Commodities Estimate
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![](https://bayanatai.com/wp-content/uploads/2021/07/Commodities-Estimate-1.png)
We have utilized a predictive Model to predict the Piping spools erection, daily production and the features that impact the piping erection productivity in industrial and oil and gas projects depending on historical data.
![](https://bayanatai.com/wp-content/uploads/2021/07/Commodities-Estimate-2-1024x500.png)
Data Visualization
![](https://bayanatai.com/wp-content/uploads/2021/07/Data-Visualization-1.png)
![](https://bayanatai.com/wp-content/uploads/2021/07/Data-Visualization-2-1024x908.png)
The histogram/Line on the diagonal allows us to see the distribution of a single variable while the scatter plots on the upper and lower triangles show the relationship between two variables.
Heat Map: Identifying and Weighing Influential Features
![](https://bayanatai.com/wp-content/uploads/2021/07/Heat-Map.png)
![](https://bayanatai.com/wp-content/uploads/2021/07/Features-has-Positive-Impact-1.png)
![](https://bayanatai.com/wp-content/uploads/2021/07/Features-has-Positive-Impact-2-1024x695.png)