{
 "metadata": {
  "language": "Julia",
  "name": "hacker_school_w_Stefan"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "1+3",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 1,
       "text": "4"
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "pwd()",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": "\"/Users/polina\""
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": "## FizzBuzz"
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "function classify(i)\n    if ((i%5 == 0) && (i%3 == 0))\n        return \"fizzbuzz\"\n    elseif i%3 == 0\n        return \"fizz\"\n    elseif i%5 == 0\n        return \"buzz\"\n    else\n        return i\n    end\nend",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 12,
       "text": "classify (generic function with 1 method)"
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "for i = 1:100\n    println(classify(i))\nend",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "1\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "2\nfizz\n4\nbuzz\nfizz\n7\n8\nfizz\nbuzz\n11\nfizz\n13\n14\nfizzbuzz\n16\n17\nfizz\n19\nbuzz\nfizz\n22\n23\nfizz\nbuzz\n26\nfizz\n28\n29\nfizzbuzz\n31\n32\nfizz\n34\nbuzz\nfizz\n37\n38\nfizz\nbuzz\n41\nfizz\n43\n44\nfizzbuzz\n46\n47\nfizz\n49\nbuzz\nfizz\n52\n53\nfizz\nbuzz\n56\nfizz\n58\n59\nfizzbuzz\n61\n62\nfizz\n64\nbuzz\nfizz\n67\n68\nfizz\nbuzz\n71\nfizz\n73\n74\nfizzbuzz\n76\n77\nfizz\n79\nbuzz\nfizz\n82\n83\nfizz\nbuzz\n86\nfizz\n88\n89\nfizzbuzz\n91\n92\nfizz\n94\nbuzz\nfizz\n97\n98\nfizz\nbuzz\n"
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": "## Array Comprehension"
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "[ (x^2,y) for x in 1:10, y in primes(10) ]",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 15,
       "text": "10x4 Array{(Int64,Int64),2}:\n (1,2)    (1,3)    (1,5)    (1,7)  \n (4,2)    (4,3)    (4,5)    (4,7)  \n (9,2)    (9,3)    (9,5)    (9,7)  \n (16,2)   (16,3)   (16,5)   (16,7) \n (25,2)   (25,3)   (25,5)   (25,7) \n (36,2)   (36,3)   (36,5)   (36,7) \n (49,2)   (49,3)   (49,5)   (49,7) \n (64,2)   (64,3)   (64,5)   (64,7) \n (81,2)   (81,3)   (81,5)   (81,7) \n (100,2)  (100,3)  (100,5)  (100,7)"
      }
     ],
     "prompt_number": 15
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "hilbert(n) = [ 1/(i+j-1) for i=1:n, j=1:n ]",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 16,
       "text": "hilbert (generic function with 1 method)"
      }
     ],
     "prompt_number": 16
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "hilbert(10//1)",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 18,
       "text": "10x10 Array{Rational{Int64},2}:\n 1//1   1//2   1//3   1//4   1//5   1//6   1//7   1//8   1//9   1//10\n 1//2   1//3   1//4   1//5   1//6   1//7   1//8   1//9   1//10  1//11\n 1//3   1//4   1//5   1//6   1//7   1//8   1//9   1//10  1//11  1//12\n 1//4   1//5   1//6   1//7   1//8   1//9   1//10  1//11  1//12  1//13\n 1//5   1//6   1//7   1//8   1//9   1//10  1//11  1//12  1//13  1//14\n 1//6   1//7   1//8   1//9   1//10  1//11  1//12  1//13  1//14  1//15\n 1//7   1//8   1//9   1//10  1//11  1//12  1//13  1//14  1//15  1//16\n 1//8   1//9   1//10  1//11  1//12  1//13  1//14  1//15  1//16  1//17\n 1//9   1//10  1//11  1//12  1//13  1//14  1//15  1//16  1//17  1//18\n 1//10  1//11  1//12  1//13  1//14  1//15  1//16  1//17  1//18  1//19"
      }
     ],
     "prompt_number": 18
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "hilbert(5)",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 19,
       "text": "5x5 Array{Float64,2}:\n 1.0       0.5       0.333333  0.25      0.2     \n 0.5       0.333333  0.25      0.2       0.166667\n 0.333333  0.25      0.2       0.166667  0.142857\n 0.25      0.2       0.166667  0.142857  0.125   \n 0.2       0.166667  0.142857  0.125     0.111111"
      }
     ],
     "prompt_number": 19
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": "## Boolean and Flow Control"
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "true && false",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 21,
       "text": "false"
      }
     ],
     "prompt_number": 21
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "true & false",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 22,
       "text": "false"
      }
     ],
     "prompt_number": 22
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "7 & 9",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 23,
       "text": "1"
      }
     ],
     "prompt_number": 23
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "7 && 9",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "ename": "LoadError",
       "evalue": "type: non-boolean (Int64) used in boolean context\nat In[24]:1",
       "output_type": "pyerr",
       "traceback": [
        "type: non-boolean (Int64) used in boolean context\nat In[24]:1"
       ]
      }
     ],
     "prompt_number": 24
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "p(v) = (println(v); v)",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 25,
       "text": "p (generic function with 1 method)"
      }
     ],
     "prompt_number": 25
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "function p(v)\n    println(v)\n    v\nend",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 26,
       "text": "p (generic function with 1 method)"
      }
     ],
     "prompt_number": 26
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "p(true) & p(true)",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "true\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "true\n"
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 27,
       "text": "true"
      }
     ],
     "prompt_number": 27
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "p(false) & p(true)",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "false\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "true\n"
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 31,
       "text": "false"
      }
     ],
     "prompt_number": 31
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "p(false) && p(true) # short-circuit evaluation: will stop evaluating once it knows",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "false\n"
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 32,
       "text": "false"
      }
     ],
     "prompt_number": 32
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "p(true) ? p(\"hello\") : p(\"goodbye\")",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "true\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "hello\n"
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 33,
       "text": "\"hello\""
      }
     ],
     "prompt_number": 33
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "if p(false)\n    p(\"hello\")\nelse\n    p(\"goodbye\")\nend",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "false\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "goodbye\n"
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 34,
       "text": "\"goodbye\""
      }
     ],
     "prompt_number": 34
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": "## FizzBuzz Part 2: Multiple Dispatch"
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "type FizzBuzz{m,n} end",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "ename": "LoadError",
       "evalue": "invalid redefinition of constant FizzBuzz\nat In[37]:1",
       "output_type": "pyerr",
       "traceback": [
        "invalid redefinition of constant FizzBuzz\nat In[37]:1"
       ]
      }
     ],
     "prompt_number": 37
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "FizzBuzz{6,7}()",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 38,
       "text": "FizzBuzz{6,7}()"
      }
     ],
     "prompt_number": 38
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "typeof(ans)",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 39,
       "text": "FizzBuzz{6,7} (constructor with 1 method)"
      }
     ],
     "prompt_number": 39
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "FizzBuzz(k) = FizzBuzz{k%3,k%5}()",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 40,
       "text": "FizzBuzz{m,n} (constructor with 1 method)"
      }
     ],
     "prompt_number": 40
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "[ typeof(FizzBuzz(k)) for k=1:10 ]",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 41,
       "text": "10-element Array{Type{_<:FizzBuzz{m,n}},1}:\n FizzBuzz{1,1}\n FizzBuzz{2,2}\n FizzBuzz{0,3}\n FizzBuzz{1,4}\n FizzBuzz{2,0}\n FizzBuzz{0,1}\n FizzBuzz{1,2}\n FizzBuzz{2,3}\n FizzBuzz{0,4}\n FizzBuzz{1,0}"
      }
     ],
     "prompt_number": 41
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "fizzit(k) = fizzit(FizzBuzz(k), k)\nfizzit(fb::FizzBuzz, k) = k\nfizzit(fb::FizzBuzz{0,0}, k) = \"FizzBuzz\"\nfizzit(fb::FizzBuzz{0}, k) = \"Fizz\"\nfizzit{m}(fb::FizzBuzz{m,0}, k) = \"Buzz\"",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 50,
       "text": "fizzit (generic function with 5 methods)"
      }
     ],
     "prompt_number": 50
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "for k = 1:20\n    println(fizzit(k))\nend",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "1\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "2\nFizz\n4\nBuzz\nFizz\n7\n8\nFizz\nBuzz\n11\nFizz\n13\n14\nFizzBuzz\n16\n17\nFizz\n19\nBuzz\n"
      }
     ],
     "prompt_number": 51
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": "# FizzBuzz explicit vs implicit type parameters"
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "type FizzBuzz2{m,n} end",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "ename": "LoadError",
       "evalue": "invalid redefinition of constant FizzBuzz2\nat In[54]:1",
       "output_type": "pyerr",
       "traceback": [
        "invalid redefinition of constant FizzBuzz2\nat In[54]:1"
       ]
      }
     ],
     "prompt_number": 54
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "fizzbuzz(k) = fizzbuzz(FizzBuzz2{k%3,k%5}(), k)",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 55,
       "text": "fizzbuzz (generic function with 5 methods)"
      }
     ],
     "prompt_number": 55
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": "# explicit type parameters:"
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "fizzbuzz{m,n}(fb::FizzBuzz2{0,0}, k) = \"FizzBuzz\"\nfizzbuzz{m,n}(fb::FizzBuzz2{0,n}, k) = \"Fizz\"\nfizzbuzz{m,n}(fb::FizzBuzz2{m,0}, k) = \"Buzz\"\nfizzbuzz{m,n}(fb::FizzBuzz2{m,n}, k) = k",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 63,
       "text": "fizzbuzz (generic function with 8 methods)"
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": "Warning: static parameter m does not occur in signature for fizzbuzz at In[63]:1.\nThe method will not be callable.\nWarning: static parameter n does not occur in signature for fizzbuzz at In[63]:1.\nThe method will not be callable.\nWarning: static parameter m does not occur in signature for fizzbuzz at In[63]:2.\nThe method will not be callable.\nWarning: static parameter n does not occur in signature for fizzbuzz at In[63]:3.\nThe method will not be callable.\n"
      }
     ],
     "prompt_number": 63
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": "# implicit type parameters:"
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "fizzbuzz(fb::FizzBuzz2{0,0}, k) = \"FizzBuzz\" \nfizzbuzz(fb::FizzBuzz2{0}, k) = \"Fizz\" \nfizzbuzz{m}(fb::FizzBuzz2{m,0}, k) = \"Buzz\" \nfizzbuzz(fb::FizzBuzz2, k) = k",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 59,
       "text": "fizzbuzz (generic function with 8 methods)"
      }
     ],
     "prompt_number": 59
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "for k = 1:100 println(fizzbuzz(k)) end",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "1\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "2\nFizz\n4\n5\nFizz\n7\n8\nFizz\n10\n11\nFizz\n13\n14\nFizzBuzz\n16\n17\nFizz\n19\n20\nFizz\n22\n23\nFizz\n25\n26\nFizz\n28\n29\nFizzBuzz\n31\n32\nFizz\n34\n35\nFizz\n37\n38\nFizz\n40\n41\nFizz\n43\n44\nFizzBuzz\n46\n47\nFizz\n49\n50\nFizz\n52\n53\nFizz\n55\n56\nFizz\n58\n59\nFizzBuzz\n61\n62\nFizz\n64\n65\nFizz\n67\n68\nFizz\n70\n71\nFizz\n73\n74\nFizzBuzz\n76\n77\nFizz\n79\n80\nFizz\n82\n83\nFizz\n85\n86\nFizz\n88\n89\nFizzBuzz\n91\n92\nFizz\n94\n95\nFizz\n97\n98\nFizz\n100\n"
      }
     ],
     "prompt_number": 64
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "",
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": "## Example of Function Overloading"
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "function foo(a::Real, b::Real)\n    c = a + b \n    # <= +(Real,Real) in static language, \n    # in Julia dispatch will use JIT to call +(Int,Int) in the case they're Ints\n    #...",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "ename": "LoadError",
       "evalue": "syntax: incomplete: function at In[52]:1 requires end\nat In[52]:5",
       "output_type": "pyerr",
       "traceback": [
        "syntax: incomplete: function at In[52]:1 requires end\nat In[52]:5"
       ]
      }
     ],
     "prompt_number": 52
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": "## Data Analysis - NYC Housing data"
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "using DataFrames",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": "Warning: New definition \n    getindex(DataArray"
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": "{T,N},Union(Ranges{T},Array{T,1})) at /Users/polina/.julia/DataFrames/src/dataarray.jl:356\nis ambiguous with \n    getindex(DataArray{T<:Number,N},Union(BitArray{1},Ranges{T},Array{T,1})) at /Users/polina/.julia/DataFrames/src/dataarray.jl:340.\nMake sure \n    getindex(DataArray{T<:Number,N},Union(Ranges{T},Array{T,1}))"
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": "\nis defined first.\n"
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "fb = DataArray([ FizzBuzz(k) for k=1:10])",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 57,
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      {
       "html": "<script charset=\"utf-8\">\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//\nvar guide_toggle_color = function(parent_id, colorclass) {\n    var visible = true;\n    return (function() {\n        if (visible) {\n            d3.select(this)\n              .transition()\n              .duration(250)\n              .style(\"opacity\", 0.5);\n            d3.select(parent_id)\n              .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            d3.select(parent_id)\n              .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//\nvar guide_background_mouseover = function(parent_id, color) {\n    return (function () {\n        d3.select(parent_id)\n          .selectAll(\".xgridlines, .ygridlines\")\n          .transition()\n          .duration(250)\n          .attr(\"stroke\", color);\n    });\n};\n\nvar guide_background_mouseout = function(parent_id, color) {\n    return (function () {\n        d3.select(parent_id)\n          .selectAll(\".xgridlines, .ygridlines\")\n          .transition()\n          .duration(250)\n          .attr(\"stroke\", color);\n    });\n};\n\n\n// Construct a call back used for mouseover effects in the point geometry.\n//\n// Args:\n//   lw: Stroke width to transition to.\n//\n// Returns:\n//  Callback function.\n//\nvar geom_point_mouseover = function(lw) {\n    return (function() {\n        d3.select(this)\n          .transition()\n          .duration(100)\n          .attr(\"stroke-width\", lw);\n    });\n};\n\n\n\n// Translate and scale geometry while trying to maintain scale invariance for\n// certain ellements.\n//\n// Args:\n//   parent_id: Id of the parent element containing the svg element.\n//   t: A transform of the form {\"scale\": scale}\n//   old_scale: The scaling factor applied prior to t.scale.\n//\nvar set_geometry_transform = function(parent_id, t, old_scale) {\n    // transform geometries\n    d3.select(parent_id)\n      .selectAll(\".geometry\")\n      .attr(\"transform\", function() {\n          return \"translate(\" + [t.x, t.y] + \") \" +\n                 \"scale(\" + t.scale + \")\";\n      });\n\n    // unscale geometry widths, radiuses, etc.\n    var size_attribs = [\"r\"];\n    d3.select(parent_id)\n      .selectAll(\".geometry\")\n      .each(function() {\n          this_selection = d3.select(this);\n          for (var i in size_attribs) {\n              var attrib = size_attribs[i];\n              this_selection.attr(attrib,\n                  old_scale / t.scale * this_selection.attr(attrib));\n          }\n      });\n\n    // TODO:\n    // Is this going to work when we do things other than circles. 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       "metadata": {},
       "output_type": "display_data"
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": "Warning: Possible conflict in library symbol dtrtri_\nWarning: Possible conflict in library symbol dgetri_\nWarning: Possible conflict in library symbol dgetrf_\nWarning: using Base.Stat in module Stat conflicts with an existing identifier.\n"
      }
     ],
     "prompt_number": 10
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "housing= readtable(\"Dev/Juliacode/housing.csv\")",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": "WARNING: max(x) is deprecated, use maximum(x) instead."
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 14,
       "text": "2626x13 DataFrame:\n                     Neighborhood Building.Classification Total.Units Year.Built Gross.SqFt Estimated.Gross.Income Gross.Income.per.SqFt Estimated.Expense Expense.per.SqFt Net.Operating.Income Full.Market.Value Market.Value.per.SqFt            Boro\n[1,]                  \"FINANCIAL\"        \"R9-CONDOMINIUM\"          42       1920      36500                1332615                 36.51            342005             9.37               990610           7300000                 200.0     \"Manhattan\"\n[2,]                  \"FINANCIAL\"        \"R4-CONDOMINIUM\"          78       1985     126420                6633257                 52.47           1762295            13.94              4870962          30690000                242.76     \"Manhattan\"\n[3,]                  \"FINANCIAL\"        \"RR-CONDOMINIUM\"         500         NA     554174               17310000                 31.24           3543000             6.39             13767000          90970000                164.15     \"Manhattan\"\n[4,]                  \"FINANCIAL\"        \"R4-CONDOMINIUM\"         282       1930     249076               11776313                 47.28           2784670            11.18              8991643          67556006                271.23     \"Manhattan\"\n[5,]                    \"TRIBECA\"        \"R4-CONDOMINIUM\"         239       1985     219495               10004582                 45.58           2783197            12.68              7221385          54320996                247.48     \"Manhattan\"\n[6,]                    \"TRIBECA\"        \"R4-CONDOMINIUM\"         133       1986     139719                5127687                  36.7           1497788            10.72              3629899          26737996                191.37     \"Manhattan\"\n[7,]                    \"TRIBECA\"        \"R4-CONDOMINIUM\"         109       1985     105000                4365900                 41.58           1273650            12.13              3092250          22210281                211.53     \"Manhattan\"\n[8,]                    \"TRIBECA\"        \"R4-CONDOMINIUM\"         107       1986      87479                3637377                 41.58           1061120            12.13              2576257          19449002                222.33     \"Manhattan\"\n[9,]                    \"TRIBECA\"        \"R4-CONDOMINIUM\"         247       1987     255845               11246946                 43.96           2440761             9.54              8806185          66316999                259.21     \"Manhattan\"\n[10,]                   \"TRIBECA\"        \"R4-CONDOMINIUM\"         121       1985     106129                4115683                 38.78           1231096             11.6              2884587          21821999                205.62     \"Manhattan\"\n[11,]                   \"TRIBECA\"        \"R4-CONDOMINIUM\"         154       1986     126008                5239413                 41.58           1528477            12.13              3710936          28015990                222.34     \"Manhattan\"\n[12,]                   \"TRIBECA\"        \"R4-CONDOMINIUM\"         546       1987     586224               24375194                 41.58           7110897            12.13             17264297         130154990                222.02     \"Manhattan\"\n[13,]                   \"TRIBECA\"        \"R4-CONDOMINIUM\"         182       1988     208281                8077137                 38.78           2416060             11.6              5661077          42824998                205.61     \"Manhattan\"\n[14,]                   \"TRIBECA\"        \"R4-CONDOMINIUM\"         293       1988     341489               13591262                  39.8           4309591            12.62              9281671          70161999                205.46     \"Manhattan\"\n[15,]                   \"TRIBECA\"        \"R4-CONDOMINIUM\"         117       2003     267723               12202814                 45.58           3394728            12.68              8808086          62110366                231.99     \"Manhattan\"\n[16,]                   \"TRIBECA\"        \"R4-CONDOMINIUM\"         234       2006     431824               18041607                 41.78           5298480            12.27             12743127          89682996                207.68     \"Manhattan\"\n[17,]                   \"TRIBECA\"        \"R4-CONDOMINIUM\"         304       1985     257848               11752712                 45.58           3269513            12.68              8483199          63811996                247.48     \"Manhattan\"\n[18,]                   \"TRIBECA\"        \"R4-CONDOMINIUM\"         256       2006     434398               19799861                 45.58           5508167            12.68             14291694         100582005                231.54     \"Manhattan\"\n[19,]                   \"TRIBECA\"        \"R4-CONDOMINIUM\"         174       1985     237725               10051013                 42.28           2498490            10.51              7552523          57048005                239.97     \"Manhattan\"\n[20,]                 \"FINANCIAL\"        \"R4-CONDOMINIUM\"          13       1920      37236                1545666                 41.51            439012            11.79              1106654           8355001                224.38     \"Manhattan\"\n  :\n[2607,]             \"SILVER LAKE\"        \"R4-CONDOMINIUM\"          63       1931      64500                 840435                 13.03            437310             6.78               403125           2310006                 35.81 \"Staten Island\"\n[2608,]             \"SILVER LAKE\"        \"R4-CONDOMINIUM\"          47       1937      51552                 638729                 12.39            339212             6.58               299517           1845800                  35.8 \"Staten Island\"\n[2609,]           \"TOMPKINSVILLE\"        \"R4-CONDOMINIUM\"         147       1965     159096                1942562                 12.21            905256             5.69              1037306           5697922                 35.81 \"Staten Island\"\n[2610,]               \"SUNNYSIDE\"        \"R4-CONDOMINIUM\"          66       1981      65392                 857943                 13.12            430279             6.58               427664           2340743                  35.8 \"Staten Island\"\n[2611,]             \"GRYMES HILL\"        \"R4-CONDOMINIUM\"          93       1987      72970                1162412                 15.93            626812             8.59               535600           3654982                 50.09 \"Staten Island\"\n[2612,]         \"NEW SPRINGVILLE\"        \"R4-CONDOMINIUM\"         243       1990     208726                2934688                 14.06           1467344             7.03              1467344           9647986                 46.22 \"Staten Island\"\n[2613,]         \"NEW SPRINGVILLE\"        \"R4-CONDOMINIUM\"         177       1983     195678                2334439                 11.93           1299302             6.64              1035137           6602007                 33.74 \"Staten Island\"\n[2614,]         \"NEW SPRINGVILLE\"        \"R4-CONDOMINIUM\"          31       1989      35212                 495081                 14.06            247540             7.03               247541           1443184                 40.99 \"Staten Island\"\n[2615,]         \"NEW SPRINGVILLE\"        \"R4-CONDOMINIUM\"          31       1989      35212                 470080                 13.35            249236             7.08               220844           1443194                 40.99 \"Staten Island\"\n[2616,]         \"NEW SPRINGVILLE\"        \"R4-CONDOMINIUM\"          31       1989      35212                 470080                 13.35            222540             6.32               247540           1443206                 40.99 \"Staten Island\"\n[2617,]         \"NEW SPRINGVILLE\"        \"R4-CONDOMINIUM\"          31       1989      35212                 470080                 13.35            222540             6.32               247540           1443195                 40.99 \"Staten Island\"\n[2618,]         \"NEW SPRINGVILLE\"        \"R4-CONDOMINIUM\"          37       1989      47880                 673193                 14.06            336596             7.03               336597           1931565                 40.34 \"Staten Island\"\n[2619,]         \"NEW SPRINGVILLE\"        \"R4-CONDOMINIUM\"          52       1987      64512                 861235                 13.35            407716             6.32               453519           2308904                 35.79 \"Staten Island\"\n[2620,]         \"NEW SPRINGVILLE\"        \"R4-CONDOMINIUM\"          37       1988      47880                 673193                 14.06            336596             7.03               336597           2115259                 44.18 \"Staten Island\"\n[2621,]         \"NEW SPRINGVILLE\"        \"R4-CONDOMINIUM\"          37         NA      47880                 673193                 14.06            336596             7.03               336597           2115260                 44.18 \"Staten Island\"\n[2622,]                \"ROSEBANK\"        \"R4-CONDOMINIUM\"          52         NA      62391                 831672                 13.33            326305             5.23               505367           3354003                 53.76 \"Staten Island\"\n[2623,]    \"ARROCHAR-SHORE ACRES\"        \"R4-CONDOMINIUM\"         102       1987      90618                1274089                 14.06            637045             7.03               637044           5233000                 57.75 \"Staten Island\"\n[2624,]              \"GRANT CITY\"        \"R4-CONDOMINIUM\"         100       1986      78903                1321625                 16.75            673832             8.54               647793           4687000                  59.4 \"Staten Island\"\n[2625,]              \"GRANT CITY\"        \"R4-CONDOMINIUM\"         159       1961     166712                2343971                 14.06           1171985             7.03              1171986           5967531                  35.8 \"Staten Island\"\n[2626,]             \"GREAT KILLS\"        \"R4-CONDOMINIUM\"          67       1965     108864                1298748                 11.93            722857             6.64               575891           3673011                 33.74 \"Staten Island\"\n"
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": "\n"
      }
     ],
     "prompt_number": 14
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "describe(housing)",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "Neighborhood\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "Length  2626"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "\nType    UTF8String\nNAs     0\nNA%     0.0%\nUnique  151"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "\n\nBuilding.Classification\nLength  2626\nType    UTF8String\nNAs     0\nNA%     0.0%\nUnique  4\n\nTotal.Units\nMin      1.0"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "\n1st Qu.  15.0\nMedian   30.0\nMean     70.18392993145468\n3rd Qu.  75.0\nMax      3378.0\nNAs      0\nNA%      0.0%\n\nYear.Built\nMin      1825.0\n1st Qu.  1926.0\nMedian   1986.0\nMean     1967.4604743083005\n3rd Qu.  2005.0\nMax      2010.0\nNAs      96\nNA%      3.66%\n\nGross.SqFt\nMin      478.0\n1st Qu.  18704.5\nMedian   38455.5\nMean     82762.86557501904\n3rd Qu.  90626.25\nMax      3.364977e6\nNAs      0\nNA%      0.0%\n\nEstimated.Gross.Income\nMin      6424.0\n1st Qu.  405180.0\nMedian   943901.0\nMean     2.640881935262757e6\n3rd Qu.  2.7255505e6\nMax      5.6010967e7\nNAs      0\nNA%      0.0%\n\nGross.Income.per.SqFt\nMin      3.57"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "\n1st Qu.  18.79\nMedian   25.0\nMean     27.572136329017404\n3rd Qu.  36.82\nMax      62.8\nNAs      0\nNA%      0.0%\n\nEstimated.Expense\nMin      1740.0\n1st Qu.  155514.75\nMedian   350263.5\nMean     840916.0811119573\n3rd Qu.  899084.5\nMax      2.1771401e7\nNAs      0\nNA%      0.0%\n\nExpense.per.SqFt\nMin      0.97\n1st Qu.  7.64\nMedian   9.18\nMean     9.400316070068552\n3rd Qu.  11.05\nMax      18.21\nNAs      0\nNA%      0.0%\n\nNet.Operating.Income\nMin      4684.0\n1st Qu.  239699.75\nMedian   581522.5\nMean     1.7999658541507998e6\n3rd Qu.  1.80514925e6\nMax      4.0144686e7\nNAs      0\nNA%      0.0%\n\nFull.Market.Value\nMin      30000.0\n1st Qu.  1.67775025e6\nMedian   4.0264995e6\nMean     1.2977807587966489e7\n3rd Qu.  1.31367525e7\nMax      2.95182007e8\nNAs      0\nNA%      0.0%\n\nMarket.Value.per.SqFt\nMin      10.66\n1st Qu.  74.6325\nMedian   112.22\nMean     131.18720487433353\n3rd Qu.  187.49\nMax      399.38\nNAs      0\nNA%      0.0%\n\nBoro\nLength  2626\nType    UTF8String\nNAs     0\nNA%     0.0%\nUnique  5\n\n"
      }
     ],
     "prompt_number": 15
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "plot(housing, x=\"Gross.SqFt\", y=\"Estimated.Expense\", Geom.point, Scale.x_log10, Scale.y_log10, color=\"Boro\")",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": "WARNING: min(x) is deprecated, use minimum(x) instead."
      },
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     "language": "python",
     "metadata": {},
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