Diverging Stacked Bar Chart (with Neutral Parts)
A diverging stacked bar chart for sentiments towards a set of eight questions, displayed as percentages with neutral responses straddling the 0% mark
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Vega-Lite JSON Specification
{
"$schema": "https://vega.github.io/schema/vega-lite/v5.json",
"description": "A diverging stacked bar chart for sentiments towards a set of eight questions, displayed as percentages with neutral responses straddling the 0% mark",
"data": {
"values": [
{"question": "Question 1", "type": "Strongly disagree", "value": 24, "percentage": 0.7},
{"question": "Question 1", "type": "Disagree", "value": 294, "percentage": 9.1},
{"question": "Question 1", "type": "Neither agree nor disagree", "value": 594, "percentage": 18.5},
{"question": "Question 1", "type": "Agree", "value": 1927, "percentage": 59.9},
{"question": "Question 1", "type": "Strongly agree", "value": 376, "percentage": 11.7},
{"question": "Question 2", "type": "Strongly disagree", "value": 2, "percentage": 18.2},
{"question": "Question 2", "type": "Disagree", "value": 2, "percentage": 18.2},
{"question": "Question 2", "type": "Neither agree nor disagree", "value": 0, "percentage": 0},
{"question": "Question 2", "type": "Agree", "value": 7, "percentage": 63.6},
{"question": "Question 2", "type": "Strongly agree", "value": 11, "percentage": 0},
{"question": "Question 3", "type": "Strongly disagree", "value": 2, "percentage": 20},
{"question": "Question 3", "type": "Disagree", "value": 0, "percentage": 0},
{"question": "Question 3", "type": "Neither agree nor disagree", "value": 2, "percentage": 20},
{"question": "Question 3", "type": "Agree", "value": 4, "percentage": 40},
{"question": "Question 3", "type": "Strongly agree", "value": 2, "percentage": 20},
{"question": "Question 4", "type": "Strongly disagree", "value": 0, "percentage": 0},
{"question": "Question 4", "type": "Disagree", "value": 2, "percentage": 12.5},
{"question": "Question 4", "type": "Neither agree nor disagree", "value": 1, "percentage": 6.3},
{"question": "Question 4", "type": "Agree", "value": 7, "percentage": 43.8},
{"question": "Question 4", "type": "Strongly agree", "value": 6, "percentage": 37.5},
{"question": "Question 5", "type": "Strongly disagree", "value": 0, "percentage": 0},
{"question": "Question 5", "type": "Disagree", "value": 1, "percentage": 4.2},
{"question": "Question 5", "type": "Neither agree nor disagree", "value": 3, "percentage": 12.5},
{"question": "Question 5", "type": "Agree", "value": 16, "percentage": 66.7},
{"question": "Question 5", "type": "Strongly agree", "value": 4, "percentage": 16.7},
{"question": "Question 6", "type": "Strongly disagree", "value": 1, "percentage": 6.3},
{"question": "Question 6", "type": "Disagree", "value": 1, "percentage": 6.3},
{"question": "Question 6", "type": "Neither agree nor disagree", "value": 2, "percentage": 12.5},
{"question": "Question 6", "type": "Agree", "value": 9, "percentage": 56.3},
{"question": "Question 6", "type": "Strongly agree", "value": 3, "percentage": 18.8},
{"question": "Question 7", "type": "Strongly disagree", "value": 0, "percentage": 0},
{"question": "Question 7", "type": "Disagree", "value": 0, "percentage": 0},
{"question": "Question 7", "type": "Neither agree nor disagree", "value": 1, "percentage": 20},
{"question": "Question 7", "type": "Agree", "value": 4, "percentage": 80},
{"question": "Question 7", "type": "Strongly agree", "value": 0, "percentage": 0},
{"question": "Question 8", "type": "Strongly disagree", "value": 0, "percentage": 0},
{"question": "Question 8", "type": "Disagree", "value": 0, "percentage": 0},
{"question": "Question 8", "type": "Neither agree nor disagree", "value": 0, "percentage": 0},
{"question": "Question 8", "type": "Agree", "value": 0, "percentage": 0},
{"question": "Question 8", "type": "Strongly agree", "value": 2, "percentage": 100}
]
},
"transform": [
{
"calculate": "if(datum.type === 'Strongly disagree',-2,0) + if(datum.type==='Disagree',-1,0) + if(datum.type =='Neither agree nor disagree',0,0) + if(datum.type ==='Agree',1,0) + if(datum.type ==='Strongly agree',2,0)",
"as": "q_order"
},
{
"calculate": "if(datum.type === 'Disagree' || datum.type === 'Strongly disagree', datum.percentage,0) + if(datum.type === 'Neither agree nor disagree', datum.percentage / 2,0)",
"as": "signed_percentage"
},
{"stack": "percentage", "as": ["v1", "v2"], "groupby": ["question"]},
{
"joinaggregate": [
{
"field": "signed_percentage",
"op": "sum",
"as": "offset"
}
],
"groupby": ["question"]
},
{"calculate": "datum.v1 - datum.offset", "as": "nx"},
{"calculate": "datum.v2 - datum.offset", "as": "nx2"}
],
"mark": "bar",
"encoding": {
"x": {
"field": "nx",
"type": "quantitative",
"title": "Percentage"
},
"x2": {"field": "nx2"},
"y": {
"field": "question",
"type": "nominal",
"title": "Question",
"axis": {
"offset": 5,
"ticks": false,
"minExtent": 60,
"domain": false
}
},
"color": {
"field": "type",
"type": "nominal",
"title": "Response",
"scale": {
"domain": ["Strongly disagree", "Disagree", "Neither agree nor disagree", "Agree", "Strongly agree"],
"range": ["#c30d24", "#f3a583", "#cccccc", "#94c6da", "#1770ab"],
"type": "ordinal"
}
}
}
}