数据挖掘大作业二：关联规则挖掘.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 读入数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pda\n",
    "import matplotlib.pyplot as plt\n",
    "wine = pda.read_csv(\"G:\\wine-reviews\\winemag-data_first150k.csv\",header=0,sep='',delimiter=\",\", encoding='utf-8')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1、对数据集进行处理，转换成适合关联规则挖掘的形式"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 对训练数据进行预处理（包括离散化、缺失值处理）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "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>Unnamed: 0</th>\n",
       "      <th>country</th>\n",
       "      <th>description</th>\n",
       "      <th>designation</th>\n",
       "      <th>points</th>\n",
       "      <th>price</th>\n",
       "      <th>province</th>\n",
       "      <th>region_1</th>\n",
       "      <th>region_2</th>\n",
       "      <th>variety</th>\n",
       "      <th>winery</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>US</td>\n",
       "      <td>This tremendous 100% varietal wine hails from ...</td>\n",
       "      <td>Martha's Vineyard</td>\n",
       "      <td>96</td>\n",
       "      <td>235.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Napa Valley</td>\n",
       "      <td>Napa</td>\n",
       "      <td>Cabernet Sauvignon</td>\n",
       "      <td>Heitz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>US</td>\n",
       "      <td>Mac Watson honors the memory of a wine once ma...</td>\n",
       "      <td>Special Selected Late Harvest</td>\n",
       "      <td>96</td>\n",
       "      <td>90.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Knights Valley</td>\n",
       "      <td>Sonoma</td>\n",
       "      <td>Sauvignon Blanc</td>\n",
       "      <td>Macauley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>US</td>\n",
       "      <td>This spent 20 months in 30% new French oak, an...</td>\n",
       "      <td>Reserve</td>\n",
       "      <td>96</td>\n",
       "      <td>65.0</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Willamette Valley</td>\n",
       "      <td>Willamette Valley</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Ponzi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>US</td>\n",
       "      <td>This re-named vineyard was formerly bottled as...</td>\n",
       "      <td>Silice</td>\n",
       "      <td>95</td>\n",
       "      <td>65.0</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Chehalem Mountains</td>\n",
       "      <td>Willamette Valley</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Bergström</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>US</td>\n",
       "      <td>The producer sources from two blocks of the vi...</td>\n",
       "      <td>Gap's Crown Vineyard</td>\n",
       "      <td>95</td>\n",
       "      <td>60.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Sonoma Coast</td>\n",
       "      <td>Sonoma</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Blue Farm</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0 country                                        description  \\\n",
       "0           0      US  This tremendous 100% varietal wine hails from ...   \n",
       "2           2      US  Mac Watson honors the memory of a wine once ma...   \n",
       "3           3      US  This spent 20 months in 30% new French oak, an...   \n",
       "8           8      US  This re-named vineyard was formerly bottled as...   \n",
       "9           9      US  The producer sources from two blocks of the vi...   \n",
       "\n",
       "                     designation  points  price    province  \\\n",
       "0              Martha's Vineyard      96  235.0  California   \n",
       "2  Special Selected Late Harvest      96   90.0  California   \n",
       "3                        Reserve      96   65.0      Oregon   \n",
       "8                         Silice      95   65.0      Oregon   \n",
       "9           Gap's Crown Vineyard      95   60.0  California   \n",
       "\n",
       "             region_1           region_2             variety     winery  \n",
       "0         Napa Valley               Napa  Cabernet Sauvignon      Heitz  \n",
       "2      Knights Valley             Sonoma     Sauvignon Blanc   Macauley  \n",
       "3   Willamette Valley  Willamette Valley          Pinot Noir      Ponzi  \n",
       "8  Chehalem Mountains  Willamette Valley          Pinot Noir  Bergström  \n",
       "9        Sonoma Coast             Sonoma          Pinot Noir  Blue Farm  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 去除 wine数据中的缺失值 \n",
    "wine = wine.dropna()\n",
    "wine.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Points:\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Price:\n"
     ]
    },
    {
     "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": [
    "#由于 points 和 price 属性列为连续的数值属性，需要进行离散化处理\n",
    "# 利用直方图观察数据分布\n",
    "print(\"Points:\")\n",
    "#直方图绘制\n",
    "plt.xlim(80,100)\n",
    "wine['points'].hist(alpha=0.5,bins=20)\n",
    "plt.show()\n",
    "\n",
    "print(\"Price:\")\n",
    "#直方图绘制\n",
    "plt.xlim(0,200)\n",
    "wine['price'].hist(alpha=0.5,bins=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 对数据进行离散化处理\n",
    "bin = [0,75,80,85,90,95,100]\n",
    "wine['points'] = pda.cut(wine['points'],bin)\n",
    "wine['points'] = wine['points'].astype('str')\n",
    "bin = [0,20,30,40,50,60,210]\n",
    "wine['price'] = pda.cut(wine['price'],bin)\n",
    "wine['price'] = wine['price'].astype('str')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 根据先验知识去除wine数据集中一些属性，缩小搜索空间"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "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>country</th>\n",
       "      <th>designation</th>\n",
       "      <th>points</th>\n",
       "      <th>price</th>\n",
       "      <th>province</th>\n",
       "      <th>region_1</th>\n",
       "      <th>region_2</th>\n",
       "      <th>variety</th>\n",
       "      <th>winery</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>US</td>\n",
       "      <td>Martha's Vineyard</td>\n",
       "      <td>(95, 100]</td>\n",
       "      <td>nan</td>\n",
       "      <td>California</td>\n",
       "      <td>Napa Valley</td>\n",
       "      <td>Napa</td>\n",
       "      <td>Cabernet Sauvignon</td>\n",
       "      <td>Heitz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>US</td>\n",
       "      <td>Special Selected Late Harvest</td>\n",
       "      <td>(95, 100]</td>\n",
       "      <td>(60.0, 210.0]</td>\n",
       "      <td>California</td>\n",
       "      <td>Knights Valley</td>\n",
       "      <td>Sonoma</td>\n",
       "      <td>Sauvignon Blanc</td>\n",
       "      <td>Macauley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>US</td>\n",
       "      <td>Reserve</td>\n",
       "      <td>(95, 100]</td>\n",
       "      <td>(60.0, 210.0]</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Willamette Valley</td>\n",
       "      <td>Willamette Valley</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Ponzi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>US</td>\n",
       "      <td>Silice</td>\n",
       "      <td>(90, 95]</td>\n",
       "      <td>(60.0, 210.0]</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Chehalem Mountains</td>\n",
       "      <td>Willamette Valley</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Bergström</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>US</td>\n",
       "      <td>Gap's Crown Vineyard</td>\n",
       "      <td>(90, 95]</td>\n",
       "      <td>(50.0, 60.0]</td>\n",
       "      <td>California</td>\n",
       "      <td>Sonoma Coast</td>\n",
       "      <td>Sonoma</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Blue Farm</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  country                    designation     points          price  \\\n",
       "0      US              Martha's Vineyard  (95, 100]            nan   \n",
       "2      US  Special Selected Late Harvest  (95, 100]  (60.0, 210.0]   \n",
       "3      US                        Reserve  (95, 100]  (60.0, 210.0]   \n",
       "8      US                         Silice   (90, 95]  (60.0, 210.0]   \n",
       "9      US           Gap's Crown Vineyard   (90, 95]   (50.0, 60.0]   \n",
       "\n",
       "     province            region_1           region_2             variety  \\\n",
       "0  California         Napa Valley               Napa  Cabernet Sauvignon   \n",
       "2  California      Knights Valley             Sonoma     Sauvignon Blanc   \n",
       "3      Oregon   Willamette Valley  Willamette Valley          Pinot Noir   \n",
       "8      Oregon  Chehalem Mountains  Willamette Valley          Pinot Noir   \n",
       "9  California        Sonoma Coast             Sonoma          Pinot Noir   \n",
       "\n",
       "      winery  \n",
       "0      Heitz  \n",
       "2   Macauley  \n",
       "3      Ponzi  \n",
       "8  Bergström  \n",
       "9  Blue Farm  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wine = wine.drop(columns=['Unnamed: 0','description'])\n",
    "wine.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2、找出频繁项集"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 使用Apriori算法提取频繁项集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def createC1( dataSet ):\n",
    "    \"\"\"\n",
    "    构建 频繁 1-项集\n",
    "    \"\"\"\n",
    "    C1 = []\n",
    "    for transaction in np.array(dataSet):\n",
    "        for item in transaction:\n",
    "            if [item] not in C1:\n",
    "                C1.append( [item] )\n",
    "    C1.sort()\n",
    "    return list(map( frozenset, C1 ))\n",
    "\n",
    "def scanD( D, Ck, minSupport ):\n",
    "    \"\"\"\n",
    "    计算Ck中的项集在数据集合D(记录或者transactions)中的支持度,\n",
    "    返回满足最小支持度的项集的集合，和所有项集支持度信息的字典。\n",
    "    \"\"\"\n",
    "    ssCnt = {}\n",
    "    for tid in D:\n",
    "        # 对于每一条transaction\n",
    "        if Ck is not None:\n",
    "            for can in Ck:\n",
    "                # 对于每一个候选项集can，检查是否是transaction的一部分\n",
    "                # 即该候选can是否得到transaction的支持\n",
    "                if can.issubset( tid ):\n",
    "                    ssCnt[ can ] = ssCnt.get( can, 0) + 1\n",
    "    numItems = float( len( D ) )\n",
    "    retList = []\n",
    "    supportData = {}\n",
    "    for key in ssCnt:\n",
    "        # 每个项集的支持度\n",
    "        support = ssCnt[ key ] / numItems\n",
    "        \n",
    "        # 将满足最小支持度的项集，加入retList\n",
    "        if support >= minSupport:\n",
    "            retList.insert( 0, key )\n",
    "            \n",
    "            # 汇总支持度数据\n",
    "            supportData[ key ] = support\n",
    "    return retList, supportData"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def aprioriGen( Lk, k ):\n",
    "    '''\n",
    "    由初始候选项集的集合Lk生成新的生成候选项集，\n",
    "    k表示生成的新项集中所含有的元素个数\n",
    "    '''\n",
    "    retList = []\n",
    "    lenLk = len( Lk )\n",
    "    for i in range( lenLk ):\n",
    "        for j in range( i + 1, lenLk ):\n",
    "            L1 = list( Lk[ i ] )[ : k - 2 ];\n",
    "            L2 = list( Lk[ j ] )[ : k - 2 ];\n",
    "            L1.sort();L2.sort()    \n",
    "            if L1==L2:\n",
    "                retList.append( Lk[ i ] | Lk[ j ] ) \n",
    "    return retList\n",
    "\n",
    "def apriori( dataSet, minSupport = 0.5 ):\n",
    "    # 构建初始候选项集C1\n",
    "    C1 = createC1( dataSet )\n",
    "    \n",
    "    # 将dataSet集合化，以满足scanD的格式要求\n",
    "    D =list( map( set, dataSet ))\n",
    "    \n",
    "    # 构建初始的频繁项集，即所有项集只有一个元素\n",
    "    L1, suppData = scanD( D, C1, minSupport )\n",
    "    L = [ L1 ]\n",
    "    # 最初的L1中的每个项集含有一个元素，新生成的\n",
    "    # 项集应该含有2个元素，所以 k=2\n",
    "    k = 2\n",
    "    \n",
    "    while ( len( L[ k - 2 ] ) > 0 ):\n",
    "        Ck = aprioriGen( L[ k - 2 ], k )\n",
    "        Lk, supK = scanD( D, Ck, minSupport )\n",
    "        \n",
    "        # 将新的项集的支持度数据加入原来的总支持度字典中\n",
    "        suppData.update( supK )\n",
    "        \n",
    "        # 将符合最小支持度要求的项集加入L\n",
    "        L.append( Lk )\n",
    "        \n",
    "        # 新生成的项集中的元素个数应不断增加\n",
    "        k += 1\n",
    "    # 返回所有满足条件的频繁项集的列表，和所有候选项集的支持度信息\n",
    "    return L, suppData"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[frozenset({'(80, 85]'}),\n",
       "  frozenset({'Red Blend'}),\n",
       "  frozenset({'Zinfandel'}),\n",
       "  frozenset({'Paso Robles'}),\n",
       "  frozenset({'(0.0, 20.0]'}),\n",
       "  frozenset({'Columbia Valley (WA)'}),\n",
       "  frozenset({'Russian River Valley'}),\n",
       "  frozenset({'(85, 90]'}),\n",
       "  frozenset({'(30.0, 40.0]'}),\n",
       "  frozenset({'Washington'}),\n",
       "  frozenset({'Syrah'}),\n",
       "  frozenset({'Columbia Valley'}),\n",
       "  frozenset({'Central Coast'}),\n",
       "  frozenset({'(20.0, 30.0]'}),\n",
       "  frozenset({'Chardonnay'}),\n",
       "  frozenset({'(40.0, 50.0]'}),\n",
       "  frozenset({'(50.0, 60.0]'}),\n",
       "  frozenset({'(90, 95]'}),\n",
       "  frozenset({'Willamette Valley'}),\n",
       "  frozenset({'Pinot Noir'}),\n",
       "  frozenset({'Oregon'}),\n",
       "  frozenset({'Sonoma'}),\n",
       "  frozenset({'(60.0, 210.0]'}),\n",
       "  frozenset({'US'}),\n",
       "  frozenset({'Napa Valley'}),\n",
       "  frozenset({'Napa'}),\n",
       "  frozenset({'California'}),\n",
       "  frozenset({'Cabernet Sauvignon'})],\n",
       " [frozenset({'(20.0, 30.0]', '(80, 85]'}),\n",
       "  frozenset({'(80, 85]', 'California'}),\n",
       "  frozenset({'(80, 85]', 'US'}),\n",
       "  frozenset({'(80, 85]', 'Central Coast'}),\n",
       "  frozenset({'(0.0, 20.0]', '(80, 85]'}),\n",
       "  frozenset({'Red Blend', 'US'}),\n",
       "  frozenset({'(85, 90]', 'Pinot Noir'}),\n",
       "  frozenset({'(20.0, 30.0]', 'Central Coast'}),\n",
       "  frozenset({'California', 'Zinfandel'}),\n",
       "  frozenset({'US', 'Zinfandel'}),\n",
       "  frozenset({'(85, 90]', 'Central Coast'}),\n",
       "  frozenset({'California', 'Paso Robles'}),\n",
       "  frozenset({'Paso Robles', 'US'}),\n",
       "  frozenset({'Central Coast', 'Paso Robles'}),\n",
       "  frozenset({'(0.0, 20.0]', 'California'}),\n",
       "  frozenset({'(0.0, 20.0]', 'US'}),\n",
       "  frozenset({'(0.0, 20.0]', '(85, 90]'}),\n",
       "  frozenset({'(30.0, 40.0]', '(90, 95]'}),\n",
       "  frozenset({'(30.0, 40.0]', 'Central Coast'}),\n",
       "  frozenset({'(20.0, 30.0]', '(85, 90]'}),\n",
       "  frozenset({'(85, 90]', 'Cabernet Sauvignon'}),\n",
       "  frozenset({'(85, 90]', 'Napa'}),\n",
       "  frozenset({'(40.0, 50.0]', '(85, 90]'}),\n",
       "  frozenset({'(85, 90]', 'Columbia Valley'}),\n",
       "  frozenset({'(85, 90]', 'Washington'}),\n",
       "  frozenset({'Columbia Valley (WA)', 'US'}),\n",
       "  frozenset({'Columbia Valley', 'Columbia Valley (WA)'}),\n",
       "  frozenset({'Columbia Valley (WA)', 'Washington'}),\n",
       "  frozenset({'(30.0, 40.0]', 'California'}),\n",
       "  frozenset({'(30.0, 40.0]', 'US'}),\n",
       "  frozenset({'(85, 90]', 'California'}),\n",
       "  frozenset({'(85, 90]', 'US'}),\n",
       "  frozenset({'(85, 90]', 'Sonoma'}),\n",
       "  frozenset({'(85, 90]', 'Chardonnay'}),\n",
       "  frozenset({'(30.0, 40.0]', '(85, 90]'}),\n",
       "  frozenset({'California', 'Russian River Valley'}),\n",
       "  frozenset({'Russian River Valley', 'US'}),\n",
       "  frozenset({'Russian River Valley', 'Sonoma'}),\n",
       "  frozenset({'Columbia Valley', 'US'}),\n",
       "  frozenset({'Syrah', 'US'}),\n",
       "  frozenset({'US', 'Washington'}),\n",
       "  frozenset({'Columbia Valley', 'Washington'}),\n",
       "  frozenset({'(40.0, 50.0]', 'California'}),\n",
       "  frozenset({'Central Coast', 'Pinot Noir'}),\n",
       "  frozenset({'California', 'Chardonnay'}),\n",
       "  frozenset({'California', 'Central Coast'}),\n",
       "  frozenset({'Central Coast', 'US'}),\n",
       "  frozenset({'(90, 95]', 'Central Coast'}),\n",
       "  frozenset({'(20.0, 30.0]', 'California'}),\n",
       "  frozenset({'(20.0, 30.0]', 'US'}),\n",
       "  frozenset({'(90, 95]', 'Napa'}),\n",
       "  frozenset({'Chardonnay', 'US'}),\n",
       "  frozenset({'(40.0, 50.0]', 'US'}),\n",
       "  frozenset({'(40.0, 50.0]', 'Pinot Noir'}),\n",
       "  frozenset({'(40.0, 50.0]', '(90, 95]'}),\n",
       "  frozenset({'California', 'Pinot Noir'}),\n",
       "  frozenset({'Pinot Noir', 'Sonoma'}),\n",
       "  frozenset({'(90, 95]', 'California'}),\n",
       "  frozenset({'(90, 95]', 'Sonoma'}),\n",
       "  frozenset({'(50.0, 60.0]', 'California'}),\n",
       "  frozenset({'(50.0, 60.0]', 'US'}),\n",
       "  frozenset({'(90, 95]', 'US'}),\n",
       "  frozenset({'(60.0, 210.0]', '(90, 95]'}),\n",
       "  frozenset({'(90, 95]', 'Pinot Noir'}),\n",
       "  frozenset({'Oregon', 'US'}),\n",
       "  frozenset({'Pinot Noir', 'US'}),\n",
       "  frozenset({'Oregon', 'Pinot Noir'}),\n",
       "  frozenset({'US', 'Willamette Valley'}),\n",
       "  frozenset({'Oregon', 'Willamette Valley'}),\n",
       "  frozenset({'(60.0, 210.0]', 'California'}),\n",
       "  frozenset({'(60.0, 210.0]', 'US'}),\n",
       "  frozenset({'California', 'Sonoma'}),\n",
       "  frozenset({'Sonoma', 'US'}),\n",
       "  frozenset({'Cabernet Sauvignon', 'California'}),\n",
       "  frozenset({'Cabernet Sauvignon', 'Napa'}),\n",
       "  frozenset({'California', 'Napa'}),\n",
       "  frozenset({'California', 'Napa Valley'}),\n",
       "  frozenset({'Napa', 'Napa Valley'}),\n",
       "  frozenset({'Cabernet Sauvignon', 'US'}),\n",
       "  frozenset({'California', 'US'}),\n",
       "  frozenset({'Napa', 'US'}),\n",
       "  frozenset({'Napa Valley', 'US'})],\n",
       " [frozenset({'(20.0, 30.0]', '(80, 85]', 'US'}),\n",
       "  frozenset({'(0.0, 20.0]', '(80, 85]', 'US'}),\n",
       "  frozenset({'(0.0, 20.0]', '(80, 85]', 'California'}),\n",
       "  frozenset({'(80, 85]', 'Central Coast', 'US'}),\n",
       "  frozenset({'(80, 85]', 'California', 'Central Coast'}),\n",
       "  frozenset({'(80, 85]', 'California', 'US'}),\n",
       "  frozenset({'(85, 90]', 'California', 'Pinot Noir'}),\n",
       "  frozenset({'(85, 90]', 'Pinot Noir', 'US'}),\n",
       "  frozenset({'(20.0, 30.0]', 'Central Coast', 'US'}),\n",
       "  frozenset({'(20.0, 30.0]', 'California', 'Central Coast'}),\n",
       "  frozenset({'(20.0, 30.0]', '(85, 90]', 'California'}),\n",
       "  frozenset({'California', 'US', 'Zinfandel'}),\n",
       "  frozenset({'Central Coast', 'Paso Robles', 'US'}),\n",
       "  frozenset({'California', 'Central Coast', 'Paso Robles'}),\n",
       "  frozenset({'California', 'Paso Robles', 'US'}),\n",
       "  frozenset({'(85, 90]', 'Central Coast', 'US'}),\n",
       "  frozenset({'(85, 90]', 'California', 'Central Coast'}),\n",
       "  frozenset({'(40.0, 50.0]', '(85, 90]', 'California'}),\n",
       "  frozenset({'(0.0, 20.0]', '(85, 90]', 'US'}),\n",
       "  frozenset({'(0.0, 20.0]', '(85, 90]', 'California'}),\n",
       "  frozenset({'(0.0, 20.0]', 'California', 'US'}),\n",
       "  frozenset({'(30.0, 40.0]', 'Central Coast', 'US'}),\n",
       "  frozenset({'(30.0, 40.0]', 'California', 'Central Coast'}),\n",
       "  frozenset({'(30.0, 40.0]', '(90, 95]', 'US'}),\n",
       "  frozenset({'(20.0, 30.0]', '(85, 90]', 'US'}),\n",
       "  frozenset({'(85, 90]', 'Napa', 'US'}),\n",
       "  frozenset({'(85, 90]', 'California', 'Napa'}),\n",
       "  frozenset({'(85, 90]', 'Cabernet Sauvignon', 'US'}),\n",
       "  frozenset({'Columbia Valley', 'Columbia Valley (WA)', 'Washington'}),\n",
       "  frozenset({'Columbia Valley', 'Columbia Valley (WA)', 'US'}),\n",
       "  frozenset({'Columbia Valley (WA)', 'US', 'Washington'}),\n",
       "  frozenset({'(85, 90]', 'US', 'Washington'}),\n",
       "  frozenset({'(85, 90]', 'Columbia Valley', 'US'}),\n",
       "  frozenset({'(85, 90]', 'Columbia Valley', 'Washington'}),\n",
       "  frozenset({'(40.0, 50.0]', '(85, 90]', 'US'}),\n",
       "  frozenset({'Russian River Valley', 'Sonoma', 'US'}),\n",
       "  frozenset({'California', 'Russian River Valley', 'Sonoma'}),\n",
       "  frozenset({'California', 'Russian River Valley', 'US'}),\n",
       "  frozenset({'(30.0, 40.0]', '(85, 90]', 'US'}),\n",
       "  frozenset({'(85, 90]', 'Chardonnay', 'US'}),\n",
       "  frozenset({'(85, 90]', 'Sonoma', 'US'}),\n",
       "  frozenset({'(30.0, 40.0]', '(85, 90]', 'California'}),\n",
       "  frozenset({'(85, 90]', 'California', 'Chardonnay'}),\n",
       "  frozenset({'(85, 90]', 'California', 'Sonoma'}),\n",
       "  frozenset({'(85, 90]', 'California', 'US'}),\n",
       "  frozenset({'(30.0, 40.0]', 'California', 'US'}),\n",
       "  frozenset({'Columbia Valley', 'US', 'Washington'}),\n",
       "  frozenset({'Central Coast', 'Pinot Noir', 'US'}),\n",
       "  frozenset({'California', 'Central Coast', 'Pinot Noir'}),\n",
       "  frozenset({'(40.0, 50.0]', 'California', 'US'}),\n",
       "  frozenset({'(90, 95]', 'Central Coast', 'US'}),\n",
       "  frozenset({'(90, 95]', 'California', 'Central Coast'}),\n",
       "  frozenset({'California', 'Central Coast', 'US'}),\n",
       "  frozenset({'California', 'Chardonnay', 'US'}),\n",
       "  frozenset({'(20.0, 30.0]', 'California', 'US'}),\n",
       "  frozenset({'(90, 95]', 'Napa', 'US'}),\n",
       "  frozenset({'(90, 95]', 'California', 'Napa'}),\n",
       "  frozenset({'(40.0, 50.0]', '(90, 95]', 'US'}),\n",
       "  frozenset({'(40.0, 50.0]', 'Pinot Noir', 'US'}),\n",
       "  frozenset({'(50.0, 60.0]', 'California', 'US'}),\n",
       "  frozenset({'(90, 95]', 'Sonoma', 'US'}),\n",
       "  frozenset({'(90, 95]', 'California', 'Pinot Noir'}),\n",
       "  frozenset({'(90, 95]', 'California', 'US'}),\n",
       "  frozenset({'(90, 95]', 'California', 'Sonoma'}),\n",
       "  frozenset({'Pinot Noir', 'Sonoma', 'US'}),\n",
       "  frozenset({'California', 'Pinot Noir', 'Sonoma'}),\n",
       "  frozenset({'California', 'Pinot Noir', 'US'}),\n",
       "  frozenset({'(90, 95]', 'Pinot Noir', 'US'}),\n",
       "  frozenset({'(60.0, 210.0]', '(90, 95]', 'US'}),\n",
       "  frozenset({'Oregon', 'Pinot Noir', 'US'}),\n",
       "  frozenset({'Oregon', 'US', 'Willamette Valley'}),\n",
       "  frozenset({'California', 'Sonoma', 'US'}),\n",
       "  frozenset({'(60.0, 210.0]', 'California', 'US'}),\n",
       "  frozenset({'Napa', 'Napa Valley', 'US'}),\n",
       "  frozenset({'California', 'Napa Valley', 'US'}),\n",
       "  frozenset({'California', 'Napa', 'Napa Valley'}),\n",
       "  frozenset({'California', 'Napa', 'US'}),\n",
       "  frozenset({'Cabernet Sauvignon', 'Napa', 'US'}),\n",
       "  frozenset({'Cabernet Sauvignon', 'California', 'US'}),\n",
       "  frozenset({'Cabernet Sauvignon', 'California', 'Napa'})],\n",
       " [frozenset({'(80, 85]', 'California', 'Central Coast', 'US'}),\n",
       "  frozenset({'(0.0, 20.0]', '(80, 85]', 'California', 'US'}),\n",
       "  frozenset({'(85, 90]', 'California', 'Pinot Noir', 'US'}),\n",
       "  frozenset({'(20.0, 30.0]', 'California', 'Central Coast', 'US'}),\n",
       "  frozenset({'(20.0, 30.0]', '(85, 90]', 'California', 'US'}),\n",
       "  frozenset({'(85, 90]', 'California', 'Central Coast', 'US'}),\n",
       "  frozenset({'California', 'Central Coast', 'Paso Robles', 'US'}),\n",
       "  frozenset({'(40.0, 50.0]', '(85, 90]', 'California', 'US'}),\n",
       "  frozenset({'(0.0, 20.0]', '(85, 90]', 'California', 'US'}),\n",
       "  frozenset({'(30.0, 40.0]', 'California', 'Central Coast', 'US'}),\n",
       "  frozenset({'(85, 90]', 'California', 'Napa', 'US'}),\n",
       "  frozenset({'(85, 90]', 'Columbia Valley', 'US', 'Washington'}),\n",
       "  frozenset({'Columbia Valley', 'Columbia Valley (WA)', 'US', 'Washington'}),\n",
       "  frozenset({'(85, 90]', 'California', 'Chardonnay', 'US'}),\n",
       "  frozenset({'(85, 90]', 'California', 'Sonoma', 'US'}),\n",
       "  frozenset({'(30.0, 40.0]', '(85, 90]', 'California', 'US'}),\n",
       "  frozenset({'California', 'Russian River Valley', 'Sonoma', 'US'}),\n",
       "  frozenset({'California', 'Central Coast', 'Pinot Noir', 'US'}),\n",
       "  frozenset({'(90, 95]', 'California', 'Central Coast', 'US'}),\n",
       "  frozenset({'(90, 95]', 'California', 'Napa', 'US'}),\n",
       "  frozenset({'California', 'Pinot Noir', 'Sonoma', 'US'}),\n",
       "  frozenset({'(90, 95]', 'California', 'Pinot Noir', 'US'}),\n",
       "  frozenset({'(90, 95]', 'California', 'Sonoma', 'US'}),\n",
       "  frozenset({'Cabernet Sauvignon', 'California', 'Napa', 'US'}),\n",
       "  frozenset({'California', 'Napa', 'Napa Valley', 'US'})],\n",
       " []]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "myDat = list(map(set,np.array(wine)))\n",
    "L, suppData = apriori(myDat, 0.05)\n",
    "L"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3、导出关联规则，计算其支持度和置信度;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[frozenset({'California'}),\n",
       "  frozenset({'(80, 85]', 'California'}),\n",
       "  0.8234507897934387],\n",
       " [frozenset({'US'}), frozenset({'(80, 85]', 'US'}), 1.0],\n",
       " [frozenset({'US'}), frozenset({'Red Blend', 'US'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Zinfandel'}),\n",
       "  0.9762663832801985],\n",
       " [frozenset({'US'}), frozenset({'US', 'Zinfandel'}), 1.0],\n",
       " [frozenset({'California'}), frozenset({'California', 'Paso Robles'}), 1.0],\n",
       " [frozenset({'US'}), frozenset({'Paso Robles', 'US'}), 1.0],\n",
       " [frozenset({'Central Coast'}),\n",
       "  frozenset({'Central Coast', 'Paso Robles'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(0.0, 20.0]', 'California'}),\n",
       "  0.6584529676451681],\n",
       " [frozenset({'US'}), frozenset({'(0.0, 20.0]', 'US'}), 1.0],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(0.0, 20.0]', '(85, 90]'}),\n",
       "  0.5366402399828584],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(20.0, 30.0]', '(85, 90]'}),\n",
       "  0.5878959513320746],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(85, 90]', 'Columbia Valley'}),\n",
       "  0.5718236819360415],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(85, 90]', 'Washington'}),\n",
       "  0.5803658934988566],\n",
       " [frozenset({'US'}), frozenset({'Columbia Valley (WA)', 'US'}), 1.0],\n",
       " [frozenset({'Columbia Valley'}),\n",
       "  frozenset({'Columbia Valley', 'Columbia Valley (WA)'}),\n",
       "  1.0],\n",
       " [frozenset({'Washington'}),\n",
       "  frozenset({'Columbia Valley (WA)', 'Washington'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(30.0, 40.0]', 'California'}),\n",
       "  0.7551099112996529],\n",
       " [frozenset({'US'}), frozenset({'(30.0, 40.0]', 'US'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(85, 90]', 'California'}),\n",
       "  0.6804610541281609],\n",
       " [frozenset({'(85, 90]'}), frozenset({'(85, 90]', 'US'}), 0.5018730409520654],\n",
       " [frozenset({'US'}), frozenset({'(85, 90]', 'US'}), 1.0],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(85, 90]', 'Chardonnay'}),\n",
       "  0.5039836567926456],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(30.0, 40.0]', '(85, 90]'}),\n",
       "  0.5329733898958735],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Russian River Valley'}),\n",
       "  1.0],\n",
       " [frozenset({'US'}), frozenset({'Russian River Valley', 'US'}), 1.0],\n",
       " [frozenset({'Sonoma'}), frozenset({'Russian River Valley', 'Sonoma'}), 1.0],\n",
       " [frozenset({'US'}), frozenset({'Columbia Valley', 'US'}), 1.0],\n",
       " [frozenset({'US'}), frozenset({'Syrah', 'US'}), 1.0],\n",
       " [frozenset({'US'}), frozenset({'US', 'Washington'}), 1.0],\n",
       " [frozenset({'Columbia Valley'}),\n",
       "  frozenset({'Columbia Valley', 'Washington'}),\n",
       "  0.9449526298595231],\n",
       " [frozenset({'Washington'}),\n",
       "  frozenset({'Columbia Valley', 'Washington'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(40.0, 50.0]', 'California'}),\n",
       "  0.7455958549222798],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Chardonnay'}),\n",
       "  0.8161389172625126],\n",
       " [frozenset({'California'}), frozenset({'California', 'Central Coast'}), 1.0],\n",
       " [frozenset({'US'}), frozenset({'Central Coast', 'US'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(20.0, 30.0]', 'California'}),\n",
       "  0.6899517516257604],\n",
       " [frozenset({'US'}), frozenset({'(20.0, 30.0]', 'US'}), 1.0],\n",
       " [frozenset({'US'}), frozenset({'Chardonnay', 'US'}), 1.0],\n",
       " [frozenset({'US'}), frozenset({'(40.0, 50.0]', 'US'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Pinot Noir'}),\n",
       "  0.7286748927038627],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(90, 95]', 'California'}),\n",
       "  0.7344410025344973],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(50.0, 60.0]', 'California'}),\n",
       "  0.798242402050531],\n",
       " [frozenset({'US'}), frozenset({'(50.0, 60.0]', 'US'}), 1.0],\n",
       " [frozenset({'US'}), frozenset({'(90, 95]', 'US'}), 1.0],\n",
       " [frozenset({'(90, 95]'}),\n",
       "  frozenset({'(60.0, 210.0]', '(90, 95]'}),\n",
       "  0.5889555222388806],\n",
       " [frozenset({'US'}), frozenset({'Oregon', 'US'}), 1.0],\n",
       " [frozenset({'US'}), frozenset({'Pinot Noir', 'US'}), 1.0],\n",
       " [frozenset({'Pinot Noir'}),\n",
       "  frozenset({'Oregon', 'Pinot Noir'}),\n",
       "  0.6470200856108002],\n",
       " [frozenset({'US'}), frozenset({'US', 'Willamette Valley'}), 1.0],\n",
       " [frozenset({'Oregon'}), frozenset({'Oregon', 'Willamette Valley'}), 1.0],\n",
       " [frozenset({'Willamette Valley'}),\n",
       "  frozenset({'Oregon', 'Willamette Valley'}),\n",
       "  0.78531445505433],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(60.0, 210.0]', 'California'}),\n",
       "  0.8473263368315842],\n",
       " [frozenset({'US'}), frozenset({'(60.0, 210.0]', 'US'}), 1.0],\n",
       " [frozenset({'California'}), frozenset({'California', 'Sonoma'}), 1.0],\n",
       " [frozenset({'US'}), frozenset({'Sonoma', 'US'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'Cabernet Sauvignon', 'California'}),\n",
       "  0.826593137254902],\n",
       " [frozenset({'California'}), frozenset({'California', 'Napa'}), 1.0],\n",
       " [frozenset({'California'}), frozenset({'California', 'Napa Valley'}), 1.0],\n",
       " [frozenset({'Napa Valley'}),\n",
       "  frozenset({'Napa', 'Napa Valley'}),\n",
       "  0.6869616288175412],\n",
       " [frozenset({'Napa'}), frozenset({'Napa', 'Napa Valley'}), 0.9997150997150998],\n",
       " [frozenset({'US'}), frozenset({'Cabernet Sauvignon', 'US'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'US'}),\n",
       "  0.7277337478657526],\n",
       " [frozenset({'US'}), frozenset({'California', 'US'}), 1.0],\n",
       " [frozenset({'US'}), frozenset({'Napa', 'US'}), 1.0],\n",
       " [frozenset({'US'}), frozenset({'Napa Valley', 'US'}), 1.0],\n",
       " [frozenset({'US'}), frozenset({'(20.0, 30.0]', '(80, 85]', 'US'}), 1.0],\n",
       " [frozenset({'US'}), frozenset({'(0.0, 20.0]', '(80, 85]', 'US'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(0.0, 20.0]', '(80, 85]', 'California'}),\n",
       "  0.7775690904212502],\n",
       " [frozenset({'US'}), frozenset({'(80, 85]', 'Central Coast', 'US'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(80, 85]', 'California', 'Central Coast'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(80, 85]', 'California', 'US'}),\n",
       "  0.8234507897934387],\n",
       " [frozenset({'US'}), frozenset({'(80, 85]', 'California', 'US'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(85, 90]', 'California', 'Pinot Noir'}),\n",
       "  0.6561023074784542],\n",
       " [frozenset({'US'}), frozenset({'(85, 90]', 'Pinot Noir', 'US'}), 1.0],\n",
       " [frozenset({'US'}), frozenset({'(20.0, 30.0]', 'Central Coast', 'US'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(20.0, 30.0]', 'California', 'Central Coast'}),\n",
       "  1.0],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(20.0, 30.0]', '(85, 90]', 'California'}),\n",
       "  0.5515354211006386],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(20.0, 30.0]', '(85, 90]', 'California'}),\n",
       "  0.6472792149866191],\n",
       " [frozenset({'US'}), frozenset({'California', 'US', 'Zinfandel'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'US', 'Zinfandel'}),\n",
       "  0.9762663832801985],\n",
       " [frozenset({'US'}), frozenset({'Central Coast', 'Paso Robles', 'US'}), 1.0],\n",
       " [frozenset({'Central Coast'}),\n",
       "  frozenset({'Central Coast', 'Paso Robles', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Central Coast', 'Paso Robles'}),\n",
       "  1.0],\n",
       " [frozenset({'Central Coast'}),\n",
       "  frozenset({'California', 'Central Coast', 'Paso Robles'}),\n",
       "  1.0],\n",
       " [frozenset({'US'}), frozenset({'California', 'Paso Robles', 'US'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Paso Robles', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'US'}), frozenset({'(85, 90]', 'Central Coast', 'US'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(85, 90]', 'California', 'Central Coast'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(40.0, 50.0]', '(85, 90]', 'California'}),\n",
       "  0.7391778828664969],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(0.0, 20.0]', '(85, 90]', 'US'}),\n",
       "  0.5366402399828584],\n",
       " [frozenset({'US'}), frozenset({'(0.0, 20.0]', '(85, 90]', 'US'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(0.0, 20.0]', '(85, 90]', 'California'}),\n",
       "  0.574166500299461],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(0.0, 20.0]', 'California', 'US'}),\n",
       "  0.6584529676451681],\n",
       " [frozenset({'US'}), frozenset({'(0.0, 20.0]', 'California', 'US'}), 1.0],\n",
       " [frozenset({'US'}), frozenset({'(30.0, 40.0]', 'Central Coast', 'US'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(30.0, 40.0]', 'California', 'Central Coast'}),\n",
       "  1.0],\n",
       " [frozenset({'US'}), frozenset({'(30.0, 40.0]', '(90, 95]', 'US'}), 1.0],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(20.0, 30.0]', '(85, 90]', 'US'}),\n",
       "  0.5878959513320746],\n",
       " [frozenset({'US'}), frozenset({'(20.0, 30.0]', '(85, 90]', 'US'}), 1.0],\n",
       " [frozenset({'US'}), frozenset({'(85, 90]', 'Napa', 'US'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(85, 90]', 'California', 'Napa'}),\n",
       "  1.0],\n",
       " [frozenset({'US'}), frozenset({'(85, 90]', 'Cabernet Sauvignon', 'US'}), 1.0],\n",
       " [frozenset({'Columbia Valley'}),\n",
       "  frozenset({'Columbia Valley', 'Columbia Valley (WA)', 'Washington'}),\n",
       "  1.0],\n",
       " [frozenset({'Washington'}),\n",
       "  frozenset({'Columbia Valley', 'Columbia Valley (WA)', 'Washington'}),\n",
       "  1.0],\n",
       " [frozenset({'Columbia Valley'}),\n",
       "  frozenset({'Columbia Valley', 'Columbia Valley (WA)', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'US'}),\n",
       "  frozenset({'Columbia Valley', 'Columbia Valley (WA)', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'Washington'}),\n",
       "  frozenset({'Columbia Valley (WA)', 'US', 'Washington'}),\n",
       "  1.0],\n",
       " [frozenset({'US'}),\n",
       "  frozenset({'Columbia Valley (WA)', 'US', 'Washington'}),\n",
       "  1.0],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(85, 90]', 'US', 'Washington'}),\n",
       "  0.5803658934988566],\n",
       " [frozenset({'US'}), frozenset({'(85, 90]', 'US', 'Washington'}), 1.0],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(85, 90]', 'Columbia Valley', 'US'}),\n",
       "  0.5718236819360415],\n",
       " [frozenset({'US'}), frozenset({'(85, 90]', 'Columbia Valley', 'US'}), 1.0],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(85, 90]', 'Columbia Valley', 'Washington'}),\n",
       "  0.5718236819360415],\n",
       " [frozenset({'Columbia Valley'}),\n",
       "  frozenset({'(85, 90]', 'Columbia Valley', 'Washington'}),\n",
       "  0.9310441880101323],\n",
       " [frozenset({'Washington'}),\n",
       "  frozenset({'(85, 90]', 'Columbia Valley', 'Washington'}),\n",
       "  1.0],\n",
       " [frozenset({'US'}), frozenset({'(40.0, 50.0]', '(85, 90]', 'US'}), 1.0],\n",
       " [frozenset({'Sonoma'}),\n",
       "  frozenset({'Russian River Valley', 'Sonoma', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'US'}), frozenset({'Russian River Valley', 'Sonoma', 'US'}), 1.0],\n",
       " [frozenset({'Sonoma'}),\n",
       "  frozenset({'California', 'Russian River Valley', 'Sonoma'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Russian River Valley', 'Sonoma'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Russian River Valley', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'US'}),\n",
       "  frozenset({'California', 'Russian River Valley', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(30.0, 40.0]', '(85, 90]', 'US'}),\n",
       "  0.5329733898958735],\n",
       " [frozenset({'US'}), frozenset({'(30.0, 40.0]', '(85, 90]', 'US'}), 1.0],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(85, 90]', 'Chardonnay', 'US'}),\n",
       "  0.5039836567926456],\n",
       " [frozenset({'US'}), frozenset({'(85, 90]', 'Chardonnay', 'US'}), 1.0],\n",
       " [frozenset({'US'}), frozenset({'(85, 90]', 'Sonoma', 'US'}), 1.0],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(30.0, 40.0]', '(85, 90]', 'California'}),\n",
       "  0.5161729656111679],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(30.0, 40.0]', '(85, 90]', 'California'}),\n",
       "  0.7313072841292813],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(85, 90]', 'California', 'Chardonnay'}),\n",
       "  0.8034049452776652],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(85, 90]', 'California', 'Sonoma'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(85, 90]', 'California', 'US'}),\n",
       "  0.6804610541281609],\n",
       " [frozenset({'US'}), frozenset({'(85, 90]', 'California', 'US'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(30.0, 40.0]', 'California', 'US'}),\n",
       "  0.7551099112996529],\n",
       " [frozenset({'US'}), frozenset({'(30.0, 40.0]', 'California', 'US'}), 1.0],\n",
       " [frozenset({'Columbia Valley'}),\n",
       "  frozenset({'Columbia Valley', 'US', 'Washington'}),\n",
       "  0.9449526298595231],\n",
       " [frozenset({'Washington'}),\n",
       "  frozenset({'Columbia Valley', 'US', 'Washington'}),\n",
       "  1.0],\n",
       " [frozenset({'US'}), frozenset({'Columbia Valley', 'US', 'Washington'}), 1.0],\n",
       " [frozenset({'US'}), frozenset({'Central Coast', 'Pinot Noir', 'US'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Central Coast', 'Pinot Noir'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(40.0, 50.0]', 'California', 'US'}),\n",
       "  0.7455958549222798],\n",
       " [frozenset({'US'}), frozenset({'(40.0, 50.0]', 'California', 'US'}), 1.0],\n",
       " [frozenset({'US'}), frozenset({'(90, 95]', 'Central Coast', 'US'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(90, 95]', 'California', 'Central Coast'}),\n",
       "  1.0],\n",
       " [frozenset({'US'}), frozenset({'California', 'Central Coast', 'US'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Central Coast', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'US'}), frozenset({'California', 'Chardonnay', 'US'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Chardonnay', 'US'}),\n",
       "  0.8161389172625126],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(20.0, 30.0]', 'California', 'US'}),\n",
       "  0.6899517516257604],\n",
       " [frozenset({'US'}), frozenset({'(20.0, 30.0]', 'California', 'US'}), 1.0],\n",
       " [frozenset({'US'}), frozenset({'(90, 95]', 'Napa', 'US'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(90, 95]', 'California', 'Napa'}),\n",
       "  1.0],\n",
       " [frozenset({'US'}), frozenset({'(40.0, 50.0]', '(90, 95]', 'US'}), 1.0],\n",
       " [frozenset({'US'}), frozenset({'(40.0, 50.0]', 'Pinot Noir', 'US'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(50.0, 60.0]', 'California', 'US'}),\n",
       "  0.798242402050531],\n",
       " [frozenset({'US'}), frozenset({'(50.0, 60.0]', 'California', 'US'}), 1.0],\n",
       " [frozenset({'US'}), frozenset({'(90, 95]', 'Sonoma', 'US'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(90, 95]', 'California', 'Pinot Noir'}),\n",
       "  0.782441413081497],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(90, 95]', 'California', 'US'}),\n",
       "  0.7344410025344973],\n",
       " [frozenset({'US'}), frozenset({'(90, 95]', 'California', 'US'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(90, 95]', 'California', 'Sonoma'}),\n",
       "  1.0],\n",
       " [frozenset({'US'}), frozenset({'Pinot Noir', 'Sonoma', 'US'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Pinot Noir', 'Sonoma'}),\n",
       "  1.0],\n",
       " [frozenset({'US'}), frozenset({'California', 'Pinot Noir', 'US'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Pinot Noir', 'US'}),\n",
       "  0.7286748927038627],\n",
       " [frozenset({'US'}), frozenset({'(90, 95]', 'Pinot Noir', 'US'}), 1.0],\n",
       " [frozenset({'(90, 95]'}),\n",
       "  frozenset({'(60.0, 210.0]', '(90, 95]', 'US'}),\n",
       "  0.5889555222388806],\n",
       " [frozenset({'US'}), frozenset({'(60.0, 210.0]', '(90, 95]', 'US'}), 1.0],\n",
       " [frozenset({'Pinot Noir'}),\n",
       "  frozenset({'Oregon', 'Pinot Noir', 'US'}),\n",
       "  0.6470200856108002],\n",
       " [frozenset({'US'}), frozenset({'Oregon', 'Pinot Noir', 'US'}), 1.0],\n",
       " [frozenset({'US'}), frozenset({'Oregon', 'US', 'Willamette Valley'}), 1.0],\n",
       " [frozenset({'Willamette Valley'}),\n",
       "  frozenset({'Oregon', 'US', 'Willamette Valley'}),\n",
       "  0.78531445505433],\n",
       " [frozenset({'Oregon'}),\n",
       "  frozenset({'Oregon', 'US', 'Willamette Valley'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}), frozenset({'California', 'Sonoma', 'US'}), 1.0],\n",
       " [frozenset({'US'}), frozenset({'California', 'Sonoma', 'US'}), 1.0],\n",
       " [frozenset({'US'}), frozenset({'(60.0, 210.0]', 'California', 'US'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(60.0, 210.0]', 'California', 'US'}),\n",
       "  0.8473263368315842],\n",
       " [frozenset({'US'}), frozenset({'Napa', 'Napa Valley', 'US'}), 1.0],\n",
       " [frozenset({'Napa Valley'}),\n",
       "  frozenset({'Napa', 'Napa Valley', 'US'}),\n",
       "  0.6869616288175412],\n",
       " [frozenset({'Napa'}),\n",
       "  frozenset({'Napa', 'Napa Valley', 'US'}),\n",
       "  0.9997150997150998],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Napa Valley', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'US'}), frozenset({'California', 'Napa Valley', 'US'}), 1.0],\n",
       " [frozenset({'Napa Valley'}),\n",
       "  frozenset({'California', 'Napa', 'Napa Valley'}),\n",
       "  0.6869616288175412],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Napa', 'Napa Valley'}),\n",
       "  1.0],\n",
       " [frozenset({'Napa'}),\n",
       "  frozenset({'California', 'Napa', 'Napa Valley'}),\n",
       "  0.9997150997150998],\n",
       " [frozenset({'US'}), frozenset({'California', 'Napa', 'US'}), 1.0],\n",
       " [frozenset({'California'}), frozenset({'California', 'Napa', 'US'}), 1.0],\n",
       " [frozenset({'US'}), frozenset({'Cabernet Sauvignon', 'Napa', 'US'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'Cabernet Sauvignon', 'California', 'US'}),\n",
       "  0.826593137254902],\n",
       " [frozenset({'US'}),\n",
       "  frozenset({'Cabernet Sauvignon', 'California', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'Cabernet Sauvignon', 'California', 'Napa'}),\n",
       "  1.0],\n",
       " [frozenset({'Napa'}),\n",
       "  frozenset({'Cabernet Sauvignon', 'California', 'Napa'}),\n",
       "  0.5702989869038794],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(80, 85]', 'California', 'Central Coast', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'US'}),\n",
       "  frozenset({'(80, 85]', 'California', 'Central Coast', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(0.0, 20.0]', '(80, 85]', 'California', 'US'}),\n",
       "  0.7775690904212502],\n",
       " [frozenset({'US'}),\n",
       "  frozenset({'(0.0, 20.0]', '(80, 85]', 'California', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(85, 90]', 'California', 'Pinot Noir', 'US'}),\n",
       "  0.6561023074784542],\n",
       " [frozenset({'US'}),\n",
       "  frozenset({'(85, 90]', 'California', 'Pinot Noir', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(20.0, 30.0]', 'California', 'Central Coast', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'US'}),\n",
       "  frozenset({'(20.0, 30.0]', 'California', 'Central Coast', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(20.0, 30.0]', '(85, 90]', 'California', 'US'}),\n",
       "  0.5515354211006386],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(20.0, 30.0]', '(85, 90]', 'California', 'US'}),\n",
       "  0.6472792149866191],\n",
       " [frozenset({'US'}),\n",
       "  frozenset({'(20.0, 30.0]', '(85, 90]', 'California', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(85, 90]', 'California', 'Central Coast', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'US'}),\n",
       "  frozenset({'(85, 90]', 'California', 'Central Coast', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'Central Coast'}),\n",
       "  frozenset({'California', 'Central Coast', 'Paso Robles', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Central Coast', 'Paso Robles', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'US'}),\n",
       "  frozenset({'California', 'Central Coast', 'Paso Robles', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(40.0, 50.0]', '(85, 90]', 'California', 'US'}),\n",
       "  0.7391778828664969],\n",
       " [frozenset({'US'}),\n",
       "  frozenset({'(40.0, 50.0]', '(85, 90]', 'California', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(0.0, 20.0]', '(85, 90]', 'California', 'US'}),\n",
       "  0.574166500299461],\n",
       " [frozenset({'US'}),\n",
       "  frozenset({'(0.0, 20.0]', '(85, 90]', 'California', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(30.0, 40.0]', 'California', 'Central Coast', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'US'}),\n",
       "  frozenset({'(30.0, 40.0]', 'California', 'Central Coast', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'US'}), frozenset({'(85, 90]', 'California', 'Napa', 'US'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(85, 90]', 'California', 'Napa', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'Washington'}),\n",
       "  frozenset({'(85, 90]', 'Columbia Valley', 'US', 'Washington'}),\n",
       "  1.0],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(85, 90]', 'Columbia Valley', 'US', 'Washington'}),\n",
       "  0.5718236819360415],\n",
       " [frozenset({'Columbia Valley'}),\n",
       "  frozenset({'(85, 90]', 'Columbia Valley', 'US', 'Washington'}),\n",
       "  0.9310441880101323],\n",
       " [frozenset({'US'}),\n",
       "  frozenset({'(85, 90]', 'Columbia Valley', 'US', 'Washington'}),\n",
       "  1.0],\n",
       " [frozenset({'Washington'}),\n",
       "  frozenset({'Columbia Valley', 'Columbia Valley (WA)', 'US', 'Washington'}),\n",
       "  1.0],\n",
       " [frozenset({'Columbia Valley'}),\n",
       "  frozenset({'Columbia Valley', 'Columbia Valley (WA)', 'US', 'Washington'}),\n",
       "  1.0],\n",
       " [frozenset({'US'}),\n",
       "  frozenset({'Columbia Valley', 'Columbia Valley (WA)', 'US', 'Washington'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(85, 90]', 'California', 'Chardonnay', 'US'}),\n",
       "  0.8034049452776652],\n",
       " [frozenset({'US'}),\n",
       "  frozenset({'(85, 90]', 'California', 'Chardonnay', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(85, 90]', 'California', 'Sonoma', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'US'}),\n",
       "  frozenset({'(85, 90]', 'California', 'Sonoma', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(30.0, 40.0]', '(85, 90]', 'California', 'US'}),\n",
       "  0.5161729656111679],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(30.0, 40.0]', '(85, 90]', 'California', 'US'}),\n",
       "  0.7313072841292813],\n",
       " [frozenset({'US'}),\n",
       "  frozenset({'(30.0, 40.0]', '(85, 90]', 'California', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'Sonoma'}),\n",
       "  frozenset({'California', 'Russian River Valley', 'Sonoma', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Russian River Valley', 'Sonoma', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'US'}),\n",
       "  frozenset({'California', 'Russian River Valley', 'Sonoma', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Central Coast', 'Pinot Noir', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'US'}),\n",
       "  frozenset({'California', 'Central Coast', 'Pinot Noir', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(90, 95]', 'California', 'Central Coast', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'US'}),\n",
       "  frozenset({'(90, 95]', 'California', 'Central Coast', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'US'}), frozenset({'(90, 95]', 'California', 'Napa', 'US'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(90, 95]', 'California', 'Napa', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Pinot Noir', 'Sonoma', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'US'}),\n",
       "  frozenset({'California', 'Pinot Noir', 'Sonoma', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(90, 95]', 'California', 'Pinot Noir', 'US'}),\n",
       "  0.782441413081497],\n",
       " [frozenset({'US'}),\n",
       "  frozenset({'(90, 95]', 'California', 'Pinot Noir', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(90, 95]', 'California', 'Sonoma', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'US'}),\n",
       "  frozenset({'(90, 95]', 'California', 'Sonoma', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'Napa'}),\n",
       "  frozenset({'Cabernet Sauvignon', 'California', 'Napa', 'US'}),\n",
       "  0.5702989869038794],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'Cabernet Sauvignon', 'California', 'Napa', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'US'}),\n",
       "  frozenset({'Cabernet Sauvignon', 'California', 'Napa', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'Napa'}),\n",
       "  frozenset({'California', 'Napa', 'Napa Valley', 'US'}),\n",
       "  0.9997150997150998],\n",
       " [frozenset({'Napa Valley'}),\n",
       "  frozenset({'California', 'Napa', 'Napa Valley', 'US'}),\n",
       "  0.6869616288175412],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Napa', 'Napa Valley', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'US'}),\n",
       "  frozenset({'California', 'Napa', 'Napa Valley', 'US'}),\n",
       "  1.0]]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def select_conf(L,suppData,thredhold=0.5):\n",
    "    confList = []\n",
    "    for itemSet in L:\n",
    "            for record in itemSet:\n",
    "                if(len(record)>1): \n",
    "                    for i in record: \n",
    "                        tar = suppData[frozenset([i])]\n",
    "                        bset = record - frozenset([i])\n",
    "                        aset = suppData[record]\n",
    "                        ret = suppData.get(bset)\n",
    "                        try:\n",
    "                            if suppData.get(bset):\n",
    "                                con = aset/ret\n",
    "                                if con > thredhold:\n",
    "                                    confList.append([frozenset([i]),record,con])\n",
    "                        except TypeError as e:\n",
    "                            print(e)\n",
    "\n",
    "    return confList\n",
    "\n",
    "\n",
    "confList = select_conf(L,suppData)\n",
    "confList"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4、对规则进行评价，可使用Lift及其它指标, 要求至少2种；"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[frozenset({'California'}),\n",
       "  frozenset({'(80, 85]', 'California'}),\n",
       "  0.8234507897934387],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Zinfandel'}),\n",
       "  0.9762663832801985],\n",
       " [frozenset({'California'}), frozenset({'California', 'Paso Robles'}), 1.0],\n",
       " [frozenset({'Central Coast'}),\n",
       "  frozenset({'Central Coast', 'Paso Robles'}),\n",
       "  1.0],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(0.0, 20.0]', '(85, 90]'}),\n",
       "  0.5366402399828584],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(20.0, 30.0]', '(85, 90]'}),\n",
       "  0.5878959513320746],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(85, 90]', 'Columbia Valley'}),\n",
       "  0.5718236819360415],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(85, 90]', 'Washington'}),\n",
       "  0.5803658934988566],\n",
       " [frozenset({'Columbia Valley'}),\n",
       "  frozenset({'Columbia Valley', 'Columbia Valley (WA)'}),\n",
       "  1.0],\n",
       " [frozenset({'Washington'}),\n",
       "  frozenset({'Columbia Valley (WA)', 'Washington'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(30.0, 40.0]', 'California'}),\n",
       "  0.7551099112996529],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(85, 90]', 'Chardonnay'}),\n",
       "  0.5039836567926456],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(30.0, 40.0]', '(85, 90]'}),\n",
       "  0.5329733898958735],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Russian River Valley'}),\n",
       "  1.0],\n",
       " [frozenset({'Sonoma'}), frozenset({'Russian River Valley', 'Sonoma'}), 1.0],\n",
       " [frozenset({'Columbia Valley'}),\n",
       "  frozenset({'Columbia Valley', 'Washington'}),\n",
       "  0.9449526298595231],\n",
       " [frozenset({'Washington'}),\n",
       "  frozenset({'Columbia Valley', 'Washington'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(40.0, 50.0]', 'California'}),\n",
       "  0.7455958549222798],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Chardonnay'}),\n",
       "  0.8161389172625126],\n",
       " [frozenset({'California'}), frozenset({'California', 'Central Coast'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Pinot Noir'}),\n",
       "  0.7286748927038627],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(90, 95]', 'California'}),\n",
       "  0.7344410025344973],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(50.0, 60.0]', 'California'}),\n",
       "  0.798242402050531],\n",
       " [frozenset({'(90, 95]'}),\n",
       "  frozenset({'(60.0, 210.0]', '(90, 95]'}),\n",
       "  0.5889555222388806],\n",
       " [frozenset({'Pinot Noir'}),\n",
       "  frozenset({'Oregon', 'Pinot Noir'}),\n",
       "  0.6470200856108002],\n",
       " [frozenset({'Oregon'}), frozenset({'Oregon', 'Willamette Valley'}), 1.0],\n",
       " [frozenset({'Willamette Valley'}),\n",
       "  frozenset({'Oregon', 'Willamette Valley'}),\n",
       "  0.78531445505433],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(60.0, 210.0]', 'California'}),\n",
       "  0.8473263368315842],\n",
       " [frozenset({'California'}), frozenset({'California', 'Sonoma'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'Cabernet Sauvignon', 'California'}),\n",
       "  0.826593137254902],\n",
       " [frozenset({'California'}), frozenset({'California', 'Napa'}), 1.0],\n",
       " [frozenset({'California'}), frozenset({'California', 'Napa Valley'}), 1.0],\n",
       " [frozenset({'Napa Valley'}),\n",
       "  frozenset({'Napa', 'Napa Valley'}),\n",
       "  0.6869616288175412],\n",
       " [frozenset({'Napa'}), frozenset({'Napa', 'Napa Valley'}), 0.9997150997150998],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(0.0, 20.0]', '(80, 85]', 'California'}),\n",
       "  0.7775690904212502],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(80, 85]', 'California', 'Central Coast'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(80, 85]', 'California', 'US'}),\n",
       "  0.8234507897934387],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(20.0, 30.0]', 'California', 'Central Coast'}),\n",
       "  1.0],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(20.0, 30.0]', '(85, 90]', 'California'}),\n",
       "  0.5515354211006386],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'US', 'Zinfandel'}),\n",
       "  0.9762663832801985],\n",
       " [frozenset({'Central Coast'}),\n",
       "  frozenset({'Central Coast', 'Paso Robles', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Central Coast', 'Paso Robles'}),\n",
       "  1.0],\n",
       " [frozenset({'Central Coast'}),\n",
       "  frozenset({'California', 'Central Coast', 'Paso Robles'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Paso Robles', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(85, 90]', 'California', 'Central Coast'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(40.0, 50.0]', '(85, 90]', 'California'}),\n",
       "  0.7391778828664969],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(0.0, 20.0]', '(85, 90]', 'US'}),\n",
       "  0.5366402399828584],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(30.0, 40.0]', 'California', 'Central Coast'}),\n",
       "  1.0],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(20.0, 30.0]', '(85, 90]', 'US'}),\n",
       "  0.5878959513320746],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(85, 90]', 'California', 'Napa'}),\n",
       "  1.0],\n",
       " [frozenset({'Columbia Valley'}),\n",
       "  frozenset({'Columbia Valley', 'Columbia Valley (WA)', 'Washington'}),\n",
       "  1.0],\n",
       " [frozenset({'Washington'}),\n",
       "  frozenset({'Columbia Valley', 'Columbia Valley (WA)', 'Washington'}),\n",
       "  1.0],\n",
       " [frozenset({'Columbia Valley'}),\n",
       "  frozenset({'Columbia Valley', 'Columbia Valley (WA)', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'Washington'}),\n",
       "  frozenset({'Columbia Valley (WA)', 'US', 'Washington'}),\n",
       "  1.0],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(85, 90]', 'US', 'Washington'}),\n",
       "  0.5803658934988566],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(85, 90]', 'Columbia Valley', 'US'}),\n",
       "  0.5718236819360415],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(85, 90]', 'Columbia Valley', 'Washington'}),\n",
       "  0.5718236819360415],\n",
       " [frozenset({'Columbia Valley'}),\n",
       "  frozenset({'(85, 90]', 'Columbia Valley', 'Washington'}),\n",
       "  0.9310441880101323],\n",
       " [frozenset({'Washington'}),\n",
       "  frozenset({'(85, 90]', 'Columbia Valley', 'Washington'}),\n",
       "  1.0],\n",
       " [frozenset({'Sonoma'}),\n",
       "  frozenset({'Russian River Valley', 'Sonoma', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'Sonoma'}),\n",
       "  frozenset({'California', 'Russian River Valley', 'Sonoma'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Russian River Valley', 'Sonoma'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Russian River Valley', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(30.0, 40.0]', '(85, 90]', 'US'}),\n",
       "  0.5329733898958735],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(85, 90]', 'Chardonnay', 'US'}),\n",
       "  0.5039836567926456],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(30.0, 40.0]', '(85, 90]', 'California'}),\n",
       "  0.5161729656111679],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(30.0, 40.0]', '(85, 90]', 'California'}),\n",
       "  0.7313072841292813],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(85, 90]', 'California', 'Chardonnay'}),\n",
       "  0.8034049452776652],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(85, 90]', 'California', 'Sonoma'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(30.0, 40.0]', 'California', 'US'}),\n",
       "  0.7551099112996529],\n",
       " [frozenset({'Columbia Valley'}),\n",
       "  frozenset({'Columbia Valley', 'US', 'Washington'}),\n",
       "  0.9449526298595231],\n",
       " [frozenset({'Washington'}),\n",
       "  frozenset({'Columbia Valley', 'US', 'Washington'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Central Coast', 'Pinot Noir'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(40.0, 50.0]', 'California', 'US'}),\n",
       "  0.7455958549222798],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(90, 95]', 'California', 'Central Coast'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Central Coast', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Chardonnay', 'US'}),\n",
       "  0.8161389172625126],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(90, 95]', 'California', 'Napa'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(50.0, 60.0]', 'California', 'US'}),\n",
       "  0.798242402050531],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(90, 95]', 'California', 'Pinot Noir'}),\n",
       "  0.782441413081497],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(90, 95]', 'California', 'US'}),\n",
       "  0.7344410025344973],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(90, 95]', 'California', 'Sonoma'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Pinot Noir', 'Sonoma'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Pinot Noir', 'US'}),\n",
       "  0.7286748927038627],\n",
       " [frozenset({'(90, 95]'}),\n",
       "  frozenset({'(60.0, 210.0]', '(90, 95]', 'US'}),\n",
       "  0.5889555222388806],\n",
       " [frozenset({'Pinot Noir'}),\n",
       "  frozenset({'Oregon', 'Pinot Noir', 'US'}),\n",
       "  0.6470200856108002],\n",
       " [frozenset({'Willamette Valley'}),\n",
       "  frozenset({'Oregon', 'US', 'Willamette Valley'}),\n",
       "  0.78531445505433],\n",
       " [frozenset({'Oregon'}),\n",
       "  frozenset({'Oregon', 'US', 'Willamette Valley'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}), frozenset({'California', 'Sonoma', 'US'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(60.0, 210.0]', 'California', 'US'}),\n",
       "  0.8473263368315842],\n",
       " [frozenset({'Napa Valley'}),\n",
       "  frozenset({'Napa', 'Napa Valley', 'US'}),\n",
       "  0.6869616288175412],\n",
       " [frozenset({'Napa'}),\n",
       "  frozenset({'Napa', 'Napa Valley', 'US'}),\n",
       "  0.9997150997150998],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Napa Valley', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'Napa Valley'}),\n",
       "  frozenset({'California', 'Napa', 'Napa Valley'}),\n",
       "  0.6869616288175412],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Napa', 'Napa Valley'}),\n",
       "  1.0],\n",
       " [frozenset({'Napa'}),\n",
       "  frozenset({'California', 'Napa', 'Napa Valley'}),\n",
       "  0.9997150997150998],\n",
       " [frozenset({'California'}), frozenset({'California', 'Napa', 'US'}), 1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'Cabernet Sauvignon', 'California', 'US'}),\n",
       "  0.826593137254902],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'Cabernet Sauvignon', 'California', 'Napa'}),\n",
       "  1.0],\n",
       " [frozenset({'Napa'}),\n",
       "  frozenset({'Cabernet Sauvignon', 'California', 'Napa'}),\n",
       "  0.5702989869038794],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(80, 85]', 'California', 'Central Coast', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(0.0, 20.0]', '(80, 85]', 'California', 'US'}),\n",
       "  0.7775690904212502],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(20.0, 30.0]', 'California', 'Central Coast', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(20.0, 30.0]', '(85, 90]', 'California', 'US'}),\n",
       "  0.5515354211006386],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(85, 90]', 'California', 'Central Coast', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'Central Coast'}),\n",
       "  frozenset({'California', 'Central Coast', 'Paso Robles', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Central Coast', 'Paso Robles', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(40.0, 50.0]', '(85, 90]', 'California', 'US'}),\n",
       "  0.7391778828664969],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(30.0, 40.0]', 'California', 'Central Coast', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(85, 90]', 'California', 'Napa', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'Washington'}),\n",
       "  frozenset({'(85, 90]', 'Columbia Valley', 'US', 'Washington'}),\n",
       "  1.0],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(85, 90]', 'Columbia Valley', 'US', 'Washington'}),\n",
       "  0.5718236819360415],\n",
       " [frozenset({'Columbia Valley'}),\n",
       "  frozenset({'(85, 90]', 'Columbia Valley', 'US', 'Washington'}),\n",
       "  0.9310441880101323],\n",
       " [frozenset({'Washington'}),\n",
       "  frozenset({'Columbia Valley', 'Columbia Valley (WA)', 'US', 'Washington'}),\n",
       "  1.0],\n",
       " [frozenset({'Columbia Valley'}),\n",
       "  frozenset({'Columbia Valley', 'Columbia Valley (WA)', 'US', 'Washington'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(85, 90]', 'California', 'Chardonnay', 'US'}),\n",
       "  0.8034049452776652],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(85, 90]', 'California', 'Sonoma', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'(85, 90]'}),\n",
       "  frozenset({'(30.0, 40.0]', '(85, 90]', 'California', 'US'}),\n",
       "  0.5161729656111679],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(30.0, 40.0]', '(85, 90]', 'California', 'US'}),\n",
       "  0.7313072841292813],\n",
       " [frozenset({'Sonoma'}),\n",
       "  frozenset({'California', 'Russian River Valley', 'Sonoma', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Russian River Valley', 'Sonoma', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Central Coast', 'Pinot Noir', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(90, 95]', 'California', 'Central Coast', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(90, 95]', 'California', 'Napa', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Pinot Noir', 'Sonoma', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(90, 95]', 'California', 'Pinot Noir', 'US'}),\n",
       "  0.782441413081497],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'(90, 95]', 'California', 'Sonoma', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'Napa'}),\n",
       "  frozenset({'Cabernet Sauvignon', 'California', 'Napa', 'US'}),\n",
       "  0.5702989869038794],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'Cabernet Sauvignon', 'California', 'Napa', 'US'}),\n",
       "  1.0],\n",
       " [frozenset({'Napa'}),\n",
       "  frozenset({'California', 'Napa', 'Napa Valley', 'US'}),\n",
       "  0.9997150997150998],\n",
       " [frozenset({'Napa Valley'}),\n",
       "  frozenset({'California', 'Napa', 'Napa Valley', 'US'}),\n",
       "  0.6869616288175412],\n",
       " [frozenset({'California'}),\n",
       "  frozenset({'California', 'Napa', 'Napa Valley', 'US'}),\n",
       "  1.0]]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Lift相关系数检\n",
    "def liftCheck(conList,suppData):\n",
    "    liftList_true=[]\n",
    "    liftList_no=[]\n",
    "    liftList_false=[]\n",
    "    for item in confList:\n",
    "        score = suppData.get(item[1])/(suppData.get(item[0])*suppData.get(item[1]-item[0]))\n",
    "        if score>1:\n",
    "            liftList_true.append(item)\n",
    "        if score<1:\n",
    "            liftList_false.append(item)\n",
    "        if score ==1:\n",
    "            liftList_no.append(item)\n",
    "    return liftList_true,liftList_no,liftList_false\n",
    "yes,no,false = liftCheck(confList,suppData)\n",
    "yes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['全自信度为:0.2373148439962181',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(80, 85]', 'California'}),\n",
       "   0.8234507897934387]],\n",
       " ['全自信度为:0.209729619530593',\n",
       "  [frozenset({'US'}), frozenset({'(80, 85]', 'US'}), 1.0]],\n",
       " ['全自信度为:0.07479422033077648',\n",
       "  [frozenset({'US'}), frozenset({'Red Blend', 'US'}), 1.0]],\n",
       " ['全自信度为:0.09650873691214064',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'California', 'Zinfandel'}),\n",
       "   0.9762663832801985]],\n",
       " ['全自信度为:0.0719400626895339',\n",
       "  [frozenset({'US'}), frozenset({'US', 'Zinfandel'}), 1.0]],\n",
       " ['全自信度为:0.07336204783415624',\n",
       "  [frozenset({'California'}), frozenset({'California', 'Paso Robles'}), 1.0]],\n",
       " ['全自信度为:0.05338803802145715',\n",
       "  [frozenset({'US'}), frozenset({'Paso Robles', 'US'}), 1.0]],\n",
       " ['全自信度为:0.22896174863387977',\n",
       "  [frozenset({'Central Coast'}),\n",
       "   frozenset({'Central Coast', 'Paso Robles'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.21521868543614525',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(0.0, 20.0]', 'California'}),\n",
       "   0.6584529676451681]],\n",
       " ['全自信度为:0.23786345913712698',\n",
       "  [frozenset({'US'}), frozenset({'(0.0, 20.0]', 'US'}), 1.0]],\n",
       " ['全自信度为:0.25434142378389357',\n",
       "  [frozenset({'(85, 90]'}),\n",
       "   frozenset({'(0.0, 20.0]', '(85, 90]'}),\n",
       "   0.5366402399828584]],\n",
       " ['全自信度为:0.28460444805524526',\n",
       "  [frozenset({'(85, 90]'}),\n",
       "   frozenset({'(20.0, 30.0]', '(85, 90]'}),\n",
       "   0.5878959513320746]],\n",
       " ['全自信度为:0.16796994008327412',\n",
       "  [frozenset({'(85, 90]'}),\n",
       "   frozenset({'(85, 90]', 'Columbia Valley'}),\n",
       "   0.5718236819360415]],\n",
       " ['全自信度为:0.18041027724179953',\n",
       "  [frozenset({'(85, 90]'}),\n",
       "   frozenset({'(85, 90]', 'Washington'}),\n",
       "   0.5803658934988566]],\n",
       " ['全自信度为:0.07346907571162814',\n",
       "  [frozenset({'US'}), frozenset({'Columbia Valley (WA)', 'US'}), 1.0]],\n",
       " ['全自信度为:0.4983578219533275',\n",
       "  [frozenset({'Columbia Valley'}),\n",
       "   frozenset({'Columbia Valley', 'Columbia Valley (WA)'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.4709245344658608',\n",
       "  [frozenset({'Washington'}),\n",
       "   frozenset({'Columbia Valley (WA)', 'Washington'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.2056938754070806',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(30.0, 40.0]', 'California'}),\n",
       "   0.7551099112996529]],\n",
       " ['全自信度为:0.19823653831451798',\n",
       "  [frozenset({'US'}), frozenset({'(30.0, 40.0]', 'US'}), 1.0]],\n",
       " ['全自信度为:0.46927198235108736',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(85, 90]', 'California'}),\n",
       "   0.6804610541281609]],\n",
       " ['全自信度为:0.5018730409520654',\n",
       "  [frozenset({'(85, 90]'}),\n",
       "   frozenset({'(85, 90]', 'US'}),\n",
       "   0.5018730409520654]],\n",
       " ['全自信度为:0.5018730409520654',\n",
       "  [frozenset({'US'}), frozenset({'(85, 90]', 'US'}), 1.0]],\n",
       " ['全自信度为:0.125266578653397',\n",
       "  [frozenset({'(85, 90]'}),\n",
       "   frozenset({'(85, 90]', 'Chardonnay'}),\n",
       "   0.5039836567926456]],\n",
       " ['全自信度为:0.21052097085406724',\n",
       "  [frozenset({'(85, 90]'}),\n",
       "   frozenset({'(30.0, 40.0]', '(85, 90]'}),\n",
       "   0.5329733898958735]],\n",
       " ['全自信度为:0.09209650873691215',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'California', 'Russian River Valley'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.06702173746846411',\n",
       "  [frozenset({'US'}), frozenset({'Russian River Valley', 'US'}), 1.0]],\n",
       " ['全自信度为:0.33778576932956594',\n",
       "  [frozenset({'Sonoma'}), frozenset({'Russian River Valley', 'Sonoma'}), 1.0]],\n",
       " ['全自信度为:0.1474223388802528',\n",
       "  [frozenset({'US'}), frozenset({'Columbia Valley', 'US'}), 1.0]],\n",
       " ['全自信度为:0.07168522718585153',\n",
       "  [frozenset({'US'}), frozenset({'Syrah', 'US'}), 1.0]],\n",
       " ['全自信度为:0.15601029535434877',\n",
       "  [frozenset({'US'}), frozenset({'US', 'Washington'}), 1.0]],\n",
       " ['全自信度为:0.9449526298595231',\n",
       "  [frozenset({'Columbia Valley'}),\n",
       "   frozenset({'Columbia Valley', 'Washington'}),\n",
       "   0.9449526298595231]],\n",
       " ['全自信度为:0.9449526298595231',\n",
       "  [frozenset({'Washington'}),\n",
       "   frozenset({'Columbia Valley', 'Washington'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.1511713415274714',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(40.0, 50.0]', 'California'}),\n",
       "   0.7455958549222798]],\n",
       " ['全自信度为:0.13989564730188744',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'California', 'Chardonnay'}),\n",
       "   0.8161389172625126]],\n",
       " ['全自信度为:0.3204118079630213',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'California', 'Central Coast'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.2331744858693713',\n",
       "  [frozenset({'US'}), frozenset({'Central Coast', 'US'}), 1.0]],\n",
       " ['全自信度为:0.2303463248940715',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(20.0, 30.0]', 'California'}),\n",
       "   0.6899517516257604]],\n",
       " ['全自信度为:0.24296016921077446',\n",
       "  [frozenset({'US'}), frozenset({'(20.0, 30.0]', 'US'}), 1.0]],\n",
       " ['全自信度为:0.1247419790525216',\n",
       "  [frozenset({'US'}), frozenset({'Chardonnay', 'US'}), 1.0]],\n",
       " ['全自信度为:0.147549756632094',\n",
       "  [frozenset({'US'}), frozenset({'(40.0, 50.0]', 'US'}), 1.0]],\n",
       " ['全自信度为:0.19025107679378087',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'California', 'Pinot Noir'}),\n",
       "   0.7286748927038627]],\n",
       " ['全自信度为:0.273978359071331',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(90, 95]', 'California'}),\n",
       "   0.7344410025344973]],\n",
       " ['全自信度为:0.07633855096823897',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(50.0, 60.0]', 'California'}),\n",
       "   0.798242402050531]],\n",
       " ['全自信度为:0.06959557605565607',\n",
       "  [frozenset({'US'}), frozenset({'(50.0, 60.0]', 'US'}), 1.0]],\n",
       " ['全自信度为:0.271476262072832',\n",
       "  [frozenset({'US'}), frozenset({'(90, 95]', 'US'}), 1.0]],\n",
       " ['全自信度为:0.221252229418943',\n",
       "  [frozenset({'(90, 95]'}),\n",
       "   frozenset({'(60.0, 210.0]', '(90, 95]'}),\n",
       "   0.5889555222388806]],\n",
       " ['全自信度为:0.07739354246833668',\n",
       "  [frozenset({'US'}), frozenset({'Oregon', 'US'}), 1.0]],\n",
       " ['全自信度为:0.19000535154557732',\n",
       "  [frozenset({'US'}), frozenset({'Pinot Noir', 'US'}), 1.0]],\n",
       " ['全自信度为:0.2635461373390558',\n",
       "  [frozenset({'Pinot Noir'}),\n",
       "   frozenset({'Oregon', 'Pinot Noir'}),\n",
       "   0.6470200856108002]],\n",
       " ['全自信度为:0.060778267628245966',\n",
       "  [frozenset({'US'}), frozenset({'US', 'Willamette Valley'}), 1.0]],\n",
       " ['全自信度为:0.78531445505433',\n",
       "  [frozenset({'Oregon'}), frozenset({'Oregon', 'Willamette Valley'}), 1.0]],\n",
       " ['全自信度为:0.78531445505433',\n",
       "  [frozenset({'Willamette Valley'}),\n",
       "   frozenset({'Oregon', 'Willamette Valley'}),\n",
       "   0.78531445505433]],\n",
       " ['全自信度为:0.11874496620793501',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(60.0, 210.0]', 'California'}),\n",
       "   0.8473263368315842]],\n",
       " ['全自信度为:0.10198516857368568',\n",
       "  [frozenset({'US'}), frozenset({'(60.0, 210.0]', 'US'}), 1.0]],\n",
       " ['全自信度为:0.2726476870819764',\n",
       "  [frozenset({'California'}), frozenset({'California', 'Sonoma'}), 1.0]],\n",
       " ['全自信度为:0.19841492316709564',\n",
       "  [frozenset({'US'}), frozenset({'Sonoma', 'US'}), 1.0]],\n",
       " ['全自信度为:0.14171656686626746',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'Cabernet Sauvignon', 'California'}),\n",
       "   0.826593137254902]],\n",
       " ['全自信度为:0.1788703295164058',\n",
       "  [frozenset({'California'}), frozenset({'California', 'Napa'}), 1.0]],\n",
       " ['全自信度为:0.1229120705956508',\n",
       "  [frozenset({'California'}), frozenset({'California', 'Napa Valley'}), 1.0]],\n",
       " ['全自信度为:0.6869616288175412',\n",
       "  [frozenset({'Napa Valley'}),\n",
       "   frozenset({'Napa', 'Napa Valley'}),\n",
       "   0.6869616288175412]],\n",
       " ['全自信度为:0.6869616288175412',\n",
       "  [frozenset({'Napa'}),\n",
       "   frozenset({'Napa', 'Napa Valley'}),\n",
       "   0.9997150997150998]],\n",
       " ['全自信度为:0.12476746260288983',\n",
       "  [frozenset({'US'}), frozenset({'Cabernet Sauvignon', 'US'}), 1.0]],\n",
       " ['全自信度为:0.7277337478657526',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'California', 'US'}),\n",
       "   0.7277337478657526]],\n",
       " ['全自信度为:0.7277337478657526',\n",
       "  [frozenset({'US'}), frozenset({'California', 'US'}), 1.0]],\n",
       " ['全自信度为:0.13016997528095614',\n",
       "  [frozenset({'US'}), frozenset({'Napa', 'US'}), 1.0]],\n",
       " ['全自信度为:0.08944726179251293',\n",
       "  [frozenset({'US'}), frozenset({'Napa Valley', 'US'}), 1.0]],\n",
       " ['全自信度为:0.06029408017124946',\n",
       "  [frozenset({'US'}), frozenset({'(20.0, 30.0]', '(80, 85]', 'US'}), 1.0]],\n",
       " ['全自信度为:0.09497719222242043',\n",
       "  [frozenset({'US'}), frozenset({'(0.0, 20.0]', '(80, 85]', 'US'}), 1.0]],\n",
       " ['全自信度为:0.10148124803025528',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(0.0, 20.0]', '(80, 85]', 'California'}),\n",
       "   0.7775690904212502]],\n",
       " ['全自信度为:0.059733442063148234',\n",
       "  [frozenset({'US'}), frozenset({'(80, 85]', 'Central Coast', 'US'}), 1.0]],\n",
       " ['全自信度为:0.08208145113282207',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(80, 85]', 'California', 'Central Coast'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.2373148439962181',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(80, 85]', 'California', 'US'}),\n",
       "   0.8234507897934387]],\n",
       " ['全自信度为:0.1727020208455442',\n",
       "  [frozenset({'US'}), frozenset({'(80, 85]', 'California', 'US'}), 1.0]],\n",
       " ['全自信度为:0.08264173407570824',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(85, 90]', 'California', 'Pinot Noir'}),\n",
       "   0.6561023074784542]],\n",
       " ['全自信度为:0.09166433067454959',\n",
       "  [frozenset({'US'}), frozenset({'(85, 90]', 'Pinot Noir', 'US'}), 1.0]],\n",
       " ['全自信度为:0.06370887592059325',\n",
       "  [frozenset({'US'}),\n",
       "   frozenset({'(20.0, 30.0]', 'Central Coast', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.0875442098259621',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(20.0, 30.0]', 'California', 'Central Coast'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.18421854371889917',\n",
       "  [frozenset({'(85, 90]'}),\n",
       "   frozenset({'(20.0, 30.0]', '(85, 90]', 'California'}),\n",
       "   0.5515354211006386]],\n",
       " ['全自信度为:0.12704415729943622',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(20.0, 30.0]', '(85, 90]', 'California'}),\n",
       "   0.6472792149866191]],\n",
       " ['全自信度为:0.07023266481486201',\n",
       "  [frozenset({'US'}), frozenset({'California', 'US', 'Zinfandel'}), 1.0]],\n",
       " ['全自信度为:0.09650873691214064',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'California', 'US', 'Zinfandel'}),\n",
       "   0.9762663832801985]],\n",
       " ['全自信度为:0.05338803802145715',\n",
       "  [frozenset({'US'}), frozenset({'Central Coast', 'Paso Robles', 'US'}), 1.0]],\n",
       " ['全自信度为:0.22896174863387977',\n",
       "  [frozenset({'Central Coast'}),\n",
       "   frozenset({'Central Coast', 'Paso Robles', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.07336204783415624',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'California', 'Central Coast', 'Paso Robles'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.22896174863387977',\n",
       "  [frozenset({'Central Coast'}),\n",
       "   frozenset({'California', 'Central Coast', 'Paso Robles'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.05338803802145715',\n",
       "  [frozenset({'US'}), frozenset({'California', 'Paso Robles', 'US'}), 1.0]],\n",
       " ['全自信度为:0.07336204783415624',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'California', 'Paso Robles', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.11059860859814989',\n",
       "  [frozenset({'US'}), frozenset({'(85, 90]', 'Central Coast', 'US'}), 1.0]],\n",
       " ['全自信度为:0.15197674825787022',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(85, 90]', 'California', 'Central Coast'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.071155933746542',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(40.0, 50.0]', '(85, 90]', 'California'}),\n",
       "   0.7391778828664969]],\n",
       " ['全自信度为:0.25434142378389357',\n",
       "  [frozenset({'(85, 90]'}),\n",
       "   frozenset({'(0.0, 20.0]', '(85, 90]', 'US'}),\n",
       "   0.5366402399828584]],\n",
       " ['全自信度为:0.12764710379450064',\n",
       "  [frozenset({'US'}), frozenset({'(0.0, 20.0]', '(85, 90]', 'US'}), 1.0]],\n",
       " ['全自信度为:0.10071085898378683',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(0.0, 20.0]', '(85, 90]', 'California'}),\n",
       "   0.574166500299461]],\n",
       " ['全自信度为:0.21521868543614525',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(0.0, 20.0]', 'California', 'US'}),\n",
       "   0.6584529676451681]],\n",
       " ['全自信度为:0.15662190056318645',\n",
       "  [frozenset({'US'}), frozenset({'(0.0, 20.0]', 'California', 'US'}), 1.0]],\n",
       " ['全自信度为:0.055018985245024334',\n",
       "  [frozenset({'US'}),\n",
       "   frozenset({'(30.0, 40.0]', 'Central Coast', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.07560317960570088',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(30.0, 40.0]', 'California', 'Central Coast'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.05945312300909763',\n",
       "  [frozenset({'US'}), frozenset({'(30.0, 40.0]', '(90, 95]', 'US'}), 1.0]],\n",
       " ['全自信度为:0.28460444805524526',\n",
       "  [frozenset({'(85, 90]'}),\n",
       "   frozenset({'(20.0, 30.0]', '(85, 90]', 'US'}),\n",
       "   0.5878959513320746]],\n",
       " ['全自信度为:0.14283529981397008',\n",
       "  [frozenset({'US'}), frozenset({'(20.0, 30.0]', '(85, 90]', 'US'}), 1.0]],\n",
       " ['全自信度为:0.05726153767742922',\n",
       "  [frozenset({'US'}), frozenset({'(85, 90]', 'Napa', 'US'}), 1.0]],\n",
       " ['全自信度为:0.07868473579157474',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(85, 90]', 'California', 'Napa'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.055605106903493795',\n",
       "  [frozenset({'US'}),\n",
       "   frozenset({'(85, 90]', 'Cabernet Sauvignon', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.4983578219533275',\n",
       "  [frozenset({'Columbia Valley'}),\n",
       "   frozenset({'Columbia Valley', 'Columbia Valley (WA)', 'Washington'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.4709245344658608',\n",
       "  [frozenset({'Washington'}),\n",
       "   frozenset({'Columbia Valley', 'Columbia Valley (WA)', 'Washington'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.4983578219533275',\n",
       "  [frozenset({'Columbia Valley'}),\n",
       "   frozenset({'Columbia Valley', 'Columbia Valley (WA)', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.07346907571162814',\n",
       "  [frozenset({'US'}),\n",
       "   frozenset({'Columbia Valley', 'Columbia Valley (WA)', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.4709245344658608',\n",
       "  [frozenset({'Washington'}),\n",
       "   frozenset({'Columbia Valley (WA)', 'US', 'Washington'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.07346907571162814',\n",
       "  [frozenset({'US'}),\n",
       "   frozenset({'Columbia Valley (WA)', 'US', 'Washington'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.18041027724179953',\n",
       "  [frozenset({'(85, 90]'}),\n",
       "   frozenset({'(85, 90]', 'US', 'Washington'}),\n",
       "   0.5803658934988566]],\n",
       " ['全自信度为:0.09054305445834714',\n",
       "  [frozenset({'US'}), frozenset({'(85, 90]', 'US', 'Washington'}), 1.0]],\n",
       " ['全自信度为:0.16796994008327412',\n",
       "  [frozenset({'(85, 90]'}),\n",
       "   frozenset({'(85, 90]', 'Columbia Valley', 'US'}),\n",
       "   0.5718236819360415]],\n",
       " ['全自信度为:0.084299584618129',\n",
       "  [frozenset({'US'}), frozenset({'(85, 90]', 'Columbia Valley', 'US'}), 1.0]],\n",
       " ['全自信度为:0.16796994008327412',\n",
       "  [frozenset({'(85, 90]'}),\n",
       "   frozenset({'(85, 90]', 'Columbia Valley', 'Washington'}),\n",
       "   0.5718236819360415]],\n",
       " ['全自信度为:0.5718236819360415',\n",
       "  [frozenset({'Columbia Valley'}),\n",
       "   frozenset({'(85, 90]', 'Columbia Valley', 'Washington'}),\n",
       "   0.9310441880101323]],\n",
       " ['全自信度为:0.5403462920614179',\n",
       "  [frozenset({'Washington'}),\n",
       "   frozenset({'(85, 90]', 'Columbia Valley', 'Washington'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.07005427996228435',\n",
       "  [frozenset({'US'}), frozenset({'(40.0, 50.0]', '(85, 90]', 'US'}), 1.0]],\n",
       " ['全自信度为:0.33778576932956594',\n",
       "  [frozenset({'Sonoma'}),\n",
       "   frozenset({'Russian River Valley', 'Sonoma', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.06702173746846411',\n",
       "  [frozenset({'US'}),\n",
       "   frozenset({'Russian River Valley', 'Sonoma', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.33778576932956594',\n",
       "  [frozenset({'Sonoma'}),\n",
       "   frozenset({'California', 'Russian River Valley', 'Sonoma'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.09209650873691215',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'California', 'Russian River Valley', 'Sonoma'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.09209650873691215',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'California', 'Russian River Valley', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.06702173746846411',\n",
       "  [frozenset({'US'}),\n",
       "   frozenset({'California', 'Russian River Valley', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.21052097085406724',\n",
       "  [frozenset({'(85, 90]'}),\n",
       "   frozenset({'(30.0, 40.0]', '(85, 90]', 'US'}),\n",
       "   0.5329733898958735]],\n",
       " ['全自信度为:0.10565479982671186',\n",
       "  [frozenset({'US'}), frozenset({'(30.0, 40.0]', '(85, 90]', 'US'}), 1.0]],\n",
       " ['全自信度为:0.125266578653397',\n",
       "  [frozenset({'(85, 90]'}),\n",
       "   frozenset({'(85, 90]', 'Chardonnay', 'US'}),\n",
       "   0.5039836567926456]],\n",
       " ['全自信度为:0.06286791875844143',\n",
       "  [frozenset({'US'}), frozenset({'(85, 90]', 'Chardonnay', 'US'}), 1.0]],\n",
       " ['全自信度为:0.09599653423714992',\n",
       "  [frozenset({'US'}), frozenset({'(85, 90]', 'Sonoma', 'US'}), 1.0]],\n",
       " ['全自信度为:0.15395551944754748',\n",
       "  [frozenset({'(85, 90]'}),\n",
       "   frozenset({'(30.0, 40.0]', '(85, 90]', 'California'}),\n",
       "   0.5161729656111679]],\n",
       " ['全自信度为:0.10617361767692686',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(30.0, 40.0]', '(85, 90]', 'California'}),\n",
       "   0.7313072841292813]],\n",
       " ['全自信度为:0.06940504955002276',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(85, 90]', 'California', 'Chardonnay'}),\n",
       "   0.8034049452776652]],\n",
       " ['全自信度为:0.1319116153657597',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(85, 90]', 'California', 'Sonoma'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.46927198235108736',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(85, 90]', 'California', 'US'}),\n",
       "   0.6804610541281609]],\n",
       " ['全自信度为:0.3415050584847481',\n",
       "  [frozenset({'US'}), frozenset({'(85, 90]', 'California', 'US'}), 1.0]],\n",
       " ['全自信度为:0.2056938754070806',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(30.0, 40.0]', 'California', 'US'}),\n",
       "   0.7551099112996529]],\n",
       " ['全自信度为:0.14969037486302592',\n",
       "  [frozenset({'US'}), frozenset({'(30.0, 40.0]', 'California', 'US'}), 1.0]],\n",
       " ['全自信度为:0.9449526298595231',\n",
       "  [frozenset({'Columbia Valley'}),\n",
       "   frozenset({'Columbia Valley', 'US', 'Washington'}),\n",
       "   0.9449526298595231]],\n",
       " ['全自信度为:0.9449526298595231',\n",
       "  [frozenset({'Washington'}),\n",
       "   frozenset({'Columbia Valley', 'US', 'Washington'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.1474223388802528',\n",
       "  [frozenset({'US'}),\n",
       "   frozenset({'Columbia Valley', 'US', 'Washington'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.059402155908361155',\n",
       "  [frozenset({'US'}), frozenset({'Central Coast', 'Pinot Noir', 'US'}), 1.0]],\n",
       " ['全自信度为:0.08162622124172708',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'California', 'Central Coast', 'Pinot Noir'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.1511713415274714',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(40.0, 50.0]', 'California', 'US'}),\n",
       "   0.7455958549222798]],\n",
       " ['全自信度为:0.11001248693968044',\n",
       "  [frozenset({'US'}), frozenset({'(40.0, 50.0]', 'California', 'US'}), 1.0]],\n",
       " ['全自信度为:0.06034504727198593',\n",
       "  [frozenset({'US'}), frozenset({'(90, 95]', 'Central Coast', 'US'}), 1.0]],\n",
       " ['全自信度为:0.08292187554715132',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(90, 95]', 'California', 'Central Coast'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.2331744858693713',\n",
       "  [frozenset({'US'}), frozenset({'California', 'Central Coast', 'US'}), 1.0]],\n",
       " ['全自信度为:0.3204118079630213',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'California', 'Central Coast', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.10180678372110802',\n",
       "  [frozenset({'US'}), frozenset({'California', 'Chardonnay', 'US'}), 1.0]],\n",
       " ['全自信度为:0.13989564730188744',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'California', 'Chardonnay', 'US'}),\n",
       "   0.8161389172625126]],\n",
       " ['全自信度为:0.2303463248940715',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(20.0, 30.0]', 'California', 'US'}),\n",
       "   0.6899517516257604]],\n",
       " ['全自信度为:0.16763079432226496',\n",
       "  [frozenset({'US'}), frozenset({'(20.0, 30.0]', 'California', 'US'}), 1.0]],\n",
       " ['全自信度为:0.05076323233352871',\n",
       "  [frozenset({'US'}), frozenset({'(90, 95]', 'Napa', 'US'}), 1.0]],\n",
       " ['全自信度为:0.06975522638932662',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(90, 95]', 'California', 'Napa'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.0629188858591779',\n",
       "  [frozenset({'US'}), frozenset({'(40.0, 50.0]', '(90, 95]', 'US'}), 1.0]],\n",
       " ['全自信度为:0.0586121658469458',\n",
       "  [frozenset({'US'}), frozenset({'(40.0, 50.0]', 'Pinot Noir', 'US'}), 1.0]],\n",
       " ['全自信度为:0.07633855096823897',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(50.0, 60.0]', 'California', 'US'}),\n",
       "   0.798242402050531]],\n",
       " ['全自信度为:0.05555413980275732',\n",
       "  [frozenset({'US'}), frozenset({'(50.0, 60.0]', 'California', 'US'}), 1.0]],\n",
       " ['全自信度为:0.061389872837083664',\n",
       "  [frozenset({'US'}), frozenset({'(90, 95]', 'Sonoma', 'US'}), 1.0]],\n",
       " ['全自信度为:0.0783345589522709',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(90, 95]', 'California', 'Pinot Noir'}),\n",
       "   0.782441413081497]],\n",
       " ['全自信度为:0.273978359071331',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(90, 95]', 'California', 'US'}),\n",
       "   0.7344410025344973]],\n",
       " ['全自信度为:0.19938329808108865',\n",
       "  [frozenset({'US'}), frozenset({'(90, 95]', 'California', 'US'}), 1.0]],\n",
       " ['全自信度为:0.0843576005882971',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(90, 95]', 'California', 'Sonoma'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.053617389974771286',\n",
       "  [frozenset({'US'}), frozenset({'Pinot Noir', 'Sonoma', 'US'}), 1.0]],\n",
       " ['全自信度为:0.07367720698952972',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'California', 'Pinot Noir', 'Sonoma'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.13845212915063326',\n",
       "  [frozenset({'US'}), frozenset({'California', 'Pinot Noir', 'US'}), 1.0]],\n",
       " ['全自信度为:0.19025107679378087',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'California', 'Pinot Noir', 'US'}),\n",
       "   0.7286748927038627]],\n",
       " ['全自信度为:0.07285747050279046',\n",
       "  [frozenset({'US'}), frozenset({'(90, 95]', 'Pinot Noir', 'US'}), 1.0]],\n",
       " ['全自信度为:0.221252229418943',\n",
       "  [frozenset({'(90, 95]'}),\n",
       "   frozenset({'(60.0, 210.0]', '(90, 95]', 'US'}),\n",
       "   0.5889555222388806]],\n",
       " ['全自信度为:0.06006472821793532',\n",
       "  [frozenset({'US'}), frozenset({'(60.0, 210.0]', '(90, 95]', 'US'}), 1.0]],\n",
       " ['全自信度为:0.2635461373390558',\n",
       "  [frozenset({'Pinot Noir'}),\n",
       "   frozenset({'Oregon', 'Pinot Noir', 'US'}),\n",
       "   0.6470200856108002]],\n",
       " ['全自信度为:0.0500751764735863',\n",
       "  [frozenset({'US'}), frozenset({'Oregon', 'Pinot Noir', 'US'}), 1.0]],\n",
       " ['全自信度为:0.060778267628245966',\n",
       "  [frozenset({'US'}), frozenset({'Oregon', 'US', 'Willamette Valley'}), 1.0]],\n",
       " ['全自信度为:0.78531445505433',\n",
       "  [frozenset({'Willamette Valley'}),\n",
       "   frozenset({'Oregon', 'US', 'Willamette Valley'}),\n",
       "   0.78531445505433]],\n",
       " ['全自信度为:0.78531445505433',\n",
       "  [frozenset({'Oregon'}),\n",
       "   frozenset({'Oregon', 'US', 'Willamette Valley'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.2726476870819764',\n",
       "  [frozenset({'California'}), frozenset({'California', 'Sonoma', 'US'}), 1.0]],\n",
       " ['全自信度为:0.19841492316709564',\n",
       "  [frozenset({'US'}), frozenset({'California', 'Sonoma', 'US'}), 1.0]],\n",
       " ['全自信度为:0.0864147192986927',\n",
       "  [frozenset({'US'}), frozenset({'(60.0, 210.0]', 'California', 'US'}), 1.0]],\n",
       " ['全自信度为:0.11874496620793501',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(60.0, 210.0]', 'California', 'US'}),\n",
       "   0.8473263368315842]],\n",
       " ['全自信度为:0.0894217782421447',\n",
       "  [frozenset({'US'}), frozenset({'Napa', 'Napa Valley', 'US'}), 1.0]],\n",
       " ['全自信度为:0.6869616288175412',\n",
       "  [frozenset({'Napa Valley'}),\n",
       "   frozenset({'Napa', 'Napa Valley', 'US'}),\n",
       "   0.6869616288175412]],\n",
       " ['全自信度为:0.6869616288175412',\n",
       "  [frozenset({'Napa'}),\n",
       "   frozenset({'Napa', 'Napa Valley', 'US'}),\n",
       "   0.9997150997150998]],\n",
       " ['全自信度为:0.1229120705956508',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'California', 'Napa Valley', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.08944726179251293',\n",
       "  [frozenset({'US'}), frozenset({'California', 'Napa Valley', 'US'}), 1.0]],\n",
       " ['全自信度为:0.6869616288175412',\n",
       "  [frozenset({'Napa Valley'}),\n",
       "   frozenset({'California', 'Napa', 'Napa Valley'}),\n",
       "   0.6869616288175412]],\n",
       " ['全自信度为:0.12287705291172044',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'California', 'Napa', 'Napa Valley'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.6869616288175412',\n",
       "  [frozenset({'Napa'}),\n",
       "   frozenset({'California', 'Napa', 'Napa Valley'}),\n",
       "   0.9997150997150998]],\n",
       " ['全自信度为:0.13016997528095614',\n",
       "  [frozenset({'US'}), frozenset({'California', 'Napa', 'US'}), 1.0]],\n",
       " ['全自信度为:0.1788703295164058',\n",
       "  [frozenset({'California'}), frozenset({'California', 'Napa', 'US'}), 1.0]],\n",
       " ['全自信度为:0.058816034249891694',\n",
       "  [frozenset({'US'}), frozenset({'Cabernet Sauvignon', 'Napa', 'US'}), 1.0]],\n",
       " ['全自信度为:0.14171656686626746',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'Cabernet Sauvignon', 'California', 'US'}),\n",
       "   0.826593137254902]],\n",
       " ['全自信度为:0.10313192834025636',\n",
       "  [frozenset({'US'}),\n",
       "   frozenset({'Cabernet Sauvignon', 'California', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.08082081451132822',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'Cabernet Sauvignon', 'California', 'Napa'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.45184025058731403',\n",
       "  [frozenset({'Napa'}),\n",
       "   frozenset({'Cabernet Sauvignon', 'California', 'Napa'}),\n",
       "   0.5702989869038794]],\n",
       " ['全自信度为:0.08208145113282207',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(80, 85]', 'California', 'Central Coast', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.059733442063148234',\n",
       "  [frozenset({'US'}),\n",
       "   frozenset({'(80, 85]', 'California', 'Central Coast', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.10148124803025528',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(0.0, 20.0]', '(80, 85]', 'California', 'US'}),\n",
       "   0.7775690904212502]],\n",
       " ['全自信度为:0.0738513289671517',\n",
       "  [frozenset({'US'}),\n",
       "   frozenset({'(0.0, 20.0]', '(80, 85]', 'California', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.08264173407570824',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(85, 90]', 'California', 'Pinot Noir', 'US'}),\n",
       "   0.6561023074784542]],\n",
       " ['全自信度为:0.06014117886904004',\n",
       "  [frozenset({'US'}),\n",
       "   frozenset({'(85, 90]', 'California', 'Pinot Noir', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.0875442098259621',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(20.0, 30.0]', 'California', 'Central Coast', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.06370887592059325',\n",
       "  [frozenset({'US'}),\n",
       "   frozenset({'(20.0, 30.0]', 'California', 'Central Coast', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.18421854371889917',\n",
       "  [frozenset({'(85, 90]'}),\n",
       "   frozenset({'(20.0, 30.0]', '(85, 90]', 'California', 'US'}),\n",
       "   0.5515354211006386]],\n",
       " ['全自信度为:0.12704415729943622',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(20.0, 30.0]', '(85, 90]', 'California', 'US'}),\n",
       "   0.6472792149866191]],\n",
       " ['全自信度为:0.09245432073596493',\n",
       "  [frozenset({'US'}),\n",
       "   frozenset({'(20.0, 30.0]', '(85, 90]', 'California', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.15197674825787022',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(85, 90]', 'California', 'Central Coast', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.11059860859814989',\n",
       "  [frozenset({'US'}),\n",
       "   frozenset({'(85, 90]', 'California', 'Central Coast', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.22896174863387977',\n",
       "  [frozenset({'Central Coast'}),\n",
       "   frozenset({'California', 'Central Coast', 'Paso Robles', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.07336204783415624',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'California', 'Central Coast', 'Paso Robles', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.05338803802145715',\n",
       "  [frozenset({'US'}),\n",
       "   frozenset({'California', 'Central Coast', 'Paso Robles', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.071155933746542',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(40.0, 50.0]', '(85, 90]', 'California', 'US'}),\n",
       "   0.7391778828664969]],\n",
       " ['全自信度为:0.0517825743482582',\n",
       "  [frozenset({'US'}),\n",
       "   frozenset({'(40.0, 50.0]', '(85, 90]', 'California', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.10071085898378683',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(0.0, 20.0]', '(85, 90]', 'California', 'US'}),\n",
       "   0.574166500299461]],\n",
       " ['全自信度为:0.07329069085905049',\n",
       "  [frozenset({'US'}),\n",
       "   frozenset({'(0.0, 20.0]', '(85, 90]', 'California', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.07560317960570088',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(30.0, 40.0]', 'California', 'Central Coast', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.055018985245024334',\n",
       "  [frozenset({'US'}),\n",
       "   frozenset({'(30.0, 40.0]', 'California', 'Central Coast', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.05726153767742922',\n",
       "  [frozenset({'US'}),\n",
       "   frozenset({'(85, 90]', 'California', 'Napa', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.07868473579157474',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(85, 90]', 'California', 'Napa', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.5403462920614179',\n",
       "  [frozenset({'Washington'}),\n",
       "   frozenset({'(85, 90]', 'Columbia Valley', 'US', 'Washington'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.16796994008327412',\n",
       "  [frozenset({'(85, 90]'}),\n",
       "   frozenset({'(85, 90]', 'Columbia Valley', 'US', 'Washington'}),\n",
       "   0.5718236819360415]],\n",
       " ['全自信度为:0.5718236819360415',\n",
       "  [frozenset({'Columbia Valley'}),\n",
       "   frozenset({'(85, 90]', 'Columbia Valley', 'US', 'Washington'}),\n",
       "   0.9310441880101323]],\n",
       " ['全自信度为:0.084299584618129',\n",
       "  [frozenset({'US'}),\n",
       "   frozenset({'(85, 90]', 'Columbia Valley', 'US', 'Washington'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.4709245344658608',\n",
       "  [frozenset({'Washington'}),\n",
       "   frozenset({'Columbia Valley', 'Columbia Valley (WA)', 'US', 'Washington'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.4983578219533275',\n",
       "  [frozenset({'Columbia Valley'}),\n",
       "   frozenset({'Columbia Valley', 'Columbia Valley (WA)', 'US', 'Washington'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.07346907571162814',\n",
       "  [frozenset({'US'}),\n",
       "   frozenset({'Columbia Valley', 'Columbia Valley (WA)', 'US', 'Washington'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.06940504955002276',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(85, 90]', 'California', 'Chardonnay', 'US'}),\n",
       "   0.8034049452776652]],\n",
       " ['全自信度为:0.050508396829846335',\n",
       "  [frozenset({'US'}),\n",
       "   frozenset({'(85, 90]', 'California', 'Chardonnay', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.1319116153657597',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(85, 90]', 'California', 'Sonoma', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.09599653423714992',\n",
       "  [frozenset({'US'}),\n",
       "   frozenset({'(85, 90]', 'California', 'Sonoma', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.15395551944754748',\n",
       "  [frozenset({'(85, 90]'}),\n",
       "   frozenset({'(30.0, 40.0]', '(85, 90]', 'California', 'US'}),\n",
       "   0.5161729656111679]],\n",
       " ['全自信度为:0.10617361767692686',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(30.0, 40.0]', '(85, 90]', 'California', 'US'}),\n",
       "   0.7313072841292813]],\n",
       " ['全自信度为:0.07726612471649551',\n",
       "  [frozenset({'US'}),\n",
       "   frozenset({'(30.0, 40.0]', '(85, 90]', 'California', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.33778576932956594',\n",
       "  [frozenset({'Sonoma'}),\n",
       "   frozenset({'California', 'Russian River Valley', 'Sonoma', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.09209650873691215',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'California', 'Russian River Valley', 'Sonoma', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.06702173746846411',\n",
       "  [frozenset({'US'}),\n",
       "   frozenset({'California', 'Russian River Valley', 'Sonoma', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.08162622124172708',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'California', 'Central Coast', 'Pinot Noir', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.059402155908361155',\n",
       "  [frozenset({'US'}),\n",
       "   frozenset({'California', 'Central Coast', 'Pinot Noir', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.08292187554715132',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(90, 95]', 'California', 'Central Coast', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.06034504727198593',\n",
       "  [frozenset({'US'}),\n",
       "   frozenset({'(90, 95]', 'California', 'Central Coast', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.05076323233352871',\n",
       "  [frozenset({'US'}),\n",
       "   frozenset({'(90, 95]', 'California', 'Napa', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.06975522638932662',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(90, 95]', 'California', 'Napa', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.07367720698952972',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'California', 'Pinot Noir', 'Sonoma', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.053617389974771286',\n",
       "  [frozenset({'US'}),\n",
       "   frozenset({'California', 'Pinot Noir', 'Sonoma', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.0783345589522709',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(90, 95]', 'California', 'Pinot Noir', 'US'}),\n",
       "   0.782441413081497]],\n",
       " ['全自信度为:0.05700670217374685',\n",
       "  [frozenset({'US'}),\n",
       "   frozenset({'(90, 95]', 'California', 'Pinot Noir', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.0843576005882971',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'(90, 95]', 'California', 'Sonoma', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.061389872837083664',\n",
       "  [frozenset({'US'}),\n",
       "   frozenset({'(90, 95]', 'California', 'Sonoma', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.45184025058731403',\n",
       "  [frozenset({'Napa'}),\n",
       "   frozenset({'Cabernet Sauvignon', 'California', 'Napa', 'US'}),\n",
       "   0.5702989869038794]],\n",
       " ['全自信度为:0.08082081451132822',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'Cabernet Sauvignon', 'California', 'Napa', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.058816034249891694',\n",
       "  [frozenset({'US'}),\n",
       "   frozenset({'Cabernet Sauvignon', 'California', 'Napa', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.6869616288175412',\n",
       "  [frozenset({'Napa'}),\n",
       "   frozenset({'California', 'Napa', 'Napa Valley', 'US'}),\n",
       "   0.9997150997150998]],\n",
       " ['全自信度为:0.6869616288175412',\n",
       "  [frozenset({'Napa Valley'}),\n",
       "   frozenset({'California', 'Napa', 'Napa Valley', 'US'}),\n",
       "   0.6869616288175412]],\n",
       " ['全自信度为:0.12287705291172044',\n",
       "  [frozenset({'California'}),\n",
       "   frozenset({'California', 'Napa', 'Napa Valley', 'US'}),\n",
       "   1.0]],\n",
       " ['全自信度为:0.0894217782421447',\n",
       "  [frozenset({'US'}),\n",
       "   frozenset({'California', 'Napa', 'Napa Valley', 'US'}),\n",
       "   1.0]]]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#全自信度检验\n",
    "def all_confidence(conList,suppData):\n",
    "    result = []\n",
    "    for item in confList:\n",
    "        score = suppData.get(item[1])/max(suppData.get(item[0]),suppData.get(item[1]-item[0]))\n",
    "        result.append(['全自信度为:{0}'.format(score),item])\n",
    "    return result\n",
    "all_confidence(confList,suppData)"
   ]
  }
 ],
 "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": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}