pickle\",\n", + " \"BEAST.rootWH04.IH.Dec10_16.linB.Dec15_25.linA.cumulativeInfections.timedGEMF_combined.stats.pickle\"]\n", + "cmap = [\"001219\",\"005f73\",\"94d2bd\",\"ee9b00\",\"ae2012\"]\n", + "cmap = ['#' + x for x in cmap]\n", + "\n", + "plt.figure(figsize=(12,10))\n", + "gs1 = GridSpec(5, 3)\n", + "gs1.update(left=0, right=0.75, wspace=0.15)\n", + "ax00 = plt.subplot(gs1[0,0])\n", + "ax01 = plt.subplot(gs1[0,1])\n", + "ax02 = plt.subplot(gs1[0,2])\n", + "# ax03 = plt.subplot(gs1[0,3])\n", + "ax10 = plt.subplot(gs1[1,0])\n", + "ax11 = plt.subplot(gs1[1,1])\n", + "ax12 = plt.subplot(gs1[1,2])\n", + "# ax13 = plt.subplot(gs1[1,3])\n", + "ax20 = plt.subplot(gs1[2,0])\n", + "ax21 = plt.subplot(gs1[2,1])\n", + "ax22 = plt.subplot(gs1[2,2])\n", + "# ax23 = plt.subplot(gs1[2,3])\n", + "ax30 = plt.subplot(gs1[3,0])\n", + "ax31 = plt.subplot(gs1[3,1])\n", + "ax32 = plt.subplot(gs1[3,2])\n", + "# ax33 = plt.subplot(gs1[3,3])\n", + "ax40 = plt.subplot(gs1[4,0])\n", + "ax41 = plt.subplot(gs1[4,1])\n", + "ax42 = plt.subplot(gs1[4,2])\n", + "# ax43 = plt.subplot(gs1[4,3])\n", + "\n", + "gs2 = GridSpec(5,1)\n", + "gs2.update(left=0.82, right=0.98)\n", + "ax03 = plt.subplot(gs2[0])\n", + "ax13 = plt.subplot(gs2[1])\n", + "ax23 = plt.subplot(gs2[2])\n", + "ax33 = plt.subplot(gs2[3])\n", + "ax43 = plt.subplot(gs2[4])\n", + "\n", + "axes = [[ax00, ax01, ax02, ax03],\n", + " [ax10, ax11, ax12, ax13],\n", + " [ax20, ax21, ax22, ax23],\n", + " [ax30, ax31, ax32, ax33],\n", + " [ax40, ax41, ax42, ax43]]\n", + "\n", + "count = 0\n", + "compartment = 'inf'\n", + "for path in paths:\n", + " # print(count)\n", + " fontsize=12\n", + "\n", + " rs_path = INPUT_DIR + '.'.join(path.split('.')[:4]) + '.txt'\n", + " rs_A_path = INPUT_DIR + '.'.join(path.split('.')[:3] + path.split('.')[5:7]) + '.txt'\n", + " rs_B_path = INPUT_DIR + '.'.join(path.split('.')[:5]) + '.txt'\n", + "\n", + " gemf_path = INPUT_DIR + '.'.join(path.split('.')[:4]) + '.cumulativeInfections.timedGEMF.stats.pickle'\n", + " gemf_comb_path = INPUT_DIR + path\n", + " gemf_A_path = INPUT_DIR + path.replace('combined', '2')\n", + " gemf_B_path = INPUT_DIR + path.replace('combined', '1')\n", + "\n", + " # infections A, hosp A\n", + " fontsize=12\n", + " with (open(gemf_A_path, \"rb\")) as openfile:\n", + " gemf_A_dict = pickle.load(openfile)\n", + " dates = [str(datetime.datetime(2019, 1, 1) + timedelta(day-1))[:10] for day in gemf_A_dict['day']]\n", + " axes[count][0].fill_between(dates, gemf_A_dict[compartment][2.5], gemf_A_dict[compartment][97.5], color=cmap[count], alpha=.2, label='95%')\n", + " axes[count][0].fill_between(dates, gemf_A_dict[compartment][25], gemf_A_dict[compartment][75], color=cmap[count], alpha=1, label='50%')\n", + " axes[count][0].set_xticks([x for x in dates if (x.endswith('01') or x.endswith('15'))])\n", + " axes[count][0].vlines([x for x in dates if (x.endswith('01') or x.endswith('15')) if '01-15' not in x], 0, 200, color='grey', linestyle='--', linewidth=2)\n", + " axes[count][0].set_xticklabels(labels=[])\n", + " axes[count][0].set_xlim(xlim_epi_inf)\n", + " axes[count][0].set_ylim(ylim_epi_inf)\n", + " axes[count][0].set_ylabel(ylabel='No. of\\ninfections', fontsize=fontsize)\n", + "\n", + " # infections B, hosp B\n", + " with (open(gemf_B_path, \"rb\")) as openfile:\n", + " gemf_B_dict = pickle.load(openfile)\n", + " axes[count][1].fill_between(dates, gemf_B_dict[compartment][2.5], gemf_B_dict[compartment][97.5], color=cmap[count], alpha=.2, label='95%')\n", + " axes[count][1].fill_between(dates, gemf_B_dict[compartment][25], gemf_B_dict[compartment][75], color=cmap[count], alpha=1, label='50%')\n", + " axes[count][1].set_xticks([x for x in dates if (x.endswith('01') or x.endswith('15'))])\n", + " axes[count][1].vlines([x for x in dates if (x.endswith('01') or x.endswith('15')) if '01-15' not in x], 0, 200, color='grey', linestyle='--', linewidth=2)\n", + " axes[count][1].set_xticklabels(labels=[])\n", + " axes[count][1].set_yticklabels(labels=[])\n", + " axes[count][1].set_xlim(xlim_epi_inf)\n", + " axes[count][1].set_ylim(ylim_epi_inf)\n", + "\n", + " with (open(gemf_comb_path, \"rb\")) as openfile:\n", + " gemf_comb_dict = pickle.load(openfile)\n", + " axes[count][2].fill_between(dates, gemf_comb_dict[compartment][2.5], gemf_comb_dict[compartment][97.5], color=cmap[count], alpha=.2, label='95%')\n", + " axes[count][2].fill_between(dates, gemf_comb_dict[compartment][25], gemf_comb_dict[compartment][75], color=cmap[count], alpha=1, label='50%')\n", + " axes[count][2].set_xticks([x for x in dates if (x.endswith('01') or x.endswith('15'))])\n", + " axes[count][2].vlines([x for x in dates if (x.endswith('01') or x.endswith('15')) if '01-15' not in x], 0, 200, color='grey', linestyle='--', linewidth=2)\n", + " axes[count][2].set_xticklabels(labels=[])\n", + " axes[count][2].set_yticklabels(labels=[])\n", + " axes[count][2].set_xlim(xlim_epi_inf)\n", + " axes[count][2].set_ylim(ylim_epi_inf)\n", + "\n", + " # num B inf / num A inf on Jan 02\n", + " jan01_B_path = INPUT_DIR + path.replace('_combined.stats.pickle', '_1.' + inf_comparison_date + '.tsv')\n", + " jan01_A_path = INPUT_DIR + path.replace('_combined.stats.pickle', '_2.' + inf_comparison_date + '.tsv')\n", + " jan01_B_results = pd.read_csv(jan01_B_path, sep='\\t')[compartment]\n", + " jan01_A_results = pd.read_csv(jan01_A_path, sep='\\t')[compartment]\n", + " series = [np.log10(x) for x in jan01_B_results/jan01_A_results]\n", + " sns.kdeplot(series, ax=axes[count][3], color=cmap[count], label='B>A: %f' % (sum([x>0 for x in series])/len(series)))\n", + " prob = sum([x>=0 for x in series])/len(series)\n", + " axes[count][3].text(0.85,0.85,\"{:.3f}\".format(prob), horizontalalignment='center', verticalalignment='center', transform=axes[count][3].transAxes,\n", + " bbox=dict(facecolor='lightgrey', edgecolor='black', boxstyle='round', alpha=0.3))\n", + " kde_x, kde_y = axes[count][3].lines[0].get_data()\n", + " axes[count][3].fill_between(kde_x, kde_y, interpolate=False, color=cmap[count], alpha = 0.3)\n", + " axes[count][3].vlines(0, 0, max(kde_y)*1.1, color='grey', linestyle='--', linewidth=2)\n", + " axes[count][3].set_ylim(0, max(kde_y)*1.1)\n", + " axes[count][3].set_xlim([-5,5])\n", + " axes[count][3].set_xticks(ticks=np.linspace(-4,4,5))\n", + " axes[count][3].set_xticklabels(labels=[])\n", + " axes[count][3].set_xlabel(xlabel='')\n", + " axes[count][3].set_ylabel(ylabel='Density')\n", + " axes[count][3].get_legend().remove()\n", + "\n", + " if count == 4:\n", + " fontsize=10\n", + " xtick_labels = ['09-01', '09-15', '10-01', '10-15', '11-01', '11-15', '12-01', '12-15', '01-01']\n", + " axes[count][0].set_xticklabels(labels=[x[5:] for x in dates if (x.endswith('01') or x.endswith('15'))], rotation=-45, fontsize=fontsize)\n", + " axes[count][1].set_xticklabels(labels=[x[5:] for x in dates if (x.endswith('01') or x.endswith('15'))], rotation=-45, fontsize=fontsize)\n", + " axes[count][2].set_xticklabels(labels=[x[5:] for x in dates if (x.endswith('01') or x.endswith('15'))], rotation=-45, fontsize=fontsize)\n", + " axes[count][3].set_xticklabels(labels=[r'$10^4$', r'$10^2$', r'$1$', r'$10^2$', r'$10^4$'], fontsize=12, rotation=0)\n", + " axes[count][3].set_xlabel(xlabel='Ratio of B to A\\ninfections', fontsize=12)\n", + "\n", + " count += 1\n", + "# if count >0:\n", + "# break\n", + "\n", + "# top labels \n", + "h_topLabel = 0.3 \n", + "fontsize_topLabel = 14 \n", + "rect0 = patches.Rectangle((0, 1), width=1, height=h_topLabel, facecolor='lightgrey', edgecolor='black', linewidth=1, transform=axes[0][0].transAxes, clip_on=False)\n", + "rect1 = patches.Rectangle((0, 1), width=1, height=h_topLabel, facecolor='lightgrey', edgecolor='black', linewidth=1, transform=axes[0][1].transAxes, clip_on=False)\n", + "rect2 = patches.Rectangle((0, 1), width=1, height=h_topLabel, facecolor='lightgrey', edgecolor='black', linewidth=1, transform=axes[0][2].transAxes, clip_on=False)\n", + "\n", + "axes[0][0].add_patch(rect0)\n", + "axes[0][1].add_patch(rect1)\n", + "axes[0][2].add_patch(rect2)\n", + "\n", + "axes[0][0].text(0.5, 1.00 + h_topLabel/2, 'Lineage A', ha=\"center\", va=\"center\" , transform=axes[0][0].transAxes, zorder=4, fontsize=fontsize_topLabel)\n", + "axes[0][1].text(0.5, 1.00 + h_topLabel/2, 'Lineage B', ha=\"center\", va=\"center\" , transform=axes[0][1].transAxes, zorder=4, fontsize=fontsize_topLabel)\n", + "axes[0][2].text(0.5, 1.00 + h_topLabel/2, 'Lineage A + B', ha=\"center\", va=\"center\" , transform=axes[0][2].transAxes, zorder=4, fontsize=fontsize_topLabel)\n", + "\n", + "# add side legend\n", + "w = 0.2\n", + "h = 0.3\n", + "fontsize=16\n", + "ha = 'center'\n", + "if ha == 'left':\n", + " w = 0.05\n", + "elif ha == 'center':\n", + " w = 0.55\n", + "axes[0][3].text(1.1 + w + 0.05, 0.5, 'Unconstrained', ha=ha, va=\"center\" , transform=axes[0][3].transAxes, zorder=4, fontsize=fontsize)\n", + "axes[1][3].text(1.1 + w + 0.05, 0.5, 'recCA', ha=ha, va=\"center\" , transform=axes[1][3].transAxes, zorder=4, fontsize=fontsize)\n", + "axes[2][3].text(1.1 + w + 0.05, 0.5, 'Lineage B', ha=ha, va=\"center\" , transform=axes[2][3].transAxes, zorder=4, fontsize=fontsize)\n", + "axes[3][3].text(1.1 + w + 0.05, 0.5, 'C/C', ha=ha, va=\"center\" , transform=axes[3][3].transAxes, zorder=4, fontsize=fontsize)\n", + "axes[4][3].text(1.1 + w + 0.05, 0.5, 'Lineage A', ha=ha, va=\"center\" , transform=axes[4][3].transAxes, zorder=4, fontsize=fontsize)\n", + "\n", + "# legend box\n", + "axes[0][3].text(1.1 + w + 0.05, 1.2, legend_label, ha=ha, va=\"center\" , transform=axes[0][3].transAxes, zorder=4, fontsize=fontsize)\n", + "\n", + "# add letter key\n", + "x = -0.15\n", + "y = 1.4\n", + "axes[0][0].text(x, y, 'A', ha=\"center\", va=\"center\" , transform=axes[0][0].transAxes, zorder=4, fontsize=34)\n", + "axes[0][3].text(x, y, 'B', ha=\"center\", va=\"center\" , transform=axes[0][3].transAxes, zorder=4, fontsize=34)\n", + "\n", + "# plt.savefig(OUTPUT + 'multiIntro_infections_' + OUTPUT_STRING + '.pdf', dpi=100, bbox_inches='tight')\n", + "# plt.savefig(OUTPUT + 'multiIntro_infections_' + OUTPUT_STRING + '.png', dpi=100, bbox_inches='tight')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Multi intro hospitalization" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "paths = [\"BEAST.primary.IH.Dec10_16.linB.Dec15_25.linA.cumulativeInfections.timedGEMF_combined.stats.pickle\",\n", + " \"BEAST.recCA.IH.Dec10_16.linB.Dec15_25.linA.cumulativeInfections.timedGEMF_combined.stats.pickle\",\n", + " \"BEAST.rootHu1.IH.Dec10_16.linB.Dec15_25.linA.cumulativeInfections.timedGEMF_combined.stats.pickle\",\n", + " \"BEAST.root28144C.IH.Dec10_16.linB.Dec15_25.linA.cumulativeInfections.timedGEMF_combined.stats.pickle\",\n", + " \"BEAST.rootWH04.IH.Dec10_16.linB.Dec15_25.linA.cumulativeInfections.timedGEMF_combined.stats.pickle\"]\n", + "cmap = [\"001219\",\"005f73\",\"94d2bd\",\"ee9b00\",\"ae2012\"]\n", + "cmap = ['#' + x for x in cmap]\n", + "\n", + "plt.figure(figsize=(12,10))\n", + "gs1 = GridSpec(5, 3)\n", + "gs1.update(left=0, right=0.75, wspace=0.15)\n", + "ax00 = plt.subplot(gs1[0,0])\n", + "ax01 = plt.subplot(gs1[0,1])\n", + "ax02 = plt.subplot(gs1[0,2])\n", + "# ax03 = plt.subplot(gs1[0,3])\n", + "ax10 = plt.subplot(gs1[1,0])\n", + "ax11 = plt.subplot(gs1[1,1])\n", + "ax12 = plt.subplot(gs1[1,2])\n", + "# ax13 = plt.subplot(gs1[1,3])\n", + "ax20 = plt.subplot(gs1[2,0])\n", + "ax21 = plt.subplot(gs1[2,1])\n", + "ax22 = plt.subplot(gs1[2,2])\n", + "# ax23 = plt.subplot(gs1[2,3])\n", + "ax30 = plt.subplot(gs1[3,0])\n", + "ax31 = plt.subplot(gs1[3,1])\n", + "ax32 = plt.subplot(gs1[3,2])\n", + "# ax33 = plt.subplot(gs1[3,3])\n", + "ax40 = plt.subplot(gs1[4,0])\n", + "ax41 = plt.subplot(gs1[4,1])\n", + "ax42 = plt.subplot(gs1[4,2])\n", + "# ax43 = plt.subplot(gs1[4,3])\n", + "\n", + "gs2 = GridSpec(5,1)\n", + "gs2.update(left=0.82, right=0.98)\n", + "ax03 = plt.subplot(gs2[0])\n", + "ax13 = plt.subplot(gs2[1])\n", + "ax23 = plt.subplot(gs2[2])\n", + "ax33 = plt.subplot(gs2[3])\n", + "ax43 = plt.subplot(gs2[4])\n", + "\n", + "axes = [[ax00, ax01, ax02, ax03],\n", + " [ax10, ax11, ax12, ax13],\n", + " [ax20, ax21, ax22, ax23],\n", + " [ax30, ax31, ax32, ax33],\n", + " [ax40, ax41, ax42, ax43]]\n", + "\n", + "count = 0\n", + "compartment = 'H'\n", + "for path in paths:\n", + " # print(count)\n", + " fontsize=12\n", + "\n", + " rs_path = INPUT_DIR + '.'.join(path.split('.')[:4]) + '.txt'\n", + " rs_A_path = INPUT_DIR + '.'.join(path.split('.')[:3] + path.split('.')[5:7]) + '.txt'\n", + " rs_B_path = INPUT_DIR + '.'.join(path.split('.')[:5]) + '.txt'\n", + "\n", + " gemf_path = INPUT_DIR + '.'.join(path.split('.')[:4]) + '.cumulativeInfections.timedGEMF.stats.pickle'\n", + " gemf_comb_path = INPUT_DIR + path\n", + " gemf_A_path = INPUT_DIR + path.replace('combined', '2')\n", + " gemf_B_path = INPUT_DIR + path.replace('combined', '1')\n", + "\n", + " # infections A, hosp A\n", + " fontsize=12\n", + " with (open(gemf_A_path, \"rb\")) as openfile:\n", + " gemf_A_dict = pickle.load(openfile)\n", + " dates = [str(datetime.datetime(2019, 1, 1) + timedelta(day-1))[:10] for day in gemf_A_dict['day']]\n", + " axes[count][0].fill_between(dates, gemf_A_dict[compartment][2.5], gemf_A_dict[compartment][97.5], color=cmap[count], alpha=.2, label='95%')\n", + " axes[count][0].fill_between(dates, gemf_A_dict[compartment][25], gemf_A_dict[compartment][75], color=cmap[count], alpha=1, label='50%')\n", + " axes[count][0].set_xticks([x for x in dates if (x.endswith('01') or x.endswith('15'))])\n", + " axes[count][0].vlines([x for x in dates if (x.endswith('01') or x.endswith('15')) if '01-15' not in x], 0, 200, color='grey', linestyle='--', linewidth=2)\n", + " axes[count][0].set_xticklabels(labels=[])\n", + " axes[count][0].set_xlim(xlim_epi_hosp)\n", + " axes[count][0].set_ylim(ylim_epi_hosp)\n", + " axes[count][0].set_ylabel(ylabel='No. of\\ninfections', fontsize=fontsize)\n", + "\n", + " # infections B, hosp B\n", + " with (open(gemf_B_path, \"rb\")) as openfile:\n", + " gemf_B_dict = pickle.load(openfile)\n", + " axes[count][1].fill_between(dates, gemf_B_dict[compartment][2.5], gemf_B_dict[compartment][97.5], color=cmap[count], alpha=.2, label='95%')\n", + " axes[count][1].fill_between(dates, gemf_B_dict[compartment][25], gemf_B_dict[compartment][75], color=cmap[count], alpha=1, label='50%')\n", + " axes[count][1].set_xticks([x for x in dates if (x.endswith('01') or x.endswith('15'))])\n", + " axes[count][1].vlines([x for x in dates if (x.endswith('01') or x.endswith('15')) if '01-15' not in x], 0, 200, color='grey', linestyle='--', linewidth=2)\n", + " axes[count][1].set_xticklabels(labels=[])\n", + " axes[count][1].set_yticklabels(labels=[])\n", + " axes[count][1].set_xlim(xlim_epi_hosp)\n", + " axes[count][1].set_ylim(ylim_epi_hosp)\n", + "\n", + " with (open(gemf_comb_path, \"rb\")) as openfile:\n", + " gemf_comb_dict = pickle.load(openfile)\n", + " axes[count][2].fill_between(dates, gemf_comb_dict[compartment][2.5], gemf_comb_dict[compartment][97.5], color=cmap[count], alpha=.2, label='95%')\n", + " axes[count][2].fill_between(dates, gemf_comb_dict[compartment][25], gemf_comb_dict[compartment][75], color=cmap[count], alpha=1, label='50%')\n", + " axes[count][2].set_xticks([x for x in dates if (x.endswith('01') or x.endswith('15'))])\n", + " axes[count][2].vlines([x for x in dates if (x.endswith('01') or x.endswith('15')) if '01-15' not in x], 0, 200, color='grey', linestyle='--', linewidth=2)\n", + " axes[count][2].set_xticklabels(labels=[])\n", + " axes[count][2].set_yticklabels(labels=[])\n", + " axes[count][2].set_xlim(xlim_epi_hosp)\n", + " axes[count][2].set_ylim(ylim_epi_hosp)\n", + "\n", + " # num B inf / num A inf on Jan 01\n", + " jan01_B_path = INPUT_DIR + path.replace('_combined.stats.pickle', '_1.' + hosp_comparison_date + '.tsv')\n", + " jan01_A_path = INPUT_DIR + path.replace('_combined.stats.pickle', '_2.' + hosp_comparison_date + '.tsv')\n", + " jan01_B_results = pd.read_csv(jan01_B_path, sep='\\t')[compartment]\n", + " jan01_A_results = pd.read_csv(jan01_A_path, sep='\\t')[compartment]\n", + " series = [np.log10(x) for x in jan01_B_results/jan01_A_results]\n", + " sns.kdeplot(series, ax=axes[count][3], color=cmap[count], label='B>A: %f' % (sum([x>0 for x in series])/len(series)))\n", + " prob = sum([x>=0 for x in series])/len(series)\n", + " axes[count][3].text(0.85,0.85,\"{:.3f}\".format(prob), horizontalalignment='center', verticalalignment='center', transform=axes[count][3].transAxes,\n", + " bbox=dict(facecolor='lightgrey', edgecolor='black', boxstyle='round', alpha=0.3))\n", + " kde_x, kde_y = axes[count][3].lines[0].get_data()\n", + " axes[count][3].fill_between(kde_x, kde_y, interpolate=False, color=cmap[count], alpha = 0.3)\n", + " axes[count][3].vlines(0, 0, max(kde_y)*1.1, color='grey', linestyle='--', linewidth=2)\n", + " axes[count][3].set_ylim(0, max(kde_y)*1.1)\n", + " axes[count][3].set_xlim([-5,5])\n", + " axes[count][3].set_xticks(ticks=np.linspace(-4,4,5))\n", + " axes[count][3].set_xticklabels(labels=[])\n", + " axes[count][3].set_xlabel(xlabel='')\n", + " axes[count][3].set_ylabel(ylabel='Density')\n", + " axes[count][3].get_legend().remove()\n", + "\n", + " if count == 4:\n", + " fontsize=10\n", + " xtick_labels = ['09-01', '09-15', '10-01', '10-15', '11-01', '11-15', '12-01', '12-15', '01-01']\n", + " axes[count][0].set_xticklabels(labels=[x[5:] for x in dates if (x.endswith('01') or x.endswith('15'))], rotation=-45, fontsize=fontsize)\n", + " axes[count][1].set_xticklabels(labels=[x[5:] for x in dates if (x.endswith('01') or x.endswith('15'))], rotation=-45, fontsize=fontsize)\n", + " axes[count][2].set_xticklabels(labels=[x[5:] for x in dates if (x.endswith('01') or x.endswith('15'))], rotation=-45, fontsize=fontsize)\n", + " axes[count][3].set_xticklabels(labels=[r'$10^4$', r'$10^2$', r'$1$', r'$10^2$', r'$10^4$'], fontsize=12, rotation=0)\n", + " axes[count][3].set_xlabel(xlabel='Ratio of B to A\\ninfections', fontsize=12)\n", + "\n", + " count += 1\n", + "# if count >0:\n", + "# break\n", + "\n", + "h_topLabel = 0.3 \n", + "fontsize_topLabel = 14 \n", + "rect0 = patches.Rectangle((0, 1), width=1, height=h_topLabel, facecolor='lightgrey', edgecolor='black', linewidth=1, transform=axes[0][0].transAxes, clip_on=False)\n", + "rect1 = patches.Rectangle((0, 1), width=1, height=h_topLabel, facecolor='lightgrey', edgecolor='black', linewidth=1, transform=axes[0][1].transAxes, clip_on=False)\n", + "rect2 = patches.Rectangle((0, 1), width=1, height=h_topLabel, facecolor='lightgrey', edgecolor='black', linewidth=1, transform=axes[0][2].transAxes, clip_on=False)\n", + "\n", + "axes[0][0].add_patch(rect0)\n", + "axes[0][1].add_patch(rect1)\n", + "axes[0][2].add_patch(rect2)\n", + "\n", + "axes[0][0].text(0.5, 1.00 + h_topLabel/2, 'Lineage A', ha=\"center\", va=\"center\" , transform=axes[0][0].transAxes, zorder=4, fontsize=fontsize_topLabel)\n", + "axes[0][1].text(0.5, 1.00 + h_topLabel/2, 'Lineage B', ha=\"center\", va=\"center\" , transform=axes[0][1].transAxes, zorder=4, fontsize=fontsize_topLabel)\n", + "axes[0][2].text(0.5, 1.00 + h_topLabel/2, 'Lineage A + B', ha=\"center\", va=\"center\" , transform=axes[0][2].transAxes, zorder=4, fontsize=fontsize_topLabel)\n", + "\n", + "# add side legend\n", + "w = 0.2\n", + "h = 0.3\n", + "fontsize=16\n", + "ha = 'center'\n", + "if ha == 'left':\n", + " w = 0.05\n", + "elif ha == 'center':\n", + " w = 0.55\n", + "axes[0][3].text(1.1 + w + 0.05, 0.5, 'Unconstrained', ha=ha, va=\"center\" , transform=axes[0][3].transAxes, zorder=4, fontsize=fontsize)\n", + "axes[1][3].text(1.1 + w + 0.05, 0.5, 'recCA', ha=ha, va=\"center\" , transform=axes[1][3].transAxes, zorder=4, fontsize=fontsize)\n", + "axes[2][3].text(1.1 + w + 0.05, 0.5, 'Lineage B', ha=ha, va=\"center\" , transform=axes[2][3].transAxes, zorder=4, fontsize=fontsize)\n", + "axes[3][3].text(1.1 + w + 0.05, 0.5, 'C/C', ha=ha, va=\"center\" , transform=axes[3][3].transAxes, zorder=4, fontsize=fontsize)\n", + "axes[4][3].text(1.1 + w + 0.05, 0.5, 'Lineage A', ha=ha, va=\"center\" , transform=axes[4][3].transAxes, zorder=4, fontsize=fontsize)\n", + "\n", + "# legend box\n", + "axes[0][3].text(1.1 + w + 0.05, 1.2, legend_label, ha=ha, va=\"center\" , transform=axes[0][3].transAxes, zorder=4, fontsize=fontsize)\n", + "\n", + "# add letter key\n", + "x = -0.15\n", + "y = 1.4\n", + "axes[0][0].text(x, y, 'A', ha=\"center\", va=\"center\" , transform=axes[0][0].transAxes, zorder=4, fontsize=34)\n", + "axes[0][3].text(x, y, 'B', ha=\"center\", va=\"center\" , transform=axes[0][3].transAxes, zorder=4, fontsize=34)\n", + "\n", + "\n", + "# plt.savefig(OUTPUT + 'multiIntro_hospitalizations_' + OUTPUT_STRING + '.pdf', dpi=100, bbox_inches='tight')\n", + "# plt.savefig(OUTPUT + 'multiIntro_hospitalizations_' + OUTPUT_STRING + '.png', dpi=100, bbox_inches='tight')\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": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}