PR-curve-baseline.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# Baseline for PR curve"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Import statements"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 402,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Computing\n",
    "import numpy as np\n",
    "from docutils.nodes import classifier\n",
    "from sklearn.metrics import PrecisionRecallDisplay\n",
    "\n",
    "# Model\n",
    "from sklearn.base import BaseEstimator, TransformerMixin\n",
    "\n",
    "# Visualization\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Typing\n",
    "from typing import List, Tuple"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 403,
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format='retina'"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Population for experiments"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 404,
   "outputs": [],
   "source": [
    "pos_exp_1 = 100\n",
    "neg_exp_1 = 100\n",
    "\n",
    "pos_exp_2 = 100\n",
    "neg_exp_2 = 1000\n",
    "\n",
    "pos_exp_3 = 1000\n",
    "neg_exp_3 = 100000\n",
    "\n",
    "mu = 0\n",
    "variance = 1"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Random classifier"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 405,
   "outputs": [],
   "source": [
    "class RandomClassifier(BaseEstimator, TransformerMixin):\n",
    "    \"\"\"\n",
    "        This estimator ignores its input and returns random uniform probabilities.\n",
    "    \"\"\"\n",
    "\n",
    "    def __init__(self, n_components=2):\n",
    "        self.n_components = n_components\n",
    "\n",
    "    def fit(self, X=None, y=None):\n",
    "        pass\n",
    "\n",
    "    def transform(self, X):\n",
    "        n_samples = X.shape[0]\n",
    "        return np.random.normal(mu, variance, size=(n_samples, self.n_components))\n",
    "\n",
    "    def predict_proba(self, X):\n",
    "        n_samples = X.shape[0]\n",
    "        return np.random.normal(mu, variance, size=(n_samples, self.n_components))\n",
    "\n",
    "    def predict(self, X):\n",
    "        n_samples = X.shape[0]\n",
    "        return np.argmax(np.random.normal(mu, variance, size=(n_samples, self.n_components)), axis=1)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 406,
   "outputs": [],
   "source": [
    "def fit_classifier(no_pos, no_neg):\n",
    "    classifier = RandomClassifier(n_components=2)\n",
    "    x = np.random.randint(2, size=(no_pos + no_neg))\n",
    "    y = np.concatenate([np.ones(no_pos), np.zeros(no_neg)])\n",
    "    classifier.fit(x, y)\n",
    "\n",
    "    return classifier, x, y"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 407,
   "outputs": [],
   "source": [
    "classifier1, x1, y1 = fit_classifier(pos_exp_1, neg_exp_1)\n",
    "classifier2, x2, y2 = fit_classifier(pos_exp_2, neg_exp_2)\n",
    "classifier3, x3, y3 = fit_classifier(pos_exp_3, neg_exp_3)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 408,
   "outputs": [],
   "source": [
    "def plot_distribution(classifier_input_pairs: List[Tuple[BaseEstimator, np.ndarray]]):\n",
    "    fig, axes = plt.subplots(nrows=1, ncols=len(classifier_input_pairs), figsize=(20, 8))\n",
    "\n",
    "    for ax, (cls, x) in zip(axes, classifier_input_pairs):\n",
    "        count, bins, ignored = ax.hist(cls.predict_proba(x), 30, density=True)\n",
    "        ax.plot(bins, 1/(variance*np.sqrt(2*np.pi))*\n",
    "                np.exp(- (bins - mu) ** 2/(2*variance ** 2)),\n",
    "                linewidth=2, color='r')\n",
    "        ax.set_title(f\"N={x.shape}\")\n",
    "    plt.show()"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 409,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1440x576 with 3 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "image/png": {
       "width": 1153,
       "height": 481
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_distribution([(classifier1, x1), (classifier2, x2), (classifier3, x3)])"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 410,
   "outputs": [],
   "source": [
    "def plot_PR_curve(classifier_input_pairs: List[Tuple[BaseEstimator, np.ndarray, np.ndarray]]):\n",
    "    fig, axes = plt.subplots(nrows=1, ncols=len(classifier_input_pairs), figsize=(20, 8))\n",
    "    for ax, (cls, x, y) in zip(axes, classifier_input_pairs):\n",
    "        PrecisionRecallDisplay.from_predictions(y, classifier1.predict_proba(x)[:, 1], ax=ax)\n",
    "        unique, counts = np.unique(y, return_counts=True)\n",
    "        ax.legend(loc='upper right')\n",
    "        ax.axhline(y=np.divide(counts[1], counts[0] + counts[1]), color='r', linestyle=':')\n",
    "        ax.set_title(f\"P/N={np.divide(counts[1], counts[0] + counts[1]):.4}\")\n",
    "    plt.show()"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 411,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1440x576 with 3 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "image/png": {
       "width": 1166,
       "height": 494
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_PR_curve([(classifier1, x1, y1), (classifier2, x2, y2), (classifier3, x3, y3)])"
   ],
   "metadata": {
    "collapsed": false
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}