Affinity Analysis for Market Basket Recommendation (FP-Growth)

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      "whole milk",
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      "sliced cheese"
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      "yogurt"
    ],
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      "fruit/vegetable juice"
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      "yogurt",
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      "white bread"
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      "other vegetables"
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      "other vegetables",
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    ],
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      "whole milk",
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      "oil"
    ],
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      "root vegetables"
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      "whole milk",
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    ],
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      "other vegetables"
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      "whipped/sour cream"
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      "other vegetables"
    ],
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      "other vegetables",
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      "domestic eggs",
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    ],
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      "whole milk"
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  },
  {
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    "conviction": 6.436298932384342,
    "premise": [
      "red/blush wine",
      "liquor"
    ],
    "consequence": [
      "bottled beer"
    ],
    "premiseSupport": 21,
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    "confidence": 0.9047619047619048,
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      "tropical fruit",
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      "whipped/sour cream"
    ],
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      "other vegetables"
    ],
    "premiseSupport": 21,
    "consequenceSupport": 1903
  }
]

Install & Use

Use

curl -X POST -d '["data://Aluxian/AffinityAnalysisFPGrowthSample/groceries.csv", "-M 0.001"]' -H 'Content-Type: application/json' -H 'Authorization: Simple YOUR_API_KEY' https://api.algorithmia.com/v1/algo/Aluxian/AffinityAnalysisFPGrowth/0.1.0