diff --git a/24_MarketBasketAnalysisusingECLAT.ipynb b/24_MarketBasketAnalysisusingECLAT.ipynb new file mode 100644 index 0000000..ab5b971 --- /dev/null +++ b/24_MarketBasketAnalysisusingECLAT.ipynb @@ -0,0 +1,2898 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [], + "include_colab_link": true + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "r3cas2_1T98w" + }, + "source": [ + "#24_MarketBasketAnalysisusingECLAT" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "IODliia6U1xO" + }, + "source": [ + "### Importing the basic libraries" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "y98nA5UdU6Hf" + }, + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt" + ], + "execution_count": 1, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "jpjZ43YlU8eI" + }, + "source": [ + "### Load Dataset from Local Directory" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "pLVaXoYVU_Uy", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 73 + }, + "outputId": "2294d2f2-7f56-4551-fbcf-58e89907eba1" + }, + "source": [ + "from google.colab import files\n", + "uploaded = files.upload()" + ], + "execution_count": 3, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "\n", + " \n", + " \n", + " Upload widget is only available when the cell has been executed in the\n", + " current browser session. Please rerun this cell to enable.\n", + " \n", + " " + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Saving dataset1.csv to dataset1.csv\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "fLBaNX8cVymm" + }, + "source": [ + "### Importing the dataset" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "lBgHJ6c7gDn2", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "34a21ff1-ffb6-45da-a966-3d997fa61f8f" + }, + "source": [ + "dataset = pd.read_csv('dataset1.csv')\n", + "print(dataset.shape)\n", + "print(dataset.head(5))" + ], + "execution_count": 4, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "(7500, 20)\n", + " shrimp almonds avocado vegetables mix green grapes \\\n", + "0 burgers meatballs eggs NaN NaN \n", + "1 chutney NaN NaN NaN NaN \n", + "2 turkey avocado NaN NaN NaN \n", + "3 mineral water milk energy bar whole wheat rice green tea \n", + "4 low fat yogurt NaN NaN NaN NaN \n", + "\n", + " whole weat flour yams cottage cheese energy drink tomato juice \\\n", + "0 NaN NaN NaN NaN NaN \n", + "1 NaN NaN NaN NaN NaN \n", + "2 NaN NaN NaN NaN NaN \n", + "3 NaN NaN NaN NaN NaN \n", + "4 NaN NaN NaN NaN NaN \n", + "\n", + " low fat yogurt green tea honey salad mineral water salmon antioxydant juice \\\n", + "0 NaN NaN NaN NaN NaN NaN NaN \n", + "1 NaN NaN NaN NaN NaN NaN NaN \n", + "2 NaN NaN NaN NaN NaN NaN NaN \n", + "3 NaN NaN NaN NaN NaN NaN NaN \n", + "4 NaN NaN NaN NaN NaN NaN NaN \n", + "\n", + " frozen smoothie spinach olive oil \n", + "0 NaN NaN NaN \n", + "1 NaN NaN NaN \n", + "2 NaN NaN NaN \n", + "3 NaN NaN NaN \n", + "4 NaN NaN NaN \n" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "n90Tb_w9V-vn" + }, + "source": [ + "### Data Pre-Processing" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "pm6q3gWXgG_1", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "237301b1-2d32-4b46-d916-687d3c850b94" + }, + "source": [ + "transactions = []\n", + "for i in range(0, 70):\n", + " transactions.append([str(dataset.values[i,j]) for j in range(0, 20)])\n", + "transactions" + ], + "execution_count": 6, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[['burgers',\n", + " 'meatballs',\n", + " 'eggs',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan'],\n", + " ['chutney',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan'],\n", + " ['turkey',\n", + " 'avocado',\n", + " 'nan',\n", + " 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'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan'],\n", + " ['meatballs',\n", + " 'milk',\n", + " 'honey',\n", + " 'french fries',\n", + " 'protein bar',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan'],\n", + " ['red wine',\n", + " 'shrimp',\n", + " 'pasta',\n", + " 'pepper',\n", + " 'eggs',\n", + " 'chocolate',\n", + " 'shampoo',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan'],\n", + " ['rice',\n", + " 'sparkling water',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 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+ " ['red wine',\n", + " 'ground beef',\n", + " 'mineral water',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan'],\n", + " ['mineral water',\n", + " 'cake',\n", + " 'cottage cheese',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan'],\n", + " ['pickles',\n", + " 'champagne',\n", + " 'green tea',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan'],\n", + " ['spaghetti',\n", + " 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+ " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan'],\n", + " ['french fries',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan'],\n", + " ['chocolate',\n", + " 'milk',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan'],\n", + " ['herb & pepper',\n", + " 'whole wheat pasta',\n", + " 'ground beef',\n", + " 'mineral water',\n", + " 'avocado',\n", + " 'cider',\n", + " 'whole wheat rice',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan'],\n", + " ['cookies',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan'],\n", + " ['shrimp',\n", + " 'pasta',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan'],\n", + " ['grated cheese',\n", + " 'herb & pepper',\n", + " 'tomatoes',\n", + " 'tomato sauce',\n", + " 'corn',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan',\n", + " 'nan']]" + ] + }, + "metadata": {}, + "execution_count": 6 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "zoIEOorVTzD9" + }, + "source": [ + "### Training APRIORI" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "wOuthXLlT0GI", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "2e4681c9-46e5-411f-83fd-b07ab487978d" + }, + "source": [ + "!pip install apyori\n", + "from apyori import apriori\n", + "rules = apriori(transactions = transactions, min_support = 0.003, min_confidence = 0.2, min_lift = 3, min_length = 2, max_length = 2)" + ], + "execution_count": 7, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Collecting apyori\n", + " Downloading apyori-1.1.2.tar.gz (8.6 kB)\n", + " Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n", + "Building wheels for collected packages: apyori\n", + " Building wheel for apyori (setup.py) ... \u001b[?25l\u001b[?25hdone\n", + " Created wheel for apyori: filename=apyori-1.1.2-py3-none-any.whl size=5954 sha256=aafb5e1db07b37bbec47a8d60f3e024077b530df4d7cd3956feee0efaeb656d6\n", + " Stored in directory: /root/.cache/pip/wheels/77/3d/a6/d317a6fb32be58a602b1e8c6b5d6f31f79322da554cad2a5ea\n", + "Successfully built apyori\n", + "Installing collected packages: apyori\n", + "Successfully installed apyori-1.1.2\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "58ZB1rCZUVfH" + }, + "source": [ + "### Result" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "0K7mijvHUW6Z", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "45f17557-452b-4a5d-93de-81ddb6a8d322" + }, + "source": [ + "results = list(rules)\n", + "results" + ], + "execution_count": 8, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[RelationRecord(items=frozenset({'avocado', 'body spray'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'body spray'}), items_add=frozenset({'avocado'}), confidence=0.3333333333333333, lift=3.333333333333333)]),\n", + " RelationRecord(items=frozenset({'avocado', 'brownies'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'brownies'}), items_add=frozenset({'avocado'}), confidence=0.5, lift=5.0)]),\n", + " RelationRecord(items=frozenset({'cider', 'avocado'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cider'}), items_add=frozenset({'avocado'}), confidence=0.5, lift=5.0)]),\n", + " RelationRecord(items=frozenset({'avocado', 'fresh bread'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh bread'}), items_add=frozenset({'avocado'}), confidence=1.0, lift=10.0)]),\n", + " RelationRecord(items=frozenset({'avocado', 'grated cheese'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'grated cheese'}), items_add=frozenset({'avocado'}), confidence=0.5, lift=5.0)]),\n", + " RelationRecord(items=frozenset({'herb & pepper', 'avocado'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'herb & pepper'}), items_add=frozenset({'avocado'}), confidence=0.3333333333333333, lift=3.333333333333333)]),\n", + " RelationRecord(items=frozenset({'avocado', 'hot dogs'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'hot dogs'}), items_add=frozenset({'avocado'}), confidence=0.5, lift=5.0)]),\n", + " RelationRecord(items=frozenset({'avocado', 'muffins'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'muffins'}), items_add=frozenset({'avocado'}), confidence=0.5, lift=5.0)]),\n", + " RelationRecord(items=frozenset({'pancakes', 'avocado'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pancakes'}), items_add=frozenset({'avocado'}), confidence=0.5, lift=5.0)]),\n", + " RelationRecord(items=frozenset({'avocado', 'parmesan cheese'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'parmesan cheese'}), items_add=frozenset({'avocado'}), confidence=1.0, lift=10.0)]),\n", + " RelationRecord(items=frozenset({'avocado', 'pasta'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pasta'}), items_add=frozenset({'avocado'}), confidence=0.3333333333333333, lift=3.333333333333333)]),\n", + " RelationRecord(items=frozenset({'avocado', 'toothpaste'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'toothpaste'}), items_add=frozenset({'avocado'}), confidence=1.0, lift=10.0)]),\n", + " RelationRecord(items=frozenset({'avocado', 'white wine'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'white wine'}), items_add=frozenset({'avocado'}), confidence=0.5, lift=5.0)]),\n", + " RelationRecord(items=frozenset({'avocado', 'whole wheat pasta'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'whole wheat pasta'}), items_add=frozenset({'avocado'}), confidence=0.5, lift=5.0)]),\n", + " RelationRecord(items=frozenset({'avocado', 'whole wheat rice'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'avocado'}), confidence=0.3333333333333333, lift=3.333333333333333)]),\n", + " RelationRecord(items=frozenset({'burgers', 'black tea'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'black tea'}), items_add=frozenset({'burgers'}), confidence=0.3333333333333333, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'burgers'}), items_add=frozenset({'black tea'}), confidence=0.25, lift=5.833333333333333)]),\n", + " RelationRecord(items=frozenset({'black tea', 'chicken'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'black tea'}), items_add=frozenset({'chicken'}), confidence=0.3333333333333333, lift=4.666666666666667), OrderedStatistic(items_base=frozenset({'chicken'}), items_add=frozenset({'black tea'}), confidence=0.2, lift=4.666666666666667)]),\n", + " RelationRecord(items=frozenset({'black tea', 'energy bar'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'black tea'}), items_add=frozenset({'energy bar'}), confidence=0.3333333333333333, lift=7.777777777777778), OrderedStatistic(items_base=frozenset({'energy bar'}), items_add=frozenset({'black tea'}), confidence=0.3333333333333333, lift=7.777777777777778)]),\n", + " RelationRecord(items=frozenset({'black tea', 'escalope'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'black tea'}), items_add=frozenset({'escalope'}), confidence=0.3333333333333333, lift=4.666666666666667), OrderedStatistic(items_base=frozenset({'escalope'}), items_add=frozenset({'black tea'}), confidence=0.2, lift=4.666666666666667)]),\n", + " RelationRecord(items=frozenset({'black tea', 'extra dark chocolate'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'black tea'}), items_add=frozenset({'extra dark chocolate'}), confidence=0.3333333333333333, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'extra dark chocolate'}), items_add=frozenset({'black tea'}), confidence=1.0, lift=23.333333333333332)]),\n", + " RelationRecord(items=frozenset({'black tea', 'fresh tuna'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'black tea'}), items_add=frozenset({'fresh tuna'}), confidence=0.3333333333333333, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'black tea'}), confidence=0.25, lift=5.833333333333333)]),\n", + " RelationRecord(items=frozenset({'black tea', 'frozen smoothie'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'black tea'}), items_add=frozenset({'frozen smoothie'}), confidence=0.3333333333333333, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'frozen smoothie'}), items_add=frozenset({'black tea'}), confidence=0.5, lift=11.666666666666666)]),\n", + " RelationRecord(items=frozenset({'ground beef', 'black tea'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'black tea'}), items_add=frozenset({'ground beef'}), confidence=0.3333333333333333, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'black tea'}), confidence=0.25, lift=5.833333333333333)]),\n", + " RelationRecord(items=frozenset({'black tea', 'milk'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'black tea'}), items_add=frozenset({'milk'}), confidence=0.3333333333333333, lift=3.888888888888889)]),\n", + " RelationRecord(items=frozenset({'black tea', 'salmon'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'black tea'}), items_add=frozenset({'salmon'}), confidence=0.6666666666666666, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'salmon'}), items_add=frozenset({'black tea'}), confidence=0.5, lift=11.666666666666666)]),\n", + " RelationRecord(items=frozenset({'tomatoes', 'black tea'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'black tea'}), items_add=frozenset({'tomatoes'}), confidence=0.3333333333333333, lift=7.777777777777778), OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'black tea'}), confidence=0.3333333333333333, lift=7.777777777777778)]),\n", + " RelationRecord(items=frozenset({'brownies', 'body spray'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'body spray'}), items_add=frozenset({'brownies'}), confidence=0.3333333333333333, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'brownies'}), items_add=frozenset({'body spray'}), confidence=0.5, lift=11.666666666666666)]),\n", + " RelationRecord(items=frozenset({'body spray', 'chicken'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'body spray'}), items_add=frozenset({'chicken'}), confidence=0.3333333333333333, lift=4.666666666666667), OrderedStatistic(items_base=frozenset({'chicken'}), items_add=frozenset({'body spray'}), confidence=0.2, lift=4.666666666666667)]),\n", + " RelationRecord(items=frozenset({'energy drink', 'body spray'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'body spray'}), items_add=frozenset({'energy drink'}), confidence=0.3333333333333333, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'energy drink'}), items_add=frozenset({'body spray'}), confidence=0.5, lift=11.666666666666666)]),\n", + " RelationRecord(items=frozenset({'green tea', 'body spray'}), support=0.04285714285714286, ordered_statistics=[OrderedStatistic(items_base=frozenset({'body spray'}), items_add=frozenset({'green tea'}), confidence=1.0, lift=7.0), OrderedStatistic(items_base=frozenset({'green tea'}), items_add=frozenset({'body spray'}), confidence=0.30000000000000004, lift=7.000000000000001)]),\n", + " RelationRecord(items=frozenset({'gums', 'body spray'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'body spray'}), items_add=frozenset({'gums'}), confidence=0.3333333333333333, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'gums'}), items_add=frozenset({'body spray'}), confidence=1.0, lift=23.333333333333332)]),\n", + " RelationRecord(items=frozenset({'ham', 'body spray'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'body spray'}), items_add=frozenset({'ham'}), confidence=0.3333333333333333, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'ham'}), items_add=frozenset({'body spray'}), confidence=1.0, lift=23.333333333333332)]),\n", + " RelationRecord(items=frozenset({'hot dogs', 'body spray'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'body spray'}), items_add=frozenset({'hot dogs'}), confidence=0.3333333333333333, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'hot dogs'}), items_add=frozenset({'body spray'}), confidence=0.5, lift=11.666666666666666)]),\n", + " RelationRecord(items=frozenset({'pancakes', 'body spray'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'body spray'}), items_add=frozenset({'pancakes'}), confidence=0.6666666666666666, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'pancakes'}), items_add=frozenset({'body spray'}), confidence=1.0, lift=23.333333333333332)]),\n", + " RelationRecord(items=frozenset({'soda', 'body spray'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'body spray'}), items_add=frozenset({'soda'}), confidence=0.3333333333333333, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'soda'}), items_add=frozenset({'body spray'}), confidence=1.0, lift=23.333333333333332)]),\n", + " RelationRecord(items=frozenset({'soup', 'body spray'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'body spray'}), items_add=frozenset({'soup'}), confidence=0.6666666666666666, lift=6.666666666666666), OrderedStatistic(items_base=frozenset({'soup'}), items_add=frozenset({'body spray'}), confidence=0.2857142857142857, lift=6.666666666666666)]),\n", + " RelationRecord(items=frozenset({'chocolate', 'brownies'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'brownies'}), items_add=frozenset({'chocolate'}), confidence=0.5, lift=3.8888888888888893)]),\n", + " RelationRecord(items=frozenset({'french fries', 'brownies'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'brownies'}), items_add=frozenset({'french fries'}), confidence=0.5, lift=3.8888888888888893)]),\n", + " RelationRecord(items=frozenset({'green tea', 'brownies'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'brownies'}), items_add=frozenset({'green tea'}), confidence=1.0, lift=7.0), OrderedStatistic(items_base=frozenset({'green tea'}), items_add=frozenset({'brownies'}), confidence=0.2, lift=7.000000000000001)]),\n", + " RelationRecord(items=frozenset({'hot dogs', 'brownies'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'brownies'}), items_add=frozenset({'hot dogs'}), confidence=0.5, lift=17.5), OrderedStatistic(items_base=frozenset({'hot dogs'}), items_add=frozenset({'brownies'}), confidence=0.5, lift=17.5)]),\n", + " RelationRecord(items=frozenset({'pancakes', 'brownies'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'brownies'}), items_add=frozenset({'pancakes'}), confidence=0.5, lift=17.5), OrderedStatistic(items_base=frozenset({'pancakes'}), items_add=frozenset({'brownies'}), confidence=0.5, lift=17.5)]),\n", + " RelationRecord(items=frozenset({'soup', 'brownies'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'brownies'}), items_add=frozenset({'soup'}), confidence=0.5, lift=5.0)]),\n", + " RelationRecord(items=frozenset({'white wine', 'brownies'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'brownies'}), items_add=frozenset({'white wine'}), confidence=0.5, lift=17.5), OrderedStatistic(items_base=frozenset({'white wine'}), items_add=frozenset({'brownies'}), confidence=0.5, lift=17.5)]),\n", + " RelationRecord(items=frozenset({'bug spray', 'green tea'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'bug spray'}), items_add=frozenset({'green tea'}), confidence=0.5, lift=3.5)]),\n", + " RelationRecord(items=frozenset({'bug spray', 'protein bar'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'bug spray'}), items_add=frozenset({'protein bar'}), confidence=0.5, lift=17.5), OrderedStatistic(items_base=frozenset({'protein bar'}), items_add=frozenset({'bug spray'}), confidence=0.5, lift=17.5)]),\n", + " RelationRecord(items=frozenset({'shallot', 'bug spray'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'bug spray'}), items_add=frozenset({'shallot'}), confidence=0.5, lift=17.5), OrderedStatistic(items_base=frozenset({'shallot'}), items_add=frozenset({'bug spray'}), confidence=0.5, lift=17.5)]),\n", + " RelationRecord(items=frozenset({'soup', 'bug spray'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'bug spray'}), items_add=frozenset({'soup'}), confidence=0.5, lift=5.0)]),\n", + " RelationRecord(items=frozenset({'burgers', 'cooking oil'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'burgers'}), items_add=frozenset({'cooking oil'}), confidence=0.25, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'cooking oil'}), items_add=frozenset({'burgers'}), confidence=0.3333333333333333, lift=5.833333333333333)]),\n", + " RelationRecord(items=frozenset({'burgers', 'grated cheese'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'burgers'}), items_add=frozenset({'grated cheese'}), confidence=0.25, lift=8.75), OrderedStatistic(items_base=frozenset({'grated cheese'}), items_add=frozenset({'burgers'}), confidence=0.5, lift=8.75)]),\n", + " RelationRecord(items=frozenset({'burgers', 'honey'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'burgers'}), items_add=frozenset({'honey'}), confidence=0.25, lift=4.375), OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'burgers'}), confidence=0.25, lift=4.375)]),\n", + " RelationRecord(items=frozenset({'burgers', 'meatballs'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'burgers'}), items_add=frozenset({'meatballs'}), confidence=0.25, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'meatballs'}), items_add=frozenset({'burgers'}), confidence=0.3333333333333333, lift=5.833333333333333)]),\n", + " RelationRecord(items=frozenset({'burgers', 'pasta'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'burgers'}), items_add=frozenset({'pasta'}), confidence=0.25, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'pasta'}), items_add=frozenset({'burgers'}), confidence=0.3333333333333333, lift=5.833333333333333)]),\n", + " RelationRecord(items=frozenset({'burgers', 'shrimp'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'burgers'}), items_add=frozenset({'shrimp'}), confidence=0.25, lift=4.375), OrderedStatistic(items_base=frozenset({'shrimp'}), items_add=frozenset({'burgers'}), confidence=0.25, lift=4.375)]),\n", + " RelationRecord(items=frozenset({'burgers', 'toothpaste'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'burgers'}), items_add=frozenset({'toothpaste'}), confidence=0.25, lift=17.5), OrderedStatistic(items_base=frozenset({'toothpaste'}), items_add=frozenset({'burgers'}), confidence=1.0, lift=17.5)]),\n", + " RelationRecord(items=frozenset({'burgers', 'white wine'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'burgers'}), items_add=frozenset({'white wine'}), confidence=0.25, lift=8.75), OrderedStatistic(items_base=frozenset({'white wine'}), items_add=frozenset({'burgers'}), confidence=0.5, lift=8.75)]),\n", + " RelationRecord(items=frozenset({'cake', 'cottage cheese'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cake'}), items_add=frozenset({'cottage cheese'}), confidence=1.0, lift=70.0), OrderedStatistic(items_base=frozenset({'cottage cheese'}), items_add=frozenset({'cake'}), confidence=1.0, lift=70.0)]),\n", + " RelationRecord(items=frozenset({'mineral water', 'cake'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cake'}), items_add=frozenset({'mineral water'}), confidence=1.0, lift=3.68421052631579)]),\n", + " RelationRecord(items=frozenset({'cereals', 'chicken'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cereals'}), items_add=frozenset({'chicken'}), confidence=1.0, lift=14.0), OrderedStatistic(items_base=frozenset({'chicken'}), items_add=frozenset({'cereals'}), confidence=0.2, lift=14.000000000000002)]),\n", + " RelationRecord(items=frozenset({'cereals', 'clothes accessories'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cereals'}), items_add=frozenset({'clothes accessories'}), confidence=1.0, lift=35.0), OrderedStatistic(items_base=frozenset({'clothes accessories'}), items_add=frozenset({'cereals'}), confidence=0.5, lift=35.0)]),\n", + " RelationRecord(items=frozenset({'mineral water', 'cereals'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cereals'}), items_add=frozenset({'mineral water'}), confidence=1.0, lift=3.68421052631579)]),\n", + " RelationRecord(items=frozenset({'champagne', 'cookies'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'champagne'}), items_add=frozenset({'cookies'}), confidence=0.3333333333333333, lift=4.666666666666667), OrderedStatistic(items_base=frozenset({'cookies'}), items_add=frozenset({'champagne'}), confidence=0.2, lift=4.666666666666667)]),\n", + " RelationRecord(items=frozenset({'escalope', 'champagne'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'champagne'}), items_add=frozenset({'escalope'}), confidence=0.3333333333333333, lift=4.666666666666667), OrderedStatistic(items_base=frozenset({'escalope'}), items_add=frozenset({'champagne'}), confidence=0.2, lift=4.666666666666667)]),\n", + " RelationRecord(items=frozenset({'pickles', 'champagne'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'champagne'}), items_add=frozenset({'pickles'}), confidence=0.3333333333333333, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'pickles'}), items_add=frozenset({'champagne'}), confidence=0.5, lift=11.666666666666666)]),\n", + " RelationRecord(items=frozenset({'chocolate', 'chicken'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'chicken'}), items_add=frozenset({'chocolate'}), confidence=0.4, lift=3.1111111111111116), OrderedStatistic(items_base=frozenset({'chocolate'}), items_add=frozenset({'chicken'}), confidence=0.22222222222222224, lift=3.1111111111111116)]),\n", + " RelationRecord(items=frozenset({'clothes accessories', 'chicken'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'chicken'}), items_add=frozenset({'clothes accessories'}), confidence=0.2, lift=7.000000000000001), OrderedStatistic(items_base=frozenset({'clothes accessories'}), items_add=frozenset({'chicken'}), confidence=0.5, lift=7.0)]),\n", + " RelationRecord(items=frozenset({'cooking oil', 'chicken'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'chicken'}), items_add=frozenset({'cooking oil'}), confidence=0.2, lift=4.666666666666667), OrderedStatistic(items_base=frozenset({'cooking oil'}), items_add=frozenset({'chicken'}), confidence=0.3333333333333333, lift=4.666666666666667)]),\n", + " RelationRecord(items=frozenset({'energy drink', 'chicken'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'chicken'}), items_add=frozenset({'energy drink'}), confidence=0.2, lift=7.000000000000001), OrderedStatistic(items_base=frozenset({'energy drink'}), items_add=frozenset({'chicken'}), confidence=0.5, lift=7.0)]),\n", + " RelationRecord(items=frozenset({'extra dark chocolate', 'chicken'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'chicken'}), items_add=frozenset({'extra dark chocolate'}), confidence=0.2, lift=14.000000000000002), OrderedStatistic(items_base=frozenset({'extra dark chocolate'}), items_add=frozenset({'chicken'}), confidence=1.0, lift=14.0)]),\n", + " RelationRecord(items=frozenset({'fresh tuna', 'chicken'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'chicken'}), items_add=frozenset({'fresh tuna'}), confidence=0.2, lift=3.5000000000000004), OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'chicken'}), confidence=0.25, lift=3.5)]),\n", + " RelationRecord(items=frozenset({'gums', 'chicken'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'chicken'}), items_add=frozenset({'gums'}), confidence=0.2, lift=14.000000000000002), OrderedStatistic(items_base=frozenset({'gums'}), items_add=frozenset({'chicken'}), confidence=1.0, lift=14.0)]),\n", + " RelationRecord(items=frozenset({'honey', 'chicken'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'chicken'}), items_add=frozenset({'honey'}), confidence=0.2, lift=3.5000000000000004), OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'chicken'}), confidence=0.25, lift=3.5)]),\n", + " RelationRecord(items=frozenset({'low fat yogurt', 'chicken'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'chicken'}), items_add=frozenset({'low fat yogurt'}), confidence=0.2, lift=7.000000000000001), OrderedStatistic(items_base=frozenset({'low fat yogurt'}), items_add=frozenset({'chicken'}), confidence=0.5, lift=7.0)]),\n", + " RelationRecord(items=frozenset({'oil', 'chicken'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'chicken'}), items_add=frozenset({'oil'}), confidence=0.2, lift=14.000000000000002), OrderedStatistic(items_base=frozenset({'oil'}), items_add=frozenset({'chicken'}), confidence=1.0, lift=14.0)]),\n", + " RelationRecord(items=frozenset({'salmon', 'chicken'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'chicken'}), items_add=frozenset({'salmon'}), confidence=0.2, lift=3.5000000000000004), OrderedStatistic(items_base=frozenset({'salmon'}), items_add=frozenset({'chicken'}), confidence=0.25, lift=3.5)]),\n", + " RelationRecord(items=frozenset({'shrimp', 'chicken'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'chicken'}), items_add=frozenset({'shrimp'}), confidence=0.2, lift=3.5000000000000004), OrderedStatistic(items_base=frozenset({'shrimp'}), items_add=frozenset({'chicken'}), confidence=0.25, lift=3.5)]),\n", + " RelationRecord(items=frozenset({'soda', 'chicken'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'chicken'}), items_add=frozenset({'soda'}), confidence=0.2, lift=14.000000000000002), OrderedStatistic(items_base=frozenset({'soda'}), items_add=frozenset({'chicken'}), confidence=1.0, lift=14.0)]),\n", + " RelationRecord(items=frozenset({'tomatoes', 'chicken'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'chicken'}), items_add=frozenset({'tomatoes'}), confidence=0.2, lift=4.666666666666667), OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'chicken'}), confidence=0.3333333333333333, lift=4.666666666666667)]),\n", + " RelationRecord(items=frozenset({'chocolate', 'low fat yogurt'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'low fat yogurt'}), items_add=frozenset({'chocolate'}), confidence=0.5, lift=3.8888888888888893)]),\n", + " RelationRecord(items=frozenset({'chocolate', 'oil'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'oil'}), items_add=frozenset({'chocolate'}), confidence=1.0, lift=7.777777777777779)]),\n", + " RelationRecord(items=frozenset({'chocolate', 'olive oil'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'olive oil'}), items_add=frozenset({'chocolate'}), confidence=1.0, lift=7.777777777777779)]),\n", + " RelationRecord(items=frozenset({'chocolate', 'pepper'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pepper'}), items_add=frozenset({'chocolate'}), confidence=1.0, lift=7.777777777777779)]),\n", + " RelationRecord(items=frozenset({'chocolate', 'red wine'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'red wine'}), items_add=frozenset({'chocolate'}), confidence=0.5, lift=3.8888888888888893)]),\n", + " RelationRecord(items=frozenset({'chocolate', 'shampoo'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'shampoo'}), items_add=frozenset({'chocolate'}), confidence=1.0, lift=7.777777777777779)]),\n", + " RelationRecord(items=frozenset({'chocolate', 'shrimp'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'chocolate'}), items_add=frozenset({'shrimp'}), confidence=0.22222222222222224, lift=3.8888888888888893), OrderedStatistic(items_base=frozenset({'shrimp'}), items_add=frozenset({'chocolate'}), confidence=0.5, lift=3.8888888888888893)]),\n", + " RelationRecord(items=frozenset({'chocolate', 'strong cheese'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'strong cheese'}), items_add=frozenset({'chocolate'}), confidence=1.0, lift=7.777777777777779)]),\n", + " RelationRecord(items=frozenset({'chocolate', 'white wine'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'white wine'}), items_add=frozenset({'chocolate'}), confidence=0.5, lift=3.8888888888888893)]),\n", + " RelationRecord(items=frozenset({'cider', 'cooking oil'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cider'}), items_add=frozenset({'cooking oil'}), confidence=0.5, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'cooking oil'}), items_add=frozenset({'cider'}), confidence=0.3333333333333333, lift=11.666666666666666)]),\n", + " RelationRecord(items=frozenset({'cider', 'frozen vegetables'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cider'}), items_add=frozenset({'frozen vegetables'}), confidence=0.5, lift=5.833333333333333)]),\n", + " RelationRecord(items=frozenset({'cider', 'green tea'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cider'}), items_add=frozenset({'green tea'}), confidence=0.5, lift=3.5)]),\n", + " RelationRecord(items=frozenset({'cider', 'ground beef'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cider'}), items_add=frozenset({'ground beef'}), confidence=0.5, lift=8.75), OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'cider'}), confidence=0.25, lift=8.75)]),\n", + " RelationRecord(items=frozenset({'cider', 'herb & pepper'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cider'}), items_add=frozenset({'herb & pepper'}), confidence=0.5, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'herb & pepper'}), items_add=frozenset({'cider'}), confidence=0.3333333333333333, lift=11.666666666666666)]),\n", + " RelationRecord(items=frozenset({'cider', 'mineral water'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cider'}), items_add=frozenset({'mineral water'}), confidence=1.0, lift=3.68421052631579)]),\n", + " RelationRecord(items=frozenset({'cider', 'turkey'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cider'}), items_add=frozenset({'turkey'}), confidence=0.5, lift=4.375)]),\n", + " RelationRecord(items=frozenset({'cider', 'whole wheat pasta'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cider'}), items_add=frozenset({'whole wheat pasta'}), confidence=0.5, lift=17.5), OrderedStatistic(items_base=frozenset({'whole wheat pasta'}), items_add=frozenset({'cider'}), confidence=0.5, lift=17.5)]),\n", + " RelationRecord(items=frozenset({'cider', 'whole wheat rice'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cider'}), items_add=frozenset({'whole wheat rice'}), confidence=0.5, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'cider'}), confidence=0.3333333333333333, lift=11.666666666666666)]),\n", + " RelationRecord(items=frozenset({'cooking oil', 'frozen vegetables'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cooking oil'}), items_add=frozenset({'frozen vegetables'}), confidence=0.3333333333333333, lift=3.888888888888889)]),\n", + " RelationRecord(items=frozenset({'cooking oil', 'honey'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cooking oil'}), items_add=frozenset({'honey'}), confidence=0.3333333333333333, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'cooking oil'}), confidence=0.25, lift=5.833333333333333)]),\n", + " RelationRecord(items=frozenset({'cooking oil', 'low fat yogurt'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cooking oil'}), items_add=frozenset({'low fat yogurt'}), confidence=0.3333333333333333, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'low fat yogurt'}), items_add=frozenset({'cooking oil'}), confidence=0.5, lift=11.666666666666666)]),\n", + " RelationRecord(items=frozenset({'cooking oil', 'oil'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cooking oil'}), items_add=frozenset({'oil'}), confidence=0.3333333333333333, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'oil'}), items_add=frozenset({'cooking oil'}), confidence=1.0, lift=23.333333333333332)]),\n", + " RelationRecord(items=frozenset({'cooking oil', 'shrimp'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cooking oil'}), items_add=frozenset({'shrimp'}), confidence=0.3333333333333333, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'shrimp'}), items_add=frozenset({'cooking oil'}), confidence=0.25, lift=5.833333333333333)]),\n", + " RelationRecord(items=frozenset({'cooking oil', 'turkey'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cooking oil'}), items_add=frozenset({'turkey'}), confidence=0.6666666666666666, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'turkey'}), items_add=frozenset({'cooking oil'}), confidence=0.25, lift=5.833333333333333)]),\n", + " RelationRecord(items=frozenset({'grated cheese', 'corn'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'corn'}), items_add=frozenset({'grated cheese'}), confidence=1.0, lift=35.0), OrderedStatistic(items_base=frozenset({'grated cheese'}), items_add=frozenset({'corn'}), confidence=0.5, lift=35.0)]),\n", + " RelationRecord(items=frozenset({'herb & pepper', 'corn'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'corn'}), items_add=frozenset({'herb & pepper'}), confidence=1.0, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'herb & pepper'}), items_add=frozenset({'corn'}), confidence=0.3333333333333333, lift=23.333333333333332)]),\n", + " RelationRecord(items=frozenset({'corn', 'tomato sauce'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'corn'}), items_add=frozenset({'tomato sauce'}), confidence=1.0, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'tomato sauce'}), items_add=frozenset({'corn'}), confidence=0.3333333333333333, lift=23.333333333333332)]),\n", + " RelationRecord(items=frozenset({'tomatoes', 'corn'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'corn'}), items_add=frozenset({'tomatoes'}), confidence=1.0, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'corn'}), confidence=0.3333333333333333, lift=23.333333333333332)]),\n", + " RelationRecord(items=frozenset({'mineral water', 'cottage cheese'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cottage cheese'}), items_add=frozenset({'mineral water'}), confidence=1.0, lift=3.68421052631579)]),\n", + " RelationRecord(items=frozenset({'eggs', 'extra dark chocolate'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'extra dark chocolate'}), items_add=frozenset({'eggs'}), confidence=1.0, lift=5.833333333333333)]),\n", + " RelationRecord(items=frozenset({'eggs', 'pepper'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pepper'}), items_add=frozenset({'eggs'}), confidence=1.0, lift=5.833333333333333)]),\n", + " RelationRecord(items=frozenset({'pet food', 'eggs'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pet food'}), items_add=frozenset({'eggs'}), confidence=1.0, lift=5.833333333333333)]),\n", + " RelationRecord(items=frozenset({'shampoo', 'eggs'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'shampoo'}), items_add=frozenset({'eggs'}), confidence=1.0, lift=5.833333333333333)]),\n", + " RelationRecord(items=frozenset({'energy bar', 'escalope'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'energy bar'}), items_add=frozenset({'escalope'}), confidence=0.3333333333333333, lift=4.666666666666667), OrderedStatistic(items_base=frozenset({'escalope'}), items_add=frozenset({'energy bar'}), confidence=0.2, lift=4.666666666666667)]),\n", + " RelationRecord(items=frozenset({'energy bar', 'frozen smoothie'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'energy bar'}), items_add=frozenset({'frozen smoothie'}), confidence=0.3333333333333333, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'frozen smoothie'}), items_add=frozenset({'energy bar'}), confidence=0.5, lift=11.666666666666666)]),\n", + " RelationRecord(items=frozenset({'ground beef', 'energy bar'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'energy bar'}), items_add=frozenset({'ground beef'}), confidence=0.3333333333333333, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'energy bar'}), confidence=0.25, lift=5.833333333333333)]),\n", + " RelationRecord(items=frozenset({'energy bar', 'milk'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'energy bar'}), items_add=frozenset({'milk'}), confidence=0.6666666666666666, lift=7.777777777777778), OrderedStatistic(items_base=frozenset({'milk'}), items_add=frozenset({'energy bar'}), confidence=0.3333333333333333, lift=7.777777777777778)]),\n", + " RelationRecord(items=frozenset({'energy bar', 'salmon'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'energy bar'}), items_add=frozenset({'salmon'}), confidence=0.3333333333333333, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'salmon'}), items_add=frozenset({'energy bar'}), confidence=0.25, lift=5.833333333333333)]),\n", + " RelationRecord(items=frozenset({'energy bar', 'whole wheat rice'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'energy bar'}), items_add=frozenset({'whole wheat rice'}), confidence=0.3333333333333333, lift=7.777777777777778), OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'energy bar'}), confidence=0.3333333333333333, lift=7.777777777777778)]),\n", + " RelationRecord(items=frozenset({'energy drink', 'green tea'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'energy drink'}), items_add=frozenset({'green tea'}), confidence=0.5, lift=3.5)]),\n", + " RelationRecord(items=frozenset({'energy drink', 'gums'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'energy drink'}), items_add=frozenset({'gums'}), confidence=0.5, lift=35.0), OrderedStatistic(items_base=frozenset({'gums'}), items_add=frozenset({'energy drink'}), confidence=1.0, lift=35.0)]),\n", + " RelationRecord(items=frozenset({'soda', 'energy drink'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'energy drink'}), items_add=frozenset({'soda'}), confidence=0.5, lift=35.0), OrderedStatistic(items_base=frozenset({'soda'}), items_add=frozenset({'energy drink'}), confidence=1.0, lift=35.0)]),\n", + " RelationRecord(items=frozenset({'energy drink', 'soup'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'energy drink'}), items_add=frozenset({'soup'}), confidence=0.5, lift=5.0)]),\n", + " RelationRecord(items=frozenset({'escalope', 'fresh tuna'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'escalope'}), items_add=frozenset({'fresh tuna'}), confidence=0.2, lift=3.5000000000000004), OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'escalope'}), confidence=0.25, lift=3.5)]),\n", + " RelationRecord(items=frozenset({'escalope', 'frozen smoothie'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'escalope'}), items_add=frozenset({'frozen smoothie'}), confidence=0.4, lift=14.000000000000002), OrderedStatistic(items_base=frozenset({'frozen smoothie'}), items_add=frozenset({'escalope'}), confidence=1.0, lift=14.0)]),\n", + " RelationRecord(items=frozenset({'ground beef', 'escalope'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'escalope'}), items_add=frozenset({'ground beef'}), confidence=0.2, lift=3.5000000000000004), OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'escalope'}), confidence=0.25, lift=3.5)]),\n", + " RelationRecord(items=frozenset({'escalope', 'honey'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'escalope'}), items_add=frozenset({'honey'}), confidence=0.2, lift=3.5000000000000004), OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'escalope'}), confidence=0.25, lift=3.5)]),\n", + " RelationRecord(items=frozenset({'pickles', 'escalope'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'escalope'}), items_add=frozenset({'pickles'}), confidence=0.2, lift=7.000000000000001), OrderedStatistic(items_base=frozenset({'pickles'}), items_add=frozenset({'escalope'}), confidence=0.5, lift=7.0)]),\n", + " RelationRecord(items=frozenset({'escalope', 'salmon'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'escalope'}), items_add=frozenset({'salmon'}), confidence=0.4, lift=7.000000000000001), OrderedStatistic(items_base=frozenset({'salmon'}), items_add=frozenset({'escalope'}), confidence=0.5, lift=7.0)]),\n", + " RelationRecord(items=frozenset({'escalope', 'whole wheat rice'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'escalope'}), items_add=frozenset({'whole wheat rice'}), confidence=0.2, lift=4.666666666666667), OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'escalope'}), confidence=0.3333333333333333, lift=4.666666666666667)]),\n", + " RelationRecord(items=frozenset({'extra dark chocolate', 'fresh tuna'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'extra dark chocolate'}), items_add=frozenset({'fresh tuna'}), confidence=1.0, lift=17.5), OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'extra dark chocolate'}), confidence=0.25, lift=17.5)]),\n", + " RelationRecord(items=frozenset({'mineral water', 'extra dark chocolate'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'extra dark chocolate'}), items_add=frozenset({'mineral water'}), confidence=1.0, lift=3.68421052631579)]),\n", + " RelationRecord(items=frozenset({'extra dark chocolate', 'salmon'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'extra dark chocolate'}), items_add=frozenset({'salmon'}), confidence=1.0, lift=17.5), OrderedStatistic(items_base=frozenset({'salmon'}), items_add=frozenset({'extra dark chocolate'}), confidence=0.25, lift=17.5)]),\n", + " RelationRecord(items=frozenset({'spaghetti', 'extra dark chocolate'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'extra dark chocolate'}), items_add=frozenset({'spaghetti'}), confidence=1.0, lift=4.375)]),\n", + " RelationRecord(items=frozenset({'tomatoes', 'extra dark chocolate'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'extra dark chocolate'}), items_add=frozenset({'tomatoes'}), confidence=1.0, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'extra dark chocolate'}), confidence=0.3333333333333333, lift=23.333333333333332)]),\n", + " RelationRecord(items=frozenset({'turkey', 'extra dark chocolate'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'extra dark chocolate'}), items_add=frozenset({'turkey'}), confidence=1.0, lift=8.75)]),\n", + " RelationRecord(items=frozenset({'hot dogs', 'french fries'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'hot dogs'}), items_add=frozenset({'french fries'}), confidence=0.5, lift=3.8888888888888893)]),\n", + " RelationRecord(items=frozenset({'pancakes', 'french fries'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pancakes'}), items_add=frozenset({'french fries'}), confidence=0.5, lift=3.8888888888888893)]),\n", + " RelationRecord(items=frozenset({'french fries', 'protein bar'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'protein bar'}), items_add=frozenset({'french fries'}), confidence=0.5, lift=3.8888888888888893)]),\n", + " RelationRecord(items=frozenset({'french fries', 'strawberries'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'strawberries'}), items_add=frozenset({'french fries'}), confidence=1.0, lift=7.777777777777779)]),\n", + " RelationRecord(items=frozenset({'french fries', 'whole wheat pasta'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'whole wheat pasta'}), items_add=frozenset({'french fries'}), confidence=0.5, lift=3.8888888888888893)]),\n", + " RelationRecord(items=frozenset({'fresh bread', 'milk'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh bread'}), items_add=frozenset({'milk'}), confidence=1.0, lift=11.666666666666666)]),\n", + " RelationRecord(items=frozenset({'fresh bread', 'parmesan cheese'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh bread'}), items_add=frozenset({'parmesan cheese'}), confidence=1.0, lift=70.0), OrderedStatistic(items_base=frozenset({'parmesan cheese'}), items_add=frozenset({'fresh bread'}), confidence=1.0, lift=70.0)]),\n", + " RelationRecord(items=frozenset({'soup', 'fresh bread'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh bread'}), items_add=frozenset({'soup'}), confidence=1.0, lift=10.0)]),\n", + " RelationRecord(items=frozenset({'fresh bread', 'spaghetti'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh bread'}), items_add=frozenset({'spaghetti'}), confidence=1.0, lift=4.375)]),\n", + " RelationRecord(items=frozenset({'frozen smoothie', 'fresh tuna'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'frozen smoothie'}), confidence=0.25, lift=8.75), OrderedStatistic(items_base=frozenset({'frozen smoothie'}), items_add=frozenset({'fresh tuna'}), confidence=0.5, lift=8.75)]),\n", + " RelationRecord(items=frozenset({'fresh tuna', 'frozen vegetables'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'frozen vegetables'}), confidence=0.5, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'frozen vegetables'}), items_add=frozenset({'fresh tuna'}), confidence=0.3333333333333333, lift=5.833333333333333)]),\n", + " RelationRecord(items=frozenset({'ground beef', 'fresh tuna'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'ground beef'}), confidence=0.25, lift=4.375), OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'fresh tuna'}), confidence=0.25, lift=4.375)]),\n", + " RelationRecord(items=frozenset({'honey', 'fresh tuna'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'honey'}), confidence=0.25, lift=4.375), OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'fresh tuna'}), confidence=0.25, lift=4.375)]),\n", + " RelationRecord(items=frozenset({'mineral water', 'fresh tuna'}), support=0.05714285714285714, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'mineral water'}), confidence=1.0, lift=3.68421052631579), OrderedStatistic(items_base=frozenset({'mineral water'}), items_add=frozenset({'fresh tuna'}), confidence=0.2105263157894737, lift=3.68421052631579)]),\n", + " RelationRecord(items=frozenset({'olive oil', 'fresh tuna'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'olive oil'}), confidence=0.25, lift=17.5), OrderedStatistic(items_base=frozenset({'olive oil'}), items_add=frozenset({'fresh tuna'}), confidence=1.0, lift=17.5)]),\n", + " RelationRecord(items=frozenset({'fresh tuna', 'salmon'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'salmon'}), confidence=0.25, lift=4.375), OrderedStatistic(items_base=frozenset({'salmon'}), items_add=frozenset({'fresh tuna'}), confidence=0.25, lift=4.375)]),\n", + " RelationRecord(items=frozenset({'spaghetti', 'fresh tuna'}), support=0.04285714285714286, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'spaghetti'}), confidence=0.75, lift=3.28125)]),\n", + " RelationRecord(items=frozenset({'tomatoes', 'fresh tuna'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'tomatoes'}), confidence=0.5, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'fresh tuna'}), confidence=0.6666666666666666, lift=11.666666666666666)]),\n", + " RelationRecord(items=frozenset({'turkey', 'fresh tuna'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'turkey'}), confidence=0.5, lift=4.375), OrderedStatistic(items_base=frozenset({'turkey'}), items_add=frozenset({'fresh tuna'}), confidence=0.25, lift=4.375)]),\n", + " RelationRecord(items=frozenset({'fresh tuna', 'whole wheat rice'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'whole wheat rice'}), confidence=0.25, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'fresh tuna'}), confidence=0.3333333333333333, lift=5.833333333333333)]),\n", + " RelationRecord(items=frozenset({'frozen smoothie', 'frozen vegetables'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'frozen smoothie'}), items_add=frozenset({'frozen vegetables'}), confidence=0.5, lift=5.833333333333333)]),\n", + " RelationRecord(items=frozenset({'ground beef', 'frozen smoothie'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'frozen smoothie'}), items_add=frozenset({'ground beef'}), confidence=0.5, lift=8.75), OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'frozen smoothie'}), confidence=0.25, lift=8.75)]),\n", + " RelationRecord(items=frozenset({'honey', 'frozen smoothie'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'frozen smoothie'}), items_add=frozenset({'honey'}), confidence=0.5, lift=8.75), OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'frozen smoothie'}), confidence=0.25, lift=8.75)]),\n", + " RelationRecord(items=frozenset({'milk', 'frozen smoothie'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'frozen smoothie'}), items_add=frozenset({'milk'}), confidence=0.5, lift=5.833333333333333)]),\n", + " RelationRecord(items=frozenset({'mineral water', 'frozen smoothie'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'frozen smoothie'}), items_add=frozenset({'mineral water'}), confidence=1.0, lift=3.68421052631579)]),\n", + " RelationRecord(items=frozenset({'frozen smoothie', 'salmon'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'frozen smoothie'}), items_add=frozenset({'salmon'}), confidence=0.5, lift=8.75), OrderedStatistic(items_base=frozenset({'salmon'}), items_add=frozenset({'frozen smoothie'}), confidence=0.25, lift=8.75)]),\n", + " RelationRecord(items=frozenset({'spaghetti', 'frozen smoothie'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'frozen smoothie'}), items_add=frozenset({'spaghetti'}), confidence=1.0, lift=4.375)]),\n", + " RelationRecord(items=frozenset({'frozen smoothie', 'whole wheat rice'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'frozen smoothie'}), items_add=frozenset({'whole wheat rice'}), confidence=0.5, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'frozen smoothie'}), confidence=0.3333333333333333, lift=11.666666666666666)]),\n", + " RelationRecord(items=frozenset({'olive oil', 'frozen vegetables'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'olive oil'}), items_add=frozenset({'frozen vegetables'}), confidence=1.0, lift=11.666666666666666)]),\n", + " RelationRecord(items=frozenset({'strong cheese', 'frozen vegetables'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'strong cheese'}), items_add=frozenset({'frozen vegetables'}), confidence=1.0, lift=11.666666666666666)]),\n", + " RelationRecord(items=frozenset({'tomatoes', 'frozen vegetables'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'frozen vegetables'}), confidence=0.3333333333333333, lift=3.888888888888889)]),\n", + " RelationRecord(items=frozenset({'frozen vegetables', 'whole wheat rice'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'frozen vegetables'}), confidence=0.3333333333333333, lift=3.888888888888889)]),\n", + " RelationRecord(items=frozenset({'yams', 'frozen vegetables'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'yams'}), items_add=frozenset({'frozen vegetables'}), confidence=1.0, lift=11.666666666666666)]),\n", + " RelationRecord(items=frozenset({'herb & pepper', 'grated cheese'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'grated cheese'}), items_add=frozenset({'herb & pepper'}), confidence=0.5, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'herb & pepper'}), items_add=frozenset({'grated cheese'}), confidence=0.3333333333333333, lift=11.666666666666666)]),\n", + " RelationRecord(items=frozenset({'grated cheese', 'honey'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'grated cheese'}), items_add=frozenset({'honey'}), confidence=0.5, lift=8.75), OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'grated cheese'}), confidence=0.25, lift=8.75)]),\n", + " RelationRecord(items=frozenset({'grated cheese', 'pasta'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'grated cheese'}), items_add=frozenset({'pasta'}), confidence=0.5, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'pasta'}), items_add=frozenset({'grated cheese'}), confidence=0.3333333333333333, lift=11.666666666666666)]),\n", + " RelationRecord(items=frozenset({'grated cheese', 'shrimp'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'grated cheese'}), items_add=frozenset({'shrimp'}), confidence=0.5, lift=8.75), OrderedStatistic(items_base=frozenset({'shrimp'}), items_add=frozenset({'grated cheese'}), confidence=0.25, lift=8.75)]),\n", + " RelationRecord(items=frozenset({'grated cheese', 'tomato sauce'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'grated cheese'}), items_add=frozenset({'tomato sauce'}), confidence=0.5, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'tomato sauce'}), items_add=frozenset({'grated cheese'}), confidence=0.3333333333333333, lift=11.666666666666666)]),\n", + " RelationRecord(items=frozenset({'grated cheese', 'tomatoes'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'grated cheese'}), items_add=frozenset({'tomatoes'}), confidence=0.5, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'grated cheese'}), confidence=0.3333333333333333, lift=11.666666666666666)]),\n", + " RelationRecord(items=frozenset({'grated cheese', 'toothpaste'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'grated cheese'}), items_add=frozenset({'toothpaste'}), confidence=0.5, lift=35.0), OrderedStatistic(items_base=frozenset({'toothpaste'}), items_add=frozenset({'grated cheese'}), confidence=1.0, lift=35.0)]),\n", + " RelationRecord(items=frozenset({'grated cheese', 'white wine'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'grated cheese'}), items_add=frozenset({'white wine'}), confidence=0.5, lift=17.5), OrderedStatistic(items_base=frozenset({'white wine'}), items_add=frozenset({'grated cheese'}), confidence=0.5, lift=17.5)]),\n", + " RelationRecord(items=frozenset({'gums', 'green tea'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'gums'}), items_add=frozenset({'green tea'}), confidence=1.0, lift=7.0)]),\n", + " RelationRecord(items=frozenset({'ham', 'green tea'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ham'}), items_add=frozenset({'green tea'}), confidence=1.0, lift=7.0)]),\n", + " RelationRecord(items=frozenset({'hot dogs', 'green tea'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'hot dogs'}), items_add=frozenset({'green tea'}), confidence=0.5, lift=3.5)]),\n", + " RelationRecord(items=frozenset({'pancakes', 'green tea'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'green tea'}), items_add=frozenset({'pancakes'}), confidence=0.2, lift=7.000000000000001), OrderedStatistic(items_base=frozenset({'pancakes'}), items_add=frozenset({'green tea'}), confidence=1.0, lift=7.0)]),\n", + " RelationRecord(items=frozenset({'pickles', 'green tea'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pickles'}), items_add=frozenset({'green tea'}), confidence=0.5, lift=3.5)]),\n", + " RelationRecord(items=frozenset({'green tea', 'protein bar'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'protein bar'}), items_add=frozenset({'green tea'}), confidence=0.5, lift=3.5)]),\n", + " RelationRecord(items=frozenset({'shallot', 'green tea'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'shallot'}), items_add=frozenset({'green tea'}), confidence=0.5, lift=3.5)]),\n", + " RelationRecord(items=frozenset({'soda', 'green tea'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'soda'}), items_add=frozenset({'green tea'}), confidence=1.0, lift=7.0)]),\n", + " RelationRecord(items=frozenset({'soup', 'green tea'}), support=0.04285714285714286, ordered_statistics=[OrderedStatistic(items_base=frozenset({'green tea'}), items_add=frozenset({'soup'}), confidence=0.30000000000000004, lift=3.0000000000000004), OrderedStatistic(items_base=frozenset({'soup'}), items_add=frozenset({'green tea'}), confidence=0.42857142857142855, lift=3.0)]),\n", + " RelationRecord(items=frozenset({'white wine', 'green tea'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'white wine'}), items_add=frozenset({'green tea'}), confidence=0.5, lift=3.5)]),\n", + " RelationRecord(items=frozenset({'herb & pepper', 'ground beef'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'herb & pepper'}), confidence=0.25, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'herb & pepper'}), items_add=frozenset({'ground beef'}), confidence=0.3333333333333333, lift=5.833333333333333)]),\n", + " RelationRecord(items=frozenset({'ground beef', 'milk'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'milk'}), confidence=0.5, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'milk'}), items_add=frozenset({'ground beef'}), confidence=0.3333333333333333, lift=5.833333333333333)]),\n", + " RelationRecord(items=frozenset({'ground beef', 'mineral water'}), support=0.05714285714285714, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'mineral water'}), confidence=1.0, lift=3.68421052631579), OrderedStatistic(items_base=frozenset({'mineral water'}), items_add=frozenset({'ground beef'}), confidence=0.2105263157894737, lift=3.68421052631579)]),\n", + " RelationRecord(items=frozenset({'ground beef', 'olive oil'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'olive oil'}), confidence=0.25, lift=17.5), OrderedStatistic(items_base=frozenset({'olive oil'}), items_add=frozenset({'ground beef'}), confidence=1.0, lift=17.5)]),\n", + " RelationRecord(items=frozenset({'ground beef', 'red wine'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'red wine'}), confidence=0.25, lift=8.75), OrderedStatistic(items_base=frozenset({'red wine'}), items_add=frozenset({'ground beef'}), confidence=0.5, lift=8.75)]),\n", + " RelationRecord(items=frozenset({'ground beef', 'salmon'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'salmon'}), confidence=0.25, lift=4.375), OrderedStatistic(items_base=frozenset({'salmon'}), items_add=frozenset({'ground beef'}), confidence=0.25, lift=4.375)]),\n", + " RelationRecord(items=frozenset({'tomatoes', 'ground beef'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'tomatoes'}), confidence=0.25, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'ground beef'}), confidence=0.3333333333333333, lift=5.833333333333333)]),\n", + " RelationRecord(items=frozenset({'ground beef', 'whole wheat pasta'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'whole wheat pasta'}), confidence=0.25, lift=8.75), OrderedStatistic(items_base=frozenset({'whole wheat pasta'}), items_add=frozenset({'ground beef'}), confidence=0.5, lift=8.75)]),\n", + " RelationRecord(items=frozenset({'ground beef', 'whole wheat rice'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'whole wheat rice'}), confidence=0.25, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'ground beef'}), confidence=0.3333333333333333, lift=5.833333333333333)]),\n", + " RelationRecord(items=frozenset({'soda', 'gums'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'gums'}), items_add=frozenset({'soda'}), confidence=1.0, lift=70.0), OrderedStatistic(items_base=frozenset({'soda'}), items_add=frozenset({'gums'}), confidence=1.0, lift=70.0)]),\n", + " RelationRecord(items=frozenset({'soup', 'gums'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'gums'}), items_add=frozenset({'soup'}), confidence=1.0, lift=10.0)]),\n", + " RelationRecord(items=frozenset({'mineral water', 'ham'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ham'}), items_add=frozenset({'mineral water'}), confidence=1.0, lift=3.68421052631579)]),\n", + " RelationRecord(items=frozenset({'pancakes', 'ham'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ham'}), items_add=frozenset({'pancakes'}), confidence=1.0, lift=35.0), OrderedStatistic(items_base=frozenset({'pancakes'}), items_add=frozenset({'ham'}), confidence=0.5, lift=35.0)]),\n", + " RelationRecord(items=frozenset({'spaghetti', 'ham'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ham'}), items_add=frozenset({'spaghetti'}), confidence=1.0, lift=4.375)]),\n", + " RelationRecord(items=frozenset({'herb & pepper', 'light cream'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'herb & pepper'}), items_add=frozenset({'light cream'}), confidence=0.3333333333333333, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'light cream'}), items_add=frozenset({'herb & pepper'}), confidence=0.5, lift=11.666666666666666)]),\n", + " RelationRecord(items=frozenset({'herb & pepper', 'magazines'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'herb & pepper'}), items_add=frozenset({'magazines'}), confidence=0.3333333333333333, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'magazines'}), items_add=frozenset({'herb & pepper'}), confidence=1.0, lift=23.333333333333332)]),\n", + " RelationRecord(items=frozenset({'herb & pepper', 'tomato sauce'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'herb & pepper'}), items_add=frozenset({'tomato sauce'}), confidence=0.6666666666666666, lift=15.555555555555555), OrderedStatistic(items_base=frozenset({'tomato sauce'}), items_add=frozenset({'herb & pepper'}), confidence=0.6666666666666666, lift=15.555555555555555)]),\n", + " RelationRecord(items=frozenset({'herb & pepper', 'tomatoes'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'herb & pepper'}), items_add=frozenset({'tomatoes'}), confidence=0.3333333333333333, lift=7.777777777777778), OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'herb & pepper'}), confidence=0.3333333333333333, lift=7.777777777777778)]),\n", + " RelationRecord(items=frozenset({'herb & pepper', 'whole wheat pasta'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'herb & pepper'}), items_add=frozenset({'whole wheat pasta'}), confidence=0.3333333333333333, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'whole wheat pasta'}), items_add=frozenset({'herb & pepper'}), confidence=0.5, lift=11.666666666666666)]),\n", + " RelationRecord(items=frozenset({'herb & pepper', 'whole wheat rice'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'herb & pepper'}), items_add=frozenset({'whole wheat rice'}), confidence=0.3333333333333333, lift=7.777777777777778), OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'herb & pepper'}), confidence=0.3333333333333333, lift=7.777777777777778)]),\n", + " RelationRecord(items=frozenset({'low fat yogurt', 'honey'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'low fat yogurt'}), confidence=0.25, lift=8.75), OrderedStatistic(items_base=frozenset({'low fat yogurt'}), items_add=frozenset({'honey'}), confidence=0.5, lift=8.75)]),\n", + " RelationRecord(items=frozenset({'meatballs', 'honey'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'meatballs'}), confidence=0.25, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'meatballs'}), items_add=frozenset({'honey'}), confidence=0.3333333333333333, lift=5.833333333333333)]),\n", + " RelationRecord(items=frozenset({'oil', 'honey'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'oil'}), confidence=0.25, lift=17.5), OrderedStatistic(items_base=frozenset({'oil'}), items_add=frozenset({'honey'}), confidence=1.0, lift=17.5)]),\n", + " RelationRecord(items=frozenset({'honey', 'pasta'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'pasta'}), confidence=0.25, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'pasta'}), items_add=frozenset({'honey'}), confidence=0.3333333333333333, lift=5.833333333333333)]),\n", + " RelationRecord(items=frozenset({'honey', 'protein bar'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'protein bar'}), confidence=0.25, lift=8.75), OrderedStatistic(items_base=frozenset({'protein bar'}), items_add=frozenset({'honey'}), confidence=0.5, lift=8.75)]),\n", + " RelationRecord(items=frozenset({'honey', 'shrimp'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'shrimp'}), confidence=0.5, lift=8.75), OrderedStatistic(items_base=frozenset({'shrimp'}), items_add=frozenset({'honey'}), confidence=0.5, lift=8.75)]),\n", + " RelationRecord(items=frozenset({'honey', 'toothpaste'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'toothpaste'}), confidence=0.25, lift=17.5), OrderedStatistic(items_base=frozenset({'toothpaste'}), items_add=frozenset({'honey'}), confidence=1.0, lift=17.5)]),\n", + " RelationRecord(items=frozenset({'white wine', 'honey'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'white wine'}), confidence=0.25, lift=8.75), OrderedStatistic(items_base=frozenset({'white wine'}), items_add=frozenset({'honey'}), confidence=0.5, lift=8.75)]),\n", + " RelationRecord(items=frozenset({'honey', 'whole wheat rice'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'whole wheat rice'}), confidence=0.25, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'honey'}), confidence=0.3333333333333333, lift=5.833333333333333)]),\n", + " RelationRecord(items=frozenset({'meatballs', 'hot dogs'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'hot dogs'}), items_add=frozenset({'meatballs'}), confidence=0.5, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'meatballs'}), items_add=frozenset({'hot dogs'}), confidence=0.3333333333333333, lift=11.666666666666666)]),\n", + " RelationRecord(items=frozenset({'pancakes', 'hot dogs'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'hot dogs'}), items_add=frozenset({'pancakes'}), confidence=0.5, lift=17.5), OrderedStatistic(items_base=frozenset({'pancakes'}), items_add=frozenset({'hot dogs'}), confidence=0.5, lift=17.5)]),\n", + " RelationRecord(items=frozenset({'soup', 'hot dogs'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'hot dogs'}), items_add=frozenset({'soup'}), confidence=1.0, lift=10.0), OrderedStatistic(items_base=frozenset({'soup'}), items_add=frozenset({'hot dogs'}), confidence=0.2857142857142857, lift=10.0)]),\n", + " RelationRecord(items=frozenset({'hot dogs', 'sparkling water'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'hot dogs'}), items_add=frozenset({'sparkling water'}), confidence=0.5, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'sparkling water'}), items_add=frozenset({'hot dogs'}), confidence=0.3333333333333333, lift=11.666666666666666)]),\n", + " RelationRecord(items=frozenset({'magazines', 'light cream'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'light cream'}), items_add=frozenset({'magazines'}), confidence=0.5, lift=35.0), OrderedStatistic(items_base=frozenset({'magazines'}), items_add=frozenset({'light cream'}), confidence=1.0, lift=35.0)]),\n", + " RelationRecord(items=frozenset({'shallot', 'light cream'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'light cream'}), items_add=frozenset({'shallot'}), confidence=0.5, lift=17.5), OrderedStatistic(items_base=frozenset({'shallot'}), items_add=frozenset({'light cream'}), confidence=0.5, lift=17.5)]),\n", + " RelationRecord(items=frozenset({'soup', 'light cream'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'light cream'}), items_add=frozenset({'soup'}), confidence=0.5, lift=5.0)]),\n", + " RelationRecord(items=frozenset({'light cream', 'tomato sauce'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'light cream'}), items_add=frozenset({'tomato sauce'}), confidence=0.5, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'tomato sauce'}), items_add=frozenset({'light cream'}), confidence=0.3333333333333333, lift=11.666666666666666)]),\n", + " RelationRecord(items=frozenset({'light mayo', 'tomato sauce'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'light mayo'}), items_add=frozenset({'tomato sauce'}), confidence=1.0, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'tomato sauce'}), items_add=frozenset({'light mayo'}), confidence=0.3333333333333333, lift=23.333333333333332)]),\n", + " RelationRecord(items=frozenset({'oil', 'low fat yogurt'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'low fat yogurt'}), items_add=frozenset({'oil'}), confidence=0.5, lift=35.0), OrderedStatistic(items_base=frozenset({'oil'}), items_add=frozenset({'low fat yogurt'}), confidence=1.0, lift=35.0)]),\n", + " RelationRecord(items=frozenset({'low fat yogurt', 'shrimp'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'low fat yogurt'}), items_add=frozenset({'shrimp'}), confidence=0.5, lift=8.75), OrderedStatistic(items_base=frozenset({'shrimp'}), items_add=frozenset({'low fat yogurt'}), confidence=0.25, lift=8.75)]),\n", + " RelationRecord(items=frozenset({'magazines', 'tomato sauce'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'magazines'}), items_add=frozenset({'tomato sauce'}), confidence=1.0, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'tomato sauce'}), items_add=frozenset({'magazines'}), confidence=0.3333333333333333, lift=23.333333333333332)]),\n", + " RelationRecord(items=frozenset({'meatballs', 'milk'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'meatballs'}), items_add=frozenset({'milk'}), confidence=0.3333333333333333, lift=3.888888888888889)]),\n", + " RelationRecord(items=frozenset({'meatballs', 'protein bar'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'meatballs'}), items_add=frozenset({'protein bar'}), confidence=0.3333333333333333, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'protein bar'}), items_add=frozenset({'meatballs'}), confidence=0.5, lift=11.666666666666666)]),\n", + " RelationRecord(items=frozenset({'meatballs', 'soup'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'meatballs'}), items_add=frozenset({'soup'}), confidence=0.3333333333333333, lift=3.333333333333333)]),\n", + " RelationRecord(items=frozenset({'meatballs', 'sparkling water'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'meatballs'}), items_add=frozenset({'sparkling water'}), confidence=0.3333333333333333, lift=7.777777777777778), OrderedStatistic(items_base=frozenset({'sparkling water'}), items_add=frozenset({'meatballs'}), confidence=0.3333333333333333, lift=7.777777777777778)]),\n", + " RelationRecord(items=frozenset({'milk', 'olive oil'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'olive oil'}), items_add=frozenset({'milk'}), confidence=1.0, lift=11.666666666666666)]),\n", + " RelationRecord(items=frozenset({'milk', 'parmesan cheese'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'parmesan cheese'}), items_add=frozenset({'milk'}), confidence=1.0, lift=11.666666666666666)]),\n", + " RelationRecord(items=frozenset({'milk', 'protein bar'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'protein bar'}), items_add=frozenset({'milk'}), confidence=0.5, lift=5.833333333333333)]),\n", + " RelationRecord(items=frozenset({'soup', 'milk'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'milk'}), items_add=frozenset({'soup'}), confidence=0.3333333333333333, lift=3.333333333333333), OrderedStatistic(items_base=frozenset({'soup'}), items_add=frozenset({'milk'}), confidence=0.2857142857142857, lift=3.333333333333333)]),\n", + " RelationRecord(items=frozenset({'tomatoes', 'milk'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'milk'}), confidence=0.3333333333333333, lift=3.888888888888889)]),\n", + " RelationRecord(items=frozenset({'milk', 'whole wheat rice'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'milk'}), confidence=0.3333333333333333, lift=3.888888888888889)]),\n", + " RelationRecord(items=frozenset({'olive oil', 'mineral water'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'olive oil'}), items_add=frozenset({'mineral water'}), confidence=1.0, lift=3.68421052631579)]),\n", + " RelationRecord(items=frozenset({'mineral water', 'whole wheat rice'}), support=0.04285714285714286, ordered_statistics=[OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'mineral water'}), confidence=1.0, lift=3.68421052631579)]),\n", + " RelationRecord(items=frozenset({'mineral water', 'yams'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'yams'}), items_add=frozenset({'mineral water'}), confidence=1.0, lift=3.68421052631579)]),\n", + " RelationRecord(items=frozenset({'oil', 'shrimp'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'oil'}), items_add=frozenset({'shrimp'}), confidence=1.0, lift=17.5), OrderedStatistic(items_base=frozenset({'shrimp'}), items_add=frozenset({'oil'}), confidence=0.25, lift=17.5)]),\n", + " RelationRecord(items=frozenset({'soup', 'olive oil'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'olive oil'}), items_add=frozenset({'soup'}), confidence=1.0, lift=10.0)]),\n", + " RelationRecord(items=frozenset({'olive oil', 'spaghetti'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'olive oil'}), items_add=frozenset({'spaghetti'}), confidence=1.0, lift=4.375)]),\n", + " RelationRecord(items=frozenset({'tomatoes', 'olive oil'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'olive oil'}), items_add=frozenset({'tomatoes'}), confidence=1.0, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'olive oil'}), confidence=0.3333333333333333, lift=23.333333333333332)]),\n", + " RelationRecord(items=frozenset({'turkey', 'olive oil'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'olive oil'}), items_add=frozenset({'turkey'}), confidence=1.0, lift=8.75)]),\n", + " RelationRecord(items=frozenset({'pancakes', 'soup'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pancakes'}), items_add=frozenset({'soup'}), confidence=0.5, lift=5.0)]),\n", + " RelationRecord(items=frozenset({'soup', 'parmesan cheese'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'parmesan cheese'}), items_add=frozenset({'soup'}), confidence=1.0, lift=10.0)]),\n", + " RelationRecord(items=frozenset({'spaghetti', 'parmesan cheese'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'parmesan cheese'}), items_add=frozenset({'spaghetti'}), confidence=1.0, lift=4.375)]),\n", + " RelationRecord(items=frozenset({'pepper', 'pasta'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pasta'}), items_add=frozenset({'pepper'}), confidence=0.3333333333333333, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'pepper'}), items_add=frozenset({'pasta'}), confidence=1.0, lift=23.333333333333332)]),\n", + " RelationRecord(items=frozenset({'red wine', 'pasta'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pasta'}), items_add=frozenset({'red wine'}), confidence=0.3333333333333333, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'red wine'}), items_add=frozenset({'pasta'}), confidence=0.5, lift=11.666666666666666)]),\n", + " RelationRecord(items=frozenset({'shampoo', 'pasta'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pasta'}), items_add=frozenset({'shampoo'}), confidence=0.3333333333333333, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'shampoo'}), items_add=frozenset({'pasta'}), confidence=1.0, lift=23.333333333333332)]),\n", + " RelationRecord(items=frozenset({'pasta', 'shrimp'}), support=0.04285714285714286, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pasta'}), items_add=frozenset({'shrimp'}), confidence=1.0, lift=17.5), OrderedStatistic(items_base=frozenset({'shrimp'}), items_add=frozenset({'pasta'}), confidence=0.75, lift=17.5)]),\n", + " RelationRecord(items=frozenset({'toothpaste', 'pasta'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pasta'}), items_add=frozenset({'toothpaste'}), confidence=0.3333333333333333, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'toothpaste'}), items_add=frozenset({'pasta'}), confidence=1.0, lift=23.333333333333332)]),\n", + " RelationRecord(items=frozenset({'white wine', 'pasta'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pasta'}), items_add=frozenset({'white wine'}), confidence=0.3333333333333333, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'white wine'}), items_add=frozenset({'pasta'}), confidence=0.5, lift=11.666666666666666)]),\n", + " RelationRecord(items=frozenset({'red wine', 'pepper'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pepper'}), items_add=frozenset({'red wine'}), confidence=1.0, lift=35.0), OrderedStatistic(items_base=frozenset({'red wine'}), items_add=frozenset({'pepper'}), confidence=0.5, lift=35.0)]),\n", + " RelationRecord(items=frozenset({'shampoo', 'pepper'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pepper'}), items_add=frozenset({'shampoo'}), confidence=1.0, lift=70.0), OrderedStatistic(items_base=frozenset({'shampoo'}), items_add=frozenset({'pepper'}), confidence=1.0, lift=70.0)]),\n", + " RelationRecord(items=frozenset({'pepper', 'shrimp'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pepper'}), items_add=frozenset({'shrimp'}), confidence=1.0, lift=17.5), OrderedStatistic(items_base=frozenset({'shrimp'}), items_add=frozenset({'pepper'}), confidence=0.25, lift=17.5)]),\n", + " RelationRecord(items=frozenset({'pickles', 'salmon'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pickles'}), items_add=frozenset({'salmon'}), confidence=0.5, lift=8.75), OrderedStatistic(items_base=frozenset({'salmon'}), items_add=frozenset({'pickles'}), confidence=0.25, lift=8.75)]),\n", + " RelationRecord(items=frozenset({'shallot', 'protein bar'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'protein bar'}), items_add=frozenset({'shallot'}), confidence=0.5, lift=17.5), OrderedStatistic(items_base=frozenset({'shallot'}), items_add=frozenset({'protein bar'}), confidence=0.5, lift=17.5)]),\n", + " RelationRecord(items=frozenset({'soup', 'protein bar'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'protein bar'}), items_add=frozenset({'soup'}), confidence=0.5, lift=5.0)]),\n", + " RelationRecord(items=frozenset({'shampoo', 'red wine'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'red wine'}), items_add=frozenset({'shampoo'}), confidence=0.5, lift=35.0), OrderedStatistic(items_base=frozenset({'shampoo'}), items_add=frozenset({'red wine'}), confidence=1.0, lift=35.0)]),\n", + " RelationRecord(items=frozenset({'red wine', 'shrimp'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'red wine'}), items_add=frozenset({'shrimp'}), confidence=0.5, lift=8.75), OrderedStatistic(items_base=frozenset({'shrimp'}), items_add=frozenset({'red wine'}), confidence=0.25, lift=8.75)]),\n", + " RelationRecord(items=frozenset({'sparkling water', 'rice'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'rice'}), items_add=frozenset({'sparkling water'}), confidence=1.0, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'sparkling water'}), items_add=frozenset({'rice'}), confidence=0.3333333333333333, lift=23.333333333333332)]),\n", + " RelationRecord(items=frozenset({'spaghetti', 'salmon'}), support=0.04285714285714286, ordered_statistics=[OrderedStatistic(items_base=frozenset({'salmon'}), items_add=frozenset({'spaghetti'}), confidence=0.75, lift=3.28125)]),\n", + " RelationRecord(items=frozenset({'tomatoes', 'salmon'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'salmon'}), items_add=frozenset({'tomatoes'}), confidence=0.25, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'salmon'}), confidence=0.3333333333333333, lift=5.833333333333333)]),\n", + " RelationRecord(items=frozenset({'shallot', 'soup'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'shallot'}), items_add=frozenset({'soup'}), confidence=1.0, lift=10.0), OrderedStatistic(items_base=frozenset({'soup'}), items_add=frozenset({'shallot'}), confidence=0.2857142857142857, lift=10.0)]),\n", + " RelationRecord(items=frozenset({'shampoo', 'shrimp'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'shampoo'}), items_add=frozenset({'shrimp'}), confidence=1.0, lift=17.5), OrderedStatistic(items_base=frozenset({'shrimp'}), items_add=frozenset({'shampoo'}), confidence=0.25, lift=17.5)]),\n", + " RelationRecord(items=frozenset({'toothpaste', 'shrimp'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'shrimp'}), items_add=frozenset({'toothpaste'}), confidence=0.25, lift=17.5), OrderedStatistic(items_base=frozenset({'toothpaste'}), items_add=frozenset({'shrimp'}), confidence=1.0, lift=17.5)]),\n", + " RelationRecord(items=frozenset({'white wine', 'shrimp'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'shrimp'}), items_add=frozenset({'white wine'}), confidence=0.25, lift=8.75), OrderedStatistic(items_base=frozenset({'white wine'}), items_add=frozenset({'shrimp'}), confidence=0.5, lift=8.75)]),\n", + " RelationRecord(items=frozenset({'soda', 'soup'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'soda'}), items_add=frozenset({'soup'}), confidence=1.0, lift=10.0)]),\n", + " RelationRecord(items=frozenset({'soup', 'sparkling water'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'sparkling water'}), items_add=frozenset({'soup'}), confidence=0.3333333333333333, lift=3.333333333333333)]),\n", + " RelationRecord(items=frozenset({'soup', 'tomatoes'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'soup'}), confidence=0.3333333333333333, lift=3.333333333333333)]),\n", + " RelationRecord(items=frozenset({'spaghetti', 'yams'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'yams'}), items_add=frozenset({'spaghetti'}), confidence=1.0, lift=4.375)]),\n", + " RelationRecord(items=frozenset({'turkey', 'strawberries'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'strawberries'}), items_add=frozenset({'turkey'}), confidence=1.0, lift=8.75)]),\n", + " RelationRecord(items=frozenset({'tomatoes', 'tomato sauce'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'tomato sauce'}), items_add=frozenset({'tomatoes'}), confidence=0.3333333333333333, lift=7.777777777777778), OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'tomato sauce'}), confidence=0.3333333333333333, lift=7.777777777777778)]),\n", + " RelationRecord(items=frozenset({'tomatoes', 'turkey'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'turkey'}), confidence=0.6666666666666666, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'turkey'}), items_add=frozenset({'tomatoes'}), confidence=0.25, lift=5.833333333333333)]),\n", + " RelationRecord(items=frozenset({'white wine', 'toothpaste'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'toothpaste'}), items_add=frozenset({'white wine'}), confidence=1.0, lift=35.0), OrderedStatistic(items_base=frozenset({'white wine'}), items_add=frozenset({'toothpaste'}), confidence=0.5, lift=35.0)]),\n", + " RelationRecord(items=frozenset({'whole wheat pasta', 'whole wheat rice'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'whole wheat pasta'}), items_add=frozenset({'whole wheat rice'}), confidence=0.5, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'whole wheat pasta'}), confidence=0.3333333333333333, lift=11.666666666666666)])]" + ] + }, + "metadata": {}, + "execution_count": 8 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "rTMd_brsUctX" + }, + "source": [ + "### Results in Dataframe" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "PXDHbM4aUdvc", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 423 + }, + "outputId": "3f73d6b2-6206-4fad-ea2d-375c9187abd7" + }, + "source": [ + "lhs = [tuple(result[2][0][0])[0] for result in results]\n", + "rhs = [tuple(result[2][0][1])[0] for result in results]\n", + "supports = [result[1] for result in results]\n", + "resultsinDataFrame = pd.DataFrame(zip(lhs, rhs, supports), columns = ['Left Hand Side', 'Right Hand Side', 'Support'])\n", + "resultsinDataFrame" + ], + "execution_count": 9, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Left Hand Side Right Hand Side Support\n", + "0 body spray avocado 0.014286\n", + "1 brownies avocado 0.014286\n", + "2 cider avocado 0.014286\n", + "3 fresh bread avocado 0.014286\n", + "4 grated cheese avocado 0.014286\n", + ".. ... ... ...\n", + "271 strawberries turkey 0.014286\n", + "272 tomato sauce tomatoes 0.014286\n", + "273 tomatoes turkey 0.028571\n", + "274 toothpaste white wine 0.014286\n", + "275 whole wheat pasta whole wheat rice 0.014286\n", + "\n", + "[276 rows x 3 columns]" + ], + "text/html": [ + "\n", + "
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............
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