{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Author:马肖\n",
    "#### E-Mail:maxiaoscut@aliyun.com\n",
    "#### GitHub:https://github.com/Albertsr"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1 偏态系数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 若偏态系数绝对值大于1,称为高度偏态分布\n",
    "- 若绝对值在【0.5,1】区间内,称为中等偏态分布,概率密度曲线右侧偏长\n",
    "- 偏态系数小于0,称为左偏;否则,右偏"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2 np.lopg1p或np.sqrt能降低数值型特征的偏度\n",
    "StandardScaler,MinMaxScaler等标准化操作对偏度无影响"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from matplotlib import pyplot as plt\n",
    "sns.set(style=\"white\", color_codes=True)\n",
    "\n",
    "import warnings \n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "from sklearn.datasets import load_boston\n",
    "from sklearn.preprocessing import StandardScaler,MinMaxScaler\n",
    "dataset = load_boston()\n",
    "feature_names = dataset.feature_names\n",
    "X, y = load_boston(return_X_y=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame(X, columns=feature_names)\n",
    "\n",
    "scaler_1 = StandardScaler()\n",
    "df_StandardScaled = scaler_1.fit_transform(df)\n",
    "df_StandardScaled = pd.DataFrame(df_StandardScaled, columns=feature_names)\n",
    "\n",
    "scaler_2 = MinMaxScaler()\n",
    "df_MinMaxScaled = scaler_2.fit_transform(df)\n",
    "df_MinMaxScaled = pd.DataFrame(df_MinMaxScaled, columns=feature_names)\n",
    "\n",
    "df_lpg1p = df_MinMaxScaled.applymap(lambda x: np.log1p(x))\n",
    "df_sqrt = df_MinMaxScaled.applymap(lambda x: np.sqrt(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>skew_original</th>\n",
       "      <th>skew_StandardScaled</th>\n",
       "      <th>skew_MinMaxScaled</th>\n",
       "      <th>skew_logeded</th>\n",
       "      <th>skew_sqrt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AGE</th>\n",
       "      <td>-0.598963</td>\n",
       "      <td>-0.598963</td>\n",
       "      <td>-0.598963</td>\n",
       "      <td>-0.806758</td>\n",
       "      <td>-1.055553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B</th>\n",
       "      <td>-2.890374</td>\n",
       "      <td>-2.890374</td>\n",
       "      <td>-2.890374</td>\n",
       "      <td>-3.084347</td>\n",
       "      <td>-3.366608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CHAS</th>\n",
       "      <td>3.405904</td>\n",
       "      <td>3.405904</td>\n",
       "      <td>3.405904</td>\n",
       "      <td>3.405904</td>\n",
       "      <td>3.405904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CRIM</th>\n",
       "      <td>5.223149</td>\n",
       "      <td>5.223149</td>\n",
       "      <td>5.223149</td>\n",
       "      <td>4.128753</td>\n",
       "      <td>2.014322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DIS</th>\n",
       "      <td>1.011781</td>\n",
       "      <td>1.011781</td>\n",
       "      <td>1.011781</td>\n",
       "      <td>0.734378</td>\n",
       "      <td>0.293500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INDUS</th>\n",
       "      <td>0.295022</td>\n",
       "      <td>0.295022</td>\n",
       "      <td>0.295022</td>\n",
       "      <td>0.123367</td>\n",
       "      <td>-0.121184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LSTAT</th>\n",
       "      <td>0.906460</td>\n",
       "      <td>0.906460</td>\n",
       "      <td>0.906460</td>\n",
       "      <td>0.578045</td>\n",
       "      <td>0.140307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NOX</th>\n",
       "      <td>0.729308</td>\n",
       "      <td>0.729308</td>\n",
       "      <td>0.729308</td>\n",
       "      <td>0.409697</td>\n",
       "      <td>0.037881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PTRATIO</th>\n",
       "      <td>-0.802325</td>\n",
       "      <td>-0.802325</td>\n",
       "      <td>-0.802325</td>\n",
       "      <td>-1.070027</td>\n",
       "      <td>-1.532034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RAD</th>\n",
       "      <td>1.004815</td>\n",
       "      <td>1.004815</td>\n",
       "      <td>1.004815</td>\n",
       "      <td>0.938857</td>\n",
       "      <td>0.637851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RM</th>\n",
       "      <td>0.403612</td>\n",
       "      <td>0.403612</td>\n",
       "      <td>0.403612</td>\n",
       "      <td>-0.127789</td>\n",
       "      <td>-0.990823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TAX</th>\n",
       "      <td>0.669956</td>\n",
       "      <td>0.669956</td>\n",
       "      <td>0.669956</td>\n",
       "      <td>0.511587</td>\n",
       "      <td>0.182230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZN</th>\n",
       "      <td>2.225666</td>\n",
       "      <td>2.225666</td>\n",
       "      <td>2.225666</td>\n",
       "      <td>1.969749</td>\n",
       "      <td>1.476293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SKEW_SUM</th>\n",
       "      <td>20.167333</td>\n",
       "      <td>20.167333</td>\n",
       "      <td>20.167333</td>\n",
       "      <td>17.889259</td>\n",
       "      <td>15.254490</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          skew_original  skew_StandardScaled  skew_MinMaxScaled  skew_logeded  \\\n",
       "AGE           -0.598963            -0.598963          -0.598963     -0.806758   \n",
       "B             -2.890374            -2.890374          -2.890374     -3.084347   \n",
       "CHAS           3.405904             3.405904           3.405904      3.405904   \n",
       "CRIM           5.223149             5.223149           5.223149      4.128753   \n",
       "DIS            1.011781             1.011781           1.011781      0.734378   \n",
       "INDUS          0.295022             0.295022           0.295022      0.123367   \n",
       "LSTAT          0.906460             0.906460           0.906460      0.578045   \n",
       "NOX            0.729308             0.729308           0.729308      0.409697   \n",
       "PTRATIO       -0.802325            -0.802325          -0.802325     -1.070027   \n",
       "RAD            1.004815             1.004815           1.004815      0.938857   \n",
       "RM             0.403612             0.403612           0.403612     -0.127789   \n",
       "TAX            0.669956             0.669956           0.669956      0.511587   \n",
       "ZN             2.225666             2.225666           2.225666      1.969749   \n",
       "SKEW_SUM      20.167333            20.167333          20.167333     17.889259   \n",
       "\n",
       "          skew_sqrt  \n",
       "AGE       -1.055553  \n",
       "B         -3.366608  \n",
       "CHAS       3.405904  \n",
       "CRIM       2.014322  \n",
       "DIS        0.293500  \n",
       "INDUS     -0.121184  \n",
       "LSTAT      0.140307  \n",
       "NOX        0.037881  \n",
       "PTRATIO   -1.532034  \n",
       "RAD        0.637851  \n",
       "RM        -0.990823  \n",
       "TAX        0.182230  \n",
       "ZN         1.476293  \n",
       "SKEW_SUM  15.254490  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "skew_original = [df[i].skew() for i in feature_names]\n",
    "skew_StandardScaled = [df[i].skew() for i in feature_names]\n",
    "skew_MinMaxScaled = [df_MinMaxScaled[i].skew() for i in feature_names]\n",
    "skew_logeded = [df_lpg1p[i].skew() for i in feature_names]\n",
    "skew_sqrt = [df_sqrt[i].skew() for i in feature_names]\n",
    "\n",
    "df_skew = pd.DataFrame({\"skew_original\":skew_original, \"skew_StandardScaled\":skew_StandardScaled, \n",
    "                        \"skew_MinMaxScaled\":skew_MinMaxScaled, \"skew_logeded\":skew_logeded,\n",
    "                        \"skew_sqrt\":skew_sqrt}, index = feature_names)\n",
    "df_skew.sort_index(inplace=True)\n",
    "\n",
    "\n",
    "skew_sum = [abs(df_skew[i]).sum() for i in df_skew.columns]\n",
    "df_skew.loc[\"SKEW_SUM\"] = skew_sum\n",
    "df_skew\n",
    "\n",
    "# 标准化StandardScaler,MinMaxScaler等无法改变一列数据的偏度\n",
    "# 对本数据集来说,np.sqrt()比np.lop1p()的效果稍好一点"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3 通过绘制直方图,直观地观察其偏度"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.1 两个数据框的对比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "def multi_dist_plot(df1, df2, col=3):\n",
    "    row = int(np.ceil(df1.shape[1] / col))\n",
    "    \n",
    "    # sns.set(font_scale=1.2, style='ticks', palette='Set1') \n",
    "    f, axes = plt.subplots(row, col, figsize=(col*4, row*5))\n",
    "    \n",
    "    idx_list = []\n",
    "    for i in range(row):\n",
    "        for j in range(col):idx_list.append((i,j))\n",
    "    \n",
    "    for idx, val in enumerate(sorted(feature_names)):\n",
    "        temp = idx_list[idx]\n",
    "        sns.distplot(df1[val], bins=50, kde=True, color=\"g\", ax=axes[temp[0],temp[1]])\n",
    "        sns.distplot(df2[val], bins=50, kde=True, color=\"r\", ax=axes[temp[0],temp[1]])\n",
    "        \n",
    "        skew1 = round(df1[val].skew(), 2)\n",
    "        skew2 = round(df2[val].skew(), 2)\n",
    "        \n",
    "        axes[temp[0],temp[1]].set_title((val+\" ' Skew : \"+str(skew1)+\" / \"+str(skew2)),fontsize=13)\n",
    "        axes[temp[0],temp[1]].set_xlabel('')\n",
    "        sns.despine()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x1800 with 15 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 红色的曲线代表df_sqrt各列特征的直方图,相比绿色曲线更符合正态分布曲线\n",
    "multi_dist_plot(df_StandardScaled, df_sqrt)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.2 单个数据框"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x1800 with 15 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def single_dist_plot(df, col=3):\n",
    "    row = int(np.ceil(df.shape[1] / col))  \n",
    "    sns.set(font_scale=1.2, style='ticks', palette='Set1') \n",
    "    f, axes = plt.subplots(row, col, figsize=(col*4, row*5))\n",
    "    \n",
    "    idx_list = []\n",
    "    for i in range(row):\n",
    "        for j in range(col):idx_list.append((i,j))\n",
    "            \n",
    "    for idx, val in enumerate(sorted(feature_names)):\n",
    "        temp = idx_list[idx]\n",
    "        sns.distplot(df[val], bins=50, kde=True, ax=axes[temp[0],temp[1]])\n",
    "        skew = round(df[val].skew(), 2)\n",
    "        axes[temp[0],temp[1]].set_title((val+\" ' Skew : \"+str(skew)), fontsize=13)\n",
    "        axes[temp[0],temp[1]].set_xlabel('')\n",
    "        sns.despine()\n",
    "          \n",
    "single_dist_plot(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4 对性能的影响"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.linear_model import Ridge\n",
    "from sklearn.metrics import mean_squared_error, r2_score\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "X, y = load_boston(return_X_y=True)\n",
    "\n",
    "X_Scaled = scaler_2.fit_transform(X)\n",
    "X_train, X_test, y_train, y_test = train_test_split(X_Scaled, y, random_state=0)\n",
    "\n",
    "X_train_sqrt = np.sqrt(X_train)\n",
    "X_test_sqrt = np.sqrt(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test score: 0.621\n",
      "Test score: 0.669\n"
     ]
    }
   ],
   "source": [
    "score = Ridge().fit(X_train, y_train).score(X_test, y_test)\n",
    "print('Test score: {:.3f}'.format(score))\n",
    "\n",
    "score = Ridge().fit(X_train_sqrt, y_train).score(X_test_sqrt, y_test)\n",
    "print('Test score: {:.3f}'.format(score))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test score: 0.762\n",
      "Test score: 0.801\n"
     ]
    }
   ],
   "source": [
    "score = RandomForestRegressor().fit(X_train, y_train).score(X_test, y_test)\n",
    "print('Test score: {:.3f}'.format(score))\n",
    "\n",
    "score = RandomForestRegressor().fit(X_train_sqrt, y_train).score(X_test_sqrt, y_test)\n",
    "print('Test score: {:.3f}'.format(score))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### log变换使得特征更趋于高斯分布,有助于提升线性模型性能"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test score: 0.609\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rnd = np.random.RandomState(0)\n",
    "X_org = rnd.normal(size=(1000, 3))\n",
    "w = rnd.normal(3)\n",
    "\n",
    "X = rnd.poisson(10 * np.exp(X_org))\n",
    "y = np.dot(X_org, w)\n",
    "\n",
    "bins = np.bincount(X[:, 0])\n",
    "plt.bar(range(len(bins)), bins, color='g')\n",
    "plt.ylabel('Number of appearance')\n",
    "plt.xlabel('Value')\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=0)\n",
    "score = Ridge().fit(X_train, y_train).score(X_test, y_test)\n",
    "print('Test score: {:.3f}'.format(score))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test score: 0.861\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_train_log = np.log1p(X_train)\n",
    "X_test_log = np.log1p(X_test)\n",
    "\n",
    "plt.hist(X_train_log[:, 0], bins=25, color='g')\n",
    "plt.ylabel('Number of appearance')\n",
    "plt.xlabel('Value')\n",
    "\n",
    "score = Ridge().fit(X_train_log, y_train).score(X_test_log, y_test)\n",
    "print('Test score: {:.3f}'.format(score))"
   ]
  }
 ],
 "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": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}