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.1293-g7efd2982c
The following parameters have been modified:

input {
  experiments = <image files>
}

--------------------------------------------------------------------------------
  format: <class 'dxtbx.format.FormatCBFMiniPilatusDLS6MSN100.FormatCBFMiniPilatusDLS6MSN100'>
  template: /dls/mx-scratch/dials/tutorial_data/betalactamase_summed/C2sum_1_####.cbf.gz:1:720
  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 DIALS will use multiple processors by default to speed this up. Here we have limited it to 4, but feel free to omit this to let DIALS make the choice:

dials.find_spots imported.expt nproc=4

Show/Hide Log

  1DIALS 3.dev.1293-g7efd2982c
  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 1818 strong pixels on image 1
 25Found 1577 strong pixels on image 2
 26Found 1461 strong pixels on image 3
 27Found 1458 strong pixels on image 4
 28Found 1738 strong pixels on image 5
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670Found 1782 strong pixels on image 647
671Found 1683 strong pixels on image 648
672Found 1828 strong pixels on image 649
673Found 1744 strong pixels on image 650
674Found 1931 strong pixels on image 651
675Found 1796 strong pixels on image 652
676Found 1813 strong pixels on image 653
677Found 1932 strong pixels on image 654
678Found 1573 strong pixels on image 655
679Found 1710 strong pixels on image 656
680Found 1751 strong pixels on image 657
681Found 1779 strong pixels on image 658
682Found 1814 strong pixels on image 659
683Found 1810 strong pixels on image 660
684Found 2067 strong pixels on image 661
685Found 1659 strong pixels on image 662
686Found 1711 strong pixels on image 663
687Found 1669 strong pixels on image 664
688Found 1660 strong pixels on image 665
689Found 1699 strong pixels on image 666
690Found 1774 strong pixels on image 667
691Found 1776 strong pixels on image 668
692Found 1646 strong pixels on image 669
693Found 1655 strong pixels on image 670
694Found 1665 strong pixels on image 671
695Found 1721 strong pixels on image 672
696Found 1802 strong pixels on image 673
697Found 1673 strong pixels on image 674
698Found 1697 strong pixels on image 675
699Found 1621 strong pixels on image 676
700Found 1686 strong pixels on image 677
701Found 1774 strong pixels on image 678
702Found 1865 strong pixels on image 679
703Found 1675 strong pixels on image 680
704Found 1654 strong pixels on image 681
705Found 1481 strong pixels on image 682
706Found 1635 strong pixels on image 683
707Found 1768 strong pixels on image 684
708Found 1800 strong pixels on image 685
709Found 1697 strong pixels on image 686
710Found 1581 strong pixels on image 687
711Found 1672 strong pixels on image 688
712Found 1601 strong pixels on image 689
713Found 1819 strong pixels on image 690
714Found 1611 strong pixels on image 691
715Found 1588 strong pixels on image 692
716Found 1615 strong pixels on image 693
717Found 1793 strong pixels on image 694
718Found 1476 strong pixels on image 695
719Found 1610 strong pixels on image 696
720Found 1576 strong pixels on image 697
721Found 1470 strong pixels on image 698
722Found 1659 strong pixels on image 699
723Found 1604 strong pixels on image 700
724Found 1730 strong pixels on image 701
725Found 1625 strong pixels on image 702
726Found 1596 strong pixels on image 703
727Found 1509 strong pixels on image 704
728Found 1528 strong pixels on image 705
729Found 1392 strong pixels on image 706
730Found 1560 strong pixels on image 707
731Found 1684 strong pixels on image 708
732Found 1600 strong pixels on image 709
733Found 1557 strong pixels on image 710
734Found 1659 strong pixels on image 711
735Found 1582 strong pixels on image 712
736Found 1625 strong pixels on image 713
737Found 1613 strong pixels on image 714
738Found 1637 strong pixels on image 715
739Found 1549 strong pixels on image 716
740Found 1734 strong pixels on image 717
741Found 1541 strong pixels on image 718
742Found 1271 strong pixels on image 719
743Found 1568 strong pixels on image 720
744
745Extracted 129281 spots
746Removed 17040 spots with size < 3 pixels
747Removed 1 spots with size > 1000 pixels
748Calculated 112240 spot centroids
749Calculated 112240 spot intensities
750Filtered 112023 of 112240 spots by peak-centroid distance
751
752Histogram of per-image spot count for imageset 0:
753112023 spots found on 720 images (max 2192 / bin)
754* *     *                                                  *
755*************              *************                ****
756************************************************************
757************************************************************
758************************************************************
759************************************************************
760************************************************************
761************************************************************
762************************************************************
763************************************************************
7641                         image                          720
765
766--------------------------------------------------------------------------------
767Saved 112023 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.1293-g7efd2982c
  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: 94547
 13Candidate solutions:
 14+----------------------------------+----------+----------------+------------+-------------+-------------------+-----------+-----------------+-----------------+
 15| unit_cell                        |   volume |   volume score |   #indexed |   % indexed |   % indexed score |   rmsd_xy |   rmsd_xy score |   overall score |
 16|----------------------------------+----------+----------------+------------+-------------+-------------------+-----------+-----------------+-----------------|
 17| 40.57 40.76 69.67 91.8 91.9 98.5 |   113802 |           0.01 |      97056 |          98 |              0.01 |      0.07 |            0    |            0.02 |
 18| 40.57 40.69 69.61 91.9 91.9 98.4 |   113520 |           0    |      96791 |          98 |              0.02 |      0.07 |            0    |            0.02 |
 19| 40.69 40.81 69.67 92.1 91.9 98.2 |   114348 |           0.01 |      97693 |          99 |              0    |      0.07 |            0.02 |            0.04 |
 20| 40.67 40.71 69.67 91.9 91.9 98.1 |   114067 |           0.01 |      97943 |          99 |              0    |      0.08 |            0.03 |            0.04 |
 21| 40.71 40.94 69.67 91.8 91.9 98.3 |   114761 |           0.02 |      97041 |          98 |              0.01 |      0.07 |            0.01 |            0.04 |
 22| 40.64 40.88 69.67 91.8 92.0 98.1 |   114433 |           0.01 |      97201 |          98 |              0.01 |      0.07 |            0.02 |            0.05 |
 23| 40.71 40.75 69.59 91.9 91.8 98.2 |   114134 |           0.01 |      96927 |          98 |              0.02 |      0.08 |            0.02 |            0.05 |
 24| 40.69 40.73 69.61 91.9 91.9 98.2 |   114048 |           0.01 |      97158 |          98 |              0.01 |      0.08 |            0.03 |            0.05 |
 25| 40.69 40.77 69.67 92.0 91.9 98.2 |   114223 |           0.01 |      97782 |          99 |              0    |      0.08 |            0.04 |            0.05 |
 26| 40.71 40.75 69.67 91.9 91.9 98.2 |   114263 |           0.01 |      97891 |          99 |              0    |      0.08 |            0.04 |            0.05 |
 27| 40.69 40.71 69.61 91.9 92.0 98.1 |   113996 |           0.01 |      96838 |          98 |              0.02 |      0.08 |            0.03 |            0.05 |
 28| 40.49 40.76 69.67 91.8 91.8 98.3 |   113654 |           0    |      95648 |          97 |              0.03 |      0.07 |            0.02 |            0.05 |
 29| 40.69 40.78 69.61 91.6 91.9 98.2 |   114205 |           0.01 |      95594 |          96 |              0.04 |      0.07 |            0.01 |            0.06 |
 30| 40.69 40.78 69.63 91.8 91.9 98.2 |   114232 |           0.01 |      97300 |          98 |              0.01 |      0.08 |            0.04 |            0.06 |
 31| 40.69 40.71 69.67 91.9 91.9 98.1 |   114103 |           0.01 |      97769 |          99 |              0    |      0.08 |            0.05 |            0.06 |
 32| 40.69 40.90 69.61 91.8 91.9 98.1 |   114530 |           0.02 |      96099 |          97 |              0.03 |      0.07 |            0.02 |            0.06 |
 33| 40.64 40.69 69.63 92.0 91.9 98.0 |   113870 |           0.01 |      96429 |          97 |              0.02 |      0.08 |            0.03 |            0.06 |
 34| 40.65 40.85 69.67 91.9 91.9 98.1 |   114381 |           0.01 |      97470 |          98 |              0.01 |      0.08 |            0.04 |            0.06 |
 35| 40.69 40.71 69.65 91.8 92.1 98.1 |   114072 |           0.01 |      95912 |          97 |              0.03 |      0.08 |            0.02 |            0.06 |
 36| 40.69 40.78 69.67 91.9 91.9 98.2 |   114289 |           0.01 |      97735 |          99 |              0    |      0.08 |            0.05 |            0.06 |
 37| 40.71 40.76 69.67 91.8 91.9 98.4 |   114233 |           0.01 |      97389 |          98 |              0.01 |      0.08 |            0.05 |            0.06 |
 38| 40.66 40.69 69.60 92.0 91.9 98.0 |   113880 |           0.01 |      96140 |          97 |              0.03 |      0.08 |            0.03 |            0.07 |
 39| 40.70 40.79 69.57 92.0 91.9 98.1 |   114200 |           0.01 |      96531 |          97 |              0.02 |      0.08 |            0.03 |            0.07 |
 40| 40.69 40.71 69.61 91.8 91.9 98.1 |   114011 |           0.01 |      96503 |          97 |              0.02 |      0.08 |            0.04 |            0.07 |
 41| 40.69 40.70 69.67 91.9 91.9 98.1 |   114073 |           0.01 |      97591 |          98 |              0.01 |      0.08 |            0.05 |            0.07 |
 42| 40.71 40.75 69.58 91.9 91.9 98.2 |   114120 |           0.01 |      96940 |          98 |              0.01 |      0.08 |            0.04 |            0.07 |
 43| 40.69 40.78 69.67 91.7 91.9 98.2 |   114298 |           0.01 |      96985 |          98 |              0.01 |      0.08 |            0.04 |            0.07 |
 44| 40.69 40.71 69.54 91.9 91.9 98.1 |   113891 |           0.01 |      95976 |          97 |              0.03 |      0.08 |            0.03 |            0.07 |
 45| 40.71 40.81 69.67 91.8 91.9 98.2 |   114433 |           0.01 |      97252 |          98 |              0.01 |      0.08 |            0.04 |            0.07 |
 46| 40.57 40.69 69.61 91.9 91.8 98.2 |   113581 |           0    |      96179 |          97 |              0.03 |      0.08 |            0.04 |            0.07 |
 47| 40.71 40.75 69.63 92.1 91.8 98.2 |   114196 |           0.01 |      96793 |          98 |              0.02 |      0.08 |            0.04 |            0.07 |
 48| 40.64 40.82 69.58 92.0 92.0 98.2 |   114119 |           0.01 |      96882 |          98 |              0.02 |      0.08 |            0.05 |            0.07 |
 49| 40.71 40.74 69.54 92.0 91.9 98.0 |   114044 |           0.01 |      96096 |          97 |              0.03 |      0.08 |            0.04 |            0.07 |
 50| 40.69 40.78 69.61 91.7 91.9 98.2 |   114197 |           0.01 |      96456 |          97 |              0.02 |      0.08 |            0.04 |            0.07 |
 51| 40.69 40.71 69.54 91.9 92.0 98.2 |   113844 |           0.01 |      96187 |          97 |              0.03 |      0.08 |            0.04 |            0.08 |
 52| 40.76 40.81 69.67 92.1 91.8 98.4 |   114477 |           0.01 |      97236 |          98 |              0.01 |      0.08 |            0.05 |            0.08 |
 53| 40.71 40.72 69.61 91.9 91.8 98.2 |   114057 |           0.01 |      97160 |          98 |              0.01 |      0.08 |            0.06 |            0.08 |
 54| 40.57 40.74 69.54 92.0 91.7 98.1 |   113630 |           0    |      95124 |          96 |              0.04 |      0.08 |            0.03 |            0.08 |
 55| 40.72 40.76 69.67 91.8 92.0 98.1 |   114337 |           0.01 |      96891 |          98 |              0.02 |      0.08 |            0.05 |            0.08 |
 56| 40.61 40.69 69.61 91.9 91.9 98.1 |   113706 |           0    |      96398 |          97 |              0.02 |      0.08 |            0.05 |            0.08 |
 57| 40.69 40.78 69.68 91.7 92.1 98.2 |   114295 |           0.01 |      94335 |          95 |              0.05 |      0.07 |            0.02 |            0.08 |
 58| 40.69 40.72 69.61 91.8 91.9 97.8 |   114113 |           0.01 |      95856 |          97 |              0.03 |      0.08 |            0.05 |            0.09 |
 59| 40.69 40.72 69.56 92.0 91.9 98.3 |   113930 |           0.01 |      96672 |          98 |              0.02 |      0.08 |            0.06 |            0.09 |
 60| 40.69 40.78 69.52 91.9 91.9 98.2 |   114040 |           0.01 |      95933 |          97 |              0.03 |      0.08 |            0.05 |            0.09 |
 61| 40.52 40.69 69.67 91.9 91.9 97.8 |   113655 |           0    |      96165 |          97 |              0.03 |      0.08 |            0.06 |            0.1  |
 62| 40.71 40.75 69.54 92.0 91.9 98.2 |   114050 |           0.01 |      96188 |          97 |              0.03 |      0.08 |            0.06 |            0.1  |
 63| 40.71 40.75 69.63 92.0 91.9 98.2 |   114206 |           0.01 |      97453 |          98 |              0.01 |      0.08 |            0.09 |            0.1  |
 64| 40.69 40.78 69.58 91.9 91.9 98.2 |   114146 |           0.01 |      96828 |          98 |              0.02 |      0.08 |            0.12 |            0.14 |
 65| 40.81 41.02 69.67 91.6 92.1 98.5 |   115183 |           0.02 |      93744 |          95 |              0.06 |      0.08 |            0.11 |            0.2  |
 66| 40.37 40.76 69.67 91.8 91.6 98.3 |   113328 |           0    |      90262 |          91 |              0.12 |      0.08 |            0.19 |            0.31 |
 67+----------------------------------+----------+----------------+------------+-------------+-------------------+-----------+-----------------+-----------------+
 68Using d_min_step 0.1
 69
 70Indexed crystal models:
 71model 1 (97056 reflections):
 72Crystal:
 73    Unit cell: 40.567, 40.760, 69.669, 91.778, 91.943, 98.463
 74    Space group: P 1
 75    U matrix:  {{ 0.8416,  0.5366,  0.0607},
 76                {-0.1829,  0.1774,  0.9670},
 77                { 0.5082, -0.8250,  0.2474}}
 78    B matrix:  {{ 0.0247,  0.0000,  0.0000},
 79                { 0.0037,  0.0248,  0.0000},
 80                { 0.0010,  0.0009,  0.0144}}
 81    A = UB:    {{ 0.0228,  0.0134,  0.0009},
 82                {-0.0029,  0.0053,  0.0139},
 83                { 0.0097, -0.0202,  0.0036}}
 84+------------+-------------+---------------+-------------+
 85|   Imageset |   # indexed |   # unindexed |   % indexed |
 86|------------+-------------+---------------+-------------|
 87|          0 |       97056 |          2029 |          98 |
 88+------------+-------------+---------------+-------------+
 89
 90################################################################################
 91Starting refinement (macro-cycle 1)
 92################################################################################
 93
 94
 95Summary statistics for 96701 observations matched to predictions:
 96+-------------------+--------+----------+----------+-----------+-------+
 97|                   |    Min |       Q1 |      Med |        Q3 |   Max |
 98|-------------------+--------+----------+----------+-----------+-------|
 99| Xc - Xo (mm)      | -2.487 |  -0.5688 | -0.09237 |    0.3731 | 1.997 |
100| Yc - Yo (mm)      | -2.563 |  -0.5829 |  -0.2869 | -0.007452 | 4.035 |
101| Phic - Phio (deg) | -3.635 | -0.08989 |   0.0216 |    0.1372 | 4.669 |
102| X weights         |  245.9 |    388.2 |    398.8 |     403.7 | 405.6 |
103| Y weights         |  211.5 |      374 |    393.4 |     402.5 | 405.6 |
104| Phi weights       |  40.59 |    47.93 |       48 |        48 |    48 |
105+-------------------+--------+----------+----------+-----------+-------+
106
107Detecting centroid outliers using the Tukey algorithm
1087237 reflections have been flagged as outliers
10989464 reflections remain in the manager
110
111Summary statistics for 89464 observations matched to predictions:
112+-------------------+---------+----------+---------+----------+--------+
113|                   |     Min |       Q1 |     Med |       Q3 |    Max |
114|-------------------+---------+----------+---------+----------+--------|
115| Xc - Xo (mm)      |  -2.232 |  -0.5527 | -0.0995 |   0.3616 |  1.997 |
116| Yc - Yo (mm)      |  -1.625 |  -0.5842 | -0.2996 | -0.04293 |  1.016 |
117| Phic - Phio (deg) | -0.5249 | -0.08781 | 0.01698 |    0.124 | 0.5662 |
118| X weights         |   246.4 |    388.9 |   399.1 |    403.8 |  405.6 |
119| Y weights         |   211.5 |    374.5 |   393.8 |    402.6 |  405.6 |
120| Phi weights       |   40.59 |    47.95 |      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 | 0.6789   | 0.53255  |    0.15652 |
131|      1 |  36000 | 0.24932  | 0.26276  |    0.15022 |
132|      2 |  36000 | 0.10636  | 0.13773  |    0.13691 |
133|      3 |  36000 | 0.056622 | 0.062578 |    0.10997 |
134|      4 |  36000 | 0.051364 | 0.052926 |    0.10462 |
135|      5 |  36000 | 0.051099 | 0.052943 |    0.10458 |
136|      6 |  36000 | 0.051088 | 0.052952 |    0.10458 |
137|      7 |  36000 | 0.051088 | 0.052952 |    0.10458 |
138+--------+--------+----------+----------+------------+
139RMSD no longer decreasing
140
141RMSDs by experiment:
142+-------+--------+----------+----------+------------+
143|   Exp |   Nref |   RMSD_X |   RMSD_Y |     RMSD_Z |
144|    id |        |     (px) |     (px) |   (images) |
145|-------+--------+----------+----------+------------|
146|     0 |  36000 |  0.29702 |  0.30786 |    0.20917 |
147+-------+--------+----------+----------+------------+
148
149Refined crystal models:
150model 1 (97056 reflections):
151Crystal:
152    Unit cell: 40.5456(8), 40.5534(8), 69.2877(13), 92.0144(4), 91.9766(4), 98.0812(4)
153    Space group: P 1
154    U matrix:  {{ 0.8429,  0.5343,  0.0638},
155                {-0.1841,  0.1750,  0.9672},
156                { 0.5056, -0.8270,  0.2459}}
157    B matrix:  {{ 0.0247,  0.0000,  0.0000},
158                { 0.0035,  0.0249,  0.0000},
159                { 0.0010,  0.0010,  0.0145}}
160    A = UB:    {{ 0.0227,  0.0134,  0.0009},
161                {-0.0030,  0.0053,  0.0140},
162                { 0.0098, -0.0203,  0.0036}}
163+------------+-------------+---------------+-------------+
164|   Imageset |   # indexed |   # unindexed |   % indexed |
165|------------+-------------+---------------+-------------|
166|          0 |       97056 |          2029 |          98 |
167+------------+-------------+---------------+-------------+
168Increasing resolution to 1.70 Angstrom
169
170Indexed crystal models:
171model 1 (105639 reflections):
172Crystal:
173    Unit cell: 40.5456(8), 40.5534(8), 69.2877(13), 92.0144(4), 91.9766(4), 98.0812(4)
174    Space group: P 1
175    U matrix:  {{ 0.8429,  0.5343,  0.0638},
176                {-0.1841,  0.1750,  0.9672},
177                { 0.5056, -0.8270,  0.2459}}
178    B matrix:  {{ 0.0247,  0.0000,  0.0000},
179                { 0.0035,  0.0249,  0.0000},
180                { 0.0010,  0.0010,  0.0145}}
181    A = UB:    {{ 0.0227,  0.0134,  0.0009},
182                {-0.0030,  0.0053,  0.0140},
183                { 0.0098, -0.0203,  0.0036}}
184+------------+-------------+---------------+-------------+
185|   Imageset |   # indexed |   # unindexed |   % indexed |
186|------------+-------------+---------------+-------------|
187|          0 |      105848 |           431 |        99.6 |
188+------------+-------------+---------------+-------------+
189
190################################################################################
191Starting refinement (macro-cycle 2)
192################################################################################
193
194
195Summary statistics for 105281 observations matched to predictions:
196+-------------------+---------+----------+------------+---------+--------+
197|                   |     Min |       Q1 |        Med |      Q3 |    Max |
198|-------------------+---------+----------+------------+---------+--------|
199| Xc - Xo (mm)      | -0.3872 | -0.03715 |  -0.003151 | 0.03167 | 0.3678 |
200| Yc - Yo (mm)      | -0.9055 | -0.03122 | -0.0001547 | 0.03169 | 0.9764 |
201| Phic - Phio (deg) |  -1.098 | -0.08155 |   0.001317 | 0.08361 | 0.9669 |
202| X weights         |   241.2 |    384.7 |      397.6 |   403.4 |  405.6 |
203| Y weights         |   173.8 |    369.2 |      391.1 |     402 |  405.6 |
204| Phi weights       |   40.59 |    47.94 |         48 |      48 |     48 |
205+-------------------+---------+----------+------------+---------+--------+
206
207Detecting centroid outliers using the Tukey algorithm
2085530 reflections have been flagged as outliers
20999751 reflections remain in the manager
210
211Summary statistics for 99751 observations matched to predictions:
212+-------------------+---------+----------+------------+---------+--------+
213|                   |     Min |       Q1 |        Med |      Q3 |    Max |
214|-------------------+---------+----------+------------+---------+--------|
215| Xc - Xo (mm)      | -0.1729 | -0.03635 |  -0.003496 | 0.03019 |  0.162 |
216| Yc - Yo (mm)      | -0.1664 | -0.02973 | -0.0002873 | 0.02983 | 0.1935 |
217| Phic - Phio (deg) | -0.3506 | -0.08067 |  0.0007001 | 0.08181 | 0.3582 |
218| X weights         |   241.2 |    386.4 |      398.2 |   403.6 |  405.6 |
219| Y weights         |   206.6 |    371.9 |      392.3 |   402.2 |  405.6 |
220| Phi weights       |   40.76 |    47.94 |         48 |      48 |     48 |
221+-------------------+---------+----------+------------+---------+--------+
222
223There are 16 parameters to refine against 36000 reflections in 3 dimensions
224
225Refinement steps:
226+--------+--------+----------+----------+------------+
227|   Step |   Nref |   RMSD_X |   RMSD_Y |   RMSD_Phi |
228|        |        |     (mm) |     (mm) |      (deg) |
229|--------+--------+----------+----------+------------|
230|      0 |  36000 | 0.048904 | 0.047004 |    0.10593 |
231|      1 |  36000 | 0.048644 | 0.046891 |    0.10558 |
232|      2 |  36000 | 0.048608 | 0.046908 |    0.10552 |
233|      3 |  36000 | 0.048598 | 0.046917 |    0.1055  |
234|      4 |  36000 | 0.048596 | 0.046919 |    0.1055  |
235+--------+--------+----------+----------+------------+
236RMSD no longer decreasing
237
238RMSDs by experiment:
239+-------+--------+----------+----------+------------+
240|   Exp |   Nref |   RMSD_X |   RMSD_Y |     RMSD_Z |
241|    id |        |     (px) |     (px) |   (images) |
242|-------+--------+----------+----------+------------|
243|     0 |  36000 |  0.28253 |  0.27278 |      0.211 |
244+-------+--------+----------+----------+------------+
245
246Refined crystal models:
247model 1 (105639 reflections):
248Crystal:
249    Unit cell: 40.5491(6), 40.5559(6), 69.2899(10), 92.0183(4), 91.9736(4), 98.0776(4)
250    Space group: P 1
251    U matrix:  {{ 0.8429,  0.5343,  0.0638},
252                {-0.1841,  0.1749,  0.9672},
253                { 0.5056, -0.8270,  0.2458}}
254    B matrix:  {{ 0.0247,  0.0000,  0.0000},
255                { 0.0035,  0.0249,  0.0000},
256                { 0.0010,  0.0010,  0.0145}}
257    A = UB:    {{ 0.0227,  0.0134,  0.0009},
258                {-0.0030,  0.0053,  0.0140},
259                { 0.0098, -0.0203,  0.0036}}
260+------------+-------------+---------------+-------------+
261|   Imageset |   # indexed |   # unindexed |   % indexed |
262|------------+-------------+---------------+-------------|
263|          0 |      105639 |           640 |        99.4 |
264+------------+-------------+---------------+-------------+
265Increasing resolution to 1.57 Angstrom
266
267Indexed crystal models:
268model 1 (109664 reflections):
269Crystal:
270    Unit cell: 40.5491(6), 40.5559(6), 69.2899(10), 92.0183(4), 91.9736(4), 98.0776(4)
271    Space group: P 1
272    U matrix:  {{ 0.8429,  0.5343,  0.0638},
273                {-0.1841,  0.1749,  0.9672},
274                { 0.5056, -0.8270,  0.2458}}
275    B matrix:  {{ 0.0247,  0.0000,  0.0000},
276                { 0.0035,  0.0249,  0.0000},
277                { 0.0010,  0.0010,  0.0145}}
278    A = UB:    {{ 0.0227,  0.0134,  0.0009},
279                {-0.0030,  0.0053,  0.0140},
280                { 0.0098, -0.0203,  0.0036}}
281+------------+-------------+---------------+-------------+
282|   Imageset |   # indexed |   # unindexed |   % indexed |
283|------------+-------------+---------------+-------------|
284|          0 |      109674 |           722 |        99.3 |
285+------------+-------------+---------------+-------------+
286
287################################################################################
288Starting refinement (macro-cycle 3)
289################################################################################
290
291
292Summary statistics for 109289 observations matched to predictions:
293+-------------------+---------+----------+------------+---------+--------+
294|                   |     Min |       Q1 |        Med |      Q3 |    Max |
295|-------------------+---------+----------+------------+---------+--------|
296| Xc - Xo (mm)      | -0.3857 | -0.03609 |  -0.001334 |  0.0331 | 0.3619 |
297| Yc - Yo (mm)      |  -1.202 | -0.03314 | -0.0008305 |  0.0316 |  1.496 |
298| Phic - Phio (deg) |  -1.052 | -0.08187 |  0.0009273 | 0.08412 |  1.135 |
299| X weights         |   210.4 |    382.7 |        397 |   403.3 |  405.6 |
300| Y weights         |   173.8 |    366.5 |      389.9 |   401.7 |  405.6 |
301| Phi weights       |   39.29 |    47.95 |         48 |      48 |     48 |
302+-------------------+---------+----------+------------+---------+--------+
303
304Detecting centroid outliers using the Tukey algorithm
3055980 reflections have been flagged as outliers
306103309 reflections remain in the manager
307
308Summary statistics for 103309 observations matched to predictions:
309+-------------------+---------+----------+------------+---------+--------+
310|                   |     Min |       Q1 |        Med |      Q3 |    Max |
311|-------------------+---------+----------+------------+---------+--------|
312| Xc - Xo (mm)      | -0.1753 | -0.03502 |  -0.001402 | 0.03179 | 0.1659 |
313| Yc - Yo (mm)      |  -0.173 | -0.03133 | -0.0008288 | 0.02984 | 0.1995 |
314| Phic - Phio (deg) | -0.3661 | -0.08094 |  0.0004713 | 0.08242 | 0.3457 |
315| X weights         |   210.9 |    384.7 |      397.7 |   403.4 |  405.6 |
316| Y weights         |     204 |    369.5 |      391.3 |     402 |  405.6 |
317| Phi weights       |   39.29 |    47.94 |         48 |      48 |     48 |
318+-------------------+---------+----------+------------+---------+--------+
319
320There are 16 parameters to refine against 36000 reflections in 3 dimensions
321
322Refinement steps:
323+--------+--------+----------+----------+------------+
324|   Step |   Nref |   RMSD_X |   RMSD_Y |   RMSD_Phi |
325|        |        |     (mm) |     (mm) |      (deg) |
326|--------+--------+----------+----------+------------|
327|      0 |  36000 | 0.04896  | 0.048335 |    0.10627 |
328|      1 |  36000 | 0.048925 | 0.048264 |    0.10615 |
329|      2 |  36000 | 0.048919 | 0.048237 |    0.10616 |
330|      3 |  36000 | 0.048921 | 0.048222 |    0.10618 |
331|      4 |  36000 | 0.048923 | 0.048219 |    0.10618 |
332+--------+--------+----------+----------+------------+
333RMSD no longer decreasing
334
335RMSDs by experiment:
336+-------+--------+----------+----------+------------+
337|   Exp |   Nref |   RMSD_X |   RMSD_Y |     RMSD_Z |
338|    id |        |     (px) |     (px) |   (images) |
339|-------+--------+----------+----------+------------|
340|     0 |  36000 |  0.28444 |  0.28034 |    0.21236 |
341+-------+--------+----------+----------+------------+
342
343Refined crystal models:
344model 1 (109664 reflections):
345Crystal:
346    Unit cell: 40.5500(5), 40.5565(5), 69.2900(9), 92.0192(3), 91.9731(3), 98.0756(4)
347    Space group: P 1
348    U matrix:  {{ 0.8429,  0.5343,  0.0638},
349                {-0.1841,  0.1749,  0.9672},
350                { 0.5056, -0.8270,  0.2458}}
351    B matrix:  {{ 0.0247,  0.0000,  0.0000},
352                { 0.0035,  0.0249,  0.0000},
353                { 0.0010,  0.0010,  0.0145}}
354    A = UB:    {{ 0.0227,  0.0134,  0.0009},
355                {-0.0030,  0.0053,  0.0140},
356                { 0.0098, -0.0203,  0.0036}}
357+------------+-------------+---------------+-------------+
358|   Imageset |   # indexed |   # unindexed |   % indexed |
359|------------+-------------+---------------+-------------|
360|          0 |      109664 |           732 |        99.3 |
361+------------+-------------+---------------+-------------+
362Increasing resolution to 1.43 Angstrom
363
364Indexed crystal models:
365model 1 (111070 reflections):
366Crystal:
367    Unit cell: 40.5500(5), 40.5565(5), 69.2900(9), 92.0192(3), 91.9731(3), 98.0756(4)
368    Space group: P 1
369    U matrix:  {{ 0.8429,  0.5343,  0.0638},
370                {-0.1841,  0.1749,  0.9672},
371                { 0.5056, -0.8270,  0.2458}}
372    B matrix:  {{ 0.0247,  0.0000,  0.0000},
373                { 0.0035,  0.0249,  0.0000},
374                { 0.0010,  0.0010,  0.0145}}
375    A = UB:    {{ 0.0227,  0.0134,  0.0009},
376                {-0.0030,  0.0053,  0.0140},
377                { 0.0098, -0.0203,  0.0036}}
378+------------+-------------+---------------+-------------+
379|   Imageset |   # indexed |   # unindexed |   % indexed |
380|------------+-------------+---------------+-------------|
381|          0 |      111081 |           755 |        99.3 |
382+------------+-------------+---------------+-------------+
383
384################################################################################
385Starting refinement (macro-cycle 4)
386################################################################################
387
388
389Summary statistics for 110691 observations matched to predictions:
390+-------------------+--------+----------+------------+---------+--------+
391|                   |    Min |       Q1 |        Med |      Q3 |    Max |
392|-------------------+--------+----------+------------+---------+--------|
393| Xc - Xo (mm)      | -1.938 |  -0.0358 | -0.0005585 | 0.03385 | 0.3621 |
394| Yc - Yo (mm)      | -1.139 | -0.03288 | -0.0002335 | 0.03253 |  1.509 |
395| Phic - Phio (deg) | -1.054 | -0.08176 |   0.001372 | 0.08471 |  1.147 |
396| X weights         |  210.4 |    381.9 |      396.8 |   403.2 |  405.6 |
397| Y weights         |  173.5 |    365.3 |      389.4 |   401.6 |  405.6 |
398| Phi weights       |  39.29 |    47.95 |         48 |      48 |     48 |
399+-------------------+--------+----------+------------+---------+--------+
400
401Detecting centroid outliers using the Tukey algorithm
4026118 reflections have been flagged as outliers
403104573 reflections remain in the manager
404
405Summary statistics for 104573 observations matched to predictions:
406+-------------------+---------+----------+------------+---------+--------+
407|                   |     Min |       Q1 |        Med |      Q3 |    Max |
408|-------------------+---------+----------+------------+---------+--------|
409| Xc - Xo (mm)      | -0.1744 | -0.03479 | -0.0006967 | 0.03248 | 0.1659 |
410| Yc - Yo (mm)      | -0.1723 | -0.03094 | -0.0002347 | 0.03068 | 0.2011 |
411| Phic - Phio (deg) | -0.3504 |  -0.0807 |  0.0009259 | 0.08309 | 0.3515 |
412| X weights         |   210.9 |      384 |      397.6 |   403.4 |  405.6 |
413| Y weights         |   191.7 |    368.6 |      390.9 |   401.9 |  405.6 |
414| Phi weights       |   39.29 |    47.95 |         48 |      48 |     48 |
415+-------------------+---------+----------+------------+---------+--------+
416
417There are 16 parameters to refine against 36000 reflections in 3 dimensions
418
419Refinement steps:
420+--------+--------+----------+----------+------------+
421|   Step |   Nref |   RMSD_X |   RMSD_Y |   RMSD_Phi |
422|        |        |     (mm) |     (mm) |      (deg) |
423|--------+--------+----------+----------+------------|
424|      0 |  36000 | 0.049346 | 0.048752 |    0.10663 |
425|      1 |  36000 | 0.049345 | 0.048728 |    0.10659 |
426|      2 |  36000 | 0.049346 | 0.048716 |    0.10659 |
427|      3 |  36000 | 0.049348 | 0.048709 |    0.1066  |
428|      4 |  36000 | 0.049349 | 0.048707 |    0.1066  |
429+--------+--------+----------+----------+------------+
430RMSD no longer decreasing
431
432RMSDs by experiment:
433+-------+--------+----------+----------+------------+
434|   Exp |   Nref |   RMSD_X |   RMSD_Y |     RMSD_Z |
435|    id |        |     (px) |     (px) |   (images) |
436|-------+--------+----------+----------+------------|
437|     0 |  36000 |  0.28691 |  0.28318 |    0.21321 |
438+-------+--------+----------+----------+------------+
439
440Refined crystal models:
441model 1 (111070 reflections):
442Crystal:
443    Unit cell: 40.5508(5), 40.5576(5), 69.2906(8), 92.0192(3), 91.9721(3), 98.0758(4)
444    Space group: P 1
445    U matrix:  {{ 0.8429,  0.5343,  0.0638},
446                {-0.1841,  0.1749,  0.9672},
447                { 0.5056, -0.8270,  0.2458}}
448    B matrix:  {{ 0.0247,  0.0000,  0.0000},
449                { 0.0035,  0.0249,  0.0000},
450                { 0.0010,  0.0010,  0.0145}}
451    A = UB:    {{ 0.0227,  0.0134,  0.0009},
452                {-0.0030,  0.0053,  0.0140},
453                { 0.0098, -0.0203,  0.0036}}
454+------------+-------------+---------------+-------------+
455|   Imageset |   # indexed |   # unindexed |   % indexed |
456|------------+-------------+---------------+-------------|
457|          0 |      111070 |           766 |        99.3 |
458+------------+-------------+---------------+-------------+
459Increasing resolution to 1.29 Angstrom
460
461Indexed crystal models:
462model 1 (111252 reflections):
463Crystal:
464    Unit cell: 40.5508(5), 40.5576(5), 69.2906(8), 92.0192(3), 91.9721(3), 98.0758(4)
465    Space group: P 1
466    U matrix:  {{ 0.8429,  0.5343,  0.0638},
467                {-0.1841,  0.1749,  0.9672},
468                { 0.5056, -0.8270,  0.2458}}
469    B matrix:  {{ 0.0247,  0.0000,  0.0000},
470                { 0.0035,  0.0249,  0.0000},
471                { 0.0010,  0.0010,  0.0145}}
472    A = UB:    {{ 0.0227,  0.0134,  0.0009},
473                {-0.0030,  0.0053,  0.0140},
474                { 0.0098, -0.0203,  0.0036}}
475+------------+-------------+---------------+-------------+
476|   Imageset |   # indexed |   # unindexed |   % indexed |
477|------------+-------------+---------------+-------------|
478|          0 |      111265 |           756 |        99.3 |
479+------------+-------------+---------------+-------------+
480
481################################################################################
482Starting refinement (macro-cycle 5)
483################################################################################
484
485
486Summary statistics for 110874 observations matched to predictions:
487+-------------------+--------+----------+------------+---------+--------+
488|                   |    Min |       Q1 |        Med |      Q3 |    Max |
489|-------------------+--------+----------+------------+---------+--------|
490| Xc - Xo (mm)      | -1.936 | -0.03546 | -5.793e-05 | 0.03441 | 0.3642 |
491| Yc - Yo (mm)      | -1.105 | -0.03305 | -0.0002103 | 0.03258 |  1.504 |
492| Phic - Phio (deg) |  -1.06 | -0.08184 |   0.001222 | 0.08479 |  1.144 |
493| X weights         |  210.4 |    381.8 |      396.8 |   403.2 |  405.6 |
494| Y weights         |  143.8 |    365.2 |      389.4 |   401.6 |  405.6 |
495| Phi weights       |  39.29 |    47.95 |         48 |      48 |     48 |
496+-------------------+--------+----------+------------+---------+--------+
497
498Detecting centroid outliers using the Tukey algorithm
4996119 reflections have been flagged as outliers
500104755 reflections remain in the manager
501
502Summary statistics for 104755 observations matched to predictions:
503+-------------------+---------+----------+------------+---------+--------+
504|                   |     Min |       Q1 |        Med |      Q3 |    Max |
505|-------------------+---------+----------+------------+---------+--------|
506| Xc - Xo (mm)      | -0.1728 |  -0.0345 |  -0.000241 | 0.03305 | 0.1644 |
507| Yc - Yo (mm)      | -0.1713 | -0.03113 | -0.0002322 |  0.0306 | 0.2007 |
508| Phic - Phio (deg) | -0.3465 | -0.08074 |  0.0008338 | 0.08306 | 0.3513 |
509| X weights         |   210.9 |    383.9 |      397.5 |   403.4 |  405.6 |
510| Y weights         |   143.8 |    368.5 |      390.9 |   401.9 |  405.6 |
511| Phi weights       |   39.29 |    47.95 |         48 |      48 |     48 |
512+-------------------+---------+----------+------------+---------+--------+
513
514There are 16 parameters to refine against 36000 reflections in 3 dimensions
515
516Refinement steps:
517+--------+--------+----------+----------+------------+
518|   Step |   Nref |   RMSD_X |   RMSD_Y |   RMSD_Phi |
519|        |        |     (mm) |     (mm) |      (deg) |
520|--------+--------+----------+----------+------------|
521|      0 |  36000 | 0.049652 | 0.049203 |    0.10673 |
522|      1 |  36000 | 0.049613 | 0.049223 |    0.10673 |
523|      2 |  36000 | 0.049602 | 0.049229 |    0.10674 |
524|      3 |  36000 | 0.049601 | 0.049228 |    0.10674 |
525+--------+--------+----------+----------+------------+
526RMSD no longer decreasing
527
528RMSDs by experiment:
529+-------+--------+----------+----------+------------+
530|   Exp |   Nref |   RMSD_X |   RMSD_Y |     RMSD_Z |
531|    id |        |     (px) |     (px) |   (images) |
532|-------+--------+----------+----------+------------|
533|     0 |  36000 |  0.28838 |  0.28621 |    0.21348 |
534+-------+--------+----------+----------+------------+
535
536Refined crystal models:
537model 1 (111252 reflections):
538Crystal:
539    Unit cell: 40.5513(5), 40.5578(5), 69.2911(8), 92.0192(3), 91.9720(3), 98.0758(4)
540    Space group: P 1
541    U matrix:  {{ 0.8429,  0.5343,  0.0638},
542                {-0.1841,  0.1749,  0.9672},
543                { 0.5056, -0.8270,  0.2458}}
544    B matrix:  {{ 0.0247,  0.0000,  0.0000},
545                { 0.0035,  0.0249,  0.0000},
546                { 0.0010,  0.0010,  0.0145}}
547    A = UB:    {{ 0.0227,  0.0134,  0.0009},
548                {-0.0030,  0.0053,  0.0140},
549                { 0.0098, -0.0203,  0.0036}}
550+------------+-------------+---------------+-------------+
551|   Imageset |   # indexed |   # unindexed |   % indexed |
552|------------+-------------+---------------+-------------|
553|          0 |      111252 |           769 |        99.3 |
554+------------+-------------+---------------+-------------+
555Saving refined experiments to indexed.expt
556Saving 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 | 0.6789   | 0.53255  |    0.15652 |
131|      1 |  36000 | 0.24932  | 0.26276  |    0.15022 |
132|      2 |  36000 | 0.10636  | 0.13773  |    0.13691 |
133|      3 |  36000 | 0.056622 | 0.062578 |    0.10997 |
134|      4 |  36000 | 0.051364 | 0.052926 |    0.10462 |
135|      5 |  36000 | 0.051099 | 0.052943 |    0.10458 |
136|      6 |  36000 | 0.051088 | 0.052952 |    0.10458 |
137|      7 |  36000 | 0.051088 | 0.052952 |    0.10458 |
138+--------+--------+----------+----------+------------+

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:

550+------------+-------------+---------------+-------------+
551|   Imageset |   # indexed |   # unindexed |   % indexed |
552|------------+-------------+---------------+-------------|
553|          0 |      111252 |           769 |        99.3 |
554+------------+-------------+---------------+-------------+

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 |       3.0451 |  2.311 | 0.583/0.982  |    30319 | oC        | 52.56  60.59  68.39  90.00  90.00  90.00 |   217763 | a+b,-a+b,c |
|          4 |       3.045  |  2.312 | 0.590/0.590  |    30299 | mC        | 60.61  52.57  68.41  90.00  89.91  90.00 |   217975 | a-b,a+b,c  |
|          3 |       3.0451 |  2.311 | 0.583/0.583  |    30327 | mP        | 40.11  68.39  40.10  90.00  98.12  90.00 |   108888 | -a,-c,-b   |
|   *      2 |       0.0323 |  0.071 | 0.982/0.982  |    35478 | mC        | 53.17  61.25  69.29  90.00  93.05  90.00 |   225327 | a+b,-a+b,c |
|   *      1 |       0      |  0.069 | -/-          |    35669 | 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 over all reflections, and include the monoclinic constraints from dials.refine_bravais_settings run:

dials.refine bravais_setting_2.expt reindexed.refl

Show/Hide Log

  1DIALS 3.dev.1293-g7efd2982c
  2The following parameters have been modified:
  3
  4input {
  5  experiments = bravais_setting_2.expt
  6  reflections = reindexed.refl
  7}
  8
  9Configuring refiner
 10Setting outlier.nproc=32
 11
 12Summary statistics for 110874 observations matched to predictions:
 13+-------------------+--------+----------+------------+---------+--------+
 14|                   |    Min |       Q1 |        Med |      Q3 |    Max |
 15|-------------------+--------+----------+------------+---------+--------|
 16| Xc - Xo (mm)      | -1.947 | -0.03566 | -0.0004947 |  0.0338 | 0.3564 |
 17| Yc - Yo (mm)      | -1.168 | -0.03535 | -0.0004064 | 0.03439 |  1.693 |
 18| Phic - Phio (deg) | -1.089 | -0.08303 |  0.0007592 |  0.0842 |  1.274 |
 19| X weights         |  210.4 |    381.8 |      396.8 |   403.2 |  405.6 |
 20| Y weights         |  143.8 |    365.2 |      389.4 |   401.6 |  405.6 |
 21| Phi weights       |  39.29 |    47.95 |         48 |      48 |     48 |
 22+-------------------+--------+----------+------------+---------+--------+
 23
 24Detecting centroid outliers using the MCD algorithm
 2511910 reflections have been flagged as outliers
 2698964 reflections remain in the manager
 27
 28Summary statistics for 98964 observations matched to predictions:
 29+-------------------+---------+----------+------------+---------+--------+
 30|                   |     Min |       Q1 |        Med |      Q3 |    Max |
 31|-------------------+---------+----------+------------+---------+--------|
 32| Xc - Xo (mm)      | -0.1759 | -0.03443 |  -0.001516 | 0.02988 | 0.1689 |
 33| Yc - Yo (mm)      | -0.1959 | -0.03195 | -0.0008095 | 0.02984 | 0.2338 |
 34| Phic - Phio (deg) | -0.3644 | -0.07963 |  0.0006416 | 0.08122 | 0.3332 |
 35| X weights         |   210.9 |    385.4 |      398.1 |   403.6 |  405.6 |
 36| Y weights         |   143.8 |    370.7 |      392.1 |   402.2 |  405.6 |
 37| Phi weights       |   40.76 |    47.94 |         48 |      48 |     48 |
 38+-------------------+---------+----------+------------+---------+--------+
 39
 40There are 14 parameters to refine against 98964 reflections in 3 dimensions
 41Performing refinement of a single Experiment...
 42
 43Refinement steps:
 44+--------+--------+----------+----------+------------+
 45|   Step |   Nref |   RMSD_X |   RMSD_Y |   RMSD_Phi |
 46|        |        |     (mm) |     (mm) |      (deg) |
 47|--------+--------+----------+----------+------------|
 48|      0 |  98964 | 0.046464 | 0.04815  |    0.10464 |
 49|      1 |  98964 | 0.0464   | 0.04805  |    0.10467 |
 50|      2 |  98964 | 0.046384 | 0.048019 |    0.10472 |
 51|      3 |  98964 | 0.046389 | 0.048006 |    0.10474 |
 52|      4 |  98964 | 0.046393 | 0.048001 |    0.10475 |
 53+--------+--------+----------+----------+------------+
 54RMSD no longer decreasing
 55
 56RMSDs by experiment:
 57+-------+--------+----------+----------+------------+
 58|   Exp |   Nref |   RMSD_X |   RMSD_Y |     RMSD_Z |
 59|    id |        |     (px) |     (px) |   (images) |
 60|-------+--------+----------+----------+------------|
 61|     0 |  98964 |  0.26972 |  0.27907 |    0.20949 |
 62+-------+--------+----------+----------+------------+
 63Updating predictions for indexed reflections
 64
 65Scan-varying refinement
 66Configuring refiner
 67
 68Summary statistics for 110871 observations matched to predictions:
 69+-------------------+--------+----------+------------+---------+--------+
 70|                   |    Min |       Q1 |        Med |      Q3 |    Max |
 71|-------------------+--------+----------+------------+---------+--------|
 72| Xc - Xo (mm)      | -1.939 | -0.03434 |  0.0006411 | 0.03494 | 0.3636 |
 73| Yc - Yo (mm)      | -1.178 | -0.03519 | -9.027e-05 | 0.03468 |  1.732 |
 74| Phic - Phio (deg) | -1.058 | -0.08385 |  0.0001672 | 0.08374 |    1.3 |
 75| X weights         |  210.4 |    381.8 |      396.8 |   403.2 |  405.6 |
 76| Y weights         |  143.8 |    365.2 |      389.4 |   401.6 |  405.6 |
 77| Phi weights       |  39.29 |    47.95 |         48 |      48 |     48 |
 78+-------------------+--------+----------+------------+---------+--------+
 79
 80Detecting centroid outliers using the MCD algorithm
 8112123 reflections have been flagged as outliers
 8298748 reflections remain in the manager
 83
 84Summary statistics for 98748 observations matched to predictions:
 85+-------------------+---------+----------+------------+---------+--------+
 86|                   |     Min |       Q1 |        Med |      Q3 |    Max |
 87|-------------------+---------+----------+------------+---------+--------|
 88| Xc - Xo (mm)      | -0.1762 | -0.03299 | -0.0004204 |  0.0307 | 0.1751 |
 89| Yc - Yo (mm)      | -0.1849 | -0.03158 | -0.0003396 | 0.03044 |  0.265 |
 90| Phic - Phio (deg) | -0.3683 | -0.08056 |   4.66e-05 | 0.08058 | 0.3418 |
 91| X weights         |   210.9 |    385.5 |      398.2 |   403.6 |  405.6 |
 92| Y weights         |   143.8 |    370.7 |      392.1 |   402.3 |  405.6 |
 93| Phi weights       |   40.76 |    47.94 |         48 |      48 |     48 |
 94+-------------------+---------+----------+------------+---------+--------+
 95
 96There are 91 parameters to refine against 98748 reflections in 3 dimensions
 97Performing refinement of a single Experiment...
 98
 99Refinement steps:
100+--------+--------+----------+----------+------------+
101|   Step |   Nref |   RMSD_X |   RMSD_Y |   RMSD_Phi |
102|        |        |     (mm) |     (mm) |      (deg) |
103|--------+--------+----------+----------+------------|
104|      0 |  98748 | 0.046156 | 0.047968 |    0.10469 |
105|      1 |  98748 | 0.043284 | 0.040801 |    0.10336 |
106|      2 |  98748 | 0.041282 | 0.039834 |    0.10273 |
107|      3 |  98748 | 0.040736 | 0.03963  |    0.10239 |
108|      4 |  98748 | 0.040622 | 0.03962  |    0.10218 |
109|      5 |  98748 | 0.040599 | 0.039617 |    0.10207 |
110|      6 |  98748 | 0.040595 | 0.039616 |    0.10205 |
111|      7 |  98748 | 0.040593 | 0.039617 |    0.10205 |
112+--------+--------+----------+----------+------------+
113RMSD no longer decreasing
114
115RMSDs by experiment:
116+-------+--------+----------+----------+------------+
117|   Exp |   Nref |   RMSD_X |   RMSD_Y |     RMSD_Z |
118|    id |        |     (px) |     (px) |   (images) |
119|-------+--------+----------+----------+------------|
120|     0 |  98748 |  0.23601 |  0.23033 |     0.2041 |
121+-------+--------+----------+----------+------------+
122Updating predictions for indexed reflections
123
124Final refined crystal model:
125Crystal:
126    Unit cell: 53.1694(3), 61.2423(5), 69.2879(5), 90.0, 93.04523(17), 90.0
127    Space group: C 1 2 1
128    U matrix:  {{ 0.9560, -0.2863,  0.0639},
129                { 0.0114,  0.2539,  0.9672},
130                {-0.2931, -0.9239,  0.2460}}
131    B matrix:  {{ 0.0188,  0.0000,  0.0000},
132                {-0.0000,  0.0163,  0.0000},
133                { 0.0010,  0.0000,  0.0145}}
134    A = UB:    {{ 0.0180, -0.0047,  0.0009},
135                { 0.0012,  0.0041,  0.0140},
136                {-0.0053, -0.0151,  0.0036}}
137    A sampled at 721 scan points
138Saving refined experiments to refined.expt
139Saving reflections with updated predictions to refined.refl

This provides a good reduction in RMSDs, indicating a better fit, and writes the results out to refined.expt and refined.refl.

Two passes of refinement are actually done here - an initial pass where unit cell and crystal rotation is consistent over the length of the experiment, and a second pass where these are allowed to vary. This scan-varying refinement allows compensation for small missets in the rotation of the goniometer, and compensation for changes to the unit cell dimensions; typically due to radiation damage. By default, the refinement looks for smooth changes over intervals of 30°, to avoid fitting unphysical models to noise, though this interval can be configured.

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.1293-g7efd2982c
   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    probe: x-ray
  22    wavelength: 1.23985
  23    sample to source direction : {0.000837355,-0,1}
  24    divergence: 0
  25    sigma divergence: 0
  26    polarization normal: {0,1,0}
  27    polarization fraction: 0.999
  28    flux: 0
  29    transmission: 1
  30    sample to source distance: 0
  31
  32Detector:
  33Panel:
  34  name: Panel
  35  type: SENSOR_PAD
  36  identifier: 
  37  pixel_size:{0.172,0.172}
  38  image_size: {2463,2527}
  39  trusted_range: {0,1.22424e+06}
  40  thickness: 0.32
  41  material: Si
  42  mu: 7.89652
  43  gain: 1
  44  pedestal: 0
  45  fast_axis: {0.999913,-0.0055633,-0.011934}
  46  slow_axis: {-0.0056763,-0.999939,-0.00945575}
  47  origin: {-217.506,210.384,-164.52}
  48  distance: 169.088
  49  pixel to millimeter strategy: ParallaxCorrectedPxMmStrategy
  50    mu: 7.89652
  51    t0: 0.32
  52
  53Goniometer:
  54    Rotation axis:   {1,0,0}
  55    Fixed rotation:  {0.965028,0.0598562,-0.255222,-0.128604,-0.74028,-0.659883,-0.228434,0.669628,-0.706694}
  56    Setting rotation:{1,0,0,0,1,0,0,0,1}
  57    Axis #0 (GON_PHI):  {1,0,0}
  58    Axis #1 (GON_KAPPA):  {0.914,0.279,-0.297}
  59    Axis #2 (GON_OMEGA):  {1,0,0}
  60    Angles: 102.6,37.9,0
  61    scan axis: #2 (GON_OMEGA)
  62
  63Scan:
  64    number of images:   720
  65    image range:   {1,720}
  66    epoch:    1.46307e+09
  67    exposure time:    0.5
  68    oscillation:   {0,0.5}
  69
  70Crystal:
  71    Unit cell: 53.1694(3), 61.2423(5), 69.2879(5), 90.0, 93.04523(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}}
  82    A sampled at 721 scan points
  83
  84================================================================================
  85
  86Initialising
  87Processing reference reflections
  88 read 112023 strong spots
  89 removing 771 unindexed reflections
  90 removing 12505 reflections marked as bad for refinement
  91 using 98747 indexed reflections
  92 found 13276 junk reflections
  93 masked neighbouring pixels in 5 shoeboxes
  94
  95================================================================================
  96
  97Predicting reflections
  98Prediction type: scan varying crystal prediction
  99Predicted 368589 reflections
 100Matching reference spots with predicted reflections
 101 98747 observed reflections input
 102 368589 reflections predicted
 103 98747 reflections matched
 104 98747 reflections accepted
 105Using 98746 / 98747 reflections for sigma calculation
 106Calculating E.S.D Beam Divergence.
 107Calculating E.S.D Reflecting Range (mosaicity).
 108 sigma b: 0.044239 degrees
 109 sigma m: 0.057673 degrees
 110================================================================================
 111
 112Processing reflections
 113
 114 Processing the following experiments:
 115
 116 Experiments: 1
 117 Beams:       1
 118 Detectors:   1
 119 Goniometers: 1
 120 Scans:       1
 121 Crystals:    1
 122 Imagesets:   1
 123
 124================================================================================
 125
 126Modelling reflection profiles
 127
 128 Split 13 reflections overlapping job boundaries
 129
 130Memory situation report:
 131  Available system memory                           : 201.2 GB
 132  Maximum memory for processing                     : 181.1 GB
 133  Memory required per process                       :   0.0 GB
 134
 135Processing reflections in the following blocks of images:
 136
 137 block_size: Auto 
 138
 139+-----+---------+--------------+------------+--------------+------------+-----------------+
 140|   # |   Group |   Frame From |   Frame To |   Angle From |   Angle To |   # Reflections |
 141|-----+---------+--------------+------------+--------------+------------+-----------------|
 142|   0 |       0 |            1 |        183 |            0 |       91.5 |           27247 |
 143|   1 |       0 |          181 |        363 |           90 |      181.5 |           23642 |
 144|   2 |       0 |          361 |        543 |          180 |      271.5 |           24634 |
 145|   3 |       0 |          541 |        720 |          270 |      360   |           23236 |
 146+-----+---------+--------------+------------+--------------+------------+-----------------+
 147
 148 Using multiprocessing with 4 parallel job(s)
 149
 150
 151 Frames: 1 -> 183
 152
 153 Number of reflections
 154  Partial:     93
 155  Full:        27154
 156  In ice ring: 0
 157  Total:       27247
 158
 159
 160 Frames: 181 -> 363
 161
 162 Number of reflections
 163  Partial:     7
 164  Full:        23635
 165  In ice ring: 0
 166  Total:       23642
 167
 168
 169 Frames: 361 -> 543
 170
 171 Number of reflections
 172  Partial:     10
 173  Full:        24624
 174  In ice ring: 0
 175  Total:       24634
 176
 177
 178 Frames: 541 -> 720
 179
 180 Number of reflections
 181  Partial:     78
 182  Full:        23158
 183  In ice ring: 0
 184  Total:       23236
 185
 186
 187 Summary of profile model
 188+------+-----------+-----------+----------+----------+----------+-----------------+
 189|   ID |   Profile | Created   |   X (px) |   Y (px) |   Z (im) |   # reflections |
 190|------+-----------+-----------+----------+----------+----------+-----------------|
 191|    0 |         0 | True      |    410.5 |   421.17 |        5 |            1690 |
 192|    0 |         1 | True      |   1231.5 |   421.17 |        5 |            2008 |
 193|    0 |         2 | True      |   2052.5 |   421.17 |        5 |            1805 |
 194|    0 |         3 | True      |    410.5 |  1263.5  |        5 |            2348 |
 195|    0 |         4 | True      |   1231.5 |  1263.5  |        5 |            2824 |
 196|    0 |         5 | True      |   2052.5 |  1263.5  |        5 |            2574 |
 197|    0 |         6 | True      |    410.5 |  2105.83 |        5 |            1764 |
 198|    0 |         7 | True      |   1231.5 |  2105.83 |        5 |            2179 |
 199|    0 |         8 | True      |   2052.5 |  2105.83 |        5 |            1972 |
 200|    0 |         9 | True      |    410.5 |   421.17 |       15 |            2562 |
 201|    0 |        10 | True      |   1231.5 |   421.17 |       15 |            3053 |
 202|    0 |        11 | True      |   2052.5 |   421.17 |       15 |            2730 |
 203|    0 |        12 | True      |    410.5 |  1263.5  |       15 |            3557 |
 204|    0 |        13 | True      |   1231.5 |  1263.5  |       15 |            4280 |
 205|    0 |        14 | True      |   2052.5 |  1263.5  |       15 |            3877 |
 206|    0 |        15 | True      |    410.5 |  2105.83 |       15 |            2667 |
 207|    0 |        16 | True      |   1231.5 |  2105.83 |       15 |            3291 |
 208|    0 |        17 | True      |   2052.5 |  2105.83 |       15 |            2964 |
 209|    0 |        18 | True      |    410.5 |   421.17 |       25 |            2642 |
 210|    0 |        19 | True      |   1231.5 |   421.17 |       25 |            3148 |
 211|    0 |        20 | True      |   2052.5 |   421.17 |       25 |            2790 |
 212|    0 |        21 | True      |    410.5 |  1263.5  |       25 |            3616 |
 213|    0 |        22 | True      |   1231.5 |  1263.5  |       25 |            4328 |
 214|    0 |        23 | True      |   2052.5 |  1263.5  |       25 |            3893 |
 215|    0 |        24 | True      |    410.5 |  2105.83 |       25 |            2627 |
 216|    0 |        25 | True      |   1231.5 |  2105.83 |       25 |            3220 |
 217|    0 |        26 | True      |   2052.5 |  2105.83 |       25 |            2886 |
 218|    0 |        27 | True      |    410.5 |   421.17 |       35 |            2703 |
 219|    0 |        28 | True      |   1231.5 |   421.17 |       35 |            3219 |
 220|    0 |        29 | True      |   2052.5 |   421.17 |       35 |            2850 |
 221|    0 |        30 | True      |    410.5 |  1263.5  |       35 |            3662 |
 222|    0 |        31 | True      |   1231.5 |  1263.5  |       35 |            4360 |
 223|    0 |        32 | True      |   2052.5 |  1263.5  |       35 |            3913 |
 224|    0 |        33 | True      |    410.5 |  2105.83 |       35 |            2579 |
 225|    0 |        34 | True      |   1231.5 |  2105.83 |       35 |            3147 |
 226|    0 |        35 | True      |   2052.5 |  2105.83 |       35 |            2820 |
 227|    0 |        36 | True      |    410.5 |   421.17 |       45 |            2764 |
 228|    0 |        37 | True      |   1231.5 |   421.17 |       45 |            3278 |
 229|    0 |        38 | True      |   2052.5 |   421.17 |       45 |            2904 |
 230|    0 |        39 | True      |    410.5 |  1263.5  |       45 |            3647 |
 231|    0 |        40 | True      |   1231.5 |  1263.5  |       45 |            4309 |
 232|    0 |        41 | True      |   2052.5 |  1263.5  |       45 |            3882 |
 233|    0 |        42 | True      |    410.5 |  2105.83 |       45 |            2461 |
 234|    0 |        43 | True      |   1231.5 |  2105.83 |       45 |            2983 |
 235|    0 |        44 | True      |   2052.5 |  2105.83 |       45 |            2697 |
 236|    0 |        45 | True      |    410.5 |   421.17 |       55 |            2831 |
 237|    0 |        46 | True      |   1231.5 |   421.17 |       55 |            3342 |
 238|    0 |        47 | True      |   2052.5 |   421.17 |       55 |            2958 |
 239|    0 |        48 | True      |    410.5 |  1263.5  |       55 |            3645 |
 240|    0 |        49 | True      |   1231.5 |  1263.5  |       55 |            4282 |
 241|    0 |        50 | True      |   2052.5 |  1263.5  |       55 |            3850 |
 242|    0 |        51 | True      |    410.5 |  2105.83 |       55 |            2392 |
 243|    0 |        52 | True      |   1231.5 |  2105.83 |       55 |            2880 |
 244|    0 |        53 | True      |   2052.5 |  2105.83 |       55 |            2605 |
 245|    0 |        54 | True      |    410.5 |   421.17 |       65 |            2883 |
 246|    0 |        55 | True      |   1231.5 |   421.17 |       65 |            3413 |
 247|    0 |        56 | True      |   2052.5 |   421.17 |       65 |            2996 |
 248|    0 |        57 | True      |    410.5 |  1263.5  |       65 |            3639 |
 249|    0 |        58 | True      |   1231.5 |  1263.5  |       65 |            4276 |
 250|    0 |        59 | True      |   2052.5 |  1263.5  |       65 |            3822 |
 251|    0 |        60 | True      |    410.5 |  2105.83 |       65 |            2309 |
 252|    0 |        61 | True      |   1231.5 |  2105.83 |       65 |            2770 |
 253|    0 |        62 | True      |   2052.5 |  2105.83 |       65 |            2504 |
 254|    0 |        63 | True      |    410.5 |   421.17 |       75 |            2989 |
 255|    0 |        64 | True      |   1231.5 |   421.17 |       75 |            3544 |
 256|    0 |        65 | True      |   2052.5 |   421.17 |       75 |            3083 |
 257|    0 |        66 | True      |    410.5 |  1263.5  |       75 |            3680 |
 258|    0 |        67 | True      |   1231.5 |  1263.5  |       75 |            4336 |
 259|    0 |        68 | True      |   2052.5 |  1263.5  |       75 |            3840 |
 260|    0 |        69 | True      |    410.5 |  2105.83 |       75 |            2248 |
 261|    0 |        70 | True      |   1231.5 |  2105.83 |       75 |            2709 |
 262|    0 |        71 | True      |   2052.5 |  2105.83 |       75 |            2434 |
 263|    0 |        72 | True      |    410.5 |   421.17 |       85 |            3030 |
 264|    0 |        73 | True      |   1231.5 |   421.17 |       85 |            3620 |
 265|    0 |        74 | True      |   2052.5 |   421.17 |       85 |            3140 |
 266|    0 |        75 | True      |    410.5 |  1263.5  |       85 |            3686 |
 267|    0 |        76 | True      |   1231.5 |  1263.5  |       85 |            4375 |
 268|    0 |        77 | True      |   2052.5 |  1263.5  |       85 |            3869 |
 269|    0 |        78 | True      |    410.5 |  2105.83 |       85 |            2177 |
 270|    0 |        79 | True      |   1231.5 |  2105.83 |       85 |            2655 |
 271|    0 |        80 | True      |   2052.5 |  2105.83 |       85 |            2410 |
 272|    0 |        81 | True      |    410.5 |   421.17 |       95 |            3145 |
 273|    0 |        82 | True      |   1231.5 |   421.17 |       95 |            3751 |
 274|    0 |        83 | True      |   2052.5 |   421.17 |       95 |            3232 |
 275|    0 |        84 | True      |    410.5 |  1263.5  |       95 |            3751 |
 276|    0 |        85 | True      |   1231.5 |  1263.5  |       95 |            4452 |
 277|    0 |        86 | True      |   2052.5 |  1263.5  |       95 |            3914 |
 278|    0 |        87 | True      |    410.5 |  2105.83 |       95 |            2168 |
 279|    0 |        88 | True      |   1231.5 |  2105.83 |       95 |            2652 |
 280|    0 |        89 | True      |   2052.5 |  2105.83 |       95 |            2405 |
 281|    0 |        90 | True      |    410.5 |   421.17 |      105 |            3181 |
 282|    0 |        91 | True      |   1231.5 |   421.17 |      105 |            3792 |
 283|    0 |        92 | True      |   2052.5 |   421.17 |      105 |            3284 |
 284|    0 |        93 | True      |    410.5 |  1263.5  |      105 |            3763 |
 285|    0 |        94 | True      |   1231.5 |  1263.5  |      105 |            4464 |
 286|    0 |        95 | True      |   2052.5 |  1263.5  |      105 |            3936 |
 287|    0 |        96 | True      |    410.5 |  2105.83 |      105 |            2143 |
 288|    0 |        97 | True      |   1231.5 |  2105.83 |      105 |            2617 |
 289|    0 |        98 | True      |   2052.5 |  2105.83 |      105 |            2389 |
 290|    0 |        99 | True      |    410.5 |   421.17 |      115 |            3283 |
 291|    0 |       100 | True      |   1231.5 |   421.17 |      115 |            3896 |
 292|    0 |       101 | True      |   2052.5 |   421.17 |      115 |            3352 |
 293|    0 |       102 | True      |    410.5 |  1263.5  |      115 |            3814 |
 294|    0 |       103 | True      |   1231.5 |  1263.5  |      115 |            4503 |
 295|    0 |       104 | True      |   2052.5 |  1263.5  |      115 |            3936 |
 296|    0 |       105 | True      |    410.5 |  2105.83 |      115 |            2159 |
 297|    0 |       106 | True      |   1231.5 |  2105.83 |      115 |            2616 |
 298|    0 |       107 | True      |   2052.5 |  2105.83 |      115 |            2361 |
 299|    0 |       108 | True      |    410.5 |   421.17 |      125 |            3239 |
 300|    0 |       109 | True      |   1231.5 |   421.17 |      125 |            3831 |
 301|    0 |       110 | True      |   2052.5 |   421.17 |      125 |            3265 |
 302|    0 |       111 | True      |    410.5 |  1263.5  |      125 |            3722 |
 303|    0 |       112 | True      |   1231.5 |  1263.5  |      125 |            4385 |
 304|    0 |       113 | True      |   2052.5 |  1263.5  |      125 |            3794 |
 305|    0 |       114 | True      |    410.5 |  2105.83 |      125 |            2140 |
 306|    0 |       115 | True      |   1231.5 |  2105.83 |      125 |            2582 |
 307|    0 |       116 | True      |   2052.5 |  2105.83 |      125 |            2313 |
 308|    0 |       117 | True      |    410.5 |   421.17 |      135 |            3210 |
 309|    0 |       118 | True      |   1231.5 |   421.17 |      135 |            3777 |
 310|    0 |       119 | True      |   2052.5 |   421.17 |      135 |            3193 |
 311|    0 |       120 | True      |    410.5 |  1263.5  |      135 |            3660 |
 312|    0 |       121 | True      |   1231.5 |  1263.5  |      135 |            4292 |
 313|    0 |       122 | True      |   2052.5 |  1263.5  |      135 |            3682 |
 314|    0 |       123 | True      |    410.5 |  2105.83 |      135 |            2146 |
 315|    0 |       124 | True      |   1231.5 |  2105.83 |      135 |            2577 |
 316|    0 |       125 | True      |   2052.5 |  2105.83 |      135 |            2284 |
 317|    0 |       126 | True      |    410.5 |   421.17 |      145 |            3110 |
 318|    0 |       127 | True      |   1231.5 |   421.17 |      145 |            3658 |
 319|    0 |       128 | True      |   2052.5 |   421.17 |      145 |            3101 |
 320|    0 |       129 | True      |    410.5 |  1263.5  |      145 |            3552 |
 321|    0 |       130 | True      |   1231.5 |  1263.5  |      145 |            4164 |
 322|    0 |       131 | True      |   2052.5 |  1263.5  |      145 |            3582 |
 323|    0 |       132 | True      |    410.5 |  2105.83 |      145 |            2150 |
 324|    0 |       133 | True      |   1231.5 |  2105.83 |      145 |            2576 |
 325|    0 |       134 | True      |   2052.5 |  2105.83 |      145 |            2287 |
 326|    0 |       135 | True      |    410.5 |   421.17 |      155 |            3047 |
 327|    0 |       136 | True      |   1231.5 |   421.17 |      155 |            3582 |
 328|    0 |       137 | True      |   2052.5 |   421.17 |      155 |            3061 |
 329|    0 |       138 | True      |    410.5 |  1263.5  |      155 |            3493 |
 330|    0 |       139 | True      |   1231.5 |  1263.5  |      155 |            4091 |
 331|    0 |       140 | True      |   2052.5 |  1263.5  |      155 |            3549 |
 332|    0 |       141 | True      |    410.5 |  2105.83 |      155 |            2151 |
 333|    0 |       142 | True      |   1231.5 |  2105.83 |      155 |            2587 |
 334|    0 |       143 | True      |   2052.5 |  2105.83 |      155 |            2303 |
 335|    0 |       144 | True      |    410.5 |   421.17 |      165 |            3024 |
 336|    0 |       145 | True      |   1231.5 |   421.17 |      165 |            3550 |
 337|    0 |       146 | True      |   2052.5 |   421.17 |      165 |            3021 |
 338|    0 |       147 | True      |    410.5 |  1263.5  |      165 |            3478 |
 339|    0 |       148 | True      |   1231.5 |  1263.5  |      165 |            4064 |
 340|    0 |       149 | True      |   2052.5 |  1263.5  |      165 |            3516 |
 341|    0 |       150 | True      |    410.5 |  2105.83 |      165 |            2192 |
 342|    0 |       151 | True      |   1231.5 |  2105.83 |      165 |            2633 |
 343|    0 |       152 | True      |   2052.5 |  2105.83 |      165 |            2332 |
 344|    0 |       153 | True      |    410.5 |   421.17 |      175 |            2950 |
 345|    0 |       154 | True      |   1231.5 |   421.17 |      175 |            3467 |
 346|    0 |       155 | True      |   2052.5 |   421.17 |      175 |            2938 |
 347|    0 |       156 | True      |    410.5 |  1263.5  |      175 |            3395 |
 348|    0 |       157 | True      |   1231.5 |  1263.5  |      175 |            3965 |
 349|    0 |       158 | True      |   2052.5 |  1263.5  |      175 |            3424 |
 350|    0 |       159 | True      |    410.5 |  2105.83 |      175 |            2191 |
 351|    0 |       160 | True      |   1231.5 |  2105.83 |      175 |            2631 |
 352|    0 |       161 | True      |   2052.5 |  2105.83 |      175 |            2322 |
 353|    0 |       162 | True      |    410.5 |   421.17 |      185 |            2907 |
 354|    0 |       163 | True      |   1231.5 |   421.17 |      185 |            3412 |
 355|    0 |       164 | True      |   2052.5 |   421.17 |      185 |            2894 |
 356|    0 |       165 | True      |    410.5 |  1263.5  |      185 |            3334 |
 357|    0 |       166 | True      |   1231.5 |  1263.5  |      185 |            3888 |
 358|    0 |       167 | True      |   2052.5 |  1263.5  |      185 |            3359 |
 359|    0 |       168 | True      |    410.5 |  2105.83 |      185 |            2221 |
 360|    0 |       169 | True      |   1231.5 |  2105.83 |      185 |            2655 |
 361|    0 |       170 | True      |   2052.5 |  2105.83 |      185 |            2337 |
 362|    0 |       171 | True      |    410.5 |   421.17 |      195 |            2798 |
 363|    0 |       172 | True      |   1231.5 |   421.17 |      195 |            3298 |
 364|    0 |       173 | True      |   2052.5 |   421.17 |      195 |            2813 |
 365|    0 |       174 | True      |    410.5 |  1263.5  |      195 |            3223 |
 366|    0 |       175 | True      |   1231.5 |  1263.5  |      195 |            3770 |
 367|    0 |       176 | True      |   2052.5 |  1263.5  |      195 |            3270 |
 368|    0 |       177 | True      |    410.5 |  2105.83 |      195 |            2244 |
 369|    0 |       178 | True      |   1231.5 |  2105.83 |      195 |            2678 |
 370|    0 |       179 | True      |   2052.5 |  2105.83 |      195 |            2356 |
 371|    0 |       180 | True      |    410.5 |   421.17 |      205 |            2714 |
 372|    0 |       181 | True      |   1231.5 |   421.17 |      205 |            3195 |
 373|    0 |       182 | True      |   2052.5 |   421.17 |      205 |            2723 |
 374|    0 |       183 | True      |    410.5 |  1263.5  |      205 |            3116 |
 375|    0 |       184 | True      |   1231.5 |  1263.5  |      205 |            3658 |
 376|    0 |       185 | True      |   2052.5 |  1263.5  |      205 |            3166 |
 377|    0 |       186 | True      |    410.5 |  2105.83 |      205 |            2227 |
 378|    0 |       187 | True      |   1231.5 |  2105.83 |      205 |            2677 |
 379|    0 |       188 | True      |   2052.5 |  2105.83 |      205 |            2337 |
 380|    0 |       189 | True      |    410.5 |   421.17 |      215 |            2636 |
 381|    0 |       190 | True      |   1231.5 |   421.17 |      215 |            3097 |
 382|    0 |       191 | True      |   2052.5 |   421.17 |      215 |            2633 |
 383|    0 |       192 | True      |    410.5 |  1263.5  |      215 |            3060 |
 384|    0 |       193 | True      |   1231.5 |  1263.5  |      215 |            3594 |
 385|    0 |       194 | True      |   2052.5 |  1263.5  |      215 |            3108 |
 386|    0 |       195 | True      |    410.5 |  2105.83 |      215 |            2240 |
 387|    0 |       196 | True      |   1231.5 |  2105.83 |      215 |            2682 |
 388|    0 |       197 | True      |   2052.5 |  2105.83 |      215 |            2335 |
 389|    0 |       198 | True      |    410.5 |   421.17 |      225 |            2536 |
 390|    0 |       199 | True      |   1231.5 |   421.17 |      225 |            2989 |
 391|    0 |       200 | True      |   2052.5 |   421.17 |      225 |            2529 |
 392|    0 |       201 | True      |    410.5 |  1263.5  |      225 |            2972 |
 393|    0 |       202 | True      |   1231.5 |  1263.5  |      225 |            3502 |
 394|    0 |       203 | True      |   2052.5 |  1263.5  |      225 |            3018 |
 395|    0 |       204 | True      |    410.5 |  2105.83 |      225 |            2204 |
 396|    0 |       205 | True      |   1231.5 |  2105.83 |      225 |            2644 |
 397|    0 |       206 | True      |   2052.5 |  2105.83 |      225 |            2299 |
 398|    0 |       207 | True      |    410.5 |   421.17 |      235 |            2567 |
 399|    0 |       208 | True      |   1231.5 |   421.17 |      235 |            3005 |
 400|    0 |       209 | True      |   2052.5 |   421.17 |      235 |            2543 |
 401|    0 |       210 | True      |    410.5 |  1263.5  |      235 |            3046 |
 402|    0 |       211 | True      |   1231.5 |  1263.5  |      235 |            3569 |
 403|    0 |       212 | True      |   2052.5 |  1263.5  |      235 |            3081 |
 404|    0 |       213 | True      |    410.5 |  2105.83 |      235 |            2280 |
 405|    0 |       214 | True      |   1231.5 |  2105.83 |      235 |            2713 |
 406|    0 |       215 | True      |   2052.5 |  2105.83 |      235 |            2364 |
 407|    0 |       216 | True      |    410.5 |   421.17 |      245 |            2550 |
 408|    0 |       217 | True      |   1231.5 |   421.17 |      245 |            2988 |
 409|    0 |       218 | True      |   2052.5 |   421.17 |      245 |            2523 |
 410|    0 |       219 | True      |    410.5 |  1263.5  |      245 |            3057 |
 411|    0 |       220 | True      |   1231.5 |  1263.5  |      245 |            3579 |
 412|    0 |       221 | True      |   2052.5 |  1263.5  |      245 |            3076 |
 413|    0 |       222 | True      |    410.5 |  2105.83 |      245 |            2306 |
 414|    0 |       223 | True      |   1231.5 |  2105.83 |      245 |            2742 |
 415|    0 |       224 | True      |   2052.5 |  2105.83 |      245 |            2377 |
 416|    0 |       225 | True      |    410.5 |   421.17 |      255 |            2621 |
 417|    0 |       226 | True      |   1231.5 |   421.17 |      255 |            3056 |
 418|    0 |       227 | True      |   2052.5 |   421.17 |      255 |            2589 |
 419|    0 |       228 | True      |    410.5 |  1263.5  |      255 |            3157 |
 420|    0 |       229 | True      |   1231.5 |  1263.5  |      255 |            3691 |
 421|    0 |       230 | True      |   2052.5 |  1263.5  |      255 |            3179 |
 422|    0 |       231 | True      |    410.5 |  2105.83 |      255 |            2375 |
 423|    0 |       232 | True      |   1231.5 |  2105.83 |      255 |            2834 |
 424|    0 |       233 | True      |   2052.5 |  2105.83 |      255 |            2451 |
 425|    0 |       234 | True      |    410.5 |   421.17 |      265 |            2617 |
 426|    0 |       235 | True      |   1231.5 |   421.17 |      265 |            3036 |
 427|    0 |       236 | True      |   2052.5 |   421.17 |      265 |            2560 |
 428|    0 |       237 | True      |    410.5 |  1263.5  |      265 |            3211 |
 429|    0 |       238 | True      |   1231.5 |  1263.5  |      265 |            3729 |
 430|    0 |       239 | True      |   2052.5 |  1263.5  |      265 |            3185 |
 431|    0 |       240 | True      |    410.5 |  2105.83 |      265 |            2444 |
 432|    0 |       241 | True      |   1231.5 |  2105.83 |      265 |            2895 |
 433|    0 |       242 | True      |   2052.5 |  2105.83 |      265 |            2463 |
 434|    0 |       243 | True      |    410.5 |   421.17 |      275 |            2619 |
 435|    0 |       244 | True      |   1231.5 |   421.17 |      275 |            3019 |
 436|    0 |       245 | True      |   2052.5 |   421.17 |      275 |            2548 |
 437|    0 |       246 | True      |    410.5 |  1263.5  |      275 |            3272 |
 438|    0 |       247 | True      |   1231.5 |  1263.5  |      275 |            3772 |
 439|    0 |       248 | True      |   2052.5 |  1263.5  |      275 |            3217 |
 440|    0 |       249 | True      |    410.5 |  2105.83 |      275 |            2498 |
 441|    0 |       250 | True      |   1231.5 |  2105.83 |      275 |            2946 |
 442|    0 |       251 | True      |   2052.5 |  2105.83 |      275 |            2483 |
 443|    0 |       252 | True      |    410.5 |   421.17 |      285 |            2562 |
 444|    0 |       253 | True      |   1231.5 |   421.17 |      285 |            2942 |
 445|    0 |       254 | True      |   2052.5 |   421.17 |      285 |            2484 |
 446|    0 |       255 | True      |    410.5 |  1263.5  |      285 |            3292 |
 447|    0 |       256 | True      |   1231.5 |  1263.5  |      285 |            3768 |
 448|    0 |       257 | True      |   2052.5 |  1263.5  |      285 |            3203 |
 449|    0 |       258 | True      |    410.5 |  2105.83 |      285 |            2558 |
 450|    0 |       259 | True      |   1231.5 |  2105.83 |      285 |            2986 |
 451|    0 |       260 | True      |   2052.5 |  2105.83 |      285 |            2497 |
 452|    0 |       261 | True      |    410.5 |   421.17 |      295 |            2505 |
 453|    0 |       262 | True      |   1231.5 |   421.17 |      295 |            2905 |
 454|    0 |       263 | True      |   2052.5 |   421.17 |      295 |            2471 |
 455|    0 |       264 | True      |    410.5 |  1263.5  |      295 |            3286 |
 456|    0 |       265 | True      |   1231.5 |  1263.5  |      295 |            3792 |
 457|    0 |       266 | True      |   2052.5 |  1263.5  |      295 |            3239 |
 458|    0 |       267 | True      |    410.5 |  2105.83 |      295 |            2571 |
 459|    0 |       268 | True      |   1231.5 |  2105.83 |      295 |            3024 |
 460|    0 |       269 | True      |   2052.5 |  2105.83 |      295 |            2541 |
 461|    0 |       270 | True      |    410.5 |   421.17 |      305 |            2473 |
 462|    0 |       271 | True      |   1231.5 |   421.17 |      305 |            2883 |
 463|    0 |       272 | True      |   2052.5 |   421.17 |      305 |            2466 |
 464|    0 |       273 | True      |    410.5 |  1263.5  |      305 |            3309 |
 465|    0 |       274 | True      |   1231.5 |  1263.5  |      305 |            3835 |
 466|    0 |       275 | True      |   2052.5 |  1263.5  |      305 |            3280 |
 467|    0 |       276 | True      |    410.5 |  2105.83 |      305 |            2627 |
 468|    0 |       277 | True      |   1231.5 |  2105.83 |      305 |            3098 |
 469|    0 |       278 | True      |   2052.5 |  2105.83 |      305 |            2612 |
 470|    0 |       279 | True      |    410.5 |   421.17 |      315 |            2459 |
 471|    0 |       280 | True      |   1231.5 |   421.17 |      315 |            2881 |
 472|    0 |       281 | True      |   2052.5 |   421.17 |      315 |            2466 |
 473|    0 |       282 | True      |    410.5 |  1263.5  |      315 |            3338 |
 474|    0 |       283 | True      |   1231.5 |  1263.5  |      315 |            3880 |
 475|    0 |       284 | True      |   2052.5 |  1263.5  |      315 |            3308 |
 476|    0 |       285 | True      |    410.5 |  2105.83 |      315 |            2669 |
 477|    0 |       286 | True      |   1231.5 |  2105.83 |      315 |            3145 |
 478|    0 |       287 | True      |   2052.5 |  2105.83 |      315 |            2637 |
 479|    0 |       288 | True      |    410.5 |   421.17 |      325 |            2412 |
 480|    0 |       289 | True      |   1231.5 |   421.17 |      325 |            2831 |
 481|    0 |       290 | True      |   2052.5 |   421.17 |      325 |            2443 |
 482|    0 |       291 | True      |    410.5 |  1263.5  |      325 |            3336 |
 483|    0 |       292 | True      |   1231.5 |  1263.5  |      325 |            3875 |
 484|    0 |       293 | True      |   2052.5 |  1263.5  |      325 |            3314 |
 485|    0 |       294 | True      |    410.5 |  2105.83 |      325 |            2686 |
 486|    0 |       295 | True      |   1231.5 |  2105.83 |      325 |            3155 |
 487|    0 |       296 | True      |   2052.5 |  2105.83 |      325 |            2649 |
 488|    0 |       297 | True      |    410.5 |   421.17 |      335 |            2360 |
 489|    0 |       298 | True      |   1231.5 |   421.17 |      335 |            2793 |
 490|    0 |       299 | True      |   2052.5 |   421.17 |      335 |            2423 |
 491|    0 |       300 | True      |    410.5 |  1263.5  |      335 |            3323 |
 492|    0 |       301 | True      |   1231.5 |  1263.5  |      335 |            3876 |
 493|    0 |       302 | True      |   2052.5 |  1263.5  |      335 |            3318 |
 494|    0 |       303 | True      |    410.5 |  2105.83 |      335 |            2682 |
 495|    0 |       304 | True      |   1231.5 |  2105.83 |      335 |            3154 |
 496|    0 |       305 | True      |   2052.5 |  2105.83 |      335 |            2640 |
 497|    0 |       306 | True      |    410.5 |   421.17 |      345 |            2359 |
 498|    0 |       307 | True      |   1231.5 |   421.17 |      345 |            2816 |
 499|    0 |       308 | True      |   2052.5 |   421.17 |      345 |            2463 |
 500|    0 |       309 | True      |    410.5 |  1263.5  |      345 |            3351 |
 501|    0 |       310 | True      |   1231.5 |  1263.5  |      345 |            3930 |
 502|    0 |       311 | True      |   2052.5 |  1263.5  |      345 |            3411 |
 503|    0 |       312 | True      |    410.5 |  2105.83 |      345 |            2698 |
 504|    0 |       313 | True      |   1231.5 |  2105.83 |      345 |            3188 |
 505|    0 |       314 | True      |   2052.5 |  2105.83 |      345 |            2710 |
 506|    0 |       315 | True      |    410.5 |   421.17 |      355 |            2404 |
 507|    0 |       316 | True      |   1231.5 |   421.17 |      355 |            2878 |
 508|    0 |       317 | True      |   2052.5 |   421.17 |      355 |            2545 |
 509|    0 |       318 | True      |    410.5 |  1263.5  |      355 |            3430 |
 510|    0 |       319 | True      |   1231.5 |  1263.5  |      355 |            4021 |
 511|    0 |       320 | True      |   2052.5 |  1263.5  |      355 |            3532 |
 512|    0 |       321 | True      |    410.5 |  2105.83 |      355 |            2722 |
 513|    0 |       322 | True      |   1231.5 |  2105.83 |      355 |            3217 |
 514|    0 |       323 | True      |   2052.5 |  2105.83 |      355 |            2765 |
 515|    0 |       324 | True      |    410.5 |   421.17 |      365 |            2436 |
 516|    0 |       325 | True      |   1231.5 |   421.17 |      365 |            2933 |
 517|    0 |       326 | True      |   2052.5 |   421.17 |      365 |            2617 |
 518|    0 |       327 | True      |    410.5 |  1263.5  |      365 |            3442 |
 519|    0 |       328 | True      |   1231.5 |  1263.5  |      365 |            4052 |
 520|    0 |       329 | True      |   2052.5 |  1263.5  |      365 |            3601 |
 521|    0 |       330 | True      |    410.5 |  2105.83 |      365 |            2682 |
 522|    0 |       331 | True      |   1231.5 |  2105.83 |      365 |            3181 |
 523|    0 |       332 | True      |   2052.5 |  2105.83 |      365 |            2765 |
 524|    0 |       333 | True      |    410.5 |   421.17 |      375 |            2461 |
 525|    0 |       334 | True      |   1231.5 |   421.17 |      375 |            2960 |
 526|    0 |       335 | True      |   2052.5 |   421.17 |      375 |            2657 |
 527|    0 |       336 | True      |    410.5 |  1263.5  |      375 |            3466 |
 528|    0 |       337 | True      |   1231.5 |  1263.5  |      375 |            4070 |
 529|    0 |       338 | True      |   2052.5 |  1263.5  |      375 |            3620 |
 530|    0 |       339 | True      |    410.5 |  2105.83 |      375 |            2652 |
 531|    0 |       340 | True      |   1231.5 |  2105.83 |      375 |            3133 |
 532|    0 |       341 | True      |   2052.5 |  2105.83 |      375 |            2724 |
 533|    0 |       342 | True      |    410.5 |   421.17 |      385 |            2473 |
 534|    0 |       343 | True      |   1231.5 |   421.17 |      385 |            2988 |
 535|    0 |       344 | True      |   2052.5 |   421.17 |      385 |            2686 |
 536|    0 |       345 | True      |    410.5 |  1263.5  |      385 |            3436 |
 537|    0 |       346 | True      |   1231.5 |  1263.5  |      385 |            4047 |
 538|    0 |       347 | True      |   2052.5 |  1263.5  |      385 |            3607 |
 539|    0 |       348 | True      |    410.5 |  2105.83 |      385 |            2560 |
 540|    0 |       349 | True      |   1231.5 |  2105.83 |      385 |            3034 |
 541|    0 |       350 | True      |   2052.5 |  2105.83 |      385 |            2645 |
 542|    0 |       351 | True      |    410.5 |   421.17 |      395 |            2517 |
 543|    0 |       352 | True      |   1231.5 |   421.17 |      395 |            3050 |
 544|    0 |       353 | True      |   2052.5 |   421.17 |      395 |            2740 |
 545|    0 |       354 | True      |    410.5 |  1263.5  |      395 |            3473 |
 546|    0 |       355 | True      |   1231.5 |  1263.5  |      395 |            4096 |
 547|    0 |       356 | True      |   2052.5 |  1263.5  |      395 |            3652 |
 548|    0 |       357 | True      |    410.5 |  2105.83 |      395 |            2526 |
 549|    0 |       358 | True      |   1231.5 |  2105.83 |      395 |            2996 |
 550|    0 |       359 | True      |   2052.5 |  2105.83 |      395 |            2617 |
 551|    0 |       360 | True      |    410.5 |   421.17 |      405 |            2548 |
 552|    0 |       361 | True      |   1231.5 |   421.17 |      405 |            3098 |
 553|    0 |       362 | True      |   2052.5 |   421.17 |      405 |            2796 |
 554|    0 |       363 | True      |    410.5 |  1263.5  |      405 |            3440 |
 555|    0 |       364 | True      |   1231.5 |  1263.5  |      405 |            4072 |
 556|    0 |       365 | True      |   2052.5 |  1263.5  |      405 |            3661 |
 557|    0 |       366 | True      |    410.5 |  2105.83 |      405 |            2414 |
 558|    0 |       367 | True      |   1231.5 |  2105.83 |      405 |            2876 |
 559|    0 |       368 | True      |   2052.5 |  2105.83 |      405 |            2532 |
 560|    0 |       369 | True      |    410.5 |   421.17 |      415 |            2592 |
 561|    0 |       370 | True      |   1231.5 |   421.17 |      415 |            3175 |
 562|    0 |       371 | True      |   2052.5 |   421.17 |      415 |            2879 |
 563|    0 |       372 | True      |    410.5 |  1263.5  |      415 |            3428 |
 564|    0 |       373 | True      |   1231.5 |  1263.5  |      415 |            4090 |
 565|    0 |       374 | True      |   2052.5 |  1263.5  |      415 |            3703 |
 566|    0 |       375 | True      |    410.5 |  2105.83 |      415 |            2351 |
 567|    0 |       376 | True      |   1231.5 |  2105.83 |      415 |            2806 |
 568|    0 |       377 | True      |   2052.5 |  2105.83 |      415 |            2501 |
 569|    0 |       378 | True      |    410.5 |   421.17 |      425 |            2635 |
 570|    0 |       379 | True      |   1231.5 |   421.17 |      425 |            3238 |
 571|    0 |       380 | True      |   2052.5 |   421.17 |      425 |            2945 |
 572|    0 |       381 | True      |    410.5 |  1263.5  |      425 |            3400 |
 573|    0 |       382 | True      |   1231.5 |  1263.5  |      425 |            4074 |
 574|    0 |       383 | True      |   2052.5 |  1263.5  |      425 |            3710 |
 575|    0 |       384 | True      |    410.5 |  2105.83 |      425 |            2266 |
 576|    0 |       385 | True      |   1231.5 |  2105.83 |      425 |            2700 |
 577|    0 |       386 | True      |   2052.5 |  2105.83 |      425 |            2434 |
 578|    0 |       387 | True      |    410.5 |   421.17 |      435 |            2668 |
 579|    0 |       388 | True      |   1231.5 |   421.17 |      435 |            3302 |
 580|    0 |       389 | True      |   2052.5 |   421.17 |      435 |            3006 |
 581|    0 |       390 | True      |    410.5 |  1263.5  |      435 |            3360 |
 582|    0 |       391 | True      |   1231.5 |  1263.5  |      435 |            4054 |
 583|    0 |       392 | True      |   2052.5 |  1263.5  |      435 |            3693 |
 584|    0 |       393 | True      |    410.5 |  2105.83 |      435 |            2188 |
 585|    0 |       394 | True      |   1231.5 |  2105.83 |      435 |            2601 |
 586|    0 |       395 | True      |   2052.5 |  2105.83 |      435 |            2347 |
 587|    0 |       396 | True      |    410.5 |   421.17 |      445 |            2703 |
 588|    0 |       397 | True      |   1231.5 |   421.17 |      445 |            3350 |
 589|    0 |       398 | True      |   2052.5 |   421.17 |      445 |            3032 |
 590|    0 |       399 | True      |    410.5 |  1263.5  |      445 |            3319 |
 591|    0 |       400 | True      |   1231.5 |  1263.5  |      445 |            4010 |
 592|    0 |       401 | True      |   2052.5 |  1263.5  |      445 |            3637 |
 593|    0 |       402 | True      |    410.5 |  2105.83 |      445 |            2109 |
 594|    0 |       403 | True      |   1231.5 |  2105.83 |      445 |            2499 |
 595|    0 |       404 | True      |   2052.5 |  2105.83 |      445 |            2243 |
 596|    0 |       405 | True      |    410.5 |   421.17 |      455 |            2799 |
 597|    0 |       406 | True      |   1231.5 |   421.17 |      455 |            3476 |
 598|    0 |       407 | True      |   2052.5 |   421.17 |      455 |            3148 |
 599|    0 |       408 | True      |    410.5 |  1263.5  |      455 |            3359 |
 600|    0 |       409 | True      |   1231.5 |  1263.5  |      455 |            4073 |
 601|    0 |       410 | True      |   2052.5 |  1263.5  |      455 |            3700 |
 602|    0 |       411 | True      |    410.5 |  2105.83 |      455 |            2086 |
 603|    0 |       412 | True      |   1231.5 |  2105.83 |      455 |            2467 |
 604|    0 |       413 | True      |   2052.5 |  2105.83 |      455 |            2220 |
 605|    0 |       414 | True      |    410.5 |   421.17 |      465 |            2872 |
 606|    0 |       415 | True      |   1231.5 |   421.17 |      465 |            3550 |
 607|    0 |       416 | True      |   2052.5 |   421.17 |      465 |            3203 |
 608|    0 |       417 | True      |    410.5 |  1263.5  |      465 |            3393 |
 609|    0 |       418 | True      |   1231.5 |  1263.5  |      465 |            4105 |
 610|    0 |       419 | True      |   2052.5 |  1263.5  |      465 |            3716 |
 611|    0 |       420 | True      |    410.5 |  2105.83 |      465 |            2055 |
 612|    0 |       421 | True      |   1231.5 |  2105.83 |      465 |            2436 |
 613|    0 |       422 | True      |   2052.5 |  2105.83 |      465 |            2191 |
 614|    0 |       423 | True      |    410.5 |   421.17 |      475 |            2887 |
 615|    0 |       424 | True      |   1231.5 |   421.17 |      475 |            3580 |
 616|    0 |       425 | True      |   2052.5 |   421.17 |      475 |            3232 |
 617|    0 |       426 | True      |    410.5 |  1263.5  |      475 |            3345 |
 618|    0 |       427 | True      |   1231.5 |  1263.5  |      475 |            4068 |
 619|    0 |       428 | True      |   2052.5 |  1263.5  |      475 |            3683 |
 620|    0 |       429 | True      |    410.5 |  2105.83 |      475 |            2003 |
 621|    0 |       430 | True      |   1231.5 |  2105.83 |      475 |            2386 |
 622|    0 |       431 | True      |   2052.5 |  2105.83 |      475 |            2151 |
 623|    0 |       432 | True      |    410.5 |   421.17 |      485 |            2825 |
 624|    0 |       433 | True      |   1231.5 |   421.17 |      485 |            3510 |
 625|    0 |       434 | True      |   2052.5 |   421.17 |      485 |            3163 |
 626|    0 |       435 | True      |    410.5 |  1263.5  |      485 |            3218 |
 627|    0 |       436 | True      |   1231.5 |  1263.5  |      485 |            3922 |
 628|    0 |       437 | True      |   2052.5 |  1263.5  |      485 |            3540 |
 629|    0 |       438 | True      |    410.5 |  2105.83 |      485 |            1941 |
 630|    0 |       439 | True      |   1231.5 |  2105.83 |      485 |            2312 |
 631|    0 |       440 | True      |   2052.5 |  2105.83 |      485 |            2079 |
 632|    0 |       441 | True      |    410.5 |   421.17 |      495 |            2756 |
 633|    0 |       442 | True      |   1231.5 |   421.17 |      495 |            3448 |
 634|    0 |       443 | True      |   2052.5 |   421.17 |      495 |            3107 |
 635|    0 |       444 | True      |    410.5 |  1263.5  |      495 |            3102 |
 636|    0 |       445 | True      |   1231.5 |  1263.5  |      495 |            3815 |
 637|    0 |       446 | True      |   2052.5 |  1263.5  |      495 |            3446 |
 638|    0 |       447 | True      |    410.5 |  2105.83 |      495 |            1898 |
 639|    0 |       448 | True      |   1231.5 |  2105.83 |      495 |            2276 |
 640|    0 |       449 | True      |   2052.5 |  2105.83 |      495 |            2048 |
 641|    0 |       450 | True      |    410.5 |   421.17 |      505 |            2763 |
 642|    0 |       451 | True      |   1231.5 |   421.17 |      505 |            3434 |
 643|    0 |       452 | True      |   2052.5 |   421.17 |      505 |            3099 |
 644|    0 |       453 | True      |    410.5 |  1263.5  |      505 |            3095 |
 645|    0 |       454 | True      |   1231.5 |  1263.5  |      505 |            3787 |
 646|    0 |       455 | True      |   2052.5 |  1263.5  |      505 |            3428 |
 647|    0 |       456 | True      |    410.5 |  2105.83 |      505 |            1932 |
 648|    0 |       457 | True      |   1231.5 |  2105.83 |      505 |            2308 |
 649|    0 |       458 | True      |   2052.5 |  2105.83 |      505 |            2070 |
 650|    0 |       459 | True      |    410.5 |   421.17 |      515 |            2701 |
 651|    0 |       460 | True      |   1231.5 |   421.17 |      515 |            3347 |
 652|    0 |       461 | True      |   2052.5 |   421.17 |      515 |            3024 |
 653|    0 |       462 | True      |    410.5 |  1263.5  |      515 |            3024 |
 654|    0 |       463 | True      |   1231.5 |  1263.5  |      515 |            3697 |
 655|    0 |       464 | True      |   2052.5 |  1263.5  |      515 |            3350 |
 656|    0 |       465 | True      |    410.5 |  2105.83 |      515 |            1921 |
 657|    0 |       466 | True      |   1231.5 |  2105.83 |      515 |            2309 |
 658|    0 |       467 | True      |   2052.5 |  2105.83 |      515 |            2060 |
 659|    0 |       468 | True      |    410.5 |   421.17 |      525 |            2686 |
 660|    0 |       469 | True      |   1231.5 |   421.17 |      525 |            3326 |
 661|    0 |       470 | True      |   2052.5 |   421.17 |      525 |            3015 |
 662|    0 |       471 | True      |    410.5 |  1263.5  |      525 |            2980 |
 663|    0 |       472 | True      |   1231.5 |  1263.5  |      525 |            3644 |
 664|    0 |       473 | True      |   2052.5 |  1263.5  |      525 |            3312 |
 665|    0 |       474 | True      |    410.5 |  2105.83 |      525 |            1908 |
 666|    0 |       475 | True      |   1231.5 |  2105.83 |      525 |            2300 |
 667|    0 |       476 | True      |   2052.5 |  2105.83 |      525 |            2050 |
 668|    0 |       477 | True      |    410.5 |   421.17 |      535 |            2603 |
 669|    0 |       478 | True      |   1231.5 |   421.17 |      535 |            3261 |
 670|    0 |       479 | True      |   2052.5 |   421.17 |      535 |            2958 |
 671|    0 |       480 | True      |    410.5 |  1263.5  |      535 |            2899 |
 672|    0 |       481 | True      |   1231.5 |  1263.5  |      535 |            3578 |
 673|    0 |       482 | True      |   2052.5 |  1263.5  |      535 |            3251 |
 674|    0 |       483 | True      |    410.5 |  2105.83 |      535 |            1904 |
 675|    0 |       484 | True      |   1231.5 |  2105.83 |      535 |            2312 |
 676|    0 |       485 | True      |   2052.5 |  2105.83 |      535 |            2059 |
 677|    0 |       486 | True      |    410.5 |   421.17 |      545 |            2594 |
 678|    0 |       487 | True      |   1231.5 |   421.17 |      545 |            3270 |
 679|    0 |       488 | True      |   2052.5 |   421.17 |      545 |            2975 |
 680|    0 |       489 | True      |    410.5 |  1263.5  |      545 |            2867 |
 681|    0 |       490 | True      |   1231.5 |  1263.5  |      545 |            3563 |
 682|    0 |       491 | True      |   2052.5 |  1263.5  |      545 |            3247 |
 683|    0 |       492 | True      |    410.5 |  2105.83 |      545 |            1900 |
 684|    0 |       493 | True      |   1231.5 |  2105.83 |      545 |            2321 |
 685|    0 |       494 | True      |   2052.5 |  2105.83 |      545 |            2079 |
 686|    0 |       495 | True      |    410.5 |   421.17 |      555 |            2532 |
 687|    0 |       496 | True      |   1231.5 |   421.17 |      555 |            3195 |
 688|    0 |       497 | True      |   2052.5 |   421.17 |      555 |            2908 |
 689|    0 |       498 | True      |    410.5 |  1263.5  |      555 |            2822 |
 690|    0 |       499 | True      |   1231.5 |  1263.5  |      555 |            3510 |
 691|    0 |       500 | True      |   2052.5 |  1263.5  |      555 |            3196 |
 692|    0 |       501 | True      |    410.5 |  2105.83 |      555 |            1944 |
 693|    0 |       502 | True      |   1231.5 |  2105.83 |      555 |            2382 |
 694|    0 |       503 | True      |   2052.5 |  2105.83 |      555 |            2135 |
 695|    0 |       504 | True      |    410.5 |   421.17 |      565 |            2465 |
 696|    0 |       505 | True      |   1231.5 |   421.17 |      565 |            3106 |
 697|    0 |       506 | True      |   2052.5 |   421.17 |      565 |            2821 |
 698|    0 |       507 | True      |    410.5 |  1263.5  |      565 |            2750 |
 699|    0 |       508 | True      |   1231.5 |  1263.5  |      565 |            3425 |
 700|    0 |       509 | True      |   2052.5 |  1263.5  |      565 |            3105 |
 701|    0 |       510 | True      |    410.5 |  2105.83 |      565 |            1927 |
 702|    0 |       511 | True      |   1231.5 |  2105.83 |      565 |            2380 |
 703|    0 |       512 | True      |   2052.5 |  2105.83 |      565 |            2118 |
 704|    0 |       513 | True      |    410.5 |   421.17 |      575 |            2439 |
 705|    0 |       514 | True      |   1231.5 |   421.17 |      575 |            3076 |
 706|    0 |       515 | True      |   2052.5 |   421.17 |      575 |            2795 |
 707|    0 |       516 | True      |    410.5 |  1263.5  |      575 |            2786 |
 708|    0 |       517 | True      |   1231.5 |  1263.5  |      575 |            3470 |
 709|    0 |       518 | True      |   2052.5 |  1263.5  |      575 |            3143 |
 710|    0 |       519 | True      |    410.5 |  2105.83 |      575 |            1990 |
 711|    0 |       520 | True      |   1231.5 |  2105.83 |      575 |            2482 |
 712|    0 |       521 | True      |   2052.5 |  2105.83 |      575 |            2212 |
 713|    0 |       522 | True      |    410.5 |   421.17 |      585 |            2402 |
 714|    0 |       523 | True      |   1231.5 |   421.17 |      585 |            3042 |
 715|    0 |       524 | True      |   2052.5 |   421.17 |      585 |            2763 |
 716|    0 |       525 | True      |    410.5 |  1263.5  |      585 |            2801 |
 717|    0 |       526 | True      |   1231.5 |  1263.5  |      585 |            3496 |
 718|    0 |       527 | True      |   2052.5 |  1263.5  |      585 |            3175 |
 719|    0 |       528 | True      |    410.5 |  2105.83 |      585 |            2024 |
 720|    0 |       529 | True      |   1231.5 |  2105.83 |      585 |            2537 |
 721|    0 |       530 | True      |   2052.5 |  2105.83 |      585 |            2271 |
 722|    0 |       531 | True      |    410.5 |   421.17 |      595 |            2439 |
 723|    0 |       532 | True      |   1231.5 |   421.17 |      595 |            3081 |
 724|    0 |       533 | True      |   2052.5 |   421.17 |      595 |            2817 |
 725|    0 |       534 | True      |    410.5 |  1263.5  |      595 |            2908 |
 726|    0 |       535 | True      |   1231.5 |  1263.5  |      595 |            3623 |
 727|    0 |       536 | True      |   2052.5 |  1263.5  |      595 |            3316 |
 728|    0 |       537 | True      |    410.5 |  2105.83 |      595 |            2124 |
 729|    0 |       538 | True      |   1231.5 |  2105.83 |      595 |            2664 |
 730|    0 |       539 | True      |   2052.5 |  2105.83 |      595 |            2410 |
 731|    0 |       540 | True      |    410.5 |   421.17 |      605 |            2431 |
 732|    0 |       541 | True      |   1231.5 |   421.17 |      605 |            3066 |
 733|    0 |       542 | True      |   2052.5 |   421.17 |      605 |            2796 |
 734|    0 |       543 | True      |    410.5 |  1263.5  |      605 |            2944 |
 735|    0 |       544 | True      |   1231.5 |  1263.5  |      605 |            3664 |
 736|    0 |       545 | True      |   2052.5 |  1263.5  |      605 |            3349 |
 737|    0 |       546 | True      |    410.5 |  2105.83 |      605 |            2186 |
 738|    0 |       547 | True      |   1231.5 |  2105.83 |      605 |            2730 |
 739|    0 |       548 | True      |   2052.5 |  2105.83 |      605 |            2460 |
 740|    0 |       549 | True      |    410.5 |   421.17 |      615 |            2481 |
 741|    0 |       550 | True      |   1231.5 |   421.17 |      615 |            3097 |
 742|    0 |       551 | True      |   2052.5 |   421.17 |      615 |            2799 |
 743|    0 |       552 | True      |    410.5 |  1263.5  |      615 |            3015 |
 744|    0 |       553 | True      |   1231.5 |  1263.5  |      615 |            3731 |
 745|    0 |       554 | True      |   2052.5 |  1263.5  |      615 |            3381 |
 746|    0 |       555 | True      |    410.5 |  2105.83 |      615 |            2261 |
 747|    0 |       556 | True      |   1231.5 |  2105.83 |      615 |            2811 |
 748|    0 |       557 | True      |   2052.5 |  2105.83 |      615 |            2515 |
 749|    0 |       558 | True      |    410.5 |   421.17 |      625 |            2427 |
 750|    0 |       559 | True      |   1231.5 |   421.17 |      625 |            3011 |
 751|    0 |       560 | True      |   2052.5 |   421.17 |      625 |            2699 |
 752|    0 |       561 | True      |    410.5 |  1263.5  |      625 |            2963 |
 753|    0 |       562 | True      |   1231.5 |  1263.5  |      625 |            3655 |
 754|    0 |       563 | True      |   2052.5 |  1263.5  |      625 |            3298 |
 755|    0 |       564 | True      |    410.5 |  2105.83 |      625 |            2266 |
 756|    0 |       565 | True      |   1231.5 |  2105.83 |      625 |            2820 |
 757|    0 |       566 | True      |   2052.5 |  2105.83 |      625 |            2519 |
 758|    0 |       567 | True      |    410.5 |   421.17 |      635 |            2349 |
 759|    0 |       568 | True      |   1231.5 |   421.17 |      635 |            2884 |
 760|    0 |       569 | True      |   2052.5 |   421.17 |      635 |            2578 |
 761|    0 |       570 | True      |    410.5 |  1263.5  |      635 |            2878 |
 762|    0 |       571 | True      |   1231.5 |  1263.5  |      635 |            3530 |
 763|    0 |       572 | True      |   2052.5 |  1263.5  |      635 |            3184 |
 764|    0 |       573 | True      |    410.5 |  2105.83 |      635 |            2247 |
 765|    0 |       574 | True      |   1231.5 |  2105.83 |      635 |            2795 |
 766|    0 |       575 | True      |   2052.5 |  2105.83 |      635 |            2497 |
 767|    0 |       576 | True      |    410.5 |   421.17 |      645 |            2282 |
 768|    0 |       577 | True      |   1231.5 |   421.17 |      645 |            2800 |
 769|    0 |       578 | True      |   2052.5 |   421.17 |      645 |            2502 |
 770|    0 |       579 | True      |    410.5 |  1263.5  |      645 |            2886 |
 771|    0 |       580 | True      |   1231.5 |  1263.5  |      645 |            3542 |
 772|    0 |       581 | True      |   2052.5 |  1263.5  |      645 |            3196 |
 773|    0 |       582 | True      |    410.5 |  2105.83 |      645 |            2319 |
 774|    0 |       583 | True      |   1231.5 |  2105.83 |      645 |            2886 |
 775|    0 |       584 | True      |   2052.5 |  2105.83 |      645 |            2576 |
 776|    0 |       585 | True      |    410.5 |   421.17 |      655 |            2302 |
 777|    0 |       586 | True      |   1231.5 |   421.17 |      655 |            2825 |
 778|    0 |       587 | True      |   2052.5 |   421.17 |      655 |            2505 |
 779|    0 |       588 | True      |    410.5 |  1263.5  |      655 |            2982 |
 780|    0 |       589 | True      |   1231.5 |  1263.5  |      655 |            3677 |
 781|    0 |       590 | True      |   2052.5 |  1263.5  |      655 |            3297 |
 782|    0 |       591 | True      |    410.5 |  2105.83 |      655 |            2414 |
 783|    0 |       592 | True      |   1231.5 |  2105.83 |      655 |            3020 |
 784|    0 |       593 | True      |   2052.5 |  2105.83 |      655 |            2674 |
 785|    0 |       594 | True      |    410.5 |   421.17 |      665 |            2346 |
 786|    0 |       595 | True      |   1231.5 |   421.17 |      665 |            2876 |
 787|    0 |       596 | True      |   2052.5 |   421.17 |      665 |            2544 |
 788|    0 |       597 | True      |    410.5 |  1263.5  |      665 |            3110 |
 789|    0 |       598 | True      |   1231.5 |  1263.5  |      665 |            3835 |
 790|    0 |       599 | True      |   2052.5 |  1263.5  |      665 |            3430 |
 791|    0 |       600 | True      |    410.5 |  2105.83 |      665 |            2553 |
 792|    0 |       601 | True      |   1231.5 |  2105.83 |      665 |            3180 |
 793|    0 |       602 | True      |   2052.5 |  2105.83 |      665 |            2809 |
 794|    0 |       603 | True      |    410.5 |   421.17 |      675 |            2347 |
 795|    0 |       604 | True      |   1231.5 |   421.17 |      675 |            2883 |
 796|    0 |       605 | True      |   2052.5 |   421.17 |      675 |            2556 |
 797|    0 |       606 | True      |    410.5 |  1263.5  |      675 |            3128 |
 798|    0 |       607 | True      |   1231.5 |  1263.5  |      675 |            3872 |
 799|    0 |       608 | True      |   2052.5 |  1263.5  |      675 |            3466 |
 800|    0 |       609 | True      |    410.5 |  2105.83 |      675 |            2573 |
 801|    0 |       610 | True      |   1231.5 |  2105.83 |      675 |            3218 |
 802|    0 |       611 | True      |   2052.5 |  2105.83 |      675 |            2847 |
 803|    0 |       612 | True      |    410.5 |   421.17 |      685 |            2337 |
 804|    0 |       613 | True      |   1231.5 |   421.17 |      685 |            2841 |
 805|    0 |       614 | True      |   2052.5 |   421.17 |      685 |            2525 |
 806|    0 |       615 | True      |    410.5 |  1263.5  |      685 |            3165 |
 807|    0 |       616 | True      |   1231.5 |  1263.5  |      685 |            3885 |
 808|    0 |       617 | True      |   2052.5 |  1263.5  |      685 |            3480 |
 809|    0 |       618 | True      |    410.5 |  2105.83 |      685 |            2618 |
 810|    0 |       619 | True      |   1231.5 |  2105.83 |      685 |            3247 |
 811|    0 |       620 | True      |   2052.5 |  2105.83 |      685 |            2882 |
 812|    0 |       621 | True      |    410.5 |   421.17 |      695 |            2336 |
 813|    0 |       622 | True      |   1231.5 |   421.17 |      695 |            2836 |
 814|    0 |       623 | True      |   2052.5 |   421.17 |      695 |            2504 |
 815|    0 |       624 | True      |    410.5 |  1263.5  |      695 |            3203 |
 816|    0 |       625 | True      |   1231.5 |  1263.5  |      695 |            3959 |
 817|    0 |       626 | True      |   2052.5 |  1263.5  |      695 |            3538 |
 818|    0 |       627 | True      |    410.5 |  2105.83 |      695 |            2628 |
 819|    0 |       628 | True      |   1231.5 |  2105.83 |      695 |            3296 |
 820|    0 |       629 | True      |   2052.5 |  2105.83 |      695 |            2925 |
 821|    0 |       630 | True      |    410.5 |   421.17 |      705 |            2342 |
 822|    0 |       631 | True      |   1231.5 |   421.17 |      705 |            2812 |
 823|    0 |       632 | True      |   2052.5 |   421.17 |      705 |            2480 |
 824|    0 |       633 | True      |    410.5 |  1263.5  |      705 |            3306 |
 825|    0 |       634 | True      |   1231.5 |  1263.5  |      705 |            4072 |
 826|    0 |       635 | True      |   2052.5 |  1263.5  |      705 |            3646 |
 827|    0 |       636 | True      |    410.5 |  2105.83 |      705 |            2700 |
 828|    0 |       637 | True      |   1231.5 |  2105.83 |      705 |            3387 |
 829|    0 |       638 | True      |   2052.5 |  2105.83 |      705 |            3015 |
 830|    0 |       639 | True      |    410.5 |   421.17 |      715 |            1564 |
 831|    0 |       640 | True      |   1231.5 |   421.17 |      715 |            1881 |
 832|    0 |       641 | True      |   2052.5 |   421.17 |      715 |            1659 |
 833|    0 |       642 | True      |    410.5 |  1263.5  |      715 |            2232 |
 834|    0 |       643 | True      |   1231.5 |  1263.5  |      715 |            2765 |
 835|    0 |       644 | True      |   2052.5 |  1263.5  |      715 |            2480 |
 836|    0 |       645 | True      |    410.5 |  2105.83 |      715 |            1818 |
 837|    0 |       646 | True      |   1231.5 |  2105.83 |      715 |            2294 |
 838|    0 |       647 | True      |   2052.5 |  2105.83 |      715 |            2045 |
 839+------+-----------+-----------+----------+----------+----------+-----------------+
 840
 841
 842Timing information for reference profile formation
 843+-------------------+---------------+
 844| Read time         | 50.17 seconds |
 845| Extract time      | 0.55 seconds  |
 846| Pre-process time  | 0.12 seconds  |
 847| Process time      | 28.79 seconds |
 848| Post-process time | 0.00 seconds  |
 849| Total time        | 79.90 seconds |
 850+-------------------+---------------+
 851
 852================================================================================
 853
 854Integrating reflections
 855
 856 Split 111 reflections overlapping job boundaries
 857
 858Memory situation report:
 859  Available system memory                           : 201.2 GB
 860  Maximum memory for processing                     : 181.1 GB
 861  Memory required per process                       :   0.0 GB
 862
 863Processing reflections in the following blocks of images:
 864
 865 block_size: Auto 
 866
 867+-----+---------+--------------+------------+--------------+------------+-----------------+
 868|   # |   Group |   Frame From |   Frame To |   Angle From |   Angle To |   # Reflections |
 869|-----+---------+--------------+------------+--------------+------------+-----------------|
 870|   0 |       0 |            1 |        183 |            0 |       91.5 |           93302 |
 871|   1 |       0 |          181 |        363 |           90 |      181.5 |           91596 |
 872|   2 |       0 |          361 |        543 |          180 |      271.5 |           91206 |
 873|   3 |       0 |          541 |        720 |          270 |      360   |           92160 |
 874+-----+---------+--------------+------------+--------------+------------+-----------------+
 875
 876 Using multiprocessing with 4 parallel job(s)
 877
 878
 879 Frames: 0 -> 183
 880
 881 Number of reflections
 882  Partial:     1210
 883  Full:        92092
 884  In ice ring: 0
 885  Integrate:   93302
 886  Total:       93302
 887
 888
 889 Frames: 180 -> 363
 890
 891 Number of reflections
 892  Partial:     40
 893  Full:        91556
 894  In ice ring: 0
 895  Integrate:   91596
 896  Total:       91596
 897
 898
 899 Frames: 360 -> 543
 900
 901 Number of reflections
 902  Partial:     50
 903  Full:        91156
 904  In ice ring: 0
 905  Integrate:   91206
 906  Total:       91206
 907
 908
 909 Frames: 540 -> 720
 910
 911 Number of reflections
 912  Partial:     1273
 913  Full:        90887
 914  In ice ring: 0
 915  Integrate:   92160
 916  Total:       92160
 917
 918
 919 Summary vs image number
 920+------+---------+----------+----------+----------+---------+---------+---------+-------+----------+----------+----------+-----------+
 921|   ID |   Image |   # full |   # part |   # over |   # ice |   # sum |   # prf |   Ibg |   I/sigI |   I/sigI |   CC prf |   RMSD XY |
 922|      |         |          |          |          |         |         |         |       |    (sum) |    (prf) |          |           |
 923|------+---------+----------+----------+----------+---------+---------+---------+-------+----------+----------+----------+-----------|
 924|    0 |       1 |      297 |     1178 |        0 |       0 |    1269 |     480 |  0.75 |     3.86 |     9.55 |     0.74 |      0.64 |
 925|    0 |       2 |      473 |       14 |        0 |       0 |     417 |     429 |  0.72 |     7.01 |     6.97 |     0.72 |      0.43 |
 926|    0 |       3 |      495 |        4 |        0 |       0 |     429 |     446 |  0.7  |     6.47 |     6.39 |     0.71 |      0.43 |
 927|    0 |       4 |      507 |        1 |        0 |       0 |     425 |     443 |  0.7  |     7.35 |     7.12 |     0.72 |      0.42 |
 928|    0 |       5 |      530 |        1 |        0 |       0 |     454 |     472 |  0.76 |     8.42 |     8.4  |     0.72 |      0.43 |
 929|    0 |       6 |      507 |        1 |        0 |       0 |     441 |     453 |  0.65 |     6.63 |     6.5  |     0.72 |      0.45 |
 930|    0 |       7 |      535 |        1 |        0 |       0 |     457 |     481 |  0.77 |     8.77 |     8.64 |     0.72 |      0.43 |
 931|    0 |       8 |      550 |        0 |        0 |       0 |     460 |     480 |  0.73 |     7.71 |     7.68 |     0.72 |      0.43 |
 932|    0 |       9 |      500 |        1 |        0 |       0 |     423 |     439 |  0.65 |     7.71 |     7.52 |     0.71 |      0.41 |
 933|    0 |      10 |      481 |        0 |        0 |       0 |     409 |     428 |  0.68 |     8.7  |     8.36 |     0.72 |      0.43 |
 934|    0 |      11 |      469 |        1 |        0 |       0 |     399 |     414 |  0.72 |     7.41 |     7.27 |     0.72 |      0.43 |
 935|    0 |      12 |      518 |        0 |        0 |       0 |     445 |     457 |  0.73 |     7.85 |     7.73 |     0.73 |      0.43 |
 936|    0 |      13 |      512 |        0 |        0 |       0 |     430 |     441 |  0.74 |     7.34 |     7.2  |     0.73 |      0.44 |
 937|    0 |      14 |      503 |        0 |        0 |       0 |     435 |     455 |  0.75 |     8.99 |     8.8  |     0.72 |      0.42 |
 938|    0 |      15 |      499 |        0 |        0 |       0 |     426 |     453 |  0.67 |     6.89 |     6.6  |     0.71 |      0.46 |
 939|    0 |      16 |      520 |        0 |        0 |       0 |     445 |     465 |  0.69 |     6.91 |     6.84 |     0.72 |      0.46 |
 940|    0 |      17 |      524 |        0 |        0 |       0 |     445 |     467 |  0.64 |     6.54 |     6.39 |     0.71 |      0.43 |
 941|    0 |      18 |      513 |        0 |        0 |       0 |     436 |     453 |  0.74 |     6.92 |     6.84 |     0.72 |      0.41 |
 942|    0 |      19 |      491 |        0 |        0 |       0 |     403 |     420 |  0.7  |     6.71 |     6.48 |     0.71 |      0.43 |
 943|    0 |      20 |      531 |        0 |        0 |       0 |     455 |     473 |  0.7  |     7.7  |     7.5  |     0.71 |      0.43 |
 944|    0 |      21 |      512 |        0 |        0 |       0 |     433 |     447 |  0.73 |     8.29 |     8.25 |     0.72 |      0.43 |
 945|    0 |      22 |      515 |        0 |        0 |       0 |     439 |     463 |  0.74 |     7.49 |     7.32 |     0.72 |      0.43 |
 946|    0 |      23 |      485 |        0 |        0 |       0 |     422 |     436 |  0.63 |     7.05 |     6.88 |     0.71 |      0.44 |
 947|    0 |      24 |      498 |        0 |        0 |       0 |     414 |     434 |  0.68 |     7.53 |     7.31 |     0.72 |      0.44 |
 948|    0 |      25 |      511 |        0 |        0 |       0 |     439 |     461 |  0.62 |     6.56 |     6.49 |     0.7  |      0.44 |
 949|    0 |      26 |      536 |        0 |        0 |       0 |     469 |     482 |  0.68 |     7.75 |     7.67 |     0.72 |      0.44 |
 950|    0 |      27 |      498 |        0 |        0 |       0 |     434 |     445 |  0.74 |     8.12 |     8.03 |     0.73 |      0.45 |
 951|    0 |      28 |      504 |        0 |        0 |       0 |     432 |     449 |  0.68 |     7.48 |     7.31 |     0.71 |      0.43 |
 952|    0 |      29 |      526 |        0 |        0 |       0 |     456 |     470 |  0.76 |     9.13 |     9.06 |     0.71 |      0.44 |
 953|    0 |      30 |      494 |        0 |        0 |       0 |     425 |     439 |  0.72 |     7.35 |     7.21 |     0.71 |      0.45 |
 954|    0 |      31 |      522 |        0 |        0 |       0 |     440 |     456 |  0.68 |     7.48 |     7.27 |     0.72 |      0.44 |
 955|    0 |      32 |      541 |        0 |        0 |       0 |     446 |     476 |  0.74 |     7.96 |     7.69 |     0.72 |      0.43 |
 956|    0 |      33 |      480 |        0 |        0 |       0 |     411 |     428 |  0.66 |     6.92 |     6.81 |     0.72 |      0.42 |
 957|    0 |      34 |      517 |        0 |        0 |       0 |     448 |     468 |  0.66 |     6.69 |     6.6  |     0.72 |      0.43 |
 958|    0 |      35 |      513 |        0 |        0 |       0 |     444 |     461 |  0.64 |     6.1  |     6    |     0.71 |      0.46 |
 959|    0 |      36 |      479 |        0 |        0 |       0 |     410 |     427 |  0.65 |     7.21 |     7.45 |     0.72 |      0.45 |
 960|    0 |      37 |      504 |        0 |        0 |       0 |     427 |     439 |  0.67 |     6.29 |     6.18 |     0.71 |      0.47 |
 961|    0 |      38 |      517 |        0 |        0 |       0 |     425 |     452 |  0.66 |     6.59 |     6.47 |     0.72 |      0.45 |
 962|    0 |      39 |      489 |        0 |        0 |       0 |     406 |     427 |  0.65 |     7.09 |     6.92 |     0.72 |      0.45 |
 963|    0 |      40 |      532 |        0 |        0 |       0 |     464 |     485 |  0.74 |     7.83 |     7.64 |     0.72 |      0.45 |
 964|    0 |      41 |      491 |        0 |        0 |       0 |     425 |     440 |  0.74 |     8.35 |     8.23 |     0.73 |      0.44 |
 965|    0 |      42 |      524 |        0 |        0 |       0 |     437 |     463 |  0.73 |     7.08 |     6.95 |     0.72 |      0.41 |
 966|    0 |      43 |      495 |        0 |        0 |       0 |     432 |     446 |  0.66 |     7.28 |     7.15 |     0.72 |      0.44 |
 967|    0 |      44 |      499 |        0 |        0 |       0 |     415 |     438 |  0.68 |     7.43 |     7.24 |     0.72 |      0.44 |
 968|    0 |      45 |      534 |        0 |        0 |       0 |     450 |     463 |  0.65 |     6.93 |     6.74 |     0.71 |      0.47 |
 969|    0 |      46 |      475 |        0 |        0 |       0 |     413 |     426 |  0.68 |     7.84 |     7.79 |     0.71 |      0.45 |
 970|    0 |      47 |      528 |        0 |        0 |       0 |     453 |     474 |  0.7  |     7.26 |     7.1  |     0.71 |      0.46 |
 971|    0 |      48 |      489 |        0 |        0 |       0 |     422 |     437 |  0.71 |     7.74 |     7.61 |     0.72 |      0.42 |
 972|    0 |      49 |      520 |        0 |        0 |       0 |     446 |     465 |  0.64 |     6.9  |     6.88 |     0.7  |      0.47 |
 973|    0 |      50 |      510 |        0 |        0 |       0 |     440 |     455 |  0.71 |     7.78 |     7.62 |     0.73 |      0.41 |
 974|    0 |      51 |      524 |        0 |        0 |       0 |     437 |     457 |  0.63 |     6.61 |     6.39 |     0.7  |      0.47 |
 975|    0 |      52 |      494 |        0 |        0 |       0 |     423 |     441 |  0.68 |     7.83 |     7.75 |     0.73 |      0.41 |
 976|    0 |      53 |      530 |        0 |        0 |       0 |     455 |     476 |  0.67 |     7.5  |     7.28 |     0.71 |      0.46 |
 977|    0 |      54 |      494 |        0 |        0 |       0 |     416 |     435 |  0.7  |     7.78 |     7.77 |     0.74 |      0.41 |
 978|    0 |      55 |      533 |        0 |        0 |       0 |     454 |     483 |  0.62 |     6.74 |     6.53 |     0.7  |      0.46 |
 979|    0 |      56 |      488 |        0 |        0 |       0 |     411 |     424 |  0.71 |     6.89 |     7.03 |     0.72 |      0.44 |
 980|    0 |      57 |      526 |        0 |        0 |       0 |     441 |     465 |  0.64 |     6.23 |     6.05 |     0.7  |      0.46 |
 981|    0 |      58 |      491 |        0 |        0 |       0 |     434 |     444 |  0.7  |     7.68 |     7.6  |     0.73 |      0.42 |
 982|    0 |      59 |      522 |        0 |        0 |       0 |     446 |     471 |  0.62 |     6.81 |     6.68 |     0.71 |      0.44 |
 983|    0 |      60 |      487 |        0 |        0 |       0 |     398 |     420 |  0.71 |     7.95 |     7.7  |     0.72 |      0.42 |
 984|    0 |      61 |      533 |        0 |        0 |       0 |     460 |     476 |  0.67 |     6.75 |     6.59 |     0.72 |      0.43 |
 985|    0 |      62 |      470 |        0 |        0 |       0 |     404 |     420 |  0.64 |     6.49 |     6.47 |     0.72 |      0.45 |
 986|    0 |      63 |      530 |        0 |        0 |       0 |     452 |     470 |  0.72 |     7.24 |     7.08 |     0.72 |      0.43 |
 987|    0 |      64 |      503 |        0 |        0 |       0 |     418 |     436 |  0.68 |     7.79 |     7.57 |     0.72 |      0.46 |
 988|    0 |      65 |      506 |        0 |        0 |       0 |     434 |     452 |  0.66 |     6.86 |     6.81 |     0.71 |      0.45 |
 989|    0 |      66 |      524 |        0 |        0 |       0 |     446 |     465 |  0.69 |     7.61 |     7.52 |     0.73 |      0.46 |
 990|    0 |      67 |      490 |        0 |        0 |       0 |     424 |     440 |  0.69 |     7.5  |     7.41 |     0.71 |      0.47 |
 991|    0 |      68 |      519 |        0 |        0 |       0 |     441 |     459 |  0.68 |     7.87 |     7.65 |     0.73 |      0.42 |
 992|    0 |      69 |      525 |        0 |        0 |       0 |     441 |     462 |  0.66 |     6.65 |     6.49 |     0.71 |      0.46 |
 993|    0 |      70 |      472 |        0 |        0 |       0 |     406 |     420 |  0.67 |     7.16 |     6.95 |     0.73 |      0.44 |
 994|    0 |      71 |      527 |        0 |        0 |       0 |     450 |     464 |  0.72 |     8.43 |     8.33 |     0.73 |      0.42 |
 995|    0 |      72 |      501 |        0 |        0 |       0 |     438 |     451 |  0.6  |     6.56 |     6.38 |     0.71 |      0.45 |
 996|    0 |      73 |      533 |        0 |        0 |       0 |     452 |     473 |  0.7  |     7.02 |     6.88 |     0.73 |      0.43 |
 997|    0 |      74 |      523 |        0 |        0 |       0 |     441 |     461 |  0.66 |     6.48 |     6.56 |     0.71 |      0.43 |
 998|    0 |      75 |      476 |        0 |        0 |       0 |     416 |     433 |  0.64 |     6.28 |     6.16 |     0.71 |      0.43 |
 999|    0 |      76 |      556 |        0 |        0 |       0 |     470 |     484 |  0.64 |     6.95 |     6.85 |     0.72 |      0.44 |
1000|    0 |      77 |      484 |        0 |        0 |       0 |     406 |     424 |  0.69 |     7.17 |     7.22 |     0.73 |      0.44 |
1001|    0 |      78 |      507 |        0 |        0 |       0 |     424 |     445 |  0.65 |     6.77 |     6.54 |     0.71 |      0.45 |
1002|    0 |      79 |      512 |        0 |        0 |       0 |     435 |     454 |  0.68 |     7.15 |     7.14 |     0.72 |      0.43 |
1003|    0 |      80 |      508 |        0 |        0 |       0 |     430 |     449 |  0.67 |     7.46 |     7.28 |     0.72 |      0.43 |
1004|    0 |      81 |      521 |        0 |        0 |       0 |     429 |     459 |  0.71 |     7.86 |     7.52 |     0.71 |      0.44 |
1005|    0 |      82 |      485 |        0 |        0 |       0 |     410 |     429 |  0.7  |     6.89 |     6.87 |     0.72 |      0.42 |
1006|    0 |      83 |      531 |        0 |        0 |       0 |     451 |     469 |  0.71 |     6.76 |     6.7  |     0.72 |      0.45 |
1007|    0 |      84 |      493 |        0 |        0 |       0 |     427 |     443 |  0.66 |     7.07 |     6.91 |     0.72 |      0.43 |
1008|    0 |      85 |      495 |        0 |        0 |       0 |     413 |     439 |  0.63 |     6.54 |     6.72 |     0.73 |      0.4  |
1009|    0 |      86 |      499 |        0 |        0 |       0 |     421 |     443 |  0.65 |     6.96 |     6.86 |     0.72 |      0.45 |
1010|    0 |      87 |      477 |        0 |        0 |       0 |     388 |     400 |  0.62 |     6.43 |     6.39 |     0.72 |      0.43 |
1011|    0 |      88 |      551 |        0 |        0 |       0 |     484 |     507 |  0.73 |     8.15 |     8.01 |     0.73 |      0.43 |
1012|    0 |      89 |      510 |        0 |        0 |       0 |     428 |     446 |  0.68 |     6.75 |     6.65 |     0.73 |      0.41 |
1013|    0 |      90 |      514 |        0 |        0 |       0 |     433 |     448 |  0.71 |     7.78 |     7.6  |     0.72 |      0.41 |
1014|    0 |      91 |      529 |        0 |        0 |       0 |     455 |     472 |  0.65 |     6.42 |     6.46 |     0.72 |      0.44 |
1015|    0 |      92 |      504 |        0 |        0 |       0 |     434 |     453 |  0.7  |     7.55 |     7.37 |     0.73 |      0.42 |
1016|    0 |      93 |      526 |        0 |        0 |       0 |     459 |     476 |  0.61 |     6.2  |     6.17 |     0.72 |      0.45 |
1017|    0 |      94 |      491 |        0 |        0 |       0 |     420 |     437 |  0.61 |     5.76 |     5.6  |     0.72 |      0.42 |
1018|    0 |      95 |      515 |        0 |        0 |       0 |     436 |     459 |  0.66 |     6.72 |     6.52 |     0.72 |      0.43 |
1019|    0 |      96 |      526 |        0 |        0 |       0 |     435 |     463 |  0.71 |     8.12 |     7.89 |     0.72 |      0.41 |
1020|    0 |      97 |      476 |        0 |        0 |       0 |     414 |     431 |  0.69 |     6.9  |     7.05 |     0.73 |      0.42 |
1021|    0 |      98 |      540 |        0 |        0 |       0 |     471 |     486 |  0.72 |     7.18 |     7.11 |     0.73 |      0.45 |
1022|    0 |      99 |      468 |        0 |        0 |       0 |     387 |     407 |  0.71 |     7.18 |     7.07 |     0.72 |      0.44 |
1023|    0 |     100 |      460 |        0 |        0 |       0 |     389 |     407 |  0.65 |     7.06 |     7.14 |     0.72 |      0.41 |
1024|    0 |     101 |      505 |        0 |        0 |       0 |     435 |     457 |  0.65 |     6.83 |     6.69 |     0.72 |      0.41 |
1025|    0 |     102 |      544 |        0 |        0 |       0 |     459 |     477 |  0.69 |     6.25 |     6.47 |     0.72 |      0.42 |
1026|    0 |     103 |      539 |        0 |        0 |       0 |     464 |     475 |  0.69 |     7.94 |     7.91 |     0.72 |      0.43 |
1027|    0 |     104 |      522 |        0 |        0 |       0 |     453 |     473 |  0.66 |     6.79 |     6.68 |     0.72 |      0.41 |
1028|    0 |     105 |      508 |        0 |        0 |       0 |     435 |     456 |  0.69 |     6.52 |     6.51 |     0.73 |      0.43 |
1029|    0 |     106 |      508 |        0 |        0 |       0 |     444 |     460 |  0.65 |     7.64 |     7.48 |     0.72 |      0.43 |
1030|    0 |     107 |      511 |        0 |        0 |       0 |     428 |     451 |  0.63 |     6.71 |     6.5  |     0.71 |      0.46 |
1031|    0 |     108 |      479 |        0 |        0 |       0 |     402 |     415 |  0.71 |     7.96 |     7.84 |     0.73 |      0.4  |
1032|    0 |     109 |      545 |        0 |        0 |       0 |     464 |     488 |  0.74 |     7.08 |     7.13 |     0.74 |      0.41 |
1033|    0 |     110 |      495 |        0 |        0 |       0 |     424 |     441 |  0.73 |     7.68 |     7.78 |     0.73 |      0.4  |
1034|    0 |     111 |      464 |        0 |        0 |       0 |     393 |     411 |  0.7  |     6.79 |     6.9  |     0.72 |      0.45 |
1035|    0 |     112 |      503 |        0 |        0 |       0 |     421 |     439 |  0.65 |     6.47 |     6.32 |     0.71 |      0.44 |
1036|    0 |     113 |      554 |        0 |        0 |       0 |     469 |     491 |  0.7  |     7.48 |     7.47 |     0.73 |      0.4  |
1037|    0 |     114 |      502 |        0 |        0 |       0 |     439 |     454 |  0.66 |     6.62 |     6.5  |     0.72 |      0.41 |
1038|    0 |     115 |      528 |        0 |        0 |       0 |     443 |     460 |  0.69 |     7.24 |     7.21 |     0.72 |      0.42 |
1039|    0 |     116 |      515 |        0 |        0 |       0 |     419 |     441 |  0.67 |     6.57 |     6.57 |     0.72 |      0.43 |
1040|    0 |     117 |      501 |        0 |        0 |       0 |     417 |     442 |  0.69 |     7.14 |     6.81 |     0.73 |      0.4  |
1041|    0 |     118 |      501 |        0 |        0 |       0 |     439 |     452 |  0.72 |     7.66 |     7.62 |     0.73 |      0.41 |
1042|    0 |     119 |      518 |        0 |        0 |       0 |     442 |     459 |  0.76 |     7.69 |     7.47 |     0.73 |      0.41 |
1043|    0 |     120 |      477 |        0 |        0 |       0 |     409 |     432 |  0.68 |     6.54 |     6.39 |     0.72 |      0.41 |
1044|    0 |     121 |      487 |        0 |        0 |       0 |     413 |     433 |  0.69 |     6.47 |     6.5  |     0.72 |      0.45 |
1045|    0 |     122 |      557 |        0 |        0 |       0 |     472 |     489 |  0.73 |     6.74 |     6.67 |     0.73 |      0.42 |
1046|    0 |     123 |      496 |        0 |        0 |       0 |     428 |     440 |  0.66 |     6.28 |     6.2  |     0.72 |      0.42 |
1047|    0 |     124 |      533 |        0 |        0 |       0 |     452 |     472 |  0.68 |     6.69 |     6.57 |     0.71 |      0.42 |
1048|    0 |     125 |      510 |        0 |        0 |       0 |     444 |     456 |  0.74 |     7.1  |     7.04 |     0.73 |      0.45 |
1049|    0 |     126 |      508 |        0 |        0 |       0 |     433 |     456 |  0.76 |     7.77 |     7.78 |     0.75 |      0.41 |
1050|    0 |     127 |      519 |        0 |        0 |       0 |     446 |     463 |  0.66 |     6.02 |     5.89 |     0.73 |      0.43 |
1051|    0 |     128 |      466 |        0 |        0 |       0 |     400 |     414 |  0.7  |     6.87 |     6.71 |     0.72 |      0.44 |
1052|    0 |     129 |      504 |        0 |        0 |       0 |     421 |     440 |  0.71 |     6.94 |     6.86 |     0.72 |      0.44 |
1053|    0 |     130 |      501 |        0 |        0 |       0 |     414 |     430 |  0.71 |     5.99 |     5.99 |     0.73 |      0.42 |
1054|    0 |     131 |      531 |        0 |        0 |       0 |     452 |     469 |  0.72 |     7.02 |     7.06 |     0.73 |      0.41 |
1055|    0 |     132 |      532 |        0 |        0 |       0 |     454 |     474 |  0.69 |     6.7  |     6.72 |     0.71 |      0.45 |
1056|    0 |     133 |      504 |        0 |        0 |       0 |     424 |     447 |  0.81 |     8.6  |     8.4  |     0.74 |      0.38 |
1057|    0 |     134 |      504 |        0 |        0 |       0 |     428 |     450 |  0.68 |     6.5  |     6.31 |     0.72 |      0.45 |
1058|    0 |     135 |      510 |        0 |        0 |       0 |     425 |     445 |  0.72 |     7.34 |     7.22 |     0.73 |      0.41 |
1059|    0 |     136 |      487 |        0 |        0 |       0 |     413 |     431 |  0.74 |     7.1  |     7.12 |     0.72 |      0.44 |
1060|    0 |     137 |      530 |        0 |        0 |       0 |     462 |     480 |  0.71 |     5.97 |     5.8  |     0.72 |      0.44 |
1061|    0 |     138 |      495 |        0 |        0 |       0 |     419 |     446 |  0.74 |     7.7  |     7.53 |     0.73 |      0.42 |
1062|    0 |     139 |      512 |        0 |        0 |       0 |     447 |     461 |  0.7  |     6.05 |     6.1  |     0.72 |      0.43 |
1063|    0 |     140 |      534 |        0 |        0 |       0 |     445 |     471 |  0.69 |     6.46 |     6.42 |     0.72 |      0.46 |
1064|    0 |     141 |      508 |        0 |        0 |       0 |     436 |     462 |  0.78 |     7.43 |     7.33 |     0.74 |      0.43 |
1065|    0 |     142 |      501 |        0 |        0 |       0 |     430 |     451 |  0.73 |     6.64 |     6.71 |     0.73 |      0.44 |
1066|    0 |     143 |      485 |        0 |        0 |       0 |     403 |     415 |  0.73 |     6.64 |     6.67 |     0.72 |      0.43 |
1067|    0 |     144 |      488 |        0 |        0 |       0 |     418 |     433 |  0.77 |     7.09 |     6.98 |     0.74 |      0.39 |
1068|    0 |     145 |      548 |        0 |        0 |       0 |     451 |     477 |  0.72 |     6.78 |     6.84 |     0.72 |      0.44 |
1069|    0 |     146 |      507 |        0 |        0 |       0 |     438 |     456 |  0.76 |     8.64 |     8.45 |     0.72 |      0.41 |
1070|    0 |     147 |      507 |        0 |        0 |       0 |     432 |     456 |  0.74 |     6.99 |     6.87 |     0.73 |      0.42 |
1071|    0 |     148 |      534 |        2 |        0 |       0 |     450 |     462 |  0.81 |     8.78 |     8.76 |     0.74 |      0.43 |
1072|    0 |     149 |      506 |        0 |        0 |       0 |     439 |     451 |  0.76 |     7.61 |     7.55 |     0.73 |      0.43 |
1073|    0 |     150 |      493 |        0 |        0 |       0 |     415 |     436 |  0.77 |     6.93 |     6.79 |     0.73 |      0.42 |
1074|    0 |     151 |      491 |        2 |        0 |       0 |     424 |     440 |  0.71 |     6.55 |     6.38 |     0.72 |      0.45 |
1075|    0 |     152 |      514 |        0 |        0 |       0 |     457 |     472 |  0.7  |     5.97 |     5.89 |     0.72 |      0.44 |
1076|    0 |     153 |      516 |        0 |        0 |       0 |     432 |     443 |  0.79 |     7.12 |     7.11 |     0.72 |      0.43 |
1077|    0 |     154 |      542 |        0 |        0 |       0 |     455 |     468 |  0.76 |     6.61 |     6.74 |     0.73 |      0.42 |
1078|    0 |     155 |      491 |        0 |        0 |       0 |     425 |     440 |  0.78 |     7.51 |     7.43 |     0.74 |      0.41 |
1079|    0 |     156 |      485 |        2 |        0 |       0 |     420 |     437 |  0.77 |     7.1  |     7.03 |     0.72 |      0.43 |
1080|    0 |     157 |      512 |        0 |        0 |       0 |     418 |     437 |  0.79 |     7.46 |     7.31 |     0.74 |      0.4  |
1081|    0 |     158 |      515 |        0 |        0 |       0 |     446 |     469 |  0.82 |     8.05 |     8.04 |     0.73 |      0.41 |
1082|    0 |     159 |      527 |        0 |        0 |       0 |     451 |     471 |  0.76 |     7.04 |     6.88 |     0.72 |      0.44 |
1083|    0 |     160 |      510 |        0 |        0 |       0 |     419 |     439 |  0.79 |     7.31 |     7.29 |     0.72 |      0.44 |
1084|    0 |     161 |      505 |        0 |        0 |       0 |     424 |     445 |  0.77 |     6.53 |     6.5  |     0.73 |      0.42 |
1085|    0 |     162 |      501 |        0 |        0 |       0 |     424 |     442 |  0.78 |     6.89 |     6.9  |     0.74 |      0.41 |
1086|    0 |     163 |      486 |        0 |        0 |       0 |     415 |     434 |  0.78 |     7.05 |     6.91 |     0.73 |      0.42 |
1087|    0 |     164 |      530 |        0 |        0 |       0 |     448 |     470 |  0.8  |     6.37 |     6.19 |     0.73 |      0.43 |
1088|    0 |     165 |      520 |        0 |        0 |       0 |     456 |     473 |  0.79 |     6.89 |     6.78 |     0.73 |      0.41 |
1089|    0 |     166 |      524 |        0 |        0 |       0 |     442 |     463 |  0.82 |     7.21 |     7.36 |     0.74 |      0.44 |
1090|    0 |     167 |      483 |        4 |        0 |       0 |     428 |     439 |  0.74 |     6.31 |     6.25 |     0.73 |      0.42 |
1091|    0 |     168 |      496 |        0 |        0 |       0 |     417 |     433 |  0.85 |     6.96 |     6.84 |     0.74 |      0.42 |
1092|    0 |     169 |      515 |        0 |        0 |       0 |     441 |     452 |  0.84 |     7.37 |     7.6  |     0.74 |      0.43 |
1093|    0 |     170 |      511 |        0 |        0 |       0 |     436 |     456 |  0.74 |     6.43 |     6.42 |     0.72 |      0.45 |
1094|    0 |     171 |      522 |        0 |        0 |       0 |     446 |     462 |  0.85 |     6.91 |     6.91 |     0.74 |      0.4  |
1095|    0 |     172 |      505 |        0 |        0 |       0 |     435 |     454 |  0.86 |     7.82 |     7.75 |     0.75 |      0.4  |
1096|    0 |     173 |      518 |        0 |        0 |       0 |     436 |     455 |  0.82 |     6.65 |     6.59 |     0.73 |      0.43 |
1097|    0 |     174 |      481 |        0 |        0 |       0 |     412 |     423 |  0.87 |     7.65 |     7.68 |     0.75 |      0.39 |
1098|    0 |     175 |      513 |        2 |        0 |       0 |     432 |     452 |  0.8  |     6.5  |     6.97 |     0.73 |      0.41 |
1099|    0 |     176 |      511 |        2 |        0 |       0 |     439 |     456 |  0.9  |     8.06 |     7.97 |     0.74 |      0.4  |
1100|    0 |     177 |      503 |        2 |        0 |       0 |     430 |     443 |  0.78 |     6.37 |     6.34 |     0.74 |      0.44 |
1101|    0 |     178 |      510 |        0 |        0 |       0 |     442 |     456 |  0.82 |     7.18 |     7.03 |     0.74 |      0.42 |
1102|    0 |     179 |      511 |        0 |        0 |       0 |     438 |     450 |  0.84 |     7.63 |     7.57 |     0.73 |      0.43 |
1103|    0 |     180 |      497 |        0 |        0 |       0 |     423 |     440 |  0.88 |     6.86 |     6.75 |     0.74 |      0.43 |
1104|    0 |     181 |      507 |        7 |        0 |       0 |     437 |     455 |  0.91 |     7.12 |     7.22 |     0.74 |      0.39 |
1105|    0 |     182 |      526 |       22 |        0 |       0 |     458 |     479 |  0.85 |     7.11 |     7.09 |     0.74 |      0.41 |
1106|    0 |     183 |      488 |        4 |        0 |       0 |     424 |     436 |  0.79 |     6.41 |     6.39 |     0.73 |      0.43 |
1107|    0 |     184 |      499 |        2 |        0 |       0 |     427 |     437 |  0.89 |     6.82 |     6.79 |     0.75 |      0.41 |
1108|    0 |     185 |      531 |        6 |        0 |       0 |     452 |     468 |  0.89 |     6.82 |     6.72 |     0.74 |      0.4  |
1109|    0 |     186 |      483 |        2 |        0 |       0 |     400 |     426 |  0.9  |     6.94 |     6.81 |     0.73 |      0.43 |
1110|    0 |     187 |      532 |        0 |        0 |       0 |     456 |     471 |  0.81 |     5.94 |     6.09 |     0.74 |      0.41 |
1111|    0 |     188 |      467 |        2 |        0 |       0 |     399 |     419 |  0.87 |     6.61 |     6.62 |     0.73 |      0.41 |
1112|    0 |     189 |      533 |        0 |        0 |       0 |     451 |     469 |  0.92 |     7.84 |     7.8  |     0.75 |      0.4  |
1113|    0 |     190 |      513 |        0 |        0 |       0 |     425 |     448 |  0.92 |     8.18 |     8.21 |     0.74 |      0.42 |
1114|    0 |     191 |      492 |        0 |        0 |       0 |     431 |     446 |  0.97 |     7.01 |     7.13 |     0.74 |      0.42 |
1115|    0 |     192 |      546 |        2 |        0 |       0 |     464 |     486 |  0.91 |     7.17 |     7.11 |     0.75 |      0.43 |
1116|    0 |     193 |      490 |        0 |        0 |       0 |     419 |     431 |  0.87 |     6.53 |     6.45 |     0.75 |      0.4  |
1117|    0 |     194 |      502 |        0 |        0 |       0 |     420 |     443 |  0.88 |     7.04 |     6.77 |     0.75 |      0.4  |
1118|    0 |     195 |      518 |        0 |        0 |       0 |     444 |     464 |  0.99 |     7.89 |     7.76 |     0.76 |      0.42 |
1119|    0 |     196 |      517 |        0 |        0 |       0 |     450 |     465 |  1.01 |     8.42 |     8.42 |     0.75 |      0.41 |
1120|    0 |     197 |      493 |        0 |        0 |       0 |     423 |     438 |  1.02 |     8.38 |     8.29 |     0.75 |      0.42 |
1121|    0 |     198 |      504 |        0 |        0 |       0 |     416 |     445 |  0.85 |     6.65 |     6.54 |     0.74 |      0.44 |
1122|    0 |     199 |      522 |        2 |        0 |       0 |     447 |     467 |  0.94 |     6.93 |     7.13 |     0.75 |      0.42 |
1123|    0 |     200 |      497 |        0 |        0 |       0 |     423 |     439 |  0.97 |     7.77 |     7.68 |     0.75 |      0.4  |
1124|    0 |     201 |      505 |        0 |        0 |       0 |     432 |     452 |  0.93 |     6.15 |     6.12 |     0.75 |      0.4  |
1125|    0 |     202 |      531 |        0 |        0 |       0 |     463 |     480 |  1.01 |     7.61 |     7.5  |     0.76 |      0.39 |
1126|    0 |     203 |      504 |        0 |        0 |       0 |     420 |     435 |  1.03 |     7.86 |     7.78 |     0.75 |      0.39 |
1127|    0 |     204 |      518 |        0 |        0 |       0 |     437 |     461 |  0.99 |     7.43 |     7.46 |     0.75 |      0.42 |
1128|    0 |     205 |      483 |        0 |        0 |       0 |     417 |     435 |  0.96 |     6.92 |     6.66 |     0.75 |      0.39 |
1129|    0 |     206 |      531 |        0 |        0 |       0 |     455 |     477 |  0.95 |     6.58 |     6.41 |     0.76 |      0.4  |
1130|    0 |     207 |      484 |        0 |        0 |       0 |     420 |     433 |  1.02 |     7.69 |     7.46 |     0.76 |      0.39 |
1131|    0 |     208 |      518 |        0 |        0 |       0 |     442 |     460 |  1.03 |     7.51 |     7.29 |     0.76 |      0.41 |
1132|    0 |     209 |      505 |        0 |        0 |       0 |     423 |     439 |  1    |     7.68 |     7.45 |     0.76 |      0.4  |
1133|    0 |     210 |      517 |        0 |        0 |       0 |     437 |     455 |  1.14 |     8.62 |     8.43 |     0.77 |      0.4  |
1134|    0 |     211 |      502 |        0 |        0 |       0 |     431 |     442 |  1.03 |     6.57 |     6.47 |     0.76 |      0.41 |
1135|    0 |     212 |      515 |        0 |        0 |       0 |     443 |     459 |  1.02 |     6.72 |     6.81 |     0.76 |      0.4  |
1136|    0 |     213 |      515 |        0 |        0 |       0 |     437 |     455 |  1.12 |     7.76 |     7.57 |     0.77 |      0.42 |
1137|    0 |     214 |      487 |        0 |        0 |       0 |     409 |     429 |  0.98 |     6.34 |     6.21 |     0.76 |      0.42 |
1138|    0 |     215 |      501 |        0 |        0 |       0 |     434 |     448 |  1.15 |     7.77 |     7.73 |     0.76 |      0.4  |
1139|    0 |     216 |      522 |        0 |        0 |       0 |     447 |     466 |  1.07 |     7.2  |     7.13 |     0.77 |      0.43 |
1140|    0 |     217 |      512 |        0 |        0 |       0 |     442 |     459 |  1.13 |     7.18 |     7.68 |     0.77 |      0.42 |
1141|    0 |     218 |      498 |        0 |        0 |       0 |     417 |     436 |  1.08 |     7.1  |     6.96 |     0.76 |      0.39 |
1142|    0 |     219 |      533 |        0 |        0 |       0 |     467 |     483 |  1.11 |     6.35 |     6.25 |     0.77 |      0.39 |
1143|    0 |     220 |      500 |        0 |        0 |       0 |     414 |     437 |  1.13 |     7.55 |     7.39 |     0.77 |      0.4  |
1144|    0 |     221 |      524 |        0 |        0 |       0 |     454 |     475 |  1.13 |     7    |     6.92 |     0.77 |      0.4  |
1145|    0 |     222 |      493 |        0 |        0 |       0 |     411 |     434 |  1.22 |     8.55 |     8.28 |     0.77 |      0.4  |
1146|    0 |     223 |      511 |        0 |        0 |       0 |     448 |     459 |  1.17 |     7.64 |     7.52 |     0.78 |      0.41 |
1147|    0 |     224 |      514 |        0 |        0 |       0 |     428 |     451 |  1.2  |     7.6  |     7.63 |     0.77 |      0.4  |
1148|    0 |     225 |      504 |        0 |        0 |       0 |     446 |     454 |  1.27 |     6.86 |     6.81 |     0.78 |      0.39 |
1149|    0 |     226 |      503 |        0 |        0 |       0 |     413 |     439 |  1.14 |     6.3  |     6.36 |     0.77 |      0.41 |
1150|    0 |     227 |      495 |        0 |        0 |       0 |     417 |     444 |  1.28 |     7.8  |     7.62 |     0.78 |      0.38 |
1151|    0 |     228 |      525 |        0 |        0 |       0 |     451 |     464 |  1.24 |     8.64 |     8.57 |     0.78 |      0.39 |
1152|    0 |     229 |      506 |        0 |        0 |       0 |     452 |     464 |  1.28 |     8.21 |     8.1  |     0.78 |      0.41 |
1153|    0 |     230 |      510 |        0 |        0 |       0 |     450 |     470 |  1.25 |     7.31 |     7.21 |     0.78 |      0.39 |
1154|    0 |     231 |      515 |        0 |        0 |       0 |     427 |     448 |  1.3  |     7.6  |     7.33 |     0.79 |      0.4  |
1155|    0 |     232 |      498 |        0 |        0 |       0 |     419 |     443 |  1.28 |     7.56 |     7.29 |     0.79 |      0.4  |
1156|    0 |     233 |      507 |        0 |        0 |       0 |     428 |     446 |  1.32 |     7.48 |     7.47 |     0.78 |      0.41 |
1157|    0 |     234 |      509 |        0 |        0 |       0 |     431 |     450 |  1.29 |     8.19 |     8.15 |     0.79 |      0.39 |
1158|    0 |     235 |      535 |        0 |        0 |       0 |     450 |     467 |  1.33 |     7.1  |     7.01 |     0.78 |      0.41 |
1159|    0 |     236 |      499 |        0 |        0 |       0 |     428 |     446 |  1.26 |     6.55 |     6.55 |     0.78 |      0.41 |
1160|    0 |     237 |      493 |        0 |        0 |       0 |     429 |     449 |  1.45 |     9.6  |     9.51 |     0.79 |      0.4  |
1161|    0 |     238 |      496 |        0 |        0 |       0 |     423 |     441 |  1.43 |     8.94 |     8.91 |     0.79 |      0.38 |
1162|    0 |     239 |      506 |        0 |        0 |       0 |     433 |     452 |  1.31 |     5.98 |     5.99 |     0.79 |      0.38 |
1163|    0 |     240 |      534 |        0 |        0 |       0 |     462 |     479 |  1.33 |     8.23 |     8.12 |     0.79 |      0.39 |
1164|    0 |     241 |      526 |        0 |        0 |       0 |     448 |     473 |  1.45 |     9.04 |     8.78 |     0.79 |      0.39 |
1165|    0 |     242 |      486 |        0 |        0 |       0 |     411 |     429 |  1.33 |     7.98 |     7.8  |     0.79 |      0.39 |
1166|    0 |     243 |      505 |        0 |        0 |       0 |     432 |     453 |  1.46 |     8.65 |     8.62 |     0.8  |      0.38 |
1167|    0 |     244 |      532 |        0 |        0 |       0 |     445 |     458 |  1.36 |     7.52 |     7.33 |     0.79 |      0.4  |
1168|    0 |     245 |      491 |        0 |        0 |       0 |     426 |     438 |  1.44 |     6.72 |     6.74 |     0.8  |      0.38 |
1169|    0 |     246 |      534 |        0 |        0 |       0 |     443 |     465 |  1.38 |     7.14 |     7.08 |     0.79 |      0.4  |
1170|    0 |     247 |      495 |        0 |        0 |       0 |     411 |     433 |  1.4  |     8.29 |     8.19 |     0.79 |      0.39 |
1171|    0 |     248 |      514 |        0 |        0 |       0 |     438 |     450 |  1.36 |     7.98 |     7.85 |     0.8  |      0.39 |
1172|    0 |     249 |      522 |        0 |        0 |       0 |     439 |     463 |  1.51 |     8.71 |     8.6  |     0.8  |      0.38 |
1173|    0 |     250 |      505 |        0 |        0 |       0 |     434 |     452 |  1.37 |     8.34 |     8.06 |     0.79 |      0.39 |
1174|    0 |     251 |      511 |        0 |        0 |       0 |     437 |     453 |  1.41 |     7.83 |     7.66 |     0.8  |      0.39 |
1175|    0 |     252 |      499 |        0 |        0 |       0 |     417 |     438 |  1.38 |     7.04 |     6.99 |     0.8  |      0.38 |
1176|    0 |     253 |      491 |        0 |        0 |       0 |     415 |     438 |  1.35 |     7.17 |     7.01 |     0.79 |      0.38 |
1177|    0 |     254 |      523 |        0 |        0 |       0 |     449 |     466 |  1.44 |     8.05 |     8.01 |     0.79 |      0.38 |
1178|    0 |     255 |      479 |        0 |        0 |       0 |     407 |     425 |  1.36 |     7.11 |     7.03 |     0.79 |      0.39 |
1179|    0 |     256 |      539 |        0 |        0 |       0 |     445 |     461 |  1.37 |     7.74 |     7.61 |     0.79 |      0.38 |
1180|    0 |     257 |      516 |        0 |        0 |       0 |     442 |     462 |  1.42 |     9.17 |     8.87 |     0.79 |      0.37 |
1181|    0 |     258 |      503 |        0 |        0 |       0 |     432 |     447 |  1.28 |     6.24 |     6.21 |     0.79 |      0.39 |
1182|    0 |     259 |      544 |        0 |        0 |       0 |     461 |     481 |  1.38 |     8.29 |     8.04 |     0.79 |      0.39 |
1183|    0 |     260 |      492 |        0 |        0 |       0 |     417 |     438 |  1.33 |     7.53 |     7.43 |     0.78 |      0.41 |
1184|    0 |     261 |      484 |        0 |        0 |       0 |     419 |     441 |  1.34 |     7.69 |     7.65 |     0.79 |      0.39 |
1185|    0 |     262 |      515 |        0 |        0 |       0 |     429 |     446 |  1.27 |     6.56 |     6.45 |     0.79 |      0.39 |
1186|    0 |     263 |      522 |        0 |        0 |       0 |     436 |     453 |  1.27 |     6.96 |     6.78 |     0.78 |      0.39 |
1187|    0 |     264 |      487 |        0 |        0 |       0 |     399 |     425 |  1.3  |     8.88 |     8.73 |     0.78 |      0.39 |
1188|    0 |     265 |      509 |        0 |        0 |       0 |     443 |     461 |  1.16 |     7.6  |     7.64 |     0.78 |      0.39 |
1189|    0 |     266 |      511 |        0 |        0 |       0 |     439 |     457 |  1.35 |     7.61 |     7.39 |     0.79 |      0.39 |
1190|    0 |     267 |      510 |        0 |        0 |       0 |     439 |     460 |  1.33 |     7.77 |     7.82 |     0.79 |      0.37 |
1191|    0 |     268 |      557 |        0 |        0 |       0 |     481 |     497 |  1.27 |     9.26 |     9.01 |     0.78 |      0.38 |
1192|    0 |     269 |      498 |        0 |        0 |       0 |     412 |     433 |  1.24 |     8.45 |     8.13 |     0.78 |      0.4  |
1193|    0 |     270 |      515 |        0 |        0 |       0 |     437 |     453 |  1.3  |     7.9  |     7.78 |     0.79 |      0.39 |
1194|    0 |     271 |      516 |        0 |        0 |       0 |     444 |     464 |  1.07 |     6.64 |     6.5  |     0.78 |      0.4  |
1195|    0 |     272 |      503 |        0 |        0 |       0 |     429 |     448 |  1.16 |     8.3  |     8.15 |     0.78 |      0.39 |
1196|    0 |     273 |      472 |        0 |        0 |       0 |     401 |     422 |  1.13 |     7.71 |     7.51 |     0.77 |      0.41 |
1197|    0 |     274 |      539 |        0 |        0 |       0 |     461 |     474 |  1.24 |     8.99 |     8.98 |     0.78 |      0.4  |
1198|    0 |     275 |      487 |        0 |        0 |       0 |     407 |     432 |  1.21 |     9.11 |     8.78 |     0.78 |      0.39 |
1199|    0 |     276 |      510 |        0 |        0 |       0 |     432 |     454 |  1.1  |     7.58 |     7.34 |     0.76 |      0.39 |
1200|    0 |     277 |      521 |        0 |        0 |       0 |     452 |     465 |  1.08 |     7.52 |     7.36 |     0.76 |      0.41 |
1201|    0 |     278 |      493 |        0 |        0 |       0 |     399 |     421 |  1.06 |     7.72 |     7.61 |     0.77 |      0.42 |
1202|    0 |     279 |      540 |        0 |        0 |       0 |     468 |     486 |  1.09 |     7.36 |     7.24 |     0.76 |      0.39 |
1203|    0 |     280 |      503 |        0 |        0 |       0 |     435 |     447 |  1.24 |     8.78 |     8.71 |     0.78 |      0.39 |
1204|    0 |     281 |      486 |        0 |        0 |       0 |     430 |     445 |  1.02 |     7.22 |     7.23 |     0.76 |      0.41 |
1205|    0 |     282 |      514 |        0 |        0 |       0 |     436 |     451 |  1.02 |     7.75 |     7.56 |     0.76 |      0.4  |
1206|    0 |     283 |      509 |        0 |        0 |       0 |     426 |     447 |  1.05 |     7.14 |     7.03 |     0.76 |      0.41 |
1207|    0 |     284 |      522 |        0 |        0 |       0 |     461 |     473 |  1.06 |     6.56 |     6.63 |     0.76 |      0.4  |
1208|    0 |     285 |      500 |        0 |        0 |       0 |     424 |     441 |  1.11 |     7.37 |     7.34 |     0.77 |      0.4  |
1209|    0 |     286 |      505 |        0 |        0 |       0 |     428 |     445 |  1.01 |     6.49 |     6.34 |     0.76 |      0.4  |
1210|    0 |     287 |      525 |        0 |        0 |       0 |     444 |     463 |  0.97 |     7.73 |     7.6  |     0.75 |      0.42 |
1211|    0 |     288 |      495 |        0 |        0 |       0 |     416 |     437 |  0.95 |     6.38 |     6.38 |     0.75 |      0.41 |
1212|    0 |     289 |      523 |        0 |        0 |       0 |     451 |     465 |  0.98 |     7.76 |     7.59 |     0.75 |      0.41 |
1213|    0 |     290 |      495 |        0 |        0 |       0 |     426 |     438 |  1.07 |     7.72 |     7.68 |     0.77 |      0.38 |
1214|    0 |     291 |      536 |        0 |        0 |       0 |     464 |     489 |  1.04 |     8.22 |     8.29 |     0.76 |      0.39 |
1215|    0 |     292 |      493 |        0 |        0 |       0 |     412 |     435 |  0.94 |     7.92 |     7.89 |     0.74 |      0.43 |
1216|    0 |     293 |      517 |        0 |        0 |       0 |     439 |     461 |  0.98 |     7.36 |     7.25 |     0.75 |      0.39 |
1217|    0 |     294 |      501 |        0 |        0 |       0 |     419 |     439 |  0.95 |     6.78 |     6.62 |     0.76 |      0.4  |
1218|    0 |     295 |      511 |        0 |        0 |       0 |     428 |     446 |  0.94 |     7.23 |     7.04 |     0.75 |      0.41 |
1219|    0 |     296 |      486 |        0 |        0 |       0 |     419 |     437 |  0.97 |     8.03 |     7.74 |     0.74 |      0.41 |
1220|    0 |     297 |      533 |        0 |        0 |       0 |     439 |     464 |  0.91 |     6.7  |     6.53 |     0.75 |      0.4  |
1221|    0 |     298 |      508 |        0 |        0 |       0 |     422 |     443 |  0.99 |     8.03 |     7.79 |     0.75 |      0.39 |
1222|    0 |     299 |      519 |        0 |        0 |       0 |     447 |     464 |  0.94 |     8.62 |     8.39 |     0.75 |      0.4  |
1223|    0 |     300 |      475 |        0 |        0 |       0 |     396 |     411 |  0.92 |     8.62 |     8.49 |     0.75 |      0.4  |
1224|    0 |     301 |      541 |        0 |        0 |       0 |     471 |     484 |  0.94 |     7.94 |     7.79 |     0.75 |      0.39 |
1225|    0 |     302 |      515 |        0 |        0 |       0 |     433 |     451 |  0.81 |     6.59 |     6.4  |     0.74 |      0.41 |
1226|    0 |     303 |      530 |        0 |        0 |       0 |     455 |     468 |  0.96 |     8.21 |     8.08 |     0.74 |      0.42 |
1227|    0 |     304 |      476 |        0 |        0 |       0 |     397 |     410 |  0.88 |     6.97 |     7.07 |     0.73 |      0.42 |
1228|    0 |     305 |      536 |        0 |        0 |       0 |     448 |     463 |  0.93 |     6.63 |     6.57 |     0.74 |      0.43 |
1229|    0 |     306 |      494 |        0 |        0 |       0 |     424 |     440 |  0.84 |     6.53 |     6.45 |     0.74 |      0.43 |
1230|    0 |     307 |      502 |        0 |        0 |       0 |     439 |     453 |  0.88 |     6.97 |     6.88 |     0.74 |      0.4  |
1231|    0 |     308 |      498 |        0 |        0 |       0 |     424 |     440 |  0.92 |     7.76 |     7.61 |     0.74 |      0.42 |
1232|    0 |     309 |      541 |        0 |        0 |       0 |     454 |     468 |  0.83 |     7.05 |     7.02 |     0.73 |      0.42 |
1233|    0 |     310 |      508 |        0 |        0 |       0 |     433 |     454 |  0.86 |     6.84 |     6.69 |     0.73 |      0.41 |
1234|    0 |     311 |      484 |        0 |        0 |       0 |     406 |     426 |  0.88 |     8.21 |     7.98 |     0.73 |      0.43 |
1235|    0 |     312 |      508 |        0 |        0 |       0 |     450 |     470 |  0.85 |     7.15 |     6.85 |     0.73 |      0.4  |
1236|    0 |     313 |      523 |        0 |        0 |       0 |     435 |     454 |  0.9  |     8.06 |     7.83 |     0.74 |      0.42 |
1237|    0 |     314 |      509 |        0 |        0 |       0 |     441 |     457 |  0.85 |     7.51 |     7.35 |     0.74 |      0.41 |
1238|    0 |     315 |      524 |        0 |        0 |       0 |     439 |     462 |  0.78 |     6.07 |     6.11 |     0.72 |      0.43 |
1239|    0 |     316 |      509 |        0 |        0 |       0 |     438 |     456 |  0.77 |     7.84 |     7.57 |     0.72 |      0.42 |
1240|    0 |     317 |      495 |        0 |        0 |       0 |     424 |     442 |  0.85 |     7.01 |     6.92 |     0.73 |      0.41 |
1241|    0 |     318 |      472 |        0 |        0 |       0 |     401 |     415 |  0.92 |     8.64 |     8.46 |     0.73 |      0.4  |
1242|    0 |     319 |      548 |        0 |        0 |       0 |     465 |     490 |  0.81 |     7.2  |     7.05 |     0.73 |      0.41 |
1243|    0 |     320 |      495 |        0 |        0 |       0 |     434 |     446 |  0.81 |     6.64 |     6.53 |     0.73 |      0.42 |
1244|    0 |     321 |      519 |        0 |        0 |       0 |     438 |     459 |  0.82 |     6.93 |     6.74 |     0.73 |      0.44 |
1245|    0 |     322 |      498 |        0 |        0 |       0 |     424 |     443 |  0.78 |     7.17 |     7.02 |     0.72 |      0.45 |
1246|    0 |     323 |      535 |        0 |        0 |       0 |     445 |     468 |  0.72 |     5.91 |     5.82 |     0.72 |      0.47 |
1247|    0 |     324 |      482 |        0 |        0 |       0 |     413 |     431 |  0.88 |     8.75 |     8.47 |     0.74 |      0.42 |
1248|    0 |     325 |      528 |        0 |        0 |       0 |     449 |     467 |  0.88 |     8.04 |     7.88 |     0.74 |      0.41 |
1249|    0 |     326 |      503 |        0 |        0 |       0 |     430 |     450 |  0.81 |     7.57 |     7.48 |     0.72 |      0.44 |
1250|    0 |     327 |      489 |        0 |        0 |       0 |     411 |     428 |  0.79 |     7.53 |     7.3  |     0.72 |      0.43 |
1251|    0 |     328 |      533 |        0 |        0 |       0 |     459 |     475 |  0.75 |     7.12 |     7.03 |     0.72 |      0.42 |
1252|    0 |     329 |      516 |        0 |        0 |       0 |     430 |     451 |  0.75 |     6.7  |     6.56 |     0.71 |      0.44 |
1253|    0 |     330 |      530 |        0 |        0 |       0 |     455 |     475 |  0.83 |     7.21 |     7.22 |     0.73 |      0.45 |
1254|    0 |     331 |      495 |        0 |        0 |       0 |     420 |     442 |  0.8  |     7.51 |     7.46 |     0.72 |      0.44 |
1255|    0 |     332 |      493 |        0 |        0 |       0 |     417 |     435 |  0.76 |     6.15 |     6.15 |     0.72 |      0.43 |
1256|    0 |     333 |      498 |        0 |        0 |       0 |     424 |     444 |  0.76 |     6.93 |     6.85 |     0.72 |      0.43 |
1257|    0 |     334 |      513 |        0 |        0 |       0 |     451 |     467 |  0.8  |     7.51 |     7.32 |     0.72 |      0.45 |
1258|    0 |     335 |      502 |        0 |        0 |       0 |     413 |     427 |  0.72 |     6.94 |     6.9  |     0.71 |      0.44 |
1259|    0 |     336 |      531 |        0 |        0 |       0 |     457 |     471 |  0.67 |     5.65 |     5.51 |     0.71 |      0.46 |
1260|    0 |     337 |      518 |        0 |        0 |       0 |     426 |     451 |  0.8  |     7.6  |     7.36 |     0.72 |      0.45 |
1261|    0 |     338 |      498 |        0 |        0 |       0 |     427 |     448 |  0.75 |     6.76 |     6.54 |     0.72 |      0.41 |
1262|    0 |     339 |      522 |        0 |        0 |       0 |     429 |     456 |  0.78 |     7.51 |     7.18 |     0.72 |      0.45 |
1263|    0 |     340 |      485 |        0 |        0 |       0 |     419 |     435 |  0.79 |     7.19 |     7.19 |     0.72 |      0.42 |
1264|    0 |     341 |      523 |        0 |        0 |       0 |     447 |     471 |  0.79 |     7.12 |     7.1  |     0.73 |      0.4  |
1265|    0 |     342 |      490 |        0 |        0 |       0 |     424 |     449 |  0.71 |     5.88 |     5.91 |     0.71 |      0.47 |
1266|    0 |     343 |      532 |        0 |        0 |       0 |     450 |     471 |  0.7  |     6.13 |     5.93 |     0.72 |      0.42 |
1267|    0 |     344 |      497 |        0 |        0 |       0 |     423 |     444 |  0.7  |     6.09 |     6.05 |     0.71 |      0.45 |
1268|    0 |     345 |      519 |        0 |        0 |       0 |     450 |     467 |  0.8  |     7.29 |     7.26 |     0.72 |      0.44 |
1269|    0 |     346 |      488 |        0 |        0 |       0 |     406 |     420 |  0.69 |     6.22 |     6.08 |     0.7  |      0.47 |
1270|    0 |     347 |      537 |        0 |        0 |       0 |     450 |     465 |  0.74 |     6.51 |     6.46 |     0.71 |      0.43 |
1271|    0 |     348 |      492 |        0 |        0 |       0 |     420 |     436 |  0.77 |     7.54 |     7.39 |     0.73 |      0.41 |
1272|    0 |     349 |      509 |        0 |        0 |       0 |     430 |     457 |  0.73 |     6.92 |     6.7  |     0.72 |      0.42 |
1273|    0 |     350 |      514 |        0 |        0 |       0 |     416 |     442 |  0.67 |     6.74 |     6.54 |     0.71 |      0.47 |
1274|    0 |     351 |      525 |        0 |        0 |       0 |     458 |     476 |  0.78 |     6.98 |     6.89 |     0.72 |      0.44 |
1275|    0 |     352 |      505 |        0 |        0 |       0 |     429 |     444 |  0.75 |     7.12 |     6.99 |     0.72 |      0.44 |
1276|    0 |     353 |      477 |        0 |        0 |       0 |     404 |     419 |  0.7  |     6.36 |     6.55 |     0.71 |      0.44 |
1277|    0 |     354 |      516 |        0 |        0 |       0 |     450 |     469 |  0.74 |     7.63 |     7.4  |     0.72 |      0.44 |
1278|    0 |     355 |      530 |        0 |        0 |       0 |     451 |     473 |  0.66 |     5.61 |     5.71 |     0.71 |      0.46 |
1279|    0 |     356 |      511 |        2 |        0 |       0 |     442 |     466 |  0.71 |     6.76 |     6.69 |     0.71 |      0.44 |
1280|    0 |     357 |      499 |        2 |        0 |       0 |     417 |     439 |  0.73 |     7.34 |     7.07 |     0.72 |      0.42 |
1281|    0 |     358 |      543 |        0 |        0 |       0 |     463 |     487 |  0.66 |     5.94 |     5.73 |     0.7  |      0.44 |
1282|    0 |     359 |      472 |        0 |        0 |       0 |     403 |     416 |  0.72 |     6.48 |     6.42 |     0.71 |      0.48 |
1283|    0 |     360 |      489 |        4 |        0 |       0 |     423 |     436 |  0.75 |     7.77 |     7.67 |     0.73 |      0.41 |
1284|    0 |     361 |      536 |       17 |        0 |       0 |     468 |     489 |  0.77 |     8.47 |     8.86 |     0.72 |      0.43 |
1285|    0 |     362 |      478 |       15 |        0 |       0 |     412 |     428 |  0.75 |     6.49 |     6.55 |     0.72 |      0.44 |
1286|    0 |     363 |      488 |       20 |        0 |       0 |     430 |     448 |  0.69 |     6.74 |     6.8  |     0.7  |      0.46 |
1287|    0 |     364 |      510 |        0 |        0 |       0 |     442 |     458 |  0.66 |     5.98 |     5.83 |     0.72 |      0.43 |
1288|    0 |     365 |      512 |        0 |        0 |       0 |     446 |     459 |  0.72 |     7.67 |     7.49 |     0.73 |      0.42 |
1289|    0 |     366 |      516 |        0 |        0 |       0 |     420 |     442 |  0.66 |     6.36 |     6.19 |     0.7  |      0.42 |
1290|    0 |     367 |      542 |        2 |        0 |       0 |     468 |     483 |  0.73 |     7.81 |     7.7  |     0.71 |      0.45 |
1291|    0 |     368 |      540 |        0 |        0 |       0 |     470 |     479 |  0.69 |     8.05 |     8    |     0.71 |      0.42 |
1292|    0 |     369 |      521 |        2 |        0 |       0 |     440 |     457 |  0.64 |     6.5  |     6.47 |     0.7  |      0.45 |
1293|    0 |     370 |      473 |        0 |        0 |       0 |     407 |     420 |  0.7  |     7.57 |     7.43 |     0.72 |      0.45 |
1294|    0 |     371 |      460 |        0 |        0 |       0 |     397 |     413 |  0.69 |     5.87 |     5.72 |     0.71 |      0.46 |
1295|    0 |     372 |      524 |        0 |        0 |       0 |     445 |     458 |  0.76 |     7.72 |     7.58 |     0.72 |      0.43 |
1296|    0 |     373 |      503 |        0 |        0 |       0 |     437 |     449 |  0.72 |     7.12 |     6.99 |     0.72 |      0.41 |
1297|    0 |     374 |      507 |        2 |        0 |       0 |     431 |     449 |  0.76 |     8.32 |     8.29 |     0.71 |      0.45 |
1298|    0 |     375 |      500 |        0 |        0 |       0 |     433 |     450 |  0.69 |     6.31 |     6.36 |     0.71 |      0.44 |
1299|    0 |     376 |      508 |        0 |        0 |       0 |     423 |     448 |  0.69 |     6.24 |     6.09 |     0.71 |      0.44 |
1300|    0 |     377 |      525 |        0 |        0 |       0 |     446 |     462 |  0.59 |     5.65 |     5.52 |     0.7  |      0.45 |
1301|    0 |     378 |      513 |        0 |        0 |       0 |     433 |     449 |  0.69 |     6.3  |     6.39 |     0.7  |      0.44 |
1302|    0 |     379 |      513 |        0 |        0 |       0 |     425 |     448 |  0.68 |     5.61 |     5.56 |     0.71 |      0.45 |
1303|    0 |     380 |      535 |        0 |        0 |       0 |     460 |     479 |  0.69 |     6.59 |     6.42 |     0.71 |      0.42 |
1304|    0 |     381 |      526 |        2 |        0 |       0 |     439 |     458 |  0.69 |     7.36 |     7.2  |     0.71 |      0.46 |
1305|    0 |     382 |      520 |        0 |        0 |       0 |     427 |     451 |  0.75 |     7.17 |     7.11 |     0.71 |      0.43 |
1306|    0 |     383 |      490 |        0 |        0 |       0 |     419 |     435 |  0.64 |     6.75 |     6.61 |     0.71 |      0.41 |
1307|    0 |     384 |      501 |        0 |        0 |       0 |     420 |     436 |  0.64 |     6.1  |     5.96 |     0.71 |      0.42 |
1308|    0 |     385 |      501 |        0 |        0 |       0 |     438 |     449 |  0.65 |     6.3  |     6.4  |     0.7  |      0.47 |
1309|    0 |     386 |      497 |        0 |        0 |       0 |     428 |     451 |  0.68 |     7.65 |     7.46 |     0.71 |      0.46 |
1310|    0 |     387 |      525 |        0 |        0 |       0 |     462 |     473 |  0.73 |     7.09 |     7.04 |     0.72 |      0.44 |
1311|    0 |     388 |      499 |        0 |        0 |       0 |     431 |     443 |  0.69 |     7.2  |     7.1  |     0.71 |      0.43 |
1312|    0 |     389 |      528 |        0 |        0 |       0 |     440 |     468 |  0.73 |     8.27 |     8.09 |     0.7  |      0.45 |
1313|    0 |     390 |      488 |        0 |        0 |       0 |     421 |     436 |  0.69 |     6.73 |     6.62 |     0.71 |      0.45 |
1314|    0 |     391 |      526 |        0 |        0 |       0 |     438 |     467 |  0.68 |     6.8  |     6.63 |     0.71 |      0.43 |
1315|    0 |     392 |      522 |        0 |        0 |       0 |     444 |     459 |  0.7  |     6.69 |     6.55 |     0.71 |      0.47 |
1316|    0 |     393 |      490 |        2 |        0 |       0 |     419 |     440 |  0.67 |     6.47 |     6.36 |     0.71 |      0.46 |
1317|    0 |     394 |      541 |        0 |        0 |       0 |     464 |     472 |  0.63 |     6.1  |     6.01 |     0.71 |      0.46 |
1318|    0 |     395 |      496 |        0 |        0 |       0 |     429 |     445 |  0.66 |     6.48 |     6.29 |     0.71 |      0.45 |
1319|    0 |     396 |      496 |        0 |        0 |       0 |     418 |     432 |  0.62 |     6.07 |     5.87 |     0.71 |      0.45 |
1320|    0 |     397 |      523 |        0 |        0 |       0 |     459 |     473 |  0.64 |     5.92 |     5.81 |     0.7  |      0.44 |
1321|    0 |     398 |      497 |        0 |        0 |       0 |     406 |     430 |  0.66 |     6.43 |     6.3  |     0.71 |      0.44 |
1322|    0 |     399 |      506 |        0 |        0 |       0 |     424 |     444 |  0.65 |     6.78 |     6.6  |     0.72 |      0.45 |
1323|    0 |     400 |      519 |        0 |        0 |       0 |     443 |     463 |  0.71 |     7.08 |     6.91 |     0.72 |      0.44 |
1324|    0 |     401 |      502 |        0 |        0 |       0 |     430 |     448 |  0.7  |     6.84 |     6.69 |     0.71 |      0.42 |
1325|    0 |     402 |      504 |        0 |        0 |       0 |     425 |     443 |  0.69 |     6.98 |     6.87 |     0.72 |      0.44 |
1326|    0 |     403 |      504 |        0 |        0 |       0 |     437 |     454 |  0.65 |     6.23 |     6.24 |     0.71 |      0.45 |
1327|    0 |     404 |      509 |        0 |        0 |       0 |     438 |     454 |  0.71 |     7.8  |     7.64 |     0.72 |      0.42 |
1328|    0 |     405 |      518 |        0 |        0 |       0 |     446 |     458 |  0.65 |     6.56 |     6.47 |     0.71 |      0.43 |
1329|    0 |     406 |      492 |        0 |        0 |       0 |     413 |     430 |  0.68 |     6.74 |     6.68 |     0.7  |      0.44 |
1330|    0 |     407 |      530 |        0 |        0 |       0 |     454 |     475 |  0.67 |     6.41 |     6.29 |     0.7  |      0.44 |
1331|    0 |     408 |      488 |        0 |        0 |       0 |     410 |     424 |  0.72 |     7.22 |     7.17 |     0.72 |      0.43 |
1332|    0 |     409 |      541 |        0 |        0 |       0 |     460 |     479 |  0.63 |     6.59 |     6.5  |     0.7  |      0.48 |
1333|    0 |     410 |      481 |        0 |        0 |       0 |     406 |     423 |  0.7  |     6.42 |     6.43 |     0.73 |      0.4  |
1334|    0 |     411 |      540 |        0 |        0 |       0 |     461 |     479 |  0.62 |     6.63 |     6.62 |     0.69 |      0.46 |
1335|    0 |     412 |      478 |        0 |        0 |       0 |     409 |     425 |  0.66 |     6.58 |     6.59 |     0.72 |      0.41 |
1336|    0 |     413 |      542 |        0 |        0 |       0 |     456 |     475 |  0.67 |     7.23 |     7.08 |     0.7  |      0.46 |
1337|    0 |     414 |      494 |        0 |        0 |       0 |     426 |     440 |  0.68 |     7.07 |     7.12 |     0.72 |      0.41 |
1338|    0 |     415 |      522 |        0 |        0 |       0 |     446 |     472 |  0.65 |     5.69 |     5.48 |     0.71 |      0.44 |
1339|    0 |     416 |      494 |        0 |        0 |       0 |     412 |     434 |  0.72 |     6.74 |     6.72 |     0.72 |      0.43 |
1340|    0 |     417 |      530 |        0 |        0 |       0 |     450 |     466 |  0.63 |     5.9  |     5.81 |     0.7  |      0.49 |
1341|    0 |     418 |      500 |        0 |        0 |       0 |     434 |     454 |  0.7  |     6.7  |     6.83 |     0.73 |      0.42 |
1342|    0 |     419 |      534 |        0 |        0 |       0 |     454 |     471 |  0.62 |     6.16 |     6.04 |     0.69 |      0.47 |
1343|    0 |     420 |      484 |        0 |        0 |       0 |     413 |     428 |  0.71 |     7.15 |     7.27 |     0.72 |      0.42 |
1344|    0 |     421 |      535 |        0 |        0 |       0 |     450 |     479 |  0.63 |     5.81 |     5.59 |     0.7  |      0.46 |
1345|    0 |     422 |      495 |        0 |        0 |       0 |     420 |     436 |  0.68 |     6.51 |     6.39 |     0.72 |      0.43 |
1346|    0 |     423 |      509 |        0 |        0 |       0 |     427 |     442 |  0.7  |     6.67 |     6.62 |     0.7  |      0.45 |
1347|    0 |     424 |      518 |        0 |        0 |       0 |     437 |     459 |  0.66 |     7.27 |     7.02 |     0.72 |      0.44 |
1348|    0 |     425 |      491 |        0 |        0 |       0 |     424 |     441 |  0.69 |     6.96 |     6.87 |     0.72 |      0.46 |
1349|    0 |     426 |      530 |        0 |        0 |       0 |     461 |     477 |  0.67 |     6.71 |     6.64 |     0.72 |      0.44 |
1350|    0 |     427 |      503 |        0 |        0 |       0 |     434 |     455 |  0.69 |     6.85 |     6.83 |     0.71 |      0.46 |
1351|    0 |     428 |      499 |        0 |        0 |       0 |     417 |     441 |  0.63 |     6.3  |     6.09 |     0.71 |      0.44 |
1352|    0 |     429 |      501 |        0 |        0 |       0 |     420 |     442 |  0.69 |     6.58 |     6.52 |     0.71 |      0.44 |
1353|    0 |     430 |      506 |        0 |        0 |       0 |     436 |     457 |  0.66 |     5.9  |     5.86 |     0.71 |      0.45 |
1354|    0 |     431 |      531 |        0 |        0 |       0 |     449 |     472 |  0.73 |     8.81 |     8.51 |     0.73 |      0.43 |
1355|    0 |     432 |      480 |        0 |        0 |       0 |     419 |     433 |  0.61 |     6.04 |     5.93 |     0.71 |      0.43 |
1356|    0 |     433 |      525 |        0 |        0 |       0 |     450 |     466 |  0.67 |     6.37 |     6.27 |     0.72 |      0.44 |
1357|    0 |     434 |      522 |        0 |        0 |       0 |     435 |     453 |  0.65 |     6.1  |     6.22 |     0.71 |      0.44 |
1358|    0 |     435 |      487 |        0 |        0 |       0 |     422 |     435 |  0.62 |     5.54 |     5.5  |     0.7  |      0.46 |
1359|    0 |     436 |      521 |        0 |        0 |       0 |     450 |     465 |  0.65 |     6.68 |     6.51 |     0.72 |      0.45 |
1360|    0 |     437 |      497 |        0 |        0 |       0 |     414 |     434 |  0.67 |     6.6  |     6.43 |     0.72 |      0.44 |
1361|    0 |     438 |      521 |        0 |        0 |       0 |     435 |     452 |  0.65 |     6.52 |     6.28 |     0.71 |      0.43 |
1362|    0 |     439 |      528 |        0 |        0 |       0 |     458 |     480 |  0.67 |     6.59 |     6.6  |     0.7  |      0.44 |
1363|    0 |     440 |      504 |        0 |        0 |       0 |     434 |     451 |  0.7  |     7.03 |     6.9  |     0.72 |      0.42 |
1364|    0 |     441 |      511 |        0 |        0 |       0 |     431 |     452 |  0.69 |     6.78 |     6.89 |     0.71 |      0.47 |
1365|    0 |     442 |      507 |        0 |        0 |       0 |     429 |     450 |  0.68 |     6.61 |     6.41 |     0.71 |      0.41 |
1366|    0 |     443 |      507 |        0 |        0 |       0 |     420 |     440 |  0.72 |     6.4  |     6.5  |     0.73 |      0.41 |
1367|    0 |     444 |      514 |        0 |        0 |       0 |     428 |     444 |  0.66 |     6.7  |     6.59 |     0.72 |      0.45 |
1368|    0 |     445 |      487 |        0 |        0 |       0 |     406 |     423 |  0.64 |     6.71 |     6.63 |     0.72 |      0.43 |
1369|    0 |     446 |      511 |        0 |        0 |       0 |     436 |     456 |  0.64 |     6.08 |     5.95 |     0.72 |      0.42 |
1370|    0 |     447 |      480 |        0 |        0 |       0 |     407 |     429 |  0.61 |     6.05 |     5.83 |     0.71 |      0.44 |
1371|    0 |     448 |      548 |        0 |        0 |       0 |     472 |     493 |  0.75 |     8.12 |     7.95 |     0.73 |      0.43 |
1372|    0 |     449 |      499 |        0 |        0 |       0 |     423 |     442 |  0.67 |     5.88 |     6.01 |     0.72 |      0.44 |
1373|    0 |     450 |      495 |        0 |        0 |       0 |     422 |     440 |  0.72 |     6.95 |     6.82 |     0.72 |      0.41 |
1374|    0 |     451 |      537 |        0 |        0 |       0 |     456 |     478 |  0.64 |     6.12 |     6.31 |     0.71 |      0.43 |
1375|    0 |     452 |      526 |        0 |        0 |       0 |     454 |     474 |  0.69 |     7.21 |     7.04 |     0.72 |      0.41 |
1376|    0 |     453 |      522 |        0 |        0 |       0 |     441 |     462 |  0.58 |     5.28 |     5.29 |     0.7  |      0.44 |
1377|    0 |     454 |      503 |        0 |        0 |       0 |     436 |     453 |  0.61 |     5.68 |     5.55 |     0.72 |      0.44 |
1378|    0 |     455 |      517 |        0 |        0 |       0 |     435 |     458 |  0.69 |     6.24 |     6.16 |     0.72 |      0.42 |
1379|    0 |     456 |      516 |        0 |        0 |       0 |     432 |     459 |  0.67 |     6.12 |     6.09 |     0.71 |      0.44 |
1380|    0 |     457 |      463 |        0 |        0 |       0 |     397 |     415 |  0.72 |     7.19 |     7.19 |     0.73 |      0.41 |
1381|    0 |     458 |      539 |        0 |        0 |       0 |     459 |     478 |  0.71 |     7.03 |     7.07 |     0.73 |      0.43 |
1382|    0 |     459 |      471 |        0 |        0 |       0 |     400 |     424 |  0.67 |     6.38 |     6.31 |     0.71 |      0.44 |
1383|    0 |     460 |      468 |        0 |        0 |       0 |     400 |     420 |  0.68 |     6.55 |     6.94 |     0.71 |      0.46 |
1384|    0 |     461 |      509 |        0 |        0 |       0 |     436 |     454 |  0.63 |     6.01 |     5.8  |     0.71 |      0.43 |
1385|    0 |     462 |      545 |        0 |        0 |       0 |     454 |     475 |  0.71 |     6.17 |     6.29 |     0.72 |      0.41 |
1386|    0 |     463 |      544 |        0 |        0 |       0 |     468 |     486 |  0.67 |     6.87 |     6.84 |     0.71 |      0.45 |
1387|    0 |     464 |      526 |        0 |        0 |       0 |     444 |     464 |  0.65 |     6.15 |     6.08 |     0.71 |      0.42 |
1388|    0 |     465 |      515 |        0 |        0 |       0 |     447 |     463 |  0.7  |     6.68 |     6.7  |     0.72 |      0.44 |
1389|    0 |     466 |      513 |        0 |        0 |       0 |     444 |     459 |  0.67 |     7.41 |     7.27 |     0.71 |      0.42 |
1390|    0 |     467 |      521 |        0 |        0 |       0 |     436 |     457 |  0.64 |     6.14 |     6.43 |     0.71 |      0.44 |
1391|    0 |     468 |      455 |        0 |        0 |       0 |     381 |     399 |  0.72 |     7.15 |     6.95 |     0.72 |      0.43 |
1392|    0 |     469 |      560 |        0 |        0 |       0 |     481 |     500 |  0.72 |     6.43 |     6.42 |     0.73 |      0.42 |
1393|    0 |     470 |      489 |        0 |        0 |       0 |     419 |     431 |  0.76 |     7.47 |     7.58 |     0.73 |      0.42 |
1394|    0 |     471 |      448 |        0 |        0 |       0 |     386 |     402 |  0.68 |     5.78 |     5.87 |     0.72 |      0.41 |
1395|    0 |     472 |      507 |        0 |        0 |       0 |     421 |     436 |  0.64 |     6.17 |     6.13 |     0.7  |      0.42 |
1396|    0 |     473 |      579 |        0 |        0 |       0 |     499 |     516 |  0.67 |     6.75 |     6.58 |     0.72 |      0.42 |
1397|    0 |     474 |      497 |        0 |        0 |       0 |     431 |     447 |  0.64 |     5.41 |     5.36 |     0.72 |      0.42 |
1398|    0 |     475 |      535 |        0 |        0 |       0 |     458 |     473 |  0.65 |     6.39 |     6.23 |     0.71 |      0.42 |
1399|    0 |     476 |      499 |        0 |        0 |       0 |     408 |     429 |  0.68 |     6.67 |     6.56 |     0.72 |      0.46 |
1400|    0 |     477 |      504 |        0 |        0 |       0 |     422 |     437 |  0.71 |     6.61 |     6.52 |     0.72 |      0.43 |
1401|    0 |     478 |      501 |        0 |        0 |       0 |     429 |     450 |  0.71 |     7.09 |     7.09 |     0.73 |      0.42 |
1402|    0 |     479 |      522 |        0 |        0 |       0 |     453 |     472 |  0.76 |     7.15 |     7.22 |     0.72 |      0.43 |
1403|    0 |     480 |      464 |        0 |        0 |       0 |     402 |     418 |  0.71 |     6.36 |     6.26 |     0.72 |      0.44 |
1404|    0 |     481 |      497 |        0 |        0 |       0 |     425 |     449 |  0.64 |     5.49 |     5.52 |     0.7  |      0.44 |
1405|    0 |     482 |      560 |        0 |        0 |       0 |     479 |     498 |  0.73 |     6.14 |     6.14 |     0.72 |      0.45 |
1406|    0 |     483 |      510 |        0 |        0 |       0 |     419 |     438 |  0.67 |     5.43 |     5.42 |     0.71 |      0.44 |
1407|    0 |     484 |      515 |        0 |        0 |       0 |     445 |     464 |  0.68 |     6.56 |     6.41 |     0.71 |      0.45 |
1408|    0 |     485 |      514 |        0 |        0 |       0 |     432 |     454 |  0.75 |     6.78 |     6.66 |     0.72 |      0.42 |
1409|    0 |     486 |      505 |        0 |        0 |       0 |     435 |     451 |  0.69 |     6.27 |     6.22 |     0.73 |      0.41 |
1410|    0 |     487 |      506 |        0 |        0 |       0 |     435 |     460 |  0.65 |     5.52 |     5.72 |     0.73 |      0.44 |
1411|    0 |     488 |      469 |        0 |        0 |       0 |     398 |     413 |  0.73 |     6.64 |     6.6  |     0.71 |      0.46 |
1412|    0 |     489 |      507 |        0 |        0 |       0 |     427 |     441 |  0.65 |     6.06 |     5.87 |     0.7  |      0.45 |
1413|    0 |     490 |      512 |        0 |        0 |       0 |     436 |     450 |  0.69 |     5.51 |     5.4  |     0.73 |      0.44 |
1414|    0 |     491 |      546 |        0 |        0 |       0 |     461 |     479 |  0.72 |     6.78 |     6.64 |     0.71 |      0.44 |
1415|    0 |     492 |      505 |        0 |        0 |       0 |     432 |     453 |  0.66 |     6.06 |     5.94 |     0.7  |      0.44 |
1416|    0 |     493 |      503 |        0 |        0 |       0 |     429 |     446 |  0.75 |     7.42 |     7.42 |     0.73 |      0.43 |
1417|    0 |     494 |      508 |        0 |        0 |       0 |     441 |     452 |  0.71 |     6    |     5.95 |     0.73 |      0.43 |
1418|    0 |     495 |      521 |        0 |        0 |       0 |     444 |     459 |  0.72 |     7.32 |     7.16 |     0.72 |      0.41 |
1419|    0 |     496 |      474 |        0 |        0 |       0 |     403 |     421 |  0.68 |     5.48 |     5.41 |     0.71 |      0.45 |
1420|    0 |     497 |      541 |        0 |        0 |       0 |     473 |     489 |  0.71 |     6.02 |     5.88 |     0.72 |      0.44 |
1421|    0 |     498 |      523 |        0 |        0 |       0 |     438 |     456 |  0.72 |     6.65 |     6.57 |     0.72 |      0.44 |
1422|    0 |     499 |      497 |        0 |        0 |       0 |     428 |     444 |  0.67 |     5.44 |     5.33 |     0.71 |      0.45 |
1423|    0 |     500 |      518 |        0 |        0 |       0 |     434 |     450 |  0.71 |     6.11 |     5.9  |     0.7  |      0.46 |
1424|    0 |     501 |      522 |        0 |        0 |       0 |     449 |     467 |  0.75 |     6.94 |     6.83 |     0.73 |      0.41 |
1425|    0 |     502 |      490 |        0 |        0 |       0 |     427 |     439 |  0.72 |     5.94 |     5.92 |     0.72 |      0.45 |
1426|    0 |     503 |      499 |        0 |        0 |       0 |     421 |     439 |  0.72 |     6.89 |     6.79 |     0.72 |      0.45 |
1427|    0 |     504 |      480 |        0 |        0 |       0 |     407 |     425 |  0.71 |     5.9  |     5.92 |     0.72 |      0.44 |
1428|    0 |     505 |      549 |        0 |        0 |       0 |     487 |     506 |  0.73 |     6.42 |     6.33 |     0.72 |      0.44 |
1429|    0 |     506 |      500 |        0 |        0 |       0 |     423 |     443 |  0.71 |     6.93 |     6.86 |     0.71 |      0.45 |
1430|    0 |     507 |      502 |        0 |        0 |       0 |     429 |     447 |  0.75 |     7.67 |     7.52 |     0.73 |      0.41 |
1431|    0 |     508 |      544 |        0 |        0 |       0 |     464 |     485 |  0.8  |     7.05 |     7.12 |     0.73 |      0.42 |
1432|    0 |     509 |      485 |        0 |        0 |       0 |     416 |     429 |  0.74 |     6.53 |     6.48 |     0.72 |      0.45 |
1433|    0 |     510 |      516 |        0 |        0 |       0 |     441 |     458 |  0.77 |     6.24 |     6.16 |     0.73 |      0.43 |
1434|    0 |     511 |      486 |        0 |        0 |       0 |     419 |     438 |  0.72 |     6.07 |     5.98 |     0.72 |      0.45 |
1435|    0 |     512 |      522 |        0 |        0 |       0 |     454 |     474 |  0.71 |     5.49 |     5.54 |     0.71 |      0.42 |
1436|    0 |     513 |      507 |        0 |        0 |       0 |     433 |     446 |  0.77 |     6.4  |     6.27 |     0.72 |      0.44 |
1437|    0 |     514 |      535 |        0 |        0 |       0 |     458 |     474 |  0.78 |     6.32 |     6.47 |     0.72 |      0.44 |
1438|    0 |     515 |      492 |        0 |        0 |       0 |     433 |     451 |  0.78 |     6.36 |     6.41 |     0.73 |      0.43 |
1439|    0 |     516 |      493 |        0 |        0 |       0 |     417 |     440 |  0.78 |     6.91 |     6.72 |     0.72 |      0.43 |
1440|    0 |     517 |      525 |        0 |        0 |       0 |     434 |     450 |  0.79 |     6.44 |     6.39 |     0.73 |      0.41 |
1441|    0 |     518 |      504 |        0 |        0 |       0 |     434 |     456 |  0.8  |     7.15 |     7.06 |     0.72 |      0.43 |
1442|    0 |     519 |      533 |        0 |        0 |       0 |     464 |     482 |  0.79 |     7.03 |     6.93 |     0.72 |      0.43 |
1443|    0 |     520 |      508 |        0 |        0 |       0 |     413 |     433 |  0.77 |     6.81 |     6.62 |     0.73 |      0.41 |
1444|    0 |     521 |      520 |        0 |        0 |       0 |     436 |     454 |  0.81 |     6.47 |     6.38 |     0.73 |      0.43 |
1445|    0 |     522 |      484 |        1 |        0 |       0 |     403 |     424 |  0.75 |     6.09 |     6.13 |     0.72 |      0.43 |
1446|    0 |     523 |      503 |        0 |        0 |       0 |     438 |     455 |  0.77 |     5.89 |     5.78 |     0.73 |      0.42 |
1447|    0 |     524 |      521 |        0 |        0 |       0 |     444 |     462 |  0.81 |     6.22 |     6.14 |     0.73 |      0.44 |
1448|    0 |     525 |      519 |        0 |        0 |       0 |     449 |     469 |  0.8  |     5.88 |     5.79 |     0.73 |      0.44 |
1449|    0 |     526 |      515 |        0 |        0 |       0 |     447 |     465 |  0.77 |     6.55 |     6.44 |     0.73 |      0.44 |
1450|    0 |     527 |      492 |        0 |        0 |       0 |     418 |     443 |  0.76 |     5.93 |     5.85 |     0.73 |      0.43 |
1451|    0 |     528 |      502 |        0 |        0 |       0 |     420 |     442 |  0.85 |     6.55 |     6.44 |     0.74 |      0.4  |
1452|    0 |     529 |      512 |        2 |        0 |       0 |     452 |     468 |  0.82 |     7    |     6.89 |     0.72 |      0.42 |
1453|    0 |     530 |      513 |        0 |        0 |       0 |     435 |     454 |  0.74 |     6.1  |     6.1  |     0.72 |      0.44 |
1454|    0 |     531 |      512 |        2 |        0 |       0 |     441 |     466 |  0.84 |     6.36 |     6.26 |     0.73 |      0.41 |
1455|    0 |     532 |      519 |        0 |        0 |       0 |     452 |     464 |  0.86 |     7.33 |     7.24 |     0.74 |      0.41 |
1456|    0 |     533 |      515 |        0 |        0 |       0 |     438 |     451 |  0.83 |     6.13 |     6.16 |     0.72 |      0.45 |
1457|    0 |     534 |      482 |        0 |        0 |       0 |     409 |     429 |  0.84 |     7.19 |     7    |     0.73 |      0.41 |
1458|    0 |     535 |      516 |        0 |        0 |       0 |     427 |     449 |  0.81 |     6.68 |     6.43 |     0.73 |      0.42 |
1459|    0 |     536 |      502 |        0 |        0 |       0 |     434 |     453 |  0.86 |     6.76 |     6.64 |     0.73 |      0.41 |
1460|    0 |     537 |      512 |        0 |        0 |       0 |     435 |     453 |  0.79 |     6.21 |     6.06 |     0.73 |      0.42 |
1461|    0 |     538 |      511 |        2 |        0 |       0 |     430 |     451 |  0.79 |     6.34 |     6.21 |     0.74 |      0.41 |
1462|    0 |     539 |      506 |        0 |        0 |       0 |     430 |     450 |  0.87 |     6.83 |     6.97 |     0.73 |      0.41 |
1463|    0 |     540 |      503 |        0 |        0 |       0 |     429 |     444 |  0.87 |     6.34 |     6.24 |     0.73 |      0.43 |
1464|    0 |     541 |      518 |        8 |        0 |       0 |     446 |     460 |  0.87 |     6.51 |     6.45 |     0.74 |      0.41 |
1465|    0 |     542 |      503 |       29 |        0 |       0 |     450 |     467 |  0.89 |     7.38 |     7.53 |     0.73 |      0.41 |
1466|    0 |     543 |      491 |       16 |        0 |       0 |     425 |     441 |  0.83 |     5.91 |     6.11 |     0.73 |      0.43 |
1467|    0 |     544 |      509 |       11 |        0 |       0 |     435 |     460 |  0.86 |     6.76 |     6.56 |     0.74 |      0.42 |
1468|    0 |     545 |      519 |        2 |        0 |       0 |     443 |     461 |  0.92 |     6.54 |     6.45 |     0.74 |      0.4  |
1469|    0 |     546 |      492 |        0 |        0 |       0 |     417 |     435 |  0.85 |     6.02 |     5.86 |     0.74 |      0.42 |
1470|    0 |     547 |      528 |        0 |        0 |       0 |     440 |     462 |  0.87 |     6.73 |     6.69 |     0.74 |      0.41 |
1471|    0 |     548 |      471 |        2 |        0 |       0 |     408 |     426 |  0.86 |     6.25 |     6.18 |     0.73 |      0.42 |
1472|    0 |     549 |      510 |        0 |        0 |       0 |     440 |     458 |  0.9  |     6.92 |     6.8  |     0.74 |      0.42 |
1473|    0 |     550 |      531 |        0 |        0 |       0 |     438 |     459 |  0.93 |     8.48 |     8.22 |     0.74 |      0.39 |
1474|    0 |     551 |      502 |        0 |        0 |       0 |     434 |     451 |  0.95 |     6.73 |     6.55 |     0.74 |      0.42 |
1475|    0 |     552 |      538 |        0 |        0 |       0 |     460 |     482 |  0.88 |     6.35 |     6.24 |     0.74 |      0.43 |
1476|    0 |     553 |      503 |        0 |        0 |       0 |     419 |     438 |  0.87 |     5.99 |     5.99 |     0.75 |      0.4  |
1477|    0 |     554 |      493 |        0 |        0 |       0 |     423 |     441 |  0.92 |     6.79 |     6.72 |     0.75 |      0.4  |
1478|    0 |     555 |      521 |        0 |        0 |       0 |     446 |     461 |  1.03 |     8.15 |     8.18 |     0.75 |      0.41 |
1479|    0 |     556 |      503 |        0 |        0 |       0 |     429 |     447 |  0.97 |     7.35 |     7.26 |     0.75 |      0.41 |
1480|    0 |     557 |      498 |        4 |        0 |       0 |     425 |     442 |  0.98 |     7.42 |     7.22 |     0.75 |      0.39 |
1481|    0 |     558 |      510 |        0 |        0 |       0 |     426 |     450 |  0.87 |     6.59 |     6.47 |     0.75 |      0.4  |
1482|    0 |     559 |      508 |        0 |        0 |       0 |     422 |     442 |  0.94 |     6.74 |     6.61 |     0.75 |      0.42 |
1483|    0 |     560 |      504 |        0 |        0 |       0 |     441 |     458 |  0.94 |     7.12 |     6.84 |     0.75 |      0.39 |
1484|    0 |     561 |      507 |        0 |        0 |       0 |     442 |     459 |  0.95 |     6.67 |     6.63 |     0.75 |      0.4  |
1485|    0 |     562 |      532 |        0 |        0 |       0 |     453 |     473 |  1    |     6.78 |     6.68 |     0.76 |      0.4  |
1486|    0 |     563 |      505 |        0 |        0 |       0 |     423 |     442 |  1.03 |     8.14 |     7.89 |     0.75 |      0.4  |
1487|    0 |     564 |      499 |        0 |        0 |       0 |     425 |     448 |  0.98 |     6.47 |     6.32 |     0.75 |      0.42 |
1488|    0 |     565 |      509 |        0 |        0 |       0 |     432 |     457 |  0.97 |     7.01 |     7.16 |     0.75 |      0.4  |
1489|    0 |     566 |      537 |        0 |        0 |       0 |     462 |     480 |  0.96 |     6.48 |     6.28 |     0.76 |      0.39 |
1490|    0 |     567 |      463 |        0 |        0 |       0 |     397 |     419 |  1.06 |     7.62 |     7.45 |     0.76 |      0.41 |
1491|    0 |     568 |      509 |        0 |        0 |       0 |     424 |     449 |  1.02 |     6.84 |     6.79 |     0.75 |      0.4  |
1492|    0 |     569 |      509 |        0 |        0 |       0 |     427 |     449 |  1.02 |     7.7  |     7.36 |     0.76 |      0.4  |
1493|    0 |     570 |      529 |        0 |        0 |       0 |     447 |     465 |  1.1  |     8.15 |     8.05 |     0.76 |      0.41 |
1494|    0 |     571 |      497 |        0 |        0 |       0 |     423 |     445 |  1.06 |     6.71 |     6.89 |     0.76 |      0.43 |
1495|    0 |     572 |      532 |        0 |        0 |       0 |     444 |     468 |  1    |     5.99 |     6    |     0.76 |      0.41 |
1496|    0 |     573 |      498 |        0 |        0 |       0 |     431 |     452 |  1.14 |     7.77 |     7.83 |     0.77 |      0.39 |
1497|    0 |     574 |      500 |        0 |        0 |       0 |     408 |     432 |  1.01 |     6.12 |     5.9  |     0.76 |      0.42 |
1498|    0 |     575 |      505 |        0 |        0 |       0 |     430 |     445 |  1.15 |     8.01 |     7.82 |     0.77 |      0.4  |
1499|    0 |     576 |      502 |        0 |        0 |       0 |     441 |     455 |  1.04 |     6.33 |     6.38 |     0.76 |      0.4  |
1500|    0 |     577 |      516 |        0 |        0 |       0 |     432 |     459 |  1.1  |     7.19 |     7.02 |     0.77 |      0.38 |
1501|    0 |     578 |      498 |        0 |        0 |       0 |     412 |     428 |  1.12 |     7.35 |     7.33 |     0.76 |      0.41 |
1502|    0 |     579 |      530 |        0 |        0 |       0 |     462 |     482 |  1.15 |     6.38 |     6.73 |     0.77 |      0.41 |
1503|    0 |     580 |      484 |        0 |        0 |       0 |     421 |     429 |  1.04 |     5.94 |     5.92 |     0.76 |      0.42 |
1504|    0 |     581 |      532 |        0 |        0 |       0 |     460 |     478 |  1.21 |     8.1  |     7.98 |     0.78 |      0.4  |
1505|    0 |     582 |      503 |        0 |        0 |       0 |     422 |     448 |  1.19 |     8.48 |     8.2  |     0.77 |      0.42 |
1506|    0 |     583 |      500 |        0 |        0 |       0 |     425 |     444 |  1.16 |     7.46 |     7.32 |     0.78 |      0.39 |
1507|    0 |     584 |      524 |        0 |        0 |       0 |     440 |     457 |  1.23 |     7.66 |     7.57 |     0.77 |      0.4  |
1508|    0 |     585 |      505 |        0 |        0 |       0 |     436 |     450 |  1.26 |     7.17 |     7.03 |     0.79 |      0.4  |
1509|    0 |     586 |      517 |        0 |        0 |       0 |     433 |     456 |  1.13 |     6.1  |     6.23 |     0.77 |      0.41 |
1510|    0 |     587 |      496 |        0 |        0 |       0 |     428 |     442 |  1.33 |     8.48 |     8.38 |     0.79 |      0.38 |
1511|    0 |     588 |      513 |        0 |        0 |       0 |     438 |     453 |  1.22 |     7.8  |     7.87 |     0.78 |      0.38 |
1512|    0 |     589 |      510 |        0 |        0 |       0 |     438 |     460 |  1.34 |     8.37 |     8.4  |     0.79 |      0.39 |
1513|    0 |     590 |      508 |        0 |        0 |       0 |     441 |     464 |  1.25 |     7.64 |     7.41 |     0.78 |      0.38 |
1514|    0 |     591 |      505 |        0 |        0 |       0 |     435 |     449 |  1.25 |     6.6  |     6.48 |     0.79 |      0.4  |
1515|    0 |     592 |      497 |        0 |        0 |       0 |     427 |     441 |  1.3  |     8.13 |     8.1  |     0.78 |      0.39 |
1516|    0 |     593 |      525 |        0 |        0 |       0 |     438 |     459 |  1.39 |     8.25 |     8.15 |     0.79 |      0.38 |
1517|    0 |     594 |      506 |        0 |        0 |       0 |     435 |     455 |  1.23 |     6.76 |     6.63 |     0.78 |      0.4  |
1518|    0 |     595 |      525 |        0 |        0 |       0 |     442 |     460 |  1.32 |     7.1  |     7.06 |     0.79 |      0.39 |
1519|    0 |     596 |      487 |        0 |        0 |       0 |     418 |     438 |  1.26 |     6.86 |     6.63 |     0.78 |      0.39 |
1520|    0 |     597 |      504 |        0 |        0 |       0 |     430 |     449 |  1.48 |     9.76 |     9.67 |     0.8  |      0.39 |
1521|    0 |     598 |      504 |        0 |        0 |       0 |     431 |     447 |  1.42 |     7.86 |     7.72 |     0.79 |      0.39 |
1522|    0 |     599 |      522 |        0 |        0 |       0 |     439 |     456 |  1.31 |     6.19 |     6.14 |     0.79 |      0.38 |
1523|    0 |     600 |      514 |        0 |        0 |       0 |     457 |     471 |  1.29 |     8.24 |     8.06 |     0.79 |      0.37 |
1524|    0 |     601 |      527 |        0 |        0 |       0 |     456 |     474 |  1.45 |     9.29 |     9.02 |     0.8  |      0.39 |
1525|    0 |     602 |      485 |        0 |        0 |       0 |     413 |     427 |  1.32 |     8.23 |     8.06 |     0.79 |      0.39 |
1526|    0 |     603 |      513 |        0 |        0 |       0 |     442 |     460 |  1.54 |     9.02 |     8.95 |     0.8  |      0.38 |
1527|    0 |     604 |      520 |        0 |        0 |       0 |     429 |     451 |  1.35 |     7.46 |     7.51 |     0.79 |      0.39 |
1528|    0 |     605 |      513 |        0 |        0 |       0 |     432 |     450 |  1.46 |     6.87 |     6.73 |     0.8  |      0.38 |
1529|    0 |     606 |      510 |        0 |        0 |       0 |     428 |     454 |  1.35 |     7.37 |     7.21 |     0.79 |      0.39 |
1530|    0 |     607 |      509 |        0 |        0 |       0 |     432 |     455 |  1.39 |     8.23 |     8.18 |     0.79 |      0.39 |
1531|    0 |     608 |      491 |        0 |        0 |       0 |     412 |     435 |  1.42 |     8.22 |     8    |     0.8  |      0.36 |
1532|    0 |     609 |      526 |        0 |        0 |       0 |     452 |     468 |  1.48 |     8.07 |     7.89 |     0.8  |      0.39 |
1533|    0 |     610 |      489 |        0 |        0 |       0 |     427 |     444 |  1.41 |     9.18 |     9    |     0.79 |      0.39 |
1534|    0 |     611 |      531 |        0 |        0 |       0 |     456 |     465 |  1.39 |     7.89 |     7.88 |     0.79 |      0.4  |
1535|    0 |     612 |      488 |        0 |        0 |       0 |     419 |     436 |  1.3  |     6.03 |     6.24 |     0.79 |      0.39 |
1536|    0 |     613 |      496 |        0 |        0 |       0 |     423 |     432 |  1.37 |     7.32 |     7.31 |     0.8  |      0.36 |
1537|    0 |     614 |      519 |        0 |        0 |       0 |     448 |     472 |  1.45 |     8.24 |     8.07 |     0.79 |      0.39 |
1538|    0 |     615 |      493 |        0 |        0 |       0 |     431 |     446 |  1.37 |     7.1  |     6.94 |     0.79 |      0.37 |
1539|    0 |     616 |      529 |        0 |        0 |       0 |     445 |     472 |  1.35 |     7.78 |     7.71 |     0.79 |      0.37 |
1540|    0 |     617 |      525 |        0 |        0 |       0 |     443 |     465 |  1.4  |     8.2  |     8.17 |     0.79 |      0.4  |
1541|    0 |     618 |      499 |        0 |        0 |       0 |     414 |     444 |  1.36 |     7.67 |     7.55 |     0.79 |      0.38 |
1542|    0 |     619 |      528 |        0 |        0 |       0 |     455 |     477 |  1.39 |     8.1  |     7.86 |     0.79 |      0.39 |
1543|    0 |     620 |      503 |        0 |        0 |       0 |     429 |     439 |  1.34 |     7.93 |     7.97 |     0.79 |      0.39 |
1544|    0 |     621 |      485 |        0 |        0 |       0 |     415 |     435 |  1.33 |     7.18 |     7.1  |     0.79 |      0.41 |
1545|    0 |     622 |      502 |        0 |        0 |       0 |     426 |     438 |  1.28 |     7.04 |     6.95 |     0.79 |      0.41 |
1546|    0 |     623 |      517 |        0 |        0 |       0 |     441 |     457 |  1.29 |     7.54 |     7.35 |     0.78 |      0.39 |
1547|    0 |     624 |      500 |        0 |        0 |       0 |     417 |     443 |  1.31 |     8.65 |     8.49 |     0.79 |      0.38 |
1548|    0 |     625 |      503 |        0 |        0 |       0 |     430 |     453 |  1.21 |     8.33 |     7.95 |     0.78 |      0.4  |
1549|    0 |     626 |      529 |        0 |        0 |       0 |     447 |     465 |  1.25 |     6.84 |     6.64 |     0.78 |      0.41 |
1550|    0 |     627 |      521 |        0 |        0 |       0 |     434 |     466 |  1.38 |     9.23 |     8.89 |     0.79 |      0.37 |
1551|    0 |     628 |      509 |        0 |        0 |       0 |     433 |     451 |  1.3  |     8.23 |     7.99 |     0.79 |      0.39 |
1552|    0 |     629 |      504 |        0 |        0 |       0 |     433 |     446 |  1.23 |     8.81 |     8.77 |     0.77 |      0.41 |
1553|    0 |     630 |      513 |        0 |        0 |       0 |     438 |     453 |  1.29 |     7.51 |     7.37 |     0.78 |      0.4  |
1554|    0 |     631 |      516 |        0 |        0 |       0 |     432 |     450 |  1.1  |     6.33 |     6.14 |     0.78 |      0.38 |
1555|    0 |     632 |      519 |        0 |        0 |       0 |     446 |     468 |  1.19 |     9.43 |     9.26 |     0.77 |      0.41 |
1556|    0 |     633 |      483 |        0 |        0 |       0 |     419 |     432 |  1.16 |     7.96 |     7.84 |     0.77 |      0.4  |
1557|    0 |     634 |      510 |        0 |        0 |       0 |     440 |     460 |  1.21 |     7.61 |     7.55 |     0.77 |      0.4  |
1558|    0 |     635 |      483 |        0 |        0 |       0 |     403 |     420 |  1.23 |     9.51 |     9.24 |     0.77 |      0.4  |
1559|    0 |     636 |      529 |        0 |        0 |       0 |     443 |     461 |  1.13 |     7.23 |     7.12 |     0.77 |      0.41 |
1560|    0 |     637 |      514 |        0 |        0 |       0 |     451 |     467 |  1.08 |     7.75 |     7.51 |     0.76 |      0.41 |
1561|    0 |     638 |      492 |        0 |        0 |       0 |     414 |     430 |  1.11 |     8.31 |     8.04 |     0.76 |      0.43 |
1562|    0 |     639 |      539 |        0 |        0 |       0 |     449 |     470 |  1.11 |     6.87 |     6.73 |     0.76 |      0.42 |
1563|    0 |     640 |      506 |        0 |        0 |       0 |     444 |     456 |  1.24 |     9.43 |     9.19 |     0.77 |      0.39 |
1564|    0 |     641 |      477 |        0 |        0 |       0 |     410 |     431 |  1.01 |     7.75 |     7.38 |     0.76 |      0.42 |
1565|    0 |     642 |      530 |        0 |        0 |       0 |     452 |     471 |  1.03 |     7.66 |     7.58 |     0.75 |      0.44 |
1566|    0 |     643 |      500 |        0 |        0 |       0 |     412 |     434 |  1.04 |     6.99 |     6.75 |     0.76 |      0.4  |
1567|    0 |     644 |      520 |        0 |        0 |       0 |     451 |     468 |  1.1  |     6.94 |     6.95 |     0.76 |      0.41 |
1568|    0 |     645 |      515 |        0 |        0 |       0 |     428 |     453 |  1.14 |     7.29 |     7.23 |     0.77 |      0.39 |
1569|    0 |     646 |      486 |        0 |        0 |       0 |     413 |     429 |  1    |     6.9  |     6.68 |     0.76 |      0.42 |
1570|    0 |     647 |      536 |        0 |        0 |       0 |     449 |     465 |  1.03 |     7.76 |     7.64 |     0.75 |      0.43 |
1571|    0 |     648 |      485 |        0 |        0 |       0 |     407 |     426 |  0.97 |     6.87 |     6.59 |     0.75 |      0.42 |
1572|    0 |     649 |      506 |        0 |        0 |       0 |     443 |     455 |  1.02 |     8.04 |     7.91 |     0.75 |      0.41 |
1573|    0 |     650 |      494 |        0 |        0 |       0 |     422 |     439 |  1.04 |     7.23 |     7.08 |     0.75 |      0.39 |
1574|    0 |     651 |      520 |        0 |        0 |       0 |     456 |     473 |  1.04 |     8.13 |     8.53 |     0.76 |      0.41 |
1575|    0 |     652 |      511 |        0 |        0 |       0 |     433 |     455 |  0.96 |     8.52 |     8.18 |     0.74 |      0.42 |
1576|    0 |     653 |      507 |        0 |        0 |       0 |     428 |     440 |  1.01 |     7.82 |     7.61 |     0.75 |      0.4  |
1577|    0 |     654 |      524 |        0 |        0 |       0 |     442 |     462 |  0.96 |     7.42 |     7.36 |     0.75 |      0.41 |
1578|    0 |     655 |      490 |        0 |        0 |       0 |     427 |     441 |  0.94 |     6.61 |     6.63 |     0.74 |      0.43 |
1579|    0 |     656 |      497 |        0 |        0 |       0 |     422 |     436 |  0.96 |     7.18 |     7.13 |     0.74 |      0.41 |
1580|    0 |     657 |      518 |        0 |        0 |       0 |     432 |     455 |  0.91 |     6.84 |     6.67 |     0.74 |      0.4  |
1581|    0 |     658 |      516 |        0 |        0 |       0 |     440 |     456 |  0.98 |     7.82 |     7.8  |     0.74 |      0.4  |
1582|    0 |     659 |      521 |        0 |        0 |       0 |     443 |     468 |  0.96 |     9    |     8.54 |     0.74 |      0.42 |
1583|    0 |     660 |      482 |        0 |        0 |       0 |     408 |     421 |  0.93 |     8.25 |     8.22 |     0.74 |      0.39 |
1584|    0 |     661 |      535 |        0 |        0 |       0 |     475 |     491 |  0.96 |     8.22 |     8.08 |     0.74 |      0.43 |
1585|    0 |     662 |      509 |        0 |        0 |       0 |     433 |     450 |  0.81 |     5.39 |     5.35 |     0.73 |      0.4  |
1586|    0 |     663 |      513 |        0 |        0 |       0 |     444 |     459 |  0.96 |     8.4  |     8.25 |     0.73 |      0.43 |
1587|    0 |     664 |      487 |        0 |        0 |       0 |     418 |     428 |  0.93 |     7.24 |     7.35 |     0.74 |      0.43 |
1588|    0 |     665 |      529 |        0 |        0 |       0 |     453 |     469 |  0.94 |     7.22 |     7.02 |     0.73 |      0.41 |
1589|    0 |     666 |      509 |        0 |        0 |       0 |     436 |     455 |  0.85 |     6.34 |     6.28 |     0.73 |      0.42 |
1590|    0 |     667 |      510 |        0 |        0 |       0 |     446 |     462 |  0.86 |     6.69 |     6.47 |     0.74 |      0.41 |
1591|    0 |     668 |      494 |        0 |        0 |       0 |     419 |     436 |  0.96 |     8.39 |     8.27 |     0.74 |      0.44 |
1592|    0 |     669 |      520 |        0 |        0 |       0 |     443 |     457 |  0.81 |     6.23 |     6.16 |     0.73 |      0.41 |
1593|    0 |     670 |      513 |        0 |        0 |       0 |     432 |     448 |  0.85 |     6.66 |     6.69 |     0.73 |      0.43 |
1594|    0 |     671 |      483 |        0 |        0 |       0 |     409 |     426 |  0.91 |     8.37 |     8.27 |     0.73 |      0.41 |
1595|    0 |     672 |      502 |        1 |        0 |       0 |     447 |     463 |  0.87 |     7.17 |     6.98 |     0.74 |      0.4  |
1596|    0 |     673 |      538 |        0 |        0 |       0 |     465 |     481 |  0.9  |     7.7  |     7.53 |     0.73 |      0.42 |
1597|    0 |     674 |      502 |        0 |        0 |       0 |     425 |     440 |  0.85 |     7.84 |     7.73 |     0.74 |      0.41 |
1598|    0 |     675 |      532 |        0 |        0 |       0 |     454 |     471 |  0.83 |     7.22 |     7.04 |     0.72 |      0.41 |
1599|    0 |     676 |      496 |        1 |        0 |       0 |     419 |     430 |  0.78 |     7.18 |     7.06 |     0.72 |      0.43 |
1600|    0 |     677 |      504 |        0 |        0 |       0 |     427 |     447 |  0.87 |     7.81 |     7.76 |     0.73 |      0.42 |
1601|    0 |     678 |      475 |        0 |        0 |       0 |     399 |     416 |  0.89 |     8.11 |     8.02 |     0.73 |      0.41 |
1602|    0 |     679 |      541 |        0 |        0 |       0 |     457 |     475 |  0.86 |     7.3  |     7.16 |     0.74 |      0.41 |
1603|    0 |     680 |      503 |        0 |        0 |       0 |     426 |     450 |  0.84 |     7.25 |     6.98 |     0.73 |      0.41 |
1604|    0 |     681 |      526 |        0 |        0 |       0 |     445 |     470 |  0.84 |     7.01 |     6.75 |     0.73 |      0.43 |
1605|    0 |     682 |      474 |        0 |        0 |       0 |     383 |     407 |  0.82 |     7.37 |     7.3  |     0.72 |      0.42 |
1606|    0 |     683 |      571 |        0 |        0 |       0 |     476 |     501 |  0.75 |     6.83 |     6.85 |     0.71 |      0.45 |
1607|    0 |     684 |      451 |        0 |        0 |       0 |     390 |     404 |  0.94 |     9.59 |     9.37 |     0.75 |      0.39 |
1608|    0 |     685 |      524 |        0 |        0 |       0 |     451 |     463 |  0.85 |     7.42 |     7.29 |     0.74 |      0.43 |
1609|    0 |     686 |      507 |        0 |        0 |       0 |     435 |     460 |  0.83 |     7.51 |     7.33 |     0.73 |      0.41 |
1610|    0 |     687 |      502 |        0 |        0 |       0 |     416 |     437 |  0.79 |     7.81 |     7.51 |     0.72 |      0.42 |
1611|    0 |     688 |      501 |        0 |        0 |       0 |     423 |     443 |  0.79 |     7.34 |     7.15 |     0.72 |      0.44 |
1612|    0 |     689 |      560 |        0 |        0 |       0 |     470 |     487 |  0.74 |     6.75 |     6.64 |     0.7  |      0.46 |
1613|    0 |     690 |      523 |        0 |        0 |       0 |     454 |     477 |  0.82 |     7.68 |     7.59 |     0.73 |      0.42 |
1614|    0 |     691 |      458 |        0 |        0 |       0 |     405 |     420 |  0.8  |     6.96 |     6.79 |     0.72 |      0.42 |
1615|    0 |     692 |      505 |        0 |        0 |       0 |     415 |     444 |  0.78 |     7.18 |     6.98 |     0.72 |      0.43 |
1616|    0 |     693 |      500 |        0 |        0 |       0 |     436 |     450 |  0.78 |     7.27 |     7.3  |     0.73 |      0.41 |
1617|    0 |     694 |      526 |        0 |        0 |       0 |     455 |     471 |  0.79 |     7.17 |     6.98 |     0.72 |      0.42 |
1618|    0 |     695 |      507 |        0 |        0 |       0 |     411 |     432 |  0.73 |     7.04 |     6.75 |     0.72 |      0.43 |
1619|    0 |     696 |      532 |        0 |        0 |       0 |     462 |     476 |  0.71 |     6.75 |     6.76 |     0.71 |      0.46 |
1620|    0 |     697 |      506 |        0 |        0 |       0 |     413 |     426 |  0.86 |     8.03 |     7.98 |     0.73 |      0.42 |
1621|    0 |     698 |      505 |        1 |        0 |       0 |     437 |     456 |  0.78 |     7.17 |     7.09 |     0.71 |      0.44 |
1622|    0 |     699 |      495 |        0 |        0 |       0 |     421 |     434 |  0.81 |     6.96 |     7.14 |     0.73 |      0.45 |
1623|    0 |     700 |      487 |        0 |        0 |       0 |     408 |     429 |  0.79 |     7.44 |     7.26 |     0.72 |      0.43 |
1624|    0 |     701 |      538 |        0 |        0 |       0 |     461 |     480 |  0.79 |     7.22 |     7.09 |     0.73 |      0.45 |
1625|    0 |     702 |      509 |        0 |        0 |       0 |     452 |     467 |  0.7  |     6.16 |     6.08 |     0.71 |      0.44 |
1626|    0 |     703 |      526 |        0 |        0 |       0 |     454 |     474 |  0.72 |     6.58 |     6.37 |     0.72 |      0.42 |
1627|    0 |     704 |      487 |        0 |        0 |       0 |     413 |     433 |  0.73 |     6.17 |     6.06 |     0.72 |      0.42 |
1628|    0 |     705 |      500 |        1 |        0 |       0 |     437 |     452 |  0.79 |     7.45 |     7.39 |     0.72 |      0.42 |
1629|    0 |     706 |      496 |        0 |        0 |       0 |     396 |     420 |  0.73 |     6.92 |     6.67 |     0.72 |      0.44 |
1630|    0 |     707 |      531 |        0 |        0 |       0 |     450 |     466 |  0.72 |     6.88 |     6.96 |     0.71 |      0.45 |
1631|    0 |     708 |      515 |        1 |        0 |       0 |     448 |     461 |  0.78 |     7.08 |     6.91 |     0.73 |      0.4  |
1632|    0 |     709 |      516 |        0 |        0 |       0 |     442 |     458 |  0.72 |     7.38 |     7.29 |     0.71 |      0.46 |
1633|    0 |     710 |      525 |        0 |        0 |       0 |     435 |     464 |  0.71 |     6.62 |     6.49 |     0.71 |      0.46 |
1634|    0 |     711 |      504 |        0 |        0 |       0 |     426 |     445 |  0.82 |     7.95 |     8.03 |     0.73 |      0.43 |
1635|    0 |     712 |      499 |        1 |        0 |       0 |     417 |     442 |  0.77 |     7.6  |     7.39 |     0.72 |      0.44 |
1636|    0 |     713 |      467 |        3 |        0 |       0 |     402 |     420 |  0.73 |     7.66 |     7.44 |     0.73 |      0.41 |
1637|    0 |     714 |      515 |        0 |        0 |       0 |     446 |     456 |  0.75 |     8.06 |     7.92 |     0.73 |      0.44 |
1638|    0 |     715 |      518 |        1 |        0 |       0 |     442 |     466 |  0.7  |     6.26 |     6.17 |     0.72 |      0.45 |
1639|    0 |     716 |      519 |        0 |        0 |       0 |     445 |     463 |  0.74 |     7.34 |     7.28 |     0.72 |      0.43 |
1640|    0 |     717 |      538 |        4 |        0 |       0 |     461 |     479 |  0.67 |     6.7  |     6.65 |     0.72 |      0.43 |
1641|    0 |     718 |      525 |        5 |        0 |       0 |     448 |     470 |  0.73 |     7.13 |     6.96 |     0.71 |      0.43 |
1642|    0 |     719 |      448 |       12 |        0 |       0 |     400 |     415 |  0.72 |     6.17 |     6.11 |     0.71 |      0.47 |
1643|    0 |     720 |      271 |      209 |        0 |       0 |     406 |     421 |  0.76 |     7.98 |     8.47 |     0.73 |      0.5  |
1644+------+---------+----------+----------+----------+---------+---------+---------+-------+----------+----------+----------+-----------+
1645
1646 Summary vs resolution
1647+------+---------+----------+----------+----------+---------+---------+---------+-------+----------+----------+----------+-----------+
1648|   ID |   d min |   # full |   # part |   # over |   # ice |   # sum |   # prf |   Ibg |   I/sigI |   I/sigI |   CC prf |   RMSD XY |
1649|      |         |          |          |          |         |         |         |       |    (sum) |    (prf) |          |           |
1650|------+---------+----------+----------+----------+---------+---------+---------+-------+----------+----------+----------+-----------|
1651|    0 |    1.21 |      377 |        3 |        0 |       0 |     192 |     316 |  0.08 |     0.26 |     0.19 |     0.5  |      0.98 |
1652|    0 |    1.23 |     1335 |       10 |        0 |       0 |     956 |    1230 |  0.09 |     0.26 |     0.22 |     0.51 |      0.92 |
1653|    0 |    1.25 |     3233 |       22 |        0 |       0 |    2604 |    2964 |  0.1  |     0.27 |     0.24 |     0.52 |      0.87 |
1654|    0 |    1.28 |     5312 |       39 |        0 |       0 |    4367 |    4820 |  0.12 |     0.32 |     0.28 |     0.53 |      0.8  |
1655|    0 |    1.3  |     7648 |       52 |        0 |       0 |    6426 |    6910 |  0.13 |     0.41 |     0.36 |     0.55 |      0.74 |
1656|    0 |    1.33 |    11090 |       74 |        0 |       0 |    9246 |    9877 |  0.15 |     0.46 |     0.41 |     0.56 |      0.69 |
1657|    0 |    1.36 |    15376 |       93 |        0 |       0 |   12968 |   13817 |  0.18 |     0.54 |     0.47 |     0.58 |      0.63 |
1658|    0 |    1.4  |    20780 |      131 |        0 |       0 |   17867 |   18839 |  0.21 |     0.64 |     0.56 |     0.6  |      0.59 |
1659|    0 |    1.43 |    23748 |      169 |        0 |       0 |   20757 |   21527 |  0.25 |     0.74 |     0.66 |     0.62 |      0.55 |
1660|    0 |    1.48 |    24455 |      177 |        0 |       0 |   20309 |   21234 |  0.28 |     1    |     0.9  |     0.64 |      0.51 |
1661|    0 |    1.52 |    24341 |      172 |        0 |       0 |   20600 |   21461 |  0.32 |     1.28 |     1.18 |     0.66 |      0.47 |
1662|    0 |    1.58 |    24576 |      171 |        0 |       0 |   21431 |   22116 |  0.37 |     1.57 |     1.47 |     0.69 |      0.44 |
1663|    0 |    1.64 |    24704 |      186 |        0 |       0 |   21130 |   21778 |  0.43 |     1.93 |     1.84 |     0.72 |      0.41 |
1664|    0 |    1.72 |    25053 |      171 |        0 |       0 |   21340 |   21965 |  0.52 |     2.71 |     2.61 |     0.76 |      0.38 |
1665|    0 |    1.81 |    25183 |      188 |        0 |       0 |   21644 |   22283 |  0.66 |     3.85 |     3.79 |     0.8  |      0.35 |
1666|    0 |    1.92 |    25090 |      237 |        0 |       0 |   21766 |   22213 |  0.89 |     5.77 |     5.76 |     0.84 |      0.32 |
1667|    0 |    2.07 |    25616 |      181 |        0 |       0 |   22279 |   22783 |  1.15 |     8.1  |     8.17 |     0.87 |      0.31 |
1668|    0 |    2.28 |    25697 |      178 |        0 |       0 |   22616 |   23009 |  1.39 |    11.22 |    11.42 |     0.89 |      0.26 |
1669|    0 |    2.61 |    26130 |      179 |        0 |       0 |   22426 |   22950 |  2.12 |    18.05 |    18.41 |     0.89 |      0.25 |
1670|    0 |    3.28 |    26279 |      244 |        0 |       0 |   22936 |   23274 |  3.59 |    41.78 |    42.63 |     0.87 |      0.24 |
1671+------+---------+----------+----------+----------+---------+---------+---------+-------+----------+----------+----------+-----------+
1672
1673 Summary for experiment 0
1674+---------------------------------------+-----------+----------+--------+
1675| Item                                  |   Overall |      Low |   High |
1676|---------------------------------------+-----------+----------+--------|
1677| dmin                                  |      1.21 |     3.28 |   1.21 |
1678| dmax                                  |     69.3  |    69.3  |   1.23 |
1679| number fully recorded                 | 366023    | 26279    | 377    |
1680| number partially recorded             |   2677    |   244    |   3    |
1681| number with invalid background pixels |  95794    |  5244    | 369    |
1682| number with invalid foreground pixels |  54404    |  3550    | 188    |
1683| number with overloaded pixels         |      0    |     0    |   0    |
1684| number in powder rings                |      0    |     0    |   0    |
1685| number processed with summation       | 313860    | 22936    | 192    |
1686| number processed with profile fitting | 325366    | 23274    | 316    |
1687| number failed in background modelling |   1557    |   647    |   0    |
1688| number failed in summation            |  54404    |  3550    | 188    |
1689| number failed in profile fitting      |  42898    |  3212    |  64    |
1690| ibg                                   |      0.87 |     3.59 |   0.08 |
1691| i/sigi (summation)                    |      7.1  |    41.78 |   0.26 |
1692| i/sigi (profile fitting)              |      7.04 |    42.63 |   0.19 |
1693| cc prf                                |      0.74 |     0.87 |   0.5  |
1694| cc_pearson sum/prf                    |      1    |     1    |   0.65 |
1695| cc_spearman sum/prf                   |      0.95 |     1    |   0.54 |
1696+---------------------------------------+-----------+----------+--------+
1697
1698Timing information for integration
1699+-------------------+----------------+
1700| Read time         | 51.99 seconds  |
1701| Extract time      | 2.81 seconds   |
1702| Pre-process time  | 0.47 seconds   |
1703| Process time      | 146.55 seconds |
1704| Post-process time | 0.00 seconds   |
1705| Total time        | 202.56 seconds |
1706+-------------------+----------------+
1707
1708Removing 41645 unintegrated reflections of 368700 total
1709Saving 327055 reflections to integrated.refl
1710Saving 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.1293-g7efd2982c
  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
 13Mapping all input cells to a common minimum cell
 14Filtering reflections for dataset 0
 15Read 327055 predicted reflections
 16Selected 312171 reflections integrated by profile and summation methods
 17Combined 37 partial reflections with other partial reflections
 18Removed 12 reflections below partiality threshold
 19Removed 0 intensity.sum.value reflections with I/Sig(I) < -5
 20Removed 0 intensity.prf.value reflections with I/Sig(I) < -5
 21A round of outlier rejection has been performed, 
 22147 outliers have been identified. 
 23
 24Patterson group: C 1 2/m 1 (x-y,x+y,z)
 25
 26--------------------------------------------------------------------------------
 27
 28Normalising intensities for dataset 1
 29
 30ML estimate of overall B_cart value:
 31  14.53, -0.86, -1.19
 32         14.01, -0.88
 33                10.83
 34ML estimate of  -log of scale factor:
 35  -2.16
 36
 37--------------------------------------------------------------------------------
 38
 39Estimation of resolution for Laue group analysis
 40
 41Removing 2 Wilson outliers with E^2 >= 16.0
 42Resolution estimate from <I>/<σ(I)> > 4.0 : 2.07
 43Resolution estimate from CC½ > 0.60: 1.40
 44High resolution limit set to: 1.40
 45Selecting 156273 reflections with d > 1.40
 46
 47Input crystal symmetry:
 48Unit cell: (40.5512, 40.5512, 69.2879, 91.9959, 91.9959, 98.0722)
 49Space group: P 1 (No. 1)
 50Change of basis op to minimum cell: -b,-a,-c
 51Crystal symmetry in minimum cell:
 52Unit cell: (40.5512, 40.5512, 69.2879, 91.9959, 91.9959, 98.0722)
 53Space group: P 1 (No. 1)
 54Lattice point group: C 1 2/m 1 (x-y,x+y,z)
 55
 56Overall CC for 20000 unrelated pairs: 0.388
 57Estimated expectation value of true correlation coefficient E(CC) = 0.927
 58Estimated sd(CC) = 0.686 / sqrt(N)
 59Estimated E(CC) of true correlation coefficient from identity = 0.961
 60
 61--------------------------------------------------------------------------------
 62
 63Scoring individual symmetry elements
 64
 65+--------------+--------+------+--------+-----+---------------+
 66|   likelihood |   Z-CC |   CC |      N |     | Operator      |
 67|--------------+--------+------+--------+-----+---------------|
 68|        0.929 |   9.93 | 0.99 | 152014 | *** | 1 |(0, 0, 0)  |
 69|        0.927 |   9.83 | 0.98 | 151282 | *** | 2 |(-1, 1, 0) |
 70+--------------+--------+------+--------+-----+---------------+
 71
 72--------------------------------------------------------------------------------
 73
 74Scoring all possible sub-groups
 75
 76+-------------------+-----+--------------+----------+--------+--------+------+-------+---------+--------------------+
 77| Patterson group   |     |   Likelihood |   NetZcc |   Zcc+ |   Zcc- |   CC |   CC- |   delta | Reindex operator   |
 78|-------------------+-----+--------------+----------+--------+--------+------+-------+---------+--------------------|
 79| C 1 2/m 1         | *** |        0.927 |     9.88 |   9.88 |   0    | 0.99 |  0    |       0 | -a-b,-a+b,-c       |
 80| P -1              |     |        0.073 |     0.1  |   9.93 |   9.83 | 0.99 |  0.98 |       0 | a,b,c              |
 81+-------------------+-----+--------------+----------+--------+--------+------+-------+---------+--------------------+
 82
 83Best solution: C 1 2/m 1
 84Unit cell: 53.169, 61.242, 69.288, 90.000, 93.045, 90.000
 85Reindex operator: -a-b,-a+b,-c
 86Laue group probability: 0.927
 87Laue group confidence: 0.890
 88
 89+-------------------+--------------------------+
 90| Patterson group   | Corresponding MX group   |
 91|-------------------+--------------------------|
 92| C 1 2/m 1         | C 1 2 1                  |
 93+-------------------+--------------------------+
 94================================================================================
 95
 96Analysing systematic absences
 97
 98Laue group: C 1 2/m 1
 99No absences to check for this laue group
100
101Saving reindexed experiments to symmetrized.expt in space group C 1 2 1
102Saving 327055 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         | *** |        0.927 |     9.88 |   9.88 |   0    | 0.99 |  0    |       0 | -a-b,-a+b,-c       |
| P -1              |     |        0.073 |     0.1  |   9.93 |   9.83 | 0.99 |  0.98 |       0 | a,b,c              |
+-------------------+-----+--------------+----------+--------+--------+------+-------+---------+--------------------+

Best solution: C 1 2/m 1
Unit cell: 53.169, 61.242, 69.288, 90.000, 93.045, 90.000
Reindex operator: -a-b,-a+b,-c
Laue group probability: 0.927
Laue group confidence: 0.890

+-------------------+--------------------------+
| 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.1293-g7efd2982c
  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
 25Read 327055 predicted reflections
 26Selected 327055 reflections integrated by profile or summation methods
 27Removed 1097 reflections below partiality threshold
 28Removed 0 intensity.sum.value reflections with I/Sig(I) < -5.0
 29Removed 0 intensity.prf.value reflections with I/Sig(I) < -5.0
 30Combined 37 partial reflections with other partial reflections
 31Excluding 1658/327018 reflections
 32Reflections passing individual criteria:
 33criterion: user excluded, reflections: 1658
 34criterion: excluded for scaling, reflections: 1658
 35
 36The following corrections will be applied to this dataset: 
 37
 38+--------------+----------------+
 39| correction   |   n_parameters |
 40|--------------+----------------|
 41| scale        |             26 |
 42| decay        |             20 |
 43| absorption   |             24 |
 44+--------------+----------------+
 45Loaded error model: 
 46Error model details:
 47  Type: basic
 48  Parameters: a = 1.00000, b = 0.02000
 49  Error model formula: σ'² = a²(σ² + (bI)²)
 50  estimated I/sigma asymptotic limit: 50.000
 51
 52A round of outlier rejection has been performed, 
 536495 outliers have been identified. 
 54
 55325057 reflections were preselected for scale factor determination 
 56out of 325360 suitable reflections: 
 57Reflections passing individual criteria:
 58criterion: in I/sigma range (I/sig > -5.0), reflections: 325360
 59criterion: above min partiality ( > 0.95), reflections: 325057
 60
 61Randomly selected 7479/48533 groups (m>1) to use for scaling model
 62minimisation (50267 reflections)
 63Completed preprocessing and initialisation for this dataset.
 64
 65================================================================================
 66
 67Components to be refined in this cycle for all datasets: scale, decay, absorption
 68Performing a round of scaling with an LBFGS minimizer. 
 69
 70Time taken for refinement 3.51
 71
 72Refinement steps:
 73+--------+--------+----------+
 74|   Step |   Nref |   RMSD_I |
 75|        |        |    (a.u) |
 76|--------+--------+----------|
 77|      0 |  49239 |  1.2229  |
 78|      1 |  49239 |  1.1741  |
 79|      2 |  49239 |  1.0486  |
 80|      3 |  49239 |  0.98302 |
 81|      4 |  49239 |  0.88602 |
 82|      5 |  49239 |  0.83634 |
 83|      6 |  49239 |  0.83311 |
 84|      7 |  49239 |  0.81495 |
 85|      8 |  49239 |  0.80991 |
 86|      9 |  49239 |  0.80024 |
 87|     10 |  49239 |  0.79652 |
 88|     11 |  49239 |  0.79593 |
 89|     12 |  49239 |  0.79519 |
 90|     13 |  49239 |  0.79502 |
 91|     14 |  49239 |  0.79476 |
 92|     15 |  49239 |  0.79467 |
 93|     16 |  49239 |  0.79456 |
 94|     17 |  49239 |  0.79446 |
 95|     18 |  49239 |  0.79439 |
 96+--------+--------+----------+
 97RMSD no longer decreasing
 98lbfgs minimizer stop: callback_after_step is True
 99
100================================================================================
101
102Scale factors determined during minimisation have now been
103applied to all reflections for dataset 0.
104
105A round of outlier rejection has been performed, 
106174 outliers have been identified. 
107
108Performing profile/summation intensity optimisation.
109+----------------+---------+---------+
110| Combination    |   CC1/2 |   Rmeas |
111|----------------+---------+---------|
112| prf only       | 0.99899 | 0.06032 |
113| sum only       | 0.99889 | 0.06693 |
114| Imid = 310.18  | 0.99901 | 0.06024 |
115| Imid = 39732.8 | 0.99899 | 0.06032 |
116| Imid = 3973.28 | 0.999   | 0.06024 |
117| Imid = 397.33  | 0.99901 | 0.06015 |
118| Imid = 39.73   | 0.99892 | 0.06294 |
119+----------------+---------+---------+
120Combined intensities with Imid = 397.33 determined to be best for scaling. 
121
122A round of outlier rejection has been performed, 
123145 outliers have been identified. 
124
125Components to be refined in this cycle for all datasets: scale, decay, absorption
126Performing a round of scaling with an LBFGS minimizer. 
127
128Time taken for refinement 1.82
129
130Refinement steps:
131+--------+--------+----------+
132|   Step |   Nref |   RMSD_I |
133|        |        |    (a.u) |
134|--------+--------+----------|
135|      0 |  50237 |  0.8316  |
136|      1 |  50237 |  0.83105 |
137|      2 |  50237 |  0.82988 |
138|      3 |  50237 |  0.82979 |
139|      4 |  50237 |  0.82947 |
140|      5 |  50237 |  0.82931 |
141|      6 |  50237 |  0.8291  |
142|      7 |  50237 |  0.82898 |
143|      8 |  50237 |  0.82897 |
144+--------+--------+----------+
145RMSD no longer decreasing
146lbfgs minimizer stop: callback_after_step is True
147
148================================================================================
149
150Scale factors determined during minimisation have now been
151applied to all reflections for dataset 0.
152
153A round of outlier rejection has been performed, 
154136 outliers have been identified. 
155
156Performing a round of error model refinement.
157
158Error model details:
159  Type: basic
160  Parameters: a = 0.70558, b = 0.03851
161  Error model formula: σ'² = a²(σ² + (bI)²)
162  estimated I/sigma asymptotic limit: 36.803
163
164Results of error model refinement. Uncorrected and corrected variances
165of normalised intensity deviations for given intensity ranges. Variances
166are expected to be ~1.0 for reliable errors (sigmas).
167+--------------------------+----------+------------------------+----------------------+
168| Intensity range (<Ih>)   |   n_refl |   Uncorrected variance |   Corrected variance |
169|--------------------------+----------+------------------------+----------------------|
170| 9940.92 - 1929.89        |      883 |                  9.372 |                0.899 |
171| 1929.89 - 1464.25        |      883 |                  7.5   |                1.099 |
172| 1464.25 - 1234.05        |      883 |                  5.049 |                1.045 |
173| 1234.05 - 907.13         |     2075 |                  3.976 |                0.978 |
174| 907.13 - 498.58          |     5971 |                  2.692 |                1.096 |
175| 498.58 - 274.03          |     9784 |                  1.576 |                1.124 |
176| 274.03 - 150.61          |    14793 |                  1.015 |                1.128 |
177| 150.61 - 82.78           |    19598 |                  0.743 |                1.092 |
178| 82.78 - 45.50            |    20571 |                  0.582 |                0.999 |
179| 45.50 - 25.00            |    12898 |                  0.472 |                0.87  |
180+--------------------------+----------+------------------------+----------------------+
181
182Components to be refined in this cycle for all datasets: scale, decay, absorption
183Performing a round of scaling with a Levenberg-Marquardt minimizer.
184
185Time taken for refinement 3.55
186
187Refinement steps:
188+--------+--------+----------+
189|   Step |   Nref |   RMSD_I |
190|        |        |    (a.u) |
191|--------+--------+----------|
192|      0 |  50241 |   1.0462 |
193|      1 |  50241 |   1.0429 |
194|      2 |  50241 |   1.0403 |
195|      3 |  50241 |   1.0388 |
196|      4 |  50241 |   1.0385 |
197|      5 |  50241 |   1.0385 |
198+--------+--------+----------+
199RMSD no longer decreasing
200
201================================================================================
202
203Components to be refined in this cycle for all datasets: scale, decay, absorption
204Performing a round of scaling with a Levenberg-Marquardt minimizer.
205
206Time taken for refinement 1.12
207
208Refinement steps:
209+--------+--------+----------+
210|   Step |   Nref |   RMSD_I |
211|        |        |    (a.u) |
212|--------+--------+----------|
213|      0 |  50241 |   1.0385 |
214|      1 |  50241 |   1.0385 |
215+--------+--------+----------+
216RMSD no longer decreasing
217
218================================================================================
219
220Scale factors determined during minimisation have now been
221applied to all reflections for dataset 0.
222
223A round of outlier rejection has been performed, 
224194 outliers have been identified. 
225
226Performing a round of error model refinement.
227
228Error model details:
229  Type: basic
230  Parameters: a = 0.67987, b = 0.04165
231  Error model formula: σ'² = a²(σ² + (bI)²)
232  estimated I/sigma asymptotic limit: 35.315
233
234Results of error model refinement. Uncorrected and corrected variances
235of normalised intensity deviations for given intensity ranges. Variances
236are expected to be ~1.0 for reliable errors (sigmas).
237+--------------------------+----------+------------------------+----------------------+
238| Intensity range (<Ih>)   |   n_refl |   Uncorrected variance |   Corrected variance |
239|--------------------------+----------+------------------------+----------------------|
240| 9948.35 - 1933.82        |      881 |                 10.818 |                0.982 |
241| 1933.82 - 1469.59        |      881 |                  7.716 |                1.084 |
242| 1469.59 - 1237.97        |      881 |                  4.995 |                0.986 |
243| 1237.97 - 907.54         |     2095 |                  4.068 |                0.904 |
244| 907.54 - 498.76          |     5998 |                  2.68  |                1.04  |
245| 498.76 - 274.11          |     9803 |                  1.534 |                1.088 |
246| 274.11 - 150.64          |    14766 |                  0.987 |                1.104 |
247| 150.64 - 82.79           |    19580 |                  0.724 |                1.098 |
248| 82.79 - 45.50            |    20436 |                  0.558 |                1.009 |
249| 45.50 - 25.00            |    12833 |                  0.463 |                0.907 |
250+--------------------------+----------+------------------------+----------------------+
251
252
253The reflection table variances have been adjusted to account for the
254uncertainty in the scaling model
255
256Total time taken: 19.2424s 
257
258================================================================================
259
26040.00% of model parameters have significant uncertainty
261(sigma/abs(parameter) > 0.5)
262
263Summary of dataset partialities
264+------------------+----------+
265| Partiality (p)   |   n_refl |
266|------------------+----------|
267| all reflections  |   327018 |
268| p > 0.99         |   324965 |
269| 0.5 < p < 0.99   |      352 |
270| 0.01 < p < 0.5   |      333 |
271| p < 0.01         |     1368 |
272+------------------+----------+
273
274Reflections below a partiality_cutoff of 0.4 are not considered for any
275part of the scaling analysis or for the reporting of merging statistics.
276Additionally, if applicable, only reflections with a min_partiality > 0.95
277were considered for use when refining the scaling model.
278
279
280            ----------Merging statistics by resolution bin----------           
281
282  d_max  d_min    #obs  #uniq  mult.  %comp    <I>  <I/sI>  r_mrg  r_meas  r_pim  r_anom  cc1/2  cc_ano 
283  69.30   3.29   23039   3403   6.77  98.64  544.2    67.7  0.037   0.041  0.015   0.043  0.999*  0.281*
284   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*
285   2.61   2.28   22907   3267   7.01  96.77  103.0    35.7  0.065   0.070  0.026   0.073  0.997*  0.364*
286   2.28   2.07   22692   3257   6.97  96.05   70.5    27.4  0.078   0.084  0.032   0.081  0.996*  0.260*
287   2.07   1.92   21994   3178   6.92  95.21   45.8    20.5  0.098   0.106  0.040   0.099  0.994*  0.226*
288   1.92   1.81   22184   3190   6.95  94.30   26.2    14.1  0.136   0.147  0.055   0.130  0.991*  0.174*
289   1.81   1.72   21827   3167   6.89  94.14   16.2     9.8  0.180   0.194  0.073   0.172  0.985*  0.139*
290   1.72   1.64   21503   3114   6.91  93.01   11.0     7.0  0.233   0.252  0.096   0.214  0.980*  0.095*
291   1.64   1.58   22175   3126   7.09  92.65    8.6     5.8  0.283   0.305  0.114   0.245  0.972*  0.100*
292   1.58   1.53   21424   3096   6.92  91.98    6.5     4.5  0.340   0.368  0.139   0.305  0.958*  0.084*
293   1.53   1.48   20941   3075   6.81  91.74    5.0     3.5  0.419   0.454  0.173   0.367  0.949*  0.007 
294   1.48   1.44   21447   3035   7.07  90.73    3.6     2.6  0.559   0.603  0.225   0.461  0.921*  0.079*
295   1.44   1.40   19017   3009   6.32  90.44    3.1     2.1  0.635   0.692  0.271   0.566  0.889*  0.031 
296   1.40   1.36   14339   2461   5.83  72.90    2.5     1.6  0.736   0.808  0.326   0.651  0.832* -0.014 
297   1.36   1.33    9982   1762   5.67  52.58    2.2     1.4  0.843   0.925  0.374   0.745  0.790* -0.053 
298   1.33   1.31    6957   1290   5.39  38.61    1.9     1.2  0.919   1.013  0.416   0.822  0.785*  0.081*
299   1.31   1.28    5115    999   5.12  29.76    1.5     0.9  1.223   1.357  0.572   1.028  0.600*  0.015 
300   1.28   1.26    3118    715   4.36  21.31    1.4     0.7  1.397   1.577  0.708   1.145  0.515* -0.020 
301   1.26   1.23    1338    416   3.22  12.52    1.1     0.5  1.455   1.719  0.890   1.364  0.372*  0.016 
302   1.23   1.21     405    233   1.74   6.87    1.0     0.4  0.984   1.271  0.793   1.264  0.630*  0.129 
303  69.19   1.21  325166  49117   6.62  72.96   71.1    16.8  0.066   0.071  0.027   0.071  0.999*  0.314*
304
305
306
307            -------------Summary of merging statistics--------------           
308
309                                             Overall    Low     High
310High resolution limit                           1.21    3.29    1.21
311Low resolution limit                           69.19   69.30    1.23
312Completeness                                   73.0    98.6     6.9
313Multiplicity                                    6.6     6.8     1.7
314I/sigma                                        16.8    67.7     0.4
315Rmerge(I)                                     0.066   0.037   0.984
316Rmerge(I+/-)                                  0.056   0.031   0.964
317Rmeas(I)                                      0.071   0.041   1.271
318Rmeas(I+/-)                                   0.067   0.036   1.364
319Rpim(I)                                       0.027   0.015   0.793
320Rpim(I+/-)                                    0.035   0.019   0.964
321CC half                                       0.999   0.999   0.630
322Anomalous completeness                         71.7    99.0     1.9
323Anomalous multiplicity                          3.4     3.5     1.4
324Anomalous correlation                         0.314   0.281   0.129
325Anomalous slope                               1.089
326dF/F                                          0.063
327dI/s(dI)                                      1.226
328Total observations                           325166   23039     405
329Total unique                                  49117    3403     233
330
331Writing html report to dials.scale.html
332Saving the scaled experiments to scaled.expt
333Saving the scaled reflections to scaled.refl
334See 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   23039   3403   6.77  98.64  544.2    67.7  0.037   0.041  0.015   0.043  0.999*  0.281*
   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  103.0    35.7  0.065   0.070  0.026   0.073  0.997*  0.364*
   2.28   2.07   22692   3257   6.97  96.05   70.5    27.4  0.078   0.084  0.032   0.081  0.996*  0.260*
   2.07   1.92   21994   3178   6.92  95.21   45.8    20.5  0.098   0.106  0.040   0.099  0.994*  0.226*
   1.92   1.81   22184   3190   6.95  94.30   26.2    14.1  0.136   0.147  0.055   0.130  0.991*  0.174*
   1.81   1.72   21827   3167   6.89  94.14   16.2     9.8  0.180   0.194  0.073   0.172  0.985*  0.139*
   1.72   1.64   21503   3114   6.91  93.01   11.0     7.0  0.233   0.252  0.096   0.214  0.980*  0.095*
   1.64   1.58   22175   3126   7.09  92.65    8.6     5.8  0.283   0.305  0.114   0.245  0.972*  0.100*
   1.58   1.53   21424   3096   6.92  91.98    6.5     4.5  0.340   0.368  0.139   0.305  0.958*  0.084*
   1.53   1.48   20941   3075   6.81  91.74    5.0     3.5  0.419   0.454  0.173   0.367  0.949*  0.007 
   1.48   1.44   21447   3035   7.07  90.73    3.6     2.6  0.559   0.603  0.225   0.461  0.921*  0.079*
   1.44   1.40   19017   3009   6.32  90.44    3.1     2.1  0.635   0.692  0.271   0.566  0.889*  0.031 
   1.40   1.36   14339   2461   5.83  72.90    2.5     1.6  0.736   0.808  0.326   0.651  0.832* -0.014 
   1.36   1.33    9982   1762   5.67  52.58    2.2     1.4  0.843   0.925  0.374   0.745  0.790* -0.053 
   1.33   1.31    6957   1290   5.39  38.61    1.9     1.2  0.919   1.013  0.416   0.822  0.785*  0.081*
   1.31   1.28    5115    999   5.12  29.76    1.5     0.9  1.223   1.357  0.572   1.028  0.600*  0.015 
   1.28   1.26    3118    715   4.36  21.31    1.4     0.7  1.397   1.577  0.708   1.145  0.515* -0.020 
   1.26   1.23    1338    416   3.22  12.52    1.1     0.5  1.455   1.719  0.890   1.364  0.372*  0.016 
   1.23   1.21     405    233   1.74   6.87    1.0     0.4  0.984   1.271  0.793   1.264  0.630*  0.129 
  69.19   1.21  325166  49117   6.62  72.96   71.1    16.8  0.066   0.071  0.027   0.071  0.999*  0.314*



            -------------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   0.984
Rmerge(I+/-)                                  0.056   0.031   0.964
Rmeas(I)                                      0.071   0.041   1.271
Rmeas(I+/-)                                   0.067   0.036   1.364
Rpim(I)                                       0.027   0.015   0.793
Rpim(I+/-)                                    0.035   0.019   0.964
CC half                                       0.999   0.999   0.630
Anomalous completeness                         71.7    99.0     1.9
Anomalous multiplicity                          3.4     3.5     1.4
Anomalous correlation                         0.314   0.281   0.129
Anomalous slope                               1.089
dF/F                                          0.063
dI/s(dI)                                      1.226
Total observations                           325166   23039     405
Total unique                                  49117    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