{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO: Recompiling stale cache file /home/tom/.julia/lib/v0.4/Plots.ji for module Plots.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Plots.jl] Default backend: immerse\n",
      "[Plots.jl] Initializing backend: immerse"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Method definition draw(Compose.Backend, Compose.Context) in module Compose at /home/tom/.julia/v0.4/Compose/src/container.jl:404 overwritten in module Immerse at /home/tom/.julia/v0.4/Immerse/src/compose.jl:33.\n",
      "WARNING: Method definition display(Base.REPL.REPLDisplay{R<:Base.REPL.AbstractREPL}, Base.Multimedia.MIME{:text/html}, Gadfly.Plot) in module Gadfly at /home/tom/.julia/v0.4/Gadfly/src/Gadfly.jl:969 overwritten in module Immerse at /home/tom/.julia/v0.4/Immerse/src/display_gadfly.jl:144.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "         color: grays\n",
      "        legend: false\n",
      "      linetype: scatter\n",
      "   markershape: ellipse\n",
      "    markersize: [10,20]\n",
      "             z: Any["
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Plot{Plots.ImmersePackage() n=1}"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.27853175064701796,0.41005743564094055,0.4063126392263827,0.2227202188515267,0.3926713695534525,0.2596126521922748,0.42346127648949694,0.2155346768462798,0.10352958811599677,0.23854544914289266,0.11688317388934877,0.31510851311804466,0.4239011048063106,0.0995502504856749,0.1440353988287133,0.11852741846756754,0.48379726721176297,0.07411191199726552,0.35665479824705204,0.38516706619680496,0.2601261740877805,0.2156045177840471,0.47660425282149754,0.39816976908097024,0.10197962587167986,0.23490466850429836,0.36706947902273046,0.4730237262175585,0.16304520070920558,0.32818754622023594,0.16036808127002145,0.016905953253691042,0.2800359476141836,0.3009637201542943,0.3521757258631424,0.49304300758679154,0.17917575203753633,0.12779566703113532,0.18879626812694994,0.47564626124687126,0.09720946540914577,0.14374336239874452,0.2538369321250771,0.44603959490999023,0.2108592273867793,0.07819553584560412,0.21991375795506252,0.4453523734005935,0.19775969509089286,0.3977347266837521,0.14910367686242987,0.10617942678247605,0.45677927402048835,0.12269031348970527,0.3585690597632265,0.45950431659372937,0.44833848432784884,0.0896034288015033,0.28830454518189863,0.2304593100057608,0.018744598791068157,0.34705258384758797,0.38568157833653416,0.05260114131149618,0.11403280901109847,0.0678843447891655,0.4806195646615925,0.3414477958088731,0.40407509522489304,0.27471878139107186,0.39754697924212534,0.3478981492237385,0.09133118477925439,0.37666906323757576,0.36548696809049286,0.39632017207749004,0.09754309041303477,0.2790733730858359,0.26234777082702365,0.46964119968075924,0.24192708990500345,0.37944870261861974,0.17758705609667458,0.06531819053032062,0.11527716940451405,0.46404187595514257,0.34985150795551223,0.49041147317180434,0.2503069840508909,0.3409577363973104,0.4585246230423392,0.364794887589206,0.27097831057657507,0.2496886358770931,0.11064542614546058,0.0810952834830716,0.26107796036177344,0.1764350740953342,0.08077546430390825,0.43359918006515485]]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "using Plots\n",
    "default(size=(400,250), leg=false)\n",
    "y = rand(100)\n",
    "p = scatter(Any[y], z=Any[abs(y-.5)], m=[10,20], leg=false, c=:grays)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Plot{Plots.ImmersePackage() n=1}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xaxis!(:log, :flip, (e,e^4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "Plot{Plots.ImmersePackage() n=4}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scatter!(linspace(0,1,100), z=Any[y-0.5], c=:bluesreds, xflip=false)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO: Recompiling stale cache file /home/tom/.julia/lib/v0.4/Plots.ji for module Plots.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Plots.jl] Default backend: immerse"
     ]
    },
    {
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       "</svg>"
      ],
      "text/plain": [
       "101-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
       " RGB{Float64}(0.95,0.95,0.95)   \n",
       " RGB{Float64}(0.941,0.941,0.941)\n",
       " RGB{Float64}(0.932,0.932,0.932)\n",
       " RGB{Float64}(0.923,0.923,0.923)\n",
       " RGB{Float64}(0.914,0.914,0.914)\n",
       " RGB{Float64}(0.905,0.905,0.905)\n",
       " RGB{Float64}(0.896,0.896,0.896)\n",
       " RGB{Float64}(0.887,0.887,0.887)\n",
       " RGB{Float64}(0.878,0.878,0.878)\n",
       " RGB{Float64}(0.869,0.869,0.869)\n",
       " RGB{Float64}(0.86,0.86,0.86)   \n",
       " RGB{Float64}(0.851,0.851,0.851)\n",
       " RGB{Float64}(0.842,0.842,0.842)\n",
       " ⋮                              \n",
       " RGB{Float64}(0.149,0.149,0.149)\n",
       " RGB{Float64}(0.14,0.14,0.14)   \n",
       " RGB{Float64}(0.131,0.131,0.131)\n",
       " RGB{Float64}(0.122,0.122,0.122)\n",
       " RGB{Float64}(0.113,0.113,0.113)\n",
       " RGB{Float64}(0.104,0.104,0.104)\n",
       " RGB{Float64}(0.095,0.095,0.095)\n",
       " RGB{Float64}(0.086,0.086,0.086)\n",
       " RGB{Float64}(0.077,0.077,0.077)\n",
       " RGB{Float64}(0.068,0.068,0.068)\n",
       " RGB{Float64}(0.059,0.059,0.059)\n",
       " RGB{Float64}(0.05,0.05,0.05)   "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "using Plots\n",
    "#grad = Plots.ColorGradient([colorant\"blue\", RGB(0.7,0.85,0.7), colorant\"darkred\"], [0,0.5,1])\n",
    "#grad = Plots.ColorGradient(:bluesreds)\n",
    "grad = Plots.ColorGradient([RGB(.95,.95,.95),RGB(.05,.05,.05)])\n",
    "#grad = Plots.ColorGradient([\n",
    "#    colorant\"lightyellow\",\n",
    "#    colorant\"orange\",\n",
    "#    colorant\"darkred\",\n",
    "#    #colorant\"black\"\n",
    "#    ])\n",
    "#grad = Plots.ColorGradient(:heat)\n",
    "colors = RGB[Plots.getColor(grad, x) for x in 0:0.01:1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RGB[@colorant_str(\"green\"),@colorant_str(\"lightgreen\"),@colorant_str(\"darkgreen\"),RGB(0,1,0)] = ColorTypes.RGB[RGB{U8}(0.0,0.502,0.0),RGB{U8}(0.565,0.933,0.565),RGB{U8}(0.0,0.392,0.0),RGB{U8}(0.0,1.0,0.0)]"
     ]
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\"\n",
       "     width=\"60.0mm\" height=\"25.0mm\"\n",
       "     shape-rendering=\"crispEdges\">\n",
       "<rect x=\"0.0mm\" y=\"0.0mm\"\n",
       "      width=\"14.0mm\" height=\"25.0mm\"\n",
       "      fill=\"#008000\" stroke=\"none\" />\n",
       "<rect x=\"15.0mm\" y=\"0.0mm\"\n",
       "      width=\"14.0mm\" height=\"25.0mm\"\n",
       "      fill=\"#90EE90\" stroke=\"none\" />\n",
       "<rect x=\"30.0mm\" y=\"0.0mm\"\n",
       "      width=\"14.0mm\" height=\"25.0mm\"\n",
       "      fill=\"#006400\" stroke=\"none\" />\n",
       "<rect x=\"45.0mm\" y=\"0.0mm\"\n",
       "      width=\"14.0mm\" height=\"25.0mm\"\n",
       "      fill=\"#00FF00\" stroke=\"none\" />\n",
       "</svg>"
      ],
      "text/plain": [
       "4-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
       " RGB{U8}(0.0,0.502,0.0)    \n",
       " RGB{U8}(0.565,0.933,0.565)\n",
       " RGB{U8}(0.0,0.392,0.0)    \n",
       " RGB{U8}(0.0,1.0,0.0)      "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "@show RGB[colorant\"green\", colorant\"lightgreen\", colorant\"darkgreen\", RGB(0,1,0)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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