Analyzing the company's sales and the customer's reviews about the products through:
First started by exploring and cleaning the data from Nulls using SQL by deleting the null columns in the Review Text
and Division Name
and then merging the statement title with Review Text
into the Review
column
ALTER TABLE [Womens Clothing]
DROP COLUMN [Clothing ID];
DELETE FROM [Womens Clothing]
WHERE [Review Text] IS NULL OR [Division Name] IS NULL;
ALTER TABLE [Womens Clothing]
ADD review VARCHAR(1000);
UPDATE [Womens Clothing]
SET review = CONCAT([Title], '-') + ' ' + [Review Text];
Select review
from[Womens Clothing]
ALTER TABLE [Womens Clothing]
DROP COLUMN [Title]
ALTER TABLE [Womens Clothing]
DROP COLUMN [Review Text]
ALTER TABLE [Womens Clothing]
DROP COLUMN [F1]
SELECT *
FROM [Womens Clothing]
then upload the data to Power bi and using Dax and Power query:
- Calculated the most frequent
Rate
andAge
and their frequency - split the reviews column into
positive reviews
andnegative reviews
based onRecommendations
Recommended --> Positive / Not Recommended --> Negative
Then made the dashboard to gain insights into sales
, reviews
, categories
, etc