\begin{figure}[p]%Oct 20 06:35:34 EDT 2009
\scriptsize
\setstretch{0.5}
\begin{tabular}{|l|r|r|r|l|}
\multicolumn{5}{|c|}{PD Quartile} \\
Learner     & \begin{sideways}q1\end{sideways} & \begin{sideways}median\end{sideways} & \begin{sideways}q3\end{sideways} & Quartile \\ \hline
Clump $\backslash$w Burak & 33.3 & 44.1 & 57.1 & \boxplotn{33.3}{10.8}{44.1}{13} \\
Clump & 32.9 & 42.9 & 57.1 & \boxplotn{32.9}{10}{42.9}{14.2} \\
NB $\backslash$w Burak & 28.6 & 38.5 & 50.0 & \boxplotn{28.6}{9.9}{38.5}{11.5} \\
Naive Bayes & 28.6 & 38.1 & 50.0 & \boxplotn{28.6}{9.5}{38.1}{11.9} \\
LWL-5 & 22.2 & 33.3 & 42.9 & \boxplotn{22.2}{11.1}{33.3}{9.6} \\
LWL-10 & 20.0 & 31.4 & 42.9 & \boxplotn{20.0}{11.4}{31.4}{11.5} \\
LWL-50 & 17.6 & 29.4 & 41.4 & \boxplotn{17.6}{11.8}{29.4}{12} \\
LWL-25 & 20.0 & 29.4 & 41.8 & \boxplotn{20.0}{9.4}{29.4}{12.4} \\
J48 & 12.5 & 25.0 & 37.5 & \boxplotn{12.5}{12.5}{25.0}{12.5} \\
jRip & 9.5 & 22.2 & 38.5 & \boxplotn{9.5}{12.7}{22.2}{16.3} \\
OneR & 0.0 & 14.3 & 23.7 & \boxplotn{0.0}{14.3}{14.3}{9.4} \\ \hline
\end{tabular}

% pd / intra&       17&  67&  80&   88& 100& \boxplot{17}{50}{80}{88}{12}\\
\begin{tabular}{|l|r|r|r|l|}
\multicolumn{5}{|c|}{PF Quartile} \\
Learner     & \begin{sideways}q1\end{sideways} & \begin{sideways}median\end{sideways} & \begin{sideways}q3\end{sideways} & Quartile \\ \hline
OneR & 1.2 & 3.1 & 6.2 & \boxplotn{1.2}{1.9}{3.1}{3.1} \\
jRip & 1.2 & 3.6 & 6.9 & \boxplotn{1.2}{2.4}{3.6}{3.3} \\
J48 & 1.4 & 4.2 & 7.5 & \boxplotn{1.4}{2.8}{4.2}{3.3} \\
LWL-50 & 2.7 & 5.0 & 8.0 & \boxplotn{2.7}{2.3}{5.0}{3} \\
LWL-25 & 4.3 & 6.6 & 10.0 & \boxplotn{4.3}{2.3}{6.6}{3.4} \\
LWL-5 & 4.4 & 7.0 & 10.5 & \boxplotn{4.4}{2.6}{7.0}{3.5} \\
LWL-10 & 4.8 & 7.1 & 10.8 & \boxplotn{4.8}{2.3}{7.1}{3.7} \\
Naive Bayes & 7.2 & 9.4 & 12.1 & \boxplotn{7.2}{2.2}{9.4}{2.7} \\
NB $\backslash$w Burak & 7.5 & 9.5 & 12.3 & \boxplotn{7.5}{2}{9.5}{2.8} \\
Clump & 9.5 & 12.3 & 16.0 & \boxplotn{9.5}{2.8}{12.3}{3.7} \\
Clump $\backslash$w Burak & 10.0 & 12.7 & 16.9 & \boxplotn{10.0}{2.7}{12.7}{4.2} \\ \hline
\end{tabular}
\caption{Results of the Within-Company tests with no preprocessing}
\label{fig:results-WC}
\end{figure}

\begin{figure}[p]%Oct 20 06:47:53 EDT 2009
\scriptsize
\setstretch{0.5}
\begin{tabular}{|l|r|r|r|l|}
\multicolumn{5}{|c|}{PD Quartile} \\
Learner     & \begin{sideways}q1\end{sideways} & \begin{sideways}median\end{sideways} & \begin{sideways}q3\end{sideways} & Quartile \\ \hline
Clump & 38.1 & 44.9 & 57.1 & \boxplotn{38.1}{6.8}{44.9}{12.2} \\
Clump $\backslash$w Burak & 32.6 & 44.9 & 53.3 & \boxplotn{32.6}{12.3}{44.9}{8.4} \\
Naive Bayes & 27.9 & 33.6 & 40.8 & \boxplotn{27.9}{5.7}{33.6}{7.2} \\
LWL-25 & 11.5 & 29.0 & 33.8 & \boxplotn{11.5}{17.5}{29.0}{4.8} \\
NB $\backslash$w Burak & 21.5 & 27.9 & 36.5 & \boxplotn{21.5}{6.4}{27.9}{8.6} \\
LWL-50 & 7.7 & 26.1 & 28.6 & \boxplotn{7.7}{18.4}{26.1}{2.5} \\
LWL-10 & 11.9 & 25.8 & 34.7 & \boxplotn{11.9}{13.9}{25.8}{8.9} \\
LWL-5 & 11.6 & 24.5 & 32.3 & \boxplotn{11.6}{12.9}{24.5}{7.8} \\
jRip & 10.3 & 18.6 & 24.9 & \boxplotn{10.3}{8.3}{18.6}{6.3} \\
J48 & 12.9 & 16.3 & 24.2 & \boxplotn{12.9}{3.4}{16.3}{7.9} \\
OneR & 6.7 & 9.6 & 16.3 & \boxplotn{6.7}{2.9}{9.6}{6.7} \\ \hline
\end{tabular}

\begin{tabular}{|l|r|r|r|l|}
\multicolumn{5}{|c|}{PF Quartile} \\
Learner     & \begin{sideways}q1\end{sideways} & \begin{sideways}median\end{sideways} & \begin{sideways}q3\end{sideways} & Quartile \\ \hline
OneR & 2.0 & 2.4 & 7.4 & \boxplotn{2.0}{0.4}{2.4}{5} \\
jRip & 1.4 & 3.4 & 5.6 & \boxplotn{1.4}{2}{3.4}{2.2} \\
J48 & 1.7 & 5.6 & 10.8 & \boxplotn{1.7}{3.9}{5.6}{5.2} \\
NB $\backslash$w Burak & 3.5 & 6.7 & 10.0 & \boxplotn{3.5}{3.2}{6.7}{3.3} \\
Naive Bayes & 3.5 & 9.8 & 12.5 & \boxplotn{3.5}{6.3}{9.8}{2.7} \\
LWL-50 & 5.7 & 11.0 & 12.9 & \boxplotn{5.7}{5.3}{11.0}{1.9} \\
LWL-25 & 7.7 & 11.6 & 15.6 & \boxplotn{7.7}{3.9}{11.6}{4} \\
LWL-5  & 7.4 & 13.2 & 17.3 & \boxplotn{7.4}{5.8}{13.2}{4.1} \\
LWL-10 & 7.7 & 13.8 & 16.2 & \boxplotn{7.7}{6.1}{13.8}{2.4} \\
Clump $\backslash$w Burak & 6.5 & 14.2 & 22.5 & \boxplotn{6.5}{7.7}{14.2}{8.3} \\
Clump & 7.2 & 14.3 & 23.0 & \boxplotn{7.2}{7.1}{14.3}{8.7} \\ \hline
\end{tabular}
\caption{Results of the Cross-Company tests with no preprocessing}
\label{fig:results-CC}
\end{figure}

\begin{figure}[p]%Oct 20 06:43:10 EDT 2009
\scriptsize
\setstretch{0.5}
\begin{tabular}{|l|r|r|r|l|}
\multicolumn{5}{|c|}{PD Quartile} \\
Learner     & \begin{sideways}q1\end{sideways} & \begin{sideways}median\end{sideways} & \begin{sideways}q3\end{sideways} & Quartile \\ \hline
NB $\backslash$w Burak & 66.7 & 78.6 & 86.7 & \boxplotn{66.7}{11.9}{78.6}{8.1} \\
Naive Bayes & 25.0 & 71.4 & 84.6 & \boxplotn{25.0}{46.4}{71.4}{13.2} \\
Clump $\backslash$w Burak & 57.1 & 70.0 & 80.0 & \boxplotn{57.1}{12.9}{70.0}{10} \\
Clump & 35.7 & 62.5 & 77.8 & \boxplotn{35.7}{26.8}{62.5}{15.3} \\
LWL-10 & 21.4 & 37.3 & 48.3 & \boxplotn{21.4}{15.9}{37.3}{11} \\
LWL-5  & 20.0 & 35.3 & 45.0 & \boxplotn{20.0}{15.3}{35.3}{9.7} \\
LWL-25 & 20.0 & 33.3 & 42.6 & \boxplotn{20.0}{13.3}{33.3}{9.3} \\
LWL-50 & 14.3 & 28.6 & 40.0 & \boxplotn{14.3}{14.3}{28.6}{11.4} \\
J48 & 14.3 & 26.3 & 40.0  & \boxplotn{14.3}{12}{26.3}{13.7} \\
jRip & 11.9 & 22.4 & 35.0 & \boxplotn{11.9}{10.5}{22.4}{12.6} \\
OneR & 5.9 & 14.3 & 25.0  & \boxplotn{5.9}{8.4}{14.3}{10.7} \\ \hline
\end{tabular}

\begin{tabular}{|l|r|r|r|l|}
\multicolumn{5}{|c|}{PF Quartile} \\
Learner     & \begin{sideways}q1\end{sideways} & \begin{sideways}median\end{sideways} & \begin{sideways}q3\end{sideways} & Quartile \\ \hline
OneR & 1.1 & 2.7 & 6.8 & \boxplotn{1.1}{1.6}{2.7}{4.1} \\
jRip & 1.1 & 3.4 & 5.7 & \boxplotn{1.1}{2.3}{3.4}{2.3} \\
J48  & 1.4 & 3.9 & 7.7 & \boxplotn{1.4}{2.5}{3.9}{3.8} \\
LWL-50 & 2.6 & 5.3 & 8.0  & \boxplotn{2.6}{2.7}{5.3}{2.7} \\
LWL-25 & 4.3 & 6.8 & 9.8  & \boxplotn{4.3}{2.5}{6.8}{3} \\
LWL-5  & 5.5 & 7.9 & 10.8 & \boxplotn{5.5}{2.4}{7.9}{2.9} \\
LWL-10 & 4.8 & 8.1 & 10.5 & \boxplotn{4.8}{3.3}{8.1}{2.4} \\
Clump  & 16.4 & 27.7 & 34.1 & \boxplotn{16.4}{11.3}{27.7}{6.4} \\
Clump $\backslash$w Burak & 25.0 & 29.3 & 33.8 & \boxplotn{25.0}{4.3}{29.3}{4.5} \\
Naive Bayes & 14.9 & 33.3 & 42.0 & \boxplotn{14.9}{18.4}{33.3}{8.7} \\
NB $\backslash$w Burak & 31.0 & 36.9 & 43.0 & \boxplotn{31.0}{5.9}{36.9}{6.1} \\ \hline
\end{tabular}
\caption{Results of the Within-Company tests with logging the numerics}
\label{fig:results-WC-Log}
\end{figure}

\begin{figure}[p]%Oct 20 06:29:49 EDT 2009
\scriptsize
\setstretch{0.5}
\begin{tabular}{|l|r|r|r|l|}
\multicolumn{5}{|c|}{PD Quartile} \\
Learner     & \begin{sideways}q1\end{sideways} & \begin{sideways}median\end{sideways} & \begin{sideways}q3\end{sideways} & Quartile \\ \hline
NB $\backslash$w Burak & 65.3 & 66.7 & 81.8 & \boxplotn{65.3}{1.4}{66.7}{15.1} \\
Naive Bayes & 13.1 & 65.6 & 85.7 & \boxplotn{13.1}{52.5}{65.6}{20.1} \\
Clump & 40.4 & 64.5 & 81.3 & \boxplotn{40.4}{24.1}{64.5}{16.8} \\
Clump $\backslash$w Burak & 49.8 & 64.5 & 73.5 & \boxplotn{49.8}{14.7}{64.5}{9} \\
LWL-5  & 19.6 & 30.6 & 37.7 & \boxplotn{19.6}{11}{30.6}{7.1} \\
LWL-25 & 21.8 & 28.8 & 36.7 & \boxplotn{21.8}{7}{28.8}{7.9} \\
LWL-10 & 19.6 & 28.6 & 36.4 & \boxplotn{19.6}{9}{28.6}{7.8} \\
LWL-50 & 20.8 & 25.0 & 32.7 & \boxplotn{20.8}{4.2}{25.0}{7.7} \\
J48  & 13.8 & 18.6 & 22.4 & \boxplotn{13.8}{4.8}{18.6}{3.8} \\
jRip & 9.7 & 15.1 & 24.5  & \boxplotn{9.7}{5.4}{15.1}{9.4} \\
OneR & 6.5 & 11.0 & 16.3  & \boxplotn{6.5}{4.5}{11.0}{5.3} \\ \hline
\end{tabular}

\begin{tabular}{|l|r|r|r|l|}
\multicolumn{5}{|c|}{PF Quartile} \\
Learner     & \begin{sideways}q1\end{sideways} & \begin{sideways}median\end{sideways} & \begin{sideways}q3\end{sideways} & Quartile \\ \hline
OneR & 2.1 & 2.4 & 6.4  & \boxplotn{2.1}{0.3}{2.4}{4} \\
jRip & 1.4 & 3.4 & 5.3  & \boxplotn{1.4}{2}{3.4}{1.9} \\
J48  & 2.4 & 5.1 & 10.5 & \boxplotn{2.4}{2.7}{5.1}{5.4} \\
LWL-25 & 7.2 & 10.0 & 27.9 & \boxplotn{7.2}{2.8}{10.0}{17.9} \\
LWL-50 & 5.8 & 10.6 & 21.0 & \boxplotn{5.8}{4.8}{10.6}{10.4} \\
LWL-5  & 6.5 & 10.7 & 22.4 & \boxplotn{6.5}{4.2}{10.7}{11.7} \\
LWL-10 & 6.4 & 12.5 & 28.3 & \boxplotn{6.4}{6.1}{12.5}{15.8} \\
Clump $\backslash$w Burak & 15.9 & 24.9 & 39.2 & \boxplotn{15.9}{9}{24.9}{14.3} \\
Clump & 12.9 & 28.5 & 44.8 & \boxplotn{12.9}{15.6}{28.5}{16.3} \\
Naive Bayes & 4.9 & 37.2 & 48.1 & \boxplotn{4.9}{32.3}{37.2}{10.9} \\
NB $\backslash$w Burak & 32.8 & 37.4 & 48.1 & \boxplotn{32.8}{4.6}{37.4}{10.7} \\ \hline
\end{tabular}
\caption{Results of the Cross-Company tests with logging the numerics}
\label{fig:results-CC-Log}
\end{figure}
