timelyportfolio/code.R

## code.R
#full factor set for 1956-2012 from Andrea Frazzini Data
#http://www.econ.yale.edu/~af227/data_library.htm

#direct link to Excel File
#http://www.econ.yale.edu/~af227/data/QMJ%20factors%20-%20Asness,%20Frazzini%20and%20Pedersen.xlsx

#ssrn citation to the paper
#Asness, Clifford S. and Frazzini, Andrea and Pedersen, Lasse Heje
#Quality Minus Junk (October 9, 2013)
#Available at SSRN: http://ssrn.com/abstract=2312432


require(gdata)
require(PerformanceAnalytics)
require(factorAnalytics)
require(quantmod)
require(reshape2)
require(rCharts)

#read spreadsheet
qmjFactors <- read.xls(
  "http://www.econ.yale.edu/~af227/data/QMJ%20factors%20-%20Asness,%20Frazzini%20and%20Pedersen.xlsx"
  ,pattern = "Caldt"
  ,blank.lines.skip = T
  ,stringsAsFactors = F
)

#convert spreadsheet data to R xts
#remove % with gsub, make numeric, and divide by 100
qmjFactors.xts <- as.xts(
  do.call(cbind,
          lapply(
            qmjFactors[,-(c(1,7))]
            ,function(x){
              df<-data.frame(as.numeric(
                gsub(
                  x=x
                  ,pattern="%"
                  ,replacement=""
                )
              )/100)
              colnames(df) <- colnames(x)
              return(df)
            }
          )
  )  #date is first column; will use in order.by
  ,order.by = as.Date(paste0(qmjFactors[,1],"-01"),format="%Y%m%d")
)

colnames(qmjFactors.xts) <- gsub(
  x = colnames(qmjFactors.xts),
  ,pattern = "\\.1"
  ,replacement = "\\.Glbl"
)

cumul <- melt(
  data.frame(
    date = format(index( na.omit( qmjFactors.xts )))
    , cumprod( 1 + na.omit( qmjFactors.xts ) )
  )
  , id.vars = 1
  , value.name = "cumul"
  , variable.name = "factor"
)

d1 <- dPlot(
  cumul ~ date
  , groups = "factor"
  , data = cumul
  , type = "line"
  , height = 400
  , width = 700
  , bounds = list(x = 80, y = 70, width = 600 , height = 250)
)
d1$xAxis(
  type = "addTimeAxis"
  , inputFormat = "%Y-%m-%d"
  , outputFormat = "%b %Y"
)
d1$setTemplate(
  afterScript =
'
<script>
//get fewer ticks on x axis
//this is a dimple issue that might or might not get fixed
myChart.svg.select(".axis").selectAll(".tick")[0].forEach(function(d,i){
  if (!(+d3.time.format("%y")(new Date(+d3.select(d).datum())) % 5 == 0)) {
    d.remove()
  } else {
    var dtext = d3.select(d).selectAll("text");
    dtext
      .text(d3.time.format("%Y")(new Date(dtext.text())))
      .attr("transform","none")
      .attr("y",12)
      .style("text-anchor","middle");
  }
});

//remove x axis label
myChart.axes[0].titleShape.remove()

myChart.svg.append("text")
  .attr("id","charttitle")
  .attr("x", 0)
  .attr("y", 18)
  .text("US and Global Factors")
  .style("text-anchor","beginning")
  .style("font-size","16px")
  .style("font-family","sans-serif")
myChart.svg.append("text")
  .attr("id","charttitle")
  .attr("x", 0)
  .attr("y", 34)
  .text("source: Asness, Frazzini, Pedersen | Quality Minus Junk (2013)")
  .style("text-anchor","beginning")
  .style("font-size","14px")
  .style("font-family","sans-serif")

</script>
'
)
d1


#### now use the correlation plot
#### from rCharts issue #381
corrmatrix<-cor(na.omit(qmjFactors.xts)) #store corr matrix
# The following steps are generic and can all be placed in a function with some tweaks to customize output
corrdata=as.data.frame(corrmatrix)
corrdata$Factor1=names(corrdata)
corrdatamelt=melt(corrdata,id="Factor1")
names(corrdatamelt)=c("Factor1","Factor2","CorrelationCoefficient")
corrmatplot = dPlot(
  Factor2 ~ Factor1
  ,z = "CorrelationCoefficient"
  ,data = corrdatamelt
  ,type = 'bubble'
  ,height = 350
  ,width = 500
  ,bounds = list( x = 150, y = 50, width = 330, height = 200)
)
corrmatplot$yAxis ( type= "addCategoryAxis" )
corrmatplot$zAxis (
  type= "addMeasureAxis"
  , outputFormat = "0.5f"
  , overrideMin = -2
  , overrideMax = 2
)
corrmatplot$colorAxis(
  type = "addColorAxis"
  ,colorSeries = 'CorrelationCoefficient'
  ,palette = c('red','white','blue')
  ,outputFormat = "0.2f"
)
#corrmatplot


#now do the bar
corrmatplot$set(type = "bar")
#corrmatplot


#with the bar let's play with tooltips
#first tooltip will just be the number in the center of the bar
corrmatplot$templates$script =
  "http://timelyportfolio.github.io/rCharts_dimple/chart_tooltip_flexible.html"

#this template is designed to let us define onHover and onLeave
#with thought afterScript but does not work since separate <script> block
#so use chartDiv instead
corrmatplot$setTemplate(
  chartDiv =
    '
  <div id = "{{chartId}}"></div>
  <script>
  function onHover(e){
  //ugly but it works; if tooltip exists then select otherwise append
  //whole d3 enter, update, exit makes things difficult here
  var custTool = (
    d3.select(e.selectedShape[0][0].parentNode).select("#chartTooltip")[0][0] ?
    d3.select(e.selectedShape[0][0].parentNode).select("#chartTooltip") :
    d3.select(e.selectedShape[0][0].parentNode).append("text").attr("id","chartTooltip")
  )

  custTool
  //reads outputFormat and assumes it exists
  .text(d3.format(opts.colorAxis.outputFormat)(e.selectedShape.data()[0].cValue))
  //turn dispay on with css since none from leave
  .style("display",null)
  .style("pointer-events","none")
  .style("font-size",10)
  //use x and y from selected rectangle to position with transform for center
  .attr("x",e.selectedShape.attr("x"))
  .attr("y",e.selectedShape.attr("y"))
  //move to center
  .attr("transform",
  "translate(" + e.selectedShape.attr("width") / 2 + "," + e.selectedShape.attr("height")/2 + ")"
  )
  .attr("dy",4)
  .style("text-anchor","middle")
  }
  function onLeave(e){
    myChart.svg.select("#chartTooltip")
    .style("display","none");
  }
  </script>
  '
,
afterScript = '
<script>
  myChart.svg.append("text")
    .attr("id","charttitle")
    .attr("x", 0)
    .attr("y", 18)
    .text("US and Global Factors Correlations")
    .style("text-anchor","beginning")
    .style("font-size","16px")
    .style("font-family","sans-serif")
  myChart.svg.append("text")
    .attr("id","charttitle")
    .attr("x", 0)
    .attr("y", 34)
    .text("source: Asness, Frazzini, Pedersen | Quality Minus Junk (2013)")
    .style("text-anchor","beginning")
    .style("font-size","14px")
    .style("font-family","sans-serif")
</script>'
)
corrmatplot


## index.html
<!doctype HTML>
<meta charset = 'utf-8'>
<html>
  <head>

    <script src='http://d3js.org/d3.v3.min.js' type='text/javascript'></script>
    <script src='http://dimplejs.org/dist/dimple.v1.1.5.min.js' type='text/javascript'></script>

    <style>
    .rChart {
      display: block;
      margin-left: auto;
      margin-right: auto;
      width: 700px;
      height: 400px;
    }
    </style>

  </head>
  <body >

    <div id = 'chart227445012b36' class = 'rChart dimple'></div>
    <script type="text/javascript">
  var opts = {
 "dom": "chart227445012b36",
"width":    700,
"height":    400,
"xAxis": {
 "type": "addTimeAxis",
"showPercent": false,
"inputFormat": "%Y-%m-%d",
"outputFormat": "%b %Y"
},
"yAxis": {
 "type": "addMeasureAxis",
"showPercent": false
},
"zAxis": [],
"colorAxis": [],
"defaultColors": [],
"layers": [],
"legend": [],
"x": "date",
"y": "cumul",
"groups": "factor",
"type": "line",
"bounds": {
 "x":     80,
"y":     70,
"width":    600,
"height":    250
},
"id": "chart227445012b36"
},
    data = 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e":"2008-02-29","factor":"QMJ.Glbl","cumul":2.25589079270378},{"date":"2008-03-31","factor":"QMJ.Glbl","cumul":2.30688294818206},{"date":"2008-04-30","factor":"QMJ.Glbl","cumul":2.29314315334268},{"date":"2008-05-30","factor":"QMJ.Glbl","cumul":2.31138510712752},{"date":"2008-06-30","factor":"QMJ.Glbl","cumul":2.38641497908999},{"date":"2008-07-31","factor":"QMJ.Glbl","cumul":2.40121313837533},{"date":"2008-08-29","factor":"QMJ.Glbl","cumul":2.44108288132491},{"date":"2008-09-30","factor":"QMJ.Glbl","cumul":2.55243043587367},{"date":"2008-10-31","factor":"QMJ.Glbl","cumul":2.77570684068215},{"date":"2008-11-28","factor":"QMJ.Glbl","cumul":2.89550912363283},{"date":"2008-12-31","factor":"QMJ.Glbl","cumul":2.88509976833337},{"date":"2009-01-30","factor":"QMJ.Glbl","cumul":2.95293134898666},{"date":"2009-02-27","factor":"QMJ.Glbl","cumul":3.08845318031705},{"date":"2009-03-31","factor":"QMJ.Glbl","cumul":2.98193243012792},{"date":"2009-04-30","factor":"QMJ.Glbl","cumul":2.73916436519392},{"date":"2009-05-29","factor":"QMJ.Glbl","cumul":2.63508981513837},{"date":"2009-06-30","factor":"QMJ.Glbl","cumul":2.65494521689544},{"date":"2009-07-31","factor":"QMJ.Glbl","cumul":2.59965332780838},{"date":"2009-08-31","factor":"QMJ.Glbl","cumul":2.47464119858073},{"date":"2009-09-30","factor":"QMJ.Glbl","cumul":2.46825167500599},{"date":"2009-10-30","factor":"QMJ.Glbl","cumul":2.56815662980353},{"date":"2009-11-30","factor":"QMJ.Glbl","cumul":2.59864835346919},{"date":"2009-12-31","factor":"QMJ.Glbl","cumul":2.62647727868649},{"date":"2010-01-29","factor":"QMJ.Glbl","cumul":2.62717329516534},{"date":"2010-02-26","factor":"QMJ.Glbl","cumul":2.65181880784729},{"date":"2010-03-31","factor":"QMJ.Glbl","cumul":2.59409666785688},{"date":"2010-04-30","factor":"QMJ.Glbl","cumul":2.56025927092135},{"date":"2010-05-28","factor":"QMJ.Glbl","cumul":2.63696207841889},{"date":"2010-06-30","factor":"QMJ.Glbl","cumul":2.70869008391396},{"date":"2010-07-30","factor":"QMJ.Glbl","cumul":2.64389550841665},{"date":"2010-08-31","factor":"QMJ.Glbl","cumul":2.69959181119696},{"date":"2010-09-30","factor":"QMJ.Glbl","cumul":2.66674587763012},{"date":"2010-10-29","factor":"QMJ.Glbl","cumul":2.6724473803165},{"date":"2010-11-30","factor":"QMJ.Glbl","cumul":2.68816671580752},{"date":"2010-12-31","factor":"QMJ.Glbl","cumul":2.61038730005234},{"date":"2011-01-31","factor":"QMJ.Glbl","cumul":2.56775184428059},{"date":"2011-02-28","factor":"QMJ.Glbl","cumul":2.54543037749826},{"date":"2011-03-31","factor":"QMJ.Glbl","cumul":2.59097576324283},{"date":"2011-04-29","factor":"QMJ.Glbl","cumul":2.61907748637097},{"date":"2011-05-31","factor":"QMJ.Glbl","cumul":2.69344881067396},{"date":"2011-06-30","factor":"QMJ.Glbl","cumul":2.76010897528933},{"date":"2011-07-29","factor":"QMJ.Glbl","cumul":2.80929687733796},{"date":"2011-08-31","factor":"QMJ.Glbl","cumul":2.97461276138179},{"date":"2011-09-30","factor":"QMJ.Glbl","cumul":3.11854534906677},{"date":"2011-10-31","factor":"QMJ.Glbl","cumul":3.02434656825286},{"date":"2011-11-30","factor":"QMJ.Glbl","cumul":3.12197549982263},{"date":"2011-12-30","factor":"QMJ.Glbl","cumul":3.16243318032483},{"date":"2012-01-31","factor":"QMJ.Glbl","cumul":3.04133412655065},{"date":"2012-02-29","factor":"QMJ.Glbl","cumul":2.99186378564818},{"date":"2012-03-30","factor":"QMJ.Glbl","cumul":3.0520211907862},{"date":"2012-04-30","factor":"QMJ.Glbl","cumul":3.13883593355812},{"date":"2012-05-31","factor":"QMJ.Glbl","cumul":3.28410753823505},{"date":"2012-06-29","factor":"QMJ.Glbl","cumul":3.27506639018229},{"date":"2012-07-31","factor":"QMJ.Glbl","cumul":3.33335602179476},{"date":"2012-08-31","factor":"QMJ.Glbl","cumul":3.29329908248085},{"date":"2012-09-28","factor":"QMJ.Glbl","cumul":3.24305651167852},{"date":"2012-10-31","factor":"QMJ.Glbl","cumul":3.21377171137807},{"date":"2012-11-30","factor":"QMJ.Glbl","cumul":3.24631757749919},{"date":"2012-12-31","factor":"QMJ.Glbl","cumul":3.16508497275743}];
  var svg = dimple.newSvg("#" + opts.id, opts.width, opts.height);

  //data = dimple.filterData(data, "Owner", ["Aperture", "Black Mesa"])
  var myChart = new dimple.chart(svg, data);
  if (opts.bounds) {
    myChart.setBounds(opts.bounds.x, opts.bounds.y, opts.bounds.width, opts.bounds.height);//myChart.setBounds(80, 30, 480, 330);
  }
  //dimple allows use of custom CSS with noFormats
  if(opts.noFormats) { myChart.noFormats = opts.noFormats; };
  //for markimekko and addAxis also have third parameter measure
  //so need to evaluate if measure provided

  //function to build axes
  function buildAxis(position,layer){
    var axis;
    var axisopts = opts[position+"Axis"];

    if(axisopts.measure) {
      axis = myChart[axisopts.type](position,layer[position],axisopts.measure);
    } else {
      axis = myChart[axisopts.type](position, layer[position]);
    };
    if(!(axisopts.type === "addPctAxis")) axis.showPercent = axisopts.showPercent;
    if (axisopts.orderRule) axis.addOrderRule(axisopts.orderRule);
    if (axisopts.grouporderRule) axis.addGroupOrderRule(axisopts.grouporderRule);
    if (axisopts.overrideMin) axis.overrideMin = axisopts.overrideMin;
    if (axisopts.overrideMax) axis.overrideMax = axisopts.overrideMax;
    if (axisopts.overrideMax) axis.overrideMax = axisopts.overrideMax;
    if (axisopts.inputFormat) axis.dateParseFormat = axisopts.inputFormat;
    if (axisopts.outputFormat) axis.tickFormat = axisopts.outputFormat;
    return axis;
  };

  var c = null;
  if(d3.keys(opts.colorAxis).length > 0) {
    c = myChart[opts.colorAxis.type](opts.colorAxis.colorSeries,opts.colorAxis.palette) ;
  }

  //allow manipulation of default colors to use with dimple
  if(opts.defaultColors.length) {
    //opts.defaultColors = opts.defaultColors[0];
    if (typeof(opts.defaultColors) == "function") {
      //assume this is a d3 scale
      //for now loop through first 20 but need a better way to handle
      defaultColorsArray = [];
      for (var n=0;n<20;n++) {
        defaultColorsArray.push(opts.defaultColors(n));
      };
      opts.defaultColors = defaultColorsArray;
    }
    opts.defaultColors.forEach(function(d,i) {
      opts.defaultColors[i] = new dimple.color(d);
    })
    myChart.defaultColors = opts.defaultColors;
  }

  //do series
  //set up a function since same for each
  //as of now we have x,y,groups,data,type in opts for primary layer
  //and other layers reside in opts.layers
  function buildSeries(layer, hidden){
    //inherit from primary layer if not intentionally changed or xAxis, yAxis, zAxis null
    if (!layer.xAxis) layer.xAxis = opts.xAxis;
    if (!layer.yAxis) layer.yAxis = opts.yAxis;
    if (!layer.zAxis) layer.zAxis = opts.zAxis;

    var x = buildAxis("x", layer);
    x.hidden = hidden;

    var y = buildAxis("y", layer);
    y.hidden = hidden;

    //z for bubbles
    var z = null;
    if (!(typeof(layer.zAxis) === 'undefined') && layer.zAxis.type){
      z = buildAxis("z", layer);
    };

    //here think I need to evaluate group and if missing do null
    //as the group argument
    //if provided need to use groups from layer
    var s = new dimple.series(myChart, null, x, y, z, c, dimple.plot[layer.type], dimple.aggregateMethod.avg, dimple.plot[layer.type].stacked);

    //as of v1.1.4 dimple can use different dataset for each series
    if(layer.data){
      //convert to an array of objects
      var tempdata;
      //avoid lodash for now
      datakeys = d3.keys(layer.data)
      tempdata = layer.data[datakeys[1]].map(function(d,i){
        var tempobj = {}
        datakeys.forEach(function(key){
          tempobj[key] = layer.data[key][i]
        })
        return tempobj
      })
      s.data = tempdata;
    }

    if(layer.hasOwnProperty("groups")) {
      s.categoryFields = (typeof layer.groups === "object") ? layer.groups : [layer.groups];
      //series offers an aggregate method that we will also need to check if available
      //options available are avg, count, max, min, sum
    }
    if (!(typeof(layer.aggregate) === 'undefined')) {
      s.aggregate = eval(layer.aggregate);
    }
    if (!(typeof(layer.lineWeight) === 'undefined')) {
      s.lineWeight = eval(layer.lineWeight);
    }
    if (!(typeof(layer.barGap) === 'undefined')) {
      s.barGap = eval(layer.barGap);
    }

   /* if (!(typeof(layer.eventHandler) === 'undefined')) {
      layer.eventHandler = (layer.eventHandler.length === "undefined") ? layer.eventHandler : [layer.eventHandler];
      layer.eventHandler.forEach(function(evt){
        s.addEventHandler(evt.event, eval(evt.handler))
      })
    }*/

    myChart.series.push(s);

    /*placeholder fix domain of primary scale for new series data
    //not working right now but something like this
    //for now just use overrideMin and overrideMax from rCharts
    for( var i = 0; i<2; i++) {
      if (!myChart.axes[i].overrideMin) {
        myChart.series[0]._axisBounds(i==0?"x":"y").min = myChart.series[0]._axisBounds(i==0?"x":"y").min < s._axisBounds(i==0?"x":"y").min ? myChart.series[0]._axisBounds(i==0?"x":"y").min : s._axisBounds(i==0?"x":"y").min;
      }
      if (!myChart.axes[i].overrideMax) {
        myChart.series[0]._axisBounds(i==0?"x":"y")._max = myChart.series[0]._axisBounds(i==0?"x":"y").max > s._axisBounds(i==0?"x":"y").max ? myChart.series[0]._axisBounds(i==0?"x":"y").max : s._axisBounds(i==0?"x":"y").max;
      }
      myChart.axes[i]._update();
    }
    */

    return s;
  };

  buildSeries(opts, false);
  if (opts.layers.length > 0) {
    opts.layers.forEach(function(layer){
      buildSeries(layer, true);
    })
  }
  //unsure if this is best but if legend is provided (not empty) then evaluate
  if(d3.keys(opts.legend).length > 0) {
    var l =myChart.addLegend();
    d3.keys(opts.legend).forEach(function(d){
      l[d] = opts.legend[d];
    });
  }
  //quick way to get this going but need to make this cleaner
  if(opts.storyboard) {
    myChart.setStoryboard(opts.storyboard);
  };
  myChart.draw();

</script>


    <script>
    //get fewer ticks on x axis
    //this is a dimple issue that might or might not get fixed
    myChart.svg.select(".axis").selectAll(".tick")[0].forEach(function(d,i){
      if (!(+d3.time.format("%y")(new Date(+d3.select(d).datum())) % 5 == 0)) {
        d.remove()
      } else {
        var dtext = d3.select(d).selectAll("text");
        dtext
          .text(d3.time.format("%Y")(new Date(dtext.text())))
          .attr("transform","none")
          .attr("y",12)
          .style("text-anchor","middle");
      }
    });

    //remove x axis label
    myChart.axes[0].titleShape.remove()

    myChart.svg.append("text")
      .attr("id","charttitle")
      .attr("x", 0)
      .attr("y", 18)
      .text("US and Global Factors")
      .style("text-anchor","beginning")
      .style("font-size","16px")
      .style("font-family","sans-serif")
    myChart.svg.append("text")
      .attr("id","charttitle")
      .attr("x", 0)
      .attr("y", 32)
      .text("source: Asness, Frazzini, Pedersen | Quality Minus Junk (2013)")
      .style("text-anchor","beginning")
      .style("font-size","14px")
      .style("font-family","sans-serif")

    </script>

  </body>
</html>
	#full factor set for 1956-2012 from Andrea Frazzini Data
	#http://www.econ.yale.edu/~af227/data_library.htm

	#direct link to Excel File
	#http://www.econ.yale.edu/~af227/data/QMJ%20factors%20-%20Asness,%20Frazzini%20and%20Pedersen.xlsx

	#ssrn citation to the paper
	#Asness, Clifford S. and Frazzini, Andrea and Pedersen, Lasse Heje
	#Quality Minus Junk (October 9, 2013)
	#Available at SSRN: http://ssrn.com/abstract=2312432


	require(gdata)
	require(PerformanceAnalytics)
	require(factorAnalytics)
	require(quantmod)
	require(reshape2)
	require(rCharts)

	#read spreadsheet
	qmjFactors <- read.xls(
	"http://www.econ.yale.edu/~af227/data/QMJ%20factors%20-%20Asness,%20Frazzini%20and%20Pedersen.xlsx"
	,pattern = "Caldt"
	,blank.lines.skip = T
	,stringsAsFactors = F
	)

	#convert spreadsheet data to R xts
	#remove % with gsub, make numeric, and divide by 100
	qmjFactors.xts <- as.xts(
	do.call(cbind,
	lapply(
	qmjFactors[,-(c(1,7))]
	,function(x){
	df<-data.frame(as.numeric(
	gsub(
	x=x
	,pattern="%"
	,replacement=""
	)
	)/100)
	colnames(df) <- colnames(x)
	return(df)
	}
	)
	) #date is first column; will use in order.by
	,order.by = as.Date(paste0(qmjFactors[,1],"-01"),format="%Y%m%d")
	)

	colnames(qmjFactors.xts) <- gsub(
	x = colnames(qmjFactors.xts),
	,pattern = "\\.1"
	,replacement = "\\.Glbl"
	)

	cumul <- melt(
	data.frame(
	date = format(index( na.omit( qmjFactors.xts )))
	, cumprod( 1 + na.omit( qmjFactors.xts ) )
	)
	, id.vars = 1
	, value.name = "cumul"
	, variable.name = "factor"
	)

	d1 <- dPlot(
	cumul ~ date
	, groups = "factor"
	, data = cumul
	, type = "line"
	, height = 400
	, width = 700
	, bounds = list(x = 80, y = 70, width = 600 , height = 250)
	)
	d1$xAxis(
	type = "addTimeAxis"
	, inputFormat = "%Y-%m-%d"
	, outputFormat = "%b %Y"
	)
	d1$setTemplate(
	afterScript =
	'
	<script>
	//get fewer ticks on x axis
	//this is a dimple issue that might or might not get fixed
	myChart.svg.select(".axis").selectAll(".tick")[0].forEach(function(d,i){
	if (!(+d3.time.format("%y")(new Date(+d3.select(d).datum())) % 5 == 0)) {
	d.remove()
	} else {
	var dtext = d3.select(d).selectAll("text");
	dtext
	.text(d3.time.format("%Y")(new Date(dtext.text())))
	.attr("transform","none")
	.attr("y",12)
	.style("text-anchor","middle");
	}
	});

	//remove x axis label
	myChart.axes[0].titleShape.remove()

	myChart.svg.append("text")
	.attr("id","charttitle")
	.attr("x", 0)
	.attr("y", 18)
	.text("US and Global Factors")
	.style("text-anchor","beginning")
	.style("font-size","16px")
	.style("font-family","sans-serif")
	myChart.svg.append("text")
	.attr("id","charttitle")
	.attr("x", 0)
	.attr("y", 34)
	.text("source: Asness, Frazzini, Pedersen \| Quality Minus Junk (2013)")
	.style("text-anchor","beginning")
	.style("font-size","14px")
	.style("font-family","sans-serif")

	</script>
	'
	)
	d1



	#### now use the correlation plot
	#### from rCharts issue #381
	corrmatrix<-cor(na.omit(qmjFactors.xts)) #store corr matrix
	# The following steps are generic and can all be placed in a function with some tweaks to customize output
	corrdata=as.data.frame(corrmatrix)
	corrdata$Factor1=names(corrdata)
	corrdatamelt=melt(corrdata,id="Factor1")
	names(corrdatamelt)=c("Factor1","Factor2","CorrelationCoefficient")
	corrmatplot = dPlot(
	Factor2 ~ Factor1
	,z = "CorrelationCoefficient"
	,data = corrdatamelt
	,type = 'bubble'
	,height = 350
	,width = 500
	,bounds = list( x = 150, y = 50, width = 330, height = 200)
	)
	corrmatplot$yAxis ( type= "addCategoryAxis" )
	corrmatplot$zAxis (
	type= "addMeasureAxis"
	, outputFormat = "0.5f"
	, overrideMin = -2
	, overrideMax = 2
	)
	corrmatplot$colorAxis(
	type = "addColorAxis"
	,colorSeries = 'CorrelationCoefficient'
	,palette = c('red','white','blue')
	,outputFormat = "0.2f"
	)
	#corrmatplot


	#now do the bar
	corrmatplot$set(type = "bar")
	#corrmatplot


	#with the bar let's play with tooltips
	#first tooltip will just be the number in the center of the bar
	corrmatplot$templates$script =
	"http://timelyportfolio.github.io/rCharts_dimple/chart_tooltip_flexible.html"

	#this template is designed to let us define onHover and onLeave
	#with thought afterScript but does not work since separate <script> block
	#so use chartDiv instead
	corrmatplot$setTemplate(
	chartDiv =
	'
	<div id = "{{chartId}}"></div>
	<script>
	function onHover(e){
	//ugly but it works; if tooltip exists then select otherwise append
	//whole d3 enter, update, exit makes things difficult here
	var custTool = (
	d3.select(e.selectedShape[0][0].parentNode).select("#chartTooltip")[0][0] ?
	d3.select(e.selectedShape[0][0].parentNode).select("#chartTooltip") :
	d3.select(e.selectedShape[0][0].parentNode).append("text").attr("id","chartTooltip")
	)

	custTool
	//reads outputFormat and assumes it exists
	.text(d3.format(opts.colorAxis.outputFormat)(e.selectedShape.data()[0].cValue))
	//turn dispay on with css since none from leave
	.style("display",null)
	.style("pointer-events","none")
	.style("font-size",10)
	//use x and y from selected rectangle to position with transform for center
	.attr("x",e.selectedShape.attr("x"))
	.attr("y",e.selectedShape.attr("y"))
	//move to center
	.attr("transform",
	"translate(" + e.selectedShape.attr("width") / 2 + "," + e.selectedShape.attr("height")/2 + ")"
	)
	.attr("dy",4)
	.style("text-anchor","middle")
	}
	function onLeave(e){
	myChart.svg.select("#chartTooltip")
	.style("display","none");
	}
	</script>
	'
	,
	afterScript = '
	<script>
	myChart.svg.append("text")
	.attr("id","charttitle")
	.attr("x", 0)
	.attr("y", 18)
	.text("US and Global Factors Correlations")
	.style("text-anchor","beginning")
	.style("font-size","16px")
	.style("font-family","sans-serif")
	myChart.svg.append("text")
	.attr("id","charttitle")
	.attr("x", 0)
	.attr("y", 34)
	.text("source: Asness, Frazzini, Pedersen \| Quality Minus Junk (2013)")
	.style("text-anchor","beginning")
	.style("font-size","14px")
	.style("font-family","sans-serif")
	</script>'
	)
	corrmatplot