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feat: added code images output

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Krzysztof Rudnicki 2024-06-06 03:10:19 +02:00
parent 9b0595aeed
commit 1190a1d952
14 changed files with 83 additions and 821 deletions
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\T1/lmr/m/n/12 Proces badawczy podzielil-imy na 3 za-sad-nicze etapy, ze-branie danych, przeanal-
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[]\T1/lmr/m/n/12 It cre-ates a dic-tio-nary, \T1/lmtt/m/n/12 feature_importance\T1/lmr/m/n/12 , which maps fea-ture names
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@ -139,42 +139,68 @@ finalnie otrzymując tablicę którą pobieraliśmy do formatu csv \\
\end{figure}
\paragraph{Przygotowywanie danych}
Dane musieliśmy przeprocesować przed ich wykorzystaniem, przede wszystkim usuwaliśmy wszelkie wiersze zawierające wartości puste lub NULL
\section*{Description of Code}
The provided Python code snippet is part of a Jupyter Notebook. Its main functionality is to calculate and display the feature importance of a trained machine learning model. Feature importance is a key metric in understanding which features (or input variables) have the most significant impact on the model's predictions. Here's a breakdown of what the code does:
\begin{enumerate}
\item It creates a dictionary, \texttt{feature\_importance}, which maps feature names to their respective importance scores as determined by the model.
\item The dictionary is then sorted by importance scores in descending order.
\item Finally, the code iterates through the sorted dictionary and prints out each feature's importance score alongside the feature's name.
\end{enumerate}
The code snippet provided is as follows:
\begin{lstlisting}[language=Python]
feature_importance = dict(zip(feature_names, model.feature_importances_))
for feature, importance in sorted(feature_importance.items(), key=lambda x: x[1], reverse=True):
print(f'{importance:.5f} — {feature}')
\end{lstlisting}
\section*{Data Processed}
The code processes the following types of data:
Dane musieliśmy przeprocesować przed ich wykorzystaniem, usuwaliśmy wiersze:
\begin{itemize}
\item \texttt{feature\_names}: A list of feature names used in the model.
\item \texttt{model.feature\_importances\_}: An array of feature importance scores generated by the model.
\item Zawierające nie pełny numer teryt
\item Zawierające wartości Null albo puste
\end{itemize}
Wybraliśmy w sumie 100 parametrów na podstawie których ocenialiśmy wpływ na dotacje z UE, można podzielić je na grupy
\begin{enumerate}
\item Finansowe (dochody, wpływy, podatki)
\item Ludność (całkowita, na płec, wiek przed/po/produkcyjny, gęstość zaludneinai)
\item Województwo
\item Wymeldowania i zameldowania
\item Turystyka
\item Bezrobocie
\item Typ gminy
\item Odległość od Warszawy lub centrum decyzyjnego
\end{enumerate}
Dzieliliśmy dane o dofinansowaniu UE na podstawie programów:
\begin{itemize}
\item Program Operacyjny Infrastruktura i Środowisko 2014-2020
\item Program Operacyjny Inteligentny Rozwój
\item Program Operacyjny Polska Cyfrowa
\item Program Operacyjny Wiedza Edukacja Rozwój
\item Program Operacyjny Polska Wschodnia
\end{itemize}
The purpose of this data processing is to identify and rank the most influential features in the model, which can be useful for feature selection, model interpretation, and improving model performance.
\end{document}
\paragraph{Analiza danych}
Wykorzystaliśmy model drzew decyzyjnych regresyjnych wykorzystujących "Recursive Feature Elimination" (RFE) \\
Trenowaliśmy model na głębokościach od 3 do 28 i na "featureach" od 2 do 20 \\
W ten sposób szukaliśmy najlepszego modelu, takiego który wykazywał najmniejszy błąd MSE \\
Najlepsze parametry uzyskaliśmy dla głębokości 20 i featurach w liczbie 13
\begin{lstlisting}
max_depth: 20, n_features: 13, mse_train: 89643306022.6, mse_test: 879912454221.0 <-
\end{lstlisting}
\paragraph{Przedstawienie wyników}
Wyniki przedstawiliśmy na grafach wykorzystując pythonową bibliotekę matplotlib
\section{Wyniki}
\begin{figure}[h]
\caption{Strona z gusy z zaznaczonymi podgrupami z których korzystaliśmy}
\centering
\includegraphics[width=1.0\textwidth]{output.png}
\end{figure}
\begin{figure}[h]
\caption{Strona z gusy z zaznaczonymi podgrupami z których korzystaliśmy}
\centering
\includegraphics[width=1.0\textwidth]{output2.png}
\end{figure}
\begin{figure}[h]
\caption{Strona z gusy z zaznaczonymi podgrupami z których korzystaliśmy}
\centering
\includegraphics[width=1.0\textwidth]{output3.png}
\end{figure}
\begin{figure}[h]
\caption{Strona z gusy z zaznaczonymi podgrupami z których korzystaliśmy}
\centering
\includegraphics[width=1.0\textwidth]{output4.png}
\end{figure}
\begin{figure}[h]
\caption{Strona z gusy z zaznaczonymi podgrupami z których korzystaliśmy}
\centering
\includegraphics[width=1.0\textwidth]{output5.png}
\end{figure}
\section{Dyskusja}

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\contentsline {section}{\numberline {1}Wstęp}{1}{section.1}%
\contentsline {paragraph}{Kontekst}{1}{section*.2}%
\contentsline {paragraph}{Cel}{1}{section*.3}%
\contentsline {paragraph}{Hipoteza}{2}{section*.4}%
\contentsline {paragraph}{Metoda badawcza}{2}{section*.5}%
\contentsline {paragraph}{Wyniki}{2}{section*.6}%
\contentsline {section}{\numberline {2}Omówienie rozdziałów}{2}{section.2}%
\contentsline {section}{\numberline {3}Opis literatury}{2}{section.3}%
\contentsline {paragraph}{Decision trees: from efficient prediction to responsible AI}{2}{section*.7}%
\contentsline {paragraph}{Application of Successful EU Funds Absorption Models to Sustainable Regional Development}{3}{section*.8}%
\contentsline {paragraph}{It’s not about the money. EU funds, local opportunities, and Euroscepticism}{3}{section*.9}%
\contentsline {section}{\numberline {4}Proces badawczy}{3}{section.4}%
\contentsline {paragraph}{Zbieranie danych}{4}{section*.10}%
\contentsline {paragraph}{Przygotowywanie danych}{4}{section*.11}%

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