MorphCol supplement #20 Tilting (Roll) Experiments in AMOR 3.17. Finding a solution for the "G. miocenica problem"
Michael Knappertsbusch, 13.5.2011
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Introduction
Until AMOR 3.17 automated orientation (AutoTilt) of menardiforms
into keel position was programmed under the assumption of symmetrical
biconvex profiles in keel view. The keel-view area increases as
the tilt (Roll) angle deviates from the horizontal position of
the slide and attains a minimum if the shell stands upright in
perfect keel-position. If the geometry of the shells shows asymmetry
in keel-view, such as in G. miocenica (umbilico-convex
shells, i.e. flat on spiral side, convex on umbilical side, see
Figure 1), the implemented algorithm leads to oblique positioning
of the shell. Equally difficult is the automatic positioning if
the shells are spiro-convex in keel view (as was often experienced
with shells of G. multicamerata). Automatic orientation
into keel-position with AMOR degrades as asymmetry of the shells
increases in keel view. These difficulties were coined the "G.
miocenica problem", see initial experiments described
in Knappertsbusch (2011). In the following report these problems
are investigated in more detail using a specimen of G. menardii
(symmetric, biconvex), a specimen of G. miocenica (asymmetric,
weakly umbilico-convex), and a specimen of G. truncatulinoides
(asymmetric, extremely umbilico-convex).

Figure 1 - "Symmetric"biconvex profile (G. menardii, left), asymmetric spiroconvex profile (R. contusa, middle), and extremely asymmetric umbilico-convex profiles (G. truncatulinoides, right). Image courtesy from Bolli et al. (1957), Text Figure 2.
Definitions
The following keel view measurements were performed as a function
of the tilt (Roll) position: Spiral area, umbilical area, spiral
length a, umbilical length b, and total area (see Figure 2 for
G. miocenica).

Figure 2 Definitions, illustrated for the case of G. miocenica. The spiral area (orange) is separated from the umbilical area (blue) by a vertical line, that passes centrally through the extreme points of the upper and lower keel region. Line a is the width of the spiral area, line b is the width of the umbilical area. The spiral area is the partial area on the spiral side, the umbilical area is the area on the umbilical side, both together totalling to the total area. Length a is the width of the spiral area, length b is the width of the umbilical area. The spiral area is separated from the umbilical area by a vertical line, which passes through the mean of the X-coordinates of the uppermost and lowermost point of the periphery of the shell (see Figure 2).
Experimental settings in AMOR
Image series were captured in the manual mode of AMOR 3.17. Tilting
(Roll) increments were 1 mouse click at normal sensitivity (1
mouse click at normal sensitivity corresponds to a tilting angle
of 1.5°, see MorphCol Suppl. #18, and Tests in AMOR 3 and
AMOR 3.1 from 17 March 2009).
Sequence of operations in the manual mode:
AutoCenter
Tilt (Roll)
Autofocus, reading of the Roll position in the AMOR window
Capture image
Tilt (Roll, 1 mouse click)
Repeat sequence
Tilting to the right side (slide inclined to the right side) gives negative steps of the Roll position (images R0001, R0002, . . ., R0022). Tilting to the left side (slide is inclined to the left side) gives positive steps of the Roll position (images L0001, L0002, . . ., L0022). At the horizontal position the Roll position is 0 (Image N0000).
Materials
The following samples were used in this test series:
G. menardii: DSDP 502A-1H-1, 15-20cm, 100-500 micrometers,
2/128 split, "menardiforms keep". Specimen
now mounted in slide "Specimens to image, 1.3.2004",
Field 32.
G. miocenica: ODP 925B-9-5, 92.5-93.5cm, Slide a, Specimen
4301.
G. truncatulinoides: VICOMED 1 (Mediterranean Sea), Ki04,
90-1.5cm. ". Specimen
now mounted in slide "Specimens to image, 1.3.2004",
Field 31.
Image processing and measurements
After collection of images, they were transferred to Macintosh,
where they were processed using Wayne Rasband's freeware software
Nih-Image 1.60. Morphometric measurements of the keel views were
done in two ways and are illustrated in Figures 3 and 4 below:
The first applied Manual Outlining of the areas of interest using
the polygon-tool in Ni-Image (designated with MO in the graphs
below). The second method is more towards semi-automation and
applied the Density Slicing tool in Nih-Image (labelled with DS
in the graphs shown below). While MO was initially applied to
G. miocenica and G. truncatulinoides, the DS method
was applied to G. menardii as this second method is much
faster.
The sequence of image processing operations in Nih-Image were the following ones:
Manual Outlining (MO) method:
Open image
Smooth
Using the rubber band: Locate the lowest point (coordinates XL,YL) in the lower keel region, then
locate the highest point (coordinates XH,YH) in the upper keel region, estimate the the arithmetic mean
XM from XL and XH).
Draw vertical line through XM, giving the spiral and the umbilical areas of the keel view.
Save image
Using the polygon tool: manually outline spiral area
measure (area), save to Excel sheet
Determine length a (using rubber band), save to Excel sheet
Revert to saved
Using the polygon tool: manually outline umbilical area
measure (area), save to Excel sheet
Determine length b (using rubber band), save to Excel sheet
Close image
Repeat sequence with next image
Density Slicing (DS) method:
Open image
Smooth
Using the rubber band: Locate the lowest point (coordinates XL,YL) in the lower keel region, then
locate the highest point (coordinates XH,YH) in the upper keel region, estimate the the arithmetic mean
XM from XL and XH).
Draw vertical line through XM, giving the spiral and the umbilical areas of the keel view.
Save image
Make ROI with area on umbilical side, Fill with black, deselect.
Density Slice spiral area
measure (area), save to Excel sheet
Determine length a (using rubber band), save to Excel sheet
Revert to saved
Make ROI with area on spiral side, Fill with black, deselect.
Density Slice umbilical area
measure (area), save to Excel sheet
Determine length b (using rubber band), save to Excel sheet
Close image
Repeat sequence with next image
Results
Measurements of the spiral and umbilical partial areas as well
as spiral and umbilical length a and b depend on the position
of the vertical separation line. A gif animation to illustrate
how the separation line varies while tilting the specimen is shown
for the specimen of G. truncatulinoides in Figure 3.

Figure 3 Animated sequence of G. truncatulinoides
and the vertical line separating the spiral from the umbilical
area while tilting (Click into image to launch animation). The
line remains considerably stable.
Measurements were then plotted and composed in Figures 4 and 5. In Figure 4 images of G. miocenica (in the middle row) were outlined using the Manual Outlinig method, while in Figure 5 images of G. miocenica were outlined using the Density Slicing method. The data (areas in square pixels, lengths a and b in pixels) are given in the Appendix in Tables 1 and 2 (G. miocenica, using MO and DS, respectively), Table 3 (G. truncatulinoides, using MO), and Table 4 (G. menardii, using DS).
Figure 4 - Matrix of diagrams showing the results of the Roll-Experiment for G. menardii (symmetric-biconvex; left column), G. miocenica (asymmetric & weakly umbilico-convex; middle column), and G. truncatulinoides (asymmetric & strongly umbilico-convex; right column). All measurements are in function of the Roll position. Roll positions are negative when the slide is inclined to the right side. Roll position is zero if the slide is in horizontal position, and positive, when the slide is inclined to the left side. Measurements include the spiral area & spiral length a (first row); umbilical area & umbilical length b (second row); spiral & umbilical areas cumulating to the total area (third row); spiral area & total area (fourth row); and Spiral area & umbilical area (lowermost row). Labels in the lower right corner of each graph indicate the method of area determination, i.e. DS indicates Density Slicing, while MO indicates Manual Outlining using the polygon tool in Nih-Image. The black pictograms indicate the direction of inclination of the slide.
Figure 5 - Matrix of diagrams showing the results of the Roll-Experiment for G. menardii (symmetric-biconvex; left column), G. miocenica (asymmetric & weakly umbilico-convex; middle column), and G. truncatulinoides (asymmetric & strongly umbilico-convex; right column). All measurements are in function of the Roll position. Roll positions are negative when the slide is inclined to the right side. Roll position is zero if the slide is in horizontal position, and positive, when the slide is inclined to the left side. Measurements are the spiral area & spiral length a (first row); umbilical area & umbilical length b (second row); spiral & umbilical areas cumulating to the total area (third row); spiral area & total area (fourth row); and Spiral area & umbilical area (lowermost row). Labels in the lower right corner of each graph indicate the method of area determination, i.e. DS indicates Density Slicing, while MO indicates Manual Outlining using the polygon tool in Nih-Image. The black pictograms indicate the direction of inclination of the slide.
Figure 6 Illustration of morphological parameters that are compared in the diagrams of Figures 4 and 5: Spiral area & spiral length a (first row in Figures 4 and 5); umbilical area & umbilical Length b (second row in Figures 4 and 5); Spiral & umbilical areas (third row in Figures 4 and 5); Total area (fourth row in Figures 4 and 5), and Spiral & umbilical areas, again, (in last row of Figures 4 and 5).
Conclusions
References
Bolli., H.M., Loeblich, A.R. Jr. and Tappan, H. (1957).
Planktonic foraminiferal families Hantkeninidae, Orbulinidae,
Globorotaliidae and Globotruncanidae. In: Loeblich,
A.R., Tappan, H., Beckmann, J.P., Bolli, H.M., Montanaro Gallitelli,
E., and Troelsen, J.C. (eds.). Studies in Foraminifera. United
States National Museum Bulletin 215, pp. 3-60.
Knappertsbusch, M. (2009). MorphCol supplement #18. Vertical correction for the Auto-Focus in AMOR 3.5. 10 p. http://pages.unibas.ch/museum/microfossils/Research/MORPHCOL/Start.html
Knappertsbusch, M. (2011). Lösung des "G. miocenica"-Problems. MorphCol Supplement #19, URL http://pages.unibas.ch/museum/microfossils/Research/MORPHCOL/Start.html
Appendix - Raw data
Table 1 Measurements for G. miocenica, using MO for determination of spiral and umbilical areas.
| Roll position, steps | Roll (normal clicks) | Image | Spiral area (square pixels) | Umbilical area (square pixels) | Length a (spiral, pixel) | Length b (umbilical, pixel) | Area (thresholding), square pix | Sp_Area+Um_Area |
| -2200 | -22 | R0022 | 27396 | 30111 | 82 | 99 | 55609 | 57507 |
| -2100 | -21 | R0021 | 26211 | 30006 | 79 | 100 | 55858 | 56217 |
| -2000 | -20 | R0020 | 25198 | 29612 | 76 | 100 | 53865 | 54810 |
| -1900 | -19 | R0019 | 23664 | 30323 | 72 | 102 | 53355 | 53987 |
| -1800 | -18 | R0018 | 22416 | 30531 | 69 | 103 | 51677 | 52947 |
| -1700 | -17 | R0017 | 20609 | 30728 | 63 | 105 | 50706 | 51337 |
| -1600 | -16 | R0016 | 19979 | 30838 | 60 | 104 | 49584 | 50817 |
| -1500 | -15 | R0015 | 18660 | 30203 | 56 | 104 | 48579 | 48863 |
| -1400 | -14 | R0014 | 18006 | 30172 | 52 | 104 | 47644 | 48178 |
| -1300 | -13 | R0013 | 15927 | 30597 | 48 | 105 | 46159 | 46524 |
| -1200 | -12 | R0012 | 16044 | 29317 | 48 | 103 | 44887 | 45361 |
| -1100 | -11 | R0011 | 14278 | 29980 | 45 | 104 | 44023 | 44258 |
| -1000 | -10 | R0010 | 13724 | 29738 | 44 | 104 | 42685 | 43462 |
| -900 | -9 | R0009 | 12684 | 29775 | 41 | 104 | 42725 | 42459 |
| -800 | -8 | R0008 | 11344 | 30975 | 39 | 106 | 41854 | 42319 |
| -700 | -7 | R0007 | 11405 | 29767 | 38 | 103 | 41309 | 41172 |
| -600 | -6 | R0006 | 11093 | 30374 | 38 | 104 | 40837 | 41467 |
| -500 | -5 | R0005 | 10873 | 30201 | 37 | 103 | 40850 | 41074 |
| -400 | -4 | R0004 | 10599 | 30645 | 37 | 104 | 40847 | 41244 |
| -300 | -3 | R0003 | 10317 | 30885 | 36 | 104 | 41283 | 41202 |
| -200 | -2 | R0002 | 10225 | 31729 | 36 | 106 | 41733 | 41954 |
| -100 | -1 | R0001 | 10002 | 31683 | 36 | 106 | 41408 | 41685 |
| 0 | 0 | N000 | 11123 | 31101 | 37 | 107 | 41611 | 42224 |
| 100 | 1 | L001 | 10972 | 31714 | 37 | 106 | 41997 | 42686 |
| 200 | 2 | L002 | 10748 | 32416 | 37 | 110 | 42063 | 43164 |
| 300 | 3 | L003 | 13120 | 30893 | 42 | 105 | 43116 | 44013 |
| 400 | 4 | L004 | 12082 | 32376 | 40 | 109 | 43404 | 44458 |
| 500 | 5 | L005 | 13474 | 31788 | 45 | 106 | 44513 | 45262 |
| 600 | 6 | L006 | 13439 | 32185 | 45 | 110 | 45118 | 45624 |
| 700 | 7 | L007 | 14920 | 32028 | 48 | 108 | 46407 | 46948 |
| 800 | 8 | L008 | 15660 | 32261 | 51 | 109 | 47853 | 47921 |
| 900 | 9 | L009 | 15837 | 32604 | 53 | 109 | 48481 | 48441 |
| 1000 | 10 | L010 | 16741 | 33273 | 54 | 111 | 49305 | 50014 |
| 1100 | 11 | L011 | 16579 | 33886 | 53 | 113 | 50591 | 50465 |
| 1200 | 12 | L012 | 18427 | 33188 | 59 | 111 | 51639 | 51615 |
| 1300 | 13 | L013 | 19954 | 32475 | 62 | 111 | 52228 | 52429 |
| 1400 | 14 | L014 | 19572 | 34130 | 62 | 114 | 53399 | 53702 |
| 1500 | 15 | L015 | 22145 | 32676 | 69 | 111 | 54384 | 54821 |
| 1600 | 16 | L016 | 22420 | 33594 | 70 | 113 | 54677 | 56014 |
| 1700 | 17 | L017 | 25208 | 31452 | 78 | 108 | 56393 | 56660 |
| 1800 | 18 | L018 | 24099 | 34057 | 75 | 116 | 56673 | 58156 |
| 1900 | 19 | L019 | ||||||
| 2000 | 20 | L020 | 24970 | 35339 | 79 | 118 | 59377 | 60309 |
| 2100 | 21 | L021 | 25227 | 35849 | 81 | 121 | 60277 | 61076 |
| 2200 | 22 | L022 | 23836 | 38190 | 78 | 125 | 60735 | 62026 |
Table 2 Measurements for G. miocenica, using DS for determination of spiral and umbilical areas.
| Roll position, steps | Roll (normal clicks) | Image | Spiral area (square pixels) | Umbilical area (square pixels) | Length a (spiral, pixel) | Length b (umbilical, pixel) | Total area (spiral+umbilical) |
| -2200 | -22 | R022 | 25994 | 31007 | 81 | 104 | 57290 |
| -2100 | -21 | R021 | 24492 | 31162 | 77 | 106 | 57298 |
| -2000 | -20 | R020 | 22900 | 31883 | 72 | 108 | 55844 |
| -1900 | -19 | R019 | 22643 | 30877 | 70 | 105 | 54375 |
| -1800 | -18 | R018 | 20571 | 31369 | 64 | 108 | 53177 |
| -1700 | -17 | R017 | 19922 | 31230 | 63 | 108 | 51927 |
| -1600 | -16 | R016 | 18526 | 31279 | 58 | 109 | 50285 |
| -1500 | -15 | R015 | 17414 | 30924 | 54 | 108 | 48448 |
| -1400 | -14 | R014 | 16871 | 30574 | 53 | 107 | 47759 |
| -1300 | -13 | R013 | 17028 | 28806 | 54 | 104 | 46253 |
| -1200 | -12 | R012 | 14528 | 30082 | 48 | 108 | 44787 |
| -1100 | -11 | R011 | 13855 | 29983 | 46 | 109 | 43770 |
| -1000 | -10 | R010 | 13640 | 29422 | 46 | 107 | 43172 |
| -900 | -9 | R009 | 11590 | 30453 | 41 | 109 | 42895 |
| -800 | -8 | R008 | 11652 | 29567 | 41 | 108 | 41929 |
| -700 | -7 | R007 | 10531 | 30398 | 38 | 108 | 41134 |
| -600 | -6 | R006 | 10213 | 30422 | 37 | 109 | 41166 |
| -500 | -5 | R005 | 10793 | 29806 | 38 | 106 | 41095 |
| -400 | -4 | R004 | 10240 | 30325 | 37 | 106 | 41297 |
| -300 | -3 | R003 | 9879 | 30912 | 37 | 108 | 41235 |
| -200 | -2 | R002 | 10244 | 30575 | 38 | 106 | 41270 |
| -100 | -1 | R001 | 10235 | 30965 | 38 | 107 | 41395 |
| 0 | 0 | N000 | 10111 | 31074 | 38 | 108 | 42007 |
| 100 | 1 | L001 | 9924 | 31646 | 37 | 110 | 41946 |
| 200 | 2 | L002 | 11512 | 30640 | 41 | 108 | 42677 |
| 300 | 3 | L003 | 11407 | 31315 | 40 | 110 | 43455 |
| 400 | 4 | L004 | 11049 | 32386 | 40 | 112 | 44196 |
| 500 | 5 | L005 | 13032 | 31420 | 46 | 109 | 45174 |
| 600 | 6 | L006 | 13285 | 31984 | 47 | 111 | 45020 |
| 700 | 7 | L007 | 14129 | 32331 | 50 | 112 | 46815 |
| 800 | 8 | L008 | 14394 | 32771 | 49 | 113 | 48182 |
| 900 | 9 | L009 | 16893 | 31355 | 56 | 110 | 48876 |
| 1000 | 10 | L010 | 16222 | 33020 | 55 | 114 | 49840 |
| 1100 | 11 | L011 | 15917 | 34274 | 53 | 117 | 50964 |
| 1200 | 12 | L012 | 18107 | 33106 | 58 | 115 | 52069 |
| 1300 | 13 | L013 | 17561 | 34446 | 59 | 118 | 52810 |
| 1400 | 14 | L014 | 19143 | 33992 | 63 | 117 | 54135 |
| 1500 | 15 | L015 | 20055 | 33963 | 65 | 118 | 54509 |
| 1600 | 16 | L016 | 21710 | 33765 | 71 | 116 | 55251 |
| 1700 | 17 | L017 | 21530 | 35079 | 71 | 121 | 57034 |
| 1800 | 18 | L018 | 21761 | 35285 | 73 | 122 | 57949 |
| 1900 | 19 | L019 | |||||
| 2000 | 20 | L020 | 23256 | 36209 | 77 | 124 | 59492 |
| 2100 | 21 | L021 | 23323 | 37268 | 78 | 127 | 60904 |
| 2200 | 22 | L022 | 24714 | 36261 | 81 | 124 | 62070 |
Table 3 Measurements for G. truncatulinoides, using MO for determination of spiral and umbilical areas.
| Roll position, steps | Roll (normal clicks) | Image | Spiral area (square pixels) | Umbilical area (square pixels) | Length a (spiral, pixel) | Length b (umbilical, pixel) | Total area (spiral+umbilical) |
| -2200 | -22 | R0022 | 34316 | 40964 | 100 | 166 | 75280 |
| -2100 | -21 | R0021 | 32828 | 42024 | 96 | 169 | 74852 |
| -2000 | -20 | R0020 | 32923 | 40961 | 96 | 167 | 73884 |
| -1900 | -19 | R0019 | 31595 | 41944 | 91 | 168 | 73539 |
| -1800 | -18 | R0018 | 29227 | 43727 | 85 | 174 | 72954 |
| -1700 | -17 | R0017 | 28005 | 43852 | 83 | 175 | 71857 |
| -1600 | -16 | R0016 | 27609 | 43774 | 82 | 175 | 71383 |
| -1500 | -15 | R0015 | 27627 | 44295 | 81 | 174 | 71922 |
| -1400 | -14 | R0014 | 25935 | 44127 | 79 | 176 | 70062 |
| -1300 | -13 | R0013 | 23972 | 45366 | 73 | 178 | 69338 |
| -1200 | -12 | R0012 | 21956 | 46681 | 68 | 181 | 68637 |
| -1100 | -11 | R0011 | 21325 | 46446 | 68 | 180 | 67771 |
| -1000 | -10 | R0010 | 19889 | 46905 | 64 | 181 | 66794 |
| -900 | -9 | R0009 | 19361 | 46834 | 63 | 181 | 66195 |
| -800 | -8 | R0008 | 18067 | 47718 | 59 | 183 | 65785 |
| -700 | -7 | R0007 | 18312 | 47236 | 59 | 182 | 65548 |
| -600 | -6 | R0006 | 16086 | 48463 | 54 | 184 | 64549 |
| -500 | -5 | R0005 | 16317 | 48001 | 54 | 183 | 64318 |
| -400 | -4 | R0004 | 16207 | 47939 | 56 | 183 | 64146 |
| -300 | -3 | R0003 | 14820 | 49132 | 53 | 185 | 63952 |
| -200 | -2 | R0002 | 15630 | 48632 | 54 | 184 | 64262 |
| -100 | -1 | R0001 | 13795 | 50837 | 49 | 189 | 64632 |
| 0 | 0 | N000 | 13639 | 51008 | 48 | 187 | 64647 |
| 100 | 1 | L001 | 13375 | 52405 | 47 | 190 | 65780 |
| 200 | 2 | L002 | 13564 | 52159 | 48 | 189 | 65723 |
| 300 | 3 | L003 | 13393 | 53352 | 46 | 192 | 66745 |
| 400 | 4 | L004 | 13852 | 53548 | 50 | 192 | 67400 |
| 500 | 5 | L005 | 15909 | 52355 | 54 | 189 | 68264 |
| 600 | 6 | L006 | 19202 | 49489 | 63 | 182 | 68691 |
| 700 | 7 | L007 | 18963 | 50431 | 62 | 183 | 69394 |
| 800 | 8 | L008 | 19490 | 50588 | 63 | 184 | 70078 |
| 900 | 9 | L009 | 20721 | 50089 | 67 | 181 | 70810 |
| 1000 | 10 | L010 | 21654 | 49913 | 69 | 181 | 71567 |
| 1100 | 11 | L011 | 22952 | 49155 | 71 | 179 | 72107 |
| 1200 | 12 | L012 | 22559 | 50127 | 71 | 181 | 72686 |
| 1300 | 13 | L013 | 23672 | 49636 | 74 | 179 | 73308 |
| 1400 | 14 | L014 | 24340 | 49122 | 76 | 178 | 73462 |
| 1500 | 15 | L015 | 25579 | 48417 | 79 | 176 | 73996 |
| 1600 | 16 | L016 | 25526 | 48828 | 78 | 176 | 74354 |
| 1700 | 17 | L017 | 27197 | 48111 | 82 | 172 | 75308 |
| 1800 | 18 | L018 | 29355 | 46156 | 89 | 167 | 75511 |
| 1900 | 19 | L019 | 29003 | 47234 | 88 | 169 | 76237 |
| 2000 | 20 | L020 | 27635 | 48700 | 85 | 172 | 76335 |
| 2100 | 21 | L021 | 30591 | 46226 | 93 | 165 | 76817 |
| 2200 | 22 | L022 | 31648 | 45958 | 96 | 163 | 77606 |
Table 4 Measurements for G. menardii, using DS for determination of spiral and umbilical areas.
| Roll position, steps | Roll (normal clicks) | Image | Spiral area (square pixels) | Umbilical area (square pixels) | Length a (spiral, pixel) | Length b (umbilical, pixel) | Total area (spiral+umbilical) |
| -2200 | -22 | R022 | 18571 | 15043 | 72 | 61 | 33614 |
| -2100 | -21 | R021 | 18252 | 14708 | 70 | 60 | 32960 |
| -2000 | -20 | R020 | 18252 | 14651 | 70 | 59 | 32903 |
| -1900 | -19 | R019 | 17996 | 13767 | 68 | 56 | 31763 |
| -1800 | -18 | R018 | 16694 | 13427 | 64 | 55 | 30121 |
| -1700 | -17 | R017 | 17226 | 12023 | 65 | 50 | 29249 |
| -1600 | -16 | R016 | 15642 | 12584 | 59 | 51 | 28226 |
| -1500 | -15 | R015 | 14738 | 12319 | 57 | 50 | 27057 |
| -1400 | -14 | R014 | 14266 | 12252 | 57 | 49 | 26518 |
| -1300 | -13 | R013 | 13990 | 11442 | 57 | 46 | 25432 |
| -1200 | -12 | R012 | 13894 | 10616 | 57 | 42 | 24510 |
| -1100 | -11 | R011 | 13325 | 10606 | 56 | 41 | 23931 |
| -1000 | -10 | R010 | 13556 | 9830 | 57 | 39 | 23386 |
| -900 | -9 | R009 | 12804 | 9914 | 55 | 40 | 22718 |
| -800 | -8 | R008 | 12574 | 9723 | 55 | 39 | 22297 |
| -700 | -7 | R007 | 12722 | 9081 | 55 | 38 | 21803 |
| -600 | -6 | R006 | 12171 | 9426 | 54 | 40 | 21597 |
| -500 | -5 | R005 | 11963 | 9597 | 54 | 40 | 21560 |
| -400 | -4 | R004 | 12587 | 8592 | 57 | 37 | 21179 |
| -300 | -3 | R003 | 12557 | 8602 | 58 | 37 | 21159 |
| -200 | -2 | R002 | 12071 | 8764 | 57 | 38 | 20835 |
| -100 | -1 | R001 | 12472 | 8454 | 59 | 37 | 20926 |
| 0 | 0 | N000 | 12659 | 9079 | 60 | 39 | 21738 |
| 100 | 1 | L001 | 14098 | 7868 | 64 | 35 | 21966 |
| 200 | 2 | L002 | 13468 | 9191 | 61 | 38 | 22659 |
| 300 | 3 | L003 | 13548 | 9621 | 62 | 40 | 23169 |
| 400 | 4 | L004 | 14445 | 9065 | 64 | 38 | 23510 |
| 500 | 5 | L005 | 14968 | 9237 | 65 | 39 | 24205 |
| 600 | 6 | L006 | 14629 | 10251 | 62 | 43 | 24880 |
| 700 | 7 | L007 | 14910 | 10797 | 63 | 43 | 25707 |
| 800 | 8 | L008 | 15895 | 11839 | 62 | 46 | 27734 |
| 900 | 9 | L009 | 16213 | 11374 | 66 | 44 | 27587 |
| 1000 | 10 | L010 | 16515 | 12272 | 66 | 47 | 28787 |
| 1100 | 11 | L011 | 17096 | 12720 | 68 | 50 | 29816 |
| 1200 | 12 | L012 | 17607 | 13367 | 69 | 52 | 30974 |
| 1300 | 13 | L013 | 17162 | 14843 | 68 | 57 | 32005 |
| 1400 | 14 | L014 | 18399 | 14911 | 72 | 58 | 33310 |
| 1500 | 15 | L015 | 18882 | 14496 | 74 | 59 | 33378 |
| 1600 | 16 | L016 | 18847 | 15945 | 75 | 64 | 34792 |
| 1700 | 17 | L017 | 19656 | 16512 | 78 | 66 | 36168 |
| 1800 | 18 | L018 | 20308 | 16984 | 80 | 67 | 37292 |
| 1900 | 19 | L019 | 21409 | 16823 | 84 | 67 | 38232 |
| 2000 | 20 | L020 | 22380 | 17088 | 86 | 70 | 39468 |
| 2100 | 21 | L021 | 21914 | 19000 | 85 | 78 | 40914 |
| 2200 | 22 | L022 | 22649 | 18696 | 87 | 77 | 41345 |