fuzzy_classifier.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from fuzzy import *\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import math\n",
    "import random"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Iris dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('iris.data', header=None, names=['sepal length', 'sepal width', 'petal length', 'petal width', 'class'])\n",
    "\n",
    "df = df[~(df['class']=='Iris-virginica')]\n",
    "\n",
    "df.head()\n",
    "\n",
    "df.replace(to_replace='Iris-setosa', value=0, inplace=True)\n",
    "\n",
    "df.replace(to_replace='Iris-versicolor', value=1, inplace=True)\n",
    "\n",
    "df = df.sample(frac=1)\n",
    "\n",
    "X_train = df[['sepal length', 'petal length']].values\n",
    "Y_train = df['class'].values\n",
    "\n",
    "_max = np.max(X_train, axis=0)\n",
    "_min = np.min(X_train, axis=0)\n",
    "X_train = (X_train - _min) / (_max - _min)\n",
    "\n",
    "X_test, Y_test = X_train[-20:], Y_train[-20:]\n",
    "X_train, Y_train = X_train[:-20], Y_train[:-20]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((80, 2), (80,))"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.shape, Y_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "clf2 = FuzzyMMC(sensitivity=1, exp_bound=0.1, animate=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "clf2.fit(X_train, Y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf2.score(X_test, Y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "_ = clf2.animate()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<video alt=\"test\" controls>\n",
       "                <source src=\"data:video/mp4;base64,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\" type=\"video/mp4\" />\n",
       "             </video>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import io\n",
    "import base64\n",
    "from IPython.display import HTML\n",
    "\n",
    "video = io.open('blog_data/fuzzy_animation_iris.mp4', 'r+b').read()\n",
    "encoded = base64.b64encode(video)\n",
    "HTML(data='''<video alt=\"test\" controls>\n",
    "                <source src=\"data:video/mp4;base64,{0}\" type=\"video/mp4\" />\n",
    "             </video>'''.format(encoded.decode('ascii')))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generated dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def rand_uniform(x, y):\n",
    "    return random.random() * (y- x) + x\n",
    "\n",
    "def gen_circle(num_samples):\n",
    "    num_samples = num_samples\n",
    "    radius = 5\n",
    "    points = []\n",
    "    noise = 0.5\n",
    "    \n",
    "    def get_label(x, y):\n",
    "        dist = math.sqrt(x ** 2 + y ** 2)\n",
    "        return 0 if dist < radius * 0.5 else 1\n",
    "    \n",
    "    for i in range(num_samples//2):\n",
    "        r = rand_uniform(0, radius * 0.5)\n",
    "        angle = rand_uniform(0, 2 * math.pi)\n",
    "        x = r * math.sin(angle)\n",
    "        y = r * math.cos(angle)\n",
    "        noiseX = rand_uniform((-1)*radius, radius) * noise\n",
    "        noiseY = rand_uniform((-1)*radius, radius) * noise\n",
    "        #label = get_label(noiseX, noiseY)\n",
    "        label = 0\n",
    "        points.append((x, y, label))\n",
    "    \n",
    "    for i in range(num_samples // 2):\n",
    "        r = rand_uniform(radius * 0.7, radius)\n",
    "        angle = rand_uniform(0, 2 * math.pi)\n",
    "        x = r * math.sin(angle)\n",
    "        y = r * math.cos(angle)\n",
    "        noiseX = rand_uniform((-1)*radius, radius) * noise\n",
    "        noiseY = rand_uniform((-1)*radius, radius) * noise\n",
    "        #label = get_label(noiseX, noiseY)\n",
    "        label = 1\n",
    "        points.append((x, y, label))\n",
    "        \n",
    "    return points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "o = gen_circle(100)\n",
    "o = np.array(o)\n",
    "train = pd.DataFrame(o)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((100, 2), (100,))"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_x = []\n",
    "train_y = []\n",
    "np.random.shuffle(o)\n",
    "for i in o:\n",
    "    train_x.append([i[0], i[1]])\n",
    "    train_y.append(i[2])\n",
    "\n",
    "train_x = np.array(train_x)\n",
    "train_y = np.array(train_y)\n",
    "_max = np.max(train_x, axis=0)\n",
    "_min = np.min(train_x, axis=0)\n",
    "train_x = (train_x - _min) / (_max - _min)\n",
    "train_x.shape, train_y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for x, y in zip(train_x, train_y):\n",
    "    if y == 0:\n",
    "        plt.scatter(x[0], x[1], c='r', alpha=0.8)\n",
    "    else:\n",
    "        plt.scatter(x[0], x[1], c='b', alpha=0.8)\n",
    "plt.ylim([0, 1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = FuzzyMMC(sensitivity=1, exp_bound=0.7, animate=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "a.fit(train_x, train_y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.61"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a.score(train_x, train_y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "_ = a.animate(frame_rate=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<video alt=\"test\" controls>\n",
       "                <source src=\"data:video/mp4;base64,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\" type=\"video/mp4\" />\n",
       "             </video>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import io\n",
    "import base64\n",
    "from IPython.display import HTML\n",
    "\n",
    "video = io.open('blog_data/fuzzy_animation_circle.mp4', 'r+b').read()\n",
    "encoded = base64.b64encode(video)\n",
    "HTML(data='''<video alt=\"test\" controls>\n",
    "                <source src=\"data:video/mp4;base64,{0}\" type=\"video/mp4\" />\n",
    "             </video>'''.format(encoded.decode('ascii')))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}