score:0

I fixed the colored stack problem and counting issue to how I'd like the counting to be done. I am using D3.js verison 2.5.5, crossfilter.js version 1.3.11, and dc.js and dc.css of version 2.1.0 dev. https://jsfiddle.net/jnf84n7c/

var data = [
    {"key":"KEY-1","state":"MA", "status":["A","R","C"], "items":["orange", "meat", "bread"], "date":"Y16"},
    {"key":"KEY-2","state":"MA", "status":["A","O"], "items":["apple", "bread"], "date":"Y15"},
    {"key":"KEY-3","state":"TX", "status":["O"], "items":["bread"], "date":"Y16"},
    {"key":"KEY-4","state":"TN", "status":["A","R"], "items":["apple", "bread"], "date":"Y16"},
    {"key":"KEY-5","state":"TN", "status":["A","O"], "items":["apple", "orange"], "date":"Y15"},
    {"key":"KEY-6","state":"TN", "status":[], "items": [], "date":"Y14"}
];

var cf = crossfilter(data);

//dimensions and groups:
var dates       = cf.dimension(function(d){ return d.date; });
var datesGroup  = dates.group();//.reduceCount(function(d){ return d.key; });
var states      = cf.dimension(function(d){ return d.state; });
var statesGroup = states.group();//.reduceCount(function(d){ return d.key; });
var itemsDim    = cf.dimension(function(d){ return d.items; });
var itemsGroup  = itemsDim.groupAll().reduce(reduceAdd, reduceRemove, reduceInitial).value();
itemsGroup.all  = myAllFunction;
var states_items_group_apple  = states.group().reduce(reduceAdd_apple,  reduceRemove_apple,  reduceInitial_items);
var states_items_group_bread  = states.group().reduce(reduceAdd_bread,  reduceRemove_bread,  reduceInitial_items);
var states_items_group_orange = states.group().reduce(reduceAdd_orange, reduceRemove_orange, reduceInitial_items);
var states_items_group_meat   = states.group().reduce(reduceAdd_meat,   reduceRemove_meat,   reduceInitial_items);
var itemsGroup1  = itemsDim.groupAll().reduce(reduceAdd1, reduceRemove1, reduceInitial).value();
var itemsGroup2  = itemsDim.groupAll().reduce(reduceAdd2, reduceRemove2, reduceInitial).value();
var itemsGroup3  = itemsDim.groupAll().reduce(reduceAdd3, reduceRemove3, reduceInitial).value();
itemsGroup1.all  = myAllFunction;
itemsGroup2.all  = myAllFunction;
itemsGroup3.all  = myAllFunction;
var status       = cf.dimension(function(d){ return d.status; });
var statusGroup1 = status.groupAll().reduce(reduceAdd_group1, reduceRemove_group1, reduceInitial_group).value();
var statusGroup2 = status.groupAll().reduce(reduceAdd_group2, reduceRemove_group2, reduceInitial_group).value();
var statusGroup3 = status.groupAll().reduce(reduceAdd_group3, reduceRemove_group3, reduceInitial_group).value();
var statusGroup4 = status.groupAll().reduce(reduceAdd_group4, reduceRemove_group4, reduceInitial_group).value();
statusGroup1.all = myAllFunction;
statusGroup2.all = myAllFunction;
statusGroup3.all = myAllFunction;
statusGroup4.all = myAllFunction;
var statusGroup  = status.groupAll().reduce(reduceAdd_group, reduceRemove_group, reduceInitial_group).value();
statusGroup.all  = myAllFunction;

//graphs:
var row = dc.rowChart("#rowchart");
row.height(170)
   .dimension(itemsDim)
   .group(itemsGroup)
   .ordering(function(d){return -d.value;})
   .renderLabel(true)
       .ordinalColors(["#008600", "#80FF80", "#FF80FF", "#860086"])
   .xAxis().ticks(3);
row.filterHandler(myFilterFunction);

var pie1 = dc.pieChart("#piechart1");
pie1.height(75).width(75)
    .dimension(dates)
    .group(datesGroup);

var pie2 = dc.pieChart("#piechart2");
pie2.height(75).width(75)
    .dimension(states)
    .group(statesGroup);

var pie3 = dc.pieChart("#piechart3");
pie3.height(75).width(75)
    .dimension(status)
    .group(statusGroup);
pie3.filterHandler(myFilterFunction);

var bar = dc.barChart("#barchart");
bar.width(500).height(200)
   .dimension(states)
   .group(states_items_group_bread,  'bread')
   .stack(states_items_group_orange, 'orange')
   .stack(states_items_group_apple,  'apple')
   .stack(states_items_group_meat,   'meat')
   .valueAccessor(function(p){ return p.value.count; })
   .renderHorizontalGridLines(true)
   .renderLabel(true)
   .legend(dc.legend().x(100).y(0).horizontal(1).itemHeight(13).gap(6).legendWidth(400).itemWidth(100))
   .gap(10)
   .elasticX(true).elasticY(true)
   .yAxisLabel("count")
   .x(d3.scale.ordinal())
   .xUnits(dc.units.ordinal)
   .margins({top:30, left:50, right:10, bottom:50});
//bar.filterHandler(myFilterFunction);
//bar.on("renderlet", function(_chart){
//    _chart.selectAll("rect.bar").on("click", _chart.onClick);
//});

var bar2 = dc.barChart("#barchart2");
bar2.width(500).height(200)
    .dimension(itemsDim)
    .group(itemsGroup1, 'MA')
    .stack(itemsGroup2, 'TN')
    .stack(itemsGroup3, 'TX')
    .renderHorizontalGridLines(true)
    .renderLabel(true)
    .legend(dc.legend().x(60).y(0).horizontal(1).itemHeight(13).gap(6).legendWidth(400).itemWidth(60))
    .gap(10)
    .yAxisLabel("count")
    .x(d3.scale.ordinal())
    .xUnits(dc.units.ordinal)
    .ordinalColors(["#008600", "#80FF80", "#FF80FF", "#860086"])
    .margins({top:30, left:50, right:10, bottom:50});
bar2.filterHandler(myFilterFunction);

var bar3 = dc.barChart("#barchart3");
bar3.width(500).height(200)
    .dimension(status)
    .group(statusGroup1, "bread")
    .stack(statusGroup2, "apple")
    .stack(statusGroup3, "orange")
    .stack(statusGroup4, "meat")
    .renderHorizontalGridLines(true)
    .renderLabel(true)
    .legend(dc.legend().x(60).y(0).horizontal(1).itemHeight(13).gap(6).legendWidth(400).itemWidth(60))
    .gap(10)
    .yAxisLabel("count")
    .x(d3.scale.ordinal())
    .xUnits(dc.units.ordinal)
//    .ordinalColors(["#008600", "#80FF80", "#FF80FF", "#860086"])
    .margins({top:30, left:50, right:10, bottom:50});
bar3.filterHandler(myFilterFunction);

dc.renderAll();  // render graphs

//reduce functions:
function reduceAdd(p, v) {
    if (v.items[0] === "") return p;    // skip empty values
    v.items.forEach (function(val, idx) {
        p[val] = (p[val] || 0) + 1; //increment counts
    });
    return p;
}
function reduceRemove(p, v) {
    if (v.items[0] === "") return p;    // skip empty values
    v.items.forEach (function(val, idx) {
        p[val] = (p[val] || 0) - 1; //decrement counts
    });
    return p;
}
function reduceInitial() {
    return {
        bread: 0,
        apple: 0,
        orange: 0,
        meat: 0
    };  
}
function reduceAdd1(p, v) {
    if (v.items[0] === "") return p;    // skip empty values
    if (v.state === "MA"){
        v.items.forEach (function(val, idx) {
            p.bread  += (val === 'bread'  ? 1 : 0);
            p.apple  += (val === 'apple'  ? 1 : 0);
            p.orange += (val === 'orange' ? 1 : 0);
            p.meat   += (val === 'meat'   ? 1 : 0);
        });    
    }
    return p;
}
function reduceRemove1(p, v) {
    if (v.items[0] === "") return p;    // skip empty values
    if (v.state === "MA"){
        v.items.forEach (function(val, idx) {
            p.bread  -= (val === 'bread'  ? 1 : 0);
            p.apple  -= (val === 'apple'  ? 1 : 0);
            p.orange -= (val === 'orange' ? 1 : 0);
            p.meat   -= (val === 'meat'   ? 1 : 0);
        });    
    }
    return p;
}
function reduceAdd2(p, v) {
    if (v.items[0] === "") return p;    // skip empty values
    if (v.state === "TN"){
        v.items.forEach (function(val, idx) {
            p.bread  += (val === 'bread'  ? 1 : 0);
            p.apple  += (val === 'apple'  ? 1 : 0);
            p.orange += (val === 'orange' ? 1 : 0);
            p.meat   += (val === 'meat'   ? 1 : 0);
        });    
    }
    return p;
}
function reduceRemove2(p, v) {
    if (v.items[0] === "") return p;    // skip empty values
    if (v.state === "TN"){
        v.items.forEach (function(val, idx) {
            p.bread  -= (val === 'bread'  ? 1 : 0);
            p.apple  -= (val === 'apple'  ? 1 : 0);
            p.orange -= (val === 'orange' ? 1 : 0);
            p.meat   -= (val === 'meat'   ? 1 : 0);
        });    
    }
    return p;
}
function reduceAdd3(p, v) {
    if (v.items[0] === "") return p;    // skip empty values
    if (v.state === "TX"){
        v.items.forEach (function(val, idx) {
            p.bread  += (val === 'bread'  ? 1 : 0);
            p.apple  += (val === 'apple'  ? 1 : 0);
            p.orange += (val === 'orange' ? 1 : 0);
            p.meat   += (val === 'meat'   ? 1 : 0);
        });    
    }
    return p;
}
function reduceRemove3(p, v) {
    if (v.items[0] === "") return p;    // skip empty values
    if (v.state === "TX"){
        v.items.forEach (function(val, idx) {
            p.bread  -= (val === 'bread'  ? 1 : 0);
            p.apple  -= (val === 'apple'  ? 1 : 0);
            p.orange -= (val === 'orange' ? 1 : 0);
            p.meat   -= (val === 'meat'   ? 1 : 0);
        });    
    }
    return p;
}
function reduceAdd_apple(p, v){
    if (v.items[0] === "") return p;    // skip empty values
    p.state = v.state;
    v.items.forEach(function(val, idx){
        p.count += (val === 'apple' ? 1 : 0);
    });
    return p;
}
function reduceRemove_apple(p, v){
    if (v.items[0] === "") return p;    // skip empty values
    p.state = v.state;
    v.items.forEach(function(val, idx){
        p.count -= (val === 'apple' ? 1 : 0);
    });
    return p;
}
function reduceAdd_bread(p, v){
    if (v.items[0] === "") return p;    // skip empty values
    p.state = v.state;
    v.items.forEach(function(val, idx){
        p.count += (val === 'bread' ? 1 : 0);
    });
    return p;
}
function reduceRemove_bread(p, v){
    if (v.items[0] === "") return p;    // skip empty values
    p.state = v.state;
    v.items.forEach(function(val, idx){
        p.count -= (val === 'bread' ? 1 : 0);
    });
    return p;
}
function reduceAdd_orange(p, v){
    if (v.items[0] === "") return p;    // skip empty values
    p.state = v.state;
    v.items.forEach(function(val, idx){
        p.count += (val === 'orange' ? 1 : 0);
    });
    return p;
}
function reduceRemove_orange(p, v){
    if (v.items[0] === "") return p;    // skip empty values
    p.state = v.state;
    v.items.forEach(function(val, idx){
        p.count -= (val === 'orange' ? 1 : 0);
    });
    return p;
}
function reduceAdd_meat(p, v){
    if (v.items[0] === "") return p;    // skip empty values
    p.state = v.state;
    v.items.forEach(function(val, idx){
        p.count += (val === 'meat' ? 1 : 0);
    });
    return p;
}
function reduceRemove_meat(p, v){
    if (v.items[0] === "") return p;    // skip empty values
    p.state = v.state;
    v.items.forEach(function(val, idx){
        p.count -= (val === 'meat' ? 1 : 0);
    });
    return p;
}
function reduceAdd_group1(p, v) {
    if (v.items[0]  === "") return p;    // skip empty values
    if (v.status[0] === "") return p;    // skip empty values
    v.items.forEach(function(val1, idx1){
        if (val1 === "bread"){
            v.status.forEach (function(val2, idx2) {
                if (idx1 === idx2) {
                p.A += (val2 === 'A' ? 1 : 0);
                p.O += (val2 === 'O' ? 1 : 0);
                p.C += (val2 === 'C' ? 1 : 0);
                p.R += (val2 === 'R' ? 1 : 0);
                }
            });    
        }
    });
    return p;
}
function reduceRemove_group1(p, v) {
    if (v.items[0]  === "") return p;    // skip empty values
    if (v.status[0] === "") return p;    // skip empty values
    v.items.forEach(function(val1, idx1){
        if (val1 === "bread"){
            v.status.forEach (function(val2, idx2) {
                if (idx1 === idx2) {
                p.A -= (val2 === 'A' ? 1 : 0);
                p.O -= (val2 === 'O' ? 1 : 0);
                p.C -= (val2 === 'C' ? 1 : 0);
                p.R -= (val2 === 'R' ? 1 : 0);
                }
            });    
        }
    });
    return p;
}
function reduceAdd_group2(p, v) {
    if (v.items[0]  === "") return p;    // skip empty values
    if (v.status[0] === "") return p;    // skip empty values
    v.items.forEach(function(val1, idx1){
        if (val1 === "apple"){
            v.status.forEach (function(val2, idx2) {
                if (idx1 === idx2) {
                p.A += (val2 === 'A' ? 1 : 0);
                p.O += (val2 === 'O' ? 1 : 0);
                p.C += (val2 === 'C' ? 1 : 0);
                p.R += (val2 === 'R' ? 1 : 0);
                }
            });    
        }
    });
    return p;
}
function reduceRemove_group2(p, v) {
    if (v.items[0]  === "") return p;    // skip empty values
    if (v.status[0] === "") return p;    // skip empty values
    v.items.forEach(function(val1, idx1){
        if (val1 === "apple"){
            v.status.forEach (function(val2, idx2) {
                if (idx1 === idx2) {
                p.A -= (val2 === 'A' ? 1 : 0);
                p.O -= (val2 === 'O' ? 1 : 0);
                p.C -= (val2 === 'C' ? 1 : 0);
                p.R -= (val2 === 'R' ? 1 : 0);
                }
            });    
        }
    });
    return p;
}
function reduceAdd_group3(p, v) {
    if (v.items[0]  === "") return p;    // skip empty values
    if (v.status[0] === "") return p;    // skip empty values
    v.items.forEach(function(val1, idx1){
        if (val1 === "orange"){
            v.status.forEach (function(val2, idx2) {
                if (idx1 === idx2) {
                p.A += (val2 === 'A' ? 1 : 0);
                p.O += (val2 === 'O' ? 1 : 0);
                p.C += (val2 === 'C' ? 1 : 0);
                p.R += (val2 === 'R' ? 1 : 0);
                }
            });    
        }
    });
    return p;
}
function reduceRemove_group3(p, v) {
    if (v.items[0]  === "") return p;    // skip empty values
    if (v.status[0] === "") return p;    // skip empty values
    v.items.forEach(function(val1, idx1){
        if (val1 === "orange"){
            v.status.forEach (function(val2, idx2) {
                if (idx1 === idx2){
                p.A -= (val2 === 'A' ? 1 : 0);
                p.O -= (val2 === 'O' ? 1 : 0);
                p.C -= (val2 === 'C' ? 1 : 0);
                p.R -= (val2 === 'R' ? 1 : 0);
                }
            });    
        }
    });
    return p;
}
function reduceAdd_group4(p, v) {
    if (v.items[0]  === "") return p;    // skip empty values
    if (v.status[0] === "") return p;    // skip empty values
    v.items.forEach(function(val1, idx1){
        if (val1 === "meat"){
            v.status.forEach (function(val2, idx2) {
                if (idx1 === idx2) {
                p.A += (val2 === 'A' ? 1 : 0);
                p.O += (val2 === 'O' ? 1 : 0);
                p.C += (val2 === 'C' ? 1 : 0);
                p.R += (val2 === 'R' ? 1 : 0);
                }
            });    
        }
    });
    return p;
}
function reduceRemove_group4(p, v) {
    if (v.items[0]  === "") return p;    // skip empty values
    if (v.status[0] === "") return p;    // skip empty values
    v.items.forEach(function(val1, idx1){
        if (val1 === "meat"){
            v.status.forEach (function(val2, idx2) {
                if (idx1 === idx2) {
                p.A -= (val2 === 'A' ? 1 : 0);
                p.O -= (val2 === 'O' ? 1 : 0);
                p.C -= (val2 === 'C' ? 1 : 0);
                p.R -= (val2 === 'R' ? 1 : 0);
                }
            });    
        }
    });
    return p;
}
function reduceAdd_group(p, v) {
    if (v.status[0] === "") return p;    // skip empty values
    v.status.forEach (function(val, idx) {
        p[val] = (p[val] || 0) + 1;
    });
    return p;
}
function reduceRemove_group(p, v) {
    if (v.status[0] === "") return p;    // skip empty values
    v.status.forEach (function(val, idx) {
        p[val] = (p[val] || 0) - 1;
    });
    return p;
}
function reduceInitial_group() {
    return {
        A: 0,
        O: 0,
        C: 0,
        R: 0
    };  
}
function reduceInitial_items(){
    return {
        count: 0,
        state: ''
    };
}


//filter function:
function myFilterFunction (dimension, filters) {
    dimension.filter(null);   
    if (filters.length === 0)
        dimension.filter(null);
    else
        dimension.filterFunction(function (d) {
            for (var i=0; i < d.length; i++) {
                if (filters.indexOf(d[i]) >= 0) return true;
            }
            return false;
        });
    return filters; 
}

//all function:
function myAllFunction() {
    var newObject = [];
    for (var key in this) {
        if (this.hasOwnProperty(key) && key != "all") {
            newObject.push({
                key: key,
                value: this[key]
            });
        }
    }
    return newObject;
};

score:1

The first thing you need to do is upgrade to:

  • dc.js 2.0 betas
  • Crossfilter 1.4.0-beta.06 (Crossfilter now lives here: https://github.com/crossfilter/crossfilter)
  • Reductio (recommended) so that you don't have to manually build custom groupings - this not strictly necessary, but groupings are the source of a lot of problems, so I'd recommend using Reductio or Universe to leverage the work of those who came before.

Next, with all this new goodness, we can simplify things a ton. Here is an updated fiddle using the new features of these libraries: https://jsfiddle.net/ff8ox8vq/

I'll go through them in a little detail in the complete code sample below.

var data = [
    {"key":"KEY-1","state":"MA", "items":["orange", "meat", "bread"], "date":"Y16"},
    {"key":"KEY-2","state":"MA", "items":["apple", "bread"], "date":"Y15"},
    {"key":"KEY-3","state":"TX", "items":["bread"], "date":"Y16"},
    {"key":"KEY-4","state":"TN", "items":["apple", "bread"], "date":"Y16"},
    {"key":"KEY-5","state":"TN", "items":["apple", "orange"], "date":"Y15"},
    {"key":"KEY-6","state":"TN", "items": [], "date":"Y14"}
];

var cf = crossfilter(data);

No change above.

//dimensions and groups:
var dates       = cf.dimension(function(d){ return d.date; });
var datesGroup  = dates.group();
var states      = cf.dimension(function(d){ return d.state; });
var statesGroup = states.group()

.reduceCount is the default setting of a group. Calling it on a new group doesn't do anything. reduceCount also doesn't take any parameters (unlike reduceSum). So we just get rid of it.

var itemsDim    = cf.dimension(function(d){ return d.items; }, true);
var itemsGroup  = itemsDim.group();

This is where it starts to get interesting. Crossfilter 1.4.0 supports an "Array dimension" flag on a dimension call. If we set this to true, Crossfilter knows that items is an array and will be smart about how it handles it. You no longer have to override the .all method or anything like that. It's handled internally.

var addValueGroup = function(reducer, key) {
    reducer
    .value(key)
    .filter(function(d) { return d.items.indexOf(key) !== -1; })
    .count(true)
}

Utility function for adding item-specific counts to the state groups.

// Reductio nest to break down states by item
var reducer = reductio().count(true)
addValueGroup(reducer, "orange")
addValueGroup(reducer, "meat")
addValueGroup(reducer, "bread")
addValueGroup(reducer, "apple")

reducer(statesGroup);

Configure the grouping of statesGroup. Reductio just builds custom reduce functions. What happens here is that we maintain a top-level count of all records in a state, then we create filtered counts for each type of item. Do a console.log(statesGroup.all()) after this runs to see the structure of the resulting group.

//graphs:
var row = dc.rowChart("#rowchart");
row
    .renderLabel(true)
    .height(200)
    .dimension(itemsDim)
    .group(itemsGroup)
    .ordering(function(d){return -d.value;})
    .xAxis().ticks(3);

var pie1 = dc.pieChart("#piechart1");
pie1
  .height(75)
  .width(75)
  .dimension(dates)
  .group(datesGroup);

No change.

var pie2 = dc.pieChart("#piechart2");
pie2
  .height(75)
  .width(75)
  .dimension(states)
  .group(statesGroup)
  .valueAccessor(function(d) { return d.value.count; });

Our Reductio reducer changes the structure of the group somewhat, so we need a valueAccessor.

var bar = dc.barChart("#barchart");
bar.width(500).height(200)
   .dimension(states)
   .group(statesGroup, 'orange', sel_stack('orange'))
   .stack(statesGroup, 'meat', sel_stack('meat'))
   .stack(statesGroup, 'bread', sel_stack('bread'))
   .stack(statesGroup, 'apple', sel_stack('apple'))
   .renderHorizontalGridLines(true)
   .renderLabel(true)
   .legend(dc.legend())
   .gap(10)
   .yAxisLabel("count")
   .x(d3.scale.ordinal())
   .xUnits(dc.units.ordinal);

Just works with no fancy custom filter functions or anything. dc.js and Crossfilter know what to do. There does seem to be a bug in dc.js with ordinal stacked bar charts, unfortunately, so you'll have to color the bars correctly post-render at the moment :-( Maybe Gordon will chime in with a hint here.

dc.renderAll();

function sel_stack(i) {
    return function(d) {
        return d.value[i] ? d.value[i].count : 0;
    };
}

Slight change due to the updated group structure, and a little safety in case you mis-type one of the item keys.


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