plots_basics.ipynb

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    "### Plotting with Plotls.jl\n",
    "\n",
    "High-level, powerful library that wraps many plotting backends\n",
    "\n",
    "\n",
    "* [GitHub Repository](https://github.com/JuliaPlots/Plots.jl)\n",
    "* [Documentation](http://docs.juliaplots.org/latest/)\n",
    "* [StatPlots](https://github.com/JuliaPlots/StatPlots.jl)"
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    "\n",
    "#### Pros\n",
    "* Committed comunity\n",
    "* Flexibility - use your favorite backend library to produce your plots\n",
    "* Consistency - change backend without changing your code\n",
    "* Smart - use features such as recipes and layouts\n",
    "* Many Examples\n",
    "* Recipes for stat plots and fancy subplots\n",
    "\n",
    "#### Cons\n",
    "* Ambitious Goal. In some cases some features may not be implemented\n",
    "* Number of backends supported has focused over time\n",
    "* (Aesthetics)"
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   "source": [
    "## Imports"
   ]
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       "Plots.GRBackend()"
      ]
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   "source": [
    "# using Plots\n",
    "# using StatPlots\n",
    "# using DataFrames, RDatasets\n",
    "\n",
    "gr()"
   ]
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    "# Basics\n",
    "\n",
    "## Simple line scatter\n",
    "\n",
    "* Define x, y vectors \n",
    "* Invoke plot() with x, y as regular inputs"
   ]
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    "function linescatter()\n",
    "    x=1:4\n",
    "    y=[10, 15, 13, 17]\n",
    "    plot(x, y)\n",
    "end\n",
    "linescatter()"
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    "### Customize and add multiple traces to one plot\n",
    "\n",
    "* Multiple approaches\n",
    "    * Plot each trace at a time, and plot on top using plot!()\n",
    "    * Could also pass inputs as vectors and matrices"
   ]
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   "source": [
    "function multiple_scatter_traces()\n",
    "    x=1:4\n",
    "    y1 = [10, 15, 13, 17]\n",
    "    y2 = [16, 5, 11, 9]\n",
    "    y3 = [12, 9, 15, 12]\n",
    "    y4 = [5, 10, 8, 12]\n",
    "    plot(y1, line = (:scatter, 1), label=\"marker\")\n",
    "    plot!(y2, marker =(:circle, 4), label=\"line+marker\")\n",
    "    plot!(y3, label=\"line\")\n",
    "    plot!(y4, line = (:dash, 2), marker =(:circle, 4), label=\"dash\")\n",
    "end\n",
    "multiple_scatter_traces()\n",
    "\n"
   ]
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   "source": [
    "### Multiple traces can also be plotted as a matrix\n",
    "If the argument is a \"matrix-type\", then each column will map to a series, cycling through columns if there are fewer columns than series. In this sense, a vector is treated just like an \"nx1 matrix\"."
   ]
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  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
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   "source": [
    "function multiple_scatter_traces_v2()\n",
    "    x=1:4\n",
    "    y1 = [10, 15, 13, 17]\n",
    "    y2 = [16, 5, 11, 9]\n",
    "    y3 = [12, 9, 15, 12]\n",
    "    y4 = [5, 10, 8, 12]\n",
    "    y = [y1 y2 y3 y4]\n",
    "    plot(y, line=(2, [:solid :solid :dash :dash]), marker=(10, [:diamond :circle :circle :circle]))\n",
    "end\n",
    "multiple_scatter_traces_v2()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
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   },
   "source": [
    "### Adding data labels\n",
    "* Pass the array of labels as `series_annotations`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
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   "source": [
    "function data_labels()\n",
    "    x = 1:5\n",
    "    y1 = [1, 6, 3, 6, 1]\n",
    "    y2 = [4, 1, 7, 1, 4]\n",
    "\n",
    "    plot(y1, line = (:scatter, 1), \n",
    "         series_annotations=[text(\"A-1\", :bottom, 12, :blue, \"Raleway, sans-serif\"),\n",
    "                             \"A-2\",\"A-3\",\"A-4\",\"A-5\"], \n",
    "         label=\"Team A\",\n",
    "         title=\"Data Labels on the plot\")\n",
    "    plot!(y2, line = (:scatter, 1), \n",
    "         series_annotations=[text(\"B-1\", :top, 12, :red, \"Times\"),\n",
    "                                  \"B-2\",\"B-3\",\"B-4\",\"B-5\"], \n",
    "         label=\"Team B\")\n",
    "end\n",
    "data_labels()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Area\n",
    "\n",
    "* How tomake it fill only to next y?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
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     "execution_count": 18,
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     "output_type": "execute_result"
    }
   ],
   "source": [
    "# pyplot() -- to fill to one\n",
    "function area1()\n",
    "    y1=[0, 2, 3, 5] #, fill=\"tozeroy\")\n",
    "    y2=[3, 5, 1, 7] #, fill=\"tonexty\")\n",
    "    plot(y1, label=\"lines\", w=3, fill=0, α=1)\n",
    "    plot!(y2, label=\"lines\", w=3, fill=0, α=0.6)\n",
    "end\n",
    "area1()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Other visual interpratations of matrix data?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
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     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gr()\n",
    "function plot_matrices()\n",
    "    z = rand(10,10)\n",
    "    plot(spy(z), heatmap(z), contour(z), surface(z))\n",
    "end\n",
    "plot_matrices()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Advanced Layouts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
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       "\n",
       "        if (!requirejs.specified('plotly')) {\n",
       "          requirejs.config({\n",
       "            paths: {\n",
       "              'plotly_cdn': ['https://cdn.plot.ly/plotly-latest.min']\n",
       "            },\n",
       "          });\n",
       "          require(['plotly_cdn'], function(Plotly) {\n",
       "            Plotly.newPlot('48d7ffcd-3c38-4484-9a9a-24664cb756d5',\n",
       "    data_48d7ffcd, layout_48d7ffcd,\n",
       "    {showLink: false}\n",
       ");\n",
       "\n",
       "          });\n",
       "        } else {\n",
       "          require(['plotly'], function(Plotly) {\n",
       "            Plotly.newPlot('48d7ffcd-3c38-4484-9a9a-24664cb756d5',\n",
       "    data_48d7ffcd, layout_48d7ffcd,\n",
       "    {showLink: false}\n",
       ");\n",
       "\n",
       "            if (window.Plotly == undefined) {\n",
       "                window.Plotly = Plotly;\n",
       "            }\n",
       "          });\n",
       "        }\n",
       "    })();\n",
       " </script>\n"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotlyjs()\n",
    "function advanced_layouts()\n",
    "    l = @layout [  a{0.3w} [grid(3,3)\n",
    "                             b{0.2h} ]]\n",
    "    plot(\n",
    "        rand(10,11),\n",
    "        layout = l, legend = false, seriestype = [:bar :scatter :path],\n",
    "        title = reshape([\"($i)\" for i=1:11], 1, 11), titleloc = :center, titlefont = font(8)\n",
    "    )\n",
    "end\n",
    "advanced_layouts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Basic Plots for Statistical Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
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       "<script>\n",
       "    (function() {\n",
       "        var data_41991b3f = [{\"xaxis\":\"x1\",\"fill\":\"tozeroy\",\"yaxis\":\"y1\",\"x\":[0.09999999999999998,0.09999999999999998,0.9,0.9,0.09999999999999998,0.09999999999999998],\"showlegend\":true,\"mode\":\"lines\",\"fillcolor\":\"rgba(0, 154, 250, 1.000)\",\"name\":\"SF Zoo\",\"legendgroup\":\"SF Zoo\",\"line\":{\"color\":\"rgba(0, 0, 0, 1.000)\",\"dash\":\"solid\",\"width\":1},\"y\":[20.0,0.0,0.0,20.0,20.0,20.0],\"type\":\"scatter\"},{\"xaxis\":\"x1\",\"fill\":\"tozeroy\",\"yaxis\":\"y1\",\"x\":[1.1,1.1,1.9,1.9,1.1,1.1],\"showlegend\":false,\"mode\":\"lines\",\"fillcolor\":\"rgba(0, 154, 250, 1.000)\",\"name\":\"SF Zoo\",\"legendgroup\":\"SF Zoo\",\"line\":{\"color\":\"rgba(0, 0, 0, 1.000)\",\"dash\":\"solid\",\"width\":1},\"y\":[14.0,0.0,0.0,14.0,14.0,14.0],\"type\":\"scatter\"},{\"xaxis\":\"x1\",\"fill\":\"tozeroy\",\"yaxis\":\"y1\",\"x\":[2.1,2.1,2.9,2.9,2.1,2.1],\"showlegend\":false,\"mode\":\"lines\",\"fillcolor\":\"rgba(0, 154, 250, 1.000)\",\"name\":\"SF Zoo\",\"legendgroup\":\"SF Zoo\",\"line\":{\"color\":\"rgba(0, 0, 0, 1.000)\",\"dash\":\"solid\",\"width\":1},\"y\":[23.0,0.0,0.0,23.0,23.0,23.0],\"type\":\"scatter\"},{\"xaxis\":\"x1\",\"fill\":\"tozeroy\",\"yaxis\":\"y1\",\"x\":[0.09999999999999998,0.09999999999999998,0.9,0.9,0.09999999999999998,0.09999999999999998],\"showlegend\":true,\"mode\":\"lines\",\"fillcolor\":\"rgba(227, 111, 71, 1.000)\",\"name\":\"LA Zoo\",\"legendgroup\":\"LA Zoo\",\"line\":{\"color\":\"rgba(0, 0, 0, 1.000)\",\"dash\":\"solid\",\"width\":1},\"y\":[12.0,0.0,0.0,12.0,12.0,12.0],\"type\":\"scatter\"},{\"xaxis\":\"x1\",\"fill\":\"tozeroy\",\"yaxis\":\"y1\",\"x\":[1.1,1.1,1.9,1.9,1.1,1.1],\"showlegend\":false,\"mode\":\"lines\",\"fillcolor\":\"rgba(227, 111, 71, 1.000)\",\"name\":\"LA Zoo\",\"legendgroup\":\"LA Zoo\",\"line\":{\"color\":\"rgba(0, 0, 0, 1.000)\",\"dash\":\"solid\",\"width\":1},\"y\":[18.0,0.0,0.0,18.0,18.0,18.0],\"type\":\"scatter\"},{\"xaxis\":\"x1\",\"fill\":\"tozeroy\",\"yaxis\":\"y1\",\"x\":[2.1,2.1,2.9,2.9,2.1,2.1],\"showlegend\":false,\"mode\":\"lines\",\"fillcolor\":\"rgba(227, 111, 71, 1.000)\",\"name\":\"LA Zoo\",\"legendgroup\":\"LA Zoo\",\"line\":{\"color\":\"rgba(0, 0, 0, 1.000)\",\"dash\":\"solid\",\"width\":1},\"y\":[29.0,0.0,0.0,29.0,29.0,29.0],\"type\":\"scatter\"}];\n",
       "var layout_41991b3f = {\"showlegend\":true,\"xaxis\":{\"showticklabels\":true,\"gridwidth\":0.5,\"tickvals\":[0.5,0.5,0.5,0.5,1.5,1.5,1.5,1.5,1.5,1.5,1.5,2.5,2.5,2.5,2.5],\"visible\":true,\"ticks\":\"inside\",\"range\":[0.015999999999999986,2.984],\"domain\":[0.03619130941965587,0.9934383202099738],\"tickmode\":\"array\",\"linecolor\":\"rgba(0, 0, 0, 1.000)\",\"showgrid\":true,\"title\":\"\",\"mirror\":false,\"tickangle\":0,\"showline\":true,\"gridcolor\":\"rgba(0, 0, 0, 0.100)\",\"titlefont\":{\"color\":\"rgba(0, 0, 0, 1.000)\",\"family\":\"sans-serif\",\"size\":15},\"tickcolor\":\"rgb(0, 0, 0)\",\"ticktext\":[\"giraffes\",\"giraffes\",\"giraffes\",\"giraffes\",\"orangutans\",\"orangutans\",\"orangutans\",\"orangutans\",\"orangutans\",\"orangutans\",\"orangutans\",\"monkeys\",\"monkeys\",\"monkeys\",\"monkeys\"],\"zeroline\":false,\"type\":\"-\",\"tickfont\":{\"color\":\"rgba(0, 0, 0, 1.000)\",\"family\":\"sans-serif\",\"size\":11},\"zerolinecolor\":\"rgba(0, 0, 0, 1.000)\",\"anchor\":\"y1\"},\"paper_bgcolor\":\"rgba(255, 255, 255, 1.000)\",\"annotations\":[],\"height\":400,\"margin\":{\"l\":0,\"b\":20,\"r\":0,\"t\":20},\"plot_bgcolor\":\"rgba(255, 255, 255, 1.000)\",\"yaxis\":{\"showticklabels\":true,\"gridwidth\":0.5,\"tickvals\":[0.0,5.0,10.0,15.0,20.0,25.0],\"visible\":true,\"ticks\":\"inside\",\"range\":[0.0,29.0],\"domain\":[0.03762029746281716,0.9901574803149606],\"tickmode\":\"array\",\"linecolor\":\"rgba(0, 0, 0, 1.000)\",\"showgrid\":true,\"title\":\"\",\"mirror\":false,\"tickangle\":0,\"showline\":true,\"gridcolor\":\"rgba(0, 0, 0, 0.100)\",\"titlefont\":{\"color\":\"rgba(0, 0, 0, 1.000)\",\"family\":\"sans-serif\",\"size\":15},\"tickcolor\":\"rgb(0, 0, 0)\",\"ticktext\":[\"0\",\"5\",\"10\",\"15\",\"20\",\"25\"],\"zeroline\":false,\"type\":\"-\",\"tickfont\":{\"color\":\"rgba(0, 0, 0, 1.000)\",\"family\":\"sans-serif\",\"size\":11},\"zerolinecolor\":\"rgba(0, 0, 0, 1.000)\",\"anchor\":\"x1\"},\"legend\":{\"tracegroupgap\":0,\"bordercolor\":\"rgba(0, 0, 0, 1.000)\",\"bgcolor\":\"rgba(255, 255, 255, 1.000)\",\"font\":{\"color\":\"rgba(0, 0, 0, 1.000)\",\"family\":\"sans-serif\",\"size\":11},\"y\":1.0,\"x\":1.0},\"width\":600};\n",
       "\n",
       "        if (!requirejs.specified('plotly')) {\n",
       "          requirejs.config({\n",
       "            paths: {\n",
       "              'plotly_cdn': ['https://cdn.plot.ly/plotly-latest.min']\n",
       "            },\n",
       "          });\n",
       "          require(['plotly_cdn'], function(Plotly) {\n",
       "            Plotly.newPlot('41991b3f-6ccb-4afe-8eee-df41d5410d51',\n",
       "    data_41991b3f, layout_41991b3f,\n",
       "    {showLink: false}\n",
       ");\n",
       "\n",
       "          });\n",
       "        } else {\n",
       "          require(['plotly'], function(Plotly) {\n",
       "            Plotly.newPlot('41991b3f-6ccb-4afe-8eee-df41d5410d51',\n",
       "    data_41991b3f, layout_41991b3f,\n",
       "    {showLink: false}\n",
       ");\n",
       "\n",
       "            if (window.Plotly == undefined) {\n",
       "                window.Plotly = Plotly;\n",
       "            }\n",
       "          });\n",
       "        }\n",
       "    })();\n",
       " </script>\n"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotlyjs()\n",
    "function grouped_bar_example()\n",
    "    x=[\"giraffes\", \"orangutans\", \"monkeys\"]\n",
    "    y1=[20, 14, 23]\n",
    "    y2=[12, 18, 29]\n",
    "\n",
    "    bar(x, y1, label= \"SF Zoo\")\n",
    "    bar!(x, y2, label= \"LA Zoo\")\n",
    "end\n",
    "grouped_bar_example()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pyplot()\n",
    "function stacked_bar_example()\n",
    "    x=[\"giraffes\", \"orangutans\", \"monkeys\"]\n",
    "    y1=[20, 14, 23]\n",
    "    y2=[12, 18, 29]\n",
    "\n",
    "    bar(x, y1, bar_position=:stack, label= \"SF Zoo\")\n",
    "    bar!(x, y2, bar_position=:stack, label= \"LA Zoo\")\n",
    "end\n",
    "stacked_bar_example()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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AABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABg2pMCaNWuWzj//fNXW1qq2tlbbtm2TJO3du1eXXXaZampqtGDBAr377rujMhYAAGAsCA/1E7Zt26ba2toBf7Z69Wo1NDSovr5e27dvV319vd566y1jIwEAAMaSEb9E2NbWpl27dum6666TJC1btkytra1qbm4e8TgAAICxaMiBdf311+uiiy7SihUrdPjwYbW2tqqiokLhcN+TYYFAQFVVVWppaTnpdXR2dg54y+Vyw/83AAAA8JkhvUT4xhtvqKqqSvl8XrfffrtuuOEG/fSnPx3yjVZWVg64vHbtWjU2Ng75euBf7e3ttif4VkdHh1zXles4cpy87TlyXVeeJzm+2VOQJHmeJ8/zLK+RPPVt8Dz5Y8/xDQXXVT7vWF4jOcfvP67r+GJP3nFUKLjq6OhQOp22PQdj0HD//iovLx9weUiBVVVVJUmKRCK6+eabVVNTo8rKSh04cECO4ygcDsvzPLW0tPR/7Im0trYqFov1X45Go4pGo0OZgjHgi3c29EmlUgqFQgqFwwqHI7bnKBQKKRCQwr7Z0/fEeiAQUCAQsLxGCqhvQyAgf+w5viEYCikSGfJhtMaFj99/QqGwL/ZEwmEFgyGVlZXxGIRhM3HfGfRLhMeOHVNHR0f/5a1bt+riiy9WIpHQJZdcoi1btkiSduzYoRkzZmju3Lknva5YLDbgjbgCAADjyaC/3Th06JCWLVt2/OUET9XV1dq8ebMk6dFHH1V9fb02bNigWCymTZs2jdpgAAAAvxt0YFVXV+vtt98+4fvOP/987dy509goAACAsYwzuQMAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABhGYAEAABgWtj0AADB0vfledXV3256hXG9Onmd7xUB5x1EymbQ9o188HlcikbA9A2cYgQUAY0jBLUiep337DyrQ3WV7jj7af0SO48hxHNtTJEmZrh593LpPd9z6QxUVRWzPkSQVl8a15entRNZZhsACgLGk0BcygdIpClfMtDxGCmSD8rRbruvaniJJynTnVBwKaPWCObpwxnm256g1ndGDO/cok8kQWGcZAgtnhVQqpXQ6bXuGJCmZTMpx/fHd/qe8gqtcW4u6iottT1Fv+yHbE8aEYKRIwegE2zMUDBfZnnBCsyeXqTox0fYMnMUILIx7qVRKi+uWK5u3vaRPb0+XDhw+otK8PwY5XZ0qyh5R9qlGdUeitueo52i7AgVXXsFfEQoAQ0FgYdxLp9PK5qXI4ls0Yfo823OUeX+n3K13qeCTl1Tc7qM6JxLQikvnaGZFhe05+mdTk7b95bBU8MfXBwCGg8DCWWPC9HkqmWY/sHoOJW1POKHpE+OaPsn+SyqfnFtiewIAjBjnwQIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADCMwAIAADBs0IHV09OjpUuXqqamRvPnz9dVV12l5uZmSdKiRYs0e/Zs1dbWqra2Vvfff/+oDQYAAPC78FA+uKGhQd/+9rcVCAT0i1/8QitXrtRrr70mSbr//vu1dOnS0dgIAAAwpgz6Gazi4mJdffXVCgQCkqSFCxcqmUyO1i4AAIAxa9jHYD3wwAOqq6vrv7xu3TpddNFF+v73v68PP/zwlJ/b2dk54C2Xyw13BgAAgO8M6SXCT23YsEHNzc16+eWXJUlPPvmkKisr5XmeHnroIV1zzTV67733Tvr5lZWVAy6vXbtWjY2Nw5kCn2pvb7c9oV9HR4dc15XrOHKcvO05cl1Xnic5vtlTkDzJ8zx5nmd7jjz1bfCOb7KNPaf26YaC6yqfdyyvkRzXlSS5ruOLPXnHkesW1NHRoXQ6bXsOBmG4f3+Vl5cPuDzkwNq4caOeeeYZvfTSSyopKZH0WTAFAgGtWbNGt912m1KplCZNmnTC62htbVUsFuu/HI1GFY1GhzoFPvfFO5stqVRKoVBIoXBY4XDE9hyFQiEFAlLYN3uCUqDv/99PDwGwKaC+DYHjm2xjz6l9uiEYCikSGdb37EaFQyFJUigU9sWeSDisUCiosrIy3zwm4vRM/Lca0r3vvvvu09atW/XSSy+prKxMUt934alUSlOnTpUk7dixQ1OnTj1pXElSLBYbEFgAAADjyaADa9++ffrRj36k6upqfe1rX5PU98zTK6+8oiVLliiXyykYDGry5Ml67rnnRm0wAACA3w06sGbMmHHS1/t37dplbBAAAMBYx5ncAQAADCOwAAAADCOwAAAADCOwAAAADLN/khAAwJjXm+9VV3e37RnK9eYk2T8B6+flHcdXv1ouHo8rkUjYnjHuEVgAgGEruAXJ87Rv/0EFurtsz9FH+4/IcVw5jv2zuEtSpqtHH33cojtu/aGKiuyfWFiSikvj2vL0diJrlBFYAIDhK/SFTKB0isIVMy2PkQLZoDztlnv8V+bYlunOqTgU0OoFc3ThjPNsz1FrOqMHd+5RJpMhsEYZgQUAGLFgpEjB6ATbMxQMF9mecEKzJ5epOjHR9gycQQQWRkU6nVYqlbI9Q5KUTCbluP54ueBTXsFVrq1FXcXFtqeot/2Q3w5ZAYAxj8CCcalUSt+77n+ox/PH3au3p0sHDh9RaT5ve4okyenqVFH2iLJPNao7Yv+XnPccbVeg4Mor+CtCAWAs88ffgBhX0um0jjkBFS+5RROmz7M9R5n3d8rdepcKPjkmw+0+qnMiAa24dI5mVlTYnqN/NjVp218OSwV/fH0AYDwgsDBqJkyfp5Jp9gOr51DS9oQTmj4xrumT7B+T8cm5JbYnAMC4w4lGAQAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADCOwAAAADAvbHgAzUqmU0um07RmSpGQyKcd1bM8YwCu4yrW1qKu42PYU9bYfkjzbKwAAo4nAGgdSqZQW1y1XNm97SZ/eni4daDuisrw/BjldnSrKHlH2qUZ1R6K256jnaLsCBVdewV8RCgAwh8AaB9LptLJ5KbL4Fk2YPs/2HGXe3yn3qbtUcF3bUyRJbvdRnRMJaMWlczSzosL2HP2zqUnb/nJYKvjj6wMAMI/AGkcmTJ+nkmn2A6vnUNL2hBOaPjGu6ZMm2p6hT84tsT0BADDKOMgdAADAMAILAADAMAILAADAMAILAADAMAILAADAMAILAADAMAILAADAMAILAADAMAILAADAMAILAADAMAILAADAMAILAADAMAILAADAMAILAADAMAILAADAMAILAADAsLDtAWNVKpVSOp22PUOSlEwm5biO7RkDeAVXubYWdRUX256i3vZDkmd7BYAzqTffq67ubtszlOvNyfPZ40/ecZRMJm3P6BePx5VIJGzPMI7AGoZUKqXFdcuVzdte0qe3p0sHDh9Rad4fg5yuTkWPHVH2qUZ1R6K256jnaLsCBVdewV8RCsC8gluQPE/79h9UoLvL9hx9tP+IHMeR4/jj8SfT1aOPPm7RHbf+UEVFEdtzJEnFpXFteXr7uIssAmsY0um0snkpsvgWTZg+z/YcZd7fKXfrXSq4ru0pkiS3+6jOCQe04tI5mllRYXuO/tnUpG1/OSwV/PH1ATCKjn8jFSidonDFTMtjpEA2KE+75frk8TnTnVNxKKDVC+bowhnn2Z6j1nRGD+7co0wmQ2DhMxOmz1PJNPuB1XMoaXvCAJ7nyZM0bWJM0ydNtD1Hn5xbYnsChsBT3/2Hl3UxHJ/ef4LhIgWjE2zPUTBcZHvCCc2eXKbqhP3HZ7/J5XL62c9+pjvvvFPR6MhegTEWWHv37tUNN9ygI0eOKB6P61e/+pW+/OUvm7p6jnk6DT8d85RrPyh5Hn9BYkS4+2Ak/Hb/4Ziwk/PTMWHZbFb33nuv1q9f75/AWr16tRoaGlRfX6/t27ervr5eb731lpHr5pinU3O6OlWU9dcxT0Gv0P9UPQCcrTgm7NT8dkxYoVDQOZGQDh8+rFgsNqLrMhJYbW1t2rVrl1588UVJ0rJly7RmzRo1Nzdr7ty5I75+jnk6Nbf7qM6J+OmYpz36zV8OyysUbE8BALs4JuyU/HZMWPJwu/5XU5M6OztHfF1GAqu1tVUVFRUKh/uuLhAIqKqqSi0tLQMCyzv+vOQnn3wyYHw0Gj3lU3HZbFau6yjkOnK7syYmj4ib65ZXKKhr326FPfvfBfS0targeXJ6czqWPWp7jnpyORU8Tx+3HVE+YP8wv/3pdN+eQ0fU64PDDtlzmj2pdu4/7Bn+Hp/ef1rTnXIih23P0f6OThU8Tx+0tStSbP8YtY+O9P33cgoFHcv12p6jrt68Cp6nbDY7rMgqLS1VIBDou+AZsGvXLq+mpmbAny1YsMB7+eWXB/xZa2urp76XxnnjjTfeeOONN97G1Vsmk+lvHiN5X1lZqQMHDshxHIXDYXmep5aWFlVVVQ34uGnTpumDDz5QJBL5rPB0+mewAAAA/K60tLT/n40EViKR0CWXXKItW7aovr5eO3bs0IwZM/7D8VfBYFDV1dUmbhIAAMC3Ap5n5gc29+zZo/r6eqVSKcViMW3atEkXXXSRiasGAAAYU4wFFgAAAPoEbQ/A+NLT06OlS5eqpqZG8+fP11VXXaXm5mbbszBG7N27V5dddplqamq0YMECvfvuu7YnYYzgsQembNq0SYFAQM8+++yIrofAgnENDQ3as2eP/vGPf6iurk4rV660PQljxKcnLG5qalJjY6Pq6+ttT8IYwmMPRirI3BdRAAABeElEQVSZTOqXv/ylFi5cOOLrIrBgVHFxsa6++ur+nxJduHChb34FAvzt0xMWX3fddZL6Tljc2trKsxAYFB57MFKFQkErV67Uz3/+cyNnNiCwMKoeeOAB1dXV2Z6BMeBUJywGhorHHgzVfffdp69+9au69NJLjVyf/dPcYtzasGGDmpub9fLLL9ueAuAswmMPhupf//qXduzYoTfeeMPYdfIMFkZs8+bNqq2tVW1trTZt2iRJ2rhxo5555hk9//zzKikpsbwQY8HnT1gs6aQnLAZOhcceDMef/vQnJZNJzZs3T7NmzdJf//pXNTQ06OGHHx72dXKaBhh333336de//rVeeuklTZw40fYcjCGLFi1SfX296uvrtX37dt1zzz3atWuX7VkYI3jsgSmLFi3SzTffrKVLlw77OggsGLVv3z5VVlaqurq6/1cGRKNR/e1vf7O8DGMBJyzGcPHYA5MILAAAAB/iGCwAAADDCCwAAADDCCwAAADD/j/78ut3YNfrWwAAAABJRU5ErkJggg=="
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function two_hists()\n",
    "    x0 = randn(500)\n",
    "    x1 = x0+1\n",
    "\n",
    "    histogram(x0, opacity=0.75)\n",
    "    histogram!(x1, opacity=0.75)\n",
    "end\n",
    "\n",
    "two_hists()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### BoxPlot \n",
    "\n",
    "#### Challenge: How to group by day without overlapping?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function box_plot()\n",
    "    x1 = [\"day 1\", \"day 1\", \"day 1\", \"day 1\", \"day 1\", \"day 1\",\n",
    "          \"day 2\", \"day 2\", \"day 2\", \"day 2\", \"day 2\", \"day 2\"]\n",
    "    x2 = [\"day 1B\", \"day 1B\", \"day 1B\", \"day 1B\", \"day 1B\", \"day 1B\",\n",
    "          \"day 2B\", \"day 2B\", \"day 2B\", \"day 2B\", \"day 2B\", \"day 2B\"]\n",
    "    x3 = [\"day 1C\", \"day 1C\", \"day 1C\", \"day 1C\", \"day 1C\", \"day 1C\",\n",
    "      \"day 2C\", \"day 2C\", \"day 2C\", \"day 2C\", \"day 2C\", \"day 2C\"]\n",
    "    \n",
    "    y1=[0.2, 0.2, 0.6, 1.0, 0.5, 0.4, 0.2, 0.7, 0.9, 0.1, 0.5, 0.3]\n",
    "    y2=[0.6, 0.7, 0.3, 0.6, 0.0, 0.5, 0.7, 0.9, 0.5, 0.8, 0.7, 0.2]\n",
    "    y3=[0.1, 0.3, 0.1, 0.9, 0.6, 0.6, 0.9, 1.0, 0.3, 0.6, 0.8, 0.5]\n",
    "    \n",
    "    boxplot(x1, y1, label=\"kale\", color=\"#3D9970\")\n",
    "    boxplot!(x2, y2, label=\"radishes\", color=\"#FF4136\")\n",
    "    boxplot!(x3, y3, label=\"carrot\", color=\"#FF851B\")\n",
    "#     \n",
    "end\n",
    "box_plot()\n",
    "\n"
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    "### Plotting DataFrames:"
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     "execution_count": 30,
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   ],
   "source": [
    "function dataframe_scatter()\n",
    "    gr()\n",
    "    iris = dataset(\"datasets\", \"iris\")#     \n",
    "     # display(head(iris))\n",
    "    @df iris scatter(:SepalLength, :SepalWidth, group=:Species,\n",
    "        title = \"Iris Sepal length vs width\",\n",
    "        xlabel = \"Length\", ylabel = \"Width\",\n",
    "        m=(0.5, [:cross :hex :star7], 12))\n",
    "end\n",
    "\n",
    "dataframe_scatter()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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