function demo_hierarchical_NLPCA_StarData % Hierarchical nonlinear PCA (NLPCA) with standard bottleneck architecture % % data set: spectral data of stars % available at: http://www.cida.ve/~stock/paper1/ % % Here, PCA pre-processing and linear weight initialisation is used to % start NLPCA with the linear solution of PCA. % Even though reducing the dimensionality by PCA in advance is often very % helpful, in the example PCA is not used for dimensionality reduction. % The dimensionality is still 19 but the data space is rotated by PCA. % Plotted is the data space of the first three principal components % but the identified nonlinear components lie originally in the full % 19 dimensional space. % % see also: Scholz and Vigario. Proceedings ESANN, 2002 % www.nlpca.org % Author: Matthias Scholz %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% % get star sepectral data data_all=get_star_data; % data are attached below data=data_all(:,2:20); % spectral values only data=data'; % class labels (spectral type groups) for plotting with different colours/symbols group_raw=data_all(:,end)'; group=zeros(size(group_raw)); group(group_raw==3)=1; % late group(group_raw==2)=2; % early group(group_raw==4)=3; % very late group(group_raw==1)=5; % very early group(group_raw==0)=4; % stars which can not be classified exactly because of the blue and red spectrum group(group_raw==6)=6; % stars with very low temperature % component extraction [c,net,network]=nlpca(data,3,'pre_pca','yes',... 'weight_initialization','set_weights_linear',... 'weight_decay_coefficient',0.01,... 'data_class',group,... 'max_iteration',1000); % plot component nlpca_plot(network) % use 'network' instead of 'net' to get the PCA transformation title('{\bf hierarchical NLPCA} (spectral data of stars)') axis equal axis on set(gca,'XTickLabel',[]) set(gca,'YTickLabel',[]) set(gca,'ZTickLabel',[]) xlabel('PC 1') ylabel('PC 2') zlabel('PC 3') % save result % save nlpca_star_spectral_data net network %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% function data_all=get_star_data() % Column 1: HD Number % 2-20: Equivalent widths for lines 1-19 % 21: Coded spectral type (A0=20, F0=30,...) % 22: B-V % 23: V(abs) % 24: Fe/H % 25: Group data_all=[ 400 2.9 7.8 7.4 0.6 2.8 0.4 3.0 0.7 2.3 0.6 0.7 6.7 1.0 0.8 0.9 1.2 1.7 1.0 0.5 38 0.48 3.59 -0.35 2 693 3.3 7.5 7.3 0.5 2.9 0.4 2.6 0.6 2.5 0.6 0.6 6.3 0.8 0.6 1.0 0.9 1.6 1.2 0.4 35 0.49 3.51 -0.38 2 1522 -13.1 10.5 10.3 1.9 0.0 2.2 6.1 2.1 -1.3 1.8 2.2 7.4 2.1 2.7 2.3 2.4 4.1 3.9 1.8 52 1.20 -1.20 -0.05 4 2454 4.8 6.5 6.8 0.4 3.4 0.2 1.9 0.3 3.3 0.5 0.5 6.7 0.4 0.7 1.0 0.7 1.5 1.0 0.4 36 0.43 3.24 -0.37 2 2952 -9.6 10.3 9.7 1.5 0.2 1.4 6.4 2.0 -1.3 1.5 1.8 6.5 2.0 2.2 2.0 2.2 3.6 3.0 1.4 50 1.04 0.62 -0.29 3 3268 3.0 8.0 7.6 0.6 2.8 0.4 2.9 0.7 2.5 0.6 0.8 6.9 1.0 0.9 1.1 1.0 1.9 1.3 0.5 37 0.52 3.53 -0.25 2 3817 -7.5 10.1 9.3 1.2 0.1 0.8 5.8 1.6 -0.5 1.3 1.7 6.2 1.6 1.8 1.6 1.2 3.2 2.4 1.2 48 0.89 0.21 -0.30 3 4128 -9.4 9.4 9.1 1.5 0.1 1.3 5.2 1.7 -0.7 1.5 1.8 6.7 2.0 2.4 2.0 1.8 3.9 3.3 1.5 50 1.02 -0.30 -0.01 3 4188 -9.7 10.2 9.7 1.5 0.2 1.3 6.2 1.9 -1.1 1.5 1.8 6.5 1.8 2.1 1.9 1.9 3.6 3.1 1.4 50 1.01 0.72 -0.29 3 4307 0.8 8.7 8.0 0.8 1.8 0.6 4.5 1.2 0.9 0.9 1.0 5.6 1.2 1.0 1.2 1.5 2.2 1.6 0.6 42 0.61 3.63 -0.28 2 4614 1.3 8.4 7.8 0.9 2.2 0.7 4.3 1.2 1.2 0.9 0.8 5.8 1.1 0.8 1.1 1.7 2.0 1.5 0.6 40 0.58 4.58 -0.31 2 4813 2.2 8.1 7.7 0.7 2.8 0.5 3.1 0.8 2.3 0.7 0.8 6.6 0.9 0.9 1.0 1.2 2.0 1.3 0.6 37 0.50 4.24 -0.15 2 5015 1.5 8.7 8.1 0.8 2.5 0.6 3.3 0.9 2.1 0.8 1.0 7.1 1.1 1.2 1.2 1.3 2.5 1.6 0.7 38 0.53 3.48 0.00 2 5234 -13.1 10.6 10.3 1.9 0.1 2.3 6.1 2.1 -1.4 1.8 2.2 6.5 2.0 2.4 2.4 2.4 3.9 3.6 1.8 52 1.21 -0.65 -0.15 4 5395 -6.1 10.1 9.4 1.2 0.1 1.0 6.5 1.8 -1.1 1.2 1.7 5.6 1.6 1.6 1.6 1.7 3.0 2.4 1.1 48 0.96 0.63 -0.52 3 6186 -7.5 10.2 9.5 1.3 0.1 1.0 6.1 1.8 -0.9 1.3 1.7 6.0 1.7 1.8 1.6 1.6 3.1 2.5 1.1 50 0.96 0.45 -0.51 3 6482 -9.8 10.0 9.6 1.6 0.4 1.6 6.2 2.0 -1.2 1.5 1.7 6.2 1.8 2.1 2.0 2.5 3.8 3.2 1.4 50 1.01 1.24 -0.21 3 6497 -11.7 10.3 10.2 2.0 0.8 2.7 6.1 2.2 -1.7 1.8 1.9 6.7 2.0 2.7 2.8 3.4 4.2 4.0 1.8 52 1.18 1.49 -0.08 4 6734 -5.6 9.7 9.1 1.3 0.9 1.3 5.9 1.8 -1.1 1.2 1.3 5.0 1.5 1.5 1.6 3.4 2.7 2.0 0.8 50 0.85 3.13 -0.65 3 6805 -11.9 10.5 10.2 1.9 0.4 2.3 6.1 2.2 -1.5 1.8 1.9 7.2 2.1 2.5 2.3 2.8 4.3 4.0 1.8 52 1.16 0.66 0.11 4 6920 1.2 8.4 7.7 0.7 1.9 0.5 4.0 1.0 1.5 0.8 1.2 6.3 1.0 1.0 1.2 1.0 2.2 1.6 0.7 38 0.55 2.09 -0.21 2 7439 4.3 7.0 7.1 0.5 3.4 0.3 1.9 0.4 3.2 0.5 0.6 6.9 0.6 0.6 0.9 0.7 1.7 1.1 0.4 35 0.46 3.19 -0.32 2 7476 4.6 6.8 7.0 0.4 3.4 0.3 1.6 0.3 3.4 0.5 0.8 7.1 0.6 0.6 1.0 0.5 1.8 1.2 0.4 35 0.42 2.49 -0.24 2 8207 -11.1 10.3 9.9 1.7 0.2 1.8 6.1 2.0 -1.2 1.6 2.0 7.0 2.1 2.5 2.3 2.5 4.0 3.6 1.7 50 1.08 0.99 -0.07 4 8491 -11.0 10.3 9.8 1.6 0.3 1.6 6.3 2.0 -1.2 1.6 1.9 7.1 2.0 2.4 2.1 2.3 3.9 3.3 1.5 50 1.04 0.88 -0.07 4 8512 -9.0 10.4 9.8 1.5 0.4 1.5 6.5 2.0 -1.4 1.5 1.9 6.7 2.0 2.3 1.9 2.5 3.6 3.1 1.4 50 1.06 0.87 -0.32 3 8705 -11.6 10.7 10.3 1.9 1.1 2.7 6.1 2.1 -1.5 1.7 2.1 6.6 1.8 2.2 2.7 3.0 3.8 3.6 1.7 52 1.28 0.12 -0.24 4 9057 -9.3 10.2 9.6 1.4 0.1 1.2 6.3 1.9 -1.1 1.4 1.8 6.7 1.9 2.3 1.9 2.0 3.7 3.1 1.4 50 1.00 0.53 -0.18 3 9270 -7.5 9.7 9.4 1.2 -0.2 0.9 5.8 1.6 -0.4 1.3 1.9 6.7 1.8 2.1 1.9 1.1 3.4 2.8 1.4 48 0.98 -1.17 -0.25 3 9408 -7.8 10.3 9.7 1.3 0.2 1.0 6.6 1.9 -1.2 1.3 1.7 6.3 1.8 1.8 1.9 1.9 3.1 2.5 1.2 50 1.00 0.73 -0.38 3 9562 -0.4 8.9 8.4 0.9 2.0 0.6 4.8 1.4 0.9 1.0 1.3 7.2 1.5 1.6 1.5 1.8 2.8 2.1 0.9 42 0.60 3.44 0.09 2 9826 2.2 8.5 8.0 0.7 2.9 0.6 3.5 0.9 2.2 0.8 1.1 7.6 1.2 1.2 1.3 1.3 2.4 1.6 0.7 38 0.54 3.44 0.09 2 9927 -12.8 10.7 10.4 2.0 0.4 2.9 6.2 2.2 -1.7 1.9 2.3 7.3 2.2 2.8 2.8 3.0 4.3 4.2 2.0 53 1.28 -0.06 0.10 4 10307 -0.3 8.7 8.2 1.0 2.3 0.7 4.7 1.4 1.0 1.0 1.2 7.0 1.5 1.4 1.3 2.0 2.7 1.8 0.8 42 0.67 4.39 -0.02 2 10476 -7.7 9.1 8.8 1.9 1.2 2.0 6.0 2.2 -1.4 1.7 1.6 6.9 2.3 2.0 2.0 4.6 4.1 3.1 1.2 51 0.84 5.83 -0.20 4 10761 -9.0 10.3 9.6 1.2 -0.1 1.0 6.0 1.7 -0.7 1.3 1.8 6.7 1.9 2.0 1.7 1.5 3.4 2.8 1.3 50 0.96 -0.23 -0.34 3 10780 -6.6 9.0 8.6 1.8 1.3 1.7 5.8 2.0 -0.8 1.5 1.5 7.3 2.2 2.1 1.8 4.0 3.9 2.8 1.2 50 0.81 5.64 0.36 3 10975 -8.4 10.2 9.5 1.3 0.1 1.2 6.1 1.8 -0.9 1.4 1.8 6.3 1.8 2.0 1.7 1.7 3.3 2.6 1.3 50 0.97 1.06 -0.40 3 11749 -7.4 10.4 9.8 1.5 0.3 1.5 6.5 1.9 -1.3 1.5 1.9 6.5 1.9 2.1 2.0 2.2 3.5 2.9 1.3 48 1.06 0.71 -0.37 3 12339 -9.3 10.2 9.3 1.3 -0.3 0.9 5.8 1.7 -0.5 1.3 1.9 6.4 1.8 2.0 1.8 1.3 3.4 2.6 1.3 48 0.95 -0.36 -0.33 3 12929 -10.8 10.6 10.0 1.7 0.5 2.0 6.3 2.1 -1.5 1.7 2.0 6.3 2.0 2.0 2.2 2.6 3.6 3.2 1.5 52 1.15 0.47 -0.19 4 13555 4.4 7.1 7.2 0.5 3.4 0.3 1.9 0.4 3.2 0.6 0.8 7.3 0.7 0.7 1.0 0.5 1.7 1.2 0.5 35 0.50 2.81 -0.32 2 14214 0.7 8.7 8.2 0.8 2.5 0.6 4.2 1.1 1.7 0.9 1.2 7.4 1.4 1.3 1.3 1.5 2.6 1.8 0.7 40 0.60 3.59 0.06 2 14770 -9.6 10.3 9.6 1.3 -0.2 1.0 6.0 1.7 -0.6 1.3 1.9 6.5 1.9 2.1 1.8 1.4 3.5 2.8 1.3 48 0.98 -0.11 -0.30 3 14938 3.4 7.0 6.9 0.6 2.9 0.4 2.5 0.6 2.4 0.6 0.6 6.3 0.9 0.7 1.0 1.0 1.8 1.3 0.5 35 0.49 3.57 -0.37 2 15335 1.3 8.5 7.9 0.8 2.1 0.5 4.4 1.1 1.3 0.8 1.0 6.1 1.1 1.0 1.1 1.3 2.1 1.6 0.6 40 0.58 3.45 -0.22 2 15596 -5.3 10.3 9.4 1.2 0.8 1.3 5.9 1.7 -1.0 1.1 1.4 4.6 1.4 1.3 1.6 2.6 2.5 1.9 0.8 45 0.90 1.32 -0.64 3 15798 3.9 6.7 7.2 0.5 3.5 0.3 1.8 0.4 3.3 0.4 0.7 7.1 0.7 0.7 1.0 0.5 1.8 1.3 0.5 35 0.45 2.69 -0.25 2 15920 -7.6 9.9 9.2 1.2 0.2 1.0 5.7 1.6 -0.5 1.3 1.6 6.2 1.7 1.8 1.8 1.5 3.2 2.5 1.2 48 0.88 0.68 -0.35 3 16673 2.5 8.1 7.5 0.6 2.8 0.6 3.1 0.9 2.4 0.8 0.8 6.9 1.0 1.0 1.1 1.3 2.1 1.5 0.6 36 0.52 4.11 0.02 2 16895 2.8 8.1 7.7 0.7 3.1 0.4 2.8 0.7 2.7 0.7 0.8 7.5 1.1 1.0 1.1 1.2 2.1 1.5 0.6 37 0.48 3.87 -0.02 2 17361 -10.6 10.4 10.0 1.8 0.4 1.9 6.3 2.1 -1.5 1.7 2.0 7.1 2.1 2.6 2.3 2.7 4.0 3.5 1.6 51 1.11 0.79 -0.13 4 17925 -7.5 7.9 7.9 1.9 1.1 2.3 5.5 2.1 -1.2 1.7 1.7 7.6 2.6 2.3 2.3 4.2 4.6 3.5 1.5 51 0.91 5.92 -0.10 4 18322 -9.9 10.4 10.0 1.7 0.5 1.9 6.2 2.0 -1.3 1.7 1.9 6.3 1.9 2.1 2.2 2.6 3.8 3.3 1.5 51 1.11 0.83 -0.25 4 18449 -11.9 10.6 10.4 1.8 0.4 2.5 6.2 2.1 -1.5 1.8 2.2 6.6 2.0 2.4 2.5 2.6 3.8 3.6 1.7 52 1.23 -0.23 -0.14 4 18768 2.0 8.1 7.5 0.7 1.8 0.5 4.3 1.0 1.1 0.7 0.8 5.2 0.9 0.8 1.0 1.2 1.7 1.1 0.4 38 0.52 3.48 -0.62 2 19445 3.4 4.1 4.9 0.2 2.9 0.2 1.0 0.2 2.4 0.2 0.1 3.3 0.1 0.1 0.1 0.7 0.5 0.4 0.0 24 0.45 5.12 -2.12 0 19476 -9.7 10.1 9.5 1.5 0.5 1.4 6.2 1.9 -1.1 1.5 1.7 6.7 2.0 2.4 1.9 2.4 3.8 3.2 1.5 50 0.98 1.12 -0.03 3 19656 -11.8 10.5 10.1 1.7 -0.2 1.7 6.3 2.0 -1.2 1.6 2.1 6.5 2.0 2.3 2.1 2.0 3.9 3.3 1.5 51 1.11 -0.23 -0.15 4 19787 -10.5 10.3 9.8 1.6 0.3 1.5 6.2 2.0 -1.1 1.5 1.8 6.9 1.9 2.5 2.0 2.2 3.9 3.3 1.6 52 1.03 0.79 -0.18 4 19994 1.6 8.5 8.1 0.8 2.6 0.6 3.9 1.0 2.0 0.8 1.1 7.6 1.3 1.5 1.3 1.4 2.5 1.8 0.8 38 0.57 3.31 0.09 2 22484 1.6 8.5 7.9 0.8 2.3 0.5 4.2 1.1 1.6 0.8 1.1 6.6 1.2 1.1 1.1 1.4 2.2 1.6 0.7 39 0.58 3.59 -0.11 2 22879 0.4 7.8 7.1 0.6 2.1 0.6 3.4 0.9 1.1 0.1 0.7 4.5 0.6 0.6 0.7 1.7 1.4 0.9 0.3 39 0.54 4.76 -0.84 2 23249 -8.2 9.3 9.0 1.7 1.0 1.6 6.5 2.2 -1.4 1.6 1.6 6.8 2.1 2.1 2.1 3.9 4.1 3.1 1.3 50 0.92 3.73 -0.08 3 23754 4.6 7.3 7.5 0.5 3.8 0.3 1.7 0.4 3.6 0.6 0.8 8.2 0.8 0.9 1.1 0.6 2.0 1.3 0.5 33 0.45 2.93 0.09 2 25329 -7.2 9.9 8.8 1.4 1.4 2.2 5.6 1.7 -1.7 1.2 0.7 2.6 0.8 0.7 1.1 4.2 2.1 1.5 0.3 51 0.86 7.18 -1.73 4 25604 -10.9 10.4 9.9 1.6 0.1 1.6 6.3 2.0 -1.2 1.6 1.9 7.1 2.0 2.5 2.1 2.2 3.9 3.3 1.6 50 1.07 0.64 -0.05 4 25621 2.8 8.0 7.7 0.6 2.9 0.4 2.8 0.7 2.7 0.7 1.0 7.5 1.0 1.1 1.2 0.8 2.2 1.5 0.6 36 0.50 2.66 0.04 2 25975 -8.2 9.6 9.2 1.7 0.8 1.5 6.3 2.1 -1.3 1.5 1.6 6.9 2.0 2.2 2.0 3.1 3.9 3.1 1.4 51 0.95 2.87 -0.09 3 27022 -5.7 9.3 8.5 1.0 0.5 0.7 5.0 1.4 0.1 1.1 1.6 6.1 1.6 1.8 1.6 1.2 3.0 2.2 1.1 45 0.81 0.23 -0.09 3 27295 10.4 -0.2 8.3 0.0 8.5 -0.1 -0.4 -0.3 7.5 0.0 0.0 11.2 0.0 0.2 0.1 0.2 -0.2 0.1 0.1 19 -0.10 0.80 -0.57 1 27348 -8.5 9.6 9.1 1.4 0.2 1.1 5.8 1.8 -0.7 1.4 1.6 6.9 1.9 2.2 1.9 1.9 3.6 2.9 1.3 48 0.94 0.72 -0.11 3 27371 -9.0 9.6 9.2 1.4 0.2 1.1 5.9 1.9 -0.9 1.4 1.7 7.2 2.0 2.3 1.9 1.9 3.7 3.1 1.5 48 0.99 0.28 -0.05 3 27697 -9.8 10.1 9.6 1.4 0.2 1.1 6.1 1.9 -0.9 1.5 1.8 7.0 2.0 2.4 1.9 1.9 3.7 3.1 1.5 48 0.98 0.40 -0.04 3 27971 -9.5 10.0 9.6 1.5 0.3 1.3 6.1 1.9 -1.0 1.5 1.7 7.0 2.0 2.4 1.9 2.1 3.8 3.1 1.5 51 0.97 0.92 -0.06 3 28292 -10.8 10.4 10.0 1.8 0.6 2.1 6.4 2.1 -1.6 1.7 1.9 6.7 2.0 2.3 2.3 3.0 3.9 3.5 1.6 52 1.13 1.09 -0.08 4 28305 -10.9 10.2 9.7 1.5 0.0 1.3 6.1 1.9 -1.0 1.5 1.9 7.3 2.1 2.6 2.0 1.9 3.9 3.2 1.6 50 1.04 0.12 0.02 4 28307 -7.5 9.3 8.9 1.4 0.5 1.1 5.5 1.8 -0.6 1.4 1.7 7.0 1.9 2.4 1.9 2.0 3.8 3.1 1.4 47 0.99 0.38 -0.04 3 29139 -11.0 9.9 9.9 2.1 1.7 5.2 4.1 2.0 -1.3 2.0 2.9 6.4 1.4 3.1 3.2 3.6 3.8 4.9 2.0 55 1.54 -0.65 -0.10 6 29613 -9.6 10.3 9.7 1.6 0.5 1.7 6.4 2.0 -1.4 1.5 1.7 6.3 1.9 1.9 2.0 2.8 3.6 3.0 1.3 50 1.05 1.54 -0.28 3 29645 1.0 8.7 8.2 0.8 2.5 0.6 4.3 1.2 1.6 0.9 1.1 7.3 1.3 1.4 1.4 1.6 2.4 1.8 0.8 40 0.57 3.52 0.06 2 30562 -0.8 9.0 8.4 1.0 2.2 0.8 4.5 1.3 1.2 1.0 1.2 7.5 1.5 1.8 1.4 1.9 2.9 2.0 1.0 38 0.63 3.65 0.14 4 30649 1.1 8.5 7.8 0.8 2.0 0.7 4.4 1.1 0.9 0.8 0.9 5.5 1.1 1.0 1.0 2.1 1.9 1.4 0.4 41 0.58 4.59 -0.51 2 30652 3.6 7.5 7.4 0.6 3.5 0.4 2.2 0.5 3.2 0.6 0.9 7.8 0.8 0.9 1.0 0.9 2.0 1.4 0.7 36 0.45 3.67 0.14 2 30743 4.3 6.8 6.9 0.5 3.3 0.3 1.9 0.4 3.0 0.5 0.5 6.5 0.6 0.6 0.7 0.6 1.5 1.0 0.4 33 0.44 3.52 -0.33 2 30814 -10.2 10.2 9.7 1.5 0.2 1.3 6.2 1.9 -1.0 1.5 1.7 6.8 2.0 2.4 2.0 1.9 3.8 3.1 1.4 50 0.98 0.67 -0.21 4 31295 13.3 -0.7 9.3 0.1 9.6 0.0 -0.7 -0.1 8.1 0.1 -0.1 15.0 -0.3 0.2 0.0 0.4 0.2 0.2 0.0 20 0.09 1.81 -0.50 1 31421 -11.0 10.6 10.1 1.7 0.5 2.1 6.3 2.1 -1.4 1.6 2.0 6.4 1.9 2.1 2.2 2.5 3.7 3.2 1.5 52 1.15 0.49 -0.23 4 32147 -11.3 8.6 8.6 2.3 1.8 4.3 5.3 2.4 -2.1 2.0 2.1 7.9 2.7 2.6 3.5 6.2 5.7 4.8 1.9 53 1.06 6.49 0.02 4 33256 4.4 7.0 7.1 0.5 3.3 0.3 1.9 0.4 3.1 0.5 0.7 6.8 0.6 0.6 0.9 0.7 1.6 1.1 0.4 32 0.46 3.11 -0.30 2 33608 3.6 7.6 7.6 0.6 3.6 0.4 2.2 0.6 3.3 0.7 0.9 8.7 1.1 1.2 1.2 0.9 2.3 1.6 0.7 35 0.46 2.98 0.26 2 34411 -0.1 8.8 8.2 1.0 2.1 0.8 4.6 1.3 1.1 1.0 1.2 7.2 1.6 1.5 1.4 2.0 2.8 1.9 0.8 40 0.64 4.19 -0.03 2 35296 1.6 7.8 7.3 0.7 2.7 0.6 3.0 0.8 2.2 0.8 1.0 7.3 1.2 1.1 1.3 1.4 2.4 1.6 0.7 38 0.52 4.17 0.00 2 35369 -7.4 10.1 9.4 1.3 0.1 1.1 6.1 1.8 -0.9 1.3 1.7 6.0 1.7 1.8 1.7 1.6 3.1 2.5 1.2 48 0.96 0.50 -0.54 3 35410 -7.2 10.0 9.3 1.4 0.4 1.2 6.2 1.9 -1.0 1.4 1.6 5.7 1.7 1.8 1.7 2.1 3.2 2.5 1.1 50 0.96 1.47 -0.30 3 36079 -5.3 10.0 9.0 0.9 0.1 0.6 4.8 1.2 0.3 1.0 1.6 5.8 1.4 1.4 1.6 0.7 2.7 2.0 1.0 45 0.82 -0.60 -0.45 3 37160 -5.9 10.1 9.4 1.2 0.6 1.2 6.3 1.8 -1.2 1.2 1.5 5.2 1.5 1.5 1.7 2.5 2.8 2.2 1.0 48 0.95 1.33 -0.56 3 37394 -7.5 8.3 8.2 1.9 1.2 2.0 5.8 2.1 -1.1 1.6 1.7 7.5 2.5 2.3 2.1 4.1 4.4 3.2 1.4 51 0.84 5.79 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