{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from collections import defaultdict\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.cm as cm\n",
    "import seaborn as sns\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "%matplotlib inline\n",
    "pd.options.display.float_format = '{:.2f}'.format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Уменьшение размерности "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Проклятие размерности (curse of dimentionality)\n",
    "\n",
    "Часто датасеты состоят из очень большого количества признаков - тысячи.  \n",
    "Это затрудняет поиск моделей.  \n",
    "Можно сильно уменьшить размерность без больших потерь информации, то есть сократить объем входных данных, упростить расчет модели."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Пространство вариантов растет экспоненциально:\n",
    "\n",
    "Рассмотрим отрезок длины 10  \n",
    "\n",
    "$$10^1 = 10$$\n",
    "$$10^2 = 100$$\n",
    "$$10^3 = 1000$$\n",
    "...\n",
    "\n",
    "Экспоненциальный рост"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Рассмотрим единичный гиперкуб.\n",
    "\n",
    "В двумерном пространстве это просто квадрат $1\\times1$\n",
    "\n",
    "Какова вероятность того, что точка попадет в отступ 0.001 от границы?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0039959999999999996"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "1 * 1 - (1 - 0.001 * 2) * (1 - 0.001 * 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def point_prob(n_dimensions, length, margin):\n",
    "    return length ** n_dimensions - (length - margin * 2) ** (n_dimensions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0039959999999999996"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "point_prob(2, 1, 0.001)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.005988007999999989"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "point_prob(3, 1, 0.001)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.019820956648050614"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "point_prob(10, 1, 0.001)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.999999997979714"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "point_prob(10000, 1, 0.001)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Среднее расстояние между точками гиперкуба:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from scipy.spatial import distance\n",
    "\n",
    "def avg_dist(n_dimensions):\n",
    "    dist = 0.\n",
    "    n_points = 100000\n",
    "    for i in range(n_points):\n",
    "        p1 = np.random.rand(n_dimensions)\n",
    "        p2 = np.random.rand(n_dimensions)\n",
    "        dist += distance.euclidean(p1, p2)\n",
    "    return dist / n_points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# this is tooo sloooow\n",
    "# avg_dist(1)\n",
    "# 0.3332980439577846"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# avg_dist(2)\n",
    "# 0.5218287867554282"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# avg_dist(3)\n",
    "# 0.6621043139420382"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# avg_dist(10)\n",
    "# 1.2674922241953468"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# avg_dist(100)\n",
    "# 4.076181952866157"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# avg_dist(1000)\n",
    "# 12.906989192432318"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# avg_dist(10000)\n",
    "# 40.82415131097075"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Новая точка будет далеко от других, что означает, что построенная модель скорее всего не учитывает новые данные, то есть модель недообучена или переобучена"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PCA - Principal Component Analysis (метод главных компонент)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "найти подпространства меньшей размерности, в ортогональной проекции на которые разброс данных (то есть среднеквадратичное отклонение от среднего значения) максимален\n",
    "\n",
    "* Позволяет уменьшить число переменных, выбрав самые изменчивые из них\n",
    "* Новые переменные являются линейной комбинацией старых переменных"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](https://miro.medium.com/max/602/1*H38t3YUv_QktLwalzDYRRg.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Будем выбирать такую ось, в которой сохраняется максимальное количество дисперсии. Так мы вероятно потеряем как можно меньше информации при проецировании.   \n",
    "Следующая ось ортогональна первой, выбирается из всех других осей как ось с наибольшей оставшейся дисперсией."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Вектор, описывающий такую ось называется главной компонентой (principal component)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Алгоритм:\n",
    "\n",
    "1. Стандартизируем данные (если не в одном масштабе)\n",
    "2. Считаем матрицу корреляций или ковариаций по нашим данным\n",
    "3. Получаем собственные вектора и собственные значения по матрице корреляций/ковариаций (или используем SVD)\n",
    "4. Сортируем собственные значения по убыванию (чем выше собственное значение - тем выше дисперсия, которую объясняет соответствующая компонента). \n",
    "5. По вкусу - выбираем $k$ собственных значений, где $k < d$ (изначальной размерности данных), чтобы сократить размерность\n",
    "6. Берем соответствующие собственные вектора (отсортированные в том же порядке, что и собственные числа) и составляем из них матрицу проекции $W$\n",
    "7. Умножаем исходные данные $X$ на $W$ и получаем матрицу главных компонент."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Explained Variance (Объясненная дисперсия)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PCA(copy=True, iterated_power='auto', n_components=None, random_state=None,\n",
       "    svd_solver='auto', tol=0.0, whiten=False)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.datasets import load_iris\n",
    "from sklearn.decomposition import PCA\n",
    "\n",
    "iris = load_iris()\n",
    "X_iris = iris.data\n",
    "y_iris = iris.target\n",
    "\n",
    "scaler = StandardScaler()\n",
    "\n",
    "X_iris_scaled = scaler.fit_transform(X_iris)\n",
    "\n",
    "pca = PCA()\n",
    "pca.fit(X_iris_scaled)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(np.cumsum(pca.explained_variance_ratio_), '*--');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(150, 2)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_new = PCA(n_components=2).fit_transform(X_iris_scaled)\n",
    "x_new.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x_new[:, 0], x_new[:, 1], c=y_iris);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Данные посложнее"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.datasets import fetch_openml\n",
    "X, y = fetch_openml('mnist_784', version=1, return_X_y=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((70000, 784), (70000,))"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.shape, y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(X[50000].reshape(28, 28), cmap=plt.cm.gray_r);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "332"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pca = PCA()\n",
    "pca.fit(scaler.fit_transform(X))\n",
    "cumsum = np.cumsum(pca.explained_variance_ratio_)\n",
    "d = np.argmax(cumsum >= 0.95) + 1\n",
    "d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cumsum = np.cumsum(pca.explained_variance_ratio_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 5))\n",
    "plt.plot(cumsum)\n",
    "plt.plot([d, d], [0.1, 1])\n",
    "plt.xlabel(\"Components\")\n",
    "plt.ylabel(\"% explained variance\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* PCA понижает размерность признакового пространства\n",
    "* Новые компоненты являются линейной комбинацией исходных признаков\n",
    "* Новые компоненты - ортогональны\n",
    "* Можно применять в моделях и для визуализации\n",
    "* Работает не всегда :("
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Применение для визуализации"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# from sklearn.datasets import fetch_mldata\n",
    "# X, y = fetch_openml('mnist_784', version=1, return_X_y=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((10000, 784), (70000, 784), (10000,), (70000,))"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idx = np.random.randint(X.shape[0], size=10000)\n",
    "X_sample = X[idx,:]\n",
    "y_sample = y[idx]\n",
    "\n",
    "X_sample.shape, X.shape, y_sample.shape, y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pca = PCA(n_components=2)\n",
    "X_reduced = pca.fit_transform(X_sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10000, 2)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_reduced.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 10))\n",
    "sns.scatterplot(\n",
    "    x=X_reduced[:, 0], \n",
    "    y=X_reduced[:, 1], \n",
    "    hue=y_sample.astype(int), \n",
    "    palette=\"CMRmap\",\n",
    "    legend='full'\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# TSNE"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- https://github.com/DmitryUlyanov/Multicore-TSNE\n",
    "- https://github.com/CannyLab/tsne-cuda\n",
    "\n",
    "#### How to use TSNE effectively: https://distill.pub/2016/misread-tsne/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Гиперпараметры очень важны\n",
    "\n",
    "![](pictures/1.png)\n",
    "\n",
    "![](pictures/2.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Размер кластера не имеет смысла\n",
    "\n",
    "![](pictures/3.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Расстояния между кластерами (возможно) не имеют значения\n",
    "\n",
    "![](pictures/4.png)\n",
    "\n",
    "![](pictures/5.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Случайный шум может показаться не случайным\n",
    "\n",
    "![](pictures/6.png)\n",
    "\n",
    "![](pictures/7.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#from sklearn.manifold import TSNE\n",
    "from MulticoreTSNE import MulticoreTSNE as TSNE\n",
    "\n",
    "tsne = TSNE(n_components=2, random_state=42, n_jobs=-1)\n",
    "tsne_transformed = tsne.fit_transform(X_sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 10))\n",
    "sns.scatterplot(\n",
    "    x=tsne_transformed[:, 0], \n",
    "    y=tsne_transformed[:, 1], \n",
    "    hue=y_sample.astype(int), \n",
    "    palette=\"CMRmap\",\n",
    "    legend='full'\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "http://lvdmaaten.github.io/tsne"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Для моделей"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "https://www.kaggle.com/uciml/breast-cancer-wisconsin-data/\n",
    "\n",
    "Attribute Information:\n",
    "\n",
    "1) ID number 2) Diagnosis (M = malignant, B = benign) 3-32)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>diagnosis</th>\n",
       "      <th>radius_mean</th>\n",
       "      <th>texture_mean</th>\n",
       "      <th>perimeter_mean</th>\n",
       "      <th>area_mean</th>\n",
       "      <th>smoothness_mean</th>\n",
       "      <th>compactness_mean</th>\n",
       "      <th>concavity_mean</th>\n",
       "      <th>concave points_mean</th>\n",
       "      <th>...</th>\n",
       "      <th>texture_worst</th>\n",
       "      <th>perimeter_worst</th>\n",
       "      <th>area_worst</th>\n",
       "      <th>smoothness_worst</th>\n",
       "      <th>compactness_worst</th>\n",
       "      <th>concavity_worst</th>\n",
       "      <th>concave points_worst</th>\n",
       "      <th>symmetry_worst</th>\n",
       "      <th>fractal_dimension_worst</th>\n",
       "      <th>Unnamed: 32</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>842302</td>\n",
       "      <td>M</td>\n",
       "      <td>17.99</td>\n",
       "      <td>10.38</td>\n",
       "      <td>122.80</td>\n",
       "      <td>1001.00</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.15</td>\n",
       "      <td>...</td>\n",
       "      <td>17.33</td>\n",
       "      <td>184.60</td>\n",
       "      <td>2019.00</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.71</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.12</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>842517</td>\n",
       "      <td>M</td>\n",
       "      <td>20.57</td>\n",
       "      <td>17.77</td>\n",
       "      <td>132.90</td>\n",
       "      <td>1326.00</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.07</td>\n",
       "      <td>...</td>\n",
       "      <td>23.41</td>\n",
       "      <td>158.80</td>\n",
       "      <td>1956.00</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.09</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>84300903</td>\n",
       "      <td>M</td>\n",
       "      <td>19.69</td>\n",
       "      <td>21.25</td>\n",
       "      <td>130.00</td>\n",
       "      <td>1203.00</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.13</td>\n",
       "      <td>...</td>\n",
       "      <td>25.53</td>\n",
       "      <td>152.50</td>\n",
       "      <td>1709.00</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.45</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.09</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>84348301</td>\n",
       "      <td>M</td>\n",
       "      <td>11.42</td>\n",
       "      <td>20.38</td>\n",
       "      <td>77.58</td>\n",
       "      <td>386.10</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.11</td>\n",
       "      <td>...</td>\n",
       "      <td>26.50</td>\n",
       "      <td>98.87</td>\n",
       "      <td>567.70</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.87</td>\n",
       "      <td>0.69</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.66</td>\n",
       "      <td>0.17</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>84358402</td>\n",
       "      <td>M</td>\n",
       "      <td>20.29</td>\n",
       "      <td>14.34</td>\n",
       "      <td>135.10</td>\n",
       "      <td>1297.00</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.10</td>\n",
       "      <td>...</td>\n",
       "      <td>16.67</td>\n",
       "      <td>152.20</td>\n",
       "      <td>1575.00</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.08</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         id diagnosis  radius_mean  texture_mean  perimeter_mean  area_mean  \\\n",
       "0    842302         M        17.99         10.38          122.80    1001.00   \n",
       "1    842517         M        20.57         17.77          132.90    1326.00   \n",
       "2  84300903         M        19.69         21.25          130.00    1203.00   \n",
       "3  84348301         M        11.42         20.38           77.58     386.10   \n",
       "4  84358402         M        20.29         14.34          135.10    1297.00   \n",
       "\n",
       "   smoothness_mean  compactness_mean  concavity_mean  concave points_mean  \\\n",
       "0             0.12              0.28            0.30                 0.15   \n",
       "1             0.08              0.08            0.09                 0.07   \n",
       "2             0.11              0.16            0.20                 0.13   \n",
       "3             0.14              0.28            0.24                 0.11   \n",
       "4             0.10              0.13            0.20                 0.10   \n",
       "\n",
       "   ...  texture_worst  perimeter_worst  area_worst  smoothness_worst  \\\n",
       "0  ...          17.33           184.60     2019.00              0.16   \n",
       "1  ...          23.41           158.80     1956.00              0.12   \n",
       "2  ...          25.53           152.50     1709.00              0.14   \n",
       "3  ...          26.50            98.87      567.70              0.21   \n",
       "4  ...          16.67           152.20     1575.00              0.14   \n",
       "\n",
       "   compactness_worst  concavity_worst  concave points_worst  symmetry_worst  \\\n",
       "0               0.67             0.71                  0.27            0.46   \n",
       "1               0.19             0.24                  0.19            0.28   \n",
       "2               0.42             0.45                  0.24            0.36   \n",
       "3               0.87             0.69                  0.26            0.66   \n",
       "4               0.20             0.40                  0.16            0.24   \n",
       "\n",
       "   fractal_dimension_worst  Unnamed: 32  \n",
       "0                     0.12          nan  \n",
       "1                     0.09          nan  \n",
       "2                     0.09          nan  \n",
       "3                     0.17          nan  \n",
       "4                     0.08          nan  \n",
       "\n",
       "[5 rows x 33 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('data.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>diagnosis</th>\n",
       "      <th>radius_mean</th>\n",
       "      <th>texture_mean</th>\n",
       "      <th>perimeter_mean</th>\n",
       "      <th>area_mean</th>\n",
       "      <th>smoothness_mean</th>\n",
       "      <th>compactness_mean</th>\n",
       "      <th>concavity_mean</th>\n",
       "      <th>concave points_mean</th>\n",
       "      <th>...</th>\n",
       "      <th>radius_worst</th>\n",
       "      <th>texture_worst</th>\n",
       "      <th>perimeter_worst</th>\n",
       "      <th>area_worst</th>\n",
       "      <th>smoothness_worst</th>\n",
       "      <th>compactness_worst</th>\n",
       "      <th>concavity_worst</th>\n",
       "      <th>concave points_worst</th>\n",
       "      <th>symmetry_worst</th>\n",
       "      <th>fractal_dimension_worst</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>842302</td>\n",
       "      <td>1</td>\n",
       "      <td>17.99</td>\n",
       "      <td>10.38</td>\n",
       "      <td>122.80</td>\n",
       "      <td>1001.00</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.15</td>\n",
       "      <td>...</td>\n",
       "      <td>25.38</td>\n",
       "      <td>17.33</td>\n",
       "      <td>184.60</td>\n",
       "      <td>2019.00</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.71</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>842517</td>\n",
       "      <td>1</td>\n",
       "      <td>20.57</td>\n",
       "      <td>17.77</td>\n",
       "      <td>132.90</td>\n",
       "      <td>1326.00</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.07</td>\n",
       "      <td>...</td>\n",
       "      <td>24.99</td>\n",
       "      <td>23.41</td>\n",
       "      <td>158.80</td>\n",
       "      <td>1956.00</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>84300903</td>\n",
       "      <td>1</td>\n",
       "      <td>19.69</td>\n",
       "      <td>21.25</td>\n",
       "      <td>130.00</td>\n",
       "      <td>1203.00</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.13</td>\n",
       "      <td>...</td>\n",
       "      <td>23.57</td>\n",
       "      <td>25.53</td>\n",
       "      <td>152.50</td>\n",
       "      <td>1709.00</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.45</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>84348301</td>\n",
       "      <td>1</td>\n",
       "      <td>11.42</td>\n",
       "      <td>20.38</td>\n",
       "      <td>77.58</td>\n",
       "      <td>386.10</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.11</td>\n",
       "      <td>...</td>\n",
       "      <td>14.91</td>\n",
       "      <td>26.50</td>\n",
       "      <td>98.87</td>\n",
       "      <td>567.70</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.87</td>\n",
       "      <td>0.69</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.66</td>\n",
       "      <td>0.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>84358402</td>\n",
       "      <td>1</td>\n",
       "      <td>20.29</td>\n",
       "      <td>14.34</td>\n",
       "      <td>135.10</td>\n",
       "      <td>1297.00</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.10</td>\n",
       "      <td>...</td>\n",
       "      <td>22.54</td>\n",
       "      <td>16.67</td>\n",
       "      <td>152.20</td>\n",
       "      <td>1575.00</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         id  diagnosis  radius_mean  texture_mean  perimeter_mean  area_mean  \\\n",
       "0    842302          1        17.99         10.38          122.80    1001.00   \n",
       "1    842517          1        20.57         17.77          132.90    1326.00   \n",
       "2  84300903          1        19.69         21.25          130.00    1203.00   \n",
       "3  84348301          1        11.42         20.38           77.58     386.10   \n",
       "4  84358402          1        20.29         14.34          135.10    1297.00   \n",
       "\n",
       "   smoothness_mean  compactness_mean  concavity_mean  concave points_mean  \\\n",
       "0             0.12              0.28            0.30                 0.15   \n",
       "1             0.08              0.08            0.09                 0.07   \n",
       "2             0.11              0.16            0.20                 0.13   \n",
       "3             0.14              0.28            0.24                 0.11   \n",
       "4             0.10              0.13            0.20                 0.10   \n",
       "\n",
       "   ...  radius_worst  texture_worst  perimeter_worst  area_worst  \\\n",
       "0  ...         25.38          17.33           184.60     2019.00   \n",
       "1  ...         24.99          23.41           158.80     1956.00   \n",
       "2  ...         23.57          25.53           152.50     1709.00   \n",
       "3  ...         14.91          26.50            98.87      567.70   \n",
       "4  ...         22.54          16.67           152.20     1575.00   \n",
       "\n",
       "   smoothness_worst  compactness_worst  concavity_worst  concave points_worst  \\\n",
       "0              0.16               0.67             0.71                  0.27   \n",
       "1              0.12               0.19             0.24                  0.19   \n",
       "2              0.14               0.42             0.45                  0.24   \n",
       "3              0.21               0.87             0.69                  0.26   \n",
       "4              0.14               0.20             0.40                  0.16   \n",
       "\n",
       "   symmetry_worst  fractal_dimension_worst  \n",
       "0            0.46                     0.12  \n",
       "1            0.28                     0.09  \n",
       "2            0.36                     0.09  \n",
       "3            0.66                     0.17  \n",
       "4            0.24                     0.08  \n",
       "\n",
       "[5 rows x 32 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['diagnosis'] = pd.Categorical(df.diagnosis).codes \n",
    "df.drop(df.columns[len(df.columns)-1], axis=1, inplace=True)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 569 entries, 0 to 568\n",
      "Data columns (total 32 columns):\n",
      "id                         569 non-null int64\n",
      "diagnosis                  569 non-null int8\n",
      "radius_mean                569 non-null float64\n",
      "texture_mean               569 non-null float64\n",
      "perimeter_mean             569 non-null float64\n",
      "area_mean                  569 non-null float64\n",
      "smoothness_mean            569 non-null float64\n",
      "compactness_mean           569 non-null float64\n",
      "concavity_mean             569 non-null float64\n",
      "concave points_mean        569 non-null float64\n",
      "symmetry_mean              569 non-null float64\n",
      "fractal_dimension_mean     569 non-null float64\n",
      "radius_se                  569 non-null float64\n",
      "texture_se                 569 non-null float64\n",
      "perimeter_se               569 non-null float64\n",
      "area_se                    569 non-null float64\n",
      "smoothness_se              569 non-null float64\n",
      "compactness_se             569 non-null float64\n",
      "concavity_se               569 non-null float64\n",
      "concave points_se          569 non-null float64\n",
      "symmetry_se                569 non-null float64\n",
      "fractal_dimension_se       569 non-null float64\n",
      "radius_worst               569 non-null float64\n",
      "texture_worst              569 non-null float64\n",
      "perimeter_worst            569 non-null float64\n",
      "area_worst                 569 non-null float64\n",
      "smoothness_worst           569 non-null float64\n",
      "compactness_worst          569 non-null float64\n",
      "concavity_worst            569 non-null float64\n",
      "concave points_worst       569 non-null float64\n",
      "symmetry_worst             569 non-null float64\n",
      "fractal_dimension_worst    569 non-null float64\n",
      "dtypes: float64(30), int64(1), int8(1)\n",
      "memory usage: 138.4 KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(569, 30)"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = df.drop(['id', 'diagnosis'], axis=1)\n",
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(569,)"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y = df['diagnosis']\n",
    "y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.linear_model import LogisticRegressionCV\n",
    "\n",
    "from sklearn.metrics import roc_auc_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "x_train, x_test, y_train, y_test = train_test_split(X, y, test_size=0.3)\n",
    "\n",
    "scaler = StandardScaler()\n",
    "x_train = scaler.fit_transform(x_train)\n",
    "x_test = scaler.transform(x_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "lr = LogisticRegressionCV(cv=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LogisticRegressionCV(Cs=10, class_weight=None, cv=5, dual=False,\n",
       "                     fit_intercept=True, intercept_scaling=1.0, l1_ratios=None,\n",
       "                     max_iter=100, multi_class='warn', n_jobs=None,\n",
       "                     penalty='l2', random_state=None, refit=True, scoring=None,\n",
       "                     solver='lbfgs', tol=0.0001, verbose=0)"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lr.fit(x_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "y_pred = lr.predict_proba(x_test)[:, 1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9969135802469136"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "roc_auc_score(y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def analyzePCA(X, pca, explained_threshold=0.95):\n",
    "    \"\"\"Plot cumulative explaned variance of PCA\"\"\"\n",
    "    pca.fit(X)\n",
    "    pca_variance = pca.explained_variance_ratio_\n",
    "    plt.figure(figsize=(15,7))\n",
    "    plt.plot(np.cumsum(pca_variance))\n",
    "    plt.hlines(explained_threshold, 0, len(pca_variance))\n",
    "    plt.title(\"Number of components to explain {}% of variance: {}\".format(\n",
    "        100*explained_threshold, np.argwhere(np.cumsum(pca_variance)>0.95)[0]\n",
    "    ))\n",
    "    plt.xlabel('number of components')\n",
    "    plt.ylabel('cumulative explained variance');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pca = PCA()\n",
    "analyzePCA(x_train, pca)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pca = PCA(n_components=9)\n",
    "x_train_pca = pca.fit_transform(x_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9828042328042329"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lr = LogisticRegressionCV(cv=5)\n",
    "lr.fit(x_train_pca, y_train)\n",
    "y_pred = lr.predict(pca.transform(x_test))\n",
    "roc_auc_score(y_test, y_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Дополнительные материалы\n",
    "* https://georgemdallas.wordpress.com/2013/10/30/principal-component-analysis-4-dummies-eigenvectors-eigenvalues-and-dimension-reduction/\n",
    "* https://www.kaggle.com/nirajvermafcb/principal-component-analysis-explained\n",
    "* https://plot.ly/ipython-notebooks/principal-component-analysis/\n",
    "* https://coolstatsblog.com/2015/03/21/principal-component-analysis-explained/\n",
    "* http://blog.districtdatalabs.com/principal-component-analysis-with-python"
   ]
  }
 ],
 "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": "3.6.3"
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  "varInspector": {
   "cols": {
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    "lenType": 16,
    "lenVar": 40
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   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
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   "window_display": false
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 "nbformat": 4,
 "nbformat_minor": 2
}
