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Crop Recommendation Data Prep

Overview of Steps involved in data cleaning and logging datasets using Artifacts
Created on February 28|Last edited on March 1

Raw Dataset

This is a preview of the initial raw dataset. The dataset has lots of null values and inconsistencies as seen in the W&B Table below.
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-
-
-
34.568
57.402
-
-
pomegranate
N
P
K
temperature
humidity
ph
rainfall
label
1
2
3
Run set
16

A bunch of Operations are applied to the dataset to eliminate the dirty data along with applying bunch of transformations.
All of the operations can be tracked with Artifacts. This way we can always go back and find the exact dataset that resulted in the creation of a particular model. the left side panel under the Artifacts tab shows the various system of records logged to W&B.



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