{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Viva la Factory\n",
    "\n",
    "Factory is way to train several different classifiers on the same dataset and compare the quailty of predictions.\n",
    "\n",
    "### First, enable plotting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Loading data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### download particle identification Data Set from UCI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File `MiniBooNE_PID.txt' already there; not retrieving.\r\n"
     ]
    }
   ],
   "source": [
    "!cd toy_datasets; wget -O MiniBooNE_PID.txt -nc MiniBooNE_PID.txt https://archive.ics.uci.edu/ml/machine-learning-databases/00199/MiniBooNE_PID.txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy, pandas\n",
    "from rep.utils import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy, pandas\n",
    "from rep.utils import train_test_split\n",
    "from sklearn.metrics import roc_auc_score\n",
    "\n",
    "data = pandas.read_csv('toy_datasets/MiniBooNE_PID.txt', sep='\\s*', skiprows=[0], header=None, engine='python')\n",
    "labels = pandas.read_csv('toy_datasets/MiniBooNE_PID.txt', sep=' ', nrows=1, header=None)\n",
    "labels = [1] * labels[1].values[0] + [0] * labels[2].values[0]\n",
    "data.columns = ['feature_{}'.format(key) for key in data.columns]\n",
    "\n",
    "train_data, test_data, train_labels, test_labels = train_test_split(data, labels, train_size=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Variables needed for analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "train_variables = [\"feature_new01: feature_0/feature_1\", \"feature_2\", \"feature_26\", \"feature_12\", \"feature_24\",\n",
    "                   \"feature_25\", \"feature_16\",]\n",
    "plot_variables = train_variables + ['feature_3']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Factory of different models\n",
    "\n",
    "This class is OrderedDict, with additional interface, main methods are:\n",
    "\n",
    "* `factory.add_classifier(name, classifier)` \n",
    "\n",
    "* `factory.fit(X, y, sample_weight=None, ipc_profile=None, features=None)` <br />\n",
    "    train all classifiers in factory<br />\n",
    "    if `features` is not None, then all classifiers will be trained on these features <br />\n",
    "    you can pass the name of ipython cluster via `ipc_profile` for parallel training\n",
    "    \n",
    "* `factory.test_on_lds(lds)` - test all models on lds(`rep.data.storage.LabeledDataStorage`)  <br />\n",
    "    returns report (`rep.report.classification.ClassificationReport`)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from rep.metaml import ClassifiersFactory\n",
    "from rep.estimators import TMVAClassifier, SklearnClassifier, XGBoostClassifier\n",
    "from sklearn.ensemble import AdaBoostClassifier"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define classifiers (that will be compared)\n",
    "Please pay attention that we set very small number of trees, just to make this notebook work fast. \n",
    "Don't forget to tune classifier!\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "factory = ClassifiersFactory()\n",
    "# There are different ways to add classifiers to Factory:\n",
    "factory.add_classifier('tmva', TMVAClassifier(NTrees=50, features=train_variables, Shrinkage=0.05))\n",
    "factory.add_classifier('ada', AdaBoostClassifier(n_estimators=10))\n",
    "factory['xgb'] = XGBoostClassifier(features=train_variables)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create a copy of the factory with all classifiers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from copy import deepcopy\n",
    "factory_copy = deepcopy(factory)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training\n",
    "__pay attention:__ <br />\n",
    "for the first factory we pointed features that will be used in training and all classifiers will use them, <br />\n",
    "for the second factory all the classifiers will use those features we set in their constuctors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overwriting features of estimator tmva\n",
      "Overwriting features of estimator xgb\n",
      "model tmva         was trained in 10.97 seconds\n",
      "model ada          was trained in 0.84 seconds\n",
      "model xgb          was trained in 16.61 seconds\n",
      "Totally spent 28.42 seconds on training\n",
      "CPU times: user 18 s, sys: 167 ms, total: 18.2 s\n",
      "Wall time: 28.4 s\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/antares/code/xgboost/wrapper/xgboost.py:80: FutureWarning: comparison to `None` will result in an elementwise object comparison in the future.\n",
      "  if label != None:\n",
      "/Users/antares/code/xgboost/wrapper/xgboost.py:82: FutureWarning: comparison to `None` will result in an elementwise object comparison in the future.\n",
      "  if weight !=None:\n"
     ]
    }
   ],
   "source": [
    "%time factory.fit(train_data, train_labels, features=train_variables)\n",
    "pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data was predicted by tmva         in 5.17 seconds\n",
      "data was predicted by ada          in 0.08 seconds\n",
      "data was predicted by xgb          in 1.08 seconds\n",
      "Totally spent 6.33 seconds on prediction\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "OrderedDict([('tmva', array([[ 0.43239744,  0.56760256],\n",
       "       [ 0.33045031,  0.66954969],\n",
       "       [ 0.46480532,  0.53519468],\n",
       "       ..., \n",
       "       [ 0.22967905,  0.77032095],\n",
       "       [ 0.8663442 ,  0.1336558 ],\n",
       "       [ 0.58605435,  0.41394565]])), ('ada', array([[ 0.50221124,  0.49778876],\n",
       "       [ 0.48490343,  0.51509657],\n",
       "       [ 0.48080564,  0.51919436],\n",
       "       ..., \n",
       "       [ 0.47430966,  0.52569034],\n",
       "       [ 0.60044157,  0.39955843],\n",
       "       [ 0.5544215 ,  0.4455785 ]])), ('xgb', array([[ 0.22535729,  0.77464271],\n",
       "       [ 0.12695003,  0.87304997],\n",
       "       [ 0.73083204,  0.26916793],\n",
       "       ..., \n",
       "       [ 0.66761619,  0.33238381],\n",
       "       [ 0.99849308,  0.00150696],\n",
       "       [ 0.92347258,  0.07652737]], dtype=float32))])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "factory.predict_proba(train_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "model tmva         was trained in 8.88 seconds\n",
      "model ada          was trained in 5.26 seconds\n",
      "model xgb          was trained in 21.76 seconds\n",
      "Totally spent 35.90 seconds on training\n",
      "CPU times: user 26.5 s, sys: 229 ms, total: 26.8 s\n",
      "Wall time: 35.9 s\n"
     ]
    }
   ],
   "source": [
    "%time factory_copy.fit(train_data, train_labels)\n",
    "pass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Everybody loves plots!\n",
    "## Visualizing of training result with factory"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`ClassificationReport` class provides the posibility to get classification description to compare different models. <br />Below you can find available functions which can help you to analyze result on arbitrary dataset.\n",
    "\n",
    "There are different plotting backends supported:\n",
    "* __matplotlib__ (default, de-facto standard plotting library, mpld3 allows turning this into interactive plots), \n",
    "* __plotly__ (proprietary package with interactive plots, information is kept on the server), \n",
    "* __ROOT__ (the library used by CERN people),\n",
    "* __bokeh__ (open-source package with interactive plots) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Get ClassificationReport object\n",
    "report has many useful methods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "report = factory.test_on(test_data, test_labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot importances of features\n",
    "Only the features used in training are compared"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Estimator tmva doesn't support feature importances\n"
     ]
    },
    {
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      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1180a45d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "features_importances = report.feature_importance()\n",
    "features_importances.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Now  `feature_importances` is object that can be plotted \n",
    "not only in matplotlib, but in other libraries too. For instance, with plotly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\"seamless=\"seamless\" src=\"https://plot.ly/~rep.plotly/737/875/335\" height=\"360\" width=\"900\"></iframe>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "features_importances.plot_plotly('importances', figsize=(15, 6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot learning curves to see possible overfitting of trained classifier\n",
    "Learning curves are powerful and simple tool to analyze the behaviour of your model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from rep.report.metrics import RocAuc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Estimator tmva doesn't support stage predictions\n"
     ]
    },
    {
     "data": {
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       "OZU6w5YAAAAASUVORK5CYII=\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1159bcc90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learning_curve = report.learning_curve(RocAuc(), metric_label='ROC AUC', steps=1)\n",
    "learning_curve.plot(new_plot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\"seamless=\"seamless\" src=\"https://plot.ly/~rep.plotly/739/1055/455\" height=\"480\" width=\"1080\"></iframe>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plotting the same curve (without recomputing) using different plotting library\n",
    "learning_curve.plot_plotly(plotly_filename='learning curves', figsize=(18, 8))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot correlation between features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "VRB3MLYAAAAASUVORK5CYII=\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115a1ad50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "correlation_pairs = []\n",
    "correlation_pairs.append((plot_variables[0], plot_variables[1]))\n",
    "correlation_pairs.append((plot_variables[0], plot_variables[2]))\n",
    "\n",
    "report.scatter(correlation_pairs, alpha=0.01).plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot data information: features correlation matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ea77a10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot correlations between variables for signal-like and bck-like events\n",
    "report.features_correlation_matrix(features=plot_variables).plot(new_plot=True, show_legend=False, figsize=(7, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "GyAwfzqdAAAAAElFTkSuQmCC\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ea04350>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "report.features_correlation_matrix_by_class(features=plot_variables).plot(new_plot=True, show_legend=False, figsize=(15, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\"seamless=\"seamless\" src=\"https://plot.ly/~rep.plotly/741/455/335\" height=\"360\" width=\"480\"></iframe>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot correlations between variables just for bck-like events\n",
    "corr = report.features_correlation_matrix_by_class(features=plot_variables[:4], labels_dict={0: 'background'}, grid_columns=1)\n",
    "corr.plot_plotly(plotly_filename='correlations', show_legend=False, fontsize=8, figsize=(8, 6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot distribution for each feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "fnG6fy1wHbHg2oZM+liiwft/VD9qbBvglrTcU8Tia7UWXMsvygYwm1h47U1i5fP7iEeS9aUzPeYG\n",
       "6j8CTZIkSZIkSZIkSZIkSZIkSf2WX41Yksrqj4ih7LVsJB4rJkmSJJWSjW9Jw8V4qldQzxvoCumS\n",
       "JEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJGmg/h+sFmrCyW6MowAAAABJRU5ErkJggg==\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11489d750>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# use just common features for all classifiers\n",
    "report.features_pdf().plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\"seamless=\"seamless\" src=\"https://plot.ly/~rep.plotly/743/935/8975\" height=\"9000\" width=\"960\"></iframe>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# use all features in data\n",
    "report.features_pdf(data.columns).plot_plotly('distributions')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot predictions distributions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "pCEAAAAASUVORK5CYII=\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1169bf110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "report.prediction_pdf().plot(new_plot=True, figsize = (9, 4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\"seamless=\"seamless\" src=\"https://plot.ly/~rep.plotly/745/755/395\" height=\"420\" width=\"780\"></iframe>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "report.prediction_pdf(labels_dict={0: 'background'}, size=5).plot_plotly('models pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ROC curves (receiver operating characteristic)\n",
    "Plot roc curve for train, test data (it's the same as BackgroundRejection vs Signal Efficiency plot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "mtmwR3Wyvc8+KIqidFNGIt+Sv+RaSC/lh8iQo6IoSrdhf+Sb+iRk0vxxZKimf2cXKbEzEJmv+QgZ\n",
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       "iqIoiqJ0B/4/M6INGuqzwMgAAAAASUVORK5CYII=\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1157889d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "report.roc().plot(xlim=(0.5, 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\"seamless=\"seamless\" src=\"https://plot.ly/~rep.plotly/747/755/395\" height=\"420\" width=\"780\"></iframe>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the same distribution using interactive plot\n",
    "report.roc().plot_plotly(plotly_filename='ROC')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot 'flatness' of classifier prediction\n",
    "(this is dependence of efficiency on variables of dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "efficiencies = report.efficiencies(['feature_3'], ignored_sideband=0.01)\n",
    "efficiencies_with_errors = report.efficiencies(['feature_3'], errors=True, bins=15, ignored_sideband=0.01)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1169dd410>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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       "qGR8WdMPKiIiIslSfUREREREREREREREREREREREREREZPb+GvBkzeMdMYMSERGRRVF9RERERERE\n",
       "REREREREREREREREREREREREREREREREREREREREREREREREREREREREREREpLX/H0CTHWv5AF+/\n",
       "AAAAAElFTkSuQmCC\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x116a38410>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "efficiencies.plot(figsize=(18, 25), fontsize=12, show_legend=False)\n",
    "efficiencies_with_errors.plot(figsize=(18, 25), fontsize=12, show_legend=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\"seamless=\"seamless\" src=\"https://plot.ly/~rep.plotly/749/1055/1175\" height=\"1200\" width=\"1080\"></iframe>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\"seamless=\"seamless\" src=\"https://plot.ly/~rep.plotly/751/1055/1175\" height=\"1200\" width=\"1080\"></iframe>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "efficiencies.plot_plotly(\"efficiencies\", show_legend=False, figsize=(18, 20))\n",
    "efficiencies_with_errors.plot_plotly(\"efficiencies error\", show_legend=False, figsize=(18, 20))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Quality on different metrics\n",
    "look how you can estimate the quality with your custom binary metrics and look for optimal threshold"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x116a0ce50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# define metric functions of interest\n",
    "def AMS(s, b): \n",
    "    b_reg = 0.01\n",
    "    radicand = 2 *( (s+b+b_reg) * numpy.log (1.0 + s/(b+b_reg)) - s)\n",
    "    return numpy.sqrt(radicand)\n",
    "\n",
    "def significance(s, b): \n",
    "    b_reg = 0.01\n",
    "    radicand = s / numpy.sqrt(b + b_reg)\n",
    "    return radicand\n",
    "\n",
    "\n",
    "metrics = report.metrics_vs_cut(AMS, metric_label='AMS')\n",
    "metrics.plot(new_plot=True, figsize=(15, 6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11713d550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "metrics = report.metrics_vs_cut(significance, metric_label='significance')\n",
    "metrics.plot(new_plot=True, figsize=(15, 6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The same using plotly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/antares/.virtualenvs/rep_open/lib/python2.7/site-packages/plotly/plotly/plotly.py:186: UserWarning:\n",
      "\n",
      "Woah there! Look at all those points! Due to browser limitations, Plotly has a hard time graphing more than 500k data points for line charts, or 40k points for other types of charts. Here are some suggestions:\n",
      "(1) Trying using the image API to return an image instead of a graph URL\n",
      "(2) Use matplotlib\n",
      "(3) See if you can create your visualization with fewer data points\n",
      "\n",
      "If the visualization you're using aggregates points (e.g., box plot, histogram, etc.) you can disregard this warning.\n",
      "\n",
      "/Users/antares/.virtualenvs/rep_open/lib/python2.7/site-packages/plotly/plotly/plotly.py:674: UserWarning:\n",
      "\n",
      "Estimated Draw Time Too Long\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The draw time for this plot will be slow for all clients.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\"seamless=\"seamless\" src=\"https://plot.ly/~rep.plotly/753/755/395\" height=\"420\" width=\"780\"></iframe>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "metrics.plot_plotly('metrics')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exercises"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Exercise 1__. Create weight column for test and train datasets. Then do `fit` for factory using this weights columns. Get model information using weights.\n",
    "\n",
    "__Exercise 2__. Train another classifiers,  plays with parameters and feature sets. \n",
    "\n",
    "__Exercise 3__. Try use your cluster (change paths and configurations)"
   ]
  }
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