feat: added gus images

This commit is contained in:
Krzysztof Rudnicki 2024-06-05 22:05:16 +02:00
parent 893fae3aa5
commit 9b0595aeed
17 changed files with 667 additions and 324 deletions

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\T1/cmr/m/n/12 Na pocz¡tku artykuªu przed-staw-iamy czemu wybral-i±my taki temat, co chcemy
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\T1/cmr/m/n/12 Potem tªu-maczymy nasz pro-ces badawczy, w jaki sposób zbier-al-i±my i ª¡czyli±my
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\T1/cmr/m/n/12 mierzamy stosowa¢ w naszym pro-ce-sise badawczym do przeanal-i-zowa-nia danych
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\T1/cmr/m/n/12 poszczegól-nym re-jonom. Au-torzy wykazali »e sama ilo±¢ pieni¦dzy przekazana
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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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[3]
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\T1/cmr/m/n/12 Proces badawczy podzielil-i±my na 3 za-sad-nicze etapy, ze-branie danych, przeanal-
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[]\T1/lmr/bx/n/12 Przygotowywanie danych[] \T1/lmr/m/n/12 Dane musie-limy przepro-ce-sowa przed ich wyko-
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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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@ -2,6 +2,3 @@
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@ -7,6 +7,21 @@
\usepackage{natbib}
\usepackage{soul}
\usepackage{hyperref}
\usepackage{listings}
\usepackage{color}
\definecolor{codebg}{rgb}{0.95,0.95,0.95}
\definecolor{codeframe}{rgb}{0.8,0.8,0.8}
\lstset{
backgroundcolor=\color{codebg},
frame=single,
frameround=tttt,
rulecolor=\color{codeframe},
basicstyle=\ttfamily,
columns=fullflexible,
breaklines=true
}
\title{Analiza statystyczna przyznawania funduszy UE gminom}
\author{Krzysztof Rudnicki, Michał Sar}
@ -97,9 +112,65 @@ Wszystkie dane pobieraliśmy ze strony GUS-u \\
Dane wybieraliśmy z zakładki "Popularne podgrupy", następnie wybieraliśmy wszystkie lata które nas
interesowały (od 2014 do 2023 roku włącznie), po przejściu dalej wybieraliśmy wszystkie gminy,
finalnie otrzymując tablicę którą pobieraliśmy do formatu csv \\
\begin{figure}[h]
\caption{Strona z gusy z zaznaczonymi podgrupami z których korzystaliśmy}
\centering
\includegraphics[width=1.0\textwidth]{gus}
\end{figure}
\begin{figure}[h]
\caption{Strona z gusy z zaznaczonymi podgrupami z których korzystaliśmy}
\centering
\includegraphics[width=1.0\textwidth]{dane2}
\end{figure}
\begin{figure}[h]
\caption{Strona z gusy z zaznaczonymi podgrupami z których korzystaliśmy}
\centering
\includegraphics[width=1.0\textwidth]{dane3}
\end{figure}
\begin{figure}[h]
\caption{Strona z gusy z zaznaczonymi podgrupami z których korzystaliśmy}
\centering
\includegraphics[width=1.0\textwidth]{dane4}
\end{figure}
\begin{figure}[h]
\caption{Strona z gusy z zaznaczonymi podgrupami z których korzystaliśmy}
\centering
\includegraphics[width=1.0\textwidth]{dane5}
\end{figure}
\paragraph{Przygotowywanie danych}
Dane musieliśmy przeprocesować przed ich wykorzystaniem
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:
\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.
\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}
\paragraph{Przedstawienie wyników}
\section{Wyniki}

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@ -1,19 +1,14 @@
\contentsline {section}{\numberline {1}Wstęp}{1}{section.1}%
\contentsline {paragraph}{Kontekst}{1}{section*.2}%
\contentsline {paragraph}{Cel}{2}{section*.3}%
\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}{3}{section.3}%
\contentsline {paragraph}{Decision trees: from efficient prediction to responsible AI}{3}{section*.7}%
\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}{Its not about the money. EU funds, local opportunities, and Euroscepticism}{3}{section*.9}%
\contentsline {section}{\numberline {4}Proces badawczy}{4}{section.4}%
\contentsline {section}{\numberline {4}Proces badawczy}{3}{section.4}%
\contentsline {paragraph}{Zbieranie danych}{4}{section*.10}%
\contentsline {paragraph}{Przygotowywanie danych}{4}{section*.11}%
\contentsline {paragraph}{Analiza danych}{4}{section*.12}%
\contentsline {paragraph}{Przedstawienie wyników}{4}{section*.13}%
\contentsline {section}{\numberline {5}Wyniki}{4}{section.5}%
\contentsline {section}{\numberline {6}Dyskusja}{4}{section.6}%
\contentsline {section}{\numberline {7}Konkluzja}{4}{section.7}%

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