Merge pull request #448 from ellow0rld/masters

Chemicals in Cosmetics Analysis
abhisheks008 · Dec 11, 2023 · a0a2e43 · a0a2e43
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diff --git a/Chemicals in cosmetics analysis/Dataset/README.md b/Chemicals in cosmetics analysis/Dataset/README.md
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+## DATASET
+
+Dataset can be found at below link.
+
+https://www.kaggle.com/datasets/willianoliveiragibin/chemicals-in-cosmetics
diff --git a/Chemicals in cosmetics analysis/Images/brand_names_with_highest_no_of_products.png b/Chemicals in cosmetics analysis/Images/brand_names_with_highest_no_of_products.png
diff --git a/Chemicals in cosmetics analysis/Images/categories_with_5_or_more_chemicals.png b/Chemicals in cosmetics analysis/Images/categories_with_5_or_more_chemicals.png
diff --git a/Chemicals in cosmetics analysis/Images/commonly_used_chemical.png b/Chemicals in cosmetics analysis/Images/commonly_used_chemical.png
diff --git a/...osmetics analysis/Images/cosmetic_brands_with_3_or_more_avg_no_of_chemicals.png b/...osmetics analysis/Images/cosmetic_brands_with_3_or_more_avg_no_of_chemicals.png
diff --git a/...etics analysis/Images/cosmetic_companies_with_3_or_more_avg_no_of_chemicals.png b/...etics analysis/Images/cosmetic_companies_with_3_or_more_avg_no_of_chemicals.png
diff --git a/...osmetics analysis/Images/cosmetic_companies_with_highest_number_of_products.png b/...osmetics analysis/Images/cosmetic_companies_with_highest_number_of_products.png
diff --git a/...als in cosmetics analysis/Images/cosmetic_products_with_5_or_more_chemicals.png b/...als in cosmetics analysis/Images/cosmetic_products_with_5_or_more_chemicals.png
diff --git a/Chemicals in cosmetics analysis/Images/missing_values.png b/Chemicals in cosmetics analysis/Images/missing_values.png
diff --git a/Chemicals in cosmetics analysis/Model/Chemicals_in_Cosmetics_Analysis.ipynb b/Chemicals in cosmetics analysis/Model/Chemicals_in_Cosmetics_Analysis.ipynb
diff --git a/Chemicals in cosmetics analysis/Model/README.md b/Chemicals in cosmetics analysis/Model/README.md
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+# Goals
+Analysis of chemicals in cosmetics.
+
+# Dataset
+https://www.kaggle.com/datasets/willianoliveiragibin/chemicals-in-cosmetics
+
+# Work Done
+* Cleaned the dataset.
+* Analyzed the data and found insights and plotted graphs accordingly etc.
+
+# Libraries needed
+* Numpy
+* Pandas
+* Matplotlib
+* missingno
+
+# Plots
+![cosmetic_products_with_5_or_more_chemicals](https://github.com/ellow0rld/ML-Crate/assets/116413038/a1bc43ce-527d-44cb-bd46-5f880bf18651)
+![categories_with_5_or_more_chemicals](https://github.com/ellow0rld/ML-Crate/assets/116413038/38b0cb15-b334-44d2-bb39-3734e4582925)
+![commonly_used_chemical](https://github.com/ellow0rld/ML-Crate/assets/116413038/e31acb90-d921-49a8-9f52-ffaf213d91e5)
+![cosmetic_brands_with_3_or_more_avg_no_of_chemicals](https://github.com/ellow0rld/ML-Crate/assets/116413038/ee03496b-1abb-469c-8ff1-38ed7c2a26d3)
+![cosmetic_companies_with_3_or_more_avg_no_of_chemicals](https://github.com/ellow0rld/ML-Crate/assets/116413038/5965b2f3-da35-46c1-a039-86299749d953)
+![brand_names_with_highest_no_of_products](https://github.com/ellow0rld/ML-Crate/assets/116413038/c248766a-ad3d-45b0-98db-115db9142b7f)
+![cosmetic_companies_with_highest_number_of_products](https://github.com/ellow0rld/ML-Crate/assets/116413038/7e84a183-3634-4bf3-8772-3b10ce2ba420)
+
+# Conclusion
+- Most of the famous cosmetic companies use toxic chemicals in their products. It's best to check the ingredients before purchasing these items.
+- Makeup products have the highest amount of chemicals compared to other products. Among them, hair and skin care products have the highest concentrations.
+- Titanium dioxide is used in the majority of the products.
+
+# Contributed by
+Madhu Shree Aravindan
+
+Github - https://github.com/ellow0rld
diff --git a/Chemicals in cosmetics analysis/requirements.txt b/Chemicals in cosmetics analysis/requirements.txt
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+numpy==1.21.4
+pandas==1.3.5
+matplotlib==3.5.1
+missingno