⬆️Upload Data

Get to know how to upload data to train/test model

Upload Method

You can check the following data in the Dashboard data area.

• Data automatically uploaded through API integration

• Data uploaded directly via File uploading

• Data uploaded directly through Sentence input

There are three upload methods, but they can all be browsed in one data area on Dashboard page.

GNB > Dashboard

Upload Data Settings

When uploading a file, you can choose whether to use the data as training or test data in advance. By selecting the Train/Test option and uploading the file, the dashboard will be presented with the toggle on for each option.

RANDOM Setting

If you select the RANDOM option when uploading a file, you can enter a percentage (%). Among the data in the file, the percentage entered (e.g. 20%) is randomly set as test data, and the remaining percentage (e.g. 80%) is set as training data.

GNB > Dashboard (& Inference) > Upload Phrases dialog

After the upload is complete, you can check the Train/Test setting (toggle) status of each data in the dashboard.

Supported Upload Files

You can upload JSON, TXT/TSV, and XLSX files.

GNB > Dashboard (& Inference) > Upload Phrases dialog



Guide and examples

Review Analysis

JSON

{
    {'text': 'hello Mom', "review_sentiments": [{"category":"만족도", "sentiment":'1'}]},
    {'text': 'hello kid', "review_sentiments": [{"category":"delicious", "sentiment":'1'}]},
    {'text': "what's dinner?",},
    {'text': 'chicken dinner!',}
}    

TXT/TSV

• If category tags exist, a header must be included (as in the first example).

  • The text (classification target) must be located at the very beginning.

• If category tags do not exist, the header can be omitted (as in the second example).

• The data should be separated by tabs.

REVIEW\t Satisfaction\t Price
Very tasty and affordable\t2\t2
I would like to eat again later\t2\t1

Very tasty and affordable
I would like to eat again later

XLSX

• The order of the columns does not matter.

• The sentiment must be one of the following values: -2, -1, 0, 1, or 2.

|REVIEW| category |sentiment|
|------|----------|---------|
|hello |  PRICE   |   1     |
|myhome|  LENGTH  |   2     |
|dinner|  MATERIAL|   -1    |


|    REVIEW    |
|--------------|
|hello friends!|

NER

JSON

{
    {'text': 'hello Mom',
     "entities":[{"tag": {"name": "family"}, "start": 6, "end": 9, "token": "Mom"}]},
    {'text': 'hello kid'}
}

XLSX

• Column names must be specified. The order of column names does not matter.

  • The column names are ["PHRASE", "TOKEN", "START", "END", "TAG", "NO"]

  • The order of column names does not matter.

• 'NO' is an optional column.

|PHRASE.      |TOKEN|START|END|TAG.                  |NO|
|-------------|-----|-----|---|----------------------|--|
|hello mom.   |mom  | 6   | 8 |{'name':'family'}     |2 |

Text Classification

JSON

{
    {'text': 'hello Mom', 'intent': {'name': 'good'}},
    {'text': 'hello kid'}
} 

TXT/TSV

• There are no column names.

• The data can be in either the [text] or [intent, text] format.

  • If intent is present, it should be placed before text.

  • Both of the following formats are valid:

• GOOD So Good
  BAD So Bad
  
  So Good
  So Bad

XLSX

• There are no specific column names required.

• It can be either in the form of [text] or [intent, text].

• Both examples below are valid.

|GOOD|hello mom!!|
|GOOD|hello dad!!|
|BAD|get out bob!!|

|hello mom!!|
|hello dad!!|

Tree Classification

JSON

{
    {'text': 'hello Mom!!',
     'tree_classes': [
         {'category': 'Large Category', 'value': 'Mom'},
         {'category': 'Medium Category', 'value': 'Woman'},
         {'category': 'Small Category', 'value': '50'}
     ]
    }
    {'text': 'hello kid'},
}

TXT/TSV

• If there are category tags, there must be a header (first example).

  • The text (classification target) must be located at the very beginning.

• If there are no category tags, the header can be omitted (second example).

• The data is separated by a tab.

TREE\t Satisfaction\t Price
There are a lot of people \t1\t1
it's delicious even though I have to wait a bit. \t2\t2

There are a lot of people 
it's delicious even though I have to wait a bit.

XLSX

• Column names must exist and the following order must be followed:

  • TEXT - Large category - Medium category - Small category

|TEXT	    |  Large Category  |  Medium Category  |  Small Category. |
|hello Mom. |          1       |          2        |          3.      |
|hello kid. |       Company    |      Engineer     |  New Employee.   |