PCA analsysis focused on data, coming from the polish Central Statistical Office (GUS). Below I present the list of topcs that the project contained
![Screenshot 2023-10-06 at 13 43 52](https://private-user-images.githubusercontent.com/67764136/273197972-001123b5-6a3a-476b-a5b2-b61dda6a4a98.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.kDKfAVeMhlDGywrpXGeJ0dja60PghXBfy6h5YK0V1V0)
Below the first analysis of correspondence analysis:
![Screenshot 2023-10-06 at 13 44 16](https://private-user-images.githubusercontent.com/67764136/273198041-05d24778-a447-4a51-bc3e-b326f55b7087.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.qq5miLeoYg8b0_cPvxzjkrpxmkylsuCBLZkgwa6WaLA)
![Screenshot 2023-10-06 at 13 44 29](https://private-user-images.githubusercontent.com/67764136/273198077-51f58a66-53af-4662-93b3-c37e3a15286f.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.iy5f6DBNSxHglhDJV7x4Hw-QMrdr9xyhlwEqJT79ve8)
![Screenshot 2023-10-06 at 13 44 44](https://private-user-images.githubusercontent.com/67764136/273198149-a5d4902d-6261-43cb-8f26-5ea426fa34ba.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.CNqW0Pq6ufTTxDZmNLo-IviWqHb62UDAwuJkMrmk2co)
Also the Multivariate Correspondence Analysis:
![Screenshot 2023-10-06 at 13 41 15](https://private-user-images.githubusercontent.com/67764136/273197429-1105a7b8-6b16-48ca-9854-a92c6e5bd76a.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.WURlhLcux-s7YmyAWTxFSQ90A86MUAC8NZDleH_m_Oc)
![Screenshot 2023-10-06 at 13 41 37](https://private-user-images.githubusercontent.com/67764136/273197507-7e8c26a9-77eb-4da1-ac38-e11496aabeb0.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.TdwEMnhnqixgcfwhdxSZ-mmv1VsFTKlrZ1v4TeUoDsU)
Finally the Multidimensional scalling
![Screenshot 2023-10-06 at 13 42 13](https://private-user-images.githubusercontent.com/67764136/273197630-bba114c0-4807-4ada-92e3-f1fba2c3b924.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.bM4v2RhvIa4C1QPtK_P37bBucKProkq4lYDrSgXsWuw)
![Screenshot 2023-10-06 at 13 42 26](https://private-user-images.githubusercontent.com/67764136/273197672-6907e5a9-e7fc-4b99-9439-9c5fb123f583.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.-B9VSiPK25qwy9D6NWA9H78ZA-nbPeuAsNlj4OzXjSQ)
The slide below present all the colclusions that the project helped me to reach