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decisionstats/Julia Beginner

Last active August 29, 2015 14:01
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Julia Beginner
{
"metadata": {
"language": "Julia",
"name": "IJulia"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": "using RDatasets\nusing Gadfly\nusing DataFrames\n",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": "iris = dataset(\"datasets\", \"iris\")",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 7,
"text": "150x5 DataFrame:\n SepalLength SepalWidth PetalLength PetalWidth Species\n[1,] 5.1 3.5 1.4 0.2 \"setosa\"\n[2,] 4.9 3.0 1.4 0.2 \"setosa\"\n[3,] 4.7 3.2 1.3 0.2 \"setosa\"\n[4,] 4.6 3.1 1.5 0.2 \"setosa\"\n[5,] 5.0 3.6 1.4 0.2 \"setosa\"\n[6,] 5.4 3.9 1.7 0.4 \"setosa\"\n[7,] 4.6 3.4 1.4 0.3 \"setosa\"\n[8,] 5.0 3.4 1.5 0.2 \"setosa\"\n[9,] 4.4 2.9 1.4 0.2 \"setosa\"\n[10,] 4.9 3.1 1.5 0.1 \"setosa\"\n[11,] 5.4 3.7 1.5 0.2 \"setosa\"\n[12,] 4.8 3.4 1.6 0.2 \"setosa\"\n[13,] 4.8 3.0 1.4 0.1 \"setosa\"\n[14,] 4.3 3.0 1.1 0.1 \"setosa\"\n[15,] 5.8 4.0 1.2 0.2 \"setosa\"\n[16,] 5.7 4.4 1.5 0.4 \"setosa\"\n[17,] 5.4 3.9 1.3 0.4 \"setosa\"\n[18,] 5.1 3.5 1.4 0.3 \"setosa\"\n[19,] 5.7 3.8 1.7 0.3 \"setosa\"\n[20,] 5.1 3.8 1.5 0.3 \"setosa\"\n :\n[131,] 7.4 2.8 6.1 1.9 \"virginica\"\n[132,] 7.9 3.8 6.4 2.0 \"virginica\"\n[133,] 6.4 2.8 5.6 2.2 \"virginica\"\n[134,] 6.3 2.8 5.1 1.5 \"virginica\"\n[135,] 6.1 2.6 5.6 1.4 \"virginica\"\n[136,] 7.7 3.0 6.1 2.3 \"virginica\"\n[137,] 6.3 3.4 5.6 2.4 \"virginica\"\n[138,] 6.4 3.1 5.5 1.8 \"virginica\"\n[139,] 6.0 3.0 4.8 1.8 \"virginica\"\n[140,] 6.9 3.1 5.4 2.1 \"virginica\"\n[141,] 6.7 3.1 5.6 2.4 \"virginica\"\n[142,] 6.9 3.1 5.1 2.3 \"virginica\"\n[143,] 5.8 2.7 5.1 1.9 \"virginica\"\n[144,] 6.8 3.2 5.9 2.3 \"virginica\"\n[145,] 6.7 3.3 5.7 2.5 \"virginica\"\n[146,] 6.7 3.0 5.2 2.3 \"virginica\"\n[147,] 6.3 2.5 5.0 1.9 \"virginica\"\n[148,] 6.5 3.0 5.2 2.0 \"virginica\"\n[149,] 6.2 3.4 5.4 2.3 \"virginica\"\n[150,] 5.9 3.0 5.1 1.8 \"virginica\"\n"
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": "pwd()",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 8,
"text": "\"C:\\\\Users\\\\dell\""
}
],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": "cd(\"C:\\\\Users\\\\dell\\\\Desktop\")",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": "pwd()",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 10,
"text": "\"C:\\\\Users\\\\dell\\\\Desktop\""
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": "readdir()\n",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 11,
"text": "5-element Array{String,1}:\n \"10154161_10154003554090471_1325653799668649187_n.jpg\"\n \"adult.data.txt\" \n \"desktop.ini\" \n \"IJulia.ipynb\" \n \"julia - Shortcut.lnk\" "
}
],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": "df=readtable(\"adult.data.txt\",header=false)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 12,
"text": "DataFrame with 32561 rows, 15 columns\nColumns:\n\nx1 32561 non-null values \nx2 32561 non-null values \nx3 32561 non-null values \nx4 32561 non-null values \nx5 32561 non-null values \nx6 32561 non-null values \nx7 32561 non-null values \nx8 32561 non-null values \nx9 32561 non-null values \nx10 32561 non-null values \nx11 32561 non-null values \nx12 32561 non-null values \nx13 32561 non-null values \nx14 32561 non-null values \nx15 32561 non-null values \n\n"
}
],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": "size(df)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 13,
"text": "(32561,15)"
}
],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": "head(df)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 14,
"text": "DataFrame with 6 rows, 15 columns\nColumns:\n\nx1 6 non-null values \nx2 6 non-null values \nx3 6 non-null values \nx4 6 non-null values \nx5 6 non-null values \nx6 6 non-null values \nx7 6 non-null values \nx8 6 non-null values \nx9 6 non-null values \nx10 6 non-null values \nx11 6 non-null values \nx12 6 non-null values \nx13 6 non-null values \nx14 6 non-null values \nx15 6 non-null values \n\n"
}
],
"prompt_number": 14
},
{
"cell_type": "code",
"collapsed": false,
"input": "plot(df,x=\"x1\" ,color=\"x15\",Geom.histogram)",
"language": "python",
"metadata": {},
"outputs": [
{
"html": "<div id=\"gadflyplot-edgFFzSIinDqa57G5oJ2\"></div>\r\n<script>\r\n(function (module) {\r\nfunction draw_with_data(data, parent_id) {\r\n var g = d3.select(parent_id)\r\n .append(\"svg\")\r\n .attr(\"width\", \"120mm\")\r\n .attr(\"height\", \"80mm\")\r\n .attr(\"viewBox\", \"0 0 120 80\")\r\n .attr(\"stroke-width\", \"0.5\")\r\n .attr(\"style\", \"stroke:black;fill:black\");\r\n g.append(\"defs\");\r\n var ctx = {\r\n \"scale\": 1.0,\r\n \"tx\": 0.0,\r\n \"ty\": 0.0\r\n };\r\n(function (g) {\n g.attr(\"stroke\", \"none\")\n .attr(\"fill\", \"#000000\")\n .attr(\"stroke-width\", 0.3)\n .attr(\"font-family\", \"Helvetic,Arial,sans\")\n .style(\"font-size\", \"3.88px\");\n (function (g) {\n g.attr(\"class\", \"plotroot xscalable\");\n (function (g) {\n g.attr(\"stroke\", \"none\")\n .attr(\"fill\", \"#4C404B\")\n .attr(\"font-family\", \"'PT Sans','Helvetica Neue','Helvetica',sans-serif\")\n .style(\"font-size\", \"3.18px\")\n .attr(\"class\", \"guide ylabels\");\n (function (g) {\n g.attr(\"visibility\", \"hidden\");\n g.append(\"svg:text\")\n .attr(\"x\", 19.05)\n .attr(\"y\", -19.14)\n .attr(\"text-anchor\", \"end\")\n .style(\"dominant-baseline\", \"central\")\n .call(function(text) {\n text.text(\"1500\");\n })\n;\n }(g.append(\"g\")));\n g.append(\"svg:text\")\n .attr(\"x\", 19.05)\n .attr(\"y\", 32.22)\n .attr(\"text-anchor\", \"end\")\n .style(\"dominant-baseline\", \"central\")\n .call(function(text) {\n text.text(\"500\");\n })\n;\n (function (g) {\n g.attr(\"visibility\", \"hidden\");\n g.append(\"svg:text\")\n .attr(\"x\", 19.05)\n .attr(\"y\", 134.94)\n .attr(\"text-anchor\", \"end\")\n .style(\"dominant-baseline\", \"central\")\n .call(function(text) {\n text.text(\"-1500\");\n })\n;\n }(g.append(\"g\")));\n (function (g) {\n g.attr(\"visibility\", \"hidden\");\n g.append(\"svg:text\")\n .attr(\"x\", 19.05)\n .attr(\"y\", -70.5)\n .attr(\"text-anchor\", \"end\")\n .style(\"dominant-baseline\", \"central\")\n .call(function(text) {\n text.text(\"2500\");\n })\n;\n }(g.append(\"g\")));\n (function (g) {\n g.attr(\"visibility\", \"hidden\");\n g.append(\"svg:text\")\n .attr(\"x\", 19.05)\n .attr(\"y\", 109.26)\n .attr(\"text-anchor\", \"end\")\n .style(\"dominant-baseline\", \"central\")\n .call(function(text) {\n text.text(\"-1000\");\n })\n;\n }(g.append(\"g\")));\n g.append(\"svg:text\")\n .attr(\"x\", 19.05)\n .attr(\"y\", 6.54)\n .attr(\"text-anchor\", \"end\")\n .style(\"dominant-baseline\", \"central\")\n .call(function(text) {\n text.text(\"1000\");\n })\n;\n (function (g) {\n g.attr(\"visibility\", \"hidden\");\n g.append(\"svg:text\")\n .attr(\"x\", 19.05)\n .attr(\"y\", 83.58)\n .attr(\"text-anchor\", \"end\")\n .style(\"dominant-baseline\", \"central\")\n .call(function(text) {\n text.text(\"-500\");\n })\n;\n }(g.append(\"g\")));\n (function (g) {\n g.attr(\"visibility\", \"hidden\");\n g.append(\"svg:text\")\n .attr(\"x\", 19.05)\n .attr(\"y\", -44.82)\n .attr(\"text-anchor\", \"end\")\n 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64.74)\n .attr(\"text-anchor\", \"middle\")\n .call(function(text) {\n text.text(\"140\");\n })\n;\n }(g.append(\"g\")));\n (function (g) {\n g.attr(\"visibility\", \"hidden\");\n g.append(\"svg:text\")\n .attr(\"x\", 106.61)\n .attr(\"y\", 64.74)\n .attr(\"text-anchor\", \"middle\")\n .call(function(text) {\n text.text(\"120\");\n })\n;\n }(g.append(\"g\")));\n (function (g) {\n g.attr(\"visibility\", \"hidden\");\n g.append(\"svg:text\")\n .attr(\"x\", 176.99)\n .attr(\"y\", 64.74)\n .attr(\"text-anchor\", \"middle\")\n .call(function(text) {\n text.text(\"220\");\n })\n;\n }(g.append(\"g\")));\n (function (g) {\n g.attr(\"visibility\", \"hidden\");\n g.append(\"svg:text\")\n .attr(\"x\", -62.29)\n .attr(\"y\", 64.74)\n .attr(\"text-anchor\", \"middle\")\n .call(function(text) {\n text.text(\"-120\");\n })\n;\n }(g.append(\"g\")));\n (function (g) {\n g.attr(\"visibility\", \"hidden\");\n g.append(\"svg:text\")\n .attr(\"x\", 8.09)\n .attr(\"y\", 64.74)\n .attr(\"text-anchor\", 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.attr(\"y\", 64.74)\n .attr(\"text-anchor\", \"middle\")\n .call(function(text) {\n text.text(\"180\");\n })\n;\n }(g.append(\"g\")));\n g.append(\"svg:text\")\n .attr(\"x\", 50.31)\n .attr(\"y\", 64.74)\n .attr(\"text-anchor\", \"middle\")\n .call(function(text) {\n text.text(\"40\");\n })\n;\n g.append(\"svg:text\")\n .attr(\"x\", 92.54)\n .attr(\"y\", 64.74)\n .attr(\"text-anchor\", \"middle\")\n .call(function(text) {\n text.text(\"100\");\n })\n;\n }(g.append(\"g\")));\n (function (g) {\n g.attr(\"stroke\", \"none\")\n .attr(\"fill\", \"#362A35\")\n .attr(\"font-family\", \"'PT Sans','Helvetica Neue','Helvetica',sans-serif\")\n .style(\"font-size\", \"3.88px\");\n g.append(\"svg:text\")\n .attr(\"x\", 57.35)\n .attr(\"y\", 73)\n .attr(\"text-anchor\", \"middle\")\n .call(function(text) {\n text.text(\"x1\");\n })\n;\n }(g.append(\"g\")));\n (function (g) {\n g.attr(\"stroke\", \"none\")\n .attr(\"font-family\", \"'PT Sans','Helvetica Neue','Helvetica',sans-serif\")\n .style(\"font-size\", \"3.88px\")\n .attr(\"fill\", \"#362A35\");\n g.append(\"svg:text\")\n .attr(\"x\", 106.82)\n .attr(\"y\", 30.55)\n .attr(\"text-anchor\", \"middle\")\n .call(function(text) {\n text.text(\"x15\");\n })\n;\n }(g.append(\"g\")));\n (function (g) {\n g.attr(\"font-family\", \"'PT Sans','Helvetica Neue','Helvetica',sans-serif\")\n .style(\"font-size\", \"3.18px\");\n (function (g) {\n g.attr(\"class\", \"guide color_&lt;=50K\")\n .on(\"click\", guide_toggle_color(\"color_<=50K\"));\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\", \"M96.65,32.55 L 100.95 32.55 100.95 36.85 96.65 36.85 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\", 101.95)\n .attr(\"y\", 34.7)\n .style(\"dominant-baseline\", \"central\")\n .call(function(text) {\n text.text(\"<=50K\");\n })\n;\n }(g.append(\"g\")));\n }(g.append(\"g\")));\n (function (g) {\n g.attr(\"class\", \"guide color_&gt;50K\")\n .on(\"click\", guide_toggle_color(\"color_>50K\"));\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\", \"M96.65,37.85 L 100.95 37.85 100.95 42.15 96.65 42.15 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\", 101.95)\n .attr(\"y\", 40)\n .style(\"dominant-baseline\", \"central\")\n .call(function(text) {\n text.text(\">50K\");\n })\n;\n }(g.append(\"g\")));\n }(g.append(\"g\")));\n }(g.append(\"g\")));\n (function (g) {\n g.on(\"mouseover\", guide_background_mouseover(\"#C6C6C9\"))\n .on(\"mouseout\", guide_background_mouseout(\"#F0F0F3\"))\n .call(zoom_behavior(ctx))\r\n;\n (function (g) {\n d3.select(\"defs\")\r\n .append(\"svg:clipPath\")\r\n .attr(\"id\", parent_id + 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"input": "describe(df)\n",
"language": "python",
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"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "x1"
},
{
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"stream": "stdout",
"text": "\n"
},
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"text": "Min 17.0\n1st Qu. 28.0\nMedian 37.0\nMean 38.58164675532078\n3rd Qu. 48.0\nMax 90.0\nNAs 0\nNA% 0.0%\n\nx2\n"
},
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"text": "Length 32561\nType UTF8String\nNAs 0\nNA% 0.0%\nUnique 9\n\nx3\nMin 12285.0\n1st Qu. 117827.0\nMedian 178356.0\nMean 189778.36651208502\n3rd Qu. 237051.0\nMax 1.484705e6\nNAs 0\nNA% 0.0%\n\nx4\nLength 32561\nType UTF8String\nNAs 0\nNA% 0.0%\nUnique 16\n\nx5\nMin 1.0\n1st Qu. 9.0\nMedian 10.0\nMean 10.0806793403151\n3rd Qu. 12.0\nMax 16.0\nNAs 0\nNA% 0.0%\n\nx6\nLength 32561\nType UTF8String\nNAs 0\nNA% 0.0%\nUnique 7\n\nx7\nLength 32561\nType UTF8String\nNAs 0\nNA% 0.0%\nUnique 15\n\nx8\nLength 32561\nType UTF8String\nNAs 0\nNA% 0.0%\n"
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"output_type": "stream",
"stream": "stdout",
"text": "Unique 6\n\nx9\nLength 32561\nType UTF8String\nNAs 0\nNA% 0.0%\nUnique 5\n\nx10\nLength 32561\nType UTF8String\nNAs 0\nNA% 0.0%\nUnique 2\n\nx11\nMin 0.0\n1st Qu. 0.0\nMedian 0.0\nMean 1077.6488437087312\n3rd Qu. 0.0\nMax 99999.0\nNAs 0\nNA% 0.0%\n\nx12\nMin 0.0\n1st Qu. 0.0\nMedian 0.0\nMean 87.303829734959\n3rd Qu. 0.0\nMax 4356.0\nNAs 0\nNA% 0.0%\n\nx13\nMin 1.0\n1st Qu. 40.0\nMedian 40.0\nMean 40.437455852092995\n3rd Qu. 45.0\nMax 99.0\nNAs 0\nNA% 0.0%\n\nx14\nLength 32561\nType UTF8String\nNAs 0\nNA% 0.0%\nUnique 42\n\nx15\nLength 32561\nType UTF8String\nNAs 0\nNA% 0.0%\nUnique 2\n\n"
}
],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": "plot(iris,x=\"SepalLength\",y=\"SepalWidth\",color=\"Species\")",
"language": "python",
"metadata": {},
"outputs": [
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"text": "D3(120.0,80.0,IOBuffer([0x66,0x75,0x6e,0x63,0x74,0x69,0x6f,0x6e,0x20,0x64 \u2026 0x20,0x64,0x72,0x61,0x77,0x0d,0x0a,0x7d,0x0d,0x0a],true,true,true,false,34975,9223372036854775807,34976),0,[],[],1,3,[0xab8d3cd1e67492ca=>([\"geometry color_setosa\",\"geometry color_setosa\",\"geometry color_setosa\",\"geometry color_setosa\",\"geometry color_setosa\",\"geometry color_setosa\",\"geometry color_setosa\",\"geometry color_setosa\",\"geometry color_setosa\",\"geometry color_setosa\" \u2026 \"geometry color_virginica\",\"geometry color_virginica\",\"geometry color_virginica\",\"geometry color_virginica\",\"geometry color_virginica\",\"geometry color_virginica\",\"geometry color_virginica\",\"geometry color_virginica\",\"geometry color_virginica\",\"geometry color_virginica\"],2),0x17e7d886bf2a1166=>({LCHab(55.0,60.0,240.0),LCHab(55.0,60.0,240.0),LCHab(55.0,60.0,240.0),LCHab(55.0,60.0,240.0),LCHab(55.0,60.0,240.0),LCHab(55.0,60.0,240.0),LCHab(55.0,60.0,240.0),LCHab(55.0,60.0,240.0),LCHab(55.0,60.0,240.0),LCHab(55.0,60.0,240.0) \u2026 LCHab(50.0,70.0,0.0),LCHab(50.0,70.0,0.0),LCHab(50.0,70.0,0.0),LCHab(50.0,70.0,0.0),LCHab(50.0,70.0,0.0),LCHab(50.0,70.0,0.0),LCHab(50.0,70.0,0.0),LCHab(50.0,70.0,0.0),LCHab(50.0,70.0,0.0),LCHab(50.0,70.0,0.0)},3),0xe9dde620c23c8ee3=>([LCHab(70.0,60.0,240.0),LCHab(70.0,60.0,240.0),LCHab(70.0,60.0,240.0),LCHab(70.0,60.0,240.0),LCHab(70.0,60.0,240.0),LCHab(70.0,60.0,240.0),LCHab(70.0,60.0,240.0),LCHab(70.0,60.0,240.0),LCHab(70.0,60.0,240.0),LCHab(70.0,60.0,240.0) \u2026 LCHab(65.0,70.0,0.0),LCHab(65.0,70.0,0.0),LCHab(65.0,70.0,0.0),LCHab(65.0,70.0,0.0),LCHab(65.0,70.0,0.0),LCHab(65.0,70.0,0.0),LCHab(65.0,70.0,0.0),LCHab(65.0,70.0,0.0),LCHab(65.0,70.0,0.0),LCHab(65.0,70.0,0.0)],4),0x40fe0af6a719b5b9=>([41.07016981132075,38.38620754716982,35.70224528301887,34.360264150943394,39.728188679245285,45.09611320754718,34.360264150943394,39.728188679245285,31.67630188679246,38.38620754716982 \u2026 62.541867924528304,65.22583018867925,50.464037735849054,63.88384905660377,62.541867924528304,62.541867924528304,57.17394339622641,59.85790566037736,55.831962264150945,51.806018867924536],0),0x8783a135b421a9c6=>([27.084150943396228,37.35584905660378,33.24716981132075,35.301509433962266,25.029811320754717,18.866792452830197,29.138490566037742,29.138490566037742,39.41018867924529,35.301509433962266 \u2026 35.301509433962266,35.301509433962266,43.5188679245283,33.24716981132075,31.192830188679253,37.35584905660378,47.62754716981132,37.35584905660378,29.138490566037742,37.35584905660378],1)],true,false,nothing,true)"
},
{
"html": "",
"metadata": {},
"output_type": "pyout",
"prompt_number": 17,
"text": "Plot(...)"
}
],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": "describe(df[:x10]) #refer to parts of a DataFrame",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "Length 32561"
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\nType UTF8String\nNAs 0\nNA% 0.0%\nUnique 2\n"
}
],
"prompt_number": 18
},
{
"cell_type": "code",
"collapsed": false,
"input": "describe(df[:x1])",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "Min 17.0\n1st Qu. 28.0\nMedian 37.0\nMean 38.58164675532078\n3rd Qu. 48.0\nMax 90.0\nNAs 0\nNA% 0.0%\n"
}
],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": "test1=(23,56,78,89)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 20,
"text": "(23,56,78,89)"
}
],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": "mean(test1)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 21,
"text": "61.5"
}
],
"prompt_number": 21
},
{
"cell_type": "code",
"collapsed": false,
"input": "test3=(NA,34,67,89)\n",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 22,
"text": "(NA,34,67,89)"
}
],
"prompt_number": 22
},
{
"cell_type": "code",
"collapsed": false,
"input": "mean(removeNA(test3))",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "\n"
},
{
"ename": "LoadError",
"evalue": "no method removeNA((NAtype,Int64,Int64,Int64),)\nat In[23]:1",
"output_type": "pyerr",
"traceback": [
"no method removeNA((NAtype,Int64,Int64,Int64),)\nat In[23]:1"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\n"
}
],
"prompt_number": 23
},
{
"cell_type": "code",
"collapsed": false,
"input": "using DataArrays\ntest2=@data([23,56,78,89,NA]) #Only DataArrays can have missing values",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 24,
"text": "5-element DataArray{Int64,1}:\n 23 \n 56 \n 78 \n 89 \n NA"
}
],
"prompt_number": 24
},
{
"cell_type": "code",
"collapsed": false,
"input": "mean(test2)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 25,
"text": "NA"
}
],
"prompt_number": 25
},
{
"cell_type": "code",
"collapsed": false,
"input": "mean(removeNA(test2))",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 26,
"text": "61.5"
}
],
"prompt_number": 26
},
{
"cell_type": "code",
"collapsed": false,
"input": "#Note removeNA has been changed to dropna in Julia 0.3",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 27
},
{
"cell_type": "code",
"collapsed": false,
"input": "?removeNA #Notice the help",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "removeNA (generic function with 3 methods)"
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\n"
}
],
"prompt_number": 28
},
{
"cell_type": "code",
"collapsed": false,
"input": "plot(df,y=\"x1\",Geom.boxplot)",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "\n"
},
{
"ename": "ErrorException",
"evalue": "maximum: argument is empty",
"output_type": "pyerr",
"traceback": [
"maximum: argument is empty",
" in maximum at abstractarray.jl:1595"
]
}
],
"prompt_number": 29
},
{
"cell_type": "code",
"collapsed": false,
"input": "using PyPlot",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 30
},
{
"cell_type": "code",
"collapsed": false,
"input": "boxplot(df[:x1])",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
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",
"text": "Figure(PyObject <matplotlib.figure.Figure object at 0x00000000216A6080>)"
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 31,
"text": "{\"fliers\"=>{PyObject <matplotlib.lines.Line2D object at 0x00000000254F0FD0>,PyObject <matplotlib.lines.Line2D object at 0x00000000254F2550>},\"whiskers\"=>{PyObject <matplotlib.lines.Line2D object at 0x00000000254EB198>,PyObject <matplotlib.lines.Line2D object at 0x00000000254EB3C8>},\"boxes\"=>{PyObject <matplotlib.lines.Line2D object at 0x00000000254F04E0>},\"medians\"=>{PyObject <matplotlib.lines.Line2D object at 0x00000000254F0A58>},\"caps\"=>{PyObject <matplotlib.lines.Line2D object at 0x00000000254EB9B0>,PyObject <matplotlib.lines.Line2D object at 0x00000000254EBF28>}}"
}
],
"prompt_number": 31
},
{
"cell_type": "code",
"collapsed": false,
"input": "pwd()",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 5,
"text": "\"C:\\\\Users\\\\dell\""
}
],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": "",
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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