\begin{table}[p]
\begin{tabular}{|l|r|r|r|r|r|r|l|}
\multicolumn{8}{|c|}{PD Quartile} \\
Learner     & Rank & min~ & ~~q1~ & median & ~~~q3~~ & ~max~ & Quartile \\ \hline
Clump & 1 & 0.0 & 30.0 & 42.9 & 63.6 & 100.0 & \boxplotn{30.0}{12.9}{42.9}{20.7} \\ 
Naive Bayes & 1 & 0.0 & 30.0 & 39.4 & 54.5 & 100.0 & \boxplotn{30.0}{9.4}{39.4}{15.1} \\ 
LWL-5 & 2 & 0.0 & 18.8 & 34.8 & 50.0 & 100.0 & \boxplotn{18.8}{16}{34.8}{15.2} \\ 
LWL-25 & 2 & 0.0 & 18.2 & 33.3 & 45.5 & 100.0 & \boxplotn{18.2}{15.1}{33.3}{12.2} \\ 
LWL-10 & 2 & 0.0 & 16.7 & 33.3 & 46.2 & 100.0 & \boxplotn{16.7}{16.6}{33.3}{12.9} \\ 
LWL-50 & 2 & 0.0 & 20.0 & 32.9 & 50.0 & 100.0 & \boxplotn{20.0}{12.9}{32.9}{17.1} \\ 
J48 & 3 & 0.0 & 12.5 & 29.4 & 50.0 & 100.0 & \boxplotn{12.5}{16.9}{29.4}{20.6} \\ 
jRip & 4 & 0.0 & 11.8 & 25.0 & 42.9 & 100.0 & \boxplotn{11.8}{13.2}{25.0}{17.9} \\ 
OneR & 5 & 0.0 & 0.0 & 18.2 & 33.3 & 100.0 & \boxplotn{0.0}{18.2}{18.2}{15.1} \\ 
Ridor & 6 & 0.0 & 0.0 & 10.0 & 33.3 & 100.0 & \boxplotn{0.0}{10}{10.0}{23.3} \\ \hline
\end{tabular}
\\
\\
\\
\begin{tabular}{|l|r|r|r|r|r|r|l|}
\multicolumn{8}{|c|}{PF Quartile} \\
Learner     & Rank & min~ & ~~q1~ & median & ~~~q3~~ & ~max~ & Quartile \\ \hline
Ridor & 1 & 0.0 & 0.0 & 1.2 & 6.2 & 66.7 & \boxplotn{0.0}{1.2}{1.2}{5} \\ 
jRip & 2 & 0.0 & 0.6 & 3.5 & 8.6 & 60.0 & \boxplotn{0.6}{2.9}{3.5}{5.1} \\ 
OneR & 2 & 0.0 & 0.5 & 3.5 & 6.7 & 50.0 & \boxplotn{0.5}{3}{3.5}{3.2} \\ 
J48 & 3 & 0.0 & 1.0 & 4.5 & 10.0 & 66.7 & \boxplotn{1.0}{3.5}{4.5}{5.5} \\ 
LWL-50 & 4 & 0.0 & 1.9 & 5.3 & 8.7 & 60.0 & \boxplotn{1.9}{3.4}{5.3}{3.4} \\ 
LWL-25 & 5 & 0.0 & 4.1 & 6.7 & 11.0 & 50.0 & \boxplotn{4.1}{2.6}{6.7}{4.3} \\ 
LWL-5 & 6 & 0.0 & 4.4 & 7.5 & 13.0 & 50.0 & \boxplotn{4.4}{3.1}{7.5}{5.5} \\ 
LWL-10 & 7 & 0.0 & 5.3 & 8.1 & 13.4 & 50.0 & \boxplotn{5.3}{2.8}{8.1}{5.3} \\ 
Naive Bayes & 6 & 0.0 & 5.2 & 8.3 & 12.5 & 60.0 & \boxplotn{5.2}{3.1}{8.3}{4.2} \\ 
Clump & 8 & 0.0 & 6.8 & 11.3 & 15.3 & 100.0 & \boxplotn{6.8}{4.5}{11.3}{4} \\ \hline
\end{tabular}
\caption{Results of Within Company with no preprocessing}
\label{tbl:results-WC}%Oct 20 06:35:34 EDT 2009
\end{table}

\begin{table}[p]
\begin{tabular}{|l|r|r|r|r|r|r|l|}
\multicolumn{8}{|c|}{PD Quartile} \\
Learner     & Rank & min~ & ~~q1~ & median & ~~~q3~~ & ~max~ & Quartile \\ \hline
Naive Bayes & 1 & 6.8 & 29.9 & 40.8 & 55.8 & 61.3 & \boxplotn{29.9}{10.9}{40.8}{15} \\ 
Clump & 1 & 17.2 & 29.0 & 39.5 & 61.2 & 67.5 & \boxplotn{29.0}{10.5}{39.5}{21.7} \\ 
LWL-25 & 2 & 4.8 & 11.5 & 29.0 & 36.4 & 46.9 & \boxplotn{11.5}{17.5}{29.0}{7.4} \\ 
LWL-50 & 4 & 2.3 & 9.6 & 25.8 & 28.6 & 36.4 & \boxplotn{9.6}{16.2}{25.8}{2.8} \\ 
LWL-10 & 3 & 9.5 & 15.4 & 25.8 & 34.7 & 44.9 & \boxplotn{15.4}{10.4}{25.8}{8.9} \\ 
LWL-5 & 3 & 9.3 & 11.8 & 24.5 & 32.3 & 40.2 & \boxplotn{11.8}{12.7}{24.5}{7.8} \\ 
jRip & 5 & 3.2 & 11.3 & 18.2 & 26.2 & 40.8 & \boxplotn{11.3}{6.9}{18.2}{8} \\ 
J48 & 5 & 6.5 & 12.9 & 16.3 & 21.6 & 32.7 & \boxplotn{12.9}{3.4}{16.3}{5.3} \\ 
OneR & 6 & 3.2 & 6.5 & 9.6 & 16.3 & 27.6 & \boxplotn{6.5}{3.1}{9.6}{6.7} \\ 
Ridor & 7 & 0.0 & 0.0 & 3.2 & 6.6 & 22.4 & \boxplotn{0.0}{3.2}{3.2}{3.4} \\ \hline
\end{tabular}
\\
\\
\\
\begin{tabular}{|l|r|r|r|r|r|r|l|}
\multicolumn{8}{|c|}{PF Quartile} \\
Learner     & Rank & min~ & ~~q1~ & median & ~~~q3~~ & ~max~ & Quartile \\ \hline
Ridor & 1 & 0.0 & 0.0 & 0.5 & 1.6 & 4.9 & \boxplotn{0.0}{0.5}{0.5}{1.1} \\ 
OneR & 2 & 0.7 & 1.3 & 2.4 & 6.4 & 16.4 & \boxplotn{1.3}{1.1}{2.4}{4} \\ 
jRip & 2 & 0.5 & 1.6 & 4.3 & 5.5 & 10.6 & \boxplotn{1.6}{2.7}{4.3}{1.2} \\ 
J48 & 3 & 1.2 & 2.2 & 5.6 & 8.7 & 22.8 & \boxplotn{2.2}{3.4}{5.6}{3.1} \\ 
LWL-50 & 4 & 0.5 & 5.7 & 11.1 & 13.9 & 20.0 & \boxplotn{5.7}{5.4}{11.1}{2.8} \\ 
LWL-25 & 4 & 2.2 & 7.7 & 11.6 & 15.6 & 21.2 & \boxplotn{7.7}{3.9}{11.6}{4} \\ 
Clump & 4 & 1.8 & 2.7 & 11.6 & 30.3 & 35.9 & \boxplotn{2.7}{8.9}{11.6}{18.7} \\ 
Naive Bayes & 4 & 1.1 & 1.4 & 12.1 & 14.8 & 33.3 & \boxplotn{1.4}{10.7}{12.1}{2.7} \\ 
LWL-10 & 4 & 3.6 & 7.8 & 12.8 & 16.2 & 22.3 & \boxplotn{7.8}{5}{12.8}{3.4} \\ 
LWL-5 & 4 & 4.1 & 7.4 & 13.4 & 17.3 & 22.2 & \boxplotn{7.4}{6}{13.4}{3.9} \\ \hline
\end{tabular}
\caption{Results of Cross Company with no preprocessing}
\label{tbl:results-CC}
\end{table}

\begin{table}[p]
\begin{tabular}{|l|r|r|r|r|r|r|l|}
\multicolumn{8}{|c|}{PD Quartile} \\
Learner     & Rank & min~ & ~~q1~ & median & ~~~q3~~ & ~max~ & Quartile \\ \hline
Naive Bayes & 1 & 0.0 & 66.7 & 80.0 & 90.0 & 100.0 & \boxplotn{66.7}{13.3}{80.0}{10} \\ 
Clump & 2 & 0.0 & 50.0 & 71.4 & 83.3 & 100.0 & \boxplotn{50.0}{21.4}{71.4}{11.9} \\ 
LWL-25 & 3 & 0.0 & 20.0 & 37.5 & 50.0 & 100.0 & \boxplotn{20.0}{17.5}{37.5}{12.5} \\ 
LWL-10 & 4 & 0.0 & 20.0 & 37.5 & 50.0 & 100.0 & \boxplotn{20.0}{17.5}{37.5}{12.5} \\ 
LWL-5 & 4 & 0.0 & 20.0 & 35.7 & 50.0 & 100.0 & \boxplotn{20.0}{15.7}{35.7}{14.3} \\ 
LWL-50 & 5 & 0.0 & 16.7 & 33.3 & 50.0 & 100.0 & \boxplotn{16.7}{16.6}{33.3}{16.7} \\ 
J48 & 5 & 0.0 & 14.3 & 29.7 & 50.0 & 100.0 & \boxplotn{14.3}{15.4}{29.7}{20.3} \\ 
jRip & 6 & 0.0 & 8.3 & 27.1 & 50.0 & 100.0 & \boxplotn{8.3}{18.8}{27.1}{22.9} \\ 
OneR & 7 & 0.0 & 0.0 & 16.9 & 37.5 & 100.0 & \boxplotn{0.0}{16.9}{16.9}{20.6} \\ 
Ridor & 8 & 0.0 & 0.0 & 13.2 & 33.3 & 100.0 & \boxplotn{0.0}{13.2}{13.2}{20.1} \\ \hline
\end{tabular}
\\
\\
\\
\begin{tabular}{|l|r|r|r|r|r|r|l|}
\multicolumn{8}{|c|}{PF Quartile} \\
Learner     & Rank & min~ & ~~q1~ & median & ~~~q3~~ & ~max~ & Quartile \\ \hline
Ridor & 1 & 0.0 & 0.0 & 1.2 & 5.6 & 50.0 & \boxplotn{0.0}{1.2}{1.2}{4.4} \\ 
OneR & 2 & 0.0 & 0.5 & 2.8 & 8.3 & 50.0 & \boxplotn{0.5}{2.3}{2.8}{5.5} \\ 
jRip & 2 & 0.0 & 0.5 & 3.5 & 8.6 & 50.0 & \boxplotn{0.5}{3}{3.5}{5.1} \\ 
J48 & 2 & 0.0 & 1.0 & 3.6 & 9.4 & 52.2 & \boxplotn{1.0}{2.6}{3.6}{5.8} \\ 
LWL-50 & 3 & 0.0 & 2.2 & 5.6 & 9.1 & 40.0 & \boxplotn{2.2}{3.4}{5.6}{3.5} \\ 
LWL-25 & 4 & 0.0 & 3.5 & 7.3 & 11.1 & 41.2 & \boxplotn{3.5}{3.8}{7.3}{3.8} \\ 
LWL-5 & 5 & 0.0 & 4.7 & 8.3 & 12.9 & 50.0 & \boxplotn{4.7}{3.6}{8.3}{4.6} \\ 
LWL-10 & 6 & 0.0 & 5.0 & 8.4 & 13.3 & 33.3 & \boxplotn{5.0}{3.4}{8.4}{4.9} \\ 
Clump & 7 & 0.0 & 19.8 & 29.3 & 34.8 & 100.0 & \boxplotn{19.8}{9.5}{29.3}{5.5} \\ 
Naive Bayes & 8 & 0.0 & 28.9 & 36.4 & 44.8 & 72.7 & \boxplotn{28.9}{7.5}{36.4}{8.4} \\ \hline
\end{tabular}
\caption{Results of the Within-Company tests with logging the numerics}
\label{tbl:results-WC-Log}
\end{table}

\begin{table}[p]
\begin{tabular}{|l|r|r|r|r|r|r|l|}
\multicolumn{8}{|c|}{PD Quartile} \\
Learner     & Rank & min~ & ~~q1~ & median & ~~~q3~~ & ~max~ & Quartile \\ \hline
Naive Bayes & 1 & 57.5 & 73.1 & 85.7 & 93.0 & 100.0 & \boxplotn{73.1}{12.6}{85.7}{7.3} \\ 
Clump & 1 & 44.9 & 73.1 & 83.7 & 86.0 & 96.7 & \boxplotn{73.1}{10.6}{83.7}{2.3} \\ 
LWL-25 & 2 & 4.7 & 21.8 & 28.8 & 34.7 & 43.3 & \boxplotn{21.8}{7}{28.8}{5.9} \\ 
LWL-5 & 2 & 14.0 & 17.6 & 28.6 & 34.2 & 53.3 & \boxplotn{17.6}{11}{28.6}{5.6} \\ 
LWL-10 & 2 & 14.0 & 17.6 & 27.1 & 35.1 & 63.3 & \boxplotn{17.6}{9.5}{27.1}{8} \\ 
LWL-50 & 2 & 2.3 & 20.8 & 25.0 & 32.7 & 50.0 & \boxplotn{20.8}{4.2}{25.0}{7.7} \\ 
jRip & 3 & 0.0 & 7.0 & 17.5 & 27.1 & 44.9 & \boxplotn{7.0}{10.5}{17.5}{9.6} \\ 
J48 & 3 & 3.2 & 13.3 & 16.3 & 21.6 & 29.9 & \boxplotn{13.3}{3}{16.3}{5.3} \\ 
OneR & 4 & 3.2 & 5.8 & 9.3 & 16.3 & 27.6 & \boxplotn{5.8}{3.5}{9.3}{7} \\ 
Ridor & 5 & 0.0 & 0.0 & 2.0 & 9.6 & 26.5 & \boxplotn{0.0}{2}{2.0}{7.6} \\ \hline
\end{tabular}
\\
\\
\\
\begin{tabular}{|l|r|r|r|r|r|r|l|}
\multicolumn{8}{|c|}{PF Quartile} \\
Learner     & Rank & min~ & ~~q1~ & median & ~~~q3~~ & ~max~ & Quartile \\ \hline
Ridor & 1 & 0.0 & 0.0 & 0.7 & 1.9 & 5.6 & \boxplotn{0.0}{0.7}{0.7}{1.2} \\ 
OneR & 2 & 1.2 & 1.3 & 2.4 & 7.1 & 16.4 & \boxplotn{1.3}{1.1}{2.4}{4.7} \\ 
jRip & 2 & 0.0 & 1.4 & 3.3 & 6.5 & 16.6 & \boxplotn{1.4}{1.9}{3.3}{3.2} \\ 
J48 & 2 & 0.7 & 2.2 & 5.5 & 11.1 & 18.1 & \boxplotn{2.2}{3.3}{5.5}{5.6} \\ 
LWL-25 & 3 & 2.4 & 7.2 & 10.0 & 28.5 & 29.2 & \boxplotn{7.2}{2.8}{10.0}{18.5} \\ 
LWL-50 & 3 & 1.7 & 5.8 & 10.6 & 21.2 & 24.0 & \boxplotn{5.8}{4.8}{10.6}{10.6} \\ 
LWL-5 & 3 & 6.3 & 6.6 & 11.1 & 23.5 & 29.7 & \boxplotn{6.6}{4.5}{11.1}{12.4} \\ 
LWL-10 & 3 & 4.8 & 6.4 & 13.4 & 28.8 & 31.1 & \boxplotn{6.4}{7}{13.4}{15.4} \\ 
Clump & 4 & 12.4 & 28.5 & 45.1 & 56.3 & 60.9 & \boxplotn{28.5}{16.6}{45.1}{11.2} \\ 
Naive Bayes & 5 & 19.0 & 46.8 & 47.8 & 80.1 & 81.2 & \boxplotn{46.8}{1}{47.8}{32.3} \\ \hline
\end{tabular}
\caption{Results of the Cross-Company tests with logging the numerics}
\label{tbl:results-CC-Log}
\end{table}
