This tutorial requires a DIALS 3 installation.
Please click here to go to the tutorial for DIALS 2.2.

Processing in Detail

Introduction

DIALS processing may be performed by either running the individual tools (spot finding, indexing, refinement, integration, symmetry, scaling, exporting to MTZ) or you can run xia2 pipeline=dials, which makes informed choices for you at each stage. In this tutorial we will run through each of the steps in turn, checking the output as we go. We will also enforce the correct lattice symmetry.

Tutorial data

The following example uses a Beta-Lactamase dataset collected using beamline I04 at Diamond Light Source, and reprocessed especially for these tutorials.

Hint

If you are physically at Diamond on the CCP4 Workshop, then this data is already available in your training data area. After typing module load ccp4-workshop you’ll be moved to a working folder, with the data already located in the tutorial-data/summed subdirectory.

The data is otherwise available for download from lactamase. We’ll only be using the first run of data in this tutorial, C2sum_1.tar, extracted to a tutorial-data/summed subdirectory.

Import

The first stage of step-by-step DIALS processing is to import the data - all that happens here is that metadata are read for all the images, and a file describing their contents (imported.expt) is written:

dials.import tutorial-data/summed/C2sum_1*.cbf.gz

The output just describes what the software understands of the images it was passed, in this case one sequence of data containing 720 images:

DIALS 3.dev.617-g669c71566-release
The following parameters have been modified:

input {
  experiments = <image files>
}

--------------------------------------------------------------------------------
  format: <class 'dxtbx.format.FormatCBFMiniPilatusDLS6MSN100.FormatCBFMiniPilatusDLS6MSN100'>
  num images: 720
  sequences:
    still:    0
    sweep:    1
  num stills: 0
--------------------------------------------------------------------------------
Writing experiments to imported.expt

Now is a good point to take a first look at the data using the dials.image_viewer, both to check that the data is sensible and to anticipate any problems in processing:

dials.image_viewer imported.expt

You will be presented with the main image viewer screen:

https://dials.github.io/images/process_detail_betalactamase/image_viewer.png

Play with the brightness slider (①) a little until you can clearly see the spots on the first image (something in the range 10-20 should make the spots obvious). You can also change the colour scheme (sometimes spots can be easier to identify in ‘inverted’ mode) , toggle various information markers like beam center, and try different configurations for the spot finding (②).

Find Spots

The first “real” task in any processing using DIALS is the spot finding. Since this is looking for spots on every image in the dataset, this process can take some time, so we request multiple processors (nproc=4) to speed this up:

dials.find_spots imported.expt nproc=4

Show/Hide Log

  1DIALS 3.dev.617-g669c71566-release
  2The following parameters have been modified:
  3
  4spotfinder {
  5  mp {
  6    nproc = 4
  7  }
  8}
  9input {
 10  experiments = imported.expt
 11}
 12
 13Setting spotfinder.filter.min_spot_size=3
 14Configuring spot finder from input parameters
 15--------------------------------------------------------------------------------
 16Finding strong spots in imageset 0
 17--------------------------------------------------------------------------------
 18
 19Finding spots in image 1 to 720...
 20Setting chunksize=20
 21Extracting strong pixels from images
 22 Using multiprocessing with 4 parallel job(s)
 23
 24Found 1752 strong pixels on image 1
 25Found 1536 strong pixels on image 2
 26Found 1439 strong pixels on image 3
 27Found 1433 strong pixels on image 4
 28Found 1695 strong pixels on image 5
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674Found 1851 strong pixels on image 651
675Found 1710 strong pixels on image 652
676Found 1742 strong pixels on image 653
677Found 1852 strong pixels on image 654
678Found 1528 strong pixels on image 655
679Found 1671 strong pixels on image 656
680Found 1693 strong pixels on image 657
681Found 1716 strong pixels on image 658
682Found 1760 strong pixels on image 659
683Found 1728 strong pixels on image 660
684Found 1997 strong pixels on image 661
685Found 1597 strong pixels on image 662
686Found 1615 strong pixels on image 663
687Found 1588 strong pixels on image 664
688Found 1609 strong pixels on image 665
689Found 1630 strong pixels on image 666
690Found 1729 strong pixels on image 667
691Found 1730 strong pixels on image 668
692Found 1577 strong pixels on image 669
693Found 1584 strong pixels on image 670
694Found 1621 strong pixels on image 671
695Found 1683 strong pixels on image 672
696Found 1735 strong pixels on image 673
697Found 1605 strong pixels on image 674
698Found 1650 strong pixels on image 675
699Found 1534 strong pixels on image 676
700Found 1572 strong pixels on image 677
701Found 1677 strong pixels on image 678
702Found 1769 strong pixels on image 679
703Found 1594 strong pixels on image 680
704Found 1608 strong pixels on image 681
705Found 1405 strong pixels on image 682
706Found 1559 strong pixels on image 683
707Found 1707 strong pixels on image 684
708Found 1709 strong pixels on image 685
709Found 1645 strong pixels on image 686
710Found 1530 strong pixels on image 687
711Found 1636 strong pixels on image 688
712Found 1550 strong pixels on image 689
713Found 1738 strong pixels on image 690
714Found 1546 strong pixels on image 691
715Found 1504 strong pixels on image 692
716Found 1586 strong pixels on image 693
717Found 1740 strong pixels on image 694
718Found 1423 strong pixels on image 695
719Found 1573 strong pixels on image 696
720Found 1506 strong pixels on image 697
721Found 1434 strong pixels on image 698
722Found 1568 strong pixels on image 699
723Found 1498 strong pixels on image 700
724Found 1629 strong pixels on image 701
725Found 1569 strong pixels on image 702
726Found 1563 strong pixels on image 703
727Found 1447 strong pixels on image 704
728Found 1445 strong pixels on image 705
729Found 1311 strong pixels on image 706
730Found 1513 strong pixels on image 707
731Found 1653 strong pixels on image 708
732Found 1509 strong pixels on image 709
733Found 1476 strong pixels on image 710
734Found 1579 strong pixels on image 711
735Found 1523 strong pixels on image 712
736Found 1563 strong pixels on image 713
737Found 1562 strong pixels on image 714
738Found 1560 strong pixels on image 715
739Found 1512 strong pixels on image 716
740Found 1677 strong pixels on image 717
741Found 1482 strong pixels on image 718
742Found 1204 strong pixels on image 719
743Found 1523 strong pixels on image 720
744
745Extracted 124946 spots
746Removed 16738 spots with size < 3 pixels
747Removed 1 spots with size > 1000 pixels
748Calculated 108207 spot centroids
749Calculated 108207 spot intensities
750Filtered 107999 of 108207 spots by peak-centroid distance
751
752Histogram of per-image spot count for imageset 0:
753107999 spots found on 720 images (max 2137 / bin)
754*                                                           
755***********                 ************                 ***
756*********************************************** ************
757************************************************************
758************************************************************
759************************************************************
760************************************************************
761************************************************************
762************************************************************
763************************************************************
7641                         image                          720
765
766--------------------------------------------------------------------------------
767Saved 107999 reflections to strong.refl

Once this has completed, a new reflection filestrong.refl’ is written, containing a record of every spot found.

The dials.image_viewer tool is not as fast as viewers such as ADXV, however it does integrate well with DIALS data files. Having found strong spots open the image viewer again, but giving it the newly found reflection list:

dials.image_viewer imported.expt strong.refl

Adjust the brightness so that you can see the spots, then zoom in so that you can see the clustered individual pixels of a single spot. Pixels determined to be part of a spot’s peak are marked with green dots. The blue outline shows the three-dimensional shoebox - the extents over detector x, y and image number z of a all peak pixels in a single spot. The single highest value pixel for any spot is marked with a pink circle, and the centre of mass is marked with a red cross.

The spot centre-of-mass is usually close to the peak pixel, but slightly offset as the algorithm allows calculation of the spot centre at a better precision than the pixel size and image angular ‘width’.

https://dials.github.io/images/process_detail_betalactamase/image_viewer_spot.png

The default parameters for spot finding usually do a good job for Pilatus images, such as these. However they may not be optimal for data from other detector types, such as CCDs or image plates. Issues with incorrectly set gain might, for example, lead to background noise being extracted as spots. You can use the image mode buttons (③) to preview how the parameters affect the spot finding algorithm. The final image, ‘threshold’ is the one on which spots were found, so ensuring this produces peaks at real diffraction spot positions will give the best chance of success.

Another very powerful tool for investigating problems with strong spot positions is dials.reciprocal_lattice_viewer. This displays the strong spots in 3D, after mapping them from their detector positions to reciprocal space. In a favourable case you should be able to see the crystal’s reciprocal lattice by eye in the strong spot positions. Some practice may be needed in rotating the lattice to an orientation that shows off the periodicity in reciprocal lattice positions:

dials.reciprocal_lattice_viewer imported.expt strong.refl
../../_images/reciprocal_lattice_strong.png

Although the reciprocal spacing is visible, in this data, there are clearly some systematic distortions. These will be solved in the indexing.

Indexing

The next step will be indexing of the strong spots by dials.index, which by default uses a 3D FFT algorithm (although the 1D FFT algorithm can be selected, using the parameter indexing.method=fft1d). We pass in all the strong spots found in the dataset:

dials.index imported.expt strong.refl

If known, the space group and unit cell can be provided at this stage using the space_group and unit_cell parameters, and will be used to constrain the lattice during refinement, but otherwise indexing and refinement will be carried out in the primitive lattice using space group P1.

Show/Hide Log

  1DIALS 3.dev.617-g669c71566-release
  2The following parameters have been modified:
  3
  4input {
  5  experiments = imported.expt
  6  reflections = strong.refl
  7}
  8
  9Found max_cell: 94.4 Angstrom
 10Setting d_min: 1.84
 11FFT gridding: (256,256,256)
 12Number of centroids used: 91203
 13Candidate solutions:
 14+----------------------------------+----------+----------------+------------+-------------+-------------------+-----------+-----------------+-----------------+
 15| unit_cell                        |   volume |   volume score |   #indexed |   % indexed |   % indexed score |   rmsd_xy |   rmsd_xy score |   overall score |
 16|----------------------------------+----------+----------------+------------+-------------+-------------------+-----------+-----------------+-----------------|
 17| 40.72 40.73 69.66 92.0 91.9 98.3 |   114154 |           0.01 |      94166 |          99 |              0    |      0.07 |            0    |            0.01 |
 18| 40.72 40.72 69.70 91.9 91.9 98.2 |   114243 |           0.01 |      94215 |          99 |              0    |      0.07 |            0    |            0.01 |
 19| 40.60 40.73 69.67 91.9 91.9 98.4 |   113803 |           0    |      93959 |          98 |              0.01 |      0.07 |            0.01 |            0.02 |
 20| 40.73 40.76 69.62 92.0 91.9 98.3 |   114214 |           0.01 |      93867 |          98 |              0.01 |      0.07 |            0.01 |            0.02 |
 21| 40.72 40.72 69.67 92.0 92.0 98.3 |   114144 |           0.01 |      94275 |          99 |              0    |      0.07 |            0.01 |            0.02 |
 22| 40.72 40.72 69.63 91.9 92.0 98.2 |   114123 |           0.01 |      93742 |          98 |              0.01 |      0.07 |            0.01 |            0.02 |
 23| 40.60 40.71 69.66 91.9 91.9 98.3 |   113784 |           0    |      93870 |          98 |              0.01 |      0.07 |            0.01 |            0.02 |
 24| 40.70 40.72 69.66 91.9 92.0 98.2 |   114124 |           0.01 |      94101 |          99 |              0    |      0.07 |            0.01 |            0.02 |
 25| 40.71 40.73 69.66 91.9 91.9 98.3 |   114140 |           0.01 |      94077 |          99 |              0    |      0.07 |            0.01 |            0.02 |
 26| 40.72 40.82 69.69 91.8 91.9 98.2 |   114518 |           0.01 |      94017 |          99 |              0.01 |      0.07 |            0.01 |            0.03 |
 27| 40.72 40.77 69.63 92.0 91.9 98.1 |   114292 |           0.01 |      93749 |          98 |              0.01 |      0.07 |            0.01 |            0.03 |
 28| 40.69 40.72 69.60 92.0 92.1 98.3 |   113958 |           0    |      93595 |          98 |              0.01 |      0.07 |            0.01 |            0.03 |
 29| 40.72 40.72 69.66 91.9 91.9 98.0 |   114230 |           0.01 |      94017 |          99 |              0.01 |      0.07 |            0.02 |            0.03 |
 30| 40.72 40.82 69.64 91.9 91.9 98.2 |   114431 |           0.01 |      93838 |          98 |              0.01 |      0.07 |            0.01 |            0.03 |
 31| 40.69 40.72 69.66 91.9 92.1 98.3 |   114065 |           0.01 |      94173 |          99 |              0    |      0.07 |            0.02 |            0.03 |
 32| 40.72 40.83 69.66 91.9 91.9 98.2 |   114507 |           0.01 |      93960 |          98 |              0.01 |      0.07 |            0.02 |            0.03 |
 33| 40.71 40.72 69.66 91.9 91.9 98.3 |   114109 |           0.01 |      94103 |          99 |              0    |      0.07 |            0.02 |            0.03 |
 34| 40.72 40.78 69.63 91.9 91.9 98.3 |   114277 |           0.01 |      93862 |          98 |              0.01 |      0.07 |            0.02 |            0.03 |
 35| 40.72 40.73 69.64 92.0 92.0 98.3 |   114113 |           0.01 |      94089 |          99 |              0    |      0.07 |            0.02 |            0.04 |
 36| 40.72 40.73 69.63 92.0 91.9 98.3 |   114110 |           0.01 |      93890 |          98 |              0.01 |      0.07 |            0.02 |            0.04 |
 37| 40.70 40.72 69.59 92.0 91.8 98.2 |   114017 |           0.01 |      93302 |          98 |              0.02 |      0.07 |            0.01 |            0.04 |
 38| 40.60 40.72 69.67 91.9 91.8 98.2 |   113865 |           0    |      93126 |          98 |              0.02 |      0.07 |            0.02 |            0.04 |
 39| 40.72 40.72 69.66 91.9 91.9 98.2 |   114178 |           0.01 |      94031 |          99 |              0.01 |      0.07 |            0.03 |            0.04 |
 40| 40.72 40.74 69.66 91.9 91.9 98.1 |   114275 |           0.01 |      94063 |          99 |              0    |      0.07 |            0.03 |            0.04 |
 41| 40.72 40.73 69.66 92.0 91.9 98.3 |   114151 |           0.01 |      94188 |          99 |              0    |      0.07 |            0.03 |            0.04 |
 42| 40.60 40.70 69.58 92.1 91.9 98.4 |   113599 |           0    |      93047 |          98 |              0.02 |      0.07 |            0.02 |            0.04 |
 43| 40.72 40.72 69.67 91.9 91.8 98.2 |   114191 |           0.01 |      93419 |          98 |              0.01 |      0.07 |            0.02 |            0.04 |
 44| 40.62 40.71 69.66 91.9 91.6 98.3 |   113880 |           0    |      93138 |          98 |              0.02 |      0.07 |            0.02 |            0.04 |
 45| 40.72 40.83 69.66 91.6 91.9 98.1 |   114543 |           0.01 |      92656 |          97 |              0.03 |      0.07 |            0.01 |            0.04 |
 46| 40.70 40.72 69.66 91.9 91.9 98.2 |   114150 |           0.01 |      93970 |          98 |              0.01 |      0.07 |            0.03 |            0.04 |
 47| 40.73 40.74 69.66 91.9 92.1 98.1 |   114266 |           0.01 |      94194 |          99 |              0    |      0.07 |            0.03 |            0.05 |
 48| 40.72 40.73 69.69 92.0 91.9 98.3 |   114199 |           0.01 |      94373 |          99 |              0    |      0.07 |            0.04 |            0.05 |
 49| 40.72 40.72 69.65 92.0 91.9 98.3 |   114110 |           0.01 |      94065 |          99 |              0    |      0.07 |            0.04 |            0.05 |
 50| 40.72 40.82 69.66 91.8 91.9 98.2 |   114470 |           0.01 |      93872 |          98 |              0.01 |      0.07 |            0.03 |            0.05 |
 51| 40.53 40.72 69.66 91.9 92.0 98.2 |   113637 |           0    |      93709 |          98 |              0.01 |      0.07 |            0.04 |            0.05 |
 52| 40.67 40.71 69.66 91.9 91.9 98.2 |   114013 |           0.01 |      94057 |          99 |              0    |      0.07 |            0.04 |            0.05 |
 53| 40.53 40.72 69.66 91.8 92.1 98.2 |   113621 |           0    |      92029 |          96 |              0.04 |      0.07 |            0.02 |            0.06 |
 54| 40.72 40.83 69.67 91.5 91.9 98.1 |   114555 |           0.01 |      91895 |          96 |              0.04 |      0.07 |            0.01 |            0.06 |
 55| 40.72 40.93 69.67 91.8 91.9 98.1 |   114816 |           0.02 |      92639 |          97 |              0.03 |      0.07 |            0.02 |            0.06 |
 56| 40.72 40.72 69.67 91.8 91.9 98.0 |   114242 |           0.01 |      93340 |          98 |              0.02 |      0.07 |            0.03 |            0.06 |
 57| 40.60 40.77 69.60 92.0 91.7 98.1 |   113913 |           0    |      92296 |          97 |              0.03 |      0.07 |            0.02 |            0.06 |
 58| 40.64 40.72 69.67 91.9 91.9 98.1 |   113990 |           0    |      93360 |          98 |              0.02 |      0.07 |            0.04 |            0.06 |
 59| 40.71 40.74 69.66 91.9 91.9 98.2 |   114207 |           0.01 |      94097 |          99 |              0    |      0.08 |            0.05 |            0.06 |
 60| 40.72 40.82 69.67 91.7 91.9 98.2 |   114482 |           0.01 |      93092 |          98 |              0.02 |      0.07 |            0.03 |            0.07 |
 61| 40.69 40.72 69.63 91.9 92.0 98.3 |   114024 |           0.01 |      93886 |          98 |              0.01 |      0.08 |            0.05 |            0.07 |
 62| 40.72 40.82 69.58 91.9 91.9 98.2 |   114325 |           0.01 |      93248 |          98 |              0.02 |      0.07 |            0.04 |            0.07 |
 63| 40.72 40.73 69.61 92.0 91.9 98.3 |   114060 |           0.01 |      93703 |          98 |              0.01 |      0.08 |            0.06 |            0.08 |
 64| 40.69 40.72 69.57 91.9 92.1 98.3 |   113906 |           0    |      92940 |          97 |              0.02 |      0.08 |            0.06 |            0.09 |
 65| 40.72 40.83 69.50 91.7 92.0 98.1 |   114265 |           0.01 |      91089 |          95 |              0.05 |      0.07 |            0.04 |            0.1  |
 66| 40.72 40.72 69.63 91.9 91.9 98.2 |   114137 |           0.01 |      93712 |          98 |              0.01 |      0.08 |            0.14 |            0.16 |
 67+----------------------------------+----------+----------------+------------+-------------+-------------------+-----------+-----------------+-----------------+
 68Using d_min_step 0.1
 69
 70Indexed crystal models:
 71model 1 (94166 reflections):
 72Crystal:
 73    Unit cell: 40.717, 40.730, 69.663, 91.978, 91.906, 98.339
 74    Space group: P 1
 75    U matrix:  {{ 0.8417,  0.5364,  0.0626},
 76                {-0.1836,  0.1751,  0.9673},
 77                { 0.5079, -0.8256,  0.2459}}
 78    B matrix:  {{ 0.0246,  0.0000,  0.0000},
 79                { 0.0036,  0.0248,  0.0000},
 80                { 0.0010,  0.0010,  0.0144}}
 81    A = UB:    {{ 0.0227,  0.0134,  0.0009},
 82                {-0.0029,  0.0053,  0.0139},
 83                { 0.0097, -0.0202,  0.0035}}
 84+------------+-------------+---------------+-------------+
 85|   Imageset |   # indexed |   # unindexed | % indexed   |
 86|------------+-------------+---------------+-------------|
 87|          0 |       94166 |          1262 | 98.7%       |
 88+------------+-------------+---------------+-------------+
 89
 90################################################################################
 91Starting refinement (macro-cycle 1)
 92################################################################################
 93
 94
 95Summary statistics for 93816 observations matched to predictions:
 96+-------------------+--------+----------+---------+----------+-------+
 97|                   |    Min |       Q1 |     Med |       Q3 |   Max |
 98|-------------------+--------+----------+---------+----------+-------|
 99| Xc - Xo (mm)      | -1.681 |  -0.4675 | -0.2047 |   0.3707 | 1.383 |
100| Yc - Yo (mm)      | -1.731 |  -0.6009 | -0.2953 | -0.00193 | 2.226 |
101| Phic - Phio (deg) | -1.707 | -0.08649 | 0.01357 |   0.1076 | 2.149 |
102| X weights         |  226.7 |      388 |   398.7 |    403.7 | 405.6 |
103| Y weights         |  211.5 |    373.8 |   393.2 |    402.4 | 405.6 |
104| Phi weights       |  39.33 |    47.93 |      48 |       48 |    48 |
105+-------------------+--------+----------+---------+----------+-------+
106
107Detecting centroid outliers using the Tukey algorithm
1083106 reflections have been flagged as outliers
10990710 reflections remain in the manager
110
111Summary statistics for 90710 observations matched to predictions:
112+-------------------+--------+----------+---------+----------+--------+
113|                   |    Min |       Q1 |     Med |       Q3 |    Max |
114|-------------------+--------+----------+---------+----------+--------|
115| Xc - Xo (mm)      | -1.681 |  -0.4729 | -0.2157 |   0.3737 |  1.383 |
116| Yc - Yo (mm)      | -1.583 |  -0.6121 | -0.3087 | -0.03742 |  1.006 |
117| Phic - Phio (deg) | -0.423 | -0.08685 | 0.01122 |   0.1031 | 0.4516 |
118| X weights         |  226.7 |    388.5 |   398.9 |    403.7 |  405.6 |
119| Y weights         |  211.5 |    374.3 |   393.6 |    402.6 |  405.6 |
120| Phi weights       |  39.33 |    47.94 |      48 |       48 |     48 |
121+-------------------+--------+----------+---------+----------+--------+
122
123There are 16 parameters to refine against 36000 reflections in 3 dimensions
124
125Refinement steps:
126+--------+--------+----------+----------+------------+
127|   Step |   Nref |   RMSD_X |   RMSD_Y |   RMSD_Phi |
128|        |        |     (mm) |     (mm) |      (deg) |
129|--------+--------+----------+----------+------------|
130|      0 |  36000 | 0.56197  | 0.55131  |    0.13413 |
131|      1 |  36000 | 0.24338  | 0.26503  |    0.15575 |
132|      2 |  36000 | 0.10648  | 0.13198  |    0.13476 |
133|      3 |  36000 | 0.055785 | 0.059567 |    0.10888 |
134|      4 |  36000 | 0.051066 | 0.052336 |    0.10514 |
135|      5 |  36000 | 0.050906 | 0.052372 |    0.10505 |
136|      6 |  36000 | 0.050901 | 0.052378 |    0.10505 |
137+--------+--------+----------+----------+------------+
138RMSD no longer decreasing
139
140RMSDs by experiment:
141+-------+--------+----------+----------+------------+
142|   Exp |   Nref |   RMSD_X |   RMSD_Y |     RMSD_Z |
143|    id |        |     (px) |     (px) |   (images) |
144|-------+--------+----------+----------+------------|
145|     0 |  36000 |  0.29594 |  0.30452 |     0.2101 |
146+-------+--------+----------+----------+------------+
147
148Refined crystal models:
149model 1 (93847 reflections):
150Crystal:
151    Unit cell: 40.5519(7), 40.5591(7), 69.2964(13), 92.0155(4), 91.9752(4), 98.0783(4)
152    Space group: P 1
153    U matrix:  {{ 0.8429,  0.5343,  0.0638},
154                {-0.1841,  0.1750,  0.9672},
155                { 0.5056, -0.8270,  0.2459}}
156    B matrix:  {{ 0.0247,  0.0000,  0.0000},
157                { 0.0035,  0.0249,  0.0000},
158                { 0.0010,  0.0010,  0.0145}}
159    A = UB:    {{ 0.0227,  0.0134,  0.0009},
160                {-0.0030,  0.0053,  0.0140},
161                { 0.0098, -0.0203,  0.0036}}
162+------------+-------------+---------------+-------------+
163|   Imageset |   # indexed |   # unindexed | % indexed   |
164|------------+-------------+---------------+-------------|
165|          0 |       93847 |          1286 | 98.6%       |
166+------------+-------------+---------------+-------------+
167Increasing resolution to 1.71 Angstrom
168
169Indexed crystal models:
170model 1 (101813 reflections):
171Crystal:
172    Unit cell: 40.5519(7), 40.5591(7), 69.2964(13), 92.0155(4), 91.9752(4), 98.0783(4)
173    Space group: P 1
174    U matrix:  {{ 0.8429,  0.5343,  0.0638},
175                {-0.1841,  0.1750,  0.9672},
176                { 0.5056, -0.8270,  0.2459}}
177    B matrix:  {{ 0.0247,  0.0000,  0.0000},
178                { 0.0035,  0.0249,  0.0000},
179                { 0.0010,  0.0010,  0.0145}}
180    A = UB:    {{ 0.0227,  0.0134,  0.0009},
181                {-0.0030,  0.0053,  0.0140},
182                { 0.0098, -0.0203,  0.0036}}
183+------------+-------------+---------------+-------------+
184|   Imageset |   # indexed |   # unindexed | % indexed   |
185|------------+-------------+---------------+-------------|
186|          0 |      102009 |           413 | 99.6%       |
187+------------+-------------+---------------+-------------+
188
189################################################################################
190Starting refinement (macro-cycle 2)
191################################################################################
192
193
194Summary statistics for 101460 observations matched to predictions:
195+-------------------+---------+----------+------------+---------+--------+
196|                   |     Min |       Q1 |        Med |      Q3 |    Max |
197|-------------------+---------+----------+------------+---------+--------|
198| Xc - Xo (mm)      | -0.3659 | -0.03707 |  -0.002529 | 0.03158 | 0.3623 |
199| Yc - Yo (mm)      | -0.8234 | -0.03127 | -0.0002209 | 0.03123 | 0.9301 |
200| Phic - Phio (deg) | -0.8541 |  -0.0814 |  0.0005383 | 0.08299 |  1.311 |
201| X weights         |   226.7 |    384.8 |      397.6 |   403.4 |  405.6 |
202| Y weights         |   173.8 |    369.2 |        391 |   401.9 |  405.6 |
203| Phi weights       |   39.33 |    47.94 |         48 |      48 |     48 |
204+-------------------+---------+----------+------------+---------+--------+
205
206Detecting centroid outliers using the Tukey algorithm
2074886 reflections have been flagged as outliers
20896574 reflections remain in the manager
209
210Summary statistics for 96574 observations matched to predictions:
211+-------------------+---------+----------+-----------+---------+--------+
212|                   |     Min |       Q1 |       Med |      Q3 |    Max |
213|-------------------+---------+----------+-----------+---------+--------|
214| Xc - Xo (mm)      | -0.1672 | -0.03646 | -0.002887 | 0.03019 |  0.159 |
215| Yc - Yo (mm)      | -0.1632 | -0.03001 | -0.000363 | 0.02939 | 0.1893 |
216| Phic - Phio (deg) | -0.3509 | -0.08067 | 0.0001275 | 0.08135 | 0.3266 |
217| X weights         |   226.7 |    386.4 |     398.2 |   403.6 |  405.6 |
218| Y weights         |   211.5 |    371.9 |     392.3 |   402.2 |  405.6 |
219| Phi weights       |   40.76 |    47.94 |        48 |      48 |     48 |
220+-------------------+---------+----------+-----------+---------+--------+
221
222There are 16 parameters to refine against 36000 reflections in 3 dimensions
223
224Refinement steps:
225+--------+--------+----------+----------+------------+
226|   Step |   Nref |   RMSD_X |   RMSD_Y |   RMSD_Phi |
227|        |        |     (mm) |     (mm) |      (deg) |
228|--------+--------+----------+----------+------------|
229|      0 |  36000 | 0.048834 | 0.046981 |    0.10531 |
230|      1 |  36000 | 0.048722 | 0.046957 |    0.10525 |
231|      2 |  36000 | 0.048696 | 0.04698  |    0.10522 |
232|      3 |  36000 | 0.048684 | 0.046993 |    0.1052  |
233|      4 |  36000 | 0.048681 | 0.046997 |    0.1052  |
234+--------+--------+----------+----------+------------+
235RMSD no longer decreasing
236
237RMSDs by experiment:
238+-------+--------+----------+----------+------------+
239|   Exp |   Nref |   RMSD_X |   RMSD_Y |     RMSD_Z |
240|    id |        |     (px) |     (px) |   (images) |
241|-------+--------+----------+----------+------------|
242|     0 |  36000 |  0.28303 |  0.27324 |     0.2104 |
243+-------+--------+----------+----------+------------+
244
245Refined crystal models:
246model 1 (101813 reflections):
247Crystal:
248    Unit cell: 40.5520(6), 40.5588(6), 69.2953(10), 92.0189(4), 91.9731(4), 98.0772(4)
249    Space group: P 1
250    U matrix:  {{ 0.8429,  0.5343,  0.0638},
251                {-0.1841,  0.1749,  0.9672},
252                { 0.5056, -0.8270,  0.2458}}
253    B matrix:  {{ 0.0247,  0.0000,  0.0000},
254                { 0.0035,  0.0249,  0.0000},
255                { 0.0010,  0.0010,  0.0145}}
256    A = UB:    {{ 0.0227,  0.0134,  0.0009},
257                {-0.0030,  0.0053,  0.0140},
258                { 0.0098, -0.0203,  0.0036}}
259+------------+-------------+---------------+-------------+
260|   Imageset |   # indexed |   # unindexed | % indexed   |
261|------------+-------------+---------------+-------------|
262|          0 |      101813 |           609 | 99.4%       |
263+------------+-------------+---------------+-------------+
264Increasing resolution to 1.57 Angstrom
265
266Indexed crystal models:
267model 1 (105712 reflections):
268Crystal:
269    Unit cell: 40.5520(6), 40.5588(6), 69.2953(10), 92.0189(4), 91.9731(4), 98.0772(4)
270    Space group: P 1
271    U matrix:  {{ 0.8429,  0.5343,  0.0638},
272                {-0.1841,  0.1749,  0.9672},
273                { 0.5056, -0.8270,  0.2458}}
274    B matrix:  {{ 0.0247,  0.0000,  0.0000},
275                { 0.0035,  0.0249,  0.0000},
276                { 0.0010,  0.0010,  0.0145}}
277    A = UB:    {{ 0.0227,  0.0134,  0.0009},
278                {-0.0030,  0.0053,  0.0140},
279                { 0.0098, -0.0203,  0.0036}}
280+------------+-------------+---------------+-------------+
281|   Imageset |   # indexed |   # unindexed | % indexed   |
282|------------+-------------+---------------+-------------|
283|          0 |      105724 |           686 | 99.4%       |
284+------------+-------------+---------------+-------------+
285
286################################################################################
287Starting refinement (macro-cycle 3)
288################################################################################
289
290
291Summary statistics for 105342 observations matched to predictions:
292+-------------------+---------+----------+------------+---------+--------+
293|                   |     Min |       Q1 |        Med |      Q3 |    Max |
294|-------------------+---------+----------+------------+---------+--------|
295| Xc - Xo (mm)      | -0.3602 | -0.03583 | -0.0009226 | 0.03338 | 0.3599 |
296| Yc - Yo (mm)      |  -1.133 | -0.03272 | -0.0005848 | 0.03157 |  1.468 |
297| Phic - Phio (deg) |  -0.988 | -0.08148 |   0.001034 | 0.08422 |  1.291 |
298| X weights         |   210.9 |    382.8 |      397.1 |   403.3 |  405.6 |
299| Y weights         |   173.8 |    366.4 |      389.9 |   401.7 |  405.6 |
300| Phi weights       |   39.29 |    47.95 |         48 |      48 |     48 |
301+-------------------+---------+----------+------------+---------+--------+
302
303Detecting centroid outliers using the Tukey algorithm
3045469 reflections have been flagged as outliers
30599873 reflections remain in the manager
306
307Summary statistics for 99873 observations matched to predictions:
308+-------------------+---------+----------+------------+---------+--------+
309|                   |     Min |       Q1 |        Med |      Q3 |    Max |
310|-------------------+---------+----------+------------+---------+--------|
311| Xc - Xo (mm)      | -0.1752 | -0.03485 |   -0.00104 | 0.03209 | 0.1659 |
312| Yc - Yo (mm)      | -0.1713 | -0.03096 | -0.0005444 | 0.02996 |  0.198 |
313| Phic - Phio (deg) | -0.3535 | -0.08055 |  0.0006649 | 0.08254 | 0.3272 |
314| X weights         |   210.9 |    384.7 |      397.7 |   403.4 |  405.6 |
315| Y weights         |   211.5 |    369.5 |      391.3 |     402 |  405.6 |
316| Phi weights       |   39.29 |    47.94 |         48 |      48 |     48 |
317+-------------------+---------+----------+------------+---------+--------+
318
319There are 16 parameters to refine against 36000 reflections in 3 dimensions
320
321Refinement steps:
322+--------+--------+----------+----------+------------+
323|   Step |   Nref |   RMSD_X |   RMSD_Y |   RMSD_Phi |
324|        |        |     (mm) |     (mm) |      (deg) |
325|--------+--------+----------+----------+------------|
326|      0 |  36000 | 0.049172 | 0.04859  |    0.10641 |
327|      1 |  36000 | 0.049153 | 0.04854  |    0.10638 |
328|      2 |  36000 | 0.049152 | 0.048515 |    0.10639 |
329|      3 |  36000 | 0.049155 | 0.048503 |    0.1064  |
330|      4 |  36000 | 0.049156 | 0.0485   |    0.1064  |
331+--------+--------+----------+----------+------------+
332RMSD no longer decreasing
333
334RMSDs by experiment:
335+-------+--------+----------+----------+------------+
336|   Exp |   Nref |   RMSD_X |   RMSD_Y |     RMSD_Z |
337|    id |        |     (px) |     (px) |   (images) |
338|-------+--------+----------+----------+------------|
339|     0 |  36000 |  0.28579 |  0.28197 |    0.21281 |
340+-------+--------+----------+----------+------------+
341
342Refined crystal models:
343model 1 (105712 reflections):
344Crystal:
345    Unit cell: 40.5519(5), 40.5583(5), 69.2938(9), 92.0190(3), 91.9725(3), 98.0761(4)
346    Space group: P 1
347    U matrix:  {{ 0.8429,  0.5343,  0.0638},
348                {-0.1841,  0.1749,  0.9672},
349                { 0.5056, -0.8270,  0.2458}}
350    B matrix:  {{ 0.0247,  0.0000,  0.0000},
351                { 0.0035,  0.0249,  0.0000},
352                { 0.0010,  0.0010,  0.0145}}
353    A = UB:    {{ 0.0227,  0.0134,  0.0009},
354                {-0.0030,  0.0053,  0.0140},
355                { 0.0098, -0.0203,  0.0036}}
356+------------+-------------+---------------+-------------+
357|   Imageset |   # indexed |   # unindexed | % indexed   |
358|------------+-------------+---------------+-------------|
359|          0 |      105712 |           699 | 99.3%       |
360+------------+-------------+---------------+-------------+
361Increasing resolution to 1.43 Angstrom
362
363Indexed crystal models:
364model 1 (107089 reflections):
365Crystal:
366    Unit cell: 40.5519(5), 40.5583(5), 69.2938(9), 92.0190(3), 91.9725(3), 98.0761(4)
367    Space group: P 1
368    U matrix:  {{ 0.8429,  0.5343,  0.0638},
369                {-0.1841,  0.1749,  0.9672},
370                { 0.5056, -0.8270,  0.2458}}
371    B matrix:  {{ 0.0247,  0.0000,  0.0000},
372                { 0.0035,  0.0249,  0.0000},
373                { 0.0010,  0.0010,  0.0145}}
374    A = UB:    {{ 0.0227,  0.0134,  0.0009},
375                {-0.0030,  0.0053,  0.0140},
376                { 0.0098, -0.0203,  0.0036}}
377+------------+-------------+---------------+-------------+
378|   Imageset |   # indexed |   # unindexed | % indexed   |
379|------------+-------------+---------------+-------------|
380|          0 |      107097 |           723 | 99.3%       |
381+------------+-------------+---------------+-------------+
382
383################################################################################
384Starting refinement (macro-cycle 4)
385################################################################################
386
387
388Summary statistics for 106715 observations matched to predictions:
389+-------------------+---------+----------+------------+---------+--------+
390|                   |     Min |       Q1 |        Med |      Q3 |    Max |
391|-------------------+---------+----------+------------+---------+--------|
392| Xc - Xo (mm)      |  -1.939 |   -0.036 | -0.0006477 | 0.03379 | 0.3619 |
393| Yc - Yo (mm)      |  -1.114 | -0.03302 | -0.0004506 | 0.03208 |  1.479 |
394| Phic - Phio (deg) | -0.9716 | -0.08205 |  0.0008108 | 0.08438 |  1.301 |
395| X weights         |     194 |      382 |      396.8 |   403.2 |  405.6 |
396| Y weights         |   173.5 |    365.2 |      389.4 |   401.6 |  405.6 |
397| Phi weights       |   39.29 |    47.95 |         48 |      48 |     48 |
398+-------------------+---------+----------+------------+---------+--------+
399
400Detecting centroid outliers using the Tukey algorithm
4015604 reflections have been flagged as outliers
402101111 reflections remain in the manager
403
404Summary statistics for 101111 observations matched to predictions:
405+-------------------+---------+----------+------------+---------+--------+
406|                   |     Min |       Q1 |        Med |      Q3 |    Max |
407|-------------------+---------+----------+------------+---------+--------|
408| Xc - Xo (mm)      | -0.1747 | -0.03501 | -0.0007897 | 0.03243 | 0.1648 |
409| Yc - Yo (mm)      | -0.1716 | -0.03118 | -0.0004102 | 0.03034 | 0.1979 |
410| Phic - Phio (deg) | -0.3525 | -0.08096 |  0.0004804 | 0.08264 | 0.3495 |
411| X weights         |   210.9 |      384 |      397.6 |   403.4 |  405.6 |
412| Y weights         |   191.7 |    368.6 |      390.9 |   401.9 |  405.6 |
413| Phi weights       |   39.29 |    47.95 |         48 |      48 |     48 |
414+-------------------+---------+----------+------------+---------+--------+
415
416There are 16 parameters to refine against 36000 reflections in 3 dimensions
417
418Refinement steps:
419+--------+--------+----------+----------+------------+
420|   Step |   Nref |   RMSD_X |   RMSD_Y |   RMSD_Phi |
421|        |        |     (mm) |     (mm) |      (deg) |
422|--------+--------+----------+----------+------------|
423|      0 |  36000 | 0.049499 | 0.048536 |    0.1067  |
424|      1 |  36000 | 0.049483 | 0.048491 |    0.10673 |
425|      2 |  36000 | 0.049474 | 0.048479 |    0.10676 |
426|      3 |  36000 | 0.049473 | 0.048472 |    0.10677 |
427|      4 |  36000 | 0.049473 | 0.04847  |    0.10677 |
428+--------+--------+----------+----------+------------+
429RMSD no longer decreasing
430
431RMSDs by experiment:
432+-------+--------+----------+----------+------------+
433|   Exp |   Nref |   RMSD_X |   RMSD_Y |     RMSD_Z |
434|    id |        |     (px) |     (px) |   (images) |
435|-------+--------+----------+----------+------------|
436|     0 |  36000 |  0.28764 |   0.2818 |    0.21355 |
437+-------+--------+----------+----------+------------+
438
439Refined crystal models:
440model 1 (107089 reflections):
441Crystal:
442    Unit cell: 40.5513(5), 40.5578(5), 69.2911(8), 92.0192(3), 91.9728(3), 98.0758(4)
443    Space group: P 1
444    U matrix:  {{ 0.8429,  0.5343,  0.0638},
445                {-0.1841,  0.1749,  0.9672},
446                { 0.5056, -0.8270,  0.2458}}
447    B matrix:  {{ 0.0247,  0.0000,  0.0000},
448                { 0.0035,  0.0249,  0.0000},
449                { 0.0010,  0.0010,  0.0145}}
450    A = UB:    {{ 0.0227,  0.0134,  0.0009},
451                {-0.0030,  0.0053,  0.0140},
452                { 0.0098, -0.0203,  0.0036}}
453+------------+-------------+---------------+-------------+
454|   Imageset |   # indexed |   # unindexed | % indexed   |
455|------------+-------------+---------------+-------------|
456|          0 |      107089 |           731 | 99.3%       |
457+------------+-------------+---------------+-------------+
458Increasing resolution to 1.29 Angstrom
459
460Indexed crystal models:
461model 1 (107264 reflections):
462Crystal:
463    Unit cell: 40.5513(5), 40.5578(5), 69.2911(8), 92.0192(3), 91.9728(3), 98.0758(4)
464    Space group: P 1
465    U matrix:  {{ 0.8429,  0.5343,  0.0638},
466                {-0.1841,  0.1749,  0.9672},
467                { 0.5056, -0.8270,  0.2458}}
468    B matrix:  {{ 0.0247,  0.0000,  0.0000},
469                { 0.0035,  0.0249,  0.0000},
470                { 0.0010,  0.0010,  0.0145}}
471    A = UB:    {{ 0.0227,  0.0134,  0.0009},
472                {-0.0030,  0.0053,  0.0140},
473                { 0.0098, -0.0203,  0.0036}}
474+------------+-------------+---------------+-------------+
475|   Imageset |   # indexed |   # unindexed | % indexed   |
476|------------+-------------+---------------+-------------|
477|          0 |      107277 |           720 | 99.3%       |
478+------------+-------------+---------------+-------------+
479
480################################################################################
481Starting refinement (macro-cycle 5)
482################################################################################
483
484
485Summary statistics for 106891 observations matched to predictions:
486+-------------------+---------+----------+------------+---------+--------+
487|                   |     Min |       Q1 |        Med |      Q3 |    Max |
488|-------------------+---------+----------+------------+---------+--------|
489| Xc - Xo (mm)      |  -1.937 | -0.03563 | -0.0001711 | 0.03425 | 0.3641 |
490| Yc - Yo (mm)      |  -1.104 | -0.03295 | -0.0004634 |  0.0322 |  1.517 |
491| Phic - Phio (deg) | -0.9614 | -0.08213 |  0.0006723 | 0.08443 |  1.308 |
492| X weights         |     194 |    381.9 |      396.8 |   403.2 |  405.6 |
493| Y weights         |   143.8 |    365.1 |      389.4 |   401.6 |  405.6 |
494| Phi weights       |   39.29 |    47.95 |         48 |      48 |     48 |
495+-------------------+---------+----------+------------+---------+--------+
496
497Detecting centroid outliers using the Tukey algorithm
4985626 reflections have been flagged as outliers
499101265 reflections remain in the manager
500
501Summary statistics for 101265 observations matched to predictions:
502+-------------------+---------+----------+------------+---------+--------+
503|                   |     Min |       Q1 |        Med |      Q3 |    Max |
504|-------------------+---------+----------+------------+---------+--------|
505| Xc - Xo (mm)      | -0.1732 |  -0.0347 | -0.0003111 | 0.03288 | 0.1637 |
506| Yc - Yo (mm)      | -0.1724 | -0.03122 | -0.0004946 | 0.03034 |  0.201 |
507| Phic - Phio (deg) | -0.3539 | -0.08118 |  0.0003692 | 0.08282 | 0.3509 |
508| X weights         |   210.9 |    383.9 |      397.5 |   403.4 |  405.6 |
509| Y weights         |   143.8 |    368.4 |      390.9 |   401.9 |  405.6 |
510| Phi weights       |   39.29 |    47.95 |         48 |      48 |     48 |
511+-------------------+---------+----------+------------+---------+--------+
512
513There are 16 parameters to refine against 36000 reflections in 3 dimensions
514
515Refinement steps:
516+--------+--------+----------+----------+------------+
517|   Step |   Nref |   RMSD_X |   RMSD_Y |   RMSD_Phi |
518|        |        |     (mm) |     (mm) |      (deg) |
519|--------+--------+----------+----------+------------|
520|      0 |  36000 | 0.049518 | 0.04852  |    0.10693 |
521|      1 |  36000 | 0.049498 | 0.048528 |    0.10688 |
522|      2 |  36000 | 0.049495 | 0.048535 |    0.10686 |
523|      3 |  36000 | 0.049494 | 0.048537 |    0.10686 |
524+--------+--------+----------+----------+------------+
525RMSD no longer decreasing
526
527RMSDs by experiment:
528+-------+--------+----------+----------+------------+
529|   Exp |   Nref |   RMSD_X |   RMSD_Y |     RMSD_Z |
530|    id |        |     (px) |     (px) |   (images) |
531|-------+--------+----------+----------+------------|
532|     0 |  36000 |  0.28776 |  0.28219 |    0.21371 |
533+-------+--------+----------+----------+------------+
534
535Refined crystal models:
536model 1 (107264 reflections):
537Crystal:
538    Unit cell: 40.5519(5), 40.5585(5), 69.2922(8), 92.0198(3), 91.9722(3), 98.0759(4)
539    Space group: P 1
540    U matrix:  {{ 0.8429,  0.5343,  0.0638},
541                {-0.1841,  0.1749,  0.9672},
542                { 0.5056, -0.8270,  0.2458}}
543    B matrix:  {{ 0.0247,  0.0000,  0.0000},
544                { 0.0035,  0.0249,  0.0000},
545                { 0.0010,  0.0010,  0.0145}}
546    A = UB:    {{ 0.0227,  0.0134,  0.0009},
547                {-0.0030,  0.0053,  0.0140},
548                { 0.0098, -0.0203,  0.0036}}
549+------------+-------------+---------------+-------------+
550|   Imageset |   # indexed |   # unindexed | % indexed   |
551|------------+-------------+---------------+-------------|
552|          0 |      107264 |           733 | 99.3%       |
553+------------+-------------+---------------+-------------+
554Saving refined experiments to indexed.expt
555Saving refined reflections to indexed.refl

If successful, dials.index writes two output data files - an indexed.expt containing the tuned experimental model and determined parameters, and a indexed.refl reflection file, including index data from the best fit.

It is worth reading through this output to understand what the indexing program has done. Note that this log is automatically captured in the file dials.index.log. A more verbose debug log can be generated by adding the ‘-v’ option to a dials command line program, but this is probably only helpful if something has gone wrong and you are trying to track down why.

Inspecting the beginning of the log shows that the indexing step is done at a resolution lower than the full dataset; 1.84 Å:

 9Found max_cell: 94.4 Angstrom
10Setting d_min: 1.84
11FFT gridding: (256,256,256)

The resolution limit of data that can be used in indexing is determined by the size of the 3D FFT grid, and the likely maximum cell dimension. Here we used the default 256³ grid points. These are used to make an initial estimate for the unit cell parameters.

What then follows are ‘macro-cycles’ of refinement where the experimental model is first tuned to get the best possible fit from the data, and then the resolution limit is reduced to cover more data than the previous cycle. 16 parameters of the diffraction geometry are tuned - 6 for the detector, one for beam angle, 3 crystal orientation angles and the 6 triclinic cell parameters. At each stage only 36000 reflections are used in the refinement job. In order to save time, a subset of the input reflections are used - by default using 100 reflections for every degree of the 360° scan.

We see that the first macrocycle of refinement makes a big improvement in the positional RMSDs:

126+--------+--------+----------+----------+------------+
127|   Step |   Nref |   RMSD_X |   RMSD_Y |   RMSD_Phi |
128|        |        |     (mm) |     (mm) |      (deg) |
129|--------+--------+----------+----------+------------|
130|      0 |  36000 | 0.56197  | 0.55131  |    0.13413 |
131|      1 |  36000 | 0.24338  | 0.26503  |    0.15575 |
132|      2 |  36000 | 0.10648  | 0.13198  |    0.13476 |
133|      3 |  36000 | 0.055785 | 0.059567 |    0.10888 |
134|      4 |  36000 | 0.051066 | 0.052336 |    0.10514 |
135|      5 |  36000 | 0.050906 | 0.052372 |    0.10505 |
136|      6 |  36000 | 0.050901 | 0.052378 |    0.10505 |
137+--------+--------+----------+----------+------------+

Second and subsequent macrocycles are refined using the same number of reflections, but after extending to higher resolution. The RMSDs at the start of each cycle start off worse than at the end of the previous cycle, because the best fit model for lower resolution data is being applied to higher resolution reflections. As long as each macrocyle shows a reduction in RMSDs then refinement is doing its job of extending the applicability of the model out to a new resolution limit, until eventually the highest resolution strong spots have been included. The final macrocycle includes data out to 1.30 Å and produces a final model with RMSDs of 0.050 mm in X, 0.049 mm in Y and 0.104° in φ, corresponding to 0.29 pixels in X, 0.28 pixels in Y and 0.21 image widths in φ.

Despite the high quality of this data, we notice from the log that at each macrocycle there were some outliers identified and removed from refinement as resolution increases. Large outliers can dominate refinement using a least squares target, so it is important to be able to remove these. More about this is discussed below in Refinement. It’s also worth checking the total number of reflections that were unable to be assigned an index:

549+------------+-------------+---------------+-------------+
550|   Imageset |   # indexed |   # unindexed | % indexed   |
551|------------+-------------+---------------+-------------|
552|          0 |      107264 |           733 | 99.3%       |
553+------------+-------------+---------------+-------------+

because this can be an indication of poor data quality or a sign that more care needs to be taken in selecting the strategy used by dials.index.

After indexing it can be useful to inspect the reciprocal lattice again:

dials.reciprocal_lattice_viewer indexed.expt indexed.refl

Now indexed/unindexed spots are differentiated by colour, and it is possible to see which spots were marked by dials.refine as outliers. If you have a dataset with multiple lattices present, it may be possible to spot them in the unindexed reflections.

In this case, we can see that the refinement has clearly resolved whatever systematic error was causing distortions in the reciprocal space view, and the determined reciprocal unit cell fits the data well:

../../_images/reciprocal_lattice_indexed.png

Bravais Lattice Refinement

Since we didn’t know the Bravais lattice before indexing, we can now use dials.refine_bravais_settings to determine likely candidates. This takes the results of the P1 autoindexing and runs refinement with all of the possible Bravais settings applied, allowing you to choose your preferred solution:

dials.refine_bravais_settings indexed.expt indexed.refl

giving a table containing scoring data and unit cell for each Bravais setting:

Chiral space groups corresponding to each Bravais lattice:
aP: P1
mP: P2 P21
mC: C2
oC: C2221 C222
+------------+--------------+--------+--------------+----------+-----------+------------------------------------------+----------+------------+
|   Solution |   Metric fit |   rmsd | min/max cc   |   #spots | lattice   | unit_cell                                |   volume | cb_op      |
|------------+--------------+--------+--------------+----------+-----------+------------------------------------------+----------+------------|
|          5 |       3.0457 |  2.375 | 0.604/0.968  |    35999 | oC        | 52.59  60.69  68.41  90.00  90.00  90.00 |   218334 | a+b,-a+b,c |
|          4 |       3.0455 |  2.384 | 0.609/0.609  |    35999 | mC        | 60.65  52.58  68.39  90.00  89.94  90.00 |   218080 | a-b,a+b,c  |
|          3 |       3.0457 |  2.378 | 0.604/0.604  |    36000 | mP        | 40.14  68.34  40.09  90.00  98.16  90.00 |   108857 | -a,-c,-b   |
|   *      2 |       0.0326 |  0.072 | 0.968/0.968  |    36000 | mC        | 53.17  61.25  69.29  90.00  93.05  90.00 |   225340 | a+b,-a+b,c |
|   *      1 |       0      |  0.07  | -/-          |    36000 | aP        | 40.55  40.56  69.29  92.02  91.97  98.08 |   112674 | a,b,c      |
+------------+--------------+--------+--------------+----------+-----------+------------------------------------------+----------+------------+
* = recommended solution

Saving summary as bravais_summary.json
Saving solution 5 as bravais_setting_5.expt
Saving solution 4 as bravais_setting_4.expt
Saving solution 3 as bravais_setting_3.expt
Saving solution 2 as bravais_setting_2.expt
Saving solution 1 as bravais_setting_1.expt

The scores include the metric fit (in degrees), RMSDs (in mm), and the best and worse correlation coefficients for data related by symmetry elements implied by the lowest symmetry space group from the Bravais setting. This uses the raw spot intensity measurement from the spot- finding procedure (uncorrected and unscaled) but provides a very useful check to see if the data does appear to adhere to the proposed symmetry operators.

A separate bravais_setting_N.expt experiments file is written for each plausible lattice type, corresponding to the solution index. In this example we choose to continue processing with bravais_setting_2.expt, which is the highest symmetry suggested result - the options 3, 4, 5 have higher symmetries, but at the cost of a steep jump in RMSd’s and worsening of fit.

In cases where the change of basis operator to the chosen setting is the identity operator (a,b,c) we can proceed directly to further refinement. However, we notice that the change of basis operator for our chosen solution is a+b,-a+b,c, so it is necessary to reindex the indexed.refl file output by using dials.reindex:

dials.reindex indexed.refl change_of_basis_op=a+b,-a+b,c

This outputs the file reindexed.refl which we now use as input to downstream programs, in place of the original indexed.refl.

Refinement

The model is already refined during indexing, but we can also add explicit refinement steps using dials.refine in here, to use all reflections in refinement rather than a subset and to fit a scan-varying model of the crystal. There are many options to refinement - to show all the options up to and including expert_level=1 use this command:

dials.refine -c -e 1

and descriptions of each of the options can be included by adding -a1 to the command. All of the main DIALS tools have equivalent command-line options to list available options.

To refine a static model including the monoclinic constraints from dials.refine_bravais_settings run:

dials.refine bravais_setting_2.expt reindexed.refl scan_varying=false

Show/Hide Log

 1DIALS 3.dev.617-g669c71566-release
 2The following parameters have been modified:
 3
 4refinement {
 5  parameterisation {
 6    scan_varying = False
 7  }
 8}
 9input {
10  experiments = bravais_setting_2.expt
11  reflections = reindexed.refl
12}
13
14Configuring refiner
15
16Summary statistics for 106891 observations matched to predictions:
17+-------------------+--------+----------+------------+---------+--------+
18|                   |    Min |       Q1 |        Med |      Q3 |    Max |
19|-------------------+--------+----------+------------+---------+--------|
20| Xc - Xo (mm)      | -1.948 | -0.03532 | -7.621e-05 | 0.03409 | 0.3577 |
21| Yc - Yo (mm)      | -1.174 | -0.03515 | -0.0003891 | 0.03422 |  1.681 |
22| Phic - Phio (deg) | -1.047 | -0.08285 |  0.0008039 | 0.08427 |  1.356 |
23| X weights         |    194 |    381.9 |      396.8 |   403.2 |  405.6 |
24| Y weights         |  143.8 |    365.1 |      389.4 |   401.6 |  405.6 |
25| Phi weights       |  39.29 |    47.95 |         48 |      48 |     48 |
26+-------------------+--------+----------+------------+---------+--------+
27
28Detecting centroid outliers using the MCD algorithm
2911193 reflections have been flagged as outliers
3095698 reflections remain in the manager
31
32Summary statistics for 95698 observations matched to predictions:
33+-------------------+---------+----------+------------+---------+--------+
34|                   |     Min |       Q1 |        Med |      Q3 |    Max |
35|-------------------+---------+----------+------------+---------+--------|
36| Xc - Xo (mm)      | -0.1758 | -0.03396 |  -0.001026 | 0.03026 | 0.1723 |
37| Yc - Yo (mm)      | -0.1843 | -0.03204 | -0.0007666 | 0.02984 | 0.2342 |
38| Phic - Phio (deg) | -0.3632 | -0.07953 |   0.000807 | 0.08146 | 0.3193 |
39| X weights         |   210.9 |    385.4 |      398.2 |   403.6 |  405.6 |
40| Y weights         |   143.8 |    370.6 |      392.1 |   402.2 |  405.6 |
41| Phi weights       |   40.76 |    47.94 |         48 |      48 |     48 |
42+-------------------+---------+----------+------------+---------+--------+
43
44There are 14 parameters to refine against 95698 reflections in 3 dimensions
45Performing refinement of a single Experiment...
46
47Refinement steps:
48+--------+--------+----------+----------+------------+
49|   Step |   Nref |   RMSD_X |   RMSD_Y |   RMSD_Phi |
50|        |        |     (mm) |     (mm) |      (deg) |
51|--------+--------+----------+----------+------------|
52|      0 |  95698 | 0.046351 | 0.048046 |    0.10464 |
53|      1 |  95698 | 0.046288 | 0.04797  |    0.10468 |
54|      2 |  95698 | 0.046268 | 0.047948 |    0.10474 |
55|      3 |  95698 | 0.046272 | 0.047935 |    0.10476 |
56|      4 |  95698 | 0.046276 | 0.04793  |    0.10476 |
57+--------+--------+----------+----------+------------+
58RMSD no longer decreasing
59
60RMSDs by experiment:
61+-------+--------+----------+----------+------------+
62|   Exp |   Nref |   RMSD_X |   RMSD_Y |     RMSD_Z |
63|    id |        |     (px) |     (px) |   (images) |
64|-------+--------+----------+----------+------------|
65|     0 |  95698 |  0.26904 |  0.27867 |    0.20952 |
66+-------+--------+----------+----------+------------+
67Updating predictions for indexed reflections
68
69Final refined crystal model:
70Crystal:
71    Unit cell: 53.1698(3), 61.2427(5), 69.2884(5), 90.0, 93.04558(17), 90.0
72    Space group: C 1 2 1
73    U matrix:  {{ 0.9560, -0.2863,  0.0639},
74                { 0.0114,  0.2539,  0.9672},
75                {-0.2931, -0.9239,  0.2460}}
76    B matrix:  {{ 0.0188,  0.0000,  0.0000},
77                {-0.0000,  0.0163,  0.0000},
78                { 0.0010, -0.0000,  0.0145}}
79    A = UB:    {{ 0.0180, -0.0047,  0.0009},
80                { 0.0012,  0.0041,  0.0140},
81                {-0.0053, -0.0151,  0.0036}}
82Saving refined experiments to refined.expt
83Saving reflections with updated predictions to refined.refl

This uses all reflections in refinement rather than a subset and provided a small reduction in RMSDs, writing the results out to refined.expt and refined.refl.

However, the refined model is still static over the whole dataset. We may want to do an additional refinement job to fit a more sophisticated model for the crystal, allowing small misset rotations to occur over the course of the scan. There are usually even small changes to the cell dimensions (typically resulting in a net increase in cell volume) caused by exposure to radiation during data collection. To account for both of these effects we can extend our parameterisation to obtain a smoothed scan-varying model for both the crystal orientation and unit cell. This means running a further refinement job starting from the output of the previous job:

dials.refine refined.expt refined.refl scan_varying=true

Show/Hide Log

 1DIALS 3.dev.617-g669c71566-release
 2The following parameters have been modified:
 3
 4refinement {
 5  parameterisation {
 6    scan_varying = True
 7  }
 8}
 9input {
10  experiments = refined.expt
11  reflections = refined.refl
12}
13
14Configuring refiner
15
16Summary statistics for 106889 observations matched to predictions:
17+-------------------+--------+----------+------------+---------+--------+
18|                   |    Min |       Q1 |        Med |      Q3 |    Max |
19|-------------------+--------+----------+------------+---------+--------|
20| Xc - Xo (mm)      |  -1.94 | -0.03432 |  0.0006267 | 0.03483 | 0.3635 |
21| Yc - Yo (mm)      | -1.181 | -0.03496 | -9.466e-05 | 0.03451 |  1.727 |
22| Phic - Phio (deg) | -1.061 |  -0.0839 |  3.415e-05 | 0.08361 |  1.378 |
23| X weights         |    194 |    381.9 |      396.8 |   403.2 |  405.6 |
24| Y weights         |  143.8 |    365.1 |      389.4 |   401.6 |  405.6 |
25| Phi weights       |  39.29 |    47.95 |         48 |      48 |     48 |
26+-------------------+--------+----------+------------+---------+--------+
27
28Detecting centroid outliers using the MCD algorithm
2911474 reflections have been flagged as outliers
3095415 reflections remain in the manager
31
32Summary statistics for 95415 observations matched to predictions:
33+-------------------+---------+----------+------------+---------+--------+
34|                   |     Min |       Q1 |        Med |      Q3 |    Max |
35|-------------------+---------+----------+------------+---------+--------|
36| Xc - Xo (mm)      | -0.1597 | -0.03294 |  -0.000389 | 0.03063 | 0.1746 |
37| Yc - Yo (mm)      | -0.1822 |  -0.0315 | -0.0003536 | 0.03033 | 0.2338 |
38| Phic - Phio (deg) | -0.3681 | -0.08071 | -7.198e-05 | 0.08054 | 0.3162 |
39| X weights         |   210.9 |    385.5 |      398.2 |   403.6 |  405.6 |
40| Y weights         |   143.8 |    370.7 |      392.1 |   402.3 |  405.6 |
41| Phi weights       |   40.76 |    47.94 |         48 |      48 |     48 |
42+-------------------+---------+----------+------------+---------+--------+
43
44There are 91 parameters to refine against 95415 reflections in 3 dimensions
45Performing refinement of a single Experiment...
46
47Refinement steps:
48+--------+--------+----------+----------+------------+
49|   Step |   Nref |   RMSD_X |   RMSD_Y |   RMSD_Phi |
50|        |        |     (mm) |     (mm) |      (deg) |
51|--------+--------+----------+----------+------------|
52|      0 |  95415 | 0.045994 | 0.047882 |    0.1047  |
53|      1 |  95415 | 0.043137 | 0.040683 |    0.10342 |
54|      2 |  95415 | 0.041146 | 0.039717 |    0.1028  |
55|      3 |  95415 | 0.040602 | 0.039511 |    0.10247 |
56|      4 |  95415 | 0.040487 | 0.039501 |    0.10226 |
57|      5 |  95415 | 0.040464 | 0.039497 |    0.10216 |
58|      6 |  95415 | 0.040459 | 0.039496 |    0.10214 |
59|      7 |  95415 | 0.040458 | 0.039497 |    0.10214 |
60+--------+--------+----------+----------+------------+
61RMSD no longer decreasing
62
63RMSDs by experiment:
64+-------+--------+----------+----------+------------+
65|   Exp |   Nref |   RMSD_X |   RMSD_Y |     RMSD_Z |
66|    id |        |     (px) |     (px) |   (images) |
67|-------+--------+----------+----------+------------|
68|     0 |  95415 |  0.23522 |  0.22963 |    0.20428 |
69+-------+--------+----------+----------+------------+
70Updating predictions for indexed reflections
71
72Final refined crystal model:
73Crystal:
74    Unit cell: 53.1698(3), 61.2427(5), 69.2884(5), 90.0, 93.04558(17), 90.0
75    Space group: C 1 2 1
76    U matrix:  {{ 0.9560, -0.2863,  0.0639},
77                { 0.0114,  0.2539,  0.9672},
78                {-0.2931, -0.9239,  0.2460}}
79    B matrix:  {{ 0.0188,  0.0000,  0.0000},
80                { 0.0000,  0.0163,  0.0000},
81                { 0.0010, -0.0000,  0.0145}}
82    A = UB:    {{ 0.0180, -0.0047,  0.0009},
83                { 0.0012,  0.0041,  0.0140},
84                {-0.0053, -0.0151,  0.0036}}
85    A sampled at 721 scan points
86Saving refined experiments to refined.expt
87Saving reflections with updated predictions to refined.refl

which writes over the refined.expt and refined.refl from the previous refinement step. By default the scan-varying refinement looks for smooth changes over an interval of 36° intervals, to avoid fitting unphysical models to noise, though this parameter can be tuned. We can use the HTML report, described shortly, to view the results of fitting to smoothly varying crystal cell parameters:

../../_images/scan_varying.png

In this tutorial, we see no overall increase in all three cell parameters. If significant cell volume increases had been observed that might be indicative of radiation damage. However we can’t yet conclude that there is no radiation damage from the lack of considerable change observed.

Integration

After the refinement is done the next step is integration, which is performed by the program dials.integrate. Mostly, the default parameters are fine for Pilatus data, which will perform XDS-like 3D profile fitting while using a generalized linear model in order to fit a Poisson-distributed background model. We will also increase the number of processors used to speed the job up.

dials.integrate refined.expt refined.refl nproc=4

Show/Hide Log

   1DIALS 3.dev.617-g669c71566-release
   2The following parameters have been modified:
   3integration {
   4  mp {
   5    nproc = 4
   6  }
   7}
   8input {
   9  experiments = refined.expt
  10  reflections = refined.refl
  11}
  12
  13
  14================================================================================
  15
  16Experiments
  17
  18Models for experiment 0
  19
  20Beam:
  21    wavelength: 1.23985
  22    sample to source direction : {0.000829704,-0,1}
  23    divergence: 0
  24    sigma divergence: 0
  25    polarization normal: {0,1,0}
  26    polarization fraction: 0.999
  27
  28Detector:
  29Panel:
  30  name: Panel
  31  type: SENSOR_PAD
  32  identifier: 
  33  pixel_size:{0.172,0.172}
  34  image_size: {2463,2527}
  35  trusted_range: {-1,1.22424e+06}
  36  thickness: 0.32
  37  material: Si
  38  mu: 7.89652
  39  gain: 1
  40  pedestal: 0
  41  fast_axis: {0.999913,-0.005565,-0.0119294}
  42  slow_axis: {-0.00567791,-0.999939,-0.00945161}
  43  origin: {-217.505,210.385,-164.522}
  44  distance: 169.088
  45  pixel to millimeter strategy: ParallaxCorrectedPxMmStrategy
  46    mu: 7.89652
  47    t0: 0.32
  48
  49Goniometer:
  50    Rotation axis:   {1,0,0}
  51    Fixed rotation:  {0.965028,0.0598562,-0.255222,-0.128604,-0.74028,-0.659883,-0.228434,0.669628,-0.706694}
  52    Setting rotation:{1,0,0,0,1,0,0,0,1}
  53    Axis #0 (GON_PHI):  {1,0,0}
  54    Axis #1 (GON_KAPPA):  {0.914,0.279,-0.297}
  55    Axis #2 (GON_OMEGA):  {1,0,0}
  56    Angles: 102.6,37.9,0
  57    scan axis: #2 (GON_OMEGA)
  58
  59Scan:
  60    number of images:   720
  61    image range:   {1,720}
  62    oscillation:   {0,0.5}
  63    exposure time: 0.5
  64
  65Crystal:
  66    Unit cell: 53.1698(3), 61.2427(5), 69.2884(5), 90.0, 93.04558(17), 90.0
  67    Space group: C 1 2 1
  68    U matrix:  {{ 0.9560, -0.2863,  0.0639},
  69                { 0.0114,  0.2539,  0.9672},
  70                {-0.2931, -0.9239,  0.2460}}
  71    B matrix:  {{ 0.0188,  0.0000,  0.0000},
  72                { 0.0000,  0.0163,  0.0000},
  73                { 0.0010, -0.0000,  0.0145}}
  74    A = UB:    {{ 0.0180, -0.0047,  0.0009},
  75                { 0.0012,  0.0041,  0.0140},
  76                {-0.0053, -0.0151,  0.0036}}
  77    A sampled at 721 scan points
  78
  79================================================================================
  80
  81Initialising
  82Processing reference reflections
  83 read 107999 strong spots
  84 removing 735 unindexed reflections
  85 removing 11850 reflections marked as bad for refinement
  86 using 95414 indexed reflections
  87 found 12585 junk reflections
  88 masked neighbouring pixels in 4 shoeboxes
  89
  90================================================================================
  91
  92Predicting reflections
  93Prediction type: scan varying crystal prediction
  94Predicted 368592 reflections
  95Matching reference spots with predicted reflections
  96 95414 observed reflections input
  97 368592 reflections predicted
  98 95414 reflections matched
  99 95414 reflections accepted
 100Using 95414 / 95414 reflections for sigma calculation
 101Calculating E.S.D Beam Divergence.
 102Calculating E.S.D Reflecting Range (mosaicity).
 103 sigma b: 0.044176 degrees
 104 sigma m: 0.057791 degrees
 105================================================================================
 106
 107Processing reflections
 108
 109 Processing the following experiments:
 110
 111 Experiments: 1
 112 Beams:       1
 113 Detectors:   1
 114 Goniometers: 1
 115 Scans:       1
 116 Crystals:    1
 117 Imagesets:   1
 118
 119================================================================================
 120
 121Modelling reflection profiles
 122
 123 Split 13 reflections overlapping job boundaries
 124
 125Memory situation report:
 126  Available system memory (excluding swap)          :128.7 GB
 127  Available swap memory                             :  7.5 GB
 128  Available system memory (including swap)          :136.2 GB
 129  Maximum memory for processing (including swap)    :122.6 GB
 130  Maximum memory for processing (excluding swap)    :115.8 GB
 131  no memory ulimit set
 132  Memory required per process                       :  0.0 GB
 133
 134Processing reflections in the following blocks of images:
 135
 136 block_size: Auto 
 137
 138+-----+---------+--------------+------------+--------------+------------+-----------------+
 139|   # |   Group |   Frame From |   Frame To |   Angle From |   Angle To |   # Reflections |
 140|-----+---------+--------------+------------+--------------+------------+-----------------|
 141|   0 |       0 |            1 |        183 |            0 |       91.5 |           26312 |
 142|   1 |       0 |          181 |        363 |           90 |      181.5 |           22782 |
 143|   2 |       0 |          361 |        543 |          180 |      271.5 |           23862 |
 144|   3 |       0 |          541 |        720 |          270 |      360   |           22471 |
 145+-----+---------+--------------+------------+--------------+------------+-----------------+
 146
 147 Using multiprocessing with 4 parallel job(s)
 148
 149
 150 Frames: 1 -> 183
 151
 152 Number of reflections
 153  Partial:     91
 154  Full:        26221
 155  In ice ring: 0
 156  Total:       26312
 157
 158
 159 Frames: 181 -> 363
 160
 161 Number of reflections
 162  Partial:     7
 163  Full:        22775
 164  In ice ring: 0
 165  Total:       22782
 166
 167
 168 Frames: 361 -> 543
 169
 170 Number of reflections
 171  Partial:     10
 172  Full:        23852
 173  In ice ring: 0
 174  Total:       23862
 175
 176
 177 Frames: 541 -> 720
 178
 179 Number of reflections
 180  Partial:     75
 181  Full:        22396
 182  In ice ring: 0
 183  Total:       22471
 184
 185
 186 Summary of profile model
 187+------+-----------+-----------+----------+----------+----------+-----------------+
 188|   ID |   Profile | Created   |   X (px) |   Y (px) |   Z (im) |   # reflections |
 189|------+-----------+-----------+----------+----------+----------+-----------------|
 190|    0 |         0 | True      |    410.5 |   421.17 |        5 |            1689 |
 191|    0 |         1 | True      |   1231.5 |   421.17 |        5 |            2008 |
 192|    0 |         2 | True      |   2052.5 |   421.17 |        5 |            1807 |
 193|    0 |         3 | True      |    410.5 |  1263.5  |        5 |            2341 |
 194|    0 |         4 | True      |   1231.5 |  1263.5  |        5 |            2815 |
 195|    0 |         5 | True      |   2052.5 |  1263.5  |        5 |            2569 |
 196|    0 |         6 | True      |    410.5 |  2105.83 |        5 |            1756 |
 197|    0 |         7 | True      |   1231.5 |  2105.83 |        5 |            2168 |
 198|    0 |         8 | True      |   2052.5 |  2105.83 |        5 |            1965 |
 199|    0 |         9 | True      |    410.5 |   421.17 |       15 |            2560 |
 200|    0 |        10 | True      |   1231.5 |   421.17 |       15 |            3052 |
 201|    0 |        11 | True      |   2052.5 |   421.17 |       15 |            2733 |
 202|    0 |        12 | True      |    410.5 |  1263.5  |       15 |            3546 |
 203|    0 |        13 | True      |   1231.5 |  1263.5  |       15 |            4266 |
 204|    0 |        14 | True      |   2052.5 |  1263.5  |       15 |            3869 |
 205|    0 |        15 | True      |    410.5 |  2105.83 |       15 |            2654 |
 206|    0 |        16 | True      |   1231.5 |  2105.83 |       15 |            3274 |
 207|    0 |        17 | True      |   2052.5 |  2105.83 |       15 |            2953 |
 208|    0 |        18 | True      |    410.5 |   421.17 |       25 |            2634 |
 209|    0 |        19 | True      |   1231.5 |   421.17 |       25 |            3140 |
 210|    0 |        20 | True      |   2052.5 |   421.17 |       25 |            2788 |
 211|    0 |        21 | True      |    410.5 |  1263.5  |       25 |            3602 |
 212|    0 |        22 | True      |   1231.5 |  1263.5  |       25 |            4310 |
 213|    0 |        23 | True      |   2052.5 |  1263.5  |       25 |            3881 |
 214|    0 |        24 | True      |    410.5 |  2105.83 |       25 |            2613 |
 215|    0 |        25 | True      |   1231.5 |  2105.83 |       25 |            3202 |
 216|    0 |        26 | True      |   2052.5 |  2105.83 |       25 |            2874 |
 217|    0 |        27 | True      |    410.5 |   421.17 |       35 |            2692 |
 218|    0 |        28 | True      |   1231.5 |   421.17 |       35 |            3208 |
 219|    0 |        29 | True      |   2052.5 |   421.17 |       35 |            2844 |
 220|    0 |        30 | True      |    410.5 |  1263.5  |       35 |            3645 |
 221|    0 |        31 | True      |   1231.5 |  1263.5  |       35 |            4342 |
 222|    0 |        32 | True      |   2052.5 |  1263.5  |       35 |            3901 |
 223|    0 |        33 | True      |    410.5 |  2105.83 |       35 |            2562 |
 224|    0 |        34 | True      |   1231.5 |  2105.83 |       35 |            3129 |
 225|    0 |        35 | True      |   2052.5 |  2105.83 |       35 |            2808 |
 226|    0 |        36 | True      |    410.5 |   421.17 |       45 |            2752 |
 227|    0 |        37 | True      |   1231.5 |   421.17 |       45 |            3266 |
 228|    0 |        38 | True      |   2052.5 |   421.17 |       45 |            2896 |
 229|    0 |        39 | True      |    410.5 |  1263.5  |       45 |            3630 |
 230|    0 |        40 | True      |   1231.5 |  1263.5  |       45 |            4292 |
 231|    0 |        41 | True      |   2052.5 |  1263.5  |       45 |            3870 |
 232|    0 |        42 | True      |    410.5 |  2105.83 |       45 |            2446 |
 233|    0 |        43 | True      |   1231.5 |  2105.83 |       45 |            2968 |
 234|    0 |        44 | True      |   2052.5 |  2105.83 |       45 |            2687 |
 235|    0 |        45 | True      |    410.5 |   421.17 |       55 |            2821 |
 236|    0 |        46 | True      |   1231.5 |   421.17 |       55 |            3331 |
 237|    0 |        47 | True      |   2052.5 |   421.17 |       55 |            2949 |
 238|    0 |        48 | True      |    410.5 |  1263.5  |       55 |            3631 |
 239|    0 |        49 | True      |   1231.5 |  1263.5  |       55 |            4268 |
 240|    0 |        50 | True      |   2052.5 |  1263.5  |       55 |            3840 |
 241|    0 |        51 | True      |    410.5 |  2105.83 |       55 |            2381 |
 242|    0 |        52 | True      |   1231.5 |  2105.83 |       55 |            2869 |
 243|    0 |        53 | True      |   2052.5 |  2105.83 |       55 |            2598 |
 244|    0 |        54 | True      |    410.5 |   421.17 |       65 |            2877 |
 245|    0 |        55 | True      |   1231.5 |   421.17 |       65 |            3406 |
 246|    0 |        56 | True      |   2052.5 |   421.17 |       65 |            2990 |
 247|    0 |        57 | True      |    410.5 |  1263.5  |       65 |            3629 |
 248|    0 |        58 | True      |   1231.5 |  1263.5  |       65 |            4266 |
 249|    0 |        59 | True      |   2052.5 |  1263.5  |       65 |            3815 |
 250|    0 |        60 | True      |    410.5 |  2105.83 |       65 |            2302 |
 251|    0 |        61 | True      |   1231.5 |  2105.83 |       65 |            2763 |
 252|    0 |        62 | True      |   2052.5 |  2105.83 |       65 |            2500 |
 253|    0 |        63 | True      |    410.5 |   421.17 |       75 |            2984 |
 254|    0 |        64 | True      |   1231.5 |   421.17 |       75 |            3538 |
 255|    0 |        65 | True      |   2052.5 |   421.17 |       75 |            3077 |
 256|    0 |        66 | True      |    410.5 |  1263.5  |       75 |            3674 |
 257|    0 |        67 | True      |   1231.5 |  1263.5  |       75 |            4329 |
 258|    0 |        68 | True      |   2052.5 |  1263.5  |       75 |            3835 |
 259|    0 |        69 | True      |    410.5 |  2105.83 |       75 |            2244 |
 260|    0 |        70 | True      |   1231.5 |  2105.83 |       75 |            2704 |
 261|    0 |        71 | True      |   2052.5 |  2105.83 |       75 |            2431 |
 262|    0 |        72 | True      |    410.5 |   421.17 |       85 |            3027 |
 263|    0 |        73 | True      |   1231.5 |   421.17 |       85 |            3617 |
 264|    0 |        74 | True      |   2052.5 |   421.17 |       85 |            3137 |
 265|    0 |        75 | True      |    410.5 |  1263.5  |       85 |            3681 |
 266|    0 |        76 | True      |   1231.5 |  1263.5  |       85 |            4370 |
 267|    0 |        77 | True      |   2052.5 |  1263.5  |       85 |            3865 |
 268|    0 |        78 | True      |    410.5 |  2105.83 |       85 |            2172 |
 269|    0 |        79 | True      |   1231.5 |  2105.83 |       85 |            2650 |
 270|    0 |        80 | True      |   2052.5 |  2105.83 |       85 |            2406 |
 271|    0 |        81 | True      |    410.5 |   421.17 |       95 |            3140 |
 272|    0 |        82 | True      |   1231.5 |   421.17 |       95 |            3746 |
 273|    0 |        83 | True      |   2052.5 |   421.17 |       95 |            3229 |
 274|    0 |        84 | True      |    410.5 |  1263.5  |       95 |            3744 |
 275|    0 |        85 | True      |   1231.5 |  1263.5  |       95 |            4444 |
 276|    0 |        86 | True      |   2052.5 |  1263.5  |       95 |            3908 |
 277|    0 |        87 | True      |    410.5 |  2105.83 |       95 |            2161 |
 278|    0 |        88 | True      |   1231.5 |  2105.83 |       95 |            2644 |
 279|    0 |        89 | True      |   2052.5 |  2105.83 |       95 |            2399 |
 280|    0 |        90 | True      |    410.5 |   421.17 |      105 |            3174 |
 281|    0 |        91 | True      |   1231.5 |   421.17 |      105 |            3784 |
 282|    0 |        92 | True      |   2052.5 |   421.17 |      105 |            3278 |
 283|    0 |        93 | True      |    410.5 |  1263.5  |      105 |            3753 |
 284|    0 |        94 | True      |   1231.5 |  1263.5  |      105 |            4452 |
 285|    0 |        95 | True      |   2052.5 |  1263.5  |      105 |            3926 |
 286|    0 |        96 | True      |    410.5 |  2105.83 |      105 |            2132 |
 287|    0 |        97 | True      |   1231.5 |  2105.83 |      105 |            2604 |
 288|    0 |        98 | True      |   2052.5 |  2105.83 |      105 |            2379 |
 289|    0 |        99 | True      |    410.5 |   421.17 |      115 |            3276 |
 290|    0 |       100 | True      |   1231.5 |   421.17 |      115 |            3888 |
 291|    0 |       101 | True      |   2052.5 |   421.17 |      115 |            3346 |
 292|    0 |       102 | True      |    410.5 |  1263.5  |      115 |            3805 |
 293|    0 |       103 | True      |   1231.5 |  1263.5  |      115 |            4492 |
 294|    0 |       104 | True      |   2052.5 |  1263.5  |      115 |            3927 |
 295|    0 |       105 | True      |    410.5 |  2105.83 |      115 |            2147 |
 296|    0 |       106 | True      |   1231.5 |  2105.83 |      115 |            2602 |
 297|    0 |       107 | True      |   2052.5 |  2105.83 |      115 |            2351 |
 298|    0 |       108 | True      |    410.5 |   421.17 |      125 |            3237 |
 299|    0 |       109 | True      |   1231.5 |   421.17 |      125 |            3828 |
 300|    0 |       110 | True      |   2052.5 |   421.17 |      125 |            3263 |
 301|    0 |       111 | True      |    410.5 |  1263.5  |      125 |            3721 |
 302|    0 |       112 | True      |   1231.5 |  1263.5  |      125 |            4382 |
 303|    0 |       113 | True      |   2052.5 |  1263.5  |      125 |            3792 |
 304|    0 |       114 | True      |    410.5 |  2105.83 |      125 |            2132 |
 305|    0 |       115 | True      |   1231.5 |  2105.83 |      125 |            2572 |
 306|    0 |       116 | True      |   2052.5 |  2105.83 |      125 |            2307 |
 307|    0 |       117 | True      |    410.5 |   421.17 |      135 |            3213 |
 308|    0 |       118 | True      |   1231.5 |   421.17 |      135 |            3779 |
 309|    0 |       119 | True      |   2052.5 |   421.17 |      135 |            3198 |
 310|    0 |       120 | True      |    410.5 |  1263.5  |      135 |            3663 |
 311|    0 |       121 | True      |   1231.5 |  1263.5  |      135 |            4294 |
 312|    0 |       122 | True      |   2052.5 |  1263.5  |      135 |            3687 |
 313|    0 |       123 | True      |    410.5 |  2105.83 |      135 |            2138 |
 314|    0 |       124 | True      |   1231.5 |  2105.83 |      135 |            2568 |
 315|    0 |       125 | True      |   2052.5 |  2105.83 |      135 |            2280 |
 316|    0 |       126 | True      |    410.5 |   421.17 |      145 |            3115 |
 317|    0 |       127 | True      |   1231.5 |   421.17 |      145 |            3660 |
 318|    0 |       128 | True      |   2052.5 |   421.17 |      145 |            3107 |
 319|    0 |       129 | True      |    410.5 |  1263.5  |      145 |            3558 |
 320|    0 |       130 | True      |   1231.5 |  1263.5  |      145 |            4167 |
 321|    0 |       131 | True      |   2052.5 |  1263.5  |      145 |            3589 |
 322|    0 |       132 | True      |    410.5 |  2105.83 |      145 |            2146 |
 323|    0 |       133 | True      |   1231.5 |  2105.83 |      145 |            2571 |
 324|    0 |       134 | True      |   2052.5 |  2105.83 |      145 |            2287 |
 325|    0 |       135 | True      |    410.5 |   421.17 |      155 |            3049 |
 326|    0 |       136 | True      |   1231.5 |   421.17 |      155 |            3579 |
 327|    0 |       137 | True      |   2052.5 |   421.17 |      155 |            3062 |
 328|    0 |       138 | True      |    410.5 |  1263.5  |      155 |            3495 |
 329|    0 |       139 | True      |   1231.5 |  1263.5  |      155 |            4088 |
 330|    0 |       140 | True      |   2052.5 |  1263.5  |      155 |            3550 |
 331|    0 |       141 | True      |    410.5 |  2105.83 |      155 |            2147 |
 332|    0 |       142 | True      |   1231.5 |  2105.83 |      155 |            2581 |
 333|    0 |       143 | True      |   2052.5 |  2105.83 |      155 |            2301 |
 334|    0 |       144 | True      |    410.5 |   421.17 |      165 |            3025 |
 335|    0 |       145 | True      |   1231.5 |   421.17 |      165 |            3546 |
 336|    0 |       146 | True      |   2052.5 |   421.17 |      165 |            3018 |
 337|    0 |       147 | True      |    410.5 |  1263.5  |      165 |            3480 |
 338|    0 |       148 | True      |   1231.5 |  1263.5  |      165 |            4061 |
 339|    0 |       149 | True      |   2052.5 |  1263.5  |      165 |            3514 |
 340|    0 |       150 | True      |    410.5 |  2105.83 |      165 |            2193 |
 341|    0 |       151 | True      |   1231.5 |  2105.83 |      165 |            2632 |
 342|    0 |       152 | True      |   2052.5 |  2105.83 |      165 |            2332 |
 343|    0 |       153 | True      |    410.5 |   421.17 |      175 |            2951 |
 344|    0 |       154 | True      |   1231.5 |   421.17 |      175 |            3465 |
 345|    0 |       155 | True      |   2052.5 |   421.17 |      175 |            2938 |
 346|    0 |       156 | True      |    410.5 |  1263.5  |      175 |            3395 |
 347|    0 |       157 | True      |   1231.5 |  1263.5  |      175 |            3962 |
 348|    0 |       158 | True      |   2052.5 |  1263.5  |      175 |            3423 |
 349|    0 |       159 | True      |    410.5 |  2105.83 |      175 |            2188 |
 350|    0 |       160 | True      |   1231.5 |  2105.83 |      175 |            2626 |
 351|    0 |       161 | True      |   2052.5 |  2105.83 |      175 |            2319 |
 352|    0 |       162 | True      |    410.5 |   421.17 |      185 |            2904 |
 353|    0 |       163 | True      |   1231.5 |   421.17 |      185 |            3408 |
 354|    0 |       164 | True      |   2052.5 |   421.17 |      185 |            2894 |
 355|    0 |       165 | True      |    410.5 |  1263.5  |      185 |            3330 |
 356|    0 |       166 | True      |   1231.5 |  1263.5  |      185 |            3883 |
 357|    0 |       167 | True      |   2052.5 |  1263.5  |      185 |            3358 |
 358|    0 |       168 | True      |    410.5 |  2105.83 |      185 |            2215 |
 359|    0 |       169 | True      |   1231.5 |  2105.83 |      185 |            2647 |
 360|    0 |       170 | True      |   2052.5 |  2105.83 |      185 |            2333 |
 361|    0 |       171 | True      |    410.5 |   421.17 |      195 |            2796 |
 362|    0 |       172 | True      |   1231.5 |   421.17 |      195 |            3295 |
 363|    0 |       173 | True      |   2052.5 |   421.17 |      195 |            2816 |
 364|    0 |       174 | True      |    410.5 |  1263.5  |      195 |            3221 |
 365|    0 |       175 | True      |   1231.5 |  1263.5  |      195 |            3767 |
 366|    0 |       176 | True      |   2052.5 |  1263.5  |      195 |            3273 |
 367|    0 |       177 | True      |    410.5 |  2105.83 |      195 |            2234 |
 368|    0 |       178 | True      |   1231.5 |  2105.83 |      195 |            2667 |
 369|    0 |       179 | True      |   2052.5 |  2105.83 |      195 |            2352 |
 370|    0 |       180 | True      |    410.5 |   421.17 |      205 |            2704 |
 371|    0 |       181 | True      |   1231.5 |   421.17 |      205 |            3183 |
 372|    0 |       182 | True      |   2052.5 |   421.17 |      205 |            2718 |
 373|    0 |       183 | True      |    410.5 |  1263.5  |      205 |            3106 |
 374|    0 |       184 | True      |   1231.5 |  1263.5  |      205 |            3646 |
 375|    0 |       185 | True      |   2052.5 |  1263.5  |      205 |            3162 |
 376|    0 |       186 | True      |    410.5 |  2105.83 |      205 |            2212 |
 377|    0 |       187 | True      |   1231.5 |  2105.83 |      205 |            2659 |
 378|    0 |       188 | True      |   2052.5 |  2105.83 |      205 |            2328 |
 379|    0 |       189 | True      |    410.5 |   421.17 |      215 |            2631 |
 380|    0 |       190 | True      |   1231.5 |   421.17 |      215 |            3090 |
 381|    0 |       191 | True      |   2052.5 |   421.17 |      215 |            2630 |
 382|    0 |       192 | True      |    410.5 |  1263.5  |      215 |            3055 |
 383|    0 |       193 | True      |   1231.5 |  1263.5  |      215 |            3587 |
 384|    0 |       194 | True      |   2052.5 |  1263.5  |      215 |            3106 |
 385|    0 |       195 | True      |    410.5 |  2105.83 |      215 |            2229 |
 386|    0 |       196 | True      |   1231.5 |  2105.83 |      215 |            2669 |
 387|    0 |       197 | True      |   2052.5 |  2105.83 |      215 |            2328 |
 388|    0 |       198 | True      |    410.5 |   421.17 |      225 |            2530 |
 389|    0 |       199 | True      |   1231.5 |   421.17 |      225 |            2982 |
 390|    0 |       200 | True      |   2052.5 |   421.17 |      225 |            2524 |
 391|    0 |       201 | True      |    410.5 |  1263.5  |      225 |            2967 |
 392|    0 |       202 | True      |   1231.5 |  1263.5  |      225 |            3497 |
 393|    0 |       203 | True      |   2052.5 |  1263.5  |      225 |            3016 |
 394|    0 |       204 | True      |    410.5 |  2105.83 |      225 |            2199 |
 395|    0 |       205 | True      |   1231.5 |  2105.83 |      225 |            2638 |
 396|    0 |       206 | True      |   2052.5 |  2105.83 |      225 |            2296 |
 397|    0 |       207 | True      |    410.5 |   421.17 |      235 |            2569 |
 398|    0 |       208 | True      |   1231.5 |   421.17 |      235 |            3007 |
 399|    0 |       209 | True      |   2052.5 |   421.17 |      235 |            2543 |
 400|    0 |       210 | True      |    410.5 |  1263.5  |      235 |            3050 |
 401|    0 |       211 | True      |   1231.5 |  1263.5  |      235 |            3574 |
 402|    0 |       212 | True      |   2052.5 |  1263.5  |      235 |            3084 |
 403|    0 |       213 | True      |    410.5 |  2105.83 |      235 |            2285 |
 404|    0 |       214 | True      |   1231.5 |  2105.83 |      235 |            2719 |
 405|    0 |       215 | True      |   2052.5 |  2105.83 |      235 |            2368 |
 406|    0 |       216 | True      |    410.5 |   421.17 |      245 |            2550 |
 407|    0 |       217 | True      |   1231.5 |   421.17 |      245 |            2989 |
 408|    0 |       218 | True      |   2052.5 |   421.17 |      245 |            2523 |
 409|    0 |       219 | True      |    410.5 |  1263.5  |      245 |            3059 |
 410|    0 |       220 | True      |   1231.5 |  1263.5  |      245 |            3583 |
 411|    0 |       221 | True      |   2052.5 |  1263.5  |      245 |            3079 |
 412|    0 |       222 | True      |    410.5 |  2105.83 |      245 |            2310 |
 413|    0 |       223 | True      |   1231.5 |  2105.83 |      245 |            2747 |
 414|    0 |       224 | True      |   2052.5 |  2105.83 |      245 |            2381 |
 415|    0 |       225 | True      |    410.5 |   421.17 |      255 |            2621 |
 416|    0 |       226 | True      |   1231.5 |   421.17 |      255 |            3057 |
 417|    0 |       227 | True      |   2052.5 |   421.17 |      255 |            2590 |
 418|    0 |       228 | True      |    410.5 |  1263.5  |      255 |            3157 |
 419|    0 |       229 | True      |   1231.5 |  1263.5  |      255 |            3692 |
 420|    0 |       230 | True      |   2052.5 |  1263.5  |      255 |            3180 |
 421|    0 |       231 | True      |    410.5 |  2105.83 |      255 |            2376 |
 422|    0 |       232 | True      |   1231.5 |  2105.83 |      255 |            2835 |
 423|    0 |       233 | True      |   2052.5 |  2105.83 |      255 |            2452 |
 424|    0 |       234 | True      |    410.5 |   421.17 |      265 |            2616 |
 425|    0 |       235 | True      |   1231.5 |   421.17 |      265 |            3036 |
 426|    0 |       236 | True      |   2052.5 |   421.17 |      265 |            2561 |
 427|    0 |       237 | True      |    410.5 |  1263.5  |      265 |            3211 |
 428|    0 |       238 | True      |   1231.5 |  1263.5  |      265 |            3730 |
 429|    0 |       239 | True      |   2052.5 |  1263.5  |      265 |            3187 |
 430|    0 |       240 | True      |    410.5 |  2105.83 |      265 |            2444 |
 431|    0 |       241 | True      |   1231.5 |  2105.83 |      265 |            2895 |
 432|    0 |       242 | True      |   2052.5 |  2105.83 |      265 |            2464 |
 433|    0 |       243 | True      |    410.5 |   421.17 |      275 |            2619 |
 434|    0 |       244 | True      |   1231.5 |   421.17 |      275 |            3019 |
 435|    0 |       245 | True      |   2052.5 |   421.17 |      275 |            2548 |
 436|    0 |       246 | True      |    410.5 |  1263.5  |      275 |            3273 |
 437|    0 |       247 | True      |   1231.5 |  1263.5  |      275 |            3772 |
 438|    0 |       248 | True      |   2052.5 |  1263.5  |      275 |            3216 |
 439|    0 |       249 | True      |    410.5 |  2105.83 |      275 |            2499 |
 440|    0 |       250 | True      |   1231.5 |  2105.83 |      275 |            2947 |
 441|    0 |       251 | True      |   2052.5 |  2105.83 |      275 |            2483 |
 442|    0 |       252 | True      |    410.5 |   421.17 |      285 |            2560 |
 443|    0 |       253 | True      |   1231.5 |   421.17 |      285 |            2939 |
 444|    0 |       254 | True      |   2052.5 |   421.17 |      285 |            2481 |
 445|    0 |       255 | True      |    410.5 |  1263.5  |      285 |            3287 |
 446|    0 |       256 | True      |   1231.5 |  1263.5  |      285 |            3761 |
 447|    0 |       257 | True      |   2052.5 |  1263.5  |      285 |            3195 |
 448|    0 |       258 | True      |    410.5 |  2105.83 |      285 |            2555 |
 449|    0 |       259 | True      |   1231.5 |  2105.83 |      285 |            2982 |
 450|    0 |       260 | True      |   2052.5 |  2105.83 |      285 |            2492 |
 451|    0 |       261 | True      |    410.5 |   421.17 |      295 |            2500 |
 452|    0 |       262 | True      |   1231.5 |   421.17 |      295 |            2896 |
 453|    0 |       263 | True      |   2052.5 |   421.17 |      295 |            2464 |
 454|    0 |       264 | True      |    410.5 |  1263.5  |      295 |            3277 |
 455|    0 |       265 | True      |   1231.5 |  1263.5  |      295 |            3778 |
 456|    0 |       266 | True      |   2052.5 |  1263.5  |      295 |            3226 |
 457|    0 |       267 | True      |    410.5 |  2105.83 |      295 |            2565 |
 458|    0 |       268 | True      |   1231.5 |  2105.83 |      295 |            3015 |
 459|    0 |       269 | True      |   2052.5 |  2105.83 |      295 |            2533 |
 460|    0 |       270 | True      |    410.5 |   421.17 |      305 |            2466 |
 461|    0 |       271 | True      |   1231.5 |   421.17 |      305 |            2870 |
 462|    0 |       272 | True      |   2052.5 |   421.17 |      305 |            2455 |
 463|    0 |       273 | True      |    410.5 |  1263.5  |      305 |            3297 |
 464|    0 |       274 | True      |   1231.5 |  1263.5  |      305 |            3816 |
 465|    0 |       275 | True      |   2052.5 |  1263.5  |      305 |            3264 |
 466|    0 |       276 | True      |    410.5 |  2105.83 |      305 |            2620 |
 467|    0 |       277 | True      |   1231.5 |  2105.83 |      305 |            3087 |
 468|    0 |       278 | True      |   2052.5 |  2105.83 |      305 |            2604 |
 469|    0 |       279 | True      |    410.5 |   421.17 |      315 |            2452 |
 470|    0 |       280 | True      |   1231.5 |   421.17 |      315 |            2869 |
 471|    0 |       281 | True      |   2052.5 |   421.17 |      315 |            2457 |
 472|    0 |       282 | True      |    410.5 |  1263.5  |      315 |            3327 |
 473|    0 |       283 | True      |   1231.5 |  1263.5  |      315 |            3863 |
 474|    0 |       284 | True      |   2052.5 |  1263.5  |      315 |            3295 |
 475|    0 |       285 | True      |    410.5 |  2105.83 |      315 |            2662 |
 476|    0 |       286 | True      |   1231.5 |  2105.83 |      315 |            3135 |
 477|    0 |       287 | True      |   2052.5 |  2105.83 |      315 |            2631 |
 478|    0 |       288 | True      |    410.5 |   421.17 |      325 |            2408 |
 479|    0 |       289 | True      |   1231.5 |   421.17 |      325 |            2825 |
 480|    0 |       290 | True      |   2052.5 |   421.17 |      325 |            2436 |
 481|    0 |       291 | True      |    410.5 |  1263.5  |      325 |            3328 |
 482|    0 |       292 | True      |   1231.5 |  1263.5  |      325 |            3864 |
 483|    0 |       293 | True      |   2052.5 |  1263.5  |      325 |            3303 |
 484|    0 |       294 | True      |    410.5 |  2105.83 |      325 |            2681 |
 485|    0 |       295 | True      |   1231.5 |  2105.83 |      325 |            3149 |
 486|    0 |       296 | True      |   2052.5 |  2105.83 |      325 |            2643 |
 487|    0 |       297 | True      |    410.5 |   421.17 |      335 |            2359 |
 488|    0 |       298 | True      |   1231.5 |   421.17 |      335 |            2792 |
 489|    0 |       299 | True      |   2052.5 |   421.17 |      335 |            2421 |
 490|    0 |       300 | True      |    410.5 |  1263.5  |      335 |            3320 |
 491|    0 |       301 | True      |   1231.5 |  1263.5  |      335 |            3873 |
 492|    0 |       302 | True      |   2052.5 |  1263.5  |      335 |            3313 |
 493|    0 |       303 | True      |    410.5 |  2105.83 |      335 |            2679 |
 494|    0 |       304 | True      |   1231.5 |  2105.83 |      335 |            3151 |
 495|    0 |       305 | True      |   2052.5 |  2105.83 |      335 |            2635 |
 496|    0 |       306 | True      |    410.5 |   421.17 |      345 |            2357 |
 497|    0 |       307 | True      |   1231.5 |   421.17 |      345 |            2816 |
 498|    0 |       308 | True      |   2052.5 |   421.17 |      345 |            2462 |
 499|    0 |       309 | True      |    410.5 |  1263.5  |      345 |            3350 |
 500|    0 |       310 | True      |   1231.5 |  1263.5  |      345 |            3931 |
 501|    0 |       311 | True      |   2052.5 |  1263.5  |      345 |            3410 |
 502|    0 |       312 | True      |    410.5 |  2105.83 |      345 |            2700 |
 503|    0 |       313 | True      |   1231.5 |  2105.83 |      345 |            3192 |
 504|    0 |       314 | True      |   2052.5 |  2105.83 |      345 |            2711 |
 505|    0 |       315 | True      |    410.5 |   421.17 |      355 |            2400 |
 506|    0 |       316 | True      |   1231.5 |   421.17 |      355 |            2877 |
 507|    0 |       317 | True      |   2052.5 |   421.17 |      355 |            2545 |
 508|    0 |       318 | True      |    410.5 |  1263.5  |      355 |            3427 |
 509|    0 |       319 | True      |   1231.5 |  1263.5  |      355 |            4021 |
 510|    0 |       320 | True      |   2052.5 |  1263.5  |      355 |            3532 |
 511|    0 |       321 | True      |    410.5 |  2105.83 |      355 |            2721 |
 512|    0 |       322 | True      |   1231.5 |  2105.83 |      355 |            3218 |
 513|    0 |       323 | True      |   2052.5 |  2105.83 |      355 |            2766 |
 514|    0 |       324 | True      |    410.5 |   421.17 |      365 |            2428 |
 515|    0 |       325 | True      |   1231.5 |   421.17 |      365 |            2929 |
 516|    0 |       326 | True      |   2052.5 |   421.17 |      365 |            2614 |
 517|    0 |       327 | True      |    410.5 |  1263.5  |      365 |            3433 |
 518|    0 |       328 | True      |   1231.5 |  1263.5  |      365 |            4047 |
 519|    0 |       329 | True      |   2052.5 |  1263.5  |      365 |            3597 |
 520|    0 |       330 | True      |    410.5 |  2105.83 |      365 |            2676 |
 521|    0 |       331 | True      |   1231.5 |  2105.83 |      365 |            3178 |
 522|    0 |       332 | True      |   2052.5 |  2105.83 |      365 |            2763 |
 523|    0 |       333 | True      |    410.5 |   421.17 |      375 |            2449 |
 524|    0 |       334 | True      |   1231.5 |   421.17 |      375 |            2950 |
 525|    0 |       335 | True      |   2052.5 |   421.17 |      375 |            2649 |
 526|    0 |       336 | True      |    410.5 |  1263.5  |      375 |            3452 |
 527|    0 |       337 | True      |   1231.5 |  1263.5  |      375 |            4058 |
 528|    0 |       338 | True      |   2052.5 |  1263.5  |      375 |            3610 |
 529|    0 |       339 | True      |    410.5 |  2105.83 |      375 |            2638 |
 530|    0 |       340 | True      |   1231.5 |  2105.83 |      375 |            3120 |
 531|    0 |       341 | True      |   2052.5 |  2105.83 |      375 |            2714 |
 532|    0 |       342 | True      |    410.5 |   421.17 |      385 |            2464 |
 533|    0 |       343 | True      |   1231.5 |   421.17 |      385 |            2981 |
 534|    0 |       344 | True      |   2052.5 |   421.17 |      385 |            2683 |
 535|    0 |       345 | True      |    410.5 |  1263.5  |      385 |            3425 |
 536|    0 |       346 | True      |   1231.5 |  1263.5  |      385 |            4038 |
 537|    0 |       347 | True      |   2052.5 |  1263.5  |      385 |            3602 |
 538|    0 |       348 | True      |    410.5 |  2105.83 |      385 |            2549 |
 539|    0 |       349 | True      |   1231.5 |  2105.83 |      385 |            3025 |
 540|    0 |       350 | True      |   2052.5 |  2105.83 |      385 |            2640 |
 541|    0 |       351 | True      |    410.5 |   421.17 |      395 |            2515 |
 542|    0 |       352 | True      |   1231.5 |   421.17 |      395 |            3050 |
 543|    0 |       353 | True      |   2052.5 |   421.17 |      395 |            2743 |
 544|    0 |       354 | True      |    410.5 |  1263.5  |      395 |            3471 |
 545|    0 |       355 | True      |   1231.5 |  1263.5  |      395 |            4096 |
 546|    0 |       356 | True      |   2052.5 |  1263.5  |      395 |            3655 |
 547|    0 |       357 | True      |    410.5 |  2105.83 |      395 |            2523 |
 548|    0 |       358 | True      |   1231.5 |  2105.83 |      395 |            2995 |
 549|    0 |       359 | True      |   2052.5 |  2105.83 |      395 |            2619 |
 550|    0 |       360 | True      |    410.5 |   421.17 |      405 |            2554 |
 551|    0 |       361 | True      |   1231.5 |   421.17 |      405 |            3106 |
 552|    0 |       362 | True      |   2052.5 |   421.17 |      405 |            2805 |
 553|    0 |       363 | True      |    410.5 |  1263.5  |      405 |            3447 |
 554|    0 |       364 | True      |   1231.5 |  1263.5  |      405 |            4081 |
 555|    0 |       365 | True      |   2052.5 |  1263.5  |      405 |            3671 |
 556|    0 |       366 | True      |    410.5 |  2105.83 |      405 |            2420 |
 557|    0 |       367 | True      |   1231.5 |  2105.83 |      405 |            2884 |
 558|    0 |       368 | True      |   2052.5 |  2105.83 |      405 |            2541 |
 559|    0 |       369 | True      |    410.5 |   421.17 |      415 |            2594 |
 560|    0 |       370 | True      |   1231.5 |   421.17 |      415 |            3178 |
 561|    0 |       371 | True      |   2052.5 |   421.17 |      415 |            2882 |
 562|    0 |       372 | True      |    410.5 |  1263.5  |      415 |            3432 |
 563|    0 |       373 | True      |   1231.5 |  1263.5  |      415 |            4095 |
 564|    0 |       374 | True      |   2052.5 |  1263.5  |      415 |            3708 |
 565|    0 |       375 | True      |    410.5 |  2105.83 |      415 |            2357 |
 566|    0 |       376 | True      |   1231.5 |  2105.83 |      415 |            2813 |
 567|    0 |       377 | True      |   2052.5 |  2105.83 |      415 |            2508 |
 568|    0 |       378 | True      |    410.5 |   421.17 |      425 |            2638 |
 569|    0 |       379 | True      |   1231.5 |   421.17 |      425 |            3241 |
 570|    0 |       380 | True      |   2052.5 |   421.17 |      425 |            2948 |
 571|    0 |       381 | True      |    410.5 |  1263.5  |      425 |            3403 |
 572|    0 |       382 | True      |   1231.5 |  1263.5  |      425 |            4077 |
 573|    0 |       383 | True      |   2052.5 |  1263.5  |      425 |            3714 |
 574|    0 |       384 | True      |    410.5 |  2105.83 |      425 |            2270 |
 575|    0 |       385 | True      |   1231.5 |  2105.83 |      425 |            2704 |
 576|    0 |       386 | True      |   2052.5 |  2105.83 |      425 |            2439 |
 577|    0 |       387 | True      |    410.5 |   421.17 |      435 |            2670 |
 578|    0 |       388 | True      |   1231.5 |   421.17 |      435 |            3307 |
 579|    0 |       389 | True      |   2052.5 |   421.17 |      435 |            3010 |
 580|    0 |       390 | True      |    410.5 |  1263.5  |      435 |            3362 |
 581|    0 |       391 | True      |   1231.5 |  1263.5  |      435 |            4059 |
 582|    0 |       392 | True      |   2052.5 |  1263.5  |      435 |            3699 |
 583|    0 |       393 | True      |    410.5 |  2105.83 |      435 |            2190 |
 584|    0 |       394 | True      |   1231.5 |  2105.83 |      435 |            2606 |
 585|    0 |       395 | True      |   2052.5 |  2105.83 |      435 |            2354 |
 586|    0 |       396 | True      |    410.5 |   421.17 |      445 |            2708 |
 587|    0 |       397 | True      |   1231.5 |   421.17 |      445 |            3360 |
 588|    0 |       398 | True      |   2052.5 |   421.17 |      445 |            3040 |
 589|    0 |       399 | True      |    410.5 |  1263.5  |      445 |            3322 |
 590|    0 |       400 | True      |   1231.5 |  1263.5  |      445 |            4018 |
 591|    0 |       401 | True      |   2052.5 |  1263.5  |      445 |            3645 |
 592|    0 |       402 | True      |    410.5 |  2105.83 |      445 |            2110 |
 593|    0 |       403 | True      |   1231.5 |  2105.83 |      445 |            2504 |
 594|    0 |       404 | True      |   2052.5 |  2105.83 |      445 |            2249 |
 595|    0 |       405 | True      |    410.5 |   421.17 |      455 |            2800 |
 596|    0 |       406 | True      |   1231.5 |   421.17 |      455 |            3479 |
 597|    0 |       407 | True      |   2052.5 |   421.17 |      455 |            3153 |
 598|    0 |       408 | True      |    410.5 |  1263.5  |      455 |            3356 |
 599|    0 |       409 | True      |   1231.5 |  1263.5  |      455 |            4072 |
 600|    0 |       410 | True      |   2052.5 |  1263.5  |      455 |            3702 |
 601|    0 |       411 | True      |    410.5 |  2105.83 |      455 |            2081 |
 602|    0 |       412 | True      |   1231.5 |  2105.83 |      455 |            2465 |
 603|    0 |       413 | True      |   2052.5 |  2105.83 |      455 |            2222 |
 604|    0 |       414 | True      |    410.5 |   421.17 |      465 |            2873 |
 605|    0 |       415 | True      |   1231.5 |   421.17 |      465 |            3551 |
 606|    0 |       416 | True      |   2052.5 |   421.17 |      465 |            3206 |
 607|    0 |       417 | True      |    410.5 |  1263.5  |      465 |            3389 |
 608|    0 |       418 | True      |   1231.5 |  1263.5  |      465 |            4101 |
 609|    0 |       419 | True      |   2052.5 |  1263.5  |      465 |            3714 |
 610|    0 |       420 | True      |    410.5 |  2105.83 |      465 |            2048 |
 611|    0 |       421 | True      |   1231.5 |  2105.83 |      465 |            2429 |
 612|    0 |       422 | True      |   2052.5 |  2105.83 |      465 |            2187 |
 613|    0 |       423 | True      |    410.5 |   421.17 |      475 |            2890 |
 614|    0 |       424 | True      |   1231.5 |   421.17 |      475 |            3582 |
 615|    0 |       425 | True      |   2052.5 |   421.17 |      475 |            3235 |
 616|    0 |       426 | True      |    410.5 |  1263.5  |      475 |            3345 |
 617|    0 |       427 | True      |   1231.5 |  1263.5  |      475 |            4067 |
 618|    0 |       428 | True      |   2052.5 |  1263.5  |      475 |            3683 |
 619|    0 |       429 | True      |    410.5 |  2105.83 |      475 |            2000 |
 620|    0 |       430 | True      |   1231.5 |  2105.83 |      475 |            2382 |
 621|    0 |       431 | True      |   2052.5 |  2105.83 |      475 |            2149 |
 622|    0 |       432 | True      |    410.5 |   421.17 |      485 |            2829 |
 623|    0 |       433 | True      |   1231.5 |   421.17 |      485 |            3514 |
 624|    0 |       434 | True      |   2052.5 |   421.17 |      485 |            3165 |
 625|    0 |       435 | True      |    410.5 |  1263.5  |      485 |            3224 |
 626|    0 |       436 | True      |   1231.5 |  1263.5  |      485 |            3928 |
 627|    0 |       437 | True      |   2052.5 |  1263.5  |      485 |            3543 |
 628|    0 |       438 | True      |    410.5 |  2105.83 |      485 |            1944 |
 629|    0 |       439 | True      |   1231.5 |  2105.83 |      485 |            2315 |
 630|    0 |       440 | True      |   2052.5 |  2105.83 |      485 |            2080 |
 631|    0 |       441 | True      |    410.5 |   421.17 |      495 |            2757 |
 632|    0 |       442 | True      |   1231.5 |   421.17 |      495 |            3448 |
 633|    0 |       443 | True      |   2052.5 |   421.17 |      495 |            3107 |
 634|    0 |       444 | True      |    410.5 |  1263.5  |      495 |            3106 |
 635|    0 |       445 | True      |   1231.5 |  1263.5  |      495 |            3818 |
 636|    0 |       446 | True      |   2052.5 |  1263.5  |      495 |            3448 |
 637|    0 |       447 | True      |    410.5 |  2105.83 |      495 |            1901 |
 638|    0 |       448 | True      |   1231.5 |  2105.83 |      495 |            2279 |
 639|    0 |       449 | True      |   2052.5 |  2105.83 |      495 |            2050 |
 640|    0 |       450 | True      |    410.5 |   421.17 |      505 |            2760 |
 641|    0 |       451 | True      |   1231.5 |   421.17 |      505 |            3428 |
 642|    0 |       452 | True      |   2052.5 |   421.17 |      505 |            3094 |
 643|    0 |       453 | True      |    410.5 |  1263.5  |      505 |            3093 |
 644|    0 |       454 | True      |   1231.5 |  1263.5  |      505 |            3782 |
 645|    0 |       455 | True      |   2052.5 |  1263.5  |      505 |            3423 |
 646|    0 |       456 | True      |    410.5 |  2105.83 |      505 |            1930 |
 647|    0 |       457 | True      |   1231.5 |  2105.83 |      505 |            2305 |
 648|    0 |       458 | True      |   2052.5 |  2105.83 |      505 |            2067 |
 649|    0 |       459 | True      |    410.5 |   421.17 |      515 |            2695 |
 650|    0 |       460 | True      |   1231.5 |   421.17 |      515 |            3339 |
 651|    0 |       461 | True      |   2052.5 |   421.17 |      515 |            3018 |
 652|    0 |       462 | True      |    410.5 |  1263.5  |      515 |            3012 |
 653|    0 |       463 | True      |   1231.5 |  1263.5  |      515 |            3683 |
 654|    0 |       464 | True      |   2052.5 |  1263.5  |      515 |            3338 |
 655|    0 |       465 | True      |    410.5 |  2105.83 |      515 |            1910 |
 656|    0 |       466 | True      |   1231.5 |  2105.83 |      515 |            2296 |
 657|    0 |       467 | True      |   2052.5 |  2105.83 |      515 |            2049 |
 658|    0 |       468 | True      |    410.5 |   421.17 |      525 |            2675 |
 659|    0 |       469 | True      |   1231.5 |   421.17 |      525 |            3314 |
 660|    0 |       470 | True      |   2052.5 |   421.17 |      525 |            3006 |
 661|    0 |       471 | True      |    410.5 |  1263.5  |      525 |            2960 |
 662|    0 |       472 | True      |   1231.5 |  1263.5  |      525 |            3623 |
 663|    0 |       473 | True      |   2052.5 |  1263.5  |      525 |            3294 |
 664|    0 |       474 | True      |    410.5 |  2105.83 |      525 |            1891 |
 665|    0 |       475 | True      |   1231.5 |  2105.83 |      525 |            2281 |
 666|    0 |       476 | True      |   2052.5 |  2105.83 |      525 |            2033 |
 667|    0 |       477 | True      |    410.5 |   421.17 |      535 |            2593 |
 668|    0 |       478 | True      |   1231.5 |   421.17 |      535 |            3249 |
 669|    0 |       479 | True      |   2052.5 |   421.17 |      535 |            2950 |
 670|    0 |       480 | True      |    410.5 |  1263.5  |      535 |            2877 |
 671|    0 |       481 | True      |   1231.5 |  1263.5  |      535 |            3554 |
 672|    0 |       482 | True      |   2052.5 |  1263.5  |      535 |            3231 |
 673|    0 |       483 | True      |    410.5 |  2105.83 |      535 |            1883 |
 674|    0 |       484 | True      |   1231.5 |  2105.83 |      535 |            2288 |
 675|    0 |       485 | True      |   2052.5 |  2105.83 |      535 |            2038 |
 676|    0 |       486 | True      |    410.5 |   421.17 |      545 |            2585 |
 677|    0 |       487 | True      |   1231.5 |   421.17 |      545 |            3260 |
 678|    0 |       488 | True      |   2052.5 |   421.17 |      545 |            2969 |
 679|    0 |       489 | True      |    410.5 |  1263.5  |      545 |            2850 |
 680|    0 |       490 | True      |   1231.5 |  1263.5  |      545 |            3545 |
 681|    0 |       491 | True      |   2052.5 |  1263.5  |      545 |            3233 |
 682|    0 |       492 | True      |    410.5 |  2105.83 |      545 |            1882 |
 683|    0 |       493 | True      |   1231.5 |  2105.83 |      545 |            2301 |
 684|    0 |       494 | True      |   2052.5 |  2105.83 |      545 |            2062 |
 685|    0 |       495 | True      |    410.5 |   421.17 |      555 |            2529 |
 686|    0 |       496 | True      |   1231.5 |   421.17 |      555 |            3191 |
 687|    0 |       497 | True      |   2052.5 |   421.17 |      555 |            2907 |
 688|    0 |       498 | True      |    410.5 |  1263.5  |      555 |            2814 |
 689|    0 |       499 | True      |   1231.5 |  1263.5  |      555 |            3501 |
 690|    0 |       500 | True      |   2052.5 |  1263.5  |      555 |            3190 |
 691|    0 |       501 | True      |    410.5 |  2105.83 |      555 |            1933 |
 692|    0 |       502 | True      |   1231.5 |  2105.83 |      555 |            2370 |
 693|    0 |       503 | True      |   2052.5 |  2105.83 |      555 |            2126 |
 694|    0 |       504 | True      |    410.5 |   421.17 |      565 |            2459 |
 695|    0 |       505 | True      |   1231.5 |   421.17 |      565 |            3100 |
 696|    0 |       506 | True      |   2052.5 |   421.17 |      565 |            2818 |
 697|    0 |       507 | True      |    410.5 |  1263.5  |      565 |            2744 |
 698|    0 |       508 | True      |   1231.5 |  1263.5  |      565 |            3419 |
 699|    0 |       509 | True      |   2052.5 |  1263.5  |      565 |            3102 |
 700|    0 |       510 | True      |    410.5 |  2105.83 |      565 |            1920 |
 701|    0 |       511 | True      |   1231.5 |  2105.83 |      565 |            2374 |
 702|    0 |       512 | True      |   2052.5 |  2105.83 |      565 |            2115 |
 703|    0 |       513 | True      |    410.5 |   421.17 |      575 |            2434 |
 704|    0 |       514 | True      |   1231.5 |   421.17 |      575 |            3071 |
 705|    0 |       515 | True      |   2052.5 |   421.17 |      575 |            2792 |
 706|    0 |       516 | True      |    410.5 |  1263.5  |      575 |            2782 |
 707|    0 |       517 | True      |   1231.5 |  1263.5  |      575 |            3466 |
 708|    0 |       518 | True      |   2052.5 |  1263.5  |      575 |            3141 |
 709|    0 |       519 | True      |    410.5 |  2105.83 |      575 |            1986 |
 710|    0 |       520 | True      |   1231.5 |  2105.83 |      575 |            2479 |
 711|    0 |       521 | True      |   2052.5 |  2105.83 |      575 |            2211 |
 712|    0 |       522 | True      |    410.5 |   421.17 |      585 |            2396 |
 713|    0 |       523 | True      |   1231.5 |   421.17 |      585 |            3036 |
 714|    0 |       524 | True      |   2052.5 |   421.17 |      585 |            2759 |
 715|    0 |       525 | True      |    410.5 |  1263.5  |      585 |            2796 |
 716|    0 |       526 | True      |   1231.5 |  1263.5  |      585 |            3491 |
 717|    0 |       527 | True      |   2052.5 |  1263.5  |      585 |            3172 |
 718|    0 |       528 | True      |    410.5 |  2105.83 |      585 |            2020 |
 719|    0 |       529 | True      |   1231.5 |  2105.83 |      585 |            2533 |
 720|    0 |       530 | True      |   2052.5 |  2105.83 |      585 |            2269 |
 721|    0 |       531 | True      |    410.5 |   421.17 |      595 |            2435 |
 722|    0 |       532 | True      |   1231.5 |   421.17 |      595 |            3080 |
 723|    0 |       533 | True      |   2052.5 |   421.17 |      595 |            2818 |
 724|    0 |       534 | True      |    410.5 |  1263.5  |      595 |            2905 |
 725|    0 |       535 | True      |   1231.5 |  1263.5  |      595 |            3623 |
 726|    0 |       536 | True      |   2052.5 |  1263.5  |      595 |            3318 |
 727|    0 |       537 | True      |    410.5 |  2105.83 |      595 |            2122 |
 728|    0 |       538 | True      |   1231.5 |  2105.83 |      595 |            2663 |
 729|    0 |       539 | True      |   2052.5 |  2105.83 |      595 |            2411 |
 730|    0 |       540 | True      |    410.5 |   421.17 |      605 |            2426 |
 731|    0 |       541 | True      |   1231.5 |   421.17 |      605 |            3064 |
 732|    0 |       542 | True      |   2052.5 |   421.17 |      605 |            2796 |
 733|    0 |       543 | True      |    410.5 |  1263.5  |      605 |            2940 |
 734|    0 |       544 | True      |   1231.5 |  1263.5  |      605 |            3663 |
 735|    0 |       545 | True      |   2052.5 |  1263.5  |      605 |            3350 |
 736|    0 |       546 | True      |    410.5 |  2105.83 |      605 |            2184 |
 737|    0 |       547 | True      |   1231.5 |  2105.83 |      605 |            2729 |
 738|    0 |       548 | True      |   2052.5 |  2105.83 |      605 |            2461 |
 739|    0 |       549 | True      |    410.5 |   421.17 |      615 |            2478 |
 740|    0 |       550 | True      |   1231.5 |   421.17 |      615 |            3096 |
 741|    0 |       551 | True      |   2052.5 |   421.17 |      615 |            2799 |
 742|    0 |       552 | True      |    410.5 |  1263.5  |      615 |            3013 |
 743|    0 |       553 | True      |   1231.5 |  1263.5  |      615 |            3731 |
 744|    0 |       554 | True      |   2052.5 |  1263.5  |      615 |            3382 |
 745|    0 |       555 | True      |    410.5 |  2105.83 |      615 |            2259 |
 746|    0 |       556 | True      |   1231.5 |  2105.83 |      615 |            2810 |
 747|    0 |       557 | True      |   2052.5 |  2105.83 |      615 |            2515 |
 748|    0 |       558 | True      |    410.5 |   421.17 |      625 |            2427 |
 749|    0 |       559 | True      |   1231.5 |   421.17 |      625 |            3011 |
 750|    0 |       560 | True      |   2052.5 |   421.17 |      625 |            2699 |
 751|    0 |       561 | True      |    410.5 |  1263.5  |      625 |            2962 |
 752|    0 |       562 | True      |   1231.5 |  1263.5  |      625 |            3654 |
 753|    0 |       563 | True      |   2052.5 |  1263.5  |      625 |            3297 |
 754|    0 |       564 | True      |    410.5 |  2105.83 |      625 |            2263 |
 755|    0 |       565 | True      |   1231.5 |  2105.83 |      625 |            2817 |
 756|    0 |       566 | True      |   2052.5 |  2105.83 |      625 |            2516 |
 757|    0 |       567 | True      |    410.5 |   421.17 |      635 |            2349 |
 758|    0 |       568 | True      |   1231.5 |   421.17 |      635 |            2883 |
 759|    0 |       569 | True      |   2052.5 |   421.17 |      635 |            2577 |
 760|    0 |       570 | True      |    410.5 |  1263.5  |      635 |            2875 |
 761|    0 |       571 | True      |   1231.5 |  1263.5  |      635 |            3526 |
 762|    0 |       572 | True      |   2052.5 |  1263.5  |      635 |            3180 |
 763|    0 |       573 | True      |    410.5 |  2105.83 |      635 |            2243 |
 764|    0 |       574 | True      |   1231.5 |  2105.83 |      635 |            2790 |
 765|    0 |       575 | True      |   2052.5 |  2105.83 |      635 |            2492 |
 766|    0 |       576 | True      |    410.5 |   421.17 |      645 |            2282 |
 767|    0 |       577 | True      |   1231.5 |   421.17 |      645 |            2801 |
 768|    0 |       578 | True      |   2052.5 |   421.17 |      645 |            2503 |
 769|    0 |       579 | True      |    410.5 |  1263.5  |      645 |            2882 |
 770|    0 |       580 | True      |   1231.5 |  1263.5  |      645 |            3539 |
 771|    0 |       581 | True      |   2052.5 |  1263.5  |      645 |            3192 |
 772|    0 |       582 | True      |    410.5 |  2105.83 |      645 |            2315 |
 773|    0 |       583 | True      |   1231.5 |  2105.83 |      645 |            2882 |
 774|    0 |       584 | True      |   2052.5 |  2105.83 |      645 |            2571 |
 775|    0 |       585 | True      |    410.5 |   421.17 |      655 |            2302 |
 776|    0 |       586 | True      |   1231.5 |   421.17 |      655 |            2828 |
 777|    0 |       587 | True      |   2052.5 |   421.17 |      655 |            2509 |
 778|    0 |       588 | True      |    410.5 |  1263.5  |      655 |            2979 |
 779|    0 |       589 | True      |   1231.5 |  1263.5  |      655 |            3677 |
 780|    0 |       590 | True      |   2052.5 |  1263.5  |      655 |            3297 |
 781|    0 |       591 | True      |    410.5 |  2105.83 |      655 |            2411 |
 782|    0 |       592 | True      |   1231.5 |  2105.83 |      655 |            3019 |
 783|    0 |       593 | True      |   2052.5 |  2105.83 |      655 |            2672 |
 784|    0 |       594 | True      |    410.5 |   421.17 |      665 |            2347 |
 785|    0 |       595 | True      |   1231.5 |   421.17 |      665 |            2882 |
 786|    0 |       596 | True      |   2052.5 |   421.17 |      665 |            2551 |
 787|    0 |       597 | True      |    410.5 |  1263.5  |      665 |            3109 |
 788|    0 |       598 | True      |   1231.5 |  1263.5  |      665 |            3837 |
 789|    0 |       599 | True      |   2052.5 |  1263.5  |      665 |            3431 |
 790|    0 |       600 | True      |    410.5 |  2105.83 |      665 |            2551 |
 791|    0 |       601 | True      |   1231.5 |  2105.83 |      665 |            3180 |
 792|    0 |       602 | True      |   2052.5 |  2105.83 |      665 |            2807 |
 793|    0 |       603 | True      |    410.5 |   421.17 |      675 |            2344 |
 794|    0 |       604 | True      |   1231.5 |   421.17 |      675 |            2883 |
 795|    0 |       605 | True      |   2052.5 |   421.17 |      675 |            2557 |
 796|    0 |       606 | True      |    410.5 |  1263.5  |      675 |            3123 |
 797|    0 |       607 | True      |   1231.5 |  1263.5  |      675 |            3867 |
 798|    0 |       608 | True      |   2052.5 |  1263.5  |      675 |            3461 |
 799|    0 |       609 | True      |    410.5 |  2105.83 |      675 |            2571 |
 800|    0 |       610 | True      |   1231.5 |  2105.83 |      675 |            3216 |
 801|    0 |       611 | True      |   2052.5 |  2105.83 |      675 |            2844 |
 802|    0 |       612 | True      |    410.5 |   421.17 |      685 |            2333 |
 803|    0 |       613 | True      |   1231.5 |   421.17 |      685 |            2838 |
 804|    0 |       614 | True      |   2052.5 |   421.17 |      685 |            2522 |
 805|    0 |       615 | True      |    410.5 |  1263.5  |      685 |            3159 |
 806|    0 |       616 | True      |   1231.5 |  1263.5  |      685 |            3875 |
 807|    0 |       617 | True      |   2052.5 |  1263.5  |      685 |            3469 |
 808|    0 |       618 | True      |    410.5 |  2105.83 |      685 |            2616 |
 809|    0 |       619 | True      |   1231.5 |  2105.83 |      685 |            3241 |
 810|    0 |       620 | True      |   2052.5 |  2105.83 |      685 |            2875 |
 811|    0 |       621 | True      |    410.5 |   421.17 |      695 |            2332 |
 812|    0 |       622 | True      |   1231.5 |   421.17 |      695 |            2832 |
 813|    0 |       623 | True      |   2052.5 |   421.17 |      695 |            2500 |
 814|    0 |       624 | True      |    410.5 |  1263.5  |      695 |            3198 |
 815|    0 |       625 | True      |   1231.5 |  1263.5  |      695 |            3951 |
 816|    0 |       626 | True      |   2052.5 |  1263.5  |      695 |            3530 |
 817|    0 |       627 | True      |    410.5 |  2105.83 |      695 |            2627 |
 818|    0 |       628 | True      |   1231.5 |  2105.83 |      695 |            3292 |
 819|    0 |       629 | True      |   2052.5 |  2105.83 |      695 |            2921 |
 820|    0 |       630 | True      |    410.5 |   421.17 |      705 |            2341 |
 821|    0 |       631 | True      |   1231.5 |   421.17 |      705 |            2811 |
 822|    0 |       632 | True      |   2052.5 |   421.17 |      705 |            2479 |
 823|    0 |       633 | True      |    410.5 |  1263.5  |      705 |            3306 |
 824|    0 |       634 | True      |   1231.5 |  1263.5  |      705 |            4070 |
 825|    0 |       635 | True      |   2052.5 |  1263.5  |      705 |            3644 |
 826|    0 |       636 | True      |    410.5 |  2105.83 |      705 |            2700 |
 827|    0 |       637 | True      |   1231.5 |  2105.83 |      705 |            3385 |
 828|    0 |       638 | True      |   2052.5 |  2105.83 |      705 |            3013 |
 829|    0 |       639 | True      |    410.5 |   421.17 |      715 |            1563 |
 830|    0 |       640 | True      |   1231.5 |   421.17 |      715 |            1880 |
 831|    0 |       641 | True      |   2052.5 |   421.17 |      715 |            1658 |
 832|    0 |       642 | True      |    410.5 |  1263.5  |      715 |            2232 |
 833|    0 |       643 | True      |   1231.5 |  1263.5  |      715 |            2765 |
 834|    0 |       644 | True      |   2052.5 |  1263.5  |      715 |            2480 |
 835|    0 |       645 | True      |    410.5 |  2105.83 |      715 |            1818 |
 836|    0 |       646 | True      |   1231.5 |  2105.83 |      715 |            2294 |
 837|    0 |       647 | True      |   2052.5 |  2105.83 |      715 |            2045 |
 838+------+-----------+-----------+----------+----------+----------+-----------------+
 839
 840
 841Timing information for reference profile formation
 842+-------------------+---------------+
 843| Read time         | 63.41 seconds |
 844| Extract time      | 0.41 seconds  |
 845| Pre-process time  | 0.08 seconds  |
 846| Process time      | 28.84 seconds |
 847| Post-process time | 0.00 seconds  |
 848| Total time        | 93.53 seconds |
 849+-------------------+---------------+
 850
 851================================================================================
 852
 853Integrating reflections
 854
 855 Split 109 reflections overlapping job boundaries
 856
 857Memory situation report:
 858  Available system memory (excluding swap)          :128.7 GB
 859  Available swap memory                             :  7.5 GB
 860  Available system memory (including swap)          :136.2 GB
 861  Maximum memory for processing (including swap)    :122.6 GB
 862  Maximum memory for processing (excluding swap)    :115.8 GB
 863  no memory ulimit set
 864  Memory required per process                       :  0.0 GB
 865
 866Processing reflections in the following blocks of images:
 867
 868 block_size: Auto 
 869
 870+-----+---------+--------------+------------+--------------+------------+-----------------+
 871|   # |   Group |   Frame From |   Frame To |   Angle From |   Angle To |   # Reflections |
 872|-----+---------+--------------+------------+--------------+------------+-----------------|
 873|   0 |       0 |            1 |        183 |            0 |       91.5 |           93302 |
 874|   1 |       0 |          181 |        363 |           90 |      181.5 |           91597 |
 875|   2 |       0 |          361 |        543 |          180 |      271.5 |           91203 |
 876|   3 |       0 |          541 |        720 |          270 |      360   |           92166 |
 877+-----+---------+--------------+------------+--------------+------------+-----------------+
 878
 879 Using multiprocessing with 4 parallel job(s)
 880
 881
 882 Frames: 0 -> 183
 883
 884 Number of reflections
 885  Partial:     1209
 886  Full:        92093
 887  In ice ring: 0
 888  Integrate:   93302
 889  Total:       93302
 890
 891
 892 Frames: 180 -> 363
 893
 894 Number of reflections
 895  Partial:     40
 896  Full:        91557
 897  In ice ring: 0
 898  Integrate:   91597
 899  Total:       91597
 900
 901
 902 Frames: 360 -> 543
 903
 904 Number of reflections
 905  Partial:     50
 906  Full:        91153
 907  In ice ring: 0
 908  Integrate:   91203
 909  Total:       91203
 910
 911
 912 Frames: 540 -> 720
 913
 914 Number of reflections
 915  Partial:     1277
 916  Full:        90889
 917  In ice ring: 0
 918  Integrate:   92166
 919  Total:       92166
 920
 921
 922 Summary vs image number
 923+------+---------+----------+----------+----------+---------+---------+---------+-------+----------+----------+----------+-----------+
 924|   ID |   Image |   # full |   # part |   # over |   # ice |   # sum |   # prf |   Ibg |   I/sigI |   I/sigI |   CC prf |   RMSD XY |
 925|      |         |          |          |          |         |         |         |       |    (sum) |    (prf) |          |           |
 926|------+---------+----------+----------+----------+---------+---------+---------+-------+----------+----------+----------+-----------|
 927|    0 |       1 |      297 |     1177 |        0 |       0 |    1269 |     480 |  0.75 |     3.87 |     9.55 |     0.74 |      0.64 |
 928|    0 |       2 |      475 |       14 |        0 |       0 |     419 |     431 |  0.73 |     7.05 |     7    |     0.72 |      0.43 |
 929|    0 |       3 |      493 |        4 |        0 |       0 |     427 |     444 |  0.7  |     6.43 |     6.35 |     0.71 |      0.43 |
 930|    0 |       4 |      508 |        1 |        0 |       0 |     426 |     444 |  0.69 |     7.34 |     7.1  |     0.72 |      0.43 |
 931|    0 |       5 |      529 |        1 |        0 |       0 |     453 |     471 |  0.76 |     8.45 |     8.42 |     0.72 |      0.43 |
 932|    0 |       6 |      508 |        1 |        0 |       0 |     442 |     454 |  0.65 |     6.62 |     6.48 |     0.72 |      0.45 |
 933|    0 |       7 |      534 |        1 |        0 |       0 |     456 |     480 |  0.77 |     8.78 |     8.66 |     0.72 |      0.42 |
 934|    0 |       8 |      550 |        0 |        0 |       0 |     460 |     480 |  0.74 |     7.71 |     7.68 |     0.72 |      0.43 |
 935|    0 |       9 |      500 |        1 |        0 |       0 |     423 |     439 |  0.65 |     7.72 |     7.52 |     0.71 |      0.41 |
 936|    0 |      10 |      481 |        0 |        0 |       0 |     409 |     428 |  0.68 |     8.71 |     8.36 |     0.72 |      0.44 |
 937|    0 |      11 |      470 |        1 |        0 |       0 |     400 |     415 |  0.72 |     7.4  |     7.25 |     0.72 |      0.43 |
 938|    0 |      12 |      518 |        0 |        0 |       0 |     444 |     456 |  0.73 |     7.87 |     7.75 |     0.73 |      0.43 |
 939|    0 |      13 |      511 |        0 |        0 |       0 |     430 |     441 |  0.74 |     7.34 |     7.2  |     0.73 |      0.44 |
 940|    0 |      14 |      503 |        0 |        0 |       0 |     435 |     455 |  0.75 |     8.99 |     8.79 |     0.72 |      0.42 |
 941|    0 |      15 |      500 |        0 |        0 |       0 |     427 |     454 |  0.67 |     6.9  |     6.61 |     0.71 |      0.46 |
 942|    0 |      16 |      519 |        0 |        0 |       0 |     444 |     464 |  0.69 |     6.9  |     6.83 |     0.72 |      0.46 |
 943|    0 |      17 |      525 |        0 |        0 |       0 |     445 |     467 |  0.64 |     6.54 |     6.39 |     0.71 |      0.43 |
 944|    0 |      18 |      513 |        0 |        0 |       0 |     436 |     454 |  0.73 |     6.92 |     6.83 |     0.72 |      0.41 |
 945|    0 |      19 |      490 |        0 |        0 |       0 |     403 |     419 |  0.7  |     6.71 |     6.49 |     0.71 |      0.43 |
 946|    0 |      20 |      531 |        0 |        0 |       0 |     455 |     473 |  0.7  |     7.69 |     7.5  |     0.71 |      0.43 |
 947|    0 |      21 |      512 |        0 |        0 |       0 |     433 |     447 |  0.73 |     8.29 |     8.25 |     0.72 |      0.43 |
 948|    0 |      22 |      515 |        0 |        0 |       0 |     439 |     463 |  0.74 |     7.49 |     7.32 |     0.72 |      0.43 |
 949|    0 |      23 |      485 |        0 |        0 |       0 |     422 |     436 |  0.63 |     7.05 |     6.88 |     0.71 |      0.44 |
 950|    0 |      24 |      498 |        0 |        0 |       0 |     414 |     434 |  0.68 |     7.53 |     7.3  |     0.72 |      0.44 |
 951|    0 |      25 |      511 |        0 |        0 |       0 |     439 |     461 |  0.62 |     6.56 |     6.49 |     0.7  |      0.44 |
 952|    0 |      26 |      536 |        0 |        0 |       0 |     469 |     482 |  0.68 |     7.75 |     7.67 |     0.71 |      0.44 |
 953|    0 |      27 |      498 |        0 |        0 |       0 |     434 |     445 |  0.74 |     8.13 |     8.03 |     0.73 |      0.44 |
 954|    0 |      28 |      505 |        0 |        0 |       0 |     432 |     449 |  0.68 |     7.47 |     7.31 |     0.71 |      0.43 |
 955|    0 |      29 |      525 |        0 |        0 |       0 |     456 |     470 |  0.76 |     9.13 |     9.06 |     0.71 |      0.44 |
 956|    0 |      30 |      495 |        0 |        0 |       0 |     427 |     440 |  0.72 |     7.34 |     7.22 |     0.71 |      0.45 |
 957|    0 |      31 |      522 |        0 |        0 |       0 |     440 |     456 |  0.68 |     7.46 |     7.24 |     0.72 |      0.44 |
 958|    0 |      32 |      540 |        0 |        0 |       0 |     445 |     475 |  0.74 |     7.97 |     7.7  |     0.72 |      0.43 |
 959|    0 |      33 |      480 |        0 |        0 |       0 |     411 |     428 |  0.66 |     6.92 |     6.8  |     0.72 |      0.42 |
 960|    0 |      34 |      517 |        0 |        0 |       0 |     448 |     468 |  0.66 |     6.69 |     6.6  |     0.72 |      0.43 |
 961|    0 |      35 |      513 |        0 |        0 |       0 |     444 |     461 |  0.64 |     6.11 |     6    |     0.71 |      0.46 |
 962|    0 |      36 |      479 |        0 |        0 |       0 |     410 |     427 |  0.65 |     7.21 |     7.45 |     0.72 |      0.45 |
 963|    0 |      37 |      505 |        0 |        0 |       0 |     428 |     440 |  0.67 |     6.29 |     6.18 |     0.71 |      0.47 |
 964|    0 |      38 |      516 |        0 |        0 |       0 |     424 |     452 |  0.66 |     6.6  |     6.47 |     0.72 |      0.45 |
 965|    0 |      39 |      489 |        0 |        0 |       0 |     406 |     427 |  0.65 |     7.09 |     6.92 |     0.72 |      0.45 |
 966|    0 |      40 |      533 |        0 |        0 |       0 |     465 |     486 |  0.74 |     7.81 |     7.63 |     0.72 |      0.45 |
 967|    0 |      41 |      490 |        0 |        0 |       0 |     424 |     439 |  0.74 |     8.37 |     8.25 |     0.73 |      0.44 |
 968|    0 |      42 |      524 |        0 |        0 |       0 |     437 |     463 |  0.73 |     7.08 |     6.95 |     0.72 |      0.41 |
 969|    0 |      43 |      495 |        0 |        0 |       0 |     432 |     446 |  0.66 |     7.28 |     7.16 |     0.72 |      0.44 |
 970|    0 |      44 |      500 |        0 |        0 |       0 |     416 |     438 |  0.68 |     7.41 |     7.24 |     0.72 |      0.44 |
 971|    0 |      45 |      533 |        0 |        0 |       0 |     450 |     463 |  0.65 |     6.93 |     6.75 |     0.71 |      0.47 |
 972|    0 |      46 |      476 |        0 |        0 |       0 |     414 |     427 |  0.68 |     7.83 |     7.78 |     0.71 |      0.45 |
 973|    0 |      47 |      527 |        0 |        0 |       0 |     452 |     473 |  0.7  |     7.28 |     7.12 |     0.71 |      0.46 |
 974|    0 |      48 |      489 |        0 |        0 |       0 |     423 |     437 |  0.71 |     7.73 |     7.61 |     0.72 |      0.42 |
 975|    0 |      49 |      520 |        0 |        0 |       0 |     446 |     465 |  0.64 |     6.89 |     6.88 |     0.7  |      0.47 |
 976|    0 |      50 |      510 |        0 |        0 |       0 |     440 |     455 |  0.71 |     7.78 |     7.62 |     0.73 |      0.41 |
 977|    0 |      51 |      524 |        0 |        0 |       0 |     437 |     457 |  0.63 |     6.61 |     6.39 |     0.7  |      0.47 |
 978|    0 |      52 |      494 |        0 |        0 |       0 |     423 |     441 |  0.68 |     7.83 |     7.75 |     0.73 |      0.41 |
 979|    0 |      53 |      530 |        0 |        0 |       0 |     455 |     476 |  0.67 |     7.5  |     7.28 |     0.71 |      0.46 |
 980|    0 |      54 |      495 |        0 |        0 |       0 |     417 |     436 |  0.7  |     7.77 |     7.75 |     0.74 |      0.41 |
 981|    0 |      55 |      532 |        0 |        0 |       0 |     453 |     482 |  0.62 |     6.74 |     6.54 |     0.7  |      0.46 |
 982|    0 |      56 |      488 |        0 |        0 |       0 |     411 |     424 |  0.71 |     6.89 |     7.03 |     0.72 |      0.44 |
 983|    0 |      57 |      526 |        0 |        0 |       0 |     441 |     465 |  0.64 |     6.23 |     6.04 |     0.7  |      0.46 |
 984|    0 |      58 |      491 |        0 |        0 |       0 |     434 |     444 |  0.7  |     7.68 |     7.6  |     0.73 |      0.42 |
 985|    0 |      59 |      522 |        0 |        0 |       0 |     446 |     471 |  0.62 |     6.81 |     6.68 |     0.71 |      0.44 |
 986|    0 |      60 |      487 |        0 |        0 |       0 |     398 |     420 |  0.71 |     7.95 |     7.7  |     0.72 |      0.42 |
 987|    0 |      61 |      533 |        0 |        0 |       0 |     461 |     476 |  0.67 |     6.74 |     6.59 |     0.72 |      0.43 |
 988|    0 |      62 |      471 |        0 |        0 |       0 |     405 |     421 |  0.64 |     6.49 |     6.48 |     0.72 |      0.45 |
 989|    0 |      63 |      530 |        0 |        0 |       0 |     452 |     470 |  0.72 |     7.23 |     7.07 |     0.72 |      0.43 |
 990|    0 |      64 |      502 |        0 |        0 |       0 |     417 |     435 |  0.68 |     7.8  |     7.59 |     0.72 |      0.46 |
 991|    0 |      65 |      506 |        0 |        0 |       0 |     434 |     452 |  0.66 |     6.85 |     6.81 |     0.71 |      0.45 |
 992|    0 |      66 |      525 |        0 |        0 |       0 |     447 |     466 |  0.69 |     7.59 |     7.5  |     0.73 |      0.46 |
 993|    0 |      67 |      489 |        0 |        0 |       0 |     423 |     439 |  0.69 |     7.52 |     7.43 |     0.71 |      0.47 |
 994|    0 |      68 |      519 |        0 |        0 |       0 |     441 |     458 |  0.68 |     7.87 |     7.66 |     0.73 |      0.42 |
 995|    0 |      69 |      525 |        0 |        0 |       0 |     441 |     462 |  0.66 |     6.66 |     6.49 |     0.71 |      0.45 |
 996|    0 |      70 |      472 |        0 |        0 |       0 |     406 |     420 |  0.67 |     7.16 |     6.95 |     0.72 |      0.44 |
 997|    0 |      71 |      527 |        0 |        0 |       0 |     450 |     464 |  0.72 |     8.43 |     8.33 |     0.73 |      0.42 |
 998|    0 |      72 |      501 |        0 |        0 |       0 |     438 |     451 |  0.6  |     6.56 |     6.39 |     0.71 |      0.45 |
 999|    0 |      73 |      533 |        0 |        0 |       0 |     452 |     473 |  0.7  |     7.02 |     6.88 |     0.73 |      0.43 |
1000|    0 |      74 |      523 |        0 |        0 |       0 |     441 |     461 |  0.66 |     6.48 |     6.56 |     0.71 |      0.43 |
1001|    0 |      75 |      477 |        0 |        0 |       0 |     417 |     434 |  0.64 |     6.3  |     6.18 |     0.72 |      0.43 |
1002|    0 |      76 |      555 |        0 |        0 |       0 |     469 |     483 |  0.63 |     6.93 |     6.83 |     0.72 |      0.45 |
1003|    0 |      77 |      484 |        0 |        0 |       0 |     406 |     424 |  0.69 |     7.17 |     7.22 |     0.73 |      0.44 |
1004|    0 |      78 |      507 |        0 |        0 |       0 |     424 |     445 |  0.65 |     6.77 |     6.54 |     0.71 |      0.44 |
1005|    0 |      79 |      512 |        0 |        0 |       0 |     436 |     454 |  0.68 |     7.13 |     7.14 |     0.72 |      0.43 |
1006|    0 |      80 |      509 |        0 |        0 |       0 |     431 |     450 |  0.67 |     7.44 |     7.26 |     0.72 |      0.43 |
1007|    0 |      81 |      521 |        0 |        0 |       0 |     429 |     459 |  0.71 |     7.88 |     7.53 |     0.71 |      0.45 |
1008|    0 |      82 |      485 |        0 |        0 |       0 |     410 |     429 |  0.7  |     6.88 |     6.86 |     0.72 |      0.42 |
1009|    0 |      83 |      530 |        0 |        0 |       0 |     450 |     468 |  0.71 |     6.78 |     6.71 |     0.72 |      0.44 |
1010|    0 |      84 |      493 |        0 |        0 |       0 |     427 |     443 |  0.66 |     7.08 |     6.91 |     0.72 |      0.43 |
1011|    0 |      85 |      496 |        0 |        0 |       0 |     414 |     439 |  0.63 |     6.55 |     6.72 |     0.73 |      0.4  |
1012|    0 |      86 |      498 |        0 |        0 |       0 |     421 |     443 |  0.65 |     6.96 |     6.86 |     0.72 |      0.45 |
1013|    0 |      87 |      477 |        0 |        0 |       0 |     388 |     401 |  0.62 |     6.43 |     6.37 |     0.72 |      0.43 |
1014|    0 |      88 |      551 |        0 |        0 |       0 |     484 |     507 |  0.73 |     8.15 |     8.01 |     0.73 |      0.43 |
1015|    0 |      89 |      510 |        0 |        0 |       0 |     429 |     446 |  0.68 |     6.73 |     6.65 |     0.73 |      0.41 |
1016|    0 |      90 |      514 |        0 |        0 |       0 |     433 |     448 |  0.71 |     7.78 |     7.6  |     0.72 |      0.41 |
1017|    0 |      91 |      529 |        0 |        0 |       0 |     455 |     472 |  0.65 |     6.43 |     6.46 |     0.72 |      0.44 |
1018|    0 |      92 |      505 |        0 |        0 |       0 |     435 |     454 |  0.7  |     7.54 |     7.36 |     0.73 |      0.42 |
1019|    0 |      93 |      526 |        0 |        0 |       0 |     458 |     475 |  0.61 |     6.21 |     6.18 |     0.72 |      0.45 |
1020|    0 |      94 |      491 |        0 |        0 |       0 |     420 |     437 |  0.61 |     5.75 |     5.6  |     0.72 |      0.42 |
1021|    0 |      95 |      515 |        0 |        0 |       0 |     436 |     459 |  0.66 |     6.72 |     6.52 |     0.72 |      0.43 |
1022|    0 |      96 |      527 |        0 |        0 |       0 |     436 |     464 |  0.71 |     8.1  |     7.87 |     0.72 |      0.41 |
1023|    0 |      97 |      475 |        0 |        0 |       0 |     413 |     430 |  0.69 |     6.92 |     7.06 |     0.73 |      0.42 |
1024|    0 |      98 |      540 |        0 |        0 |       0 |     471 |     486 |  0.72 |     7.18 |     7.11 |     0.73 |      0.45 |
1025|    0 |      99 |      468 |        0 |        0 |       0 |     387 |     407 |  0.71 |     7.18 |     7.06 |     0.72 |      0.44 |
1026|    0 |     100 |      460 |        0 |        0 |       0 |     390 |     407 |  0.65 |     7.05 |     7.14 |     0.72 |      0.41 |
1027|    0 |     101 |      506 |        0 |        0 |       0 |     436 |     458 |  0.65 |     6.89 |     6.75 |     0.72 |      0.41 |
1028|    0 |     102 |      543 |        0 |        0 |       0 |     458 |     476 |  0.69 |     6.2  |     6.41 |     0.72 |      0.42 |
1029|    0 |     103 |      539 |        0 |        0 |       0 |     464 |     475 |  0.69 |     7.94 |     7.91 |     0.72 |      0.44 |
1030|    0 |     104 |      523 |        0 |        0 |       0 |     454 |     474 |  0.66 |     6.78 |     6.67 |     0.72 |      0.42 |
1031|    0 |     105 |      507 |        0 |        0 |       0 |     434 |     456 |  0.69 |     6.53 |     6.51 |     0.73 |      0.43 |
1032|    0 |     106 |      509 |        0 |        0 |       0 |     445 |     461 |  0.66 |     7.82 |     7.65 |     0.72 |      0.43 |
1033|    0 |     107 |      510 |        0 |        0 |       0 |     427 |     450 |  0.62 |     6.53 |     6.32 |     0.71 |      0.46 |
1034|    0 |     108 |      479 |        0 |        0 |       0 |     402 |     415 |  0.71 |     7.96 |     7.84 |     0.73 |      0.4  |
1035|    0 |     109 |      545 |        0 |        0 |       0 |     464 |     488 |  0.74 |     7.08 |     7.13 |     0.74 |      0.41 |
1036|    0 |     110 |      495 |        0 |        0 |       0 |     424 |     441 |  0.73 |     7.68 |     7.78 |     0.73 |      0.4  |
1037|    0 |     111 |      464 |        0 |        0 |       0 |     393 |     410 |  0.7  |     6.79 |     6.92 |     0.72 |      0.45 |
1038|    0 |     112 |      503 |        0 |        0 |       0 |     421 |     439 |  0.65 |     6.47 |     6.32 |     0.71 |      0.44 |
1039|    0 |     113 |      554 |        0 |        0 |       0 |     469 |     491 |  0.7  |     7.48 |     7.47 |     0.73 |      0.4  |
1040|    0 |     114 |      502 |        0 |        0 |       0 |     439 |     453 |  0.66 |     6.62 |     6.51 |     0.72 |      0.41 |
1041|    0 |     115 |      528 |        0 |        0 |       0 |     443 |     460 |  0.69 |     7.25 |     7.21 |     0.72 |      0.42 |
1042|    0 |     116 |      516 |        0 |        0 |       0 |     419 |     441 |  0.67 |     6.57 |     6.57 |     0.72 |      0.43 |
1043|    0 |     117 |      501 |        0 |        0 |       0 |     418 |     443 |  0.69 |     7.13 |     6.8  |     0.73 |      0.4  |
1044|    0 |     118 |      500 |        0 |        0 |       0 |     438 |     451 |  0.72 |     7.68 |     7.63 |     0.73 |      0.41 |
1045|    0 |     119 |      518 |        0 |        0 |       0 |     442 |     459 |  0.76 |     7.69 |     7.47 |     0.72 |      0.41 |
1046|    0 |     120 |      477 |        0 |        0 |       0 |     409 |     432 |  0.68 |     6.55 |     6.39 |     0.72 |      0.4  |
1047|    0 |     121 |      487 |        0 |        0 |       0 |     413 |     433 |  0.69 |     6.47 |     6.5  |     0.72 |      0.46 |
1048|    0 |     122 |      557 |        0 |        0 |       0 |     472 |     489 |  0.73 |     6.74 |     6.68 |     0.73 |      0.42 |
1049|    0 |     123 |      496 |        0 |        0 |       0 |     428 |     440 |  0.66 |     6.28 |     6.2  |     0.72 |      0.42 |
1050|    0 |     124 |      533 |        0 |        0 |       0 |     452 |     472 |  0.68 |     6.69 |     6.57 |     0.71 |      0.42 |
1051|    0 |     125 |      510 |        0 |        0 |       0 |     444 |     456 |  0.74 |     7.1  |     7.04 |     0.73 |      0.44 |
1052|    0 |     126 |      508 |        0 |        0 |       0 |     432 |     456 |  0.76 |     7.79 |     7.78 |     0.75 |      0.41 |
1053|    0 |     127 |      519 |        0 |        0 |       0 |     446 |     463 |  0.66 |     6.02 |     5.89 |     0.73 |      0.43 |
1054|    0 |     128 |      466 |        0 |        0 |       0 |     400 |     414 |  0.7  |     6.87 |     6.71 |     0.72 |      0.44 |
1055|    0 |     129 |      504 |        0 |        0 |       0 |     421 |     440 |  0.71 |     6.94 |     6.86 |     0.72 |      0.44 |
1056|    0 |     130 |      501 |        0 |        0 |       0 |     414 |     430 |  0.71 |     5.99 |     5.99 |     0.73 |      0.42 |
1057|    0 |     131 |      532 |        0 |        0 |       0 |     453 |     470 |  0.72 |     7    |     7.04 |     0.73 |      0.41 |
1058|    0 |     132 |      531 |        0 |        0 |       0 |     453 |     473 |  0.69 |     6.72 |     6.73 |     0.71 |      0.45 |
1059|    0 |     133 |      504 |        0 |        0 |       0 |     425 |     446 |  0.81 |     8.58 |     8.41 |     0.74 |      0.38 |
1060|    0 |     134 |      504 |        0 |        0 |       0 |     428 |     450 |  0.68 |     6.51 |     6.31 |     0.72 |      0.44 |
1061|    0 |     135 |      511 |        0 |        0 |       0 |     426 |     446 |  0.72 |     7.33 |     7.21 |     0.73 |      0.41 |
1062|    0 |     136 |      486 |        0 |        0 |       0 |     412 |     430 |  0.74 |     7.12 |     7.14 |     0.72 |      0.44 |
1063|    0 |     137 |      530 |        0 |        0 |       0 |     462 |     480 |  0.71 |     5.97 |     5.8  |     0.72 |      0.44 |
1064|    0 |     138 |      495 |        0 |        0 |       0 |     420 |     446 |  0.74 |     7.7  |     7.54 |     0.73 |      0.42 |
1065|    0 |     139 |      512 |        0 |        0 |       0 |     447 |     461 |  0.7  |     6.05 |     6.09 |     0.72 |      0.43 |
1066|    0 |     140 |      533 |        0 |        0 |       0 |     444 |     470 |  0.69 |     6.48 |     6.43 |     0.72 |      0.46 |
1067|    0 |     141 |      509 |        0 |        0 |       0 |     437 |     463 |  0.78 |     7.41 |     7.31 |     0.74 |      0.43 |
1068|    0 |     142 |      501 |        0 |        0 |       0 |     430 |     451 |  0.73 |     6.64 |     6.71 |     0.73 |      0.44 |
1069|    0 |     143 |      485 |        0 |        0 |       0 |     403 |     415 |  0.73 |     6.64 |     6.67 |     0.72 |      0.43 |
1070|    0 |     144 |      488 |        0 |        0 |       0 |     418 |     433 |  0.77 |     7.09 |     6.98 |     0.74 |      0.39 |
1071|    0 |     145 |      548 |        0 |        0 |       0 |     451 |     477 |  0.72 |     6.78 |     6.84 |     0.72 |      0.44 |
1072|    0 |     146 |      507 |        0 |        0 |       0 |     439 |     456 |  0.76 |     8.63 |     8.45 |     0.72 |      0.41 |
1073|    0 |     147 |      507 |        0 |        0 |       0 |     432 |     456 |  0.74 |     6.99 |     6.87 |     0.73 |      0.42 |
1074|    0 |     148 |      534 |        0 |        0 |       0 |     450 |     462 |  0.81 |     8.78 |     8.76 |     0.74 |      0.43 |
1075|    0 |     149 |      505 |        2 |        0 |       0 |     439 |     450 |  0.76 |     7.62 |     7.57 |     0.73 |      0.43 |
1076|    0 |     150 |      494 |        0 |        0 |       0 |     416 |     437 |  0.77 |     6.92 |     6.77 |     0.73 |      0.42 |
1077|    0 |     151 |      490 |        2 |        0 |       0 |     423 |     439 |  0.71 |     6.56 |     6.39 |     0.72 |      0.44 |
1078|    0 |     152 |      515 |        0 |        0 |       0 |     458 |     473 |  0.7  |     5.96 |     5.88 |     0.72 |      0.44 |
1079|    0 |     153 |      516 |        0 |        0 |       0 |     432 |     443 |  0.79 |     7.12 |     7.11 |     0.72 |      0.43 |
1080|    0 |     154 |      542 |        0 |        0 |       0 |     454 |     468 |  0.76 |     6.63 |     6.75 |     0.73 |      0.42 |
1081|    0 |     155 |      491 |        0 |        0 |       0 |     425 |     440 |  0.78 |     7.51 |     7.43 |     0.74 |      0.41 |
1082|    0 |     156 |      485 |        2 |        0 |       0 |     420 |     437 |  0.77 |     7.09 |     7.03 |     0.72 |      0.43 |
1083|    0 |     157 |      512 |        0 |        0 |       0 |     418 |     437 |  0.79 |     7.47 |     7.31 |     0.74 |      0.4  |
1084|    0 |     158 |      515 |        0 |        0 |       0 |     446 |     469 |  0.82 |     8.06 |     8.04 |     0.73 |      0.41 |
1085|    0 |     159 |      526 |        0 |        0 |       0 |     451 |     470 |  0.76 |     7.05 |     6.9  |     0.72 |      0.44 |
1086|    0 |     160 |      511 |        0 |        0 |       0 |     420 |     440 |  0.79 |     7.29 |     7.27 |     0.72 |      0.44 |
1087|    0 |     161 |      505 |        0 |        0 |       0 |     424 |     445 |  0.77 |     6.54 |     6.5  |     0.73 |      0.42 |
1088|    0 |     162 |      501 |        0 |        0 |       0 |     424 |     442 |  0.78 |     6.89 |     6.9  |     0.74 |      0.42 |
1089|    0 |     163 |      486 |        0 |        0 |       0 |     415 |     434 |  0.78 |     7.05 |     6.91 |     0.73 |      0.42 |
1090|    0 |     164 |      530 |        0 |        0 |       0 |     448 |     470 |  0.8  |     6.37 |     6.19 |     0.73 |      0.43 |
1091|    0 |     165 |      520 |        0 |        0 |       0 |     457 |     474 |  0.79 |     6.88 |     6.77 |     0.73 |      0.41 |
1092|    0 |     166 |      524 |        0 |        0 |       0 |     443 |     463 |  0.82 |     7.2  |     7.36 |     0.74 |      0.43 |
1093|    0 |     167 |      483 |        4 |        0 |       0 |     428 |     438 |  0.74 |     6.31 |     6.27 |     0.73 |      0.42 |
1094|    0 |     168 |      495 |        0 |        0 |       0 |     416 |     432 |  0.85 |     6.95 |     6.82 |     0.74 |      0.42 |
1095|    0 |     169 |      516 |        0 |        0 |       0 |     442 |     453 |  0.84 |     7.39 |     7.61 |     0.74 |      0.43 |
1096|    0 |     170 |      511 |        0 |        0 |       0 |     436 |     456 |  0.74 |     6.43 |     6.42 |     0.71 |      0.45 |
1097|    0 |     171 |      522 |        0 |        0 |       0 |     446 |     462 |  0.85 |     6.91 |     6.91 |     0.74 |      0.4  |
1098|    0 |     172 |      505 |        0 |        0 |       0 |     435 |     454 |  0.86 |     7.82 |     7.75 |     0.75 |      0.4  |
1099|    0 |     173 |      516 |        0 |        0 |       0 |     435 |     454 |  0.83 |     6.66 |     6.6  |     0.73 |      0.43 |
1100|    0 |     174 |      483 |        0 |        0 |       0 |     413 |     424 |  0.87 |     7.63 |     7.66 |     0.74 |      0.39 |
1101|    0 |     175 |      513 |        2 |        0 |       0 |     433 |     452 |  0.8  |     6.48 |     6.97 |     0.73 |      0.41 |
1102|    0 |     176 |      511 |        2 |        0 |       0 |     439 |     456 |  0.9  |     8.06 |     7.96 |     0.74 |      0.39 |
1103|    0 |     177 |      503 |        2 |        0 |       0 |     430 |     443 |  0.78 |     6.37 |     6.34 |     0.73 |      0.43 |
1104|    0 |     178 |      509 |        0 |        0 |       0 |     440 |     455 |  0.82 |     7.19 |     7.03 |     0.74 |      0.41 |
1105|    0 |     179 |      512 |        0 |        0 |       0 |     439 |     451 |  0.84 |     7.64 |     7.58 |     0.73 |      0.43 |
1106|    0 |     180 |      497 |        0 |        0 |       0 |     423 |     440 |  0.88 |     6.86 |     6.75 |     0.74 |      0.43 |
1107|    0 |     181 |      506 |        7 |        0 |       0 |     436 |     455 |  0.91 |     7.13 |     7.22 |     0.74 |      0.39 |
1108|    0 |     182 |      527 |       22 |        0 |       0 |     459 |     480 |  0.85 |     7.1  |     7.08 |     0.74 |      0.4  |
1109|    0 |     183 |      487 |        4 |        0 |       0 |     423 |     435 |  0.79 |     6.42 |     6.4  |     0.73 |      0.43 |
1110|    0 |     184 |      500 |        2 |        0 |       0 |     428 |     438 |  0.89 |     6.81 |     6.77 |     0.75 |      0.41 |
1111|    0 |     185 |      531 |        6 |        0 |       0 |     452 |     468 |  0.89 |     6.82 |     6.72 |     0.74 |      0.4  |
1112|    0 |     186 |      483 |        2 |        0 |       0 |     400 |     426 |  0.9  |     6.94 |     6.81 |     0.73 |      0.43 |
1113|    0 |     187 |      532 |        0 |        0 |       0 |     456 |     471 |  0.81 |     5.94 |     6.09 |     0.74 |      0.41 |
1114|    0 |     188 |      467 |        2 |        0 |       0 |     399 |     419 |  0.87 |     6.61 |     6.62 |     0.73 |      0.41 |
1115|    0 |     189 |      531 |        0 |        0 |       0 |     449 |     467 |  0.92 |     7.79 |     7.75 |     0.75 |      0.4  |
1116|    0 |     190 |      515 |        0 |        0 |       0 |     427 |     450 |  0.92 |     8.23 |     8.25 |     0.74 |      0.42 |
1117|    0 |     191 |      492 |        0 |        0 |       0 |     431 |     446 |  0.97 |     7.01 |     7.13 |     0.74 |      0.41 |
1118|    0 |     192 |      546 |        2 |        0 |       0 |     464 |     486 |  0.91 |     7.17 |     7.11 |     0.75 |      0.43 |
1119|    0 |     193 |      489 |        0 |        0 |       0 |     418 |     429 |  0.87 |     6.51 |     6.43 |     0.75 |      0.39 |
1120|    0 |     194 |      503 |        0 |        0 |       0 |     421 |     444 |  0.89 |     7.05 |     6.79 |     0.75 |      0.4  |
1121|    0 |     195 |      518 |        0 |        0 |       0 |     444 |     464 |  0.99 |     7.9  |     7.76 |     0.76 |      0.42 |
1122|    0 |     196 |      517 |        0 |        0 |       0 |     450 |     466 |  1.01 |     8.43 |     8.4  |     0.75 |      0.41 |
1123|    0 |     197 |      493 |        0 |        0 |       0 |     423 |     438 |  1.02 |     8.38 |     8.3  |     0.75 |      0.42 |
1124|    0 |     198 |      503 |        0 |        0 |       0 |     416 |     444 |  0.85 |     6.65 |     6.55 |     0.74 |      0.44 |
1125|    0 |     199 |      523 |        2 |        0 |       0 |     448 |     468 |  0.94 |     6.93 |     7.12 |     0.75 |      0.42 |
1126|    0 |     200 |      497 |        0 |        0 |       0 |     423 |     439 |  0.97 |     7.76 |     7.68 |     0.75 |      0.4  |
1127|    0 |     201 |      504 |        0 |        0 |       0 |     431 |     451 |  0.92 |     6.15 |     6.12 |     0.75 |      0.4  |
1128|    0 |     202 |      532 |        0 |        0 |       0 |     465 |     481 |  1.01 |     7.59 |     7.5  |     0.76 |      0.39 |
1129|    0 |     203 |      504 |        0 |        0 |       0 |     420 |     435 |  1.03 |     7.86 |     7.79 |     0.75 |      0.39 |
1130|    0 |     204 |      518 |        0 |        0 |       0 |     437 |     461 |  0.99 |     7.43 |     7.46 |     0.75 |      0.42 |
1131|    0 |     205 |      483 |        0 |        0 |       0 |     417 |     435 |  0.96 |     6.91 |     6.66 |     0.75 |      0.39 |
1132|    0 |     206 |      531 |        0 |        0 |       0 |     455 |     478 |  0.95 |     6.58 |     6.4  |     0.76 |      0.4  |
1133|    0 |     207 |      484 |        0 |        0 |       0 |     420 |     433 |  1.02 |     7.68 |     7.46 |     0.76 |      0.39 |
1134|    0 |     208 |      518 |        0 |        0 |       0 |     442 |     460 |  1.03 |     7.51 |     7.29 |     0.76 |      0.41 |
1135|    0 |     209 |      505 |        0 |        0 |       0 |     423 |     439 |  1    |     7.68 |     7.45 |     0.76 |      0.4  |
1136|    0 |     210 |      517 |        0 |        0 |       0 |     437 |     455 |  1.14 |     8.62 |     8.43 |     0.77 |      0.4  |
1137|    0 |     211 |      502 |        0 |        0 |       0 |     431 |     442 |  1.03 |     6.57 |     6.47 |     0.76 |      0.41 |
1138|    0 |     212 |      515 |        0 |        0 |       0 |     443 |     459 |  1.02 |     6.72 |     6.81 |     0.76 |      0.41 |
1139|    0 |     213 |      515 |        0 |        0 |       0 |     437 |     455 |  1.12 |     7.76 |     7.57 |     0.77 |      0.42 |
1140|    0 |     214 |      487 |        0 |        0 |       0 |     409 |     429 |  0.98 |     6.34 |     6.21 |     0.75 |      0.42 |
1141|    0 |     215 |      501 |        0 |        0 |       0 |     434 |     448 |  1.15 |     7.77 |     7.74 |     0.76 |      0.4  |
1142|    0 |     216 |      522 |        0 |        0 |       0 |     447 |     466 |  1.07 |     7.2  |     7.13 |     0.77 |      0.42 |
1143|    0 |     217 |      512 |        0 |        0 |       0 |     442 |     459 |  1.13 |     7.18 |     7.68 |     0.77 |      0.42 |
1144|    0 |     218 |      498 |        0 |        0 |       0 |     417 |     436 |  1.08 |     7.1  |     6.96 |     0.76 |      0.39 |
1145|    0 |     219 |      533 |        0 |        0 |       0 |     467 |     483 |  1.11 |     6.35 |     6.25 |     0.77 |      0.38 |
1146|    0 |     220 |      500 |        0 |        0 |       0 |     414 |     438 |  1.14 |     7.55 |     7.72 |     0.77 |      0.4  |
1147|    0 |     221 |      524 |        0 |        0 |       0 |     454 |     475 |  1.13 |     7.01 |     6.92 |     0.77 |      0.4  |
1148|    0 |     222 |      493 |        0 |        0 |       0 |     411 |     433 |  1.22 |     8.55 |     8.3  |     0.77 |      0.4  |
1149|    0 |     223 |      510 |        0 |        0 |       0 |     448 |     460 |  1.17 |     7.64 |     7.5  |     0.78 |      0.41 |
1150|    0 |     224 |      515 |        0 |        0 |       0 |     428 |     451 |  1.2  |     7.59 |     7.63 |     0.77 |      0.4  |
1151|    0 |     225 |      504 |        0 |        0 |       0 |     446 |     454 |  1.27 |     6.86 |     6.81 |     0.78 |      0.39 |
1152|    0 |     226 |      502 |        0 |        0 |       0 |     412 |     438 |  1.14 |     6.3  |     6.36 |     0.77 |      0.41 |
1153|    0 |     227 |      496 |        0 |        0 |       0 |     419 |     445 |  1.28 |     7.77 |     7.62 |     0.78 |      0.38 |
1154|    0 |     228 |      525 |        0 |        0 |       0 |     451 |     464 |  1.24 |     8.63 |     8.56 |     0.78 |      0.39 |
1155|    0 |     229 |      506 |        0 |        0 |       0 |     452 |     464 |  1.28 |     8.2  |     8.1  |     0.78 |      0.41 |
1156|    0 |     230 |      510 |        0 |        0 |       0 |     450 |     470 |  1.25 |     7.31 |     7.21 |     0.78 |      0.39 |
1157|    0 |     231 |      515 |        0 |        0 |       0 |     427 |     448 |  1.3  |     7.59 |     7.33 |     0.79 |      0.4  |
1158|    0 |     232 |      497 |        0 |        0 |       0 |     418 |     442 |  1.28 |     7.57 |     7.3  |     0.79 |      0.4  |
1159|    0 |     233 |      508 |        0 |        0 |       0 |     430 |     447 |  1.32 |     7.45 |     7.46 |     0.78 |      0.41 |
1160|    0 |     234 |      509 |        0 |        0 |       0 |     431 |     450 |  1.29 |     8.18 |     8.15 |     0.79 |      0.39 |
1161|    0 |     235 |      535 |        0 |        0 |       0 |     450 |     467 |  1.33 |     7.11 |     7.01 |     0.78 |      0.41 |
1162|    0 |     236 |      499 |        0 |        0 |       0 |     428 |     446 |  1.26 |     6.55 |     6.55 |     0.78 |      0.42 |
1163|    0 |     237 |      493 |        0 |        0 |       0 |     429 |     449 |  1.45 |     9.61 |     9.52 |     0.79 |      0.4  |
1164|    0 |     238 |      496 |        0 |        0 |       0 |     423 |     441 |  1.43 |     8.94 |     8.91 |     0.79 |      0.38 |
1165|    0 |     239 |      506 |        0 |        0 |       0 |     433 |     452 |  1.31 |     5.99 |     5.99 |     0.79 |      0.38 |
1166|    0 |     240 |      534 |        0 |        0 |       0 |     462 |     479 |  1.33 |     8.23 |     8.12 |     0.79 |      0.39 |
1167|    0 |     241 |      526 |        0 |        0 |       0 |     448 |     473 |  1.45 |     9.04 |     8.78 |     0.79 |      0.39 |
1168|    0 |     242 |      486 |        0 |        0 |       0 |     411 |     429 |  1.33 |     7.98 |     7.8  |     0.79 |      0.39 |
1169|    0 |     243 |      505 |        0 |        0 |       0 |     432 |     453 |  1.46 |     8.65 |     8.62 |     0.8  |      0.38 |
1170|    0 |     244 |      532 |        0 |        0 |       0 |     445 |     458 |  1.36 |     7.53 |     7.33 |     0.79 |      0.4  |
1171|    0 |     245 |      491 |        0 |        0 |       0 |     426 |     438 |  1.44 |     6.72 |     6.74 |     0.8  |      0.38 |
1172|    0 |     246 |      534 |        0 |        0 |       0 |     443 |     465 |  1.38 |     7.13 |     7.07 |     0.79 |      0.39 |
1173|    0 |     247 |      495 |        0 |        0 |       0 |     411 |     433 |  1.4  |     8.29 |     8.2  |     0.79 |      0.39 |
1174|    0 |     248 |      513 |        0 |        0 |       0 |     437 |     449 |  1.36 |     7.88 |     7.74 |     0.79 |      0.39 |
1175|    0 |     249 |      523 |        0 |        0 |       0 |     440 |     464 |  1.52 |     8.81 |     8.7  |     0.8  |      0.38 |
1176|    0 |     250 |      505 |        0 |        0 |       0 |     434 |     452 |  1.37 |     8.33 |     8.06 |     0.79 |      0.39 |
1177|    0 |     251 |      511 |        0 |        0 |       0 |     437 |     453 |  1.41 |     7.83 |     7.66 |     0.8  |      0.4  |
1178|    0 |     252 |      499 |        0 |        0 |       0 |     417 |     438 |  1.38 |     7.04 |     6.98 |     0.8  |      0.38 |
1179|    0 |     253 |      491 |        0 |        0 |       0 |     415 |     438 |  1.35 |     7.18 |     7.01 |     0.79 |      0.38 |
1180|    0 |     254 |      523 |        0 |        0 |       0 |     449 |     467 |  1.44 |     8.06 |     8    |     0.79 |      0.38 |
1181|    0 |     255 |      478 |        0 |        0 |       0 |     406 |     424 |  1.37 |     7.12 |     7.05 |     0.79 |      0.39 |
1182|    0 |     256 |      540 |        0 |        0 |       0 |     447 |     462 |  1.37 |     7.71 |     7.6  |     0.79 |      0.38 |
1183|    0 |     257 |      516 |        0 |        0 |       0 |     442 |     462 |  1.42 |     9.17 |     8.87 |     0.79 |      0.37 |
1184|    0 |     258 |      503 |        0 |        0 |       0 |     432 |     447 |  1.28 |     6.24 |     6.21 |     0.79 |      0.38 |
1185|    0 |     259 |      544 |        0 |        0 |       0 |     461 |     481 |  1.38 |     8.29 |     8.04 |     0.79 |      0.39 |
1186|    0 |     260 |      492 |        0 |        0 |       0 |     417 |     438 |  1.33 |     7.53 |     7.43 |     0.78 |      0.41 |
1187|    0 |     261 |      484 |        0 |        0 |       0 |     419 |     441 |  1.34 |     7.69 |     7.66 |     0.79 |      0.39 |
1188|    0 |     262 |      515 |        0 |        0 |       0 |     429 |     446 |  1.27 |     6.56 |     6.45 |     0.79 |      0.39 |
1189|    0 |     263 |      522 |        0 |        0 |       0 |     437 |     453 |  1.27 |     6.95 |     6.78 |     0.78 |      0.4  |
1190|    0 |     264 |      487 |        0 |        0 |       0 |     399 |     425 |  1.3  |     8.89 |     8.73 |     0.78 |      0.39 |
1191|    0 |     265 |      509 |        0 |        0 |       0 |     443 |     461 |  1.16 |     7.6  |     7.65 |     0.78 |      0.39 |
1192|    0 |     266 |      511 |        0 |        0 |       0 |     439 |     457 |  1.35 |     7.61 |     7.39 |     0.79 |      0.39 |
1193|    0 |     267 |      511 |        0 |        0 |       0 |     439 |     461 |  1.32 |     7.77 |     7.81 |     0.79 |      0.37 |
1194|    0 |     268 |      557 |        0 |        0 |       0 |     482 |     497 |  1.27 |     9.28 |     9.05 |     0.78 |      0.38 |
1195|    0 |     269 |      497 |        0 |        0 |       0 |     411 |     432 |  1.24 |     8.42 |     8.1  |     0.78 |      0.4  |
1196|    0 |     270 |      515 |        0 |        0 |       0 |     438 |     453 |  1.3  |     7.89 |     7.78 |     0.79 |      0.39 |
1197|    0 |     271 |      516 |        0 |        0 |       0 |     444 |     464 |  1.07 |     6.64 |     6.51 |     0.78 |      0.39 |
1198|    0 |     272 |      503 |        0 |        0 |       0 |     429 |     448 |  1.16 |     8.31 |     8.15 |     0.78 |      0.4  |
1199|    0 |     273 |      472 |        0 |        0 |       0 |     401 |     422 |  1.13 |     7.71 |     7.5  |     0.77 |      0.41 |
1200|    0 |     274 |      539 |        0 |        0 |       0 |     461 |     474 |  1.24 |     8.99 |     8.98 |     0.78 |      0.4  |
1201|    0 |     275 |      487 |        0 |        0 |       0 |     407 |     432 |  1.21 |     9.1  |     8.78 |     0.78 |      0.39 |
1202|    0 |     276 |      510 |        0 |        0 |       0 |     432 |     454 |  1.1  |     7.57 |     7.35 |     0.76 |      0.39 |
1203|    0 |     277 |      521 |        0 |        0 |       0 |     452 |     465 |  1.08 |     7.52 |     7.36 |     0.76 |      0.41 |
1204|    0 |     278 |      493 |        0 |        0 |       0 |     399 |     421 |  1.06 |     7.72 |     7.61 |     0.77 |      0.42 |
1205|    0 |     279 |      540 |        0 |        0 |       0 |     468 |     486 |  1.09 |     7.36 |     7.24 |     0.76 |      0.39 |
1206|    0 |     280 |      503 |        0 |        0 |       0 |     435 |     448 |  1.23 |     8.78 |     8.69 |     0.78 |      0.39 |
1207|    0 |     281 |      486 |        0 |        0 |       0 |     430 |     445 |  1.02 |     7.22 |     7.23 |     0.76 |      0.42 |
1208|    0 |     282 |      514 |        0 |        0 |       0 |     436 |     451 |  1.02 |     7.75 |     7.56 |     0.76 |      0.4  |
1209|    0 |     283 |      509 |        0 |        0 |       0 |     426 |     447 |  1.05 |     7.14 |     7.03 |     0.76 |      0.41 |
1210|    0 |     284 |      522 |        0 |        0 |       0 |     461 |     473 |  1.06 |     6.56 |     6.63 |     0.76 |      0.4  |
1211|    0 |     285 |      500 |        0 |        0 |       0 |     424 |     441 |  1.11 |     7.38 |     7.34 |     0.77 |      0.4  |
1212|    0 |     286 |      505 |        0 |        0 |       0 |     428 |     445 |  1.01 |     6.49 |     6.35 |     0.76 |      0.4  |
1213|    0 |     287 |      525 |        0 |        0 |       0 |     444 |     463 |  0.97 |     7.73 |     7.6  |     0.75 |      0.42 |
1214|    0 |     288 |      496 |        0 |        0 |       0 |     417 |     438 |  0.95 |     6.51 |     6.51 |     0.75 |      0.41 |
1215|    0 |     289 |      522 |        0 |        0 |       0 |     450 |     464 |  0.97 |     7.65 |     7.47 |     0.75 |      0.41 |
1216|    0 |     290 |      495 |        0 |        0 |       0 |     426 |     438 |  1.07 |     7.72 |     7.68 |     0.77 |      0.38 |
1217|    0 |     291 |      536 |        0 |        0 |       0 |     464 |     489 |  1.04 |     8.22 |     8.29 |     0.76 |      0.39 |
1218|    0 |     292 |      493 |        0 |        0 |       0 |     412 |     435 |  0.94 |     7.92 |     7.89 |     0.74 |      0.43 |
1219|    0 |     293 |      517 |        0 |        0 |       0 |     439 |     461 |  0.98 |     7.35 |     7.25 |     0.75 |      0.39 |
1220|    0 |     294 |      501 |        0 |        0 |       0 |     419 |     439 |  0.95 |     6.78 |     6.62 |     0.76 |      0.4  |
1221|    0 |     295 |      511 |        0 |        0 |       0 |     428 |     446 |  0.94 |     7.23 |     7.04 |     0.75 |      0.41 |
1222|    0 |     296 |      486 |        0 |        0 |       0 |     419 |     437 |  0.97 |     8.02 |     7.73 |     0.74 |      0.41 |
1223|    0 |     297 |      532 |        0 |        0 |       0 |     439 |     464 |  0.91 |     6.7  |     6.53 |     0.75 |      0.4  |
1224|    0 |     298 |      509 |        0 |        0 |       0 |     422 |     443 |  0.99 |     8.03 |     7.79 |     0.75 |      0.39 |
1225|    0 |     299 |      520 |        0 |        0 |       0 |     448 |     465 |  0.94 |     8.61 |     8.38 |     0.75 |      0.4  |
1226|    0 |     300 |      473 |        0 |        0 |       0 |     395 |     410 |  0.91 |     8.63 |     8.5  |     0.75 |      0.4  |
1227|    0 |     301 |      543 |        0 |        0 |       0 |     472 |     485 |  0.94 |     7.93 |     7.77 |     0.75 |      0.39 |
1228|    0 |     302 |      514 |        0 |        0 |       0 |     432 |     450 |  0.81 |     6.6  |     6.41 |     0.74 |      0.41 |
1229|    0 |     303 |      530 |        0 |        0 |       0 |     455 |     468 |  0.96 |     8.21 |     8.08 |     0.74 |      0.42 |
1230|    0 |     304 |      476 |        0 |        0 |       0 |     397 |     410 |  0.88 |     6.97 |     7.07 |     0.73 |      0.42 |
1231|    0 |     305 |      536 |        0 |        0 |       0 |     448 |     463 |  0.93 |     6.63 |     6.58 |     0.74 |      0.44 |
1232|    0 |     306 |      494 |        0 |        0 |       0 |     424 |     440 |  0.84 |     6.53 |     6.44 |     0.74 |      0.43 |
1233|    0 |     307 |      502 |        0 |        0 |       0 |     439 |     453 |  0.88 |     6.97 |     6.88 |     0.74 |      0.4  |
1234|    0 |     308 |      498 |        0 |        0 |       0 |     424 |     440 |  0.92 |     7.76 |     7.61 |     0.74 |      0.42 |
1235|    0 |     309 |      541 |        0 |        0 |       0 |     454 |     468 |  0.83 |     7.05 |     7.02 |     0.73 |      0.42 |
1236|    0 |     310 |      508 |        0 |        0 |       0 |     433 |     455 |  0.85 |     6.84 |     6.67 |     0.73 |      0.41 |
1237|    0 |     311 |      484 |        0 |        0 |       0 |     406 |     426 |  0.88 |     8.21 |     7.98 |     0.73 |      0.43 |
1238|    0 |     312 |      508 |        0 |        0 |       0 |     450 |     471 |  0.85 |     7.14 |     6.84 |     0.73 |      0.4  |
1239|    0 |     313 |      524 |        0 |        0 |       0 |     436 |     456 |  0.9  |     8.04 |     7.8  |     0.73 |      0.42 |
1240|    0 |     314 |      508 |        0 |        0 |       0 |     440 |     456 |  0.85 |     7.52 |     7.37 |     0.74 |      0.41 |
1241|    0 |     315 |      524 |        0 |        0 |       0 |     440 |     462 |  0.78 |     6.05 |     6.11 |     0.72 |      0.43 |
1242|    0 |     316 |      509 |        0 |        0 |       0 |     438 |     456 |  0.77 |     7.84 |     7.57 |     0.72 |      0.42 |
1243|    0 |     317 |      495 |        0 |        0 |       0 |     424 |     442 |  0.85 |     7.01 |     6.92 |     0.73 |      0.41 |
1244|    0 |     318 |      472 |        0 |        0 |       0 |     401 |     415 |  0.92 |     8.64 |     8.46 |     0.73 |      0.4  |
1245|    0 |     319 |      548 |        0 |        0 |       0 |     465 |     490 |  0.81 |     7.19 |     7.05 |     0.73 |      0.41 |
1246|    0 |     320 |      496 |        0 |        0 |       0 |     435 |     447 |  0.81 |     6.63 |     6.51 |     0.73 |      0.42 |
1247|    0 |     321 |      518 |        0 |        0 |       0 |     439 |     458 |  0.82 |     6.93 |     6.75 |     0.73 |      0.44 |
1248|    0 |     322 |      499 |        0 |        0 |       0 |     425 |     444 |  0.78 |     7.16 |     7    |     0.72 |      0.45 |
1249|    0 |     323 |      534 |        0 |        0 |       0 |     443 |     466 |  0.72 |     5.91 |     5.83 |     0.72 |      0.47 |
1250|    0 |     324 |      484 |        0 |        0 |       0 |     415 |     432 |  0.88 |     8.74 |     8.47 |     0.74 |      0.41 |
1251|    0 |     325 |      526 |        0 |        0 |       0 |     448 |     466 |  0.88 |     8.05 |     7.9  |     0.74 |      0.41 |
1252|    0 |     326 |      503 |        0 |        0 |       0 |     430 |     450 |  0.81 |     7.57 |     7.48 |     0.72 |      0.44 |
1253|    0 |     327 |      490 |        0 |        0 |       0 |     412 |     429 |  0.79 |     7.54 |     7.3  |     0.72 |      0.43 |
1254|    0 |     328 |      532 |        0 |        0 |       0 |     458 |     474 |  0.75 |     7.12 |     7.02 |     0.72 |      0.42 |
1255|    0 |     329 |      517 |        0 |        0 |       0 |     430 |     451 |  0.75 |     6.7  |     6.56 |     0.71 |      0.44 |
1256|    0 |     330 |      529 |        0 |        0 |       0 |     455 |     475 |  0.83 |     7.21 |     7.22 |     0.73 |      0.45 |
1257|    0 |     331 |      495 |        0 |        0 |       0 |     420 |     442 |  0.8  |     7.52 |     7.46 |     0.72 |      0.44 |
1258|    0 |     332 |      493 |        0 |        0 |       0 |     417 |     436 |  0.76 |     6.15 |     6.14 |     0.72 |      0.43 |
1259|    0 |     333 |      498 |        0 |        0 |       0 |     424 |     444 |  0.76 |     6.93 |     6.85 |     0.72 |      0.43 |
1260|    0 |     334 |      515 |        0 |        0 |       0 |     453 |     469 |  0.8  |     7.49 |     7.3  |     0.72 |      0.45 |
1261|    0 |     335 |      501 |        0 |        0 |       0 |     412 |     426 |  0.72 |     6.95 |     6.91 |     0.71 |      0.44 |
1262|    0 |     336 |      529 |        0 |        0 |       0 |     455 |     469 |  0.67 |     5.67 |     5.53 |     0.71 |      0.47 |
1263|    0 |     337 |      519 |        0 |        0 |       0 |     427 |     452 |  0.8  |     7.59 |     7.35 |     0.72 |      0.45 |
1264|    0 |     338 |      498 |        0 |        0 |       0 |     428 |     448 |  0.75 |     6.75 |     6.54 |     0.72 |      0.41 |
1265|    0 |     339 |      522 |        0 |        0 |       0 |     429 |     456 |  0.78 |     7.51 |     7.18 |     0.72 |      0.45 |
1266|    0 |     340 |      486 |        0 |        0 |       0 |     420 |     436 |  0.79 |     7.18 |     7.18 |     0.72 |      0.42 |
1267|    0 |     341 |      522 |        0 |        0 |       0 |     446 |     470 |  0.79 |     7.13 |     7.11 |     0.73 |      0.4  |
1268|    0 |     342 |      492 |        0 |        0 |       0 |     426 |     451 |  0.71 |     5.88 |     5.91 |     0.71 |      0.47 |
1269|    0 |     343 |      530 |        0 |        0 |       0 |     448 |     469 |  0.7  |     6.13 |     5.93 |     0.72 |      0.42 |
1270|    0 |     344 |      497 |        0 |        0 |       0 |     423 |     443 |  0.7  |     6.09 |     6    |     0.71 |      0.44 |
1271|    0 |     345 |      520 |        0 |        0 |       0 |     451 |     468 |  0.8  |     7.28 |     7.25 |     0.72 |      0.44 |
1272|    0 |     346 |      488 |        0 |        0 |       0 |     406 |     420 |  0.7  |     6.37 |     6.23 |     0.7  |      0.47 |
1273|    0 |     347 |      537 |        0 |        0 |       0 |     451 |     466 |  0.73 |     6.35 |     6.31 |     0.71 |      0.43 |
1274|    0 |     348 |      491 |        0 |        0 |       0 |     419 |     435 |  0.77 |     7.55 |     7.4  |     0.73 |      0.41 |
1275|    0 |     349 |      509 |        0 |        0 |       0 |     430 |     457 |  0.73 |     6.92 |     6.7  |     0.72 |      0.42 |
1276|    0 |     350 |      514 |        0 |        0 |       0 |     416 |     442 |  0.67 |     6.74 |     6.53 |     0.71 |      0.47 |
1277|    0 |     351 |      525 |        0 |        0 |       0 |     458 |     476 |  0.78 |     6.98 |     6.89 |     0.72 |      0.44 |
1278|    0 |     352 |      505 |        0 |        0 |       0 |     430 |     444 |  0.75 |     7.12 |     7    |     0.72 |      0.44 |
1279|    0 |     353 |      477 |        0 |        0 |       0 |     404 |     419 |  0.7  |     6.36 |     6.56 |     0.71 |      0.44 |
1280|    0 |     354 |      516 |        0 |        0 |       0 |     450 |     469 |  0.74 |     7.63 |     7.4  |     0.72 |      0.44 |
1281|    0 |     355 |      530 |        0 |        0 |       0 |     451 |     474 |  0.66 |     5.61 |     5.74 |     0.71 |      0.47 |
1282|    0 |     356 |      512 |        2 |        0 |       0 |     443 |     467 |  0.71 |     6.75 |     6.68 |     0.71 |      0.44 |
1283|    0 |     357 |      499 |        2 |        0 |       0 |     417 |     439 |  0.73 |     7.33 |     7.06 |     0.72 |      0.42 |
1284|    0 |     358 |      543 |        0 |        0 |       0 |     463 |     487 |  0.66 |     5.93 |     5.72 |     0.7  |      0.44 |
1285|    0 |     359 |      472 |        0 |        0 |       0 |     404 |     416 |  0.72 |     6.51 |     6.42 |     0.7  |      0.48 |
1286|    0 |     360 |      488 |        4 |        0 |       0 |     422 |     436 |  0.76 |     7.79 |     7.84 |     0.73 |      0.41 |
1287|    0 |     361 |      536 |       17 |        0 |       0 |     468 |     489 |  0.78 |     8.47 |     8.86 |     0.72 |      0.43 |
1288|    0 |     362 |      480 |       15 |        0 |       0 |     413 |     429 |  0.75 |     6.48 |     6.54 |     0.72 |      0.44 |
1289|    0 |     363 |      486 |       20 |        0 |       0 |     429 |     447 |  0.69 |     6.76 |     6.82 |     0.7  |      0.46 |
1290|    0 |     364 |      510 |        0 |        0 |       0 |     442 |     458 |  0.66 |     5.98 |     5.83 |     0.71 |      0.43 |
1291|    0 |     365 |      512 |        0 |        0 |       0 |     446 |     459 |  0.72 |     7.67 |     7.49 |     0.72 |      0.42 |
1292|    0 |     366 |      516 |        0 |        0 |       0 |     420 |     442 |  0.66 |     6.37 |     6.19 |     0.7  |      0.42 |
1293|    0 |     367 |      542 |        2 |        0 |       0 |     468 |     483 |  0.73 |     7.81 |     7.7  |     0.71 |      0.45 |
1294|    0 |     368 |      541 |        0 |        0 |       0 |     471 |     480 |  0.69 |     8.04 |     7.99 |     0.71 |      0.42 |
1295|    0 |     369 |      520 |        2 |        0 |       0 |     439 |     456 |  0.64 |     6.51 |     6.48 |     0.7  |      0.45 |
1296|    0 |     370 |      473 |        0 |        0 |       0 |     408 |     420 |  0.7  |     7.55 |     7.43 |     0.72 |      0.45 |
1297|    0 |     371 |      459 |        0 |        0 |       0 |     397 |     413 |  0.69 |     5.87 |     5.72 |     0.71 |      0.46 |
1298|    0 |     372 |      524 |        0 |        0 |       0 |     445 |     458 |  0.76 |     7.72 |     7.58 |     0.72 |      0.43 |
1299|    0 |     373 |      503 |        0 |        0 |       0 |     437 |     449 |  0.72 |     7.12 |     6.99 |     0.72 |      0.41 |
1300|    0 |     374 |      507 |        2 |        0 |       0 |     432 |     449 |  0.76 |     8.31 |     8.29 |     0.71 |      0.45 |
1301|    0 |     375 |      500 |        0 |        0 |       0 |     433 |     450 |  0.69 |     6.31 |     6.36 |     0.71 |      0.43 |
1302|    0 |     376 |      508 |        0 |        0 |       0 |     423 |     448 |  0.69 |     6.24 |     6.1  |     0.71 |      0.44 |
1303|    0 |     377 |      525 |        0 |        0 |       0 |     446 |     462 |  0.59 |     5.65 |     5.53 |     0.7  |      0.45 |
1304|    0 |     378 |      515 |        0 |        0 |       0 |     435 |     451 |  0.69 |     6.32 |     6.42 |     0.7  |      0.44 |
1305|    0 |     379 |      511 |        0 |        0 |       0 |     423 |     446 |  0.68 |     5.6  |     5.53 |     0.71 |      0.46 |
1306|    0 |     380 |      536 |        0 |        0 |       0 |     461 |     480 |  0.69 |     6.58 |     6.41 |     0.71 |      0.42 |
1307|    0 |     381 |      525 |        2 |        0 |       0 |     438 |     458 |  0.69 |     7.38 |     7.21 |     0.71 |      0.46 |
1308|    0 |     382 |      520 |        0 |        0 |       0 |     427 |     452 |  0.75 |     7.18 |     7.17 |     0.72 |      0.43 |
1309|    0 |     383 |      490 |        0 |        0 |       0 |     419 |     434 |  0.64 |     6.75 |     6.63 |     0.71 |      0.41 |
1310|    0 |     384 |      501 |        0 |        0 |       0 |     420 |     436 |  0.64 |     6.1  |     5.97 |     0.71 |      0.43 |
1311|    0 |     385 |      501 |        0 |        0 |       0 |     438 |     449 |  0.65 |     6.32 |     6.41 |     0.7  |      0.46 |
1312|    0 |     386 |      497 |        0 |        0 |       0 |     428 |     451 |  0.68 |     7.64 |     7.45 |     0.71 |      0.47 |
1313|    0 |     387 |      525 |        0 |        0 |       0 |     462 |     473 |  0.73 |     7.1  |     7.04 |     0.72 |      0.44 |
1314|    0 |     388 |      499 |        0 |        0 |       0 |     431 |     443 |  0.7  |     7.2  |     7.1  |     0.71 |      0.43 |
1315|    0 |     389 |      528 |        0 |        0 |       0 |     440 |     468 |  0.73 |     8.28 |     8.09 |     0.7  |      0.45 |
1316|    0 |     390 |      488 |        0 |        0 |       0 |     421 |     436 |  0.69 |     6.73 |     6.62 |     0.71 |      0.45 |
1317|    0 |     391 |      526 |        0 |        0 |       0 |     438 |     467 |  0.68 |     6.8  |     6.64 |     0.71 |      0.43 |
1318|    0 |     392 |      522 |        0 |        0 |       0 |     444 |     459 |  0.7  |     6.69 |     6.56 |     0.7  |      0.47 |
1319|    0 |     393 |      489 |        2 |        0 |       0 |     418 |     439 |  0.67 |     6.48 |     6.37 |     0.71 |      0.46 |
1320|    0 |     394 |      542 |        0 |        0 |       0 |     465 |     473 |  0.63 |     6.09 |     6    |     0.71 |      0.46 |
1321|    0 |     395 |      496 |        0 |        0 |       0 |     429 |     445 |  0.66 |     6.48 |     6.29 |     0.71 |      0.46 |
1322|    0 |     396 |      496 |        0 |        0 |       0 |     418 |     433 |  0.61 |     6.07 |     5.86 |     0.71 |      0.45 |
1323|    0 |     397 |      523 |        0 |        0 |       0 |     459 |     473 |  0.64 |     5.92 |     5.82 |     0.7  |      0.44 |
1324|    0 |     398 |      497 |        0 |        0 |       0 |     406 |     430 |  0.66 |     6.43 |     6.3  |     0.71 |      0.44 |
1325|    0 |     399 |      505 |        0 |        0 |       0 |     424 |     444 |  0.65 |     6.78 |     6.6  |     0.71 |      0.46 |
1326|    0 |     400 |      520 |        0 |        0 |       0 |     443 |     463 |  0.71 |     7.08 |     6.91 |     0.72 |      0.44 |
1327|    0 |     401 |      502 |        0 |        0 |       0 |     430 |     448 |  0.7  |     6.84 |     6.69 |     0.71 |      0.43 |
1328|    0 |     402 |      503 |        0 |        0 |       0 |     424 |     443 |  0.69 |     7.01 |     6.88 |     0.72 |      0.44 |
1329|    0 |     403 |      505 |        0 |        0 |       0 |     438 |     455 |  0.65 |     6.21 |     6.22 |     0.71 |      0.45 |
1330|    0 |     404 |      509 |        0 |        0 |       0 |     438 |     454 |  0.71 |     7.8  |     7.64 |     0.72 |      0.42 |
1331|    0 |     405 |      518 |        0 |        0 |       0 |     446 |     458 |  0.65 |     6.57 |     6.47 |     0.71 |      0.43 |
1332|    0 |     406 |      492 |        0 |        0 |       0 |     413 |     431 |  0.68 |     6.74 |     6.67 |     0.7  |      0.43 |
1333|    0 |     407 |      530 |        0 |        0 |       0 |     454 |     475 |  0.67 |     6.41 |     6.29 |     0.7  |      0.44 |
1334|    0 |     408 |      488 |        0 |        0 |       0 |     410 |     424 |  0.72 |     7.21 |     7.17 |     0.72 |      0.43 |
1335|    0 |     409 |      541 |        0 |        0 |       0 |     460 |     479 |  0.63 |     6.59 |     6.5  |     0.7  |      0.48 |
1336|    0 |     410 |      481 |        0 |        0 |       0 |     406 |     423 |  0.7  |     6.42 |     6.43 |     0.73 |      0.4  |
1337|    0 |     411 |      540 |        0 |        0 |       0 |     461 |     479 |  0.62 |     6.63 |     6.62 |     0.69 |      0.46 |
1338|    0 |     412 |      478 |        0 |        0 |       0 |     409 |     425 |  0.66 |     6.58 |     6.59 |     0.72 |      0.41 |
1339|    0 |     413 |      542 |        0 |        0 |       0 |     456 |     475 |  0.67 |     7.23 |     7.08 |     0.7  |      0.46 |
1340|    0 |     414 |      494 |        0 |        0 |       0 |     427 |     440 |  0.68 |     7.13 |     7.12 |     0.72 |      0.41 |
1341|    0 |     415 |      522 |        0 |        0 |       0 |     446 |     472 |  0.65 |     5.69 |     5.48 |     0.71 |      0.44 |
1342|    0 |     416 |      494 |        0 |        0 |       0 |     412 |     434 |  0.72 |     6.74 |     6.73 |     0.72 |      0.43 |
1343|    0 |     417 |      530 |        0 |        0 |       0 |     450 |     466 |  0.63 |     5.9  |     5.81 |     0.7  |      0.49 |
1344|    0 |     418 |      500 |        0 |        0 |       0 |     435 |     454 |  0.7  |     6.68 |     6.83 |     0.73 |      0.43 |
1345|    0 |     419 |      533 |        0 |        0 |       0 |     454 |     470 |  0.61 |     6.09 |     5.98 |     0.69 |      0.47 |
1346|    0 |     420 |      486 |        0 |        0 |       0 |     415 |     430 |  0.71 |     7.22 |     7.34 |     0.72 |      0.42 |
1347|    0 |     421 |      534 |        0 |        0 |       0 |     449 |     478 |  0.63 |     5.81 |     5.59 |     0.7  |      0.45 |
1348|    0 |     422 |      496 |        0 |        0 |       0 |     421 |     437 |  0.68 |     6.56 |     6.45 |     0.72 |      0.43 |
1349|    0 |     423 |      508 |        0 |        0 |       0 |     426 |     441 |  0.69 |     6.63 |     6.57 |     0.7  |      0.45 |
1350|    0 |     424 |      517 |        0 |        0 |       0 |     436 |     458 |  0.66 |     7.26 |     7.02 |     0.72 |      0.44 |
1351|    0 |     425 |      492 |        0 |        0 |       0 |     425 |     442 |  0.69 |     6.97 |     6.88 |     0.72 |      0.46 |
1352|    0 |     426 |      530 |        0 |        0 |       0 |     461 |     477 |  0.67 |     6.71 |     6.64 |     0.72 |      0.44 |
1353|    0 |     427 |      504 |        0 |        0 |       0 |     434 |     455 |  0.69 |     6.86 |     6.83 |     0.71 |      0.46 |
1354|    0 |     428 |      498 |        0 |        0 |       0 |     416 |     440 |  0.64 |     6.31 |     6.11 |     0.71 |      0.44 |
1355|    0 |     429 |      501 |        0 |        0 |       0 |     421 |     443 |  0.69 |     6.56 |     6.5  |     0.71 |      0.45 |
1356|    0 |     430 |      506 |        0 |        0 |       0 |     436 |     457 |  0.65 |     5.91 |     5.86 |     0.71 |      0.45 |
1357|    0 |     431 |      531 |        0 |        0 |       0 |     449 |     472 |  0.73 |     8.81 |     8.51 |     0.73 |      0.43 |
1358|    0 |     432 |      480 |        0 |        0 |       0 |     419 |     433 |  0.61 |     6.05 |     5.93 |     0.71 |      0.43 |
1359|    0 |     433 |      525 |        0 |        0 |       0 |     450 |     466 |  0.67 |     6.37 |     6.27 |     0.72 |      0.44 |
1360|    0 |     434 |      522 |        0 |        0 |       0 |     435 |     453 |  0.65 |     6.1  |     6.22 |     0.71 |      0.43 |
1361|    0 |     435 |      487 |        0 |        0 |       0 |     422 |     436 |  0.62 |     5.53 |     5.48 |     0.7  |      0.46 |
1362|    0 |     436 |      520 |        0 |        0 |       0 |     449 |     464 |  0.65 |     6.69 |     6.53 |     0.72 |      0.45 |
1363|    0 |     437 |      498 |        0 |        0 |       0 |     415 |     435 |  0.67 |     6.59 |     6.42 |     0.71 |      0.44 |
1364|    0 |     438 |      520 |        0 |        0 |       0 |     434 |     450 |  0.65 |     6.52 |     6.29 |     0.71 |      0.43 |
1365|    0 |     439 |      529 |        0 |        0 |       0 |     459 |     481 |  0.67 |     6.59 |     6.6  |     0.7  |      0.44 |
1366|    0 |     440 |      503 |        0 |        0 |       0 |     433 |     450 |  0.7  |     7.04 |     6.91 |     0.72 |      0.42 |
1367|    0 |     441 |      512 |        0 |        0 |       0 |     432 |     453 |  0.69 |     6.77 |     6.88 |     0.71 |      0.46 |
1368|    0 |     442 |      507 |        0 |        0 |       0 |     429 |     450 |  0.68 |     6.61 |     6.41 |     0.71 |      0.41 |
1369|    0 |     443 |      507 |        0 |        0 |       0 |     421 |     440 |  0.72 |     6.43 |     6.51 |     0.73 |      0.41 |
1370|    0 |     444 |      514 |        0 |        0 |       0 |     428 |     444 |  0.66 |     6.71 |     6.59 |     0.72 |      0.45 |
1371|    0 |     445 |      487 |        0 |        0 |       0 |     406 |     423 |  0.64 |     6.71 |     6.63 |     0.72 |      0.43 |
1372|    0 |     446 |      511 |        0 |        0 |       0 |     436 |     456 |  0.64 |     6.08 |     5.95 |     0.72 |      0.43 |
1373|    0 |     447 |      480 |        0 |        0 |       0 |     407 |     429 |  0.61 |     6.05 |     5.83 |     0.71 |      0.44 |
1374|    0 |     448 |      548 |        0 |        0 |       0 |     472 |     493 |  0.75 |     8.13 |     7.95 |     0.73 |      0.44 |
1375|    0 |     449 |      499 |        0 |        0 |       0 |     423 |     442 |  0.67 |     5.88 |     6.01 |     0.72 |      0.44 |
1376|    0 |     450 |      495 |        0 |        0 |       0 |     422 |     440 |  0.72 |     6.95 |     6.82 |     0.72 |      0.41 |
1377|    0 |     451 |      537 |        0 |        0 |       0 |     456 |     478 |  0.64 |     6.12 |     6.31 |     0.71 |      0.43 |
1378|    0 |     452 |      525 |        0 |        0 |       0 |     453 |     473 |  0.69 |     7.23 |     7.06 |     0.72 |      0.42 |
1379|    0 |     453 |      523 |        0 |        0 |       0 |     442 |     463 |  0.58 |     5.27 |     5.28 |     0.7  |      0.44 |
1380|    0 |     454 |      503 |        0 |        0 |       0 |     436 |     453 |  0.61 |     5.69 |     5.55 |     0.72 |      0.44 |
1381|    0 |     455 |      517 |        0 |        0 |       0 |     436 |     458 |  0.69 |     6.23 |     6.16 |     0.72 |      0.42 |
1382|    0 |     456 |      516 |        0 |        0 |       0 |     431 |     460 |  0.67 |     6.13 |     6.08 |     0.71 |      0.44 |
1383|    0 |     457 |      463 |        0 |        0 |       0 |     397 |     415 |  0.72 |     7.19 |     7.19 |     0.72 |      0.41 |
1384|    0 |     458 |      539 |        0 |        0 |       0 |     459 |     478 |  0.71 |     7.04 |     7.07 |     0.72 |      0.43 |
1385|    0 |     459 |      471 |        0 |        0 |       0 |     400 |     424 |  0.67 |     6.38 |     6.3  |     0.71 |      0.44 |
1386|    0 |     460 |      467 |        0 |        0 |       0 |     399 |     419 |  0.68 |     6.56 |     6.96 |     0.71 |      0.46 |
1387|    0 |     461 |      509 |        0 |        0 |       0 |     436 |     454 |  0.63 |     6.01 |     5.8  |     0.71 |      0.43 |
1388|    0 |     462 |      546 |        0 |        0 |       0 |     455 |     476 |  0.71 |     6.16 |     6.28 |     0.72 |      0.41 |
1389|    0 |     463 |      544 |        0 |        0 |       0 |     468 |     486 |  0.67 |     6.88 |     6.84 |     0.71 |      0.45 |
1390|    0 |     464 |      526 |        0 |        0 |       0 |     444 |     464 |  0.65 |     6.15 |     6.07 |     0.71 |      0.42 |
1391|    0 |     465 |      515 |        0 |        0 |       0 |     447 |     463 |  0.7  |     6.68 |     6.7  |     0.72 |      0.44 |
1392|    0 |     466 |      512 |        0 |        0 |       0 |     444 |     458 |  0.67 |     7.42 |     7.28 |     0.71 |      0.42 |
1393|    0 |     467 |      522 |        0 |        0 |       0 |     436 |     458 |  0.64 |     6.14 |     6.42 |     0.71 |      0.44 |
1394|    0 |     468 |      455 |        0 |        0 |       0 |     381 |     399 |  0.72 |     7.15 |     6.95 |     0.72 |      0.43 |
1395|    0 |     469 |      560 |        0 |        0 |       0 |     481 |     500 |  0.72 |     6.43 |     6.42 |     0.73 |      0.41 |
1396|    0 |     470 |      489 |        0 |        0 |       0 |     419 |     431 |  0.76 |     7.47 |     7.58 |     0.73 |      0.42 |
1397|    0 |     471 |      448 |        0 |        0 |       0 |     386 |     402 |  0.68 |     5.78 |     5.87 |     0.71 |      0.41 |
1398|    0 |     472 |      507 |        0 |        0 |       0 |     421 |     436 |  0.64 |     6.17 |     6.14 |     0.7  |      0.42 |
1399|    0 |     473 |      579 |        0 |        0 |       0 |     499 |     516 |  0.67 |     6.76 |     6.58 |     0.72 |      0.42 |
1400|    0 |     474 |      497 |        0 |        0 |       0 |     431 |     447 |  0.64 |     5.41 |     5.36 |     0.71 |      0.42 |
1401|    0 |     475 |      535 |        0 |        0 |       0 |     459 |     473 |  0.65 |     6.39 |     6.23 |     0.71 |      0.42 |
1402|    0 |     476 |      499 |        0 |        0 |       0 |     408 |     429 |  0.68 |     6.67 |     6.56 |     0.72 |      0.46 |
1403|    0 |     477 |      504 |        0 |        0 |       0 |     422 |     437 |  0.71 |     6.61 |     6.52 |     0.72 |      0.43 |
1404|    0 |     478 |      501 |        0 |        0 |       0 |     429 |     450 |  0.71 |     7.09 |     7.09 |     0.73 |      0.42 |
1405|    0 |     479 |      521 |        0 |        0 |       0 |     453 |     471 |  0.76 |     7.14 |     7.22 |     0.72 |      0.44 |
1406|    0 |     480 |      465 |        0 |        0 |       0 |     403 |     419 |  0.72 |     6.36 |     6.25 |     0.72 |      0.44 |
1407|    0 |     481 |      497 |        0 |        0 |       0 |     425 |     449 |  0.64 |     5.49 |     5.52 |     0.7  |      0.44 |
1408|    0 |     482 |      560 |        0 |        0 |       0 |     479 |     498 |  0.73 |     6.14 |     6.14 |     0.72 |      0.45 |
1409|    0 |     483 |      510 |        0 |        0 |       0 |     419 |     438 |  0.67 |     5.43 |     5.42 |     0.71 |      0.44 |
1410|    0 |     484 |      515 |        0 |        0 |       0 |     445 |     464 |  0.68 |     6.56 |     6.4  |     0.71 |      0.45 |
1411|    0 |     485 |      513 |        0 |        0 |       0 |     431 |     453 |  0.75 |     6.79 |     6.67 |     0.72 |      0.42 |
1412|    0 |     486 |      506 |        0 |        0 |       0 |     436 |     452 |  0.69 |     6.25 |     6.21 |     0.73 |      0.41 |
1413|    0 |     487 |      506 |        0 |        0 |       0 |     435 |     460 |  0.65 |     5.52 |     5.73 |     0.73 |      0.43 |
1414|    0 |     488 |      469 |        0 |        0 |       0 |     399 |     413 |  0.73 |     6.64 |     6.6  |     0.71 |      0.46 |
1415|    0 |     489 |      508 |        0 |        0 |       0 |     428 |     442 |  0.65 |     6.05 |     5.87 |     0.7  |      0.45 |
1416|    0 |     490 |      511 |        0 |        0 |       0 |     435 |     449 |  0.69 |     5.51 |     5.4  |     0.73 |      0.44 |
1417|    0 |     491 |      546 |        0 |        0 |       0 |     461 |     479 |  0.72 |     6.79 |     6.64 |     0.71 |      0.45 |
1418|    0 |     492 |      505 |        0 |        0 |       0 |     432 |     455 |  0.66 |     6.06 |     5.99 |     0.7  |      0.44 |
1419|    0 |     493 |      503 |        0 |        0 |       0 |     429 |     446 |  0.75 |     7.41 |     7.42 |     0.73 |      0.42 |
1420|    0 |     494 |      508 |        0 |        0 |       0 |     441 |     452 |  0.71 |     6    |     5.95 |     0.73 |      0.43 |
1421|    0 |     495 |      521 |        0 |        0 |       0 |     444 |     459 |  0.72 |     7.32 |     7.17 |     0.72 |      0.41 |
1422|    0 |     496 |      474 |        0 |        0 |       0 |     403 |     421 |  0.68 |     5.48 |     5.41 |     0.71 |      0.45 |
1423|    0 |     497 |      541 |        0 |        0 |       0 |     473 |     489 |  0.71 |     6.01 |     5.88 |     0.71 |      0.44 |
1424|    0 |     498 |      523 |        0 |        0 |       0 |     438 |     456 |  0.72 |     6.66 |     6.57 |     0.72 |      0.44 |
1425|    0 |     499 |      497 |        0 |        0 |       0 |     428 |     444 |  0.67 |     5.44 |     5.33 |     0.71 |      0.45 |
1426|    0 |     500 |      517 |        0 |        0 |       0 |     434 |     450 |  0.71 |     6.11 |     5.9  |     0.7  |      0.46 |
1427|    0 |     501 |      523 |        0 |        0 |       0 |     449 |     467 |  0.75 |     6.94 |     6.84 |     0.73 |      0.41 |
1428|    0 |     502 |      490 |        0 |        0 |       0 |     427 |     439 |  0.72 |     5.94 |     5.92 |     0.72 |      0.45 |
1429|    0 |     503 |      499 |        0 |        0 |       0 |     421 |     439 |  0.72 |     6.9  |     6.79 |     0.72 |      0.45 |
1430|    0 |     504 |      480 |        0 |        0 |       0 |     407 |     425 |  0.71 |     5.9  |     5.92 |     0.72 |      0.44 |
1431|    0 |     505 |      549 |        0 |        0 |       0 |     487 |     506 |  0.73 |     6.42 |     6.34 |     0.72 |      0.44 |
1432|    0 |     506 |      499 |        0 |        0 |       0 |     423 |     442 |  0.71 |     6.93 |     6.88 |     0.71 |      0.45 |
1433|    0 |     507 |      503 |        0 |        0 |       0 |     430 |     448 |  0.75 |     7.66 |     7.51 |     0.73 |      0.41 |
1434|    0 |     508 |      544 |        0 |        0 |       0 |     464 |     485 |  0.8  |     7.05 |     7.12 |     0.73 |      0.42 |
1435|    0 |     509 |      485 |        0 |        0 |       0 |     416 |     429 |  0.74 |     6.53 |     6.48 |     0.72 |      0.45 |
1436|    0 |     510 |      515 |        0 |        0 |       0 |     441 |     457 |  0.77 |     6.26 |     6.17 |     0.73 |      0.43 |
1437|    0 |     511 |      487 |        0 |        0 |       0 |     420 |     439 |  0.72 |     6.07 |     5.98 |     0.72 |      0.45 |
1438|    0 |     512 |      522 |        0 |        0 |       0 |     454 |     474 |  0.71 |     5.49 |     5.54 |     0.71 |      0.42 |
1439|    0 |     513 |      507 |        0 |        0 |       0 |     433 |     446 |  0.77 |     6.39 |     6.27 |     0.72 |      0.44 |
1440|    0 |     514 |      535 |        0 |        0 |       0 |     458 |     474 |  0.78 |     6.32 |     6.48 |     0.72 |      0.44 |
1441|    0 |     515 |      491 |        0 |        0 |       0 |     432 |     450 |  0.77 |     6.32 |     6.37 |     0.73 |      0.43 |
1442|    0 |     516 |      493 |        0 |        0 |       0 |     418 |     441 |  0.78 |     6.95 |     6.76 |     0.72 |      0.43 |
1443|    0 |     517 |      526 |        0 |        0 |       0 |     434 |     450 |  0.79 |     6.44 |     6.39 |     0.73 |      0.41 |
1444|    0 |     518 |      504 |        0 |        0 |       0 |     436 |     456 |  0.8  |     7.12 |     7.06 |     0.72 |      0.43 |
1445|    0 |     519 |      533 |        0 |        0 |       0 |     464 |     482 |  0.79 |     7.03 |     6.93 |     0.72 |      0.44 |
1446|    0 |     520 |      508 |        0 |        0 |       0 |     413 |     433 |  0.78 |     6.82 |     6.62 |     0.73 |      0.41 |
1447|    0 |     521 |      520 |        0 |        0 |       0 |     436 |     454 |  0.81 |     6.46 |     6.37 |     0.73 |      0.43 |
1448|    0 |     522 |      484 |        1 |        0 |       0 |     403 |     424 |  0.75 |     6.09 |     6.13 |     0.72 |      0.43 |
1449|    0 |     523 |      503 |        0 |        0 |       0 |     438 |     455 |  0.77 |     5.89 |     5.78 |     0.73 |      0.42 |
1450|    0 |     524 |      521 |        0 |        0 |       0 |     444 |     462 |  0.81 |     6.22 |     6.13 |     0.73 |      0.44 |
1451|    0 |     525 |      518 |        0 |        0 |       0 |     448 |     468 |  0.8  |     5.88 |     5.79 |     0.73 |      0.44 |
1452|    0 |     526 |      516 |        0 |        0 |       0 |     448 |     466 |  0.78 |     6.55 |     6.43 |     0.73 |      0.44 |
1453|    0 |     527 |      492 |        0 |        0 |       0 |     418 |     443 |  0.76 |     5.92 |     5.85 |     0.73 |      0.43 |
1454|    0 |     528 |      501 |        0 |        0 |       0 |     419 |     440 |  0.85 |     6.57 |     6.46 |     0.74 |      0.4  |
1455|    0 |     529 |      512 |        2 |        0 |       0 |     452 |     468 |  0.82 |     7    |     6.89 |     0.72 |      0.42 |
1456|    0 |     530 |      514 |        0 |        0 |       0 |     436 |     455 |  0.74 |     6.09 |     6.09 |     0.72 |      0.43 |
1457|    0 |     531 |      510 |        2 |        0 |       0 |     439 |     464 |  0.85 |     6.39 |     6.29 |     0.73 |      0.41 |
1458|    0 |     532 |      521 |        0 |        0 |       0 |     454 |     466 |  0.85 |     7.3  |     7.21 |     0.74 |      0.4  |
1459|    0 |     533 |      514 |        0 |        0 |       0 |     437 |     450 |  0.84 |     6.15 |     6.17 |     0.72 |      0.45 |
1460|    0 |     534 |      483 |        0 |        0 |       0 |     410 |     430 |  0.84 |     7.17 |     6.98 |     0.73 |      0.41 |
1461|    0 |     535 |      516 |        0 |        0 |       0 |     427 |     449 |  0.81 |     6.68 |     6.43 |     0.73 |      0.42 |
1462|    0 |     536 |      502 |        0 |        0 |       0 |     434 |     453 |  0.86 |     6.76 |     6.64 |     0.73 |      0.41 |
1463|    0 |     537 |      512 |        0 |        0 |       0 |     435 |     453 |  0.79 |     6.21 |     6.06 |     0.73 |      0.41 |
1464|    0 |     538 |      511 |        2 |        0 |       0 |     430 |     451 |  0.79 |     6.34 |     6.21 |     0.74 |      0.41 |
1465|    0 |     539 |      506 |        0 |        0 |       0 |     430 |     450 |  0.87 |     6.83 |     6.97 |     0.73 |      0.41 |
1466|    0 |     540 |      501 |        0 |        0 |       0 |     427 |     442 |  0.88 |     6.33 |     6.23 |     0.73 |      0.43 |
1467|    0 |     541 |      519 |        8 |        0 |       0 |     447 |     461 |  0.87 |     6.43 |     6.32 |     0.74 |      0.41 |
1468|    0 |     542 |      503 |       28 |        0 |       0 |     450 |     467 |  0.9  |     7.47 |     7.62 |     0.73 |      0.41 |
1469|    0 |     543 |      492 |       16 |        0 |       0 |     426 |     442 |  0.83 |     5.89 |     6.1  |     0.73 |      0.44 |
1470|    0 |     544 |      509 |       10 |        0 |       0 |     435 |     460 |  0.86 |     6.76 |     6.56 |     0.74 |      0.42 |
1471|    0 |     545 |      519 |        2 |        0 |       0 |     443 |     461 |  0.92 |     6.53 |     6.45 |     0.74 |      0.4  |
1472|    0 |     546 |      490 |        0 |        0 |       0 |     415 |     433 |  0.84 |     6.02 |     5.86 |     0.73 |      0.42 |
1473|    0 |     547 |      530 |        0 |        0 |       0 |     442 |     464 |  0.88 |     6.72 |     6.69 |     0.74 |      0.41 |
1474|    0 |     548 |      471 |        2 |        0 |       0 |     408 |     426 |  0.86 |     6.24 |     6.18 |     0.73 |      0.42 |
1475|    0 |     549 |      510 |        0 |        0 |       0 |     440 |     458 |  0.9  |     6.93 |     6.8  |     0.74 |      0.42 |
1476|    0 |     550 |      530 |        0 |        0 |       0 |     438 |     459 |  0.93 |     8.48 |     8.22 |     0.74 |      0.39 |
1477|    0 |     551 |      503 |        0 |        0 |       0 |     434 |     451 |  0.95 |     6.72 |     6.55 |     0.74 |      0.42 |
1478|    0 |     552 |      537 |        0 |        0 |       0 |     459 |     481 |  0.88 |     6.34 |     6.23 |     0.74 |      0.43 |
1479|    0 |     553 |      500 |        0 |        0 |       0 |     416 |     435 |  0.88 |     6.03 |     6.03 |     0.75 |      0.4  |
1480|    0 |     554 |      497 |        0 |        0 |       0 |     427 |     445 |  0.91 |     6.76 |     6.68 |     0.75 |      0.4  |
1481|    0 |     555 |      520 |        0 |        0 |       0 |     445 |     460 |  1.03 |     8.17 |     8.19 |     0.75 |      0.41 |
1482|    0 |     556 |      504 |        0 |        0 |       0 |     430 |     448 |  0.97 |     7.34 |     7.24 |     0.75 |      0.41 |
1483|    0 |     557 |      497 |        2 |        0 |       0 |     424 |     441 |  0.98 |     7.43 |     7.23 |     0.75 |      0.39 |
1484|    0 |     558 |      511 |        2 |        0 |       0 |     427 |     451 |  0.87 |     6.58 |     6.46 |     0.75 |      0.4  |
1485|    0 |     559 |      508 |        0 |        0 |       0 |     422 |     442 |  0.94 |     6.74 |     6.61 |     0.74 |      0.42 |
1486|    0 |     560 |      504 |        0 |        0 |       0 |     441 |     458 |  0.94 |     7.12 |     6.84 |     0.75 |      0.39 |
1487|    0 |     561 |      507 |        0 |        0 |       0 |     442 |     459 |  0.95 |     6.67 |     6.63 |     0.75 |      0.4  |
1488|    0 |     562 |      532 |        0 |        0 |       0 |     453 |     473 |  1    |     6.78 |     6.68 |     0.76 |      0.4  |
1489|    0 |     563 |      504 |        0 |        0 |       0 |     422 |     441 |  1.03 |     8.15 |     7.9  |     0.75 |      0.4  |
1490|    0 |     564 |      500 |        0 |        0 |       0 |     426 |     449 |  0.98 |     6.47 |     6.32 |     0.75 |      0.43 |
1491|    0 |     565 |      509 |        0 |        0 |       0 |     432 |     457 |  0.97 |     7.01 |     7.16 |     0.75 |      0.4  |
1492|    0 |     566 |      537 |        0 |        0 |       0 |     462 |     480 |  0.96 |     6.48 |     6.28 |     0.76 |      0.39 |
1493|    0 |     567 |      463 |        0 |        0 |       0 |     398 |     419 |  1.06 |     7.62 |     7.45 |     0.76 |      0.41 |
1494|    0 |     568 |      509 |        0 |        0 |       0 |     424 |     449 |  1.02 |     6.84 |     6.79 |     0.75 |      0.4  |
1495|    0 |     569 |      509 |        0 |        0 |       0 |     427 |     449 |  1.02 |     7.71 |     7.37 |     0.76 |      0.4  |
1496|    0 |     570 |      530 |        0 |        0 |       0 |     447 |     465 |  1.1  |     8.15 |     8.05 |     0.76 |      0.41 |
1497|    0 |     571 |      496 |        0 |        0 |       0 |     423 |     445 |  1.06 |     6.71 |     6.88 |     0.76 |      0.43 |
1498|    0 |     572 |      532 |        0 |        0 |       0 |     445 |     468 |  1    |     5.98 |     6    |     0.76 |      0.4  |
1499|    0 |     573 |      498 |        0 |        0 |       0 |     431 |     452 |  1.14 |     7.77 |     7.82 |     0.77 |      0.39 |
1500|    0 |     574 |      500 |        0 |        0 |       0 |     408 |     432 |  1.01 |     6.11 |     5.9  |     0.76 |      0.42 |
1501|    0 |     575 |      506 |        0 |        0 |       0 |     431 |     446 |  1.16 |     8.08 |     7.9  |     0.77 |      0.39 |
1502|    0 |     576 |      501 |        0 |        0 |       0 |     440 |     454 |  1.04 |     6.25 |     6.3  |     0.76 |      0.41 |
1503|    0 |     577 |      516 |        0 |        0 |       0 |     432 |     459 |  1.1  |     7.19 |     7.02 |     0.77 |      0.38 |
1504|    0 |     578 |      497 |        0 |        0 |       0 |     411 |     428 |  1.12 |     7.35 |     7.32 |     0.76 |      0.41 |
1505|    0 |     579 |      531 |        0 |        0 |       0 |     463 |     483 |  1.15 |     6.38 |     6.73 |     0.77 |      0.41 |
1506|    0 |     580 |      483 |        0 |        0 |       0 |     421 |     428 |  1.04 |     5.93 |     5.92 |     0.76 |      0.42 |
1507|    0 |     581 |      533 |        0 |        0 |       0 |     461 |     479 |  1.21 |     8.11 |     7.99 |     0.78 |      0.4  |
1508|    0 |     582 |      503 |        0 |        0 |       0 |     422 |     448 |  1.19 |     8.48 |     8.2  |     0.77 |      0.42 |
1509|    0 |     583 |      499 |        0 |        0 |       0 |     425 |     443 |  1.16 |     7.45 |     7.33 |     0.78 |      0.39 |
1510|    0 |     584 |      525 |        0 |        0 |       0 |     440 |     458 |  1.23 |     7.65 |     7.56 |     0.77 |      0.4  |
1511|    0 |     585 |      505 |        0 |        0 |       0 |     436 |     450 |  1.26 |     7.17 |     7.03 |     0.78 |      0.4  |
1512|    0 |     586 |      517 |        0 |        0 |       0 |     433 |     456 |  1.13 |     6.1  |     6.23 |     0.77 |      0.41 |
1513|    0 |     587 |      496 |        0 |        0 |       0 |     428 |     442 |  1.33 |     8.48 |     8.39 |     0.79 |      0.38 |
1514|    0 |     588 |      513 |        0 |        0 |       0 |     439 |     453 |  1.22 |     7.78 |     7.88 |     0.78 |      0.37 |
1515|    0 |     589 |      510 |        0 |        0 |       0 |     438 |     460 |  1.34 |     8.37 |     8.4  |     0.79 |      0.39 |
1516|    0 |     590 |      507 |        0 |        0 |       0 |     440 |     463 |  1.25 |     7.65 |     7.43 |     0.78 |      0.38 |
1517|    0 |     591 |      507 |        0 |        0 |       0 |     437 |     451 |  1.25 |     6.57 |     6.45 |     0.79 |      0.4  |
1518|    0 |     592 |      497 |        0 |        0 |       0 |     426 |     440 |  1.3  |     8.15 |     8.11 |     0.78 |      0.39 |
1519|    0 |     593 |      524 |        0 |        0 |       0 |     438 |     459 |  1.39 |     8.25 |     8.14 |     0.79 |      0.38 |
1520|    0 |     594 |      506 |        0 |        0 |       0 |     435 |     455 |  1.23 |     6.77 |     6.63 |     0.78 |      0.4  |
1521|    0 |     595 |      525 |        0 |        0 |       0 |     442 |     460 |  1.32 |     7.1  |     7.06 |     0.79 |      0.39 |
1522|    0 |     596 |      487 |        0 |        0 |       0 |     418 |     438 |  1.26 |     6.87 |     6.64 |     0.78 |      0.39 |
1523|    0 |     597 |      504 |        0 |        0 |       0 |     430 |     449 |  1.48 |     9.76 |     9.67 |     0.8  |      0.38 |
1524|    0 |     598 |      504 |        0 |        0 |       0 |     431 |     447 |  1.42 |     7.86 |     7.72 |     0.79 |      0.39 |
1525|    0 |     599 |      522 |        0 |        0 |       0 |     439 |     456 |  1.31 |     6.19 |     6.14 |     0.79 |      0.38 |
1526|    0 |     600 |      514 |        0 |        0 |       0 |     457 |     471 |  1.29 |     8.24 |     8.06 |     0.79 |      0.37 |
1527|    0 |     601 |      527 |        0 |        0 |       0 |     456 |     474 |  1.45 |     9.29 |     9.02 |     0.8  |      0.39 |
1528|    0 |     602 |      485 |        0 |        0 |       0 |     413 |     427 |  1.32 |     8.23 |     8.06 |     0.79 |      0.39 |
1529|    0 |     603 |      514 |        0 |        0 |       0 |     442 |     460 |  1.54 |     9.02 |     8.95 |     0.8  |      0.38 |
1530|    0 |     604 |      520 |        0 |        0 |       0 |     430 |     452 |  1.34 |     7.45 |     7.49 |     0.79 |      0.39 |
1531|    0 |     605 |      512 |        0 |        0 |       0 |     431 |     449 |  1.46 |     6.89 |     6.74 |     0.8  |      0.38 |
1532|    0 |     606 |      510 |        0 |        0 |       0 |     428 |     454 |  1.35 |     7.38 |     7.21 |     0.79 |      0.39 |
1533|    0 |     607 |      509 |        0 |        0 |       0 |     432 |     455 |  1.39 |     8.23 |     8.18 |     0.79 |      0.39 |
1534|    0 |     608 |      492 |        0 |        0 |       0 |     413 |     437 |  1.41 |     8.2  |     7.97 |     0.8  |      0.36 |
1535|    0 |     609 |      525 |        0 |        0 |       0 |     451 |     467 |  1.49 |     8.09 |     7.91 |     0.8  |      0.39 |
1536|    0 |     610 |      490 |        0 |        0 |       0 |     428 |     445 |  1.4  |     9.16 |     8.99 |     0.79 |      0.39 |
1537|    0 |     611 |      530 |        0 |        0 |       0 |     455 |     464 |  1.39 |     7.9  |     7.89 |     0.79 |      0.4  |
1538|    0 |     612 |      489 |        0 |        0 |       0 |     420 |     436 |  1.31 |     6.03 |     6.25 |     0.79 |      0.39 |
1539|    0 |     613 |      495 |        0 |        0 |       0 |     422 |     431 |  1.37 |     7.33 |     7.32 |     0.8  |      0.37 |
1540|    0 |     614 |      519 |        0 |        0 |       0 |     448 |     472 |  1.45 |     8.24 |     8.07 |     0.79 |      0.39 |
1541|    0 |     615 |      494 |        0 |        0 |       0 |     432 |     447 |  1.37 |     7.08 |     6.92 |     0.79 |      0.37 |
1542|    0 |     616 |      528 |        0 |        0 |       0 |     444 |     471 |  1.35 |     7.8  |     7.73 |     0.79 |      0.37 |
1543|    0 |     617 |      525 |        0 |        0 |       0 |     443 |     465 |  1.4  |     8.19 |     8.16 |     0.79 |      0.39 |
1544|    0 |     618 |      500 |        0 |        0 |       0 |     415 |     445 |  1.36 |     7.65 |     7.54 |     0.79 |      0.38 |
1545|    0 |     619 |      527 |        0 |        0 |       0 |     454 |     476 |  1.39 |     8.12 |     7.88 |     0.79 |      0.39 |
1546|    0 |     620 |      503 |        0 |        0 |       0 |     429 |     439 |  1.34 |     7.93 |     7.97 |     0.79 |      0.39 |
1547|    0 |     621 |      485 |        0 |        0 |       0 |     415 |     435 |  1.33 |     7.18 |     7.1  |     0.79 |      0.41 |
1548|    0 |     622 |      503 |        0 |        0 |       0 |     427 |     439 |  1.28 |     7.03 |     6.94 |     0.79 |      0.41 |
1549|    0 |     623 |      516 |        0 |        0 |       0 |     440 |     456 |  1.29 |     7.56 |     7.36 |     0.78 |      0.39 |
1550|    0 |     624 |      500 |        0 |        0 |       0 |     417 |     443 |  1.31 |     8.65 |     8.49 |     0.79 |      0.38 |
1551|    0 |     625 |      503 |        0 |        0 |       0 |     430 |     453 |  1.21 |     8.33 |     7.96 |     0.78 |      0.39 |
1552|    0 |     626 |      529 |        0 |        0 |       0 |     447 |     465 |  1.25 |     6.85 |     6.64 |     0.78 |      0.41 |
1553|    0 |     627 |      521 |        0 |        0 |       0 |     434 |     466 |  1.38 |     9.23 |     8.89 |     0.79 |      0.37 |
1554|    0 |     628 |      509 |        0 |        0 |       0 |     433 |     451 |  1.3  |     8.23 |     7.99 |     0.79 |      0.39 |
1555|    0 |     629 |      504 |        0 |        0 |       0 |     433 |     446 |  1.23 |     8.81 |     8.77 |     0.77 |      0.41 |
1556|    0 |     630 |      514 |        0 |        0 |       0 |     439 |     454 |  1.28 |     7.5  |     7.36 |     0.78 |      0.4  |
1557|    0 |     631 |      515 |        0 |        0 |       0 |     431 |     449 |  1.1  |     6.34 |     6.15 |     0.78 |      0.38 |
1558|    0 |     632 |      519 |        0 |        0 |       0 |     446 |     468 |  1.19 |     9.43 |     9.26 |     0.77 |      0.41 |
1559|    0 |     633 |      483 |        0 |        0 |       0 |     419 |     432 |  1.16 |     7.97 |     7.84 |     0.77 |      0.4  |
1560|    0 |     634 |      510 |        0 |        0 |       0 |     440 |     460 |  1.21 |     7.61 |     7.55 |     0.77 |      0.4  |
1561|    0 |     635 |      483 |        0 |        0 |       0 |     403 |     420 |  1.23 |     9.51 |     9.24 |     0.77 |      0.4  |
1562|    0 |     636 |      529 |        0 |        0 |       0 |     443 |     461 |  1.13 |     7.24 |     7.13 |     0.77 |      0.41 |
1563|    0 |     637 |      514 |        0 |        0 |       0 |     451 |     467 |  1.08 |     7.75 |     7.51 |     0.76 |      0.41 |
1564|    0 |     638 |      494 |        0 |        0 |       0 |     416 |     432 |  1.11 |     8.28 |     8.01 |     0.76 |      0.43 |
1565|    0 |     639 |      537 |        0 |        0 |       0 |     447 |     468 |  1.11 |     6.89 |     6.75 |     0.76 |      0.42 |
1566|    0 |     640 |      507 |        0 |        0 |       0 |     445 |     457 |  1.24 |     9.42 |     9.18 |     0.77 |      0.39 |
1567|    0 |     641 |      475 |        0 |        0 |       0 |     409 |     430 |  1.01 |     7.77 |     7.39 |     0.76 |      0.42 |
1568|    0 |     642 |      531 |        0 |        0 |       0 |     452 |     471 |  1.03 |     7.66 |     7.58 |     0.75 |      0.44 |
1569|    0 |     643 |      500 |        0 |        0 |       0 |     412 |     435 |  1.04 |     6.99 |     6.77 |     0.76 |      0.4  |
1570|    0 |     644 |      521 |        0 |        0 |       0 |     452 |     469 |  1.1  |     6.93 |     6.94 |     0.76 |      0.41 |
1571|    0 |     645 |      514 |        0 |        0 |       0 |     427 |     452 |  1.14 |     7.31 |     7.25 |     0.77 |      0.39 |
1572|    0 |     646 |      486 |        0 |        0 |       0 |     413 |     429 |  1    |     6.9  |     6.68 |     0.75 |      0.42 |
1573|    0 |     647 |      536 |        0 |        0 |       0 |     449 |     465 |  1.03 |     7.76 |     7.64 |     0.75 |      0.42 |
1574|    0 |     648 |      485 |        0 |        0 |       0 |     407 |     426 |  0.97 |     6.87 |     6.59 |     0.75 |      0.41 |
1575|    0 |     649 |      506 |        0 |        0 |       0 |     443 |     455 |  1.02 |     8.04 |     7.91 |     0.75 |      0.41 |
1576|    0 |     650 |      494 |        0 |        0 |       0 |     422 |     439 |  1.04 |     7.24 |     7.08 |     0.75 |      0.39 |
1577|    0 |     651 |      520 |        0 |        0 |       0 |     456 |     473 |  1.04 |     8.13 |     8.53 |     0.76 |      0.41 |
1578|    0 |     652 |      511 |        0 |        0 |       0 |     433 |     455 |  0.96 |     8.52 |     8.17 |     0.74 |      0.42 |
1579|    0 |     653 |      507 |        0 |        0 |       0 |     428 |     440 |  1.01 |     7.82 |     7.61 |     0.75 |      0.41 |
1580|    0 |     654 |      525 |        0 |        0 |       0 |     443 |     463 |  0.96 |     7.42 |     7.35 |     0.75 |      0.41 |
1581|    0 |     655 |      489 |        0 |        0 |       0 |     426 |     440 |  0.94 |     6.62 |     6.64 |     0.74 |      0.43 |
1582|    0 |     656 |      497 |        0 |        0 |       0 |     422 |     436 |  0.96 |     7.18 |     7.13 |     0.74 |      0.41 |
1583|    0 |     657 |      518 |        0 |        0 |       0 |     432 |     455 |  0.91 |     6.84 |     6.67 |     0.74 |      0.4  |
1584|    0 |     658 |      516 |        0 |        0 |       0 |     440 |     456 |  0.98 |     7.83 |     7.8  |     0.74 |      0.4  |
1585|    0 |     659 |      521 |        0 |        0 |       0 |     443 |     468 |  0.96 |     9    |     8.54 |     0.74 |      0.42 |
1586|    0 |     660 |      482 |        0 |        0 |       0 |     408 |     421 |  0.93 |     8.25 |     8.22 |     0.74 |      0.39 |
1587|    0 |     661 |      535 |        0 |        0 |       0 |     475 |     491 |  0.96 |     8.22 |     8.08 |     0.74 |      0.43 |
1588|    0 |     662 |      509 |        0 |        0 |       0 |     434 |     450 |  0.81 |     5.38 |     5.35 |     0.73 |      0.4  |
1589|    0 |     663 |      513 |        0 |        0 |       0 |     444 |     459 |  0.96 |     8.4  |     8.25 |     0.73 |      0.42 |
1590|    0 |     664 |      487 |        0 |        0 |       0 |     418 |     428 |  0.93 |     7.24 |     7.35 |     0.74 |      0.43 |
1591|    0 |     665 |      529 |        0 |        0 |       0 |     453 |     469 |  0.94 |     7.22 |     7.02 |     0.73 |      0.41 |
1592|    0 |     666 |      509 |        0 |        0 |       0 |     436 |     454 |  0.84 |     6.34 |     6.27 |     0.73 |      0.42 |
1593|    0 |     667 |      510 |        0 |        0 |       0 |     446 |     462 |  0.86 |     6.69 |     6.47 |     0.74 |      0.41 |
1594|    0 |     668 |      494 |        0 |        0 |       0 |     419 |     436 |  0.96 |     8.39 |     8.27 |     0.74 |      0.44 |
1595|    0 |     669 |      520 |        0 |        0 |       0 |     443 |     457 |  0.81 |     6.22 |     6.15 |     0.73 |      0.41 |
1596|    0 |     670 |      513 |        0 |        0 |       0 |     432 |     448 |  0.85 |     6.66 |     6.68 |     0.73 |      0.43 |
1597|    0 |     671 |      483 |        0 |        0 |       0 |     409 |     426 |  0.91 |     8.38 |     8.27 |     0.73 |      0.41 |
1598|    0 |     672 |      502 |        1 |        0 |       0 |     447 |     463 |  0.87 |     7.17 |     6.98 |     0.73 |      0.4  |
1599|    0 |     673 |      538 |        0 |        0 |       0 |     465 |     481 |  0.9  |     7.71 |     7.53 |     0.73 |      0.42 |
1600|    0 |     674 |      502 |        0 |        0 |       0 |     425 |     440 |  0.85 |     7.84 |     7.73 |     0.73 |      0.41 |
1601|    0 |     675 |      532 |        0 |        0 |       0 |     454 |     471 |  0.83 |     7.22 |     7.04 |     0.72 |      0.41 |
1602|    0 |     676 |      496 |        1 |        0 |       0 |     419 |     430 |  0.78 |     7.19 |     7.06 |     0.72 |      0.43 |
1603|    0 |     677 |      504 |        0 |        0 |       0 |     427 |     447 |  0.87 |     7.81 |     7.76 |     0.73 |      0.42 |
1604|    0 |     678 |      475 |        0 |        0 |       0 |     399 |     416 |  0.89 |     8.11 |     8.02 |     0.73 |      0.41 |
1605|    0 |     679 |      541 |        0 |        0 |       0 |     458 |     476 |  0.85 |     7.29 |     7.14 |     0.74 |      0.41 |
1606|    0 |     680 |      503 |        0 |        0 |       0 |     426 |     450 |  0.84 |     7.24 |     6.98 |     0.73 |      0.41 |
1607|    0 |     681 |      526 |        0 |        0 |       0 |     445 |     470 |  0.84 |     7.01 |     6.75 |     0.73 |      0.43 |
1608|    0 |     682 |      474 |        0 |        0 |       0 |     383 |     407 |  0.82 |     7.37 |     7.3  |     0.72 |      0.42 |
1609|    0 |     683 |      571 |        0 |        0 |       0 |     476 |     501 |  0.75 |     6.83 |     6.85 |     0.71 |      0.45 |
1610|    0 |     684 |      451 |        0 |        0 |       0 |     390 |     404 |  0.94 |     9.59 |     9.37 |     0.75 |      0.4  |
1611|    0 |     685 |      523 |        0 |        0 |       0 |     450 |     462 |  0.85 |     7.44 |     7.3  |     0.74 |      0.43 |
1612|    0 |     686 |      507 |        0 |        0 |       0 |     436 |     460 |  0.83 |     7.51 |     7.33 |     0.73 |      0.42 |
1613|    0 |     687 |      503 |        0 |        0 |       0 |     417 |     438 |  0.79 |     7.79 |     7.49 |     0.72 |      0.42 |
1614|    0 |     688 |      500 |        0 |        0 |       0 |     422 |     442 |  0.8  |     7.36 |     7.17 |     0.72 |      0.44 |
1615|    0 |     689 |      561 |        0 |        0 |       0 |     471 |     488 |  0.74 |     6.74 |     6.63 |     0.7  |      0.47 |
1616|    0 |     690 |      523 |        0 |        0 |       0 |     454 |     477 |  0.82 |     7.68 |     7.59 |     0.73 |      0.42 |
1617|    0 |     691 |      458 |        0 |        0 |       0 |     406 |     420 |  0.8  |     7.01 |     6.79 |     0.72 |      0.42 |
1618|    0 |     692 |      505 |        0 |        0 |       0 |     415 |     444 |  0.78 |     7.18 |     6.98 |     0.72 |      0.43 |
1619|    0 |     693 |      498 |        0 |        0 |       0 |     435 |     448 |  0.78 |     7.28 |     7.33 |     0.73 |      0.41 |
1620|    0 |     694 |      528 |        0 |        0 |       0 |     456 |     473 |  0.79 |     7.16 |     6.95 |     0.72 |      0.42 |
1621|    0 |     695 |      506 |        0 |        0 |       0 |     410 |     431 |  0.73 |     7.06 |     6.77 |     0.72 |      0.43 |
1622|    0 |     696 |      533 |        0 |        0 |       0 |     463 |     477 |  0.7  |     6.74 |     6.75 |     0.71 |      0.46 |
1623|    0 |     697 |      506 |        0 |        0 |       0 |     413 |     428 |  0.86 |     8.03 |     7.94 |     0.73 |      0.41 |
1624|    0 |     698 |      505 |        1 |        0 |       0 |     437 |     456 |  0.78 |     7.18 |     7.09 |     0.71 |      0.44 |
1625|    0 |     699 |      494 |        0 |        0 |       0 |     420 |     433 |  0.82 |     6.97 |     7.15 |     0.73 |      0.45 |
1626|    0 |     700 |      487 |        0 |        0 |       0 |     408 |     429 |  0.78 |     7.44 |     7.26 |     0.72 |      0.43 |
1627|    0 |     701 |      536 |        0 |        0 |       0 |     460 |     479 |  0.79 |     7.24 |     7.11 |     0.73 |      0.45 |
1628|    0 |     702 |      511 |        0 |        0 |       0 |     454 |     469 |  0.69 |     6.14 |     6.06 |     0.71 |      0.44 |
1629|    0 |     703 |      525 |        0 |        0 |       0 |     454 |     473 |  0.73 |     6.58 |     6.38 |     0.72 |      0.42 |
1630|    0 |     704 |      488 |        0 |        0 |       0 |     414 |     434 |  0.73 |     6.15 |     6.04 |     0.72 |      0.42 |
1631|    0 |     705 |      500 |        1 |        0 |       0 |     437 |     451 |  0.79 |     7.45 |     7.39 |     0.72 |      0.42 |
1632|    0 |     706 |      495 |        0 |        0 |       0 |     396 |     420 |  0.73 |     6.93 |     6.67 |     0.72 |      0.44 |
1633|    0 |     707 |      531 |        0 |        0 |       0 |     450 |     466 |  0.72 |     6.88 |     6.96 |     0.71 |      0.45 |
1634|    0 |     708 |      516 |        1 |        0 |       0 |     449 |     462 |  0.78 |     7.09 |     6.92 |     0.73 |      0.4  |
1635|    0 |     709 |      516 |        0 |        0 |       0 |     441 |     457 |  0.72 |     7.36 |     7.29 |     0.71 |      0.47 |
1636|    0 |     710 |      525 |        0 |        0 |       0 |     435 |     464 |  0.71 |     6.62 |     6.49 |     0.71 |      0.46 |
1637|    0 |     711 |      504 |        0 |        0 |       0 |     426 |     445 |  0.82 |     7.95 |     8.03 |     0.73 |      0.43 |
1638|    0 |     712 |      498 |        1 |        0 |       0 |     416 |     441 |  0.77 |     7.61 |     7.41 |     0.72 |      0.44 |
1639|    0 |     713 |      468 |        3 |        0 |       0 |     403 |     421 |  0.73 |     7.64 |     7.43 |     0.73 |      0.41 |
1640|    0 |     714 |      517 |        0 |        0 |       0 |     448 |     458 |  0.75 |     8.03 |     7.9  |     0.73 |      0.44 |
1641|    0 |     715 |      516 |        1 |        0 |       0 |     441 |     464 |  0.7  |     6.26 |     6.2  |     0.72 |      0.44 |
1642|    0 |     716 |      517 |        0 |        0 |       0 |     443 |     461 |  0.74 |     7.38 |     7.31 |     0.72 |      0.43 |
1643|    0 |     717 |      539 |        4 |        0 |       0 |     461 |     480 |  0.67 |     6.71 |     6.64 |     0.72 |      0.43 |
1644|    0 |     718 |      524 |        5 |        0 |       0 |     446 |     469 |  0.73 |     7.17 |     6.98 |     0.71 |      0.44 |
1645|    0 |     719 |      450 |       11 |        0 |       0 |     401 |     416 |  0.71 |     6.14 |     6.08 |     0.71 |      0.46 |
1646|    0 |     720 |      272 |      207 |        0 |       0 |     406 |     421 |  0.76 |     7.95 |     8.42 |     0.73 |      0.49 |
1647+------+---------+----------+----------+----------+---------+---------+---------+-------+----------+----------+----------+-----------+
1648
1649 Summary vs resolution
1650+------+---------+----------+----------+----------+---------+---------+---------+-------+----------+----------+----------+-----------+
1651|   ID |   d min |   # full |   # part |   # over |   # ice |   # sum |   # prf |   Ibg |   I/sigI |   I/sigI |   CC prf |   RMSD XY |
1652|      |         |          |          |          |         |         |         |       |    (sum) |    (prf) |          |           |
1653|------+---------+----------+----------+----------+---------+---------+---------+-------+----------+----------+----------+-----------|
1654|    0 |    1.21 |      381 |        3 |        0 |       0 |     195 |     319 |  0.08 |     0.27 |     0.19 |     0.5  |      0.96 |
1655|    0 |    1.23 |     1332 |       10 |        0 |       0 |     952 |    1228 |  0.09 |     0.26 |     0.22 |     0.51 |      0.92 |
1656|    0 |    1.25 |     3233 |       22 |        0 |       0 |    2606 |    2965 |  0.1  |     0.27 |     0.24 |     0.52 |      0.87 |
1657|    0 |    1.28 |     5312 |       39 |        0 |       0 |    4369 |    4822 |  0.12 |     0.32 |     0.28 |     0.53 |      0.8  |
1658|    0 |    1.3  |     7648 |       51 |        0 |       0 |    6425 |    6912 |  0.13 |     0.41 |     0.36 |     0.55 |      0.74 |
1659|    0 |    1.33 |    11094 |       74 |        0 |       0 |    9253 |    9881 |  0.15 |     0.46 |     0.41 |     0.56 |      0.69 |
1660|    0 |    1.36 |    15371 |       93 |        0 |       0 |   12969 |   13814 |  0.18 |     0.54 |     0.47 |     0.58 |      0.63 |
1661|    0 |    1.4  |    20779 |      132 |        0 |       0 |   17870 |   18840 |  0.21 |     0.64 |     0.56 |     0.6  |      0.59 |
1662|    0 |    1.43 |    23748 |      169 |        0 |       0 |   20760 |   21528 |  0.25 |     0.74 |     0.66 |     0.62 |      0.55 |
1663|    0 |    1.48 |    24455 |      176 |        0 |       0 |   20311 |   21236 |  0.28 |     1    |     0.9  |     0.64 |      0.51 |
1664|    0 |    1.52 |    24341 |      172 |        0 |       0 |   20604 |   21460 |  0.32 |     1.28 |     1.18 |     0.66 |      0.47 |
1665|    0 |    1.58 |    24576 |      170 |        0 |       0 |   21432 |   22118 |  0.37 |     1.57 |     1.47 |     0.69 |      0.44 |
1666|    0 |    1.64 |    24712 |      186 |        0 |       0 |   21141 |   21781 |  0.43 |     1.93 |     1.84 |     0.72 |      0.41 |
1667|    0 |    1.72 |    25045 |      171 |        0 |       0 |   21338 |   21960 |  0.52 |     2.71 |     2.61 |     0.75 |      0.38 |
1668|    0 |    1.81 |    25192 |      187 |        0 |       0 |   21656 |   22294 |  0.66 |     3.85 |     3.79 |     0.8  |      0.35 |
1669|    0 |    1.92 |    25082 |      235 |        0 |       0 |   21759 |   22206 |  0.89 |     5.77 |     5.76 |     0.84 |      0.32 |
1670|    0 |    2.07 |    25616 |      184 |        0 |       0 |   22282 |   22784 |  1.15 |     8.1  |     8.17 |     0.87 |      0.31 |
1671|    0 |    2.28 |    25697 |      179 |        0 |       0 |   22621 |   23008 |  1.39 |    11.22 |    11.42 |     0.89 |      0.26 |
1672|    0 |    2.61 |    26130 |      181 |        0 |       0 |   22432 |   22949 |  2.12 |    18.05 |    18.41 |     0.89 |      0.25 |
1673|    0 |    3.28 |    26279 |      244 |        0 |       0 |   22938 |   23278 |  3.59 |    41.78 |    42.64 |     0.87 |      0.24 |
1674+------+---------+----------+----------+----------+---------+---------+---------+-------+----------+----------+----------+-----------+
1675
1676 Summary for experiment 0
1677+---------------------------------------+-----------+----------+--------+
1678| Item                                  |   Overall |      Low |   High |
1679|---------------------------------------+-----------+----------+--------|
1680| dmin                                  |      1.21 |     3.28 |   1.21 |
1681| dmax                                  |     69.3  |    69.3  |   1.23 |
1682| number fully recorded                 | 366023    | 26279    | 381    |
1683| number partially recorded             |   2678    |   244    |   3    |
1684| number with invalid background pixels |  95694    |  5239    | 373    |
1685| number with invalid foreground pixels |  54355    |  3548    | 189    |
1686| number with overloaded pixels         |      0    |     0    |   0    |
1687| number in powder rings                |      0    |     0    |   0    |
1688| number processed with summation       | 313913    | 22938    | 195    |
1689| number processed with profile fitting | 325383    | 23278    | 319    |
1690| number failed in background modelling |   1570    |   648    |   0    |
1691| number failed in summation            |  54355    |  3548    | 189    |
1692| number failed in profile fitting      |  42885    |  3208    |  65    |
1693| ibg                                   |      0.87 |     3.59 |   0.08 |
1694| i/sigi (summation)                    |      7.1  |    41.78 |   0.27 |
1695| i/sigi (profile fitting)              |      7.04 |    42.64 |   0.19 |
1696| cc prf                                |      0.74 |     0.87 |   0.5  |
1697| cc_pearson sum/prf                    |      1    |     1    |   0.65 |
1698| cc_spearman sum/prf                   |      0.95 |     1    |   0.55 |
1699+---------------------------------------+-----------+----------+--------+
1700
1701Timing information for integration
1702+-------------------+----------------+
1703| Read time         | 66.64 seconds  |
1704| Extract time      | 2.73 seconds   |
1705| Pre-process time  | 0.33 seconds   |
1706| Process time      | 151.64 seconds |
1707| Post-process time | 0.00 seconds   |
1708| Total time        | 222.52 seconds |
1709+-------------------+----------------+
1710
1711Removing 41626 unintegrated reflections of 368701 total
1712Saving 327075 reflections to integrated.refl
1713Saving the experiments to integrated.expt

Checking the log output, we see that after loading in the reference reflections from refined.refl, new predictions are made up to the highest resolution at the corner of the detector. This is fine, but if we wanted to we could have adjusted the resolution limits using parameters prediction.d_min and prediction.d_max. The predictions are made using the scan-varying crystal model recorded in refined.expt. This ensures that prediction is made using the smoothly varying lattice and orientation that we determined in the refinement step. As this scan-varying model was determined in advance of integration, each of the integration jobs is independent and we can take advantage of true parallelism during processing.

The profile model is calculated from the reflections in refined.refl. First reflections with a too small ‘zeta’ factor are filtered out. This essentially removes reflections that are too close to the spindle axis. In general these reflections require significant Lorentz corrections and as a result have less trustworthy intensities anyway. From the remaining reflection shoeboxes, the average beam divergence and reflecting range is calculated, providing the two Gaussian width parameters \(\sigma_D\) and \(\sigma_M\) used in the 3D profile model.

Following this, independent integration jobs are set up. These jobs overlap, so reflections are assigned to one or more jobs. What follows are blocks of information specific to each integration job.

After these jobs are finished, the reflections are ‘post-processed’, which includes the application of the LP correction to the intensities. Then summary tables are printed giving quality statistics first by frame, and then by resolution bin.

Symmetry analysis

After integration, further assessments of the crystal symmetry are possible. Previously, we made an assessment of the lattice symmetry (i.e. the symmetry of the diffraction spot positions), however now we have determined a set of intensity values and can investigate the full symmetry of the diffraction pattern (i.e. spot positions and intensities). The symmetry analysis consists of two stages, determining the laue group symmetry and analysing absent reflections to suggest the space group symmetry.

dials.symmetry integrated.expt integrated.refl

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  1DIALS 3.dev.617-g669c71566-release
  2The following parameters have been modified:
  3
  4input {
  5  experiments = integrated.expt
  6  reflections = integrated.refl
  7}
  8
  9================================================================================
 10
 11Performing Laue group analysis
 12
 13Filtering reflections for dataset 0
 14Read 327075 predicted reflections
 15Selected 312221 reflections integrated by profile and summation methods
 16Combined 38 partial reflections with other partial reflections
 17Removed 13 reflections below partiality threshold
 18Removed 0 intensity.sum.value reflections with I/Sig(I) < -5
 19Removed 1 intensity.prf.value reflections with I/Sig(I) < -5
 20A round of outlier rejection has been performed, 
 21147 outliers have been identified. 
 22
 23Patterson group: C 1 2/m 1 (x-y,x+y,z)
 24
 25--------------------------------------------------------------------------------
 26
 27Normalising intensities for dataset 1
 28
 29ML estimate of overall B_cart value:
 30  14.27, -0.90, -0.70
 31         14.28, -1.30
 32                10.83
 33ML estimate of  -log of scale factor:
 34  -2.16
 35
 36--------------------------------------------------------------------------------
 37
 38Estimation of resolution for Laue group analysis
 39
 40Removing 2 Wilson outliers with E^2 >= 16.0
 41Resolution estimate from <I>/<σ(I)> > 4.0 : 2.09
 42Resolution estimate from CC½ > 0.60: 1.40
 43High resolution limit set to: 1.40
 44Selecting 155099 reflections with d > 1.40
 45
 46Input crystal symmetry:
 47Unit cell: (40.5515, 40.5515, 69.2884, 91.9961, 91.9961, 98.0721)
 48Space group: P 1 (No. 1)
 49Change of basis op to minimum cell: a,b,c
 50Crystal symmetry in minimum cell:
 51Unit cell: (40.5515, 40.5515, 69.2884, 91.9961, 91.9961, 98.0721)
 52Space group: P 1 (No. 1)
 53Lattice point group: C 1 2/m 1 (x-y,x+y,z)
 54
 55Overall CC for 20000 unrelated pairs: 0.370
 56Estimated expectation value of true correlation coefficient E(CC) = 0.928
 57Estimated sd(CC) = 0.722 / sqrt(N)
 58Estimated E(CC) of true correlation coefficient from identity = 0.962
 59
 60--------------------------------------------------------------------------------
 61
 62Scoring individual symmetry elements
 63
 64+--------------+--------+------+--------+-----+---------------+
 65|   likelihood |   Z-CC |   CC |      N |     | Operator      |
 66|--------------+--------+------+--------+-----+---------------|
 67|        0.929 |   9.93 | 0.99 | 150948 | *** | 1 |(0, 0, 0)  |
 68|        0.928 |   9.83 | 0.98 | 150220 | *** | 2 |(-1, 1, 0) |
 69+--------------+--------+------+--------+-----+---------------+
 70
 71--------------------------------------------------------------------------------
 72
 73Scoring all possible sub-groups
 74
 75+-------------------+-----+--------------+----------+--------+--------+------+-------+---------+--------------------+
 76| Patterson group   |     |   Likelihood |   NetZcc |   Zcc+ |   Zcc- |   CC |   CC- |   delta | Reindex operator   |
 77|-------------------+-----+--------------+----------+--------+--------+------+-------+---------+--------------------|
 78| C 1 2/m 1         | *** |        0.928 |     9.88 |   9.88 |   0    | 0.99 |  0    |       0 | a+b,-a+b,c         |
 79| P -1              |     |        0.072 |     0.1  |   9.93 |   9.83 | 0.99 |  0.98 |       0 | a,b,c              |
 80+-------------------+-----+--------------+----------+--------+--------+------+-------+---------+--------------------+
 81
 82Best solution: C 1 2/m 1
 83Unit cell: 
 84Reindex operator: a+b,-a+b,c
 85Laue group probability: 0.928
 86Laue group confidence: 0.891
 87
 88+-------------------+--------------------------+
 89| Patterson group   | Corresponding MX group   |
 90|-------------------+--------------------------|
 91| C 1 2/m 1         | C 1 2 1                  |
 92+-------------------+--------------------------+
 93================================================================================
 94
 95Analysing systematic absences
 96
 97Laue group: C 1 2/m 1
 98No absences to check for this laue group
 99
100Saving reindexed experiments to symmetrized.expt in space group C 1 2 1
101Saving 327075 reindexed reflections to symmetrized.refl

The laue group symmetry is the 3D rotational symmetry of the diffraction pattern plus inversion symmetry (due to Friedel’s law that I(h,k,l) = I(-h,-k,-l) when absorption is negligible). To determine the laue group symmetry, all possible symmetry operations of the lattice are scored by comparing the correlation of reflection intensities that would be equivalent under a given operation. The scores for individual symmetry operations are then combined to score the potential laue groups.

Scoring all possible sub-groups

+-------------------+-----+--------------+----------+--------+--------+------+-------+---------+--------------------+
| Patterson group   |     |   Likelihood |   NetZcc |   Zcc+ |   Zcc- |   CC |   CC- |   delta | Reindex operator   |
|-------------------+-----+--------------+----------+--------+--------+------+-------+---------+--------------------|
| C 1 2/m 1         | *** |        0.928 |     9.88 |   9.88 |   0    | 0.99 |  0    |       0 | a+b,-a+b,c         |
| P -1              |     |        0.072 |     0.1  |   9.93 |   9.83 | 0.99 |  0.98 |       0 | a,b,c              |
+-------------------+-----+--------------+----------+--------+--------+------+-------+---------+--------------------+

Best solution: C 1 2/m 1
Unit cell: 
Reindex operator: a+b,-a+b,c
Laue group probability: 0.928
Laue group confidence: 0.891

+-------------------+--------------------------+
| Patterson group   | Corresponding MX group   |
|-------------------+--------------------------|
| C 1 2/m 1         | C 1 2 1                  |
+-------------------+--------------------------+
================================================================================

Here we see clearly that the best solution is given by C 1 2/m 1, with a high likelihood. For macromolecules, their chirality means that mirror symmetry is not allowed (the ‘m’ in C 1 2/m 1), therefore the determined symmetry relevant for MX at this point is C2. For some laue groups, there are multiple space groups possible due additional translational symmetries (e.g P 2, P 21 for laue group P2/m), which requires an additional analysis of systematic absences. However this is not the case for C 1 2/m 1, therefore the final result of the analysis is the space group C2, in agreement with the result from dials.refine_bravais_settings.

Scaling and Merging

Before the data can be reduced for structure solution, the intensity values must be corrected for experimental effects which occur prior to the reflection being measured on the detector. These primarily include sample illumination/absorption effects and radiation damage, which result in symmetry-equivalent reflections having unequal measured intensities (i.e. a systematic effect in addition to any variance due to counting statistics). Thus the purpose of scaling is to determine a scale factor to apply to each reflection, such that the scaled intensities are representative of the ‘true’ scattering intensity from the contents of the unit cell.

During scaling, a scaling model is created, from which scale factors are calculated for each reflection. Three physically motivated corrections are used to create an scaling model, in a similar manner to that used in the program aimless. This model consists of a smoothly varying scale factor as a function of rotation angle, a smoothly varying B-factor to account for radiation damage as a function of rotation angle and an absorption surface correction, dependent on the direction of the incoming and scattered beam vector relative to the crystal.

dials.scale symmetrized.expt symmetrized.refl

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  1DIALS 3.dev.617-g669c71566-release
  2The following parameters have been modified:
  3input {
  4  experiments = symmetrized.expt
  5  reflections = symmetrized.refl
  6}
  7
  8Checking for the existence of a reflection table 
  9containing multiple datasets 
 10
 11Found 1 reflection tables & 1 experiments in total.
 12
 13Dataset ids are: 0 
 14
 15Space group being used during scaling is C 1 2 1
 16
 17Scaling models have been initialised for all experiments.
 18
 19================================================================================
 20
 21The experiment id for this dataset is 0.
 22The scaling model type being applied is physical. 
 23
 24Applying filter of min_isigi > -5.0, partiality > 0.4
 25Combined 38 partial reflections with other partial reflections
 26Excluding 1658/327037 reflections
 27Reflections passing individual criteria:
 28criterion: user excluded, reflections: 1658
 29criterion: excluded for scaling, reflections: 1658
 30
 31The following corrections will be applied to this dataset: 
 32
 33+--------------+----------------+
 34| correction   |   n_parameters |
 35|--------------+----------------|
 36| scale        |             26 |
 37| decay        |             20 |
 38| absorption   |             24 |
 39+--------------+----------------+
 40Loaded error model: 
 41Error model details:
 42  Type: basic
 43  Parameters: a = 1.00000, b = 0.02000
 44  Error model formula: σ'² = a²(σ² + (bI)²)
 45  estimated I/sigma asymptotic limit: 50.000
 46
 47A round of outlier rejection has been performed, 
 486490 outliers have been identified. 
 49
 50325071 reflections were preselected for scale factor determination 
 51out of 325379 suitable reflections: 
 52Reflections passing individual criteria:
 53criterion: in I/sigma range (I/sig > -5.0), reflections: 325378
 54criterion: above min partiality ( > 0.95), reflections: 325072
 55
 56Randomly selected 7479/48533 groups (m>1) to use for scaling model
 57minimisation (50269 reflections)
 58Completed preprocessing and initialisation for this dataset.
 59
 60================================================================================
 61
 62Components to be refined in this cycle for all datasets: scale, decay, absorption
 63Performing a round of scaling with an LBFGS minimizer. 
 64
 65Time taken for refinement 3.30
 66
 67Refinement steps:
 68+--------+--------+----------+
 69|   Step |   Nref |   RMSD_I |
 70|        |        |    (a.u) |
 71|--------+--------+----------|
 72|      0 |  49244 |  1.224   |
 73|      1 |  49244 |  1.1751  |
 74|      2 |  49244 |  1.0493  |
 75|      3 |  49244 |  0.9832  |
 76|      4 |  49244 |  0.88504 |
 77|      5 |  49244 |  0.83688 |
 78|      6 |  49244 |  0.83198 |
 79|      7 |  49244 |  0.81496 |
 80|      8 |  49244 |  0.80989 |
 81|      9 |  49244 |  0.80042 |
 82|     10 |  49244 |  0.7967  |
 83|     11 |  49244 |  0.79617 |
 84|     12 |  49244 |  0.79541 |
 85|     13 |  49244 |  0.79524 |
 86|     14 |  49244 |  0.79499 |
 87|     15 |  49244 |  0.7949  |
 88|     16 |  49244 |  0.79479 |
 89|     17 |  49244 |  0.7947  |
 90|     18 |  49244 |  0.79462 |
 91+--------+--------+----------+
 92RMSD no longer decreasing
 93lbfgs minimizer stop: callback_after_step is True
 94
 95================================================================================
 96
 97Scale factors determined during minimisation have now been
 98applied to all reflections for dataset 0.
 99
100A round of outlier rejection has been performed, 
101172 outliers have been identified. 
102
103Performing profile/summation intensity optimisation.
104+-----------------+---------+---------+
105| Combination     |   CC1/2 |   Rmeas |
106|-----------------+---------+---------|
107| prf only        | 0.999   | 0.06033 |
108| sum only        | 0.9989  | 0.06695 |
109| Imid = 310.15   | 0.99901 | 0.06026 |
110| Imid = 39733.21 | 0.999   | 0.06033 |
111| Imid = 3973.32  | 0.99901 | 0.06025 |
112| Imid = 397.33   | 0.99901 | 0.06017 |
113| Imid = 39.73    | 0.99891 | 0.06295 |
114+-----------------+---------+---------+
115Combined intensities with Imid = 397.33 determined to be best for scaling. 
116
117A round of outlier rejection has been performed, 
118146 outliers have been identified. 
119
120Components to be refined in this cycle for all datasets: scale, decay, absorption
121Performing a round of scaling with an LBFGS minimizer. 
122
123Time taken for refinement 1.69
124
125Refinement steps:
126+--------+--------+----------+
127|   Step |   Nref |   RMSD_I |
128|        |        |    (a.u) |
129|--------+--------+----------|
130|      0 |  50239 |  0.83159 |
131|      1 |  50239 |  0.83105 |
132|      2 |  50239 |  0.82987 |
133|      3 |  50239 |  0.82978 |
134|      4 |  50239 |  0.82945 |
135|      5 |  50239 |  0.82929 |
136|      6 |  50239 |  0.82908 |
137|      7 |  50239 |  0.82896 |
138|      8 |  50239 |  0.82895 |
139+--------+--------+----------+
140RMSD no longer decreasing
141lbfgs minimizer stop: callback_after_step is True
142
143================================================================================
144
145Scale factors determined during minimisation have now been
146applied to all reflections for dataset 0.
147
148A round of outlier rejection has been performed, 
149136 outliers have been identified. 
150
151Performing a round of error model refinement.
152
153Error model details:
154  Type: basic
155  Parameters: a = 0.70555, b = 0.03852
156  Error model formula: σ'² = a²(σ² + (bI)²)
157  estimated I/sigma asymptotic limit: 36.790
158
159Results of error model refinement. Uncorrected and corrected variances
160of normalised intensity deviations for given intensity ranges. Variances
161are expected to be ~1.0 for reliable errors (sigmas).
162+--------------------------+----------+------------------------+----------------------+
163| Intensity range (<Ih>)   |   n_refl |   Uncorrected variance |   Corrected variance |
164|--------------------------+----------+------------------------+----------------------|
165| 9942.43 - 1930.21        |      883 |                  9.365 |                0.899 |
166| 1930.21 - 1464.51        |      883 |                  7.506 |                1.099 |
167| 1464.51 - 1234.19        |      883 |                  5.072 |                1.048 |
168| 1234.19 - 907.16         |     2077 |                  3.97  |                0.976 |
169| 907.16 - 498.58          |     5973 |                  2.687 |                1.094 |
170| 498.58 - 274.02          |     9780 |                  1.577 |                1.124 |
171| 274.02 - 150.60          |    14795 |                  1.017 |                1.13  |
172| 150.60 - 82.77           |    19607 |                  0.743 |                1.093 |
173| 82.77 - 45.49            |    20577 |                  0.583 |                0.999 |
174| 45.49 - 24.99            |    12897 |                  0.473 |                0.871 |
175+--------------------------+----------+------------------------+----------------------+
176
177Components to be refined in this cycle for all datasets: scale, decay, absorption
178Performing a round of scaling with a Levenberg-Marquardt minimizer.
179
180Time taken for refinement 3.70
181
182Refinement steps:
183+--------+--------+----------+
184|   Step |   Nref |   RMSD_I |
185|        |        |    (a.u) |
186|--------+--------+----------|
187|      0 |  50243 |   1.0462 |
188|      1 |  50243 |   1.0429 |
189|      2 |  50243 |   1.0404 |
190|      3 |  50243 |   1.0389 |
191|      4 |  50243 |   1.0386 |
192|      5 |  50243 |   1.0385 |
193+--------+--------+----------+
194RMSD no longer decreasing
195
196================================================================================
197
198Components to be refined in this cycle for all datasets: scale, decay, absorption
199Performing a round of scaling with a Levenberg-Marquardt minimizer.
200
201Time taken for refinement 1.20
202
203Refinement steps:
204+--------+--------+----------+
205|   Step |   Nref |   RMSD_I |
206|        |        |    (a.u) |
207|--------+--------+----------|
208|      0 |  50243 |   1.0385 |
209|      1 |  50243 |   1.0385 |
210+--------+--------+----------+
211RMSD no longer decreasing
212
213================================================================================
214
215Scale factors determined during minimisation have now been
216applied to all reflections for dataset 0.
217
218A round of outlier rejection has been performed, 
219195 outliers have been identified. 
220
221Performing a round of error model refinement.
222
223Error model details:
224  Type: basic
225  Parameters: a = 0.67981, b = 0.04166
226  Error model formula: σ'² = a²(σ² + (bI)²)
227  estimated I/sigma asymptotic limit: 35.312
228
229Results of error model refinement. Uncorrected and corrected variances
230of normalised intensity deviations for given intensity ranges. Variances
231are expected to be ~1.0 for reliable errors (sigmas).
232+--------------------------+----------+------------------------+----------------------+
233| Intensity range (<Ih>)   |   n_refl |   Uncorrected variance |   Corrected variance |
234|--------------------------+----------+------------------------+----------------------|
235| 9949.81 - 1933.91        |      881 |                 10.813 |                0.982 |
236| 1933.91 - 1470.06        |      881 |                  7.719 |                1.085 |
237| 1470.06 - 1238.14        |      881 |                  5.006 |                0.988 |
238| 1238.14 - 907.54         |     2096 |                  4.064 |                0.903 |
239| 907.54 - 498.74          |     5997 |                  2.674 |                1.038 |
240| 498.74 - 274.09          |     9808 |                  1.534 |                1.087 |
241| 274.09 - 150.63          |    14764 |                  0.986 |                1.103 |
242| 150.63 - 82.78           |    19587 |                  0.726 |                1.1   |
243| 82.78 - 45.49            |    20446 |                  0.559 |                1.01  |
244| 45.49 - 24.99            |    12823 |                  0.464 |                0.908 |
245+--------------------------+----------+------------------------+----------------------+
246
247
248The reflection table variances have been adjusted to account for the
249uncertainty in the scaling model
250
251Total time taken: 19.6399s 
252
253================================================================================
254
25540.00% of model parameters have significant uncertainty
256(sigma/abs(parameter) > 0.5)
257
258Summary of dataset partialities
259+------------------+----------+
260| Partiality (p)   |   n_refl |
261|------------------+----------|
262| all reflections  |   327037 |
263| p > 0.99         |   324977 |
264| 0.5 < p < 0.99   |      355 |
265| 0.01 < p < 0.5   |      335 |
266| p < 0.01         |     1370 |
267+------------------+----------+
268
269Reflections below a partiality_cutoff of 0.4 are not considered for any
270part of the scaling analysis or for the reporting of merging statistics.
271Additionally, if applicable, only reflections with a min_partiality > 0.95
272were considered for use when refining the scaling model.
273
274
275            ----------Merging statistics by resolution bin----------           
276
277 d_max  d_min   #obs  #uniq   mult.  %comp       <I>  <I/sI>    r_mrg   r_meas    r_pim   r_anom   cc1/2   cc_ano
278 69.30   3.29  23042   3403    6.77  98.64     544.2    67.7    0.037    0.041    0.015    0.043   0.999*   0.295*
279  3.29   2.61  22762   3324    6.85  97.51     198.5    47.5    0.049    0.054    0.020    0.059   0.998*   0.311*
280  2.61   2.28  22907   3267    7.01  96.77     102.9    35.7    0.065    0.070    0.026    0.073   0.997*   0.367*
281  2.28   2.07  22698   3258    6.97  96.05      70.5    27.4    0.078    0.084    0.032    0.081   0.996*   0.268*
282  2.07   1.92  21991   3177    6.92  95.21      45.8    20.5    0.098    0.106    0.040    0.099   0.995*   0.224*
283  1.92   1.81  22185   3190    6.95  94.30      26.2    14.1    0.136    0.147    0.055    0.130   0.991*   0.162*
284  1.81   1.72  21827   3167    6.89  94.14      16.2     9.8    0.180    0.194    0.073    0.172   0.985*   0.141*
285  1.72   1.64  21507   3115    6.90  93.01      11.0     7.0    0.233    0.253    0.096    0.214   0.979*   0.103*
286  1.64   1.58  22178   3126    7.09  92.65       8.6     5.8    0.283    0.305    0.114    0.245   0.972*   0.109*
287  1.58   1.53  21416   3095    6.92  91.98       6.5     4.5    0.340    0.368    0.139    0.305   0.959*   0.100*
288  1.53   1.48  20943   3075    6.81  91.74       5.0     3.5    0.419    0.454    0.173    0.367   0.948*   0.012
289  1.48   1.44  21448   3035    7.07  90.73       3.6     2.6    0.560    0.604    0.225    0.461   0.922*   0.071*
290  1.44   1.40  19025   3010    6.32  90.44       3.0     2.1    0.636    0.693    0.271    0.566   0.891*   0.031
291  1.40   1.36  14334   2460    5.83  72.89       2.5     1.6    0.736    0.808    0.326    0.651   0.834*  -0.006
292  1.36   1.33   9982   1762    5.67  52.58       2.2     1.4    0.843    0.925    0.374    0.746   0.790*  -0.052
293  1.33   1.31   6959   1290    5.39  38.60       1.9     1.2    0.920    1.013    0.416    0.822   0.779*   0.081*
294  1.31   1.28   5117    999    5.12  29.76       1.5     0.9    1.224    1.358    0.572    1.027   0.600*   0.016
295  1.28   1.26   3119    715    4.36  21.31       1.4     0.7    1.397    1.576    0.707    1.138   0.521*  -0.026
296  1.26   1.23   1339    417    3.21  12.55       1.1     0.5    1.459    1.723    0.893    1.369   0.368*   0.016
297  1.23   1.21    405    233    1.74   6.87       0.9     0.4    0.986    1.274    0.795    1.265   0.629*   0.132
298 69.19   1.21 325184  49118    6.62  72.96      71.1    16.8    0.066    0.071    0.027    0.071   0.999*   0.328*
299
300
301
302            -------------Summary of merging statistics--------------           
303
304                                             Overall    Low     High
305High resolution limit                           1.21    3.29    1.21
306Low resolution limit                           69.19   69.30    1.23
307Completeness                                   73.0    98.6     6.9
308Multiplicity                                    6.6     6.8     1.7
309I/sigma                                        16.8    67.7     0.4
310Rmerge(I)                                     0.066   0.037   0.986
311Rmerge(I+/-)                                  0.056   0.031   0.966
312Rmeas(I)                                      0.071   0.041   1.274
313Rmeas(I+/-)                                   0.067   0.036   1.367
314Rpim(I)                                       0.027   0.015   0.795
315Rpim(I+/-)                                    0.035   0.019   0.966
316CC half                                       0.999   0.999   0.629
317Anomalous completeness                         71.7    99.0     1.9
318Anomalous multiplicity                          3.4     3.5     1.4
319Anomalous correlation                         0.328   0.295   0.132
320Anomalous slope                               1.089
321dF/F                                          0.063
322dI/s(dI)                                      1.226
323Total observations                           325184   23042     405
324Total unique                                  49118    3403     233
325
326Writing html report to dials.scale.html
327Saving the scaled experiments to scaled.expt
328Saving the scaled reflections to scaled.refl
329See dials.github.io/dials_scale_user_guide.html for more info on scaling options

As can be seen from the output text, 70 parameters are used to parameterise the scaling model for this dataset. Outlier rejection is performed at several stages, as outliers have a disproportionately large effect during scaling and can lead to poor scaling results. During scaling, the distribution of the intensity uncertainties are also analysed and a correction is applied based on a prior expectation of the intensity error distribution. At the end of the output, a table and summary of the merging statistics are presented, which give indications of the quality of the scaled dataset:

            ----------Merging statistics by resolution bin----------           

 d_max  d_min   #obs  #uniq   mult.  %comp       <I>  <I/sI>    r_mrg   r_meas    r_pim   r_anom   cc1/2   cc_ano
 69.30   3.29  23042   3403    6.77  98.64     544.2    67.7    0.037    0.041    0.015    0.043   0.999*   0.295*
  3.29   2.61  22762   3324    6.85  97.51     198.5    47.5    0.049    0.054    0.020    0.059   0.998*   0.311*
  2.61   2.28  22907   3267    7.01  96.77     102.9    35.7    0.065    0.070    0.026    0.073   0.997*   0.367*
  2.28   2.07  22698   3258    6.97  96.05      70.5    27.4    0.078    0.084    0.032    0.081   0.996*   0.268*
  2.07   1.92  21991   3177    6.92  95.21      45.8    20.5    0.098    0.106    0.040    0.099   0.995*   0.224*
  1.92   1.81  22185   3190    6.95  94.30      26.2    14.1    0.136    0.147    0.055    0.130   0.991*   0.162*
  1.81   1.72  21827   3167    6.89  94.14      16.2     9.8    0.180    0.194    0.073    0.172   0.985*   0.141*
  1.72   1.64  21507   3115    6.90  93.01      11.0     7.0    0.233    0.253    0.096    0.214   0.979*   0.103*
  1.64   1.58  22178   3126    7.09  92.65       8.6     5.8    0.283    0.305    0.114    0.245   0.972*   0.109*
  1.58   1.53  21416   3095    6.92  91.98       6.5     4.5    0.340    0.368    0.139    0.305   0.959*   0.100*
  1.53   1.48  20943   3075    6.81  91.74       5.0     3.5    0.419    0.454    0.173    0.367   0.948*   0.012
  1.48   1.44  21448   3035    7.07  90.73       3.6     2.6    0.560    0.604    0.225    0.461   0.922*   0.071*
  1.44   1.40  19025   3010    6.32  90.44       3.0     2.1    0.636    0.693    0.271    0.566   0.891*   0.031
  1.40   1.36  14334   2460    5.83  72.89       2.5     1.6    0.736    0.808    0.326    0.651   0.834*  -0.006
  1.36   1.33   9982   1762    5.67  52.58       2.2     1.4    0.843    0.925    0.374    0.746   0.790*  -0.052
  1.33   1.31   6959   1290    5.39  38.60       1.9     1.2    0.920    1.013    0.416    0.822   0.779*   0.081*
  1.31   1.28   5117    999    5.12  29.76       1.5     0.9    1.224    1.358    0.572    1.027   0.600*   0.016
  1.28   1.26   3119    715    4.36  21.31       1.4     0.7    1.397    1.576    0.707    1.138   0.521*  -0.026
  1.26   1.23   1339    417    3.21  12.55       1.1     0.5    1.459    1.723    0.893    1.369   0.368*   0.016
  1.23   1.21    405    233    1.74   6.87       0.9     0.4    0.986    1.274    0.795    1.265   0.629*   0.132
 69.19   1.21 325184  49118    6.62  72.96      71.1    16.8    0.066    0.071    0.027    0.071   0.999*   0.328*



            -------------Summary of merging statistics--------------           

                                             Overall    Low     High
High resolution limit                           1.21    3.29    1.21
Low resolution limit                           69.19   69.30    1.23
Completeness                                   73.0    98.6     6.9
Multiplicity                                    6.6     6.8     1.7
I/sigma                                        16.8    67.7     0.4
Rmerge(I)                                     0.066   0.037   0.986
Rmerge(I+/-)                                  0.056   0.031   0.966
Rmeas(I)                                      0.071   0.041   1.274
Rmeas(I+/-)                                   0.067   0.036   1.367
Rpim(I)                                       0.027   0.015   0.795
Rpim(I+/-)                                    0.035   0.019   0.966
CC half                                       0.999   0.999   0.629
Anomalous completeness                         71.7    99.0     1.9
Anomalous multiplicity                          3.4     3.5     1.4
Anomalous correlation                         0.328   0.295   0.132
Anomalous slope                               1.089
dF/F                                          0.063
dI/s(dI)                                      1.226
Total observations                           325184   23042     405
Total unique                                  49118    3403     233

Looking at the resolution-dependent merging statistics, we can see that the completeness falls significantly beyond 1.4 Angstrom resolution. If desired, a resolution cutoff can be applied and the data rescaled (using the output of the previous scaling run as input to the next run to load the existing state of the scaling model):

dials.scale scaled.expt scaled.refl d_min=1.4

The merging statistics, as well as a number of scaling and merging plots, are output into a html report called dials.scale.html. This can be opened in your browser - nativigate to the section “scaling model plots” and take a look. What is immediately apparent is the periodic nature of the scale term, with peaks and troughs 90° apart. This indicates that the illuminated volume was changing significantly during the experiment: a reflection would be measured as almost twice as intense if it was measured at rotation angle of ~120° compared to at ~210°. The absorption surface also shows a similar periodicity, as may be expected. The relative B-factor shows low overall variation, suggesting little overall radiation damage.

Once we are happy with the dataset quality, the final step of dials processing is to merge the data and produce a merged mtz file, suitable for input to downstream structure solution. To do this we can use the command:

dials.merge scaled.expt scaled.refl

The log output reports intensity statistics, the symmetry equivalent reflections are merged and a truncation procedure is performed, to give strictly positive merged structure factors (Fs) in addition to merged intensities.

HTML report

Much more information from the various steps of data processing can be found within an HTML report generated using the program dials.report. This is run simply with:

dials.report scaled.expt scaled.refl

which produces the file dials.report.html.

This report includes plots showing the scan-varying crystal orientation and unit cell parameters. The latter of these is useful to check that changes to the cell during processing appear reasonable. We can at least see from this and the low final refined RMSDs that this is a very well- behaved dataset.

Some of the most useful plots are

  • Difference between observed and calculated centroids vs phi, which shows how the average residuals in each of X, Y, and φ vary as a function of φ. If scan-varying refinement has been successful in capturing the real changes during the scan then we would expect these plots to be straight lines.

  • Centroid residuals in X and Y, in which the X, Y residuals are shown directly. The key point here is to look for a globular shape centred at the origin.

  • Difference between observed and calculated centroids in X and Y, which show the difference between predicted and observed reflection positions in either X or Y as functions of detector position. From these plots it is very easy to see whole tiles that are worse than their neighbours, and whether those tiles might be simply shifted or slightly rotated compared to the model detector.

  • Reflection and reference correlations binned in X/Y. These are useful companions to the plots of centroid residual as a function of detector position above. Whereas the above plots show systematic errors in the positions and orientations of tiles of a multi-panel detector, these plots indicate what effect that (and any other position-specific systematic error) has on the integrated data quality. The first of these plots shows the correlation between reflections and their reference profiles for all reflections in the dataset. The second shows only the correlations between the strong reference reflections and their profiles (thus these are expected to be higher and do not extend to such high resolution).

  • Distribution of I/Sigma vs Z. This reproduces the \(\frac{I}{\sigma_I}\) information versus frame number given in the log file in a graphical form. Here we see that \(\frac{I}{\sigma_I}\) is fairly flat over the whole dataset, which we might use as an indication that there were no bad frames, not much radiation damage occurred and that scale factors are likely to be fairly uniform.

Exporting to unmerged MTZ

It is possible that an unmerged mtz file is desired for further processing before merging. To produce a scaled unmerged mtz file, one can use the dials.export command on the scaled datafiles:

dials.export scaled.refl scaled.expt

It is also possible to export the integrated (unscaled) data in mtz format using dials.export. If you have an installation of CCP4, symmetry analysis and scaling can then be continued with the ccp4 programs pointless, aimless and ctruncate to generate a merged mtz file:

dials.export integrated.refl integrated.expt
pointless hklin integrated.mtz hklout sorted.mtz > pointless.log
aimless hklin sorted.mtz hklout scaled.mtz > aimless.log << EOF
resolution 1.4
anomalous off
EOF
ctruncate -hklin scaled.mtz -hklout truncated.mtz \
-colin '/*/*/[IMEAN,SIGIMEAN]' > ctruncate.log