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     "level": 1,
     "metadata": {},
     "source": [
      "Working with Geographical Data"
     ]
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     "metadata": {},
     "source": [
      "Let's look at some real life data sets and see how we would analyze them using Julia. For this particular notebook, I will be working with data collected about US counties by various government agencies, but the general techniques we will see apply equally well to any other dataset. Here's the list of packages I'll be using (don't worry if you don't know what they do, I'll introduce them later):"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "using Shapefile\n",
      "using DataArrays\n",
      "using DataFrames\n",
      "using Color\n",
      "using SIUnits\n",
      "using Requests"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 22
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "using Compose\n",
      "using Gadfly"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "Warning: New definition \n",
        "    *("
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "MeasureNil,Any) at /Users/kfischer/.julia/Compose/src/measure.jl:32\n",
        "is ambiguous with: \n",
        "    *(Any,AbstractCalendarDuration) at /Users/kfischer/.julia/Calendar/src/Calendar.jl:341.\n",
        "To fix, define \n",
        "    *(MeasureNil,AbstractCalendarDuration)\n",
        "before the new definition.\n"
       ]
      },
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po(n.getDate(),t,2)},H:function(n,t){return po(n.getHours(),t,2)},I:function(n,t){return po(n.getHours()%12||12,t,2)},j:function(n,t){return po(1+Rs.dayOfYear(n),t,3)},L:function(n,t){return po(n.getMilliseconds(),t,3)},m:function(n,t){return po(n.getMonth()+1,t,2)},M:function(n,t){return po(n.getMinutes(),t,2)},p:function(n){return n.getHours()>=12?\"PM\":\"AM\"},S:function(n,t){return po(n.getSeconds(),t,2)},U:function(n,t){return po(Rs.sundayOfYear(n),t,2)},w:function(n){return n.getDay()},W:function(n,t){return po(Rs.mondayOfYear(n),t,2)},x:lo(Hs),X:lo(Fs),y:function(n,t){return po(n.getFullYear()%100,t,2)},Y:function(n,t){return po(n.getFullYear()%1e4,t,4)},Z:jo,\"%\":function(){return\"%\"}},el={a:vo,A:mo,b:_o,B:bo,c:wo,d:To,e:To,H:zo,I:zo,j:qo,L:Po,m:Lo,M:Ro,p:Uo,S:Do,U:xo,w:yo,W:Mo,x:So,X:ko,y:Ao,Y:Eo,Z:Co,\"%\":Ho},rl=/^\\s*\\d+/,ul=$o.map({am:0,pm:1});lo.utc=Fo;var il=Fo(\"%Y-%m-%dT%H:%M:%S.%LZ\");lo.iso=Date.prototype.toISOString&&+new Date(\"2000-01-01T00:00:00.000Z\")?Oo:il,Oo.parse=function(n){var t=new Date(n);return isNaN(t)?null:t},Oo.toString=il.toString,Rs.second=co(function(n){return new Ds(1e3*Math.floor(n/1e3))},function(n,t){n.setTime(n.getTime()+1e3*Math.floor(t))},function(n){return n.getSeconds()}),Rs.seconds=Rs.second.range,Rs.seconds.utc=Rs.second.utc.range,Rs.minute=co(function(n){return new Ds(6e4*Math.floor(n/6e4))},function(n,t){n.setTime(n.getTime()+6e4*Math.floor(t))},function(n){return n.getMinutes()}),Rs.minutes=Rs.minute.range,Rs.minutes.utc=Rs.minute.utc.range,Rs.hour=co(function(n){var t=n.getTimezoneOffset()/60;return new Ds(36e5*(Math.floor(n/36e5-t)+t))},function(n,t){n.setTime(n.getTime()+36e5*Math.floor(t))},function(n){return n.getHours()}),Rs.hours=Rs.hour.range,Rs.hours.utc=Rs.hour.utc.range,Rs.month=co(function(n){return n=Rs.day(n),n.setDate(1),n},function(n,t){n.setMonth(n.getMonth()+t)},function(n){return n.getMonth()}),Rs.months=Rs.month.range,Rs.months.utc=Rs.month.utc.range;var ol=[1e3,5e3,15e3,3e4,6e4,3e5,9e5,18e5,36e5,108e5,216e5,432e5,864e5,1728e5,6048e5,2592e6,7776e6,31536e6],al=[[Rs.second,1],[Rs.second,5],[Rs.second,15],[Rs.second,30],[Rs.minute,1],[Rs.minute,5],[Rs.minute,15],[Rs.minute,30],[Rs.hour,1],[Rs.hour,3],[Rs.hour,6],[Rs.hour,12],[Rs.day,1],[Rs.day,2],[Rs.week,1],[Rs.month,1],[Rs.month,3],[Rs.year,1]],cl=[[lo(\"%Y\"),Zt],[lo(\"%B\"),function(n){return n.getMonth()}],[lo(\"%b %d\"),function(n){return 1!=n.getDate()}],[lo(\"%a %d\"),function(n){return n.getDay()&&1!=n.getDate()}],[lo(\"%I %p\"),function(n){return n.getHours()}],[lo(\"%I:%M\"),function(n){return n.getMinutes()}],[lo(\":%S\"),function(n){return n.getSeconds()}],[lo(\".%L\"),function(n){return n.getMilliseconds()}]],sl=Zo(cl);al.year=Rs.year,Rs.scale=function(){return Yo($o.scale.linear(),al,sl)};var ll={range:function(n,t,e){return $o.range(+n,+t,e).map(Io)}},fl=al.map(function(n){return[n[0].utc,n[1]]}),hl=[[Fo(\"%Y\"),Zt],[Fo(\"%B\"),function(n){return n.getUTCMonth()}],[Fo(\"%b %d\"),function(n){return 1!=n.getUTCDate()}],[Fo(\"%a %d\"),function(n){return n.getUTCDay()&&1!=n.getUTCDate()}],[Fo(\"%I %p\"),function(n){return n.getUTCHours()}],[Fo(\"%I:%M\"),function(n){return n.getUTCMinutes()}],[Fo(\":%S\"),function(n){return n.getUTCSeconds()}],[Fo(\".%L\"),function(n){return n.getUTCMilliseconds()}]],gl=Zo(hl);return fl.year=Rs.year.utc,Rs.scale.utc=function(){return Yo($o.scale.linear(),fl,gl)},$o.text=dt(function(n){return n.responseText}),$o.json=function(n,t){return mt(n,\"application/json\",Vo,t)},$o.html=function(n,t){return mt(n,\"text/html\",Xo,t)},$o.xml=dt(function(n){return n.responseXML}),$o}();</script>"
       ],
       "metadata": {},
       "output_type": "display_data"
      },
      {
       "html": [
        "<script charset=\"utf-8\">\n",
        "\n",
        "// Minimum and maximum scale extents\n",
        "var MIN_SCALE = 1.0/3.0;\n",
        "var MAX_SCALE = 10.0;\n",
        "\n",
        "\n",
        "// Traverse upwards from a d3 selection to find and return the first\n",
        "// node with \"plotroot\" class.\n",
        "var getplotroot = function(selection)  {\n",
        "    var node = selection.node();\n",
        "    while (node && node.classList && !node.classList.contains(\"plotroot\")) {\n",
        "        node = node.parentNode;\n",
        "    }\n",
        "    return d3.select(node);\n",
        "};\n",
        "\n",
        "\n",
        "// Construct a callback for toggling geometries on/off using color groupings.\n",
        "//\n",
        "// Args:\n",
        "//   colorclass: class names assigned to geometries belonging to a paricular\n",
        "//               color group.\n",
        "//\n",
        "// Returns:\n",
        "//   A callback function.\n",
        "//\n",
        "var guide_toggle_color = function(colorclass) {\n",
        "    var visible = true;\n",
        "    return (function() {\n",
        "        var root = getplotroot(d3.select(this));\n",
        "        if (visible) {\n",
        "            d3.select(this)\n",
        "              .transition()\n",
        "              .duration(250)\n",
        "              .style(\"opacity\", 0.5);\n",
        "            root.selectAll(\".geometry.\" + colorclass)\n",
        "                .transition()\n",
        "                .duration(250)\n",
        "                .style(\"opacity\", 0);\n",
        "            visible = false;\n",
        "        } else {\n",
        "            d3.select(this)\n",
        "              .transition()\n",
        "              .duration(250)\n",
        "              .style(\"opacity\", 1.0);\n",
        "            root.selectAll(\".geometry.\" + colorclass)\n",
        "                .transition()\n",
        "                .duration(250)\n",
        "                .style(\"opacity\", 1.0);\n",
        "            visible = true;\n",
        "        }\n",
        "    });\n",
        "};\n",
        "\n",
        "\n",
        "// Construct a callback used to toggle highly-visibility grid lines.\n",
        "//\n",
        "// Args:\n",
        "//   color: Faded-in/faded-out color, respectively.\n",
        "//\n",
        "// Returns:\n",
        "//   Callback function.\n",
        "//\n",
        "var guide_background_mouseover = function(color) {\n",
        "    return (function () {\n",
        "        var root = getplotroot(d3.select(this));\n",
        "        root.selectAll(\".xgridlines, .ygridlines\")\n",
        "            .transition()\n",
        "            .duration(250)\n",
        "            .attr(\"stroke\", color);\n",
        "\n",
        "        root.selectAll(\".zoomslider\")\n",
        "            .transition()\n",
        "            .duration(250)\n",
        "            .attr(\"opacity\", 1.0);\n",
        "    });\n",
        "};\n",
        "\n",
        "var guide_background_mouseout = function(color) {\n",
        "    return (function () {\n",
        "        var root = getplotroot(d3.select(this));\n",
        "        root.selectAll(\".xgridlines, .ygridlines\")\n",
        "            .transition()\n",
        "            .duration(250)\n",
        "            .attr(\"stroke\", color);\n",
        "\n",
        "        root.selectAll(\".zoomslider\")\n",
        "            .transition()\n",
        "            .duration(250)\n",
        "            .attr(\"opacity\", 0.0);\n",
        "    });\n",
        "};\n",
        "\n",
        "\n",
        "// Construct a call back used for mouseover effects in the point geometry.\n",
        "//\n",
        "// Args:\n",
        "//   scale: Scale for expanded width\n",
        "//   ratio: radius / line-width. This is necessary to maintain relative width\n",
        "//          at arbitraty levels of zoom\n",
        "//\n",
        "// Returns:\n",
        "//  Callback function.\n",
        "//\n",
        "var geom_point_mouseover = function(scale, ratio) {\n",
        "    return (function() {\n",
        "        var lw = this.getAttribute('r') * ratio * scale\n",
        "        d3.select(this)\n",
        "          .transition()\n",
        "          .duration(100)\n",
        "          .style(\"stroke-width\", lw + 'px', 'important');\n",
        "    });\n",
        "};\n",
        "\n",
        "// Construct a call back used for mouseout effects in the point geometry.\n",
        "//\n",
        "// Args:\n",
        "//   scale: Scale for expanded width\n",
        "//   ratio: radius / line-width. This is necessary to maintain relative width\n",
        "//          at arbitraty levels of zoom\n",
        "//\n",
        "// Returns:\n",
        "//  Callback function.\n",
        "//\n",
        "var geom_point_mouseout = function(scale, ratio) {\n",
        "    return (function() {\n",
        "        var lw = this.getAttribute('r') * ratio\n",
        "        d3.select(this)\n",
        "          .transition()\n",
        "          .duration(100)\n",
        "          .style(\"stroke-width\", lw + 'px', 'important');\n",
        "    });\n",
        "};\n",
        "\n",
        "// Translate and scale geometry while trying to maintain scale invariance for\n",
        "// certain ellements.\n",
        "//\n",
        "// Args:\n",
        "//   root: d3 selection of the root plot group node.\n",
        "//   t: A transform of the form {\"scale\": scale}\n",
        "//   old_scale: The scaling factor applied prior to t.scale.\n",
        "//\n",
        "var set_geometry_transform = function(root, ctx, old_scale) {\n",
        "    var xscalable = root.node().classList.contains(\"xscalable\");\n",
        "    var yscalable = root.node().classList.contains(\"yscalable\");\n",
        "\n",
        "    var xscale = 1.0;\n",
        "    var tx = 0.0;\n",
        "    if (xscalable) {\n",
        "        xscale = ctx.scale;\n",
        "        tx = ctx.tx;\n",
        "    }\n",
        "\n",
        "    var yscale = 1.0;\n",
        "    var ty = 0.0;\n",
        "    if (yscalable) {\n",
        "        yscale = ctx.scale;\n",
        "        ty = ctx.ty;\n",
        "    }\n",
        "\n",
        "    root.selectAll(\".geometry\")\n",
        "        .attr(\"transform\",\n",
        "          \"translate(\" + tx + \" \" + ty + \") \" +\n",
        "              \"scale(\" + xscale + \" \" + yscale + \")\");\n",
        "\n",
        "    var unscale_factor = old_scale / ctx.scale;\n",
        "\n",
        "    // unscale geometry widths, radiuses, etc.\n",
        "    var size_attribs = [\"r\"];\n",
        "    var size_styles = [\"font-size\", \"stroke-width\"];\n",
        "    root.select(\".plotpanel\")\n",
        "        .selectAll(\"g, .geometry\")\n",
        "        .each(function() {\n",
        "          sel = d3.select(this);\n",
        "          var i;\n",
        "          var key;\n",
        "          var val;\n",
        "          for (i in size_styles) {\n",
        "              key = size_styles[i];\n",
        "              val = sel.style(key);\n",
        "              if (val !== null) {\n",
        "                  // For some reason d3 rounds things like font-sizes to the\n",
        "                  // nearest integer, so we are setting styles directly instead.\n",
        "                  val = parseFloat(val);\n",
        "                  sel.node().style.setProperty(key, unscale_factor * val + \"px\", \"important\");\n",
        "              }\n",
        "          }\n",
        "\n",
        "          for (i in size_attribs) {\n",
        "              key = size_attribs[i];\n",
        "              val = sel.attr(key);\n",
        "              if (val !== null) {\n",
        "                  sel.attr(key, unscale_factor * val);\n",
        "              }\n",
        "          }\n",
        "      });\n",
        "\n",
        "    // TODO:\n",
        "    // Is this going to work when we do things other than circles. Suppose we\n",
        "    // have plots where we have a path drawing some sort of symbol which we want\n",
        "    // to remain size-invariant. Should we be trying to place things using\n",
        "    // translate?\n",
        "\n",
        "    // move axis labels and grid lines around\n",
        "    if (xscalable) {\n",
        "        root.selectAll(\".yfixed\")\n",
        "            .attr(\"transform\", function() {\n",
        "                return \"translate(\" + [ctx.tx, 0.0] + \") \" +\n",
        "                       \"scale(\" + [ctx.scale, 1.0] + \")\";\n",
        "          });\n",
        "\n",
        "        root.selectAll(\".xlabels\")\n",
        "            .attr(\"transform\", function() {\n",
        "              return \"translate(\" + [ctx.tx, 0.0] + \")\";\n",
        "          })\n",
        "          .selectAll(\"text\")\n",
        "            .each(function() {\n",
        "                d3.select(this).attr(\"x\",\n",
        "                    ctx.scale / old_scale * d3.select(this).attr(\"x\"));\n",
        "            });\n",
        "    }\n",
        "\n",
        "    if (yscalable) {\n",
        "        root.selectAll(\".xfixed\")\n",
        "            .attr(\"transform\", function() {\n",
        "              return \"translate(\" + [0.0, ctx.ty] + \") \" +\n",
        "                     \"scale(\" + [1.0, ctx.scale] + \")\";\n",
        "            });\n",
        "\n",
        "        root.selectAll(\".ylabels\")\n",
        "            .attr(\"transform\", function() {\n",
        "              return \"translate(\" + [0.0, ctx.ty] + \")\";\n",
        "            })\n",
        "            .selectAll(\"text\")\n",
        "              .each(function() {\n",
        "                  d3.select(this).attr(\"y\",\n",
        "                      ctx.scale / old_scale * d3.select(this).attr(\"y\"));\n",
        "            });\n",
        "    }\n",
        "\n",
        "    var bbox = root.select(\".guide.background\")\n",
        "                   .select(\"path\").node().getBBox();\n",
        "\n",
        "    // hide/show ticks labels based on their position\n",
        "    root.selectAll(\".xlabels\")\n",
        "        .selectAll(\"text\")\n",
        "        .attr(\"visibility\", function() {\n",
        "            var x = parseInt(d3.select(this).attr(\"x\"), 10) + ctx.tx;\n",
        "            return bbox.x <= x && x <= bbox.x + bbox.width ? \"visible\" : \"hidden\";\n",
        "        });\n",
        "\n",
        "    root.selectAll(\".ylabels\")\n",
        "        .selectAll(\"text\")\n",
        "        .attr(\"visibility\", function() {\n",
        "            var y = parseInt(d3.select(this).attr(\"y\"), 10) + ctx.ty;\n",
        "            return bbox.y <= y && y <= bbox.y + bbox.height ? \"visible\" : \"hidden\";\n",
        "        });\n",
        "};\n",
        "\n",
        "\n",
        "// Construct a callback used for zoombehavior.\n",
        "//\n",
        "// Args:\n",
        "//   t: A transform of the form {\"scale\": scale} to close arround.\n",
        "//\n",
        "// Returns:\n",
        "//   A zoom behavior.\n",
        "//\n",
        "var zoom_behavior = function(ctx) {\n",
        "    var zm = d3.behavior.zoom();\n",
        "    ctx.zoom_behavior = zm;\n",
        "\n",
        "    zm.scaleExtent([MIN_SCALE, MAX_SCALE])\n",
        "      .on(\"zoom\", function(d, i) {\n",
        "        var root = getplotroot(d3.select(this));\n",
        "        old_scale = ctx.scale;\n",
        "        ctx.scale = d3.event.scale;\n",
        "        var bbox = root.select(\".guide.background\")\n",
        "                       .select(\"path\").node().getBBox();\n",
        "\n",
        "        var x_min = -bbox.width * ctx.scale - (ctx.scale * bbox.width - bbox.width);\n",
        "        var x_max = bbox.width * ctx.scale;\n",
        "        var y_min = -bbox.height * ctx.scale - (ctx.scale * bbox.height - bbox.height);\n",
        "        var y_max = bbox.height * ctx.scale;\n",
        "\n",
        "        var x0 = bbox.x - ctx.scale * bbox.x;\n",
        "        var y0 = bbox.y - ctx.scale * bbox.y;\n",
        "\n",
        "        var tx = Math.max(Math.min(d3.event.translate[0] - x0, x_max), x_min);\n",
        "        var ty = Math.max(Math.min(d3.event.translate[1] - y0, y_max), y_min);\n",
        "\n",
        "        tx += x0;\n",
        "        ty += y0;\n",
        "\n",
        "        ctx.tx = tx;\n",
        "        ctx.ty = ty;\n",
        "\n",
        "        set_geometry_transform(\n",
        "            root,\n",
        "            {\"tx\": tx,\n",
        "             \"ty\": ty,\n",
        "             \"scale\": ctx.scale}, old_scale);\n",
        "        zm.translate([tx, ty]);\n",
        "\n",
        "        update_zoomslider(root, ctx);\n",
        "      });\n",
        "\n",
        "\n",
        "    return (function (g) {\n",
        "        zm(g);\n",
        "        default_handler = g.on(\"wheel.zoom\");\n",
        "        function wheelhandler() {\n",
        "        if (d3.event.shiftKey) {\n",
        "                default_handler.call(this);\n",
        "                d3.event.stopPropagation();\n",
        "            }\n",
        "        }\n",
        "        g.on(\"wheel.zoom\", wheelhandler)\n",
        "         .on(\"mousewheel.zoom\", wheelhandler)\n",
        "         .on(\"DOMMouseScroll.zoom\", wheelhandler);\n",
        "    });\n",
        "};\n",
        "\n",
        "\n",
        "var slider_position_from_scale = function(scale) {\n",
        "    if (scale >= 1.0) {\n",
        "        return 0.5 + 0.5 * (Math.log(scale) / Math.log(MAX_SCALE));\n",
        "    }\n",
        "    else {\n",
        "        return 0.5 * (Math.log(scale) - Math.log(MIN_SCALE)) / (0 - Math.log(MIN_SCALE));\n",
        "    }\n",
        "};\n",
        "\n",
        "\n",
        "// Construct a call\n",
        "var zoomslider_behavior = function(ctx, min_extent, max_extent) {\n",
        "    var drag = d3.behavior.drag();\n",
        "    ctx.zoomslider_behavior = drag;\n",
        "    ctx.min_zoomslider_extent = min_extent;\n",
        "    ctx.max_zoomslider_extent = max_extent;\n",
        "\n",
        "    drag.on(\"drag\", function() {\n",
        "        var xmid = (min_extent + max_extent) / 2;\n",
        "        var new_scale;\n",
        "\n",
        "        // current slider posisition\n",
        "        var xpos = slider_position_from_scale(ctx.scale) +\n",
        "            (d3.event.dx / (max_extent - min_extent));\n",
        "\n",
        "        // new scale\n",
        "        if (xpos >= 0.5) {\n",
        "            new_scale = Math.exp(2.0 * (xpos - 0.5) * Math.log(MAX_SCALE));\n",
        "        }\n",
        "        else {\n",
        "            new_scale = Math.exp(2.0 * xpos * (0 - Math.log(MIN_SCALE)) +\n",
        "                Math.log(MIN_SCALE));\n",
        "        }\n",
        "        new_scale = Math.min(MAX_SCALE, Math.max(MIN_SCALE, new_scale));\n",
        "\n",
        "        // update scale\n",
        "        var root = getplotroot(d3.select(this));\n",
        "        var new_trans = scale_centered_translation(root, ctx, new_scale);\n",
        "\n",
        "        ctx.zoom_behavior.scale(new_scale);\n",
        "        ctx.zoom_behavior.translate(new_trans);\n",
        "        ctx.zoom_behavior.event(root);\n",
        "\n",
        "        // Note: the zoom event will take care of repositioning the slider thumb\n",
        "    });\n",
        "\n",
        "    drag.on(\"dragstart\", function() {\n",
        "        d3.event.sourceEvent.stopPropagation();\n",
        "    });\n",
        "\n",
        "    return drag;\n",
        "};\n",
        "\n",
        "\n",
        "// Reposition the zoom slider thumb based on the current scale\n",
        "var update_zoomslider = function(root, ctx) {\n",
        "    var xmid = (ctx.min_zoomslider_extent + ctx.max_zoomslider_extent) / 2;\n",
        "    var xpos = ctx.min_zoomslider_extent +\n",
        "        ((ctx.max_zoomslider_extent - ctx.min_zoomslider_extent) *\n",
        "            slider_position_from_scale(ctx.scale));\n",
        "    root.select(\".zoomslider_thumb\")\n",
        "        .attr(\"transform\", \"translate(\" + (xpos - xmid) + \" \" + 0 + \")\");\n",
        "};\n",
        "\n",
        "\n",
        "// Compute the translation needed to change the scale when keeping the plot\n",
        "// centered.\n",
        "scale_centered_translation = function(root, ctx, new_scale) {\n",
        "    var bbox = root.select(\".guide.background\")\n",
        "                   .select(\"path\").node().getBBox();\n",
        "\n",
        "    // how off from center the current view is\n",
        "    var xoff = ctx.zoom_behavior.translate()[0] -\n",
        "              (bbox.x * (1 - ctx.scale) + (bbox.width * (1 - ctx.scale)) / 2);\n",
        "    var yoff = ctx.zoom_behavior.translate()[1] -\n",
        "              (bbox.y * (1 - ctx.scale) + (bbox.height * (1 - ctx.scale)) / 2);\n",
        "\n",
        "    // rescale offsets\n",
        "    xoff = xoff * new_scale / ctx.scale;\n",
        "    yoff = yoff * new_scale / ctx.scale;\n",
        "\n",
        "    // adjust for the panel position being scaled\n",
        "    var x_edge_adjust = bbox.x * (1 - new_scale);\n",
        "    var y_edge_adjust = bbox.y * (1 - new_scale);\n",
        "\n",
        "    return [xoff + x_edge_adjust + (bbox.width - bbox.width * new_scale) / 2,\n",
        "            yoff + y_edge_adjust + (bbox.height - bbox.height * new_scale) / 2];\n",
        "};\n",
        "\n",
        "\n",
        "// jump to a new scale with a nice transition\n",
        "var zoom_step = function(root, ctx, new_scale) {\n",
        "    var bbox = root.select(\".guide.background\")\n",
        "                   .select(\"path\").node().getBBox();\n",
        "    ctx.zoom_behavior.size([bbox.width, bbox.height]);\n",
        "    new_trans = scale_centered_translation(root, ctx, new_scale);\n",
        "\n",
        "    root.transition()\n",
        "        .duration(250)\n",
        "        .tween(\"zoom\", function()  {\n",
        "            var trans_interp = d3.interpolate(ctx.zoom_behavior.translate(), new_trans);\n",
        "            var scale_interp = d3.interpolate(ctx.zoom_behavior.scale(), new_scale);\n",
        "            return function (t) {\n",
        "                ctx.zoom_behavior.translate(trans_interp(t))\n",
        "                                 .scale(scale_interp(t));\n",
        "                ctx.zoom_behavior.event(root);\n",
        "            };\n",
        "        });\n",
        "};\n",
        "\n",
        "\n",
        "// Handlers for clicking the zoom in or zoom out buttons.\n",
        "var zoomout_behavior = function(ctx) {\n",
        "    return (function() {\n",
        "        var new_scale = Math.max(MIN_SCALE, ctx.scale / 1.5);\n",
        "        var root = getplotroot(d3.select(this));\n",
        "        zoom_step(root, ctx, new_scale);\n",
        "        d3.event.stopPropagation();\n",
        "    });\n",
        "};\n",
        "\n",
        "\n",
        "var zoomin_behavior = function(ctx) {\n",
        "    return (function() {\n",
        "        var new_scale = Math.min(MAX_SCALE, ctx.scale * 1.5);\n",
        "        var root = getplotroot(d3.select(this));\n",
        "        zoom_step(root, ctx, new_scale);\n",
        "        d3.event.stopPropagation();\n",
        "    });\n",
        "};\n",
        "\n",
        "\n",
        "var zoomslider_track_behavior = function(ctx, min_extent, max_extent) {\n",
        "    return (function() {\n",
        "        var xpos = slider_position_from_scale(ctx.scale);\n",
        "        var bbox = this.getBBox();\n",
        "        var xclick = (d3.mouse(this)[0] - bbox.x) / bbox.width;\n",
        "        var root = getplotroot(d3.select(this));\n",
        "        var new_scale;\n",
        "        if (xclick < xpos) {\n",
        "            new_scale = Math.max(MIN_SCALE, ctx.scale / 1.5);\n",
        "            zoom_step(root, ctx, new_scale);\n",
        "        }\n",
        "        else {\n",
        "            new_scale = Math.min(MAX_SCALE, ctx.scale * 1.5);\n",
        "            zoom_step(root, ctx, new_scale);\n",
        "        }\n",
        "        d3.event.stopPropagation();\n",
        "    });\n",
        "};\n",
        "\n",
        "\n",
        "// Mouseover effects for zoom slider\n",
        "var zoomslider_button_mouseover = function(destcolor) {\n",
        "    return (function() {\n",
        "        d3.select(this)\n",
        "          .selectAll(\".button_logo\")\n",
        "          .transition()\n",
        "          .duration(150)\n",
        "          .attr(\"fill\", destcolor);\n",
        "    });\n",
        "};\n",
        "\n",
        "\n",
        "var zoomslider_thumb_mouseover = function(destcolor) {\n",
        "    return (function() {\n",
        "        d3.select(this)\n",
        "          .transition()\n",
        "          .duration(150)\n",
        "          .attr(\"fill\", destcolor);\n",
        "    });\n",
        "};\n",
        "\n",
        "//@ sourceURL=gadfly.js\n",
        "</script>"
       ],
       "metadata": {},
       "output_type": "display_data"
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "using Taro\n",
      "Taro.init()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "\n",
        "WARNING: deprecated syntax \"x[i:]\" at /Users/kfischer/.julia/Compose/src/cairo_backends.jl:380.\n",
        "Use \"x[i:end]\" instead.\n",
        "\n",
        "WARNING: deprecated syntax \"x[i:]\" at /Users/kfischer/.julia/Compose/src/cairo_backends.jl:398.\n",
        "Use \"x[i:end]\" instead.\n",
        "\n",
        "WARNING: deprecated syntax \"x[i:]\" at /Users/kfischer/.julia/Compose/src/cairo_backends.jl:562.\n",
        "Use \"x[i:end]\" instead.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Found libjvm @ /Library/Java/JavaVirtualMachines/jdk1.7.0_51.jdk/Contents/Home/jre/lib/server\n"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "Compose.set_default_graphic_size(10inch,10inch/golden);\n",
      "set_default_plot_size(10inch,10inch/golden);"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Getting and importing the data"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Before we can get started, we need to get ourselves some data. I will mostly be working with the datasets collected by the Census bureau <a href=\"http://www.census.gov/support/USACdataDownloads.html\">here</a>. But before we get any data from there, let start with something simple. I have preparred a CSV file with the names and states all the counties in the U.S. <a href=\"https://gist.github.com/loladiro/8573181/raw/34894ec1a3cae030490b83be3a36b2166852e000/gistfile1.txt\">here</a>. All the data from the Census will be coded by FIPS (Federal Information Processing Standard) code. This data files will help us map from FIPS code to county name."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "get_file(URL,file) = isfile(file) || download(URL,file)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 4,
       "text": [
        "get_file (generic function with 1 method)"
       ]
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     "prompt_number": 4
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     "cell_type": "code",
     "collapsed": false,
     "input": [
      "get_file(\"https://gist.github.com/loladiro/8573181/raw/34894ec1a3cae030490b83be3a36b2166852e000/gistfile1.txt\",\"USCounties.csv\")\n",
      "counties = readtable(\"USCounties.csv\");\n",
      "# Here's the first 10 entries so you can get a feel for what the data looks like\n",
      "counties[1:10,:]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<table><tr><th></th><th>NAME</th><th>STATE_NAME</th><th>STATE_FIPS</th><th>CNTY_FIPS</th><th>FIPS</th></tr><tr><th>1</th><td>Lake of the Woods</td><td>Minnesota</td><td>27</td><td>77</td><td>27077</td></tr><tr><th>2</th><td>Ferry</td><td>Washington</td><td>53</td><td>19</td><td>53019</td></tr><tr><th>3</th><td>Stevens</td><td>Washington</td><td>53</td><td>65</td><td>53065</td></tr><tr><th>4</th><td>Okanogan</td><td>Washington</td><td>53</td><td>47</td><td>53047</td></tr><tr><th>5</th><td>Pend Oreille</td><td>Washington</td><td>53</td><td>51</td><td>53051</td></tr><tr><th>6</th><td>Boundary</td><td>Idaho</td><td>16</td><td>21</td><td>16021</td></tr><tr><th>7</th><td>Lincoln</td><td>Montana</td><td>30</td><td>53</td><td>30053</td></tr><tr><th>8</th><td>Flathead</td><td>Montana</td><td>30</td><td>29</td><td>30029</td></tr><tr><th>9</th><td>Glacier</td><td>Montana</td><td>30</td><td>35</td><td>30035</td></tr><tr><th>10</th><td>Toole</td><td>Montana</td><td>30</td><td>101</td><td>30101</td></tr></table>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 5,
       "text": [
        "10x5 DataFrame\n",
        "|-------|-------------------|------------|------------|-----------|-------|\n",
        "| Row # | NAME              | STATE_NAME | STATE_FIPS | CNTY_FIPS | FIPS  |\n",
        "| 1     | Lake of the Woods | Minnesota  | 27         | 77        | 27077 |\n",
        "| 2     | Ferry             | Washington | 53         | 19        | 53019 |\n",
        "| 3     | Stevens           | Washington | 53         | 65        | 53065 |\n",
        "| 4     | Okanogan          | Washington | 53         | 47        | 53047 |\n",
        "| 5     | Pend Oreille      | Washington | 53         | 51        | 53051 |\n",
        "| 6     | Boundary          | Idaho      | 16         | 21        | 16021 |\n",
        "| 7     | Lincoln           | Montana    | 30         | 53        | 30053 |\n",
        "| 8     | Flathead          | Montana    | 30         | 29        | 30029 |\n",
        "| 9     | Glacier           | Montana    | 30         | 35        | 30035 |\n",
        "| 10    | Toole             | Montana    | 30         | 101       | 30101 |"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#STATE_FIPS and CNTY_FIPS are redundant really, so let's get rid of them\n",
      "delete!(counties,\"STATE_FIPS\")\n",
      "delete!(counties,\"CNTY_FIPS\");"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 5
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Next, let's get information about the land mass of each county.\n",
      "\n",
      "Going back to the census website we find just the right data at http://www2.census.gov/prod2/statcomp/usac/excel/LND01.xls.\n",
      "\n",
      "\n",
      "If you're wondering what the column names mean, there's a comprehensive overview at http://www2.census.gov/prod2/statcomp/usac/excel/Mastdata.xls"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "get_file(\"http://www2.census.gov/prod2/statcomp/usac/excel/LND01.xls\",\"LND01.xls\");"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 5
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "We will be using the `Taro` package to read the Excel file like so:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "LND = Taro.readxl(\"/Users/kfischer/Downloads/LND01.xls\",\"Sheet1\",\"A1:AH3199\");\n",
      "LND[1:5,1:10] # Again, a small sneak preview"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<table><tr><th></th><th>Areaname</th><th>STCOU</th><th>LND010190F</th><th>LND010190D</th><th>LND010190N1</th><th>LND010190N2</th><th>LND010200F</th><th>LND010200D</th><th>LND010200N1</th><th>LND010200N2</th></tr><tr><th>1</th><td>UNITED STATES</td><td>00000</td><td>0.0</td><td>3.78742508e6</td><td>0000</td><td>0000</td><td>0.0</td><td>3.79408306e6</td><td>0000</td><td>0000</td></tr><tr><th>2</th><td>ALABAMA</td><td>01000</td><td>0.0</td><td>52422.94</td><td>0000</td><td>0000</td><td>0.0</td><td>52419.02</td><td>0000</td><td>0000</td></tr><tr><th>3</th><td>Autauga, AL</td><td>01001</td><td>0.0</td><td>604.49</td><td>0000</td><td>0000</td><td>0.0</td><td>604.45</td><td>0000</td><td>0000</td></tr><tr><th>4</th><td>Baldwin, AL</td><td>01003</td><td>0.0</td><td>2027.08</td><td>0000</td><td>0000</td><td>0.0</td><td>2026.93</td><td>0000</td><td>0000</td></tr><tr><th>5</th><td>Barbour, AL</td><td>01005</td><td>0.0</td><td>904.59</td><td>0000</td><td>0000</td><td>0.0</td><td>904.52</td><td>0000</td><td>0000</td></tr></table>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 6,
       "text": [
        "5x10 DataFrame\n",
        "|-------|-------------|------|---------|\n",
        "| Col # | Name        | Type | Missing |\n",
        "| 1     | Areaname    | Any  | 0       |\n",
        "| 2     | STCOU       | Any  | 0       |\n",
        "| 3     | LND010190F  | Any  | 0       |\n",
        "| 4     | LND010190D  | Any  | 0       |\n",
        "| 5     | LND010190N1 | Any  | 0       |\n",
        "| 6     | LND010190N2 | Any  | 0       |\n",
        "| 7     | LND010200F  | Any  | 0       |\n",
        "| 8     | LND010200D  | Any  | 0       |\n",
        "| 9     | LND010200N1 | Any  | 0       |\n",
        "| 10    | LND010200N2 | Any  | 0       |"
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    {
     "cell_type": "code",
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     "input": [
      "# Let's get rind of some of the data we don't need and rename the columns to be more human-friendly\n",
      "# We're interested in the FIPS code, the total land area and the total water area\n",
      "landdata = LND[[\"STCOU\",\"LND010200D\",\"LND210200D\"]];\n",
      "# Rename the columns\n",
      "rename!(landdata,\"STCOU\",\"FIPS\")\n",
      "rename!(landdata,\"LND010200D\",\"land_area\")\n",
      "rename!(landdata,\"LND210200D\",\"water_area\")\n",
      "# Let's also get rid of counties for which there's no data:\n",
      "landdata = landdata[find(x->x!=0,landdata[\"land_area\"]),:]\n",
      "landdata = landdata[find(x->x!=0,landdata[\"water_area\"]),:]\n",
      "# Let's also make FIPS an integer\n",
      "landdata[\"FIPS\"] = int(landdata[\"FIPS\"]);\n",
      "landdata[1:5,:]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<table><tr><th></th><th>FIPS</th><th>land_area</th><th>water_area</th></tr><tr><th>1</th><td>0</td><td>3.79408306e6</td><td>256644.62</td></tr><tr><th>2</th><td>1000</td><td>52419.02</td><td>1675.01</td></tr><tr><th>3</th><td>1001</td><td>604.45</td><td>8.48</td></tr><tr><th>4</th><td>1003</td><td>2026.93</td><td>430.58</td></tr><tr><th>5</th><td>1005</td><td>904.52</td><td>19.61</td></tr></table>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 7,
       "text": [
        "5x3 DataFrame\n",
        "|-------|------|-----------|------------|\n",
        "| Row # | FIPS | land_area | water_area |\n",
        "| 1     | 0    | 3.79408e6 | 256645.0   |\n",
        "| 2     | 1000 | 52419.0   | 1675.01    |\n",
        "| 3     | 1001 | 604.45    | 8.48       |\n",
        "| 4     | 1003 | 2026.93   | 430.58     |\n",
        "| 5     | 1005 | 904.52    | 19.61      |"
       ]
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     "prompt_number": 7
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    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Let's combine it with the CSV we originally loaded (by FIPS code)\n",
      "data = join(counties, landdata; on=\"FIPS\")\n",
      "data[1:5,:]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<table><tr><th></th><th>NAME</th><th>STATE_NAME</th><th>FIPS</th><th>land_area</th><th>water_area</th></tr><tr><th>1</th><td>Autauga</td><td>Alabama</td><td>1001</td><td>604.45</td><td>8.48</td></tr><tr><th>2</th><td>Baldwin</td><td>Alabama</td><td>1003</td><td>2026.93</td><td>430.58</td></tr><tr><th>3</th><td>Barbour</td><td>Alabama</td><td>1005</td><td>904.52</td><td>19.61</td></tr><tr><th>4</th><td>Bibb</td><td>Alabama</td><td>1007</td><td>626.16</td><td>3.14</td></tr><tr><th>5</th><td>Blount</td><td>Alabama</td><td>1009</td><td>650.6</td><td>5.02</td></tr></table>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 8,
       "text": [
        "5x5 DataFrame\n",
        "|-------|---------|------------|------|-----------|------------|\n",
        "| Row # | NAME    | STATE_NAME | FIPS | land_area | water_area |\n",
        "| 1     | Autauga | Alabama    | 1001 | 604.45    | 8.48       |\n",
        "| 2     | Baldwin | Alabama    | 1003 | 2026.93   | 430.58     |\n",
        "| 3     | Barbour | Alabama    | 1005 | 904.52    | 19.61      |\n",
        "| 4     | Bibb    | Alabama    | 1007 | 626.16    | 3.14       |\n",
        "| 5     | Blount  | Alabama    | 1009 | 650.6     | 5.02       |"
       ]
      }
     ],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "set_default_plot_size(10inch,10inch/golden);\n",
      "plot(data, x=\"land_area\", y=\"water_area\")\n",
      "#, color=\"STATE_NAME\", Scale.y_log10, Scale.x_log10"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
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        ".on(\"mouseover\", zoomslider_button_mouseover(\"#cd5c5c\"))\n",
        ".on(\"mouseout\", zoomslider_button_mouseover(\"#6a6a6a\"))\n",
        ";\n",
        "          g.append(\"svg:path\")\n",
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        "          (function (g) {\n",
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        "           .on(\"click\", zoomslider_track_behavior(ctx, 216, 233));\n",
        "          g.append(\"svg:path\")\n",
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        "        }(g.append(\"g\")));\n",
        "        (function (g) {\n",
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        "           .attr(\"class\", \"zoomslider_thumb\")\n",
        "           .call(zoomslider_behavior(ctx, 216, 233))\n",
        ".on(\"mouseover\", zoomslider_thumb_mouseover(\"#cd5c5c\"))\n",
        ".on(\"mouseout\", zoomslider_thumb_mouseover(\"#6a6a6a\"))\n",
        ";\n",
        "          g.append(\"svg:path\")\n",
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        "        }(g.append(\"g\")));\n",
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        "           .attr(\"stroke-opacity\", 0.00)\n",
        "           .attr(\"stroke-width\", 0.3)\n",
        "           .attr(\"fill\", \"#EAEAEA\")\n",
        "           .on(\"click\", zoomout_behavior(ctx))\n",
        ".on(\"dblclick\", function() { d3.event.stopPropagation(); })\n",
        ".on(\"mouseover\", zoomslider_button_mouseover(\"#cd5c5c\"))\n",
        ".on(\"mouseout\", zoomslider_button_mouseover(\"#6a6a6a\"))\n",
        ";\n",
        "          g.append(\"svg:path\")\n",
        "             .attr(\"d\", \"M218,8 L 222 8 222 12 218 12 z\");\n",
        "          (function (g) {\n",
        "            g.attr(\"fill\", \"#6A6A6A\")\n",
        "             .attr(\"class\", \"button_logo\");\n",
        "            g.append(\"svg:path\")\n",
        "               .attr(\"d\", \"M218.8,9.6 L 221.2 9.6 221.2 10.4 218.8 10.4 z\");\n",
        "          }(g.append(\"g\")));\n",
        "        }(g.append(\"g\")));\n",
        "      }(g.append(\"g\")));\n",
        "    }(g.append(\"g\")));\n",
        "  }(g.append(\"g\")));\n",
        "}(g.append(\"g\")));\n",
        "    d3.select(parent_id)\n",
        "      .selectAll(\"path\")\n",
        "      .each(function() {\n",
        "          var sw = parseFloat(window.getComputedStyle(this).getPropertyValue(\"stroke-width\"));\n",
        "          d3.select(this)\n",
        "            .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "            .style(\"stroke-width\", sw + \"mm\");\n",
        "      });\n",
        "}\n",
        "\n",
        "var data = [\n",
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        "\n",
        "var draw = function(parent_id) {\n",
        "    draw_with_data(data, parent_id);\n",
        "};\n",
        "\n",
        "if ('undefined' !== typeof module) {\n",
        "    module.exports = draw;\n",
        "} else if ('undefined' !== typeof window) {\n",
        "    window.draw = draw\n",
        "}\n",
        "\n",
        "return module;\n",
        "})({}).exports(\"#gadflyplot-JTVDRbCeO1ZYQlE0Bvl5\");\n",
        "//@ sourceURL=gadflyplot-JTVDRbCeO1ZYQlE0Bvl5.js\n",
        "</script>\n"
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "D3(254.0,156.9806331424733,IOBuffer([0x66,0x75,0x6e,0x63,0x74,0x69,0x6f,0x6e,0x20,0x64  \u2026  0x20,0x3d,0x20,0x64,0x72,0x61,0x77,0x0a,0x7d,0x0a],true,true,true,false,133078,9223372036854775807,133079),0,[],[],1,3,[0x94c5a1bc1930ec9b=>([42.003709974213834,43.91700819911949,42.407317334842766,42.032910879999996,42.06578375597484,42.03277637559748,42.23703476125786,42.01429547069182,42.00190761522012,41.997657276100625  \u2026  44.72533930691824,50.56365085295597,44.02995154591195,44.589718517861634,47.82937810641509,55.30178363861635,46.86920497861635,43.99855821836478,44.20729560062893,44.418897926666666],0),0x9619c8f841e42fc7=>([130.50764291305913,125.36002855933856,130.37190979825954,130.57276553956675,130.54983847255656,130.59837556122704,130.59825360874294,130.56398496071176,130.53861884401965,130.03995513654837  \u2026  130.58557055039688,130.2926406835967,130.29434801837402,130.56532643803683,129.96373483398796,129.80775760682832,128.0007876499679,130.53910665395605,130.57825340135108,130.58410712058776],1)],true,false,nothing,true)"
       ]
      },
      {
       "html": [],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 9,
       "text": [
        "Plot(...)"
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot(data, x=\"land_area\", Geom.histogram, color=\"STATE_NAME\", Scale.x_log10)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
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        "      (function (g) {\n",
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        "      (function (g) {\n",
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        "      (function (g) {\n",
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        "      (function (g) {\n",
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        "      (function (g) {\n",
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        "           .style(\"dominant-baseline\", \"central\")\n",
        "            .call(function(text) {\n",
        "      text.text(\"Kentucky\");\n",
        "    })\n",
        ";\n",
        "      }(g.append(\"g\")));\n",
        "    }(g.append(\"g\")));\n",
        "    (function (g) {\n",
        "      g.attr(\"class\", \"guide color_Iowa\")\n",
        "       .on(\"click\", guide_toggle_color(\"color_Iowa\"));\n",
        "      (function (g) {\n",
        "        g.attr(\"fill\", \"#A3D57C\")\n",
        "         .attr(\"stroke\", \"#7AAB55\")\n",
        "         .attr(\"stroke-width\", 0.3);\n",
        "        g.append(\"svg:path\")\n",
        "           .attr(\"d\", \"M191.5,19.59 L 195.8 19.59 195.8 23.89 191.5 23.89 z\");\n",
        "      }(g.append(\"g\")));\n",
        "      (function (g) {\n",
        "        g.attr(\"stroke\", \"none\")\n",
        "         .attr(\"fill\", \"#4C404B\");\n",
        "        g.append(\"svg:text\")\n",
        "           .attr(\"x\", 196.8)\n",
        "           .attr(\"y\", 21.74)\n",
        "           .style(\"dominant-baseline\", \"central\")\n",
        "            .call(function(text) {\n",
        "      text.text(\"Iowa\");\n",
        "    })\n",
        ";\n",
        "      }(g.append(\"g\")));\n",
        "    }(g.append(\"g\")));\n",
        "    (function (g) {\n",
        "      g.attr(\"class\", \"guide color_Illinois\")\n",
        "       .on(\"click\", guide_toggle_color(\"color_Illinois\"));\n",
        "      (function (g) {\n",
        "        g.attr(\"fill\", \"#A28FFA\")\n",
        "         .attr(\"stroke\", \"#7868CF\")\n",
        "         .attr(\"stroke-width\", 0.3);\n",
        "        g.append(\"svg:path\")\n",
        "           .attr(\"d\", \"M191.5,8.99 L 195.8 8.99 195.8 13.29 191.5 13.29 z\");\n",
        "      }(g.append(\"g\")));\n",
        "      (function (g) {\n",
        "        g.attr(\"stroke\", \"none\")\n",
        "         .attr(\"fill\", \"#4C404B\");\n",
        "        g.append(\"svg:text\")\n",
        "           .attr(\"x\", 196.8)\n",
        "           .attr(\"y\", 11.14)\n",
        "           .style(\"dominant-baseline\", \"central\")\n",
        "            .call(function(text) {\n",
        "      text.text(\"Illinois\");\n",
        "    })\n",
        ";\n",
        "      }(g.append(\"g\")));\n",
        "    }(g.append(\"g\")));\n",
        "    (function (g) {\n",
        "      g.attr(\"class\", \"guide color_Hawaii\")\n",
        "       .on(\"click\", guide_toggle_color(\"color_Hawaii\"));\n",
        "      (function (g) {\n",
        "        g.attr(\"fill\", \"#D581CB\")\n",
        "         .attr(\"stroke\", \"#AA5AA2\")\n",
        "         .attr(\"stroke-width\", 0.3);\n",
        "        g.append(\"svg:path\")\n",
        "           .attr(\"d\", \"M191.5,-1.62 L 195.8 -1.62 195.8 2.69 191.5 2.69 z\");\n",
        "      }(g.append(\"g\")));\n",
        "      (function (g) {\n",
        "        g.attr(\"stroke\", \"none\")\n",
        "         .attr(\"fill\", \"#4C404B\");\n",
        "        g.append(\"svg:text\")\n",
        "           .attr(\"x\", 196.8)\n",
        "           .attr(\"y\", 0.54)\n",
        "           .style(\"dominant-baseline\", \"central\")\n",
        "            .call(function(text) {\n",
        "      text.text(\"Hawaii\");\n",
        "    })\n",
        ";\n",
        "      }(g.append(\"g\")));\n",
        "    }(g.append(\"g\")));\n",
        "    (function (g) {\n",
        "      g.attr(\"class\", \"guide color_Florida\")\n",
        "       .on(\"click\", guide_toggle_color(\"color_Florida\"));\n",
        "      (function (g) {\n",
        "        g.attr(\"fill\", \"#00BBAA\")\n",
        "         .attr(\"stroke\", \"#009183\")\n",
        "         .attr(\"stroke-width\", 0.3);\n",
        "        g.append(\"svg:path\")\n",
        "           .attr(\"d\", \"M191.5,-12.22 L 195.8 -12.22 195.8 -7.92 191.5 -7.92 z\");\n",
        "      }(g.append(\"g\")));\n",
        "      (function (g) {\n",
        "        g.attr(\"stroke\", \"none\")\n",
        "         .attr(\"fill\", \"#4C404B\");\n",
        "        g.append(\"svg:text\")\n",
        "           .attr(\"x\", 196.8)\n",
        "           .attr(\"y\", -10.07)\n",
        "           .style(\"dominant-baseline\", \"central\")\n",
        "            .call(function(text) {\n",
        "      text.text(\"Florida\");\n",
        "    })\n",
        ";\n",
        "      }(g.append(\"g\")));\n",
        "    }(g.append(\"g\")));\n",
        "    (function (g) {\n",
        "      g.attr(\"class\", \"guide color_Delaware\")\n",
        "       .on(\"click\", guide_toggle_color(\"color_Delaware\"));\n",
        "      (function (g) {\n",
        "        g.attr(\"fill\", \"#32B44E\")\n",
        "         .attr(\"stroke\", \"#008B28\")\n",
        "         .attr(\"stroke-width\", 0.3);\n",
        "        g.append(\"svg:path\")\n",
        "           .attr(\"d\", \"M191.5,-22.82 L 195.8 -22.82 195.8 -18.52 191.5 -18.52 z\");\n",
        "      }(g.append(\"g\")));\n",
        "      (function (g) {\n",
        "        g.attr(\"stroke\", \"none\")\n",
        "         .attr(\"fill\", \"#4C404B\");\n",
        "        g.append(\"svg:text\")\n",
        "           .attr(\"x\", 196.8)\n",
        "           .attr(\"y\", -20.67)\n",
        "           .style(\"dominant-baseline\", \"central\")\n",
        "            .call(function(text) {\n",
        "      text.text(\"Delaware\");\n",
        "    })\n",
        ";\n",
        "      }(g.append(\"g\")));\n",
        "    }(g.append(\"g\")));\n",
        "    (function (g) {\n",
        "      g.attr(\"class\", \"guide color_Colorado\")\n",
        "       .on(\"click\", guide_toggle_color(\"color_Colorado\"));\n",
        "      (function (g) {\n",
        "        g.attr(\"fill\", \"#9E9E9E\")\n",
        "         .attr(\"stroke\", \"#777777\")\n",
        "         .attr(\"stroke-width\", 0.3);\n",
        "        g.append(\"svg:path\")\n",
        "           .attr(\"d\", \"M191.5,-33.43 L 195.8 -33.43 195.8 -29.13 191.5 -29.13 z\");\n",
        "      }(g.append(\"g\")));\n",
        "      (function (g) {\n",
        "        g.attr(\"stroke\", \"none\")\n",
        "         .attr(\"fill\", \"#4C404B\");\n",
        "        g.append(\"svg:text\")\n",
        "           .attr(\"x\", 196.8)\n",
        "           .attr(\"y\", -31.28)\n",
        "           .style(\"dominant-baseline\", \"central\")\n",
        "            .call(function(text) {\n",
        "      text.text(\"Colorado\");\n",
        "    })\n",
        ";\n",
        "      }(g.append(\"g\")));\n",
        "    }(g.append(\"g\")));\n",
        "    (function (g) {\n",
        "      g.attr(\"class\", \"guide color_Arkansas\")\n",
        "       .on(\"click\", guide_toggle_color(\"color_Arkansas\"));\n",
        "      (function (g) {\n",
        "        g.attr(\"fill\", \"#00E5B2\")\n",
        "         .attr(\"stroke\", \"#00BA8B\")\n",
        "         .attr(\"stroke-width\", 0.3);\n",
        "        g.append(\"svg:path\")\n",
        "           .attr(\"d\", \"M191.5,-44.03 L 195.8 -44.03 195.8 -39.73 191.5 -39.73 z\");\n",
        "      }(g.append(\"g\")));\n",
        "      (function (g) {\n",
        "        g.attr(\"stroke\", \"none\")\n",
        "         .attr(\"fill\", \"#4C404B\");\n",
        "        g.append(\"svg:text\")\n",
        "           .attr(\"x\", 196.8)\n",
        "           .attr(\"y\", -41.88)\n",
        "           .style(\"dominant-baseline\", \"central\")\n",
        "            .call(function(text) {\n",
        "      text.text(\"Arkansas\");\n",
        "    })\n",
        ";\n",
        "      }(g.append(\"g\")));\n",
        "    }(g.append(\"g\")));\n",
        "    (function (g) {\n",
        "      g.attr(\"class\", \"guide color_Alaska\")\n",
        "       .on(\"click\", guide_toggle_color(\"color_Alaska\"));\n",
        "      (function (g) {\n",
        "        g.attr(\"fill\", \"#D4CA3A\")\n",
        "         .attr(\"stroke\", \"#A8A200\")\n",
        "         .attr(\"stroke-width\", 0.3);\n",
        "        g.append(\"svg:path\")\n",
        "           .attr(\"d\", \"M191.5,-54.64 L 195.8 -54.64 195.8 -50.33 191.5 -50.33 z\");\n",
        "      }(g.append(\"g\")));\n",
        "      (function (g) {\n",
        "        g.attr(\"stroke\", \"none\")\n",
        "         .attr(\"fill\", \"#4C404B\");\n",
        "        g.append(\"svg:text\")\n",
        "           .attr(\"x\", 196.8)\n",
        "           .attr(\"y\", -52.48)\n",
        "           .style(\"dominant-baseline\", \"central\")\n",
        "            .call(function(text) {\n",
        "      text.text(\"Alaska\");\n",
        "    })\n",
        ";\n",
        "      }(g.append(\"g\")));\n",
        "    }(g.append(\"g\")));\n",
        "    (function (g) {\n",
        "      g.attr(\"class\", \"guide color_Alabama\")\n",
        "       .on(\"click\", guide_toggle_color(\"color_Alabama\"));\n",
        "      (function (g) {\n",
        "        g.attr(\"fill\", \"#00BFFF\")\n",
        "         .attr(\"stroke\", \"#0096DD\")\n",
        "         .attr(\"stroke-width\", 0.3);\n",
        "        g.append(\"svg:path\")\n",
        "           .attr(\"d\", \"M191.5,-59.94 L 195.8 -59.94 195.8 -55.64 191.5 -55.64 z\");\n",
        "      }(g.append(\"g\")));\n",
        "      (function (g) {\n",
        "        g.attr(\"stroke\", \"none\")\n",
        "         .attr(\"fill\", \"#4C404B\");\n",
        "        g.append(\"svg:text\")\n",
        "           .attr(\"x\", 196.8)\n",
        "           .attr(\"y\", -57.79)\n",
        "           .style(\"dominant-baseline\", \"central\")\n",
        "            .call(function(text) {\n",
        "      text.text(\"Alabama\");\n",
        "    })\n",
        ";\n",
        "      }(g.append(\"g\")));\n",
        "    }(g.append(\"g\")));\n",
        "    (function (g) {\n",
        "      g.attr(\"class\", \"guide color_Arizona\")\n",
        "       .on(\"click\", guide_toggle_color(\"color_Arizona\"));\n",
        "      (function (g) {\n",
        "        g.attr(\"fill\", \"#FF5EA0\")\n",
        "         .attr(\"stroke\", \"#DC2C7A\")\n",
        "         .attr(\"stroke-width\", 0.3);\n",
        "        g.append(\"svg:path\")\n",
        "           .attr(\"d\", \"M191.5,-49.33 L 195.8 -49.33 195.8 -45.03 191.5 -45.03 z\");\n",
        "      }(g.append(\"g\")));\n",
        "      (function (g) {\n",
        "        g.attr(\"stroke\", \"none\")\n",
        "         .attr(\"fill\", \"#4C404B\");\n",
        "        g.append(\"svg:text\")\n",
        "           .attr(\"x\", 196.8)\n",
        "           .attr(\"y\", -47.18)\n",
        "           .style(\"dominant-baseline\", \"central\")\n",
        "            .call(function(text) {\n",
        "      text.text(\"Arizona\");\n",
        "    })\n",
        ";\n",
        "      }(g.append(\"g\")));\n",
        "    }(g.append(\"g\")));\n",
        "    (function (g) {\n",
        "      g.attr(\"class\", \"guide color_California\")\n",
        "       .on(\"click\", guide_toggle_color(\"color_California\"));\n",
        "      (function (g) {\n",
        "        g.attr(\"fill\", \"#F6A6FF\")\n",
        "         .attr(\"stroke\", \"#CA7EF6\")\n",
        "         .attr(\"stroke-width\", 0.3);\n",
        "        g.append(\"svg:path\")\n",
        "           .attr(\"d\", \"M191.5,-38.73 L 195.8 -38.73 195.8 -34.43 191.5 -34.43 z\");\n",
        "      }(g.append(\"g\")));\n",
        "      (function (g) {\n",
        "        g.attr(\"stroke\", \"none\")\n",
        "         .attr(\"fill\", \"#4C404B\");\n",
        "        g.append(\"svg:text\")\n",
        "           .attr(\"x\", 196.8)\n",
        "           .attr(\"y\", -36.58)\n",
        "           .style(\"dominant-baseline\", \"central\")\n",
        "            .call(function(text) {\n",
        "      text.text(\"California\");\n",
        "    })\n",
        ";\n",
        "      }(g.append(\"g\")));\n",
        "    }(g.append(\"g\")));\n",
        "    (function (g) {\n",
        "      g.attr(\"class\", \"guide color_Connecticut\")\n",
        "       .on(\"click\", guide_toggle_color(\"color_Connecticut\"));\n",
        "      (function (g) {\n",
        "        g.attr(\"fill\", \"#FF928B\")\n",
        "         .attr(\"stroke\", \"#FF6765\")\n",
        "         .attr(\"stroke-width\", 0.3);\n",
        "        g.append(\"svg:path\")\n",
        "           .attr(\"d\", \"M191.5,-28.13 L 195.8 -28.13 195.8 -23.82 191.5 -23.82 z\");\n",
        "      }(g.append(\"g\")));\n",
        "      (function (g) {\n",
        "        g.attr(\"stroke\", \"none\")\n",
        "         .attr(\"fill\", \"#4C404B\");\n",
        "        g.append(\"svg:text\")\n",
        "           .attr(\"x\", 196.8)\n",
        "           .attr(\"y\", -25.97)\n",
        "           .style(\"dominant-baseline\", \"central\")\n",
        "            .call(function(text) {\n",
        "      text.text(\"Connecticut\");\n",
        "    })\n",
        ";\n",
        "      }(g.append(\"g\")));\n",
        "    }(g.append(\"g\")));\n",
        "    (function (g) {\n",
        "      g.attr(\"class\", \"guide color_District_of_Columbia\")\n",
        "       .on(\"click\", guide_toggle_color(\"color_District_of_Columbia\"));\n",
        "      (function (g) {\n",
        "        g.attr(\"fill\", \"#F08031\")\n",
        "         .attr(\"stroke\", \"#C05901\")\n",
        "         .attr(\"stroke-width\", 0.3);\n",
        "        g.append(\"svg:path\")\n",
        "           .attr(\"d\", \"M191.5,-17.52 L 195.8 -17.52 195.8 -13.22 191.5 -13.22 z\");\n",
        "      }(g.append(\"g\")));\n",
        "      (function (g) {\n",
        "        g.attr(\"stroke\", \"none\")\n",
        "         .attr(\"fill\", \"#4C404B\");\n",
        "        g.append(\"svg:text\")\n",
        "           .attr(\"x\", 196.8)\n",
        "           .attr(\"y\", -15.37)\n",
        "           .style(\"dominant-baseline\", \"central\")\n",
        "            .call(function(text) {\n",
        "      text.text(\"District of Columbia\");\n",
        "    })\n",
        ";\n",
        "      }(g.append(\"g\")));\n",
        "    }(g.append(\"g\")));\n",
        "    (function (g) {\n",
        "      g.attr(\"class\", \"guide color_Georgia\")\n",
        "       .on(\"click\", guide_toggle_color(\"color_Georgia\"));\n",
        "      (function (g) {\n",
        "        g.attr(\"fill\", \"#93C1FF\")\n",
        "         .attr(\"stroke\", \"#6299FF\")\n",
        "         .attr(\"stroke-width\", 0.3);\n",
        "        g.append(\"svg:path\")\n",
        "           .attr(\"d\", \"M191.5,-6.92 L 195.8 -6.92 195.8 -2.62 191.5 -2.62 z\");\n",
        "      }(g.append(\"g\")));\n",
        "      (function (g) {\n",
        "        g.attr(\"stroke\", \"none\")\n",
        "         .attr(\"fill\", \"#4C404B\");\n",
        "        g.append(\"svg:text\")\n",
        "           .attr(\"x\", 196.8)\n",
        "           .attr(\"y\", -4.77)\n",
        "           .style(\"dominant-baseline\", \"central\")\n",
        "            .call(function(text) {\n",
        "      text.text(\"Georgia\");\n",
        "    })\n",
        ";\n",
        "      }(g.append(\"g\")));\n",
        "    }(g.append(\"g\")));\n",
        "    (function (g) {\n",
        "      g.attr(\"class\", \"guide color_Idaho\")\n",
        "       .on(\"click\", guide_toggle_color(\"color_Idaho\"));\n",
        "      (function (g) {\n",
        "        g.attr(\"fill\", \"#00DEE6\")\n",
        "         .attr(\"stroke\", \"#00B4BC\")\n",
        "         .attr(\"stroke-width\", 0.3);\n",
        "        g.append(\"svg:path\")\n",
        "           .attr(\"d\", \"M191.5,3.69 L 195.8 3.69 195.8 7.99 191.5 7.99 z\");\n",
        "      }(g.append(\"g\")));\n",
        "      (function (g) {\n",
        "        g.attr(\"stroke\", \"none\")\n",
        "         .attr(\"fill\", \"#4C404B\");\n",
        "        g.append(\"svg:text\")\n",
        "           .attr(\"x\", 196.8)\n",
        "           .attr(\"y\", 5.84)\n",
        "           .style(\"dominant-baseline\", \"central\")\n",
        "            .call(function(text) {\n",
        "      text.text(\"Idaho\");\n",
        "    })\n",
        ";\n",
        "      }(g.append(\"g\")));\n",
        "    }(g.append(\"g\")));\n",
        "    (function (g) {\n",
        "      g.attr(\"class\", \"guide color_Indiana\")\n",
        "       .on(\"click\", guide_toggle_color(\"color_Indiana\"));\n",
        "      (function (g) {\n",
        "        g.attr(\"fill\", \"#8AAA16\")\n",
        "         .attr(\"stroke\", \"#608200\")\n",
        "         .attr(\"stroke-width\", 0.3);\n",
        "        g.append(\"svg:path\")\n",
        "           .attr(\"d\", \"M191.5,14.29 L 195.8 14.29 195.8 18.59 191.5 18.59 z\");\n",
        "      }(g.append(\"g\")));\n",
        "      (function (g) {\n",
        "        g.attr(\"stroke\", \"none\")\n",
        "         .attr(\"fill\", \"#4C404B\");\n",
        "        g.append(\"svg:text\")\n",
        "           .attr(\"x\", 196.8)\n",
        "           .attr(\"y\", 16.44)\n",
        "           .style(\"dominant-baseline\", \"central\")\n",
        "            .call(function(text) {\n",
        "      text.text(\"Indiana\");\n",
        "    })\n",
        ";\n",
        "      }(g.append(\"g\")));\n",
        "    }(g.append(\"g\")));\n",
        "    (function (g) {\n",
        "      g.attr(\"class\", \"guide color_Kansas\")\n",
        "       .on(\"click\", guide_toggle_color(\"color_Kansas\"));\n",
        "      (function (g) {\n",
        "        g.attr(\"fill\", \"#EF7C75\")\n",
        "         .attr(\"stroke\", \"#C25451\")\n",
        "         .attr(\"stroke-width\", 0.3);\n",
        "        g.append(\"svg:path\")\n",
        "           .attr(\"d\", \"M191.5,24.89 L 195.8 24.89 195.8 29.2 191.5 29.2 z\");\n",
        "      }(g.append(\"g\")));\n",
        "      (function (g) {\n",
        "        g.attr(\"stroke\", \"none\")\n",
        "         .attr(\"fill\", \"#4C404B\");\n",
        "        g.append(\"svg:text\")\n",
        "           .attr(\"x\", 196.8)\n",
        "           .attr(\"y\", 27.05)\n",
        "           .style(\"dominant-baseline\", \"central\")\n",
        "            .call(function(text) {\n",
        "      text.text(\"Kansas\");\n",
        "    })\n",
        ";\n",
        "      }(g.append(\"g\")));\n",
        "    }(g.append(\"g\")));\n",
        "    (function (g) {\n",
        "      g.attr(\"class\", \"guide color_Louisiana\")\n",
        "       .on(\"click\", guide_toggle_color(\"color_Louisiana\"));\n",
        "      (function (g) {\n",
        "        g.attr(\"fill\", \"#FFB279\")\n",
        "         .attr(\"stroke\", \"#DD8953\")\n",
        "         .attr(\"stroke-width\", 0.3);\n",
        "        g.append(\"svg:path\")\n",
        "           .attr(\"d\", \"M191.5,35.5 L 195.8 35.5 195.8 39.8 191.5 39.8 z\");\n",
        "      }(g.append(\"g\")));\n",
        "      (function (g) {\n",
        "        g.attr(\"stroke\", \"none\")\n",
        "         .attr(\"fill\", \"#4C404B\");\n",
        "        g.append(\"svg:text\")\n",
        "           .attr(\"x\", 196.8)\n",
        "           .attr(\"y\", 37.65)\n",
        "           .style(\"dominant-baseline\", \"central\")\n",
        "            .call(function(text) {\n",
        "      text.text(\"Louisiana\");\n",
        "    })\n",
        ";\n",
        "      }(g.append(\"g\")));\n",
        "    }(g.append(\"g\")));\n",
        "    (function (g) {\n",
        "      g.attr(\"class\", \"guide color_Maryland\")\n",
        "       .on(\"click\", guide_toggle_color(\"color_Maryland\"));\n",
        "      (function (g) {\n",
        "        g.attr(\"fill\", \"#FFA1B2\")\n",
        "         .attr(\"stroke\", \"#F2788A\")\n",
        "         .attr(\"stroke-width\", 0.3);\n",
        "        g.append(\"svg:path\")\n",
        "           .attr(\"d\", \"M191.5,46.1 L 195.8 46.1 195.8 50.4 191.5 50.4 z\");\n",
        "      }(g.append(\"g\")));\n",
        "      (function (g) {\n",
        "        g.attr(\"stroke\", \"none\")\n",
        "         .attr(\"fill\", \"#4C404B\");\n",
        "        g.append(\"svg:text\")\n",
        "           .attr(\"x\", 196.8)\n",
        "           .attr(\"y\", 48.25)\n",
        "           .style(\"dominant-baseline\", \"central\")\n",
        "            .call(function(text) {\n",
        "      text.text(\"Maryland\");\n",
        "    })\n",
        ";\n",
        "      }(g.append(\"g\")));\n",
        "    }(g.append(\"g\")));\n",
        "    (function (g) {\n",
        "      g.attr(\"class\", \"guide color_Michigan\")\n",
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        "      (function (g) {\n",
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        "    }(g.append(\"g\")));\n",
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        "      g.attr(\"class\", \"guide color_Mississippi\")\n",
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        "      (function (g) {\n",
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        "           .style(\"dominant-baseline\", \"central\")\n",
        "            .call(function(text) {\n",
        "      text.text(\"Mississippi\");\n",
        "    })\n",
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        "      }(g.append(\"g\")));\n",
        "    }(g.append(\"g\")));\n",
        "    (function (g) {\n",
        "      g.attr(\"class\", \"guide color_Montana\")\n",
        "       .on(\"click\", guide_toggle_color(\"color_Montana\"));\n",
        "      (function (g) {\n",
        "        g.attr(\"fill\", \"#FF8AC9\")\n",
        "         .attr(\"stroke\", \"#FF5EA0\")\n",
        "         .attr(\"stroke-width\", 0.3);\n",
        "        g.append(\"svg:path\")\n",
        "           .attr(\"d\", \"M191.5,77.91 L 195.8 77.91 195.8 82.22 191.5 82.22 z\");\n",
        "      }(g.append(\"g\")));\n",
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        "        g.attr(\"stroke\", \"none\")\n",
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        "           .attr(\"y\", 80.07)\n",
        "           .style(\"dominant-baseline\", \"central\")\n",
        "            .call(function(text) {\n",
        "      text.text(\"Montana\");\n",
        "    })\n",
        ";\n",
        "      }(g.append(\"g\")));\n",
        "    }(g.append(\"g\")));\n",
        "    (function (g) {\n",
        "      g.attr(\"class\", \"guide color_Nevada\")\n",
        "       .on(\"click\", guide_toggle_color(\"color_Nevada\"));\n",
        "      (function (g) {\n",
        "        g.attr(\"fill\", \"#00E4FF\")\n",
        "         .attr(\"stroke\", \"#00BAE5\")\n",
        "         .attr(\"stroke-width\", 0.3);\n",
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        "           .style(\"dominant-baseline\", \"central\")\n",
        "            .call(function(text) {\n",
        "      text.text(\"Nevada\");\n",
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        "      }(g.append(\"g\")));\n",
        "    }(g.append(\"g\")));\n",
        "    (function (g) {\n",
        "      g.attr(\"class\", \"guide color_New_Jersey\")\n",
        "       .on(\"click\", guide_toggle_color(\"color_New_Jersey\"));\n",
        "      (function (g) {\n",
        "        g.attr(\"fill\", \"#FAA737\")\n",
        "         .attr(\"stroke\", \"#CC8000\")\n",
        "         .attr(\"stroke-width\", 0.3);\n",
        "        g.append(\"svg:path\")\n",
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        "      }(g.append(\"g\")));\n",
        "      (function (g) {\n",
        "        g.attr(\"stroke\", \"none\")\n",
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        "        g.append(\"svg:text\")\n",
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        "           .attr(\"y\", 101.27)\n",
        "           .style(\"dominant-baseline\", \"central\")\n",
        "            .call(function(text) {\n",
        "      text.text(\"New Jersey\");\n",
        "    })\n",
        ";\n",
        "      }(g.append(\"g\")));\n",
        "    }(g.append(\"g\")));\n",
        "    (function (g) {\n",
        "      g.attr(\"class\", \"guide color_New_York\")\n",
        "       .on(\"click\", guide_toggle_color(\"color_New_York\"));\n",
        "      (function (g) {\n",
        "        g.attr(\"fill\", \"#CBB4FF\")\n",
        "         .attr(\"stroke\", \"#A08CFF\")\n",
        "         .attr(\"stroke-width\", 0.3);\n",
        "        g.append(\"svg:path\")\n",
        "           .attr(\"d\", \"M191.5,109.73 L 195.8 109.73 195.8 114.03 191.5 114.03 z\");\n",
        "      }(g.append(\"g\")));\n",
        "      (function (g) {\n",
        "        g.attr(\"stroke\", \"none\")\n",
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        "        g.append(\"svg:text\")\n",
        "           .attr(\"x\", 196.8)\n",
        "           .attr(\"y\", 111.88)\n",
        "           .style(\"dominant-baseline\", \"central\")\n",
        "            .call(function(text) {\n",
        "      text.text(\"New York\");\n",
        "    })\n",
        ";\n",
        "      }(g.append(\"g\")));\n",
        "    }(g.append(\"g\")));\n",
        "    (function (g) {\n",
        "      g.attr(\"class\", \"guide color_North_Dakota\")\n",
        "       .on(\"click\", guide_toggle_color(\"color_North_Dakota\"));\n",
        "      (function (g) {\n",
        "        g.attr(\"fill\", \"#7FBB52\")\n",
        "         .attr(\"stroke\", \"#56932B\")\n",
        "         .attr(\"stroke-width\", 0.3);\n",
        "        g.append(\"svg:path\")\n",
        "           .attr(\"d\", \"M191.5,120.33 L 195.8 120.33 195.8 124.63 191.5 124.63 z\");\n",
        "      }(g.append(\"g\")));\n",
        "      (function (g) {\n",
        "        g.attr(\"stroke\", \"none\")\n",
        "         .attr(\"fill\", \"#4C404B\");\n",
        "        g.append(\"svg:text\")\n",
        "           .attr(\"x\", 196.8)\n",
        "           .attr(\"y\", 122.48)\n",
        "           .style(\"dominant-baseline\", \"central\")\n",
        "            .call(function(text) {\n",
        "      text.text(\"North Dakota\");\n",
        "    })\n",
        ";\n",
        "      }(g.append(\"g\")));\n",
        "    }(g.append(\"g\")));\n",
        "    (function (g) {\n",
        "      g.attr(\"class\", \"guide color_Oklahoma\")\n",
        "       .on(\"click\", guide_toggle_color(\"color_Oklahoma\"));\n",
        "      (function (g) {\n",
        "        g.attr(\"fill\", \"#FF8863\")\n",
        "         .attr(\"stroke\", \"#D5603F\")\n",
        "         .attr(\"stroke-width\", 0.3);\n",
        "        g.append(\"svg:path\")\n",
        "           .attr(\"d\", \"M191.5,130.93 L 195.8 130.93 195.8 135.24 191.5 135.24 z\");\n",
        "      }(g.append(\"g\")));\n",
        "      (function (g) {\n",
        "        g.attr(\"stroke\", \"none\")\n",
        "         .attr(\"fill\", \"#4C404B\");\n",
        "        g.append(\"svg:text\")\n",
        "           .attr(\"x\", 196.8)\n",
        "           .attr(\"y\", 133.09)\n",
        "           .style(\"dominant-baseline\", \"central\")\n",
        "            .call(function(text) {\n",
        "      text.text(\"Oklahoma\");\n",
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        ";\n",
        "      }(g.append(\"g\")));\n",
        "    }(g.append(\"g\")));\n",
        "    (function (g) {\n",
        "      g.attr(\"class\", \"guide color_Pennsylvania\")\n",
        "       .on(\"click\", guide_toggle_color(\"color_Pennsylvania\"));\n",
        "      (function (g) {\n",
        "        g.attr(\"fill\", \"#00BAE5\")\n",
        "         .attr(\"stroke\", \"#0090BB\")\n",
        "         .attr(\"stroke-width\", 0.3);\n",
        "        g.append(\"svg:path\")\n",
        "           .attr(\"d\", \"M191.5,141.54 L 195.8 141.54 195.8 145.84 191.5 145.84 z\");\n",
        "      }(g.append(\"g\")));\n",
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        "        g.attr(\"stroke\", \"none\")\n",
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        "        g.append(\"svg:text\")\n",
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        "           .attr(\"y\", 143.69)\n",
        "           .style(\"dominant-baseline\", \"central\")\n",
        "            .call(function(text) {\n",
        "      text.text(\"Pennsylvania\");\n",
        "    })\n",
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        "      }(g.append(\"g\")));\n",
        "    }(g.append(\"g\")));\n",
        "    (function (g) {\n",
        "      g.attr(\"class\", \"guide color_South_Carolina\")\n",
        "       .on(\"click\", guide_toggle_color(\"color_South_Carolina\"));\n",
        "      (function (g) {\n",
        "        g.attr(\"fill\", \"#A6C537\")\n",
        "         .attr(\"stroke\", \"#7C9C00\")\n",
        "         .attr(\"stroke-width\", 0.3);\n",
        "        g.append(\"svg:path\")\n",
        "           .attr(\"d\", \"M191.5,152.14 L 195.8 152.14 195.8 156.44 191.5 156.44 z\");\n",
        "      }(g.append(\"g\")));\n",
        "      (function (g) {\n",
        "        g.attr(\"stroke\", \"none\")\n",
        "         .attr(\"fill\", \"#4C404B\");\n",
        "        g.append(\"svg:text\")\n",
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        "           .attr(\"y\", 154.29)\n",
        "           .style(\"dominant-baseline\", \"central\")\n",
        "            .call(function(text) {\n",
        "      text.text(\"South Carolina\");\n",
        "    })\n",
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        "      }(g.append(\"g\")));\n",
        "    }(g.append(\"g\")));\n",
        "    (function (g) {\n",
        "      g.attr(\"class\", \"guide color_Tennessee\")\n",
        "       .on(\"click\", guide_toggle_color(\"color_Tennessee\"));\n",
        "      (function (g) {\n",
        "        g.attr(\"fill\", \"#00B86C\")\n",
        "         .attr(\"stroke\", \"#008E47\")\n",
        "         .attr(\"stroke-width\", 0.3);\n",
        "        g.append(\"svg:path\")\n",
        "           .attr(\"d\", \"M191.5,162.75 L 195.8 162.75 195.8 167.05 191.5 167.05 z\");\n",
        "      }(g.append(\"g\")));\n",
        "      (function (g) {\n",
        "        g.attr(\"stroke\", \"none\")\n",
        "         .attr(\"fill\", \"#4C404B\");\n",
        "        g.append(\"svg:text\")\n",
        "           .attr(\"x\", 196.8)\n",
        "           .attr(\"y\", 164.9)\n",
        "           .style(\"dominant-baseline\", \"central\")\n",
        "            .call(function(text) {\n",
        "      text.text(\"Tennessee\");\n",
        "    })\n",
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        "      }(g.append(\"g\")));\n",
        "    }(g.append(\"g\")));\n",
        "    (function (g) {\n",
        "      g.attr(\"class\", \"guide color_Utah\")\n",
        "       .on(\"click\", guide_toggle_color(\"color_Utah\"));\n",
        "      (function (g) {\n",
        "        g.attr(\"fill\", \"#FF7572\")\n",
        "         .attr(\"stroke\", \"#EA4A4D\")\n",
        "         .attr(\"stroke-width\", 0.3);\n",
        "        g.append(\"svg:path\")\n",
        "           .attr(\"d\", \"M191.5,173.35 L 195.8 173.35 195.8 177.65 191.5 177.65 z\");\n",
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        "           .style(\"dominant-baseline\", \"central\")\n",
        "            .call(function(text) {\n",
        "      text.text(\"Utah\");\n",
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        "      }(g.append(\"g\")));\n",
        "    }(g.append(\"g\")));\n",
        "    (function (g) {\n",
        "      g.attr(\"class\", \"guide color_Virginia\")\n",
        "       .on(\"click\", guide_toggle_color(\"color_Virginia\"));\n",
        "      (function (g) {\n",
        "        g.attr(\"fill\", \"#FF9C70\")\n",
        "         .attr(\"stroke\", \"#FF734A\")\n",
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        "           .attr(\"y\", 186.11)\n",
        "           .style(\"dominant-baseline\", \"central\")\n",
        "            .call(function(text) {\n",
        "      text.text(\"Virginia\");\n",
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        "      }(g.append(\"g\")));\n",
        "    }(g.append(\"g\")));\n",
        "    (function (g) {\n",
        "      g.attr(\"class\", \"guide color_West_Virginia\")\n",
        "       .on(\"click\", guide_toggle_color(\"color_West_Virginia\"));\n",
        "      (function (g) {\n",
        "        g.attr(\"fill\", \"#00B1FF\")\n",
        "         .attr(\"stroke\", \"#008AFE\")\n",
        "         .attr(\"stroke-width\", 0.3);\n",
        "        g.append(\"svg:path\")\n",
        "           .attr(\"d\", \"M191.5,194.56 L 195.8 194.56 195.8 198.86 191.5 198.86 z\");\n",
        "      }(g.append(\"g\")));\n",
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        "           .style(\"dominant-baseline\", \"central\")\n",
        "            .call(function(text) {\n",
        "      text.text(\"West Virginia\");\n",
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        "      }(g.append(\"g\")));\n",
        "    }(g.append(\"g\")));\n",
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        "       .on(\"click\", guide_toggle_color(\"color_Wyoming\"));\n",
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        "         .attr(\"stroke\", \"#B17CCF\")\n",
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        "           .attr(\"y\", 207.31)\n",
        "           .style(\"dominant-baseline\", \"central\")\n",
        "            .call(function(text) {\n",
        "      text.text(\"Wyoming\");\n",
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        "    g.on(\"mouseover\", guide_background_mouseover(\"#C6C6C9\"))\n",
        "     .on(\"mouseout\", guide_background_mouseout(\"#F0F0F3\"))\n",
        "     .call(zoom_behavior(ctx))\n",
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        "      d3.select(\"defs\")\n",
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        "    .attr(\"id\", parent_id + \"_clippath0\")\n",
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        "        g.append(\"svg:path\")\n",
        "           .attr(\"d\", \"M76.42,5 L 76.42 134.27\");\n",
        "        g.append(\"svg:path\")\n",
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    {
     "cell_type": "heading",
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     "metadata": {},
     "source": [
      "Plotting on a map"
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    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Since we're dealing with geographical data, it would be great to plot it on a map. I'll use this as an example how one might build a custom visualization in Julia using the `Compose` package. So let's get started.\n",
      "\n",
      "Since I want to plot US counties, we first need to know how to draw them. For that purpose, I googled \"US counties shapefile\" and downloaded the USCounties.zip file from <a href=\"http://forums.arcgis.com/threads/26330-Where-can-I-find-a-shapefile-with-all-US-counties-and-FIPS-code-for-each\">here</a> (the first hit on google). To follow along, download it and extract it into the current directory. \n",
      "\n",
      "The `.shp` (shapefile) format is a very simple file format for defining shapes and is commonly used in mapping. I wrote a simple package, to read this file format: https://github.com/loladiro/Shapefile.jl. It's about 130 lines of code. There's no need to really understand it, but do have a look at the source if you're curious."
     ]
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     "input": [
      "shp = open(\"USCounties.shp\") do fd\n",
      "    read(fd,Shapefile.Handle)\n",
      "end;"
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     "language": "python",
     "metadata": {},
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     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "At this point we have the shape file loaded. By loading the file in an external viewer determined that the shapes are in the same order as the original CSV, what a coincidence ;). This information is embedded in the shapefile, but my package doesn't read it out, yet, though this would be a fun projet to add !\n"
     ]
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     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Since the order is the same we can just add it as an extra column\n",
      "counties[\"Shape\"] = shp.shapes;"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 10
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     "input": [
      "data = join(counties, landdata; on=\"FIPS\");\n",
      "data[1:5,:]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<table><tr><th></th><th>NAME</th><th>STATE_NAME</th><th>FIPS</th><th>Shape</th><th>land_area</th><th>water_area</th></tr><tr><th>1</th><td>Autauga</td><td>Alabama</td><td>1001</td><td>Polygon(39 Float64 Points)</td><td>604.45</td><td>8.48</td></tr><tr><th>2</th><td>Baldwin</td><td>Alabama</td><td>1003</td><td>Polygon(69 Float64 Points)</td><td>2026.93</td><td>430.58</td></tr><tr><th>3</th><td>Barbour</td><td>Alabama</td><td>1005</td><td>Polygon(37 Float64 Points)</td><td>904.52</td><td>19.61</td></tr><tr><th>4</th><td>Bibb</td><td>Alabama</td><td>1007</td><td>Polygon(33 Float64 Points)</td><td>626.16</td><td>3.14</td></tr><tr><th>5</th><td>Blount</td><td>Alabama</td><td>1009</td><td>Polygon(55 Float64 Points)</td><td>650.6</td><td>5.02</td></tr></table>"
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        "5x6 DataFrame\n",
        "|-------|------------|------------|---------|\n",
        "| Col # | Name       | Type       | Missing |\n",
        "| 1     | NAME       | UTF8String | 0       |\n",
        "| 2     | STATE_NAME | UTF8String | 0       |\n",
        "| 3     | FIPS       | Int64      | 0       |\n",
        "| 4     | Shape      | ESRIShape  | 0       |\n",
        "| 5     | land_area  | Any        | 0       |\n",
        "| 6     | water_area | Any        | 0       |"
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Going from one kind of polygon to another\n",
      "ESRI2Compose(poly::Shapefile.Polygon) =\n",
      "Compose.FormTree(Compose.Polygon([Compose.Point(point.x,point.y) for point in poly.points]))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 12,
       "text": [
        "ESRI2Compose (generic function with 1 method)"
       ]
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Drawing counties\n",
      "function generateCountyOutline(data,color,dims)\n",
      "    template = set_unit_box(canvas(),dims)\n",
      "    c = canvas(template)\n",
      "    for row in EachRow(data)\n",
      "        c = compose(c,compose(canvas(template),ESRI2Compose(row[\"Shape\"][1]),\n",
      "            linewidth(0.05mm),stroke(color),fill(nothing)))\n",
      "    end\n",
      "    c\n",
      "end\n",
      "dims = UnitBox(shp.MBR.left,shp.MBR.bottom,(shp.MBR.right-shp.MBR.left),-(shp.MBR.bottom-shp.MBR.top))\n",
      "generateCountyOutline(data,color) = generateCountyOutline(data,color,dims)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 13,
       "text": [
        "generateCountyOutline (generic function with 2 methods)"
       ]
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "generateCountyOutline(data,color(\"black\"))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "svg": [
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      }
     ],
     "prompt_number": 14
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Ok that was a little small, let's get rid of Hawaii and Alaska\n",
      "counties2 = copy(counties)\n",
      "DataFrames.deleterows!(counties2,find(!((counties2[\"STATE_NAME\"].==\"Alaska\")|(counties2[\"STATE_NAME\"].==\"Hawaii\"))))\n",
      "# We need to recalculate the bounding rectangle\n",
      "minx = minimum(map(shape->mapreduce(p->p.x,min,shape.points),counties2[\"Shape\"]))\n",
      "maxx = maximum(map(shape->mapreduce(p->p.x,max,shape.points),counties2[\"Shape\"]))\n",
      "miny = minimum(map(shape->mapreduce(p->p.y,min,shape.points),counties2[\"Shape\"]))\n",
      "maxy = maximum(map(shape->mapreduce(p->p.y,max,shape.points),counties2[\"Shape\"]))\n",
      "dims2 = UnitBox(minx,maxy,(maxx-minx),-(maxy-miny));"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 14
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data2 = join(counties2, landdata; on=:FIPS)\n",
      "generateCountyOutline(data2,color(\"black\"),dims2)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
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      "grad = Gadfly.lab_gradient(color(\"white\"),color(\"blue\"))\n",
      "function plotData(data,colname,dims,transform=identity)\n",
      "   #dist = Normal(0.0, 1.0)\n",
      "   template = set_unit_box(canvas(),dims)\n",
      "   c = canvas(template)\n",
      "   minv = transform(minimum(data[colname]))\n",
      "   maxv = transform(maximum(data[colname]))\n",
      "   for row in EachRow(data)\n",
      "     v = transform(float64(isna(row[colname][1]) ? 0.0 : row[colname][1]))\n",
      "     p = (v-minv)/(maxv-minv)\n",
      "    c=compose(c,compose(canvas(template),ESRI2Compose(row[\"Shape\"][1]),linewidth(0.05mm),stroke(color(\"black\")),fill(grad(p))))\n",
      "   end\n",
      "  c\n",
      "end"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
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       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 16,
       "text": [
        "plotData (generic function with 2 methods)"
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     "cell_type": "code",
     "collapsed": false,
     "input": [
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       ]
      }
     ],
     "prompt_number": 17
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Now it's your turn. Pick your favorite data set from the census website and ee what you can com up with. As one more example that you can modify, here is Population/Area:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "get_file(\"http://www2.census.gov/prod2/statcomp/usac/excel/PST01.xls\",\"PST01.xls\");"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 17
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "PST = Taro.readxl(\"PST01.xls\",\"Sheet4\",\"A1:AP3199\");\n",
      "PST[1:5,1:10]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<table><tr><th></th><th>Areaname</th><th>STCOU</th><th>PST045200F</th><th>PST045200D</th><th>PST045200N1</th><th>PST045200N2</th><th>PST045201F</th><th>PST045201D</th><th>PST045201N1</th><th>PST045201N2</th></tr><tr><th>1</th><td>UNITED STATES</td><td>00000</td><td>0.0</td><td>2.82171957e8</td><td>0000</td><td>0000</td><td>0.0</td><td>2.85081556e8</td><td>0000</td><td>0000</td></tr><tr><th>2</th><td>ALABAMA</td><td>01000</td><td>0.0</td><td>4.451849e6</td><td>0000</td><td>0000</td><td>0.0</td><td>4.464034e6</td><td>0000</td><td>0000</td></tr><tr><th>3</th><td>Autauga, AL</td><td>01001</td><td>0.0</td><td>43872.0</td><td>0000</td><td>0000</td><td>0.0</td><td>44434.0</td><td>0000</td><td>0000</td></tr><tr><th>4</th><td>Baldwin, AL</td><td>01003</td><td>0.0</td><td>141358.0</td><td>0000</td><td>0000</td><td>0.0</td><td>144988.0</td><td>0000</td><td>0000</td></tr><tr><th>5</th><td>Barbour, AL</td><td>01005</td><td>0.0</td><td>29035.0</td><td>0000</td><td>0000</td><td>0.0</td><td>29223.0</td><td>0000</td><td>0000</td></tr></table>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 18,
       "text": [
        "5x10 DataFrame\n",
        "|-------|-------------|------|---------|\n",
        "| Col # | Name        | Type | Missing |\n",
        "| 1     | Areaname    | Any  | 0       |\n",
        "| 2     | STCOU       | Any  | 0       |\n",
        "| 3     | PST045200F  | Any  | 0       |\n",
        "| 4     | PST045200D  | Any  | 0       |\n",
        "| 5     | PST045200N1 | Any  | 0       |\n",
        "| 6     | PST045200N2 | Any  | 0       |\n",
        "| 7     | PST045201F  | Any  | 0       |\n",
        "| 8     | PST045201D  | Any  | 0       |\n",
        "| 9     | PST045201N1 | Any  | 0       |\n",
        "| 10    | PST045201N2 | Any  | 0       |"
       ]
      }
     ],
     "prompt_number": 18
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "popdata = PST[[\"STCOU\",\"PST045200D\"]]\n",
      "rename!(popdata,\"STCOU\",\"FIPS\")\n",
      "rename!(popdata,\"PST045200D\",\"population\")\n",
      "popdata[\"FIPS\"] = int(popdata[\"FIPS\"])\n",
      "data3 = join(join(counties2, popdata; on = \"FIPS\"), landdata; on=\"FIPS\")\n",
      "data3[\"pop/area\"] = data3[\"population\"]./data3[\"land_area\"];\n",
      "data3[1:10,:]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<table><tr><th></th><th>NAME</th><th>STATE_NAME</th><th>FIPS</th><th>Shape</th><th>population</th><th>land_area</th><th>water_area</th><th>pop/area</th></tr><tr><th>1</th><td>Autauga</td><td>Alabama</td><td>1001</td><td>Polygon(39 Float64 Points)</td><td>43872.0</td><td>604.45</td><td>8.48</td><td>72.58168583009346</td></tr><tr><th>2</th><td>Baldwin</td><td>Alabama</td><td>1003</td><td>Polygon(69 Float64 Points)</td><td>141358.0</td><td>2026.93</td><td>430.58</td><td>69.73995155234763</td></tr><tr><th>3</th><td>Barbour</td><td>Alabama</td><td>1005</td><td>Polygon(37 Float64 Points)</td><td>29035.0</td><td>904.52</td><td>19.61</td><td>32.09989828859506</td></tr><tr><th>4</th><td>Bibb</td><td>Alabama</td><td>1007</td><td>Polygon(33 Float64 Points)</td><td>19936.0</td><td>626.16</td><td>3.14</td><td>31.838507729653763</td></tr><tr><th>5</th><td>Blount</td><td>Alabama</td><td>1009</td><td>Polygon(55 Float64 Points)</td><td>51181.0</td><td>650.6</td><td>5.02</td><td>78.6673839532739</td></tr><tr><th>6</th><td>Bullock</td><td>Alabama</td><td>1011</td><td>Polygon(38 Float64 Points)</td><td>11604.0</td><td>626.06</td><td>1.04</td><td>18.534964699869025</td></tr><tr><th>7</th><td>Butler</td><td>Alabama</td><td>1013</td><td>Polygon(18 Float64 Points)</td><td>21313.0</td><td>777.92</td><td>1.05</td><td>27.397418757712877</td></tr><tr><th>8</th><td>Calhoun</td><td>Alabama</td><td>1015</td><td>Polygon(66 Float64 Points)</td><td>111342.0</td><td>612.32</td><td>3.86</td><td>181.83629474784425</td></tr><tr><th>9</th><td>Chambers</td><td>Alabama</td><td>1017</td><td>Polygon(16 Float64 Points)</td><td>36593.0</td><td>603.11</td><td>5.94</td><td>60.67384059292666</td></tr><tr><th>10</th><td>Cherokee</td><td>Alabama</td><td>1019</td><td>Polygon(34 Float64 Points)</td><td>24053.0</td><td>599.95</td><td>46.83</td><td>40.09167430619218</td></tr></table>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 19,
       "text": [
        "10x8 DataFrame\n",
        "|-------|------------|------------|---------|\n",
        "| Col # | Name       | Type       | Missing |\n",
        "| 1     | NAME       | UTF8String | 0       |\n",
        "| 2     | STATE_NAME | UTF8String | 0       |\n",
        "| 3     | FIPS       | Int64      | 0       |\n",
        "| 4     | Shape      | ESRIShape  | 0       |\n",
        "| 5     | population | Any        | 0       |\n",
        "| 6     | land_area  | Any        | 0       |\n",
        "| 7     | water_area | Any        | 0       |\n",
        "| 8     | pop/area   | Float64    | 0       |"
       ]
      }
     ],
     "prompt_number": 19
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plotData(data3,\"pop/area\",dims2,log10)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
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