timelyportfolio/Readme.md

## Readme.md

      
    Raw
  

              Readme.md
            
          
    Learning from the Best | NYT and Ramnath Vaidyanathan

Sources:

NYT Article
Ramnath rCharts version

Using rCharts dimple.js new functionality, demonstrate how to do this in dimple.js.  Ramnath originally used polycharts.

  
## code.R
require(Lahman)
require(plyr)
dat = Teams[,c('yearID', 'name', 'G', 'SO')]
team_data = na.omit(transform(dat, SOG = round(SO/G, 2)))
team_data$yearID = paste0(team_data$yearID, "-01-01")

ggplot(data = team_data, aes(x=yearID, y=SOG, colour=name)) +
  geom_point() +
  stat_summary(fun.y=mean,geom="line",aes(group=1))


require(rCharts)
p1 <- dPlot(
  SOG ~ yearID,
  groups = "average",
  data = team_data,
  type = 'line'
)
p1$layer(
  y="SOG",
  x="yearID",
  groups = "name",
  data = NULL,
  type = 'bubble'
)
p1$xAxis(
  type = "addTimeAxis",
  inputFormat = "%Y-%m-%d",
  outputFormat = "%Y"
)
p1$yAxis(
  outputFormat = ".2f",
  #axes are not linked, so dimple doesn't handle well
  #overrideMin and overrideMax are inherited though
  #if not specified in additional layers
  overrideMax = round(max(team_data$SOG))
)
myteam = "Boston Red Sox"
p1$layer(
  SOG ~ yearID,
  data = team_data[team_data$name == myteam,],
  groups = "name",
  type = 'line'
)
p1


#now clean it up a bit with new rCharts functionality
p1$setTemplate(
  afterScript = sprintf(
    '<script>
    //#remove the hover effect for the lines
    svg.selectAll("circle").selectAll("[id*=%s]").transition().remove()
    svg.selectAll("circle").selectAll("[id*=%s]").transition().remove()
    //do a delayed transition to make the circles smaller
    //since dimple drawing has a transition; wait for it
    svg.selectAll("circle").transition().attr("r",1).delay(200)
    //delete some of the ticks
    svg.select(".axis").selectAll(".tick")[0].forEach(function(d,i){
          if (!(+d3.time.format("%%Y")(new Date(+d3.select(d).datum())) %% 10 == 0)) {
            d.remove()
          }
        });
    svg.selectAll("path")
        .transition()
        .delay(200)
        .style("pointer-events","none")
    //fix scale for additional layers
    //does not work cross browser
    //use overrideMin/Max instead
    /*d3.selectAll("circle.series1.bubble")
      .transition()
      .attr("cy",function(d){
        return myChart.axes[1]._draw.scale()(d.y)
      })
      .delay(200);
    */
    </script>',
    "'league'",
    "'team'"
  )
)
p1

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

    <script src='http://dimplejs.org/dist/dimple.v1.1.4.js' type='text/javascript'></script>
    <script src='http://d3js.org/d3.v3.js' type='text/javascript'></script>

    <style>
    .rChart {
      display: block;
      margin-left: auto;
      margin-right: auto;
      width: 800px;
      height: 400px;
    }
    </style>

  </head>
  <body >

    <div id = 'chart1e605ef42672' class = 'rChart dimple'></div>
    <script type="text/javascript">
  var opts = {
 "dom": "chart1e605ef42672",
"width":    800,
"height":    400,
"xAxis": {
 "type": "addTimeAxis",
"showPercent": false,
"inputFormat": "%Y-%m-%d",
"outputFormat": "%Y"
},
"yAxis": {
 "type": "addMeasureAxis",
"showPercent": false,
"outputFormat": ".2f",
"overrideMax":      9
},
"zAxis": [],
"colorAxis": [],
"defaultColors": [],
"layers": [
 {
 "x": "yearID",
"y": "SOG",
"data": null,
"facet": null,
"groups": "name",
"type": "bubble"
},
{
 "x": "yearID",
"y": "SOG",
"data": {
 "yearID": [ "1913-01-01", "1914-01-01", "1915-01-01", "1916-01-01", "1917-01-01", "1918-01-01", "1919-01-01", "1920-01-01", "1921-01-01", "1922-01-01", "1923-01-01", "1924-01-01", "1925-01-01", "1926-01-01", "1927-01-01", "1928-01-01", "1929-01-01", "1930-01-01", "1931-01-01", "1932-01-01", "1933-01-01", "1934-01-01", "1935-01-01", "1936-01-01", "1937-01-01", "1938-01-01", "1939-01-01", "1940-01-01", "1941-01-01", "1942-01-01", "1943-01-01", "1944-01-01", "1945-01-01", "1946-01-01", "1947-01-01", "1948-01-01", "1949-01-01", "1950-01-01", "1951-01-01", "1952-01-01", "1953-01-01", "1954-01-01", "1955-01-01", "1956-01-01", "1957-01-01", "1958-01-01", "1959-01-01", "1960-01-01", "1961-01-01", "1962-01-01", "1963-01-01", "1964-01-01", "1965-01-01", "1966-01-01", "1967-01-01", "1968-01-01", "1969-01-01", "1970-01-01", "1971-01-01", "1972-01-01", "1973-01-01", "1974-01-01", "1975-01-01", "1976-01-01", "1977-01-01", "1978-01-01", "1979-01-01", "1980-01-01", "1981-01-01", "1982-01-01", "1983-01-01", "1984-01-01", "1985-01-01", "1986-01-01", "1987-01-01", "1988-01-01", "1989-01-01", "1990-01-01", "1991-01-01", "1992-01-01", "1993-01-01", "1994-01-01", "1995-01-01", "1996-01-01", "1997-01-01", "1998-01-01", "1999-01-01", "2000-01-01", "2001-01-01", "2002-01-01", "2003-01-01", "2004-01-01", "2005-01-01", "2006-01-01", "2007-01-01", "2008-01-01", "2009-01-01", "2010-01-01", "2011-01-01", "2012-01-01" ],
"name": [ "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox", "Boston Red Sox" ],
"G": [ 151, 159, 155, 156, 157, 126, 138, 154, 154, 154, 154, 157, 152, 154, 154, 154, 155, 154, 153, 154, 149, 153, 154, 155, 154, 150, 152, 154, 155, 152, 155, 156, 157, 156, 157, 155, 155, 154, 154, 154, 153, 156, 154, 155, 154, 155, 154, 154, 163, 160, 161, 162, 162, 162, 162, 162, 162, 162, 162, 155, 162, 162, 160, 162, 161, 163, 160, 160, 108, 162, 162, 162, 163, 161, 162, 162, 162, 162, 162, 162, 162, 115, 144, 162, 162, 162, 162, 162, 161, 162, 162, 162, 162, 162, 162, 162, 162, 162, 162, 162 ],
"SO": [ 534, 549, 476, 482, 473, 324, 411, 429, 344, 455, 480, 417, 422, 450, 456, 512, 494, 552, 565, 539, 464, 535, 470, 465, 557, 463, 505, 597, 567, 508, 591, 505, 534, 661, 590, 552, 510, 582, 594, 739, 601, 660, 733, 687, 739, 820, 810, 798, 847, 923, 954, 917, 964, 1020, 1020, 974, 923, 855, 871, 858, 799, 811, 741, 832, 905, 835, 708, 720, 520, 736, 758, 842, 816, 707, 825, 728, 755, 795, 820, 865, 871, 723, 923, 1020, 1044, 1049, 928, 1019, 1131, 944, 943, 1189, 1044, 1056, 1042, 1068, 1120, 1140, 1108, 1197 ],
"SOG": [   3.54,   3.45,   3.07,   3.09,   3.01,   2.57,   2.98,   2.79,   2.23,   2.95,   3.12,   2.66,   2.78,   2.92,   2.96,   3.32,   3.19,   3.58,   3.69,    3.5,   3.11,    3.5,   3.05,      3,   3.62,   3.09,   3.32,   3.88,   3.66,   3.34,   3.81,   3.24,    3.4,   4.24,   3.76,   3.56,   3.29,   3.78,   3.86,    4.8,   3.93,   4.23,   4.76,   4.43,    4.8,   5.29,   5.26,   5.18,    5.2,   5.77,   5.93,   5.66,   5.95,    6.3,    6.3,   6.01,    5.7,   5.28,   5.38,   5.54,   4.93,   5.01,   4.63,   5.14,   5.62,   5.12,   4.42,    4.5,   4.81,   4.54,   4.68,    5.2,   5.01,   4.39,   5.09,   4.49,   4.66,   4.91,   5.06,   5.34,   5.38,   6.29,   6.41,    6.3,   6.44,   6.48,   5.73,   6.29,   7.02,   5.83,   5.82,   7.34,   6.44,   6.52,   6.43,   6.59,   6.91,   7.04,   6.84,   7.39 ]
},
"facet": null,
"groups": "name",
"type": "line"
}
],
"legend": [],
"x": "yearID",
"y": "SOG",
"groups": "average",
"type": "line",
"id": "chart1e605ef42672"
},
    data = [{"yearID":"1871-01-01","name":"Boston Red Stockings","G":31,"SO":19,"SOG":0.61},{"yearID":"1871-01-01","name":"Chicago White Stockings","G":28,"SO":22,"SOG":0.79},{"yearID":"1871-01-01","name":"Cleveland Forest Citys","G":29,"SO":25,"SOG":0.86},{"yearID":"1871-01-01","name":"Fort Wayne Kekiongas","G":19,"SO":9,"SOG":0.47},{"yearID":"1871-01-01","name":"New York Mutuals","G":33,"SO":15,"SOG":0.45},{"yearID":"1871-01-01","name":"Philadelphia Athletics","G":28,"SO":23,"SOG":0.82},{"yearID":"1871-01-01","name":"Rockford Forest Citys","G":25,"SO":30,"SOG":1.2},{"yearID":"1871-01-01","name":"Troy Haymakers","G":29,"SO":19,"SOG":0.66},{"yearID":"1871-01-01","name":"Washington Olympics","G":32,"SO":13,"SOG":0.41},{"yearID":"1872-01-01","name":"Baltimore Canaries","G":58,"SO":28,"SOG":0.48},{"yearID":"1872-01-01","name":"Brooklyn Eckfords","G":29,"SO":29,"SOG":1},{"yearID":"1872-01-01","name":"Brooklyn Atlantics","G":37,"SO":24,"SOG":0.65},{"yearID":"1872-01-01","name":"Boston Red Stockings","G":48,"SO":26,"SOG":0.54},{"yearID":"1872-01-01","name":"Cleveland Forest Citys","G":22,"SO":13,"SOG":0.59},{"yearID":"1872-01-01","name":"Middletown Mansfields","G":24,"SO":12,"SOG":0.5},{"yearID":"1872-01-01","name":"New York Mutuals","G":56,"SO":52,"SOG":0.93},{"yearID":"1872-01-01","name":"Philadelphia Athletics","G":47,"SO":47,"SOG":1},{"yearID":"1872-01-01","name":"Troy Haymakers","G":25,"SO":14,"SOG":0.56},{"yearID":"1872-01-01","name":"Washington Olympics","G":9,"SO":4,"SOG":0.44},{"yearID":"1872-01-01","name":"Washington Nationals","G":11,"SO":3,"SOG":0.27},{"yearID":"1873-01-01","name":"Baltimore Canaries","G":57,"SO":25,"SOG":0.44},{"yearID":"1873-01-01","name":"Baltimore Marylands","G":6,"SO":0,"SOG":0},{"yearID":"1873-01-01","name":"Brooklyn Atlantics","G":55,"SO":43,"SOG":0.78},{"yearID":"1873-01-01","name":"Boston Red Stockings","G":60,"SO":24,"SOG":0.4},{"yearID":"1873-01-01","name":"Elizabeth Resolutes","G":23,"SO":22,"SOG":0.96},{"yearID":"1873-01-01","name":"New York Mutuals","G":53,"SO":22,"SOG":0.42},{"yearID":"1873-01-01","name":"Philadelphia Athletics","G":52,"SO":32,"SOG":0.62},{"yearID":"1873-01-01","name":"Philadelphia Whites","G":53,"SO":39,"SOG":0.74},{"yearID":"1873-01-01","name":"Washington Blue Legs","G":39,"SO":33,"SOG":0.85},{"yearID":"1874-01-01","name":"Baltimore Canaries","G":47,"SO":0,"SOG":0},{"yearID":"1874-01-01","name":"Brooklyn Atlantics","G":56,"SO":0,"SOG":0},{"yearID":"1874-01-01","name":"Boston Red Stockings","G":71,"SO":0,"SOG":0},{"yearID":"1874-01-01","name":"Chicago White Stockings","G":59,"SO":0,"SOG":0},{"yearID":"1874-01-01","name":"Hartford Dark Blues","G":53,"SO":0,"SOG":0},{"yearID":"1874-01-01","name":"New York Mutuals","G":65,"SO":0,"SOG":0},{"yearID":"1874-01-01","name":"Philadelphia Athletics","G":55,"SO":0,"SOG":0},{"yearID":"1874-01-01","name":"Philadelphia Whites","G":58,"SO":0,"SOG":0},{"yearID":"1875-01-01","name":"Brooklyn Atlantics","G":44,"SO":0,"SOG":0},{"yearID":"1875-01-01","name":"Boston Red Stockings","G":82,"SO":0,"SOG":0},{"yearID":"1875-01-01","name":"Chicago White Stockings","G":69,"SO":0,"SOG":0},{"yearID":"1875-01-01","name":"Hartford Dark Blues","G":86,"SO":0,"SOG":0},{"yearID":"1875-01-01","name":"Keokuk Westerns","G":13,"SO":0,"SOG":0},{"yearID":"1875-01-01","name":"New Haven Elm Citys","G":47,"SO":0,"SOG":0},{"yearID":"1875-01-01","name":"New York Mutuals","G":71,"SO":0,"SOG":0},{"yearID":"1875-01-01","name":"Philadelphia Athletics","G":77,"SO":0,"SOG":0},{"yearID":"1875-01-01","name":"Philadelphia Whites","G":70,"SO":0,"SOG":0},{"yearID":"1875-01-01","name":"Philadelphia Centennials","G":14,"SO":0,"SOG":0},{"yearID":"1875-01-01","name":"St. Louis Red Stockings","G":19,"SO":0,"SOG":0},{"yearID":"1875-01-01","name":"St. Louis Brown Stockings","G":70,"SO":0,"SOG":0},{"yearID":"1875-01-01","name":"Washington Nationals","G":28,"SO":0,"SOG":0},{"yearID":"1876-01-01","name":"Boston Red Caps","G":70,"SO":98,"SOG":1.4},{"yearID":"1876-01-01","name":"Chicago White Stockings","G":66,"SO":45,"SOG":0.68},{"yearID":"1876-01-01","name":"Cincinnati Reds","G":65,"SO":136,"SOG":2.09},{"yearID":"1876-01-01","name":"Hartford Dark Blues","G":69,"SO":78,"SOG":1.13},{"yearID":"1876-01-01","name":"Louisville Grays","G":69,"SO":98,"SOG":1.42},{"yearID":"1876-01-01","name":"New York Mutuals","G":57,"SO":35,"SOG":0.61},{"yearID":"1876-01-01","name":"Philadelphia Athletics","G":60,"SO":36,"SOG":0.6},{"yearID":"1876-01-01","name":"St. Louis Brown Stockings","G":64,"SO":63,"SOG":0.98},{"yearID":"1877-01-01","name":"Boston Red Caps","G":61,"SO":121,"SOG":1.98},{"yearID":"1877-01-01","name":"Chicago White Stockings","G":60,"SO":111,"SOG":1.85},{"yearID":"1877-01-01","name":"Cincinnati Reds","G":58,"SO":110,"SOG":1.9},{"yearID":"1877-01-01","name":"Hartford Dark Blues","G":60,"SO":97,"SOG":1.62},{"yearID":"1877-01-01","name":"Louisville Grays","G":61,"SO":140,"SOG":2.3},{"yearID":"1877-01-01","name":"St. Louis Brown Stockings","G":60,"SO":147,"SOG":2.45},{"yearID":"1878-01-01","name":"Boston Red Caps","G":60,"SO":154,"SOG":2.57},{"yearID":"1878-01-01","name":"Chicago White Stockings","G":61,"SO":157,"SOG":2.57},{"yearID":"1878-01-01","name":"Cincinnati Reds","G":61,"SO":141,"SOG":2.31},{"yearID":"1878-01-01","name":"Indianapolis Blues","G":63,"SO":197,"SOG":3.13},{"yearID":"1878-01-01","name":"Milwaukee Grays","G":61,"SO":214,"SOG":3.51},{"yearID":"1878-01-01","name":"Providence Grays","G":62,"SO":218,"SOG":3.52},{"yearID":"1879-01-01","name":"Buffalo Bisons","G":79,"SO":314,"SOG":3.97},{"yearID":"1879-01-01","name":"Boston Red Caps","G":84,"SO":222,"SOG":2.64},{"yearID":"1879-01-01","name":"Chicago White Stockings","G":83,"SO":294,"SOG":3.54},{"yearID":"1879-01-01","name":"Cleveland Blues","G":82,"SO":214,"SOG":2.61},{"yearID":"1879-01-01","name":"Cincinnati Reds","G":81,"SO":207,"SOG":2.56},{"yearID":"1879-01-01","name":"Providence Grays","G":85,"SO":172,"SOG":2.02},{"yearID":"1879-01-01","name":"Syracuse Stars","G":71,"SO":238,"SOG":3.35},{"yearID":"1879-01-01","name":"Troy Trojans","G":77,"SO":182,"SOG":2.36},{"yearID":"1880-01-01","name":"Buffalo Bisons","G":85,"SO":327,"SOG":3.85},{"yearID":"1880-01-01","name":"Boston Red Caps","G":86,"SO":221,"SOG":2.57},{"yearID":"1880-01-01","name":"Chicago White Stockings","G":86,"SO":217,"SOG":2.52},{"yearID":"1880-01-01","name":"Cleveland Blues","G":85,"SO":237,"SOG":2.79},{"yearID":"1880-01-01","name":"Cincinnati Reds","G":83,"SO":267,"SOG":3.22},{"yearID":"1880-01-01","name":"Providence Grays","G":87,"SO":186,"SOG":2.14},{"yearID":"1880-01-01","name":"Troy Trojans","G":83,"SO":260,"SOG":3.13},{"yearID":"1880-01-01","name":"Worcester Ruby Legs","G":85,"SO":278,"SOG":3.27},{"yearID":"1881-01-01","name":"Buffalo Bisons","G":83,"SO":270,"SOG":3.25},{"yearID":"1881-01-01","name":"Boston Red Caps","G":83,"SO":193,"SOG":2.33},{"yearID":"1881-01-01","name":"Chicago White Stockings","G":84,"SO":224,"SOG":2.67},{"yearID":"1881-01-01","name":"Cleveland Blues","G":85,"SO":224,"SOG":2.64},{"yearID":"1881-01-01","name":"Detroit Wolverines","G":84,"SO":250,"SOG":2.98},{"yearID":"1881-01-01","name":"Providence Grays","G":85,"SO":214,"SOG":2.52},{"yearID":"1881-01-01","name":"Troy Trojans","G":85,"SO":240,"SOG":2.82},{"yearID":"1881-01-01","name":"Worcester Ruby Legs","G":83,"SO":169,"SOG":2.04},{"yearID":"1882-01-01","name":"Baltimore Orioles","G":74,"SO":215,"SOG":2.91},{"yearID":"1882-01-01","name":"Cincinnati Red Stockings","G":80,"SO":204,"SOG":2.55},{"yearID":"1882-01-01","name":"Louisville Eclipse","G":80,"SO":193,"SOG":2.41},{"yearID":"1882-01-01","name":"Philadelphia Athletics","G":75,"SO":164,"SOG":2.19},{"yearID":"1882-01-01","name":"Pittsburg Alleghenys","G":79,"SO":183,"SOG":2.32},{"yearID":"1882-01-01","name":"St. Louis Brown 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Rockies","G":162,"SO":1213,"SOG":7.49},{"yearID":"2012-01-01","name":"Houston Astros","G":162,"SO":1365,"SOG":8.43},{"yearID":"2012-01-01","name":"Los Angeles Dodgers","G":162,"SO":1156,"SOG":7.14},{"yearID":"2012-01-01","name":"Miami Marlins","G":162,"SO":1228,"SOG":7.58},{"yearID":"2012-01-01","name":"Milwaukee Brewers","G":162,"SO":1240,"SOG":7.65},{"yearID":"2012-01-01","name":"New York Mets","G":162,"SO":1250,"SOG":7.72},{"yearID":"2012-01-01","name":"Philadelphia Phillies","G":162,"SO":1094,"SOG":6.75},{"yearID":"2012-01-01","name":"Pittsburgh Pirates","G":162,"SO":1354,"SOG":8.36},{"yearID":"2012-01-01","name":"San Diego Padres","G":162,"SO":1238,"SOG":7.64},{"yearID":"2012-01-01","name":"San Francisco Giants","G":162,"SO":1097,"SOG":6.77},{"yearID":"2012-01-01","name":"St. Louis Cardinals","G":162,"SO":1192,"SOG":7.36},{"yearID":"2012-01-01","name":"Washington Nationals","G":162,"SO":1325,"SOG":8.18}];
  var svg = dimple.newSvg("#" + opts.id, opts.width, opts.height);

  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;
    if (!layer[position+"Axis"]){
      axisopts = opts[position+"Axis"];
    } else axisopts = layer[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.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
      //avoid lodash for now
      datakeys = d3.keys(layer.data)
      layer.dataarray = layer.data[datakeys[1]].map(function(d,i){
        var tempobj = {}
        datakeys.forEach(function(key){
          tempobj[key] = layer.data[key][i]
        })
        return tempobj
      })
      s.data = layer.dataarray;
    }

    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);
      }
    };
    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>
        //#remove the hover effect for the lines
        svg.selectAll("circle").selectAll("[id*='league']").transition().remove()
        svg.selectAll("circle").selectAll("[id*='team']").transition().remove()
        //do a delayed transition to make the circles smaller
        //since dimple drawing has a transition; wait for it
        svg.selectAll("circle").transition().attr("r",1).delay(200)
        //delete some of the ticks
        svg.select(".axis").selectAll(".tick")[0].forEach(function(d,i){
              if (!(+d3.time.format("%Y")(new Date(+d3.select(d).datum())) % 10 == 0)) {
                d.remove()
              }
            });
        svg.selectAll("path")
            .transition()
            .delay(200)
            .style("pointer-events","none")
        //fix scale for additional layers
        //does not work cross browser
        //use overrideMin/Max instead
        /*d3.selectAll("circle.series1.bubble")
          .transition()
          .attr("cy",function(d){
            return myChart.axes[1]._draw.scale()(d.y)
          })
          .delay(200);
        */
        </script>
  </body>
</html>
	require(Lahman)
	require(plyr)
	dat = Teams[,c('yearID', 'name', 'G', 'SO')]
	team_data = na.omit(transform(dat, SOG = round(SO/G, 2)))
	team_data$yearID = paste0(team_data$yearID, "-01-01")

	ggplot(data = team_data, aes(x=yearID, y=SOG, colour=name)) +
	geom_point() +
	stat_summary(fun.y=mean,geom="line",aes(group=1))


	require(rCharts)
	p1 <- dPlot(
	SOG ~ yearID,
	groups = "average",
	data = team_data,
	type = 'line'
	)
	p1$layer(
	y="SOG",
	x="yearID",
	groups = "name",
	data = NULL,
	type = 'bubble'
	)
	p1$xAxis(
	type = "addTimeAxis",
	inputFormat = "%Y-%m-%d",
	outputFormat = "%Y"
	)
	p1$yAxis(
	outputFormat = ".2f",
	#axes are not linked, so dimple doesn't handle well
	#overrideMin and overrideMax are inherited though
	#if not specified in additional layers
	overrideMax = round(max(team_data$SOG))
	)
	myteam = "Boston Red Sox"
	p1$layer(
	SOG ~ yearID,
	data = team_data[team_data$name == myteam,],
	groups = "name",
	type = 'line'
	)
	p1


	#now clean it up a bit with new rCharts functionality
	p1$setTemplate(
	afterScript = sprintf(
	'<script>
	//#remove the hover effect for the lines
	svg.selectAll("circle").selectAll("[id*=%s]").transition().remove()
	svg.selectAll("circle").selectAll("[id*=%s]").transition().remove()
	//do a delayed transition to make the circles smaller
	//since dimple drawing has a transition; wait for it
	svg.selectAll("circle").transition().attr("r",1).delay(200)
	//delete some of the ticks
	svg.select(".axis").selectAll(".tick")[0].forEach(function(d,i){
	if (!(+d3.time.format("%%Y")(new Date(+d3.select(d).datum())) %% 10 == 0)) {
	d.remove()
	}
	});
	svg.selectAll("path")
	.transition()
	.delay(200)
	.style("pointer-events","none")
	//fix scale for additional layers
	//does not work cross browser
	//use overrideMin/Max instead
	/*d3.selectAll("circle.series1.bubble")
	.transition()
	.attr("cy",function(d){
	return myChart.axes[1]._draw.scale()(d.y)
	})
	.delay(200);
	*/
	</script>',
	"'league'",
	"'team'"
	)
	)
	p1