Experiments quality

To view the quality of an experiment:

Go to the experiments dashboard.
Select the experiment from the Experiments panel.

Or:

Select the last experiment Statistics from the Experiments drop-down menu.
Select the experiment from the Experiments panel.

The Statistics sub-tab—displayed by default—shows a set of statistical information about an experiment.

Information about the experiment

In the upper side tab, you can see the experiment details, such as:

Experiment name
Performance date and time
Experiment author
Engine type
Number of library documents
Number of analyzed documents
Number of validated documents
Training library
ML Model type in case of ML Engine

Check the quality

To visually check the experiment quality measurements, such as: Precision, Recall, and F-measure, watch the charts in the middle side tab.

The quality measurements are displayed in the following metrics:

Micro Average
Macro Average
Sample average
Weighted Average

The metric in focus is selected in the Settings window, Experiments tab. The specific metric icon is also displayed in the experiment card.

Resources analytics

Select the Resources sub-tab to get category analytics for the current experiment.

If there were annotations so that metrics could be calculated, this data is shown for each category:

Cat: number of hits
Ann.: number of annotations
TP: true positives
FP: false positives
FN: false negatives
Pre.: precision
Rec.: recall
F-mea.: F-Measure

If metrics couldn't be computed, only the number of hits is displayed.

Sort the resources

By default, categories are displayed in their hierarchical tree structure. This is indicated by the bars icon to the right of the Category label above the list. To expand or collapse a branch of the tree, select the arrow icon to the left of the category name.

To sort the list on the values of a column and change the sort order, select the up and down arrow icons next to the column header. Selecting the bars icon next to the Category label or sorting on the values of another column switches to a flat list view. In this view, the up or down arrow button also appears next to the Category column header and it is possible to sort the categories also on the values of that column.

To restore the tree view, repeatedly select the arrow icon to the right of the Category label until it the bars icon appears again.

Filter categories

To filter the list of categories by their name, type something in the search box at the top right and press Enter: only categories whose name contains what you typed will be displayed.
To cancel the filter select the X icon in the search box.

Search documents

To find the library documents for which a category was predicted, hover over the category and select Search .
You will be brought to the Documents statistics tab already filtered on the selected category.

Show a class in Resources

To see a category inside the category tree in the main Resources tab, hover over the category and select Show in resources .

Show info

To show additional information about a category, such as its broader category and the annotations, hover over the category and select Information about this category .

Worst categories

The Worst categories panel on the right lists several information boxes about the worst project categories:

Infobox name	Description
Precision	Top 10 categories with a precision lower than 70%
Recall	Top 10 categories with a recall lower than 70%
Target coverage	Top 10 categories with a coverage of the library documents lower than 70%
False positive	Top 10 categories with a percentage of false positives lower than 30%

The target coverage is calculated as follows:

(True Positives + False Positives)/Number of documents

The percentage of false positives is calculated as follows:

False Positives/Number of documents

Export resources' metrics

To export resources' metrics to a CSV file select Download from the toolbar at the top right.
A dialog with two tabs appears. In the default tab, Export, set the name of the file to export and select Export to start producing the file. In the Download tab you can observe the progress of the operation and, once the file is ready, download it. When the file is ready a pop-up will also appear shortly in the bottom right corner of the page.

To download the file, select Download inside the pop-up or in the Download tab, next to the file name. The file is downloaded to your browser's download folder.
Inside the CSV file, the field delimiter is the comma (,) and the text qualifier is the quotation mark (").

If you don't need it, you can delete a completed export to free up space by selecting Remove next to the file name.

To leave the dialog select Cancel, when available, or click anywhere outside the dialog.

Check documents' metrics

To check the quality of document-level categorization, select the Documents sub-tab and then the Documents with metrics tab within it.

For each document, the following information is displayed:

Document validated icon if the document was validated
Hits: number of output categories
Ann.: number of annotations
TP: true positives
FP: false positives
FN: false negatives
Pre.: precision
Rec.: recall
F-mea.: F-measure

Sort the documents

To sort the list of documents based on the values of a column, select the column header. Do it again to reverse the sort order.

Export documents' metrics

To export documents' metrics to a CSV file select Download from the toolbar at the top right.
A dialog with two tabs appears. In the default tab, Export, set the name of the file to export and select Export to start producing the file. In the Download tab you can observe the progress of the operation and, once the file is ready, download it. When the file is ready a pop-up will also appear shortly in the bottom right corner of the page.

To download the file, select Download inside the pop-up or in the Download tab, next to the file name. The file is downloaded to your browser's download folder.
Inside the CSV file, the field delimiter is the comma (,) and the text qualifier is the quotation mark (").

If you don't need it, you can delete a completed export to free up space by selecting Remove next to the file name.

To leave the dialog select Cancel, when available, or click anywhere outside the dialog.

Show results

To show the results of the experiment for a document, select the expand icon to the left of the document name. Under the document name you will see a colored chip for every true positive, false positive and false negative.

Open a document and add annotations

To open a document in detail view based on a selected experiment in focus, hover over it and select Open document . The document will open in the detail view.

In the selected experiment, Ex 46, the categories Vegan recipes and Vegetarian recipes are recognized as false negatives in the selected document.

What you see is a record of the document before the latest experiment was performed in comparison with the selected one.

In this view, annotation is not possible. To annotate, select Annotate documents from the toolbar beside the document name. This is what you will see:

As you can see from the latest experiment now in focus—Experiment 55—Vegan recipes is a true positive. This means that after Ex 46 and before Experiment 55 the category Vegan recipes has been turned into a true positive.

An alternative to see this view while in the experiment dashboard with an experiment in focus is:

In the Documents with metrics sub-panel, hover over a document.
Select Annotate document .

Filter validated documents

To filter validated documents, select Only validated documents to get the filter criteria:

= no filtering.
= only validated documents.
= only not validated documents.

Not annotated documents

Select the Not annotated documents sub-panel. The list shows the non-annotated documents that get resulting categories from the experiments and they are displayed with a blue chip .