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-rarefaction-curves.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plot rarefaction results \n",
"\n",
"The following code was used to read in the csv files with the rarefaction results and produce the rarefaction curves shown in the manuscript in Figures 4b and Supplemental Figure 3. "
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The rpy2.ipython extension is already loaded. To reload it, use:\n",
" %reload_ext rpy2.ipython\n"
]
}
],
"source": [
"import sys, subprocess, glob, os, shutil, re, importlib\n",
"from subprocess import call\n",
"import imp\n",
"\n",
"import pandas as pd\n",
"import numpy as np\n",
"import rpy2\n",
"%load_ext rpy2.ipython"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"nonmarshallese_color = '#012E74'\n",
"marshallese_color = '#80AAC9'\n",
"\n",
"marshallese_color = '#80AAC9'\n",
"non_marshallese_color = '#012E74'\n",
"\n",
"notvaccinated_color = '#CDD2A0'\n",
"vaccinated_color = '#73B387'\n",
"unknown_vacc_color = '#0E2D1E'\n",
"\n",
"\n",
"# vaccinated_color = '#94618E'\n",
"# notvaccinated_color = '#49274A'\n",
"# unknown_vacc_color = '#C98474'\n",
"\n",
"under_18_color = '#0E2D1E'\n",
"young_adult_color = '#73B387'\n",
"over_30_color = '#CDD2A0'\n",
"\n",
"under18notmarshallese_color = \"#011D48\"\n",
"over18notmarshallese_color = '#012E74'\n",
"under18marshallese_color = '#80AAC9'\n",
"over18marshallese_color = \"#CFDFEB\""
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Read back in csv files and plot"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/lmoncla/anaconda/envs/LHM-basics/lib/python3.7/site-packages/ipykernel_launcher.py:2: FutureWarning: from_csv is deprecated. Please use read_csv(...) instead. Note that some of the default arguments are different, so please refer to the documentation for from_csv when changing your function calls\n",
" \n",
"/Users/lmoncla/anaconda/envs/LHM-basics/lib/python3.7/site-packages/ipykernel_launcher.py:3: FutureWarning: from_csv is deprecated. Please use read_csv(...) instead. Note that some of the default arguments are different, so please refer to the documentation for from_csv when changing your function calls\n",
" This is separate from the ipykernel package so we can avoid doing imports until\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>trial</th>\n",
" <th>number_sequences</th>\n",
" <th>introductions</th>\n",
" <th>community_status</th>\n",
" <th>mean_cluster_size</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>3</td>\n",
" <td>9</td>\n",
" <td>4</td>\n",
" <td>marshallese</td>\n",
" <td>2.25</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>4</td>\n",
" <td>9</td>\n",
" <td>1</td>\n",
" <td>marshallese</td>\n",
" <td>9.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>5</td>\n",
" <td>9</td>\n",
" <td>4</td>\n",
" <td>marshallese</td>\n",
" <td>2.25</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>6</td>\n",
" <td>9</td>\n",
" <td>3</td>\n",
" <td>marshallese</td>\n",
" <td>3.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>7</td>\n",
" <td>9</td>\n",
" <td>3</td>\n",
" <td>marshallese</td>\n",
" <td>3.00</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" trial number_sequences introductions community_status mean_cluster_size\n",
"0 3 9 4 marshallese 2.25\n",
"0 4 9 1 marshallese 9.00\n",
"0 5 9 4 marshallese 2.25\n",
"0 6 9 3 marshallese 3.00\n",
"0 7 9 3 marshallese 3.00"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# read dataframe back in \n",
"marshallese_df = pd.DataFrame.from_csv(\"../rarefaction-analysis/rarefaction-results/mumps-rarefaction-community-results-2020-03-02.csv\",sep=\"\\t\")\n",
"vacc_df = pd.DataFrame.from_csv(\"../rarefaction-analysis/rarefaction-results/mumps-rarefaction-vaccination-status-results-2020-03-02.csv\", sep=\"\\t\")\n",
"\n",
"marshallese_df.head()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1090\n"
]
},
{
"data": {
"text/plain": [
"{'over18marshallese',\n",
" 'over18notmarshallese',\n",
" 'under18marshallese',\n",
" 'under18notmarshallese'}"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"print(len(age_with_community_df))\n",
"set(age_with_community_df['community_status'].tolist())"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"def return_df_with_means(df):\n",
" \n",
" # take the mean among the trials \n",
" df_with_means = pd.DataFrame()\n",
"\n",
" for c in set(df['community_status'].tolist()):\n",
" for n in set(df['number_sequences'].tolist()):\n",
" x = df[(df['number_sequences'] == n) & (df['community_status'] == c)]\n",
"\n",
" mean = x['introductions'].mean()\n",
" d = {\"number_sequences\":[n],\"community_status\":[c],'mean_introductions':[mean]}\n",
"\n",
" df_with_means = df_with_means.append(pd.DataFrame.from_dict(d))\n",
" \n",
" return(df_with_means)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>number_sequences</th>\n",
" <th>community_status</th>\n",
" <th>mean_introductions</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>over18notmarshallese</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2</td>\n",
" <td>over18notmarshallese</td>\n",
" <td>1.8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>3</td>\n",
" <td>over18notmarshallese</td>\n",
" <td>2.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>4</td>\n",
" <td>over18notmarshallese</td>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>5</td>\n",
" <td>over18notmarshallese</td>\n",
" <td>4.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" number_sequences community_status mean_introductions\n",
"0 1 over18notmarshallese 1.0\n",
"0 2 over18notmarshallese 1.8\n",
"0 3 over18notmarshallese 2.5\n",
"0 4 over18notmarshallese 3.0\n",
"0 5 over18notmarshallese 4.0"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"marshallese_with_means = return_df_with_means(marshallese_df)\n",
"vacc_with_means = return_df_with_means(vacc_df)\n",
"\n",
"vacc_with_means.head()"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%%R -w 1000 -h 500 -u px -i marshallese_df,marshallese_with_means,marshallese_color,nonmarshallese_color # this sets the size of the plot...otherwise, it will go off the page\n",
"require(ggplot2)\n",
"library(ggplot2)\n",
"\n",
"df = marshallese_df\n",
"df_with_means = marshallese_with_means\n",
"\n",
"# this code block is necessary for adding blank tick marks\n",
"x_max = 60\n",
"x_major_ticks_interval = 10\n",
"offset = 8\n",
"xlabels = seq(0,x_max,x_major_ticks_interval)\n",
"x_labels <- c(rbind(xlabels, \"\",\"\",\"\",\"\"))\n",
"\n",
"y_max = 20\n",
"y_major_ticks_interal = 5\n",
"ylabels = seq(0,y_max,y_major_ticks_interal)\n",
"y_labels <- c(rbind(ylabels, \"\",\"\",\"\",\"\"))\n",
"\n",
"df$number_sequences = as.numeric(df$number_sequences)\n",
"df$introductions = as.numeric(df$introductions)\n",
"\n",
"df_with_means$number_sequences = as.numeric(df_with_means$number_sequences)\n",
"df_with_means$mean_introductions = as.numeric(df_with_means$mean_introductions)\n",
"\n",
"p2 <- ggplot(data=df, aes(x=number_sequences, y=introductions, color=community_status, fill=community_status)) + \n",
" geom_count(alpha=0.65)+\n",
" geom_line(data=df_with_means, aes(x=number_sequences, y=mean_introductions, size=1.75,color=community_status, fill=community_status),alpha=1)+\n",
" labs(x=\"number of sequences\",y=\"number of Washington clusters\")+\n",
" theme(plot.title = element_text(size=20, hjust=0.5))+\n",
" scale_x_continuous(limits=c(0,x_max), breaks=seq(0,x_max+offset,2), labels=c(x_labels))+\n",
" scale_y_continuous(limits=c(0,y_max), breaks=seq(0,y_max+4,1), labels=c(y_labels))+\n",
" scale_color_manual(values=c(marshallese=marshallese_color,nonmarshallese=nonmarshallese_color), labels=c(\"Marshallese\", \"Not Marshallese\"))+\n",
" scale_fill_manual(values=c('#292166','#8FD086'))+\n",
" scale_size_continuous(breaks=c(2,4,6,8,10))+\n",
" theme(panel.grid.major=element_line(colour=NA,size=NA))+\n",
" theme(panel.grid.minor=element_line(colour=NA,size=NA))+ \n",
" theme(strip.background = element_rect(colour=NA, fill=NA))+\n",
" theme(axis.line.x=element_line(colour=\"black\"))+\n",
" theme(axis.line.y=element_line(colour=\"black\"))+\n",
" theme(axis.title.y=element_text(size=24, vjust=6))+\n",
" theme(axis.title.x=element_text(size=24, vjust=-6))+\n",
" theme(axis.text=element_text(size=24, colour=\"black\"))+\n",
" theme(legend.text=element_text(size=24))+\n",
" theme(legend.title=element_text(size=24, face=\"plain\"))+\n",
" theme(panel.margin=unit(1, \"lines\"))+\n",
" theme(plot.margin=unit(c(1,1,1,1),\"cm\"))+\n",
" theme(legend.key.size=unit(1, \"cm\"))+\n",
" theme(panel.background=element_rect(fill=NA))+\n",
" theme(legend.key=element_rect(fill=NA)) +\n",
" guides(color = guide_legend(override.aes = list(size = 5, linetype=0, alpha=1), title=NULL))+ #change size of legend glyph\n",
" guides(size = guide_legend(override.aes = list(linetype=0), title=\"trials\"))+\n",
" guides(alpha=FALSE, fill=FALSE) # turn off alpha and size legends\n",
"\n",
"ggsave(\"2020-03-04-rarefaction-number-clusters-marshallese-v2.pdf\", p2, width = 11, height = 6, path=\"/Users/lmoncla/Documents/Mumps/paper-and-figure-drafts/individual-PDFs/\")\n",
"p2"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"vaccinated_color = '#73B387'\n",
"notvaccinated_color = '#CDD2A0'\n",
"unknown_vacc_color = '#0E2D1E'"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%%R -w 1000 -h 500 -u px -i vacc_df,vacc_with_means,unknown_vacc_color,notvaccinated_color,vaccinated_color # this sets the size of the plot...otherwise, it will go off the page\n",
"require(ggplot2)\n",
"library(ggplot2)\n",
"\n",
"df = vacc_df\n",
"df_with_means = vacc_with_means\n",
"\n",
"# this code block is necessary for adding blank tick marks\n",
"x_max = 65\n",
"x_major_ticks_interal = 5\n",
"xlabels = seq(0,x_max,x_major_ticks_interal)\n",
"x_labels <- c(rbind(xlabels, \"\",\"\",\"\",\"\"))\n",
"\n",
"y_max = 15\n",
"y_major_ticks_interal = 5\n",
"ylabels = seq(0,y_max,y_major_ticks_interal)\n",
"y_labels <- c(rbind(ylabels, \"\",\"\",\"\",\"\"))\n",
"\n",
"df$number_sequences = as.numeric(df$number_sequences)\n",
"df$introductions = as.numeric(df$introductions)\n",
"\n",
"df_with_means$number_sequences = as.numeric(df_with_means$number_sequences)\n",
"df_with_means$mean_introductions = as.numeric(df_with_means$mean_introductions)\n",
"\n",
"p2 <- ggplot(data=df, aes(x=number_sequences, y=introductions, color=community_status, fill=community_status)) + \n",
" geom_count(alpha=0.65)+\n",
" geom_line(data=df_with_means, aes(x=number_sequences, y=mean_introductions, size=1.75,color=community_status, fill=community_status),alpha=1)+\n",
" labs(x=\"number of sequences\",y=\"number of Washington clusters\")+\n",
" theme(plot.title = element_text(size=20, hjust=0.5))+\n",
" scale_x_continuous(limits=c(0,x_max), breaks=seq(0,x_max+4,1), labels=c(x_labels))+\n",
" scale_y_continuous(limits=c(0,y_max), breaks=seq(0,y_max+4,1), labels=c(y_labels))+\n",
" scale_color_manual(values=c(unknown=unknown_vacc_color,notvaccinated=notvaccinated_color,vaccinated=vaccinated_color), labels=c(unknown=\"unknown\",notvaccinated=\"not up-to-date\",vaccinated=\"up-to-date\"))+\n",
" scale_size_continuous(breaks=c(2,4,6,8,10))+\n",
" theme(panel.grid.major=element_line(colour=NA,size=NA))+\n",
" theme(panel.grid.minor=element_line(colour=NA,size=NA))+ \n",
" theme(strip.background = element_rect(colour=NA, fill=NA))+\n",
" theme(axis.line.x=element_line(colour=\"black\"))+\n",
" theme(axis.line.y=element_line(colour=\"black\"))+\n",
" theme(axis.title.y=element_text(size=24, vjust=6))+\n",
" theme(axis.title.x=element_text(size=24, vjust=-6))+\n",
" theme(axis.text=element_text(size=24, colour=\"black\"))+\n",
" theme(legend.text=element_text(size=24))+\n",
" theme(legend.title=element_text(size=24, face=\"plain\"))+\n",
" theme(panel.margin=unit(1, \"lines\"))+\n",
" theme(plot.margin=unit(c(1,1,1,1),\"cm\"))+\n",
" theme(legend.key.size=unit(1, \"cm\"))+\n",
" theme(panel.background=element_rect(fill=NA))+\n",
" theme(legend.key=element_rect(fill=NA)) +\n",
" guides(color = guide_legend(override.aes = list(size = 5, linetype=0, alpha=1), title=NULL))+ #change size of legend glyph\n",
" guides(size = guide_legend(override.aes = list(linetype=0), title=\"trials\"))+\n",
" guides(alpha=FALSE, fill=FALSE) # turn off alpha and size legends\n",
"\n",
"ggsave(\"2020-08-24-rarefaction-vacc-number-clusters-v2.pdf\", p2, width = 12, height = 6, path=\"/Users/lmoncla/Documents/Mumps/paper-and-figure-drafts/individual-PDFs/\")\n",
"p2"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
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