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{
 "metadata": {
  "language": "Julia",
  "name": "",
  "signature": "sha256:b873235e4510aa401909ec4bc05960a1de2d13cd0b67f9a34d277d7512494dac"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "using PyCall"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "@pyimport scipy.interpolate as iplt"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "x = [-5.01:0.25:5.01];\n",
      "y = [-5.01:0.25:5.01];"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# apparently there is no meshgrid implementation in julia available\n",
      "function meshgrid{T}(vx::AbstractVector{T}, vy::AbstractVector{T})\n",
      "    m, n = length(vy), length(vx)\n",
      "    vx = reshape(vx, 1, n)\n",
      "    vy = reshape(vy, m, 1)\n",
      "    (repmat(vx, m, 1), repmat(vy, 1, n))\n",
      "end"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 5,
       "text": [
        "meshgrid (generic function with 1 method)"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "xx, yy = meshgrid(x, y);"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "z = sin(xx.^2 + yy.^2);"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "f = iplt.interp2d(x, y, z, kind=\"cubic\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 8,
       "text": [
        "PyObject <scipy.interpolate.interpolate.interp2d object at 0x7f5b0a8ab310>"
       ]
      }
     ],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "xnew = [-5.01:1e-2:5.01];\n",
      "ynew = [-5.01:1e-2:5.01];"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "znew = f[:__call__](xnew, ynew);"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 10
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "using PyPlot"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO: Loading help data...\n"
       ]
      }
     ],
     "prompt_number": 14
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plt.plot(x, z[:,1], \"ro-\", xnew, znew[:,1], \"b-\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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",
       "text": [
        "Figure(PyObject <matplotlib.figure.Figure object at 0x7f5ae9bdbed0>)"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 13,
       "text": [
        "2-element Array{Any,1}:\n",
        " PyObject <matplotlib.lines.Line2D object at 0x7f5b0adab950>\n",
        " PyObject <matplotlib.lines.Line2D object at 0x7f5b0adabbd0>"
       ]
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "using Distributions"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 17
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "srand(1)\n",
      "a = vcat(rand(Normal(0, 1), 950, 2), rand(Normal(-1.8, 0.8), 50, 2));\n",
      "b = vcat(zeros(950), ones(50));"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 18
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plt.scatter(a[:, 1], a[:, 2], c=b, edgecolors=\"none\", cmap=plt.cm[:Accent])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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",
       "text": [
        "Figure(PyObject <matplotlib.figure.Figure object at 0x7f5b0a95a050>)"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 19,
       "text": [
        "PyObject <matplotlib.collections.PathCollection object at 0x7f5aebabfa50>"
       ]
      }
     ],
     "prompt_number": 19
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "@pyimport sklearn.metrics as metrics\n",
      "@pyimport sklearn.svm as svm\n",
      "@pyimport sklearn.cross_validation as crvd"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 23
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "X_train, X_test, y_train, y_test = crvd.train_test_split(a, b, random_state=0);"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 26
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#clf = SVC().fit(X_train, y_train)\n",
      "clf = svm.SVC()[:fit](X_train, y_train)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 27,
       "text": [
        "PyObject SVC(C=1.0, cache_size=200, class_weight=None, coef0=0.0, degree=3, gamma=0.0,\n",
        "  kernel='rbf', max_iter=-1, probability=False, random_state=None,\n",
        "  shrinking=True, tol=0.001, verbose=False)"
       ]
      }
     ],
     "prompt_number": 27
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#y_pred = clf.predict(X_test)\n",
      "y_pred = clf[:predict](X_test);"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 30
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "println(\"accuracy:\", metrics.accuracy_score(y_test, y_pred))\n",
      "println(\"precision:\", metrics.precision_score(y_test, y_pred))\n",
      "println(\"recall:\", metrics.recall_score(y_test, y_pred))\n",
      "println(\"f1 score:\", metrics.f1_score(y_test, y_pred))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "accuracy:0."
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "98\n",
        "precision:0.9230769230769231\n",
        "recall:0.75\n",
        "f1 score:0.8275862068965517\n"
       ]
      }
     ],
     "prompt_number": 34
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print(metrics.classification_report(y_test, y_pred,\n",
      "                                    target_names=[\"background\", \"foreground\"]))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "             precision    recall  f1-score   support\n",
        "\n",
        " background       0.98      1.00      0.99       234\n",
        " foreground       0.92      0.75      0.83        16\n",
        "\n",
        "avg / total       0.98      0.98      0.98       250\n"
       ]
      }
     ],
     "prompt_number": 35
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "println(crvd.cross_val_score(svm.SVC(), a, b, cv=4, scoring=\"precision\"))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "[0."
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "875,0.8333333333333334,0.875,0.8888888888888888]\n"
       ]
      }
     ],
     "prompt_number": 38
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "t = [0:0.005:1.005]\n",
      "z = exp(10 * t .* (t - 1)) .* sin(12 * pi * t)\n",
      "plt.plot(t, z)\n",
      "plt.title(\"Basic 2D picture produced by plt.plot\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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",
       "text": [
        "Figure(PyObject <matplotlib.figure.Figure object at 0x7f686c815c10>)"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 17,
       "text": [
        "PyObject <matplotlib.text.Text object at 0x7f686c73bb50>"
       ]
      }
     ],
     "prompt_number": 17
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "@pyimport scipy.integrate as si"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 22
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "lorenzde(y, t) = [10. * (y[2] - y[1]), 28. * y[1] - y[2] - y[1] * y[3], \n",
      "    y[1] * y[2] - 8. * y[3] / 3.2];"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 82
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "t = [0:.01:50.01];\n",
      "#t = np.arange(0, 50.01, .01)  # time points on which to solve\n",
      "yzero = [0., 1., 0.];\n",
      "y = si.odeint(lorenzde, yzero, t);"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 83
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plt.plot(y[:, 1], y[:, 3])\n",
      "plt.xlabel(\"y_0\")\n",
      "plt.ylabel(\"y_2\")\n",
      "plt.title(\"Figure 1.8  Lorenz equations\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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",
       "text": [
        "Figure(PyObject <matplotlib.figure.Figure object at 0x7f6868664b50>)"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 84,
       "text": [
        "PyObject <matplotlib.text.Text object at 0x7f6868d06f10>"
       ]
      }
     ],
     "prompt_number": 84
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig = plt.figure()\n",
      "ax = fig[:gca](projection=\"3d\")\n",
      "n = 10      # Number of increments - try increasing\n",
      "\n",
      "zz = reshape(linspace(-5, 5, n), n, 1);\n",
      "radius = sqrt(1 + zz.^2) ;\n",
      "theta = 2 * pi * linspace(0, 1, n);\n",
      "x = radius .* cos(theta');\n",
      "y = radius .* sin(theta');\n",
      "z = zz[:, repeat([1],inner=[10])];\n",
      "surf = plot_surface(x, y, z, rstride=1, cstride=1, cmap=plt.cm[:coolwarm],\n",
      "        linewidth=.2, antialiased=true)\n",
      "fig[:colorbar](surf, shrink=0.5, aspect=5)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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",
       "text": [
        "Figure(PyObject <matplotlib.figure.Figure object at 0x7f03ab923510>)"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 18,
       "text": [
        "PyObject <matplotlib.colorbar.Colorbar instance at 0x7f03ab80d200>"
       ]
      }
     ],
     "prompt_number": 18
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "using React, React.Timing, Interact, IJuliaWidgets, RDatasets, Gadfly"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<script charset=\"utf-8\">(function ($, undefined) {\n",
        "\n",
        "    function createElem(tag, attr, content) {\n",
        "\t// TODO: remove jQuery dependency\n",
        "\tvar el = $(\"<\" + tag + \"/>\").attr(attr);\n",
        "\tif (content) {\n",
        "\t    el.append(content);\n",
        "\t}\n",
        "\treturn el[0];\n",
        "    }\n",
        "\n",
        "    // A widget must expose an id field which identifies it to the backend,\n",
        "    // an elem attribute which is will be added to the DOM, and\n",
        "    // a getState() method which returns the value to be sent to the backend\n",
        "    // a sendUpdate() method which sends its current value to the backend\n",
        "    var Widget = {\n",
        "\tid: undefined,\n",
        "\telem: undefined,\n",
        "\tlabel: undefined,\n",
        "\tgetState: function () {\n",
        "\t    return this.elem.value;\n",
        "\t},\n",
        "\tsendUpdate: undefined\n",
        "    };\n",
        "\n",
        "    var Slider = function (typ, id, init) {\n",
        "\tvar attr = { type:  \"range\",\n",
        "\t\t     value: init.value,\n",
        "\t\t     min:   init.min,\n",
        "\t\t     max:   init.max,\n",
        "\t\t     step:  init.step },\n",
        "\t    elem = createElem(\"input\", attr),\n",
        "\t    self = this;\n",
        "\n",
        "\telem.onchange = function () {\n",
        "\t    self.sendUpdate();\n",
        "\t}\n",
        "\n",
        "\tthis.id = id;\n",
        "\tthis.elem = elem;\n",
        "\tthis.label = init.label;\n",
        "\n",
        "\tInputWidgets.commInitializer(this); // Initialize communication\n",
        "    }\n",
        "    Slider.prototype = Widget;\n",
        "\n",
        "    var Checkbox = function (typ, id, init) {\n",
        "\tvar attr = { type: \"checkbox\",\n",
        "\t\t     checked: init.value },\n",
        "\t    elem = createElem(\"input\", attr),\n",
        "\t    self = this;\n",
        "\n",
        "\tthis.getState = function () {\n",
        "\t    return elem.checked;\n",
        "\t}\n",
        "\telem.onchange = function () {\n",
        "\t    self.sendUpdate();\n",
        "\t}\n",
        "\n",
        "\tthis.id = id;\n",
        "\tthis.elem = elem;\n",
        "\tthis.label = init.label;\n",
        "\n",
        "\tInputWidgets.commInitializer(this);\n",
        "    }\n",
        "    Checkbox.prototype = Widget;\n",
        "\n",
        "    var Button = function (typ, id, init) {\n",
        "\tvar attr = { type:    \"button\",\n",
        "\t\t     value:   init.label },\n",
        "\t    elem = createElem(\"input\", attr),\n",
        "\t    self = this;\n",
        "\tthis.getState = function () {\n",
        "\t    return null;\n",
        "\t}\n",
        "\telem.onclick = function () {\n",
        "\t    self.sendUpdate();\n",
        "\t}\n",
        "\n",
        "\tthis.id = id;\n",
        "\tthis.elem = elem;\n",
        "\tthis.label = init.label;\n",
        "\n",
        "\tInputWidgets.commInitializer(this);\n",
        "    }\n",
        "    Button.prototype = Widget;\n",
        "\n",
        "    var Text = function (typ, id, init) {\n",
        "\tvar attr = { type:  \"text\",\n",
        "\t\t     placeholder: init.label,\n",
        "\t\t     value: init.value },\n",
        "\t    elem = createElem(\"input\", attr),\n",
        "\t    self = this;\n",
        "\tthis.getState = function () {\n",
        "\t    return elem.value;\n",
        "\t}\n",
        "\telem.onkeyup = function () {\n",
        "\t    self.sendUpdate();\n",
        "\t}\n",
        "\n",
        "\tthis.id = id;\n",
        "\tthis.elem = elem;\n",
        "\tthis.label = init.label;\n",
        "\n",
        "\tInputWidgets.commInitializer(this);\n",
        "    }\n",
        "    Text.prototype = Widget;\n",
        "\n",
        "    var Textarea = function (typ, id, init) {\n",
        "\tvar attr = { placeholder: init.label },\n",
        "\t    elem = createElem(\"textarea\", attr, init.value),\n",
        "\t    self = this;\n",
        "\tthis.getState = function () {\n",
        "\t    return elem.value;\n",
        "\t}\n",
        "\telem.onchange = function () {\n",
        "\t    self.sendUpdate();\n",
        "\t}\n",
        "\n",
        "\tthis.id = id;\n",
        "\tthis.elem = elem;\n",
        "\tthis.label = init.label;\n",
        "\n",
        "\tInputWidgets.commInitializer(this);\n",
        "    }\n",
        "    Textarea.prototype = Widget;\n",
        "    \n",
        "    // RadioButtons\n",
        "    // Dropdown\n",
        "    // HTML\n",
        "    // Latex\n",
        "\n",
        "    var InputWidgets = {\n",
        "\tSlider: Slider,\n",
        "\tCheckbox: Checkbox,\n",
        "\tButton: Button,\n",
        "\tText: Text,\n",
        "\tTextarea: Textarea,\n",
        "\tdebug: false,\n",
        "\tlog: function () {\n",
        "\t    if (InputWidgets.debug) {\n",
        "\t\tconsole.log.apply(console, arguments);\n",
        "\t    }\n",
        "\t},\n",
        "\t// a central way to initalize communication\n",
        "\t// for widgets.\n",
        "\tcommInitializer: function (widget) {\n",
        "\t    widget.sendUpdate = function () {};\n",
        "\t}\n",
        "    };\n",
        "\n",
        "    window.InputWidgets = InputWidgets;\n",
        "\n",
        "})(jQuery, undefined);\n",
        "</script>"
       ],
       "metadata": {},
       "output_type": "display_data"
      },
      {
       "html": [
        "<script charset=\"utf-8\">(function (IPython, $, Widgets) {\n",
        "\n",
        "    Widgets.debug = true; // log messages etc in console.\n",
        "    var comm_manager = IPython.notebook.kernel.comm_manager;\n",
        "\n",
        "    // coordingate with Comm and redraw Signals\n",
        "    // XXX: Test using React here to improve performance\n",
        "    $([IPython.events]).on(\n",
        "\t'output_appended.OutputArea', function (event, type, value, md, toinsert) {\n",
        "    \tif (md && md.reactive) {\n",
        "    \t    toinsert.addClass(\"signal-\" + md.comm_id);\n",
        "    \t    toinsert.data(\"type\", type);\n",
        "    \t}\n",
        "    });\n",
        "\n",
        "    comm_manager.register_target(\"Signal\", function (comm) {\n",
        "    \tcomm.on_msg(function (msg) {\n",
        "\t    Widgets.log(\"message received\", msg);\n",
        "    \t    var val = msg.content.data.value;\n",
        "    \t    $(\".signal-\" + comm.comm_id).each(function() {\n",
        "    \t\tvar self = this;\n",
        "    \t\tvar type = $(this).data(\"type\");\n",
        "    \t\tif (val[type]) {\n",
        "    \t\t    var oa = new IPython.OutputArea();\n",
        "    \t\t    var toinsert = IPython.OutputArea.append_map[type].apply(\n",
        "    \t\t\toa, [val[type], {}, $(\"<div/>\")]\n",
        "    \t\t    );\n",
        "    \t\t    $(self).html(toinsert.html());\n",
        "    \t\t}\n",
        "    \t    });\n",
        "    \t});\n",
        "    });\n",
        "\n",
        "    // Set up communication for Widgets\n",
        "    Widgets.commInitializer = function (widget) {\n",
        "\tvar comm = comm_manager.new_comm(\n",
        "\t    \"InputWidget\", {widget_id: widget.id}\n",
        "\t);\n",
        "\twidget.sendUpdate = function () {\n",
        "\t    // `this` is a widget here.\n",
        "\t    // TODO: I have a feeling there's some\n",
        "\t    //       IPython bookkeeping to be done here.\n",
        "\t    Widgets.log(\"State changed\", this, this.getState());\n",
        "\t    comm.send({value: this.getState()});\n",
        "\t}\n",
        "    };\n",
        "})(IPython, jQuery, InputWidgets);\n",
        "</script>"
       ],
       "metadata": {},
       "output_type": "display_data"
      },
      {
       "ename": "LoadError",
       "evalue": "CommManager not defined\nwhile loading /home/joshua/.julia/v0.3/IJuliaWidgets/src/IJuliaWidgets.jl, in expression starting on line 24\nwhile loading In[19], in expression starting on line 1",
       "output_type": "pyerr",
       "traceback": [
        "CommManager not defined\nwhile loading /home/joshua/.julia/v0.3/IJuliaWidgets/src/IJuliaWidgets.jl, in expression starting on line 24\nwhile loading In[19], in expression starting on line 1",
        " in include at ./boot.jl:244",
        " in include_from_node1 at ./loading.jl:128",
        " in reload_path at ./loading.jl:152",
        " in _require at ./loading.jl:67",
        " in require at ./loading.jl:51"
       ]
      }
     ],
     "prompt_number": 19
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}

bypass 1.0, Devloped By El Moujahidin (the source has been moved and devloped)
Email: contact@elmoujehidin.net bypass 1.0, Devloped By El Moujahidin (the source has been moved and devloped) Email: contact@elmoujehidin.net