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New Datasets iTunes-amazon, beerAdvo-rateBeer and respective models #144

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merged 3 commits into from Feb 15, 2022
Merged

New Datasets iTunes-amazon, beerAdvo-rateBeer and respective models #144

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400c19c
adding dataset beerAdvo-rateBeer and its model
navinrathore Feb 15, 2022
d27f68b
adding dataset iTunes-amazon
navinrathore Feb 15, 2022
648effc
models 105, 106 for datasets iTunes-amazon, beerAdvo-rateBeer, respec…
navinrathore Feb 15, 2022
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4,346 changes: 4,346 additions & 0 deletions examples/beerAdvo-rateBeer/BeerAdvo.csv
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3 changes: 3 additions & 0 deletions examples/beerAdvo-rateBeer/README.txt
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The dataset "BeerAdvo-RateBeer" has been taken from https://github.com/anhaidgroup/deepmatcher/blob/master/Datasets.md
and has been referred to in the paper https://pages.cs.wisc.edu/~anhai/papers1/deepmatcher-sigmod18.pdf.
The "ABV" value is denoted in percentage (e.g. 5.5 %). For modelling, the '%' sign has been removed to take its value as double.
3,001 changes: 3,001 additions & 0 deletions examples/beerAdvo-rateBeer/RateBeer.csv
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85 changes: 85 additions & 0 deletions examples/beerAdvo-rateBeer/config.json
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{
"fieldDefinition":[
{
"fieldName" : "id",
"matchType" : "DONT_USE",
"fields" : "id",
"dataType": "\"string\""
},
{
"fieldName" : "Beer_Name",
"matchType" : "fuzzy",
"fields" : "Beer_Name",
"dataType": "\"string\""
},
{
"fieldName" : "Brew_Factory_Name",
"matchType" : "fuzzy",
"fields" : "Brew_Factory_Name",
"dataType": "\"string\""
},
{
"fieldName" : "Style",
"matchType": "fuzzy",
"fields" : "Style",
"dataType": "\"string\""
},
{
"fieldName" : "ABV",
"matchType": "fuzzy",
"fields" : "ABV",
"dataType": "\"double\""
}],
"output" : [{
"name":"output",
"format":"csv",
"props": {
"location": "/tmp/zinggOutput",
"delimiter": ",",
"header":false
}
}],
"data" : [{
"name":"beerAdvo",
"format":"csv",
"props": {
"location": "examples/beerAdvo-rateBeer/BeerAdvo.csv",
"delimiter": ",",
"header":true
},
"schema":
"{\"type\" : \"struct\",
\"fields\" : [
{\"name\":\"id\", \"type\":\"string\", \"nullable\":false},
{\"name\":\"Beer_Name\", \"type\":\"string\", \"nullable\":true},
{\"name\":\"Brew_Factory_Name\", \"type\":\"string\", \"nullable\":true},
{\"name\":\"Style\",\"type\":\"string\",\"nullable\":true} ,
{\"name\":\"ABV\", \"type\":\"double\", \"nullable\":true}
]
}"
},
{
"name":"rateBeer",
"format":"csv",
"props": {
"location": "examples/beerAdvo-rateBeer/RateBeer.csv",
"delimiter": ",",
"header":true
},
"schema":
"{\"type\" : \"struct\",
\"fields\" : [
{\"name\":\"id\", \"type\":\"string\", \"nullable\":false},
{\"name\":\"Beer_Name\", \"type\":\"string\", \"nullable\":true},
{\"name\":\"Brew_Factory_Name\", \"type\":\"string\", \"nullable\":true},
{\"name\":\"Style\",\"type\":\"string\",\"nullable\":true} ,
{\"name\":\"ABV\", \"type\":\"double\", \"nullable\":true}
]
}"
}
],
"labelDataSampleSize" : 0.4,
"numPartitions":4,
"modelId": 106,
"zinggDir": "models"
}
55,924 changes: 55,924 additions & 0 deletions examples/iTunes-amazon/AmazonMusic.csv
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3 changes: 3 additions & 0 deletions examples/iTunes-amazon/README.txt
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The dataset "iTunes-Amazon" has been taken from https://github.com/anhaidgroup/deepmatcher/blob/master/Datasets.md
and has been referred to in the paper https://pages.cs.wisc.edu/~anhai/papers1/deepmatcher-sigmod18.pdf.
The "Price" value is denoted in dollars (e.g. $ 15.05). For modelling, the '$' sign has been removed to take its value as double.
117 changes: 117 additions & 0 deletions examples/iTunes-amazon/config.json
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{
"fieldDefinition":[
{
"fieldName" : "id",
"matchType" : "DONT_USE",
"fields" : "id",
"dataType": "\"string\""
},
{
"fieldName" : "Song_Name",
"matchType" : "fuzzy",
"fields" : "Song_Name",
"dataType": "\"string\""
},
{
"fieldName" : "Artist_Name",
"matchType" : "fuzzy",
"fields" : "Artist_Name",
"dataType": "\"string\""
},
{
"fieldName" : "Album_Name",
"matchType": "fuzzy",
"fields" : "Album_Name",
"dataType": "\"string\""
},
{
"fieldName" : "Genre",
"matchType": "fuzzy",
"fields" : "Genre",
"dataType": "\"string\""
},
{
"fieldName" : "Price",
"matchType": "fuzzy",
"fields" : "Price",
"dataType": "\"double\""
},
{
"fieldName" : "CopyRight",
"matchType": "fuzzy",
"fields" : "CopyRight",
"dataType": "\"string\""
},
{
"fieldName" : "Time",
"matchType": "fuzzy",
"fields" : "Time",
"dataType": "\"string\""
},
{
"fieldName" : "Released",
"matchType": "fuzzy",
"fields" : "Released",
"dataType": "\"string\""
}],
"output" : [{
"name":"output",
"format":"csv",
"props": {
"location": "/tmp/zinggOutput",
"delimiter": ",",
"header":false
}
}],
"data" : [{
"name":"itunes",
"format":"csv",
"props": {
"location": "examples/iTunes-amazon/iTunesMusic.csv",
"delimiter": ",",
"header":true
},
"schema":
"{\"type\" : \"struct\",
\"fields\" : [
{\"name\":\"id\", \"type\":\"string\", \"nullable\":false},
{\"name\":\"Song_Name\", \"type\":\"string\", \"nullable\":true},
{\"name\":\"Artist_Name\", \"type\":\"string\", \"nullable\":true},
{\"name\":\"Album_Name\",\"type\":\"string\",\"nullable\":true},
{\"name\":\"Genre\", \"type\":\"string\", \"nullable\":true},
{\"name\":\"Price\", \"type\":\"double\", \"nullable\":true},
{\"name\":\"CopyRight\", \"type\":\"string\", \"nullable\":true},
{\"name\":\"Time\",\"type\":\"string\",\"nullable\":true},
{\"name\":\"Released\", \"type\":\"string\", \"nullable\":true}
]
}"
},
{
"name":"amazon",
"format":"csv",
"props": {
"location": "examples/iTunes-amazon/AmazonMusic.csv",
"delimiter": ",",
"header":true
},
"schema":
"{\"type\" : \"struct\",
\"fields\" : [
{\"name\":\"id\", \"type\":\"string\", \"nullable\":false},
{\"name\":\"Song_Name\", \"type\":\"string\", \"nullable\":true},
{\"name\":\"Artist_Name\", \"type\":\"string\", \"nullable\":true},
{\"name\":\"Album_Name\",\"type\":\"string\",\"nullable\":true},
{\"name\":\"Genre\", \"type\":\"string\", \"nullable\":true},
{\"name\":\"Price\", \"type\":\"double\", \"nullable\":true},
{\"name\":\"CopyRight\", \"type\":\"string\", \"nullable\":true},
{\"name\":\"Time\",\"type\":\"string\",\"nullable\":true},
{\"name\":\"Released\", \"type\":\"string\", \"nullable\":true}
]
}"
}
],
"labelDataSampleSize" : 0.4,
"numPartitions":4,
"modelId": 105,
"zinggDir": "models"
}