apriori.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "UJfitBClsJlT"
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "J_A-UFOAsaDf"
   },
   "outputs": [],
   "source": [
    "dataset = pd.read_csv('Market_Basket_Optimisation.csv', header = None)\n",
    "transactions = []\n",
    "for i in range(0, 7501):\n",
    "    transactions.append([str(dataset.values[i,j]) for j in range(0, 20)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "YzIk4vXZsj5i"
   },
   "outputs": [],
   "source": [
    "\n",
    "from apyori import apriori\n",
    "rules = apriori(transactions, min_support = 0.003, min_confidence = 0.2, min_lift = 3, min_length = 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "a4ZyVYazsvWt"
   },
   "outputs": [],
   "source": [
    "results = list(rules)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 54
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 941,
     "status": "ok",
     "timestamp": 1586415085286,
     "user": {
      "displayName": "Hadelin de Ponteves",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhEuXdT7eQweUmRPW8_laJuPggSK6hfvpl5a6WBaA=s64",
      "userId": "15047218817161520419"
     },
     "user_tz": -240
    },
    "id": "FdaOb_95tQoP",
    "outputId": "701cb6ce-3951-4c6e-9140-c867741bd885"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[RelationRecord(items=frozenset({'light cream', 'chicken'}), support=0.004532728969470737, ordered_statistics=[OrderedStatistic(items_base=frozenset({'light cream'}), items_add=frozenset({'chicken'}), confidence=0.29059829059829057, lift=4.84395061728395)]), RelationRecord(items=frozenset({'mushroom cream sauce', 'escalope'}), support=0.005732568990801226, ordered_statistics=[OrderedStatistic(items_base=frozenset({'mushroom cream sauce'}), items_add=frozenset({'escalope'}), confidence=0.3006993006993007, lift=3.790832696715049)]), RelationRecord(items=frozenset({'pasta', 'escalope'}), support=0.005865884548726837, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pasta'}), items_add=frozenset({'escalope'}), confidence=0.3728813559322034, lift=4.700811850163794)]), RelationRecord(items=frozenset({'fromage blanc', 'honey'}), support=0.003332888948140248, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fromage blanc'}), items_add=frozenset({'honey'}), confidence=0.2450980392156863, lift=5.164270764485569)]), RelationRecord(items=frozenset({'herb & pepper', 'ground beef'}), support=0.015997866951073192, ordered_statistics=[OrderedStatistic(items_base=frozenset({'herb & pepper'}), items_add=frozenset({'ground beef'}), confidence=0.3234501347708895, lift=3.2919938411349285)]), RelationRecord(items=frozenset({'tomato sauce', 'ground beef'}), support=0.005332622317024397, ordered_statistics=[OrderedStatistic(items_base=frozenset({'tomato sauce'}), items_add=frozenset({'ground beef'}), confidence=0.3773584905660377, lift=3.840659481324083)]), RelationRecord(items=frozenset({'light cream', 'olive oil'}), support=0.003199573390214638, ordered_statistics=[OrderedStatistic(items_base=frozenset({'light cream'}), items_add=frozenset({'olive oil'}), confidence=0.20512820512820515, lift=3.1147098515519573)]), RelationRecord(items=frozenset({'olive oil', 'whole wheat pasta'}), support=0.007998933475536596, ordered_statistics=[OrderedStatistic(items_base=frozenset({'whole wheat pasta'}), items_add=frozenset({'olive oil'}), confidence=0.2714932126696833, lift=4.122410097642296)]), RelationRecord(items=frozenset({'pasta', 'shrimp'}), support=0.005065991201173177, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pasta'}), items_add=frozenset({'shrimp'}), confidence=0.3220338983050847, lift=4.506672147735896)]), RelationRecord(items=frozenset({'milk', 'spaghetti', 'avocado'}), support=0.003332888948140248, ordered_statistics=[OrderedStatistic(items_base=frozenset({'spaghetti', 'avocado'}), items_add=frozenset({'milk'}), confidence=0.41666666666666663, lift=3.215449245541838)]), RelationRecord(items=frozenset({'cake', 'milk', 'burgers'}), support=0.0037328356219170776, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cake', 'milk'}), items_add=frozenset({'burgers'}), confidence=0.27999999999999997, lift=3.211437308868501)]), RelationRecord(items=frozenset({'turkey', 'burgers', 'chocolate'}), support=0.0030662578322890282, ordered_statistics=[OrderedStatistic(items_base=frozenset({'turkey', 'chocolate'}), items_add=frozenset({'burgers'}), confidence=0.27058823529411763, lift=3.1034898363014927)]), RelationRecord(items=frozenset({'milk', 'turkey', 'burgers'}), support=0.003199573390214638, ordered_statistics=[OrderedStatistic(items_base=frozenset({'milk', 'turkey'}), items_add=frozenset({'burgers'}), confidence=0.2823529411764706, lift=3.2384241770102533)]), RelationRecord(items=frozenset({'cake', 'frozen vegetables', 'tomatoes'}), support=0.0030662578322890282, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cake', 'frozen vegetables'}), items_add=frozenset({'tomatoes'}), confidence=0.2987012987012987, lift=4.367560314928736), OrderedStatistic(items_base=frozenset({'cake', 'tomatoes'}), items_add=frozenset({'frozen vegetables'}), confidence=0.36507936507936506, lift=3.8300144300144296)]), RelationRecord(items=frozenset({'spaghetti', 'ground beef', 'cereals'}), support=0.0030662578322890282, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ground beef', 'cereals'}), items_add=frozenset({'spaghetti'}), confidence=0.6764705882352942, lift=3.8853031258445188), OrderedStatistic(items_base=frozenset({'spaghetti', 'cereals'}), items_add=frozenset({'ground beef'}), confidence=0.45999999999999996, lift=4.681763907734057)]), RelationRecord(items=frozenset({'milk', 'ground beef', 'chicken'}), support=0.0038661511798426876, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ground beef', 'chicken'}), items_add=frozenset({'milk'}), confidence=0.40845070422535207, lift=3.152046020981858)]), RelationRecord(items=frozenset({'light cream', 'nan', 'chicken'}), support=0.004532728969470737, ordered_statistics=[OrderedStatistic(items_base=frozenset({'light cream', 'nan'}), items_add=frozenset({'chicken'}), confidence=0.29059829059829057, lift=4.84395061728395)]), RelationRecord(items=frozenset({'milk', 'olive 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items_add=frozenset({'shrimp'}), confidence=0.23255813953488375, lift=3.2545123221103784), OrderedStatistic(items_base=frozenset({'chocolate', 'shrimp'}), items_add=frozenset({'frozen vegetables'}), confidence=0.29629629629629634, lift=3.1084175084175087)]), RelationRecord(items=frozenset({'herb & pepper', 'ground beef', 'chocolate'}), support=0.003999466737768298, ordered_statistics=[OrderedStatistic(items_base=frozenset({'herb & pepper', 'chocolate'}), items_add=frozenset({'ground beef'}), confidence=0.4411764705882354, lift=4.4901827759597746)]), RelationRecord(items=frozenset({'milk', 'chocolate', 'soup'}), support=0.003999466737768298, ordered_statistics=[OrderedStatistic(items_base=frozenset({'chocolate', 'soup'}), items_add=frozenset({'milk'}), confidence=0.3947368421052632, lift=3.0462150747238472)]), RelationRecord(items=frozenset({'spaghetti', 'ground beef', 'cooking oil'}), support=0.004799360085321957, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ground beef', 'cooking oil'}), items_add=frozenset({'spaghetti'}), confidence=0.5714285714285714, lift=3.2819951870487856), OrderedStatistic(items_base=frozenset({'spaghetti', 'cooking oil'}), items_add=frozenset({'ground beef'}), confidence=0.3025210084033613, lift=3.0789824749438446)]), RelationRecord(items=frozenset({'herb & pepper', 'ground beef', 'eggs'}), support=0.0041327822956939075, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ground beef', 'eggs'}), items_add=frozenset({'herb & pepper'}), confidence=0.2066666666666667, lift=4.178454627133872), OrderedStatistic(items_base=frozenset({'herb & pepper', 'eggs'}), items_add=frozenset({'ground beef'}), confidence=0.3297872340425532, lift=3.3564912381997174)]), RelationRecord(items=frozenset({'red wine', 'spaghetti', 'eggs'}), support=0.0037328356219170776, ordered_statistics=[OrderedStatistic(items_base=frozenset({'red wine', 'eggs'}), items_add=frozenset({'spaghetti'}), confidence=0.5283018867924528, lift=3.0342974370828397)]), RelationRecord(items=frozenset({'mushroom cream sauce', 'nan', 'escalope'}), support=0.005732568990801226, ordered_statistics=[OrderedStatistic(items_base=frozenset({'mushroom cream sauce', 'nan'}), items_add=frozenset({'escalope'}), confidence=0.3006993006993007, lift=3.790832696715049)]), RelationRecord(items=frozenset({'nan', 'pasta', 'escalope'}), support=0.005865884548726837, ordered_statistics=[OrderedStatistic(items_base=frozenset({'nan', 'pasta'}), items_add=frozenset({'escalope'}), confidence=0.3728813559322034, lift=4.700811850163794)]), RelationRecord(items=frozenset({'herb & pepper', 'french fries', 'ground beef'}), support=0.003199573390214638, ordered_statistics=[OrderedStatistic(items_base=frozenset({'french fries', 'ground beef'}), items_add=frozenset({'herb & pepper'}), confidence=0.23076923076923078, lift=4.665768194070081), OrderedStatistic(items_base=frozenset({'herb & pepper', 'french fries'}), items_add=frozenset({'ground beef'}), confidence=0.46153846153846156, lift=4.697421981004071)]), RelationRecord(items=frozenset({'fromage blanc', 'honey', 'nan'}), support=0.003332888948140248, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fromage blanc', 'nan'}), items_add=frozenset({'honey'}), confidence=0.2450980392156863, lift=5.164270764485569)]), RelationRecord(items=frozenset({'frozen vegetables', 'green tea', 'tomatoes'}), support=0.003332888948140248, ordered_statistics=[OrderedStatistic(items_base=frozenset({'frozen vegetables', 'green tea'}), items_add=frozenset({'tomatoes'}), confidence=0.2314814814814815, lift=3.38468341635983)]), RelationRecord(items=frozenset({'frozen vegetables', 'ground beef', 'spaghetti'}), support=0.008665511265164644, ordered_statistics=[OrderedStatistic(items_base=frozenset({'frozen vegetables', 'spaghetti'}), items_add=frozenset({'ground beef'}), confidence=0.31100478468899523, lift=3.165328208890303)]), RelationRecord(items=frozenset({'milk', 'olive oil', 'frozen vegetables'}), support=0.004799360085321957, ordered_statistics=[OrderedStatistic(items_base=frozenset({'milk', 'frozen vegetables'}), items_add=frozenset({'olive oil'}), confidence=0.20338983050847456, lift=3.088314005352364), OrderedStatistic(items_base=frozenset({'olive oil', 'frozen vegetables'}), items_add=frozenset({'milk'}), confidence=0.4235294117647058, lift=3.2684095860566447)]), RelationRecord(items=frozenset({'milk', 'frozen vegetables', 'soup'}), support=0.003999466737768298, ordered_statistics=[OrderedStatistic(items_base=frozenset({'frozen vegetables', 'soup'}), items_add=frozenset({'milk'}), confidence=0.5, lift=3.858539094650206)]), RelationRecord(items=frozenset({'milk', 'frozen vegetables', 'tomatoes'}), support=0.0041327822956939075, ordered_statistics=[OrderedStatistic(items_base=frozenset({'milk', 'tomatoes'}), items_add=frozenset({'frozen vegetables'}), confidence=0.29523809523809524, lift=3.0973160173160172)]), RelationRecord(items=frozenset({'mineral water', 'frozen vegetables', 'shrimp'}), support=0.007199040127982935, ordered_statistics=[OrderedStatistic(items_base=frozenset({'mineral water', 'shrimp'}), items_add=frozenset({'frozen vegetables'}), confidence=0.30508474576271183, lift=3.200616332819722)]), RelationRecord(items=frozenset({'olive oil', 'frozen vegetables', 'spaghetti'}), support=0.005732568990801226, ordered_statistics=[OrderedStatistic(items_base=frozenset({'frozen vegetables', 'spaghetti'}), items_add=frozenset({'olive oil'}), confidence=0.20574162679425836, lift=3.1240241752707125)]), RelationRecord(items=frozenset({'frozen vegetables', 'spaghetti', 'shrimp'}), support=0.005999200106652446, ordered_statistics=[OrderedStatistic(items_base=frozenset({'frozen vegetables', 'spaghetti'}), items_add=frozenset({'shrimp'}), confidence=0.21531100478468898, lift=3.0131489680782684)]), RelationRecord(items=frozenset({'frozen vegetables', 'shrimp', 'tomatoes'}), support=0.003999466737768298, ordered_statistics=[OrderedStatistic(items_base=frozenset({'frozen vegetables', 'shrimp'}), items_add=frozenset({'tomatoes'}), confidence=0.24000000000000002, lift=3.5092397660818717), OrderedStatistic(items_base=frozenset({'frozen vegetables', 'tomatoes'}), items_add=frozenset({'shrimp'}), confidence=0.2479338842975207, lift=3.4696866905143704), OrderedStatistic(items_base=frozenset({'shrimp', 'tomatoes'}), items_add=frozenset({'frozen vegetables'}), confidence=0.35714285714285715, lift=3.7467532467532467)]), RelationRecord(items=frozenset({'frozen vegetables', 'spaghetti', 'tomatoes'}), support=0.006665777896280496, ordered_statistics=[OrderedStatistic(items_base=frozenset({'frozen vegetables', 'spaghetti'}), items_add=frozenset({'tomatoes'}), confidence=0.23923444976076558, lift=3.4980460188216425), OrderedStatistic(items_base=frozenset({'spaghetti', 'tomatoes'}), items_add=frozenset({'frozen vegetables'}), confidence=0.3184713375796179, lift=3.341053850607991)]), RelationRecord(items=frozenset({'ground beef', 'spaghetti', 'grated cheese'}), support=0.005332622317024397, ordered_statistics=[OrderedStatistic(items_base=frozenset({'spaghetti', 'grated cheese'}), items_add=frozenset({'ground beef'}), confidence=0.3225806451612903, lift=3.283144395325426)]), RelationRecord(items=frozenset({'ground beef', 'green tea', 'tomatoes'}), support=0.0030662578322890282, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ground beef', 'green tea'}), items_add=frozenset({'tomatoes'}), confidence=0.2072072072072072, lift=3.0297490472929067)]), RelationRecord(items=frozenset({'milk', 'herb & pepper', 'ground beef'}), support=0.0035995200639914677, ordered_statistics=[OrderedStatistic(items_base=frozenset({'milk', 'herb & pepper'}), items_add=frozenset({'ground beef'}), confidence=0.3913043478260869, lift=3.9825968969382335)]), RelationRecord(items=frozenset({'mineral water', 'herb & pepper', 'ground beef'}), support=0.006665777896280496, ordered_statistics=[OrderedStatistic(items_base=frozenset({'mineral water', 'herb & pepper'}), items_add=frozenset({'ground beef'}), confidence=0.39062500000000006, lift=3.975682666214383)]), RelationRecord(items=frozenset({'herb & pepper', 'nan', 'ground beef'}), support=0.015997866951073192, ordered_statistics=[OrderedStatistic(items_base=frozenset({'herb & pepper', 'nan'}), items_add=frozenset({'ground beef'}), confidence=0.3234501347708895, lift=3.2919938411349285)]), RelationRecord(items=frozenset({'herb & pepper', 'ground beef', 'spaghetti'}), support=0.006399146780429276, ordered_statistics=[OrderedStatistic(items_base=frozenset({'herb & pepper', 'spaghetti'}), items_add=frozenset({'ground beef'}), confidence=0.3934426229508197, lift=4.004359721511667)]), RelationRecord(items=frozenset({'milk', 'olive oil', 'ground beef'}), support=0.004932675643247567, ordered_statistics=[OrderedStatistic(items_base=frozenset({'milk', 'ground beef'}), items_add=frozenset({'olive oil'}), confidence=0.22424242424242427, lift=3.40494417862839)]), RelationRecord(items=frozenset({'milk', 'ground beef', 'soup'}), support=0.003999466737768298, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ground beef', 'soup'}), items_add=frozenset({'milk'}), confidence=0.4109589041095891, lift=3.1714019956029094)]), RelationRecord(items=frozenset({'tomato sauce', 'nan', 'ground beef'}), support=0.005332622317024397, ordered_statistics=[OrderedStatistic(items_base=frozenset({'tomato sauce', 'nan'}), items_add=frozenset({'ground beef'}), confidence=0.3773584905660377, lift=3.840659481324083)]), RelationRecord(items=frozenset({'pepper', 'ground beef', 'spaghetti'}), support=0.003332888948140248, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pepper', 'spaghetti'}), items_add=frozenset({'ground beef'}), confidence=0.33783783783783783, lift=3.4384282518610876)]), RelationRecord(items=frozenset({'spaghetti', 'ground beef', 'shrimp'}), support=0.005999200106652446, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ground beef', 'shrimp'}), items_add=frozenset({'spaghetti'}), confidence=0.5232558139534884, lift=3.005315360233627)]), RelationRecord(items=frozenset({'tomato sauce', 'ground beef', 'spaghetti'}), support=0.0030662578322890282, ordered_statistics=[OrderedStatistic(items_base=frozenset({'tomato sauce', 'ground beef'}), items_add=frozenset({'spaghetti'}), confidence=0.5750000000000001, lift=3.3025076569678413), OrderedStatistic(items_base=frozenset({'tomato sauce', 'spaghetti'}), items_add=frozenset({'ground beef'}), confidence=0.4893617021276596, lift=4.980599901844742)]), RelationRecord(items=frozenset({'light cream', 'olive oil', 'nan'}), support=0.003199573390214638, ordered_statistics=[OrderedStatistic(items_base=frozenset({'light cream', 'nan'}), items_add=frozenset({'olive oil'}), confidence=0.20512820512820515, lift=3.1147098515519573)]), RelationRecord(items=frozenset({'milk', 'olive oil', 'shrimp'}), support=0.003199573390214638, ordered_statistics=[OrderedStatistic(items_base=frozenset({'olive oil', 'shrimp'}), items_add=frozenset({'milk'}), confidence=0.3934426229508197, lift=3.0362274843149164)]), RelationRecord(items=frozenset({'milk', 'olive oil', 'soup'}), support=0.0035995200639914677, ordered_statistics=[OrderedStatistic(items_base=frozenset({'milk', 'olive oil'}), items_add=frozenset({'soup'}), confidence=0.2109375, lift=4.174781497361478), OrderedStatistic(items_base=frozenset({'milk', 'soup'}), items_add=frozenset({'olive oil'}), confidence=0.23684210526315788, lift=3.5962603878116344), OrderedStatistic(items_base=frozenset({'olive oil', 'soup'}), items_add=frozenset({'milk'}), confidence=0.4029850746268656, lift=3.1098673300165833)]), RelationRecord(items=frozenset({'milk', 'olive oil', 'spaghetti'}), support=0.007199040127982935, ordered_statistics=[OrderedStatistic(items_base=frozenset({'milk', 'spaghetti'}), items_add=frozenset({'olive oil'}), 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RelationRecord(items=frozenset({'mineral water', 'frozen vegetables', 'spaghetti', 'shrimp'}), support=0.003332888948140248, ordered_statistics=[OrderedStatistic(items_base=frozenset({'mineral water', 'frozen vegetables', 'spaghetti'}), items_add=frozenset({'shrimp'}), confidence=0.2777777777777778, lift=3.8873341625207294), OrderedStatistic(items_base=frozenset({'mineral water', 'spaghetti', 'shrimp'}), items_add=frozenset({'frozen vegetables'}), confidence=0.39062500000000006, lift=4.098011363636364)]), RelationRecord(items=frozenset({'mineral water', 'frozen vegetables', 'spaghetti', 'tomatoes'}), support=0.0030662578322890282, ordered_statistics=[OrderedStatistic(items_base=frozenset({'mineral water', 'frozen vegetables', 'spaghetti'}), items_add=frozenset({'tomatoes'}), confidence=0.2555555555555556, lift=3.7366904916612524), OrderedStatistic(items_base=frozenset({'mineral water', 'frozen vegetables', 'tomatoes'}), items_add=frozenset({'spaghetti'}), confidence=0.5227272727272727, lift=3.0022796881525826), OrderedStatistic(items_base=frozenset({'mineral water', 'spaghetti', 'tomatoes'}), items_add=frozenset({'frozen vegetables'}), confidence=0.32857142857142857, lift=3.447012987012987)]), RelationRecord(items=frozenset({'olive oil', 'frozen vegetables', 'spaghetti', 'nan'}), support=0.005732568990801226, ordered_statistics=[OrderedStatistic(items_base=frozenset({'frozen vegetables', 'spaghetti', 'nan'}), items_add=frozenset({'olive oil'}), confidence=0.20574162679425836, lift=3.1240241752707125)]), RelationRecord(items=frozenset({'frozen vegetables', 'spaghetti', 'shrimp', 'nan'}), support=0.005999200106652446, ordered_statistics=[OrderedStatistic(items_base=frozenset({'frozen vegetables', 'spaghetti', 'nan'}), items_add=frozenset({'shrimp'}), confidence=0.21531100478468898, lift=3.0131489680782684)]), RelationRecord(items=frozenset({'tomatoes', 'frozen vegetables', 'shrimp', 'nan'}), support=0.003999466737768298, ordered_statistics=[OrderedStatistic(items_base=frozenset({'frozen vegetables', 'shrimp', 'nan'}), items_add=frozenset({'tomatoes'}), confidence=0.24000000000000002, lift=3.5092397660818717), OrderedStatistic(items_base=frozenset({'tomatoes', 'frozen vegetables', 'nan'}), items_add=frozenset({'shrimp'}), confidence=0.2479338842975207, lift=3.4696866905143704), OrderedStatistic(items_base=frozenset({'nan', 'shrimp', 'tomatoes'}), items_add=frozenset({'frozen vegetables'}), confidence=0.35714285714285715, lift=3.7467532467532467)]), RelationRecord(items=frozenset({'tomatoes', 'frozen vegetables', 'spaghetti', 'nan'}), support=0.006665777896280496, ordered_statistics=[OrderedStatistic(items_base=frozenset({'frozen vegetables', 'spaghetti', 'nan'}), items_add=frozenset({'tomatoes'}), confidence=0.23923444976076558, lift=3.4980460188216425), OrderedStatistic(items_base=frozenset({'nan', 'spaghetti', 'tomatoes'}), items_add=frozenset({'frozen vegetables'}), confidence=0.3184713375796179, lift=3.341053850607991)]), RelationRecord(items=frozenset({'nan', 'ground beef', 'spaghetti', 'grated cheese'}), support=0.005332622317024397, ordered_statistics=[OrderedStatistic(items_base=frozenset({'nan', 'spaghetti', 'grated cheese'}), items_add=frozenset({'ground beef'}), confidence=0.3225806451612903, lift=3.283144395325426)]), RelationRecord(items=frozenset({'nan', 'ground beef', 'green tea', 'tomatoes'}), support=0.0030662578322890282, ordered_statistics=[OrderedStatistic(items_base=frozenset({'nan', 'ground beef', 'green tea'}), items_add=frozenset({'tomatoes'}), confidence=0.2072072072072072, lift=3.0297490472929067)]), RelationRecord(items=frozenset({'milk', 'herb & pepper', 'nan', 'ground beef'}), support=0.0035995200639914677, ordered_statistics=[OrderedStatistic(items_base=frozenset({'milk', 'herb & pepper', 'nan'}), items_add=frozenset({'ground beef'}), confidence=0.3913043478260869, lift=3.9825968969382335)]), RelationRecord(items=frozenset({'mineral water', 'herb & pepper', 'nan', 'ground beef'}), support=0.006665777896280496, ordered_statistics=[OrderedStatistic(items_base=frozenset({'mineral water', 'herb & pepper', 'nan'}), items_add=frozenset({'ground beef'}), confidence=0.39062500000000006, lift=3.975682666214383)]), RelationRecord(items=frozenset({'herb & pepper', 'nan', 'ground beef', 'spaghetti'}), support=0.006399146780429276, ordered_statistics=[OrderedStatistic(items_base=frozenset({'herb & pepper', 'nan', 'spaghetti'}), items_add=frozenset({'ground beef'}), confidence=0.3934426229508197, lift=4.004359721511667)]), RelationRecord(items=frozenset({'milk', 'olive oil', 'nan', 'ground beef'}), support=0.004932675643247567, ordered_statistics=[OrderedStatistic(items_base=frozenset({'milk', 'nan', 'ground beef'}), items_add=frozenset({'olive oil'}), confidence=0.22424242424242427, lift=3.40494417862839)]), RelationRecord(items=frozenset({'milk', 'nan', 'ground beef', 'soup'}), support=0.003999466737768298, ordered_statistics=[OrderedStatistic(items_base=frozenset({'nan', 'ground beef', 'soup'}), items_add=frozenset({'milk'}), confidence=0.4109589041095891, lift=3.1714019956029094)]), RelationRecord(items=frozenset({'mineral water', 'olive oil', 'ground beef', 'spaghetti'}), support=0.0030662578322890282, ordered_statistics=[OrderedStatistic(items_base=frozenset({'mineral water', 'olive oil', 'spaghetti'}), items_add=frozenset({'ground beef'}), confidence=0.2987012987012987, lift=3.0401064335935435)]), RelationRecord(items=frozenset({'mineral water', 'ground beef', 'spaghetti', 'tomatoes'}), support=0.0030662578322890282, ordered_statistics=[OrderedStatistic(items_base=frozenset({'mineral water', 'ground beef', 'tomatoes'}), items_add=frozenset({'spaghetti'}), confidence=0.5609756097560976, lift=3.221958689724723), OrderedStatistic(items_base=frozenset({'mineral water', 'spaghetti', 'tomatoes'}), items_add=frozenset({'ground beef'}), confidence=0.32857142857142857, lift=3.344117076952898)]), RelationRecord(items=frozenset({'pepper', 'nan', 'ground beef', 'spaghetti'}), support=0.003332888948140248, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pepper', 'nan', 'spaghetti'}), items_add=frozenset({'ground beef'}), confidence=0.33783783783783783, lift=3.4384282518610876)]), RelationRecord(items=frozenset({'nan', 'spaghetti', 'ground beef', 'shrimp'}), support=0.005999200106652446, ordered_statistics=[OrderedStatistic(items_base=frozenset({'nan', 'ground beef', 'shrimp'}), items_add=frozenset({'spaghetti'}), confidence=0.5232558139534884, lift=3.005315360233627)]), RelationRecord(items=frozenset({'tomato sauce', 'nan', 'ground beef', 'spaghetti'}), support=0.0030662578322890282, ordered_statistics=[OrderedStatistic(items_base=frozenset({'tomato sauce', 'nan', 'ground beef'}), items_add=frozenset({'spaghetti'}), confidence=0.5750000000000001, lift=3.3025076569678413), OrderedStatistic(items_base=frozenset({'tomato sauce', 'nan', 'spaghetti'}), items_add=frozenset({'ground beef'}), confidence=0.4893617021276596, lift=4.980599901844742)]), RelationRecord(items=frozenset({'milk', 'olive oil', 'spaghetti', 'mineral water'}), support=0.003332888948140248, ordered_statistics=[OrderedStatistic(items_base=frozenset({'milk', 'spaghetti', 'mineral water'}), items_add=frozenset({'olive oil'}), confidence=0.211864406779661, lift=3.216993755575379)]), RelationRecord(items=frozenset({'milk', 'spaghetti', 'mineral water', 'tomatoes'}), support=0.003332888948140248, ordered_statistics=[OrderedStatistic(items_base=frozenset({'milk', 'spaghetti', 'mineral water'}), items_add=frozenset({'tomatoes'}), confidence=0.211864406779661, lift=3.0978458387022165)]), RelationRecord(items=frozenset({'milk', 'olive oil', 'nan', 'shrimp'}), support=0.003199573390214638, ordered_statistics=[OrderedStatistic(items_base=frozenset({'olive oil', 'nan', 'shrimp'}), items_add=frozenset({'milk'}), confidence=0.39999999999999997, lift=3.0868312757201646)]), RelationRecord(items=frozenset({'milk', 'olive oil', 'nan', 'soup'}), support=0.0035995200639914677, ordered_statistics=[OrderedStatistic(items_base=frozenset({'milk', 'olive oil', 'nan'}), items_add=frozenset({'soup'}), confidence=0.2109375, lift=4.174781497361478), OrderedStatistic(items_base=frozenset({'milk', 'nan', 'soup'}), items_add=frozenset({'olive oil'}), confidence=0.23684210526315788, lift=3.5962603878116344), OrderedStatistic(items_base=frozenset({'olive oil', 'nan', 'soup'}), items_add=frozenset({'milk'}), confidence=0.4029850746268656, lift=3.1098673300165833)]), RelationRecord(items=frozenset({'milk', 'olive oil', 'nan', 'spaghetti'}), support=0.007199040127982935, ordered_statistics=[OrderedStatistic(items_base=frozenset({'milk', 'nan', 'spaghetti'}), items_add=frozenset({'olive oil'}), confidence=0.20300751879699247, lift=3.0825089038385434)]), RelationRecord(items=frozenset({'milk', 'tomatoes', 'nan', 'soup'}), support=0.0030662578322890282, ordered_statistics=[OrderedStatistic(items_base=frozenset({'milk', 'nan', 'tomatoes'}), items_add=frozenset({'soup'}), confidence=0.21904761904761905, lift=4.335293378565146), OrderedStatistic(items_base=frozenset({'tomatoes', 'nan', 'soup'}), items_add=frozenset({'milk'}), confidence=0.44230769230769235, lift=3.4133230452674903)]), RelationRecord(items=frozenset({'milk', 'nan', 'whole wheat pasta', 'spaghetti'}), support=0.003999466737768298, ordered_statistics=[OrderedStatistic(items_base=frozenset({'nan', 'whole wheat pasta', 'spaghetti'}), items_add=frozenset({'milk'}), confidence=0.4545454545454546, lift=3.5077628133183696)]), RelationRecord(items=frozenset({'mineral water', 'olive oil', 'nan', 'soup'}), support=0.005199306759098787, ordered_statistics=[OrderedStatistic(items_base=frozenset({'mineral water', 'nan', 'soup'}), items_add=frozenset({'olive oil'}), confidence=0.22543352601156072, lift=3.4230301186492245)]), RelationRecord(items=frozenset({'mineral water', 'olive oil', 'nan', 'whole wheat pasta'}), support=0.0038661511798426876, ordered_statistics=[OrderedStatistic(items_base=frozenset({'mineral water', 'nan', 'whole wheat pasta'}), items_add=frozenset({'olive oil'}), confidence=0.4027777777777778, lift=6.115862573099416)]), RelationRecord(items=frozenset({'pancakes', 'olive oil', 'nan', 'spaghetti'}), support=0.005065991201173177, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pancakes', 'nan', 'spaghetti'}), items_add=frozenset({'olive oil'}), confidence=0.20105820105820105, lift=3.0529100529100526)]), RelationRecord(items=frozenset({'olive oil', 'nan', 'spaghetti', 'tomatoes'}), support=0.004399413411545127, ordered_statistics=[OrderedStatistic(items_base=frozenset({'olive oil', 'nan', 'tomatoes'}), items_add=frozenset({'spaghetti'}), confidence=0.6111111111111112, lift=3.5099115194827295), OrderedStatistic(items_base=frozenset({'nan', 'spaghetti', 'tomatoes'}), items_add=frozenset({'olive oil'}), confidence=0.21019108280254778, lift=3.19158565202816)]), RelationRecord(items=frozenset({'nan', 'whole wheat rice', 'spaghetti', 'tomatoes'}), support=0.0030662578322890282, ordered_statistics=[OrderedStatistic(items_base=frozenset({'nan', 'whole wheat rice', 'spaghetti'}), items_add=frozenset({'tomatoes'}), confidence=0.2169811320754717, lift=3.1726617382029496)]), RelationRecord(items=frozenset({'eggs', 'mineral water', 'ground beef', 'nan', 'chocolate'}), support=0.003999466737768298, ordered_statistics=[OrderedStatistic(items_base=frozenset({'mineral water', 'nan', 'chocolate', 'eggs'}), items_add=frozenset({'ground beef'}), confidence=0.29702970297029707, lift=3.023093354111531)]), RelationRecord(items=frozenset({'frozen vegetables', 'mineral water', 'ground beef', 'nan', 'chocolate'}), support=0.003332888948140248, ordered_statistics=[OrderedStatistic(items_base=frozenset({'mineral water', 'frozen vegetables', 'chocolate', 'nan'}), items_add=frozenset({'ground beef'}), confidence=0.34246575342465757, lift=3.4855300087358976), OrderedStatistic(items_base=frozenset({'mineral water', 'nan', 'ground beef', 'chocolate'}), items_add=frozenset({'frozen vegetables'}), confidence=0.30487804878048785, lift=3.1984478935698455)]), RelationRecord(items=frozenset({'frozen vegetables', 'ground beef', 'spaghetti', 'nan', 'chocolate'}), support=0.0030662578322890282, ordered_statistics=[OrderedStatistic(items_base=frozenset({'frozen vegetables', 'ground beef', 'chocolate', 'nan'}), items_add=frozenset({'spaghetti'}), confidence=0.5348837209302326, lift=3.0721001460165964), OrderedStatistic(items_base=frozenset({'frozen vegetables', 'chocolate', 'spaghetti', 'nan'}), items_add=frozenset({'ground beef'}), confidence=0.3898305084745763, lift=3.967596531978015), OrderedStatistic(items_base=frozenset({'nan', 'ground beef', 'chocolate', 'spaghetti'}), items_add=frozenset({'frozen vegetables'}), confidence=0.33333333333333337, lift=3.4969696969696975)]), RelationRecord(items=frozenset({'frozen vegetables', 'mineral water', 'milk', 'nan', 'chocolate'}), support=0.003999466737768298, ordered_statistics=[OrderedStatistic(items_base=frozenset({'mineral water', 'frozen vegetables', 'chocolate', 'nan'}), items_add=frozenset({'milk'}), confidence=0.4109589041095891, lift=3.1714019956029094)]), RelationRecord(items=frozenset({'frozen vegetables', 'spaghetti', 'milk', 'nan', 'chocolate'}), support=0.0034662045060658577, ordered_statistics=[OrderedStatistic(items_base=frozenset({'frozen vegetables', 'chocolate', 'spaghetti', 'nan'}), items_add=frozenset({'milk'}), confidence=0.44067796610169485, lift=3.4007463207086555), OrderedStatistic(items_base=frozenset({'milk', 'nan', 'chocolate', 'spaghetti'}), items_add=frozenset({'frozen vegetables'}), confidence=0.3170731707317073, lift=3.3263858093126384)]), RelationRecord(items=frozenset({'frozen vegetables', 'shrimp', 'mineral water', 'nan', 'chocolate'}), support=0.003199573390214638, ordered_statistics=[OrderedStatistic(items_base=frozenset({'mineral water', 'frozen vegetables', 'chocolate', 'nan'}), items_add=frozenset({'shrimp'}), confidence=0.32876712328767127, lift=4.600899611531385), OrderedStatistic(items_base=frozenset({'mineral water', 'nan', 'chocolate', 'shrimp'}), items_add=frozenset({'frozen vegetables'}), confidence=0.4210526315789474, lift=4.417224880382776)]), RelationRecord(items=frozenset({'olive oil', 'mineral water', 'spaghetti', 'nan', 'chocolate'}), support=0.0038661511798426876, ordered_statistics=[OrderedStatistic(items_base=frozenset({'mineral water', 'nan', 'chocolate', 'spaghetti'}), items_add=frozenset({'olive oil'}), confidence=0.2436974789915966, lift=3.700353825740822)]), RelationRecord(items=frozenset({'shrimp', 'mineral water', 'spaghetti', 'nan', 'chocolate'}), support=0.0034662045060658577, ordered_statistics=[OrderedStatistic(items_base=frozenset({'mineral water', 'nan', 'chocolate', 'spaghetti'}), items_add=frozenset({'shrimp'}), confidence=0.21848739495798317, lift=3.0576006522011783)]), RelationRecord(items=frozenset({'eggs', 'frozen vegetables', 'mineral water', 'milk', 'nan'}), support=0.0037328356219170776, ordered_statistics=[OrderedStatistic(items_base=frozenset({'mineral water', 'frozen vegetables', 'nan', 'eggs'}), items_add=frozenset({'milk'}), confidence=0.411764705882353, lift=3.177620430888405)]), RelationRecord(items=frozenset({'frozen smoothie', 'mineral water', 'spaghetti', 'milk', 'nan'}), support=0.003199573390214638, ordered_statistics=[OrderedStatistic(items_base=frozenset({'mineral water', 'nan', 'frozen smoothie', 'spaghetti'}), items_add=frozenset({'milk'}), confidence=0.4705882352941177, lift=3.631566206729606), OrderedStatistic(items_base=frozenset({'milk', 'nan', 'spaghetti', 'mineral water'}), items_add=frozenset({'frozen smoothie'}), confidence=0.2033898305084746, lift=3.211846565566459)]), RelationRecord(items=frozenset({'frozen vegetables', 'mineral water', 'ground beef', 'milk', 'nan'}), support=0.0037328356219170776, ordered_statistics=[OrderedStatistic(items_base=frozenset({'mineral water', 'frozen vegetables', 'ground beef', 'nan'}), items_add=frozenset({'milk'}), confidence=0.40579710144927533, lift=3.1315679608755294), OrderedStatistic(items_base=frozenset({'milk', 'frozen vegetables', 'mineral water', 'nan'}), items_add=frozenset({'ground beef'}), confidence=0.3373493975903614, lift=3.4334570302921317), OrderedStatistic(items_base=frozenset({'milk', 'nan', 'ground beef', 'mineral water'}), items_add=frozenset({'frozen vegetables'}), confidence=0.3373493975903614, lift=3.539101861993428)]), RelationRecord(items=frozenset({'frozen vegetables', 'ground beef', 'spaghetti', 'milk', 'nan'}), support=0.0030662578322890282, ordered_statistics=[OrderedStatistic(items_base=frozenset({'milk', 'frozen vegetables', 'ground beef', 'nan'}), items_add=frozenset({'spaghetti'}), confidence=0.5348837209302326, lift=3.0721001460165964), OrderedStatistic(items_base=frozenset({'milk', 'frozen vegetables', 'spaghetti', 'nan'}), items_add=frozenset({'ground beef'}), confidence=0.3709677419354839, lift=3.7756160546242397), OrderedStatistic(items_base=frozenset({'milk', 'nan', 'ground beef', 'spaghetti'}), items_add=frozenset({'frozen vegetables'}), confidence=0.3150684931506849, lift=3.305354919053549)]), RelationRecord(items=frozenset({'frozen vegetables', 'mineral water', 'ground beef', 'spaghetti', 'nan'}), support=0.004399413411545127, ordered_statistics=[OrderedStatistic(items_base=frozenset({'mineral water', 'frozen vegetables', 'spaghetti', 'nan'}), items_add=frozenset({'ground beef'}), confidence=0.3666666666666667, lift=3.7318407960199007)]), RelationRecord(items=frozenset({'olive oil', 'frozen vegetables', 'mineral water', 'milk', 'nan'}), support=0.003332888948140248, ordered_statistics=[OrderedStatistic(items_base=frozenset({'milk', 'frozen vegetables', 'mineral water', 'nan'}), items_add=frozenset({'olive oil'}), confidence=0.30120481927710846, lift=4.573557387444516), OrderedStatistic(items_base=frozenset({'mineral water', 'olive oil', 'frozen vegetables', 'nan'}), items_add=frozenset({'milk'}), confidence=0.5102040816326531, lift=3.937284790459394), OrderedStatistic(items_base=frozenset({'milk', 'olive oil', 'nan', 'mineral water'}), items_add=frozenset({'frozen vegetables'}), confidence=0.39062500000000006, lift=4.098011363636364)]), RelationRecord(items=frozenset({'frozen vegetables', 'soup', 'mineral water', 'milk', 'nan'}), support=0.0030662578322890282, ordered_statistics=[OrderedStatistic(items_base=frozenset({'milk', 'frozen vegetables', 'mineral water', 'nan'}), items_add=frozenset({'soup'}), confidence=0.27710843373493976, lift=5.484407286136631), OrderedStatistic(items_base=frozenset({'milk', 'soup', 'frozen vegetables', 'nan'}), items_add=frozenset({'mineral water'}), confidence=0.7666666666666666, lift=3.21631245339299), OrderedStatistic(items_base=frozenset({'mineral water', 'soup', 'frozen vegetables', 'nan'}), items_add=frozenset({'milk'}), confidence=0.6052631578947368, lift=4.670863114576565), OrderedStatistic(items_base=frozenset({'milk', 'nan', 'mineral water', 'soup'}), items_add=frozenset({'frozen vegetables'}), confidence=0.35937500000000006, lift=3.7701704545454553)]), RelationRecord(items=frozenset({'frozen vegetables', 'mineral water', 'spaghetti', 'milk', 'nan'}), support=0.004532728969470737, ordered_statistics=[OrderedStatistic(items_base=frozenset({'milk', 'nan', 'spaghetti', 'mineral water'}), items_add=frozenset({'frozen vegetables'}), confidence=0.28813559322033894, lift=3.0228043143297376)]), RelationRecord(items=frozenset({'frozen vegetables', 'shrimp', 'mineral water', 'spaghetti', 'nan'}), support=0.003332888948140248, ordered_statistics=[OrderedStatistic(items_base=frozenset({'mineral water', 'frozen vegetables', 'spaghetti', 'nan'}), items_add=frozenset({'shrimp'}), confidence=0.2777777777777778, lift=3.8873341625207294), OrderedStatistic(items_base=frozenset({'mineral water', 'nan', 'spaghetti', 'shrimp'}), items_add=frozenset({'frozen vegetables'}), confidence=0.39062500000000006, lift=4.098011363636364)]), RelationRecord(items=frozenset({'frozen vegetables', 'mineral water', 'spaghetti', 'nan', 'tomatoes'}), support=0.0030662578322890282, ordered_statistics=[OrderedStatistic(items_base=frozenset({'mineral water', 'frozen vegetables', 'spaghetti', 'nan'}), items_add=frozenset({'tomatoes'}), confidence=0.2555555555555556, lift=3.7366904916612524), OrderedStatistic(items_base=frozenset({'mineral water', 'tomatoes', 'frozen vegetables', 'nan'}), items_add=frozenset({'spaghetti'}), confidence=0.5227272727272727, lift=3.0022796881525826), OrderedStatistic(items_base=frozenset({'mineral water', 'nan', 'spaghetti', 'tomatoes'}), items_add=frozenset({'frozen vegetables'}), confidence=0.32857142857142857, lift=3.447012987012987)]), RelationRecord(items=frozenset({'olive oil', 'mineral water', 'ground beef', 'spaghetti', 'nan'}), support=0.0030662578322890282, ordered_statistics=[OrderedStatistic(items_base=frozenset({'mineral water', 'olive oil', 'nan', 'spaghetti'}), items_add=frozenset({'ground beef'}), confidence=0.2987012987012987, lift=3.0401064335935435)]), RelationRecord(items=frozenset({'mineral water', 'ground beef', 'spaghetti', 'nan', 'tomatoes'}), support=0.0030662578322890282, ordered_statistics=[OrderedStatistic(items_base=frozenset({'mineral water', 'nan', 'ground beef', 'tomatoes'}), items_add=frozenset({'spaghetti'}), confidence=0.5609756097560976, lift=3.221958689724723), OrderedStatistic(items_base=frozenset({'mineral water', 'nan', 'spaghetti', 'tomatoes'}), items_add=frozenset({'ground beef'}), confidence=0.32857142857142857, lift=3.344117076952898)]), RelationRecord(items=frozenset({'olive oil', 'mineral water', 'spaghetti', 'milk', 'nan'}), support=0.003332888948140248, ordered_statistics=[OrderedStatistic(items_base=frozenset({'milk', 'nan', 'spaghetti', 'mineral water'}), items_add=frozenset({'olive oil'}), confidence=0.211864406779661, lift=3.216993755575379)]), RelationRecord(items=frozenset({'mineral water', 'spaghetti', 'milk', 'nan', 'tomatoes'}), support=0.003332888948140248, ordered_statistics=[OrderedStatistic(items_base=frozenset({'milk', 'nan', 'spaghetti', 'mineral water'}), items_add=frozenset({'tomatoes'}), confidence=0.211864406779661, lift=3.0978458387022165)])]\n"
     ]
    }
   ],
   "source": [
    "print(results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "authorship_tag": "ABX9TyO41Q6DRmOTeVEfityPN5hB",
   "collapsed_sections": [],
   "name": "Apriori",
   "provenance": [],
   "toc_visible": true
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
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 },
 "nbformat": 4,
 "nbformat_minor": 1
}