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Input data JSON format 01
Aichoo AIOS edited this page Jan 25, 2018
·
1 revision
JSON file used by JSON_data_loader_01.py agent should be created using the following overall format:
{
"model_definition" : { ... },
"static_data" : { ... },
"training_data" : { ... },
}
The model_definition
section defines the model and declares the data that will be sent in the training_data
section.
{
"model_definition" : {
"model_id" : <unique numeric id defining this model>,
"model_name" : <model name>,
"system_id" : <numeric id>,
"system_name" : <System name>,
"training_source" : <config or live>,
"model_owner" : <a human>,
"layout" : {
"title" : <title>,
"layout_id" : <numeric layout listing id>,
"layout_type" : "Application",
"columns" : [
{
"heading" : <column heading>,
"data_type" : <pathable data type (BOOLEAN, DATETIME, FLOAT, FREETEXT, LARGETEXT, LOCATION, LOOKUP, NUMERIC)>,
"analysis" : <one of
"data" # column to be used as training data,
"outcome" # column is prediction target,
"(blank)" # column is not to be used for model building
>
"meta" : {
<specific to type where available, such as lookup_id, float precision, text (max) length, etc>
},
}
]
},
"options" : {
"tree" : true or false
}
}
}
Data types
BOOLEAN # 0 or 1
DATETIME # UTC ISO 8601 e.g. 2001-02-01T06:30:00Z
FLOAT # non exponentiated floating point e.g. 0.74
FREETEXT # utf8 string of arbitrary length
LARGETEXT # utf8 string of arbitrary length
LOCATION # comma separated floating point latitude and longitude, e.g. 51.299818,-0.33727840
LOOKUP # numeric id but with extra meta for lookup_type, lookup_id and value_preference
NUMERIC # signed integer
Training data will consist of an array of data in the form:
{
"training_data" : [
{
<column heading> : <value>,
<column heading> : <value>
}
]
}