# Dataset Explainer

The Dataset Explainer tab provides a high-level preview of the dataset that has been used for the experiment. It redirects the user to the ***Data Profile*** page.

The ***Data Profile*** is displayed using various sections such as:

* Data Set Info
* Variable Types
* Warnings
* Variables
* Correlations
* Missing Values
* Sample 

Let us see each of them one by one.

## Data Info

The Data Profile displayed under the Dataset Explainer section displays the following information for the Dataset.

* Numbers of variables
* Number of observations
* Missing cells
* Duplicate rows
* Total size in memory
* Average record size in memory

## Variable Types

This section mentions variable types for the data set variables. The selected Data set contains the following variable types:

* Numeric
* Categorical
* Boolean
* Date
* URL
* Text (Unique)
* Rejected
* Unsupported

## Warnings

This section informs user about the warnings for the selected dataset.

<figure><img src="/files/M9FSno5DgVSzuzpPIApT" alt=""><figcaption></figcaption></figure>

## Variables

It lists all the variables from the selected Data Set with the following details:

* Distinct count
* Unique
* Missing (in percentage)
* Missing (in number)
* Infinite (in percentage)
* Infinite (in number)
* Mean
* Minimum
* Maximum
* Zeros (in percentage)

<figure><img src="/files/NkHLXNYqcscQuBJyzKzS" alt=""><figcaption></figcaption></figure>

## Correlation

It displays the variables in the correlation chart by using various popular methods.

<figure><img src="/files/IFqz0EEL4xSH7SLJNFOs" alt=""><figcaption></figcaption></figure>

## Missing Values

This section provides information on the missing values through Count, Matrix, and Heatmap visualization.

* Count: The count of missing values is explained through column chart.

<figure><img src="/files/nDPinuGURJ36p920cq39" alt=""><figcaption></figcaption></figure>

* Matrix

<figure><img src="/files/tpTQBQXkIvyUNbPzIuBA" alt=""><figcaption></figcaption></figure>

* Heatmap

<figure><img src="/files/IuYoOEFUmNFnFinMlDml" alt=""><figcaption></figcaption></figure>

## Sample

This section describes the first 10 and last 10 rows of the selected dataset as a sample.

### First rows

<figure><img src="/files/aaJqXIPB3SHvFPicvF2o" alt=""><figcaption></figcaption></figure>

### Last Rows

<figure><img src="/files/AbCz6OOKxi2tlcpGUCQv" alt=""><figcaption></figcaption></figure>


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