Build an interactive dashboard to explore the Belly Button Biodiversity dataset, which catalogs the microbes that colonize human navels. The dataset reveals that a small handful of microbial species...

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Use plot.ly and the D3 library to create graphics and a dashboard which track microbe data found in the samples.json data set. Please see attached word file for instructions and .json file for data and .html file for starter code. please be sure to comment the code well.




Build an interactive dashboard to explore the Belly Button Biodiversity dataset, which catalogs the microbes that colonize human navels. The dataset reveals that a small handful of microbial species (also called operational taxonomic units, or OTUs, in the study) were present in more than 70% of people, while the rest were relatively rare. Step 1: Plotly 1. Use the D3 library to read in samples.json. 2. Create a horizontal bar chart with a dropdown menu to display the top 10 OTUs found in that individual. · Use sample_values as the values for the bar chart. · Use otu_ids as the labels for the bar chart. · Use otu_labels as the hovertext for the chart. 3. Create a bubble chart that displays each sample. · Use otu_ids for the x values. · Use sample_values for the y values. · Use sample_values for the marker size. · Use otu_ids for the marker colors. · Use otu_labels for the text values. 4. Display the sample metadata, i.e., an individual's demographic information. 5. Display each key-value pair from the metadata JSON object somewhere on the page. 6. Update all of the plots any time that a new sample is selected. 7. I will deploy the app to a free static page hosting service like GitHub Pages. Please provide any special instructions necessary in a .readme file. Additionally, you are welcome to create any layout that you would like for the dashboard. An example dashboard is shown below:
Answered Same DayOct 25, 2021

Answer To: Build an interactive dashboard to explore the Belly Button Biodiversity dataset, which catalogs the...

Ishvina answered on Oct 26 2021
155 Votes
DashboardAssignment/app.js
var option = "";
var data_set ;
function init() {
    //D3 library to read in samples.json
    d3.json("samples.json").then(function(data){
data_set = data;
console.log(data_set);

DisplayMetaData(940,data_set);
DisplayHorizontalBarChart(940,data_set);
DisplayBubbleChart(940,data_set);
var OptionsMenu = d3.select("#selDataset");
data.names.forEach(function(name){
OptionsMenu.append("option").text(name);
});
})
}
function unpack(rows, index) {
return rows.map(function(row) {
return row[index];
});
}
function optionChanged(value) {
option = value;
DisplayMetaData(option,data_set);
DisplayHorizontalBarChart(option,data_set);
DisplayBubbleChart(option,data_set);
}
//4. function used to display the sample metadata, i.e., an individual's demographic information.
function DisplayMetaData(option,data_set) {


var mtdata = data_set.metadata.filter(row => row.id == option);
d3.select("#sample-metadata").html(displayObject(mtdata[0]));

}
//5.Function to display each key-value pair from the metadata JSON object somewhere on the page.
function displayObject(obj) {
var str = "";
Object.entries(obj).forEach(([key,value]) => {
str += `
${key}:${value}
`;
if(key=="wfreq"){
buildGauge(value);
console.log("gauge value is:" +value);
}

});
return str;
}
//2. function to display bar chart with a dropdown menu to display the top 10 OTUs found in that individual.
function DisplayHorizontalBarChart(option,data_set) {

var bar_data = data_set.samples.filter(sample => sample.id == option);
console.log(bar_data);
    //using otu_ids as the labels for the bar chart
var y = bar_data.map(row =>row.otu_ids);
var y1 =[];
for(i=0;i y1.push(`OTU ${y[0][i]}`);
}
var x = bar_data.map(row =>(row.sample_values));
var text = bar_data.map(row =>row.otu_labels);

var trace = {
x:x[0].slice(0,10),
y:y1.slice(0,10),
text:text[0].slice(0,10),
        //type of chart - bar
type:"bar",
        //orientation of the barchart - horizontal
orientation:"h",

};
var data = [trace];
var layout = {
yaxis: {
autorange: "reversed"
}
}
Plotly.newPlot("bar",data,layout);
}
//3. Function to create a bubble chart that displays each sample
function DisplayBubbleChart(option,data_set) {
var bar_data = data_set.samples.filter(sample => sample.id == option);
console.log(bar_data);
    //3.1 Using otu_ids for the x values
var x = bar_data.map(row =>row.otu_ids);
    //3.2 Using sample_values for the y values
var y = bar_data.map(row =>row.sample_values);
    //3.3 Using sample_values for the marker size
var marker_size = bar_data.map(row =>row.sample_values);
    //3.4 Using otu_ids for the marker colors
    var marker_color = bar_data.map(row =>row.otu_ids);
    //3.5 Using otu_labels for the text values
var text = bar_data.map(row =>row.otu_labels);

console.log(x[0]);
console.log(y[0]);
console.log(text);

var trace1 = {
x:x[0],
y:y[0],
text: text[0],
mode:"markers",
marker: {
color: marker_color[0],
size: marker_size[0]
}
};
var data = [trace1];
var layout = {
xaxis:{
title: "OTU ID"
}
};
Plotly.newPlot("bubble",data,layout);
}
init();
DashboardAssignment/BubbleChart.png
DashboardAssignment/Dashboard_part1.jpg
DashboardAssignment/Dashboard_part2.png
DashboardAssignment/DemographicInfo.png
DashboardAssignment/Drop_Down.png
DashboardAssignment/HorizontalBarGraph.png
DashboardAssignment/index.html



Belly Button Biodiversity Dashboard
Use the interactive charts below to explore the dataset



Test Subject ID No.:


Demographic Info










DashboardAssignment/samples.json
{
"names":["940", "941", "943", "944", "945", "946", "947", "948", "949", "950", "952", "953", "954", "955", "956", "958", "959", "960", "961", "962", "963", "964", "966", "967", "968", "969", "970", "971", "972", "973", "974", "975", "978", "1233", "1234", "1235", "1236", "1237", "1238", "1242", "1243", "1246", "1253", "1254", "1258", "1259", "1260", "1264", "1265", "1273", "1275", "1276", "1277", "1278", "1279", "1280", "1281", "1282", "1283", "1284", "1285", "1286", "1287", "1288", "1289", "1290", "1291", "1292", "1293", "1294", "1295", "1296", "1297", "1298", "1308", "1309", "1310", "1374", "1415", "1439", "1441", "1443", "1486", "1487", "1489", "1490", "1491", "1494", "1495", "1497", "1499", "1500", "1501", "1502", "1503", "1504", "1505", "1506", "1507", "1508", "1510", "1511", "1512", "1513", "1514", "1515", "1516", "1517", "1518", "1519", "1521", "1524", "1526", "1527", "1530", "1531", "1532", "1533", "1534", "1535", "1536", "1537", "1539", "1540", "1541", "1542", "1543", "1544", "1545", "1546", "1547", "1548", "1549", "1550", "1551", "1552", "1553", "1554", "1555", "1556", "1557", "1558", "1561", "1562", "1563", "1564", "1572", "1573", "1574", "1576", "1577", "1581", "1601"],
"metadata":[{"id": 940, "ethnicity": "Caucasian", "gender": "F", "age": 24.0, "location": "Beaufort/NC", "bbtype": "I", "wfreq": 2.0}, {"id": 941, "ethnicity": "Caucasian/Midleastern", "gender": "F", "age": 34.0, "location": "Chicago/IL", "bbtype": "I", "wfreq": 1.0}, {"id": 943, "ethnicity": "Caucasian", "gender": "F", "age": 49.0, "location": "Omaha/NE", "bbtype": "I", "wfreq": 1.0}, {"id": 944, "ethnicity": "European", "gender": "M", "age": 44.0, "location": "NewHaven/CT", "bbtype": "I", "wfreq": 1.0}, {"id": 945, "ethnicity": "Caucasian", "gender": "F", "age": 48.0, "location": "Philidelphia/PA", "bbtype": "I", "wfreq": 1.0}, {"id": 946, "ethnicity": "Caucasian", "gender": "F", "age": 42.0, "location": "Deerfield/MA", "bbtype": "I", "wfreq": 3.0}, {"id": 947, "ethnicity": "Caucasian", "gender": "M", "age": 49.0, "location": "ChapelHill/NC", "bbtype": "I", "wfreq": 6.0}, {"id": 948, "ethnicity": "Caucasian", "gender": "M", "age": 20.0, "location": "ChapelHill/NC", "bbtype": "I", "wfreq": null}, {"id": 949, "ethnicity": "Caucasian", "gender": "F", "age": 51.0, "location": "Durham/NC", "bbtype": "I", "wfreq": 3.0}, {"id": 950, "ethnicity": "Caucasian", "gender": "M", "age": 51.0, "location": "NewYork/NY", "bbtype": "I", "wfreq": 5.0}, {"id": 952, "ethnicity": "Caucasian", "gender": "F", "age": 51.0, "location": "Seattle/WA", "bbtype": "I", "wfreq": 7.0}, {"id": 953, "ethnicity": "Caucasian", "gender": "F", "age": 38.0, "location": "Chicago/IL", "bbtype": "I", "wfreq": 2.0}, {"id": 954, "ethnicity": "Caucasian", "gender": "M", "age": 26.0, "location": "NewYork/NY", "bbtype": "I", "wfreq": 7.0}, {"id": 955, "ethnicity": "Caucasian", "gender": "F", "age": 27.0, "location": "NewYork/NY", "bbtype": "I", "wfreq": 7.0}, {"id": 956, "ethnicity": "Caucasian", "gender": "M", "age": 16.0, "location": "Jacksonville/NC", "bbtype": "I", "wfreq": 7.0}, {"id": 958, "ethnicity": "Caucasian", "gender": "M", "age": 43.0, "location": "Wilmington/NC", "bbtype": "I", "wfreq": 5.0}, {"id": 959, "ethnicity": "Caucasian", "gender": "M", "age": 40.0, "location": "Carrboro/NC", "bbtype": "I", "wfreq": 5.0}, {"id": 960, "ethnicity": "Caucasian", "gender": "M", "age": 48.0, "location": "Lexington/NC", "bbtype": "I", "wfreq": 7.0}, {"id": 961, "ethnicity": "Caucasian", "gender": "F", "age": 35.0, "location": "Edmonton,AB", "bbtype": "i", "wfreq": 4.0}, {"id": 962, "ethnicity": "Caucasian", "gender": "F", "age": 56.0, "location": "Washington,DC", "bbtype": "i", "wfreq": 1.0}, {"id": 963, "ethnicity": "Caucasian", "gender": "F", "age": 33.0, "location": "Ithaca/NY", "bbtype": "I", "wfreq": 3.5}, {"id": 964, "ethnicity": "Caucasian", "gender": "F", "age": 43.0, "location": "UK/London", "bbtype": "I", "wfreq": 7.0}, {"id": 966, "ethnicity": "Caucasian", "gender": "M", "age": 56.0, "location": "Needham/MA", "bbtype": "I", "wfreq": 0.0}, {"id": 967, "ethnicity": "Caucasian/Jewish", "gender": "F", "age": 43.0, "location": "ChapelHill/NC", "bbtype": "I", "wfreq": 1.0}, {"id": 968, "ethnicity": "Caucasian", "gender": "F", "age": 38.0, "location": "St.Louis/MI", "bbtype": "I", "wfreq": 6.0}, {"id": 969, "ethnicity": "Caucasian/Asian", "gender": "F", "age": 31.0, "location": "ChevyChase/MD", "bbtype": "I", "wfreq": 7.0}, {"id": 970, "ethnicity": "Caucasian", "gender": "F", "age": 42.0, "location": "SanDiego/CA", "bbtype": "i", "wfreq": 0.0}, {"id": 971, "ethnicity": "Asian(South)", "gender": "M", "age": 36.0, "location": "SantaBarbara/CA", "bbtype": "I", "wfreq": 1.0}, {"id": 972, "ethnicity": "Caucasian", "gender": "F", "age": 31.0, "location": "Charlotte/NC", "bbtype": "I", "wfreq": 7.0}, {"id": 973, "ethnicity": "Caucasian", "gender": "F", "age": 4.0, "location": "Charlotte/NC", "bbtype": "I", "wfreq": 1.0}, {"id": 974, "ethnicity": "Caucasian", "gender": "F", "age": 57.0, "location": "Raleigh/NC", "bbtype": "I", "wfreq": null}, {"id": 975, "ethnicity": "Caucasian", "gender": "F", "age": 60.0, "location": "NewCanaan/CT", "bbtype": "I", "wfreq": 3.0}, {"id": 978, "ethnicity": "Hispanic", "gender": "F", "age": 21.0, "location": "Durham/NC", "bbtype": null, "wfreq": null}, {"id": 1233, "ethnicity": "Caucasian", "gender": "M", "age": 34.0, "location": null, "bbtype": "I", "wfreq": 0.0}, {"id": 1234, "ethnicity": "Caucasian", "gender": "F", "age": null, "location": null, "bbtype": "I", "wfreq": null}, {"id": 1235, "ethnicity": "Caucasian", "gender": "F", "age": 43.0, "location": null, "bbtype": null, "wfreq": 0.0}, {"id": 1236, "ethnicity": "Caucasian", "gender": "F", "age": 54.0, "location": null, "bbtype": null, "wfreq": 6.0}, {"id": 1237, "ethnicity": "Caucasian", "gender": "F", "age": 9.0, "location": "ChapelHill,NC", "bbtype": "i", "wfreq": 2.0}, {"id": 1238, "ethnicity": "Caucasian", "gender": "F", "age": 41.0, "location": "Raleigh,NC", "bbtype": "i", "wfreq": 0.0}, {"id": 1242, "ethnicity": "Caucasian", "gender": "F", "age": 44.0, "location": "Raleigh,NC", "bbtype": "i", "wfreq": 1.0}, {"id": 1243, "ethnicity": "Caucasian", "gender": "M", "age": 49.0, "location": "Raleigh,NC", "bbtype": "i", "wfreq": null}, {"id": 1246, "ethnicity": "Caucasian", "gender": "F", "age": 2.0, "location": "Atlanta,GA", "bbtype": null, "wfreq": 7.0}, {"id": 1253, "ethnicity": "Caucasian", "gender": "M", "age": 24.0, "location": "Voss,NC", "bbtype": "i", "wfreq": 5.0}, {"id": 1254, "ethnicity": "Caucasian", "gender": "F", "age": 1.0, "location": "Voss,NC", "bbtype": "o", "wfreq": 5.0}, {"id": 1258, "ethnicity": "Caucasian", "gender": "f", "age": 31.0, "location": "Smithfield,NC", "bbtype": "i", "wfreq": 7.0}, {"id": 1259, "ethnicity": "Caucasian", "gender": "m", "age": 33.0, "location": "Smithfield,NC", "bbtype": null, "wfreq": 7.0}, {"id": 1260, "ethnicity": "Caucasian", "gender": "m", "age": 10.0, "location": "Smithfield,NC", "bbtype": null, "wfreq": 7.0}, {"id": 1264, "ethnicity": "Caucasian", "gender": "m", "age": 46.0, "location": "Raleigh,NC", "bbtype": "i", "wfreq": 0.0}, {"id": 1265, "ethnicity": "Caucasian", "gender": "f", "age": 10.0, "location": "Raleigh,NC", "bbtype": "i", "wfreq": 0.0}, {"id": 1273, "ethnicity": "Caucasian", "gender": "M", "age": 60.0, "location": null, "bbtype": "I", "wfreq": 3.0}, {"id": 1275, "ethnicity": "Caucasian", "gender": "F", "age": 18.0, "location": null, "bbtype": "I", "wfreq": 0.0}, {"id": 1276, "ethnicity": "Caucasian", "gender": "M", "age": 34.0, "location": null, "bbtype": "O", "wfreq": 0.0}, {"id": 1277, "ethnicity": "Caucasian", "gender": "F", "age": 67.0, "location": null, "bbtype": "I", "wfreq": 7.0}, {"id": 1278, "ethnicity": null, "gender": "M", "age": 44.0, "location": null, "bbtype": "I", "wfreq": 7.0}, {"id": 1279, "ethnicity": "Black", "gender": "F", "age": 60.0, "location": null, "bbtype": "O", "wfreq": 9.0}, {"id": 1280, "ethnicity": "PacificIslander", "gender": "F", "age": 30.0, "location": null, "bbtype": "I", "wfreq": null}, {"id": 1281, "ethnicity": "Caucasian", "gender": "F", "age": 55.0, "location": null, "bbtype": "I", "wfreq": 3.0}, {"id": 1282, "ethnicity": "Caucasian", "gender": "F", "age": 53.0, "location": null, "bbtype": "I", "wfreq": null}, {"id": 1283, "ethnicity": "Caucasian", "gender": "M", "age": 48.0, "location": null, "bbtype": "I", "wfreq": 7.0}, {"id": 1284, "ethnicity": "Caucasian", "gender": "F", "age": 30.0, "location": null, "bbtype": "I", "wfreq": 7.0}, {"id": 1285, "ethnicity": "Caucasian", "gender": "M", "age": 42.0, "location": null, "bbtype": "Both", "wfreq": null}, {"id": 1286, "ethnicity": "Caucasian", "gender": "M", "age": 38.0, "location": null, "bbtype": "I", "wfreq": 7.0}, {"id": 1287, "ethnicity": "Caucasian", "gender": "M", "age": 46.0, "location": null, "bbtype": "I", "wfreq": null}, {"id": 1288, "ethnicity": "Caucasian", "gender": "F", "age": 52.0, "location": null, "bbtype": "I", "wfreq": 7.0}, {"id": 1289, "ethnicity": "Black", "gender": "F", "age": 38.0, "location": null, "bbtype": "I", "wfreq": null}, {"id": 1290, "ethnicity": "Caucasian", "gender": "F", "age": 53.0, "location": null, "bbtype": "I", "wfreq": 5.0}, {"id": 1291, "ethnicity": "Caucasian", "gender": "F", "age": 49.0, "location": null, "bbtype": "I", "wfreq": 0.0}, {"id": 1292,
"ethnicity": "Caucasian", "gender": "M", "age": 46.0, "location": null, "bbtype": "I", "wfreq": null}, {"id": 1293, "ethnicity": "Caucasian", "gender": "F", "age": 68.0, "location": null, "bbtype": "I", "wfreq": 1.0}, {"id": 1294, "ethnicity": "Caucasian", "gender": "F", "age": 46.0, "location": null, "bbtype": "I", "wfreq": null}, {"id": 1295, "ethnicity": "Caucasian", "gender": "F", "age": 48.0, "location": null, "bbtype": "Both", "wfreq": 7.0}, {"id": 1296, "ethnicity": "Black", "gender": "f", "age": 10.0, "location": "Pinehurst,NC", "bbtype": "i", "wfreq": 4.0}, {"id": 1297, "ethnicity": "Caucasion", "gender": "f", "age": 10.0, "location": "Pinehurst,NC", "bbtype": null, "wfreq": 5.0}, {"id": 1298, "ethnicity": "White", "gender": "m", "age": 12.0, "location": "Pinehurst,NC", "bbtype": "i", "wfreq": 3.0}, {"id": 1308, "ethnicity": "Black", "gender": "f", "age": 40.0, "location": "Durham,NC", "bbtype": null, "wfreq": 7.0}, {"id": 1309, "ethnicity": "Black", "gender": "f", "age": 6.0, "location": "Durham,NC", "bbtype": null, "wfreq": 5.0}, {"id": 1310, "ethnicity": "Black", "gender": "m", "age": 3.0, "location": "Durham,NC", "bbtype": null, "wfreq": 5.0}, {"id": 1374, "ethnicity": "Caucasian", "gender": "F", "age": 55.0, "location": "Cary,NC", "bbtype": "o", "wfreq": 7.0}, {"id": 1415, "ethnicity": null, "gender": null, "age": null, "location": null, "bbtype": "Unknown", "wfreq": null}, {"id": 1439, "ethnicity": "Caucasian", "gender": "F", "age": null, "location": "Sarasota,FL", "bbtype": null, "wfreq": null}, {"id": 1441, "ethnicity": "Caucasian", "gender": "F", "age": 36.0, "location": "Raleigh,NC", "bbtype": "I", "wfreq": 4.0}, {"id": 1443, "ethnicity": "Caucasian", "gender": "F", "age": 57.0, "location": "Raleigh,NC", "bbtype": "I", "wfreq": 3.0}, {"id": 1486, "ethnicity": "Caucasian", "gender": "F", "age": 33.0, "location": "Shrewsbury,UK", "bbtype": "I", "wfreq": 0.0}, {"id": 1487, "ethnicity": "Caucasian", "gender": "M", "age": 30.0, "location": "Shrewsbury,UK", "bbtype": "I", "wfreq": 0.0}, {"id": 1489, "ethnicity": "Caucasian", "gender": "F", "age": 28.0, "location": "WashingtonDC", "bbtype": "I", "wfreq": 0.0}, {"id": 1490, "ethnicity": "Caucasian", "gender": "F", "age": 27.0, "location": "DurhamNC", "bbtype": "I", "wfreq": 0.0}, {"id": 1491, "ethnicity": "Caucasian", "gender": "F", "age": 24.0, "location": "WashingtonDC", "bbtype": "I", "wfreq": 3.0}, {"id": 1494, "ethnicity": "Caucasian", "gender": "M", "age": 35.0, "location": "Boone,NC", "bbtype": "I", "wfreq": 0.0}, {"id": 1495, "ethnicity": "Caucasian", "gender": "F", "age": 57.0, "location": "Raleigh,NC", "bbtype": "I", "wfreq": 3.0}, {"id": 1497, "ethnicity": "Caucasian", "gender": "M", "age": 35.0, "location": "Raleigh,NC", "bbtype": "I", "wfreq": 0.0}, {"id": 1499, "ethnicity": "Caucasian", "gender": "M", "age": 33.0, "location": "Waynesville,NC", "bbtype": "I", "wfreq": 0.0}, {"id": 1500, "ethnicity": "Caucasian", "gender": "M", "age": 32.0, "location": "Raleigh,NC", "bbtype": "I", "wfreq": 0.0}, {"id": 1501, "ethnicity": null, "gender": "M", "age": 38.0, "location": "FallsChurch,VA", "bbtype": "I", "wfreq": 0.0}, {"id": 1502, "ethnicity": "Caucasian", "gender": "F", "age": 27.0, "location": "Boone,NC", "bbtype": "I", "wfreq": 0.0}, {"id": 1503, "ethnicity": "Caucasian", "gender": "F", "age": 32.0, "location": "Raleigh,NC", "bbtype": "I", "wfreq": 7.0}, {"id": 1504, "ethnicity": "Caucasian", "gender": "F", "age": 27.0, "location": "Raleigh,NC", "bbtype": "I", "wfreq": 0.0}, {"id": 1505, "ethnicity": "Caucasian", "gender": "F", "age": 26.0, "location": "Durham,NC", "bbtype": "I", "wfreq": 0.0}, {"id": 1506, "ethnicity": "Caucasian", "gender": "F", "age": 21.0, "location": "Raleigh,NC", "bbtype": "I", "wfreq": 0.0}, {"id": 1507, "ethnicity": "Caucasian", "gender": "F", "age": 46.0, "location": "NC", "bbtype": "I", "wfreq": 0.0}, {"id": 1508, "ethnicity": "Caucasian", "gender": "M", "age": 60.0, "location": "NC", "bbtype": "I", "wfreq": 0.0}, {"id": 1510, "ethnicity": "Black", "gender": "F", "age": 21.0, "location": "NC", "bbtype": "I", "wfreq": 1.0}, {"id": 1511, "ethnicity": "Caucasian", "gender": "F", "age": 46.0, "location": "NC", "bbtype": "I", "wfreq": 0.0}, {"id": 1512, "ethnicity": "Caucasian", "gender": "M", "age": 55.0, "location": "NC", "bbtype": "I", "wfreq": 7.0}, {"id": 1513, "ethnicity": "Caucasian", "gender": "M", "age": 15.0, "location": "NC", "bbtype": "I", "wfreq": 0.0}, {"id": 1514, "ethnicity": "Caucasian", "gender": "F", "age": 3.0, "location": "NC", "bbtype": "o", "wfreq": 7.0}, {"id": 1515, "ethnicity": "Caucasian", "gender": "F", "age": 51.0, "location": "NC", "bbtype": "I", "wfreq": 1.0}, {"id": 1516, "ethnicity": "Caucasian", "gender": "M", "age": 57.0, "location": "NC", "bbtype": "I", "wfreq": 0.0}, {"id": 1517, "ethnicity": "Caucasian", "gender": "M", "age": 27.0, "location": "NC", "bbtype": "I", "wfreq": 0.0}, {"id": 1518, "ethnicity": "Caucasian", "gender": "F", "age": 25.0, "location": 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"Bacteria;Firmicutes;Clostridia;Clostridiales;IncertaeSedisXI;Anaerococcus", "Bacteria;Firmicutes;Clostridia;Clostridiales;IncertaeSedisXI;Anaerococcus", "Bacteria;Bacteroidetes;Bacteroidia;Bacteroidales;Porphyromonadaceae;Porphyromonas", "Bacteria;Firmicutes;Bacilli;Lactobacillales", "Bacteria;Bacteroidetes;Bacteroidia;Bacteroidales;Porphyromonadaceae;Porphyromonas", "Bacteria;Bacteroidetes;Bacteroidia;Bacteroidales;Porphyromonadaceae;Porphyromonas", "Bacteria;Firmicutes;Clostridia;Clostridiales;IncertaeSedisXI;Anaerococcus", "Bacteria;Firmicutes;Clostridia;Clostridiales", "Bacteria;Bacteroidetes;Bacteroidia;Bacteroidales;Porphyromonadaceae;Porphyromonas", "Bacteria;Firmicutes;Clostridia;Clostridiales;IncertaeSedisXI", "Bacteria;Firmicutes;Clostridia;Clostridiales;IncertaeSedisXI", "Bacteria;Firmicutes;Bacilli;Lactobacillales"]}, {"id": "1233", "otu_ids": [922, 2419, 2859, 2722, 482, 944, 963, 1167, 2651], "sample_values": [26, 13, 8, 7, 2, 2, 2, 2, 2], "otu_labels": ["Bacteria;Actinobacteria;Actinobacteria;Actinomycetales;Corynebacteriaceae;Corynebacterium", "Bacteria;Firmicutes;Clostridia;Clostridiales;IncertaeSedisXI;Anaerococcus", "Bacteria;Firmicutes;Clostridia;Clostridiales;IncertaeSedisXI;Peptoniphilus", "Bacteria;Firmicutes;Clostridia;Clostridiales;IncertaeSedisXI;Finegoldia", "Bacteria", "Bacteria;Actinobacteria;Actinobacteria;Actinomycetales;Corynebacteriaceae;Corynebacterium", "Bacteria;Actinobacteria;Actinobacteria;Actinomycetales;Dermabacteraceae;Dermabacter", "Bacteria;Bacteroidetes;Bacteroidia;Bacteroidales;Porphyromonadaceae;Porphyromonas", "Bacteria;Firmicutes;Clostridia;Clostridiales;IncertaeSedisXI;Anaerococcus"]}, {"id": "1234", "otu_ids": [2539, 1167, 482, 2859, 2722, 854, 1169, 2782, 1335, 2396, 296, 3450, 2754, 2275, 2419, 1950, 874, 841, 2318, 944, 781, 2244, 2630, 2335, 909, 2985, 3439], "sample_values": [95, 82, 70, 61, 61, 46, 44, 28, 22, 21, 17, 16, 14, 12, 11, 9, 9, 9, 8, 7, 6, 5, 3, 2, 2, 2, 2], "otu_labels": 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"otu_ids": [2859, 482, 944, 2011, 2419, 1167, 922, 1795, 1839, 2782, 1335, 1189, 2722, 2275, 2985, 2396, 2318, 2264, 1950, 1314, 728, 854, 2308, 1188, 1162, 943, 3450, 2539, 2908, 41, 1200, 2157, 1169, 963, 3413, 493, 1291, 1286, 1059, 2184, 2964, 2811, 1805, 2949, 2335, 1202, 874, 1728, 833, 2754, 296, 909, 1164, 930, 2651, 2571, 242, 1165, 2190, 1870, 1840, 1333, 3541], "sample_values": [125, 121, 113, 110, 102, 62, 58, 52, 48, 30, 29, 29, 26, 18, 16, 15, 10, 10, 10, 10, 9, 9, 9, 9, 7, 6, 6, 6, 5, 5, 5, 4, 4, 4, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2], "otu_labels": ["Bacteria;Firmicutes;Clostridia;Clostridiales;IncertaeSedisXI;Peptoniphilus", "Bacteria", "Bacteria;Actinobacteria;Actinobacteria;Actinomycetales;Corynebacteriaceae;Corynebacterium", "Bacteria;Firmicutes;Clostridia;Clostridiales", "Bacteria;Firmicutes;Clostridia;Clostridiales;IncertaeSedisXI;Anaerococcus", 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