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These are packages causing conflict. Please fix them and also fix this algo


\begin{algorithm}[!htb]
\caption{Balance Dataset with ADASYN}
\label{algo:ADASYN}
\DontPrintSemicolon

\KwIn{Imbalanced DataFrame \texttt{df}}
\KwOut{Balanced DataFrame \texttt{balanced\_df}}

\BlankLine
\textbf{Print:} ``Applying ADASYN for class balancing...'' \;

\BlankLine
\textbf{Prepare features and label:} \;
\If{\texttt{"label"} in df.columns}{
    $X \leftarrow \texttt{df.drop(["label", "attack\_cat"], axis=1)}$ \;
}
\Else{
    $X \leftarrow \texttt{df.drop(["attack\_cat"], axis=1)}$ \;
}
$y \leftarrow \texttt{df["attack\_cat"]}$ \;

\BlankLine
\textbf{Apply ADASYN:} \;
adasyn $\leftarrow$ ADASYN(random\_state=42, n\_neighbors=5) \;
$X_{\text{resampled}}, y_{\text{resampled}} \leftarrow$ adasyn.fit\_resample($X$, $y$) \;

\BlankLine
\textbf{Create balanced dataframe:} \;
balanced\_df $\leftarrow$ DataFrame($X_{\text{resampled}}$, columns=$X$.columns) \;
balanced\_df[``attack\_cat"] $\leftarrow y_{\text{resampled}}$ \;

\BlankLine
\textbf{Print:} ``After ADASYN: \texttt{balanced\_df.shape[0]} records'' \;
\textbf{Print:} ``Balanced attack distribution: \texttt{balanced\_df["attack\_cat"].value\_counts().to\_dict()}'' \;

\Return balanced\_df \;

\end{algorithm}