From 78c72c2d39b33614f7a0c7a9d48137ed1e97323a Mon Sep 17 00:00:00 2001 From: matteodelucchi Date: Wed, 10 Jul 2019 14:29:33 +0200 Subject: [PATCH] housekeeping of files --- data_structure_overview.html | 519 - literature.html | 454 - results/.Rhistory_copy | 512 - results/amino_acid_frequencies/summary_NOTES | 1 - ...rical_and_expected_homorepeat_counts_NOTES | 3 - results/manuscript_figures_NOTES | 1 - .../ordered_and_disorderd_swissrepeats_NOTES | 1 - results/pfam_clans_analysis_NOTES | 3 - results/swissdisorder_NOTES | 2 - results/swissprot_aminoacid_distribution.html | 981 - results/swissprot_pfam_domain_clustering.html | 2336 - ...virus-virushost_parasite-parasitehost.html | 35156 ---------------- results/swissrepeats_NOTES | 17 - results/topidp_repeats_NOTES | 4 - 14 files changed, 39990 deletions(-) delete mode 100644 data_structure_overview.html delete mode 100644 literature.html delete mode 100644 results/.Rhistory_copy delete mode 100644 results/amino_acid_frequencies/summary_NOTES delete mode 100644 results/empirical_and_expected_homorepeat_counts_NOTES delete mode 100644 results/manuscript_figures_NOTES delete mode 100644 results/ordered_and_disorderd_swissrepeats_NOTES delete mode 100644 results/pfam_clans_analysis_NOTES delete mode 100644 results/swissdisorder_NOTES delete mode 100644 results/swissprot_aminoacid_distribution.html delete mode 100644 results/swissprot_pfam_domain_clustering.html delete mode 100644 results/swissprot_virus-virushost_parasite-parasitehost.html delete mode 100644 results/swissrepeats_NOTES delete mode 100644 results/topidp_repeats_NOTES diff --git a/data_structure_overview.html b/data_structure_overview.html deleted file mode 100644 index 49f105c..0000000 --- a/data_structure_overview.html +++ /dev/null @@ -1,519 +0,0 @@ - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
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get overview of available data

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-

swissrepeat/data/

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swissprot_annotations <- load_swissprot("data/swissprot_annotations.tsv")
-str(swissprot_annotations)
-
## 'data.frame':    550116 obs. of  18 variables:
-##  $ ID              : chr  "P31946" "P62258" "Q04917" "P61981" ...
-##  $ protein_name    : chr  "14-3-3 protein beta/alpha (Protein 1054) (Protein kinase C inhibitor protein 1) (KCIP-1) [Cleaved into: 14-3-3 "| __truncated__ "14-3-3 protein epsilon (14-3-3E)" "14-3-3 protein eta (Protein AS1)" "14-3-3 protein gamma (Protein kinase C inhibitor protein 1) (KCIP-1) [Cleaved into: 14-3-3 protein gamma, N-ter"| __truncated__ ...
-##  $ Length          : int  246 255 246 247 248 245 245 245 365 365 ...
-##  $ Superkingdom    : chr  "Eukaryota" "Eukaryota" "Eukaryota" "Eukaryota" ...
-##  $ Kingdom         : chr  "Metazoa" "Metazoa" "Metazoa" "Metazoa" ...
-##  $ Order           : chr  "Primates" "Primates" "Primates" "Primates" ...
-##  $ Class           : chr  "Mammalia" "Mammalia" "Mammalia" "Mammalia" ...
-##  $ Family          : chr  "Hominidae (great apes)" "Hominidae (great apes)" "Hominidae (great apes)" "Hominidae (great apes)" ...
-##  $ Species         : chr  "Homo sapiens (Human)" "Homo sapiens (Human)" "Homo sapiens (Human)" "Homo sapiens (Human)" ...
-##  $ Species_ID      : int  NA NA NA NA NA NA NA NA NA NA ...
-##  $ DisProt_ID      : chr  "" "" "" "" ...
-##  $ MobiDB_ID       : logi  NA NA NA NA NA NA ...
-##  $ virus_hosts     : chr  "" "" "" "" ...
-##  $ OrthoDB_ID      : chr  "EOG7HHWT3;" "EOG7HHWT3;" "EOG7HHWT3;" "EOG7HHWT3;" ...
-##  $ OMA_ID          : chr  "MGREYRE;" "MQESDKP;" "APEQACQ;" "IKNCGET;" ...
-##  $ is_chloroplastic: logi  FALSE FALSE FALSE FALSE FALSE FALSE ...
-##  $ is_mitochondrial: logi  FALSE FALSE FALSE FALSE FALSE FALSE ...
-##  $ origin          : chr  "Metazoa (Eukaryota)" "Metazoa (Eukaryota)" "Metazoa (Eukaryota)" "Metazoa (Eukaryota)" ...
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pfam_annotations <- read.delim("data/pfam_annotations.tab", header = TRUE, sep='\t')
-str(pfam_annotations)
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## 'data.frame':    549832 obs. of  2 variables:
-##  $ ID     : Factor w/ 549832 levels "A0A023GPJ0","A0A023PXA5",..: 236607 264331 292440 264064 236608 232570 265155 235320 198238 220793 ...
-##  $ Pfam_ID: Factor w/ 16591 levels "","PF00001;",..: 1252 1252 1252 1252 1252 1252 1252 10251 10251 10251 ...
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pfam_clans=read.delim("data/Pfam-A.clans.tsv", header = TRUE, sep='\t')
-str(pfam_clans)
-
## 'data.frame':    16295 obs. of  5 variables:
-##  $ Pfam_ID  : Factor w/ 16295 levels "PF00001","PF00002",..: 1 2 3 4 5 6 7 8 9 10 ...
-##  $ CL_ID    : Factor w/ 560 levels "","CL0001","CL0003",..: 178 178 178 20 20 20 74 2 20 1 ...
-##  $ CL_Name  : Factor w/ 560 levels "","2H","2heme_cytochrom",..: 225 225 225 355 355 355 116 154 355 1 ...
-##  $ Pfam_Name: Factor w/ 16295 levels "1-cysPrx_C","120_Rick_ant",..: 60 61 62 108 164 869 2400 6934 8278 8651 ...
-##  $ Pfam_Desc: Factor w/ 15748 levels "'Cold-shock' DNA-binding domain",..: 125 126 127 857 170 816 2555 4650 4686 6011 ...
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scales_and_slopes <- read.delim("data/scales_and_slopes.csv", header = TRUE, sep = '\t')
-str(scales_and_slopes)
-
## 'data.frame':    20 obs. of  12 variables:
-##  $ AA          : Factor w/ 20 levels "A","C","D","E",..: 1 15 12 3 2 14 4 6 7 8 ...
-##  $ TopIDP      : num  0.06 0.18 0.007 0.192 0.02 0.318 0.736 0.166 0.303 -0.486 ...
-##  $ Hessa       : num  0.11 2.58 2.05 3.49 -0.13 2.36 2.68 0.74 2.06 -0.6 ...
-##  $ Hydropathy  : num  -0.7 -1.3 2.8 1.9 -1.6 -3.5 -4.5 4.2 -3.5 1.8 ...
-##  $ Slope       : num  2.48e-03 2.50e-03 -1.40e-03 -4.54e-05 -4.09e-05 ...
-##  $ R           : num  0.935 0.922 -0.883 -0.233 -0.236 ...
-##  $ KyteDolittle: num  1.8 -4.5 -3.5 -3.5 2.5 -3.5 -3.5 -0.4 -3.2 4.5 ...
-##  $ R_old       : num  0.92 0.91 -0.87 -0.07 -0.06 -0.05 0 0.92 -0.07 -0.91 ...
-##  $ Alpha       : num  0.17 0.09 -0.11 -0.03 -0.02 0.07 0.18 -0.29 0 0 ...
-##  $ Beta        : num  -0.15 -0.04 -0.22 -0.27 0.08 -0.08 -0.25 -0.18 -0.06 0.26 ...
-##  $ Coil        : num  -0.08 -0.05 0.07 0.08 -0.02 -0.02 -0.12 0.1 0.03 -0.05 ...
-##  $ Turn        : num  -0.1 -0.04 0.2 0.08 -0.02 0 0.06 0.27 -0.01 -0.62 ...
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-
-

swissrepeat/results

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aa_freqs <- read.csv("results/aa_freqs.csv", header = TRUE)
-str(aa_freqs)
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## 'data.frame':    5 obs. of  26 variables:
-##  $ group: Factor w/ 5 levels "all","all_tr",..: 2 4 5 3 1
-##  $ A    : int  2718811 1570628 2302470 1155218 16236335
-##  $ B    : int  27 6 12 14 345
-##  $ C    : int  590059 315728 460544 334344 2702740
-##  $ D    : int  1837611 1067564 1540850 828128 10731810
-##  $ E    : int  2387033 1420731 2024409 1058580 13251774
-##  $ F    : int  1160867 631752 965391 484711 7594612
-##  $ G    : int  2598159 1536170 2188563 1262249 13918736
-##  $ H    : int  779748 446634 643036 363356 4465664
-##  $ I    : int  1745177 944375 1450029 750220 11675389
-##  $ K    : int  1992820 1179744 1679143 897924 11457059
-##  $ L    : int  3066657 1745924 2567717 1282891 18977060
-##  $ M    : int  653061 366996 547868 271442 4748716
-##  $ N    : int  1587649 1006087 1352881 734327 7977616
-##  $ O    : int  3 3 0 0 29
-##  $ P    : int  1990269 1299861 1733485 940607 9270951
-##  $ Q    : int  1586221 1021328 1369125 723726 7723433
-##  $ R    : int  1819229 1059430 1532474 781791 10877771
-##  $ S    : int  2739102 1770016 2350434 1261635 12954836
-##  $ T    : int  1934581 1170274 1638254 928364 10507503
-##  $ U    : int  28 6 28 1 329
-##  $ V    : int  2088141 1141208 1736580 924672 13502478
-##  $ W    : int  343390 179179 283604 149338 2147479
-##  $ X    : int  1647 1296 1437 1132 8697
-##  $ Y    : int  910123 498113 754299 399192 5740999
-##  $ Z    : int  21 11 10 14 314
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virus_host_pairs_host_taxname_in_sp <- read.csv("results/virus_host_pairs_host_taxname_in_sp.csv", header = TRUE)
-str(virus_host_pairs_host_taxname_in_sp)
-
## 'data.frame':    1397 obs. of  3 variables:
-##  $ virus_TaxName    : Factor w/ 699 levels "Abelson murine leukemia virus",..: 84 144 493 46 445 677 434 299 299 639 ...
-##  $ virus_TaxID      : int  NA NA NA 38525 261939 10255 1285600 10407 10407 10830 ...
-##  $ virushost_TaxName: Factor w/ 339 levels "Acanthamoeba polyphaga (Amoeba)",..: 18 140 37 170 77 137 79 137 128 193 ...
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-

swissrepeat/results/amino_acid_frequencies

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Archea <- read.csv("results/amino_acid_frequencies/Archaea.csv", header = T)
-str(Archea)
-
## 'data.frame':    2 obs. of  27 variables:
-##  $ Set         : Factor w/ 2 levels "swissprot","swissprot_disorder": 1 2
-##  $ Superkingdom: Factor w/ 1 level "Archaea": 1 1
-##  $ A           : int  436486 24726
-##  $ B           : int  0 0
-##  $ C           : int  50494 978
-##  $ D           : int  329899 22060
-##  $ E           : int  474852 36762
-##  $ F           : int  193118 5445
-##  $ G           : int  422946 30678
-##  $ H           : int  98502 6680
-##  $ I           : int  428571 11534
-##  $ K           : int  397353 30598
-##  $ L           : int  493826 16428
-##  $ M           : int  137141 19931
-##  $ N           : int  203221 11186
-##  $ O           : int  27 0
-##  $ P           : int  235485 24261
-##  $ Q           : int  121727 11643
-##  $ R           : int  317213 26726
-##  $ S           : int  292708 28324
-##  $ T           : int  268361 19976
-##  $ U           : int  19 0
-##  $ V           : int  447570 15586
-##  $ W           : int  46186 1745
-##  $ X           : int  22 5
-##  $ Y           : int  189168 4771
-##  $ Z           : int  0 0
-
head(Archea)
-
##                  Set Superkingdom      A B     C      D      E      F
-## 1          swissprot      Archaea 436486 0 50494 329899 474852 193118
-## 2 swissprot_disorder      Archaea  24726 0   978  22060  36762   5445
-##        G     H      I      K      L      M      N  O      P      Q      R
-## 1 422946 98502 428571 397353 493826 137141 203221 27 235485 121727 317213
-## 2  30678  6680  11534  30598  16428  19931  11186  0  24261  11643  26726
-##        S      T  U      V     W  X      Y Z
-## 1 292708 268361 19 447570 46186 22 189168 0
-## 2  28324  19976  0  15586  1745  5   4771 0
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summary_aa_freqs <- read.csv("results/amino_acid_frequencies/summary.csv", header = T)
-str(summary_aa_freqs)
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## 'data.frame':    8 obs. of  27 variables:
-##  $ Set         : Factor w/ 3 levels "swissprot","swissprot_disorder",..: 1 2 1 2 1 3 1 2
-##  $ Superkingdom: Factor w/ 4 levels "Archaea","Bacteria",..: 3 3 1 1 2 2 4 4
-##  $ A           : int  5449967 989976 436486 24726 9843006 630867 487513 56098
-##  $ B           : int  332 56 0 0 11 4 2 0
-##  $ C           : int  1502972 92928 50494 978 991919 17334 153889 5322
-##  $ D           : int  4070257 798770 329899 22060 5919567 397840 397712 51463
-##  $ E           : int  5232108 1180166 474852 36762 7097830 546254 429559 63234
-##  $ F           : int  3225431 216751 193118 5445 3856006 110163 310408 11887
-##  $ G           : int  5067985 1067221 422946 30678 7960268 582409 450616 68180
-##  $ H           : int  1906263 324017 98502 6680 2288910 170311 166318 17529
-##  $ I           : int  4190241 298485 428571 11534 6581651 186972 461634 20470
-##  $ K           : int  4771235 955565 397353 30598 5833587 619687 439170 51526
-##  $ L           : int  7665533 707289 493826 16428 10112162 329312 682694 36810
-##  $ M           : int  1812495 329042 137141 19931 2606945 361345 186442 24247
-##  $ N           : int  3481801 657488 203221 11186 3902058 310234 380145 39465
-##  $ O           : int  0 0 27 0 2 0 0 0
-##  $ P           : int  4235113 1285952 235485 24261 4415665 484538 371224 82460
-##  $ Q           : int  3375222 758361 121727 11643 3936416 342952 280134 41720
-##  $ R           : int  4176002 858108 317213 26726 5965167 540413 406174 65621
-##  $ S           : int  6462728 1771518 292708 28324 5630454 615133 548296 96167
-##  $ T           : int  4324091 848464 268361 19976 5428713 440791 472246 63117
-##  $ U           : int  256 19 19 0 53 0 1 0
-##  $ V           : int  4884320 496031 447570 15586 7665573 271755 487972 31745
-##  $ W           : int  976976 63778 46186 1745 1018811 30614 102782 4733
-##  $ X           : int  7669 1912 22 5 750 156 249 29
-##  $ Y           : int  2384472 173288 189168 4771 2881346 85184 278431 11726
-##  $ Z           : int  309 51 0 0 4 1 1 0
-
head(summary_aa_freqs)
-
##                           Set Superkingdom       A   B       C       D
-## 1                   swissprot    Eukaryota 5449967 332 1502972 4070257
-## 2          swissprot_disorder    Eukaryota  989976  56   92928  798770
-## 3                   swissprot      Archaea  436486   0   50494  329899
-## 4          swissprot_disorder      Archaea   24726   0     978   22060
-## 5                   swissprot     Bacteria 9843006  11  991919 5919567
-## 6 swisswissprot_disordersprot     Bacteria  630867   4   17334  397840
-##         E       F       G       H       I       K        L       M       N
-## 1 5232108 3225431 5067985 1906263 4190241 4771235  7665533 1812495 3481801
-## 2 1180166  216751 1067221  324017  298485  955565   707289  329042  657488
-## 3  474852  193118  422946   98502  428571  397353   493826  137141  203221
-## 4   36762    5445   30678    6680   11534   30598    16428   19931   11186
-## 5 7097830 3856006 7960268 2288910 6581651 5833587 10112162 2606945 3902058
-## 6  546254  110163  582409  170311  186972  619687   329312  361345  310234
-##    O       P       Q       R       S       T   U       V       W    X
-## 1  0 4235113 3375222 4176002 6462728 4324091 256 4884320  976976 7669
-## 2  0 1285952  758361  858108 1771518  848464  19  496031   63778 1912
-## 3 27  235485  121727  317213  292708  268361  19  447570   46186   22
-## 4  0   24261   11643   26726   28324   19976   0   15586    1745    5
-## 5  2 4415665 3936416 5965167 5630454 5428713  53 7665573 1018811  750
-## 6  0  484538  342952  540413  615133  440791   0  271755   30614  156
-##         Y   Z
-## 1 2384472 309
-## 2  173288  51
-## 3  189168   0
-## 4    4771   0
-## 5 2881346   4
-## 6   85184   1
-
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swissrepeat/results/amino_acid_frequencies/mobidb_consensus

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Archea_mobidb_consensus <- read.csv("results/amino_acid_frequencies/mobidb_consensus/Archaea.csv", header = T)
-str(Archea_mobidb_consensus)
-
## 'data.frame':    1 obs. of  25 variables:
-##  $ A: int 28101
-##  $ B: int 0
-##  $ C: int 1139
-##  $ D: int 25950
-##  $ E: int 42028
-##  $ F: int 6407
-##  $ G: int 35480
-##  $ H: int 7566
-##  $ I: int 13155
-##  $ K: int 34668
-##  $ L: int 19108
-##  $ M: int 22800
-##  $ N: int 13034
-##  $ O: int 2
-##  $ P: int 27868
-##  $ Q: int 13666
-##  $ R: int 30582
-##  $ S: int 32787
-##  $ T: int 23164
-##  $ U: int 0
-##  $ V: int 17996
-##  $ W: int 1973
-##  $ X: int 5
-##  $ Y: int 5606
-##  $ Z: int 0
-
-
-

swissrepeat/results/amino_acid_frequencies/mobidb_consensus_inverse

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Archea_mobidb_consensus_inverse <- read.csv("results/amino_acid_frequencies/mobidb_consensus_inverse/Archaea.csv", header = T)
-str(Archea_mobidb_consensus_inverse)
-
## 'data.frame':    1 obs. of  25 variables:
-##  $ A: int 408385
-##  $ B: int 0
-##  $ C: int 49355
-##  $ D: int 303949
-##  $ E: int 432824
-##  $ F: int 186711
-##  $ G: int 387466
-##  $ H: int 90936
-##  $ I: int 415416
-##  $ K: int 362685
-##  $ L: int 474718
-##  $ M: int 114341
-##  $ N: int 190187
-##  $ O: int 25
-##  $ P: int 207617
-##  $ Q: int 108061
-##  $ R: int 286631
-##  $ S: int 259921
-##  $ T: int 245197
-##  $ U: int 19
-##  $ V: int 429574
-##  $ W: int 44213
-##  $ X: int 17
-##  $ Y: int 183562
-##  $ Z: int 0
-
-
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swissrepeat/results/amino_acid_frequencies/mobidb_regions_inverse

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Archea_mobidb_regions_inverted <- read.csv("results/amino_acid_frequencies/mobidb_regions_inverted/Archaea.csv", header = T)
-str(Archea_mobidb_regions_inverted)
-
## 'data.frame':    1 obs. of  25 variables:
-##  $ A: int 408385
-##  $ B: int 0
-##  $ C: int 49355
-##  $ D: int 303949
-##  $ E: int 432824
-##  $ F: int 186711
-##  $ G: int 387466
-##  $ H: int 90936
-##  $ I: int 415416
-##  $ K: int 362685
-##  $ L: int 474718
-##  $ M: int 114341
-##  $ N: int 190187
-##  $ O: int 25
-##  $ P: int 207617
-##  $ Q: int 108061
-##  $ R: int 286631
-##  $ S: int 259921
-##  $ T: int 245197
-##  $ U: int 19
-##  $ V: int 429574
-##  $ W: int 44213
-##  $ X: int 17
-##  $ Y: int 183562
-##  $ Z: int 0
-
-
-
-

swissrepeat/results/disorder_annotations

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disorder_annotations_mobidb_annotations <- read.csv("results/disorder_annotations/mobidb_annotations.csv", header = T)
-str(disorder_annotations_mobidb_annotations)
-
## 'data.frame':    541641 obs. of  18 variables:
-##  $ uniprotID      : Factor w/ 541641 levels "A0A023PXA5","A0A023PXB0",..: 377707 470488 8384 227647 260646 477167 329681 128074 215158 487334 ...
-##  $ disnum         : int  60 25 10 8 65 80 1 10 30 1 ...
-##  $ disnum_disprot : int  0 0 0 0 0 0 0 0 0 0 ...
-##  $ disnum_long    : int  0 0 0 0 59 24 0 0 0 0 ...
-##  $ disnum_pdb     : int  0 0 0 0 0 14 0 0 0 0 ...
-##  $ disnum_pdb_xray: int  0 0 0 0 0 14 0 0 0 0 ...
-##  $ disnum_pdb_nmr : int  0 0 0 0 0 0 0 0 0 0 ...
-##  $ disnum_iupl    : int  76 15 3 0 45 53 0 0 0 0 ...
-##  $ disnum_iups    : int  57 27 8 2 62 80 12 12 1 0 ...
-##  $ disnum_jronn   : int  177 88 28 15 71 97 62 42 37 0 ...
-##  $ disnum_glo     : int  0 65 0 0 0 0 0 0 43 3 ...
-##  $ disnum_espD    : int  0 0 78 60 51 18 0 0 73 0 ...
-##  $ disnum_espN    : int  94 76 5 4 70 86 20 12 17 1 ...
-##  $ disnum_espX    : int  16 13 6 8 76 54 0 36 22 3 ...
-##  $ disnum_dis465  : int  48 28 9 6 53 56 15 15 24 4 ...
-##  $ disnum_disHL   : int  241 97 46 35 51 99 115 31 60 3 ...
-##  $ disnum_vsl     : int  177 85 39 13 80 159 72 40 61 2 ...
-##  $ seqlength      : int  771 474 78 68 530 268 471 549 83 67 ...
-
disorder_annotations_mobidb_coordinates <- read.csv("results/disorder_annotations/mobidb_coordinates.csv", header = T)
-str(disorder_annotations_mobidb_coordinates)
-
## 'data.frame':    2353776 obs. of  3 variables:
-##  $ uniprotID: Factor w/ 541641 levels "A0A023PXA5","A0A023PXB0",..: 377707 377707 377707 377707 377707 377707 377707 377707 377707 470488 ...
-##  $ start    : int  1 19 21 450 505 508 511 652 765 1 ...
-##  $ end      : int  9 19 21 451 505 509 538 660 771 4 ...
-
disorder_annotations_mobidb_regions <- read.csv("results/disorder_annotations/mobidb_regions.csv", header = T)
-str(disorder_annotations_mobidb_regions)
-
## 'data.frame':    555595 obs. of  3 variables:
-##  $ uniprotID: Factor w/ 549100 levels "A0A023PXA5","A0A023PXB0",..: 383131 476970 8445 230696 264710 483716 334659 128973 217750 494040 ...
-##  $ disorder : Factor w/ 347933 levels "","1:1;","1:1;10:10;13:15;282:285;",..: 317476 157502 252590 344566 150358 262857 334551 11674 73668 2 ...
-##  $ taxon    : Factor w/ 4 levels "Archaea","Bacteria",..: 3 2 2 3 3 3 3 2 3 2 ...
-
-
-

swissrepeat/results/empirical_an_expected_homorepeat_counts

-

emtpy subdirectories…

-
-
-

swissrepeat/results/tr_annotions

-
tr_annotations <- read.csv("results/tr_annotations/tr_annotations.csv", header = T)
-str(tr_annotations)
-
## 'data.frame':    486252 obs. of  10 variables:
-##  $ ID                : Factor w/ 262720 levels "A0A023PXA5","A0A023PXB0",..: 11717 152711 15643 174639 84971 12403 198238 48582 141655 149862 ...
-##  $ MSA               : Factor w/ 297693 levels "---------------------------------------------------------------------------------------------------------------"| __truncated__,..: 48012 169875 148668 196800 262559 62531 100952 149190 5926 215729 ...
-##  $ begin             : int  62 121 48 188 437 37 116 170 33 458 ...
-##  $ pvalue            : num  0.008 0 0.0016 0.0099 0 ...
-##  $ l_effective       : int  7 4 4 9 4 3 9 28 61 3 ...
-##  $ n                 : int  3 2 2 2 2 2 3 15 2 3 ...
-##  $ n_effective       : num  3 2 2 2 2 ...
-##  $ TRD               : Factor w/ 4 levels "HHrepID","PFAM",..: 1 4 4 1 4 4 1 2 2 4 ...
-##  $ model             : Factor w/ 1121 levels "cpHMM","None",..: 2 2 2 1 2 1 1 53 1020 2 ...
-##  $ disordered_overlap: int  0 2 0 0 0 0 0 18 30 6 ...
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swissrepeat/results/tr_idr_overlap

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repeat_disorder_overlap_regions <- read.csv("results/tr_idr_overlap/repeat_disorder_overlap_regions.csv", header = T)
-str(repeat_disorder_overlap_regions)
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## 'data.frame':    119733 obs. of  15 variables:
-##  $ ID                : Factor w/ 47926 levels "A0A023PZE4","A0A183",..: 31841 21608 21608 21608 21608 21608 37902 16728 16728 16728 ...
-##  $ MSA               : Factor w/ 81702 levels "---------------------------------------------------------------------------------------------------------------"| __truncated__,..: 396 29289 26387 26656 33102 29698 75866 79916 67720 14126 ...
-##  $ begin             : int  600 628 132 627 597 41 13 935 132 253 ...
-##  $ pvalue            : num  0 0 0 0 0 ...
-##  $ l_effective       : int  93 12 1 1 4 7 7 4 2 1 ...
-##  $ n                 : int  4 6 6 49 21 3 3 2 4 6 ...
-##  $ n_effective       : num  3.4 4.75 6 49 19 ...
-##  $ TRD               : Factor w/ 4 levels "HHrepID","PFAM",..: 1 4 4 4 3 3 1 4 4 4 ...
-##  $ model             : Factor w/ 435 levels "cpHMM","None",..: 2 1 2 1 1 1 1 2 2 2 ...
-##  $ disordered_overlap: int  0 49 6 41 68 16 15 7 8 6 ...
-##  $ overlap_start     : int  681 659 132 659 659 41 22 940 132 253 ...
-##  $ overlap_end       : int  714 684 137 675 672 56 33 942 139 258 ...
-##  $ end               : int  915 684 137 675 672 56 33 942 139 258 ...
-##  $ idr_start         : int  681 659 1 659 659 1 22 940 1 226 ...
-##  $ idr_end           : int  714 696 180 696 696 180 52 973 195 275 ...
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Literature on Evolution of TRs and disorder

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CitationContentMethods
Simon, M., & Hancock, J. M. (2009). Tandem and cryptic amino acid repeats accumulate in disordered regions of proteins. Genome Biology.Data: In-house homorepeat detector (l=1[aa]) on 5,815 orthologous proteins from four mammalian (human, chimpanzee, mouse and rat) and a bird (chicken) genome.
Tompa, P. (2003). Intrinsically unstructured proteins evolve by repeat expansion. BioEssays : News and Reviews in Molecular, Cellular and Developmental Biology, 25(9), 847–855. http://doi.org/10.1002/bies.10324The frequency of TRs is higher in unstructured proteins compared to a background of all proteins. Tompa claims that repeat expansion is a major mechanism of the evolution of unstructured proteins. Tompa’s view stems from the observatation of fast evolving micro- and minisatellites.Unpublished algorithm also used by Marcotte & Pellegrini used for TR detection on 126 unstructured proteins and domains.
Jorda, J., Xue, B., Uversky, V. N., & Kajava, A. V. (2010). Protein tandem repeats - the more perfect, the less structured. FEBS Journal, 277(12), 2673–2682. http://doi.org/10.1111/j.1742-4658.2010.07684.x“greater degrees of disorder in a protein sequence are associated with more perfect tandem repeats, or those with more precise spacing of the same amino acids across repeats”TRs were predicted using T-REKS on PDB and SwissProt. Disorder was predicted using vlxt, vls2, iupred, foldindex, and TopIDP.
Szalkowski, A. M., & Anisimova, M. (2011). Markov models of amino acid substitution to study proteins with intrinsically disordered regions. PloS One, 6(5), e20488. http://doi.org/10.1371/journal.pone.0020488Data: T-REKS (de novo repeat detection algorithm, detects mostly TRs l < 15 [aa]) on Disprot
Lobanov, M. Y., & Galzitskaya, O. V. (2012). Occurrence of disordered patterns and homorepeats in eukaryotic and bacterial proteomes. Molecular BioSystems, 8(1), 327–337. http://doi.org/10.1039/c1mb05318cIntroducing the concept of “disordered patterns” - short sequences of amino acid, which are typically annotated as disordered in PDB. Calculating the frequency of these pattern over many proteomes. Correlating the frequency of homorepeats based on different amino acids across species -> There is a strong correlation for phylogenetically close species.
Lobanov, M. Y., & Galzitskaya, O. V. (2015). How Common Is Disorder? Occurrence of Disordered Residues in Four Domains of Life. International Journal of Molecular Sciences, 16(8), 19490–19507. http://doi.org/10.3390/ijms160819490Calculating “Fraction of Disordered Residues in Proteins Containing Homo-Repeats of Different Length”. Result: The fraction of disordered residues out of all residues in a protein depends on if the protein contain a homorepeat, and what kind of homorepeat. HOWEVER, the authors only look at this correlation, and not at the actual overlap, or any other confounding statistics.
Kumari, B., Kumar, R., & Kumar, M. (2015). Low complexity and disordered regions of proteins have different structural and amino acid preferences. Molecular BioSystems, 11(2), 585–594. http://doi.org/10.1039/c4mb00425f
van der Lee, R., Buljan, M., Lang, B., Weatheritt, R. J., Daughdrill, G. W., Dunker, A. K., et al. (2014). Classification of Intrinsically Disordered Regions and Proteins. Chemical …, 114(13), 6589–6631. http://doi.org/10.1021/cr400525mLarge review on IDPs and IDRs. Concerning TRs, the prevalence of microsatellites in IDPs/IDRs is mentioned. The functional diversification following TR expansion is classified into three types. Tandem repeat expansion is seen as the origin of disordered region (with little explanation).
Aït-Bara, S., Carpousis, A. J., & Quentin, Y. (2015). RNase E in the γ-Proteobacteria: conservation of intrinsically disordered noncatalytic region and molecular evolution of microdomains. Molecular Genetics and Genomics : MGG, 290(3), 847–862. http://doi.org/10.1007/s00438-014-0959-5
Pellegrini, M. (2015). Tandem Repeats in Proteins: Prediction Algorithms and Biological Role. Frontiers in Bioengineering and Biotechnology, 3, 143. http://doi.org/10.3389/fbioe.2015.00143
Roberts, S., Dzuricky, M., & Chilkoti, A. (2015). Elastin-like polypeptides as models of intrinsically disordered proteins. FEBS Letters, 589(19 Pt A), 2477–2486. http://doi.org/10.1016/j.febslet.2015.08.029Example of an artificial IDP governed by a pentapeptide TR. “Another common aspect that many IDPs and IDRs share with ELPs is the frequency of low sequence complexity tandem repeats, defined as patterns of repeats of highly similar amino acids [28,37]. The presence of low sequence complexity regions is unsurprising given the inherent bias toward disorder promoting amino acids. These regions in IDPs can be composed of simple repeats such as polyserine or polyglutamine or more complex repeats such as those found in resilin”
Aït-Bara, S., Carpousis, A. J., & Quentin, Y. (2015). RNase E in the γ-Proteobacteria: conservation of intrinsically disordered noncatalytic region and molecular evolution of microdomains. Molecular Genetics and Genomics : MGG, 290(3), 847–862. http://doi.org/10.1007/s00438-014-0959-5
Kajava, A. V., Klopffleisch, K., Chen, S., & Hofmann, K. (2014). Evolutionary link between metazoan RHIM motif and prion-forming domain of fungal heterokaryon incompatibility factor HET-s/HET-s. Scientific Reports, 4, 7436. http://doi.org/10.1038/srep07436
Simon, A. J., Vallée-Bélisle, A., Ricci, F., & Plaxco, K. W. (2014). Intrinsic disorder as a generalizable strategy for the rational design of highly responsive, allosterically cooperative receptors. Proceedings of the National Academy of Sciences of the United States of America, 111(42), 15048–15053. http://doi.org/10.1073/pnas.1410796111
Luo, H., & Nijveen, H. (2014). Understanding and identifying amino acid repeats. Briefings in Bioinformatics, 15(4), 582–591. http://doi.org/10.1093/bib/bbt003
Espada, R., Parra, R. G., Sippl, M. J., Mora, T., Walczak, A. M., & Ferreiro, D. U. (2015). Repeat proteins challenge the concept of structural domains. Biochemical Society Transactions, 43(5), 844–849. http://doi.org/10.1042/BST20150083
Mary, R. D., & Selvaraj, S. (2013). Analysis of sequence repeats of proteins in the PDB. Computational Biology and Chemistry, 47, 156–166. http://doi.org/10.1016/j.compbiolchem.2013.09.001
Persi, E., & Horn, D. (2013). Systematic analysis of compositional order of proteins reveals new characteristics of biological functions and a universal correlate of macroevolution. PLoS Computational Biology, 9(11), e1003346. http://doi.org/10.1371/journal.pcbi.1003346
Turjanski, P., Parra, R. G., Espada, R., Becher, V., & Ferreiro, D. U. (2015, October 8). Protein Repeats from First Principles. arXiv.org.
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[only]: Tandem repeats in general:

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CitationContentMethods
Marcotte, E. M., Pellegrini, M., Yeates, T. O., & Eisenberg, D. (1999). A census of protein repeats. Journal of Molecular Biology, 293(1), 151–160. http://doi.org/10.1006/jmbi.1999.3136First large review on protein tandem repeatsIn house TR detector on Swissprot
Richard, G.-F., Kerrest, A., & Dujon, B. (2008). Comparative genomics and molecular dynamics of DNA repeats in eukaryotes. Microbiology and Molecular Biology Reviews : MMBR, 72(4), 686–727. http://doi.org/10.1128/MMBR.00011-08An excellent review on micro and minisatellites. No focus on protein TRs. Shortly discussing the distribution of short TRs in different species. “Interestingly, some of these regions also correspond to regions highly biased for GC content”
Matsushima, N., Tanaka, T., & Kretsinger, R. (2009). Non-Globular Structures of Tandem Repeats in Proteins. Protein & Peptide Letters, 16(11), 1297–1322. doi:10.2174/092986609789353745 url to share this paper: sci-hub.tw/10.2174/092986609789353745Describes two classes of TRs: Globular and non-globular structures. Globulars can be divided into two subclasses. One which forms helix and solenoids ( ankyrin, HEAT, leucine rich repeat, and armadillo) and the other which has relatively stable domains (zinc-fingers, EF-hands, WD repeats, and SUSHI domain (SCR repeat)). The non-globular repeats are also found in two groups: those that form stable helices, like collagen, and those whose structures are flexible or inherently disordered, for example polyglutamine (polyGln)
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[only]: Tandem repeat structure:

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CitationContentMethods
Paladin, L., & Tosatto, S. C. E. (2015). Comparison of protein repeat classifications based on structure and sequence families. Biochemical Society Transactions, 43(5), 832–837. http://doi.org/10.1042/BST20150079Review on the structural classifications of TRs, very similar to Kajava’s work. Finding significant overlap of PFAM annotations to structural classes in RepeatDB.
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[only] IDPs:

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CitationContentMethods
Fuxreiter, M., & Tompa, P. (2012). Fuzzy Complexes: A More Stochastic View of Protein Function. In Fuzziness (pp. 1–14). Springer US. http://doi.org/10.1007/978-1-4614-0659-4_1
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Off-topic:

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Rowling, P. J. E., Sivertsson, E. M., Perez-Riba, A., Main, E. R. G., & Itzhaki, L. S. (2015). Dissecting and reprogramming the folding and assembly of tandem-repeat proteins. Biochemical Society Transactions, 43(5), 881–888. http://doi.org/10.1042/BST20150099Review of known models for the order of folding of domain TRs (e.g. ANK, TPR, HEAT TRs). No mentioning of disordered regions, just misfolded, not-yet folded or unfolded TRs.
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- - - - - - - - diff --git a/results/.Rhistory_copy b/results/.Rhistory_copy deleted file mode 100644 index 54921c4..0000000 --- a/results/.Rhistory_copy +++ /dev/null @@ -1,512 +0,0 @@ -df.domain <- sp_gathered[which(sp_gathered$RepeatType == "Domain"),] -model.lm <- lm(Fraction ~ mean_sequence_length, data = df.domain) -summary(model.lm) -# Add meta_data from sp_all to tr_all. -> Do a left join. -library(ggrepel) -sp = ddply(sp_all, .(origin, Superkingdom, Kingdom, is_chloroplastic, is_mitochondrial), -summarize, -has_tr_fraction=sum(has_tr==TRUE)/length(ID), -has_micro_tr_fraction=sum(has_micro_tr==TRUE)/length(ID), -has_short_tr_fraction=sum(has_short_tr==TRUE)/length(ID), -has_domain_tr_fraction=sum(has_domain_tr==TRUE)/length(ID), -mean_sequence_length=mean(Length), -count=length(ID)) -head(sp) -p = ggplot(sp, aes(x=mean_sequence_length, y=has_tr_fraction, shape=Superkingdom)) + # colour=origin, shape=Superkingdom, size=log10(count) -geom_point(size = 3)+ -scale_fill_manual(values=getPalette(colour_count)) + scale_size_continuous(range=c(2,7)) + #scale_colour_brewer(type=2, palette="RdYlBu") -geom_abline(intercept=0, slope=mean(sp$has_tr_fraction)/mean(sp$mean_sequence_length), colour="grey")+ -# ggtitle('All tandem repeats')+ -labs(x="Mean Protein Length", -y="Fraction of TR")+ -# geom_label_repel(aes(label = origin), # textbox label -# direction = c("both"), -# label.size = NA, -# label -# box.padding = 0.5, -# point.padding = 0.4, -# segment.alpha = 0.5, -# segment.color = 'grey50') -geom_text_repel(aes(label = origin), # plain text label -colour = "black") -p = beautifier(p) -p <- paper.figure(p) -if( save) { -ggsave(paste0(pathImages, "fig2a_all", figureFormat), width=12, height=8, dpi = 300) -} -#### NORMALIZATION IS NOT WORKING HERE.... -# # small proteins and small fraction of TRs -# all_tr_outliers1 <- sp_all[which(sp_all$origin == "Chloroplastic (unknown)" & sp_all$has_tr == TRUE),] -# all_tr_outliers1[order(all_tr_outliers1$Species),] -# -# all_tr_outliers1 <- ddply(all_tr_outliers1, .(origin, Superkingdom, Kingdom, Species, protein_name), # count species occurences -# summarize, -# species_count=length(Species)/length(sp_all)) -# all_tr_outliers1 <- arrange(all_tr_outliers1, desc(species_count)) -# head(all_tr_outliers1) -# -# # plot with geom_bar with own stats and ordered descending -# p <- ggplot(all_tr_outliers1)+ -# geom_bar(aes(reorder(Species, species_count), species_count), stat = "identity")+ -# coord_flip()+ -# ggtitle('All tandem repeats')+ -# labs(x="Species", -# y="Fraction of proteins with TRs", -# subtitle = "Chloroplastic (unknown)") -# p <- beautifier(p) -# p -# # Look at which protein from red algae is most prominent -# all_tr_outliers1_redalg <- all_tr_outliers1[which(all_tr_outliers1$Species == "Pyropia yezoensis (Red alga) (Porphyra yezoensis)"), ] -# all_tr_outliers1_redalg[order(all_tr_outliers1_redalg$protein_name),] -# head(all_tr_outliers1_redalg) -#### REPORT ONLY ACTUAL NUMBERS THEREFORE... -# small proteins and small fraction of TRs -all_tr_outliers1 <- sp_all[which(sp_all$origin == "Chloroplastic (unknown)" & sp_all$has_tr == TRUE),] -all_tr_outliers1[order(all_tr_outliers1$Species),] -all_tr_outliers1 <- ddply(all_tr_outliers1, .(origin, Superkingdom, Kingdom, Species), # count species occurences -summarize, -species_count=length(Species)) -all_tr_outliers1 <- arrange(all_tr_outliers1, desc(species_count)) -head(all_tr_outliers1) -# plot with geom_bar with own stats and ordered descending -p <- ggplot(all_tr_outliers1)+ -geom_bar(aes(reorder(Species, species_count), species_count), stat = "identity")+ -coord_flip()+ -ggtitle('All tandem repeats')+ -labs(x="Species", -y="No. of proteins with TRs", -subtitle = "Chloroplastic (unknown)") -p <- beautifier(p) -p -# many proteins, and big fraction of TRs -all_tr_outliers2 <- sp_all[which(sp_all$origin == "Mitochondrial (Viridiplantae)" & sp_all$has_tr == TRUE),] -all_tr_outliers2[order(all_tr_outliers2$Species),] -all_tr_outliers2 <- ddply(all_tr_outliers2, .(origin, Superkingdom, Kingdom, Species), -summarize, -species_count=length(Species)) -all_tr_outliers2 <- arrange(all_tr_outliers2, desc(species_count)) -all_tr_outliers2 <- all_tr_outliers2[which(all_tr_outliers2$species_count>2),] -head(all_tr_outliers2) -# plot with geom_bar with own stats and ordered descending -p <- ggplot(all_tr_outliers2)+ -geom_bar(aes(reorder(Species, species_count), species_count), stat = "identity")+ -coord_flip()+ -ggtitle('All tandem repeats')+ -labs(x="Species", -y="No. of proteins with TRs", -subtitle = "Mitochondrial (Viridiplantae)") -p <- beautifier(p) -p <- paper.figure(p) -p -p = ggplot(sp, aes(x=mean_sequence_length, y=has_micro_tr_fraction, shape=Superkingdom)) + # colour=origin, , size=log10(count) -geom_point(size = 3) + -geom_abline(intercept=0, slope=mean(sp$has_micro_tr_fraction)/mean(sp$mean_sequence_length), colour="grey")+ -theme( text = element_text(), -legend.text = element_text(family = "sans", face='italic', hjust=0), -strip.text.x = element_text(family = "sans",angle = 0), -strip.text.y = element_text(family = "sans",angle = 270, margin = margin(r=30)), -axis.text.x = element_text(family = "sans",angle = 90, margin=margin(1,1,2,1,"pt")), -axis.text.y = element_text(family = "sans",margin=margin(1,1,2,1,"pt")), -axis.ticks.length = unit(0.05, "cm")) + -labs(x="Mean Protein Length", -y="Fraction of micro TR")+ -coord_cartesian(ylim = c(min(sp_gathered$Fraction),max(sp_gathered$Fraction)))+ -scale_fill_manual(values=getPalette(colour_count)) + -scale_size_continuous(range=c(2,7)) + -ggtitle('Micro tandem repeats')+ -geom_text_repel(aes(label = origin), # plain text label -colour = "black") -p = beautifier(p) -if( save) { -ggsave(paste0(pathImages, "fig2a_micro", figureFormat), width=12, height=8, dpi = 300) -} -p <- paper.figure(p) -p -# many proteins, and big fraction of TRs -micro_tr_outliers <- sp_all[which(sp_all$origin == "unknown (Eukaryota)" & sp_all$has_micro_tr == TRUE),] -micro_tr_outliers[order(micro_tr_outliers$Species),] -micro_tr_outliers <- ddply(micro_tr_outliers, .(origin, Superkingdom, Kingdom, Species), -summarize, -species_count=length(Species)) -micro_tr_outliers <- arrange(micro_tr_outliers, desc(species_count)) -head(micro_tr_outliers) -# plot with geom_bar with own stats and ordered descending -p <- ggplot(micro_tr_outliers[which(micro_tr_outliers$species_count>10),])+ #display only those Species with more than 10 proteins with micro TRs -geom_bar(aes(reorder(Species, species_count), species_count), stat = "identity")+ -coord_flip()+ -ggtitle('Micro tandem repeats')+ -labs(x="Species", -y="No. of proteins with micro TRs", -subtitle = "unknown (Eukaryota)") -p <- beautifier(p) -p <- paper.figure(p) -p -p = ggplot(sp, aes(x=mean_sequence_length, y=has_short_tr_fraction, shape=Superkingdom)) + # colour=origin, , size=log10(count) -geom_point()+ -geom_abline(intercept=0, slope=mean(sp$has_short_tr_fraction)/mean(sp$mean_sequence_length), colour="grey")+ -theme( text = element_text(), -legend.text = element_text(family = "sans", face='italic', hjust=0), -strip.text.x = element_text(family = "sans",angle = 0), -strip.text.y = element_text(family = "sans",angle = 270, margin = margin(r=30)), -axis.text.x = element_text(family = "sans",angle = 90, margin=margin(1,1,2,1,"pt")), -axis.text.y = element_text(family = "sans",margin=margin(1,1,2,1,"pt")), -axis.ticks.length = unit(0.05, "cm")) + -geom_point(size=2) + -labs(x="Mean Protein Length", -y="Fraction of small TR")+ -coord_cartesian(ylim = c(min(sp_gathered$Fraction),max(sp_gathered$Fraction)))+ -scale_fill_manual(values=getPalette(colour_count)) + -scale_size_continuous(range=c(2,7)) + -ggtitle('Small tandem repeats')+ -geom_text_repel(aes(label = origin), # plain text label -colour = "black") -p = beautifier(p) -p <- paper.figure(p) -p -if( save) { -ggsave(paste0(pathImages, "fig2a_short", figureFormat), width=12, height=8, dpi = 300) -} -p = ggplot(sp, aes(x=mean_sequence_length, y=has_domain_tr_fraction, shape=Superkingdom)) + #colour=origin, , size=log10(count) -geom_point()+ -geom_abline(intercept=0, slope=mean(sp$has_domain_tr_fraction)/mean(sp$mean_sequence_length), colour="grey")+ -theme( text = element_text(), -legend.text = element_text(family = "sans", face='italic', hjust=0), -strip.text.x = element_text(family = "sans",angle = 0), -strip.text.y = element_text(family = "sans",angle = 270, margin = margin(r=30)), -axis.text.x = element_text(family = "sans",angle = 90, margin=margin(1,1,2,1,"pt")), -axis.text.y = element_text(family = "sans",margin=margin(1,1,2,1,"pt")), -axis.ticks.length = unit(0.05, "cm")) + -geom_point(size=2) + -labs(x="Mean Protein Length", -y="Fraction of domain TR")+ -coord_cartesian(ylim = c(min(sp_gathered$Fraction),max(sp_gathered$Fraction)))+ -scale_fill_manual(values=getPalette(colour_count)) + -scale_size_continuous(range=c(2,7)) + -ggtitle('Domain tandem repeats')+ -geom_text_repel(aes(label = origin), # plain text label -colour = "black") -p = beautifier(p) -p <- paper.figure(p) -p -if( save) { -ggsave(paste0(pathImages, "fig2a_domain", figureFormat), width=12, height=8, dpi = 300) -} -# big proteins, and big fraction of TRs -domain_tr_outliers <- sp_all[which(sp_all$origin == "Mitochondrial (Viridiplantae)" & sp_all$has_domain_tr == TRUE),] -domain_tr_outliers[order(domain_tr_outliers$Species),] -domain_tr_outliers <- ddply(domain_tr_outliers, .(origin, Superkingdom, Kingdom, Species), -summarize, -species_count=length(Species)) -domain_tr_outliers <- arrange(domain_tr_outliers, desc(species_count)) -head(domain_tr_outliers) -# plot with geom_bar with own stats and ordered descending -p <- ggplot(domain_tr_outliers[which(domain_tr_outliers$species_count>1),])+ #display only those Species with more than 1 proteins with domain TRs -geom_bar(aes(reorder(Species, species_count), species_count), stat = "identity")+ -coord_flip()+ -ggtitle('Domain tandem repeats')+ -labs(x="Species", -y="No. of proteins with domain TRs", -subtitle = "Mitochondrial (Viridiplantae)") -p <- beautifier(p) -p <- paper.figure(p) -p -sequence_length_bin <- with(sp_all, cut(Length, breaks = c(0, 100, 150, 200, 250, 300, 350, 400, 450, 500, 550, 600, 650, 700, 750, 800, 850, 900, 950, 1000, 1250, 1500, 2000, 50000), dig.lab=12)) -sp <- ddply(sp_all, .(Superkingdom, sequence_length_bin), -summarise, -has_tr_fraction=sum(has_tr==TRUE)/length(ID), -has_micro_tr_fraction=sum(has_micro_tr==TRUE)/length(ID), -has_short_tr_fraction=sum(has_short_tr==TRUE)/length(ID), -has_domain_tr_fraction=sum(has_domain_tr==TRUE)/length(ID), -n_proteins=length(ID)) -sp$has_tr_fraction_binary_proportion_confidence_interval = sqrt(sp$has_tr_fraction*(1-sp$has_tr_fraction)/sp$n_proteins) -# Need to summarize data for blocks of "Length". -# For the error bars, see https://en.wikipedia.org/wiki/Binomial_proportion_confidence_interval -p = ggplot(sp, aes(x=sequence_length_bin, y=has_tr_fraction, colour=Superkingdom)) + -geom_point()+ -geom_errorbar(aes(ymin=has_tr_fraction-has_tr_fraction_binary_proportion_confidence_interval, -ymax=has_tr_fraction+has_tr_fraction_binary_proportion_confidence_interval), width=.2) + -scale_colour_brewer(type=2, palette="Dark2")+ -# ggtitle('Tandem repeat appearance by protein sequence length and Superkingdom')+ -theme(text = element_text(), -legend.text = element_text(family = "sans", face='italic', hjust=0), -strip.text.x = element_text(family = "sans", angle = 0), -strip.text.y = element_text(family = "sans", angle = 270, margin = margin(r=30)), -axis.text.x = element_text(family = "sans", angle = 90, margin=margin(1,1,2,1,"pt")), -axis.text.y = element_text(family = "sans", margin=margin(1,1,2,1,"pt"))) + -labs(x="Sequence length", -y="Fraction of TR") -p = beautifier(p) -p <- paper.figure(p) -p -if( save) { -ggsave(paste0(pathImages, "fig2a-2", figureFormat), width=12, height=8, dpi = 300) -} -p = ggplot(sp, aes(x=sequence_length_bin, y=has_micro_tr_fraction, colour=Superkingdom)) + geom_point() -p = p + -geom_errorbar(aes(ymin=has_micro_tr_fraction-has_tr_fraction_binary_proportion_confidence_interval, -ymax=has_micro_tr_fraction+has_tr_fraction_binary_proportion_confidence_interval), width=.2)+ -scale_colour_brewer(type=2, palette="Dark2") + -ggtitle('Micro tandem repeats') + # TODO: Add wrapped plots for other species -theme( -text = element_text(), -legend.text = element_text(family = "sans", face='italic', hjust=0), -strip.text.x = element_text(family = "sans", angle = 0), -strip.text.y = element_text(family = "sans", angle = 270, margin = margin(r=30)), -axis.text.x = element_text(family = "sans", angle = 90, margin=margin(1,1,2,1,"pt")), -axis.text.y = element_text(family = "sans", margin=margin(1,1,2,1,"pt")) -) + -labs(x="Sequence length", -y="Fraction with micro TR") -p = beautifier(p) -p <- paper.figure(p) -p -if( save) { -ggsave(paste0(pathImages, "fig2a-3", figureFormat), width=12, height=8, dpi = 300) -} -p = ggplot(sp, aes(x=sequence_length_bin, y=has_short_tr_fraction, colour=Superkingdom)) + geom_point() -p = p + -geom_errorbar(aes(ymin=has_micro_tr_fraction-has_tr_fraction_binary_proportion_confidence_interval, -ymax=has_micro_tr_fraction+has_tr_fraction_binary_proportion_confidence_interval), width=.2)+ -scale_colour_brewer(type=2, palette="Dark2") + -ggtitle('Small tandem repeats') + # TODO: Add wrapped plots for other species -theme( -text = element_text(), -legend.text = element_text(family = "sans", face='italic', hjust=0), -strip.text.x = element_text(family = "sans", angle = 0), -strip.text.y = element_text(family = "sans", angle = 270, margin = margin(r=30)), -axis.text.x = element_text(family = "sans", angle = 90, margin=margin(1,1,2,1,"pt")), -axis.text.y = element_text(family = "sans", margin=margin(1,1,2,1,"pt")) -) + -labs(x="Sequence length", -y="Fraction with smal TR") -p = beautifier(p) -p <- paper.figure(p) -p -if( save) { -ggsave(paste0(pathImages, "fig2a-4", figureFormat), width=12, height=8, dpi = 300) -} -p = ggplot(sp, aes(x=sequence_length_bin, y=has_domain_tr_fraction, colour=Superkingdom)) + geom_point() -p = p + -geom_errorbar(aes(ymin=has_micro_tr_fraction-has_tr_fraction_binary_proportion_confidence_interval, -ymax=has_micro_tr_fraction+has_tr_fraction_binary_proportion_confidence_interval), width=.2)+ -scale_colour_brewer(type=2, palette="Dark2") + -ggtitle('Domain tandem repeats') + # TODO: Add wrapped plots for other species -theme( -text = element_text(), -legend.text = element_text(family = "sans", face='italic', hjust=0), -strip.text.x = element_text(family = "sans", angle = 0), -strip.text.y = element_text(family = "sans", angle = 270, margin = margin(r=30)), -axis.text.x = element_text(family = "sans", angle = 90, margin=margin(1,1,2,1,"pt")), -axis.text.y = element_text(family = "sans", margin=margin(1,1,2,1,"pt")) -) + -labs(x="Sequence length", -y="Fraction with domain TR") -p = beautifier(p) -p <- paper.figure(p) -p -if( save) { -ggsave(paste0(pathImages, "fig2a-5", figureFormat), width=12, height=8, dpi = 300) -} -protein_length_bin <-cut(sp_protein$Length, breaks = c(0, 50, 100, 300, 500, 1000, 1500, 2000, 3000, max(sp_protein$Length)), dig.lab=12) -sp_protein$length_group = protein_length_bin -sp_protein_bylength = ddply(sp_protein, .(length_group, origin, Superkingdom), summarize, mean_dis_content=mean(disorder_count/Length), count=length(ID)) -p = ggplot(sp_protein_bylength, aes(x=length_group, y=mean_dis_content, shape=Superkingdom, colour=origin, size=log(count)/10)) + -geom_point(alpha=0.5, show.legend=TRUE) + -ylim(0,1.0) + -geom_line(aes(group=origin), size=0.3)+ -theme_minimal() + -theme(axis.text.x = element_text(angle=45, hjust=1), -text = element_text(size = 2)) + # size = 8 -labs(y="Mean disorder content", -x="Protein Length") -p <- paper.figure(p) -p -if( save) { -ggsave(paste0(pathImages, "fig2b", figureFormat), width=12, height=8, dpi = 300) -} -sp_protein_bylength = ddply(sp_protein, .(length_group, Superkingdom), summarize, mean_dis_content=mean(disorder_count/Length), count=length(ID)) -p = ggplot(sp_protein_bylength, aes(x=length_group, y=mean_dis_content, colour=Superkingdom, size=log10(count))) + -geom_point(alpha=0.5, show.legend=TRUE) + -ylim(0,1.0) + -geom_line(aes(group=Superkingdom), size=0.3) -p = p + theme_minimal() + -theme(axis.text.x = element_text(angle=45, hjust=1), -text = element_text(size=8)) + -labs(y="Mean disorder content", -x="Protein Length") -p <- paper.figure(p) -if( save) { -ggsave(paste0(pathImages, "fig2b_simple", figureFormat), width=12, height=8, dpi = 300) -} -tr_all_sp$repeat_type_bin <- with(tr_all_sp, cut(l_effective, breaks = c(0,3, 15, 2000), dig.lab = 12)) -p = ggplot(tr_all_sp, aes(x = center/Length, colour=repeat_type_bin, fill=repeat_type_bin)) + -geom_density(alpha=.5) + facet_wrap(~ Superkingdom, scales = "free") -p = beautifier(p) + -# theme(strip.text = element_text(size=10), -# legend.text = element_text(size=20), -# legend.title = element_text(size=30), -# axis.text = element_text(size=15)) + -theme(strip.text = element_text(), -legend.text = element_text(), -legend.title = element_text(), -axis.text = element_text()) + -labs(x="TR center location (center/Length)", -y="Density", -fill=expression(l[effective])) + -guides(color=F) # disable color axis -p <- paper.figure(p) -p -if( save) { -ggsave(paste0(pathImages, "fig3a", figureFormat), width=12, height=8, dpi = 300) -} -tr_all_sp$repeat_type_bin <- with(tr_all_sp, cut(l_effective, breaks = c(0,3, 15, 2000), dig.lab = 12)) -p = ggplot(tr_all_sp, aes(x = center/Length, colour=repeat_type_bin, fill=repeat_type_bin)) + -geom_density(size=1, alpha=.5) + -scale_color_manual( values = c("grey","violet","turquoise4"), name ="TR type", breaks=c("(0,3]","(3,15]", "(15,2000]"),labels=c("Micro", "Small","Domain")) + -scale_fill_manual( values = c("grey","violet","turquoise4"), name ="TR type", breaks=c("(0,3]","(3,15]", "(15,2000]"),labels=c("Micro", "Small","Domain")) + -labs(x="TR center location (center/Length)", y="Density") -p = p + theme_minimal(base_size = 10) -p <- paper.figure(p) -p -if( save) { -ggsave(paste0(pathImages, "fig3a_all", figureFormat), width=12, height=8, dpi = 300) -} -# renormalized version accounting for true length -tr_all_sp$repeat_type_bin <- with(tr_all_sp, cut(l_effective, breaks = c(0,3, 15, 2000), dig.lab = 12)) -tr_all_sp_positions <- tr_all_sp %>% -transmute(repeat_type_bin, -Superkingdom, -center=round(center), -Length=round(Length), -total_repeat_length=round(total_repeat_length)) %>% -mutate(usableLen = Length - total_repeat_length, -pos = (center-ceiling(total_repeat_length/2))/usableLen) %>% -filter(usableLen > 0) %>% #otherwise causes NaN or Inf -tbl_df -summary(tr_all_sp_positions) -summary(tr_all_sp_positions[which(tr_all_sp_positions$Superkingdom == "Viruses"),]) #limited number of observations for viruses and archaea -summary(tr_all_sp_positions[which(tr_all_sp_positions$Superkingdom == "Archaea"),]) #limited number of observations for viruses and archaea -# possible bug: some centers lie outside the usable length -tr_all_sp_positions %>% -mutate(diff= center - floor(Length+1/2 - total_repeat_length/2)) %>% -arrange(-pos) %>% -top_n(1,diff) %>% -invisible -# cols <- brewer.pal(3, "Dark2") -cols1 <- c("#AA3939", "#AA7939", "#29506D") #c("#801515", "#805215", "#123652") #http://paletton.com/#uid=7000I0kllllaFw0g0qFqFg0w0aF -cols2 <- c("#FFAAAA", "#FFDBAA", "#718EA4") #c("#AA3939", "#AA7939", "#29506D") -p = ggplot(tr_all_sp_positions %>% filter(pos <= 1), aes(x = pos, colour=repeat_type_bin, fill=repeat_type_bin)) + -geom_density(alpha=.7) + -scale_color_manual( values = cols1, #values = c("grey","violet","turquoise4"), -name ="TR type", -breaks=c("(0,3]","(3,15]", "(15,2000]"), -labels=c("Micro", "Small","Domain")) + -scale_fill_manual( values = cols2, -name ="TR type", -breaks=c("(0,3]","(3,15]", "(15,2000]"), -labels=c("Micro", "Small","Domain")) + -labs(x="TR center location", y="Density") -p <- beautifier(p) -p <- paper.figure(p) -p -if( save) { -ggsave(paste0(pathImages, "fig3a_all_renormalized", figureFormat), width=12, height=8, dpi = 300) -} -p = ggplot(tr_all_sp_positions %>% filter(pos <= 1), aes(x = pos, colour=repeat_type_bin, fill=repeat_type_bin)) + -geom_density(alpha=.7)+ -facet_wrap(~ Superkingdom, scales = "free")+ -scale_color_manual( values = cols1, #values = c("grey","violet","turquoise4"), -name ="TR type", -breaks=c("(0,3]","(3,15]", "(15,2000]"), -labels=c("Micro", "Small","Domain")) + -scale_fill_manual( values = cols2, -name ="TR type", -breaks=c("(0,3]","(3,15]", "(15,2000]"), -labels=c("Micro", "Small","Domain")) + -labs(x="TR center location", y="Density") -p <- beautifier(p) -p <- paper.figure(p) -p -if( save) { -ggsave(paste0(pathImages, "fig3a_Superkingdoms_renormalized", figureFormat), width=12, height=8, dpi = 300) -} -d_sub = subset(tr_all_sp, TRD=="PFAM") -d = ddply(d_sub, .(Superkingdom, is_chloroplastic, is_mitochondrial, model), summarize, count=length(ID)) -d_cut = subset(d, Superkingdom=="Bacteria") -d_cut[order(d_cut$count,decreasing=T)[1:10],] -d_cut = subset(d, Superkingdom=="Archaea") -d_cut[order(d_cut$count,decreasing=T)[1:10],] -d_cut = subset(d, Superkingdom=="Viruses") -d_cut[order(d_cut$count,decreasing=T)[1:10],] -d = ddply(d_sub, .(Superkingdom, Kingdom, is_chloroplastic, is_mitochondrial, model), summarize, count=length(ID)) -d_cut = subset(d, Superkingdom=="Eukaryota" & Kingdom == "Viridiplantae" & is_mitochondrial==FALSE & is_chloroplastic==FALSE) -d_cut[order(d_cut$count,decreasing=T)[1:10],] -d_cut = subset(d, Superkingdom=="Eukaryota" & Kingdom == "Metazoa" & is_mitochondrial==FALSE) -d_cut[order(d_cut$count,decreasing=T)[1:10],] -d_cut = subset(d, Superkingdom=="Eukaryota" & Kingdom == "Fungi" & is_mitochondrial==FALSE) -d_cut[order(d_cut$count,decreasing=T)[1:10],] -d = ddply(d_sub, .(is_chloroplastic, is_mitochondrial, model), summarize, count=length(ID)) -d_cut = subset(d, is_mitochondrial==TRUE) -d_cut[order(d_cut$count,decreasing=T)[1:10],] -d_cut = subset(d, is_chloroplastic==TRUE) -d_cut[order(d_cut$count,decreasing=T)[1:10],] -df <- gather(many_distinct_regions_TR_fractions, key = "TR_type", value = "Fraction", c("has_micro_tr_fraction", "has_short_tr_fraction", "has_domain_tr_fraction")) -df$TR_type[which(df$TR_type=="has_micro_tr_fraction")] <- "micro TRs" -df$TR_type[which(df$TR_type=="has_short_tr_fraction")] <- "small TRs" -df$TR_type[which(df$TR_type=="has_domain_tr_fraction")] <- "domain TRs" -cols1 <- c("#AA3939", "#AA7939", "#29506D", "#2D882D") #http://paletton.com/#uid=7000I0kllllaFw0g0qFqFg0w0aF -p <- ggplot(df, aes(x = Superkingdom, y = Fraction, facet = TR_type, fill = Superkingdom))+ -facet_wrap(facets="TR_type") + -geom_col() -p <- beautifier(p)+ -scale_fill_manual(values = cols1) -p <- paper.figure(p)+ -theme(axis.title.x=element_blank(), -axis.text.x = element_text(angle = 45, hjust = 1)) -# ggtitle(paste("TR types in proteins with more or equal 4 TRs")) -p -p <- paper.figure(p)+ -theme(axis.title.x=element_blank(), -axis.text.x = element_text(angle = 45, hjust = 2)) -# ggtitle(paste("TR types in proteins with more or equal 4 TRs")) -p -p <- paper.figure(p)+ -theme(axis.title.x=element_blank(), -axis.text.x = element_text(angle = 45, hjust = 1.5)) -# ggtitle(paste("TR types in proteins with more or equal 4 TRs")) -p -p <- paper.figure(p)+ -theme(axis.title.x=element_blank(), -axis.text.x = element_text(angle = 45, hjust = 1.1)) -# ggtitle(paste("TR types in proteins with more or equal 4 TRs")) -p -if(save) { -ggsave(paste0(pathImages, "TRtypes_distribution_in_prot_with_more_4TRs", figureFormat), width=12, height=8, dpi = 300) -} -rm(list = ls(all = TRUE)) -gc() -library("ggplot2") -library("plyr") -library("scales") -require(grid) -library(RColorBrewer) -library(stringr) -setwd("/home/matteo/polybox/MSc_ACLS/swissrepeat/results") -source("helpers.R") -sp_path = "data/swissprot_annotations.tsv" -sp_all = load_swissprot(sp_path) -rm(list = ls(all = TRUE)) -gc() -source("helpers.R") -sp_path = "data/swissprot_annotations.tsv" -sp_all = load_swissprot(sp_path) -tr_path = "results/tr_annotations/tr_annotations.csv" -tr_all = load_tr_annotations(tr_path) -# Add meta_data from sp_all to tr_all. -> Do a left join. -tr_all_sp = merge(x = tr_all, y = sp_all, by = "ID", all.x = TRUE) -discoor_path = "results/disorder_annotations/mobidb_coordinates.csv" -discoor_all = load_disorder_annotations(discoor_path) -do_all_sp = merge(x = discoor_all, y = sp_all, by = "ID", all.x = TRUE) -str(tr_all_sp) -str(do_all_sp) -str(discoor_all) diff --git a/results/amino_acid_frequencies/summary_NOTES b/results/amino_acid_frequencies/summary_NOTES deleted file mode 100644 index 042d30f..0000000 --- a/results/amino_acid_frequencies/summary_NOTES +++ /dev/null @@ -1 +0,0 @@ -summary.csv manually split into Eukaryota.csv, Bacteria.csv, Viruses.csv diff --git a/results/empirical_and_expected_homorepeat_counts_NOTES b/results/empirical_and_expected_homorepeat_counts_NOTES deleted file mode 100644 index 07e8eae..0000000 --- a/results/empirical_and_expected_homorepeat_counts_NOTES +++ /dev/null @@ -1,3 +0,0 @@ -# Missing directory: -results/swiss_prot_aa_frequencies/swissprot_disorder_kingdomwise/Eukaryota.csv --> split manually the directory "/results/amino_acid_frequencies/summary.csv" into Eukaryota.csv, etc. diff --git a/results/manuscript_figures_NOTES b/results/manuscript_figures_NOTES deleted file mode 100644 index d2c6637..0000000 --- a/results/manuscript_figures_NOTES +++ /dev/null @@ -1 +0,0 @@ -# fixed figuer design diff --git a/results/ordered_and_disorderd_swissrepeats_NOTES b/results/ordered_and_disorderd_swissrepeats_NOTES deleted file mode 100644 index cbe7231..0000000 --- a/results/ordered_and_disorderd_swissrepeats_NOTES +++ /dev/null @@ -1 +0,0 @@ -# works fine so far... diff --git a/results/pfam_clans_analysis_NOTES b/results/pfam_clans_analysis_NOTES deleted file mode 100644 index 46ec546..0000000 --- a/results/pfam_clans_analysis_NOTES +++ /dev/null @@ -1,3 +0,0 @@ - cannot open file '/home/matteo/polybox/MSc_ACLS/swissrepeat/results/tr_annotations/tr_all_with_disorder.csv': No such file or directory -When I take the file "results/tr_idr_overlap/repeat_disorder_overlap_regions.csv" instead it seems to work. However, (1) the annotation of the protein witha clan takes hours and (2) there is still the idr_perc missing. - diff --git a/results/swissdisorder_NOTES b/results/swissdisorder_NOTES deleted file mode 100644 index c3d40ec..0000000 --- a/results/swissdisorder_NOTES +++ /dev/null @@ -1,2 +0,0 @@ -# Set size of micro, mini, homo TR; long, short disorder etc in chunk named: -#Connect Swiss-Prot annotation data and MobiDB annotation data. diff --git a/results/swissprot_aminoacid_distribution.html b/results/swissprot_aminoacid_distribution.html deleted file mode 100644 index f53a450..0000000 --- a/results/swissprot_aminoacid_distribution.html +++ /dev/null @@ -1,981 +0,0 @@ - - - - - - - - - - - - - -Amino Acid distribution - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
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-## Returning the palette you asked for with that many colors
-
-
-

Data Loading

-
-
-

Amino Acid Frequency Determination

-

aa-freq determination:

-
if(getAAfreq){
-  
-  ## Count all AAs in all TRs
-  aa_freq <- mclapply(tr_all_sp$MSA, 
-                      function(i){alphabetFrequency(AAString(i))},
-                      mc.cores = numcores)
-  aa_freq <-  Reduce(`+`, aa_freq)
-  
-  dfTR  <- as.data.frame(aa_freq)
-  dfTR$aa <- rownames(dfTR)
-  # Remove NAs (*,-,.,+)
-  dfTR <- subset(dfTR, !(dfTR$aa %in% aa_ignore)) #TODO add 
-  # Calculate aa composition ratio in TR
-  for (i in 1:nrow(dfTR)){
-    dfTR$aa_ratio_tr[i] <- round(dfTR$aa_freq[i]/sum(dfTR$aa_freq), 3)
-  }
-  colnames(dfTR) <- c("aa_freq_tr", "aa", "aa_ratio_tr")
-  
-  
-  ## Count all AAs in all swissprots
-  # Read gzip-compressed FASTA file:
-  aa_SP <- readAAStringSet("/home/matteo/polybox/MSc_ACLS/swissrepeat/data/uniprot_sprot.fasta.gz")
-  # Count all AA in each protein
-  dfSP <- mclapply(aa_SP, 
-                   alphabetFrequency, 
-                   mc.cores = numcores) # NOTE: Takes few minutes
-  # sum AA frequency over all proteins
-  dfSP <- Reduce(`+`, dfSP)
-  
-  dfSP  <- as.data.frame(dfSP)
-  dfSP$aa <- rownames(dfSP)
-  colnames(dfSP) <- c("aa_freq_sp", "aa") # For some reason this is needed here for subset below...
-  # Remove NAs (*,-,.,+)
-  dfSP <- subset(dfSP, !(dfSP[, 2] %in% aa_ignore))
-  # Calculate aa composition ratio in Proteinsequences
-  for (i in 1:nrow(dfSP)){
-    dfSP[i,3] <- round(dfSP[i, 1]/sum(dfSP[1]), 3)
-  }
-  colnames(dfSP) <- c("aa_freq_sp", "aa", "aa_ratio_sp")
-  # Check to aa composition given in statistics from Swissprot proteins (https://web.expasy.org/docs/relnotes/relstat.html)
-  # dfSP$aa_ratio_sp_stats <- c(8.25, 5.53, 4.05, 5.46, 1.38, 3.93, 6.73, 7.07, 2.27, 5.92, 9.65, 5.81, 2.41, 3.86, 4.73, 6.62, 5.35, 1.09, 2.92, 6.86, NA, NA, 0, 0, 0)/100
-  
-  ## Count all AAs in all Swissprot w/o TRs
-  # select all AAs w/o TRs
-  aa_SP <- as.data.frame(aa_SP)
-  temp <- mclapply(row.names(aa_SP),
-                   function(i){
-                     strsplit(i, split = "|", fixed = TRUE)})
-  temp <- unlist(temp)
-  registerDoParallel(numcores)
-  aa_SP$ID <- foreach(i = seq(from = 2, to = length(temp), by=3),
-                      .combine = rbind) %dopar% {
-                        temp[i]
-                      }
-  stopImplicitCluster()
-  
-  dfnegSP <- aa_SP[which(aa_SP$ID %!in% tr_all$ID),]
-  
-  # Count all AA in each protein
-  dfnegSP <- mclapply(dfnegSP$x, 
-                      function(i){alphabetFrequency(AAString(i))},
-                      mc.cores = numcores)
-  # sum AA frequency over all proteins
-  dfnegSP <- Reduce(`+`, dfnegSP)
-  
-  dfnegSP  <- as.data.frame(dfnegSP)
-  dfnegSP$aa <- rownames(dfnegSP)
-  colnames(dfnegSP) <- c("aa_freq_sp", "aa") # For some reason this is needed here for subset below...
-  # Remove NAs (*,-,.,+)
-  dfnegSP <- subset(dfnegSP, !(dfnegSP[,2] %in% aa_ignore))
-  # Calculate aa composition ratio in Proteinsequences
-  for (i in 1:nrow(dfnegSP)){
-    dfnegSP[i,3] <- round(dfnegSP[i, 1]/sum(dfnegSP[1]), 3)
-  }
-  colnames(dfnegSP) <- c("aa_freq_negsp", "aa", "aa_ratio_negsp")
-  
-  
-  ## Combine all data toghether
-  # Combine dfSP and dfTR (AA frequency distribution within TRs)
-  df <- merge(x = dfSP, y=dfTR, by= "aa")
-  # add dfnegSP
-  df <- cbind(df, dfnegSP$aa_freq_negsp, dfnegSP$aa_ratio_negsp)
-  colnames(df) <- c( "aa", "aa_freq_sp", "aa_ratio_sp", "aa_freq_tr", "aa_ratio_tr", "aa_freq_negsp", "aa_ratio_negsp")
-  # Sort AA according to their disorder promoting potential
-  df <- df[match(aa_order_promoting_to_disorder_promoting, df$aa),]
-  
-  # save for later use
-  write.csv(df, file = paste0(local_base_path, "/data/aa_count.csv"), row.names = df$aa)
-}
-
-# load AA counts
-df <- read.csv(paste0(local_base_path, "/data/aa_count.csv"), header = TRUE)
-df <- df[,-1]
-# Encode the order of the AA as increasing factor
-df$aafac <- seq(1, length(df$aa))
-# Add the disorder propensity from Uversky paper
-df$disorderpropensity <- c(0.00, 0.004, 0.090, 0.113, 0.117, 0.195, 0.259, 0.263, 0.285, 0.291, 0.394, 0.401, 0.407, 0.437, 0.450, 0.588,0.665,0.713, 0.781,1.000, NA, NA, NA, NA, NA)
-# calculate disorder propensity manually
-#TODO
-
-## from wide to long format
-dfRatio.long <- df %>%
-  gather(ratio_source, aa_ratio, -c("aa", "aa_freq_sp", "aa_freq_tr", "aa_freq_negsp", "aafac", "disorderpropensity"))
-# change labelling
-dfRatio.long$ratio_source <- replace(dfRatio.long$ratio_source, dfRatio.long$ratio_source =="aa_ratio_sp", "all Swissprots")
-dfRatio.long$ratio_source <- replace(dfRatio.long$ratio_source, dfRatio.long$ratio_source =="aa_ratio_tr", "only TRs")
-dfRatio.long$ratio_source <- replace(dfRatio.long$ratio_source, dfRatio.long$ratio_source =="aa_ratio_negsp", "all Swissprots w/o TRs")
-dfRatio.long <- dfRatio.long[,-c(2:4)]
-
-dfFreq.long <- df %>%
-  gather(freq_source, aa_freq, -c("aa", "aa_ratio_sp", "aa_ratio_tr", "aa_ratio_negsp", "aafac", "disorderpropensity"))
-# change labelling
-dfFreq.long$freq_source <- replace(dfFreq.long$freq_source, dfFreq.long$freq_source =="aa_freq_sp", "all Swissprots")
-dfFreq.long$freq_source <- replace(dfFreq.long$freq_source, dfFreq.long$freq_source =="aa_freq_tr", "only TRs")
-dfFreq.long$freq_source <- replace(dfFreq.long$freq_source, dfFreq.long$freq_source =="aa_freq_negsp", "all Swissprots w/o TRs")
-dfFreq.long <- dfFreq.long[, -c(2:4)]
-
-
-

AA Frequency

-
-

Frequency plots: Explicit number of AA occuring in the specific region (either TR or the whole protein)

-

AA frequency in TR region vs. disorder propensity

-
model.lm.tr <- lm(aa_freq_tr ~ disorderpropensity, data = df)
-summary(model.lm.tr)
-
## 
-## Call:
-## lm(formula = aa_freq_tr ~ disorderpropensity, data = df)
-## 
-## Residuals:
-##     Min      1Q  Median      3Q     Max 
-## -531300 -248999  -81526  184301 1017356 
-## 
-## Coefficients:
-##                    Estimate Std. Error t value Pr(>|t|)   
-## (Intercept)          516053     151851   3.398  0.00320 **
-## disorderpropensity  1066640     333108   3.202  0.00494 **
-## ---
-## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
-## 
-## Residual standard error: 391100 on 18 degrees of freedom
-##   (5 observations deleted due to missingness)
-## Multiple R-squared:  0.3629, Adjusted R-squared:  0.3275 
-## F-statistic: 10.25 on 1 and 18 DF,  p-value: 0.00494
-
# labelling good, geom_smooth bad
-p1 <- ggplot(df)+
-  geom_point(aes(x = as.factor(disorderpropensity), y = aa_freq_tr))+
-  scale_x_discrete(labels = as.character(df$aa),
-                   breaks = df$disorderpropensity)+
-  # stat_smooth(method = "lm", 
-  #             data = df, aes(x = disorderpropensity, y = aa_freq_tr), 
-  #             se = F)+ # TODO: fix appearance of stat_smooth or geom_smooth
-  labs(x ="Amino Acid",
-       y = "AA Frequency in TR")+
-  theme_minimal()
-p1 <- beautifier(p1)+
-  theme(axis.text.x = element_text(angle = 0, hjust = 1.1))
-p1
-
## Warning: Removed 5 rows containing missing values (geom_point).
-

-
##### 
-# # labelling bad, geom_smooth good
-# p1 <- ggplot(df, aes(x = disorderpropensity, y = aa_freq_tr))+
-#   geom_point()+
-#   scale_x_discrete(labels = as.character(df$aa),
-#                      breaks = df$disorderpropensity)+
-#   stat_smooth(method = "lm")+ # TODO: fix appearance of stat_smooth or geom_smooth
-#   labs(x ="Amino Acid",
-#        y = "AA Frequency in TR")+
-#   theme_minimal()
-# p1 <- beautifier(p1)+
-#   theme(axis.text.x = element_text(angle = 0, hjust = 1.1))
-# p1
-# 
-# # other approach with abline
-# p1 <- ggplot(df, aes(x = disorderpropensity, y = aa_freq_tr))+
-#   geom_point()+
-#   scale_x_continuous(labels = as.character(df$aa),
-#                      breaks = df$disorderpropensity)+
-#   geom_abline(intercept = coefficients(model.lm.tr)[1], slope = coefficients(model.lm.tr)[2])+
-#   labs(x ="Amino Acid",
-#        y = "AA Frequency in TR")+
-#   theme_minimal()
-# p1 <- beautifier(p1)+
-#   theme(axis.text.x = element_text(angle = 0, hjust = 1.1, vjust = 0.5))
-# p1
-# 
-# # other approach with geom_stats
-# p1 <- ggplot(df, aes(x = as.factor(disorderpropensity), y = aa_freq_tr))+
-#   geom_point()+
-#   scale_x_discrete(labels = as.character(df$aa),
-#                      breaks = df$disorderpropensity)+
-#   stat_smooth(method = "lm", aes(group = "C"))+
-#   labs(x ="Amino Acid",
-#        y = "AA Frequency in TR")+
-#   theme_minimal()
-# p1 <- beautifier(p1)+
-#   theme(axis.text.x = element_text(angle = 0, hjust = 1.1, vjust = 0.5))
-# p1
-#####
-if( save) {
-  ggsave(paste0(pathImages, "AA_frequencyTR_scatter", figureFormat), width=12, height=8, dpi = 300)
-}
-
## Warning: Removed 5 rows containing missing values (geom_point).
-

AA frequency in all Swissprots vs. disorder propensity

-
model.lm.sp <- lm(aa_freq_sp ~ disorderpropensity, data = df)
-summary(model.lm.sp)
-
## 
-## Call:
-## lm(formula = aa_freq_sp ~ disorderpropensity, data = df)
-## 
-## Residuals:
-##      Min       1Q   Median       3Q      Max 
-## -5525037 -4102688   411481  1756767 10469475 
-## 
-## Coefficients:
-##                    Estimate Std. Error t value Pr(>|t|)    
-## (Intercept)         7705777    1690589   4.558 0.000244 ***
-## disorderpropensity  6276827    3708551   1.693 0.107782    
-## ---
-## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
-## 
-## Residual standard error: 4355000 on 18 degrees of freedom
-##   (5 observations deleted due to missingness)
-## Multiple R-squared:  0.1373, Adjusted R-squared:  0.08937 
-## F-statistic: 2.865 on 1 and 18 DF,  p-value: 0.1078
-
# labelling good, geom_smooth bad
-p2 <- ggplot(df)+
-  geom_point(aes(x = as.factor(disorderpropensity), y = aa_freq_sp))+
-  scale_x_discrete(labels = as.character(df$aa),
-                   breaks = df$disorderpropensity)+
-  # stat_smooth(method = "lm", 
-  #             data = df, aes(x = disorderpropensity, y = aa_freq_sp), 
-  #             se = F)+ # TODO: fix appearance of stat_smooth or geom_smooth
-  labs(x ="Amino Acid",
-       y = "AA Frequency in all Swissprot")+
-  theme_minimal()
-p2 <- beautifier(p2)+
-  theme(axis.text.x = element_text(angle = 0, hjust = 1.1))
-p2
-
## Warning: Removed 5 rows containing missing values (geom_point).
-

-
#####
-# # labelling bad, geom_smooth good
-# p2 <- ggplot(df, aes(x = disorderpropensity, y = aa_freq_sp))+
-#   geom_point()+
-#   scale_x_discrete(labels = as.character(df$aa),
-#                      breaks = df$disorderpropensity)+
-#   stat_smooth(method = "lm")+ # TODO: fix appearance of stat_smooth or geom_smooth
-#   labs(x ="Amino Acid",
-#        y = "AA Frequency in all Swissprot")+
-#   theme_minimal()
-# p2 <- beautifier(p2)+
-#   theme(axis.text.x = element_text(angle = 0, hjust = 1.1))
-# p2
-######
-
-if( save) {
-  ggsave(paste0(pathImages, "AA_frequencySP_scatter", figureFormat), width=12, height=8, dpi = 300)
-}
-
## Warning: Removed 5 rows containing missing values (geom_point).
-

AA frequency in all Swissprot w/o TRs vs. disorder propensity

-
model.lm.negsp <- lm(aa_freq_negsp ~ disorderpropensity, data = df)
-summary(model.lm.negsp)
-
## 
-## Call:
-## lm(formula = aa_freq_negsp ~ disorderpropensity, data = df)
-## 
-## Residuals:
-##      Min       1Q   Median       3Q      Max 
-## -4886694 -1315663   543950  1476435  4806841 
-## 
-## Coefficients:
-##                    Estimate Std. Error t value Pr(>|t|)    
-## (Intercept)         4904966     987868   4.965   0.0001 ***
-## disorderpropensity  -161696    2167032  -0.075   0.9413    
-## ---
-## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
-## 
-## Residual standard error: 2545000 on 18 degrees of freedom
-##   (5 observations deleted due to missingness)
-## Multiple R-squared:  0.0003092,  Adjusted R-squared:  -0.05523 
-## F-statistic: 0.005568 on 1 and 18 DF,  p-value: 0.9413
-
# labelling good, geom_smooth bad
-p3 <- ggplot(df)+
-  geom_point(aes(x = as.factor(disorderpropensity), y = aa_freq_negsp))+
-  scale_x_discrete(labels = as.character(df$aa),
-                   breaks = df$disorderpropensity)+
-  # stat_smooth(method = "lm", 
-  #             data = df, aes(x = disorderpropensity, y = aa_freq_negsp), 
-  #             se = F)+ # TODO: fix appearance of stat_smooth or geom_smooth
-  labs(x ="Amino Acid",
-       y = "AA Frequency in all Swissprot w/o TRs")+
-  theme_minimal()
-p3 <- beautifier(p3)+
-  theme(axis.text.x = element_text(angle = 0, hjust = 1.1))
-p3
-
## Warning: Removed 5 rows containing missing values (geom_point).
-

-
#####
-# # labelling bad, geom_smooth good
-# p3 <- ggplot(df, aes(x = disorderpropensity, y = aa_freq_negsp))+
-#   geom_point()+
-#   scale_x_discrete(labels = as.character(df$aa),
-#                      breaks = df$disorderpropensity)+
-#   stat_smooth(method = "lm")+ # TODO: fix appearance of stat_smooth or geom_smooth
-#   labs(x ="Amino Acid",
-#        y = "AA Frequency in all Swissprot w/o TRs")+
-#   theme_minimal()
-# p3 <- beautifier(p3)+
-#   theme(axis.text.x = element_text(angle = 0, hjust = 1.1))
-# p3
-#####
-
-if( save) {
-  ggsave(paste0(pathImages, "AA_frequencynegSP_scatter", figureFormat), width=12, height=8, dpi = 300)
-}
-
## Warning: Removed 5 rows containing missing values (geom_point).
-
model <- lm(dfFreq.long$aa_freq~dfFreq.long$aafac, dfFreq.long[which(dfFreq.long$aa_freq > 10000),])
-p <- ggplot(dfFreq.long, aes(x = dfFreq.long$aa, y = dfFreq.long$aa_freq))+
-  facet_wrap(~freq_source, scales = "free")+
-  geom_point()+
-  scale_x_discrete(limits = aa_order_promoting_to_disorder_promoting)+
-  # geom_abline(intercept = coefficients(model)[1], slope = coefficients(model)[2])+
-  # stat_smooth(method = "lm", aes(group = dfFreq.long$freq_source))+ # TODO: fix appearance of stat_smooth or geom_smooth
-  labs(x ="Amino Acid",
-       y = "AA Frequency")+
-  theme_minimal()
-p <- beautifier(p)+
-  theme(axis.text.x = element_text(angle = 0, hjust = 1.1))+
-  scale_color_manual(values = cols1,
-                     name  ="AA sources",
-                     breaks=c("aa_ratio_sp","aa_ratio_tr"),
-                     labels=c("all Swissprots", "only TRs")) +
-  scale_fill_manual(values = cols1,
-                    name  ="AA sources",
-                    breaks=c("aa_ratio_sp","aa_ratio_tr"),
-                    labels=c("all Swissprots", "only TRs"))
-p
-
## Warning: Removed 15 rows containing missing values (geom_point).
-

-
if( save) {
-  ggsave(paste0(pathImages, "AA_frequency_facet", figureFormat), width=12, height=8, dpi = 300)
-}
-
## Warning: Removed 15 rows containing missing values (geom_point).
-
#####
-# # model <- lm(dfFreq.long$aa_freq~dfFreq.long$aa, dfFreq.long)
-# # model <- lm(dfFreq.long$aa_freq~dfFreq.long$aafac, dfFreq.long)
-# model <- lm(df$aa_freq_tr ~ df$disorderpropensity, data = df) # This works for "all swissprots", however not for the others. Check in single plots first!
-# summary(lm(aa_freq_tr ~ disorderpropensity, data = df))
-# p <- ggplot(dfFreq.long, aes(x = dfFreq.long$aa, y = dfFreq.long$aa_freq))+
-#   facet_wrap(~freq_source, scales = "free")+
-#   geom_point()+
-#   scale_x_discrete(limits = aa_order_promoting_to_disorder_promoting)+
-#   # geom_abline(intercept = coefficients(model)[1], slope = coefficients(model)[2])+
-#   # stat_smooth(method = "lm", aes(group = dfFreq.long$freq_source))+ # TODO: fix appearance of stat_smooth or geom_smooth
-#   labs(x ="Amino Acid",
-#        y = "AA Frequency")+
-#   theme_minimal()
-# p <- beautifier(p)+
-#   theme(axis.text.x = element_text(angle = 0, hjust = 1.1))+
-#   scale_color_manual(values = cols1,
-#                       name  ="AA sources",
-#                       breaks=c("aa_ratio_sp","aa_ratio_tr"),
-#                       labels=c("all Swissprots", "only TRs")) +
-#   scale_fill_manual(values = cols1,
-#                     name  ="AA sources",
-#                       breaks=c("aa_ratio_sp","aa_ratio_tr"),
-#                       labels=c("all Swissprots", "only TRs"))
-# p
-

The frequency of each AA (ordered by their decreasing order-promoting potential (top: ordered, bottom: disordered)) from all TR containing proteins. Disorder promoting residues occur more frequently in TR than oder promoting.

-

From Uversky2013: In fact, in comparison with ordered proteins, IDPs/IDPRs are characterized by noticeable biases in their amino acid compositions, containing less of so-called “order-promoting” residues (cysteine, tryptophan, isoleucine, tyrosine, phenylalanine, leucine, histidine, valine, asparagines and methionine, which are mostly hydrophobic residues which are commonly found within the hydrophobic cores of foldable proteins) and more of “disorder-promoting” residues (lysine, glutamine, serine, glutamic acid and proline, which are mostly polar and charged residues, which are typically located at the surface of foldable proteins)

-

INTERPRETATION: Amino acids ordered according to their increasing disorder propensity (form uversky paper) show a significant linear relationship to their abundance in TR regions (p-value 0.00494 and R^2 = 0.32). However they don’t show a significant linear relationship over all proteins in SwissProtKB (p-value = 0.2942, R^2 = 0.0087) and neither over all proteins which don’t have TRs (p-value=0.00494, R^2=0.3275). NOTE: try different model?

-
-
-
-

AA Ratio

-
model.lm.tr.ratio <- lm(aa_ratio_tr ~ disorderpropensity, data = df)
-summary(model.lm.tr.ratio)
-
## 
-## Call:
-## lm(formula = aa_ratio_tr ~ disorderpropensity, data = df)
-## 
-## Residuals:
-##       Min        1Q    Median        3Q       Max 
-## -0.029329 -0.013636 -0.004533  0.010334  0.055140 
-## 
-## Coefficients:
-##                    Estimate Std. Error t value Pr(>|t|)   
-## (Intercept)        0.028327   0.008296   3.414  0.00309 **
-## disorderpropensity 0.058428   0.018200   3.210  0.00485 **
-## ---
-## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
-## 
-## Residual standard error: 0.02137 on 18 degrees of freedom
-##   (5 observations deleted due to missingness)
-## Multiple R-squared:  0.3641, Adjusted R-squared:  0.3288 
-## F-statistic: 10.31 on 1 and 18 DF,  p-value: 0.00485
-
model.lm.sp.ratio <- lm(aa_ratio_sp ~ disorderpropensity, data = df)
-summary(model.lm.sp.ratio)
-
## 
-## Call:
-## lm(formula = aa_ratio_sp ~ disorderpropensity, data = df)
-## 
-## Residuals:
-##       Min        1Q    Median        3Q       Max 
-## -0.027722 -0.020607  0.002206  0.008528  0.052409 
-## 
-## Coefficients:
-##                    Estimate Std. Error t value Pr(>|t|)    
-## (Intercept)        0.038599   0.008461   4.562 0.000241 ***
-## disorderpropensity 0.030728   0.018559   1.656 0.115120    
-## ---
-## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
-## 
-## Residual standard error: 0.02179 on 18 degrees of freedom
-##   (5 observations deleted due to missingness)
-## Multiple R-squared:  0.1322, Adjusted R-squared:  0.08395 
-## F-statistic: 2.741 on 1 and 18 DF,  p-value: 0.1151
-
model.lm.negsp.ratio <- lm(aa_ratio_negsp ~ disorderpropensity, data = df)
-summary(model.lm.negsp.ratio)
-
## 
-## Call:
-## lm(formula = aa_ratio_negsp ~ disorderpropensity, data = df)
-## 
-## Residuals:
-##       Min        1Q    Median        3Q       Max 
-## -0.049199 -0.013518  0.005675  0.014654  0.048927 
-## 
-## Coefficients:
-##                     Estimate Std. Error t value Pr(>|t|)    
-## (Intercept)         0.049372   0.009963   4.955 0.000102 ***
-## disorderpropensity -0.001536   0.021856  -0.070 0.944761    
-## ---
-## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
-## 
-## Residual standard error: 0.02566 on 18 degrees of freedom
-##   (5 observations deleted due to missingness)
-## Multiple R-squared:  0.0002742,  Adjusted R-squared:  -0.05527 
-## F-statistic: 0.004937 on 1 and 18 DF,  p-value: 0.9448
-
-

Ratio plots: Ratio of #AAx/sum(of all AA in the protein or TR)

-

AA ratio in TR region vs. disorder propensity

-
model.lm.tr <- lm(aa_ratio_tr ~ disorderpropensity, data = df)
-summary(model.lm.tr)
-
## 
-## Call:
-## lm(formula = aa_ratio_tr ~ disorderpropensity, data = df)
-## 
-## Residuals:
-##       Min        1Q    Median        3Q       Max 
-## -0.029329 -0.013636 -0.004533  0.010334  0.055140 
-## 
-## Coefficients:
-##                    Estimate Std. Error t value Pr(>|t|)   
-## (Intercept)        0.028327   0.008296   3.414  0.00309 **
-## disorderpropensity 0.058428   0.018200   3.210  0.00485 **
-## ---
-## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
-## 
-## Residual standard error: 0.02137 on 18 degrees of freedom
-##   (5 observations deleted due to missingness)
-## Multiple R-squared:  0.3641, Adjusted R-squared:  0.3288 
-## F-statistic: 10.31 on 1 and 18 DF,  p-value: 0.00485
-
# labelling good, geom_smooth bad
-p1 <- ggplot(df)+
-  geom_point(aes(x = as.factor(disorderpropensity), y = aa_ratio_tr))+
-  scale_x_discrete(labels = as.character(df$aa),
-                   breaks = df$disorderpropensity)+
-  # stat_smooth(method = "lm", 
-  #             data = df, aes(x = disorderpropensity, y = aa_ratio_tr), 
-  #             se = F)+ # TODO: fix appearance of stat_smooth or geom_smooth
-  labs(x ="Amino Acid",
-       y = "AA ratio in TR")+
-  theme_minimal()
-p1 <- beautifier(p1)+
-  theme(axis.text.x = element_text(angle = 0, hjust = 1.1))
-p1
-
## Warning: Removed 5 rows containing missing values (geom_point).
-

-
if( save) {
-  ggsave(paste0(pathImages, "AA_ratioTR_scatter", figureFormat), width=12, height=8, dpi = 300)
-}
-
## Warning: Removed 5 rows containing missing values (geom_point).
-

AA ratio in all Swissprots vs. disorder propensity

-
model.lm.sp <- lm(aa_ratio_sp ~ disorderpropensity, data = df)
-summary(model.lm.sp)
-
## 
-## Call:
-## lm(formula = aa_ratio_sp ~ disorderpropensity, data = df)
-## 
-## Residuals:
-##       Min        1Q    Median        3Q       Max 
-## -0.027722 -0.020607  0.002206  0.008528  0.052409 
-## 
-## Coefficients:
-##                    Estimate Std. Error t value Pr(>|t|)    
-## (Intercept)        0.038599   0.008461   4.562 0.000241 ***
-## disorderpropensity 0.030728   0.018559   1.656 0.115120    
-## ---
-## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
-## 
-## Residual standard error: 0.02179 on 18 degrees of freedom
-##   (5 observations deleted due to missingness)
-## Multiple R-squared:  0.1322, Adjusted R-squared:  0.08395 
-## F-statistic: 2.741 on 1 and 18 DF,  p-value: 0.1151
-
# labelling good, geom_smooth bad
-p2 <- ggplot(df)+
-  geom_point(aes(x = as.factor(disorderpropensity), y = aa_ratio_sp))+
-  scale_x_discrete(labels = as.character(df$aa),
-                   breaks = df$disorderpropensity)+
-  # stat_smooth(method = "lm", 
-  #             data = df, aes(x = disorderpropensity, y = aa_ratio_sp), 
-  #             se = F)+ # TODO: fix appearance of stat_smooth or geom_smooth
-  labs(x ="Amino Acid",
-       y = "AA ratio in all Swissprot")+
-  theme_minimal()
-p2 <- beautifier(p2)+
-  theme(axis.text.x = element_text(angle = 0, hjust = 1.1))
-p2
-
## Warning: Removed 5 rows containing missing values (geom_point).
-

-
if( save) {
-  ggsave(paste0(pathImages, "AA_ratioSP_scatter", figureFormat), width=12, height=8, dpi = 300)
-}
-
## Warning: Removed 5 rows containing missing values (geom_point).
-

AA ratio in all Swissprot w/o TRs vs. disorder propensity

-
model.lm.negsp <- lm(aa_ratio_negsp ~ disorderpropensity, data = df)
-summary(model.lm.negsp)
-
## 
-## Call:
-## lm(formula = aa_ratio_negsp ~ disorderpropensity, data = df)
-## 
-## Residuals:
-##       Min        1Q    Median        3Q       Max 
-## -0.049199 -0.013518  0.005675  0.014654  0.048927 
-## 
-## Coefficients:
-##                     Estimate Std. Error t value Pr(>|t|)    
-## (Intercept)         0.049372   0.009963   4.955 0.000102 ***
-## disorderpropensity -0.001536   0.021856  -0.070 0.944761    
-## ---
-## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
-## 
-## Residual standard error: 0.02566 on 18 degrees of freedom
-##   (5 observations deleted due to missingness)
-## Multiple R-squared:  0.0002742,  Adjusted R-squared:  -0.05527 
-## F-statistic: 0.004937 on 1 and 18 DF,  p-value: 0.9448
-
# labelling good, geom_smooth bad
-p3 <- ggplot(df)+
-  geom_point(aes(x = as.factor(disorderpropensity), y = aa_ratio_negsp))+
-  scale_x_discrete(labels = as.character(df$aa),
-                   breaks = df$disorderpropensity)+
-  # stat_smooth(method = "lm", 
-  #             data = df, aes(x = disorderpropensity, y = aa_ratio_negsp), 
-  #             se = F)+ # TODO: fix appearance of stat_smooth or geom_smooth
-  labs(x ="Amino Acid",
-       y = "AA ratio in all Swissprot w/o TRs")+
-  theme_minimal()
-p3 <- beautifier(p3)+
-  theme(axis.text.x = element_text(angle = 0, hjust = 1.1))
-p3
-
## Warning: Removed 5 rows containing missing values (geom_point).
-

-
if( save) {
-  ggsave(paste0(pathImages, "AA_rationegSP_scatter", figureFormat), width=12, height=8, dpi = 300)
-}
-
## Warning: Removed 5 rows containing missing values (geom_point).
-
model <- lm(dfRatio.long$aa_ratio~dfRatio.long$aafac, dfRatio.long)
-p <- ggplot(dfRatio.long, aes(x = dfRatio.long$aa, y = dfRatio.long$aa_ratio))+
-  facet_wrap(~ratio_source, scales = "free")+
-  geom_point()+
-  scale_x_discrete(limits = aa_order_promoting_to_disorder_promoting)+
-  # geom_abline(intercept = coefficients(model)[1], slope = coefficients(model)[2])+
-  # stat_smooth(method = "lm", aes(group = dfRatio.long$ratio_source))+ # TODO: fix appearance of stat_smooth or geom_smooth
-  labs(x ="Amino Acid",
-       y = "AA Ratio")+
-  theme_minimal()
-p <- beautifier(p)+
-  theme(axis.text.x = element_text(angle = 0, hjust = 1.1))+
-  scale_color_manual(values = cols1,
-                     name  ="AA sources",
-                     breaks=c("aa_ratio_sp","aa_ratio_tr"),
-                     labels=c("all Swissprots", "only TRs")) +
-  scale_fill_manual(values = cols1,
-                    name  ="AA sources",
-                    breaks=c("aa_ratio_sp","aa_ratio_tr"),
-                    labels=c("all Swissprots", "only TRs"))
-p
-
## Warning: Removed 15 rows containing missing values (geom_point).
-

-
if( save) {
-  ggsave(paste0(pathImages, "AA_ratio_facet", figureFormat), width=12, height=8, dpi = 300)
-}
-
## Warning: Removed 15 rows containing missing values (geom_point).
-
p5 <- ggplot(dfRatio.long, aes(x = dfRatio.long$aa, y = dfRatio.long$aa_ratio, color = dfRatio.long$ratio_source))+
-  geom_point()+
-  scale_x_discrete(limits = aa_order_promoting_to_disorder_promoting)+
-  # geom_abline(intercept = coefficients(model)[1], slope = coefficients(model)[2])+
-  # stat_smooth(method = "lm", aes(group = dfRatio.long$ratio_source))+ # TODO: fix appearance of stat_smooth or geom_smooth
-  labs(x ="Amino Acid",
-       y = "AA Ratio")+
-  theme_minimal()
-p5 <- beautifier(p5)+
-  theme(axis.text.x = element_text(angle = 0, hjust = 1.1),
-        legend.position = "right")+
-  scale_color_manual(values = cols1,
-                     name = "Source")
-p5
-
## Warning: Removed 15 rows containing missing values (geom_point).
-

-
if( save) {
-  ggsave(paste0(pathImages, "AA_ratio_scatterall", figureFormat), width=12, height=8, dpi = 300)
-}
-
## Warning: Removed 15 rows containing missing values (geom_point).
-
-
- - - - -
- - - - - - - - diff --git a/results/swissprot_pfam_domain_clustering.html b/results/swissprot_pfam_domain_clustering.html deleted file mode 100644 index 1fbf6b9..0000000 --- a/results/swissprot_pfam_domain_clustering.html +++ /dev/null @@ -1,2336 +0,0 @@ - - - - - - - - - - - - - -Clustering of Swissprots according to their PFAM domains - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
- - - - - - - - -
-

Housekeeping

-
##          used (Mb) gc trigger (Mb) max used (Mb)
-## Ncells 461460 24.7    1004631 53.7   627651 33.6
-## Vcells 941728  7.2    8388608 64.0  1752011 13.4
-
### get count data from each superkingdom of the top-entries of the other superkingdoms
-extend_top_hits <- function (top_bacteria, top_archaea, d_superkingdom){
-  # extend bacteria with entries which appear in top-archaea but not in top-bacteria.
-  pfam_bacteria <- top_bacteria
-  for (i in 1:nrow(top_archaea)){
-    # check for each row in top_archaea if not top_archaea$model[i] in top_bacteria$model[i]
-    if (!(top_archaea$model[i] %in% top_bacteria$model)){
-      # if not, then append the corresponding PFAM-entry of bacteria
-      pfam_bacteria <- rbind(pfam_bacteria, d_superkingdom[which(d_superkingdom$model == top_archaea$model[i] & d_superkingdom$Superkingdom == unique(top_bacteria$Superkingdom)),])
-    }
-  }
-  # pfam_bacteria
-  # top_archaea$PFAM_desc %in% top_bacteria$PFAM_desc
-  # top_archaea
-  # top_bacteria
-  
-  # Same as above but for vice versa
-  pfam_archaea <- top_archaea
-  for (i in 1:nrow(top_bacteria)){
-    if (!(top_bacteria$model[i] %in% top_archaea$model)){
-      pfam_archaea <- rbind(pfam_archaea, d_superkingdom[which(d_superkingdom$model == top_bacteria$model[i] & d_superkingdom$Superkingdom == unique(top_archaea$Superkingdom)),])
-    }
-  }
-  # pfam_archaea
-  # top_bacteria$PFAM_desc %in% top_archaea$PFAM_desc
-  # top_archaea
-  # top_bacteria
-  return(list(pfam_bacteria, pfam_archaea))
-}
-
-# Create a plotly plot from the usual plot. Save it with htmlwidget
-make_it_plotly <- function(df_spec){
-  require(plotly)
-  
-  # Text which is displayed in the text-box on hover over a data point
-  df_spec$textlabel <- paste("PFAM-Name: ", df_spec$PFAM_Name, "\n",
-                             "PFAM-Desc.: ", df_spec$PFAM_desc, "\n",
-                             "PFAM-Acce.: ", df_spec$model)
-  # # Pure plotly, no jitter
-  # p <- plot_ly(data = df_spec, x = ~Superkingdom, y = ~rank, color = ~PFAM_desc,
-  #              type = "scatter", mode = "marker", 
-  #              colors = morecolors, 
-  #              text = ~textlabel, hoverinfo = 'text') %>%
-  #   add_trace(y =~PFAM_desc, mode = "lines") %>%
-  #    layout(xaxis = list(side ="top"))
-  # htmlwidgets::saveWidget(widget = p, file = paste0(pathImages, "PFAM_overall", ".html"))
-  
-  # Using ggplotly, with jitter
-  pd <- position_dodge(0.4)
-  p <- ggplot(df_spec, aes(x = Superkingdom, y = rank, color = PFAM_desc, text = textlabel))+
-    geom_point(position = pd)+
-    geom_line(aes(group = PFAM_desc), 
-              position = pd)+
-    scale_x_discrete(position = "top")+
-    scale_color_manual(values = morecolors2)+
-    labs(x = "Superkingdom",
-         y = "Rank of count",
-         color = "PFAM Family")+
-    theme(legend.position="right",
-          plot.margin = margin(l = 0, r=0))+
-    guides(color=guide_legend(nrow=20, byrow=TRUE))
-  p <- beautifier(p)
-  p <- ggplotly(p, tooltip = "text") %>%
-    layout(xaxis = list(side ="top",
-                        tickangle=45))
-  
-  # unload plotly, as they mask many objects
-  detach("package:plotly", unload = TRUE)
-  return(p)
-}
-
-
-

Data Loading

-
-
-

TR clustering of PFAM domains

-

-> see file pfam_clans_analysis.R

-

First some Background information on how the data was generated.

-
-

Annotation of Tandem Repeats regions

-

(from Msc-thesis of Paulina) First, tandem repeat motifs are either obtained from databases and/or detected with de novo algorithms. As a set for potential TR unit seeds one can use known tandem domains (Schaper et al., 2014). For example, the Pfam database provides many sequence profile hidden markov models (HMM) models of common protein domains (Punta et al., 2012). For repetitive DNA sequences Dfam can be used (Wheeler et al., 2013). Annotation using a known motif allows, for example, to study the evolution of a TR between sequence homologues or to check whether a known motif of a TR occurs in a sequence (Schaper et al., 2015). From the Pfam or Dfam domains, circular profile HMMs can be constructed, which, unlike standard HMMs, allow transitions between the last and the first match state. These circular connections in the HMM allow one TR unit to be appended directly to the next and any number of TR units to follow in succession. TRs corresponding to the entries in Pfam/Dfam can then be annotated using the Viterbi algorithm applied to the circular profiles HMM. The result of the Viterbi path is the path through the cpHMM which best describes the sequence and is interpreted as an emission instance of the model. The Viterbi path divides the sequence into the flanking sequence and the TR sequence. Then all TR-units are reconstructed, where TR unit breaks are inserted between the kth and k+1th consenus positions. k is chosen to minimize the distance between the break and the first consensus state and also the distance between the break and the last consensus state (Schaper et al., 2014).
-Since short or rare TRs are rather not available on the databases, TRs can also be predicted by de novo TR detections. For this purpose, TRAL integrates various external software. Due to the significant differences in the algorithms, and the often incoherent results of the individual TRDs, it makes sense to use the results of different TRDs together. TRAL therefore represents a meta-TRD to construct a set of TRs as complete as possible (Schaper et al., 2012). The following TRDs are currently integrated in TRAL: HHrepID (Biegert and S¨oding, 2008), Phobos (Mayer, 2006), TRED (Sokol et al., 2007), T-REKS (Jorda and Kajava, 2009), TRF (Benson, 1999), TRUST (Szklarczyk and Heringa, 2004), and XSTREAM (Newman and Cooper, 2007). An automatic sanity check discards detected TRs which were not part of the input sequence. From the de novo TRs, profile HMM can be created (e.g. with HMMER (Eddy, 1995)), which then can be further refined with circular profile HMMs. This is because a TRD may have found a TR correctly, but did not capture all its units or set the TR bounderies incorrectly (Schaper et al., 2015).

-
-
-

PFAM-family added

-

The protein sequences from swissrepeat were analysed for TR regions using HMMs from PFAM. If they were not available for certain proteins, other TR detectors were used.
-ASK PAULINA IF POSSIBLE. Or are all proteins analysed de-novo and with PFAM and then, after stat. sign. testing, the TR with the highest propbability was selected to be true?

-
unique(tr_all$TRD)
-
## [1] HHrepID XSTREAM PFAM    T-REKS 
-## Levels: HHrepID PFAM T-REKS XSTREAM
-

Namely, HHrepID, XSTREAM or T-REKS.

-
nrow(tr_all_sp_sub)/nrow(tr_all_sp)
-
## [1] 0.04630184
-

From all detected TRs in swissprot, 4.5% were retrieved with a PFAM model. (TODO: is this correctly (“retrieved”)?)
-Therefore only a small portion of all available proteins was possible to cluster into their protein families and clans.

-

For the following analysis, we considered only TRs in proteins which were associated with a PFAM model (PFAM-accession number) and only those that we could add their PFAM-name and description.

-
-
-
-

Distribution of PFAM domain annotations in the superkingdoms, kingdoms, and across mitochondiral and chloroplastic genes (~ Fig4. Marcotte et al.).

-

The TR were then summarized by their Superkingdom as well as for their Kingdom, their PFAM-Name, PFAM-description and if they have endosymbiotic origin.

-
# Summarize by Superkingdom
-d_superkingdom = ddply(tr_all_sp_sub, .(Superkingdom, PFAM_Name, PFAM_desc, model, is_chloroplastic, is_mitochondrial),
-          summarize,
-          count=length(ID))
-# d_superkingdom = ddply(tr_all_sp_sub, .(Superkingdom, PFAM_Name, PFAM_desc, model), 
-#           summarize, 
-#           count=length(ID))
-
-# Summarize by Kingdom
-d_kingdom = ddply(tr_all_sp_sub, .(Superkingdom, Kingdom, PFAM_Name, PFAM_desc, model, is_chloroplastic, is_mitochondrial), 
-          summarize, 
-          count=length(ID)) 
-
-# Select Top-10 hits
-TOP <- 10
-
-# d_tabled <- as.data.frame(table(d$PFAM_desc))
-# d_tabled[order(d_tabled$Freq, decreasing = TRUE)[1:TOP],]
-

We clearly see, that the most TRs associated with a PFAM-model were found in eukaryotes followed by bacteria, archaea and viruses.
-Since many model organisms are from bacterial or eukaryotic origin, we assume that there might be a bias because of better curation and more entries in the databases for such organisms.
-For this reasons, after we counted the TRs (associated with a PFAM-model) grouped by the above mentioned factors and ordered them in decreasing order. From those, the top 10 were selected and ranked. This allows the comparison of the amount of TRs across the superkingdoms on the same scale.

-
-

Top-10 Bacterial PFAM-Families

-
top_bacteria = subset(d_superkingdom, Superkingdom=="Bacteria")
-(top_bacteria <- top_bacteria[order(top_bacteria$count,decreasing=T)[1:TOP],])
-
##     Superkingdom       PFAM_Name
-## 70      Bacteria         Hexapep
-## 448     Bacteria            MraZ
-## 107     Bacteria    Ribosomal_L6
-## 814     Bacteria    NTP_transf_3
-## 880     Bacteria       Hexapep_2
-## 657     Bacteria            PD40
-## 864     Bacteria Acetyltransf_11
-## 559     Bacteria            LpxD
-## 548     Bacteria          TolB_N
-## 541     Bacteria   DNA_gyraseA_C
-##                                                            PFAM_desc
-## 70                   Bacterial transferase hexapeptide (six repeats)
-## 448                            MraZ protein, putative antitoxin-like
-## 107                                             Ribosomal protein L6
-## 814                                 MobA-like NTP transferase domain
-## 880                       Hexapeptide repeat of succinyl-transferase
-## 657                                  WD40-like Beta Propeller Repeat
-## 864              Udp N-acetylglucosamine O-acyltransferase; Domain 2
-## 559 UDP-3-O-[3-hydroxymyristoyl] glucosamine N-acyltransferase, LpxD
-## 548                                       TolB amino-terminal domain
-## 541                     DNA gyrase C-terminal domain, beta-propeller
-##       model is_chloroplastic is_mitochondrial count
-## 70  PF00132            FALSE            FALSE   928
-## 448 PF02381            FALSE            FALSE   320
-## 107 PF00347            FALSE            FALSE   317
-## 814 PF12804            FALSE            FALSE   244
-## 880 PF14602            FALSE            FALSE   223
-## 657 PF07676            FALSE            FALSE   164
-## 864 PF13720            FALSE            FALSE   158
-## 559 PF04613            FALSE            FALSE   127
-## 548 PF04052            FALSE            FALSE   115
-## 541 PF03989            FALSE            FALSE   100
-
    -
  1. Bacterial transferase hexapeptide (six repeats) (similar to Hexapeptide repeat of succinyl-transferase)
    -A variety of bacterial transferases contain a repeat structure composed of tandem repeats of a [LIV]-G-X(4) hexapeptide, which, in the tertiary structure of LpxA (UDP N-acetylglucosamine acyltransferase) [PUBMED:7481807], has been shown to form a left-handed parallel beta helix. A number of different transferase protein families contain this repeat, such as
    -galactoside acetyltransferase-like proteins [PUBMED:11937062]: The galactoside acetyltransferase (thiogalactoside transacetylase) of Escherichia coli (GAT, LacA, EC 2.3.1.18) is a gene product of the classical lac operon. GAT may assist cellular detoxification by acetylating nonmetabolizable pyranosides, thereby preventing their reentry into the cell.
    -the gamma-class of carbonic anhydrases [PUBMED:10924115]: Carbonic anhydrases (CA: EC:4.2.1.1) are zinc metalloenzymes which catalyse the reversible hydration of carbon dioxide to bicarbonate [PMID: 18336305, PMID: 10978542].
    -and tetrahydrodipicolinate-N-succinlytransferases (DapD) the latter containing an extra N-terminal 3-helical domain [PUBMED:11910040]: Tetrahydrodipicolinate N-succinyltransferase (DapD) catalyzes the succinyl-CoA-dependent acylation of L-2-amino-6-oxopimelate to 2-N-succinyl-6-oxopimelate as part of the succinylase branch of the meso-diaminopimelate/lysine biosynthetic pathway of bacteria, blue-green algae, and plants. This pathway provides meso-diaminopimelate as a building block for cell wall peptidoglycan in most bacteria, and is regarded as a target pathway for antibacterial agents.
    -
    2. -
  2. MraZ protein, putative antitoxin-like
    -This small 70 amino acid domain is found duplicated in a family of bacterial proteins. These proteins may be DNA-binding transcription factors (Pers. comm. A Andreeva & A Murzin). It is likely, due to the similarity of fold, that this family acts as a bacterial antitoxin like the MazE antitoxin family.
    -
    3. -
  3. Ribosomal protein L6
    -Ribosomes are the particles that catalyse mRNA-directed protein synthesis in all organisms. The codons of the mRNA are exposed on the ribosome to allow tRNA binding. This leads to the incorporation of amino acids into the growing polypeptide chain in accordance with the genetic information. Incoming amino acid monomers enter the ribosomal A site in the form of aminoacyl-tRNAs complexed with elongation factor Tu (EF-Tu) and GTP. The growing polypeptide chain, situated in the P site as peptidyl-tRNA, is then transferred to aminoacyl-tRNA and the new peptidyl-tRNA, extended by one residue, is translocated to the P site with the aid the elongation factor G (EF-G) and GTP as the deacylated tRNA is released from the ribosome through one or more exit sites [PUBMED:11297922, PUBMED:11290319]. About 2/3 of the mass of the ribosome consists of RNA and 1/3 of protein. The proteins are named in accordance with the subunit of the ribosome which they belong to - the small (S1 to S31) and the large (L1 to L44). Usually they decorate the rRNA cores of the subunits. Many ribosomal proteins, particularly those of the large subunit, are composed of a globular, surfaced-exposed domain with long finger-like projections that extend into the rRNA core to stabilise its structure. Most of the proteins interact with multiple RNA elements, often from different domains. In the large subunit, about 1/3 of the 23S rRNA nucleotides are at least in van der Waal’s contact with protein, and L22 interacts with all six domains of the 23S rRNA. Proteins S4 and S7, which initiate assembly of the 16S rRNA, are located at junctions of five and four RNA helices, respectively. In this way proteins serve to organise and stabilise the rRNA tertiary structure. While the crucial activities of decoding and peptide transfer are RNA based, proteins play an active role in functions that may have evolved to streamline the process of protein synthesis. In addition to their function in the ribosome, many ribosomal proteins have some function ‘outside’ the ribosome [PUBMED:11290319, PUBMED:11114498].
    -L6 is a protein from the large (50S) subunit. In Escherichia coli, it is located in the aminoacyl-tRNA binding site of the peptidyltransferase centre, and is known to bind directly to 23S rRNA. It belongs to a family of ribosomal proteins, including L6 from bacteria, cyanelles (structures that perform similar functions to chloroplasts, but have structural and biochemical characteristics of Cyanobacteria) and mitochondria; and L9 from mammals, Drosophila, plants and yeast. L6 contains two domains with almost identical folds, suggesting that is was derived by the duplication of an ancient RNA-binding protein gene. Analysis reveals several sites on the protein surface where interactions with other ribosome components may occur, the N terminus being involved in protein-protein interactions and the C terminus containing possible RNA-binding sites [PUBMED:8262035]. This entry represents the alpha-beta domain found duplicated in ribosomal L6 proteins. This domain consists of two beta-sheets and one alpha-helix packed around single core [PUBMED:8262035].
    -
    4. -
  4. MobA-like NTP transferase domain
    -This family includes the MobA protein (Molybdopterin-guanine dinucleotide biosynthesis protein A). The family also includes a wide range of other NTP transferase domain: The biosynthesis of disaccharides, oligosaccharides and polysaccharides involves the action of hundreds of different glycosyltransferases. These enzymes catalyse the transfer of sugar moieties from activated donor molecules to specific acceptor molecules, forming glycosidic bonds. A classification of glycosyltransferases using nucleotide diphospho-sugar, nucleotide monophospho-sugar and sugar phosphates (EC:2.4.1.-) and related proteins into distinct sequence based families has been described [PMID: 9334165].
    -
    5. -
  5. Hexapeptide repeat of succinyl-transferase (similar to Bacterial transferase hexapeptide (six repeats))
    -A variety of bacterial transferases contain a repeat structure composed of tandem repeats of a [LIV]-G-X(4) hexapeptide, which, in the tertiary structure of LpxA (UDP N-acetylglucosamine acyltransferase) [PUBMED:7481807], has been shown to form a left-handed parallel beta helix. LpxA is the first enzyme in the lipid A biosynthetic pathway and is a target for the design of antibiotics. A number of different transferase protein families contain this repeat, such as:
    -galactoside acetyltransferase-like proteins [PUBMED:11937062] of Escherichia coli (GAT, LacA, EC 2.3.1.18) is a gene product of the classical lac operon. GAT may assist cellular detoxification by acetylating nonmetabolizable pyranosides, thereby preventing their reentry into the cell.
    -gamma-class of carbonic anhydrases [PUBMED:10924115] arbonic anhydrases (CA: EC:4.2.1.1) are zinc metalloenzymes which catalyse the reversible hydration of carbon dioxide to bicarbonate [PMID: 18336305, PMID: 10978542].
    -tetrahydrodipicolinate-N-succinlytransferases (DapD), the latter containing an extra N-terminal 3-helical domain [PUBMED:11910040]: Tetrahydrodipicolinate N-succinyltransferase (DapD) catalyzes the succinyl-CoA-dependent acylation of L-2-amino-6-oxopimelate to 2-N-succinyl-6-oxopimelate as part of the succinylase branch of the meso-diaminopimelate/lysine biosynthetic pathway of bacteria, blue-green algae, and plants. This pathway provides meso-diaminopimelate as a building block for cell wall peptidoglycan in most bacteria, and is regarded as a target pathway for antibacterial agents.
    -
    6. -
  6. WD40-like Beta Propeller Repeat
    -WD-40 repeats (also known as WD or beta-transducin repeats) are short ~40 amino acid motifs, often terminating in a Trp-Asp (W-D) dipeptide. WD40 repeats usually assume a 7-8 bladed beta-propeller fold, but proteins have been found with 4 to 16 repeated units, which also form a circularised beta-propeller structure. WD-repeat proteins are a large family found in all eukaryotes and are implicated in a variety of functions ranging from signal transduction and transcription regulation to cell cycle control and apoptosis. Repeated WD40 motifs act as a site for protein-protein interaction, and proteins containing WD40 repeats are known to serve as platforms for the assembly of protein complexes or mediators of transient interplay among other proteins. The specificity of the proteins is determined by the sequences outside the repeats themselves. Examples of such complexes are G proteins (beta subunit is a beta-propeller), TAFII transcription factor, and E3 ubiquitin ligase [PUBMED:11814058, PUBMED:10322433]. In Arabidopsis spp., several WD40-containing proteins act as key regulators of plant-specific developmental events. This region appears to be related to the INTERPRO repeat. This model is likely to miss copies within a sequence.
    -One group of WD40 repeats is involved in RNA-processing complexes, some members forming part of snRNP particles6. Another group makes up parts of transcriptional regulators, including the TFIID subunit of the TATA-box-binding complex7, 8, 9. Others play roles in cytoskeleton assembly and mitotic-spindle formation10, 11, regulate vesicle formation and vesicular trafficking12, control various aspects of cell division13 or regulate sulfur metabolism in fungi14.
    -
    7. -
  7. Udp N-acetylglucosamine O-acyltransferase; Domain 2
    -This is the C-terminal domain of UDP N-acetylglucosamine O-acyltransferase. This enzyme is a zinc-dependent enzyme that catalyses the deacetylation of UDP-3-O-((R)-3-hydroxymyristoyl)-N-acetylglucosamine to form UDP-3-O-(R-hydroxymyristoyl)glucosamine and acetate [PUBMED:15705580].
    -UDP is an important factor in glycogenesis. Before glucose can be stored as glycogen in the liver and muscles, the enzyme UDP-glucose pyrophosphorylase forms a UDP-glucose unit by combining glucose 1-phosphate with uridine triphosphate, cleaving a pyrophosphate ion in the process. Then, the enzyme glycogen synthase combines UDP-glucose units to form a glycogen chain. The UDP molecule is cleaved from the glucose ring during this process and can be reused by UDP-glucose pyrophosphorylase.[1][2]
    -
    8. -
  8. UDP-3-O-[3-hydroxymyristoyl] glucosamine N-acyltransferase, LpxD
    -UDP-3-O-[3-hydroxymyristoyl] glucosamine N-acyltransferase (EC 2.3.1.-) catalyses an early step in lipid A biosynthesis: UDP-3-O-(3-hydroxytetradecanoyl)glucosamine + (R)-3-hydroxytetradecanoyl- [acyl carrier protein] -> UDP-2,3-bis(3-hydroxytetradecanoyl)glucosamine + [acyl carrier protein] [1]. Members of this family also contain a hexapeptide repeat (PF00132). This family constitutes the non-repeating region of LPXD proteins.
    -
    9. -
  9. TolB amino-terminal domain
    -TolB is a periplasmic protein from Escherichia coli that is part of the Tol-dependent translocation system involving group A and E colicins that is used to penetrate and kill cells [PUBMED:10545334, PUBMED:10673426]. TolB is required for lethal infection by Salmonella typhimurium in mice. Colicins are released into the environment to reduce competition from other bacterial strains. Colicins bind to outer membrane receptors, using them to translocate to the cytoplasm or cytoplasmic membrane, where they exert their cytotoxic effect, including depolarisation of the cytoplasmic membrane, DNase activity, RNase activity, or inhibition of murein synthesis.
    -TolB has two domains, an alpha-helical N-terminal domain that shares structural similarity with the C-terminal domain of transfer RNA ligases, and a beta-propeller C-terminal domain (INTERPRO) that shares structural similarity with numerous members of the prolyl oligopeptidase family and, to a lesser extent, to class B metallo-beta-lactamases [PUBMED:10545334]. The function of the N-terminal domain is uncertain.
    -The Tol-Pal complex of Escherichia coli is composed of five proteins that interact in the cell envelope. The TolA, TolQ, and TolR cytoplasmic membrane proteins interact with each other through their transmembrane segments (23, 35). The outer membrane-anchored Pal lipoprotein interacts with the periplasmic TolB protein (8). A link between inner and outer membranes is mediated by the interaction of the TolA C-terminal domain with Pal and TolB.
    -
    10. -
  10. DNA gyrase C-terminal domain, beta-propeller
    -This repeat is found as 6 tandem copies at the C-termini of GyrA and ParC DNA gyrases. It is predicted to form 4 beta strands and to probably form a beta-propeller structure [PUBMED:11948780]. This region has been shown to bind DNA non-specifically and may stabilise the DNA-topoisomerase complex [PUBMED:1657531].
    -DNA gyrase, or simply gyrase, is an enzyme within the class of topoisomerase and is a subclass of Type II topoisomerases[1] that reduces topological strain in an ATP dependent manner while double-stranded DNA is being unwound by elongating RNA-polymerase [2] or by helicase in front of the progressing replication fork.
    11. -
-

SUMMARY:
-The bacterial TR regions with annotated protein families, seem to belong to proteins most likely beeing unique or very distinct to bacterias.

-
-
-

Top-10 Archaeal PFAM-Families

-
top_archaea = subset(d_superkingdom, Superkingdom=="Archaea")
-(top_archaea <- top_archaea[order(top_archaea$count,decreasing=T)[1:TOP],])
-
##     Superkingdom     PFAM_Name
-## 117      Archaea         TFIIB
-## 182      Archaea           CBS
-## 26       Archaea          Fer4
-## 816      Archaea        Fer4_7
-## 878      Archaea   LAGLIDADG_3
-## 72       Archaea       Hexapep
-## 700      Archaea  TF_Zn_Ribbon
-## 106      Archaea  Ribosomal_L6
-## 553      Archaea Rad50_zn_hook
-## 846      Archaea       Fer4_10
-##                                           PFAM_desc   model
-## 117               Transcription factor TFIIB repeat PF00382
-## 182                                      CBS domain PF00571
-## 26                            4Fe-4S binding domain PF00037
-## 816                         4Fe-4S dicluster domain PF12838
-## 878                           LAGLIDADG-like domain PF14528
-## 72  Bacterial transferase hexapeptide (six repeats) PF00132
-## 700                              TFIIB zinc-binding PF08271
-## 106                            Ribosomal protein L6 PF00347
-## 553                           Rad50 zinc hook motif PF04423
-## 846                         4Fe-4S dicluster domain PF13237
-##     is_chloroplastic is_mitochondrial count
-## 117            FALSE            FALSE    35
-## 182            FALSE            FALSE    22
-## 26             FALSE            FALSE    16
-## 816            FALSE            FALSE    13
-## 878            FALSE            FALSE    11
-## 72             FALSE            FALSE     9
-## 700            FALSE            FALSE     9
-## 106            FALSE            FALSE     7
-## 553            FALSE            FALSE     7
-## 846            FALSE            FALSE     7
-
(top_prokaryota <- rbind(top_archaea, top_bacteria))
-
##     Superkingdom       PFAM_Name
-## 117      Archaea           TFIIB
-## 182      Archaea             CBS
-## 26       Archaea            Fer4
-## 816      Archaea          Fer4_7
-## 878      Archaea     LAGLIDADG_3
-## 72       Archaea         Hexapep
-## 700      Archaea    TF_Zn_Ribbon
-## 106      Archaea    Ribosomal_L6
-## 553      Archaea   Rad50_zn_hook
-## 846      Archaea         Fer4_10
-## 70      Bacteria         Hexapep
-## 448     Bacteria            MraZ
-## 107     Bacteria    Ribosomal_L6
-## 814     Bacteria    NTP_transf_3
-## 880     Bacteria       Hexapep_2
-## 657     Bacteria            PD40
-## 864     Bacteria Acetyltransf_11
-## 559     Bacteria            LpxD
-## 548     Bacteria          TolB_N
-## 541     Bacteria   DNA_gyraseA_C
-##                                                            PFAM_desc
-## 117                                Transcription factor TFIIB repeat
-## 182                                                       CBS domain
-## 26                                             4Fe-4S binding domain
-## 816                                          4Fe-4S dicluster domain
-## 878                                            LAGLIDADG-like domain
-## 72                   Bacterial transferase hexapeptide (six repeats)
-## 700                                               TFIIB zinc-binding
-## 106                                             Ribosomal protein L6
-## 553                                            Rad50 zinc hook motif
-## 846                                          4Fe-4S dicluster domain
-## 70                   Bacterial transferase hexapeptide (six repeats)
-## 448                            MraZ protein, putative antitoxin-like
-## 107                                             Ribosomal protein L6
-## 814                                 MobA-like NTP transferase domain
-## 880                       Hexapeptide repeat of succinyl-transferase
-## 657                                  WD40-like Beta Propeller Repeat
-## 864              Udp N-acetylglucosamine O-acyltransferase; Domain 2
-## 559 UDP-3-O-[3-hydroxymyristoyl] glucosamine N-acyltransferase, LpxD
-## 548                                       TolB amino-terminal domain
-## 541                     DNA gyrase C-terminal domain, beta-propeller
-##       model is_chloroplastic is_mitochondrial count
-## 117 PF00382            FALSE            FALSE    35
-## 182 PF00571            FALSE            FALSE    22
-## 26  PF00037            FALSE            FALSE    16
-## 816 PF12838            FALSE            FALSE    13
-## 878 PF14528            FALSE            FALSE    11
-## 72  PF00132            FALSE            FALSE     9
-## 700 PF08271            FALSE            FALSE     9
-## 106 PF00347            FALSE            FALSE     7
-## 553 PF04423            FALSE            FALSE     7
-## 846 PF13237            FALSE            FALSE     7
-## 70  PF00132            FALSE            FALSE   928
-## 448 PF02381            FALSE            FALSE   320
-## 107 PF00347            FALSE            FALSE   317
-## 814 PF12804            FALSE            FALSE   244
-## 880 PF14602            FALSE            FALSE   223
-## 657 PF07676            FALSE            FALSE   164
-## 864 PF13720            FALSE            FALSE   158
-## 559 PF04613            FALSE            FALSE   127
-## 548 PF04052            FALSE            FALSE   115
-## 541 PF03989            FALSE            FALSE   100
-
    -
  1. Transcription factor TFIIB repeat
    -In eukaryotes, transcription initiation of all protein encoding genes involves the polymerase II system. This sytem is modulated by both general and specific transcription factors. The general factors (which include TFIIA, TFIIB, TFIID, TFIIE, TFIIF, TFIIG and TFIIH) operate through common promoter elements, such as the TATA box. Transcription factor IIB (TFIIB) is of central importance in transcription of class II genes. It associates with TFIID-TFIIA bound to DNA (the DA complex) to form a ternary TFIID-IIA-IBB (DAB) complex, which is recognised by RNA polymerase II [PUBMED:1876184, PUBMED:1949150]. TFIIB comprises ~315-340 residues and contains an imperfect C-terminal repeat of a 75-residue domain that may contribute to the symmetry of the folded protein. The basal archaeal transcription machinery resembles that of the eukaryotic polymerase II system and includes a homologue of TFIIB [PUBMED:7597027].
    -This entry represents a cyclin-like domain which is found repeated in the C-terminal region of a variety of eukaryotic TFIIB’s and their archaeal counterparts. These domains individually form the typical cyclin fold, and in the transcription complex they straddle the C-terminal region of the TATA-binding protein - an interaction essential for the formation of the transcription initiation complex [PUBMED:9177165, PUBMED:10619841].
    -
    2. -
  2. CBS domain
    -In molecular biology, the CBS domain is a protein domain found in a range of proteins in all species from bacteria to humans. It was first identified as a conserved sequence region in 1997 and named after cystathionine beta synthase, one of the proteins it is found in.[2] CBS domains are also found in a wide variety of other proteins such as inosine monophosphate dehydrogenase,[3] voltage gated chloride channels[4][5][6][7][8] and AMP-activated protein kinase (AMPK).[9][10] CBS domains regulate the activity of associated enzymatic and transporter domains in response to binding molecules with adenosyl groups such as AMP and ATP, or s-adenosylmethionine.[11]
    -Mutations in some human CBS domain-containing proteins leads to genetic diseases.[3] For example, mutations in the cystathionine-beta-synthase protein lead to an inherited disorder of the metabolism called homocystinuria (OMIM: 236200).[29] Mutations in the gamma subunit of the AMPK enzyme have been shown to lead to familial hypertrophic cardiomyopathy with Wolff-Parkinson-White syndrome (OMIM: 600858). Mutations in the CBS domains of the IMPDH enzyme lead to the eye condition retinitis pigmentosa (OMIM: 180105). Humans have a number of voltage-gated chloride channel genes, and mutations in the CBS domains of several of these have been identified as the cause of genetic diseases. Mutations in CLCN1 lead to myotonia (OMIM: 160800),[30] mutations in CLCN2 can lead to idiopathic generalised epilepsy (OMIM: 600699), mutations in CLCN5 can lead to Dent’s disease (OMIM: 300009), mutations in CLCN7 can lead to osteopetrosis (OMIM: 259700),[31] and mutations in CLCNKB can lead to Bartter syndrome (OMIM: 241200).
    -
    3. -
  3. 4Fe-4S binding domain
    -Ferredoxins are a group of iron-sulphur proteins which mediate electron transfer in a wide variety of metabolic reactions. Ferredoxins can be divided into several subgroups depending upon the physiological nature of the iron-sulphur cluster(s). One of these subgroups are the 4Fe-4S ferredoxins, which are found in bacteria and which are thus often referred as ‘bacterial-type’ ferredoxins. The structure of these proteins [PUBMED:3129571] consists of the duplication of a domain of twenty six amino acid residues; each of these domains contains four cysteine residues that bind to a 4Fe-4S centre. Several structures of the 4Fe-4S ferredoxin domain have been determined [PUBMED:7966291]. The clusters consist of two interleaved 4Fe- and 4S-tetrahedra forming a cubane-like structure, in such a way that the four iron occupy the eight corners of a distorted cube. Each 4Fe-4S is attached to the polypeptide chain by four covalent Fe-S bonds involving cysteine residues. A number of proteins have been found [PUBMED:2185975] that include one or more 4Fe-4S binding domains similar to those of bacterial-type ferredoxins. The pattern of cysteine residues in the iron-sulphur region is sufficient to detect this class of 4Fe-4S binding proteins. This entry represents the whole domain. Note:In some bacterial ferredoxins, one of the two duplicated domains has lost one or more of the four conserved cysteines. The consequence of such variations is that these domains have either lost their iron-sulphur binding property or bind to a 3Fe-3S centre instead of a 4Fe-4S centre.
    -
    4. -
  4. 4Fe-4S dicluster domain
    -Ferredoxins are a group of iron-sulphur proteins which mediate electron transfer in a wide variety of metabolic reactions. Ferredoxins can be divided into several subgroups depending upon the physiological nature of the iron-sulphur cluster(s). One of these subgroups are the 4Fe-4S ferredoxins, which are found in bacteria and which are thus often referred as ‘bacterial-type’ ferredoxins. The structure of these proteins [PUBMED:3129571] consists of the duplication of a domain of twenty six amino acid residues; each of these domains contains four cysteine residues that bind to a 4Fe-4S centre. Several structures of the 4Fe-4S ferredoxin domain have been determined [PUBMED:7966291]. The clusters consist of two interleaved 4Fe- and 4S-tetrahedra forming a cubane-like structure, in such a way that the four iron occupy the eight corners of a distorted cube. Each 4Fe-4S is attached to the polypeptide chain by four covalent Fe-S bonds involving cysteine residues. A number of proteins have been found [PUBMED:2185975] that include one or more 4Fe-4S binding domains similar to those of bacterial-type ferredoxins. The pattern of cysteine residues in the iron-sulphur region is sufficient to detect this class of 4Fe-4S binding proteins. This entry represents the whole domain. Note:In some bacterial ferredoxins, one of the two duplicated domains has lost one or more of the four conserved cysteines. The consequence of such variations is that these domains have either lost their iron-sulphur binding property or bind to a 3Fe-3S centre instead of a 4Fe-4S centre.
    -
    5. -
  5. LAGLIDADG-like domain
    -Homing endonucleases (HEnases) form a large and highly diverse class of proteins encoded by introns and inteins that confer mobility to their host genetic elements. LAGLIDADG HEnases are structured into two tandemly repeated homing endonuclease-like domains [PUBMED:17603302, PUBMED:8918801]. This entry represents the homing endonuclease LAGLIDADG domain [PUBMED:9358175]. These endonucleases have been shown to occur in different environments: LAGLIDADG endonucleases are found in inteins, archaeal and group I introns and as free standing open reading frames (ORFs); HNH endonucleases occur in group I and group II introns and as ORFs. hylogenetic analysis of the two families indicates a lack of exchange of endonucleases between different mobile elements (environments) and between hosts from different phylogenetic kingdoms. However, there does appear to have been considerable exchange of endonuclease domains amongst elements of the same type. Such events are suggested to be important for the formation of elements of new specficity [PMID: 9358175]. These fast evolving enzymes catalyze site specific, double-stranded breaks in intron/intein-less alleles. In the strand exchange during the repair process, the intron/intein encoding homing endonuclease is incorporated into the previously intron/intein-free allele, thus promoting the survival of this selfish genetic element.2 Homing endonucleases can be divided into several distinct groups; including LAGLIDADG, GIY-YIG, HNH and His-Cys box families.3 LAGLIDADG HEnases are one of the largest families of homing enzymes present in all kingdoms of life.1 A reason behind the wide distribution of LAGLIDADG HEnases is their apparent ability to invade unrelated types of intervening sequences such as group I introns, archeal introns and inteins.
    -
    6. -
  6. Bacterial transferase hexapeptide (six repeats)
    -A variety of bacterial transferases contain a repeat structure composed of tandem repeats of a [LIV]-G-X(4) hexapeptide, which, in the tertiary structure of LpxA (UDP N-acetylglucosamine acyltransferase) [PUBMED:7481807], has been shown to form a left-handed parallel beta helix. A number of different transferase protein families contain this repeat, such as
    -galactoside acetyltransferase-like proteins [PUBMED:11937062]: The galactoside acetyltransferase (thiogalactoside transacetylase) of Escherichia coli (GAT, LacA, EC 2.3.1.18) is a gene product of the classical lac operon. GAT may assist cellular detoxification by acetylating nonmetabolizable pyranosides, thereby preventing their reentry into the cell.
    -the gamma-class of carbonic anhydrases [PUBMED:10924115]: Carbonic anhydrases (CA: EC:4.2.1.1) are zinc metalloenzymes which catalyse the reversible hydration of carbon dioxide to bicarbonate [PMID: 18336305, PMID: 10978542].
    -and tetrahydrodipicolinate-N-succinlytransferases (DapD) the latter containing an extra N-terminal 3-helical domain [PUBMED:11910040]: Tetrahydrodipicolinate N-succinyltransferase (DapD) catalyzes the succinyl-CoA-dependent acylation of L-2-amino-6-oxopimelate to 2-N-succinyl-6-oxopimelate as part of the succinylase branch of the meso-diaminopimelate/lysine biosynthetic pathway of bacteria, blue-green algae, and plants. This pathway provides meso-diaminopimelate as a building block for cell wall peptidoglycan in most bacteria, and is regarded as a target pathway for antibacterial agents.
    7. -
  7. TFIIB zinc-binding
    -The transcription factor TFIIB contains a zinc-binding motif near the N-terminus. This domain is involved in the interaction with RNA pol II and TFIIF and plays a crucial role in selecting the transcription initiation site. The domain adopts a zinc ribbon like structure [1].
    -
    8. -
  8. 4Fe-4S dicluster domain
    -This family includes proteins containing domains which bind to iron-sulfur clusters. Members include bacterial ferredoxins, various dehydrogenases, and various reductases. The structure of the domain is an alpha-antiparallel beta sandwich.
    -Ferredoxins are a group of iron-sulphur proteins which mediate electron transfer in a wide variety of metabolic reactions. Ferredoxins can be divided into several subgroups depending upon the physiological nature of the iron-sulphur cluster(s). One of these subgroups are the 4Fe-4S ferredoxins, which are found in bacteria and which are thus often referred as ‘bacterial-type’ ferredoxins. The structure of these proteins [PUBMED:3129571] consists of the duplication of a domain of twenty six amino acid residues; each of these domains contains four cysteine residues that bind to a 4Fe-4S centre. Several structures of the 4Fe-4S ferredoxin domain have been determined [PUBMED:7966291]. The clusters consist of two interleaved 4Fe- and 4S-tetrahedra forming a cubane-like structure, in such a way that the four iron occupy the eight corners of a distorted cube. Each 4Fe-4S is attached to the polypeptide chain by four covalent Fe-S bonds involving cysteine residues. A number of proteins have been found [PUBMED:2185975] that include one or more 4Fe-4S binding domains similar to those of bacterial-type ferredoxins. The pattern of cysteine residues in the iron-sulphur region is sufficient to detect this class of 4Fe-4S binding proteins. This entry represents the whole domain. Note:In some bacterial ferredoxins, one of the two duplicated domains has lost one or more of the four conserved cysteines. The consequence of such variations is that these domains have either lost their iron-sulphur binding property or bind to a 3Fe-3S centre instead of a 4Fe-4S centre.
    -
    9. -
  9. Rad50 zinc hook motif
    -The Mre11 complex (Mre11 Rad50 Nbs1) is central to chromosomal maintenance and functions in homologous recombination, telomere maintenance and sister chromatid association. The Rad50 coiled-coil region contains a dimer interface at the apex of the coiled coils in which pairs of conserved Cys-X-X-Cys motifs form interlocking hooks that bind one Zn ion. This alignment includes the zinc hook motif and a short stretch of coiled-coil on either side.
    -
    10. -
  10. Ribosomal protein L6
    -Ribosomes are the particles that catalyse mRNA-directed protein synthesis in all organisms. The codons of the mRNA are exposed on the ribosome to allow tRNA binding. This leads to the incorporation of amino acids into the growing polypeptide chain in accordance with the genetic information. Incoming amino acid monomers enter the ribosomal A site in the form of aminoacyl-tRNAs complexed with elongation factor Tu (EF-Tu) and GTP. The growing polypeptide chain, situated in the P site as peptidyl-tRNA, is then transferred to aminoacyl-tRNA and the new peptidyl-tRNA, extended by one residue, is translocated to the P site with the aid the elongation factor G (EF-G) and GTP as the deacylated tRNA is released from the ribosome through one or more exit sites [PUBMED:11297922, PUBMED:11290319]. About 2/3 of the mass of the ribosome consists of RNA and 1/3 of protein. The proteins are named in accordance with the subunit of the ribosome which they belong to - the small (S1 to S31) and the large (L1 to L44). Usually they decorate the rRNA cores of the subunits. Many ribosomal proteins, particularly those of the large subunit, are composed of a globular, surfaced-exposed domain with long finger-like projections that extend into the rRNA core to stabilise its structure. Most of the proteins interact with multiple RNA elements, often from different domains. In the large subunit, about 1/3 of the 23S rRNA nucleotides are at least in van der Waal’s contact with protein, and L22 interacts with all six domains of the 23S rRNA. Proteins S4 and S7, which initiate assembly of the 16S rRNA, are located at junctions of five and four RNA helices, respectively. In this way proteins serve to organise and stabilise the rRNA tertiary structure. While the crucial activities of decoding and peptide transfer are RNA based, proteins play an active role in functions that may have evolved to streamline the process of protein synthesis. In addition to their function in the ribosome, many ribosomal proteins have some function ‘outside’ the ribosome [PUBMED:11290319, PUBMED:11114498].
    -L6 is a protein from the large (50S) subunit. In Escherichia coli, it is located in the aminoacyl-tRNA binding site of the peptidyltransferase centre, and is known to bind directly to 23S rRNA. It belongs to a family of ribosomal proteins, including L6 from bacteria, cyanelles (structures that perform similar functions to chloroplasts, but have structural and biochemical characteristics of Cyanobacteria) and mitochondria; and L9 from mammals, Drosophila, plants and yeast. L6 contains two domains with almost identical folds, suggesting that is was derived by the duplication of an ancient RNA-binding protein gene. Analysis reveals several sites on the protein surface where interactions with other ribosome components may occur, the N terminus being involved in protein-protein interactions and the C terminus containing possible RNA-binding sites [PUBMED:8262035]. This entry represents the alpha-beta domain found duplicated in ribosomal L6 proteins. This domain consists of two beta-sheets and one alpha-helix packed around single core [PUBMED:8262035].
    11. -
-

SUMMARY:
-Many proteins which are part of the reproductive system and of housekeeping such as transcription.

-
-
-

Top-10 Viral PFAM-Families

-
top_virus = subset(d_superkingdom, Superkingdom=="Viruses")
-(top_virus <- top_virus[order(top_virus$count,decreasing=T)[1:TOP],])
-
##     Superkingdom   PFAM_Name
-## 62       Viruses     zf-CCHC
-## 168      Viruses     Gag_p17
-## 49       Viruses         RVP
-## 16       Viruses         Ank
-## 169      Viruses  Adeno_knob
-## 193      Viruses Adeno_shaft
-## 229      Viruses         rve
-## 221      Viruses         BTB
-## 46       Viruses     RNase_H
-## 51       Viruses       Sushi
-##                                          PFAM_desc   model
-## 62                                    Zinc knuckle PF00098
-## 168          gag gene protein p17 (matrix protein) PF00540
-## 49                    Retroviral aspartyl protease PF00077
-## 16                                  Ankyrin repeat PF00023
-## 169         Adenoviral fibre protein (knob domain) PF00541
-## 193 Adenoviral fibre protein (repeat/shaft region) PF00608
-## 229                          Integrase core domain PF00665
-## 221                                 BTB/POZ domain PF00651
-## 46                                         RNase H PF00075
-## 51                       Sushi repeat (SCR repeat) PF00084
-##     is_chloroplastic is_mitochondrial count
-## 62             FALSE            FALSE    56
-## 168            FALSE            FALSE    37
-## 49             FALSE            FALSE    13
-## 16             FALSE            FALSE    11
-## 169            FALSE            FALSE    11
-## 193            FALSE            FALSE    11
-## 229            FALSE            FALSE    11
-## 221            FALSE            FALSE    10
-## 46             FALSE            FALSE     9
-## 51             FALSE            FALSE     9
-
    -
  1. Zinc knuckle
    -The zinc knuckle is a zinc binding motif composed of the the following CX2CX4HX4C where X can be any amino acid. The motifs are mostly from retroviral gag proteins (nucleocapsid). Prototype structure is from HIV. Also contains members involved in eukaryotic gene regulation, such as C. elegans GLH-1 (RNA Helicase, regulate the formation of the granular structure of P-granules in embryos). Structure is an 18-residue zinc finger.
    -
    2. -
  2. gag gene protein p17 (matrix protein)
    -Retroviral matrix proteins (or major core proteins) are components of envelope-associated capsids, which line the inner surface of virus envelopes and are associated with viral membranes [PUBMED:9657938]. Matrix proteins are produced as part of Gag precursor polyproteins. During viral maturation, the Gag polyprotein is cleaved into major structural proteins by the viral protease, yielding the matrix (MA), capsid (CA), nucleocapsid (NC), and some smaller peptides. Gag-derived proteins govern the entire assembly and release of the virus particles, with matrix proteins playing key roles in Gag stability, capsid assembly, transport and budding. Although matrix proteins from different retroviruses appear to perform similar functions and can have similar structural folds, their primary sequences can be very different. This entry represents matrix proteins from immunodeficiency lentiviruses, such as Human immunodeficiency virus (HIV) and Simian immunodeficiency virus (SIV-cpz) [PUBMED:12465460]. The structure of the HIV protein consists of 5 alpha helices, a short 3.10 helix and a 3-stranded mixed beta-sheet [PUBMED:7966331].
    3. -
  3. Retroviral aspartyl protease
    -Single domain aspartyl proteases from retroviruses, retrotransposons, and badnaviruses (plant dsDNA viruses). These proteases are generally part of a larger polyprotein; usually pol, more rarely gag. Retroviral proteases appear to be homologous to a single domain of the two-domain eukaryotic aspartyl proteases such as pepsins, cathepsins, and renins (PF00026).
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  4. Adenoviral fibre protein (knob domain)
    -Specific attachment of adenovirus is achieved through interactions between host-cell receptors and the adenovirus fibre protein and is mediated by the globular carboxy-terminal domain of the adenovirus fibre protein, termed the carboxy-terminal knob domain.
    5. -
  5. Adenoviral fibre protein (repeat/shaft region)
    -There is no separation between signal and noise. Specific attachment of adenovirus is achieved through interactions between host-cell receptors and the adenovirus fibre protein and is mediated by the globular carboxy-terminal domain of the adenovirus fibre protein, rather than the ‘shaft’ region represented by this family. The alignment of this family contains two copies of a fifteen residue repeat found in the ‘shaft’ region of adenoviral fibre proteins.
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  6. Ankyrin repeat
    -The ankyrin repeat is one of the most common protein-protein interaction motifs in nature. Ankyrin repeats are tandemly repeated modules of about 33 amino acids. They occur in a large number of functionally diverse proteins mainly from eukaryotes. The few known examples from prokaryotes and viruses may be the result of horizontal gene transfers [PUBMED:8108379]. The repeat has been found in proteins of diverse function such as transcriptional initiators, cell-cycle regulators, cytoskeletal, ion transporters and signal transducers. The ankyrin fold appears to be defined by its structure rather than its function since there is no specific sequence or structure which is universally recognised by it.
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  7. Integrase core domain
    -Retroviral integrase (IN) is an enzyme produced by a retrovirus (such as HIV) that enables its genetic material to be integrated into the DNA of the infected cell. Retroviral INs are not to be confused with phage integrases, such as λ phage integrase (Int) (see site-specific recombination). IN is a key component in the retroviral pre-integration complex (PIC). The complex of integrase bound to cognate viral DNA (vDNA) ends has been referred to as the intasome.[1]
    -Integrase mediates integration of a DNA copy of the viral genome into the host chromosome. Integrase is composed of three domains. The amino-terminal domain is a zinc binding domain PF02022. This domain is the central catalytic domain. The carboxyl terminal domain that is a non-specific DNA binding domain PF00552. The catalytic domain acts as an endonuclease when two nucleotides are removed from the 3’ ends of the blunt-ended viral DNA made by reverse transcription. This domain also catalyses the DNA strand transfer reaction of the 3’ ends of the viral DNA to the 5’ ends of the integration site [1].
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  8. BTB/POZ domain
    -The BTB (for BR-C, ttk and bab) [1] or POZ (for Pox virus and Zinc finger) [2] domain is present near the N-terminus of a fraction of zinc finger (PF00096) proteins and in proteins that contain the PF01344 motif such as Kelch and a family of pox virus proteins. The BTB/POZ domain mediates homomeric dimerisation and in some instances heteromeric dimerisation [2]. The structure of the dimerised PLZF BTB/POZ domain has been solved and consists of a tightly intertwined homodimer. The central scaffolding of the protein is made up of a cluster of alpha-helices flanked by short beta-sheets at both the top and bottom of the molecule [3]. POZ domains from several zinc finger proteins have been shown to mediate transcriptional repression and to interact with components of histone deacetylase co-repressor complexes including N-CoR and SMRT [4,5,6]. The POZ or BTB domain is also known as BR-C/Ttk or ZiN.
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    9. -
  9. RNase H
    -RNase H digests the RNA strand of an RNA/DNA hybrid. Important enzyme in retroviral replication cycle, and often found as a domain associated with reverse transcriptases. Structure is a mixed alpha+beta fold with three a/b/a layers.
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  10. Sushi repeat (SCR repeat)
    -Sushi domain is an evolutionarily conserved protein domain. Sushi domains, also known as Complement control protein (CCP) modules, or short consensus repeats (SCR), exist in a wide variety of complement and adhesion proteins. The structure is known for this domain; it is based on a beta-sandwich arrangement - one face made up of three β-strands hydrogen-bonded to form a triple-stranded region at its centre, and the other face formed from two separate β-strands.[1]
    -CD21 (also called C3d receptor, CR2, Epstein Barr virus receptor or EBV-R) is the receptor for EBV and for C3d, C3dg and iC3b. Complement components may activate B cells through CD21. CD21 is part of a large signal-transduction complex that also involves CD19, CD81, and Leu13.
    -Some of the proteins in this group are responsible for the molecular basis of the blood group antigens, surface markers on the outside of the red blood cell membrane. Most of these markers are proteins, but some are carbohydrates attached to lipids or proteins.[2] Complement decay-accelerating factor (Antigen CD55) belongs to the Cromer blood group system and is associated with Cr(a), Dr(a), Es(a), Tc(a/b/c), Wd(a), WES(a/b), IFC and UMC antigens. Complement receptor type 1 (C3b/C4b receptor) (Antigen CD35) belongs to the Knops blood group system and is associated with Kn(a/b), McC(a), Sl(a) and Yk(a) antigens.
    11. -
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SUMMARY:
-- Proteins for transcription (helicase, RNase), capsid formation (surface markers), reproduction (attachment to host-cell-receptors, integrase, surface markers)

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Top-10 Eukaryotic PFAM-Families

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top_eukaryota = subset(d_superkingdom, Superkingdom=="Eukaryota")
-(top_eukaryota <-top_eukaryota[order(top_eukaryota$count,decreasing=T)[1:TOP],])
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##     Superkingdom PFAM_Name
-## 126    Eukaryota      WD40
-## 59     Eukaryota   zf-C2H2
-## 874    Eukaryota     LRR_8
-## 855    Eukaryota EF-hand_7
-## 47     Eukaryota     RRM_1
-## 133    Eukaryota       LIM
-## 352    Eukaryota       PPR
-## 826    Eukaryota     PPR_2
-## 155    Eukaryota     TPR_1
-## 314    Eukaryota  Collagen
-##                                                   PFAM_desc   model
-## 126                                WD domain, G-beta repeat PF00400
-## 59                                   Zinc finger, C2H2 type PF00096
-## 874                                     Leucine rich repeat PF13855
-## 855                                     EF-hand domain pair PF13499
-## 47  RNA recognition motif. (a.k.a. RRM, RBD, or RNP domain) PF00076
-## 133                                              LIM domain PF00412
-## 352                                              PPR repeat PF01535
-## 826                                       PPR repeat family PF13041
-## 155                                Tetratricopeptide repeat PF00515
-## 314                Collagen triple helix repeat (20 copies) PF01391
-##     is_chloroplastic is_mitochondrial count
-## 126            FALSE            FALSE  1449
-## 59             FALSE            FALSE   828
-## 874            FALSE            FALSE   587
-## 855            FALSE            FALSE   520
-## 47             FALSE            FALSE   413
-## 133            FALSE            FALSE   260
-## 352            FALSE            FALSE   226
-## 826            FALSE            FALSE   225
-## 155            FALSE            FALSE   184
-## 314            FALSE            FALSE   181
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  1. WD domain, G-beta repeat
    -WD-40 repeats (also known as WD or beta-transducin repeats) are short ~40 amino acid motifs, often terminating in a Trp-Asp (W-D) dipeptide. WD40 repeats usually assume a 7-8 bladed beta-propeller fold, but proteins have been found with 4 to 16 repeated units, which also form a circularised beta-propeller structure. WD-repeat proteins are a large family found in all eukaryotes and are implicated in a variety of functions ranging from signal transduction and transcription regulation to cell cycle control and apoptosis. Repeated WD40 motifs act as a site for protein-protein interaction, and proteins containing WD40 repeats are known to serve as platforms for the assembly of protein complexes or mediators of transient interplay among other proteins. The specificity of the proteins is determined by the sequences outside the repeats themselves. Examples of such complexes are G proteins (beta subunit is a beta-propeller), TAFII transcription factor, and E3 ubiquitin ligase [PUBMED:11814058, PUBMED:10322433]. In Arabidopsis spp., several WD40-containing proteins act as key regulators of plant-specific developmental events. One group of WD40 repeats is involved in RNA-processing complexes, some members forming part of snRNP particles6. Another group makes up parts of transcriptional regulators, including the TFIID subunit of the TATA-box-binding complex7, 8, 9. Others play roles in cytoskeleton assembly and mitotic-spindle formation10, 11, regulate vesicle formation and vesicular trafficking12, control various aspects of cell division13 or regulate sulfur metabolism in fungi14. Examples of such complexes are G proteins (beta subunit is a beta-propeller), TAFII transcription factor, and E3 ubiquitin ligase.[3][4]
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  2. Zinc finger, C2H2 type
    -The C2H2 zinc finger is the classical zinc finger domain. The two conserved cysteines and histidines co-ordinate a zinc ion. The following pattern describes the zinc finger. #-X-C-X(1-5)-C-X3-#-X5-#-X2-H-X(3-6)-[H/C] Where X can be any amino acid, and numbers in brackets indicate the number of residues. The positions marked # are those that are important for the stable fold of the zinc finger. The final position can be either his or cys. The C2H2 zinc finger is composed of two short beta strands followed by an alpha helix. The amino terminal part of the helix binds the major groove in DNA binding zinc fingers. The accepted consensus binding sequence for Sp1 is usually defined by the asymmetric hexanucleotide core GGGCGG but this sequence does not include, among others, the GAG (=CTC) repeat that constitutes a high-affinity site for Sp1 binding to the wt1 promoter [2].
    -A zinc finger is a small protein structural motif that is characterized by the coordination of one or more zinc ions (Zn2+) in order to stabilize the fold. Originally coined to describe the finger-like appearance of a hypothesized structure from Xenopus laevis transcription factor IIIA, the zinc finger name has now come to encompass a wide variety of differing protein structures.[1] Xenopus laevis TFIIIA was originally demonstrated to contain zinc and require the metal for function in 1983, the first such reported zinc requirement for a gene regulatory protein.[2][3] Proteins that contain zinc fingers (zinc finger proteins) are classified into several different structural families. Unlike many other clearly defined supersecondary structures such as Greek keys or β hairpins, there are a number of types of zinc fingers, each with a unique three-dimensional architecture. A particular zinc finger protein’s class is determined by this three-dimensional structure, but it can also be recognized based on the primary structure of the protein or the identity of the ligands coordinating the zinc ion. In spite of the large variety of these proteins, however, the vast majority typically function as interaction modules that bind DNA, RNA, proteins, or other small, useful molecules, and variations in structure serve primarily to alter the binding specificity of a particular protein. Since their original discovery and the elucidation of their structure, these interaction modules have proven ubiquitous in the biological world and may be found in 3% of the genes of the human genome.[4] In addition, zinc fingers have become extremely useful in various therapeutic and research capacities. Engineering zinc fingers to have an affinity for a specific sequence is an area of active research, and zinc finger nucleases and zinc finger transcription factors are two of the most important applications of this to be realized to date.
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  3. Leucine rich repeat
    -A leucine-rich repeat (LRR) is a protein structural motif that forms an α/β horseshoe fold.[1][2] It is composed of repeating 20–30 amino acid stretches that are unusually rich in the hydrophobic amino acid leucine. These repeats commonly fold together to form a solenoid protein domain, termed leucine-rich repeat domain. Typically, each repeat unit has beta strand-turn-alpha helix structure, and the assembled domain, composed of many such repeats, has a horseshoe shape with an interior parallel beta sheet and an exterior array of helices. One face of the beta sheet and one side of the helix array are exposed to solvent and are therefore dominated by hydrophilic residues. The region between the helices and sheets is the protein’s hydrophobic core and is tightly sterically packed with leucine residues. Leucine-rich repeats are frequently involved in the formation of protein–protein interactions.
    -Leucine-rich repeats (LRR) consist of 2-45 motifs of 20-30 amino acids in length that generally folds into an arc or horseshoe shape [PUBMED:14747988]. LRRs occur in proteins ranging from viruses to eukaryotes, and appear to provide a structural framework for the formation of protein-protein interactions [PUBMED:11751054, PUBMED:1657640].Proteins containing LRRs include tyrosine kinase receptors, cell-adhesion molecules, virulence factors, and extracellular matrix-binding glycoproteins, and are involved in a variety of biological processes, including signal transduction, cell adhesion, DNA repair, recombination, transcription, RNA processing, disease resistance, apoptosis, and the immune response [PUBMED:2176636].
    -Sequence analyses of LRR proteins suggested the existence of several different subfamilies of LRRs. The significance of this classification is that repeats from different subfamilies never occur simultaneously and have most probably evolved independently. It is, however, now clear that all major classes of LRR have curved horseshoe structures with a parallel beta sheet on the concave side and mostly helical elements on the convex side. At least six families of LRR proteins, characterised by different lengths and consensus sequences of the repeats, have been identified. Eleven-residue segments of the LRRs (LxxLxLxxN/CxL), corresponding to the beta-strand and adjacent loop regions, are conserved in LRR proteins, whereas the remaining parts of the repeats (herein termed variable) may be very different. Despite the differences, each of the variable parts contains two half-turns at both ends and a “linear” segment (as the chain follows a linear path overall), usually formed by a helix, in the middle. The concave face and the adjacent loops are the most common protein interaction surfaces on LRR proteins. 3D structure of some LRR proteins-ligand complexes show that the concave surface of LRR domain is ideal for interaction with alpha-helix, thus supporting earlier conclusions that the elongated and curved LRR structure provides an outstanding framework for achieving diverse protein-protein interactions [PUBMED:11751054]. Molecular modeling suggests that the conserved pattern LxxLxL, which is shorter than the previously proposed LxxLxLxxN/CxL is sufficient to impart the characteristic horseshoe curvature to proteins with 20- to 30-residue repeats [PUBMED:11967365].
    -Leucine-rich repeat motifs have been identified in a large number of functionally unrelated proteins.[5] The best-known example is the ribonuclease inhibitor, but other proteins such as the tropomyosin regulator tropomodulin and the toll-like receptor also share the motif. In fact, the toll-like receptor possesses 10 successive LRR motifs which serve to bind pathogen- and danger-associated molecular patterns. Although the canonical LRR protein contains approximately one helix for every beta strand, variants that form beta-alpha superhelix folds sometimes have long loops rather than helices linking successive beta strands. One leucine-rich repeat variant domain (LRV) has a novel repetitive structural motif consisting of alternating alpha- and 310-helices arranged in a right-handed superhelix, with the absence of the beta-sheets present in other leucine-rich repeats.[6]
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  4. EF-hand domain pair
    -The EF hand is a helix-loop-helix structural domain or motif found in a large family of calcium-binding proteins. The EF-hand motif contains a helix-loop-helix topology, much like the spread thumb and forefinger of the human hand, in which the Ca2+ ions are coordinated by ligands within the loop. The motif takes its name from traditional nomenclature used in describing the protein parvalbumin, which contains three such motifs and is probably involved in muscle relaxation via its calcium-binding activity. The EF-hand consists of two alpha helices linked by a short loop region (usually about 12 amino acids) that usually binds calcium ions. EF-hands also appear in each structural domain of the signaling protein calmodulin and in the muscle protein troponin-C. EF-hands also appear in each structural domain of the signaling protein calmodulin and in the muscle protein troponin-C. example: Aequorin is a calcium binding protein (CaBP) isolated from the coelenterate Aequorea victoria. Aequorin belongs to the EF-hand family of CaBPs, with EF-hand loops that are closely related to CaBPs in mammals. In addition, aequorin has been used for years as an indicator of Ca2+ and has been shown to be safe and well tolerated by cells. Aequorin is made up of two components – the calcium binding component apoaequorin (AQ) and the chemiluminescent molecule coelenterazine. The AQ portion of this protein contains the EF-hand calcium binding domains.[2]
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  5. RNA recognition motif. (a.k.a. RRM, RBD, or RNP domain)
    -RNA recognition motif, RNP-1 is a putative RNA-binding domain of about 90 amino acids that are known to bind single-stranded RNAs. It was found in many eukaryotic proteins.[1][2][3] The largest group of single strand RNA-binding protein is the eukaryotic RNA recognition motif (RRM) family that contains an eight amino acid RNP-1 consensus sequence.[4][5] RRM proteins have a variety of RNA binding preferences and functions, and include heterogeneous nuclear ribonucleoproteins (hnRNPs), proteins implicated in regulation of alternative splicing (SR, U2AF2, Sxl), protein components of small nuclear ribonucleoproteins (U1 and U2 snRNPs), and proteins that regulate RNA stability and translation (PABP, La, Hu).[2][3][5] The RRM in heterodimeric splicing factor U2 snRNP auxiliary factor appears to have two RRM-like domains with specialised features for protein recognition.[6] The motif also appears in a few single stranded DNA binding proteins. The typical RRM consists of four anti-parallel beta-strands and two alpha-helices arranged in a beta-alpha-beta-beta-alpha-beta fold with side chains that stack with RNA bases. A third helix is present during RNA binding in some cases.[7] The RRM is reviewed in a number of publications.[8][9][10]
    -The RRM motif is probably diagnostic of an RNA binding protein. RRMs are found in a variety of RNA binding proteins, including various hnRNP proteins, proteins implicated in regulation of alternative splicing, and protein components of snRNPs. The motif also appears in a few single stranded DNA binding proteins. The RRM structure consists of four strands and two helices arranged in an alpha/beta sandwich, with a third helix present during RNA binding in some cases The C-terminal beta strand (4th strand) and final helix are hard to align and have been omitted in the SEED alignment The LA proteins (P05455) have an N terminal rrm which is included in the seed. There is a second region towards the C terminus that has some features characteristic of a rrm but does not appear to have the important structural core of a rrm. The LA proteins (P05455) are one of the main autoantigens in Systemic lupus erythematosus (SLE), an autoimmune disease.
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  6. PPR repeat family
    -This repeat has no known function. It is about 35 amino acids long and is found in up to 18 copies in some proteins. The family appears to be greatly expanded in plants and fungi. The repeat has been called PPR [1].
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  7. PPR repeat
    -This entry represents the PPR repeat. Pentatricopeptide repeat (PPR) proteins are characterised by tandem repeats of a degenerate 35 amino acid motif [PUBMED:10664580]. Most of PPR proteins have roles in mitochondria or plastid [PUBMED:15270678]. PPR repeats were discovered while screening Arabidopsis proteins for those predicted to be targeted to mitochondria or chloroplast [PUBMED:10664580, PUBMED:15269332]. Some of these proteins have been shown to play a role in post-transcriptional processes within organelles and they are thought to be sequence-specific RNA-binding proteins [PUBMED:12782738, PUBMED:12832482, PUBMED:18031283]. Plant genomes have between one hundred to five hundred PPR genes per genome whereas non-plant genomes encode two to six PPR proteins. Although no PPR structures are yet known, the motif is predicted to fold into a helix-turn-helix structure similar to those found in the tetratricopeptide repeat (TPR) family (see PROSITEDOC) [PUBMED:10664580]. The plant PPR protein family has been divided in two subfamilies on the basis of their motif content and organisation [PUBMED:15269332, PUBMED:17560114]. Examples of PPR repeat-containing proteins include PET309 SWISSPROT, which may be involved in RNA stabilisation [PUBMED:7664742], and crp1, which is involved in RNA processing [PUBMED:8039510]. The repeat is associated with a predicted plant protein SWISSPROT that has a domain organisation similar to the human BRCA1 protein.
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  8. LIM domain
    -LIM domains are protein structural domains, composed of two contiguous zinc finger domains, separated by a two-amino acid residue hydrophobic linker.[1] They are named after their initial discovery in the proteins Lin11, Isl-1 & Mec-3.[2] LIM-domain containing proteins have been shown to play roles in cytoskeletal organisation, organ development and oncogenesis. LIM-domains mediate protein–protein interactions that are critical to cellular processes. LIM domains have highly divergent sequences, apart from certain key residues. The sequence divergence allow a great many different binding sites to be grafted onto the same basic domain. The conserved residues are those involved in zinc binding or the hydrophobic core of the protein. The sequence signature of LIM domains is as follows: [C]-[X]2–4-[C]-[X]13–19-[W]-[H]-[X]2–4-[C]-[F]-[LVI]-[C]-[X]2–4-[C]-[X]13–20-C-[X]2–4-[C] LIM domains frequently occur in multiples, as seen in proteins such as TES, LMO4, and can also be attached to other domains in order to confer a binding or targeting function upon them, such as LIM-kinase. The LIM superclass of genes have been classified into 14 classes: ABLIM, CRP, ENIGMA, EPLIN, LASP, LHX, LMO, LIMK, LMO7, MICAL, PXN, PINCH, TES, and ZYX. Six of these classes (i.e., ABLIM, MICAL, ENIGMA, ZYX, LHX, LM07) originated in the stem lineage of animals, and this expansion is thought to have made a major contribution to the origin of animal multicellularity.[3] LIM domains are also found in various bacterial lineages where they are typically fused to a metallopeptidase domain. Some versions show fusions to an inactive P-loop NTPase at their N-terminus and a single transmembrane helix. These domain fusions suggest that the prokaryotic LIM domains are likely to regulate protein processing at the cell membrane. The domain architectural syntax is remarkable parallel to those of the prokaryotic versions of the B-box zinc finger and the AN1 zinc finger domains.
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  9. Tetratricopeptide repeat
    -The tetratrico peptide repeat (TPR) is a structural motif present in a wide range of proteins [PUBMED:7667876, PUBMED:9482716, PUBMED:1882418]. It mediates protein-protein interactions and the assembly of multiprotein complexes [PUBMED:14659697]. The TPR motif consists of 3-16 tandem-repeats of 34 amino acids residues, although individual TPR motifs can be dispersed in the protein sequence. Sequence alignment of the TPR domains reveals a consensus sequence defined by a pattern of small and large amino acids. TPR motifs have been identified in various different organisms, ranging from bacteria to humans. Proteins containing TPRs are involved in a variety of biological processes, such as cell cycle regulation, transcriptional control, mitochondrial and peroxisomal protein transport, neurogenesis and protein folding. The X-ray structure of a domain containing three TPRs from protein phosphatase 5 revealed that TPR adopts a helix-turn-helix arrangement, with adjacent TPR motifs packing in a parallel fashion, resulting in a spiral of repeating anti-parallel alpha-helices [PUBMED:14659697]. The two helices are denoted helix A and helix B. The packing angle between helix A and helix B is ~24 degrees; within a single TPR and generates a right-handed superhelical shape. Helix A interacts with helix B and with helix A’ of the next TPR. Two protein surfaces are generated: the inner concave surface is contributed to mainly by residue on helices A, and the other surface presents residues from both helices A and B.
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  10. Tetratricopeptide repeat
    -The tetratrico peptide repeat (TPR) is a structural motif present in a wide range of proteins [PUBMED:7667876, PUBMED:9482716, PUBMED:1882418]. It mediates protein-protein interactions and the assembly of multiprotein complexes [PUBMED:14659697]. The TPR motif consists of 3-16 tandem-repeats of 34 amino acids residues, although individual TPR motifs can be dispersed in the protein sequence. Sequence alignment of the TPR domains reveals a consensus sequence defined by a pattern of small and large amino acids. TPR motifs have been identified in various different organisms, ranging from bacteria to humans. Proteins containing TPRs are involved in a variety of biological processes, such as cell cycle regulation, transcriptional control, mitochondrial and peroxisomal protein transport, neurogenesis and protein folding. The X-ray structure of a domain containing three TPRs from protein phosphatase 5 revealed that TPR adopts a helix-turn-helix arrangement, with adjacent TPR motifs packing in a parallel fashion, resulting in a spiral of repeating anti-parallel alpha-helices [PUBMED:14659697]. The two helices are denoted helix A and helix B. The packing angle between helix A and helix B is ~24 degrees; within a single TPR and generates a right-handed superhelical shape. Helix A interacts with helix B and with helix A’ of the next TPR. Two protein surfaces are generated: the inner concave surface is contributed to mainly by residue on helices A, and the other surface presents residues from both helices A and B.
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  11. Collagen triple helix repeat (20 copies)
    -In collagen, the collagen helix, or type-2 helix, is a major shape in secondary structure. It consists of a triple helix made of the repetitious amino acid sequence glycine - X - Y, where X and Y are frequently proline or hydroxyproline.[2][3]A collagen triple helix has 3.3 residues per turn.[4] Each of the three chains is stabilized by the steric repulsion due to the pyrrolidine rings of proline and hydroxyproline residues. The pyrrolidine rings keep out of each other’s way when the polypeptide chain assumes this extended helical form, which is much more open than the tightly coiled form of the alpha helix. The three chains are hydrogen bonded to each other. The hydrogen bond donors are the peptide NH groups of glycine residues. The hydrogen bond acceptors are the CO groups of residues on the other chains. The OH group of hydroxyproline also participates in hydrogen bonding. The rise of the collagen helix (superhelix) is 2.9 Å (0.29 nm) per residue.
    -Members of this family belong to the collagen superfamily [1]. Collagens are generally extracellular structural proteins involved in formation of connective tissue structure. The alignment contains 20 copies of the G-X-Y repeat that forms a triple helix. The first position of the repeat is glycine, the second and third positions can be any residue but are frequently proline and hydroxy-proline. Collagens are post translationally modified by proline hydroxylase to form the hydroxy-proline residues. Defective hydroxylation is the cause of scurvy. Some members of the collagen superfamily are not involved in connective tissue structure but share the same triple helical structure. The family includes bacterial collagen-like triple-helix repeat proteins [2,3].
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  12. Calcium-binding EGF domain
    -In molecular biology, the calcium-binding EGF domain is a conserved domain of about forty amino-acid residues found in epidermal growth factor (EGF). This domain is present in a large number of membrane-bound and extracellular, mostly animal, proteins.[1][2][3][4][5] Many of these proteins require calcium for their biological function and a calcium-binding site has been found at the N-terminus of some EGF-like domains.[6] Calcium-binding may be crucial for numerous protein-protein interactions. For human coagulation factor IX it has been shown that the calcium-ligands form a pentagonal bipyramid.[7] The first, third and fourth conserved negatively charged or polar residues are side chain ligands. The latter is possibly hydroxylated.[6] A conserved aromatic residue, as well as the second conserved negative residue, are thought to be involved in stabilising the calcium-binding site. As in non-calcium binding EGF-like domains, there are six conserved cysteines and the structure of both types is very similar as calcium-binding induces only strictly local structural changes.[6]
    -A sequence of about forty amino-acid residues found in epidermal growth factor (EGF) has been shown [PUBMED:2288911, PUBMED:6334307, PUBMED:3534958, PUBMED:6607417, PUBMED:3282918] to be present in a large number of membrane-bound and extracellular, mostly animal, proteins. Many of these proteins require calcium for their biological function and a calcium-binding site has been found at the N terminus of some EGF-like domains [PUBMED:1527084]. Calcium-binding may be crucial for numerous protein-protein interactions. For human coagulation factor IX it has been shown [PUBMED:7606779] that the calcium-ligands form a pentagonal bipyramid. The first, third and fourth conserved negatively charged or polar residues are side chain ligands. The latter is possibly hydroxylated (see aspartic acid and asparagine hydroxylation site) [PUBMED:1527084]. A conserved aromatic residue, as well as the second conserved negative residue, are thought to be involved in stabilising the calcium-binding site. As in non-calcium binding EGF-like domains, there are six conserved cysteines and the structure of both types is very similar as calcium-binding induces only strictly local structural changes [PUBMED:1527084].
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  13. Leucine Rich Repeat
    -A leucine-rich repeat (LRR) is a protein structural motif that forms an α/β horseshoe fold.[1][2] It is composed of repeating 20–30 amino acid stretches that are unusually rich in the hydrophobic amino acid leucine. These repeats commonly fold together to form a solenoid protein domain, termed leucine-rich repeat domain. Typically, each repeat unit has beta strand-turn-alpha helix structure, and the assembled domain, composed of many such repeats, has a horseshoe shape with an interior parallel beta sheet and an exterior array of helices. One face of the beta sheet and one side of the helix array are exposed to solvent and are therefore dominated by hydrophilic residues. The region between the helices and sheets is the protein’s hydrophobic core and is tightly sterically packed with leucine residues. Leucine-rich repeats are frequently involved in the formation of protein–protein interactions.
    -Leucine-rich repeats (LRR) consist of 2-45 motifs of 20-30 amino acids in length that generally folds into an arc or horseshoe shape [PUBMED:14747988]. LRRs occur in proteins ranging from viruses to eukaryotes, and appear to provide a structural framework for the formation of protein-protein interactions [PUBMED:11751054, PUBMED:1657640].Proteins containing LRRs include tyrosine kinase receptors, cell-adhesion molecules, virulence factors, and extracellular matrix-binding glycoproteins, and are involved in a variety of biological processes, including signal transduction, cell adhesion, DNA repair, recombination, transcription, RNA processing, disease resistance, apoptosis, and the immune response [PUBMED:2176636].
    -Sequence analyses of LRR proteins suggested the existence of several different subfamilies of LRRs. The significance of this classification is that repeats from different subfamilies never occur simultaneously and have most probably evolved independently. It is, however, now clear that all major classes of LRR have curved horseshoe structures with a parallel beta sheet on the concave side and mostly helical elements on the convex side. At least six families of LRR proteins, characterised by different lengths and consensus sequences of the repeats, have been identified. Eleven-residue segments of the LRRs (LxxLxLxxN/CxL), corresponding to the beta-strand and adjacent loop regions, are conserved in LRR proteins, whereas the remaining parts of the repeats (herein termed variable) may be very different. Despite the differences, each of the variable parts contains two half-turns at both ends and a “linear” segment (as the chain follows a linear path overall), usually formed by a helix, in the middle. The concave face and the adjacent loops are the most common protein interaction surfaces on LRR proteins. 3D structure of some LRR proteins-ligand complexes show that the concave surface of LRR domain is ideal for interaction with alpha-helix, thus supporting earlier conclusions that the elongated and curved LRR structure provides an outstanding framework for achieving diverse protein-protein interactions [PUBMED:11751054]. Molecular modeling suggests that the conserved pattern LxxLxL, which is shorter than the previously proposed LxxLxLxxN/CxL is sufficient to impart the characteristic horseshoe curvature to proteins with 20- to 30-residue repeats [PUBMED:11967365].
    -Leucine-rich repeat motifs have been identified in a large number of functionally unrelated proteins.[5] The best-known example is the ribonuclease inhibitor, but other proteins such as the tropomyosin regulator tropomodulin and the toll-like receptor also share the motif. In fact, the toll-like receptor possesses 10 successive LRR motifs which serve to bind pathogen- and danger-associated molecular patterns. Although the canonical LRR protein contains approximately one helix for every beta strand, variants that form beta-alpha superhelix folds sometimes have long loops rather than helices linking successive beta strands. One leucine-rich repeat variant domain (LRV) has a novel repetitive structural motif consisting of alternating alpha- and 310-helices arranged in a right-handed superhelix, with the absence of the beta-sheets present in other leucine-rich repeats.[6] CAUTION: This Pfam may not find all Leucine Rich Repeats in a protein. Leucine Rich Repeats are short sequence motifs present in a number of proteins with diverse functions and cellular locations. These repeats are usually involved in protein-protein interactions. Each Leucine Rich Repeat is composed of a beta-alpha unit. These units form elongated non-globular structures. Leucine Rich Repeats are often flanked by cysteine rich domains.
    -
    14. -
  14. PPR repeat
    -This entry represents the PPR repeat. Pentatricopeptide repeat (PPR) proteins are characterised by tandem repeats of a degenerate 35 amino acid motif [PUBMED:10664580]. Most of PPR proteins have roles in mitochondria or plastid [PUBMED:15270678]. PPR repeats were discovered while screening Arabidopsis proteins for those predicted to be targeted to mitochondria or chloroplast [PUBMED:10664580, PUBMED:15269332]. Some of these proteins have been shown to play a role in post-transcriptional processes within organelles and they are thought to be sequence-specific RNA-binding proteins [PUBMED:12782738, PUBMED:12832482, PUBMED:18031283]. Plant genomes have between one hundred to five hundred PPR genes per genome whereas non-plant genomes encode two to six PPR proteins. Although no PPR structures are yet known, the motif is predicted to fold into a helix-turn-helix structure similar to those found in the tetratricopeptide repeat (TPR) family (see PROSITEDOC) [PUBMED:10664580]. The plant PPR protein family has been divided in two subfamilies on the basis of their motif content and organisation [PUBMED:15269332, PUBMED:17560114]. Examples of PPR repeat-containing proteins include PET309 SWISSPROT, which may be involved in RNA stabilisation [PUBMED:7664742], and crp1, which is involved in RNA processing [PUBMED:8039510]. The repeat is associated with a predicted plant protein SWISSPROT that has a domain organisation similar to the human BRCA1 protein.
    -
    15. -
  15. Kelch motif
    -The Kelch motif is a region of protein sequence found widely in proteins from bacteria and eukaryotes.[2] This sequence motif is composed of about 50 amino acid residues which form a structure of a four stranded beta-sheet “blade”. This sequence motif is found in between five and eight copies per protein which fold together to form a larger circular solenoid structure called a beta-propeller domain. The known functions of kelch-containing proteins are diverse:
    -scruin is an actin cross-linking protein; galactose oxidase catalyses the oxidation of the hydroxyl group at the C6 position in D-galactose; neuraminidase hydrolyses sialic acid residues from glycoproteins; NanM is a sialic acid mutarotase, involved in efficient utilisation of sialic acid by bacteria; kelch may have a cytoskeletal function, as it is localised to the actin-rich ring canals that connect the 15 nurse cells to the developing oocyte in Drosophila.[4]
    -
    16. -
  16. EGF-like domain
    -The EGF-like domain is an evolutionary conserved protein domain, which derives its name from the epidermal growth factor where it was first described. It comprises about 30 to 40 amino-acid residues and has been found in a large number of mostly animal proteins.[2][3] Most occurrences of the EGF-like domain are found in the extracellular domain of membrane-bound proteins or in proteins known to be secreted. An exception to this is the prostaglandin-endoperoxide synthase. The EGF-like domain includes 6 cysteine residues which in the epidermal growth factor have been shown to form 3 disulfide bonds. The structures of 4-disulfide EGF-domains have been solved from the laminin and integrin proteins. The main structure of EGF-like domains is a two-stranded β-sheet followed by a loop to a short C-terminal, two-stranded β-sheet. These two β-sheets are usually denoted as the major (N-terminal) and minor (C-terminal) sheets.[4] EGF-like domains frequently occur in numerous tandem copies in proteins: these repeats typically fold together to form a single, linear solenoid domain block as a functional unit. Has roles in immune system and apoptosis, Ca+-binding.
    -
    17. -
  17. Armadillo/beta-catenin-like repeat
    -The armadillo (Arm) repeat is an approximately 40 amino acid long tandemly repeated sequence motif first identified in the Drosophila melanogaster segment polarity gene armadillo involved in signal transduction through wingless. Animal Arm-repeat proteins function in various processes, including intracellular signalling and cytoskeletal regulation, and include such proteins as beta-catenin, the junctional plaque protein plakoglobin, the adenomatous polyposis coli (APC) tumour suppressor protein, and the nuclear transport factor importin-alpha, amongst others [PUBMED:9770300]. A subset of these proteins is conserved across eukaryotic kingdoms. In higher plants, some Arm-repeat proteins function in intracellular signalling like their mammalian counterparts, while others have novel functions [PUBMED:12946625]. The 3-dimensional fold of an armadillo repeat is known from the crystal structure of beta-catenin, where the 12 repeats form a superhelix of alpha helices with three helices per unit [PUBMED:9298899]. The cylindrical structure features a positively charged grove, which presumably interacts with the acidic surfaces of the known interaction partners of beta-catenin.
    -
    18. -
  18. Pentatricopeptide repeat domain
    -This entry represents the PPR repeat. Pentatricopeptide repeat (PPR) proteins are characterised by tandem repeats of a degenerate 35 amino acid motif [PUBMED:10664580]. Most of PPR proteins have roles in mitochondria or plastid [PUBMED:15270678]. PPR repeats were discovered while screening Arabidopsis proteins for those predicted to be targeted to mitochondria or chloroplast [PUBMED:10664580, PUBMED:15269332]. Some of these proteins have been shown to play a role in post-transcriptional processes within organelles and they are thought to be sequence-specific RNA-binding proteins [PUBMED:12782738, PUBMED:12832482, PUBMED:18031283]. Plant genomes have between one hundred to five hundred PPR genes per genome whereas non-plant genomes encode two to six PPR proteins. Although no PPR structures are yet known, the motif is predicted to fold into a helix-turn-helix structure similar to those found in the tetratricopeptide repeat (TPR) family (see PROSITEDOC) [PUBMED:10664580]. The plant PPR protein family has been divided in two subfamilies on the basis of their motif content and organisation [PUBMED:15269332, PUBMED:17560114]. Examples of PPR repeat-containing proteins include PET309 SWISSPROT, which may be involved in RNA stabilisation [PUBMED:7664742], and crp1, which is involved in RNA processing [PUBMED:8039510]. The repeat is associated with a predicted plant protein SWISSPROT that has a domain organisation similar to the human BRCA1 protein.
    -This family matches additional variants of the PPR repeat that were not captured by the model for PF01535 (PPR). In the case of the Arabidopsis protein UniProtKB:Q66GI4 the repeated helices in this N-terminal region, of protein-only RNase P (PRORP) enzymes, form the pentatricopeptide repeat (PPR) domain which enhances pre-tRNA binding affinity. PROPRP enzymes process precursor tRNAs in human mitochondria and in all tRNA-using compartments of Arabidopsis thaliana [1].
    -
    19. -
  19. KRAB box
    -The Krueppel-associated box (KRAB) is a domain of around 75 amino acids that is found in the N-terminal part of about one third of eukaryotic Krueppel-type C2H2 zinc finger proteins (ZFPs) [PUBMED:14519192]. It is enriched in charged amino acids and can be divided into subregions A and B, which are predicted to fold into two amphipathic alpha-helices. The KRAB A and B boxes can be separated by variable spacer segments and many KRAB proteins contain only the A box [PUBMED:2023909]. The functions currently known for members of the KRAB-containing protein family include transcriptional repression of RNA polymerase I, II and III promoters, binding and splicing of RNA, and control of nucleolus function. The KRAB domain functions as a transcriptional repressor when tethered to the template DNA by a DNA-binding domain. A sequence of 45 amino acids in the KRAB A subdomain has been shown to be necessary and sufficient for transcriptional repression. The B box does not repress by itself but does potentiate the repression exerted by the KRAB A subdomain [PUBMED:8183939, PUBMED:8183940]. Gene silencing requires the binding of the KRAB domain to the RING-B box-coiled coil (RBCC) domain of the KAP-1/TIF1-beta corepressor. As KAP-1 binds to the heterochromatin proteins HP1, it has been proposed that the KRAB-ZFP-bound target gene could be silenced following recruitment to heterochromatin [PUBMED:10653693, PUBMED:10748030]. KRAB-ZFPs probably constitute the single largest class of transcription factors within the human genome [PUBMED:10360839]. The KRAB domain is generally encoded by two exons. The regions coded by the two exons are known as KRAB-A and KRAB-B. Although the function of KRAB-ZFPs is largely unknown, they appear to play important roles during cell differentiation and development. These proteins have been shown to play important roles in cell differentiation and organ development, and in regulating viral replication and transcription. A KRAB domain may consist of an A-box, or of an A-box plus either a B-box, a divergent B-box (b), or a C-box. Only the A-box is included in this model. The A-box is needed for repression, the B- and C- boxes are not. KRAB-ZFPs have one or two KRAB domains at their amino-terminal end, and multiple C2H2 zinc finger motifs at their C-termini. Some KRAB-ZFPs also contain a SCAN domain which mediates homo- and hetero-oligomerization. The KRAB domain is a protein-protein interaction module which represses transcription through recruiting corepressors. A key mechanism appears to be the following: KRAB-AFPs tethered to DNA recruit, via their KRAB domain, the repressor KAP1 (KRAB-associated protein-1, also known as transcription intermediary factor 1 beta, KRAB-A interacting protein and tripartite motif protein 28). The KAP1/ KRAB-AFP complex in turn recruits the heterochromatin protein 1 (HP1) family, and other chromatin modulating proteins, leading to transcriptional repression through heterochromatin formation.
    -
    20. -
  20. Tetratricopeptide repeat
    -The tetratrico peptide repeat (TPR) is a structural motif present in a wide range of proteins [PUBMED:7667876, PUBMED:9482716, PUBMED:1882418]. It mediates protein-protein interactions and the assembly of multiprotein complexes [PUBMED:14659697]. The TPR motif consists of 3-16 tandem-repeats of 34 amino acids residues, although individual TPR motifs can be dispersed in the protein sequence. Sequence alignment of the TPR domains reveals a consensus sequence defined by a pattern of small and large amino acids. TPR motifs have been identified in various different organisms, ranging from bacteria to humans. Proteins containing TPRs are involved in a variety of biological processes, such as cell cycle regulation, transcriptional control, mitochondrial and peroxisomal protein transport, neurogenesis and protein folding. The X-ray structure of a domain containing three TPRs from protein phosphatase 5 revealed that TPR adopts a helix-turn-helix arrangement, with adjacent TPR motifs packing in a parallel fashion, resulting in a spiral of repeating anti-parallel alpha-helices [PUBMED:14659697]. The two helices are denoted helix A and helix B. The packing angle between helix A and helix B is ~24 degrees; within a single TPR and generates a right-handed superhelical shape. Helix A interacts with helix B and with helix A’ of the next TPR. Two protein surfaces are generated: the inner concave surface is contributed to mainly by residue on helices A, and the other surface presents residues from both helices A and B.
    21. -
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SUMMARY:
-- Transcription (Zn-finger for adhesion to DNA, RNA and lipids, RNA-binding through RNA recognition motif, assembly of multiprotein complexes (TPR), transcriptional repression, RNA-pol binding, and RNA-splicing by KRAB box)
-- electron/ion-binding and transport -> muscle relaxation (EF-hand domain pair)
-- Cytoskeletal organisation (KELCH), organ development and oncogenesis (LIM, collagen forming connective tissue)

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-

Top-10 Viridiplantae PFAM-Families

-
top_viridiplantae = subset(d_kingdom, Superkingdom=="Eukaryota" & Kingdom == "Viridiplantae" & is_mitochondrial==FALSE & is_chloroplastic==FALSE)
-(top_viridiplantae <- top_viridiplantae[order(top_viridiplantae$count,decreasing=T)[1:TOP],])
-
##      Superkingdom       Kingdom PFAM_Name
-## 496     Eukaryota Viridiplantae       PPR
-## 1078    Eukaryota Viridiplantae     PPR_2
-## 1122    Eukaryota Viridiplantae EF-hand_7
-## 186     Eukaryota Viridiplantae      WD40
-## 1154    Eukaryota Viridiplantae     LRR_8
-## 1064    Eukaryota Viridiplantae     PPR_1
-## 266     Eukaryota Viridiplantae     LRR_1
-## 885     Eukaryota Viridiplantae     TPR_2
-## 1144    Eukaryota Viridiplantae     PPR_3
-## 63      Eukaryota Viridiplantae     RRM_1
-##                                                    PFAM_desc   model
-## 496                                               PPR repeat PF01535
-## 1078                                       PPR repeat family PF13041
-## 1122                                     EF-hand domain pair PF13499
-## 186                                 WD domain, G-beta repeat PF00400
-## 1154                                     Leucine rich repeat PF13855
-## 1064                                              PPR repeat PF12854
-## 266                                      Leucine Rich Repeat PF00560
-## 885                                 Tetratricopeptide repeat PF07719
-## 1144                         Pentatricopeptide repeat domain PF13812
-## 63   RNA recognition motif. (a.k.a. RRM, RBD, or RNP domain) PF00076
-##      is_chloroplastic is_mitochondrial count
-## 496             FALSE            FALSE   226
-## 1078            FALSE            FALSE   225
-## 1122            FALSE            FALSE   170
-## 186             FALSE            FALSE   123
-## 1154            FALSE            FALSE   117
-## 1064            FALSE            FALSE    83
-## 266             FALSE            FALSE    72
-## 885             FALSE            FALSE    68
-## 1144            FALSE            FALSE    54
-## 63              FALSE            FALSE    50
-
    -
  1. PPR repeat (PPR)
    -This entry represents the PPR repeat. Pentatricopeptide repeat (PPR) proteins are characterised by tandem repeats of a degenerate 35 amino acid motif [PUBMED:10664580]. Most of PPR proteins have roles in mitochondria or plastid [PUBMED:15270678]. PPR repeats were discovered while screening Arabidopsis proteins for those predicted to be targeted to mitochondria or chloroplast [PUBMED:10664580, PUBMED:15269332]. Some of these proteins have been shown to play a role in post-transcriptional processes within organelles and they are thought to be sequence-specific RNA-binding proteins [PUBMED:12782738, PUBMED:12832482, PUBMED:18031283]. Plant genomes have between one hundred to five hundred PPR genes per genome whereas non-plant genomes encode two to six PPR proteins. Although no PPR structures are yet known, the motif is predicted to fold into a helix-turn-helix structure similar to those found in the tetratricopeptide repeat (TPR) family (see PROSITEDOC) [PUBMED:10664580]. The plant PPR protein family has been divided in two subfamilies on the basis of their motif content and organisation [PUBMED:15269332, PUBMED:17560114]. Examples of PPR repeat-containing proteins include PET309 SWISSPROT, which may be involved in RNA stabilisation [PUBMED:7664742], and crp1, which is involved in RNA processing [PUBMED:8039510]. The repeat is associated with a predicted plant protein SWISSPROT that has a domain organisation similar to the human BRCA1 protein.
    -
    2. -
  2. PPR repeat family (PPR_2)
    -This repeat has no known function. It is about 35 amino acids long and is found in up to 18 copies in some proteins. The family appears to be greatly expanded in plants and fungi. The repeat has been called PPR [1].
    -
    3. -
  3. EF-hand domain pair
    -The EF hand is a helix-loop-helix structural domain or motif found in a large family of calcium-binding proteins. The EF-hand motif contains a helix-loop-helix topology, much like the spread thumb and forefinger of the human hand, in which the Ca2+ ions are coordinated by ligands within the loop. The motif takes its name from traditional nomenclature used in describing the protein parvalbumin, which contains three such motifs and is probably involved in muscle relaxation via its calcium-binding activity. The EF-hand consists of two alpha helices linked by a short loop region (usually about 12 amino acids) that usually binds calcium ions. EF-hands also appear in each structural domain of the signaling protein calmodulin and in the muscle protein troponin-C. EF-hands also appear in each structural domain of the signaling protein calmodulin and in the muscle protein troponin-C. example: Aequorin is a calcium binding protein (CaBP) isolated from the coelenterate Aequorea victoria. Aequorin belongs to the EF-hand family of CaBPs, with EF-hand loops that are closely related to CaBPs in mammals. In addition, aequorin has been used for years as an indicator of Ca2+ and has been shown to be safe and well tolerated by cells. Aequorin is made up of two components – the calcium binding component apoaequorin (AQ) and the chemiluminescent molecule coelenterazine. The AQ portion of this protein contains the EF-hand calcium binding domains.[2]
    -
    4. -
  4. WD domain, G-beta repeat
    -WD-40 repeats (also known as WD or beta-transducin repeats) are short ~40 amino acid motifs, often terminating in a Trp-Asp (W-D) dipeptide. WD40 repeats usually assume a 7-8 bladed beta-propeller fold, but proteins have been found with 4 to 16 repeated units, which also form a circularised beta-propeller structure. WD-repeat proteins are a large family found in all eukaryotes and are implicated in a variety of functions ranging from signal transduction and transcription regulation to cell cycle control and apoptosis. Repeated WD40 motifs act as a site for protein-protein interaction, and proteins containing WD40 repeats are known to serve as platforms for the assembly of protein complexes or mediators of transient interplay among other proteins. The specificity of the proteins is determined by the sequences outside the repeats themselves. Examples of such complexes are G proteins (beta subunit is a beta-propeller), TAFII transcription factor, and E3 ubiquitin ligase [PUBMED:11814058, PUBMED:10322433]. In Arabidopsis spp., several WD40-containing proteins act as key regulators of plant-specific developmental events. One group of WD40 repeats is involved in RNA-processing complexes, some members forming part of snRNP particles6. Another group makes up parts of transcriptional regulators, including the TFIID subunit of the TATA-box-binding complex7, 8, 9. Others play roles in cytoskeleton assembly and mitotic-spindle formation10, 11, regulate vesicle formation and vesicular trafficking12, control various aspects of cell division13 or regulate sulfur metabolism in fungi14. Examples of such complexes are G proteins (beta subunit is a beta-propeller), TAFII transcription factor, and E3 ubiquitin ligase.[3][4]
    -
    5. -
  5. Leucine rich repeat (LRR_8)
    -A leucine-rich repeat (LRR) is a protein structural motif that forms an α/β horseshoe fold.[1][2] It is composed of repeating 20–30 amino acid stretches that are unusually rich in the hydrophobic amino acid leucine. These repeats commonly fold together to form a solenoid protein domain, termed leucine-rich repeat domain. Typically, each repeat unit has beta strand-turn-alpha helix structure, and the assembled domain, composed of many such repeats, has a horseshoe shape with an interior parallel beta sheet and an exterior array of helices. One face of the beta sheet and one side of the helix array are exposed to solvent and are therefore dominated by hydrophilic residues. The region between the helices and sheets is the protein’s hydrophobic core and is tightly sterically packed with leucine residues. Leucine-rich repeats are frequently involved in the formation of protein–protein interactions.
    -Leucine-rich repeats (LRR) consist of 2-45 motifs of 20-30 amino acids in length that generally folds into an arc or horseshoe shape [PUBMED:14747988]. LRRs occur in proteins ranging from viruses to eukaryotes, and appear to provide a structural framework for the formation of protein-protein interactions [PUBMED:11751054, PUBMED:1657640].Proteins containing LRRs include tyrosine kinase receptors, cell-adhesion molecules, virulence factors, and extracellular matrix-binding glycoproteins, and are involved in a variety of biological processes, including signal transduction, cell adhesion, DNA repair, recombination, transcription, RNA processing, disease resistance, apoptosis, and the immune response [PUBMED:2176636].
    -Sequence analyses of LRR proteins suggested the existence of several different subfamilies of LRRs. The significance of this classification is that repeats from different subfamilies never occur simultaneously and have most probably evolved independently. It is, however, now clear that all major classes of LRR have curved horseshoe structures with a parallel beta sheet on the concave side and mostly helical elements on the convex side. At least six families of LRR proteins, characterised by different lengths and consensus sequences of the repeats, have been identified. Eleven-residue segments of the LRRs (LxxLxLxxN/CxL), corresponding to the beta-strand and adjacent loop regions, are conserved in LRR proteins, whereas the remaining parts of the repeats (herein termed variable) may be very different. Despite the differences, each of the variable parts contains two half-turns at both ends and a “linear” segment (as the chain follows a linear path overall), usually formed by a helix, in the middle. The concave face and the adjacent loops are the most common protein interaction surfaces on LRR proteins. 3D structure of some LRR proteins-ligand complexes show that the concave surface of LRR domain is ideal for interaction with alpha-helix, thus supporting earlier conclusions that the elongated and curved LRR structure provides an outstanding framework for achieving diverse protein-protein interactions [PUBMED:11751054]. Molecular modeling suggests that the conserved pattern LxxLxL, which is shorter than the previously proposed LxxLxLxxN/CxL is sufficient to impart the characteristic horseshoe curvature to proteins with 20- to 30-residue repeats [PUBMED:11967365].
    -Leucine-rich repeat motifs have been identified in a large number of functionally unrelated proteins.[5] The best-known example is the ribonuclease inhibitor, but other proteins such as the tropomyosin regulator tropomodulin and the toll-like receptor also share the motif. In fact, the toll-like receptor possesses 10 successive LRR motifs which serve to bind pathogen- and danger-associated molecular patterns. Although the canonical LRR protein contains approximately one helix for every beta strand, variants that form beta-alpha superhelix folds sometimes have long loops rather than helices linking successive beta strands. One leucine-rich repeat variant domain (LRV) has a novel repetitive structural motif consisting of alternating alpha- and 310-helices arranged in a right-handed superhelix, with the absence of the beta-sheets present in other leucine-rich repeats.[6]
    -
    6. -
  6. PPR repeat (PPR_1) This family matches additional variants of the PPR repeat that were not captured by the model for PF01535 (PPR). The exact function is not known.
    -Pentatricopeptide repeat (PPR) proteins are characterised by tandem repeats of a degenerate 35 amino acid motif [PUBMED:10664580]. Most of PPR proteins have roles in mitochondria or plastid [PUBMED:15270678]. PPR repeats were discovered while screening Arabidopsis proteins for those predicted to be targeted to mitochondria or chloroplast [PUBMED:10664580, PUBMED:15269332]. Some of these proteins have been shown to play a role in post-transcriptional processes within organelles and they are thought to be sequence-specific RNA-binding proteins [PUBMED:12782738, PUBMED:12832482, PUBMED:18031283]. Plant genomes have between one hundred to five hundred PPR genes per genome whereas non-plant genomes encode two to six PPR proteins. Although no PPR structures are yet known, the motif is predicted to fold into a helix-turn-helix structure similar to those found in the tetratricopeptide repeat (TPR) family (see PROSITEDOC) [PUBMED:10664580]. The plant PPR protein family has been divided in two subfamilies on the basis of their motif content and organisation [PUBMED:15269332, PUBMED:17560114]. Examples of PPR repeat-containing proteins include PET309 SWISSPROT, which may be involved in RNA stabilisation [PUBMED:7664742], and crp1, which is involved in RNA processing [PUBMED:8039510]. The repeat is associated with a predicted plant protein SWISSPROT that has a domain organisation similar to the human BRCA1 protein.
    -
    7. -
  7. Leucine Rich Repeat
    -A leucine-rich repeat (LRR) is a protein structural motif that forms an α/β horseshoe fold.[1][2] It is composed of repeating 20–30 amino acid stretches that are unusually rich in the hydrophobic amino acid leucine. These repeats commonly fold together to form a solenoid protein domain, termed leucine-rich repeat domain. Typically, each repeat unit has beta strand-turn-alpha helix structure, and the assembled domain, composed of many such repeats, has a horseshoe shape with an interior parallel beta sheet and an exterior array of helices. One face of the beta sheet and one side of the helix array are exposed to solvent and are therefore dominated by hydrophilic residues. The region between the helices and sheets is the protein’s hydrophobic core and is tightly sterically packed with leucine residues. Leucine-rich repeats are frequently involved in the formation of protein–protein interactions.
    -Leucine-rich repeats (LRR) consist of 2-45 motifs of 20-30 amino acids in length that generally folds into an arc or horseshoe shape [PUBMED:14747988]. LRRs occur in proteins ranging from viruses to eukaryotes, and appear to provide a structural framework for the formation of protein-protein interactions [PUBMED:11751054, PUBMED:1657640].Proteins containing LRRs include tyrosine kinase receptors, cell-adhesion molecules, virulence factors, and extracellular matrix-binding glycoproteins, and are involved in a variety of biological processes, including signal transduction, cell adhesion, DNA repair, recombination, transcription, RNA processing, disease resistance, apoptosis, and the immune response [PUBMED:2176636].
    -Sequence analyses of LRR proteins suggested the existence of several different subfamilies of LRRs. The significance of this classification is that repeats from different subfamilies never occur simultaneously and have most probably evolved independently. It is, however, now clear that all major classes of LRR have curved horseshoe structures with a parallel beta sheet on the concave side and mostly helical elements on the convex side. At least six families of LRR proteins, characterised by different lengths and consensus sequences of the repeats, have been identified. Eleven-residue segments of the LRRs (LxxLxLxxN/CxL), corresponding to the beta-strand and adjacent loop regions, are conserved in LRR proteins, whereas the remaining parts of the repeats (herein termed variable) may be very different. Despite the differences, each of the variable parts contains two half-turns at both ends and a “linear” segment (as the chain follows a linear path overall), usually formed by a helix, in the middle. The concave face and the adjacent loops are the most common protein interaction surfaces on LRR proteins. 3D structure of some LRR proteins-ligand complexes show that the concave surface of LRR domain is ideal for interaction with alpha-helix, thus supporting earlier conclusions that the elongated and curved LRR structure provides an outstanding framework for achieving diverse protein-protein interactions [PUBMED:11751054]. Molecular modeling suggests that the conserved pattern LxxLxL, which is shorter than the previously proposed LxxLxLxxN/CxL is sufficient to impart the characteristic horseshoe curvature to proteins with 20- to 30-residue repeats [PUBMED:11967365].
    -Leucine-rich repeat motifs have been identified in a large number of functionally unrelated proteins.[5] The best-known example is the ribonuclease inhibitor, but other proteins such as the tropomyosin regulator tropomodulin and the toll-like receptor also share the motif. In fact, the toll-like receptor possesses 10 successive LRR motifs which serve to bind pathogen- and danger-associated molecular patterns. Although the canonical LRR protein contains approximately one helix for every beta strand, variants that form beta-alpha superhelix folds sometimes have long loops rather than helices linking successive beta strands. One leucine-rich repeat variant domain (LRV) has a novel repetitive structural motif consisting of alternating alpha- and 310-helices arranged in a right-handed superhelix, with the absence of the beta-sheets present in other leucine-rich repeats.[6]
    -CAUTION: This Pfam may not find all Leucine Rich Repeats in a protein. Leucine Rich Repeats are short sequence motifs present in a number of proteins with diverse functions and cellular locations. These repeats are usually involved in protein-protein interactions. Each Leucine Rich Repeat is composed of a beta-alpha unit. These units form elongated non-globular structures. Leucine Rich Repeats are often flanked by cysteine rich domains.
    -
    8. -
  8. Tetratricopeptide repeat
    -This Pfam entry includes outlying Tetratricopeptide-like repeats (TPR) that are not matched by PF00515 (TPR).
    -The tetratrico peptide repeat (TPR) is a structural motif present in a wide range of proteins [PUBMED:7667876, PUBMED:9482716, PUBMED:1882418]. It mediates protein-protein interactions and the assembly of multiprotein complexes [PUBMED:14659697]. The TPR motif consists of 3-16 tandem-repeats of 34 amino acids residues, although individual TPR motifs can be dispersed in the protein sequence. Sequence alignment of the TPR domains reveals a consensus sequence defined by a pattern of small and large amino acids. TPR motifs have been identified in various different organisms, ranging from bacteria to humans. Proteins containing TPRs are involved in a variety of biological processes, such as cell cycle regulation, transcriptional control, mitochondrial and peroxisomal protein transport, neurogenesis and protein folding. The X-ray structure of a domain containing three TPRs from protein phosphatase 5 revealed that TPR adopts a helix-turn-helix arrangement, with adjacent TPR motifs packing in a parallel fashion, resulting in a spiral of repeating anti-parallel alpha-helices [PUBMED:14659697]. The two helices are denoted helix A and helix B. The packing angle between helix A and helix B is ~24 degrees; within a single TPR and generates a right-handed superhelical shape. Helix A interacts with helix B and with helix A’ of the next TPR. Two protein surfaces are generated: the inner concave surface is contributed to mainly by residue on helices A, and the other surface presents residues from both helices A and B.
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    9. -
  9. Pentatricopeptide repeat domain
    -This entry represents the PPR repeat. Pentatricopeptide repeat (PPR) proteins are characterised by tandem repeats of a degenerate 35 amino acid motif [PUBMED:10664580]. Most of PPR proteins have roles in mitochondria or plastid [PUBMED:15270678]. PPR repeats were discovered while screening Arabidopsis proteins for those predicted to be targeted to mitochondria or chloroplast [PUBMED:10664580, PUBMED:15269332]. Some of these proteins have been shown to play a role in post-transcriptional processes within organelles and they are thought to be sequence-specific RNA-binding proteins [PUBMED:12782738, PUBMED:12832482, PUBMED:18031283]. Plant genomes have between one hundred to five hundred PPR genes per genome whereas non-plant genomes encode two to six PPR proteins. Although no PPR structures are yet known, the motif is predicted to fold into a helix-turn-helix structure similar to those found in the tetratricopeptide repeat (TPR) family (see PROSITEDOC) [PUBMED:10664580]. The plant PPR protein family has been divided in two subfamilies on the basis of their motif content and organisation [PUBMED:15269332, PUBMED:17560114]. Examples of PPR repeat-containing proteins include PET309 SWISSPROT, which may be involved in RNA stabilisation [PUBMED:7664742], and crp1, which is involved in RNA processing [PUBMED:8039510]. The repeat is associated with a predicted plant protein SWISSPROT that has a domain organisation similar to the human BRCA1 protein.
    -This family matches additional variants of the PPR repeat that were not captured by the model for PF01535 (PPR). In the case of the Arabidopsis protein UniProtKB:Q66GI4 the repeated helices in this N-terminal region, of protein-only RNase P (PRORP) enzymes, form the pentatricopeptide repeat (PPR) domain which enhances pre-tRNA binding affinity. PROPRP enzymes process precursor tRNAs in human mitochondria and in all tRNA-using compartments of Arabidopsis thaliana [1].
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    10. -
  10. RNA recognition motif. (a.k.a. RRM, RBD, or RNP domain)
    -RNA recognition motif, RNP-1 is a putative RNA-binding domain of about 90 amino acids that are known to bind single-stranded RNAs. It was found in many eukaryotic proteins.[1][2][3] The largest group of single strand RNA-binding protein is the eukaryotic RNA recognition motif (RRM) family that contains an eight amino acid RNP-1 consensus sequence.[4][5] RRM proteins have a variety of RNA binding preferences and functions, and include heterogeneous nuclear ribonucleoproteins (hnRNPs), proteins implicated in regulation of alternative splicing (SR, U2AF2, Sxl), protein components of small nuclear ribonucleoproteins (U1 and U2 snRNPs), and proteins that regulate RNA stability and translation (PABP, La, Hu).[2][3][5] The RRM in heterodimeric splicing factor U2 snRNP auxiliary factor appears to have two RRM-like domains with specialised features for protein recognition.[6] The motif also appears in a few single stranded DNA binding proteins. The typical RRM consists of four anti-parallel beta-strands and two alpha-helices arranged in a beta-alpha-beta-beta-alpha-beta fold with side chains that stack with RNA bases. A third helix is present during RNA binding in some cases.[7] The RRM is reviewed in a number of publications.[8][9][10]
    -The RRM motif is probably diagnostic of an RNA binding protein. RRMs are found in a variety of RNA binding proteins, including various hnRNP proteins, proteins implicated in regulation of alternative splicing, and protein components of snRNPs. The motif also appears in a few single stranded DNA binding proteins. The RRM structure consists of four strands and two helices arranged in an alpha/beta sandwich, with a third helix present during RNA binding in some cases The C-terminal beta strand (4th strand) and final helix are hard to align and have been omitted in the SEED alignment The LA proteins (P05455) have an N terminal rrm which is included in the seed. There is a second region towards the C terminus that has some features characteristic of a rrm but does not appear to have the important structural core of a rrm. The LA proteins (P05455) are one of the main autoantigens in Systemic lupus erythematosus (SLE), an autoimmune disease.
    11. -
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SUMMARY:

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TODO:
-- look at PPR: http://www.plantcell.org/content/16/8/2089

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Top-10 Metazoa PFAM-Families

-
top_metazoa = subset(d_kingdom, Superkingdom=="Eukaryota" & Kingdom == "Metazoa" & is_mitochondrial==FALSE)
-(top_metazoa <- top_metazoa[order(top_metazoa$count,decreasing=T)[1:TOP],])
-
##      Superkingdom Kingdom PFAM_Name
-## 185     Eukaryota Metazoa      WD40
-## 77      Eukaryota Metazoa   zf-C2H2
-## 1153    Eukaryota Metazoa     LRR_8
-## 61      Eukaryota Metazoa     RRM_1
-## 1121    Eukaryota Metazoa EF-hand_7
-## 196     Eukaryota Metazoa       LIM
-## 449     Eukaryota Metazoa  Collagen
-## 854     Eukaryota Metazoa    EGF_CA
-## 4       Eukaryota Metazoa       EGF
-## 237     Eukaryota Metazoa     TPR_1
-##                                                    PFAM_desc   model
-## 185                                 WD domain, G-beta repeat PF00400
-## 77                                    Zinc finger, C2H2 type PF00096
-## 1153                                     Leucine rich repeat PF13855
-## 61   RNA recognition motif. (a.k.a. RRM, RBD, or RNP domain) PF00076
-## 1121                                     EF-hand domain pair PF13499
-## 196                                               LIM domain PF00412
-## 449                 Collagen triple helix repeat (20 copies) PF01391
-## 854                               Calcium-binding EGF domain PF07645
-## 4                                            EGF-like domain PF00008
-## 237                                 Tetratricopeptide repeat PF00515
-##      is_chloroplastic is_mitochondrial count
-## 185             FALSE            FALSE   826
-## 77              FALSE            FALSE   805
-## 1153            FALSE            FALSE   449
-## 61              FALSE            FALSE   291
-## 1121            FALSE            FALSE   263
-## 196             FALSE            FALSE   242
-## 449             FALSE            FALSE   181
-## 854             FALSE            FALSE   174
-## 4               FALSE            FALSE   135
-## 237             FALSE            FALSE   126
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    -
  1. WD domain, G-beta repeat
    -WD-40 repeats (also known as WD or beta-transducin repeats) are short ~40 amino acid motifs, often terminating in a Trp-Asp (W-D) dipeptide. WD40 repeats usually assume a 7-8 bladed beta-propeller fold, but proteins have been found with 4 to 16 repeated units, which also form a circularised beta-propeller structure. WD-repeat proteins are a large family found in all eukaryotes and are implicated in a variety of functions ranging from signal transduction and transcription regulation to cell cycle control and apoptosis. Repeated WD40 motifs act as a site for protein-protein interaction, and proteins containing WD40 repeats are known to serve as platforms for the assembly of protein complexes or mediators of transient interplay among other proteins. The specificity of the proteins is determined by the sequences outside the repeats themselves. Examples of such complexes are G proteins (beta subunit is a beta-propeller), TAFII transcription factor, and E3 ubiquitin ligase [PUBMED:11814058, PUBMED:10322433]. In Arabidopsis spp., several WD40-containing proteins act as key regulators of plant-specific developmental events. One group of WD40 repeats is involved in RNA-processing complexes, some members forming part of snRNP particles6. Another group makes up parts of transcriptional regulators, including the TFIID subunit of the TATA-box-binding complex7, 8, 9. Others play roles in cytoskeleton assembly and mitotic-spindle formation10, 11, regulate vesicle formation and vesicular trafficking12, control various aspects of cell division13 or regulate sulfur metabolism in fungi14. Examples of such complexes are G proteins (beta subunit is a beta-propeller), TAFII transcription factor, and E3 ubiquitin ligase.[3][4]
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    2. -
  2. Zinc finger, C2H2 type The C2H2 zinc finger is the classical zinc finger domain. The two conserved cysteines and histidines co-ordinate a zinc ion. The following pattern describes the zinc finger: #-X-C-X(1-5)-C-X3-#-X5-#-X2-H-X(3-6)-[H/C] Where X can be any amino acid, and numbers in brackets indicate the number of residues. The positions marked # are those that are important for the stable fold of the zinc finger. The final position can be either his or cys. The C2H2 zinc finger is composed of two short beta strands followed by an alpha helix. The amino terminal part of the helix binds the major groove in DNA binding zinc fingers. The accepted consensus binding sequence for Sp1 is usually defined by the asymmetric hexanucleotide core GGGCGG but this sequence does not include, among others, the GAG (=CTC) repeat that constitutes a high-affinity site for Sp1 binding to the wt1 promoter [2].
    -They were first identified as a DNA-binding motif in transcription factor TFIIIA from Xenopus laevis (African clawed frog), however they are now recognised to bind DNA, RNA, protein, and/or lipid substrates.[11][12][13][14][15] Their binding properties depend on the amino acid sequence of the finger domains and on the linker between fingers, as well as on the higher-order structures and the number of fingers. Znf domains are often found in clusters, where fingers can have different binding specificities. Znf motifs occur in several unrelated protein superfamilies, varying in both sequence and structure. They display considerable versatility in binding modes, even between members of the same class (e.g., some bind DNA, others protein), suggesting that Znf motifs are stable scaffolds that have evolved specialised functions. For example, Znf-containing proteins function in gene transcription, translation, mRNA trafficking, cytoskeleton organization, epithelial development, cell adhesion, protein folding, chromatin remodeling, and zinc sensing, to name but a few.[16] Zinc-binding motifs are stable structures, and they rarely undergo conformational changes upon binding their target.
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    3. -
  3. Leucine rich repeat (LRR_8) A leucine-rich repeat (LRR) is a protein structural motif that forms an α/β horseshoe fold.[1][2] It is composed of repeating 20–30 amino acid stretches that are unusually rich in the hydrophobic amino acid leucine. These repeats commonly fold together to form a solenoid protein domain, termed leucine-rich repeat domain. Typically, each repeat unit has beta strand-turn-alpha helix structure, and the assembled domain, composed of many such repeats, has a horseshoe shape with an interior parallel beta sheet and an exterior array of helices. One face of the beta sheet and one side of the helix array are exposed to solvent and are therefore dominated by hydrophilic residues. The region between the helices and sheets is the protein’s hydrophobic core and is tightly sterically packed with leucine residues. Leucine-rich repeats are frequently involved in the formation of protein–protein interactions.
    -Leucine-rich repeats (LRR) consist of 2-45 motifs of 20-30 amino acids in length that generally folds into an arc or horseshoe shape [PUBMED:14747988]. LRRs occur in proteins ranging from viruses to eukaryotes, and appear to provide a structural framework for the formation of protein-protein interactions [PUBMED:11751054, PUBMED:1657640].Proteins containing LRRs include tyrosine kinase receptors, cell-adhesion molecules, virulence factors, and extracellular matrix-binding glycoproteins, and are involved in a variety of biological processes, including signal transduction, cell adhesion, DNA repair, recombination, transcription, RNA processing, disease resistance, apoptosis, and the immune response [PUBMED:2176636].
    -Sequence analyses of LRR proteins suggested the existence of several different subfamilies of LRRs. The significance of this classification is that repeats from different subfamilies never occur simultaneously and have most probably evolved independently. It is, however, now clear that all major classes of LRR have curved horseshoe structures with a parallel beta sheet on the concave side and mostly helical elements on the convex side. At least six families of LRR proteins, characterised by different lengths and consensus sequences of the repeats, have been identified. Eleven-residue segments of the LRRs (LxxLxLxxN/CxL), corresponding to the beta-strand and adjacent loop regions, are conserved in LRR proteins, whereas the remaining parts of the repeats (herein termed variable) may be very different. Despite the differences, each of the variable parts contains two half-turns at both ends and a “linear” segment (as the chain follows a linear path overall), usually formed by a helix, in the middle. The concave face and the adjacent loops are the most common protein interaction surfaces on LRR proteins. 3D structure of some LRR proteins-ligand complexes show that the concave surface of LRR domain is ideal for interaction with alpha-helix, thus supporting earlier conclusions that the elongated and curved LRR structure provides an outstanding framework for achieving diverse protein-protein interactions [PUBMED:11751054]. Molecular modeling suggests that the conserved pattern LxxLxL, which is shorter than the previously proposed LxxLxLxxN/CxL is sufficient to impart the characteristic horseshoe curvature to proteins with 20- to 30-residue repeats [PUBMED:11967365].
    -Leucine-rich repeat motifs have been identified in a large number of functionally unrelated proteins.[5] The best-known example is the ribonuclease inhibitor, but other proteins such as the tropomyosin regulator tropomodulin and the toll-like receptor also share the motif. In fact, the toll-like receptor possesses 10 successive LRR motifs which serve to bind pathogen- and danger-associated molecular patterns. Although the canonical LRR protein contains approximately one helix for every beta strand, variants that form beta-alpha superhelix folds sometimes have long loops rather than helices linking successive beta strands. One leucine-rich repeat variant domain (LRV) has a novel repetitive structural motif consisting of alternating alpha- and 310-helices arranged in a right-handed superhelix, with the absence of the beta-sheets present in other leucine-rich repeats.[6]
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    4. -
  4. RNA recognition motif. (a.k.a. RRM, RBD, or RNP domain)
    -RNA recognition motif, RNP-1 is a putative RNA-binding domain of about 90 amino acids that are known to bind single-stranded RNAs. It was found in many eukaryotic proteins.[1][2][3] The largest group of single strand RNA-binding protein is the eukaryotic RNA recognition motif (RRM) family that contains an eight amino acid RNP-1 consensus sequence.[4][5] RRM proteins have a variety of RNA binding preferences and functions, and include heterogeneous nuclear ribonucleoproteins (hnRNPs), proteins implicated in regulation of alternative splicing (SR, U2AF2, Sxl), protein components of small nuclear ribonucleoproteins (U1 and U2 snRNPs), and proteins that regulate RNA stability and translation (PABP, La, Hu).[2][3][5] The RRM in heterodimeric splicing factor U2 snRNP auxiliary factor appears to have two RRM-like domains with specialised features for protein recognition.[6] The motif also appears in a few single stranded DNA binding proteins. The typical RRM consists of four anti-parallel beta-strands and two alpha-helices arranged in a beta-alpha-beta-beta-alpha-beta fold with side chains that stack with RNA bases. A third helix is present during RNA binding in some cases.[7] The RRM is reviewed in a number of publications.[8][9][10]
    -The RRM motif is probably diagnostic of an RNA binding protein. RRMs are found in a variety of RNA binding proteins, including various hnRNP proteins, proteins implicated in regulation of alternative splicing, and protein components of snRNPs. The motif also appears in a few single stranded DNA binding proteins. The RRM structure consists of four strands and two helices arranged in an alpha/beta sandwich, with a third helix present during RNA binding in some cases The C-terminal beta strand (4th strand) and final helix are hard to align and have been omitted in the SEED alignment The LA proteins (P05455) have an N terminal rrm which is included in the seed. There is a second region towards the C terminus that has some features characteristic of a rrm but does not appear to have the important structural core of a rrm. The LA proteins (P05455) are one of the main autoantigens in Systemic lupus erythematosus (SLE), an autoimmune disease.
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    5. -
  5. EF-hand domain pair The EF hand is a helix-loop-helix structural domain or motif found in a large family of calcium-binding proteins. The EF-hand motif contains a helix-loop-helix topology, much like the spread thumb and forefinger of the human hand, in which the Ca2+ ions are coordinated by ligands within the loop. The motif takes its name from traditional nomenclature used in describing the protein parvalbumin, which contains three such motifs and is probably involved in muscle relaxation via its calcium-binding activity. The EF-hand consists of two alpha helices linked by a short loop region (usually about 12 amino acids) that usually binds calcium ions. EF-hands also appear in each structural domain of the signaling protein calmodulin and in the muscle protein troponin-C. EF-hands also appear in each structural domain of the signaling protein calmodulin and in the muscle protein troponin-C. example: Aequorin is a calcium binding protein (CaBP) isolated from the coelenterate Aequorea victoria. Aequorin belongs to the EF-hand family of CaBPs, with EF-hand loops that are closely related to CaBPs in mammals. In addition, aequorin has been used for years as an indicator of Ca2+ and has been shown to be safe and well tolerated by cells. Aequorin is made up of two components – the calcium binding component apoaequorin (AQ) and the chemiluminescent molecule coelenterazine. The AQ portion of this protein contains the EF-hand calcium binding domains.[2]
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    6. -
  6. LIM domain
    -LIM domains are protein structural domains, composed of two contiguous zinc finger domains, separated by a two-amino acid residue hydrophobic linker.[1] They are named after their initial discovery in the proteins Lin11, Isl-1 & Mec-3.[2] LIM-domain containing proteins have been shown to play roles in cytoskeletal organisation, organ development and oncogenesis. LIM-domains mediate protein–protein interactions that are critical to cellular processes. LIM domains have highly divergent sequences, apart from certain key residues. The sequence divergence allow a great many different binding sites to be grafted onto the same basic domain. The conserved residues are those involved in zinc binding or the hydrophobic core of the protein. The sequence signature of LIM domains is as follows: [C]-[X]2–4-[C]-[X]13–19-[W]-[H]-[X]2–4-[C]-[F]-[LVI]-[C]-[X]2–4-[C]-[X]13–20-C-[X]2–4-[C] LIM domains frequently occur in multiples, as seen in proteins such as TES, LMO4, and can also be attached to other domains in order to confer a binding or targeting function upon them, such as LIM-kinase. The LIM superclass of genes have been classified into 14 classes: ABLIM, CRP, ENIGMA, EPLIN, LASP, LHX, LMO, LIMK, LMO7, MICAL, PXN, PINCH, TES, and ZYX. Six of these classes (i.e., ABLIM, MICAL, ENIGMA, ZYX, LHX, LM07) originated in the stem lineage of animals, and this expansion is thought to have made a major contribution to the origin of animal multicellularity.[3] LIM domains are also found in various bacterial lineages where they are typically fused to a metallopeptidase domain. Some versions show fusions to an inactive P-loop NTPase at their N-terminus and a single transmembrane helix. These domain fusions suggest that the prokaryotic LIM domains are likely to regulate protein processing at the cell membrane. The domain architectural syntax is remarkable parallel to those of the prokaryotic versions of the B-box zinc finger and the AN1 zinc finger domains.
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    7. -
  7. Collagen triple helix repeat (20 copies)
    -In collagen, the collagen helix, or type-2 helix, is a major shape in secondary structure. It consists of a triple helix made of the repetitious amino acid sequence glycine - X - Y, where X and Y are frequently proline or hydroxyproline.[2][3]A collagen triple helix has 3.3 residues per turn.[4] Each of the three chains is stabilized by the steric repulsion due to the pyrrolidine rings of proline and hydroxyproline residues. The pyrrolidine rings keep out of each other’s way when the polypeptide chain assumes this extended helical form, which is much more open than the tightly coiled form of the alpha helix. The three chains are hydrogen bonded to each other. The hydrogen bond donors are the peptide NH groups of glycine residues. The hydrogen bond acceptors are the CO groups of residues on the other chains. The OH group of hydroxyproline also participates in hydrogen bonding. The rise of the collagen helix (superhelix) is 2.9 Å (0.29 nm) per residue.
    -Members of this family belong to the collagen superfamily [1]. Collagens are generally extracellular structural proteins involved in formation of connective tissue structure. The alignment contains 20 copies of the G-X-Y repeat that forms a triple helix. The first position of the repeat is glycine, the second and third positions can be any residue but are frequently proline and hydroxy-proline. Collagens are post translationally modified by proline hydroxylase to form the hydroxy-proline residues. Defective hydroxylation is the cause of scurvy. Some members of the collagen superfamily are not involved in connective tissue structure but share the same triple helical structure. The family includes bacterial collagen-like triple-helix repeat proteins [2,3].
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    8. -
  8. Calcium-binding EGF domain
    -In molecular biology, the calcium-binding EGF domain is a conserved domain of about forty amino-acid residues found in epidermal growth factor (EGF). This domain is present in a large number of membrane-bound and extracellular, mostly animal, proteins.[1][2][3][4][5] Many of these proteins require calcium for their biological function and a calcium-binding site has been found at the N-terminus of some EGF-like domains.[6] Calcium-binding may be crucial for numerous protein-protein interactions. For human coagulation factor IX it has been shown that the calcium-ligands form a pentagonal bipyramid.[7] The first, third and fourth conserved negatively charged or polar residues are side chain ligands. The latter is possibly hydroxylated.[6] A conserved aromatic residue, as well as the second conserved negative residue, are thought to be involved in stabilising the calcium-binding site. As in non-calcium binding EGF-like domains, there are six conserved cysteines and the structure of both types is very similar as calcium-binding induces only strictly local structural changes.[6]
    -A sequence of about forty amino-acid residues found in epidermal growth factor (EGF) has been shown [PUBMED:2288911, PUBMED:6334307, PUBMED:3534958, PUBMED:6607417, PUBMED:3282918] to be present in a large number of membrane-bound and extracellular, mostly animal, proteins. Many of these proteins require calcium for their biological function and a calcium-binding site has been found at the N terminus of some EGF-like domains [PUBMED:1527084]. Calcium-binding may be crucial for numerous protein-protein interactions. For human coagulation factor IX it has been shown [PUBMED:7606779] that the calcium-ligands form a pentagonal bipyramid. The first, third and fourth conserved negatively charged or polar residues are side chain ligands. The latter is possibly hydroxylated (see aspartic acid and asparagine hydroxylation site) [PUBMED:1527084]. A conserved aromatic residue, as well as the second conserved negative residue, are thought to be involved in stabilising the calcium-binding site. As in non-calcium binding EGF-like domains, there are six conserved cysteines and the structure of both types is very similar as calcium-binding induces only strictly local structural changes [PUBMED:1527084].
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  9. EGF-like domain
    -The EGF-like domain is an evolutionary conserved protein domain, which derives its name from the epidermal growth factor where it was first described. It comprises about 30 to 40 amino-acid residues and has been found in a large number of mostly animal proteins.[2][3] Most occurrences of the EGF-like domain are found in the extracellular domain of membrane-bound proteins or in proteins known to be secreted. An exception to this is the prostaglandin-endoperoxide synthase. The EGF-like domain includes 6 cysteine residues which in the epidermal growth factor have been shown to form 3 disulfide bonds. The structures of 4-disulfide EGF-domains have been solved from the laminin and integrin proteins. The main structure of EGF-like domains is a two-stranded β-sheet followed by a loop to a short C-terminal, two-stranded β-sheet. These two β-sheets are usually denoted as the major (N-terminal) and minor (C-terminal) sheets.[4] EGF-like domains frequently occur in numerous tandem copies in proteins: these repeats typically fold together to form a single, linear solenoid domain block as a functional unit. Has roles in immune system and apoptosis, Ca+-binding.
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  10. Tetratricopeptide repeat The tetratrico peptide repeat (TPR) is a structural motif present in a wide range of proteins [PUBMED:7667876, PUBMED:9482716, PUBMED:1882418]. It mediates protein-protein interactions and the assembly of multiprotein complexes [PUBMED:14659697]. The TPR motif consists of 3-16 tandem-repeats of 34 amino acids residues, although individual TPR motifs can be dispersed in the protein sequence. Sequence alignment of the TPR domains reveals a consensus sequence defined by a pattern of small and large amino acids. TPR motifs have been identified in various different organisms, ranging from bacteria to humans. Proteins containing TPRs are involved in a variety of biological processes, such as cell cycle regulation, transcriptional control, mitochondrial and peroxisomal protein transport, neurogenesis and protein folding. The X-ray structure of a domain containing three TPRs from protein phosphatase 5 revealed that TPR adopts a helix-turn-helix arrangement, with adjacent TPR motifs packing in a parallel fashion, resulting in a spiral of repeating anti-parallel alpha-helices [PUBMED:14659697]. The two helices are denoted helix A and helix B. The packing angle between helix A and helix B is ~24 degrees; within a single TPR and generates a right-handed superhelical shape. Helix A interacts with helix B and with helix A’ of the next TPR. Two protein surfaces are generated: the inner concave surface is contributed to mainly by residue on helices A, and the other surface presents residues from both helices A and B.
    11. -
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SUMMARY:

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Top-10 Fungi PFAM-Families

-
top_fungi = subset(d_kingdom, Superkingdom=="Eukaryota" & Kingdom == "Fungi" & is_mitochondrial==FALSE)
-(top_fungi <- top_fungi[order(top_fungi$count,decreasing=T)[1:TOP],])
-
##      Superkingdom Kingdom PFAM_Name
-## 184     Eukaryota   Fungi      WD40
-## 62      Eukaryota   Fungi     RRM_1
-## 1124    Eukaryota   Fungi EF-hand_7
-## 78      Eukaryota   Fungi   zf-C2H2
-## 388     Eukaryota   Fungi       PUF
-## 910     Eukaryota   Fungi       NLE
-## 235     Eukaryota   Fungi       Arm
-## 241     Eukaryota   Fungi     TPR_1
-## 9       Eukaryota   Fungi      KH_1
-## 97      Eukaryota   Fungi   Hexapep
-##                                                    PFAM_desc   model
-## 184                                 WD domain, G-beta repeat PF00400
-## 62   RNA recognition motif. (a.k.a. RRM, RBD, or RNP domain) PF00076
-## 1124                                     EF-hand domain pair PF13499
-## 78                                    Zinc finger, C2H2 type PF00096
-## 388                        Pumilio-family RNA binding repeat PF00806
-## 910                                      NLE (NUC135) domain PF08154
-## 235                       Armadillo/beta-catenin-like repeat PF00514
-## 241                                 Tetratricopeptide repeat PF00515
-## 9                                                  KH domain PF00013
-## 97           Bacterial transferase hexapeptide (six repeats) PF00132
-##      is_chloroplastic is_mitochondrial count
-## 184             FALSE            FALSE   428
-## 62              FALSE            FALSE    68
-## 1124            FALSE            FALSE    32
-## 78              FALSE            FALSE    23
-## 388             FALSE            FALSE    23
-## 910             FALSE            FALSE    20
-## 235             FALSE            FALSE    19
-## 241             FALSE            FALSE    19
-## 9               FALSE            FALSE    18
-## 97              FALSE            FALSE    17
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    -
  1. WD domain, G-beta repeat
    -WD-40 repeats (also known as WD or beta-transducin repeats) are short ~40 amino acid motifs, often terminating in a Trp-Asp (W-D) dipeptide. WD40 repeats usually assume a 7-8 bladed beta-propeller fold, but proteins have been found with 4 to 16 repeated units, which also form a circularised beta-propeller structure. WD-repeat proteins are a large family found in all eukaryotes and are implicated in a variety of functions ranging from signal transduction and transcription regulation to cell cycle control and apoptosis. Repeated WD40 motifs act as a site for protein-protein interaction, and proteins containing WD40 repeats are known to serve as platforms for the assembly of protein complexes or mediators of transient interplay among other proteins. The specificity of the proteins is determined by the sequences outside the repeats themselves. Examples of such complexes are G proteins (beta subunit is a beta-propeller), TAFII transcription factor, and E3 ubiquitin ligase [PUBMED:11814058, PUBMED:10322433]. In Arabidopsis spp., several WD40-containing proteins act as key regulators of plant-specific developmental events. One group of WD40 repeats is involved in RNA-processing complexes, some members forming part of snRNP particles6. Another group makes up parts of transcriptional regulators, including the TFIID subunit of the TATA-box-binding complex7, 8, 9. Others play roles in cytoskeleton assembly and mitotic-spindle formation10, 11, regulate vesicle formation and vesicular trafficking12, control various aspects of cell division13 or regulate sulfur metabolism in fungi14. Examples of such complexes are G proteins (beta subunit is a beta-propeller), TAFII transcription factor, and E3 ubiquitin ligase.[3][4]
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    2. -
  2. RNA recognition motif. (a.k.a. RRM, RBD, or RNP domain) RNA recognition motif, RNP-1 is a putative RNA-binding domain of about 90 amino acids that are known to bind single-stranded RNAs. It was found in many eukaryotic proteins.[1][2][3] The largest group of single strand RNA-binding protein is the eukaryotic RNA recognition motif (RRM) family that contains an eight amino acid RNP-1 consensus sequence.[4][5] RRM proteins have a variety of RNA binding preferences and functions, and include heterogeneous nuclear ribonucleoproteins (hnRNPs), proteins implicated in regulation of alternative splicing (SR, U2AF2, Sxl), protein components of small nuclear ribonucleoproteins (U1 and U2 snRNPs), and proteins that regulate RNA stability and translation (PABP, La, Hu).[2][3][5] The RRM in heterodimeric splicing factor U2 snRNP auxiliary factor appears to have two RRM-like domains with specialised features for protein recognition.[6] The motif also appears in a few single stranded DNA binding proteins. The typical RRM consists of four anti-parallel beta-strands and two alpha-helices arranged in a beta-alpha-beta-beta-alpha-beta fold with side chains that stack with RNA bases. A third helix is present during RNA binding in some cases.[7] The RRM is reviewed in a number of publications.[8][9][10]
    -The RRM motif is probably diagnostic of an RNA binding protein. RRMs are found in a variety of RNA binding proteins, including various hnRNP proteins, proteins implicated in regulation of alternative splicing, and protein components of snRNPs. The motif also appears in a few single stranded DNA binding proteins. The RRM structure consists of four strands and two helices arranged in an alpha/beta sandwich, with a third helix present during RNA binding in some cases The C-terminal beta strand (4th strand) and final helix are hard to align and have been omitted in the SEED alignment The LA proteins (P05455) have an N terminal rrm which is included in the seed. There is a second region towards the C terminus that has some features characteristic of a rrm but does not appear to have the important structural core of a rrm. The LA proteins (P05455) are one of the main autoantigens in Systemic lupus erythematosus (SLE), an autoimmune disease.
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  3. EF-hand domain pair
    -The EF hand is a helix-loop-helix structural domain or motif found in a large family of calcium-binding proteins. The EF-hand motif contains a helix-loop-helix topology, much like the spread thumb and forefinger of the human hand, in which the Ca2+ ions are coordinated by ligands within the loop. The motif takes its name from traditional nomenclature used in describing the protein parvalbumin, which contains three such motifs and is probably involved in muscle relaxation via its calcium-binding activity. The EF-hand consists of two alpha helices linked by a short loop region (usually about 12 amino acids) that usually binds calcium ions. EF-hands also appear in each structural domain of the signaling protein calmodulin and in the muscle protein troponin-C. EF-hands also appear in each structural domain of the signaling protein calmodulin and in the muscle protein troponin-C. example: Aequorin is a calcium binding protein (CaBP) isolated from the coelenterate Aequorea victoria. Aequorin belongs to the EF-hand family of CaBPs, with EF-hand loops that are closely related to CaBPs in mammals. In addition, aequorin has been used for years as an indicator of Ca2+ and has been shown to be safe and well tolerated by cells. Aequorin is made up of two components – the calcium binding component apoaequorin (AQ) and the chemiluminescent molecule coelenterazine. The AQ portion of this protein contains the EF-hand calcium binding domains.[2]
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  4. Zinc finger, C2H2 type
    -The C2H2 zinc finger is the classical zinc finger domain. The two conserved cysteines and histidines co-ordinate a zinc ion. The following pattern describes the zinc finger: #-X-C-X(1-5)-C-X3-#-X5-#-X2-H-X(3-6)-[H/C] Where X can be any amino acid, and numbers in brackets indicate the number of residues. The positions marked # are those that are important for the stable fold of the zinc finger. The final position can be either his or cys. The C2H2 zinc finger is composed of two short beta strands followed by an alpha helix. The amino terminal part of the helix binds the major groove in DNA binding zinc fingers. The accepted consensus binding sequence for Sp1 is usually defined by the asymmetric hexanucleotide core GGGCGG but this sequence does not include, among others, the GAG (=CTC) repeat that constitutes a high-affinity site for Sp1 binding to the wt1 promoter [2].
    -They were first identified as a DNA-binding motif in transcription factor TFIIIA from Xenopus laevis (African clawed frog), however they are now recognised to bind DNA, RNA, protein, and/or lipid substrates.[11][12][13][14][15] Their binding properties depend on the amino acid sequence of the finger domains and on the linker between fingers, as well as on the higher-order structures and the number of fingers. Znf domains are often found in clusters, where fingers can have different binding specificities. Znf motifs occur in several unrelated protein superfamilies, varying in both sequence and structure. They display considerable versatility in binding modes, even between members of the same class (e.g., some bind DNA, others protein), suggesting that Znf motifs are stable scaffolds that have evolved specialised functions. For example, Znf-containing proteins function in gene transcription, translation, mRNA trafficking, cytoskeleton organization, epithelial development, cell adhesion, protein folding, chromatin remodeling, and zinc sensing, to name but a few.[16] Zinc-binding motifs are stable structures, and they rarely undergo conformational changes upon binding their target.
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  5. Pumilio-family RNA binding repeat
    -Puf repeats (aka PUM-HD, Pumilio homology domain) are necessary and sufficient for sequence specific RNA binding in fly Pumilio and worm FBF-1 and FBF-2. Both proteins function as translational repressors in early embryonic development by binding sequences in the 3’ UTR of target mRNAs (e.g. the nanos response element (NRE) in fly Hunchback mRNA, or the point mutation element (PME) in worm fem-3 mRNA). Other proteins that contain Puf domains are also plausible RNA binding proteins. P47135 for instance, appears to also contain a single RRM domain by HMM analysis. Puf domains usually occur as a tandem repeat of 8 domains. The Pfam model does not necessarily recognise all 8 repeats in all sequences; some sequences appear to have 5 or 6 repeats on initial analysis, but further analysis suggests the presence of additional divergent repeats. Structures of PUF repeat proteins show they consist of a two helix structure [3,4].
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  6. NLE (NUC135) domain
    -This domain is located N terminal to WD40 repeats. It is found in the microtubule-associated protein Q12024 [1].
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  7. Armadillo/beta-catenin-like repeat
    -The armadillo (Arm) repeat is an approximately 40 amino acid long tandemly repeated sequence motif first identified in the Drosophila melanogaster segment polarity gene armadillo involved in signal transduction through wingless. Animal Arm-repeat proteins function in various processes, including intracellular signalling and cytoskeletal regulation, and include such proteins as beta-catenin, the junctional plaque protein plakoglobin, the adenomatous polyposis coli (APC) tumour suppressor protein, and the nuclear transport factor importin-alpha, amongst others [PUBMED:9770300]. A subset of these proteins is conserved across eukaryotic kingdoms. In higher plants, some Arm-repeat proteins function in intracellular signalling like their mammalian counterparts, while others have novel functions [PUBMED:12946625]. The 3-dimensional fold of an armadillo repeat is known from the crystal structure of beta-catenin, where the 12 repeats form a superhelix of alpha helices with three helices per unit [PUBMED:9298899]. The cylindrical structure features a positively charged grove, which presumably interacts with the acidic surfaces of the known interaction partners of beta-catenin.
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  8. Tetratricopeptide repeat
    -The tetratrico peptide repeat (TPR) is a structural motif present in a wide range of proteins [PUBMED:7667876, PUBMED:9482716, PUBMED:1882418]. It mediates protein-protein interactions and the assembly of multiprotein complexes [PUBMED:14659697]. The TPR motif consists of 3-16 tandem-repeats of 34 amino acids residues, although individual TPR motifs can be dispersed in the protein sequence. Sequence alignment of the TPR domains reveals a consensus sequence defined by a pattern of small and large amino acids. TPR motifs have been identified in various different organisms, ranging from bacteria to humans. Proteins containing TPRs are involved in a variety of biological processes, such as cell cycle regulation, transcriptional control, mitochondrial and peroxisomal protein transport, neurogenesis and protein folding. The X-ray structure of a domain containing three TPRs from protein phosphatase 5 revealed that TPR adopts a helix-turn-helix arrangement, with adjacent TPR motifs packing in a parallel fashion, resulting in a spiral of repeating anti-parallel alpha-helices [PUBMED:14659697]. The two helices are denoted helix A and helix B. The packing angle between helix A and helix B is ~24 degrees; within a single TPR and generates a right-handed superhelical shape. Helix A interacts with helix B and with helix A’ of the next TPR. Two protein surfaces are generated: the inner concave surface is contributed to mainly by residue on helices A, and the other surface presents residues from both helices A and B.
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  9. KH domain
    -The K Homology (KH) domain is a protein domain that was first identified in the human heterogeneous nuclear ribonucleoprotein (hnRNP) K. An evolutionarily conserved sequence of around 70 amino acids, the KH domain is present in a wide variety of nucleic acid-binding proteins. The KH domain binds RNA, and can function in RNA recognition.[1] It is found in multiple copies in several proteins, where they can function cooperatively or independently. For example, in the AU-rich element RNA-binding protein KSRP, which has 4 KH domains, KH domains 3 and 4 behave as independent binding modules to interact with different regions of the AU-rich RNA targets.[1] The solution structure of the first KH domain of FMR1 and of the C-terminal KH domain of hnRNP K determined by nuclear magnetic resonance (NMR) revealed a beta-alpha-alpha-beta-beta-alpha structure.[2][3] Autoantibodies to NOVA1, a KH domain protein, cause paraneoplastic opsoclonus ataxia. The KH domain is found at the N-terminus of the ribosomal protein S3. This domain is unusual in that it has a different fold compared to the normal KH domain.[4] KH domains bind to either RNA or single stranded DNA. The nucleic acid is bound in an extended conformation across one side of the domain. The binding occurs in a cleft formed between alpha helix 1, alpha helix 2 the GXXG loop (contains a highly conserved sequence motif) and the variable loop.[5] The binding cleft is hydrophobic in nature with a variety of additional protein specific interactions to stabilise the complex. Valverde and colleagues note that, “Nucleic acid base-to-protein aromatic side chain stacking interactions which are prevalent in other types of single stranded nucleic acid binding motifs, are notably absent in KH domain nucleic acid recognition”.[5]
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  10. Bacterial transferase hexapeptide (six repeats) A variety of bacterial transferases contain a repeat structure composed of tandem repeats of a [LIV]-G-X(4) hexapeptide, which, in the tertiary structure of LpxA (UDP N-acetylglucosamine acyltransferase) [PUBMED:7481807], has been shown to form a left-handed parallel beta helix. A number of different transferase protein families contain this repeat, such as
    -galactoside acetyltransferase-like proteins [PUBMED:11937062]: The galactoside acetyltransferase (thiogalactoside transacetylase) of Escherichia coli (GAT, LacA, EC 2.3.1.18) is a gene product of the classical lac operon. GAT may assist cellular detoxification by acetylating nonmetabolizable pyranosides, thereby preventing their reentry into the cell.
    -the gamma-class of carbonic anhydrases [PUBMED:10924115]: Carbonic anhydrases (CA: EC:4.2.1.1) are zinc metalloenzymes which catalyse the reversible hydration of carbon dioxide to bicarbonate [PMID: 18336305, PMID: 10978542].
    -and tetrahydrodipicolinate-N-succinlytransferases (DapD) the latter containing an extra N-terminal 3-helical domain [PUBMED:11910040]: Tetrahydrodipicolinate N-succinyltransferase (DapD) catalyzes the succinyl-CoA-dependent acylation of L-2-amino-6-oxopimelate to 2-N-succinyl-6-oxopimelate as part of the succinylase branch of the meso-diaminopimelate/lysine biosynthetic pathway of bacteria, blue-green algae, and plants. This pathway provides meso-diaminopimelate as a building block for cell wall peptidoglycan in most bacteria, and is regarded as a target pathway for antibacterial agents.
    11. -
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SUMMARY:
-- RNA binding (pumillo)
-- RNA recognition (KH-domain)

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Top-10 chloroplastic PFAM-Families

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top_chloroplastic = subset(d_superkingdom, is_chloroplastic==TRUE)
-(top_chloroplastic <- top_chloroplastic[order(top_chloroplastic$count,decreasing=T)[1:TOP],])
-
##     Superkingdom     PFAM_Name
-## 828    Eukaryota         PPR_2
-## 354    Eukaryota           PPR
-## 48     Eukaryota         RRM_1
-## 869    Eukaryota         PPR_3
-## 819    Eukaryota         PPR_1
-## 171    Eukaryota Ribosomal_L12
-## 108    Eukaryota  Ribosomal_L6
-## 244    Eukaryota Homoserine_dh
-## 287    Eukaryota          NifU
-## 480    Eukaryota         Clp_N
-##                                                     PFAM_desc   model
-## 828                                         PPR repeat family PF13041
-## 354                                                PPR repeat PF01535
-## 48    RNA recognition motif. (a.k.a. RRM, RBD, or RNP domain) PF00076
-## 869                           Pentatricopeptide repeat domain PF13812
-## 819                                                PPR repeat PF12854
-## 171                Ribosomal protein L7/L12 C-terminal domain PF00542
-## 108                                      Ribosomal protein L6 PF00347
-## 244                                  Homoserine dehydrogenase PF00742
-## 287                                          NifU-like domain PF01106
-## 480 Clp amino terminal domain, pathogenicity island component PF02861
-##     is_chloroplastic is_mitochondrial count
-## 828             TRUE            FALSE    54
-## 354             TRUE            FALSE    51
-## 48              TRUE            FALSE    14
-## 869             TRUE            FALSE    14
-## 819             TRUE            FALSE    11
-## 171             TRUE            FALSE     5
-## 108             TRUE            FALSE     4
-## 244             TRUE            FALSE     4
-## 287             TRUE            FALSE     4
-## 480             TRUE            FALSE     4
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  1. PPR repeat family (PPR_2)
    -This repeat has no known function. It is about 35 amino acids long and is found in up to 18 copies in some proteins. The family appears to be greatly expanded in plants and fungi. The repeat has been called PPR [1].
    -This entry represents the PPR repeat. Pentatricopeptide repeat (PPR) proteins are characterised by tandem repeats of a degenerate 35 amino acid motif [PUBMED:10664580]. Most of PPR proteins have roles in mitochondria or plastid [PUBMED:15270678]. PPR repeats were discovered while screening Arabidopsis proteins for those predicted to be targeted to mitochondria or chloroplast [PUBMED:10664580, PUBMED:15269332]. Some of these proteins have been shown to play a role in post-transcriptional processes within organelles and they are thought to be sequence-specific RNA-binding proteins [PUBMED:12782738, PUBMED:12832482, PUBMED:18031283]. Plant genomes have between one hundred to five hundred PPR genes per genome whereas non-plant genomes encode two to six PPR proteins. Although no PPR structures are yet known, the motif is predicted to fold into a helix-turn-helix structure similar to those found in the tetratricopeptide repeat (TPR) family (see PROSITEDOC) [PUBMED:10664580]. The plant PPR protein family has been divided in two subfamilies on the basis of their motif content and organisation [PUBMED:15269332, PUBMED:17560114]. Examples of PPR repeat-containing proteins include PET309 SWISSPROT, which may be involved in RNA stabilisation [PUBMED:7664742], and crp1, which is involved in RNA processing [PUBMED:8039510]. The repeat is associated with a predicted plant protein SWISSPROT that has a domain organisation similar to the human BRCA1 protein.
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  2. PPR repeat
    -This entry represents the PPR repeat. Pentatricopeptide repeat (PPR) proteins are characterised by tandem repeats of a degenerate 35 amino acid motif [PUBMED:10664580]. Most of PPR proteins have roles in mitochondria or plastid [PUBMED:15270678]. PPR repeats were discovered while screening Arabidopsis proteins for those predicted to be targeted to mitochondria or chloroplast [PUBMED:10664580, PUBMED:15269332]. Some of these proteins have been shown to play a role in post-transcriptional processes within organelles and they are thought to be sequence-specific RNA-binding proteins [PUBMED:12782738, PUBMED:12832482, PUBMED:18031283]. Plant genomes have between one hundred to five hundred PPR genes per genome whereas non-plant genomes encode two to six PPR proteins. Although no PPR structures are yet known, the motif is predicted to fold into a helix-turn-helix structure similar to those found in the tetratricopeptide repeat (TPR) family (see PROSITEDOC) [PUBMED:10664580]. The plant PPR protein family has been divided in two subfamilies on the basis of their motif content and organisation [PUBMED:15269332, PUBMED:17560114]. Examples of PPR repeat-containing proteins include PET309 SWISSPROT, which may be involved in RNA stabilisation [PUBMED:7664742], and crp1, which is involved in RNA processing [PUBMED:8039510]. The repeat is associated with a predicted plant protein SWISSPROT that has a domain organisation similar to the human BRCA1 protein.
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  3. RNA recognition motif. (a.k.a. RRM, RBD, or RNP domain)
    -RNA recognition motif, RNP-1 is a putative RNA-binding domain of about 90 amino acids that are known to bind single-stranded RNAs. It was found in many eukaryotic proteins.[1][2][3] The largest group of single strand RNA-binding protein is the eukaryotic RNA recognition motif (RRM) family that contains an eight amino acid RNP-1 consensus sequence.[4][5] RRM proteins have a variety of RNA binding preferences and functions, and include heterogeneous nuclear ribonucleoproteins (hnRNPs), proteins implicated in regulation of alternative splicing (SR, U2AF2, Sxl), protein components of small nuclear ribonucleoproteins (U1 and U2 snRNPs), and proteins that regulate RNA stability and translation (PABP, La, Hu).[2][3][5] The RRM in heterodimeric splicing factor U2 snRNP auxiliary factor appears to have two RRM-like domains with specialised features for protein recognition.[6] The motif also appears in a few single stranded DNA binding proteins. The typical RRM consists of four anti-parallel beta-strands and two alpha-helices arranged in a beta-alpha-beta-beta-alpha-beta fold with side chains that stack with RNA bases. A third helix is present during RNA binding in some cases.[7] The RRM is reviewed in a number of publications.[8][9][10]
    -The RRM motif is probably diagnostic of an RNA binding protein. RRMs are found in a variety of RNA binding proteins, including various hnRNP proteins, proteins implicated in regulation of alternative splicing, and protein components of snRNPs. The motif also appears in a few single stranded DNA binding proteins. The RRM structure consists of four strands and two helices arranged in an alpha/beta sandwich, with a third helix present during RNA binding in some cases The C-terminal beta strand (4th strand) and final helix are hard to align and have been omitted in the SEED alignment The LA proteins (P05455) have an N terminal rrm which is included in the seed. There is a second region towards the C terminus that has some features characteristic of a rrm but does not appear to have the important structural core of a rrm. The LA proteins (P05455) are one of the main autoantigens in Systemic lupus erythematosus (SLE), an autoimmune disease.
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    4. -
  4. Pentatricopeptide repeat domain
    -This entry represents the PPR repeat. Pentatricopeptide repeat (PPR) proteins are characterised by tandem repeats of a degenerate 35 amino acid motif [PUBMED:10664580]. Most of PPR proteins have roles in mitochondria or plastid [PUBMED:15270678]. PPR repeats were discovered while screening Arabidopsis proteins for those predicted to be targeted to mitochondria or chloroplast [PUBMED:10664580, PUBMED:15269332]. Some of these proteins have been shown to play a role in post-transcriptional processes within organelles and they are thought to be sequence-specific RNA-binding proteins [PUBMED:12782738, PUBMED:12832482, PUBMED:18031283]. Plant genomes have between one hundred to five hundred PPR genes per genome whereas non-plant genomes encode two to six PPR proteins. Although no PPR structures are yet known, the motif is predicted to fold into a helix-turn-helix structure similar to those found in the tetratricopeptide repeat (TPR) family (see PROSITEDOC) [PUBMED:10664580]. The plant PPR protein family has been divided in two subfamilies on the basis of their motif content and organisation [PUBMED:15269332, PUBMED:17560114]. Examples of PPR repeat-containing proteins include PET309 SWISSPROT, which may be involved in RNA stabilisation [PUBMED:7664742], and crp1, which is involved in RNA processing [PUBMED:8039510]. The repeat is associated with a predicted plant protein SWISSPROT that has a domain organisation similar to the human BRCA1 protein.
    -This family matches additional variants of the PPR repeat that were not captured by the model for PF01535 (PPR). In the case of the Arabidopsis protein UniProtKB:Q66GI4 the repeated helices in this N-terminal region, of protein-only RNase P (PRORP) enzymes, form the pentatricopeptide repeat (PPR) domain which enhances pre-tRNA binding affinity. PROPRP enzymes process precursor tRNAs in human mitochondria and in all tRNA-using compartments of Arabidopsis thaliana [1].
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  5. PPR repeat (PPR_1)
    -This entry represents the PPR repeat. Pentatricopeptide repeat (PPR) proteins are characterised by tandem repeats of a degenerate 35 amino acid motif [PUBMED:10664580]. Most of PPR proteins have roles in mitochondria or plastid [PUBMED:15270678]. PPR repeats were discovered while screening Arabidopsis proteins for those predicted to be targeted to mitochondria or chloroplast [PUBMED:10664580, PUBMED:15269332]. Some of these proteins have been shown to play a role in post-transcriptional processes within organelles and they are thought to be sequence-specific RNA-binding proteins [PUBMED:12782738, PUBMED:12832482, PUBMED:18031283]. Plant genomes have between one hundred to five hundred PPR genes per genome whereas non-plant genomes encode two to six PPR proteins. Although no PPR structures are yet known, the motif is predicted to fold into a helix-turn-helix structure similar to those found in the tetratricopeptide repeat (TPR) family (see PROSITEDOC) [PUBMED:10664580]. The plant PPR protein family has been divided in two subfamilies on the basis of their motif content and organisation [PUBMED:15269332, PUBMED:17560114]. Examples of PPR repeat-containing proteins include PET309 SWISSPROT, which may be involved in RNA stabilisation [PUBMED:7664742], and crp1, which is involved in RNA processing [PUBMED:8039510]. The repeat is associated with a predicted plant protein SWISSPROT that has a domain organisation similar to the human BRCA1 protein.
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  6. Ribosomal protein L7/L12 C-terminal domain
    -Ribosomes are the particles that catalyse mRNA-directed protein synthesis in all organisms. The codons of the mRNA are exposed on the ribosome to allow tRNA binding. This leads to the incorporation of amino acids into the growing polypeptide chain in accordance with the genetic information. Incoming amino acid monomers enter the ribosomal A site in the form of aminoacyl-tRNAs complexed with elongation factor Tu (EF-Tu) and GTP. The growing polypeptide chain, situated in the P site as peptidyl-tRNA, is then transferred to aminoacyl-tRNA and the new peptidyl-tRNA, extended by one residue, is translocated to the P site with the aid the elongation factor G (EF-G) and GTP as the deacylated tRNA is released from the ribosome through one or more exit sites [PUBMED:11297922, PUBMED:11290319]. About 2/3 of the mass of the ribosome consists of RNA and 1/3 of protein. The proteins are named in accordance with the subunit of the ribosome which they belong to - the small (S1 to S31) and the large (L1 to L44). Usually they decorate the rRNA cores of the subunits. Many ribosomal proteins, particularly those of the large subunit, are composed of a globular, surfaced-exposed domain with long finger-like projections that extend into the rRNA core to stabilise its structure. Most of the proteins interact with multiple RNA elements, often from different domains. In the large subunit, about 1/3 of the 23S rRNA nucleotides are at least in van der Waal’s contact with protein, and L22 interacts with all six domains of the 23S rRNA. Proteins S4 and S7, which initiate assembly of the 16S rRNA, are located at junctions of five and four RNA helices, respectively. In this way proteins serve to organise and stabilise the rRNA tertiary structure. While the crucial activities of decoding and peptide transfer are RNA based, proteins play an active role in functions that may have evolved to streamline the process of protein synthesis. In addition to their function in the ribosome, many ribosomal proteins have some function ‘outside’ the ribosome [PUBMED:11290319, PUBMED:11114498]. This entry represents the C-terminal domain of the large subunit ribosomal proteins, known as the L7/L12 family. L7/L12 is present in each 50S subunit in four copies organised as two dimers. The L8 protein complex consisting of two dimers of L7/L12 and L10 in Escherichia coli ribosomes is assembled on the conserved region of 23 S rRNA termed the GTPase-associated domain [PUBMED:10488095]. The L7/L12 dimer probably interacts with EF-Tu. L7 and L12 only differ in a single post translational modification of the addition of an acetyl group to the N terminus of L7.
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    7. -
  7. Ribosomal protein L6
    -Ribosomes are the particles that catalyse mRNA-directed protein synthesis in all organisms. The codons of the mRNA are exposed on the ribosome to allow tRNA binding. This leads to the incorporation of amino acids into the growing polypeptide chain in accordance with the genetic information. Incoming amino acid monomers enter the ribosomal A site in the form of aminoacyl-tRNAs complexed with elongation factor Tu (EF-Tu) and GTP. The growing polypeptide chain, situated in the P site as peptidyl-tRNA, is then transferred to aminoacyl-tRNA and the new peptidyl-tRNA, extended by one residue, is translocated to the P site with the aid the elongation factor G (EF-G) and GTP as the deacylated tRNA is released from the ribosome through one or more exit sites [PUBMED:11297922, PUBMED:11290319]. About 2/3 of the mass of the ribosome consists of RNA and 1/3 of protein. The proteins are named in accordance with the subunit of the ribosome which they belong to - the small (S1 to S31) and the large (L1 to L44). Usually they decorate the rRNA cores of the subunits. Many ribosomal proteins, particularly those of the large subunit, are composed of a globular, surfaced-exposed domain with long finger-like projections that extend into the rRNA core to stabilise its structure. Most of the proteins interact with multiple RNA elements, often from different domains. In the large subunit, about 1/3 of the 23S rRNA nucleotides are at least in van der Waal’s contact with protein, and L22 interacts with all six domains of the 23S rRNA. Proteins S4 and S7, which initiate assembly of the 16S rRNA, are located at junctions of five and four RNA helices, respectively. In this way proteins serve to organise and stabilise the rRNA tertiary structure. While the crucial activities of decoding and peptide transfer are RNA based, proteins play an active role in functions that may have evolved to streamline the process of protein synthesis. In addition to their function in the ribosome, many ribosomal proteins have some function ‘outside’ the ribosome [PUBMED:11290319, PUBMED:11114498].
    -L6 is a protein from the large (50S) subunit. In Escherichia coli, it is located in the aminoacyl-tRNA binding site of the peptidyltransferase centre, and is known to bind directly to 23S rRNA. It belongs to a family of ribosomal proteins, including L6 from bacteria, cyanelles (structures that perform similar functions to chloroplasts, but have structural and biochemical characteristics of Cyanobacteria) and mitochondria; and L9 from mammals, Drosophila, plants and yeast. L6 contains two domains with almost identical folds, suggesting that is was derived by the duplication of an ancient RNA-binding protein gene. Analysis reveals several sites on the protein surface where interactions with other ribosome components may occur, the N terminus being involved in protein-protein interactions and the C terminus containing possible RNA-binding sites [PUBMED:8262035]. This entry represents the alpha-beta domain found duplicated in ribosomal L6 proteins. This domain consists of two beta-sheets and one alpha-helix packed around single core [PUBMED:8262035].
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  8. Homoserine dehydrogenase
    -Bacteria, plants and fungi metabolise aspartic acid to produce four amino acids - lysine, threonine, methionine and isoleucine - in a series of reactions known as the aspartate pathway. Additionally, several important metabolic intermediates are produced by these reactions, such as diaminopimelic acid, an essential component of bacterial cell wall biosynthesis, and dipicolinic acid, which is involved in sporulation in Gram-positive bacteria. Members of the animal kingdom do not posses this pathway and must therefore acquire these essential amino acids through their diet. Research into improving the metabolic flux through this pathway has the potential to increase the yield of the essential amino acids in important crops, thus improving their nutritional value. Additionally, since the enzymes are not present in animals, inhibitors of them are promising targets for the development of novel antibiotics and herbicides. For more information see [PUBMED:11352712]. Homoserine dehydrogenase (EC) catalyses the third step in the aspartate pathway; theNAD(P)-dependent reduction of aspartate beta-semialdehyde into homoserine [PUBMED:8500624, PUBMED:8395899]. Homoserine is an intermediate in the biosynthesis of threonine, isoleucine, and methionine. The enzyme can be found in a monofunctional form, in some bacteria and yeast, or a bifunctional form consisting of an N-terminal aspartokinase domain and a C-terminal homoserine dehydrogenase domain, as found in bacteria such as Escherichia coli and in plants. Structural analysis of the yeast monofunctional enzyme (SWISSPROT) indicates that the enzyme is a dimer composed of three distinct regions; an N-terminal nucleotide-binding domain, a short central dimerisation region, and a C-terminal catalytic domain [PUBMED:10700284]. The N-terminal domain forms a modified Rossman fold, while the catalytic domain forms a novel alpha-beta mixed sheet. This entry represents the catalytic domain of homoserine dehydrogenase.
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    9. -
  9. NifU-like domain
    -Iron-sulphur (FeS) clusters are important cofactors for numerous proteins involved in electron transfer, in redox and non-redox catalysis, in gene regulation, and as sensors of oxygen and iron. These functions depend on the various FeS cluster prosthetic groups, the most common being [2Fe-2S] and [4Fe-4S] [PUBMED:16221578]. FeS cluster assembly is a complex process involving the mobilisation of Fe and S atoms from storage sources, their assembly into [Fe-S] form, their transport to specific cellular locations, and their transfer to recipient apoproteins. So far, three FeS assembly machineries have been identified, which are capable of synthesising all types of [Fe-S] clusters: ISC (iron-sulphur cluster), SUF (sulphur assimilation), and NIF (nitrogen fixation) systems. The ISC system is conserved in eubacteria and eukaryotes (mitochondria), and has broad specificity, targeting general FeS proteins [PUBMED:16211402, PUBMED:16843540]. It is encoded by the isc operon (iscRSUA-hscBA-fdx-iscX). IscS is a cysteine desulphurase, which obtains S from cysteine (converting it to alanine) and serves as a S donor for FeS cluster assembly. IscU and IscA act as scaffolds to accept S and Fe atoms, assembling clusters and transfering them to recipient apoproteins. HscA is a molecular chaperone and HscB is a co-chaperone. Fdx is a [2Fe-2S]-type ferredoxin. IscR is a transcription factor that regulates expression of the isc operon. IscX (also known as YfhJ) appears to interact with IscS and may function as an Fe donor during cluster assembly [PUBMED:15937904]. The SUF system is an alternative pathway to the ISC system that operates under iron starvation and oxidative stress. It is found in eubacteria, archaea and eukaryotes (plastids). The SUF system is encoded by the suf operon (sufABCDSE), and the six encoded proteins are arranged into two complexes (SufSE and SufBCD) and one protein (SufA). SufS is a pyridoxal-phosphate (PLP) protein displaying cysteine desulphurase activity. SufE acts as a scaffold protein that accepts S from SufS and donates it to SufA [PUBMED:17350000]. SufC is an ATPase with an unorthodox ATP-binding cassette (ABC)-like component. No specific functions have been assigned to SufB and SufD. SufA is homologous to IscA [PUBMED:15278785], acting as a scaffold protein in which Fe and S atoms are assembled into [FeS] cluster forms, which can then easily be transferred to apoproteins targets. In the NIF system, NifS and NifU are required for the formation of metalloclusters of nitrogenase in Azotobacter vinelandii, and other organisms, as well as in the maturation of other FeS proteins. Nitrogenase catalyses the fixation of nitrogen. It contains a complex cluster, the FeMo cofactor, which contains molybdenum, Fe and S. NifS is a cysteine desulphurase. NifU binds one Fe atom at its N-terminal, assembling an FeS cluster that is transferred to nitrogenase apoproteins [PUBMED:11498000]. Nif proteins involved in the formation of FeS clusters can also be found in organisms that do not fix nitrogen [PUBMED:8875867]. This entry represents the C-terminal of NifU and homologous proteins. NifU contains two domains: an N-terminal (INTERPRO) and a C-terminal domain [PUBMED:8048161]. These domains exist either together or on different polypeptides, both domains being found in organisms that do not fix nitrogen (e.g. yeast), so they have a broader significance in the cell than nitrogen fixation.
    -
    10. -
  10. Clp amino terminal domain, pathogenicity island component
    -ClpA is an ATP-dependent chaperone and part of the ClpAP protease that participates in regulatory protein degradation and the dissolution and degradation of protein aggregates [PUBMED:2186030]. ClpA recognises sequences in specific proteins, which it then unfolds in an ATP-dependent manner and transports into the degradation chamber of the associated ClpP protein [PUBMED:10485712, PUBMED:11287666]. A small adaptor-like protein, ClpS, modulates the activity of ClpA and is an important regulatory factor for this protein [PUBMED:12235156]. It protects ClpA from autodegradation and appears to redirect its activity away from soluble proteins and toward aggregated proteins. This entry represents the double Clp-N motif domain found at the N terminus of ATP-dependent Clp proteases. This N-terminal domain interacts with the D1 domain found in Cpl proteases in a fashion similar to that seen in adaptor-binding domains of other AAA(+) proteins [PUBMED:12205096].
    11. -
-

SUMMARY:
-- very distinct function only in bacteria, plants and fungi: Homoserine dehydrogenase plays a role in the unique aspartic acid pathway
-- electron transfer in redox and non-redox catalysis, in gene regulation, and as sensors of oxygen and iron (NifU-like domain is involved in the Fe-S cluster formation)

-
-
-

Top-10 mitochondrial PFAM-Families

-
top_mitochondrial = subset(d_superkingdom, is_mitochondrial==TRUE)
-(top_mitochondrial <- top_mitochondrial[order(top_mitochondrial$count,decreasing=T)[1:TOP],])
-
##     Superkingdom PFAM_Name                                       PFAM_desc
-## 827    Eukaryota     PPR_2                               PPR repeat family
-## 353    Eukaryota       PPR                                      PPR repeat
-## 867    Eukaryota     PPR_3                 Pentatricopeptide repeat domain
-## 818    Eukaryota     PPR_1                                      PPR repeat
-## 127    Eukaryota      WD40                        WD domain, G-beta repeat
-## 856    Eukaryota EF-hand_7                             EF-hand domain pair
-## 158    Eukaryota     TPR_1                        Tetratricopeptide repeat
-## 77     Eukaryota Mito_carr                   Mitochondrial carrier protein
-## 152    Eukaryota   HMG_box                   HMG (high mobility group) box
-## 71     Eukaryota   Hexapep Bacterial transferase hexapeptide (six repeats)
-##       model is_chloroplastic is_mitochondrial count
-## 827 PF13041            FALSE             TRUE   137
-## 353 PF01535            FALSE             TRUE   131
-## 867 PF13812            FALSE             TRUE    58
-## 818 PF12854            FALSE             TRUE    53
-## 127 PF00400            FALSE             TRUE    25
-## 856 PF13499            FALSE             TRUE    11
-## 158 PF00515            FALSE             TRUE     9
-## 77  PF00153            FALSE             TRUE     8
-## 152 PF00505            FALSE             TRUE     7
-## 71  PF00132            FALSE             TRUE     6
-
    -
  1. PPR repeat family (PPR_2)
    -This repeat has no known function. It is about 35 amino acids long and is found in up to 18 copies in some proteins. The family appears to be greatly expanded in plants and fungi. The repeat has been called PPR [1].
    -This entry represents the PPR repeat. Pentatricopeptide repeat (PPR) proteins are characterised by tandem repeats of a degenerate 35 amino acid motif [PUBMED:10664580]. Most of PPR proteins have roles in mitochondria or plastid [PUBMED:15270678]. PPR repeats were discovered while screening Arabidopsis proteins for those predicted to be targeted to mitochondria or chloroplast [PUBMED:10664580, PUBMED:15269332]. Some of these proteins have been shown to play a role in post-transcriptional processes within organelles and they are thought to be sequence-specific RNA-binding proteins [PUBMED:12782738, PUBMED:12832482, PUBMED:18031283]. Plant genomes have between one hundred to five hundred PPR genes per genome whereas non-plant genomes encode two to six PPR proteins. Although no PPR structures are yet known, the motif is predicted to fold into a helix-turn-helix structure similar to those found in the tetratricopeptide repeat (TPR) family (see PROSITEDOC) [PUBMED:10664580]. The plant PPR protein family has been divided in two subfamilies on the basis of their motif content and organisation [PUBMED:15269332, PUBMED:17560114]. Examples of PPR repeat-containing proteins include PET309 SWISSPROT, which may be involved in RNA stabilisation [PUBMED:7664742], and crp1, which is involved in RNA processing [PUBMED:8039510]. The repeat is associated with a predicted plant protein SWISSPROT that has a domain organisation similar to the human BRCA1 protein.
    -
    2. -
  2. PPR repeat (PPR)
    -This entry represents the PPR repeat. Pentatricopeptide repeat (PPR) proteins are characterised by tandem repeats of a degenerate 35 amino acid motif [PUBMED:10664580]. Most of PPR proteins have roles in mitochondria or plastid [PUBMED:15270678]. PPR repeats were discovered while screening Arabidopsis proteins for those predicted to be targeted to mitochondria or chloroplast [PUBMED:10664580, PUBMED:15269332]. Some of these proteins have been shown to play a role in post-transcriptional processes within organelles and they are thought to be sequence-specific RNA-binding proteins [PUBMED:12782738, PUBMED:12832482, PUBMED:18031283]. Plant genomes have between one hundred to five hundred PPR genes per genome whereas non-plant genomes encode two to six PPR proteins. Although no PPR structures are yet known, the motif is predicted to fold into a helix-turn-helix structure similar to those found in the tetratricopeptide repeat (TPR) family (see PROSITEDOC) [PUBMED:10664580]. The plant PPR protein family has been divided in two subfamilies on the basis of their motif content and organisation [PUBMED:15269332, PUBMED:17560114]. Examples of PPR repeat-containing proteins include PET309 SWISSPROT, which may be involved in RNA stabilisation [PUBMED:7664742], and crp1, which is involved in RNA processing [PUBMED:8039510]. The repeat is associated with a predicted plant protein SWISSPROT that has a domain organisation similar to the human BRCA1 protein.
    -
    3. -
  3. Pentatricopeptide repeat domain (PPR_3)
    -This entry represents the PPR repeat. Pentatricopeptide repeat (PPR) proteins are characterised by tandem repeats of a degenerate 35 amino acid motif [PUBMED:10664580]. Most of PPR proteins have roles in mitochondria or plastid [PUBMED:15270678]. PPR repeats were discovered while screening Arabidopsis proteins for those predicted to be targeted to mitochondria or chloroplast [PUBMED:10664580, PUBMED:15269332]. Some of these proteins have been shown to play a role in post-transcriptional processes within organelles and they are thought to be sequence-specific RNA-binding proteins [PUBMED:12782738, PUBMED:12832482, PUBMED:18031283]. Plant genomes have between one hundred to five hundred PPR genes per genome whereas non-plant genomes encode two to six PPR proteins. Although no PPR structures are yet known, the motif is predicted to fold into a helix-turn-helix structure similar to those found in the tetratricopeptide repeat (TPR) family (see PROSITEDOC) [PUBMED:10664580]. The plant PPR protein family has been divided in two subfamilies on the basis of their motif content and organisation [PUBMED:15269332, PUBMED:17560114]. Examples of PPR repeat-containing proteins include PET309 SWISSPROT, which may be involved in RNA stabilisation [PUBMED:7664742], and crp1, which is involved in RNA processing [PUBMED:8039510]. The repeat is associated with a predicted plant protein SWISSPROT that has a domain organisation similar to the human BRCA1 protein.
    -
    4. -
  4. PPR repeat (PPR_1)
    -This entry represents the PPR repeat. Pentatricopeptide repeat (PPR) proteins are characterised by tandem repeats of a degenerate 35 amino acid motif [PUBMED:10664580]. Most of PPR proteins have roles in mitochondria or plastid [PUBMED:15270678]. PPR repeats were discovered while screening Arabidopsis proteins for those predicted to be targeted to mitochondria or chloroplast [PUBMED:10664580, PUBMED:15269332]. Some of these proteins have been shown to play a role in post-transcriptional processes within organelles and they are thought to be sequence-specific RNA-binding proteins [PUBMED:12782738, PUBMED:12832482, PUBMED:18031283]. Plant genomes have between one hundred to five hundred PPR genes per genome whereas non-plant genomes encode two to six PPR proteins. Although no PPR structures are yet known, the motif is predicted to fold into a helix-turn-helix structure similar to those found in the tetratricopeptide repeat (TPR) family (see PROSITEDOC) [PUBMED:10664580]. The plant PPR protein family has been divided in two subfamilies on the basis of their motif content and organisation [PUBMED:15269332, PUBMED:17560114]. Examples of PPR repeat-containing proteins include PET309 SWISSPROT, which may be involved in RNA stabilisation [PUBMED:7664742], and crp1, which is involved in RNA processing [PUBMED:8039510]. The repeat is associated with a predicted plant protein SWISSPROT that has a domain organisation similar to the human BRCA1 protein.
    -
    5. -
  5. WD domain, G-beta repeat
    -WD-40 repeats (also known as WD or beta-transducin repeats) are short ~40 amino acid motifs, often terminating in a Trp-Asp (W-D) dipeptide. WD40 repeats usually assume a 7-8 bladed beta-propeller fold, but proteins have been found with 4 to 16 repeated units, which also form a circularised beta-propeller structure. WD-repeat proteins are a large family found in all eukaryotes and are implicated in a variety of functions ranging from signal transduction and transcription regulation to cell cycle control and apoptosis. Repeated WD40 motifs act as a site for protein-protein interaction, and proteins containing WD40 repeats are known to serve as platforms for the assembly of protein complexes or mediators of transient interplay among other proteins. The specificity of the proteins is determined by the sequences outside the repeats themselves. Examples of such complexes are G proteins (beta subunit is a beta-propeller), TAFII transcription factor, and E3 ubiquitin ligase [PUBMED:11814058, PUBMED:10322433]. In Arabidopsis spp., several WD40-containing proteins act as key regulators of plant-specific developmental events. One group of WD40 repeats is involved in RNA-processing complexes, some members forming part of snRNP particles6. Another group makes up parts of transcriptional regulators, including the TFIID subunit of the TATA-box-binding complex7, 8, 9. Others play roles in cytoskeleton assembly and mitotic-spindle formation10, 11, regulate vesicle formation and vesicular trafficking12, control various aspects of cell division13 or regulate sulfur metabolism in fungi14. Examples of such complexes are G proteins (beta subunit is a beta-propeller), TAFII transcription factor, and E3 ubiquitin ligase.[3][4]
    -
    6. -
  6. EF-hand domain pair
    -The EF hand is a helix-loop-helix structural domain or motif found in a large family of calcium-binding proteins. The EF-hand motif contains a helix-loop-helix topology, much like the spread thumb and forefinger of the human hand, in which the Ca2+ ions are coordinated by ligands within the loop. The motif takes its name from traditional nomenclature used in describing the protein parvalbumin, which contains three such motifs and is probably involved in muscle relaxation via its calcium-binding activity. The EF-hand consists of two alpha helices linked by a short loop region (usually about 12 amino acids) that usually binds calcium ions. EF-hands also appear in each structural domain of the signaling protein calmodulin and in the muscle protein troponin-C. EF-hands also appear in each structural domain of the signaling protein calmodulin and in the muscle protein troponin-C. example: Aequorin is a calcium binding protein (CaBP) isolated from the coelenterate Aequorea victoria. Aequorin belongs to the EF-hand family of CaBPs, with EF-hand loops that are closely related to CaBPs in mammals. In addition, aequorin has been used for years as an indicator of Ca2+ and has been shown to be safe and well tolerated by cells. Aequorin is made up of two components – the calcium binding component apoaequorin (AQ) and the chemiluminescent molecule coelenterazine. The AQ portion of this protein contains the EF-hand calcium binding domains.[2]
    -
    7. -
  7. Tetratricopeptide repeat
    -The tetratrico peptide repeat (TPR) is a structural motif present in a wide range of proteins [PUBMED:7667876, PUBMED:9482716, PUBMED:1882418]. It mediates protein-protein interactions and the assembly of multiprotein complexes [PUBMED:14659697]. The TPR motif consists of 3-16 tandem-repeats of 34 amino acids residues, although individual TPR motifs can be dispersed in the protein sequence. Sequence alignment of the TPR domains reveals a consensus sequence defined by a pattern of small and large amino acids. TPR motifs have been identified in various different organisms, ranging from bacteria to humans. Proteins containing TPRs are involved in a variety of biological processes, such as cell cycle regulation, transcriptional control, mitochondrial and peroxisomal protein transport, neurogenesis and protein folding. The X-ray structure of a domain containing three TPRs from protein phosphatase 5 revealed that TPR adopts a helix-turn-helix arrangement, with adjacent TPR motifs packing in a parallel fashion, resulting in a spiral of repeating anti-parallel alpha-helices [PUBMED:14659697]. The two helices are denoted helix A and helix B. The packing angle between helix A and helix B is ~24 degrees; within a single TPR and generates a right-handed superhelical shape. Helix A interacts with helix B and with helix A’ of the next TPR. Two protein surfaces are generated: the inner concave surface is contributed to mainly by residue on helices A, and the other surface presents residues from both helices A and B.
    -
    8. -
  8. Mitochondrial carrier protein
    -Mitochondrial carriers are proteins from a solute carrier family which transfer molecules across the membranes of the mitochondria.[1] Mitochondrial carriers are also classified in the Transporter Classification Database. The Mitochondrial Carrier (MC) Superfamily has been expanded to include both the original Mitochondrial Carrier (MC) family (TC# 2.A.29) and the Mitochondrial Inner/Outer Membrane Fusion (MMF) family (TC# 9.B.25).[2]
    -A variety of substrate carrier proteins that are involved in energy transfer are found in the inner mitochondrial membrane or integral to the membrane of other eukaryotic organelles such as the peroxisome [PUBMED:2158156, PUBMED:8140286, PUBMED:8487299, PUBMED:8206158, PUBMED:8291088]. Such proteins include: ADP, ATP carrier protein (ADP/ATP translocase); 2-oxoglutarate/malate carrier protein; phosphate carrier protein; tricarboxylate transport protein (or citrate transport protein); Graves disease carrier protein; yeast mitochondrial proteins MRS3 and MRS4; yeast mitochondrial FAD carrier protein; and many others. Structurally, these proteins can consist of up to three tandem repeats of a domain of approximately 100 residues, each domain containing two transmembrane regions.
    -
    9. -
  9. HMG (high mobility group) box
    -In molecular biology, the HMG-box (high mobility group box) is a protein domain which is involved in DNA binding.[1] HMG-box containing proteins only bind non-B-type DNA conformations (kinked or unwound) with high affinity.[1] HMG-box domains are found in high mobility group proteins, which are involved in the regulation of DNA-dependent processes such as transcription, replication, and DNA repair, all of which require changing the conformation of chromatin.[2] The single and the double box HMG proteins alter DNA architecture by inducing bends upon binding.[3][4]
    -High mobility group (HMG) box domains are involved in binding DNA, and may be involved in protein-protein interactions as well. The structure of the HMG-box domain consists of three helices in an irregular array. HMG-box domains are found in one or more copies in HMG-box proteins, which form a large, diverse family involved in the regulation of DNA-dependent processes such as transcription, replication, and strand repair, all of which require the bending and unwinding of chromatin. Many of these proteins are regulators of gene expression. HMG-box proteins are found in a variety of eukaryotic organisms, and can be broadly divided into two groups, based on sequence-dependent and sequence-independent DNA recognition; the former usually contain one HMG-box motif, while the latter can contain multiple HMG-box motifs. HMG-box domains can be found in single or multiple copies in the following protein classes: HMG1 and HMG2 non-histone components of chromatin; SRY (sex determining region Y protein) involved in differential gonadogenesis; the SOX family of transcription factors [PUBMED:12920151]; sequence-specific LEF1 (lymphoid enhancer binding factor 1) and TCF-1 (T-cell factor 1) involved in regulation of organogenesis and thymocyte differentiation [PUBMED:10890911]; structure-specific recognition protein SSRP involved in transcription and replication; MTF1 mitochondrial transcription factor; nucleolar transcription factors UBF 1/2 (upstream binding factor) involved in transcription by RNA polymerase I; Abf2 yeast ARS-binding factor [PUBMED:11779632]; yeast transcription factors lxr1, Rox1, Nhp6b and Spp41; mating type proteins (MAT) involved in the sexual reproduction of fungi [PUBMED:12781674]; and the YABBY plant-specific transcription factors.
    -
    10. -
  10. Bacterial transferase hexapeptide (six repeats) A variety of bacterial transferases contain a repeat structure composed of tandem repeats of a [LIV]-G-X(4) hexapeptide, which, in the tertiary structure of LpxA (UDP N-acetylglucosamine acyltransferase) [PUBMED:7481807], has been shown to form a left-handed parallel beta helix. A number of different transferase protein families contain this repeat, such as
    -galactoside acetyltransferase-like proteins [PUBMED:11937062]: The galactoside acetyltransferase (thiogalactoside transacetylase) of Escherichia coli (GAT, LacA, EC 2.3.1.18) is a gene product of the classical lac operon. GAT may assist cellular detoxification by acetylating nonmetabolizable pyranosides, thereby preventing their reentry into the cell.
    -the gamma-class of carbonic anhydrases [PUBMED:10924115]: Carbonic anhydrases (CA: EC:4.2.1.1) are zinc metalloenzymes which catalyse the reversible hydration of carbon dioxide to bicarbonate [PMID: 18336305, PMID: 10978542].
    -and tetrahydrodipicolinate-N-succinlytransferases (DapD) the latter containing an extra N-terminal 3-helical domain [PUBMED:11910040]: Tetrahydrodipicolinate N-succinyltransferase (DapD) catalyzes the succinyl-CoA-dependent acylation of L-2-amino-6-oxopimelate to 2-N-succinyl-6-oxopimelate as part of the succinylase branch of the meso-diaminopimelate/lysine biosynthetic pathway of bacteria, blue-green algae, and plants. This pathway provides meso-diaminopimelate as a building block for cell wall peptidoglycan in most bacteria, and is regarded as a target pathway for antibacterial agents.
    11. -
-

SUMMARY:
-- DNA-binding & gene regulating (HMG box: changing conformation of chromatin)

-
-
-
-

Archaea vs. Bacteria

-
# # select only archaea and bacteria entries
-# df_spec <- df %>%
-#   group_by(Superkingdom) %>%
-#   filter(Superkingdom == "Archaea" | Superkingdom == "Bacteria" & rel_freq >= 0.02)
-# df_spec
-# 
-# ## make plot
-# pd <- position_dodge(0.4)
-# p <- ggplot(df_spec, aes(x = Superkingdom, y = rel_freq, color = PFAM_desc))+
-#   geom_point(position = pd)+
-#   geom_line(aes(group = PFAM_desc), 
-#             position = pd)+
-#   scale_x_discrete(position = "top")+
-#   scale_color_manual(values = c('#a6cee3','#1f78b4','#b2df8a','#33a02c','#fb9a99','#e31a1c','#fdbf6f','#ff7f00','#cab2d6','#6a3d9a','#ffff99','#b15928'))+
-#   labs(x = "Superkingdom",
-#        y = "Relative Frequency",
-#        color = "PFAM Family",
-#        title = "Prokaryota")+
-#   theme(legend.position="right",
-#         plot.margin = margin(l = 0, r=0))+
-#   guides(color=guide_legend(nrow=15, byrow=TRUE))
-# p <- beautifier(p)
-# p
-# if( save) {
-#   ggsave(paste0(pathImages, "PFAM_archaea_bacteria", figureFormat), width=12, height=8, dpi = 300)
-# }
-
# Summarize by Superkingdom, without Chloroplastic and mitochondrial information to reduce dublicates 
-d_superkingdom = ddply(tr_all_sp_sub, .(Superkingdom, PFAM_Name, PFAM_desc, model), 
-          summarize, 
-          count=length(ID))
-
-top_bacteria = subset(d_superkingdom, Superkingdom=="Bacteria")
-top_bacteria <- top_bacteria[order(top_bacteria$count,decreasing=T)[1:TOP],]
-
-top_archaea = subset(d_superkingdom, Superkingdom=="Archaea")
-top_archaea <- top_archaea[order(top_archaea$count,decreasing=T)[1:TOP],]
-
-# extend bacteria with entries which appear in top-archaea but not in top-bacteria and vice versa.
-x <- extend_top_hits(top_bacteria, top_archaea, d_superkingdom)
-
-# Aggregate prokaryota and eukaryota and calculate rank of count
-df_spec <- rbind(as.data.frame(x[1]),as.data.frame(x[2])) 
-
-# Combine identical rows of df_spec
-# Identical rows can appear, when certain PFAM_families appear in proteins in mitochondria, chloroplast or none of them or a combination of the three.
-# The idea of the following three lines is:
-# For each row in df_spec
-# check if values in the columns: Superkingdom, PFAM_Name, PFAM_desc, model are the same as in the row before
-#    if they are the same (TRUE): add the value in count from row before to the current value.
-#    Remove the row before (which was identical expect the count) or keep only the current row or append only current row (with the new count-value) to new data frame
-#    if they are not the same (FALSE): append row to new dataframe
-df_spec <-df_spec %>%
-  group_by(Superkingdom, PFAM_Name, PFAM_desc, model) %>% 
-  summarise_all(sum)
-
-# Add the rank of count
-df_spec <- df_spec %>%
-  group_by(Superkingdom) %>%
-  mutate(rank = base::rank(count))
-
-# Aggregate archaea and bacteria entries and calculate relative frequency
-# df_spec <- rbind(pfam_archaea, pfam_bacteria) %>%
-#   group_by(Superkingdom, PFAM_desc) %>%
-#   summarise(n=sum(count)) %>%
-#   mutate(rel_freq = n/sum(n))
-
-# # Select only those above a certain threshold (Visual Cosmetics)
-# df_spec <- df_spec %>%
-#   group_by(Superkingdom) %>%
-#   filter(Superkingdom == "Archaea" | Superkingdom == "Bacteria" & rel_freq >= 0.01)
-# df_spec
-
-## make plot
-pd <- position_dodge(0.4)
-# p <- ggplot(df_spec, aes(x = Superkingdom, y = rel_freq, color = PFAM_desc))+
-p <- ggplot(df_spec, aes(x = Superkingdom, y = rank, color = PFAM_desc))+
-# p <- ggplot(df_spec, aes(x = Superkingdom, y = rank, color = model, fill = PFAM_desc))+
-  geom_point(position = pd)+
-  geom_line(aes(group = PFAM_desc), 
-            position = pd)+
-  scale_x_discrete(position = "top")+
-  # scale_fill_discrete(name = "PFAM Family", labels = df_spec$PFAM_desc)+
-  # scale_color_manual(values = c('#a6cee3','#1f78b4','#b2df8a','#33a02c','#fb9a99','#e31a1c','#fdbf6f','#ff7f00','#cab2d6','#6a3d9a','#ffff99','#b15928', cols1, cols2))+
-  # scale_color_manual(values = c(cols1, cols2, cols3, cols4, '#a6cee3'))+
-  scale_color_manual(values = morecolors2)+
-  # scale_color_manual(values = c('#e6194b', '#3cb44b', '#ffe119', '#4363d8', '#f58231', '#911eb4', '#46f0f0', '#f032e6', '#bcf60c', '#fabebe', '#008080', '#e6beff', '#9a6324', '#fffac8', '#800000', '#aaffc3', '#808000', '#ffd8b1', '#000075', '#808080', '#ffffff', '#000000'))+
-  # scale_color_manual(values = viridiscols)+
-  labs(x = "Superkingdom",
-       # y = "Relative Frequency",
-       y = "Rank of count",
-       color = "PFAM Family",
-       title = "Prokaryota")+
-  theme(legend.position="right",
-        plot.margin = margin(l = 0, r=0))+
-  # guides(color=FALSE, fill = guide_legend(nrow=20, byrow=TRUE))
-  guides(color=guide_legend(nrow=20, byrow=TRUE))
-p <- beautifier(p)
-p
-

-
if( save) {
-  ggsave(paste0(pathImages, "PFAM_archaea_bacteria", figureFormat), width=12, height=8, dpi = 300)
-}
-
-p <- make_it_plotly(df_spec)
-
## Loading required package: plotly
-
## 
-## Attaching package: 'plotly'
-
## The following object is masked from 'package:XVector':
-## 
-##     slice
-
## The following object is masked from 'package:IRanges':
-## 
-##     slice
-
## The following object is masked from 'package:S4Vectors':
-## 
-##     rename
-
## The following object is masked from 'package:ggplot2':
-## 
-##     last_plot
-
## The following objects are masked from 'package:plyr':
-## 
-##     arrange, mutate, rename, summarise
-
## The following object is masked from 'package:stats':
-## 
-##     filter
-
## The following object is masked from 'package:graphics':
-## 
-##     layout
-
if( save) {
-  htmlwidgets::saveWidget(widget = p, file = paste0(pathImages, "PFAM_archaea_bacteria", ".html"))
-}
-p
-

- The two connected Archaea points, have two different PFAM_Name:
-Archaea Fer4_10 4Fe-4S dicluster domain PF13237 7 4.0
-Archaea Fer4_7 4Fe-4S dicluster domain PF12838 13 9.0

-
-
-

Chloroplasts vs Prokaryota

-
# Summarize by Superkingdom, without Chloroplastic and mitochondrial information to reduce dublicates 
-# d_superkingdom = ddply(tr_all_sp_sub, .(Superkingdom, PFAM_Name, PFAM_desc, model), 
-#           summarize, 
-#           count=length(ID))
-# Summarize by Superkingdom, without Chloroplastic and mitochondrial information to reduce dublicates 
-d_superkingdom = ddply(tr_all_sp_sub, .(Superkingdom, PFAM_Name, PFAM_desc, model, is_chloroplastic),
-          summarize,
-          count=length(ID))
-
-top_bacteria = subset(d_superkingdom, Superkingdom=="Bacteria")
-top_bacteria <- top_bacteria[order(top_bacteria$count,decreasing=T)[1:TOP],]
-
-top_archaea = subset(d_superkingdom, Superkingdom=="Archaea")
-top_archaea <- top_archaea[order(top_archaea$count,decreasing=T)[1:TOP],]
-
-top_eukaryota = subset(d_superkingdom, Superkingdom=="Eukaryota")
-top_eukaryota <-top_eukaryota[order(top_eukaryota$count,decreasing=T)[1:TOP],]
-
-# combine archaeal and bacterial top-hits and rename them to prokaryota
-top_prokaryota <- rbind(top_archaea, top_bacteria) %>% 
-  mutate(Superkingdom = replace(Superkingdom, Superkingdom == "Archaea" | Superkingdom == "Bacteria", "Prokaryota"))
-
-
-
-top_chloroplastic = subset(d_superkingdom, is_chloroplastic==TRUE)
-(top_chloroplastic <- top_chloroplastic[order(top_chloroplastic$count,decreasing=T)[1:TOP],])
-
##     Superkingdom     PFAM_Name
-## 816    Eukaryota         PPR_2
-## 347    Eukaryota           PPR
-## 48     Eukaryota         RRM_1
-## 851    Eukaryota         PPR_3
-## 808    Eukaryota         PPR_1
-## 166    Eukaryota Ribosomal_L12
-## 107    Eukaryota  Ribosomal_L6
-## 238    Eukaryota Homoserine_dh
-## 281    Eukaryota          NifU
-## 472    Eukaryota         Clp_N
-##                                                     PFAM_desc   model
-## 816                                         PPR repeat family PF13041
-## 347                                                PPR repeat PF01535
-## 48    RNA recognition motif. (a.k.a. RRM, RBD, or RNP domain) PF00076
-## 851                           Pentatricopeptide repeat domain PF13812
-## 808                                                PPR repeat PF12854
-## 166                Ribosomal protein L7/L12 C-terminal domain PF00542
-## 107                                      Ribosomal protein L6 PF00347
-## 238                                  Homoserine dehydrogenase PF00742
-## 281                                          NifU-like domain PF01106
-## 472 Clp amino terminal domain, pathogenicity island component PF02861
-##     is_chloroplastic count
-## 816             TRUE    55
-## 347             TRUE    53
-## 48              TRUE    14
-## 851             TRUE    14
-## 808             TRUE    11
-## 166             TRUE     5
-## 107             TRUE     4
-## 238             TRUE     4
-## 281             TRUE     4
-## 472             TRUE     4
-
# extend bacteria with entries which appear in top-archaea but not in top-bacteria and vice versa.
-x <- extend_top_hits(top_prokaryota, top_chloroplastic, d_superkingdom)
-
-# Aggregate prokaryota and eukaryota and calculate rank of count
-df_spec <- rbind(as.data.frame(x[1]),as.data.frame(x[2])) 
-
-# Combine identical rows of df_spec
-# Identical rows can appear, when certain PFAM_families appear in proteins in mitochondria, chloroplast or none of them or a combination of the three.
-# The idea of the following three lines is:
-# For each row in df_spec
-# check if values in the columns: Superkingdom, PFAM_Name, PFAM_desc, model are the same as in the row before
-#    if they are the same (TRUE): add the value in count from row before to the current value.
-#    Remove the row before (which was identical expect the count) or keep only the current row or append only current row (with the new count-value) to new data frame
-#    if they are not the same (FALSE): append row to new dataframe
-df_spec <-df_spec %>%
-  group_by(Superkingdom, PFAM_Name, PFAM_desc, model) %>% 
-  summarise_all(sum)
-
-# Add the rank of count
-df_spec <- df_spec %>%
-  group_by(Superkingdom) %>%
-  mutate(rank = base::rank(count))
-
-## make plot
-pd <- position_dodge(0.4)
-# p <- ggplot(df_spec, aes(x = Superkingdom, y = rel_freq, color = PFAM_desc))+
-p <- ggplot(df_spec, aes(x = Superkingdom, y = rank, color = PFAM_desc))+
-# p <- ggplot(df_spec, aes(x = Superkingdom, y = rank, color = model, fill = PFAM_desc))+
-  geom_point(position = pd)+
-  geom_line(aes(group = PFAM_desc), 
-            position = pd)+
-  scale_x_discrete(position = "top")+
-  # scale_fill_discrete(name = "PFAM Family", labels = df_spec$PFAM_desc)+
-  # scale_color_manual(values = c('#a6cee3','#1f78b4','#b2df8a','#33a02c','#fb9a99','#e31a1c','#fdbf6f','#ff7f00','#cab2d6','#6a3d9a','#ffff99','#b15928', cols1, cols2))+
-  # scale_color_manual(values = c(cols1, cols2, cols3, cols4, '#a6cee3'))+
-  scale_color_manual(values = morecolors2)+
-  # scale_color_manual(values = c('#e6194b', '#3cb44b', '#ffe119', '#4363d8', '#f58231', '#911eb4', '#46f0f0', '#f032e6', '#bcf60c', '#fabebe', '#008080', '#e6beff', '#9a6324', '#fffac8', '#800000', '#aaffc3', '#808000', '#ffd8b1', '#000075', '#808080', '#ffffff', '#000000'))+
-  # scale_color_manual(values = viridiscols)+
-  labs(x = "Superkingdom",
-       # y = "Relative Frequency",
-       y = "Rank of count",
-       color = "PFAM Family",
-       title = "Eukaryotic Proteins with Chloroplastic origin vs Prokaryotic proteins")+
-  theme(legend.position="right",
-        plot.margin = margin(l = 0, r=0))+
-  # guides(color=FALSE, fill = guide_legend(nrow=20, byrow=TRUE))
-  guides(color=guide_legend(nrow=20, byrow=TRUE))
-p <- beautifier(p)
-p
-

-
if( save) {
-  ggsave(paste0(pathImages, "PFAM_chloroplasts_vs_Prokaryota", figureFormat), width=12, height=8, dpi = 300)
-}
-
-p <- make_it_plotly(df_spec)
-
## Loading required package: plotly
-
## 
-## Attaching package: 'plotly'
-
## The following object is masked from 'package:XVector':
-## 
-##     slice
-
## The following object is masked from 'package:IRanges':
-## 
-##     slice
-
## The following object is masked from 'package:S4Vectors':
-## 
-##     rename
-
## The following object is masked from 'package:ggplot2':
-## 
-##     last_plot
-
## The following objects are masked from 'package:plyr':
-## 
-##     arrange, mutate, rename, summarise
-
## The following object is masked from 'package:stats':
-## 
-##     filter
-
## The following object is masked from 'package:graphics':
-## 
-##     layout
-
if( save) {
-  htmlwidgets::saveWidget(widget = p, file = paste0(pathImages, "PFAM_chloroplasts_vs_Prokaryota", ".html"))
-}
-p
-

- Bacterial transferase hexapeptide is the protein family which is found at most in both chloroplastic and prokaryotic TRs.
-PPR TRs are only found in Eukaryotic proteins with chloroplastic origin.
-Ribosomal L6 protein can be found in both groups, however it occurs on a higher rank in Prokaryotes. Ribosomal L7/L12-C-terminal domain can only be found in TRs from Eukaryotic Chloroplasts.

-
-
-

Prokaryota vs Eukaryota

-
# d = ddply(tr_all_sp_sub, .(Superkingdom, PFAM_Name, PFAM_desc, model, is_chloroplastic, is_mitochondrial), 
-#           summarize, 
-#           count=length(ID)) 
-# d_spec <- d %>%
-#   group_by(Superkingdom) %>%
-#   mutate(Superkingdom2 = ifelse(Superkingdom == "Archaea" | Superkingdom == "Bacteria", "Prokaryota", 
-#                                 ifelse(Superkingdom == "Eukaryota", "Eukaryota",
-#                                        ifelse(Superkingdom == "Viruses", "Viruses", NA))))
-# 
-# top_prokaryota <- subset(d_spec, Superkingdom2=="Prokaryota")
-# top_prokaryota <- top_prokaryota[order(top_prokaryota$count,decreasing=T)[1:TOP],]
-# 
-# top_virus = subset(d_spec, Superkingdom2=="Viruses")
-# top_virus <- top_virus[order(top_virus$count,decreasing=T)[1:TOP],]
-# 
-# top_eukaryota = subset(d_spec, Superkingdom2=="Eukaryota")
-# top_eukaryota <-top_eukaryota[order(top_eukaryota$count,decreasing=T)[1:TOP],]
-# 
-# ### Prokaryota vs Eukaryota
-# # extend Prokaryota with Eukaryota
-# pfam_prokaryota <- top_prokaryota
-# for (i in 1:nrow(top_eukaryota)){
-#   # check for each row in top_eukaryota if not top_eukaryota$PFAM_desc[i] in top_bacteria$PFAM_desc[i]
-#   if (!(top_eukaryota$model[i] %in% top_prokaryota$model)){
-#     # if not, then append the corresponding PFAM-entry of bacteria
-#     pfam_prokaryota <- rbind(pfam_prokaryota, d_spec[which(d_spec$model == top_eukaryota$model[i] & d_spec$Superkingdom2 == "Prokaryota"),])
-#   }
-# }
-# top_eukaryota$model %in% top_prokaryota$model
-# pfam_prokaryota
-# top_eukaryota
-# top_prokaryota
-# 
-# # extend Eukaryota with Prokaryota
-# pfam_eukaryota <- top_eukaryota
-# for (i in 1:nrow(top_prokaryota)){
-#   # check for each row in top_eukaryota if not top_eukaryota$PFAM_desc[i] in top_prokaryota$PFAM_desc[i]
-#   if (!(top_prokaryota$model[i] %in% top_eukaryota$model)){
-#     # if not, then append the corresponding PFAM-entry of bacteria
-#     pfam_eukaryota <- rbind(pfam_eukaryota, d_spec[which(d_spec$model == top_prokaryota$model[i] & d_spec$Superkingdom == "Eukaryota"),])
-#   }
-# }
-
# # select only archaea and bacteria entries
-# df_spec <- df %>%
-#   group_by(Superkingdom) 
-# df_spec
-# 
-# # recalculate percentage
-# df_spec <- df %>%
-#   group_by(Superkingdom2, PFAM_desc) %>%
-#   distinct() %>%
-#   summarise(n2=sum(n)) %>%
-#   mutate(rel_freq2 = n2/sum(n2))%>%
-#   filter((Superkingdom2 == "Prokaryota" | Superkingdom2 == "Eukaryota") & rel_freq2 >= 0.01)
-# df_spec
-# 
-# ## make plot
-# pd <- position_dodge(0.4)
-# p <- ggplot(df_spec, aes(x = Superkingdom2, y = rel_freq2, color = PFAM_desc))+
-#   geom_point(position = pd)+
-#   geom_line(aes(group = PFAM_desc), 
-#             position = pd)+
-#   scale_x_discrete(position = "top")+
-#   # scale_color_manual(values = c('#a6cee3','#1f78b4','#b2df8a','#33a02c','#fb9a99','#e31a1c','#fdbf6f','#ff7f00','#cab2d6','#6a3d9a','#ffff99','#b15928'))+
-#   labs(x = "Superkingdom",
-#        y = "Relative Frequency",
-#        color = "PFAM Family")+
-#   theme(legend.position="right",
-#         plot.margin = margin(l = 0, r=0))+
-#   guides(color=guide_legend(nrow=14, byrow=TRUE))
-# p <- beautifier(p)
-# p
-# if( save) {
-#   ggsave(paste0(pathImages, "PFAM_prokaryota_eukaryota", figureFormat), width=12, height=8, dpi = 300)
-# }
-
# Summarize by Superkingdom, without Chloroplastic and mitochondrial information to reduce dublicates 
-d_superkingdom = ddply(tr_all_sp_sub, .(Superkingdom, PFAM_Name, PFAM_desc, model), 
-          summarize, 
-          count=length(ID))
-
-top_bacteria = subset(d_superkingdom, Superkingdom=="Bacteria")
-top_bacteria <- top_bacteria[order(top_bacteria$count,decreasing=T)[1:TOP],]
-
-top_archaea = subset(d_superkingdom, Superkingdom=="Archaea")
-top_archaea <- top_archaea[order(top_archaea$count,decreasing=T)[1:TOP],]
-
-top_eukaryota = subset(d_superkingdom, Superkingdom=="Eukaryota")
-top_eukaryota <-top_eukaryota[order(top_eukaryota$count,decreasing=T)[1:TOP],]
-
-# combine archaeal and bacterial top-hits and rename them to prokaryota
-top_prokaryota <- rbind(top_archaea, top_bacteria) %>% 
-  mutate(Superkingdom = replace(Superkingdom, Superkingdom == "Archaea" | Superkingdom == "Bacteria", "Prokaryota"))
-
-# extend top-eukaryota with entries which appear in top-prokaryota but not in top-eukaryota and vice versa.
-x <- extend_top_hits(top_prokaryota, top_eukaryota, d_superkingdom)
-
-# Aggregate prokaryota and eukaryota and calculate rank of count
-df_spec <- rbind(as.data.frame(x[1]),as.data.frame(x[2])) 
-
-# Combine identical rows of df_spec
-# Identical rows can appear, when certain PFAM_families appear in proteins in mitochondria, chloroplast or none of them or a combination of the three.
-# The idea of the following three lines is:
-# For each row in df_spec
-# check if values in the columns: Superkingdom, PFAM_Name, PFAM_desc, model are the same as in the row before
-#    if they are the same (TRUE): add the value in count from row before to the current value.
-#    Remove the row before (which was identical expect the count) or keep only the current row or append only current row (with the new count-value) to new data frame
-#    if they are not the same (FALSE): append row to new dataframe
-df_spec <-df_spec %>%
-  group_by(Superkingdom, PFAM_Name, PFAM_desc, model) %>% 
-  summarise_all(sum)
-
-# Add the rank of count
-df_spec <- df_spec %>%
-  group_by(Superkingdom) %>%
-  mutate(rank = base::rank(count))
-
-## make plot
-pd <- position_dodge(0.4)
-# p <- ggplot(df_spec, aes(x = Superkingdom, y = rel_freq, color = PFAM_desc))+
-p <- ggplot(df_spec, aes(x = Superkingdom, y = rank, color = PFAM_desc))+
-# p <- ggplot(df_spec, aes(x = Superkingdom, y = rank, color = model, fill = PFAM_desc))+
-  geom_point(position = pd)+
-  geom_line(aes(group = PFAM_desc), 
-            position = pd)+
-  scale_x_discrete(position = "top")+
-  # scale_fill_discrete(name = "PFAM Family", labels = df_spec$PFAM_desc)+
-  # scale_color_manual(values = c('#a6cee3','#1f78b4','#b2df8a','#33a02c','#fb9a99','#e31a1c','#fdbf6f','#ff7f00','#cab2d6','#6a3d9a','#ffff99','#b15928', cols1, cols2))+
-  # scale_color_manual(values = c(cols1, cols2, cols3, cols4, '#a6cee3'))+
-  # scale_color_manual(values = morecolors2)+
-  # scale_color_manual(values = c('#e6194b', '#3cb44b', '#ffe119', '#4363d8', '#f58231', '#911eb4', '#46f0f0', '#f032e6', '#bcf60c', '#fabebe', '#008080', '#e6beff', '#9a6324', '#fffac8', '#800000', '#aaffc3', '#808000', '#ffd8b1', '#000075', '#808080', '#ffffff', '#000000'))+
-  # scale_color_manual(values = viridiscols)+
-  labs(x = "Superkingdom",
-       # y = "Relative Frequency",
-       y = "Rank of count",
-       color = "PFAM Family")+
-  theme(legend.position="right",
-        plot.margin = margin(l = 0, r=0))+
-  # guides(color=FALSE, fill = guide_legend(nrow=20, byrow=TRUE))
-  guides(color=guide_legend(nrow=20, byrow=TRUE))
-p <- beautifier(p)
-p
-

-
if( save) {
-  ggsave(paste0(pathImages, "PFAM_prokaryota_eukaryota", figureFormat), width=12, height=8, dpi = 300)
-}
-
-p <- make_it_plotly(df_spec)
-
## Loading required package: plotly
-
## 
-## Attaching package: 'plotly'
-
## The following object is masked from 'package:XVector':
-## 
-##     slice
-
## The following object is masked from 'package:IRanges':
-## 
-##     slice
-
## The following object is masked from 'package:S4Vectors':
-## 
-##     rename
-
## The following object is masked from 'package:ggplot2':
-## 
-##     last_plot
-
## The following objects are masked from 'package:plyr':
-## 
-##     arrange, mutate, rename, summarise
-
## The following object is masked from 'package:stats':
-## 
-##     filter
-
## The following object is masked from 'package:graphics':
-## 
-##     layout
-
if( save) {
-  htmlwidgets::saveWidget(widget = p, file = paste0(pathImages, "PFAM_prokaryota_eukaryota", ".html"))
-}
-p
-
- -
-
-

Viruses vs eukaryota

-
# Summarize by Superkingdom, without Chloroplastic and mitochondrial information to reduce dublicates 
-d_superkingdom = ddply(tr_all_sp_sub, .(Superkingdom, PFAM_Name, PFAM_desc, model), 
-          summarize, 
-          count=length(ID))
-
-top_virus = subset(d_superkingdom, Superkingdom=="Viruses")
-top_virus <- top_virus[order(top_virus$count,decreasing=T)[1:TOP],]
-
-top_eukaryota = subset(d_superkingdom, Superkingdom=="Eukaryota")
-top_eukaryota <-top_eukaryota[order(top_eukaryota$count,decreasing=T)[1:TOP],]
-
-# extend bacteria with entries which appear in top-archaea but not in top-bacteria and vice versa.
-x <- extend_top_hits(top_virus, top_eukaryota, d_superkingdom)
-
-# Aggregate prokaryota and eukaryota and calculate rank of count
-df_spec <- rbind(as.data.frame(x[1]),as.data.frame(x[2])) 
-
-# Combine identical rows of df_spec
-# Identical rows can appear, when certain PFAM_families appear in proteins in mitochondria, chloroplast or none of them or a combination of the three.
-# The idea of the following three lines is:
-# For each row in df_spec
-# check if values in the columns: Superkingdom, PFAM_Name, PFAM_desc, model are the same as in the row before
-#    if they are the same (TRUE): add the value in count from row before to the current value.
-#    Remove the row before (which was identical expect the count) or keep only the current row or append only current row (with the new count-value) to new data frame
-#    if they are not the same (FALSE): append row to new dataframe
-df_spec <-df_spec %>%
-  group_by(Superkingdom, PFAM_Name, PFAM_desc, model) %>% 
-  summarise_all(sum)
-
-# Add the rank of count
-df_spec <- df_spec %>%
-  group_by(Superkingdom) %>%
-  mutate(rank = base::rank(count))
-
-## make plot
-pd <- position_dodge(0.4)
-# p <- ggplot(df_spec, aes(x = Superkingdom, y = rel_freq, color = PFAM_desc))+
-p <- ggplot(df_spec, aes(x = Superkingdom, y = rank, color = PFAM_desc))+
-# p <- ggplot(df_spec, aes(x = Superkingdom, y = rank, color = model, fill = PFAM_desc))+
-  geom_point(position = pd)+
-  geom_line(aes(group = PFAM_desc), 
-            position = pd)+
-  scale_x_discrete(position = "top")+
-  # scale_fill_discrete(name = "PFAM Family", labels = df_spec$PFAM_desc)+
-  # scale_color_manual(values = c('#a6cee3','#1f78b4','#b2df8a','#33a02c','#fb9a99','#e31a1c','#fdbf6f','#ff7f00','#cab2d6','#6a3d9a','#ffff99','#b15928', cols1, cols2))+
-  # scale_color_manual(values = c(cols1, cols2, cols3, cols4, '#a6cee3'))+
-  # scale_color_manual(values = morecolors2)+
-  scale_color_manual(values = c('#e6194b', '#3cb44b', '#ffe119', '#4363d8', '#f58231', '#911eb4', '#46f0f0', '#f032e6', '#bcf60c', '#fabebe', '#008080', '#e6beff', '#9a6324', '#fffac8', '#800000', '#aaffc3', '#808000', '#ffd8b1', '#000075', '#808080', '#ffffff', '#000000'))+
-  # scale_color_manual(values = viridiscols)+
-  labs(x = "Superkingdom",
-       # y = "Relative Frequency",
-       y = "Rank of count",
-       color = "PFAM Family")+
-  theme(legend.position="right",
-        plot.margin = margin(l = 0, r=0))+
-  # guides(color=FALSE, fill = guide_legend(nrow=20, byrow=TRUE))
-  guides(color=guide_legend(nrow=20, byrow=TRUE))
-p <- beautifier(p)
-p
-

-
if( save) {
-  ggsave(paste0(pathImages, "PFAM_viruses_eukaryota", figureFormat), width=12, height=8, dpi = 300)
-}
-
-p <- make_it_plotly(df_spec)
-
## Loading required package: plotly
-
## 
-## Attaching package: 'plotly'
-
## The following object is masked from 'package:XVector':
-## 
-##     slice
-
## The following object is masked from 'package:IRanges':
-## 
-##     slice
-
## The following object is masked from 'package:S4Vectors':
-## 
-##     rename
-
## The following object is masked from 'package:ggplot2':
-## 
-##     last_plot
-
## The following objects are masked from 'package:plyr':
-## 
-##     arrange, mutate, rename, summarise
-
## The following object is masked from 'package:stats':
-## 
-##     filter
-
## The following object is masked from 'package:graphics':
-## 
-##     layout
-
if( save) {
-  htmlwidgets::saveWidget(widget = p, file = paste0(pathImages, "PFAM_viruses_eukaryota", ".html"))
-}
-p
-

- Proteins with TRs of Eukaryota and Viruses have very distinct PFAM-families. They share from the top-hits only the Zink-knuckle and WD40 domain repeats. In contrast to Archaeas vs Viruses, Eukaryota vs Viruses don’t share the Transcription-factor TFIIB repeat.
-Except for WD40, all top-hits from eukaryota are not found in viruses.

-
-
-

Viruses vs Archaea

-
# Summarize by Superkingdom, without Chloroplastic and mitochondrial information to reduce dublicates 
-d_superkingdom = ddply(tr_all_sp_sub, .(Superkingdom, PFAM_Name, PFAM_desc, model), 
-          summarize, 
-          count=length(ID))
-
-top_virus = subset(d_superkingdom, Superkingdom=="Viruses")
-top_virus <- top_virus[order(top_virus$count,decreasing=T)[1:TOP],]
-
-top_archaea = subset(d_superkingdom, Superkingdom=="Archaea")
-top_archaea <- top_archaea[order(top_archaea$count,decreasing=T)[1:TOP],]
-
-# extend bacteria with entries which appear in top-archaea but not in top-bacteria and vice versa.
-x <- extend_top_hits(top_virus, top_archaea, d_superkingdom)
-
-# Aggregate prokaryota and eukaryota and calculate rank of count
-df_spec <- rbind(as.data.frame(x[1]),as.data.frame(x[2])) 
-
-# Combine identical rows of df_spec
-# Identical rows can appear, when certain PFAM_families appear in proteins in mitochondria, chloroplast or none of them or a combination of the three.
-# The idea of the following three lines is:
-# For each row in df_spec
-# check if values in the columns: Superkingdom, PFAM_Name, PFAM_desc, model are the same as in the row before
-#    if they are the same (TRUE): add the value in count from row before to the current value.
-#    Remove the row before (which was identical expect the count) or keep only the current row or append only current row (with the new count-value) to new data frame
-#    if they are not the same (FALSE): append row to new dataframe
-df_spec <-df_spec %>%
-  group_by(Superkingdom, PFAM_Name, PFAM_desc, model) %>% 
-  summarise_all(sum)
-
-# Add the rank of count
-df_spec <- df_spec %>%
-  group_by(Superkingdom) %>%
-  mutate(rank = base::rank(count))
-
-## make plot
-pd <- position_dodge(0.4)
-# p <- ggplot(df_spec, aes(x = Superkingdom, y = rel_freq, color = PFAM_desc))+
-p <- ggplot(df_spec, aes(x = Superkingdom, y = rank, color = PFAM_desc))+
-# p <- ggplot(df_spec, aes(x = Superkingdom, y = rank, color = model, fill = PFAM_desc))+
-  geom_point(position = pd)+
-  geom_line(aes(group = PFAM_desc), 
-            position = pd)+
-  scale_x_discrete(position = "top")+
-  # scale_fill_discrete(name = "PFAM Family", labels = df_spec$PFAM_desc)+
-  # scale_color_manual(values = c('#a6cee3','#1f78b4','#b2df8a','#33a02c','#fb9a99','#e31a1c','#fdbf6f','#ff7f00','#cab2d6','#6a3d9a','#ffff99','#b15928', cols1, cols2))+
-  # scale_color_manual(values = c(cols1, cols2, cols3, cols4, '#a6cee3'))+
-  # scale_color_manual(values = morecolors2)+
-  scale_color_manual(values = c('#e6194b', '#3cb44b', '#ffe119', '#4363d8', '#f58231', '#911eb4', '#46f0f0', '#f032e6', '#bcf60c', '#fabebe', '#008080', '#e6beff', '#9a6324', '#fffac8', '#800000', '#aaffc3', '#808000', '#ffd8b1', '#000075', '#808080', '#ffffff', '#000000'))+
-  # scale_color_manual(values = viridiscols)+
-  labs(x = "Superkingdom",
-       # y = "Relative Frequency",
-       y = "Rank of count",
-       color = "PFAM Family")+
-  theme(legend.position="right",
-        plot.margin = margin(l = 0, r=0))+
-  # guides(color=FALSE, fill = guide_legend(nrow=20, byrow=TRUE))
-  guides(color=guide_legend(nrow=20, byrow=TRUE))
-p <- beautifier(p)
-p
-

-
if( save) {
-  ggsave(paste0(pathImages, "PFAM_viruses_archaea", figureFormat), width=12, height=8, dpi = 300)
-}
-
-p <- make_it_plotly(df_spec)
-
## Loading required package: plotly
-
## 
-## Attaching package: 'plotly'
-
## The following object is masked from 'package:XVector':
-## 
-##     slice
-
## The following object is masked from 'package:IRanges':
-## 
-##     slice
-
## The following object is masked from 'package:S4Vectors':
-## 
-##     rename
-
## The following object is masked from 'package:ggplot2':
-## 
-##     last_plot
-
## The following objects are masked from 'package:plyr':
-## 
-##     arrange, mutate, rename, summarise
-
## The following object is masked from 'package:stats':
-## 
-##     filter
-
## The following object is masked from 'package:graphics':
-## 
-##     layout
-
if( save) {
-  htmlwidgets::saveWidget(widget = p, file = paste0(pathImages, "PFAM_viruses_archaea", ".html"))
-}
-p
-

- Proteins with TRs of Archaea and Viruses have very distinct PFAM-families. They share from the top-hits only the Transcription factor TFIIB repeat.

-
-
-

Bacteria vs Eukaryota

-
# Summarize by Superkingdom, without Chloroplastic and mitochondrial information to reduce dublicates 
-d_superkingdom = ddply(tr_all_sp_sub, .(Superkingdom, PFAM_Name, PFAM_desc, model), 
-          summarize, 
-          count=length(ID))
-
-top_bacteria = subset(d_superkingdom, Superkingdom=="Bacteria")
-(top_bacteria <- top_bacteria[order(top_bacteria$count,decreasing=T)[1:TOP],])
-
##     Superkingdom       PFAM_Name
-## 157     Bacteria         Hexapep
-## 187     Bacteria            MraZ
-## 237     Bacteria    Ribosomal_L6
-## 196     Bacteria    NTP_transf_3
-## 158     Bacteria       Hexapep_2
-## 206     Bacteria            PD40
-## 55      Bacteria Acetyltransf_11
-## 177     Bacteria            LpxD
-## 264     Bacteria          TolB_N
-## 106     Bacteria   DNA_gyraseA_C
-##                                                            PFAM_desc
-## 157                  Bacterial transferase hexapeptide (six repeats)
-## 187                            MraZ protein, putative antitoxin-like
-## 237                                             Ribosomal protein L6
-## 196                                 MobA-like NTP transferase domain
-## 158                       Hexapeptide repeat of succinyl-transferase
-## 206                                  WD40-like Beta Propeller Repeat
-## 55               Udp N-acetylglucosamine O-acyltransferase; Domain 2
-## 177 UDP-3-O-[3-hydroxymyristoyl] glucosamine N-acyltransferase, LpxD
-## 264                                       TolB amino-terminal domain
-## 106                     DNA gyrase C-terminal domain, beta-propeller
-##       model count
-## 157 PF00132   928
-## 187 PF02381   320
-## 237 PF00347   317
-## 196 PF12804   244
-## 158 PF14602   223
-## 206 PF07676   164
-## 55  PF13720   158
-## 177 PF04613   127
-## 264 PF04052   115
-## 106 PF03989   100
-
top_eukaryota = subset(d_superkingdom, Superkingdom=="Eukaryota")
-top_eukaryota <-top_eukaryota[order(top_eukaryota$count,decreasing=T)[1:TOP],]
-
-# extend bacteria with entries which appear in top-archaea but not in top-bacteria and vice versa.
-x <- extend_top_hits(top_bacteria, top_eukaryota, d_superkingdom)
-
-# Aggregate prokaryota and eukaryota and calculate rank of count
-df_spec <- rbind(as.data.frame(x[1]),as.data.frame(x[2])) 
-
-# Combine identical rows of df_spec
-# Identical rows can appear, when certain PFAM_families appear in proteins in mitochondria, chloroplast or none of them or a combination of the three.
-# The idea of the following three lines is:
-# For each row in df_spec
-# check if values in the columns: Superkingdom, PFAM_Name, PFAM_desc, model are the same as in the row before
-#    if they are the same (TRUE): add the value in count from row before to the current value.
-#    Remove the row before (which was identical expect the count) or keep only the current row or append only current row (with the new count-value) to new data frame
-#    if they are not the same (FALSE): append row to new dataframe
-df_spec <-df_spec %>%
-  group_by(Superkingdom, PFAM_Name, PFAM_desc, model) %>% 
-  summarise_all(sum)
-
-# Add the rank of count
-df_spec <- df_spec %>%
-  group_by(Superkingdom) %>%
-  mutate(rank = base::rank(count))
-
-## make plot
-pd <- position_dodge(0.4)
-# p <- ggplot(df_spec, aes(x = Superkingdom, y = rel_freq, color = PFAM_desc))+
-p <- ggplot(df_spec, aes(x = Superkingdom, y = rank, color = PFAM_desc))+
-# p <- ggplot(df_spec, aes(x = Superkingdom, y = rank, color = model, fill = PFAM_desc))+
-  geom_point(position = pd)+
-  geom_line(aes(group = PFAM_desc), 
-            position = pd)+
-  scale_x_discrete(position = "top")+
-  # scale_fill_discrete(name = "PFAM Family", labels = df_spec$PFAM_desc)+
-  # scale_color_manual(values = c('#a6cee3','#1f78b4','#b2df8a','#33a02c','#fb9a99','#e31a1c','#fdbf6f','#ff7f00','#cab2d6','#6a3d9a','#ffff99','#b15928', cols1, cols2))+
-  # scale_color_manual(values = c(cols1, cols2, cols3, cols4, '#a6cee3'))+
-  # scale_color_manual(values = morecolors2)+
-  scale_color_manual(values = c('#e6194b', '#3cb44b', '#ffe119', '#4363d8', '#f58231', '#911eb4', '#46f0f0', '#f032e6', '#bcf60c', '#fabebe', '#008080', '#e6beff', '#9a6324', '#fffac8', '#800000', '#aaffc3', '#808000', '#ffd8b1', '#000075', '#808080', '#ffffff', '#000000'))+
-  # scale_color_manual(values = viridiscols)+
-  labs(x = "Superkingdom",
-       # y = "Relative Frequency",
-       y = "Rank of count",
-       color = "PFAM Family")+
-  theme(legend.position="right",
-        plot.margin = margin(l = 0, r=0))+
-  # guides(color=FALSE, fill = guide_legend(nrow=20, byrow=TRUE))
-  guides(color=guide_legend(nrow=20, byrow=TRUE))
-p <- beautifier(p)
-p
-

-
if( save) {
-  ggsave(paste0(pathImages, "PFAM_bacteria_eukaryota", figureFormat), width=12, height=8, dpi = 300)
-}
-
-p <- make_it_plotly(df_spec)
-
## Loading required package: plotly
-
## 
-## Attaching package: 'plotly'
-
## The following object is masked from 'package:XVector':
-## 
-##     slice
-
## The following object is masked from 'package:IRanges':
-## 
-##     slice
-
## The following object is masked from 'package:S4Vectors':
-## 
-##     rename
-
## The following object is masked from 'package:ggplot2':
-## 
-##     last_plot
-
## The following objects are masked from 'package:plyr':
-## 
-##     arrange, mutate, rename, summarise
-
## The following object is masked from 'package:stats':
-## 
-##     filter
-
## The following object is masked from 'package:graphics':
-## 
-##     layout
-
if( save) {
-  htmlwidgets::saveWidget(widget = p, file = paste0(pathImages, "PFAM_bacteria_eukaryota", ".html"))
-}
-p
-

- Bacteria has more TR regions in Transferase-clusters (Bacterial transferase hexapeptide and Hexapeptide repeat of succinyl-transferase) than eukaryota.

-
-
-

Overall

-
# df <- unique(as.character(top_eukaryota$PFAM_desc, top_archaea$PFAM_desc, top_bacteria$PFAM_desc, top_virus$PFAM_desc))
-top_PFAM_desc <- unique(as.character(top_eukaryota$PFAM_desc, top_archaea$PFAM_desc, top_bacteria$PFAM_desc, top_virus$PFAM_desc))
-df <- top_eukaryota
-df <- rbind(df, top_archaea)
-df <- rbind(df, top_bacteria)
-df <- rbind(df, top_virus)
-# df <- rbind(df, top_viridiplantae[,c(1,2,4,8)])
-# df <- rbind(df, top_metazoa[,c(1,2,4,8)])
-# df <- rbind(df, top_chloroplastic[,c(1,2,4,8)])
-# df <- rbind(df, top_mitochondrial[,c(1,2,4,8)])
-
-# # Add percentage
-# df <- df %>%
-#   group_by(Superkingdom, PFAM_desc) %>%
-#   summarise(n=sum(count)) %>%
-#   mutate(rel_freq = n/sum(n))
-
-# # Group Archaea and Bacteria to Prokaryota
-# df <- df %>%
-#   group_by(Superkingdom) %>%
-#   mutate(Superkingdom2 = ifelse(Superkingdom == "Archaea" | Superkingdom == "Bacteria", "Prokaryota", 
-#                                 ifelse(Superkingdom == "Eukaryota", "Eukaryota",
-#                                        ifelse(Superkingdom == "Viruses", "Viruses", NA))))
-df
-
##     Superkingdom       PFAM_Name
-## 793    Eukaryota            WD40
-## 807    Eukaryota         zf-C2H2
-## 550    Eukaryota           LRR_8
-## 421    Eukaryota       EF-hand_7
-## 696    Eukaryota           RRM_1
-## 647    Eukaryota           PPR_2
-## 645    Eukaryota             PPR
-## 541    Eukaryota             LIM
-## 762    Eukaryota           TPR_1
-## 763    Eukaryota           TPR_2
-## 38       Archaea           TFIIB
-## 7        Archaea             CBS
-## 12       Archaea            Fer4
-## 16       Archaea          Fer4_7
-## 26       Archaea     LAGLIDADG_3
-## 18       Archaea         Hexapep
-## 37       Archaea    TF_Zn_Ribbon
-## 13       Archaea         Fer4_10
-## 32       Archaea   Rad50_zn_hook
-## 34       Archaea    Ribosomal_L6
-## 157     Bacteria         Hexapep
-## 187     Bacteria            MraZ
-## 237     Bacteria    Ribosomal_L6
-## 196     Bacteria    NTP_transf_3
-## 158     Bacteria       Hexapep_2
-## 206     Bacteria            PD40
-## 55      Bacteria Acetyltransf_11
-## 177     Bacteria            LpxD
-## 264     Bacteria          TolB_N
-## 106     Bacteria   DNA_gyraseA_C
-## 882      Viruses         zf-CCHC
-## 853      Viruses         Gag_p17
-## 872      Viruses             RVP
-## 834      Viruses      Adeno_knob
-## 835      Viruses     Adeno_shaft
-## 836      Viruses             Ank
-## 871      Viruses             rve
-## 843      Viruses             BTB
-## 870      Viruses         RNase_H
-## 876      Viruses           Sushi
-##                                                            PFAM_desc
-## 793                                         WD domain, G-beta repeat
-## 807                                           Zinc finger, C2H2 type
-## 550                                              Leucine rich repeat
-## 421                                              EF-hand domain pair
-## 696          RNA recognition motif. (a.k.a. RRM, RBD, or RNP domain)
-## 647                                                PPR repeat family
-## 645                                                       PPR repeat
-## 541                                                       LIM domain
-## 762                                         Tetratricopeptide repeat
-## 763                                         Tetratricopeptide repeat
-## 38                                 Transcription factor TFIIB repeat
-## 7                                                         CBS domain
-## 12                                             4Fe-4S binding domain
-## 16                                           4Fe-4S dicluster domain
-## 26                                             LAGLIDADG-like domain
-## 18                   Bacterial transferase hexapeptide (six repeats)
-## 37                                                TFIIB zinc-binding
-## 13                                           4Fe-4S dicluster domain
-## 32                                             Rad50 zinc hook motif
-## 34                                              Ribosomal protein L6
-## 157                  Bacterial transferase hexapeptide (six repeats)
-## 187                            MraZ protein, putative antitoxin-like
-## 237                                             Ribosomal protein L6
-## 196                                 MobA-like NTP transferase domain
-## 158                       Hexapeptide repeat of succinyl-transferase
-## 206                                  WD40-like Beta Propeller Repeat
-## 55               Udp N-acetylglucosamine O-acyltransferase; Domain 2
-## 177 UDP-3-O-[3-hydroxymyristoyl] glucosamine N-acyltransferase, LpxD
-## 264                                       TolB amino-terminal domain
-## 106                     DNA gyrase C-terminal domain, beta-propeller
-## 882                                                     Zinc knuckle
-## 853                            gag gene protein p17 (matrix protein)
-## 872                                     Retroviral aspartyl protease
-## 834                           Adenoviral fibre protein (knob domain)
-## 835                   Adenoviral fibre protein (repeat/shaft region)
-## 836                                                   Ankyrin repeat
-## 871                                            Integrase core domain
-## 843                                                   BTB/POZ domain
-## 870                                                          RNase H
-## 876                                        Sushi repeat (SCR repeat)
-##       model count
-## 793 PF00400  1474
-## 807 PF00096   828
-## 550 PF13855   587
-## 421 PF13499   531
-## 696 PF00076   427
-## 647 PF13041   417
-## 645 PF01535   410
-## 541 PF00412   260
-## 762 PF00515   194
-## 763 PF07719   184
-## 38  PF00382    35
-## 7   PF00571    22
-## 12  PF00037    16
-## 16  PF12838    13
-## 26  PF14528    11
-## 18  PF00132     9
-## 37  PF08271     9
-## 13  PF13237     7
-## 32  PF04423     7
-## 34  PF00347     7
-## 157 PF00132   928
-## 187 PF02381   320
-## 237 PF00347   317
-## 196 PF12804   244
-## 158 PF14602   223
-## 206 PF07676   164
-## 55  PF13720   158
-## 177 PF04613   127
-## 264 PF04052   115
-## 106 PF03989   100
-## 882 PF00098    56
-## 853 PF00540    37
-## 872 PF00077    13
-## 834 PF00541    11
-## 835 PF00608    11
-## 836 PF00023    11
-## 871 PF00665    11
-## 843 PF00651    10
-## 870 PF00075     9
-## 876 PF00084     9
-
# extend top-eukaryota with entries which appear in top-prokaryota but not in top-eukaryota and vice versa.
-# Do this for all four Superkingdoms
-x <- extend_top_hits(top_eukaryota, top_archaea, d_superkingdom)
-x <- rbind(as.data.frame(x[1]),as.data.frame(x[2])) 
-y <- extend_top_hits(top_bacteria, top_virus, d_superkingdom)
-y <- rbind(as.data.frame(y[1]),as.data.frame(y[2])) 
-
-df_spec <- extend_top_hits(x, y, d_superkingdom)
-# Aggregate prokaryota and eukaryota and calculate rank of count
-df_spec <- rbind(as.data.frame(df_spec[1]),as.data.frame(df_spec[2])) 
-
-# Combine identical rows of df_spec
-# Identical rows can appear, when certain PFAM_families appear in proteins in mitochondria, chloroplast or none of them or a combination of the three.
-# The idea of the following three lines is:
-# For each row in df_spec
-# check if values in the columns: Superkingdom, PFAM_Name, PFAM_desc, model are the same as in the row before
-#    if they are the same (TRUE): add the value in count from row before to the current value.
-#    Remove the row before (which was identical expect the count) or keep only the current row or append only current row (with the new count-value) to new data frame
-#    if they are not the same (FALSE): append row to new dataframe
-df_spec <-df_spec %>%
-  group_by(Superkingdom, PFAM_Name, PFAM_desc, model) %>% 
-  summarise_all(sum)
-
-# Add the rank of count
-df_spec <- df_spec %>%
-  group_by(Superkingdom) %>%
-  mutate(rank = base::rank(count))
-
# # Select only those data points which appear in more than 1 Superkingdoms
-# df_spec <- df_spec %>%
-#   group_by(PFAM_desc) %>%
-#   filter(n()>1)
-# df_spec
-
-## make plot
-pd <- position_dodge(0.4)
-# p <- ggplot(df_spec, aes(x = Superkingdom, y = rel_freq, color = PFAM_desc))+
-p <- ggplot(df_spec, aes(x = Superkingdom, y = rank, color = PFAM_desc))+
-# p <- ggplot(df_spec, aes(x = Superkingdom, y = rank, color = model, fill = PFAM_desc))+
-  geom_point(position = pd)+
-  geom_line(aes(group = PFAM_desc), 
-            position = pd)+
-  scale_x_discrete(position = "top")+
-  # scale_fill_discrete(name = "PFAM Family", labels = df_spec$PFAM_desc)+
-  # scale_color_manual(values = c('#a6cee3','#1f78b4','#b2df8a','#33a02c','#fb9a99','#e31a1c','#fdbf6f','#ff7f00','#cab2d6','#6a3d9a','#ffff99','#b15928', cols1, cols2))+
-  # scale_color_manual(values = c(cols1, cols2, cols3, cols4, '#a6cee3'))+
-  # scale_color_manual(values = morecolors2)+
-  # scale_color_manual(values = c('#e6194b', '#3cb44b', '#ffe119', '#4363d8', '#f58231', '#911eb4', '#46f0f0', '#f032e6', '#bcf60c', '#fabebe', '#008080', '#e6beff', '#9a6324', '#fffac8', '#800000', '#aaffc3', '#808000', '#ffd8b1', '#000075', '#808080', '#ffffff', '#000000'))+
-  # scale_color_manual(values = viridiscols)+
-  labs(x = "Superkingdom",
-       # y = "Relative Frequency",
-       y = "Rank of count",
-       color = "PFAM Family")+
-  theme(legend.position="right",
-        plot.margin = margin(l = 0, r=0))+
-  # guides(color=FALSE, fill = guide_legend(nrow=20, byrow=TRUE))
-  guides(color=guide_legend(nrow=20, byrow=TRUE))
-p <- beautifier(p)
-p
-

-
if( save) {
-  ggsave(paste0(pathImages, "PFAM_overall", figureFormat), width=12, height=8, dpi = 300)
-}
-
d_superkingdom[grepl(d_superkingdom$PFAM_desc, pattern = "^Ankyrin"),]
-
##     Superkingdom PFAM_Name                  PFAM_desc   model count
-## 64      Bacteria       Ank             Ankyrin repeat PF00023     4
-## 65      Bacteria     Ank_2 Ankyrin repeats (3 copies) PF12796     1
-## 66      Bacteria     Ank_3             Ankyrin repeat PF13606     3
-## 301    Eukaryota       Ank             Ankyrin repeat PF00023    49
-## 302    Eukaryota     Ank_2 Ankyrin repeats (3 copies) PF12796    84
-## 303    Eukaryota     Ank_3             Ankyrin repeat PF13606    21
-## 836      Viruses       Ank             Ankyrin repeat PF00023    11
-## 837      Viruses     Ank_2 Ankyrin repeats (3 copies) PF12796     4
-## 838      Viruses     Ank_3             Ankyrin repeat PF13606     2
-
d_superkingdom[grepl(d_superkingdom$PFAM_desc, pattern = "^Tetratricopeptide"),]
-
##     Superkingdom PFAM_Name
-## 40       Archaea     TPR_1
-## 41       Archaea     TPR_2
-## 42       Archaea     TPR_8
-## 266     Bacteria     TPR_1
-## 267     Bacteria     TPR_2
-## 268     Bacteria     TPR_6
-## 269     Bacteria     TPR_7
-## 270     Bacteria     TPR_8
-## 762    Eukaryota     TPR_1
-## 763    Eukaryota     TPR_2
-## 764    Eukaryota     TPR_6
-## 765    Eukaryota     TPR_7
-## 766    Eukaryota     TPR_8
-## 774    Eukaryota   TTC5_OB
-##                                             PFAM_desc   model count
-## 40                           Tetratricopeptide repeat PF00515     3
-## 41                           Tetratricopeptide repeat PF07719     2
-## 42                           Tetratricopeptide repeat PF13181     4
-## 266                          Tetratricopeptide repeat PF00515     9
-## 267                          Tetratricopeptide repeat PF07719    43
-## 268                          Tetratricopeptide repeat PF13174     2
-## 269                          Tetratricopeptide repeat PF13176     5
-## 270                          Tetratricopeptide repeat PF13181     9
-## 762                          Tetratricopeptide repeat PF00515   194
-## 763                          Tetratricopeptide repeat PF07719   184
-## 764                          Tetratricopeptide repeat PF13174     9
-## 765                          Tetratricopeptide repeat PF13176    15
-## 766                          Tetratricopeptide repeat PF13181   104
-## 774 Tetratricopeptide repeat protein 5 OB fold domain PF16669     1
-
df_spec[grepl(df_spec$PFAM_desc, pattern = "^WD"),]
-
## # A tibble: 3 x 6
-## # Groups:   Superkingdom [3]
-##   Superkingdom PFAM_Name PFAM_desc                       model  count  rank
-##   <chr>        <fct>     <fct>                           <fct>  <int> <dbl>
-## 1 Bacteria     PD40      WD40-like Beta Propeller Repeat PF076…   164    10
-## 2 Eukaryota    WD40      WD domain, G-beta repeat        PF004…  1474    19
-## 3 Viruses      WD40      WD domain, G-beta repeat        PF004…     1     1
-
d_superkingdom[grepl(d_superkingdom$PFAM_desc, pattern = "^WD"),]
-
##     Superkingdom  PFAM_Name
-## 206     Bacteria       PD40
-## 278     Bacteria       WD40
-## 618    Eukaryota       PD40
-## 748    Eukaryota TFIID_NTD2
-## 793    Eukaryota       WD40
-## 880      Viruses       WD40
-##                                                PFAM_desc   model count
-## 206                      WD40-like Beta Propeller Repeat PF07676   164
-## 278                             WD domain, G-beta repeat PF00400     9
-## 618                      WD40-like Beta Propeller Repeat PF07676     6
-## 748 WD40 associated region in TFIID subunit, NTD2 domain PF04494     7
-## 793                             WD domain, G-beta repeat PF00400  1474
-## 880                             WD domain, G-beta repeat PF00400     1
-

since overall plot is a bit messy, let’s try with plotly:

-
# install.packages("plotly")
-require(plotly)
-
## Loading required package: plotly
-
## 
-## Attaching package: 'plotly'
-
## The following object is masked from 'package:XVector':
-## 
-##     slice
-
## The following object is masked from 'package:IRanges':
-## 
-##     slice
-
## The following object is masked from 'package:S4Vectors':
-## 
-##     rename
-
## The following object is masked from 'package:ggplot2':
-## 
-##     last_plot
-
## The following objects are masked from 'package:plyr':
-## 
-##     arrange, mutate, rename, summarise
-
## The following object is masked from 'package:stats':
-## 
-##     filter
-
## The following object is masked from 'package:graphics':
-## 
-##     layout
-
require(htmlwidgets)
-
-df_spec$textlabel <- paste("PFAM-Name: ", df_spec$PFAM_Name, "\n",
-                           "PFAM-Desc.: ", df_spec$PFAM_desc, "\n",
-                           "PFAM-Acce.: ", df_spec$model)
-# # Pure plotly, no jitter
-# p <- plot_ly(data = df_spec, x = ~Superkingdom, y = ~rank, color = ~PFAM_desc,
-#              type = "scatter", mode = "marker", 
-#              colors = morecolors, 
-#              text = ~textlabel, hoverinfo = 'text') %>%
-#   add_trace(y =~PFAM_desc, mode = "lines") %>%
-#    layout(xaxis = list(side ="top"))
-# htmlwidgets::saveWidget(widget = p, file = paste0(pathImages, "PFAM_overall", ".html"))
-
-# Using ggplotly, with jitter
-pd <- position_dodge(0.4)
-p <- ggplot(df_spec, aes(x = Superkingdom, y = rank, color = PFAM_desc, text = textlabel))+
-  geom_point(position = pd)+
-  geom_line(aes(group = PFAM_desc), 
-            position = pd)+
-  scale_x_discrete(position = "top")+
-  scale_color_manual(values = morecolors2)+
-  labs(x = "Superkingdom",
-       y = "Rank of count",
-       color = "PFAM Family")+
-  theme(legend.position="right",
-        plot.margin = margin(l = 0, r=0))+
-  guides(color=guide_legend(nrow=20, byrow=TRUE))
-p <- beautifier(p)
-p <- ggplotly(p, tooltip = "text") %>%
-   layout(xaxis = list(side ="top",
-                       tickangle=45))
-
-if( save) {
-  htmlwidgets::saveWidget(widget = p, file = paste0(pathImages, "PFAM_overall", ".html"))
-}
-p
-
- -
# unload plotly and htmlwidgets, as they mask many objects
-detach("package:plotly", unload = TRUE)
-detach("package:htmlwidgets", unload = TRUE)
-
## Warning: 'htmlwidgets' namespace cannot be unloaded:
-##   namespace 'htmlwidgets' is imported by 'rgl', 'manipulateWidget' so cannot be unloaded
-
-

Add PFAM information from other regions of the protein

-

TODO: necessary?

-
# pfam_map2 <- read.delim("/home/matteo/polybox/MSc_ACLS/swissrepeat/data/uniprot-filtered-reviewed_yes.tab", sep="\t", header = TRUE, quote = "")
-# 
-# path_protID2PFAM <- "data/uniprot-filtered-reviewed_yes.tab"
-# load_protID2PFAM <- function(path){
-#   path = paste(local_base_path, path, sep=local_path_separator)
-#   pfam_map = read.csv(path, sep="\t", header=TRUE, quote="", stringsAsFactors = FALSE)
-#   pfam_map = plyr::rename(pfam_map, c("Entry"="ID", 
-#                                       "Cross.reference..Pfam."="PFAM_ID")) %>%
-#     select(ID, PFAM_ID)
-#   return(pfam_map)}
-# pfam_map <- load_protID2PFAM(path_protID2PFAM) 
-# d_sub %>%
-#   left_join(pfam_map, by = "ID")
-# str(pfam_map)
-# head(pfam_map)
-# head(d_sub)
-# pfam_map[which(pfam_map$ID == "A0A0C5CJR8"),]
-# d_sub[which(d_sub$ID == "A0A0C5CJR8"),]
-
-
- - - - -
- - - - - - - - diff --git a/results/swissprot_virus-virushost_parasite-parasitehost.html b/results/swissprot_virus-virushost_parasite-parasitehost.html deleted file mode 100644 index 084d51c..0000000 --- a/results/swissprot_virus-virushost_parasite-parasitehost.html +++ /dev/null @@ -1,35156 +0,0 @@ - - - - - - - - - - - - - -Virus - Virushost Species. - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
- - - - - - - - - - - - - - - - - -
-

Housekeeping

-
##          used (Mb) gc trigger (Mb) max used (Mb)
-## Ncells 460256 24.6    1001191 53.5   627651 33.6
-## Vcells 904759  7.0    8388608 64.0  1752011 13.4
-
-
-

Data Loading

-
-
-

Viral Proteins and their TRs

-

Label each TR with a TR_identifier.

-
## Problem: one Protein can have several TRs. To know (later when dataframe in long format) how many TRs a protein has, label them with an identifier.
-# nrow(tr_all_sp) # number of TRs
-# length(unique(tr_all_sp$ID)) # number of proteins with TRs
-tr_all_sp <- tr_all_sp %>% 
-  mutate(TR_id = row_number())
-
-str(tr_all_sp)
-
## 'data.frame':    377134 obs. of  37 variables:
-##  $ ID                       : Factor w/ 262720 levels "A0A023PXA5","A0A023PXB0",..: 1 2 3 4 5 6 7 8 9 10 ...
-##  $ MSA                      : Factor w/ 297693 levels "---------------------------------------------------------------------------------------------------------------"| __truncated__,..: 22427 285374 103298 103116 215173 145768 236582 153328 102243 160289 ...
-##  $ begin                    : int  17 7 8 40 32 91 54 86 79 25 ...
-##  $ pvalue                   : num  0.0019 0.0049 0.0001 0.0001 0 ...
-##  $ l_effective              : int  9 8 4 4 3 2 4 3 4 3 ...
-##  $ n                        : int  2 3 2 2 2 4 2 2 2 2 ...
-##  $ n_effective              : num  2 3 2 2 2 4 2 2 2 2 ...
-##  $ TRD                      : Factor w/ 4 levels "HHrepID","PFAM",..: 1 1 4 4 4 4 4 4 4 4 ...
-##  $ model                    : Factor w/ 1121 levels "cpHMM","None",..: 2 2 2 2 2 2 2 1 2 2 ...
-##  $ disordered_overlap       : int  0 0 0 0 2 0 0 2 0 0 ...
-##  $ total_repeat_length      : num  18 24 8 8 6 8 8 6 8 6 ...
-##  $ center                   : num  25.5 18.5 11.5 43.5 34.5 94.5 57.5 88.5 82.5 27.5 ...
-##  $ l_type                   : chr  "small" "small" "small" "small" ...
-##  $ fraction_disordered_chars: num  0 0 0 0 0.333 ...
-##  $ protein_name             : chr  "Putative uncharacterized protein YAL019W-A" "Putative uncharacterized protein YAR019W-A" "Putative uncharacterized membrane protein YEL053W-A" "Putative uncharacterized membrane protein YFL015W-A" ...
-##  $ Length                   : int  189 110 115 105 117 106 106 105 101 129 ...
-##  $ Superkingdom             : chr  "Eukaryota" "Eukaryota" "Eukaryota" "Eukaryota" ...
-##  $ Kingdom                  : chr  "Fungi" "Fungi" "Fungi" "Fungi" ...
-##  $ Order                    : chr  "Saccharomycetales (budding yeasts)" "Saccharomycetales (budding yeasts)" "Saccharomycetales (budding yeasts)" "Saccharomycetales (budding yeasts)" ...
-##  $ Class                    : chr  "Saccharomycetes" "Saccharomycetes" "Saccharomycetes" "Saccharomycetes" ...
-##  $ Family                   : chr  "Saccharomycetaceae" "Saccharomycetaceae" "Saccharomycetaceae" "Saccharomycetaceae" ...
-##  $ Species                  : chr  "Saccharomyces cerevisiae (Baker's yeast)" "Saccharomyces cerevisiae (Baker's yeast)" "Saccharomyces cerevisiae (Baker's yeast)" "Saccharomyces cerevisiae (Baker's yeast)" ...
-##  $ Species_ID               : int  4932 4932 4932 4932 4932 4932 4932 4932 4932 4932 ...
-##  $ DisProt_ID               : chr  "" "" "" "" ...
-##  $ MobiDB_ID                : logi  NA NA NA NA NA NA ...
-##  $ virus_hosts              : chr  "" "" "" "" ...
-##  $ OrthoDB_ID               : chr  "" "" "" "" ...
-##  $ OMA_ID                   : chr  "" "" "" "" ...
-##  $ is_chloroplastic         : logi  FALSE FALSE FALSE FALSE FALSE FALSE ...
-##  $ is_mitochondrial         : logi  FALSE FALSE FALSE FALSE FALSE FALSE ...
-##  $ origin                   : chr  "Fungi (Eukaryota)" "Fungi (Eukaryota)" "Fungi (Eukaryota)" "Fungi (Eukaryota)" ...
-##  $ has_tr                   : logi  TRUE TRUE TRUE TRUE TRUE TRUE ...
-##  $ has_homo_tr              : logi  FALSE FALSE FALSE FALSE FALSE FALSE ...
-##  $ has_micro_tr             : logi  FALSE FALSE FALSE FALSE TRUE TRUE ...
-##  $ has_short_tr             : logi  TRUE TRUE TRUE TRUE FALSE FALSE ...
-##  $ has_domain_tr            : logi  FALSE FALSE FALSE FALSE FALSE FALSE ...
-##  $ TR_id                    : int  1 2 3 4 5 6 7 8 9 10 ...
-

From all Tandem Repeats, select only those which are viral (Superkingdom = Viruses) and have a known Virushost.

-
# filter all tandem repeat containing proteins from Swissprot which have annotated virushosts
-tr_all_sp_virus <- tr_all_sp[!(tr_all_sp$virus_hosts == ""),]
-str(tr_all_sp_virus)
-
## 'data.frame':    13263 obs. of  37 variables:
-##  $ ID                       : Factor w/ 262720 levels "A0A023PXA5","A0A023PXB0",..: 243 243 243 1572 1572 1573 1574 1574 1592 1609 ...
-##  $ MSA                      : Factor w/ 297693 levels "---------------------------------------------------------------------------------------------------------------"| __truncated__,..: 158300 281920 266720 291871 164231 261031 256283 101819 51346 50146 ...
-##  $ begin                    : int  574 1517 3194 1312 1868 214 202 178 181 2110 ...
-##  $ pvalue                   : num  2e-04 2e-04 0e+00 2e-04 2e-04 ...
-##  $ l_effective              : int  3 3 3 4 4 4 3 8 4 3 ...
-##  $ n                        : int  3 2 2 2 2 2 3 2 2 2 ...
-##  $ n_effective              : num  2.67 2 2 2 2 ...
-##  $ TRD                      : Factor w/ 4 levels "HHrepID","PFAM",..: 4 4 4 4 4 4 4 1 4 4 ...
-##  $ model                    : Factor w/ 1121 levels "cpHMM","None",..: 1 1 1 1 1 2 2 2 2 2 ...
-##  $ disordered_overlap       : int  8 0 5 0 0 0 0 0 0 0 ...
-##  $ total_repeat_length      : num  8 6 6 8 8 8 7 16 8 6 ...
-##  $ center                   : num  578 1520 3196 1316 1872 ...
-##  $ l_type                   : chr  "micro" "micro" "micro" "small" ...
-##  $ fraction_disordered_chars: num  1 0 0.833 0 0 ...
-##  $ protein_name             : chr  "Genome polyprotein [Cleaved into: P1 proteinase (EC 3.4.-.-) (N-terminal protein); Helper component proteinase "| __truncated__ "Genome polyprotein [Cleaved into: P1 proteinase (EC 3.4.-.-) (N-terminal protein); Helper component proteinase "| __truncated__ "Genome polyprotein [Cleaved into: P1 proteinase (EC 3.4.-.-) (N-terminal protein); Helper component proteinase "| __truncated__ "Replicase polyprotein 1ab (ORF1ab polyprotein) [Cleaved into: Nsp1 (EC 3.4.22.-); Nsp1-alpha papain-like cystei"| __truncated__ ...
-##  $ Length                   : int  3491 3491 3491 3838 3838 249 265 265 763 2216 ...
-##  $ Superkingdom             : chr  "Viruses" "Viruses" "Viruses" "Viruses" ...
-##  $ Kingdom                  : chr  "" "" "" "" ...
-##  $ Order                    : chr  "" "" "" "Nidovirales" ...
-##  $ Class                    : chr  "" "" "" "" ...
-##  $ Family                   : chr  "Potyviridae" "Potyviridae" "Potyviridae" "Arteriviridae" ...
-##  $ Species                  : chr  "Blackberry virus Y" "Blackberry virus Y" "Blackberry virus Y" "Porcine reproductive and respiratory syndrome virus (PRRSV)" ...
-##  $ Species_ID               : int  323118 323118 323118 28344 28344 28344 28344 28344 NA NA ...
-##  $ DisProt_ID               : chr  "" "" "" "" ...
-##  $ MobiDB_ID                : logi  NA NA NA NA NA NA ...
-##  $ virus_hosts              : chr  "Rubus plicatus [TaxID: 211815]" "Rubus plicatus [TaxID: 211815]" "Rubus plicatus [TaxID: 211815]" "Sus scrofa (Pig) [TaxID: 9823]" ...
-##  $ OrthoDB_ID               : chr  "" "" "" "" ...
-##  $ OMA_ID                   : chr  "" "" "" "" ...
-##  $ is_chloroplastic         : logi  FALSE FALSE FALSE FALSE FALSE FALSE ...
-##  $ is_mitochondrial         : logi  FALSE FALSE FALSE FALSE FALSE FALSE ...
-##  $ origin                   : chr  "Virus" "Virus" "Virus" "Virus" ...
-##  $ has_tr                   : logi  TRUE TRUE TRUE TRUE TRUE TRUE ...
-##  $ has_homo_tr              : logi  FALSE FALSE FALSE FALSE FALSE FALSE ...
-##  $ has_micro_tr             : logi  TRUE TRUE TRUE FALSE FALSE FALSE ...
-##  $ has_short_tr             : logi  FALSE FALSE FALSE TRUE TRUE TRUE ...
-##  $ has_domain_tr            : logi  FALSE FALSE FALSE FALSE FALSE FALSE ...
-##  $ TR_id                    : int  294 295 296 1835 1836 1837 1838 1839 1879 1900 ...
-
# no. of viral proteins in Swissprot
-length(unique(sp_all$ID[which(sp_all$Superkingdom == "Viruses")]))
-
## [1] 16605
-
nrow(sp_all[which(sp_all$Superkingdom == "Viruses"),])
-
## [1] 16605
-
# no. of viral proteins in Swissprot containing TRs
-length(unique(tr_all_sp$ID[which(tr_all_sp$Superkingdom == "Viruses")]))
-
## [1] 7237
-
# no. of TRs found in viral proteins in Swissprot 
-nrow(tr_all_sp[which(tr_all_sp$Superkingdom == "Viruses"),])
-
## [1] 13337
-
# contingency table of all TR sequences found in viral proteins. 
-tr_all_sp_virus$ID <- factor(tr_all_sp_virus$ID, levels = unique(tr_all_sp_virus$ID)) # drop unused levels
-table(table(tr_all_sp_virus$ID))
-
## 
-##    1    2    3    4    5    6    7    8    9   10   11   12   13   14   15 
-## 4227 1622  667  317  142   83   46   25   23   11   12    7    2    5    1 
-##   17   18   23   24   32 
-##    2    2    1    1    1
-
# no. of viral proteins in Swissprot with annotated virus host
-length(unique(sp_all$ID[which(sp_all$Superkingdom == "Viruses" & !sp_all$virus_hosts == "" & !is.na(sp_all$virus_hosts))]))
-
## [1] 16531
-
# no. of viral proteins in Swissprot containing TRs and annotated virus hosts
-length(unique(tr_all_sp_virus$ID))
-
## [1] 7197
-
# no. of TRs found in viral proteins and annotated virus hosts
-length(tr_all_sp_virus$ID)
-
## [1] 13263
-
# % of viral proteins all viral proteins in swissprot
-round(
-  length(unique(sp_all$ID[which(sp_all$Superkingdom == "Viruses")])) / length(unique(sp_all$ID)), 3)
-
## [1] 0.03
-
# % of viral proteins with 1 TR of all viral proteins in swissprot
-round(
-  length(unique(tr_all_sp$ID[which(tr_all_sp$Superkingdom == "Viruses")])) / length(unique(sp_all$ID[which(sp_all$Superkingdom == "Viruses")])), 3)
-
## [1] 0.436
-
# % of viral proteins with >= 4 TR of all viral proteins in swissprot
-morethan4 <- subset(data.frame(table(tr_all_sp$ID[which(tr_all_sp$Superkingdom == "Viruses")])), Freq >= 4)
-round(
-  nrow(morethan4) / length(unique(sp_all$ID[which(sp_all$Superkingdom == "Viruses")])), 3)
-
## [1] 0.041
-

Of the 16605 viral proteins in Swissprot KB, 7237 viral proteins contain at least one TR. In total we could detect 13337 TR-regions in viral proteins. (this info is already summarized in the table). We found further that of the 7237 viral proteins with TRs, 4227 have 1 TR, 1622 have 2TRs, 667 have 3TRs. Almost all viral proteins from Swissprot were annotated with the viral host (16531 proteins) and of those, 7197 contain at least one TR. Overall we could find 13263 TR-regions with annotated viral host. Of all curated proteins in Swissprot, 3% come from viruses. From all viral proteins, 43.6% contain at least one TR and 4.1% contain \(\geq 4\) TR. NOTE: (200) more viral proteins and ~2000 proteins with TR less detected than julia msc thesis

-
-
-

Virus host species and their TRs

-

Viral TRs can be found in multiple species. To get a tidy list, we put each host species in a single row and add two more columns with the Species taxonomic identifier of which the Superkingdom is determined by calling the NCBI Taxonomic Database.

-
## split the TR with multiple virus-hosts to get single entries for each virus host
-tr_all_sp_virus.long <- tr_all_sp_virus %>%
-  mutate(virus_hosts = strsplit(as.character(virus_hosts), "; ")) %>%
-  unnest(virus_hosts)
-
-## add column with virus_host_superkingdom: found by Species ID 
-tr_all_sp_virus.long$Species_ID_virushost <- as.numeric(gsub("\\D", "", tr_all_sp_virus.long$virus_hosts)) # extract the TaxID from each virushost and add it as a seperate column
-# tr_all_sp_virus.long$Superkingdom_virushost <- simplify2array(
-#   mclapply(tr_all_sp_virus.long$Species_ID_virushost, FUN = function(x){
-#     ifelse(x %in% sp_all$Species_ID, sp_all$Superkingdom[which(sp_all$Species_ID == x)], NA)},
-#     mc.cores = 7))
-#NOTE: works, but gives many NAs as it relies on the the species listed in swissprot.
-
-## add column with virus_host_superkingdom: found in NCBI https://www.ncbi.nlm.nih.gov/Taxonomy/TaxIdentifier/tax_identifier.cgi
-# write_csv(as.data.frame(tr_all_sp_virus.long$Species_ID_virushost), "/home/matteo/polybox/MSc_ACLS/swissrepeat/data/species_id_virushost2lineage.csv", col_names = FALSE)
-#NOTE: Server crashed when manually uploaded.
-
-# different approach with library taxize
-# species_ID2Superkingdom <- classification(tr_all_sp_virus.long$Species_ID_virushost, db = "ncbi", callopts=list(http_version = 0L)) # check local_config.R for setting up an API key.
-# # Curl trubleshooting (I got http2 error):
-# # 1. update curl: 
-# # install.packages("curl")
-# # 2. try this:
-# # httr::set_config(httr::config(http_version = 0))
-# NOTE: HTTP error 500 or curl error...
-# 
-# get_superkingdom <- function(species_id){
-#   return(classification(species_id, db = "ncbi")[[1]][2,1])
-# }
-# 
-# tr_all_sp_virus.long$Superkingdom_virushost[1:20] <- simplify2array(
-#   mclapply(tr_all_sp_virus.long$Species_ID_virushost[1:20], FUN = get_superkingdom,
-#     mc.cores = numcores))
-
-# Different approach with taxonomy file from NCBI Taxonomy database
-# manually downloaded NCBI taxonomy categories file:
-# read .dmp file which looks like tab separated
-taxid2superkingdom <- read.delim("/home/matteo/polybox/MSc_ACLS/swissrepeat/data/categories.dmp", header = FALSE, sep = "\t")
-colnames(taxid2superkingdom) <- c("superkingdom", "species_taxid", "taxid") # see readme file in data folder for detailed description
-taxid2superkingdom$superkingdom <- as.factor(taxid2superkingdom$superkingdom)
-
-tr_all_sp_virus.long$Superkingdom_virushost <- simplify2array(
-  mclapply(tr_all_sp_virus.long$Species_ID_virushost, FUN = function(x){
-    ifelse(x %in% taxid2superkingdom$taxid, as.character(taxid2superkingdom$superkingdom[which(taxid2superkingdom$taxid == x)]), NA)},
-    mc.cores = 7))
-
-# replace single letters with full names
-tr_all_sp_virus.long$Superkingdom_virushost[tr_all_sp_virus.long$Superkingdom_virushost == "E"] <- "Eukaryotic viruses"
-tr_all_sp_virus.long$Superkingdom_virushost[tr_all_sp_virus.long$Superkingdom_virushost == "B"] <- "Bacterial viruses"
-tr_all_sp_virus.long$Superkingdom_virushost[tr_all_sp_virus.long$Superkingdom_virushost == "A"] <- "archaeal viruses"
-
-# set levels to Species_virushost and Superkingdom_virushost
-tr_all_sp_virus.long$Species_ID_virushost <- factor(tr_all_sp_virus.long$Species_ID_virushost, levels = unique(tr_all_sp_virus.long$Species_ID_virushost))
-tr_all_sp_virus.long$Superkingdom_virushost <- factor(tr_all_sp_virus.long$Superkingdom_virushost, levels = unique(tr_all_sp_virus.long$Superkingdom_virushost))
-tr_all_sp_virus.long$TR_id <- factor(tr_all_sp_virus.long$TR_id, levels = unique(tr_all_sp_virus.long$TR_id))
-
-

Summary statistics about the virushost superkingdom:

-
# no. of different virushosts
-length(unique(tr_all_sp_virus.long$Species_ID_virushost))
-
## [1] 771
-
# # how often each virus host superkingdom appears in TR
-table(tr_all_sp_virus.long$Superkingdom_virushost)
-
## 
-## Eukaryotic viruses  Bacterial viruses   archaeal viruses 
-##              19512                671                209
-
# % of superkingdom
-eukaryotic_virushost_fraction <- round(table(tr_all_sp_virus.long$Superkingdom_virushost)[[1]]/nrow(tr_all_sp_virus.long),3)
-eukaryotic_virushost_fraction
-
## [1] 0.814
-
bacterial_virushost_fraction <- round(table(tr_all_sp_virus.long$Superkingdom_virushost)[[2]]/nrow(tr_all_sp_virus.long),3)
-bacterial_virushost_fraction
-
## [1] 0.028
-
archaeal_virushost_fraction <- round(table(tr_all_sp_virus.long$Superkingdom_virushost)[[3]]/nrow(tr_all_sp_virus.long),3)
-archaeal_virushost_fraction
-
## [1] 0.009
-
str(tr_all_sp_virus.long)
-
## 'data.frame':    23971 obs. of  39 variables:
-##  $ ID                       : Factor w/ 7197 levels "A0AUJ5","A0MD28",..: 1 1 1 2 2 3 4 4 5 6 ...
-##  $ MSA                      : Factor w/ 297693 levels "---------------------------------------------------------------------------------------------------------------"| __truncated__,..: 158300 281920 266720 291871 164231 261031 256283 101819 51346 50146 ...
-##  $ begin                    : int  574 1517 3194 1312 1868 214 202 178 181 2110 ...
-##  $ pvalue                   : num  2e-04 2e-04 0e+00 2e-04 2e-04 ...
-##  $ l_effective              : int  3 3 3 4 4 4 3 8 4 3 ...
-##  $ n                        : int  3 2 2 2 2 2 3 2 2 2 ...
-##  $ n_effective              : num  2.67 2 2 2 2 ...
-##  $ TRD                      : Factor w/ 4 levels "HHrepID","PFAM",..: 4 4 4 4 4 4 4 1 4 4 ...
-##  $ model                    : Factor w/ 1121 levels "cpHMM","None",..: 1 1 1 1 1 2 2 2 2 2 ...
-##  $ disordered_overlap       : int  8 0 5 0 0 0 0 0 0 0 ...
-##  $ total_repeat_length      : num  8 6 6 8 8 8 7 16 8 6 ...
-##  $ center                   : num  578 1520 3196 1316 1872 ...
-##  $ l_type                   : chr  "micro" "micro" "micro" "small" ...
-##  $ fraction_disordered_chars: num  1 0 0.833 0 0 ...
-##  $ protein_name             : chr  "Genome polyprotein [Cleaved into: P1 proteinase (EC 3.4.-.-) (N-terminal protein); Helper component proteinase "| __truncated__ "Genome polyprotein [Cleaved into: P1 proteinase (EC 3.4.-.-) (N-terminal protein); Helper component proteinase "| __truncated__ "Genome polyprotein [Cleaved into: P1 proteinase (EC 3.4.-.-) (N-terminal protein); Helper component proteinase "| __truncated__ "Replicase polyprotein 1ab (ORF1ab polyprotein) [Cleaved into: Nsp1 (EC 3.4.22.-); Nsp1-alpha papain-like cystei"| __truncated__ ...
-##  $ Length                   : int  3491 3491 3491 3838 3838 249 265 265 763 2216 ...
-##  $ Superkingdom             : chr  "Viruses" "Viruses" "Viruses" "Viruses" ...
-##  $ Kingdom                  : chr  "" "" "" "" ...
-##  $ Order                    : chr  "" "" "" "Nidovirales" ...
-##  $ Class                    : chr  "" "" "" "" ...
-##  $ Family                   : chr  "Potyviridae" "Potyviridae" "Potyviridae" "Arteriviridae" ...
-##  $ Species                  : chr  "Blackberry virus Y" "Blackberry virus Y" "Blackberry virus Y" "Porcine reproductive and respiratory syndrome virus (PRRSV)" ...
-##  $ Species_ID               : int  323118 323118 323118 28344 28344 28344 28344 28344 NA NA ...
-##  $ DisProt_ID               : chr  "" "" "" "" ...
-##  $ MobiDB_ID                : logi  NA NA NA NA NA NA ...
-##  $ OrthoDB_ID               : chr  "" "" "" "" ...
-##  $ OMA_ID                   : chr  "" "" "" "" ...
-##  $ is_chloroplastic         : logi  FALSE FALSE FALSE FALSE FALSE FALSE ...
-##  $ is_mitochondrial         : logi  FALSE FALSE FALSE FALSE FALSE FALSE ...
-##  $ origin                   : chr  "Virus" "Virus" "Virus" "Virus" ...
-##  $ has_tr                   : logi  TRUE TRUE TRUE TRUE TRUE TRUE ...
-##  $ has_homo_tr              : logi  FALSE FALSE FALSE FALSE FALSE FALSE ...
-##  $ has_micro_tr             : logi  TRUE TRUE TRUE FALSE FALSE FALSE ...
-##  $ has_short_tr             : logi  FALSE FALSE FALSE TRUE TRUE TRUE ...
-##  $ has_domain_tr            : logi  FALSE FALSE FALSE FALSE FALSE FALSE ...
-##  $ TR_id                    : Factor w/ 13263 levels "294","295","296",..: 1 2 3 4 5 6 7 8 9 10 ...
-##  $ virus_hosts              : chr  "Rubus plicatus [TaxID: 211815]" "Rubus plicatus [TaxID: 211815]" "Rubus plicatus [TaxID: 211815]" "Sus scrofa (Pig) [TaxID: 9823]" ...
-##  $ Species_ID_virushost     : Factor w/ 771 levels "211815","9823",..: 1 1 1 2 2 2 2 2 3 4 ...
-##  $ Superkingdom_virushost   : Factor w/ 3 levels "Eukaryotic viruses",..: 1 1 1 1 1 1 1 1 2 1 ...
-
unique(tr_all_sp_virus.long$Superkingdom_virushost)
-
## [1] Eukaryotic viruses Bacterial viruses  <NA>              
-## [4] archaeal viruses  
-## Levels: Eukaryotic viruses Bacterial viruses archaeal viruses
-

771 different virus host species were found in viral Proteins containing TRs (and are annotated in Swissprot). 81.4% of viral TRs have a eukaryotic host organism but only 2.8% have a bacterial host organism and 0.9% have archaeal hosts.

-

CONCERN: biased data: more intensively investigated species (model organisms and humans) appear more often.

-
x <- data.frame(table(tr_all_sp_virus.long$Species_ID_virushost)) # get counts of each virus host species tax id's
-x <- x[order(x$Freq, decreasing = TRUE),] # list the species_id which appears the most at top
-x <- x[1:100,] # look only at a subsection. Not to overload NCBI servers with requests ;-)
-
-get_taxname <- function(species_id){
-  evo_tree <- classification(as.character(species_id), db = "ncbi", callopts=list(http_version = 0L))[[1]]
-  return(evo_tree[nrow(evo_tree),1])
-}
-
-x$taxname_virushost[1:20] <- simplify2array(
-  lapply(x$Var1[1:20], FUN = get_taxname)) # mclapply doesn't work (too many requests ^^)
-x
-
##       Var1 Freq        taxname_virushost
-## 10    9606 5187             Homo sapiens
-## 2     9823 1328               Sus scrofa
-## 53    5757 1277   Acanthamoeba polyphaga
-## 14    8782  626                     Aves
-## 11    9913  617               Bos taurus
-## 64    9796  545           Equus caballus
-## 71    6937  510             Ornithodoros
-## 72   85517  418 Phacochoerus aethiopicus
-## 73   41426  418   Phacochoerus africanus
-## 74  273792  418   Potamochoerus larvatus
-## 35   10090  354             Mus musculus
-## 30    9598  305          Pan troglodytes
-## 3      562  290         Escherichia coli
-## 165   9031  270            Gallus gallus
-## 135   7108  220    Spodoptera frugiperda
-## 131   6997  211        Acheta domesticus
-## 132 168631  211       Chilo suppressalis
-## 133   6999  211      Gryllus bimaculatus
-## 134  58607  211       Gryllus campestris
-## 146   9685  172              Felis catus
-## 65    9709  150             Homo sapiens
-## 68    7088  148               Sus scrofa
-## 269   9527  111   Acanthamoeba polyphaga
-## 598   7163  111                     Aves
-## 178   9940  110               Bos taurus
-## 197   9721  110           Equus caballus
-## 7     4081  109             Ornithodoros
-## 599  42431  101 Phacochoerus aethiopicus
-## 600 332058  101   Phacochoerus africanus
-## 601 310513  101   Potamochoerus larvatus
-## 602 329105  101             Mus musculus
-## 603   7183  101          Pan troglodytes
-## 402   8404   99         Escherichia coli
-## 426   8295   98            Gallus gallus
-## 427  30343   98    Spodoptera frugiperda
-## 428   8316   98        Acheta domesticus
-## 429  45438   98       Chilo suppressalis
-## 285   9103   95      Gryllus bimaculatus
-## 127  10116   94       Gryllus campestris
-## 9     4113   91              Felis catus
-## 27  269667   91             Homo sapiens
-## 198   9615   91               Sus scrofa
-## 160   9691   89   Acanthamoeba polyphaga
-## 161   9694   89                     Aves
-## 244   9534   89               Bos taurus
-## 176   9925   88           Equus caballus
-## 67   33414   86             Ornithodoros
-## 156   9785   82 Phacochoerus aethiopicus
-## 166   8976   80   Phacochoerus africanus
-## 657  29159   79   Potamochoerus larvatus
-## 658   6579   79             Mus musculus
-## 21    4513   74          Pan troglodytes
-## 52    1423   74         Escherichia coli
-## 83    9927   74            Gallus gallus
-## 91    3885   74    Spodoptera frugiperda
-## 26    4530   72        Acheta domesticus
-## 196   9793   71       Chilo suppressalis
-## 183   7158   69      Gryllus bimaculatus
-## 162   7742   68       Gryllus campestris
-## 495   7996   67              Felis catus
-## 179   7159   66             Homo sapiens
-## 661 152276   64               Sus scrofa
-## 18   40674   63   Acanthamoeba polyphaga
-## 112   4577   60                     Aves
-## 29    9539   59               Bos taurus
-## 337  89399   59           Equus caballus
-## 271   9521   57             Ornithodoros
-## 13    9544   56 Phacochoerus aethiopicus
-## 117  10144   55   Phacochoerus africanus
-## 335 196889   55   Potamochoerus larvatus
-## 23    4565   54             Mus musculus
-## 126  36483   54          Pan troglodytes
-## 142   3847   54         Escherichia coli
-## 6     4097   53            Gallus gallus
-## 167   9681   53    Spodoptera frugiperda
-## 148   1763   52        Acheta domesticus
-## 37   43080   50       Chilo suppressalis
-## 159  90371   50      Gryllus bimaculatus
-## 283   9986   48       Gryllus campestris
-## 484   9407   48              Felis catus
-## 81     543   47             Homo sapiens
-## 173   9995   44               Sus scrofa
-## 121  29760   43   Acanthamoeba polyphaga
-## 242    287   43                     Aves
-## 78  161934   40               Bos taurus
-## 171   9850   38           Equus caballus
-## 209   9891   38             Ornithodoros
-## 213   3705   38 Phacochoerus aethiopicus
-## 182 314293   37   Phacochoerus africanus
-## 226   4236   37   Potamochoerus larvatus
-## 28    9536   36             Mus musculus
-## 92    3906   36          Pan troglodytes
-## 5     4072   35         Escherichia coli
-## 79    3562   35            Gallus gallus
-## 86    3659   35    Spodoptera frugiperda
-## 87    3663   35        Acheta domesticus
-## 143   3888   35       Chilo suppressalis
-## 158 447135   33      Gryllus bimaculatus
-## 185   7178   33       Gryllus campestris
-## 20    4498   32              Felis catus
-

The initial concern doesn’t seem to be true. As wild swines are no common model organisms neither is Acanthamoeba polyphaga.

-

Look at the virushost species from all proteins listed in swissprot. Especially to those, with no TRs.

-
## split the TR with multiple virus-hosts to get single entries for each virus host
-sp_all.long <- sp_all %>%
-  mutate(virus_hosts = strsplit(as.character(virus_hosts), "; ")) %>%
-  unnest(virus_hosts)
-
-## add column with virus_host_superkingdom: found by Species ID 
-sp_all.long$Species_ID_virushost <- as.numeric(gsub("\\D", "", sp_all.long$virus_hosts)) # extract the TaxID from each virushost and add it as a seperate column
-
-# Different approach with taxonomy file from NCBI Taxonomy database
-# manually downloaded NCBI taxonomy categories file:
-# read .dmp file which looks like tab separated
-taxid2superkingdom <- read.delim("/home/matteo/polybox/MSc_ACLS/swissrepeat/data/categories.dmp", header = FALSE, sep = "\t")
-colnames(taxid2superkingdom) <- c("superkingdom", "species_taxid", "taxid") # see readme file in data folder for detailed description
-taxid2superkingdom$superkingdom <- as.factor(taxid2superkingdom$superkingdom)
-
-sp_all.long$Superkingdom_virushost <- simplify2array(
-  mclapply(sp_all.long$Species_ID_virushost, FUN = function(x){
-    ifelse(x %in% taxid2superkingdom$taxid, as.character(taxid2superkingdom$superkingdom[which(taxid2superkingdom$taxid == x)]), NA)},
-    mc.cores = 7))
-
-# replace single letters with full names
-sp_all.long$Superkingdom_virushost[sp_all.long$Superkingdom_virushost == "E"] <- "Eukaryotic viruses"
-sp_all.long$Superkingdom_virushost[sp_all.long$Superkingdom_virushost == "B"] <- "Bacterial viruses"
-sp_all.long$Superkingdom_virushost[sp_all.long$Superkingdom_virushost == "A"] <- "archaeal viruses"
-
-# set levels to Species_virushost and Superkingdom_virushost
-sp_all.long$Species_ID_virushost <- factor(sp_all.long$Species_ID_virushost, levels = unique(sp_all.long$Species_ID_virushost))
-sp_all.long$Superkingdom_virushost <- factor(sp_all.long$Superkingdom_virushost, levels = unique(sp_all.long$Superkingdom_virushost))
-
-## Initialize vectors for each host SK
-SK <- data.frame(Var1 = c("Eukaryotic_viruses", "Bacterial_viruses", "archaeal_viruses", "NAs"),
-                 Freq = c(0,0,0,0))
-
-# no. of virushosts per protein with Eukaryotic superkingdom
-table(table(sp_all.long$ID[which(sp_all.long$Superkingdom_virushost == "Eukaryotic viruses")]))
-
## 
-##    1    2    3    4    5    6    7    8    9   10   11   12   13   15   17 
-## 8808 1438  436 1030  606  254  154   69   27    7   11    2    9    1    3 
-##   21   23 
-##   10   39
-
# no. of virushosts per protein with Eukaryotic superkingdom and TR
-table(table(sp_all.long$ID[which(sp_all.long$Superkingdom_virushost == "Eukaryotic viruses" & sp_all.long$has_tr == TRUE)]))
-
## 
-##    1    2    3    4    5    6    7    8    9   10   11   12   13   15   21 
-## 4233  653  203  446  238  107   66   29   10    4    5    1    2    1    2 
-##   23 
-##   15
-
# no. of virushosts per protein with Eukaryotic superkingdom without TR
-table(table(sp_all.long$ID[which(sp_all.long$Superkingdom_virushost == "Eukaryotic viruses" & sp_all.long$has_tr == FALSE)]))
-
## 
-##    1    2    3    4    5    6    7    8    9   10   11   12   13   17   21 
-## 4575  785  233  584  368  147   88   40   17    3    6    1    7    3    8 
-##   23 
-##   24
-
-
-
-

Combine Virus Protein information with Host-species Protein information

-
-

Problematic:

-

One protein can have several TRs.

-
select(tr_all_sp, TR_id, ID)[10:15,]
-
##    TR_id         ID
-## 10    10 A0A023PXI0
-## 11    11 A0A023PXI8
-## 12    12 A0A023PXK2
-## 13    13 A0A023PXK2
-## 14    14 A0A023PXK7
-## 15    15 A0A023PXK7
-

one Protein can have several origins (Species_ID), hence appear in different Superkingdoms.

-
select(tr_all_sp, TR_id, ID, Species_ID)
-
##       TR_id         ID Species_ID
-## 1         1 A0A023PXA5       4932
-## 2         2 A0A023PXB0       4932
-## 3         3 A0A023PXC2       4932
-## 4         4 A0A023PXD9       4932
-## 5         5 A0A023PXE5       4932
-## 6         6 A0A023PXE8       4932
-## 7         7 A0A023PXF2       4932
-## 8         8 A0A023PXF5       4932
-## 9         9 A0A023PXG7       4932
-## 10       10 A0A023PXI0       4932
-## 11       11 A0A023PXI8       4932
-## 12       12 A0A023PXK2       4932
-## 13       13 A0A023PXK2       4932
-## 14       14 A0A023PXK7       4932
-## 15       15 A0A023PXK7       4932
-## 16       16 A0A023PXK7       4932
-## 17       17 A0A023PXM7       4932
-## 18       18 A0A023PXQ4       4932
-## 19       19 A0A023PXQ4       4932
-## 20       20 A0A023PXQ4       4932
-## 21       21 A0A023PXQ4       4932
-## 22       22 A0A023PXQ4       4932
-## 23       23 A0A023PXQ4       4932
-## 24       24 A0A023PXQ4       4932
-## 25       25 A0A023PXQ4       4932
-## 26       26 A0A023PXQ4       4932
-## 27       27 A0A023PXQ4       4932
-## 28       28 A0A023PXQ9       4932
-## 29       29 A0A023PYC6       4932
-## 30       30 A0A023PYJ4       4932
-## 31       31 A0A023PZ99       4932
-## 32       32 A0A023PZB3       4932
-## 33       33 A0A023PZB8       4932
-## 34       34 A0A023PZD0       4932
-## 35       35 A0A023PZD0       4932
-## 36       36 A0A023PZD5       4932
-## 37       37 A0A023PZE4       4932
-## 38       38 A0A023PZE4       4932
-## 39       39 A0A023PZE4       4932
-## 40       40 A0A023PZE8       4932
-## 41       41 A0A023PZF3       4932
-## 42       42 A0A023PZF5       4932
-## 43       43 A0A023PZF9       4932
-## 44       44 A0A023PZF9       4932
-## 45       45 A0A023PZG0       4932
-## 46       46 A0A023PZG9       4932
-## 47       47 A0A023PZH4       4932
-## 48       48 A0A023PZH5       4932
-## 49       49 A0A023PZH5       4932
-## 50       50 A0A023PZH5       4932
-## 51       51 A0A023PZH9       4932
-## 52       52 A0A023PZH9       4932
-## 53       53 A0A023PZJ3       4932
-## 54       54 A0A023PZK9       4932
-## 55       55 A0A060X6Z0         NA
-## 56       56 A0A060X6Z0         NA
-## 57       57 A0A075F932         NA
-## 58       58 A0A075F932         NA
-## 59       59 A0A078BQP2         NA
-## 60       60 A0A087WVF3         NA
-## 61       61 A0A087WXS9         NA
-## 62       62 A0A096SRM5         NA
-## 63       63 A0A096SRM5         NA
-## 64       64 A0A0A1H8I4         NA
-## 65       65 A0A0A1I6N9         NA
-## 66       66 A0A0B7P3V8       4932
-## 67       67 A0A0C5CJR8         NA
-## 68       68 A0A0D3QS98         NA
-## 69       69 A0A0H2VDN9        562
-## 70       70 A0A0H3AIG7        666
-## 71       71 A0A0H3AIG7        666
-## 72       72 A0A0H3AIG7        666
-## 73       73 A0A0H3AIG7        666
-## 74       74 A0A0H3L952       1773
-## 75       75 A0A0H3L952       1773
-## 76       76 A0A0H3M3S8       1765
-## 77       77 A0A0H3M5A8       1765
-## 78       78 A0A0H3M5A8       1765
-## 79       79 A0A0H3M5A8       1765
-## 80       80 A0A0H3M5A8       1765
-## 81       81 A0A0H3MGR5       1765
-## 82       82     A0A183         NA
-## 83       83     A0A1F4         NA
-## 84       84     A0A1F4         NA
-## 85       85     A0A1F4         NA
-## 86       86     A0A1F4         NA
-## 87       87     A0A1F4         NA
-## 88       88     A0A1F4         NA
-## 89       89     A0A1F4         NA
-## 90       90     A0A1F4         NA
-## 91       91     A0A1F4         NA
-## 92       92     A0A1F4         NA
-## 93       93     A0A1F4         NA
-## 94       94     A0A1F4         NA
-## 95       95     A0A316         NA
-## 96       96     A0A322         NA
-## 97       97     A0A323         NA
-## 98       98     A0A325         NA
-## 99       99     A0A331         NA
-## 100     100     A0A331         NA
-## 101     101     A0A331         NA
-## 102     102     A0A335         NA
-## 103     103     A0A336         NA
-## 104     104     A0A344         NA
-## 105     105     A0A357         NA
-## 106     106     A0A362         NA
-## 107     107     A0A368         NA
-## 108     108     A0A379         NA
-## 109     109     A0A379         NA
-## 110     110     A0A379         NA
-## 111     111     A0A379         NA
-## 112     112     A0A379         NA
-## 113     113     A0A379         NA
-## 114     114     A0A379         NA
-## 115     115     A0A381         NA
-## 116     116     A0A384         NA
-## 117     117     A0A384         NA
-## 118     118     A0A385         NA
-## 119     119     A0A386         NA
-## 120     120     A0A389         NA
-## 121     121     A0A393         NA
-## 122     122     A0A393         NA
-## 123     123     A0A393         NA
-## 124     124     A0A393         NA
-## 125     125     A0A393         NA
-## 126     126     A0A393         NA
-## 127     127     A0A393         NA
-## 128     128     A0A4W3      35554
-## 129     129     A0A4W3      35554
-## 130     130     A0A4Z3         NA
-## 131     131     A0A4Z3         NA
-## 132     132     A0A8J8       9612
-## 133     133     A0A8J8       9612
-## 134     134     A0A8M2         NA
-## 135     135     A0A8M2         NA
-## 136     136     A0A8M2         NA
-## 137     137     A0A8M2         NA
-## 138     138     A0A8M2         NA
-## 139     139     A0A8M2         NA
-## 140     140     A0A8M2         NA
-## 141     141     A0AAL4         NA
-## 142     142     A0AAR7         NA
-## 143     143     A0AAR7         NA
-## 144     144     A0AAS4         NA
-## 145     145     A0AAS4         NA
-## 146     146     A0AEJ1       1643
-## 147     147     A0AEJ1       1643
-## 148     148     A0AEM0       1643
-## 149     149     A0AEM3       1643
-## 150     150     A0AF03       1643
-## 151     151     A0AF03       1643
-## 152     152     A0AF03       1643
-## 153     153     A0AF21       1643
-## 154     154     A0AF21       1643
-## 155     155     A0AF28       1643
-## 156     156     A0AF28       1643
-## 157     157     A0AF31       1643
-## 158     158     A0AF31       1643
-## 159     159     A0AF36       1643
-## 160     160     A0AF36       1643
-## 161     161     A0AF36       1643
-## 162     162     A0AF50       1643
-## 163     163     A0AF63       1643
-## 164     164     A0AF64       1643
-## 165     165     A0AFC5       1643
-## 166     166     A0AFY0       1643
-## 167     167     A0AGM5       1643
-## 168     168     A0AGM5       1643
-## 169     169     A0AGP9       1643
-## 170     170     A0AGY4       1643
-## 171     171     A0AH18       1643
-## 172     172     A0AHD1       1643
-## 173     173     A0AHD1       1643
-## 174     174     A0AHD1       1643
-## 175     175     A0AHS0       1643
-## 176     176     A0AHX3       1643
-## 177     177     A0AHX3       1643
-## 178     178     A0AHX3       1643
-## 179     179     A0AHX3       1643
-## 180     180     A0AHX5       1643
-## 181     181     A0AI65       1643
-## 182     182     A0AI82       1643
-## 183     183     A0AI82       1643
-## 184     184     A0AI87       1643
-## 185     185     A0AIA4       1643
-## 186     186     A0AIA7       1643
-## 187     187     A0AIB5       1643
-## 188     188     A0AIC0       1643
-## 189     189     A0AIC2       1643
-## 190     190     A0AIC6       1643
-## 191     191     A0AIC6       1643
-## 192     192     A0AID1       1643
-## 193     193     A0AID2       1643
-## 194     194     A0AIE9       1643
-## 195     195     A0AIF1       1643
-## 196     196     A0AII6       1643
-## 197     197     A0AII6       1643
-## 198     198     A0AIK0       1643
-## 199     199     A0AIK1       1643
-## 200     200     A0AIK1       1643
-## 201     201     A0AIK5       1643
-## 202     202     A0AIQ0       1643
-## 203     203     A0AIQ9       1643
-## 204     204     A0AIQ9       1643
-## 205     205     A0AIS3       1643
-## 206     206     A0AIS3       1643
-## 207     207     A0AIS3       1643
-## 208     208     A0AIS3       1643
-## 209     209     A0AIS4       1643
-## 210     210     A0AIS8       1643
-## 211     211     A0AIV3       1643
-## 212     212     A0AIV3       1643
-## 213     213     A0AIY1       1643
-## 214     214     A0AIY2       1643
-## 215     215     A0AIY6       1643
-## 216     216     A0AIY6       1643
-## 217     217     A0AIZ4       1643
-## 218     218     A0AJ06       1643
-## 219     219     A0AJ08       1643
-## 220     220     A0AJ17       1643
-## 221     221     A0AJ17       1643
-## 222     222     A0AJ38       1643
-## 223     223     A0AJ38       1643
-## 224     224     A0AJ40       1643
-## 225     225     A0AJ79       1643
-## 226     226     A0AJB9       1643
-## 227     227     A0AJE7       1643
-## 228     228     A0AJJ5       1643
-## 229     229     A0AJJ5       1643
-## 230     230     A0AJK8       1643
-## 231     231     A0AJK8       1643
-## 232     232     A0AJL1       1643
-## 233     233     A0AJL3       1643
-## 234     234     A0AJL3       1643
-## 235     235     A0AJN0       1643
-## 236     236     A0AJN0       1643
-## 237     237     A0AJP7       1643
-## 238     238     A0AJU0       1643
-## 239     239     A0AJU2       1643
-## 240     240     A0AJX1       1643
-## 241     241     A0AJY2       1643
-## 242     242     A0AK06       1643
-## 243     243     A0AK07       1643
-## 244     244     A0AK37       1643
-## 245     245     A0AK39       1643
-## 246     246     A0AK39       1643
-## 247     247     A0AK51       1643
-## 248     248     A0AK66       1643
-## 249     249     A0AK82       1643
-## 250     250     A0AK95       1643
-## 251     251     A0AKA1       1643
-## 252     252     A0AKD7       1643
-## 253     253     A0AKE2       1643
-## 254     254     A0AKE7       1643
-## 255     255     A0AKH5       1643
-## 256     256     A0AKH9       1643
-## 257     257     A0AKJ7       1643
-## 258     258     A0AKK8       1643
-## 259     259     A0AKU3       1643
-## 260     260     A0AKX3       1643
-## 261     261     A0AKX6       1643
-## 262     262     A0AKX7       1643
-## 263     263     A0AKX7       1643
-## 264     264     A0AL18       1643
-## 265     265     A0AL19       1643
-## 266     266     A0ALD9       1643
-## 267     267     A0ALD9       1643
-## 268     268     A0ALD9       1643
-## 269     269     A0ALG6       1643
-## 270     270     A0ALJ4       1643
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-## 288     288     A0AMC5       1643
-## 289     289     A0AMC5       1643
-## 290     290     A0AMD1       1643
-## 291     291     A0AQ71         NA
-## 292     292     A0AQW4         NA
-## 293     293     A0AQW4         NA
-## 294     294     A0AUJ5     323118
-## 295     295     A0AUJ5     323118
-## 296     296     A0AUJ5     323118
-## 297     297     A0AUP1         NA
-## 298     298     A0AUS0         NA
-## 299     299     A0AUS0         NA
-## 300     300     A0AUZ9         NA
-## 301     301     A0AV96         NA
-## 302     302     A0AV96         NA
-## 303     303     A0AV96         NA
-## 304     304     A0AV96         NA
-## 305     305     A0AV96         NA
-## 306     306     A0AV96         NA
-## 307     307     A0AVI2         NA
-## 308     308     A0AVK6         NA
-## 309     309     A0AVK6         NA
-## 310     310     A0AVX7         NA
-## 311     311     A0AWY9      95486
-## 312     312     A0AXI7      95486
-## 313     313     A0AXY5      95486
-## 314     314     A0AXY5      95486
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-## 409     409     A0BD73         NA
-## 410     410     A0BKG2         NA
-## 411     411     A0BKG2         NA
-## 412     412     A0CEY2         NA
-## 413     413     A0CH87         NA
-## 414     414     A0CH87         NA
-## 415     415     A0CNL9         NA
-## 416     416     A0CUB5         NA
-## 417     417     A0DB19         NA
-## 418     418     A0DB19         NA
-## 419     419     A0DTY1         NA
-## 420     420     A0DUC3         NA
-## 421     421     A0E2L1         NA
-## 422     422     A0E358         NA
-## 423     423     A0E358         NA
-## 424     424     A0EQL2         NA
-## 425     425     A0EYN2         NA
-## 426     426     A0F0C2         NA
-## 427     427     A0FGR8         NA
-## 428     428     A0FIN4         NA
-## 429     429     A0FKG7         NA
-## 430     430     A0FKI7         NA
-## 431     431     A0FKI7         NA
-## 432     432     A0FLQ6         NA
-## 433     433     A0FLQ6         NA
-## 434     434     A0FLQ6         NA
-## 435     435     A0JC51         NA
-## 436     436     A0JC51         NA
-## 437     437     A0JC51         NA
-## 438     438     A0JC76         NA
-## 439     439     A0JC76         NA
-## 440     440     A0JC76         NA
-## 441     441     A0JC76         NA
-## 442     442     A0JC77         NA
-## 443     443     A0JJX5         NA
-## 444     444     A0JLT2         NA
-## 445     445     A0JLT2         NA
-## 446     446     A0JLT2         NA
-## 447     447     A0JM08         NA
-## 448     448     A0JM08         NA
-## 449     449     A0JM08         NA
-## 450     450     A0JM12         NA
-## 451     451     A0JM12         NA
-## 452     452     A0JM12         NA
-## 453     453     A0JM13         NA
-## 454     454     A0JM20         NA
-## 455     455     A0JM20         NA
-## 456     456     A0JM20         NA
-## 457     457     A0JM23         NA
-## 458     458     A0JM24         NA
-## 459     459     A0JM24         NA
-## 460     460     A0JM49         NA
-## 461     461     A0JM49         NA
-## 462     462     A0JM51         NA
-## 463     463     A0JM51         NA
-## 464     464     A0JM56         NA
-## 465     465     A0JM56         NA
-## 466     466     A0JM56         NA
-## 467     467     A0JM56         NA
-## 468     468     A0JM59         NA
-## 469     469     A0JM64         NA
-## 470     470     A0JM64         NA
-## 471     471     A0JM80         NA
-## 472     472     A0JM98         NA
-## 473     473     A0JMA8         NA
-## 474     474     A0JMA8         NA
-## 475     475     A0JMA8         NA
-## 476     476     A0JMD0         NA
-## 477     477     A0JMD0         NA
-## 478     478     A0JMD2         NA
-## 479     479     A0JMD4         NA
-## 480     480     A0JME2         NA
-## 481     481     A0JME2         NA
-## 482     482     A0JME2         NA
-## 483     483     A0JME2         NA
-## 484     484     A0JME2         NA
-## 485     485     A0JME2         NA
-## 486     486     A0JMF1         NA
-## 487     487     A0JMF1         NA
-## 488     488     A0JMF1         NA
-## 489     489     A0JMF1         NA
-## 490     490     A0JMF6         NA
-## 491     491     A0JMF7         NA
-## 492     492     A0JMF8         NA
-## 493     493     A0JMF8         NA
-## 494     494     A0JMF8         NA
-## 495     495     A0JMF8         NA
-## 496     496     A0JMK5         NA
-## 497     497     A0JMK5         NA
-## 498     498     A0JMK5         NA
-## 499     499     A0JMK8         NA
-## 500     500     A0JMK9         NA
-## 501     501     A0JMK9         NA
-## 502     502     A0JMK9         NA
-## 503     503     A0JMK9         NA
-## 504     504     A0JMK9         NA
-## 505     505     A0JMK9         NA
-## 506     506     A0JMK9         NA
-## 507     507     A0JMM9         NA
-## 508     508     A0JMQ0         NA
-## 509     509     A0JMQ0         NA
-## 510     510     A0JMQ9         NA
-## 511     511     A0JMQ9         NA
-## 512     512     A0JMR6         NA
-## 513     513     A0JMR6         NA
-## 514     514     A0JMS7         NA
-## 515     515     A0JMT0         NA
-## 516     516     A0JMT0         NA
-## 517     517     A0JMT0         NA
-## 518     518     A0JMT0         NA
-## 519     519     A0JMT0         NA
-## 520     520     A0JMU5         NA
-## 521     521     A0JMU5         NA
-## 522     522     A0JMU8         NA
-## 523     523     A0JMU8         NA
-## 524     524     A0JMU8         NA
-## 525     525     A0JMU8         NA
-## 526     526     A0JMU8         NA
-## 527     527     A0JMV4         NA
-## 528     528     A0JMV4         NA
-## 529     529     A0JMV4         NA
-## 530     530     A0JMV4         NA
-## 531     531     A0JMV4         NA
-## 532     532     A0JMV4         NA
-## 533     533     A0JMV4         NA
-## 534     534     A0JMV4         NA
-## 535     535     A0JMW6         NA
-## 536     536     A0JMW6         NA
-## 537     537     A0JMY4         NA
-## 538     538     A0JMY4         NA
-## 539     539     A0JMY4         NA
-## 540     540     A0JMY4         NA
-## 541     541     A0JMY5         NA
-## 542     542     A0JMY5         NA
-## 543     543     A0JMY5         NA
-## 544     544     A0JMY5         NA
-## 545     545     A0JMZ1         NA
-## 546     546     A0JMZ1         NA
-## 547     547     A0JMZ3         NA
-## 548     548     A0JN40         NA
-## 549     549     A0JN40         NA
-## 550     550     A0JN40         NA
-## 551     551     A0JN40         NA
-## 552     552     A0JN41         NA
-## 553     553     A0JN51         NA
-## 554     554     A0JN53         NA
-## 555     555     A0JN53         NA
-## 556     556     A0JN53         NA
-## 557     557     A0JN53         NA
-## 558     558     A0JN53         NA
-## 559     559     A0JN53         NA
-## 560     560     A0JN62         NA
-## 561     561     A0JN62         NA
-## 562     562     A0JN71         NA
-## 563     563     A0JN76         NA
-## 564     564     A0JN76         NA
-## 565     565     A0JN80         NA
-## 566     566     A0JN80         NA
-## 567     567     A0JN87         NA
-## 568     568     A0JN95         NA
-## 569     569     A0JNA2         NA
-## 570     570     A0JNA3         NA
-## 571     571     A0JNA3         NA
-## 572     572     A0JNA8         NA
-## 573     573     A0JNA8         NA
-## 574     574     A0JNA8         NA
-## 575     575     A0JNA8         NA
-## 576     576     A0JNA8         NA
-## 577     577     A0JNA8         NA
-## 578     578     A0JNA8         NA
-## 579     579     A0JNA8         NA
-## 580     580     A0JNA8         NA
-## 581     581     A0JNA8         NA
-## 582     582     A0JNB1         NA
-## 583     583     A0JNC0         NA
-## 584     584     A0JNC0         NA
-## 585     585     A0JNC2         NA
-## 586     586     A0JNC2         NA
-## 587     587     A0JND2         NA
-## 588     588     A0JND4         NA
-## 589     589     A0JND4         NA
-## 590     590     A0JND4         NA
-## 591     591     A0JND4         NA
-## 592     592     A0JND4         NA
-## 593     593     A0JND4         NA
-## 594     594     A0JND4         NA
-## 595     595     A0JNE3         NA
-## 596     596     A0JNG0         NA
-## 597     597     A0JNG0         NA
-## 598     598     A0JNG4         NA
-## 599     599     A0JNG6         NA
-## 600     600     A0JNG7         NA
-## 601     601     A0JNH1         NA
-## 602     602     A0JNH1         NA
-## 603     603     A0JNH1         NA
-## 604     604     A0JNH6         NA
-## 605     605     A0JNH6         NA
-## 606     606     A0JNH9         NA
-## 607     607     A0JNH9         NA
-## 608     608     A0JNI5         NA
-## 609     609     A0JNI5         NA
-## 610     610     A0JNI5         NA
-## 611     611     A0JNI5         NA
-## 612     612     A0JNI5         NA
-## 613     613     A0JNI5         NA
-## 614     614     A0JNI5         NA
-## 615     615     A0JNI5         NA
-## 616     616     A0JNI5         NA
-## 617     617     A0JNI5         NA
-## 618     618     A0JNI5         NA
-## 619     619     A0JNI8         NA
-## 620     620     A0JNI9         NA
-## 621     621     A0JNI9         NA
-## 622     622     A0JNI9         NA
-## 623     623     A0JNJ3         NA
-## 624     624     A0JNJ4         NA
-## 625     625     A0JNJ4         NA
-## 626     626     A0JNJ5         NA
-## 627     627     A0JNJ5         NA
-## 628     628     A0JNK3         NA
-## 629     629     A0JNK3         NA
-## 630     630     A0JNL8         NA
-## 631     631     A0JNM6         NA
-## 632     632     A0JNN2         NA
-## 633     633     A0JNN3         NA
-## 634     634     A0JNN8         NA
-## 635     635     A0JNQ6         NA
-## 636     636     A0JNT9         NA
-## 637     637     A0JNT9         NA
-## 638     638     A0JNU3         NA
-## 639     639     A0JNW5         NA
-## 640     640     A0JP26         NA
-## 641     641     A0JP26         NA
-## 642     642     A0JP26         NA
-## 643     643     A0JP26         NA
-## 644     644     A0JP43         NA
-## 645     645     A0JP43         NA
-## 646     646     A0JP43         NA
-## 647     647     A0JP43         NA
-## 648     648     A0JP43         NA
-## 649     649     A0JP43         NA
-## 650     650     A0JP43         NA
-## 651     651     A0JP43         NA
-## 652     652     A0JP43         NA
-## 653     653     A0JP43         NA
-## 654     654     A0JP43         NA
-## 655     655     A0JP70         NA
-## 656     656     A0JP75         NA
-## 657     657     A0JP85         NA
-## 658     658     A0JP85         NA
-## 659     659     A0JP86         NA
-## 660     660     A0JP86         NA
-## 661     661     A0JP86         NA
-## 662     662     A0JP86         NA
-## 663     663     A0JP86         NA
-## 664     664     A0JP86         NA
-## 665     665     A0JP89         NA
-## 666     666     A0JP94         NA
-## 667     667     A0JP94         NA
-## 668     668     A0JPA0         NA
-## 669     669     A0JPA0         NA
-## 670     670     A0JPA1         NA
-## 671     671     A0JPB1         NA
-## 672     672     A0JPB4         NA
-## 673     673     A0JPB4         NA
-## 674     674     A0JPF5         NA
-## 675     675     A0JPH4         NA
-## 676     676     A0JPH7         NA
-## 677     677     A0JPI9         NA
-## 678     678     A0JPK3         NA
-## 679     679     A0JPK3         NA
-## 680     680     A0JPK3         NA
-## 681     681     A0JPK3         NA
-## 682     682     A0JPL0         NA
-## 683     683     A0JPL0         NA
-## 684     684     A0JPM9         NA
-## 685     685     A0JPM9         NA
-## 686     686     A0JPM9         NA
-## 687     687     A0JPM9         NA
-## 688     688     A0JPM9         NA
-## 689     689     A0JPM9         NA
-## 690     690     A0JPN1         NA
-## 691     691     A0JPN1         NA
-## 692     692     A0JPN1         NA
-## 693     693     A0JPN1         NA
-## 694     694     A0JPN2         NA
-## 695     695     A0JPN2         NA
-## 696     696     A0JPN2         NA
-## 697     697     A0JPP1         NA
-## 698     698     A0JPP1         NA
-## 699     699     A0JPP4         NA
-## 700     700     A0JPP4         NA
-## 701     701     A0JPP4         NA
-## 702     702     A0JPP8         NA
-## 703     703     A0JPP8         NA
-## 704     704     A0JPP8         NA
-## 705     705     A0JPP8         NA
-## 706     706     A0JPQ1         NA
-## 707     707     A0JPQ1         NA
-## 708     708     A0JPQ7         NA
-## 709     709     A0JPQ9         NA
-## 710     710     A0JPZ8         NA
-## 711     711     A0JQW8         NA
-## 712     712     A0JR24         NA
-## 713     713     A0JR24         NA
-## 714     714     A0JR38         NA
-## 715     715     A0JR38         NA
-## 716     716     A0JR38         NA
-## 717     717     A0JR71         NA
-## 718     718     A0JRH6         NA
-## 719     719     A0JSD3         NA
-## 720     720     A0JSP6         NA
-## 721     721     A0JSP6         NA
-## 722     722     A0JSV8         NA
-## 723     723     A0JT07         NA
-## 724     724     A0JT07         NA
-## 725     725     A0JTA3         NA
-## 726     726     A0JTA3         NA
-## 727     727     A0JTA3         NA
-## 728     728     A0JTZ0         NA
-## 729     729     A0JUH2         NA
-## 730     730     A0JUI2         NA
-## 731     731     A0JUI7         NA
-## 732     732     A0JUP1         NA
-## 733     733     A0JUP1         NA
-## 734     734     A0JUU0         NA
-## 735     735     A0JUU0         NA
-## 736     736     A0JUU0         NA
-## 737     737     A0JUU0         NA
-## 738     738     A0JUU0         NA
-## 739     739     A0JUU1         NA
-## 740     740     A0JUU8         NA
-## 741     741     A0JUV8         NA
-## 742     742     A0JUV8         NA
-## 743     743     A0JV03         NA
-## 744     744     A0JV22         NA
-## 745     745     A0JV22         NA
-## 746     746     A0JV85         NA
-## 747     747     A0JV91         NA
-## 748     748     A0JV94         NA
-## 749     749     A0JVC9         NA
-## 750     750     A0JVG9         NA
-## 751     751     A0JVG9         NA
-## 752     752     A0JVG9         NA
-## 753     753     A0JWP2         NA
-## 754     754     A0JWP2         NA
-## 755     755     A0JWP5         NA
-## 756     756     A0JWV0         NA
-## 757     757     A0JWV0         NA
-## 758     758     A0JWV0         NA
-## 759     759     A0JWY6         NA
-## 760     760     A0JWY8         NA
-## 761     761     A0JX46         NA
-## 762     762     A0JX52         NA
-## 763     763     A0JX57         NA
-## 764     764     A0JX72         NA
-## 765     765     A0JX72         NA
-## 766     766     A0JX88         NA
-## 767     767     A0JXB1         NA
-## 768     768     A0JXB1         NA
-## 769     769     A0JXB2         NA
-## 770     770     A0JXB2         NA
-## 771     771     A0JXB3         NA
-## 772     772     A0JXB3         NA
-## 773     773     A0JXB3         NA
-## 774     774     A0JXB5         NA
-## 775     775     A0JXB5         NA
-## 776     776     A0JXC7         NA
-## 777     777     A0JXJ8         NA
-## 778     778     A0JXL5         NA
-## 779     779     A0JXL5         NA
-## 780     780     A0JXT9         NA
-## 781     781     A0JXU0         NA
-## 782     782     A0JXX3         NA
-## 783     783     A0JXZ9         NA
-## 784     784     A0JY67         NA
-## 785     785     A0JY68         NA
-## 786     786     A0JYC1         NA
-## 787     787     A0JYG5         NA
-## 788     788     A0JYG9         NA
-## 789     789     A0JYG9         NA
-## 790     790     A0JYK8         NA
-## 791     791     A0JYK8         NA
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-## 1197   1197     A0KR77         NA
-## 1198   1198     A0KRC6         NA
-## 1199   1199     A0KRC6         NA
-## 1200   1200     A0KRC6         NA
-## 1201   1201     A0KRC6         NA
-## 1202   1202     A0KRF0         NA
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-## 1204   1204     A0KRH2         NA
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-## 1206   1206     A0KRK1         NA
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-## 1229   1229     A0KT23         NA
-## 1230   1230     A0KT87         NA
-## 1231   1231     A0KTG8         NA
-## 1232   1232     A0KTG8         NA
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-## 1250   1250     A0KU82         NA
-## 1251   1251     A0KU82         NA
-## 1252   1252     A0KU83         NA
-## 1253   1253     A0KU85         NA
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-## 1262   1262     A0KV43         NA
-## 1263   1263     A0KV76         NA
-## 1264   1264     A0KV76         NA
-## 1265   1265     A0KV84         NA
-## 1266   1266     A0KV89         NA
-## 1267   1267     A0KV89         NA
-## 1268   1268     A0KV89         NA
-## 1269   1269     A0KVI3         NA
-## 1270   1270     A0KVI4         NA
-## 1271   1271     A0KVL6         NA
-## 1272   1272     A0KVM4         NA
-## 1273   1273     A0KVN8         NA
-## 1274   1274     A0KVP8         NA
-## 1275   1275     A0KW19         NA
-## 1276   1276     A0KWL2         NA
-## 1277   1277     A0KWL9         NA
-## 1278   1278     A0KWN3         NA
-## 1279   1279     A0KWN7         NA
-## 1280   1280     A0KWN8         NA
-## 1281   1281     A0KWW4         NA
-## 1282   1282     A0KWW4         NA
-## 1283   1283     A0KWX7         NA
-## 1284   1284     A0KWX7         NA
-## 1285   1285     A0KX28         NA
-## 1286   1286     A0KX80         NA
-## 1287   1287     A0KX80         NA
-## 1288   1288     A0KXI7         NA
-## 1289   1289     A0KXK3         NA
-## 1290   1290     A0KXL6         NA
-## 1291   1291     A0KXY6         NA
-## 1292   1292     A0KY03         NA
-## 1293   1293     A0KY03         NA
-## 1294   1294     A0KY72         NA
-## 1295   1295     A0KY83         NA
-## 1296   1296     A0KY83         NA
-## 1297   1297     A0KY89         NA
-## 1298   1298     A0KYD1         NA
-## 1299   1299     A0KYM2         NA
-## 1300   1300     A0KYQ6         NA
-## 1301   1301     A0KYY8         NA
-## 1302   1302     A0KZ09         NA
-## 1303   1303     A0KZ12         NA
-## 1304   1304     A0KZ17         NA
-## 1305   1305     A0KZ22         NA
-## 1306   1306     A0KZ22         NA
-## 1307   1307     A0KZ23         NA
-## 1308   1308     A0KZ42         NA
-## 1309   1309     A0KZ99         NA
-## 1310   1310     A0KZA9         NA
-## 1311   1311     A0KZB0         NA
-## 1312   1312     A0KZD8         NA
-## 1313   1313     A0KZD8         NA
-## 1314   1314     A0KZL7         NA
-## 1315   1315     A0KZM8         NA
-## 1316   1316     A0KZP5         NA
-## 1317   1317     A0KZP5         NA
-## 1318   1318     A0KZP9         NA
-## 1319   1319     A0KZR5         NA
-## 1320   1320     A0KZR5         NA
-## 1321   1321     A0KZS6         NA
-## 1322   1322     A0KZT1         NA
-## 1323   1323     A0KZT7         NA
-## 1324   1324     A0L003         NA
-## 1325   1325     A0L003         NA
-## 1326   1326     A0L061         NA
-## 1327   1327     A0L072         NA
-## 1328   1328     A0L072         NA
-## 1329   1329     A0L072         NA
-## 1330   1330     A0L0B8         NA
-## 1331   1331     A0L0D2         NA
-## 1332   1332     A0L0D2         NA
-## 1333   1333     A0L0D2         NA
-## 1334   1334     A0L0D3         NA
-## 1335   1335     A0L0K6         NA
-## 1336   1336     A0L0K6         NA
-## 1337   1337     A0L0V1         NA
-## 1338   1338     A0L0V9         NA
-## 1339   1339     A0L153         NA
-## 1340   1340     A0L170         NA
-## 1341   1341     A0L190         NA
-## 1342   1342     A0L1H3         NA
-## 1343   1343     A0L1M7         NA
-## 1344   1344     A0L1M7         NA
-## 1345   1345     A0L1N4         NA
-## 1346   1346     A0L1P1         NA
-## 1347   1347     A0L1P2         NA
-## 1348   1348     A0L1P5         NA
-## 1349   1349     A0L1P5         NA
-## 1350   1350     A0L1Q1         NA
-## 1351   1351     A0L1Y5         NA
-## 1352   1352     A0L231         NA
-## 1353   1353     A0L2B4         NA
-## 1354   1354     A0L2D7         NA
-## 1355   1355     A0L2D7         NA
-## 1356   1356     A0L2S6         NA
-## 1357   1357     A0L2T2         NA
-## 1358   1358     A0L2T4         NA
-## 1359   1359     A0L3I9    1124597
-## 1360   1360     A0L3J9    1124597
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-## 1715   1715     A0LWS1      28049
-## 1716   1716     A0LWS7      28049
-## 1717   1717     A0LWS7      28049
-## 1718   1718     A0LWS7      28049
-## 1719   1719     A0LWT8      28049
-## 1720   1720     A0LXJ9     411153
-## 1721   1721     A0LXL9     411153
-## 1722   1722     A0LXL9     411153
-## 1723   1723     A0LXM8     411153
-## 1724   1724     A0LXM8     411153
-## 1725   1725     A0LXQ1     411153
-## 1726   1726     A0LXQ1     411153
-## 1727   1727     A0LXQ1     411153
-## 1728   1728     A0LXQ1     411153
-## 1729   1729     A0LXQ1     411153
-## 1730   1730     A0LXQ1     411153
-## 1731   1731     A0LXQ1     411153
-## 1732   1732     A0LXQ1     411153
-## 1733   1733     A0LXS4     411153
-## 1734   1734     A0LXS6     411153
-## 1735   1735     A0LXW0     411153
-## 1736   1736     A0LXX3     411153
-## 1737   1737     A0LXX3     411153
-## 1738   1738     A0LY29     411153
-## 1739   1739     A0LY71     411153
-## 1740   1740     A0LYC0     411153
-## 1741   1741     A0LYC0     411153
-## 1742   1742     A0LYC0     411153
-## 1743   1743     A0LYL5     411153
-## 1744   1744     A0LZ43     411153
-## 1745   1745     A0LZ51     411153
-## 1746   1746     A0LZ81     411153
-## 1747   1747     A0LZF7     411153
-## 1748   1748     A0LZH4     411153
-## 1749   1749     A0LZH6     411153
-## 1750   1750     A0LZM9     411153
-## 1751   1751     A0LZM9     411153
-## 1752   1752     A0M0E2     411153
-## 1753   1753     A0M0E2     411153
-## 1754   1754     A0M0N2     411153
-## 1755   1755     A0M1U3     411153
-## 1756   1756     A0M2A1     411153
-## 1757   1757     A0M2A1     411153
-## 1758   1758     A0M2A1     411153
-## 1759   1759     A0M2K0     411153
-## 1760   1760     A0M2N6     411153
-## 1761   1761     A0M2N6     411153
-## 1762   1762     A0M345     411153
-## 1763   1763     A0M353     411153
-## 1764   1764     A0M353     411153
-## 1765   1765     A0M360     411153
-## 1766   1766     A0M376     411153
-## 1767   1767     A0M380     411153
-## 1768   1768     A0M380     411153
-## 1769   1769     A0M3I8     411153
-## 1770   1770     A0M3P3     411153
-## 1771   1771     A0M3Y8     411153
-## 1772   1772     A0M3Z1     411153
-## 1773   1773     A0M3Z6     411153
-## 1774   1774     A0M4U0     411153
-## 1775   1775     A0M4X2     411153
-## 1776   1776     A0M4Z1     411153
-## 1777   1777     A0M500     411153
-## 1778   1778     A0M500     411153
-## 1779   1779     A0M526     411153
-## 1780   1780     A0M535     411153
-## 1781   1781     A0M568     411153
-## 1782   1782     A0M572     411153
-## 1783   1783     A0M581     411153
-## 1784   1784     A0M583     411153
-## 1785   1785     A0M597     411153
-## 1786   1786     A0M598     411153
-## 1787   1787     A0M5C6     411153
-## 1788   1788     A0M5C6     411153
-## 1789   1789     A0M5C6     411153
-## 1790   1790     A0M5H8     411153
-## 1791   1791     A0M5N3     411153
-## 1792   1792     A0M5T1     411153
-## 1793   1793     A0M5T1     411153
-## 1794   1794     A0M5U1     411153
-## 1795   1795     A0M5W6     411153
-## 1796   1796     A0M5W6     411153
-## 1797   1797     A0M5Z9     411153
-## 1798   1798     A0M6C1     411153
-## 1799   1799     A0M6G3     411153
-## 1800   1800     A0M6G3     411153
-## 1801   1801     A0M6G4     411153
-## 1802   1802     A0M6J7     411153
-## 1803   1803     A0M6J7     411153
-## 1804   1804     A0M6J8     411153
-## 1805   1805     A0M6M2     411153
-## 1806   1806     A0M6M4     411153
-## 1807   1807     A0M6W9     411153
-## 1808   1808     A0M745     411153
-## 1809   1809     A0M745     411153
-## 1810   1810     A0M764     411153
-## 1811   1811     A0M791     411153
-## 1812   1812     A0M791     411153
-## 1813   1813     A0M7D9     411153
-## 1814   1814     A0M8R4         NA
-## 1815   1815     A0M8R4         NA
-## 1816   1816     A0M8R7         NA
-## 1817   1817     A0M8S0         NA
-## 1818   1818     A0M8S0         NA
-## 1819   1819     A0M8S4         NA
-## 1820   1820     A0M8S4         NA
-## 1821   1821     A0M8S4         NA
-## 1822   1822     A0M8S5         NA
-## 1823   1823     A0M8S5         NA
-## 1824   1824     A0M8S7         NA
-## 1825   1825     A0M8S8         NA
-## 1826   1826     A0M8T1         NA
-## 1827   1827     A0M8T1         NA
-## 1828   1828     A0M8T3         NA
-## 1829   1829     A0M8T5         NA
-## 1830   1830     A0M8T5         NA
-## 1831   1831     A0M8U1         NA
-## 1832   1832     A0M8U1         NA
-## 1833   1833     A0M8U6       9612
-## 1834   1834     A0M8U6       9612
-## 1835   1835     A0MD28      28344
-## 1836   1836     A0MD28      28344
-## 1837   1837     A0MD30      28344
-## 1838   1838     A0MD32      28344
-## 1839   1839     A0MD32      28344
-## 1840   1840     A0MES8         NA
-## 1841   1841     A0MES8         NA
-## 1842   1842     A0MES8         NA
-## 1843   1843     A0MES8         NA
-## 1844   1844     A0MFL4         NA
-## 1845   1845     A0MH06       4530
-## 1846   1846     A0MLS5         NA
-## 1847   1847     A0MLS5         NA
-## 1848   1848     A0MP03         NA
-## 1849   1849     A0MQH0         NA
-## 1850   1850     A0MQH0         NA
-## 1851   1851     A0MS83         NA
-## 1852   1852     A0MS83         NA
-## 1853   1853     A0MS83         NA
-## 1854   1854     A0MS83         NA
-## 1855   1855     A0MS83         NA
-## 1856   1856     A0MSJ1         NA
-## 1857   1857     A0MSJ1         NA
-## 1858   1858     A0MSJ1         NA
-## 1859   1859     A0MSJ1         NA
-## 1860   1860     A0MSJ1         NA
-## 1861   1861     A0MSJ1         NA
-## 1862   1862     A0MSJ1         NA
-## 1863   1863     A0MSJ1         NA
-## 1864   1864     A0MSJ1         NA
-## 1865   1865     A0MSJ1         NA
-## 1866   1866     A0MSJ1         NA
-## 1867   1867     A0MSJ1         NA
-## 1868   1868     A0MSJ1         NA
-## 1869   1869     A0MSJ1         NA
-## 1870   1870     A0MSJ1         NA
-## 1871   1871     A0MSJ1         NA
-## 1872   1872     A0MTA1         NA
-## 1873   1873     A0MWD1         NA
-## 1874   1874     A0MZ66         NA
-## 1875   1875     A0MZ66         NA
-## 1876   1876     A0MZ67         NA
-## 1877   1877     A0MZ67         NA
-## 1878   1878     A0MZ67         NA
-## 1879   1879     A0MZE1         NA
-## 1880   1880     A0N0X6         NA
-## 1881   1881     A0N0X6         NA
-## 1882   1882     A0NAZ8         NA
-## 1883   1883     A0NBD9         NA
-## 1884   1884     A0NDG6         NA
-## 1885   1885     A0NDK8         NA
-## 1886   1886     A0NEF7         NA
-## 1887   1887     A0NGY0         NA
-## 1888   1888     A0P8X0         NA
-## 1889   1889     A0P8X0         NA
-## 1890   1890     A0P8X0         NA
-## 1891   1891     A0P8Z4         NA
-## 1892   1892     A0P8Z5         NA
-## 1893   1893     A0PA85       9612
-## 1894   1894     A0PA85       9612
-## 1895   1895     A0PC02         NA
-## 1896   1896     A0PDV5         NA
-## 1897   1897     A0PDV5         NA
-## 1898   1898     A0PG75         NA
-## 1899   1899     A0PH66         NA
-## 1900   1900     A0PJ24         NA
-## 1901   1901     A0PJE2         NA
-## 1902   1902     A0PJK1         NA
-## 1903   1903     A0PJP4         NA
-## 1904   1904     A0PJR5         NA
-## 1905   1905     A0PJS5         NA
-## 1906   1906     A0PJS5         NA
-## 1907   1907     A0PJT0         NA
-## 1908   1908     A0PJT0         NA
-## 1909   1909     A0PJT0         NA
-## 1910   1910     A0PJW6         NA
-## 1911   1911     A0PJW6         NA
-## 1912   1912     A0PJW8         NA
-## 1913   1913     A0PJX2         NA
-## 1914   1914     A0PJX8         NA
-## 1915   1915     A0PJX8         NA
-## 1916   1916     A0PJX8         NA
-## 1917   1917     A0PJX8         NA
-## 1918   1918     A0PJY2         NA
-## 1919   1919     A0PJY2         NA
-## 1920   1920     A0PJY2         NA
-## 1921   1921     A0PJZ0         NA
-## 1922   1922     A0PJZ3         NA
-## 1923   1923     A0PJZ3         NA
-## 1924   1924     A0PJZ3         NA
-## 1925   1925     A0PJZ3         NA
-## 1926   1926     A0PJZ3         NA
-## 1927   1927     A0PK05         NA
-## 1928   1928     A0PK05         NA
-## 1929   1929     A0PK11         NA
-## 1930   1930     A0PKB4       1809
-## 1931   1931     A0PKB5       1809
-## 1932   1932     A0PKG2       1809
-## 1933   1933     A0PKG2       1809
-## 1934   1934     A0PKQ3       1809
-## 1935   1935     A0PL16       1809
-## 1936   1936     A0PL52       1809
-## 1937   1937     A0PLI0       1809
-## 1938   1938     A0PLQ1       1809
-## 1939   1939     A0PLQ1       1809
-## 1940   1940     A0PLQ1       1809
-## 1941   1941     A0PLU7       1809
-## 1942   1942     A0PLU9       1809
-## 1943   1943     A0PM25       1809
-## 1944   1944     A0PM25       1809
-## 1945   1945     A0PM40       1809
-## 1946   1946     A0PM68       1809
-## 1947   1947     A0PM69       1809
-## 1948   1948     A0PM80       1809
-## 1949   1949     A0PM82       1809
-## 1950   1950     A0PM82       1809
-## 1951   1951     A0PM83       1809
-## 1952   1952     A0PM84       1809
-## 1953   1953     A0PM88       1809
-## 1954   1954     A0PMB8       1809
-## 1955   1955     A0PMB8       1809
-## 1956   1956     A0PMB8       1809
-## 1957   1957     A0PME7       1809
-## 1958   1958     A0PME8       1809
-## 1959   1959     A0PME9       1809
-## 1960   1960     A0PMW8       1809
-## 1961   1961     A0PNG6       1809
-## 1962   1962     A0PNG6       1809
-## 1963   1963     A0PNH1       1809
-## 1964   1964     A0PNH7       1809
-## 1965   1965     A0PNJ1       1809
-## 1966   1966     A0PNL2       1809
-## 1967   1967     A0PNL7       1809
-## 1968   1968     A0PNL7       1809
-## 1969   1969     A0PNQ1       1809
-## 1970   1970     A0PNU3       1809
-## 1971   1971     A0PNU6       1809
-## 1972   1972     A0PP03       1809
-## 1973   1973     A0PP05       1809
-## 1974   1974     A0PP16       1809
-## 1975   1975     A0PP28       1809
-## 1976   1976     A0PP48       1809
-## 1977   1977     A0PP57       1809
-## 1978   1978     A0PP57       1809
-## 1979   1979     A0PP80       1809
-## 1980   1980     A0PPA8       1809
-## 1981   1981     A0PPA8       1809
-## 1982   1982     A0PPD1       1809
-## 1983   1983     A0PPD3       1809
-## 1984   1984     A0PPE4       1809
-## 1985   1985     A0PPE8       1809
-## 1986   1986     A0PPG6       1809
-## 1987   1987     A0PPH0       1809
-## 1988   1988     A0PPH0       1809
-## 1989   1989     A0PPI7       1809
-## 1990   1990     A0PPI7       1809
-## 1991   1991     A0PPJ3       1809
-## 1992   1992     A0PPK9       1809
-## 1993   1993     A0PPL6       1809
-## 1994   1994     A0PPL7       1809
-## 1995   1995     A0PPL7       1809
-## 1996   1996     A0PPN8       1809
-## 1997   1997     A0PPP5       1809
-## 1998   1998     A0PPX3       1809
-## 1999   1999     A0PPX4       1809
-## 2000   2000     A0PPX4       1809
-## 2001   2001     A0PPY8       1809
-## 2002   2002     A0PPY8       1809
-## 2003   2003     A0PQ00       1809
-## 2004   2004     A0PQ00       1809
-## 2005   2005     A0PQ00       1809
-## 2006   2006     A0PQ31       1809
-## 2007   2007     A0PQ49       1809
-## 2008   2008     A0PQ68       1809
-## 2009   2009     A0PQ75       1809
-## 2010   2010     A0PQ79       1809
-## 2011   2011     A0PQ80       1809
-## 2012   2012     A0PQC4       1809
-## 2013   2013     A0PQC4       1809
-## 2014   2014     A0PQC4       1809
-## 2015   2015     A0PQC4       1809
-## 2016   2016     A0PQC4       1809
-## 2017   2017     A0PQC4       1809
-## 2018   2018     A0PQC4       1809
-## 2019   2019     A0PQC4       1809
-## 2020   2020     A0PQC5       1809
-## 2021   2021     A0PQD9       1809
-## 2022   2022     A0PQE7       1809
-## 2023   2023     A0PQH6       1809
-## 2024   2024     A0PQH6       1809
-## 2025   2025     A0PQT2       1809
-## 2026   2026     A0PQV5       1809
-## 2027   2027     A0PQV5       1809
-## 2028   2028     A0PQW1       1809
-## 2029   2029     A0PR18       1809
-## 2030   2030     A0PR19       1809
-## 2031   2031     A0PR46       1809
-## 2032   2032     A0PR79       1809
-## 2033   2033     A0PR79       1809
-## 2034   2034     A0PRD3       1809
-## 2035   2035     A0PRD3       1809
-## 2036   2036     A0PRE5       1809
-## 2037   2037     A0PRE5       1809
-## 2038   2038     A0PRE5       1809
-## 2039   2039     A0PRE5       1809
-## 2040   2040     A0PRE5       1809
-## 2041   2041     A0PRF5       1809
-## 2042   2042     A0PRG8       1809
-## 2043   2043     A0PRY2       1809
-## 2044   2044     A0PSG0       1809
-## 2045   2045     A0PSH1       1809
-## 2046   2046     A0PSI5       1809
-## 2047   2047     A0PST9       1809
-## 2048   2048     A0PST9       1809
-## 2049   2049     A0PSX2       1809
-## 2050   2050     A0PSX2       1809
-## 2051   2051     A0PT34       1809
-## 2052   2052     A0PT76       1809
-## 2053   2053     A0PT80       1809
-## 2054   2054     A0PT80       1809
-## 2055   2055     A0PT87       1809
-## 2056   2056     A0PTC0       1809
-## 2057   2057     A0PTG1       1809
-## 2058   2058     A0PTG1       1809
-## 2059   2059     A0PTI1       1809
-## 2060   2060     A0PTJ0       1809
-## 2061   2061     A0PTJ0       1809
-## 2062   2062     A0PTJ0       1809
-## 2063   2063     A0PTJ7       1809
-## 2064   2064     A0PTP3       1809
-## 2065   2065     A0PTP9       1809
-## 2066   2066     A0PU04       1809
-## 2067   2067     A0PU15       1809
-## 2068   2068     A0PU15       1809
-## 2069   2069     A0PU35       1809
-## 2070   2070     A0PU57       1809
-## 2071   2071     A0PU93       1809
-## 2072   2072     A0PUJ0       1809
-## 2073   2073     A0PUK0       1809
-## 2074   2074     A0PUK0       1809
-## 2075   2075     A0PUK0       1809
-## 2076   2076     A0PUK2       1809
-## 2077   2077     A0PUK2       1809
-## 2078   2078     A0PUK3       1809
-## 2079   2079     A0PUL1       1809
-## 2080   2080     A0PUX3       1809
-## 2081   2081     A0PV27       1809
-## 2082   2082     A0PV27       1809
-## 2083   2083     A0PV29       1809
-## 2084   2084     A0PV50       1809
-## 2085   2085     A0PV50       1809
-## 2086   2086     A0PV57       1809
-## 2087   2087     A0PVF2       1809
-## 2088   2088     A0PVN7       1809
-## 2089   2089     A0PVU7       1809
-## 2090   2090     A0PVU7       1809
-## 2091   2091     A0PVV1       1809
-## 2092   2092     A0PVV1       1809
-## 2093   2093     A0PVW0       1809
-## 2094   2094     A0PVW0       1809
-## 2095   2095     A0PVW4       1809
-## 2096   2096     A0PVW7       1809
-## 2097   2097     A0PVY7       1809
-## 2098   2098     A0PVZ1       1809
-## 2099   2099     A0PVZ3       1809
-## 2100   2100     A0PW28       1809
-## 2101   2101     A0PW60       1809
-## 2102   2102     A0PW69       1809
-## 2103   2103     A0PW69       1809
-## 2104   2104     A0PWB3       1809
-## 2105   2105     A0PWB3       1809
-## 2106   2106     A0PWC5       1809
-## 2107   2107     A0PWC5       1809
-## 2108   2108     A0PWC5       1809
-## 2109   2109     A0PX13       1809
-## 2110   2110     A0PX71       1809
-## 2111   2111     A0PX73       1542
-## 2112   2112     A0PX77       1542
-## 2113   2113     A0PX87       1542
-## 2114   2114     A0PXA4       1542
-## 2115   2115     A0PXC5       1542
-## 2116   2116     A0PXC5       1542
-## 2117   2117     A0PXK8       1542
-## 2118   2118     A0PXM8       1542
-## 2119   2119     A0PXM8       1542
-## 2120   2120     A0PXN0       1542
-## 2121   2121     A0PXN4       1542
-## 2122   2122     A0PXP2       1542
-## 2123   2123     A0PXP2       1542
-## 2124   2124     A0PXP6       1542
-## 2125   2125     A0PXP9       1542
-## 2126   2126     A0PXQ3       1542
-## 2127   2127     A0PXQ4       1542
-## 2128   2128     A0PXS4       1542
-## 2129   2129     A0PXS5       1542
-## 2130   2130     A0PXT7       1542
-## 2131   2131     A0PXT8       1542
-## 2132   2132     A0PXT9       1542
-## 2133   2133     A0PXU3       1542
-## 2134   2134     A0PXU9       1542
-## 2135   2135     A0PXV1       1542
-## 2136   2136     A0PXV2       1542
-## 2137   2137     A0PXV9       1542
-## 2138   2138     A0PXW7       1542
-## 2139   2139     A0PY42       1542
-## 2140   2140     A0PY66       1542
-## 2141   2141     A0PY67       1542
-## 2142   2142     A0PY67       1542
-## 2143   2143     A0PY67       1542
-## 2144   2144     A0PY95       1542
-## 2145   2145     A0PYB4       1542
-## 2146   2146     A0PYB7       1542
-## 2147   2147     A0PYC8       1542
-## 2148   2148     A0PYK3       1542
-## 2149   2149     A0PYP4       1542
-## 2150   2150     A0PYP8       1542
-## 2151   2151     A0PYX0       1542
-## 2152   2152     A0PYX5       1542
-## 2153   2153     A0PYZ1       1542
-## 2154   2154     A0PZ93       1542
-## 2155   2155     A0PZG9       1542
-## 2156   2156     A0PZK9       1542
-## 2157   2157     A0PZL5       1542
-## 2158   2158     A0PZL5       1542
-## 2159   2159     A0PZL5       1542
-## 2160   2160     A0PZL5       1542
-## 2161   2161     A0PZL5       1542
-## 2162   2162     A0PZM2       1542
-## 2163   2163     A0PZN8       1542
-## 2164   2164     A0PZP4       1542
-## 2165   2165     A0PZP4       1542
-## 2166   2166     A0PZP4       1542
-## 2167   2167     A0PZT1       1542
-## 2168   2168     A0PZU0       1542
-## 2169   2169     A0PZW9       1542
-## 2170   2170     A0PZX0       1542
-## 2171   2171     A0PZZ5       1542
-## 2172   2172     A0Q060       1542
-## 2173   2173     A0Q067       1542
-## 2174   2174     A0Q087       1542
-## 2175   2175     A0Q0A1       1542
-## 2176   2176     A0Q0A4       1542
-## 2177   2177     A0Q0A7       1542
-## 2178   2178     A0Q0K2       1542
-## 2179   2179     A0Q0P3       1542
-## 2180   2180     A0Q0P3       1542
-## 2181   2181     A0Q0P3       1542
-## 2182   2182     A0Q0Q4       1542
-## 2183   2183     A0Q0Q4       1542
-## 2184   2184     A0Q0Q7       1542
-## 2185   2185     A0Q0Q7       1542
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-## 2644   2644     A0QVX9       1772
-## 2645   2645     A0QVY0       1772
-## 2646   2646     A0QVY0       1772
-## 2647   2647     A0QW18       1772
-## 2648   2648     A0QW18       1772
-## 2649   2649     A0QW19       1772
-## 2650   2650     A0QW23       1772
-## 2651   2651     A0QW23       1772
-## 2652   2652     A0QWH4       1772
-## 2653   2653     A0QWH5       1772
-## 2654   2654     A0QWH6       1772
-## 2655   2655     A0QWH6       1772
-## 2656   2656     A0QWN3       1772
-## 2657   2657     A0QWQ4       1772
-## 2658   2658     A0QWQ4       1772
-## 2659   2659     A0QWQ5       1772
-## 2660   2660     A0QWT3       1772
-## 2661   2661     A0QWU2       1772
-## 2662   2662     A0QWV6       1772
-## 2663   2663     A0QWV6       1772
-## 2664   2664     A0QWV6       1772
-## 2665   2665     A0QWV6       1772
-## 2666   2666     A0QWX4       1772
-## 2667   2667     A0QWX4       1772
-## 2668   2668     A0QX22       1772
-## 2669   2669     A0QX22       1772
-## 2670   2670     A0QX22       1772
-## 2671   2671     A0QX65       1772
-## 2672   2672     A0QX83       1772
-## 2673   2673     A0QX83       1772
-## 2674   2674     A0QX86       1772
-## 2675   2675     A0QXJ6       1772
-## 2676   2676     A0QXX7       1772
-## 2677   2677     A0QXX7       1772
-## 2678   2678     A0QY28       1772
-## 2679   2679     A0QY28       1772
-## 2680   2680     A0QY28       1772
-## 2681   2681     A0QY28       1772
-## 2682   2682     A0QYE0       1772
-## 2683   2683     A0QYG9       1772
-## 2684   2684     A0QYL8       1772
-## 2685   2685     A0QYP1       1772
-## 2686   2686     A0QYQ7       1772
-## 2687   2687     A0QYQ7       1772
-## 2688   2688     A0QYS5       1772
-## 2689   2689     A0QYS5       1772
-## 2690   2690     A0QYS6       1772
-## 2691   2691     A0QYS8       1772
-## 2692   2692     A0QYS8       1772
-## 2693   2693     A0QYT0       1772
-## 2694   2694     A0QYU7       1772
-## 2695   2695     A0QYV1       1772
-## 2696   2696     A0QYV1       1772
-## 2697   2697     A0QYV1       1772
-## 2698   2698     A0QYV1       1772
-## 2699   2699     A0QYY6       1772
-## 2700   2700     A0QYY6       1772
-## 2701   2701     A0QZ11       1772
-## 2702   2702     A0QZ13       1772
-## 2703   2703     A0QZ13       1772
-## 2704   2704     A0QZ47       1772
-## 2705   2705     A0QZ47       1772
-## 2706   2706     A0QZ47       1772
-## 2707   2707     A0QZ54       1772
-## 2708   2708     A0QZE3       1772
-## 2709   2709     A0QZY5       1772
-## 2710   2710     A0R006       1772
-## 2711   2711     A0R006       1772
-## 2712   2712     A0R006       1772
-## 2713   2713     A0R014       1772
-## 2714   2714     A0R014       1772
-## 2715   2715     A0R014       1772
-## 2716   2716     A0R015       1772
-## 2717   2717     A0R018       1772
-## 2718   2718     A0R018       1772
-## 2719   2719     A0R018       1772
-## 2720   2720     A0R018       1772
-## 2721   2721     A0R019       1772
-## 2722   2722     A0R022       1772
-## 2723   2723     A0R022       1772
-## 2724   2724     A0R024       1772
-## 2725   2725     A0R024       1772
-## 2726   2726     A0R025       1772
-## 2727   2727     A0R033       1772
-## 2728   2728     A0R036       1772
-## 2729   2729     A0R065       1772
-## 2730   2730     A0R066       1772
-## 2731   2731     A0R079       1772
-## 2732   2732     A0R082       1772
-## 2733   2733     A0R082       1772
-## 2734   2734     A0R082       1772
-## 2735   2735     A0R0T9       1772
-## 2736   2736     A0R102       1772
-## 2737   2737     A0R112       1772
-## 2738   2738     A0R148       1772
-## 2739   2739     A0R149       1772
-## 2740   2740     A0R149       1772
-## 2741   2741     A0R149       1772
-## 2742   2742     A0R152       1772
-## 2743   2743     A0R152       1772
-## 2744   2744     A0R152       1772
-## 2745   2745     A0R152       1772
-## 2746   2746     A0R152       1772
-## 2747   2747     A0R152       1772
-## 2748   2748     A0R152       1772
-## 2749   2749     A0R152       1772
-## 2750   2750     A0R152       1772
-## 2751   2751     A0R152       1772
-## 2752   2752     A0R199       1772
-## 2753   2753     A0R1C2       1772
-## 2754   2754     A0R1H6       1772
-## 2755   2755     A0R1Y1       1772
-## 2756   2756     A0R1Y4       1772
-## 2757   2757     A0R202       1772
-## 2758   2758     A0R203       1772
-## 2759   2759     A0R203       1772
-## 2760   2760     A0R204       1772
-## 2761   2761     A0R204       1772
-## 2762   2762     A0R211       1772
-## 2763   2763     A0R211       1772
-## 2764   2764     A0R213       1772
-## 2765   2765     A0R2B1       1772
-## 2766   2766     A0R2B1       1772
-## 2767   2767     A0R2B1       1772
-## 2768   2768     A0R2B1       1772
-## 2769   2769     A0R2D1       1772
-## 2770   2770     A0R2D1       1772
-## 2771   2771     A0R2D4       1772
-## 2772   2772     A0R2G5       1772
-## 2773   2773     A0R2G5       1772
-## 2774   2774     A0R2I8       1772
-## 2775   2775     A0R2I8       1772
-## 2776   2776     A0R2K8       1772
-## 2777   2777     A0R2K8       1772
-## 2778   2778     A0R2W9       1772
-## 2779   2779     A0R2Y2       1772
-## 2780   2780     A0R2Y2       1772
-## 2781   2781     A0R2Y2       1772
-## 2782   2782     A0R3A7       1772
-## 2783   2783     A0R3A7       1772
-## 2784   2784     A0R3C7       1772
-## 2785   2785     A0R3I3       1772
-## 2786   2786     A0R3I7       1772
-## 2787   2787     A0R3I8       1772
-## 2788   2788     A0R3M4       1772
-## 2789   2789     A0R3N5       1772
-## 2790   2790     A0R3Q8       1772
-## 2791   2791     A0R3S7       1772
-## 2792   2792     A0R3S7       1772
-## 2793   2793     A0R3S7       1772
-## 2794   2794     A0R4H4       1772
-## 2795   2795     A0R4H4       1772
-## 2796   2796     A0R4M9       1772
-## 2797   2797     A0R4R3       1772
-## 2798   2798     A0R525       1772
-## 2799   2799     A0R541       1772
-## 2800   2800     A0R563       1772
-## 2801   2801     A0R564       1772
-## 2802   2802     A0R574       1772
-## 2803   2803     A0R574       1772
-## 2804   2804     A0R574       1772
-## 2805   2805     A0R579       1772
-## 2806   2806     A0R580       1772
-## 2807   2807     A0R5C5       1772
-## 2808   2808     A0R5G1       1772
-## 2809   2809     A0R5G1       1772
-## 2810   2810     A0R5G1       1772
-## 2811   2811     A0R5G1       1772
-## 2812   2812     A0R5N0       1772
-## 2813   2813     A0R5N1       1772
-## 2814   2814     A0R5T2       1772
-## 2815   2815     A0R5Z0       1772
-## 2816   2816     A0R609       1772
-## 2817   2817     A0R611       1772
-## 2818   2818     A0R611       1772
-## 2819   2819     A0R611       1772
-## 2820   2820     A0R627       1772
-## 2821   2821     A0R638       1772
-## 2822   2822     A0R647       1772
-## 2823   2823     A0R665       1772
-## 2824   2824     A0R6D9       1772
-## 2825   2825     A0R6D9       1772
-## 2826   2826     A0R6E0       1772
-## 2827   2827     A0R7F9       1772
-## 2828   2828     A0R7G2       1772
-## 2829   2829     A0R7G2       1772
-## 2830   2830     A0R7G2       1772
-## 2831   2831     A0R7G2       1772
-## 2832   2832     A0R7G6       1772
-## 2833   2833     A0R7H5       1772
-## 2834   2834     A0R7K1       1772
-## 2835   2835     A0R898       1428
-## 2836   2836     A0R8A3       1428
-## 2837   2837     A0R8B4       1428
-## 2838   2838     A0R8C1       1428
-## 2839   2839     A0R8C1       1428
-## 2840   2840     A0R8C1       1428
-## 2841   2841     A0R8D9       1428
-## 2842   2842     A0R8E9       1428
-## 2843   2843     A0R8F9       1428
-## 2844   2844     A0R8G8       1428
-## 2845   2845     A0R8I3       1428
-## 2846   2846     A0R8I3       1428
-## 2847   2847     A0R8K4       1428
-## 2848   2848     A0R8U6       1428
-## 2849   2849     A0R8W4       1428
-## 2850   2850     A0R8Z8       1428
-## 2851   2851     A0R904       1428
-## 2852   2852     A0R921       1428
-## 2853   2853     A0R921       1428
-## 2854   2854     A0R921       1428
-## 2855   2855     A0R969       1428
-## 2856   2856     A0R979       1428
-## 2857   2857     A0R979       1428
-## 2858   2858     A0R9A0       1428
-## 2859   2859     A0R9F0       1428
-## 2860   2860     A0RA12       1428
-## 2861   2861     A0RA13       1428
-## 2862   2862     A0RAC8       1428
-## 2863   2863     A0RAC8       1428
-## 2864   2864     A0RAC8       1428
-## 2865   2865     A0RAP3       1428
-## 2866   2866     A0RAQ6       1428
-## 2867   2867     A0RAX7       1428
-## 2868   2868     A0RB27       1428
-## 2869   2869     A0RBC7       1428
-## 2870   2870     A0RBJ0       1428
-## 2871   2871     A0RBJ8       1428
-## 2872   2872     A0RBM1       1428
-## 2873   2873     A0RBM3       1428
-## 2874   2874     A0RBV2       1428
-## 2875   2875     A0RBV4       1428
-## 2876   2876     A0RBV9       1428
-## 2877   2877     A0RBV9       1428
-## 2878   2878     A0RBV9       1428
-## 2879   2879     A0RBW5       1428
-## 2880   2880     A0RCF8       1428
-## 2881   2881     A0RCL3       1428
-## 2882   2882     A0RDG3       1428
-## 2883   2883     A0RDM5       1428
-## 2884   2884     A0RDW1       1428
-## 2885   2885     A0RE96       1428
-## 2886   2886     A0REB5       1428
-## 2887   2887     A0REB5       1428
-## 2888   2888     A0REB6       1428
-## 2889   2889     A0REM5       1428
-## 2890   2890     A0REW2       1428
-## 2891   2891     A0RFE8       1428
-## 2892   2892     A0RH37       1428
-## 2893   2893     A0RH75       1428
-## 2894   2894     A0RHE0       1428
-## 2895   2895     A0RHE0       1428
-## 2896   2896     A0RHE1       1428
-## 2897   2897     A0RHE1       1428
-## 2898   2898     A0RHE1       1428
-## 2899   2899     A0RHF0       1428
-## 2900   2900     A0RHF0       1428
-## 2901   2901     A0RHF2       1428
-## 2902   2902     A0RHH8       1428
-## 2903   2903     A0RHL0       1428
-## 2904   2904     A0RHL4       1428
-## 2905   2905     A0RHM6       1428
-## 2906   2906     A0RHQ8       1428
-## 2907   2907     A0RHR0       1428
-## 2908   2908     A0RHT4       1428
-## 2909   2909     A0RHX9       1428
-## 2910   2910     A0RHY8       1428
-## 2911   2911     A0RHZ2       1428
-## 2912   2912     A0RHZ3       1428
-## 2913   2913     A0RHZ3       1428
-## 2914   2914     A0RI39       1428
-## 2915   2915     A0RI44       1428
-## 2916   2916     A0RI91       1428
-## 2917   2917     A0RIB6       1428
-## 2918   2918     A0RIH1       1428
-## 2919   2919     A0RIH2       1428
-## 2920   2920     A0RIK9       1428
-## 2921   2921     A0RIM4       1428
-## 2922   2922     A0RIM4       1428
-## 2923   2923     A0RIQ2       1428
-## 2924   2924     A0RIQ8       1428
-## 2925   2925     A0RIQ8       1428
-## 2926   2926     A0RIT1       1428
-## 2927   2927     A0RIT1       1428
-## 2928   2928     A0RIT3       1428
-## 2929   2929     A0RIT7       1428
-## 2930   2930     A0RIY8       1428
-## 2931   2931     A0RJ00       1428
-## 2932   2932     A0RJ00       1428
-## 2933   2933     A0RJ16       1428
-## 2934   2934     A0RJ24       1428
-## 2935   2935     A0RJ27       1428
-## 2936   2936     A0RJ35       1428
-## 2937   2937     A0RJ47       1428
-## 2938   2938     A0RJ47       1428
-## 2939   2939     A0RJ51       1428
-## 2940   2940     A0RJ87       1428
-## 2941   2941     A0RJ90       1428
-## 2942   2942     A0RJ90       1428
-## 2943   2943     A0RJF2       1428
-## 2944   2944     A0RJF2       1428
-## 2945   2945     A0RJJ8       1428
-## 2946   2946     A0RJM3       1428
-## 2947   2947     A0RJM4       1428
-## 2948   2948     A0RJP1       1428
-## 2949   2949     A0RJX2       1428
-## 2950   2950     A0RK94       1428
-## 2951   2951     A0RKM3       1428
-## 2952   2952     A0RKU8       1428
-## 2953   2953     A0RKU8       1428
-## 2954   2954     A0RL94       1428
-## 2955   2955     A0RL94       1428
-## 2956   2956     A0RL96       1428
-## 2957   2957     A0RLC3       1428
-## 2958   2958     A0RLC4       1428
-## 2959   2959     A0RLC4       1428
-## 2960   2960     A0RLN5       1428
-## 2961   2961     A0RLN8       1428
-## 2962   2962     A0RLP6       1428
-## 2963   2963     A0RLR2       1428
-## 2964   2964     A0RM12        196
-## 2965   2965     A0RM26        196
-## 2966   2966     A0RM37        196
-## 2967   2967     A0RMD6        196
-## 2968   2968     A0RME1        196
-## 2969   2969     A0RME8        196
-## 2970   2970     A0RME8        196
-## 2971   2971     A0RMH2        196
-## 2972   2972     A0RMK7        196
-## 2973   2973     A0RMN5        196
-## 2974   2974     A0RMN9        196
-## 2975   2975     A0RMP5        196
-## 2976   2976     A0RMQ7        196
-## 2977   2977     A0RMW2        196
-## 2978   2978     A0RMW2        196
-## 2979   2979     A0RMY9        196
-## 2980   2980     A0RN29        196
-## 2981   2981     A0RN42        196
-## 2982   2982     A0RNB3        196
-## 2983   2983     A0RNB3        196
-## 2984   2984     A0RNB3        196
-## 2985   2985     A0RNK3        196
-## 2986   2986     A0RNK4        196
-## 2987   2987     A0RNN3        196
-## 2988   2988     A0RNS3        196
-## 2989   2989     A0RNT1        196
-## 2990   2990     A0RNT1        196
-## 2991   2991     A0RNU3        196
-## 2992   2992     A0RNU3        196
-## 2993   2993     A0RNW2        196
-## 2994   2994     A0RNX3        196
-## 2995   2995     A0RNY9        196
-## 2996   2996     A0RNY9        196
-## 2997   2997     A0RNZ5        196
-## 2998   2998     A0RP01        196
-## 2999   2999     A0RP01        196
-## 3000   3000     A0RP13        196
-## 3001   3001     A0RP16        196
-## 3002   3002     A0RP30        196
-## 3003   3003     A0RP87        196
-## 3004   3004     A0RP87        196
-## 3005   3005     A0RPC8        196
-## 3006   3006     A0RPD2        196
-## 3007   3007     A0RPF9        196
-## 3008   3008     A0RPI7        196
-## 3009   3009     A0RPN3        196
-## 3010   3010     A0RPN3        196
-## 3011   3011     A0RPN6        196
-## 3012   3012     A0RPR0        196
-## 3013   3013     A0RPR0        196
-## 3014   3014     A0RPR0        196
-## 3015   3015     A0RPZ4        196
-## 3016   3016     A0RPZ4        196
-## 3017   3017     A0RQ71        196
-## 3018   3018     A0RQA9        196
-## 3019   3019     A0RQA9        196
-## 3020   3020     A0RQD7        196
-## 3021   3021     A0RQD7        196
-## 3022   3022     A0RQI0        196
-## 3023   3023     A0RQI0        196
-## 3024   3024     A0RQI4        196
-## 3025   3025     A0RQJ3        196
-## 3026   3026     A0RQJ6        196
-## 3027   3027     A0RQK5        196
-## 3028   3028     A0RQK5        196
-## 3029   3029     A0RQK7        196
-## 3030   3030     A0RQL9        196
-## 3031   3031     A0RQL9        196
-## 3032   3032     A0RQL9        196
-## 3033   3033     A0RQM4        196
-## 3034   3034     A0RQM7        196
-## 3035   3035     A0RQM9        196
-## 3036   3036     A0RQM9        196
-## 3037   3037     A0RQU0        196
-## 3038   3038     A0RQX6        196
-## 3039   3039     A0RQZ4        196
-## 3040   3040     A0RQZ4        196
-## 3041   3041     A0RR29        196
-## 3042   3042     A0RR37        196
-## 3043   3043     A0RR62        196
-## 3044   3044     A0RR62        196
-## 3045   3045     A0RR73        196
-## 3046   3046     A0RRG4        196
-## 3047   3047     A0RRM6        196
-## 3048   3048     A0RRM6        196
-## 3049   3049     A0RRN7        196
-## 3050   3050     A0RRU6        196
-## 3051   3051     A0RTP4      46770
-## 3052   3052     A0RU64      46770
-## 3053   3053     A0RU64      46770
-## 3054   3054     A0RU64      46770
-## 3055   3055     A0RUA5      46770
-## 3056   3056     A0RUP0      46770
-## 3057   3057     A0RUP0      46770
-## 3058   3058     A0RUP0      46770
-## 3059   3059     A0RUR2      46770
-## 3060   3060     A0RUY7      46770
-## 3061   3061     A0RUY7      46770
-## 3062   3062     A0RUZ0      46770
-## 3063   3063     A0RVQ8      46770
-## 3064   3064     A0RVQ8      46770
-## 3065   3065     A0RVX9      46770
-## 3066   3066     A0RVX9      46770
-## 3067   3067     A0RVY4      46770
-## 3068   3068     A0RW02      46770
-## 3069   3069     A0RW96      46770
-## 3070   3070     A0RWD1      46770
-## 3071   3071     A0RWD6      46770
-## 3072   3072     A0RWI9      46770
-## 3073   3073     A0RWI9      46770
-## 3074   3074     A0RWW0      46770
-## 3075   3075     A0RX10      46770
-## 3076   3076     A0RX34      46770
-## 3077   3077     A0RXE1      46770
-## 3078   3078     A0RXK0      46770
-## 3079   3079     A0RXK1      46770
-## 3080   3080     A0RXQ5      46770
-## 3081   3081     A0RXV2      46770
-## 3082   3082     A0RY01      46770
-## 3083   3083     A0RY02      46770
-## 3084   3084     A0RYC3      46770
-## 3085   3085     A0RYM0      46770
-## 3086   3086     A0RYM0      46770
-## 3087   3087     A0RYP2      46770
-## 3088   3088     A0RYW7      46770
-## 3089   3089     A0RZ01      46770
-## 3090   3090     A0RZ01      46770
-## 3091   3091     A0RZ01      46770
-## 3092   3092     A0RZ09      46770
-## 3093   3093     A0RZB4         NA
-## 3094   3094     A0RZB4         NA
-## 3095   3095     A0RZB4         NA
-## 3096   3096     A0RZC6         NA
-## 3097   3097     A0RZC6         NA
-## 3098   3098     A0RZC6         NA
-## 3099   3099     A0RZC6         NA
-## 3100   3100     A0RZH5         NA
-## 3101   3101     A0RZH5         NA
-## 3102   3102     A0RZH5         NA
-## 3103   3103     A0SE60         NA
-## 3104   3104     A0SIF1         NA
-## 3105   3105     A0SIX6         NA
-## 3106   3106     A0SJA5         NA
-## 3107   3107     A0SPI0         NA
-## 3108   3108     A0SPI1         NA
-## 3109   3109     A0SPI1         NA
-## 3110   3110     A0SPJ4         NA
-## 3111   3111     A0SPJ8       4513
-## 3112   3112     A0SQM0         NA
-## 3113   3113     A0SYQ0       9612
-## 3114   3114     A0T097       2850
-## 3115   3115     A0T0A6       2850
-## 3116   3116     A0T0B3       2850
-## 3117   3117     A0T0B8       2850
-## 3118   3118     A0T0C0       2850
-## 3119   3119     A0T0C0       2850
-## 3120   3120     A0T0D3       2850
-## 3121   3121     A0T0D7       2850
-## 3122   3122     A0T0D8       2850
-## 3123   3123     A0T0D9       2850
-## 3124   3124     A0T0D9       2850
-## 3125   3125     A0T0E8       2850
-## 3126   3126     A0T0E9       2850
-## 3127   3127     A0T0E9       2850
-## 3128   3128     A0T0F8       2850
-## 3129   3129     A0T0G2       2850
-## 3130   3130     A0T0G3       2850
-## 3131   3131     A0T0G5       2850
-## 3132   3132     A0T0G9       2850
-## 3133   3133     A0T0H4       2850
-## 3134   3134     A0T0H4       2850
-## 3135   3135     A0T0H5       2850
-## 3136   3136     A0T0H7       2850
-## 3137   3137     A0T0H8       2850
-## 3138   3138     A0T0J3       2850
-## 3139   3139     A0T0J4       2850
-## 3140   3140     A0T0J8       2850
-## 3141   3141     A0T0K0       2850
-## 3142   3142     A0T0K2       2850
-## 3143   3143     A0T0K6       2850
-## 3144   3144     A0T0L2       2850
-## 3145   3145     A0T0M6       2850
-## 3146   3146     A0T0M8         NA
-## 3147   3147     A0T0M8         NA
-## 3148   3148     A0T0N2         NA
-## 3149   3149     A0T0P0         NA
-## 3150   3150     A0T0P1         NA
-## 3151   3151     A0T0P2         NA
-## 3152   3152     A0T0Q6         NA
-## 3153   3153     A0T0Q9         NA
-## 3154   3154     A0T0R0         NA
-## 3155   3155     A0T0R0         NA
-## 3156   3156     A0T0R0         NA
-## 3157   3157     A0T0R5         NA
-## 3158   3158     A0T0T0         NA
-## 3159   3159     A0T0T0         NA
-## 3160   3160     A0T0T7         NA
-## 3161   3161     A0T0T9         NA
-## 3162   3162     A0T0U5         NA
-## 3163   3163     A0T0V5         NA
-## 3164   3164     A0T0W2         NA
-## 3165   3165     A0T0W4         NA
-## 3166   3166     A0T0W9         NA
-## 3167   3167     A0T0X1         NA
-## 3168   3168     A0T0X2         NA
-## 3169   3169     A0T0Y7         NA
-## 3170   3170     A0T0Y8         NA
-## 3171   3171     A0T0Y9         NA
-## 3172   3172     A0T0Y9         NA
-## 3173   3173     A0T0Z3         NA
-## 3174   3174     A0T0Z6         NA
-## 3175   3175     A0T0Z7         NA
-## 3176   3176     A0T100         NA
-## 3177   3177     A0T100         NA
-## 3178   3178     A0ZSE6         NA
-## 3179   3179     A0ZSF2         NA
-## 3180   3180     A0ZSF2         NA
-## 3181   3181     A0ZSF3         NA
-## 3182   3182     A0ZSF3         NA
-## 3183   3183     A0ZSF4         NA
-## 3184   3184     A0ZSF4         NA
-## 3185   3185     A0ZSF5         NA
-## 3186   3186     A0ZSF5         NA
-## 3187   3187     A0ZSF6         NA
-## 3188   3188     A0ZSF6         NA
-## 3189   3189     A0ZSF7         NA
-## 3190   3190     A0ZSF7         NA
-## 3191   3191     A0ZSK4         NA
-## 3192   3192     A0ZT23         NA
-## 3193   3193     A0ZZ15         NA
-## 3194   3194     A0ZZ16         NA
-## 3195   3195     A0ZZ20         NA
-## 3196   3196     A0ZZ22         NA
-## 3197   3197     A0ZZ25         NA
-## 3198   3198     A0ZZ26         NA
-## 3199   3199     A0ZZ31         NA
-## 3200   3200     A0ZZ34         NA
-## 3201   3201     A0ZZ35         NA
-## 3202   3202     A0ZZ36         NA
-## 3203   3203     A0ZZ36         NA
-## 3204   3204     A0ZZ40         NA
-## 3205   3205     A0ZZ43         NA
-## 3206   3206     A0ZZ44         NA
-## 3207   3207     A0ZZ48         NA
-## 3208   3208     A0ZZ57         NA
-## 3209   3209     A0ZZ59         NA
-## 3210   3210     A0ZZ62         NA
-## 3211   3211     A0ZZ68         NA
-## 3212   3212     A0ZZ74         NA
-## 3213   3213     A0ZZ76         NA
-## 3214   3214     A0ZZ78         NA
-## 3215   3215     A0ZZ78         NA
-## 3216   3216     A0ZZ78         NA
-## 3217   3217     A0ZZ78         NA
-## 3218   3218     A0ZZ78         NA
-## 3219   3219     A0ZZ80         NA
-## 3220   3220     A0ZZ82         NA
-## 3221   3221     A0ZZ85         NA
-## 3222   3222     A0ZZ86         NA
-## 3223   3223     A0ZZ89         NA
-## 3224   3224     A0ZZ93         NA
-## 3225   3225     A0ZZ93         NA
-## 3226   3226     A0ZZ93         NA
-## 3227   3227     A0ZZ93         NA
-## 3228   3228     A0ZZ93         NA
-## 3229   3229     A0ZZ93         NA
-## 3230   3230     A0ZZA1       1680
-## 3231   3231     A0ZZG5       1680
-## 3232   3232     A0ZZH5       1680
-## 3233   3233     A0ZZM2       1680
-## 3234   3234     A0ZZN6       1680
-## 3235   3235     A0ZZS4       1680
-## 3236   3236     A0ZZV4       1680
-## 3237   3237     A0ZZV7       1680
-## 3238   3238     A0ZZV7       1680
-## 3239   3239     A0ZZX2       1680
-## 3240   3240     A0ZZZ0       1680
-## 3241   3241     A1A005       1680
-## 3242   3242     A1A008       1680
-## 3243   3243     A1A033       1680
-## 3244   3244     A1A048       1680
-## 3245   3245     A1A058       1680
-## 3246   3246     A1A070       1680
-## 3247   3247     A1A075       1680
-## 3248   3248     A1A080       1680
-## 3249   3249     A1A084       1680
-## 3250   3250     A1A084       1680
-## 3251   3251     A1A084       1680
-## 3252   3252     A1A084       1680
-## 3253   3253     A1A086       1680
-## 3254   3254     A1A0A2       1680
-## 3255   3255     A1A0A2       1680
-## 3256   3256     A1A0A3       1680
-## 3257   3257     A1A0A3       1680
-## 3258   3258     A1A0B7       1680
-## 3259   3259     A1A0B7       1680
-## 3260   3260     A1A0E0       1680
-## 3261   3261     A1A0E0       1680
-## 3262   3262     A1A0H0       1680
-## 3263   3263     A1A0I9       1680
-## 3264   3264     A1A0L5       1680
-## 3265   3265     A1A0M5       1680
-## 3266   3266     A1A0P1       1680
-## 3267   3267     A1A0S2       1680
-## 3268   3268     A1A0S3       1680
-## 3269   3269     A1A0T0       1680
-## 3270   3270     A1A0T0       1680
-## 3271   3271     A1A0T1       1680
-## 3272   3272     A1A0T4       1680
-## 3273   3273     A1A0T7       1680
-## 3274   3274     A1A0T9       1680
-## 3275   3275     A1A139       1680
-## 3276   3276     A1A139       1680
-## 3277   3277     A1A139       1680
-## 3278   3278     A1A139       1680
-## 3279   3279     A1A141       1680
-## 3280   3280     A1A198       1680
-## 3281   3281     A1A198       1680
-## 3282   3282     A1A198       1680
-## 3283   3283     A1A1B4       1680
-## 3284   3284     A1A1B4       1680
-## 3285   3285     A1A1G3       1680
-## 3286   3286     A1A1H9       1680
-## 3287   3287     A1A1I2       1680
-## 3288   3288     A1A1I4       1680
-## 3289   3289     A1A1I4       1680
-## 3290   3290     A1A1J0       1680
-## 3291   3291     A1A1J3       1680
-## 3292   3292     A1A1K1       1680
-## 3293   3293     A1A1K3       1680
-## 3294   3294     A1A1M6       1680
-## 3295   3295     A1A1N5       1680
-## 3296   3296     A1A1R2       1680
-## 3297   3297     A1A1R2       1680
-## 3298   3298     A1A1R2       1680
-## 3299   3299     A1A1R9       1680
-## 3300   3300     A1A1R9       1680
-## 3301   3301     A1A1R9       1680
-## 3302   3302     A1A1U9       1680
-## 3303   3303     A1A1X1       1680
-## 3304   3304     A1A1X6       1680
-## 3305   3305     A1A236       1680
-## 3306   3306     A1A278       1680
-## 3307   3307     A1A278       1680
-## 3308   3308     A1A2F2       1680
-## 3309   3309     A1A2F2       1680
-## 3310   3310     A1A2F7       1680
-## 3311   3311     A1A2H2       1680
-## 3312   3312     A1A2I0       1680
-## 3313   3313     A1A2I0       1680
-## 3314   3314     A1A2I3       1680
-## 3315   3315     A1A2I3       1680
-## 3316   3316     A1A2J2       1680
-## 3317   3317     A1A2Z1       1680
-## 3318   3318     A1A2Z2       1680
-## 3319   3319     A1A316       1680
-## 3320   3320     A1A316       1680
-## 3321   3321     A1A316       1680
-## 3322   3322     A1A317       1680
-## 3323   3323     A1A317       1680
-## 3324   3324     A1A317       1680
-## 3325   3325     A1A3C9       1680
-## 3326   3326     A1A3M0       1680
-## 3327   3327     A1A3M0       1680
-## 3328   3328     A1A3P4       1680
-## 3329   3329     A1A3P5       1680
-## 3330   3330     A1A3P5       1680
-## 3331   3331     A1A3P5       1680
-## 3332   3332     A1A3P5       1680
-## 3333   3333     A1A3P5       1680
-## 3334   3334     A1A3W3       1680
-## 3335   3335     A1A3X8       1680
-## 3336   3336     A1A4G5         NA
-## 3337   3337     A1A4H6         NA
-## 3338   3338     A1A4H6         NA
-## 3339   3339     A1A4H9         NA
-## 3340   3340     A1A4H9         NA
-## 3341   3341     A1A4H9         NA
-## 3342   3342     A1A4H9         NA
-## 3343   3343     A1A4I1         NA
-## 3344   3344     A1A4I1         NA
-## 3345   3345     A1A4I1         NA
-## 3346   3346     A1A4I1         NA
-## 3347   3347     A1A4I1         NA
-## 3348   3348     A1A4I4         NA
-## 3349   3349     A1A4I4         NA
-## 3350   3350     A1A4I4         NA
-## 3351   3351     A1A4I4         NA
-## 3352   3352     A1A4I9         NA
-## 3353   3353     A1A4J1         NA
-## 3354   3354     A1A4J1         NA
-## 3355   3355     A1A4J6         NA
-## 3356   3356     A1A4J7         NA
-## 3357   3357     A1A4J7         NA
-## 3358   3358     A1A4J7         NA
-## 3359   3359     A1A4J7         NA
-## 3360   3360     A1A4J7         NA
-## 3361   3361     A1A4K3         NA
-## 3362   3362     A1A4K5         NA
-## 3363   3363     A1A4K5         NA
-## 3364   3364     A1A4K8         NA
-## 3365   3365     A1A4K8         NA
-## 3366   3366     A1A4K8         NA
-## 3367   3367     A1A4K8         NA
-## 3368   3368     A1A4L1         NA
-## 3369   3369     A1A4L6         NA
-## 3370   3370     A1A4L6         NA
-## 3371   3371     A1A4L8         NA
-## 3372   3372     A1A4M2         NA
-## 3373   3373     A1A4M2         NA
-## 3374   3374     A1A4M2         NA
-## 3375   3375     A1A4P4         NA
-## 3376   3376     A1A4P4         NA
-## 3377   3377     A1A4Q9         NA
-## 3378   3378     A1A4R8         NA
-## 3379   3379     A1A4R8         NA
-## 3380   3380     A1A4R9         NA
-## 3381   3381     A1A4R9         NA
-## 3382   3382     A1A4R9         NA
-## 3383   3383     A1A4S6         NA
-## 3384   3384     A1A4T8         NA
-## 3385   3385     A1A519         NA
-## 3386   3386     A1A535         NA
-## 3387   3387     A1A547         NA
-## 3388   3388     A1A5B4         NA
-## 3389   3389     A1A5B4         NA
-## 3390   3390     A1A5C7         NA
-## 3391   3391     A1A5C7         NA
-## 3392   3392     A1A5C7         NA
-## 3393   3393     A1A5D9         NA
-## 3394   3394     A1A5D9         NA
-## 3395   3395     A1A5D9         NA
-## 3396   3396     A1A5F2         NA
-## 3397   3397     A1A5F2         NA
-## 3398   3398     A1A5G0         NA
-## 3399   3399     A1A5G0         NA
-## 3400   3400     A1A5G2         NA
-## 3401   3401     A1A5G2         NA
-## 3402   3402     A1A5G2         NA
-## 3403   3403     A1A5G4         NA
-## 3404   3404     A1A5G6         NA
-## 3405   3405     A1A5H6         NA
-## 3406   3406     A1A5H6         NA
-## 3407   3407     A1A5H6         NA
-## 3408   3408     A1A5H6         NA
-## 3409   3409     A1A5H8         NA
-## 3410   3410     A1A5H8         NA
-## 3411   3411     A1A5I1         NA
-## 3412   3412     A1A5I1         NA
-## 3413   3413     A1A5I1         NA
-## 3414   3414     A1A5I1         NA
-## 3415   3415     A1A5I1         NA
-## 3416   3416     A1A5K2         NA
-## 3417   3417     A1A5K2         NA
-## 3418   3418     A1A5K6         NA
-## 3419   3419     A1A5P0         NA
-## 3420   3420     A1A5P0         NA
-## 3421   3421     A1A5P0         NA
-## 3422   3422     A1A5P2         NA
-## 3423   3423     A1A5P9         NA
-## 3424   3424     A1A5P9         NA
-## 3425   3425     A1A5P9         NA
-## 3426   3426     A1A5Q0         NA
-## 3427   3427     A1A5Q0         NA
-## 3428   3428     A1A5Q0         NA
-## 3429   3429     A1A5Q0         NA
-## 3430   3430     A1A5Q0         NA
-## 3431   3431     A1A5Q0         NA
-## 3432   3432     A1A5Q0         NA
-## 3433   3433     A1A5Q5         NA
-## 3434   3434     A1A5Q5         NA
-## 3435   3435     A1A5Q6         NA
-## 3436   3436     A1A5Q6         NA
-## 3437   3437     A1A5Q6         NA
-## 3438   3438     A1A5Q7         NA
-## 3439   3439     A1A5R1         NA
-## 3440   3440     A1A5R1         NA
-## 3441   3441     A1A5R8         NA
-## 3442   3442     A1A5R8         NA
-## 3443   3443     A1A5R9         NA
-## 3444   3444     A1A5R9         NA
-## 3445   3445     A1A5S1         NA
-## 3446   3446     A1A5S1         NA
-## 3447   3447     A1A5S1         NA
-## 3448   3448     A1A5S1         NA
-## 3449   3449     A1A5S1         NA
-## 3450   3450     A1A5S1         NA
-## 3451   3451     A1A5V7         NA
-## 3452   3452     A1A5V7         NA
-## 3453   3453     A1A5V9         NA
-## 3454   3454     A1A5V9         NA
-## 3455   3455     A1A5X2         NA
-## 3456   3456     A1A5X2         NA
-## 3457   3457     A1A5X5         NA
-## 3458   3458     A1A5X5         NA
-## 3459   3459     A1A5Y0         NA
-## 3460   3460     A1A5Y0         NA
-## 3461   3461     A1A600         NA
-## 3462   3462     A1A643         NA
-## 3463   3463     A1A696       4530
-## 3464   3464     A1A696       4530
-## 3465   3465     A1A697       4530
-## 3466   3466     A1A697       4530
-## 3467   3467     A1A697       4530
-## 3468   3468     A1A698       4530
-## 3469   3469     A1A698       4530
-## 3470   3470     A1A6K6         NA
-## 3471   3471     A1A708         NA
-## 3472   3472     A1A708         NA
-## 3473   3473     A1A756        562
-## 3474   3474     A1A766        562
-## 3475   3475     A1A766        562
-## 3476   3476     A1A780        562
-## 3477   3477     A1A785        562
-## 3478   3478     A1A787        562
-## 3479   3479     A1A788        562
-## 3480   3480     A1A7A9        562
-## 3481   3481     A1A7B0        562
-## 3482   3482     A1A7B0        562
-## 3483   3483     A1A7B8        562
-## 3484   3484     A1A7D2        562
-## 3485   3485     A1A7D2        562
-## 3486   3486     A1A7D2        562
-## 3487   3487     A1A7E3        562
-## 3488   3488     A1A7G7        562
-## 3489   3489     A1A7K1        562
-## 3490   3490     A1A7K1        562
-## 3491   3491     A1A7L1        562
-## 3492   3492     A1A7M1        562
-## 3493   3493     A1A7M1        562
-## 3494   3494     A1A7M5        562
-## 3495   3495     A1A7M5        562
-## 3496   3496     A1A7M6        562
-## 3497   3497     A1A7M9        562
-## 3498   3498     A1A7N8        562
-## 3499   3499     A1A7Q3        562
-## 3500   3500     A1A7V4        562
-## 3501   3501     A1A7X6        562
-## 3502   3502     A1A831        562
-## 3503   3503     A1A831        562
-## 3504   3504     A1A890        562
-## 3505   3505     A1A897        562
-## 3506   3506     A1A897        562
-## 3507   3507     A1A8A6        562
-## 3508   3508     A1A8D7        562
-## 3509   3509     A1A8D9        562
-## 3510   3510     A1A8E1        562
-## 3511   3511     A1A8E2        562
-## 3512   3512     A1A8G9        562
-## 3513   3513     A1A8J2        562
-## 3514   3514     A1A8M2        562
-## 3515   3515     A1A8Q5        562
-## 3516   3516     A1A8R6        562
-## 3517   3517     A1A8R7        562
-## 3518   3518     A1A8R7        562
-## 3519   3519     A1A8S9        562
-## 3520   3520     A1A8W1        562
-## 3521   3521     A1A8W1        562
-## 3522   3522     A1A8Z3        562
-## 3523   3523     A1A909        562
-## 3524   3524     A1A909        562
-## 3525   3525     A1A918        562
-## 3526   3526     A1A925        562
-## 3527   3527     A1A944        562
-## 3528   3528     A1A947        562
-## 3529   3529     A1A967        562
-## 3530   3530     A1A986        562
-## 3531   3531     A1A986        562
-## 3532   3532     A1A991        562
-## 3533   3533     A1A9C8        562
-## 3534   3534     A1A9D6        562
-## 3535   3535     A1A9E1        562
-## 3536   3536     A1A9J2        562
-## 3537   3537     A1A9J9        562
-## 3538   3538     A1A9J9        562
-## 3539   3539     A1A9K1        562
-## 3540   3540     A1A9K1        562
-## 3541   3541     A1A9K1        562
-## 3542   3542     A1A9L2        562
-## 3543   3543     A1A9L5        562
-## 3544   3544     A1A9U6        562
-## 3545   3545     A1A9U9        562
-## 3546   3546     A1A9W0        562
-## 3547   3547     A1A9Y4        562
-## 3548   3548     A1AA96        562
-## 3549   3549     A1AA96        562
-## 3550   3550     A1AA96        562
-## 3551   3551     A1AAA9        562
-## 3552   3552     A1AAB4        562
-## 3553   3553     A1AAC5        562
-## 3554   3554     A1AAD8        562
-## 3555   3555     A1AAF7        562
-## 3556   3556     A1AAH3        562
-## 3557   3557     A1AAI0        562
-## 3558   3558     A1AAI0        562
-## 3559   3559     A1AAN0        562
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-## 4158   4158     A1BJZ7       1096
-## 4159   4159     A1BJZ7       1096
-## 4160   4160     A1BPI0         NA
-## 4161   4161     A1C3L3         NA
-## 4162   4162     A1C3L3         NA
-## 4163   4163     A1C3L3         NA
-## 4164   4164     A1C3L3         NA
-## 4165   4165     A1C3U0       5057
-## 4166   4166     A1C3U0       5057
-## 4167   4167     A1C3U1       5057
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-## 4435   4435     A1CKE0       5057
-## 4436   4436     A1CKG4       5057
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-## 4440   4440     A1CKI4       5057
-## 4441   4441     A1CKL4       5057
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-## 4443   4443     A1CL29       5057
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-## 4445   4445     A1CL59       5057
-## 4446   4446     A1CL63       5057
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-## 4448   4448     A1CL70       5057
-## 4449   4449     A1CL70       5057
-## 4450   4450     A1CL70       5057
-## 4451   4451     A1CL82       5057
-## 4452   4452     A1CL82       5057
-## 4453   4453     A1CL91       5057
-## 4454   4454     A1CL91       5057
-## 4455   4455     A1CL96       5057
-## 4456   4456     A1CLD2       5057
-## 4457   4457     A1CLY7       5057
-## 4458   4458     A1CLY7       5057
-## 4459   4459     A1CLY8       5057
-## 4460   4460     A1CLY8       5057
-## 4461   4461     A1CM73       5057
-## 4462   4462     A1CM86       5057
-## 4463   4463     A1CM86       5057
-## 4464   4464     A1CM86       5057
-## 4465   4465     A1CMA3       5057
-## 4466   4466     A1CMA3       5057
-## 4467   4467     A1CMA3       5057
-## 4468   4468     A1CMB9       5057
-## 4469   4469     A1CME3       5057
-## 4470   4470     A1CME3       5057
-## 4471   4471     A1CME3       5057
-## 4472   4472     A1CME3       5057
-## 4473   4473     A1CME3       5057
-## 4474   4474     A1CMF8       5057
-## 4475   4475     A1CMF8       5057
-## 4476   4476     A1CMH6       5057
-## 4477   4477     A1CMH6       5057
-## 4478   4478     A1CMM2       5057
-## 4479   4479     A1CMQ7       5057
-## 4480   4480     A1CMX6       5057
-## 4481   4481     A1CMX6       5057
-## 4482   4482     A1CN18       5057
-## 4483   4483     A1CNK1       5057
-## 4484   4484     A1CNK1       5057
-## 4485   4485     A1CNR3       5057
-## 4486   4486     A1CNV8       5057
-## 4487   4487     A1CNV8       5057
-## 4488   4488     A1CNW8       5057
-## 4489   4489     A1CNY1       5057
-## 4490   4490     A1CNY3       5057
-## 4491   4491     A1CNY3       5057
-## 4492   4492     A1CP08       5057
-## 4493   4493     A1CP80       5057
-## 4494   4494     A1CP80       5057
-## 4495   4495     A1CPG1       5057
-## 4496   4496     A1CPX0       5057
-## 4497   4497     A1CQA9       5057
-## 4498   4498     A1CQA9       5057
-## 4499   4499     A1CQA9       5057
-## 4500   4500     A1CQA9       5057
-## 4501   4501     A1CQA9       5057
-## 4502   4502     A1CQA9       5057
-## 4503   4503     A1CQD6       5057
-## 4504   4504     A1CQD6       5057
-## 4505   4505     A1CQD6       5057
-## 4506   4506     A1CQD6       5057
-## 4507   4507     A1CQD6       5057
-## 4508   4508     A1CQD6       5057
-## 4509   4509     A1CQG2       5057
-## 4510   4510     A1CQG2       5057
-## 4511   4511     A1CQG2       5057
-## 4512   4512     A1CQH7       5057
-## 4513   4513     A1CQH7       5057
-## 4514   4514     A1CQH7       5057
-## 4515   4515     A1CQH8       5057
-## 4516   4516     A1CQI9       5057
-## 4517   4517     A1CQI9       5057
-## 4518   4518     A1CQI9       5057
-## 4519   4519     A1CQL6       5057
-## 4520   4520     A1CQS5       5057
-## 4521   4521     A1CQS5       5057
-## 4522   4522     A1CQZ0       5057
-## 4523   4523     A1CQZ0       5057
-## 4524   4524     A1CQZ0       5057
-## 4525   4525     A1CQZ4       5057
-## 4526   4526     A1CQZ4       5057
-## 4527   4527     A1CQZ4       5057
-## 4528   4528     A1CR32       5057
-## 4529   4529     A1CR68       5057
-## 4530   4530     A1CR68       5057
-## 4531   4531     A1CR68       5057
-## 4532   4532     A1CR70       5057
-## 4533   4533     A1CR70       5057
-## 4534   4534     A1CRE5       5057
-## 4535   4535     A1CRE5       5057
-## 4536   4536     A1CRE5       5057
-## 4537   4537     A1CRE5       5057
-## 4538   4538     A1CRE5       5057
-## 4539   4539     A1CRG6       5057
-## 4540   4540     A1CRM1       5057
-## 4541   4541     A1CRM1       5057
-## 4542   4542     A1CRM1       5057
-## 4543   4543     A1CRM1       5057
-## 4544   4544     A1CRM1       5057
-## 4545   4545     A1CRM1       5057
-## 4546   4546     A1CRM1       5057
-## 4547   4547     A1CRW4       5057
-## 4548   4548     A1CRW4       5057
-## 4549   4549     A1CS00       5057
-## 4550   4550     A1CS06       5057
-## 4551   4551     A1CS92       5057
-## 4552   4552     A1CS92       5057
-## 4553   4553     A1CS92       5057
-## 4554   4554     A1CS92       5057
-## 4555   4555     A1CS92       5057
-## 4556   4556     A1CSR1       5057
-## 4557   4557     A1CSR1       5057
-## 4558   4558     A1CSU3       5057
-## 4559   4559     A1CSU3       5057
-## 4560   4560     A1CSU3       5057
-## 4561   4561     A1CSU3       5057
-## 4562   4562     A1CT23       5057
-## 4563   4563     A1CT23       5057
-## 4564   4564     A1CTF4       5057
-## 4565   4565     A1CTF4       5057
-## 4566   4566     A1CTI3       5057
-## 4567   4567     A1CTI3       5057
-## 4568   4568     A1CTI3       5057
-## 4569   4569     A1CTI3       5057
-## 4570   4570     A1CTI3       5057
-## 4571   4571     A1CTI3       5057
-## 4572   4572     A1CTI3       5057
-## 4573   4573     A1CTJ1       5057
-## 4574   4574     A1CTK4       5057
-## 4575   4575     A1CTL8       5057
-## 4576   4576     A1CTL8       5057
-## 4577   4577     A1CTL8       5057
-## 4578   4578     A1CTM5       5057
-## 4579   4579     A1CTM5       5057
-## 4580   4580     A1CTP5       5057
-## 4581   4581     A1CTP5       5057
-## 4582   4582     A1CTP5       5057
-## 4583   4583     A1CTZ2       5057
-## 4584   4584     A1CTZ2       5057
-## 4585   4585     A1CU44       5057
-## 4586   4586     A1CU44       5057
-## 4587   4587     A1CU44       5057
-## 4588   4588     A1CU59       5057
-## 4589   4589     A1CU75       5057
-## 4590   4590     A1CU77       5057
-## 4591   4591     A1CU89       5057
-## 4592   4592     A1CU89       5057
-## 4593   4593     A1CU89       5057
-## 4594   4594     A1CU89       5057
-## 4595   4595     A1CUC3       5057
-## 4596   4596     A1CUC3       5057
-## 4597   4597     A1CUC3       5057
-## 4598   4598     A1CUD6       5057
-## 4599   4599     A1CUF9       5057
-## 4600   4600     A1CUH7       5057
-## 4601   4601     A1CUH7       5057
-## 4602   4602     A1CUH7       5057
-## 4603   4603     A1CUJ5       5057
-## 4604   4604     A1CUK5       5057
-## 4605   4605     A1CUK5       5057
-## 4606   4606     A1CUR8       5057
-## 4607   4607     A1CV59      36630
-## 4608   4608     A1CVK0      36630
-## 4609   4609     A1CVV8      36630
-## 4610   4610     A1CVX6      36630
-## 4611   4611     A1CVY3      36630
-## 4612   4612     A1CVY3      36630
-## 4613   4613     A1CVY3      36630
-## 4614   4614     A1CVY3      36630
-## 4615   4615     A1CW14      36630
-## 4616   4616     A1CW14      36630
-## 4617   4617     A1CW44      36630
-## 4618   4618     A1CW53      36630
-## 4619   4619     A1CW53      36630
-## 4620   4620     A1CW53      36630
-## 4621   4621     A1CW53      36630
-## 4622   4622     A1CW53      36630
-## 4623   4623     A1CW53      36630
-## 4624   4624     A1CW63      36630
-## 4625   4625     A1CW63      36630
-## 4626   4626     A1CW63      36630
-## 4627   4627     A1CW63      36630
-## 4628   4628     A1CW63      36630
-## 4629   4629     A1CW63      36630
-## 4630   4630     A1CW67      36630
-## 4631   4631     A1CW67      36630
-## 4632   4632     A1CW67      36630
-## 4633   4633     A1CWA4      36630
-## 4634   4634     A1CWA4      36630
-## 4635   4635     A1CWA9      36630
-## 4636   4636     A1CWA9      36630
-## 4637   4637     A1CWM3      36630
-## 4638   4638     A1CWM3      36630
-## 4639   4639     A1CWM3      36630
-## 4640   4640     A1CWW9      36630
-## 4641   4641     A1CWW9      36630
-## 4642   4642     A1CWW9      36630
-## 4643   4643     A1CWW9      36630
-## 4644   4644     A1CX29      36630
-## 4645   4645     A1CX29      36630
-## 4646   4646     A1CX69      36630
-## 4647   4647     A1CX69      36630
-## 4648   4648     A1CX72      36630
-## 4649   4649     A1CX72      36630
-## 4650   4650     A1CX72      36630
-## 4651   4651     A1CX75      36630
-## 4652   4652     A1CXD6      36630
-## 4653   4653     A1CXD6      36630
-## 4654   4654     A1CXD6      36630
-## 4655   4655     A1CXF4      36630
-## 4656   4656     A1CXG4      36630
-## 4657   4657     A1CXG4      36630
-## 4658   4658     A1CXH2      36630
-## 4659   4659     A1CXK7      36630
-## 4660   4660     A1CXK7      36630
-## 4661   4661     A1CXK7      36630
-## 4662   4662     A1CXK7      36630
-## 4663   4663     A1CXL0      36630
-## 4664   4664     A1CXQ2      36630
-## 4665   4665     A1CXR0      36630
-## 4666   4666     A1CXT5      36630
-## 4667   4667     A1CXW3      36630
-## 4668   4668     A1CXW3      36630
-## 4669   4669     A1CXW3      36630
-## 4670   4670     A1CXW3      36630
-## 4671   4671     A1CXY5      36630
-## 4672   4672     A1CXY5      36630
-## 4673   4673     A1CYJ1      36630
-## 4674   4674     A1CYM1      36630
-## 4675   4675     A1CYM1      36630
-## 4676   4676     A1CYM1      36630
-## 4677   4677     A1CYS1      36630
-## 4678   4678     A1CYY6      36630
-## 4679   4679     A1CZ18      36630
-## 4680   4680     A1CZ18      36630
-## 4681   4681     A1CZ92      36630
-## 4682   4682     A1CZE5      36630
-## 4683   4683     A1CZE5      36630
-## 4684   4684     A1CZJ5      36630
-## 4685   4685     A1CZP6      36630
-## 4686   4686     A1CZU9      36630
-## 4687   4687     A1CZU9      36630
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-## 4689   4689     A1D122      36630
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-## 4691   4691     A1D145      36630
-## 4692   4692     A1D199      36630
-## 4693   4693     A1D1E3      36630
-## 4694   4694     A1D1E3      36630
-## 4695   4695     A1D1E3      36630
-## 4696   4696     A1D1E3      36630
-## 4697   4697     A1D1M2      36630
-## 4698   4698     A1D1R8      36630
-## 4699   4699     A1D1R8      36630
-## 4700   4700     A1D1R8      36630
-## 4701   4701     A1D1R8      36630
-## 4702   4702     A1D1T8      36630
-## 4703   4703     A1D1U0      36630
-## 4704   4704     A1D240      36630
-## 4705   4705     A1D240      36630
-## 4706   4706     A1D2B8      36630
-## 4707   4707     A1D2R3      36630
-## 4708   4708     A1D2R3      36630
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-## 4710   4710     A1D373      36630
-## 4711   4711     A1D373      36630
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-## 4713   4713     A1D373      36630
-## 4714   4714     A1D373      36630
-## 4715   4715     A1D373      36630
-## 4716   4716     A1D373      36630
-## 4717   4717     A1D3A0      36630
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-## 4722   4722     A1D3C5      36630
-## 4723   4723     A1D3E1      36630
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-## 4725   4725     A1D3F5      36630
-## 4726   4726     A1D3F5      36630
-## 4727   4727     A1D3F5      36630
-## 4728   4728     A1D3I2      36630
-## 4729   4729     A1D3P4      36630
-## 4730   4730     A1D3T4      36630
-## 4731   4731     A1D3V8      36630
-## 4732   4732     A1D3V8      36630
-## 4733   4733     A1D432      36630
-## 4734   4734     A1D434      36630
-## 4735   4735     A1D4A7      36630
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-## 4740   4740     A1D4C8      36630
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-## 4743   4743     A1D4K4      36630
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-## 4826   4826     A1DAU0      36630
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-## 4828   4828     A1DAX2      36630
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-## 4915   4915     A1DFV9      36630
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-## 4926   4926     A1DGH9      36630
-## 4927   4927     A1DGH9      36630
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-## 4929   4929     A1DGY9      36630
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-## 4932   4932     A1DGZ7      36630
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-## 4936   4936     A1DH89      36630
-## 4937   4937     A1DH89      36630
-## 4938   4938     A1DH89      36630
-## 4939   4939     A1DH89      36630
-## 4940   4940     A1DH89      36630
-## 4941   4941     A1DH89      36630
-## 4942   4942     A1DHK2      36630
-## 4943   4943     A1DHK2      36630
-## 4944   4944     A1DHK2      36630
-## 4945   4945     A1DHK2      36630
-## 4946   4946     A1DHK2      36630
-## 4947   4947     A1DHP1      36630
-## 4948   4948     A1DHP1      36630
-## 4949   4949     A1DHP1      36630
-## 4950   4950     A1DHV3      36630
-## 4951   4951     A1DHV3      36630
-## 4952   4952     A1DHW5      36630
-## 4953   4953     A1DHW6      36630
-## 4954   4954     A1DHY9      36630
-## 4955   4955     A1DHY9      36630
-## 4956   4956     A1DI25      36630
-## 4957   4957     A1DI57      36630
-## 4958   4958     A1DI57      36630
-## 4959   4959     A1DIC0      36630
-## 4960   4960     A1DIC0      36630
-## 4961   4961     A1DIC0      36630
-## 4962   4962     A1DIF7      36630
-## 4963   4963     A1DIN7      36630
-## 4964   4964     A1DIN9      36630
-## 4965   4965     A1DIN9      36630
-## 4966   4966     A1DIN9      36630
-## 4967   4967     A1DJ47      36630
-## 4968   4968     A1DJ47      36630
-## 4969   4969     A1DJ47      36630
-## 4970   4970     A1DJ47      36630
-## 4971   4971     A1DJ47      36630
-## 4972   4972     A1DJ52      36630
-## 4973   4973     A1DJQ7      36630
-## 4974   4974     A1DKV3      36630
-## 4975   4975     A1DL11      36630
-## 4976   4976     A1DL11      36630
-## 4977   4977     A1DL85      36630
-## 4978   4978     A1DLB6      36630
-## 4979   4979     A1DLJ5      36630
-## 4980   4980     A1DLM0      36630
-## 4981   4981     A1DLM0      36630
-## 4982   4982     A1DLN3      36630
-## 4983   4983     A1DLN3      36630
-## 4984   4984     A1DLN3      36630
-## 4985   4985     A1DLN3      36630
-## 4986   4986     A1DLN3      36630
-## 4987   4987     A1DLN3      36630
-## 4988   4988     A1DLN3      36630
-## 4989   4989     A1DLN3      36630
-## 4990   4990     A1DLT0      36630
-## 4991   4991     A1DLT0      36630
-## 4992   4992     A1DLT0      36630
-## 4993   4993     A1DLU6      36630
-## 4994   4994     A1DLU6      36630
-## 4995   4995     A1DLU6      36630
-## 4996   4996     A1DLV0      36630
-## 4997   4997     A1DLV0      36630
-## 4998   4998     A1DLV0      36630
-## 4999   4999     A1DLW4      36630
-## 5000   5000     A1DM75      36630
-## 5001   5001     A1DM75      36630
-## 5002   5002     A1DM75      36630
-## 5003   5003     A1DM75      36630
-## 5004   5004     A1DM79      36630
-## 5005   5005     A1DM79      36630
-## 5006   5006     A1DM87      36630
-## 5007   5007     A1DM87      36630
-## 5008   5008     A1DMA6      36630
-## 5009   5009     A1DMA6      36630
-## 5010   5010     A1DMD5      36630
-## 5011   5011     A1DMI8      36630
-## 5012   5012     A1DMJ3      36630
-## 5013   5013     A1DMR2      36630
-## 5014   5014     A1DMR2      36630
-## 5015   5015     A1DMT2      36630
-## 5016   5016     A1DMT9      36630
-## 5017   5017     A1DMT9      36630
-## 5018   5018     A1DMU2      36630
-## 5019   5019     A1DMV3      36630
-## 5020   5020     A1DMW6      36630
-## 5021   5021     A1DMX4      36630
-## 5022   5022     A1DN59      36630
-## 5023   5023     A1DNF9      36630
-## 5024   5024     A1DNL0      36630
-## 5025   5025     A1DNN8      36630
-## 5026   5026     A1DNN8      36630
-## 5027   5027     A1DNV8      36630
-## 5028   5028     A1DNW0      36630
-## 5029   5029     A1DNX2      36630
-## 5030   5030     A1DNX2      36630
-## 5031   5031     A1DP06      36630
-## 5032   5032     A1DP06      36630
-## 5033   5033     A1DP06      36630
-## 5034   5034     A1DP06      36630
-## 5035   5035     A1DP06      36630
-## 5036   5036     A1DP06      36630
-## 5037   5037     A1DP19      36630
-## 5038   5038     A1DP58      36630
-## 5039   5039     A1DP58      36630
-## 5040   5040     A1DP75      36630
-## 5041   5041     A1DP75      36630
-## 5042   5042     A1DP85      36630
-## 5043   5043     A1DWM3         NA
-## 5044   5044     A1DWM3         NA
-## 5045   5045     A1DZY4         NA
-## 5046   5046     A1E260         NA
-## 5047   5047     A1E261         NA
-## 5048   5048     A1E295         NA
-## 5049   5049     A1E295         NA
-## 5050   5050     A1E2V0       9612
-## 5051   5051     A1E2V0       9612
-## 5052   5052     A1E2V0       9612
-## 5053   5053     A1E9I3         NA
-## 5054   5054     A1E9I3         NA
-## 5055   5055     A1E9I3         NA
-## 5056   5056     A1E9I3         NA
-## 5057   5057     A1E9I3         NA
-## 5058   5058     A1E9I6         NA
-## 5059   5059     A1E9J0         NA
-## 5060   5060     A1E9J1         NA
-## 5061   5061     A1E9J2         NA
-## 5062   5062     A1E9J3         NA
-## 5063   5063     A1E9L2         NA
-## 5064   5064     A1E9L2         NA
-## 5065   5065     A1E9M3         NA
-## 5066   5066     A1E9M5         NA
-## 5067   5067     A1E9M5         NA
-## 5068   5068     A1E9M5         NA
-## 5069   5069     A1E9M6         NA
-## 5070   5070     A1E9M9         NA
-## 5071   5071     A1E9M9         NA
-## 5072   5072     A1E9M9         NA
-## 5073   5073     A1E9N6         NA
-## 5074   5074     A1E9N9         NA
-## 5075   5075     A1E9Q2         NA
-## 5076   5076     A1E9R5         NA
-## 5077   5077     A1E9R8         NA
-## 5078   5078     A1E9R9         NA
-## 5079   5079     A1E9S3         NA
-## 5080   5080     A1E9S5         NA
-## 5081   5081     A1E9S5         NA
-## 5082   5082     A1E9S6         NA
-## 5083   5083     A1E9T1         NA
-## 5084   5084     A1E9T2         NA
-## 5085   5085     A1E9U6         NA
-## 5086   5086     A1E9U6         NA
-## 5087   5087     A1E9V1         NA
-## 5088   5088     A1E9V7         NA
-## 5089   5089     A1E9V9         NA
-## 5090   5090     A1E9V9         NA
-## 5091   5091     A1E9V9         NA
-## 5092   5092     A1E9X3         NA
-## 5093   5093     A1E9X4         NA
-## 5094   5094     A1E9X5         NA
-## 5095   5095     A1E9X8         NA
-## 5096   5096     A1E9Y6         NA
-## 5097   5097     A1E9Z9         NA
-## 5098   5098     A1EA00         NA
-## 5099   5099     A1EA00         NA
-## 5100   5100     A1EA00         NA
-## 5101   5101     A1EA02         NA
-## 5102   5102     A1EA03         NA
-## 5103   5103     A1EA07         NA
-## 5104   5104     A1EA07         NA
-## 5105   5105     A1EA08         NA
-## 5106   5106     A1EA09         NA
-## 5107   5107     A1EA16         NA
-## 5108   5108     A1EA20         NA
-## 5109   5109     A1EA30         NA
-## 5110   5110     A1EA30         NA
-## 5111   5111     A1EA30         NA
-## 5112   5112     A1EA30         NA
-## 5113   5113     A1EA35         NA
-## 5114   5114     A1EA41         NA
-## 5115   5115     A1EA43         NA
-## 5116   5116     A1EA43         NA
-## 5117   5117     A1EA43         NA
-## 5118   5118     A1EA47         NA
-## 5119   5119     A1EA47         NA
-## 5120   5120     A1EA47         NA
-## 5121   5121     A1EA54         NA
-## 5122   5122     A1EA56         NA
-## 5123   5123     A1EA56         NA
-## 5124   5124     A1EA58         NA
-## 5125   5125     A1EA59         NA
-## 5126   5126     A1EA60         NA
-## 5127   5127     A1EA63         NA
-## 5128   5128     A1EA64         NA
-## 5129   5129     A1EC31         NA
-## 5130   5130     A1EC95         NA
-## 5131   5131     A1EC95         NA
-## 5132   5132     A1EGX6         NA
-## 5133   5133     A1EGX6         NA
-## 5134   5134     A1EGX6         NA
-## 5135   5135     A1EGX6         NA
-## 5136   5136     A1EGX6         NA
-## 5137   5137     A1EGX6         NA
-## 5138   5138     A1EGX6         NA
-## 5139   5139     A1EGX6         NA
-## 5140   5140     A1IGU3         NA
-## 5141   5141     A1IGU3         NA
-## 5142   5142     A1IGU3         NA
-## 5143   5143     A1IGU4         NA
-## 5144   5144     A1IGU4         NA
-## 5145   5145     A1IGU4         NA
-## 5146   5146     A1IGU5         NA
-## 5147   5147     A1IGV8         NA
-## 5148   5148     A1IGV8         NA
-## 5149   5149     A1IGV8         NA
-## 5150   5150     A1IPF8        487
-## 5151   5151     A1IPF8        487
-## 5152   5152     A1IPH6        487
-## 5153   5153     A1IPH6        487
-## 5154   5154     A1IPH6        487
-## 5155   5155     A1IPX1        487
-## 5156   5156     A1IQ68        487
-## 5157   5157     A1IQ95        487
-## 5158   5158     A1IQ95        487
-## 5159   5159     A1IR09        487
-## 5160   5160     A1IRY3        487
-## 5161   5161     A1ISU7        487
-## 5162   5162     A1ITK1        487
-## 5163   5163     A1ITK1        487
-## 5164   5164     A1ITU2        487
-## 5165   5165     A1IVT7      40559
-## 5166   5166     A1IVY7         NA
-## 5167   5167     A1JHR3        630
-## 5168   5168     A1JHR3        630
-## 5169   5169     A1JHR6        630
-## 5170   5170     A1JHR6        630
-## 5171   5171     A1JHR6        630
-## 5172   5172     A1JHR7        630
-## 5173   5173     A1JHT5        630
-## 5174   5174     A1JHV7        630
-## 5175   5175     A1JHW8        630
-## 5176   5176     A1JHX8        630
-## 5177   5177     A1JHY1        630
-## 5178   5178     A1JHZ2        630
-## 5179   5179     A1JI09        630
-## 5180   5180     A1JI38        630
-## 5181   5181     A1JI40        630
-## 5182   5182     A1JI53        630
-## 5183   5183     A1JI57        630
-## 5184   5184     A1JI57        630
-## 5185   5185     A1JI79        630
-## 5186   5186     A1JI88        630
-## 5187   5187     A1JID8        630
-## 5188   5188     A1JIE5        630
-## 5189   5189     A1JIE5        630
-## 5190   5190     A1JIF2        630
-## 5191   5191     A1JIF4        630
-## 5192   5192     A1JIF4        630
-## 5193   5193     A1JII0        630
-## 5194   5194     A1JII1        630
-## 5195   5195     A1JII1        630
-## 5196   5196     A1JII1        630
-## 5197   5197     A1JII1        630
-## 5198   5198     A1JIJ0        630
-## 5199   5199     A1JIJ0        630
-## 5200   5200     A1JIJ0        630
-## 5201   5201     A1JIK3        630
-## 5202   5202     A1JIK3        630
-## 5203   5203     A1JIK3        630
-## 5204   5204     A1JIM9        630
-## 5205   5205     A1JIP3        630
-## 5206   5206     A1JIP3        630
-## 5207   5207     A1JIP6        630
-## 5208   5208     A1JIQ1        630
-## 5209   5209     A1JIQ4        630
-## 5210   5210     A1JIQ7        630
-## 5211   5211     A1JIR3        630
-## 5212   5212     A1JIR3        630
-## 5213   5213     A1JIR5        630
-## 5214   5214     A1JIS0        630
-## 5215   5215     A1JIU6        630
-## 5216   5216     A1JIV6        630
-## 5217   5217     A1JIW5        630
-## 5218   5218     A1JIW9        630
-## 5219   5219     A1JIW9        630
-## 5220   5220     A1JIW9        630
-## 5221   5221     A1JIW9        630
-## 5222   5222     A1JIW9        630
-## 5223   5223     A1JJ54        630
-## 5224   5224     A1JJ54        630
-## 5225   5225     A1JJ55        630
-## 5226   5226     A1JJ89        630
-## 5227   5227     A1JJC1        630
-## 5228   5228     A1JJD5        630
-## 5229   5229     A1JJD6        630
-## 5230   5230     A1JJD6        630
-## 5231   5231     A1JJD6        630
-## 5232   5232     A1JJD7        630
-## 5233   5233     A1JJE1        630
-## 5234   5234     A1JJE2        630
-## 5235   5235     A1JJF0        630
-## 5236   5236     A1JJF2        630
-## 5237   5237     A1JJF2        630
-## 5238   5238     A1JJF4        630
-## 5239   5239     A1JJF7        630
-## 5240   5240     A1JJF7        630
-## 5241   5241     A1JJG7        630
-## 5242   5242     A1JJH5        630
-## 5243   5243     A1JJH7        630
-## 5244   5244     A1JJI4        630
-## 5245   5245     A1JJI5        630
-## 5246   5246     A1JJJ0        630
-## 5247   5247     A1JJJ0        630
-## 5248   5248     A1JJJ3        630
-## 5249   5249     A1JJK2        630
-## 5250   5250     A1JJM7        630
-## 5251   5251     A1JJM8        630
-## 5252   5252     A1JJM8        630
-## 5253   5253     A1JJQ1        630
-## 5254   5254     A1JJR4        630
-## 5255   5255     A1JJS2        630
-## 5256   5256     A1JJS3        630
-## 5257   5257     A1JJW5        630
-## 5258   5258     A1JJW5        630
-## 5259   5259     A1JK01        630
-## 5260   5260     A1JK09        630
-## 5261   5261     A1JK09        630
-## 5262   5262     A1JK09        630
-## 5263   5263     A1JK30        630
-## 5264   5264     A1JK30        630
-## 5265   5265     A1JK48        630
-## 5266   5266     A1JK62        630
-## 5267   5267     A1JKC3        630
-## 5268   5268     A1JKC3        630
-## 5269   5269     A1JKC3        630
-## 5270   5270     A1JKE0        630
-## 5271   5271     A1JKE0        630
-## 5272   5272     A1JKI6        630
-## 5273   5273     A1JKJ4        630
-## 5274   5274     A1JKK1        630
-## 5275   5275     A1JKK3        630
-## 5276   5276     A1JKK7        630
-## 5277   5277     A1JKL6        630
-## 5278   5278     A1JKL6        630
-## 5279   5279     A1JKQ0        630
-## 5280   5280     A1JKR9        630
-## 5281   5281     A1JKS2        630
-## 5282   5282     A1JKS6        630
-## 5283   5283     A1JKT0        630
-## 5284   5284     A1JKU0        630
-## 5285   5285     A1JKU0        630
-## 5286   5286     A1JKW8        630
-## 5287   5287     A1JKW9        630
-## 5288   5288     A1JKW9        630
-## 5289   5289     A1JKZ8        630
-## 5290   5290     A1JL11        630
-## 5291   5291     A1JL12        630
-## 5292   5292     A1JL12        630
-## 5293   5293     A1JL12        630
-## 5294   5294     A1JL26        630
-## 5295   5295     A1JL26        630
-## 5296   5296     A1JL31        630
-## 5297   5297     A1JL77        630
-## 5298   5298     A1JL77        630
-## 5299   5299     A1JLB3        630
-## 5300   5300     A1JLD8        630
-## 5301   5301     A1JLF1        630
-## 5302   5302     A1JLG0        630
-## 5303   5303     A1JLG6        630
-## 5304   5304     A1JLI2        630
-## 5305   5305     A1JLL1        630
-## 5306   5306     A1JLM8        630
-## 5307   5307     A1JLV6        630
-## 5308   5308     A1JM38        630
-## 5309   5309     A1JM45        630
-## 5310   5310     A1JM45        630
-## 5311   5311     A1JM47        630
-## 5312   5312     A1JM81        630
-## 5313   5313     A1JM81        630
-## 5314   5314     A1JMA3        630
-## 5315   5315     A1JME2        630
-## 5316   5316     A1JMI5        630
-## 5317   5317     A1JML8        630
-## 5318   5318     A1JML8        630
-## 5319   5319     A1JMM2        630
-## 5320   5320     A1JMM2        630
-## 5321   5321     A1JMT1        630
-## 5322   5322     A1JMV0        630
-## 5323   5323     A1JMY1        630
-## 5324   5324     A1JMY5        630
-## 5325   5325     A1JN04        630
-## 5326   5326     A1JN63        630
-## 5327   5327     A1JN89        630
-## 5328   5328     A1JNB3        630
-## 5329   5329     A1JNB3        630
-## 5330   5330     A1JNB5        630
-## 5331   5331     A1JNB8        630
-## 5332   5332     A1JNE0        630
-## 5333   5333     A1JNL2        630
-## 5334   5334     A1JNL2        630
-## 5335   5335     A1JNN1        630
-## 5336   5336     A1JNN2        630
-## 5337   5337     A1JNP6        630
-## 5338   5338     A1JNP9        630
-## 5339   5339     A1JNP9        630
-## 5340   5340     A1JNP9        630
-## 5341   5341     A1JNR2        630
-## 5342   5342     A1JNR4        630
-## 5343   5343     A1JNS2        630
-## 5344   5344     A1JNV2        630
-## 5345   5345     A1JNV3        630
-## 5346   5346     A1JNX6        630
-## 5347   5347     A1JNZ3        630
-## 5348   5348     A1JNZ8        630
-## 5349   5349     A1JP02        630
-## 5350   5350     A1JP09        630
-## 5351   5351     A1JP09        630
-## 5352   5352     A1JP10        630
-## 5353   5353     A1JP11        630
-## 5354   5354     A1JP11        630
-## 5355   5355     A1JP53        630
-## 5356   5356     A1JP69        630
-## 5357   5357     A1JP69        630
-## 5358   5358     A1JP81        630
-## 5359   5359     A1JP81        630
-## 5360   5360     A1JP85        630
-## 5361   5361     A1JP86        630
-## 5362   5362     A1JP87        630
-## 5363   5363     A1JPB6        630
-## 5364   5364     A1JPC1        630
-## 5365   5365     A1JPD0        630
-## 5366   5366     A1JPE9        630
-## 5367   5367     A1JPE9        630
-## 5368   5368     A1JPF0        630
-## 5369   5369     A1JPL6        630
-## 5370   5370     A1JPN5        630
-## 5371   5371     A1JPQ9        630
-## 5372   5372     A1JPR0        630
-## 5373   5373     A1JPW3        630
-## 5374   5374     A1JPX6        630
-## 5375   5375     A1JPX6        630
-## 5376   5376     A1JQ25        630
-## 5377   5377     A1JQ25        630
-## 5378   5378     A1JQ74        630
-## 5379   5379     A1JQA3        630
-## 5380   5380     A1JQE6        630
-## 5381   5381     A1JQE6        630
-## 5382   5382     A1JQH0        630
-## 5383   5383     A1JQJ6        630
-## 5384   5384     A1JQN9        630
-## 5385   5385     A1JQP8        630
-## 5386   5386     A1JQP8        630
-## 5387   5387     A1JQP8        630
-## 5388   5388     A1JQQ3        630
-## 5389   5389     A1JQS2        630
-## 5390   5390     A1JQS2        630
-## 5391   5391     A1JQS2        630
-## 5392   5392     A1JQS2        630
-## 5393   5393     A1JQU7        630
-## 5394   5394     A1JQV2        630
-## 5395   5395     A1JQV6        630
-## 5396   5396     A1JQV7        630
-## 5397   5397     A1JQV7        630
-## 5398   5398     A1JQW2        630
-## 5399   5399     A1JQW7        630
-## 5400   5400     A1JQW9        630
-## 5401   5401     A1JQW9        630
-## 5402   5402     A1JQW9        630
-## 5403   5403     A1JQW9        630
-## 5404   5404     A1JQY4        630
-## 5405   5405     A1JQY4        630
-## 5406   5406     A1JQY4        630
-## 5407   5407     A1JR18        630
-## 5408   5408     A1JR24        630
-## 5409   5409     A1JR25        630
-## 5410   5410     A1JR34        630
-## 5411   5411     A1JR39        630
-## 5412   5412     A1JRA1        630
-## 5413   5413     A1JRD2        630
-## 5414   5414     A1JRH8        630
-## 5415   5415     A1JRI2        630
-## 5416   5416     A1JRI2        630
-## 5417   5417     A1JRJ9        630
-## 5418   5418     A1JRK2        630
-## 5419   5419     A1JRK8        630
-## 5420   5420     A1JRK8        630
-## 5421   5421     A1JRM4        630
-## 5422   5422     A1JRM5        630
-## 5423   5423     A1JRP2        630
-## 5424   5424     A1JRQ2        630
-## 5425   5425     A1JRU2        630
-## 5426   5426     A1JRU2        630
-## 5427   5427     A1JRU2        630
-## 5428   5428     A1JRU4        630
-## 5429   5429     A1JRU9        630
-## 5430   5430     A1JRX5        630
-## 5431   5431     A1JRZ3        630
-## 5432   5432     A1JS04        630
-## 5433   5433     A1JS15        630
-## 5434   5434     A1JS35        630
-## 5435   5435     A1JS45        630
-## 5436   5436     A1JS60        630
-## 5437   5437     A1JS67        630
-## 5438   5438     A1JS67        630
-## 5439   5439     A1JS71        630
-## 5440   5440     A1JSB7        630
-## 5441   5441     A1JSB7        630
-## 5442   5442     A1JSF0        630
-## 5443   5443     A1JSF2        630
-## 5444   5444     A1JSF2        630
-## 5445   5445     A1JSF8        630
-## 5446   5446     A1JSH7        630
-## 5447   5447     A1JSI5        630
-## 5448   5448     A1JSL8        630
-## 5449   5449     A1JSN5        630
-## 5450   5450     A1JSW6        630
-## 5451   5451     A1JSW6        630
-## 5452   5452     A1JSW8        630
-## 5453   5453     A1JT50        630
-## 5454   5454     A1JT51        630
-## 5455   5455     A1JT67        630
-## 5456   5456     A1JT78        630
-## 5457   5457     A1JT80        630
-## 5458   5458     A1JT80        630
-## 5459   5459     A1JTB7        630
-## 5460   5460     A1JTC3        630
-## 5461   5461     A1JTC3        630
-## 5462   5462     A1JTC3        630
-## 5463   5463     A1JTC4        630
-## 5464   5464     A1JTC4        630
-## 5465   5465     A1JTC7        630
-## 5466   5466     A1JTC8        630
-## 5467   5467     A1JTD1        630
-## 5468   5468     A1JTD2        630
-## 5469   5469     A1JTD9        630
-## 5470   5470     A1JTF2        630
-## 5471   5471     A1JTG3        630
-## 5472   5472     A1JTR6        630
-## 5473   5473     A1JTR6        630
-## 5474   5474     A1JTT9        630
-## 5475   5475     A1JTX6        630
-## 5476   5476     A1JTX6        630
-## 5477   5477     A1JU76        630
-## 5478   5478     A1JU76        630
-## 5479   5479     A1JU79        630
-## 5480   5480     A1JUB7        630
-## 5481   5481     A1JUB7        630
-## 5482   5482     A1K1F6         NA
-## 5483   5483     A1K1M2         NA
-## 5484   5484     A1K1N5         NA
-## 5485   5485     A1K1R8         NA
-## 5486   5486     A1K1S0         NA
-## 5487   5487     A1K1S2         NA
-## 5488   5488     A1K1T3         NA
-## 5489   5489     A1K1T3         NA
-## 5490   5490     A1K1T5         NA
-## 5491   5491     A1K1T6         NA
-## 5492   5492     A1K279         NA
-## 5493   5493     A1K279         NA
-## 5494   5494     A1K2H9         NA
-## 5495   5495     A1K2I6         NA
-## 5496   5496     A1K2I6         NA
-## 5497   5497     A1K2I6         NA
-## 5498   5498     A1K2Q5         NA
-## 5499   5499     A1K2Q5         NA
-## 5500   5500     A1K2Y3         NA
-## 5501   5501     A1K2Y3         NA
-## 5502   5502     A1K2Y4         NA
-## 5503   5503     A1K314         NA
-## 5504   5504     A1K339         NA
-## 5505   5505     A1K3B9         NA
-## 5506   5506     A1K3B9         NA
-## 5507   5507     A1K3D0         NA
-## 5508   5508     A1K3D3         NA
-## 5509   5509     A1K3E5         NA
-## 5510   5510     A1K3E5         NA
-## 5511   5511     A1K3G5         NA
-## 5512   5512     A1K3G8         NA
-## 5513   5513     A1K3Q2         NA
-## 5514   5514     A1K3T5         NA
-## 5515   5515     A1K3T7         NA
-## 5516   5516     A1K3U3         NA
-## 5517   5517     A1K3U3         NA
-## 5518   5518     A1K3U3         NA
-## 5519   5519     A1K3U6         NA
-## 5520   5520     A1K3U7         NA
-## 5521   5521     A1K3U7         NA
-## 5522   5522     A1K3V5         NA
-## 5523   5523     A1K3X7         NA
-## 5524   5524     A1K3X8         NA
-## 5525   5525     A1K3X8         NA
-## 5526   5526     A1K3Z0         NA
-## 5527   5527     A1K3Z3         NA
-## 5528   5528     A1K3Z9         NA
-## 5529   5529     A1K400         NA
-## 5530   5530     A1K400         NA
-## 5531   5531     A1K421         NA
-## 5532   5532     A1K436         NA
-## 5533   5533     A1K436         NA
-## 5534   5534     A1K442         NA
-## 5535   5535     A1K442         NA
-## 5536   5536     A1K451         NA
-## 5537   5537     A1K454         NA
-## 5538   5538     A1K4B0         NA
-## 5539   5539     A1K4C4         NA
-## 5540   5540     A1K4C4         NA
-## 5541   5541     A1K4C4         NA
-## 5542   5542     A1K4C4         NA
-## 5543   5543     A1K4C5         NA
-## 5544   5544     A1K4C6         NA
-## 5545   5545     A1K4E5         NA
-## 5546   5546     A1K4E9         NA
-## 5547   5547     A1K4E9         NA
-## 5548   5548     A1K4F0         NA
-## 5549   5549     A1K4J8         NA
-## 5550   5550     A1K4P9         NA
-## 5551   5551     A1K4R0         NA
-## 5552   5552     A1K4R4         NA
-## 5553   5553     A1K4R7         NA
-## 5554   5554     A1K5B5         NA
-## 5555   5555     A1K5B6         NA
-## 5556   5556     A1K5C1         NA
-## 5557   5557     A1K5F2         NA
-## 5558   5558     A1K5F2         NA
-## 5559   5559     A1K5J1         NA
-## 5560   5560     A1K5J4         NA
-## 5561   5561     A1K5J9         NA
-## 5562   5562     A1K5N0         NA
-## 5563   5563     A1K5Q9         NA
-## 5564   5564     A1K5Y4         NA
-## 5565   5565     A1K606         NA
-## 5566   5566     A1K6B2         NA
-## 5567   5567     A1K6B2         NA
-## 5568   5568     A1K6F9         NA
-## 5569   5569     A1K6Q8         NA
-## 5570   5570     A1K6Q8         NA
-## 5571   5571     A1K6R1         NA
-## 5572   5572     A1K6R1         NA
-## 5573   5573     A1K6R1         NA
-## 5574   5574     A1K6R1         NA
-## 5575   5575     A1K6S0         NA
-## 5576   5576     A1K6S0         NA
-## 5577   5577     A1K6Y5         NA
-## 5578   5578     A1K713         NA
-## 5579   5579     A1K717         NA
-## 5580   5580     A1K719         NA
-## 5581   5581     A1K724         NA
-## 5582   5582     A1K725         NA
-## 5583   5583     A1K782         NA
-## 5584   5584     A1K7B5         NA
-## 5585   5585     A1K7B5         NA
-## 5586   5586     A1K7B7         NA
-## 5587   5587     A1K7B8         NA
-## 5588   5588     A1K7B9         NA
-## 5589   5589     A1K7B9         NA
-## 5590   5590     A1K7B9         NA
-## 5591   5591     A1K7B9         NA
-## 5592   5592     A1K7B9         NA
-## 5593   5593     A1K7F8         NA
-## 5594   5594     A1K7J8         NA
-## 5595   5595     A1K893         NA
-## 5596   5596     A1K945         NA
-## 5597   5597     A1K945         NA
-## 5598   5598     A1K962         NA
-## 5599   5599     A1K973         NA
-## 5600   5600     A1K991         NA
-## 5601   5601     A1K991         NA
-## 5602   5602     A1K991         NA
-## 5603   5603     A1K9B2         NA
-## 5604   5604     A1K9C8         NA
-## 5605   5605     A1K9C8         NA
-## 5606   5606     A1K9D7         NA
-## 5607   5607     A1K9F0         NA
-## 5608   5608     A1K9J8         NA
-## 5609   5609     A1K9J8         NA
-## 5610   5610     A1K9L8         NA
-## 5611   5611     A1K9L8         NA
-## 5612   5612     A1K9L8         NA
-## 5613   5613     A1KA92         NA
-## 5614   5614     A1KAA5         NA
-## 5615   5615     A1KAA5         NA
-## 5616   5616     A1KAC8         NA
-## 5617   5617     A1KAC9         NA
-## 5618   5618     A1KAD0         NA
-## 5619   5619     A1KAD0         NA
-## 5620   5620     A1KAD0         NA
-## 5621   5621     A1KAD1         NA
-## 5622   5622     A1KAF7         NA
-## 5623   5623     A1KAG3         NA
-## 5624   5624     A1KAG5         NA
-## 5625   5625     A1KAI4         NA
-## 5626   5626     A1KAJ9         NA
-## 5627   5627     A1KAT3         NA
-## 5628   5628     A1KAU9         NA
-## 5629   5629     A1KAV0         NA
-## 5630   5630     A1KAY2         NA
-## 5631   5631     A1KB02         NA
-## 5632   5632     A1KB03         NA
-## 5633   5633     A1KB04         NA
-## 5634   5634     A1KB08         NA
-## 5635   5635     A1KB08         NA
-## 5636   5636     A1KB12         NA
-## 5637   5637     A1KB12         NA
-## 5638   5638     A1KB13         NA
-## 5639   5639     A1KB19         NA
-## 5640   5640     A1KB21         NA
-## 5641   5641     A1KB21         NA
-## 5642   5642     A1KB24         NA
-## 5643   5643     A1KB30         NA
-## 5644   5644     A1KB33         NA
-## 5645   5645     A1KB34         NA
-## 5646   5646     A1KB36         NA
-## 5647   5647     A1KBB3         NA
-## 5648   5648     A1KBH0         NA
-## 5649   5649     A1KBP7         NA
-## 5650   5650     A1KBP7         NA
-## 5651   5651     A1KBQ3         NA
-## 5652   5652     A1KBR9         NA
-## 5653   5653     A1KBR9         NA
-## 5654   5654     A1KC82         NA
-## 5655   5655     A1KCL7         NA
-## 5656   5656     A1KCL7         NA
-## 5657   5657     A1KCM8         NA
-## 5658   5658     A1KCM8         NA
-## 5659   5659     A1KCN9         NA
-## 5660   5660     A1KCP8         NA
-## 5661   5661     A1KCP8         NA
-## 5662   5662     A1KEK9       1765
-## 5663   5663     A1KEK9       1765
-## 5664   5664     A1KEN2       1765
-## 5665   5665     A1KEU8       1765
-## 5666   5666     A1KF14       1765
-## 5667   5667     A1KF14       1765
-## 5668   5668     A1KF14       1765
-## 5669   5669     A1KFA4       1765
-## 5670   5670     A1KFE4       1765
-## 5671   5671     A1KFH2       1765
-## 5672   5672     A1KFH2       1765
-## 5673   5673     A1KFH2       1765
-## 5674   5674     A1KFH3       1765
-## 5675   5675     A1KFK3       1765
-## 5676   5676     A1KFN9       1765
-## 5677   5677     A1KFP5       1765
-## 5678   5678     A1KFQ9       1765
-## 5679   5679     A1KFR2       1765
-## 5680   5680     A1KFU9       1765
-## 5681   5681     A1KFU9       1765
-## 5682   5682     A1KFV2       1765
-## 5683   5683     A1KFW0       1765
-## 5684   5684     A1KFW0       1765
-## 5685   5685     A1KFW0       1765
-## 5686   5686     A1KFW3       1765
-## 5687   5687     A1KG00       1765
-## 5688   5688     A1KG30       1765
-## 5689   5689     A1KG32       1765
-## 5690   5690     A1KG32       1765
-## 5691   5691     A1KG35       1765
-## 5692   5692     A1KG40       1765
-## 5693   5693     A1KG98       1765
-## 5694   5694     A1KG98       1765
-## 5695   5695     A1KG98       1765
-## 5696   5696     A1KGE8       1765
-## 5697   5697     A1KGE8       1765
-## 5698   5698     A1KGE8       1765
-## 5699   5699     A1KGG3       1765
-## 5700   5700     A1KGI2       1765
-## 5701   5701     A1KGI7       1765
-## 5702   5702     A1KGI8       1765
-## 5703   5703     A1KGK0       1765
-## 5704   5704     A1KGK3       1765
-## 5705   5705     A1KGK4       1765
-## 5706   5706     A1KGK7       1765
-## 5707   5707     A1KGL4       1765
-## 5708   5708     A1KGV2       1765
-## 5709   5709     A1KGV2       1765
-## 5710   5710     A1KGY5       1765
-## 5711   5711     A1KGY5       1765
-## 5712   5712     A1KH31       1765
-## 5713   5713     A1KH31       1765
-## 5714   5714     A1KH33       1765
-## 5715   5715     A1KH33       1765
-## 5716   5716     A1KH33       1765
-## 5717   5717     A1KH33       1765
-## 5718   5718     A1KH33       1765
-## 5719   5719     A1KH85       1765
-## 5720   5720     A1KH91       1765
-## 5721   5721     A1KHB8       1765
-## 5722   5722     A1KHB8       1765
-## 5723   5723     A1KHE9       1765
-## 5724   5724     A1KHF2       1765
-## 5725   5725     A1KHF6       1765
-## 5726   5726     A1KHF6       1765
-## 5727   5727     A1KHG1       1765
-## 5728   5728     A1KHP8       1765
-## 5729   5729     A1KHS4       1765
-## 5730   5730     A1KHS4       1765
-## 5731   5731     A1KI01       1765
-## 5732   5732     A1KI01       1765
-## 5733   5733     A1KI28       1765
-## 5734   5734     A1KI80       1765
-## 5735   5735     A1KI87       1765
-## 5736   5736     A1KI87       1765
-## 5737   5737     A1KI95       1765
-## 5738   5738     A1KI95       1765
-## 5739   5739     A1KI95       1765
-## 5740   5740     A1KI96       1765
-## 5741   5741     A1KI96       1765
-## 5742   5742     A1KI98       1765
-## 5743   5743     A1KID0       1765
-## 5744   5744     A1KIH4       1765
-## 5745   5745     A1KII1       1765
-## 5746   5746     A1KIJ9       1765
-## 5747   5747     A1KIK4       1765
-## 5748   5748     A1KIK9       1765
-## 5749   5749     A1KIM6       1765
-## 5750   5750     A1KIM7       1765
-## 5751   5751     A1KIS1       1765
-## 5752   5752     A1KIS5       1765
-## 5753   5753     A1KIW9       1765
-## 5754   5754     A1KIY4       1765
-## 5755   5755     A1KJ00       1765
-## 5756   5756     A1KJ01       1765
-## 5757   5757     A1KJ01       1765
-## 5758   5758     A1KJ05       1765
-## 5759   5759     A1KJ17       1765
-## 5760   5760     A1KJ27       1765
-## 5761   5761     A1KJ30       1765
-## 5762   5762     A1KJ30       1765
-## 5763   5763     A1KJ30       1765
-## 5764   5764     A1KJ30       1765
-## 5765   5765     A1KJ66       1765
-## 5766   5766     A1KJ75       1765
-## 5767   5767     A1KJ76       1765
-## 5768   5768     A1KJA4       1765
-## 5769   5769     A1KJB5       1765
-## 5770   5770     A1KJB5       1765
-## 5771   5771     A1KJB5       1765
-## 5772   5772     A1KJC9       1765
-## 5773   5773     A1KJD0       1765
-## 5774   5774     A1KJN3       1765
-## 5775   5775     A1KJR2       1765
-## 5776   5776     A1KJR2       1765
-## 5777   5777     A1KJW1       1765
-## 5778   5778     A1KJX3       1765
-## 5779   5779     A1KJX3       1765
-## 5780   5780     A1KJX3       1765
-## 5781   5781     A1KKI2       1765
-## 5782   5782     A1KKJ5       1765
-## 5783   5783     A1KKJ8       1765
-## 5784   5784     A1KKJ8       1765
-## 5785   5785     A1KKJ9       1765
-## 5786   5786     A1KKJ9       1765
-## 5787   5787     A1KKJ9       1765
-## 5788   5788     A1KKK8       1765
-## 5789   5789     A1KKK9       1765
-## 5790   5790     A1KKN4       1765
-## 5791   5791     A1KKP9       1765
-## 5792   5792     A1KKQ0       1765
-## 5793   5793     A1KKQ5       1765
-## 5794   5794     A1KKQ5       1765
-## 5795   5795     A1KKR8       1765
-## 5796   5796     A1KKY1       1765
-## 5797   5797     A1KKZ1       1765
-## 5798   5798     A1KL52       1765
-## 5799   5799     A1KLD5       1765
-## 5800   5800     A1KLD5       1765
-## 5801   5801     A1KLD6       1765
-## 5802   5802     A1KLF8       1765
-## 5803   5803     A1KLK6       1765
-## 5804   5804     A1KLL9       1765
-## 5805   5805     A1KLN4       1765
-## 5806   5806     A1KLN7       1765
-## 5807   5807     A1KLQ2       1765
-## 5808   5808     A1KLQ3       1765
-## 5809   5809     A1KLS8       1765
-## 5810   5810     A1KLT2       1765
-## 5811   5811     A1KLU0       1765
-## 5812   5812     A1KLU1       1765
-## 5813   5813     A1KLU2       1765
-## 5814   5814     A1KM16       1765
-## 5815   5815     A1KM35       1765
-## 5816   5816     A1KM65       1765
-## 5817   5817     A1KM71       1765
-## 5818   5818     A1KMC6       1765
-## 5819   5819     A1KMI2       1765
-## 5820   5820     A1KMI2       1765
-## 5821   5821     A1KMI2       1765
-## 5822   5822     A1KMI2       1765
-## 5823   5823     A1KMI2       1765
-## 5824   5824     A1KMI2       1765
-## 5825   5825     A1KMI2       1765
-## 5826   5826     A1KMI2       1765
-## 5827   5827     A1KMI5       1765
-## 5828   5828     A1KML3       1765
-## 5829   5829     A1KML3       1765
-## 5830   5830     A1KML4       1765
-## 5831   5831     A1KML4       1765
-## 5832   5832     A1KML5       1765
-## 5833   5833     A1KML5       1765
-## 5834   5834     A1KMN3       1765
-## 5835   5835     A1KMN8       1765
-## 5836   5836     A1KMP2       1765
-## 5837   5837     A1KMP8       1765
-## 5838   5838     A1KMQ1       1765
-## 5839   5839     A1KMR7       1765
-## 5840   5840     A1KMV2       1765
-## 5841   5841     A1KMX7       1765
-## 5842   5842     A1KMX8       1765
-## 5843   5843     A1KMX8       1765
-## 5844   5844     A1KMX8       1765
-## 5845   5845     A1KMY6       1765
-## 5846   5846     A1KMY6       1765
-## 5847   5847     A1KN04       1765
-## 5848   5848     A1KN06       1765
-## 5849   5849     A1KN06       1765
-## 5850   5850     A1KN07       1765
-## 5851   5851     A1KN20       1765
-## 5852   5852     A1KN60       1765
-## 5853   5853     A1KN60       1765
-## 5854   5854     A1KN60       1765
-## 5855   5855     A1KNI8       1765
-## 5856   5856     A1KNJ7       1765
-## 5857   5857     A1KNP2       1765
-## 5858   5858     A1KNP2       1765
-## 5859   5859     A1KNP2       1765
-## 5860   5860     A1KNP2       1765
-## 5861   5861     A1KNP6       1765
-## 5862   5862     A1KNQ0       1765
-## 5863   5863     A1KNQ0       1765
-## 5864   5864     A1KNT4       1765
-## 5865   5865     A1KNZ5       1765
-## 5866   5866     A1KP32       1765
-## 5867   5867     A1KP90       1765
-## 5868   5868     A1KPC8       1765
-## 5869   5869     A1KPE2       1765
-## 5870   5870     A1KPH5       1765
-## 5871   5871     A1KPR5       1765
-## 5872   5872     A1KPR6       1765
-## 5873   5873     A1KPT5       1765
-## 5874   5874     A1KPT7       1765
-## 5875   5875     A1KPT7       1765
-## 5876   5876     A1KQ48       1765
-## 5877   5877     A1KQ98       1765
-## 5878   5878     A1KQC1       1765
-## 5879   5879     A1KQD8       1765
-## 5880   5880     A1KQF4       1765
-## 5881   5881     A1KQF8       1765
-## 5882   5882     A1KQF9       1765
-## 5883   5883     A1KQG0       1765
-## 5884   5884     A1KQG0       1765
-## 5885   5885     A1KQG9       1765
-## 5886   5886     A1KR57        487
-## 5887   5887     A1KR65        487
-## 5888   5888     A1KR65        487
-## 5889   5889     A1KR65        487
-## 5890   5890     A1KR65        487
-## 5891   5891     A1KR91        487
-## 5892   5892     A1KR91        487
-## 5893   5893     A1KR91        487
-## 5894   5894     A1KRE6        487
-## 5895   5895     A1KRG5        487
-## 5896   5896     A1KRG7        487
-## 5897   5897     A1KRG7        487
-## 5898   5898     A1KRH0        487
-## 5899   5899     A1KRH0        487
-## 5900   5900     A1KRH3        487
-## 5901   5901     A1KRH5        487
-## 5902   5902     A1KRH5        487
-## 5903   5903     A1KRH9        487
-## 5904   5904     A1KRI1        487
-## 5905   5905     A1KRJ9        487
-## 5906   5906     A1KRK3        487
-## 5907   5907     A1KRK6        487
-## 5908   5908     A1KRK6        487
-## 5909   5909     A1KRK7        487
-## 5910   5910     A1KRK9        487
-## 5911   5911     A1KRL2        487
-## 5912   5912     A1KRQ4        487
-## 5913   5913     A1KRQ4        487
-## 5914   5914     A1KRT0        487
-## 5915   5915     A1KRT1        487
-## 5916   5916     A1KS07        487
-## 5917   5917     A1KS32        487
-## 5918   5918     A1KS57        487
-## 5919   5919     A1KS60        487
-## 5920   5920     A1KS62        487
-## 5921   5921     A1KS63        487
-## 5922   5922     A1KS92        487
-## 5923   5923     A1KS96        487
-## 5924   5924     A1KS98        487
-## 5925   5925     A1KSA7        487
-## 5926   5926     A1KSA9        487
-## 5927   5927     A1KSD3        487
-## 5928   5928     A1KSD3        487
-## 5929   5929     A1KSD3        487
-## 5930   5930     A1KSG3        487
-## 5931   5931     A1KSG3        487
-## 5932   5932     A1KSH0        487
-## 5933   5933     A1KSH4        487
-## 5934   5934     A1KSH8        487
-## 5935   5935     A1KSJ9        487
-## 5936   5936     A1KSQ9        487
-## 5937   5937     A1KSS7        487
-## 5938   5938     A1KSZ5        487
-## 5939   5939     A1KT19        487
-## 5940   5940     A1KT27        487
-## 5941   5941     A1KT40        487
-## 5942   5942     A1KT40        487
-## 5943   5943     A1KT70        487
-## 5944   5944     A1KT70        487
-## 5945   5945     A1KT71        487
-## 5946   5946     A1KT90        487
-## 5947   5947     A1KT90        487
-## 5948   5948     A1KT95        487
-## 5949   5949     A1KT95        487
-## 5950   5950     A1KTN1        487
-## 5951   5951     A1KTV6        487
-## 5952   5952     A1KU01        487
-## 5953   5953     A1KU04        487
-## 5954   5954     A1KU05        487
-## 5955   5955     A1KU06        487
-## 5956   5956     A1KU16        487
-## 5957   5957     A1KU50        487
-## 5958   5958     A1KUC8        487
-## 5959   5959     A1KUG4        487
-## 5960   5960     A1KUH8        487
-## 5961   5961     A1KUH8        487
-## 5962   5962     A1KUI2        487
-## 5963   5963     A1KUK1        487
-## 5964   5964     A1KUM5        487
-## 5965   5965     A1KUP6        487
-## 5966   5966     A1KUP6        487
-## 5967   5967     A1KUQ0        487
-## 5968   5968     A1KUU4        487
-## 5969   5969     A1KUW7        487
-## 5970   5970     A1KUZ7        487
-## 5971   5971     A1KV06        487
-## 5972   5972     A1KV06        487
-## 5973   5973     A1KV20        487
-## 5974   5974     A1KV20        487
-## 5975   5975     A1KV38        487
-## 5976   5976     A1KV51        487
-## 5977   5977     A1KV51        487
-## 5978   5978     A1KV51        487
-## 5979   5979     A1KV51        487
-## 5980   5980     A1KV51        487
-## 5981   5981     A1KV51        487
-## 5982   5982     A1KV51        487
-## 5983   5983     A1KV51        487
-## 5984   5984     A1KV51        487
-## 5985   5985     A1KV57        487
-## 5986   5986     A1KV59        487
-## 5987   5987     A1KV60        487
-## 5988   5988     A1KV60        487
-## 5989   5989     A1KV71        487
-## 5990   5990     A1KV85        487
-## 5991   5991     A1KV85        487
-## 5992   5992     A1KV88        487
-## 5993   5993     A1KV93        487
-## 5994   5994     A1KVF6        487
-## 5995   5995     A1KVF6        487
-## 5996   5996     A1KVG4        487
-## 5997   5997     A1KVL7        487
-## 5998   5998     A1KVL7        487
-## 5999   5999     A1KVM5        487
-## 6000   6000     A1KVQ6        487
-## 6001   6001     A1KVS6        487
-## 6002   6002     A1KVT3        487
-## 6003   6003     A1KVU9        487
-## 6004   6004     A1KW08        487
-## 6005   6005     A1KW10        487
-## 6006   6006     A1KW15        487
-## 6007   6007     A1KW26        487
-## 6008   6008     A1KW52        487
-## 6009   6009     A1KWD6        487
-## 6010   6010     A1KWD9        487
-## 6011   6011     A1KWE0        487
-## 6012   6012     A1KWE0        487
-## 6013   6013     A1KWG2        487
-## 6014   6014     A1KWG2        487
-## 6015   6015     A1KWG2        487
-## 6016   6016     A1KWG2        487
-## 6017   6017     A1KWH2        487
-## 6018   6018     A1KWH9        487
-## 6019   6019     A1KWH9        487
-## 6020   6020     A1KWK6        487
-## 6021   6021     A1KWM6        487
-## 6022   6022     A1KWM6        487
-## 6023   6023     A1KWN6        487
-## 6024   6024     A1KXC4         NA
-## 6025   6025     A1KXC4         NA
-## 6026   6026     A1KXM5         NA
-## 6027   6027     A1KXM5         NA
-## 6028   6028     A1KXM5         NA
-## 6029   6029     A1KXW8         NA
-## 6030   6030     A1KYZ2         NA
-## 6031   6031     A1KYZ2         NA
-## 6032   6032     A1KZ92         NA
-## 6033   6033     A1KZ92         NA
-## 6034   6034     A1KZ92         NA
-## 6035   6035     A1KZ92         NA
-## 6036   6036     A1L020         NA
-## 6037   6037     A1L020         NA
-## 6038   6038     A1L020         NA
-## 6039   6039     A1L020         NA
-## 6040   6040     A1L020         NA
-## 6041   6041     A1L020         NA
-## 6042   6042     A1L020         NA
-## 6043   6043     A1L0T3         NA
-## 6044   6044     A1L0Y2         NA
-## 6045   6045     A1L0Y2         NA
-## 6046   6046     A1L0Y5         NA
-## 6047   6047     A1L0Y5         NA
-## 6048   6048     A1L0Z0         NA
-## 6049   6049     A1L0Z0         NA
-## 6050   6050     A1L0Z0         NA
-## 6051   6051     A1L0Z0         NA
-## 6052   6052     A1L0Z0         NA
-## 6053   6053     A1L0Z0         NA
-## 6054   6054     A1L0Z0         NA
-## 6055   6055     A1L0Z1         NA
-## 6056   6056     A1L0Z4         NA
-## 6057   6057     A1L0Z6         NA
-## 6058   6058     A1L0Z6         NA
-## 6059   6059     A1L0Z6         NA
-## 6060   6060     A1L0Z6         NA
-## 6061   6061     A1L0Z6         NA
-## 6062   6062     A1L112         NA
-## 6063   6063     A1L112         NA
-## 6064   6064     A1L131         NA
-## 6065   6065     A1L131         NA
-## 6066   6066     A1L134         NA
-## 6067   6067     A1L134         NA
-## 6068   6068     A1L134         NA
-## 6069   6069     A1L162         NA
-## 6070   6070     A1L162         NA
-## 6071   6071     A1L162         NA
-## 6072   6072     A1L188         NA
-## 6073   6073     A1L1F0         NA
-## 6074   6074     A1L1F4         NA
-## 6075   6075     A1L1F4         NA
-## 6076   6076     A1L1F6         NA
-## 6077   6077     A1L1F6         NA
-## 6078   6078     A1L1F6         NA
-## 6079   6079     A1L1G1         NA
-## 6080   6080     A1L1G1         NA
-## 6081   6081     A1L1G1         NA
-## 6082   6082     A1L1G1         NA
-## 6083   6083     A1L1G1         NA
-## 6084   6084     A1L1G9         NA
-## 6085   6085     A1L1G9         NA
-## 6086   6086     A1L1G9         NA
-## 6087   6087     A1L1G9         NA
-## 6088   6088     A1L1I3         NA
-## 6089   6089     A1L1I3         NA
-## 6090   6090     A1L1I3         NA
-## 6091   6091     A1L1J6         NA
-## 6092   6092     A1L1J6         NA
-## 6093   6093     A1L1J6         NA
-## 6094   6094     A1L1J6         NA
-## 6095   6095     A1L1K3         NA
-## 6096   6096     A1L1L2         NA
-## 6097   6097     A1L1L2         NA
-## 6098   6098     A1L1L3         NA
-## 6099   6099     A1L1L7         NA
-## 6100   6100     A1L1M4         NA
-## 6101   6101     A1L1M4         NA
-## 6102   6102     A1L1R0         NA
-## 6103   6103     A1L1R0         NA
-## 6104   6104     A1L1R6         NA
-## 6105   6105     A1L1R6         NA
-## 6106   6106     A1L1R6         NA
-## 6107   6107     A1L1R6         NA
-## 6108   6108     A1L1R6         NA
-## 6109   6109     A1L1R6         NA
-## 6110   6110     A1L1R6         NA
-## 6111   6111     A1L1S5         NA
-## 6112   6112     A1L1V4         NA
-## 6113   6113     A1L1W9         NA
-## 6114   6114     A1L1W9         NA
-## 6115   6115     A1L209         NA
-## 6116   6116     A1L224         NA
-## 6117   6117     A1L244         NA
-## 6118   6118     A1L252         NA
-## 6119   6119     A1L252         NA
-## 6120   6120     A1L253         NA
-## 6121   6121     A1L258         NA
-## 6122   6122     A1L260         NA
-## 6123   6123     A1L260         NA
-## 6124   6124     A1L260         NA
-## 6125   6125     A1L272         NA
-## 6126   6126     A1L2F6         NA
-## 6127   6127     A1L2G3         NA
-## 6128   6128     A1L2H3         NA
-## 6129   6129     A1L2H3         NA
-## 6130   6130     A1L2H9         NA
-## 6131   6131     A1L2I9         NA
-## 6132   6132     A1L2P7         NA
-## 6133   6133     A1L2Q8         NA
-## 6134   6134     A1L2Q8         NA
-## 6135   6135     A1L2T6         NA
-## 6136   6136     A1L2W7         NA
-## 6137   6137     A1L2Y1         NA
-## 6138   6138     A1L314         NA
-## 6139   6139     A1L317         NA
-## 6140   6140     A1L317         NA
-## 6141   6141     A1L317         NA
-## 6142   6142     A1L317         NA
-## 6143   6143     A1L317         NA
-## 6144   6144     A1L317         NA
-## 6145   6145     A1L317         NA
-## 6146   6146     A1L390         NA
-## 6147   6147     A1L3C1         NA
-## 6148   6148     A1L3F4         NA
-## 6149   6149     A1L3F4         NA
-## 6150   6150     A1L3F4         NA
-## 6151   6151     A1L3F4         NA
-## 6152   6152     A1L3F5         NA
-## 6153   6153     A1L3H4         NA
-## 6154   6154     A1L3I3         NA
-## 6155   6155     A1L3I3         NA
-## 6156   6156     A1L3I3         NA
-## 6157   6157     A1L3I3         NA
-## 6158   6158     A1L3I3         NA
-## 6159   6159     A1L3I5         NA
-## 6160   6160     A1L3I5         NA
-## 6161   6161     A1L3I5         NA
-## 6162   6162     A1L3I5         NA
-## 6163   6163     A1L3I5         NA
-## 6164   6164     A1L3I5         NA
-## 6165   6165     A1L3I5         NA
-## 6166   6166     A1L3L1         NA
-## 6167   6167     A1L3M3         NA
-## 6168   6168     A1L3M3         NA
-## 6169   6169     A1L3M3         NA
-## 6170   6170     A1L3N6         NA
-## 6171   6171     A1L3T7         NA
-## 6172   6172     A1L3T7         NA
-## 6173   6173     A1L3T7         NA
-## 6174   6174     A1L3T7         NA
-## 6175   6175     A1L429         NA
-## 6176   6176     A1L443         NA
-## 6177   6177     A1L443         NA
-## 6178   6178     A1L443         NA
-## 6179   6179     A1L443         NA
-## 6180   6180     A1L453         NA
-## 6181   6181     A1L453         NA
-## 6182   6182     A1L4H1         NA
-## 6183   6183     A1L4H1         NA
-## 6184   6184     A1L4H1         NA
-## 6185   6185     A1L4H1         NA
-## 6186   6186     A1L4H1         NA
-## 6187   6187     A1L4H1         NA
-## 6188   6188     A1L4H1         NA
-## 6189   6189     A1L4H1         NA
-## 6190   6190     A1L4H1         NA
-## 6191   6191     A1L4K1         NA
-## 6192   6192     A1L4X0         NA
-## 6193   6193     A1L4X7         NA
-## 6194   6194     A1L4X7         NA
-## 6195   6195     A1L4X7         NA
-## 6196   6196     A1L4Y2         NA
-## 6197   6197     A1L504         NA
-## 6198   6198     A1L504         NA
-## 6199   6199     A1L504         NA
-## 6200   6200     A1L520         NA
-## 6201   6201     A1L520         NA
-## 6202   6202     A1L595         NA
-## 6203   6203     A1L595         NA
-## 6204   6204     A1L5A6         NA
-## 6205   6205     A1L5A6         NA
-## 6206   6206     A1L5A6         NA
-## 6207   6207     A1L5A6         NA
-## 6208   6208     A1QNY1       1773
-## 6209   6209     A1QNY1       1773
-## 6210   6210     A1QQ97       1773
-## 6211   6211     A1QYH6        142
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-## 6243   6243     A1R0R8        142
-## 6244   6244     A1R0S5      43663
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-## 6257   6257     A1R4G1      43663
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-## 6262   6262     A1R4R2      43663
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-## 6264   6264     A1R4Z8      43663
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-## 6292   6292     A1R6G5      43663
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-## 6296   6296     A1R6Q8      43663
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-## 6299   6299     A1R6T5      43663
-## 6300   6300     A1R6V4      43663
-## 6301   6301     A1R6V9      43663
-## 6302   6302     A1R6X5      43663
-## 6303   6303     A1R6X5      43663
-## 6304   6304     A1R6X6      43663
-## 6305   6305     A1R6Z3      43663
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-## 6315   6315     A1R787      43663
-## 6316   6316     A1R7A5      43663
-## 6317   6317     A1R7A5      43663
-## 6318   6318     A1R7F9      43663
-## 6319   6319     A1R7J5      43663
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-## 6322   6322     A1R7K6      43663
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-## 6324   6324     A1R7V4      43663
-## 6325   6325     A1R7V6      43663
-## 6326   6326     A1R7V8      43663
-## 6327   6327     A1R7X2      43663
-## 6328   6328     A1R807      43663
-## 6329   6329     A1R807      43663
-## 6330   6330     A1R844      43663
-## 6331   6331     A1R848      43663
-## 6332   6332     A1R883      43663
-## 6333   6333     A1R883      43663
-## 6334   6334     A1R883      43663
-## 6335   6335     A1R883      43663
-## 6336   6336     A1R883      43663
-## 6337   6337     A1R883      43663
-## 6338   6338     A1R898      43663
-## 6339   6339     A1R8A6      43663
-## 6340   6340     A1R8N0      43663
-## 6341   6341     A1R8N8      43663
-## 6342   6342     A1R8N8      43663
-## 6343   6343     A1R8R4      43663
-## 6344   6344     A1R8R6      43663
-## 6345   6345     A1R8S9      43663
-## 6346   6346     A1R8T1      43663
-## 6347   6347     A1R8T9      43663
-## 6348   6348     A1R8T9      43663
-## 6349   6349     A1R8U5      43663
-## 6350   6350     A1R8U5      43663
-## 6351   6351     A1R8V0      43663
-## 6352   6352     A1R8V4      43663
-## 6353   6353     A1R8V4      43663
-## 6354   6354     A1R8V8      43663
-## 6355   6355     A1R8V8      43663
-## 6356   6356     A1R8Y7      43663
-## 6357   6357     A1R8Y7      43663
-## 6358   6358     A1R990      43663
-## 6359   6359     A1RAU1      43663
-## 6360   6360     A1RAU1      43663
-## 6361   6361     A1RAY5      43663
-## 6362   6362     A1RB24      43663
-## 6363   6363     A1RDW6         NA
-## 6364   6364     A1RDX9         NA
-## 6365   6365     A1RDY5         NA
-## 6366   6366     A1RDY7         NA
-## 6367   6367     A1RE84         NA
-## 6368   6368     A1RE94         NA
-## 6369   6369     A1RE94         NA
-## 6370   6370     A1REA8         NA
-## 6371   6371     A1REA8         NA
-## 6372   6372     A1REB0         NA
-## 6373   6373     A1REB4         NA
-## 6374   6374     A1REB5         NA
-## 6375   6375     A1REC6         NA
-## 6376   6376     A1REC9         NA
-## 6377   6377     A1REE1         NA
-## 6378   6378     A1REM5         NA
-## 6379   6379     A1REY7         NA
-## 6380   6380     A1REZ3         NA
-## 6381   6381     A1REZ3         NA
-## 6382   6382     A1RF04         NA
-## 6383   6383     A1RFJ9         NA
-## 6384   6384     A1RFM0         NA
-## 6385   6385     A1RFN3         NA
-## 6386   6386     A1RFN3         NA
-## 6387   6387     A1RFP5         NA
-## 6388   6388     A1RFY6         NA
-## 6389   6389     A1RG29         NA
-## 6390   6390     A1RG35         NA
-## 6391   6391     A1RGD1         NA
-## 6392   6392     A1RGD1         NA
-## 6393   6393     A1RGD7         NA
-## 6394   6394     A1RGE6         NA
-## 6395   6395     A1RGK8         NA
-## 6396   6396     A1RGN2         NA
-## 6397   6397     A1RGN2         NA
-## 6398   6398     A1RGP1         NA
-## 6399   6399     A1RGP2         NA
-## 6400   6400     A1RGT2         NA
-## 6401   6401     A1RGU5         NA
-## 6402   6402     A1RGX5         NA
-## 6403   6403     A1RGX6         NA
-## 6404   6404     A1RGY0         NA
-## 6405   6405     A1RGY0         NA
-## 6406   6406     A1RH87         NA
-## 6407   6407     A1RHD0         NA
-## 6408   6408     A1RHE4         NA
-## 6409   6409     A1RHF0         NA
-## 6410   6410     A1RHF3         NA
-## 6411   6411     A1RHF4         NA
-## 6412   6412     A1RHG5         NA
-## 6413   6413     A1RHK7         NA
-## 6414   6414     A1RHK7         NA
-## 6415   6415     A1RHL2         NA
-## 6416   6416     A1RHM8         NA
-## 6417   6417     A1RHR2         NA
-## 6418   6418     A1RI59         NA
-## 6419   6419     A1RI61         NA
-## 6420   6420     A1RI92         NA
-## 6421   6421     A1RIA5         NA
-## 6422   6422     A1RIE5         NA
-## 6423   6423     A1RIH0         NA
-## 6424   6424     A1RII6         NA
-## 6425   6425     A1RII6         NA
-## 6426   6426     A1RIK1         NA
-## 6427   6427     A1RIK1         NA
-## 6428   6428     A1RIK1         NA
-## 6429   6429     A1RIL5         NA
-## 6430   6430     A1RIL5         NA
-## 6431   6431     A1RIQ1         NA
-## 6432   6432     A1RIQ1         NA
-## 6433   6433     A1RIR2         NA
-## 6434   6434     A1RIY0         NA
-## 6435   6435     A1RIZ0         NA
-## 6436   6436     A1RJ17         NA
-## 6437   6437     A1RJ52         NA
-## 6438   6438     A1RJC1         NA
-## 6439   6439     A1RJD6         NA
-## 6440   6440     A1RJD6         NA
-## 6441   6441     A1RJF8         NA
-## 6442   6442     A1RJF9         NA
-## 6443   6443     A1RJJ3         NA
-## 6444   6444     A1RJP0         NA
-## 6445   6445     A1RJQ9         NA
-## 6446   6446     A1RK52         NA
-## 6447   6447     A1RK75         NA
-## 6448   6448     A1RK89         NA
-## 6449   6449     A1RKH2         NA
-## 6450   6450     A1RKH2         NA
-## 6451   6451     A1RKH2         NA
-## 6452   6452     A1RKL4         NA
-## 6453   6453     A1RKM2         NA
-## 6454   6454     A1RKP4         NA
-## 6455   6455     A1RKP4         NA
-## 6456   6456     A1RL92         NA
-## 6457   6457     A1RLI8         NA
-## 6458   6458     A1RLL3         NA
-## 6459   6459     A1RLL6         NA
-## 6460   6460     A1RLM4         NA
-## 6461   6461     A1RLM6         NA
-## 6462   6462     A1RLM6         NA
-## 6463   6463     A1RLM7         NA
-## 6464   6464     A1RLT6         NA
-## 6465   6465     A1RLV3         NA
-## 6466   6466     A1RLV4         NA
-## 6467   6467     A1RMD9         NA
-## 6468   6468     A1RME0         NA
-## 6469   6469     A1RME4         NA
-## 6470   6470     A1RMG0         NA
-## 6471   6471     A1RMG7         NA
-## 6472   6472     A1RMM6         NA
-## 6473   6473     A1RMM6         NA
-## 6474   6474     A1RMN7         NA
-## 6475   6475     A1RMN7         NA
-## 6476   6476     A1RMT4         NA
-## 6477   6477     A1RMV6         NA
-## 6478   6478     A1RMV6         NA
-## 6479   6479     A1RMV6         NA
-## 6480   6480     A1RMV8         NA
-## 6481   6481     A1RN03         NA
-## 6482   6482     A1RN12         NA
-## 6483   6483     A1RN68         NA
-## 6484   6484     A1RN68         NA
-## 6485   6485     A1RNE2         NA
-## 6486   6486     A1RNE2         NA
-## 6487   6487     A1RNE4         NA
-## 6488   6488     A1RNI3         NA
-## 6489   6489     A1RNI6         NA
-## 6490   6490     A1RNI6         NA
-## 6491   6491     A1RNI9         NA
-## 6492   6492     A1RNL3         NA
-## 6493   6493     A1RNN6         NA
-## 6494   6494     A1RNN6         NA
-## 6495   6495     A1RNU4         NA
-## 6496   6496     A1RNU4         NA
-## 6497   6497     A1RP36         NA
-## 6498   6498     A1RP36         NA
-## 6499   6499     A1RP57         NA
-## 6500   6500     A1RP80         NA
-## 6501   6501     A1RP81         NA
-## 6502   6502     A1RPC2         NA
-## 6503   6503     A1RPD5         NA
-## 6504   6504     A1RPD5         NA
-## 6505   6505     A1RPP6         NA
-## 6506   6506     A1RPV7         NA
-## 6507   6507     A1RQ57         NA
-## 6508   6508     A1RQ57         NA
-## 6509   6509     A1RQ95         NA
-## 6510   6510     A1RQA8         NA
-## 6511   6511     A1RQQ2       2277
-## 6512   6512     A1RQQ5       2277
-## 6513   6513     A1RR74       2277
-## 6514   6514     A1RRA5       2277
-## 6515   6515     A1RRA6       2277
-## 6516   6516     A1RRJ3       2277
-## 6517   6517     A1RRJ5       2277
-## 6518   6518     A1RRN9       2277
-## 6519   6519     A1RRS5       2277
-## 6520   6520     A1RRV7       2277
-## 6521   6521     A1RRV9       2277
-## 6522   6522     A1RRX4       2277
-## 6523   6523     A1RRY6       2277
-## 6524   6524     A1RS16       2277
-## 6525   6525     A1RS21       2277
-## 6526   6526     A1RS32       2277
-## 6527   6527     A1RSA2       2277
-## 6528   6528     A1RSD7       2277
-## 6529   6529     A1RSE4       2277
-## 6530   6530     A1RSI5       2277
-## 6531   6531     A1RSK3       2277
-## 6532   6532     A1RSK3       2277
-## 6533   6533     A1RSK3       2277
-## 6534   6534     A1RSQ1       2277
-## 6535   6535     A1RSQ5       2277
-## 6536   6536     A1RSR6       2277
-## 6537   6537     A1RSR6       2277
-## 6538   6538     A1RSS5       2277
-## 6539   6539     A1RSS5       2277
-## 6540   6540     A1RSS8       2277
-## 6541   6541     A1RSY7       2277
-## 6542   6542     A1RT13       2277
-## 6543   6543     A1RT82       2277
-## 6544   6544     A1RTG5       2277
-## 6545   6545     A1RTI0       2277
-## 6546   6546     A1RTI0       2277
-## 6547   6547     A1RTI3       2277
-## 6548   6548     A1RTI3       2277
-## 6549   6549     A1RTJ4       2277
-## 6550   6550     A1RTJ7       2277
-## 6551   6551     A1RTK4       2277
-## 6552   6552     A1RTL7       2277
-## 6553   6553     A1RTZ6       2277
-## 6554   6554     A1RTZ6       2277
-## 6555   6555     A1RU26       2277
-## 6556   6556     A1RUA0       2277
-## 6557   6557     A1RUV7       2277
-## 6558   6558     A1RV26       2277
-## 6559   6559     A1RV26       2277
-## 6560   6560     A1RV28       2277
-## 6561   6561     A1RV37       2277
-## 6562   6562     A1RV37       2277
-## 6563   6563     A1RV79       2277
-## 6564   6564     A1RV82       2277
-## 6565   6565     A1RV98       2277
-## 6566   6566     A1RV98       2277
-## 6567   6567     A1RVA1       2277
-## 6568   6568     A1RVD1       2277
-## 6569   6569     A1RVE1       2277
-## 6570   6570     A1RVH3       2277
-## 6571   6571     A1RVP3       2277
-## 6572   6572     A1RVT3       2277
-## 6573   6573     A1RWQ1       2269
-## 6574   6574     A1RWT7       2269
-## 6575   6575     A1RWX6       2269
-## 6576   6576     A1RX21       2269
-## 6577   6577     A1RX21       2269
-## 6578   6578     A1RX59       2269
-## 6579   6579     A1RXA6       2269
-## 6580   6580     A1RXA6       2269
-## 6581   6581     A1RXA6       2269
-## 6582   6582     A1RXF0       2269
-## 6583   6583     A1RXF0       2269
-## 6584   6584     A1RXF3       2269
-## 6585   6585     A1RXG2       2269
-## 6586   6586     A1RXH6       2269
-## 6587   6587     A1RXJ4       2269
-## 6588   6588     A1RXS9       2269
-## 6589   6589     A1RY08       2269
-## 6590   6590     A1RY30       2269
-## 6591   6591     A1RY31       2269
-## 6592   6592     A1RY70       2269
-## 6593   6593     A1RY76       2269
-## 6594   6594     A1RY76       2269
-## 6595   6595     A1RYD4       2269
-## 6596   6596     A1RYD4       2269
-## 6597   6597     A1RYD7       2269
-## 6598   6598     A1RYM0       2269
-## 6599   6599     A1RYM3       2269
-## 6600   6600     A1RYX4       2269
-## 6601   6601     A1RZ10       2269
-## 6602   6602     A1RZ10       2269
-## 6603   6603     A1RZ10       2269
-## 6604   6604     A1RZ10       2269
-## 6605   6605     A1RZJ9       2269
-## 6606   6606     A1RZT8       2269
-## 6607   6607     A1RZT9       2269
-## 6608   6608     A1S0B0       2269
-## 6609   6609     A1S0R2       2269
-## 6610   6610     A1S1G5      60478
-## 6611   6611     A1S1I1      60478
-## 6612   6612     A1S1I1      60478
-## 6613   6613     A1S1L6      60478
-## 6614   6614     A1S1L6      60478
-## 6615   6615     A1S1X0      60478
-## 6616   6616     A1S212      60478
-## 6617   6617     A1S212      60478
-## 6618   6618     A1S218      60478
-## 6619   6619     A1S219      60478
-## 6620   6620     A1S220      60478
-## 6621   6621     A1S231      60478
-## 6622   6622     A1S246      60478
-## 6623   6623     A1S257      60478
-## 6624   6624     A1S2F0      60478
-## 6625   6625     A1S2F6      60478
-## 6626   6626     A1S2G7      60478
-## 6627   6627     A1S3I3      60478
-## 6628   6628     A1S3J2      60478
-## 6629   6629     A1S3J7      60478
-## 6630   6630     A1S3L3      60478
-## 6631   6631     A1S3L4      60478
-## 6632   6632     A1S3L6      60478
-## 6633   6633     A1S3N0      60478
-## 6634   6634     A1S3U0      60478
-## 6635   6635     A1S3U9      60478
-## 6636   6636     A1S3W8      60478
-## 6637   6637     A1S3Y1      60478
-## 6638   6638     A1S418      60478
-## 6639   6639     A1S425      60478
-## 6640   6640     A1S460      60478
-## 6641   6641     A1S462      60478
-## 6642   6642     A1S462      60478
-## 6643   6643     A1S462      60478
-## 6644   6644     A1S462      60478
-## 6645   6645     A1S464      60478
-## 6646   6646     A1S464      60478
-## 6647   6647     A1S474      60478
-## 6648   6648     A1S477      60478
-## 6649   6649     A1S4B6      60478
-## 6650   6650     A1S4D6      60478
-## 6651   6651     A1S4D7      60478
-## 6652   6652     A1S4D8      60478
-## 6653   6653     A1S4D8      60478
-## 6654   6654     A1S4E9      60478
-## 6655   6655     A1S4E9      60478
-## 6656   6656     A1S4M2      60478
-## 6657   6657     A1S4P0      60478
-## 6658   6658     A1S4P1      60478
-## 6659   6659     A1S4U5      60478
-## 6660   6660     A1S4X0      60478
-## 6661   6661     A1S4X2      60478
-## 6662   6662     A1S548      60478
-## 6663   6663     A1S564      60478
-## 6664   6664     A1S589      60478
-## 6665   6665     A1S5C5      60478
-## 6666   6666     A1S5R6      60478
-## 6667   6667     A1S5V8      60478
-## 6668   6668     A1S5Y5      60478
-## 6669   6669     A1S5Y5      60478
-## 6670   6670     A1S5Z4      60478
-## 6671   6671     A1S684      60478
-## 6672   6672     A1S6A8      60478
-## 6673   6673     A1S6H4      60478
-## 6674   6674     A1S6H5      60478
-## 6675   6675     A1S6K0      60478
-## 6676   6676     A1S6N0      60478
-## 6677   6677     A1S6N0      60478
-## 6678   6678     A1S6N4      60478
-## 6679   6679     A1S6N9      60478
-## 6680   6680     A1S6P5      60478
-## 6681   6681     A1S6Q5      60478
-## 6682   6682     A1S6T0      60478
-## 6683   6683     A1S6T3      60478
-## 6684   6684     A1S6X4      60478
-## 6685   6685     A1S6Z2      60478
-## 6686   6686     A1S6Z2      60478
-## 6687   6687     A1S702      60478
-## 6688   6688     A1S7A2      60478
-## 6689   6689     A1S7A2      60478
-## 6690   6690     A1S7B1      60478
-## 6691   6691     A1S7C2      60478
-## 6692   6692     A1S7C8      60478
-## 6693   6693     A1S7C8      60478
-## 6694   6694     A1S7C8      60478
-## 6695   6695     A1S7D5      60478
-## 6696   6696     A1S7E5      60478
-## 6697   6697     A1S7I0      60478
-## 6698   6698     A1S7I6      60478
-## 6699   6699     A1S7K4      60478
-## 6700   6700     A1S7P9      60478
-## 6701   6701     A1S7P9      60478
-## 6702   6702     A1S7S0      60478
-## 6703   6703     A1S7S0      60478
-## 6704   6704     A1S7T2      60478
-## 6705   6705     A1S810      60478
-## 6706   6706     A1S858      60478
-## 6707   6707     A1S859      60478
-## 6708   6708     A1S866      60478
-## 6709   6709     A1S8B8      60478
-## 6710   6710     A1S8D4      60478
-## 6711   6711     A1S8D5      60478
-## 6712   6712     A1S8K6      60478
-## 6713   6713     A1S8K6      60478
-## 6714   6714     A1S8K6      60478
-## 6715   6715     A1S8K7      60478
-## 6716   6716     A1S8L1      60478
-## 6717   6717     A1S8N5      60478
-## 6718   6718     A1S8P4      60478
-## 6719   6719     A1S8R3      60478
-## 6720   6720     A1S8R8      60478
-## 6721   6721     A1S8S1      60478
-## 6722   6722     A1S8S8      60478
-## 6723   6723     A1S8S8      60478
-## 6724   6724     A1S8U1      60478
-## 6725   6725     A1S965      60478
-## 6726   6726     A1S967      60478
-## 6727   6727     A1S987      60478
-## 6728   6728     A1S987      60478
-## 6729   6729     A1S9H3      60478
-## 6730   6730     A1S9H3      60478
-## 6731   6731     A1S9H3      60478
-## 6732   6732     A1S9H5      60478
-## 6733   6733     A1S9H5      60478
-## 6734   6734     A1S9I4      60478
-## 6735   6735     A1S9L6      60478
-## 6736   6736     A1SA23      60478
-## 6737   6737     A1SA30      60478
-## 6738   6738     A1SA57      60478
-## 6739   6739     A1SA57      60478
-## 6740   6740     A1SA65      60478
-## 6741   6741     A1SAC0      60478
-## 6742   6742     A1SAC0      60478
-## 6743   6743     A1SAD4      60478
-## 6744   6744     A1SAE2      60478
-## 6745   6745     A1SAK0      60478
-## 6746   6746     A1SAK0      60478
-## 6747   6747     A1SAK1      60478
-## 6748   6748     A1SAL1      60478
-## 6749   6749     A1SAR6      60478
-## 6750   6750     A1SBC6      60478
-## 6751   6751     A1SBD7      60478
-## 6752   6752     A1SBR9      60478
-## 6753   6753     A1SBT8      60478
-## 6754   6754     A1SBU1      60478
-## 6755   6755     A1SBU4      60478
-## 6756   6756     A1SCL9         NA
-## 6757   6757     A1SCL9         NA
-## 6758   6758     A1SCL9         NA
-## 6759   6759     A1SCL9         NA
-## 6760   6760     A1SCL9         NA
-## 6761   6761     A1SCM2         NA
-## 6762   6762     A1SCM2         NA
-## 6763   6763     A1SCM2         NA
-## 6764   6764     A1SCM2         NA
-## 6765   6765     A1SDH8         NA
-## 6766   6766     A1SDH8         NA
-## 6767   6767     A1SDK4         NA
-## 6768   6768     A1SDK4         NA
-## 6769   6769     A1SDX1         NA
-## 6770   6770     A1SE01         NA
-## 6771   6771     A1SE06         NA
-## 6772   6772     A1SE17         NA
-## 6773   6773     A1SE17         NA
-## 6774   6774     A1SE34         NA
-## 6775   6775     A1SE35         NA
-## 6776   6776     A1SEI9         NA
-## 6777   6777     A1SEI9         NA
-## 6778   6778     A1SEK2         NA
-## 6779   6779     A1SEK2         NA
-## 6780   6780     A1SEK2         NA
-## 6781   6781     A1SF13         NA
-## 6782   6782     A1SF29         NA
-## 6783   6783     A1SF33         NA
-## 6784   6784     A1SFK7         NA
-## 6785   6785     A1SFK7         NA
-## 6786   6786     A1SFT8         NA
-## 6787   6787     A1SG03         NA
-## 6788   6788     A1SG03         NA
-## 6789   6789     A1SGA2         NA
-## 6790   6790     A1SGL9         NA
-## 6791   6791     A1SGL9         NA
-## 6792   6792     A1SGV9         NA
-## 6793   6793     A1SGV9         NA
-## 6794   6794     A1SGV9         NA
-## 6795   6795     A1SGV9         NA
-## 6796   6796     A1SHI6         NA
-## 6797   6797     A1SHJ1         NA
-## 6798   6798     A1SHU2         NA
-## 6799   6799     A1SHV9         NA
-## 6800   6800     A1SHZ4         NA
-## 6801   6801     A1SI05         NA
-## 6802   6802     A1SI37         NA
-## 6803   6803     A1SIM4         NA
-## 6804   6804     A1SJ19         NA
-## 6805   6805     A1SJ39         NA
-## 6806   6806     A1SJA3         NA
-## 6807   6807     A1SJA5         NA
-## 6808   6808     A1SJA6         NA
-## 6809   6809     A1SJA7         NA
-## 6810   6810     A1SJA7         NA
-## 6811   6811     A1SJB1         NA
-## 6812   6812     A1SJC7         NA
-## 6813   6813     A1SJC7         NA
-## 6814   6814     A1SJD2         NA
-## 6815   6815     A1SJE8         NA
-## 6816   6816     A1SJF7         NA
-## 6817   6817     A1SJG9         NA
-## 6818   6818     A1SJI0         NA
-## 6819   6819     A1SJJ3         NA
-## 6820   6820     A1SJJ4         NA
-## 6821   6821     A1SJJ4         NA
-## 6822   6822     A1SJK4         NA
-## 6823   6823     A1SJK4         NA
-## 6824   6824     A1SJN0         NA
-## 6825   6825     A1SJN0         NA
-## 6826   6826     A1SJZ1         NA
-## 6827   6827     A1SJZ1         NA
-## 6828   6828     A1SJZ6         NA
-## 6829   6829     A1SJZ6         NA
-## 6830   6830     A1SK07         NA
-## 6831   6831     A1SK12         NA
-## 6832   6832     A1SKI3         NA
-## 6833   6833     A1SKY7         NA
-## 6834   6834     A1SKY7         NA
-## 6835   6835     A1SKY7         NA
-## 6836   6836     A1SKY7         NA
-## 6837   6837     A1SKY7         NA
-## 6838   6838     A1SL44         NA
-## 6839   6839     A1SL49         NA
-## 6840   6840     A1SL56         NA
-## 6841   6841     A1SL60         NA
-## 6842   6842     A1SL60         NA
-## 6843   6843     A1SL74         NA
-## 6844   6844     A1SL83         NA
-## 6845   6845     A1SL88         NA
-## 6846   6846     A1SL89         NA
-## 6847   6847     A1SLG6         NA
-## 6848   6848     A1SLJ4         NA
-## 6849   6849     A1SLK7         NA
-## 6850   6850     A1SLK7         NA
-## 6851   6851     A1SLK7         NA
-## 6852   6852     A1SLK7         NA
-## 6853   6853     A1SLK7         NA
-## 6854   6854     A1SLK7         NA
-## 6855   6855     A1SLK7         NA
-## 6856   6856     A1SLL0         NA
-## 6857   6857     A1SLL4         NA
-## 6858   6858     A1SLQ4         NA
-## 6859   6859     A1SLQ4         NA
-## 6860   6860     A1SLS2         NA
-## 6861   6861     A1SLS2         NA
-## 6862   6862     A1SLU7         NA
-## 6863   6863     A1SLU7         NA
-## 6864   6864     A1SLX8         NA
-## 6865   6865     A1SLX8         NA
-## 6866   6866     A1SM84         NA
-## 6867   6867     A1SMA5         NA
-## 6868   6868     A1SMB4         NA
-## 6869   6869     A1SMB4         NA
-## 6870   6870     A1SME5         NA
-## 6871   6871     A1SME5         NA
-## 6872   6872     A1SME5         NA
-## 6873   6873     A1SME5         NA
-## 6874   6874     A1SMP3         NA
-## 6875   6875     A1SMP3         NA
-## 6876   6876     A1SMP7         NA
-## 6877   6877     A1SMR4         NA
-## 6878   6878     A1SMW1         NA
-## 6879   6879     A1SN17         NA
-## 6880   6880     A1SNF6         NA
-## 6881   6881     A1SNF6         NA
-## 6882   6882     A1SNI7         NA
-## 6883   6883     A1SNI7         NA
-## 6884   6884     A1SNJ1         NA
-## 6885   6885     A1SNJ2         NA
-## 6886   6886     A1SNJ7         NA
-## 6887   6887     A1SNJ9         NA
-## 6888   6888     A1SNJ9         NA
-## 6889   6889     A1SNK1         NA
-## 6890   6890     A1SNK1         NA
-## 6891   6891     A1SNK3         NA
-## 6892   6892     A1SNL2         NA
-## 6893   6893     A1SNL2         NA
-## 6894   6894     A1SNL8         NA
-## 6895   6895     A1SNL8         NA
-## 6896   6896     A1SNN7         NA
-## 6897   6897     A1SNU4         NA
-## 6898   6898     A1SNY3         NA
-## 6899   6899     A1SNY3         NA
-## 6900   6900     A1SP05         NA
-## 6901   6901     A1SPL0         NA
-## 6902   6902     A1SPL0         NA
-## 6903   6903     A1SPL0         NA
-## 6904   6904     A1SPT8         NA
-## 6905   6905     A1SPV1         NA
-## 6906   6906     A1SPV1         NA
-## 6907   6907     A1SPV6         NA
-## 6908   6908     A1SPX5         NA
-## 6909   6909     A1SPZ7         NA
-## 6910   6910     A1SPZ7         NA
-## 6911   6911     A1SQH3         NA
-## 6912   6912     A1SQN1         NA
-## 6913   6913     A1SQV5         NA
-## 6914   6914     A1SQW3     357794
-## 6915   6915     A1SQW6     357794
-## 6916   6916     A1SQZ9     357794
-## 6917   6917     A1SR01     357794
-## 6918   6918     A1SR02     357794
-## 6919   6919     A1SRC9     357794
-## 6920   6920     A1SRE0     357794
-## 6921   6921     A1SRE0     357794
-## 6922   6922     A1SRG3     357794
-## 6923   6923     A1SRG6     357794
-## 6924   6924     A1SRG8     357794
-## 6925   6925     A1SRG8     357794
-## 6926   6926     A1SRG8     357794
-## 6927   6927     A1SRH4     357794
-## 6928   6928     A1SRH8     357794
-## 6929   6929     A1SRH8     357794
-## 6930   6930     A1SRI1     357794
-## 6931   6931     A1SRS1     357794
-## 6932   6932     A1SRS4     357794
-## 6933   6933     A1SRS5     357794
-## 6934   6934     A1SRS5     357794
-## 6935   6935     A1SS94     357794
-## 6936   6936     A1SS95     357794
-## 6937   6937     A1SSB6     357794
-## 6938   6938     A1SSB6     357794
-## 6939   6939     A1SSB8     357794
-## 6940   6940     A1SSJ9     357794
-## 6941   6941     A1SSN0     357794
-## 6942   6942     A1SSX2     357794
-## 6943   6943     A1SSY3     357794
-## 6944   6944     A1SSY7     357794
-## 6945   6945     A1ST36     357794
-## 6946   6946     A1ST38     357794
-## 6947   6947     A1ST41     357794
-## 6948   6948     A1ST41     357794
-## 6949   6949     A1ST45     357794
-## 6950   6950     A1ST45     357794
-## 6951   6951     A1ST53     357794
-## 6952   6952     A1ST72     357794
-## 6953   6953     A1ST72     357794
-## 6954   6954     A1ST92     357794
-## 6955   6955     A1STD6     357794
-## 6956   6956     A1STD9     357794
-## 6957   6957     A1STE3     357794
-## 6958   6958     A1STE3     357794
-## 6959   6959     A1STE3     357794
-## 6960   6960     A1STE4     357794
-## 6961   6961     A1STE5     357794
-## 6962   6962     A1STE5     357794
-## 6963   6963     A1STE5     357794
-## 6964   6964     A1STI2     357794
-## 6965   6965     A1STI2     357794
-## 6966   6966     A1STI9     357794
-## 6967   6967     A1STP2     357794
-## 6968   6968     A1STT0     357794
-## 6969   6969     A1STV6     357794
-## 6970   6970     A1STW0     357794
-## 6971   6971     A1SU10     357794
-## 6972   6972     A1SU16     357794
-## 6973   6973     A1SU16     357794
-## 6974   6974     A1SU19     357794
-## 6975   6975     A1SU27     357794
-## 6976   6976     A1SU60     357794
-## 6977   6977     A1SU60     357794
-## 6978   6978     A1SU60     357794
-## 6979   6979     A1SUE5     357794
-## 6980   6980     A1SUU1     357794
-## 6981   6981     A1SV95     357794
-## 6982   6982     A1SVW5     357794
-## 6983   6983     A1SW90     357794
-## 6984   6984     A1SW96     357794
-## 6985   6985     A1SWB8     357794
-## 6986   6986     A1SWM1     357794
-## 6987   6987     A1SWQ3     357794
-## 6988   6988     A1SWR4     357794
-## 6989   6989     A1SWR4     357794
-## 6990   6990     A1SWS5     357794
-## 6991   6991     A1SWV0     357794
-## 6992   6992     A1SWV9     357794
-## 6993   6993     A1SX02     357794
-## 6994   6994     A1SXF9     357794
-## 6995   6995     A1SXK4     357794
-## 6996   6996     A1SXK4     357794
-## 6997   6997     A1SXW6     357794
-## 6998   6998     A1SXW8     357794
-## 6999   6999     A1SY91     357794
-## 7000   7000     A1SY91     357794
-## 7001   7001     A1SYD3     357794
-## 7002   7002     A1SYH7     357794
-## 7003   7003     A1SYK3     357794
-## 7004   7004     A1SYK5     357794
-## 7005   7005     A1SYL6     357794
-## 7006   7006     A1SYT6     357794
-## 7007   7007     A1SYT9     357794
-## 7008   7008     A1SYV1     357794
-## 7009   7009     A1SYV1     357794
-## 7010   7010     A1SYV1     357794
-## 7011   7011     A1SYV3     357794
-## 7012   7012     A1SYV3     357794
-## 7013   7013     A1SYV3     357794
-## 7014   7014     A1SYV7     357794
-## 7015   7015     A1SYV7     357794
-## 7016   7016     A1SYW2     357794
-## 7017   7017     A1SYX8     357794
-## 7018   7018     A1SYY1     357794
-## 7019   7019     A1SYY1     357794
-## 7020   7020     A1SYY3     357794
-## 7021   7021     A1SZ16     357794
-## 7022   7022     A1SZE1     357794
-## 7023   7023     A1SZE1     357794
-## 7024   7024     A1SZE1     357794
-## 7025   7025     A1SZG1     357794
-## 7026   7026     A1SZH6     357794
-## 7027   7027     A1SZH6     357794
-## 7028   7028     A1SZH6     357794
-## 7029   7029     A1SZH7     357794
-## 7030   7030     A1SZH7     357794
-## 7031   7031     A1SZJ2     357794
-## 7032   7032     A1SZL2     357794
-## 7033   7033     A1SZL2     357794
-## 7034   7034     A1SZP2     357794
-## 7035   7035     A1SZR6     357794
-## 7036   7036     A1SZY2     357794
-## 7037   7037     A1T001     357794
-## 7038   7038     A1T007     357794
-## 7039   7039     A1T007     357794
-## 7040   7040     A1T026     357794
-## 7041   7041     A1T038     357794
-## 7042   7042     A1T038     357794
-## 7043   7043     A1T041     357794
-## 7044   7044     A1T047     357794
-## 7045   7045     A1T064     357794
-## 7046   7046     A1T064     357794
-## 7047   7047     A1T064     357794
-## 7048   7048     A1T086     357794
-## 7049   7049     A1T097     357794
-## 7050   7050     A1T0D0     357794
-## 7051   7051     A1T0D4     357794
-## 7052   7052     A1T0E1     357794
-## 7053   7053     A1T0M9     357794
-## 7054   7054     A1T0M9     357794
-## 7055   7055     A1T0R0     357794
-## 7056   7056     A1T0Y6     357794
-## 7057   7057     A1T0Z9     357794
-## 7058   7058     A1T0Z9     357794
-## 7059   7059     A1T100     357794
-## 7060   7060     A1T100     357794
-## 7061   7061     A1T102     110539
-## 7062   7062     A1T1A5     110539
-## 7063   7063     A1T1J8     110539
-## 7064   7064     A1T1K1     110539
-## 7065   7065     A1T2S3     110539
-## 7066   7066     A1T2S3     110539
-## 7067   7067     A1T2V5     110539
-## 7068   7068     A1T2V5     110539
-## 7069   7069     A1T2Z5     110539
-## 7070   7070     A1T2Z5     110539
-## 7071   7071     A1T320     110539
-## 7072   7072     A1T324     110539
-## 7073   7073     A1T339     110539
-## 7074   7074     A1T352     110539
-## 7075   7075     A1T352     110539
-## 7076   7076     A1T3D3     110539
-## 7077   7077     A1T3R3     110539
-## 7078   7078     A1T3R3     110539
-## 7079   7079     A1T3R3     110539
-## 7080   7080     A1T4I8     110539
-## 7081   7081     A1T4I8     110539
-## 7082   7082     A1T4J2     110539
-## 7083   7083     A1T4J3     110539
-## 7084   7084     A1T4J3     110539
-## 7085   7085     A1T4L4     110539
-## 7086   7086     A1T4L5     110539
-## 7087   7087     A1T4N9     110539
-## 7088   7088     A1T4P5     110539
-## 7089   7089     A1T4S1     110539
-## 7090   7090     A1T4S1     110539
-## 7091   7091     A1T4S1     110539
-## 7092   7092     A1T521     110539
-## 7093   7093     A1T521     110539
-## 7094   7094     A1T554     110539
-## 7095   7095     A1T566     110539
-## 7096   7096     A1T577     110539
-## 7097   7097     A1T577     110539
-## 7098   7098     A1T5X7     110539
-## 7099   7099     A1T5Y4     110539
-## 7100   7100     A1T636     110539
-## 7101   7101     A1T698     110539
-## 7102   7102     A1T6B0     110539
-## 7103   7103     A1T6B0     110539
-## 7104   7104     A1T6P2     110539
-## 7105   7105     A1T6P2     110539
-## 7106   7106     A1T6X7     110539
-## 7107   7107     A1T6X9     110539
-## 7108   7108     A1T6Y0     110539
-## 7109   7109     A1T6Y0     110539
-## 7110   7110     A1T6Z4     110539
-## 7111   7111     A1T6Z8     110539
-## 7112   7112     A1T6Z8     110539
-## 7113   7113     A1T705     110539
-## 7114   7114     A1T705     110539
-## 7115   7115     A1T726     110539
-## 7116   7116     A1T737     110539
-## 7117   7117     A1T739     110539
-## 7118   7118     A1T752     110539
-## 7119   7119     A1T752     110539
-## 7120   7120     A1T757     110539
-## 7121   7121     A1T766     110539
-## 7122   7122     A1T773     110539
-## 7123   7123     A1T773     110539
-## 7124   7124     A1T773     110539
-## 7125   7125     A1T774     110539
-## 7126   7126     A1T7G4     110539
-## 7127   7127     A1T7G4     110539
-## 7128   7128     A1T7H8     110539
-## 7129   7129     A1T7H8     110539
-## 7130   7130     A1T7H8     110539
-## 7131   7131     A1T7H8     110539
-## 7132   7132     A1T7H8     110539
-## 7133   7133     A1T7H8     110539
-## 7134   7134     A1T7H8     110539
-## 7135   7135     A1T7H8     110539
-## 7136   7136     A1T7H8     110539
-## 7137   7137     A1T7H9     110539
-## 7138   7138     A1T7L4     110539
-## 7139   7139     A1T7L4     110539
-## 7140   7140     A1T7N8     110539
-## 7141   7141     A1T7P4     110539
-## 7142   7142     A1T7T3     110539
-## 7143   7143     A1T7U7     110539
-## 7144   7144     A1T7U7     110539
-## 7145   7145     A1T7U8     110539
-## 7146   7146     A1T7V4     110539
-## 7147   7147     A1T7Y9     110539
-## 7148   7148     A1T7Y9     110539
-## 7149   7149     A1T7Z0     110539
-## 7150   7150     A1T7Z0     110539
-## 7151   7151     A1T7Z0     110539
-## 7152   7152     A1T7Z4     110539
-## 7153   7153     A1T7Z4     110539
-## 7154   7154     A1T868     110539
-## 7155   7155     A1T882     110539
-## 7156   7156     A1T882     110539
-## 7157   7157     A1T883     110539
-## 7158   7158     A1T884     110539
-## 7159   7159     A1T884     110539
-## 7160   7160     A1T898     110539
-## 7161   7161     A1T8E8     110539
-## 7162   7162     A1T8F5     110539
-## 7163   7163     A1T8H7     110539
-## 7164   7164     A1T8K1     110539
-## 7165   7165     A1T8K4     110539
-## 7166   7166     A1T8K4     110539
-## 7167   7167     A1T8K4     110539
-## 7168   7168     A1T8L2     110539
-## 7169   7169     A1T8M8     110539
-## 7170   7170     A1T8Q8     110539
-## 7171   7171     A1T8R1     110539
-## 7172   7172     A1T8U7     110539
-## 7173   7173     A1T8U7     110539
-## 7174   7174     A1T8W3     110539
-## 7175   7175     A1T9D9     110539
-## 7176   7176     A1T9F4     110539
-## 7177   7177     A1T9L9     110539
-## 7178   7178     A1T9L9     110539
-## 7179   7179     A1T9N5     110539
-## 7180   7180     A1T9P9     110539
-## 7181   7181     A1TA09     110539
-## 7182   7182     A1TA09     110539
-## 7183   7183     A1TA81     110539
-## 7184   7184     A1TA81     110539
-## 7185   7185     A1TAA5     110539
-## 7186   7186     A1TAB5     110539
-## 7187   7187     A1TAC7     110539
-## 7188   7188     A1TAC7     110539
-## 7189   7189     A1TAT2     110539
-## 7190   7190     A1TAW2     110539
-## 7191   7191     A1TAW2     110539
-## 7192   7192     A1TAW7     110539
-## 7193   7193     A1TAW8     110539
-## 7194   7194     A1TAW8     110539
-## 7195   7195     A1TAX0     110539
-## 7196   7196     A1TAX0     110539
-## 7197   7197     A1TAX0     110539
-## 7198   7198     A1TAX1     110539
-## 7199   7199     A1TAX1     110539
-## 7200   7200     A1TB16     110539
-## 7201   7201     A1TB16     110539
-## 7202   7202     A1TBP6     110539
-## 7203   7203     A1TBR8     110539
-## 7204   7204     A1TC01     110539
-## 7205   7205     A1TC11     110539
-## 7206   7206     A1TC11     110539
-## 7207   7207     A1TC11     110539
-## 7208   7208     A1TC21     110539
-## 7209   7209     A1TC21     110539
-## 7210   7210     A1TCX1     110539
-## 7211   7211     A1TCX1     110539
-## 7212   7212     A1TCX2     110539
-## 7213   7213     A1TCX2     110539
-## 7214   7214     A1TD35     110539
-## 7215   7215     A1TD57     110539
-## 7216   7216     A1TD57     110539
-## 7217   7217     A1TD58     110539
-## 7218   7218     A1TD58     110539
-## 7219   7219     A1TD66     110539
-## 7220   7220     A1TD66     110539
-## 7221   7221     A1TD66     110539
-## 7222   7222     A1TD73     110539
-## 7223   7223     A1TDH1     110539
-## 7224   7224     A1TDL8     110539
-## 7225   7225     A1TDL8     110539
-## 7226   7226     A1TDM8     110539
-## 7227   7227     A1TDR0     110539
-## 7228   7228     A1TE06     110539
-## 7229   7229     A1TE53     110539
-## 7230   7230     A1TED2     110539
-## 7231   7231     A1TEF5     110539
-## 7232   7232     A1TEF5     110539
-## 7233   7233     A1TEF5     110539
-## 7234   7234     A1TEF5     110539
-## 7235   7235     A1TEH2     110539
-## 7236   7236     A1TEL7     110539
-## 7237   7237     A1TEP3     110539
-## 7238   7238     A1TEQ0     110539
-## 7239   7239     A1TEV2     110539
-## 7240   7240     A1TFL3     110539
-## 7241   7241     A1TFL3     110539
-## 7242   7242     A1TG09     110539
-## 7243   7243     A1TG33     110539
-## 7244   7244     A1TG33     110539
-## 7245   7245     A1TG33     110539
-## 7246   7246     A1TGD7     110539
-## 7247   7247     A1TGJ3     110539
-## 7248   7248     A1TH50     110539
-## 7249   7249     A1THY4     110539
-## 7250   7250     A1TI06     110539
-## 7251   7251     A1TI09     110539
-## 7252   7252     A1TIF0      80869
-## 7253   7253     A1TIF0      80869
-## 7254   7254     A1TIS2      80869
-## 7255   7255     A1TIS2      80869
-## 7256   7256     A1TJ04      80869
-## 7257   7257     A1TJ10      80869
-## 7258   7258     A1TJ13      80869
-## 7259   7259     A1TJ13      80869
-## 7260   7260     A1TJ24      80869
-## 7261   7261     A1TJ24      80869
-## 7262   7262     A1TJ35      80869
-## 7263   7263     A1TJR8      80869
-## 7264   7264     A1TJT0      80869
-## 7265   7265     A1TJT1      80869
-## 7266   7266     A1TJT6      80869
-## 7267   7267     A1TJT6      80869
-## 7268   7268     A1TJT9      80869
-## 7269   7269     A1TJT9      80869
-## 7270   7270     A1TJU0      80869
-## 7271   7271     A1TJU0      80869
-## 7272   7272     A1TJU3      80869
-## 7273   7273     A1TKC1      80869
-## 7274   7274     A1TKC8      80869
-## 7275   7275     A1TKC8      80869
-## 7276   7276     A1TKE3      80869
-## 7277   7277     A1TKI5      80869
-## 7278   7278     A1TKK8      80869
-## 7279   7279     A1TKL7      80869
-## 7280   7280     A1TKL7      80869
-## 7281   7281     A1TKQ5      80869
-## 7282   7282     A1TKQ6      80869
-## 7283   7283     A1TKQ6      80869
-## 7284   7284     A1TKT8      80869
-## 7285   7285     A1TKT8      80869
-## 7286   7286     A1TKT9      80869
-## 7287   7287     A1TKV4      80869
-## 7288   7288     A1TKZ3      80869
-## 7289   7289     A1TL06      80869
-## 7290   7290     A1TL12      80869
-## 7291   7291     A1TL40      80869
-## 7292   7292     A1TLD6      80869
-## 7293   7293     A1TLD7      80869
-## 7294   7294     A1TLF2      80869
-## 7295   7295     A1TLF2      80869
-## 7296   7296     A1TLH5      80869
-## 7297   7297     A1TLH8      80869
-## 7298   7298     A1TLH9      80869
-## 7299   7299     A1TLH9      80869
-## 7300   7300     A1TLH9      80869
-## 7301   7301     A1TLH9      80869
-## 7302   7302     A1TLI4      80869
-## 7303   7303     A1TLL2      80869
-## 7304   7304     A1TLL2      80869
-## 7305   7305     A1TLL2      80869
-## 7306   7306     A1TLL4      80869
-## 7307   7307     A1TLL6      80869
-## 7308   7308     A1TLL6      80869
-## 7309   7309     A1TLM3      80869
-## 7310   7310     A1TLM4      80869
-## 7311   7311     A1TLP7      80869
-## 7312   7312     A1TLP7      80869
-## 7313   7313     A1TLS5      80869
-## 7314   7314     A1TLT0      80869
-## 7315   7315     A1TM31      80869
-## 7316   7316     A1TM37      80869
-## 7317   7317     A1TM37      80869
-## 7318   7318     A1TM61      80869
-## 7319   7319     A1TMB0      80869
-## 7320   7320     A1TN70      80869
-## 7321   7321     A1TN70      80869
-## 7322   7322     A1TN71      80869
-## 7323   7323     A1TN79      80869
-## 7324   7324     A1TN79      80869
-## 7325   7325     A1TN81      80869
-## 7326   7326     A1TN81      80869
-## 7327   7327     A1TN83      80869
-## 7328   7328     A1TND1      80869
-## 7329   7329     A1TNF7      80869
-## 7330   7330     A1TNJ5      80869
-## 7331   7331     A1TNU7      80869
-## 7332   7332     A1TP96      80869
-## 7333   7333     A1TP96      80869
-## 7334   7334     A1TPK8      80869
-## 7335   7335     A1TPW5      80869
-## 7336   7336     A1TPY4      80869
-## 7337   7337     A1TQ53      80869
-## 7338   7338     A1TQ84      80869
-## 7339   7339     A1TQ96      80869
-## 7340   7340     A1TQF3      80869
-## 7341   7341     A1TQF3      80869
-## 7342   7342     A1TQF3      80869
-## 7343   7343     A1TQY3      80869
-## 7344   7344     A1TQY3      80869
-## 7345   7345     A1TQY3      80869
-## 7346   7346     A1TR21      80869
-## 7347   7347     A1TR21      80869
-## 7348   7348     A1TR25      80869
-## 7349   7349     A1TR35      80869
-## 7350   7350     A1TRC8      80869
-## 7351   7351     A1TRC8      80869
-## 7352   7352     A1TRG1      80869
-## 7353   7353     A1TRG5      80869
-## 7354   7354     A1TRG5      80869
-## 7355   7355     A1TRL4      80869
-## 7356   7356     A1TRL4      80869
-## 7357   7357     A1TRL4      80869
-## 7358   7358     A1TRL4      80869
-## 7359   7359     A1TRM3      80869
-## 7360   7360     A1TRM3      80869
-## 7361   7361     A1TRP8      80869
-## 7362   7362     A1TRT1      80869
-## 7363   7363     A1TRT4      80869
-## 7364   7364     A1TRV8      80869
-## 7365   7365     A1TS23      80869
-## 7366   7366     A1TS27      80869
-## 7367   7367     A1TS63      80869
-## 7368   7368     A1TSC2      80869
-## 7369   7369     A1TSE0      80869
-## 7370   7370     A1TSK3      80869
-## 7371   7371     A1TSK3      80869
-## 7372   7372     A1TSK3      80869
-## 7373   7373     A1TSK3      80869
-## 7374   7374     A1TSK3      80869
-## 7375   7375     A1TSK3      80869
-## 7376   7376     A1TSQ7      80869
-## 7377   7377     A1TSQ7      80869
-## 7378   7378     A1TSX9      80869
-## 7379   7379     A1TSX9      80869
-## 7380   7380     A1TSZ8      80869
-## 7381   7381     A1TSZ8      80869
-## 7382   7382     A1TSZ8      80869
-## 7383   7383     A1TSZ9      80869
-## 7384   7384     A1TSZ9      80869
-## 7385   7385     A1TT64      80869
-## 7386   7386     A1TT74      80869
-## 7387   7387     A1TT75      80869
-## 7388   7388     A1TTC3      80869
-## 7389   7389     A1TTC4      80869
-## 7390   7390     A1TTD3      80869
-## 7391   7391     A1TTD3      80869
-## 7392   7392     A1TTF7      80869
-## 7393   7393     A1TTF7      80869
-## 7394   7394     A1TTM6      80869
-## 7395   7395     A1TTM6      80869
-## 7396   7396     A1TTU1      80869
-## 7397   7397     A1TTV0      80869
-## 7398   7398     A1TTV9      80869
-## 7399   7399     A1TTW1      80869
-## 7400   7400     A1TTW1      80869
-## 7401   7401     A1TTW5      80869
-## 7402   7402     A1TUD6      80869
-## 7403   7403     A1TUE2      80869
-## 7404   7404     A1TUE2      80869
-## 7405   7405     A1TUT0      80869
-## 7406   7406     A1TUT0      80869
-## 7407   7407     A1TUT0      80869
-## 7408   7408     A1TUW0      80869
-## 7409   7409     A1TUW0      80869
-## 7410   7410     A1TUY9      80869
-## 7411   7411     A1TUZ2      80869
-## 7412   7412     A1TV68      80869
-## 7413   7413     A1TVC1      80869
-## 7414   7414     A1TVM0      80869
-## 7415   7415     A1TVP2      80869
-## 7416   7416     A1TVS9      80869
-## 7417   7417     A1TVS9      80869
-## 7418   7418     A1TVS9      80869
-## 7419   7419     A1TVT0      80869
-## 7420   7420     A1TVT0      80869
-## 7421   7421     A1TVT1      80869
-## 7422   7422     A1TVU0      80869
-## 7423   7423     A1TVV5      80869
-## 7424   7424     A1TW90      80869
-## 7425   7425     A1TWB8      80869
-## 7426   7426     A1TWF7      80869
-## 7427   7427     A1TWJ3       2743
-## 7428   7428     A1TWN4       2743
-## 7429   7429     A1TXM4       2743
-## 7430   7430     A1TY02       2743
-## 7431   7431     A1TY02       2743
-## 7432   7432     A1TYE0       2743
-## 7433   7433     A1TYH0       2743
-## 7434   7434     A1TYH0       2743
-## 7435   7435     A1TYH0       2743
-## 7436   7436     A1TYI9       2743
-## 7437   7437     A1TYJ0       2743
-## 7438   7438     A1TYJ1       2743
-## 7439   7439     A1TYJ1       2743
-## 7440   7440     A1TYJ1       2743
-## 7441   7441     A1TYJ1       2743
-## 7442   7442     A1TYK0       2743
-## 7443   7443     A1TYK8       2743
-## 7444   7444     A1TYL1       2743
-## 7445   7445     A1TYL2       2743
-## 7446   7446     A1TYL2       2743
-## 7447   7447     A1TYL6       2743
-## 7448   7448     A1TYR4       2743
-## 7449   7449     A1TYU8       2743
-## 7450   7450     A1TYX3       2743
-## 7451   7451     A1TYY2       2743
-## 7452   7452     A1TYY4       2743
-## 7453   7453     A1TYY4       2743
-## 7454   7454     A1TYY4       2743
-## 7455   7455     A1TYY4       2743
-## 7456   7456     A1TYY9       2743
-## 7457   7457     A1TYY9       2743
-## 7458   7458     A1TZ11       2743
-## 7459   7459     A1TZ47       2743
-## 7460   7460     A1TZ60       2743
-## 7461   7461     A1TZ65       2743
-## 7462   7462     A1TZ73       2743
-## 7463   7463     A1TZ92       2743
-## 7464   7464     A1TZ92       2743
-## 7465   7465     A1TZA3       2743
-## 7466   7466     A1TZE0       2743
-## 7467   7467     A1TZE0       2743
-## 7468   7468     A1TZG0       2743
-## 7469   7469     A1TZH9       2743
-## 7470   7470     A1TZP7       2743
-## 7471   7471     A1TZQ4       2743
-## 7472   7472     A1TZQ4       2743
-## 7473   7473     A1U0D8       2743
-## 7474   7474     A1U0D8       2743
-## 7475   7475     A1U0D8       2743
-## 7476   7476     A1U0D8       2743
-## 7477   7477     A1U0D8       2743
-## 7478   7478     A1U0E3       2743
-## 7479   7479     A1U0K1       2743
-## 7480   7480     A1U0K1       2743
-## 7481   7481     A1U0R2       2743
-## 7482   7482     A1U0R2       2743
-## 7483   7483     A1U0V1       2743
-## 7484   7484     A1U0X1       2743
-## 7485   7485     A1U0X2       2743
-## 7486   7486     A1U0Y0       2743
-## 7487   7487     A1U126       2743
-## 7488   7488     A1U127       2743
-## 7489   7489     A1U127       2743
-## 7490   7490     A1U1B1       2743
-## 7491   7491     A1U1C1       2743
-## 7492   7492     A1U1H5       2743
-## 7493   7493     A1U1H6       2743
-## 7494   7494     A1U1I8       2743
-## 7495   7495     A1U1J4       2743
-## 7496   7496     A1U1Q2       2743
-## 7497   7497     A1U1Q4       2743
-## 7498   7498     A1U1U7       2743
-## 7499   7499     A1U1Y9       2743
-## 7500   7500     A1U292       2743
-## 7501   7501     A1U2E3       2743
-## 7502   7502     A1U2K1       2743
-## 7503   7503     A1U2S9       2743
-## 7504   7504     A1U2S9       2743
-## 7505   7505     A1U2U4       2743
-## 7506   7506     A1U2U4       2743
-## 7507   7507     A1U2V8       2743
-## 7508   7508     A1U2Y8       2743
-## 7509   7509     A1U326       2743
-## 7510   7510     A1U342       2743
-## 7511   7511     A1U342       2743
-## 7512   7512     A1U344       2743
-## 7513   7513     A1U367       2743
-## 7514   7514     A1U368       2743
-## 7515   7515     A1U370       2743
-## 7516   7516     A1U373       2743
-## 7517   7517     A1U374       2743
-## 7518   7518     A1U3C2       2743
-## 7519   7519     A1U3E9       2743
-## 7520   7520     A1U3E9       2743
-## 7521   7521     A1U3F9       2743
-## 7522   7522     A1U3F9       2743
-## 7523   7523     A1U3F9       2743
-## 7524   7524     A1U3F9       2743
-## 7525   7525     A1U3G0       2743
-## 7526   7526     A1U3G1       2743
-## 7527   7527     A1U3G7       2743
-## 7528   7528     A1U3J1       2743
-## 7529   7529     A1U3Y0       2743
-## 7530   7530     A1U458       2743
-## 7531   7531     A1U459       2743
-## 7532   7532     A1U486       2743
-## 7533   7533     A1U486       2743
-## 7534   7534     A1U4A0       2743
-## 7535   7535     A1U4B2       2743
-## 7536   7536     A1U4B9       2743
-## 7537   7537     A1U4C1       2743
-## 7538   7538     A1U4D6       2743
-## 7539   7539     A1U4Q6       2743
-## 7540   7540     A1U4Q6       2743
-## 7541   7541     A1U4Z7       2743
-## 7542   7542     A1U4Z8       2743
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-## 7544   7544     A1U5Z6       2743
-## 7545   7545     A1U5Z6       2743
-## 7546   7546     A1U5Z7       2743
-## 7547   7547     A1U600       2743
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-## 7552   7552     A1U613       2743
-## 7553   7553     A1U613       2743
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-## 7555   7555     A1U614       2743
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-## 7557   7557     A1U614       2743
-## 7558   7558     A1U673       2743
-## 7559   7559     A1U6G1       2743
-## 7560   7560     A1U6G1       2743
-## 7561   7561     A1U6G1       2743
-## 7562   7562     A1U6K2       2743
-## 7563   7563     A1U6K2       2743
-## 7564   7564     A1U6R3       2743
-## 7565   7565     A1U6U9       2743
-## 7566   7566     A1U749       2743
-## 7567   7567     A1U754       2743
-## 7568   7568     A1U761       2743
-## 7569   7569     A1U776       2743
-## 7570   7570     A1U776       2743
-## 7571   7571     A1U7H2       2743
-## 7572   7572     A1U7H2       2743
-## 7573   7573     A1U7H2       2743
-## 7574   7574     A1U7H4       2743
-## 7575   7575     A1U7H6       2743
-## 7576   7576     A1U7H6       2743
-## 7577   7577     A1U7H8       2743
-## 7578   7578     A1U8R4         NA
-## 7579   7579     A1U8R9         NA
-## 7580   7580     A1U8S3         NA
-## 7581   7581     A1U992         NA
-## 7582   7582     A1U9Z8         NA
-## 7583   7583     A1UA31         NA
-## 7584   7584     A1UA31         NA
-## 7585   7585     A1UAF0         NA
-## 7586   7586     A1UAG5         NA
-## 7587   7587     A1UAG5         NA
-## 7588   7588     A1UAH8         NA
-## 7589   7589     A1UAH8         NA
-## 7590   7590     A1UAM8         NA
-## 7591   7591     A1UAM8         NA
-## 7592   7592     A1UAR1         NA
-## 7593   7593     A1UAR1         NA
-## 7594   7594     A1UAX3         NA
-## 7595   7595     A1UBJ3         NA
-## 7596   7596     A1UBJ3         NA
-## 7597   7597     A1UBJ4         NA
-## 7598   7598     A1UBJ4         NA
-## 7599   7599     A1UBJ4         NA
-## 7600   7600     A1UBK9         NA
-## 7601   7601     A1UBL0         NA
-## 7602   7602     A1UBL0         NA
-## 7603   7603     A1UBP2         NA
-## 7604   7604     A1UBP2         NA
-## 7605   7605     A1UBP2         NA
-## 7606   7606     A1UBQ3         NA
-## 7607   7607     A1UBR6         NA
-## 7608   7608     A1UC23         NA
-## 7609   7609     A1UC26         NA
-## 7610   7610     A1UCA4         NA
-## 7611   7611     A1UCJ5         NA
-## 7612   7612     A1UCJ5         NA
-## 7613   7613     A1UCK8         NA
-## 7614   7614     A1UCM5         NA
-## 7615   7615     A1UCM5         NA
-## 7616   7616     A1UCN4         NA
-## 7617   7617     A1UCT7         NA
-## 7618   7618     A1UCT7         NA
-## 7619   7619     A1UCT7         NA
-## 7620   7620     A1UD96         NA
-## 7621   7621     A1UD97         NA
-## 7622   7622     A1UDY9         NA
-## 7623   7623     A1UE68         NA
-## 7624   7624     A1UE81         NA
-## 7625   7625     A1UEA6         NA
-## 7626   7626     A1UEA6         NA
-## 7627   7627     A1UEC5         NA
-## 7628   7628     A1UEC6         NA
-## 7629   7629     A1UEH2         NA
-## 7630   7630     A1UEI1         NA
-## 7631   7631     A1UEI1         NA
-## 7632   7632     A1UEQ5         NA
-## 7633   7633     A1UER8         NA
-## 7634   7634     A1UER8         NA
-## 7635   7635     A1UER8         NA
-## 7636   7636     A1UER8         NA
-## 7637   7637     A1UER8         NA
-## 7638   7638     A1UER8         NA
-## 7639   7639     A1UER8         NA
-## 7640   7640     A1UER8         NA
-## 7641   7641     A1UER8         NA
-## 7642   7642     A1UER8         NA
-## 7643   7643     A1UER9         NA
-## 7644   7644     A1UEV1         NA
-## 7645   7645     A1UEV1         NA
-## 7646   7646     A1UEZ3         NA
-## 7647   7647     A1UEZ8         NA
-## 7648   7648     A1UEZ9         NA
-## 7649   7649     A1UF43         NA
-## 7650   7650     A1UF44         NA
-## 7651   7651     A1UF48         NA
-## 7652   7652     A1UF48         NA
-## 7653   7653     A1UF48         NA
-## 7654   7654     A1UF48         NA
-## 7655   7655     A1UF88         NA
-## 7656   7656     A1UFA2         NA
-## 7657   7657     A1UFA2         NA
-## 7658   7658     A1UFA4         NA
-## 7659   7659     A1UFI3         NA
-## 7660   7660     A1UFK4         NA
-## 7661   7661     A1UFN2         NA
-## 7662   7662     A1UFN2         NA
-## 7663   7663     A1UFN2         NA
-## 7664   7664     A1UFN2         NA
-## 7665   7665     A1UFQ0         NA
-## 7666   7666     A1UFT9         NA
-## 7667   7667     A1UFT9         NA
-## 7668   7668     A1UGG4         NA
-## 7669   7669     A1UGG4         NA
-## 7670   7670     A1UGI7         NA
-## 7671   7671     A1UGT5         NA
-## 7672   7672     A1UGT5         NA
-## 7673   7673     A1UGY0         NA
-## 7674   7674     A1UH74         NA
-## 7675   7675     A1UH74         NA
-## 7676   7676     A1UH85         NA
-## 7677   7677     A1UH85         NA
-## 7678   7678     A1UH95         NA
-## 7679   7679     A1UH95         NA
-## 7680   7680     A1UHA0         NA
-## 7681   7681     A1UHB0         NA
-## 7682   7682     A1UHB3         NA
-## 7683   7683     A1UHK2         NA
-## 7684   7684     A1UHK6         NA
-## 7685   7685     A1UHM3         NA
-## 7686   7686     A1UI48         NA
-## 7687   7687     A1UI48         NA
-## 7688   7688     A1UI53         NA
-## 7689   7689     A1UI54         NA
-## 7690   7690     A1UI57         NA
-## 7691   7691     A1UI62         NA
-## 7692   7692     A1UI63         NA
-## 7693   7693     A1UIA8         NA
-## 7694   7694     A1UIB3         NA
-## 7695   7695     A1UIB4         NA
-## 7696   7696     A1UID0         NA
-## 7697   7697     A1UIQ1         NA
-## 7698   7698     A1UIQ1         NA
-## 7699   7699     A1UIQ9         NA
-## 7700   7700     A1UIY9         NA
-## 7701   7701     A1UJ07         NA
-## 7702   7702     A1UJ07         NA
-## 7703   7703     A1UJ07         NA
-## 7704   7704     A1UJ07         NA
-## 7705   7705     A1UJ38         NA
-## 7706   7706     A1UJ38         NA
-## 7707   7707     A1UJ38         NA
-## 7708   7708     A1UJ99         NA
-## 7709   7709     A1UJP4         NA
-## 7710   7710     A1UJP4         NA
-## 7711   7711     A1UJW6         NA
-## 7712   7712     A1UJW6         NA
-## 7713   7713     A1UJY4         NA
-## 7714   7714     A1UJY4         NA
-## 7715   7715     A1UJY6         NA
-## 7716   7716     A1UJY7         NA
-## 7717   7717     A1UJY7         NA
-## 7718   7718     A1UJY7         NA
-## 7719   7719     A1UJY8         NA
-## 7720   7720     A1UJZ5         NA
-## 7721   7721     A1UJZ5         NA
-## 7722   7722     A1UK06         NA
-## 7723   7723     A1UK06         NA
-## 7724   7724     A1UK81         NA
-## 7725   7725     A1UK81         NA
-## 7726   7726     A1UK81         NA
-## 7727   7727     A1UK81         NA
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-## 7729   7729     A1UK99         NA
-## 7730   7730     A1UK99         NA
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-## 7738   7738     A1UL70         NA
-## 7739   7739     A1ULM8         NA
-## 7740   7740     A1ULU4         NA
-## 7741   7741     A1ULV3         NA
-## 7742   7742     A1UM30         NA
-## 7743   7743     A1UM81         NA
-## 7744   7744     A1UMF4         NA
-## 7745   7745     A1UMH8         NA
-## 7746   7746     A1UMI0         NA
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-## 8192   8192     A1VK53     216465
-## 8193   8193     A1VK86     216465
-## 8194   8194     A1VK87     216465
-## 8195   8195     A1VK90     216465
-## 8196   8196     A1VK90     216465
-## 8197   8197     A1VK92     216465
-## 8198   8198     A1VK92     216465
-## 8199   8199     A1VKB6     216465
-## 8200   8200     A1VKF6     216465
-## 8201   8201     A1VKN7     216465
-## 8202   8202     A1VKP8     216465
-## 8203   8203     A1VKR6     216465
-## 8204   8204     A1VKS2     216465
-## 8205   8205     A1VKS2     216465
-## 8206   8206     A1VKS3     216465
-## 8207   8207     A1VL83     216465
-## 8208   8208     A1VL83     216465
-## 8209   8209     A1VL96     216465
-## 8210   8210     A1VLH2     216465
-## 8211   8211     A1VLH2     216465
-## 8212   8212     A1VLZ6     216465
-## 8213   8213     A1VLZ6     216465
-## 8214   8214     A1VM56     216465
-## 8215   8215     A1VM60     216465
-## 8216   8216     A1VM60     216465
-## 8217   8217     A1VM68     216465
-## 8218   8218     A1VM73     216465
-## 8219   8219     A1VM73     216465
-## 8220   8220     A1VM73     216465
-## 8221   8221     A1VMA0     216465
-## 8222   8222     A1VMB2     216465
-## 8223   8223     A1VMG1     216465
-## 8224   8224     A1VMG1     216465
-## 8225   8225     A1VMG2     216465
-## 8226   8226     A1VMG2     216465
-## 8227   8227     A1VMG2     216465
-## 8228   8228     A1VMH6     216465
-## 8229   8229     A1VN04     216465
-## 8230   8230     A1VN11     216465
-## 8231   8231     A1VN17     216465
-## 8232   8232     A1VN41     216465
-## 8233   8233     A1VN42     216465
-## 8234   8234     A1VN42     216465
-## 8235   8235     A1VN50     216465
-## 8236   8236     A1VN50     216465
-## 8237   8237     A1VN50     216465
-## 8238   8238     A1VN50     216465
-## 8239   8239     A1VN50     216465
-## 8240   8240     A1VN98     216465
-## 8241   8241     A1VNB6     216465
-## 8242   8242     A1VNB6     216465
-## 8243   8243     A1VNF8     216465
-## 8244   8244     A1VNK2     216465
-## 8245   8245     A1VNK3     216465
-## 8246   8246     A1VNK5     216465
-## 8247   8247     A1VNU2     216465
-## 8248   8248     A1VNU2     216465
-## 8249   8249     A1VNU2     216465
-## 8250   8250     A1VNU2     216465
-## 8251   8251     A1VNY1     216465
-## 8252   8252     A1VP76     216465
-## 8253   8253     A1VP99     216465
-## 8254   8254     A1VPP2     216465
-## 8255   8255     A1VPQ8     216465
-## 8256   8256     A1VPX1     216465
-## 8257   8257     A1VPX9     216465
-## 8258   8258     A1VPZ7     216465
-## 8259   8259     A1VQ03     216465
-## 8260   8260     A1VQF1     216465
-## 8261   8261     A1VQI3     216465
-## 8262   8262     A1VQI6     216465
-## 8263   8263     A1VQI6     216465
-## 8264   8264     A1VQJ1     216465
-## 8265   8265     A1VQK2     216465
-## 8266   8266     A1VQK2     216465
-## 8267   8267     A1VQK2     216465
-## 8268   8268     A1VQK2     216465
-## 8269   8269     A1VQZ6     216465
-## 8270   8270     A1VRB1     216465
-## 8271   8271     A1VRH7     216465
-## 8272   8272     A1VRL0     216465
-## 8273   8273     A1VRN9     216465
-## 8274   8274     A1VRP1     216465
-## 8275   8275     A1VRQ1     216465
-## 8276   8276     A1VRR8     216465
-## 8277   8277     A1VRT0     216465
-## 8278   8278     A1VRW9     216465
-## 8279   8279     A1VSM6     216465
-## 8280   8280     A1VSP2     216465
-## 8281   8281     A1VSS8     216465
-## 8282   8282     A1VST0     216465
-## 8283   8283     A1VST9     216465
-## 8284   8284     A1VST9     216465
-## 8285   8285     A1VSW7     216465
-## 8286   8286     A1VSY7     216465
-## 8287   8287     A1VSY7     216465
-## 8288   8288     A1VTC0     216465
-## 8289   8289     A1VTF7     216465
-## 8290   8290     A1VTF7     216465
-## 8291   8291     A1VTG0     216465
-## 8292   8292     A1VTG2     216465
-## 8293   8293     A1VTR7     216465
-## 8294   8294     A1VUC3     216465
-## 8295   8295     A1VUF3     216465
-## 8296   8296     A1VUJ6     216465
-## 8297   8297     A1VUJ6     216465
-## 8298   8298     A1VUJ6     216465
-## 8299   8299     A1VUS4     216465
-## 8300   8300     A1VUV0     216465
-## 8301   8301     A1VX79        197
-## 8302   8302     A1VX91        197
-## 8303   8303     A1VX91        197
-## 8304   8304     A1VX91        197
-## 8305   8305     A1VXA6        197
-## 8306   8306     A1VXD7        197
-## 8307   8307     A1VXD7        197
-## 8308   8308     A1VXG4        197
-## 8309   8309     A1VXG4        197
-## 8310   8310     A1VXG4        197
-## 8311   8311     A1VXH9        197
-## 8312   8312     A1VXL7        197
-## 8313   8313     A1VXL9        197
-## 8314   8314     A1VXZ8        197
-## 8315   8315     A1VY10        197
-## 8316   8316     A1VY40        197
-## 8317   8317     A1VY78        197
-## 8318   8318     A1VY78        197
-## 8319   8319     A1VY80        197
-## 8320   8320     A1VY92        197
-## 8321   8321     A1VY92        197
-## 8322   8322     A1VY95        197
-## 8323   8323     A1VYA2        197
-## 8324   8324     A1VYC2        197
-## 8325   8325     A1VYC2        197
-## 8326   8326     A1VYC7        197
-## 8327   8327     A1VYC7        197
-## 8328   8328     A1VYF0        197
-## 8329   8329     A1VYJ1        197
-## 8330   8330     A1VYJ3        197
-## 8331   8331     A1VYJ5        197
-## 8332   8332     A1VYJ5        197
-## 8333   8333     A1VYJ7        197
-## 8334   8334     A1VYJ8        197
-## 8335   8335     A1VYK3        197
-## 8336   8336     A1VYL8        197
-## 8337   8337     A1VYL8        197
-## 8338   8338     A1VYM9        197
-## 8339   8339     A1VYP2        197
-## 8340   8340     A1VYQ1        197
-## 8341   8341     A1VYQ2        197
-## 8342   8342     A1VYR0        197
-## 8343   8343     A1VYV6        197
-## 8344   8344     A1VYV6        197
-## 8345   8345     A1VYW8        197
-## 8346   8346     A1VYW8        197
-## 8347   8347     A1VZ00        197
-## 8348   8348     A1VZ01        197
-## 8349   8349     A1VZ23        197
-## 8350   8350     A1VZB3        197
-## 8351   8351     A1VZF9        197
-## 8352   8352     A1VZG5        197
-## 8353   8353     A1VZG5        197
-## 8354   8354     A1VZG5        197
-## 8355   8355     A1VZH1        197
-## 8356   8356     A1VZH5        197
-## 8357   8357     A1VZJ6        197
-## 8358   8358     A1VZK1        197
-## 8359   8359     A1VZK1        197
-## 8360   8360     A1VZM0        197
-## 8361   8361     A1VZM9        197
-## 8362   8362     A1VZR4        197
-## 8363   8363     A1VZU6        197
-## 8364   8364     A1VZZ6        197
-## 8365   8365     A1W027        197
-## 8366   8366     A1W043        197
-## 8367   8367     A1W043        197
-## 8368   8368     A1W048        197
-## 8369   8369     A1W059        197
-## 8370   8370     A1W078        197
-## 8371   8371     A1W084        197
-## 8372   8372     A1W084        197
-## 8373   8373     A1W091        197
-## 8374   8374     A1W096        197
-## 8375   8375     A1W0D6        197
-## 8376   8376     A1W0D6        197
-## 8377   8377     A1W0H2        197
-## 8378   8378     A1W0I1        197
-## 8379   8379     A1W0I8        197
-## 8380   8380     A1W0J3        197
-## 8381   8381     A1W0K4        197
-## 8382   8382     A1W0K4        197
-## 8383   8383     A1W0M2        197
-## 8384   8384     A1W0N0        197
-## 8385   8385     A1W0N3        197
-## 8386   8386     A1W0N8        197
-## 8387   8387     A1W0N8        197
-## 8388   8388     A1W0P5        197
-## 8389   8389     A1W0P5        197
-## 8390   8390     A1W0P8        197
-## 8391   8391     A1W0Q3        197
-## 8392   8392     A1W0Q3        197
-## 8393   8393     A1W0Q8        197
-## 8394   8394     A1W0S2        197
-## 8395   8395     A1W0U6        197
-## 8396   8396     A1W0W2        197
-## 8397   8397     A1W0Z2        197
-## 8398   8398     A1W0Z5        197
-## 8399   8399     A1W116        197
-## 8400   8400     A1W162        197
-## 8401   8401     A1W163        197
-## 8402   8402     A1W1D0        197
-## 8403   8403     A1W1H0        197
-## 8404   8404     A1W1H0        197
-## 8405   8405     A1W1H5        197
-## 8406   8406     A1W1J7        197
-## 8407   8407     A1W1L4        197
-## 8408   8408     A1W1S5        197
-## 8409   8409     A1W1U3        197
-## 8410   8410     A1W1V4        197
-## 8411   8411     A1W1V5        197
-## 8412   8412     A1W1V5        197
-## 8413   8413     A1W1W6        197
-## 8414   8414     A1W1X2        197
-## 8415   8415     A1W1X7        197
-## 8416   8416     A1W1Z0         NA
-## 8417   8417     A1W1Z0         NA
-## 8418   8418     A1W208         NA
-## 8419   8419     A1W247         NA
-## 8420   8420     A1W2K2         NA
-## 8421   8421     A1W2R0         NA
-## 8422   8422     A1W2R3         NA
-## 8423   8423     A1W2R3         NA
-## 8424   8424     A1W2T1         NA
-## 8425   8425     A1W2T1         NA
-## 8426   8426     A1W2T1         NA
-## 8427   8427     A1W2T3         NA
-## 8428   8428     A1W2Y8         NA
-## 8429   8429     A1W2Y8         NA
-## 8430   8430     A1W321         NA
-## 8431   8431     A1W321         NA
-## 8432   8432     A1W322         NA
-## 8433   8433     A1W327         NA
-## 8434   8434     A1W327         NA
-## 8435   8435     A1W330         NA
-## 8436   8436     A1W330         NA
-## 8437   8437     A1W331         NA
-## 8438   8438     A1W3A1         NA
-## 8439   8439     A1W3C0         NA
-## 8440   8440     A1W3D0         NA
-## 8441   8441     A1W3D0         NA
-## 8442   8442     A1W3F3         NA
-## 8443   8443     A1W3P0         NA
-## 8444   8444     A1W3Q7         NA
-## 8445   8445     A1W3Q7         NA
-## 8446   8446     A1W3W8         NA
-## 8447   8447     A1W3W9         NA
-## 8448   8448     A1W3X2         NA
-## 8449   8449     A1W3X4         NA
-## 8450   8450     A1W3X4         NA
-## 8451   8451     A1W431         NA
-## 8452   8452     A1W434         NA
-## 8453   8453     A1W434         NA
-## 8454   8454     A1W457         NA
-## 8455   8455     A1W4A8         NA
-## 8456   8456     A1W4B0         NA
-## 8457   8457     A1W4B0         NA
-## 8458   8458     A1W4B0         NA
-## 8459   8459     A1W4G1         NA
-## 8460   8460     A1W4H1         NA
-## 8461   8461     A1W4L8         NA
-## 8462   8462     A1W4M2         NA
-## 8463   8463     A1W4M2         NA
-## 8464   8464     A1W4N0         NA
-## 8465   8465     A1W4R2         NA
-## 8466   8466     A1W560         NA
-## 8467   8467     A1W581         NA
-## 8468   8468     A1W587         NA
-## 8469   8469     A1W588         NA
-## 8470   8470     A1W588         NA
-## 8471   8471     A1W5A4         NA
-## 8472   8472     A1W5B7         NA
-## 8473   8473     A1W606         NA
-## 8474   8474     A1W6V9         NA
-## 8475   8475     A1W753         NA
-## 8476   8476     A1W757         NA
-## 8477   8477     A1W7D0         NA
-## 8478   8478     A1W7D0         NA
-## 8479   8479     A1W7D0         NA
-## 8480   8480     A1W7D0         NA
-## 8481   8481     A1W7D0         NA
-## 8482   8482     A1W7J6         NA
-## 8483   8483     A1W838         NA
-## 8484   8484     A1W857         NA
-## 8485   8485     A1W857         NA
-## 8486   8486     A1W892         NA
-## 8487   8487     A1W894         NA
-## 8488   8488     A1W8C0         NA
-## 8489   8489     A1W8D4         NA
-## 8490   8490     A1W8G7         NA
-## 8491   8491     A1W8G7         NA
-## 8492   8492     A1W8I2         NA
-## 8493   8493     A1W8I2         NA
-## 8494   8494     A1W8I6         NA
-## 8495   8495     A1W8S8         NA
-## 8496   8496     A1W8Y5         NA
-## 8497   8497     A1W8Z4         NA
-## 8498   8498     A1W8Z4         NA
-## 8499   8499     A1W8Z4         NA
-## 8500   8500     A1W904         NA
-## 8501   8501     A1W908         NA
-## 8502   8502     A1W908         NA
-## 8503   8503     A1W908         NA
-## 8504   8504     A1W908         NA
-## 8505   8505     A1W908         NA
-## 8506   8506     A1W916         NA
-## 8507   8507     A1W917         NA
-## 8508   8508     A1W918         NA
-## 8509   8509     A1W9B0         NA
-## 8510   8510     A1W9H4         NA
-## 8511   8511     A1W9I4         NA
-## 8512   8512     A1W9K7         NA
-## 8513   8513     A1W9K7         NA
-## 8514   8514     A1WAR1         NA
-## 8515   8515     A1WAR1         NA
-## 8516   8516     A1WAR6         NA
-## 8517   8517     A1WAR6         NA
-## 8518   8518     A1WAR7         NA
-## 8519   8519     A1WAR7         NA
-## 8520   8520     A1WAW8         NA
-## 8521   8521     A1WAX8         NA
-## 8522   8522     A1WB09         NA
-## 8523   8523     A1WB43         NA
-## 8524   8524     A1WB43         NA
-## 8525   8525     A1WBI7         NA
-## 8526   8526     A1WBI8         NA
-## 8527   8527     A1WBI8         NA
-## 8528   8528     A1WBL5         NA
-## 8529   8529     A1WBR0         NA
-## 8530   8530     A1WBR8         NA
-## 8531   8531     A1WBZ2         NA
-## 8532   8532     A1WBZ2         NA
-## 8533   8533     A1WBZ4         NA
-## 8534   8534     A1WC05         NA
-## 8535   8535     A1WC09         NA
-## 8536   8536     A1WC15         NA
-## 8537   8537     A1WC16         NA
-## 8538   8538     A1WC16         NA
-## 8539   8539     A1WC16         NA
-## 8540   8540     A1WC30         NA
-## 8541   8541     A1WC42         NA
-## 8542   8542     A1WCB1         NA
-## 8543   8543     A1WCJ3         NA
-## 8544   8544     A1WCM8         NA
-## 8545   8545     A1WCM8         NA
-## 8546   8546     A1WCN0         NA
-## 8547   8547     A1WCP0         NA
-## 8548   8548     A1WCP8         NA
-## 8549   8549     A1WD35         NA
-## 8550   8550     A1WD35         NA
-## 8551   8551     A1WD88         NA
-## 8552   8552     A1WDB0         NA
-## 8553   8553     A1WDC8         NA
-## 8554   8554     A1WDU6     364317
-## 8555   8555     A1WDU6     364317
-## 8556   8556     A1WDW4     364317
-## 8557   8557     A1WDW5     364317
-## 8558   8558     A1WDX2     364317
-## 8559   8559     A1WDX2     364317
-## 8560   8560     A1WDX8     364317
-## 8561   8561     A1WE12     364317
-## 8562   8562     A1WE12     364317
-## 8563   8563     A1WE19     364317
-## 8564   8564     A1WEE4     364317
-## 8565   8565     A1WEN1     364317
-## 8566   8566     A1WF52     364317
-## 8567   8567     A1WF54     364317
-## 8568   8568     A1WF57     364317
-## 8569   8569     A1WF62     364317
-## 8570   8570     A1WF62     364317
-## 8571   8571     A1WF86     364317
-## 8572   8572     A1WFH2     364317
-## 8573   8573     A1WFK6     364317
-## 8574   8574     A1WFK6     364317
-## 8575   8575     A1WFL2     364317
-## 8576   8576     A1WGH1     364317
-## 8577   8577     A1WGJ9     364317
-## 8578   8578     A1WGJ9     364317
-## 8579   8579     A1WGJ9     364317
-## 8580   8580     A1WGJ9     364317
-## 8581   8581     A1WGK4     364317
-## 8582   8582     A1WGK4     364317
-## 8583   8583     A1WGK4     364317
-## 8584   8584     A1WGR0     364317
-## 8585   8585     A1WGR9     364317
-## 8586   8586     A1WGT3     364317
-## 8587   8587     A1WGU4     364317
-## 8588   8588     A1WH74     364317
-## 8589   8589     A1WH84     364317
-## 8590   8590     A1WH84     364317
-## 8591   8591     A1WH84     364317
-## 8592   8592     A1WH84     364317
-## 8593   8593     A1WHC6     364317
-## 8594   8594     A1WHC8     364317
-## 8595   8595     A1WHC8     364317
-## 8596   8596     A1WHD1     364317
-## 8597   8597     A1WHD1     364317
-## 8598   8598     A1WHD1     364317
-## 8599   8599     A1WHD1     364317
-## 8600   8600     A1WHG6     364317
-## 8601   8601     A1WHG6     364317
-## 8602   8602     A1WHG6     364317
-## 8603   8603     A1WHJ5     364317
-## 8604   8604     A1WHP7     364317
-## 8605   8605     A1WHU3     364317
-## 8606   8606     A1WHU3     364317
-## 8607   8607     A1WHU3     364317
-## 8608   8608     A1WHU4     364317
-## 8609   8609     A1WHV2     364317
-## 8610   8610     A1WHV2     364317
-## 8611   8611     A1WHV4     364317
-## 8612   8612     A1WHV4     364317
-## 8613   8613     A1WHV5     364317
-## 8614   8614     A1WHV6     364317
-## 8615   8615     A1WHX2     364317
-## 8616   8616     A1WI55     364317
-## 8617   8617     A1WID5     364317
-## 8618   8618     A1WID5     364317
-## 8619   8619     A1WIG8     364317
-## 8620   8620     A1WIG8     364317
-## 8621   8621     A1WIG8     364317
-## 8622   8622     A1WIH0     364317
-## 8623   8623     A1WIH0     364317
-## 8624   8624     A1WIH0     364317
-## 8625   8625     A1WIM3     364317
-## 8626   8626     A1WIM3     364317
-## 8627   8627     A1WIU9     364317
-## 8628   8628     A1WJL0     364317
-## 8629   8629     A1WJP5     364317
-## 8630   8630     A1WJU9     364317
-## 8631   8631     A1WJU9     364317
-## 8632   8632     A1WJU9     364317
-## 8633   8633     A1WK55     364317
-## 8634   8634     A1WK56     364317
-## 8635   8635     A1WK56     364317
-## 8636   8636     A1WK94     364317
-## 8637   8637     A1WK94     364317
-## 8638   8638     A1WK95     364317
-## 8639   8639     A1WK97     364317
-## 8640   8640     A1WKA2     364317
-## 8641   8641     A1WKC0     364317
-## 8642   8642     A1WKC0     364317
-## 8643   8643     A1WL04     364317
-## 8644   8644     A1WL05     364317
-## 8645   8645     A1WL05     364317
-## 8646   8646     A1WL60     364317
-## 8647   8647     A1WL89     364317
-## 8648   8648     A1WLD5     364317
-## 8649   8649     A1WLD5     364317
-## 8650   8650     A1WLG5     364317
-## 8651   8651     A1WLI3     364317
-## 8652   8652     A1WLI3     364317
-## 8653   8653     A1WLI3     364317
-## 8654   8654     A1WLI3     364317
-## 8655   8655     A1WLI3     364317
-## 8656   8656     A1WLI3     364317
-## 8657   8657     A1WLI5     364317
-## 8658   8658     A1WLN6     364317
-## 8659   8659     A1WLP4     364317
-## 8660   8660     A1WLP4     364317
-## 8661   8661     A1WLP8     364317
-## 8662   8662     A1WLP8     364317
-## 8663   8663     A1WLP8     364317
-## 8664   8664     A1WLP8     364317
-## 8665   8665     A1WMN5     364317
-## 8666   8666     A1WMN6     364317
-## 8667   8667     A1WMU5     364317
-## 8668   8668     A1WMU5     364317
-## 8669   8669     A1WMX5     364317
-## 8670   8670     A1WMX6     364317
-## 8671   8671     A1WN86     364317
-## 8672   8672     A1WN86     364317
-## 8673   8673     A1WNY2     364317
-## 8674   8674     A1WP07     364317
-## 8675   8675     A1WPR5     364317
-## 8676   8676     A1WPR5     364317
-## 8677   8677     A1WPR7     364317
-## 8678   8678     A1WPU0     364317
-## 8679   8679     A1WQ66     364317
-## 8680   8680     A1WQ79     364317
-## 8681   8681     A1WQF4     364317
-## 8682   8682     A1WQM5     364317
-## 8683   8683     A1WQN6     364317
-## 8684   8684     A1WQW2     364317
-## 8685   8685     A1WR02     364317
-## 8686   8686     A1WR16     364317
-## 8687   8687     A1WR23     364317
-## 8688   8688     A1WRA7     364317
-## 8689   8689     A1WRA7     364317
-## 8690   8690     A1WRA7     364317
-## 8691   8691     A1WRK2     364317
-## 8692   8692     A1WRK3     364317
-## 8693   8693     A1WRK3     364317
-## 8694   8694     A1WRK3     364317
-## 8695   8695     A1WRK3     364317
-## 8696   8696     A1WRK8     364317
-## 8697   8697     A1WRK8     364317
-## 8698   8698     A1WRL2     364317
-## 8699   8699     A1WRL3     364317
-## 8700   8700     A1WS75     364317
-## 8701   8701     A1WS95     364317
-## 8702   8702     A1WS95     364317
-## 8703   8703     A1WSF0     364317
-## 8704   8704     A1WSF0     364317
-## 8705   8705     A1WSK3     364317
-## 8706   8706     A1WSU0     364317
-## 8707   8707     A1WSU0     364317
-## 8708   8708     A1WSU0     364317
-## 8709   8709     A1WSY4       1053
-## 8710   8710     A1WSY5       1053
-## 8711   8711     A1WT61       1053
-## 8712   8712     A1WT71       1053
-## 8713   8713     A1WT71       1053
-## 8714   8714     A1WT71       1053
-## 8715   8715     A1WT71       1053
-## 8716   8716     A1WT71       1053
-## 8717   8717     A1WT98       1053
-## 8718   8718     A1WT98       1053
-## 8719   8719     A1WTG1       1053
-## 8720   8720     A1WTK7       1053
-## 8721   8721     A1WTR8       1053
-## 8722   8722     A1WUF3       1053
-## 8723   8723     A1WUI3       1053
-## 8724   8724     A1WUI9       1053
-## 8725   8725     A1WUL5       1053
-## 8726   8726     A1WUL5       1053
-## 8727   8727     A1WUL5       1053
-## 8728   8728     A1WUM8       1053
-## 8729   8729     A1WUS2       1053
-## 8730   8730     A1WUS2       1053
-## 8731   8731     A1WUS4       1053
-## 8732   8732     A1WUS7       1053
-## 8733   8733     A1WUT0       1053
-## 8734   8734     A1WUT7       1053
-## 8735   8735     A1WUU4       1053
-## 8736   8736     A1WUU5       1053
-## 8737   8737     A1WUX1       1053
-## 8738   8738     A1WUX4       1053
-## 8739   8739     A1WUY7       1053
-## 8740   8740     A1WUY7       1053
-## 8741   8741     A1WUY7       1053
-## 8742   8742     A1WV88       1053
-## 8743   8743     A1WV94       1053
-## 8744   8744     A1WV98       1053
-## 8745   8745     A1WVA7       1053
-## 8746   8746     A1WVA7       1053
-## 8747   8747     A1WVC2       1053
-## 8748   8748     A1WVC2       1053
-## 8749   8749     A1WVC6       1053
-## 8750   8750     A1WVC8       1053
-## 8751   8751     A1WVC8       1053
-## 8752   8752     A1WVC9       1053
-## 8753   8753     A1WVD0       1053
-## 8754   8754     A1WVD2       1053
-## 8755   8755     A1WVD2       1053
-## 8756   8756     A1WVG1       1053
-## 8757   8757     A1WVK5       1053
-## 8758   8758     A1WVM6       1053
-## 8759   8759     A1WVM7       1053
-## 8760   8760     A1WVM9       1053
-## 8761   8761     A1WVN0       1053
-## 8762   8762     A1WVQ1       1053
-## 8763   8763     A1WVQ1       1053
-## 8764   8764     A1WVQ4       1053
-## 8765   8765     A1WVQ5       1053
-## 8766   8766     A1WVQ8       1053
-## 8767   8767     A1WVR7       1053
-## 8768   8768     A1WVT9       1053
-## 8769   8769     A1WVV5       1053
-## 8770   8770     A1WVW0       1053
-## 8771   8771     A1WVW0       1053
-## 8772   8772     A1WVW0       1053
-## 8773   8773     A1WVX2       1053
-## 8774   8774     A1WW18       1053
-## 8775   8775     A1WW41       1053
-## 8776   8776     A1WW41       1053
-## 8777   8777     A1WWB3       1053
-## 8778   8778     A1WWB6       1053
-## 8779   8779     A1WWC7       1053
-## 8780   8780     A1WWE4       1053
-## 8781   8781     A1WWE4       1053
-## 8782   8782     A1WWF7       1053
-## 8783   8783     A1WWF7       1053
-## 8784   8784     A1WWH7       1053
-## 8785   8785     A1WWI7       1053
-## 8786   8786     A1WWP8       1053
-## 8787   8787     A1WWP8       1053
-## 8788   8788     A1WWP8       1053
-## 8789   8789     A1WWY9       1053
-## 8790   8790     A1WWZ8       1053
-## 8791   8791     A1WX11       1053
-## 8792   8792     A1WX20       1053
-## 8793   8793     A1WX26       1053
-## 8794   8794     A1WX26       1053
-## 8795   8795     A1WX29       1053
-## 8796   8796     A1WX30       1053
-## 8797   8797     A1WX30       1053
-## 8798   8798     A1WX30       1053
-## 8799   8799     A1WX31       1053
-## 8800   8800     A1WX31       1053
-## 8801   8801     A1WX31       1053
-## 8802   8802     A1WX31       1053
-## 8803   8803     A1WX32       1053
-## 8804   8804     A1WXD7       1053
-## 8805   8805     A1WXE4       1053
-## 8806   8806     A1WXI6       1053
-## 8807   8807     A1WXI8       1053
-## 8808   8808     A1WXK5       1053
-## 8809   8809     A1WXK5       1053
-## 8810   8810     A1WXK6       1053
-## 8811   8811     A1WXK7       1053
-## 8812   8812     A1WXK9       1053
-## 8813   8813     A1WXM0       1053
-## 8814   8814     A1WXT0       1053
-## 8815   8815     A1WXU3       1053
-## 8816   8816     A1WXV0       1053
-## 8817   8817     A1WXV1       1053
-## 8818   8818     A1WXV1       1053
-## 8819   8819     A1WXV1       1053
-## 8820   8820     A1WXV1       1053
-## 8821   8821     A1WXV9       1053
-## 8822   8822     A1WXV9       1053
-## 8823   8823     A1WXW0       1053
-## 8824   8824     A1WXW0       1053
-## 8825   8825     A1WXW5       1053
-## 8826   8826     A1WXW9       1053
-## 8827   8827     A1WXW9       1053
-## 8828   8828     A1WXX0       1053
-## 8829   8829     A1WXZ3       1053
-## 8830   8830     A1WXZ3       1053
-## 8831   8831     A1WY04       1053
-## 8832   8832     A1WY05       1053
-## 8833   8833     A1WY14       1053
-## 8834   8834     A1WY48       1053
-## 8835   8835     A1WY48       1053
-## 8836   8836     A1WY48       1053
-## 8837   8837     A1WY80       1053
-## 8838   8838     A1WY83       1053
-## 8839   8839     A1WYD5       1053
-## 8840   8840     A1WYI6       1053
-## 8841   8841     A1WYM9       1053
-## 8842   8842     A1WYM9       1053
-## 8843   8843     A1WYM9       1053
-## 8844   8844     A1WYM9       1053
-## 8845   8845     A1WYS1       1053
-## 8846   8846     A1WYT0       1053
-## 8847   8847     A1WYU2       1053
-## 8848   8848     A1WYU4       1053
-## 8849   8849     A1WYU6       1053
-## 8850   8850     A1WYU6       1053
-## 8851   8851     A1WYU6       1053
-## 8852   8852     A1WYV1       1053
-## 8853   8853     A1WYV1       1053
-## 8854   8854     A1WYV1       1053
-## 8855   8855     A1WYV2       1053
-## 8856   8856     A1WYV2       1053
-## 8857   8857     A1WYW5       1053
-## 8858   8858     A1WYZ3       1053
-## 8859   8859     A1WYZ7       1053
-## 8860   8860     A1WZB3       1053
-## 8861   8861     A1WZH3       1053
-## 8862   8862     A1WZH8       1053
-## 8863   8863     A1WZI2       1053
-## 8864   8864     A1WZJ2       1053
-## 8865   8865     A1WZJ2       1053
-## 8866   8866     A1WZK4       1053
-## 8867   8867     A1WZP9       1053
-## 8868   8868     A1WZS9       1053
-## 8869   8869     A1WZS9       1053
-## 8870   8870     A1WZS9       1053
-## 8871   8871     A1WZT5       1053
-## 8872   8872     A1WZT5       1053
-## 8873   8873     A1WZT5       1053
-## 8874   8874     A1X149         NA
-## 8875   8875     A1X150         NA
-## 8876   8876     A1X154         NA
-## 8877   8877     A1X157         NA
-## 8878   8878     A1X157         NA
-## 8879   8879     A1X158         NA
-## 8880   8880     A1X158         NA
-## 8881   8881     A1X158         NA
-## 8882   8882     A1X158         NA
-## 8883   8883     A1X158         NA
-## 8884   8884     A1X159         NA
-## 8885   8885     A1X159         NA
-## 8886   8886     A1X159         NA
-## 8887   8887     A1X159         NA
-## 8888   8888     A1X159         NA
-## 8889   8889     A1X283         NA
-## 8890   8890     A1X283         NA
-## 8891   8891     A1X283         NA
-## 8892   8892     A1X283         NA
-## 8893   8893     A1XBB7       4530
-## 8894   8894     A1XBS5         NA
-## 8895   8895     A1XBS5         NA
-## 8896   8896     A1XD93         NA
-## 8897   8897     A1XD93         NA
-## 8898   8898     A1XD93         NA
-## 8899   8899     A1XD94         NA
-## 8900   8900     A1XD94         NA
-## 8901   8901     A1XD95         NA
-## 8902   8902     A1XD95         NA
-## 8903   8903     A1XD97       9612
-## 8904   8904     A1XDC0         NA
-## 8905   8905     A1XDC0         NA
-## 8906   8906     A1XDC0         NA
-## 8907   8907     A1XDC0         NA
-## 8908   8908     A1XDC0         NA
-## 8909   8909     A1XDC0         NA
-## 8910   8910     A1XDC0         NA
-## 8911   8911     A1XDC0         NA
-## 8912   8912     A1XDC0         NA
-## 8913   8913     A1XDC0         NA
-## 8914   8914     A1XFT4         NA
-## 8915   8915     A1XFU0         NA
-## 8916   8916     A1XFU0         NA
-## 8917   8917     A1XFU6         NA
-## 8918   8918     A1XFV6         NA
-## 8919   8919     A1XFW4         NA
-## 8920   8920     A1XFZ9         NA
-## 8921   8921     A1XFZ9         NA
-## 8922   8922     A1XFZ9         NA
-## 8923   8923     A1XFZ9         NA
-## 8924   8924     A1XFZ9         NA
-## 8925   8925     A1XFZ9         NA
-## 8926   8926     A1XFZ9         NA
-## 8927   8927     A1XG09         NA
-## 8928   8928     A1XG13         NA
-## 8929   8929     A1XG13         NA
-## 8930   8930     A1XG13         NA
-## 8931   8931     A1XG13         NA
-## 8932   8932     A1XG13         NA
-## 8933   8933     A1XG13         NA
-## 8934   8934     A1XG13         NA
-## 8935   8935     A1XG13         NA
-## 8936   8936     A1XG13         NA
-## 8937   8937     A1XG13         NA
-## 8938   8938     A1XG13         NA
-## 8939   8939     A1XG13         NA
-## 8940   8940     A1XG13         NA
-## 8941   8941     A1XGM8         NA
-## 8942   8942     A1XGM8         NA
-## 8943   8943     A1XGN9         NA
-## 8944   8944     A1XGP3         NA
-## 8945   8945     A1XGP7         NA
-## 8946   8946     A1XGT0         NA
-## 8947   8947     A1XGT0         NA
-## 8948   8948     A1XGT0         NA
-## 8949   8949     A1XGT3         NA
-## 8950   8950     A1XGT3         NA
-## 8951   8951     A1XGT3         NA
-## 8952   8952     A1XGT7         NA
-## 8953   8953     A1XGT7         NA
-## 8954   8954     A1XGU1         NA
-## 8955   8955     A1XGU4         NA
-## 8956   8956     A1XGU4         NA
-## 8957   8957     A1XIH1         NA
-## 8958   8958     A1XIH4         NA
-## 8959   8959     A1XIH5         NA
-## 8960   8960     A1XIH6         NA
-## 8961   8961     A1XIP9     370833
-## 8962   8962     A1XIP9     370833
-## 8963   8963     A1XIQ0     370833
-## 8964   8964     A1XIQ0     370833
-## 8965   8965     A1XIQ1     370833
-## 8966   8966     A1XP58         NA
-## 8967   8967     A1XPK1         NA
-## 8968   8968     A1XQR6         NA
-## 8969   8969     A1XQR9         NA
-## 8970   8970     A1XQS1         NA
-## 8971   8971     A1XQU3         NA
-## 8972   8972     A1XQU3         NA
-## 8973   8973     A1XQU3         NA
-## 8974   8974     A1XQU3         NA
-## 8975   8975     A1XQU7         NA
-## 8976   8976     A1XQU7         NA
-## 8977   8977     A1XQV4         NA
-## 8978   8978     A1XQX0         NA
-## 8979   8979     A1XQX1         NA
-## 8980   8980     A1XQX2         NA
-## 8981   8981     A1XQX3         NA
-## 8982   8982     A1XQX8         NA
-## 8983   8983     A1XQY0         NA
-## 8984   8984     A1XQY0         NA
-## 8985   8985     A1XQY1         NA
-## 8986   8986     A1XQY1         NA
-## 8987   8987     A1XQY1         NA
-## 8988   8988     A1XQY3         NA
-## 8989   8989     A1XSY8         NA
-## 8990   8990     A1XSY8         NA
-## 8991   8991     A1XSY8         NA
-## 8992   8992     A1XSY8         NA
-## 8993   8993     A1XSY8         NA
-## 8994   8994     A1XXJ9         NA
-## 8995   8995     A1Y2B7         NA
-## 8996   8996     A1Y2B7         NA
-## 8997   8997     A1Y2B7         NA
-## 8998   8998     A1YB07         NA
-## 8999   8999     A1YB07         NA
-## 9000   9000     A1YEP8       9593
-## 9001   9001     A1YEP8       9593
-## 9002   9002     A1YEP8       9593
-## 9003   9003     A1YEQ3       9593
-## 9004   9004     A1YEQ3       9593
-## 9005   9005     A1YER5       9593
-## 9006   9006     A1YER5       9593
-## 9007   9007     A1YER5       9593
-## 9008   9008     A1YER5       9593
-## 9009   9009     A1YER7       9593
-## 9010   9010     A1YER7       9593
-## 9011   9011     A1YER7       9593
-## 9012   9012     A1YER7       9593
-## 9013   9013     A1YES6       9593
-## 9014   9014     A1YES6       9593
-## 9015   9015     A1YEV9       9593
-## 9016   9016     A1YEV9       9593
-## 9017   9017     A1YEV9       9593
-## 9018   9018     A1YEW3       9593
-## 9019   9019     A1YEW3       9593
-## 9020   9020     A1YEW9       9593
-## 9021   9021     A1YEW9       9593
-## 9022   9022     A1YEX3       9593
-## 9023   9023     A1YEX3       9593
-## 9024   9024     A1YEY5       9593
-## 9025   9025     A1YEY5       9593
-## 9026   9026     A1YF08       9593
-## 9027   9027     A1YF08       9593
-## 9028   9028     A1YF08       9593
-## 9029   9029     A1YF12       9593
-## 9030   9030     A1YF16       9593
-## 9031   9031     A1YF22       9593
-## 9032   9032     A1YF22       9593
-## 9033   9033     A1YF56       9593
-## 9034   9034     A1YFA5       9593
-## 9035   9035     A1YFA5       9593
-## 9036   9036     A1YFA7       9593
-## 9037   9037     A1YFA7       9593
-## 9038   9038     A1YFA7       9593
-## 9039   9039     A1YFA7       9593
-## 9040   9040     A1YFC1       9593
-## 9041   9041     A1YFC1       9593
-## 9042   9042     A1YFC1       9593
-## 9043   9043     A1YFC1       9593
-## 9044   9044     A1YFC1       9593
-## 9045   9045     A1YFC1       9593
-## 9046   9046     A1YFC1       9593
-## 9047   9047     A1YFC1       9593
-## 9048   9048     A1YFC1       9593
-## 9049   9049     A1YFC1       9593
-## 9050   9050     A1YFC1       9593
-## 9051   9051     A1YFD8         NA
-## 9052   9052     A1YFD8         NA
-## 9053   9053     A1YFD8         NA
-## 9054   9054     A1YFI3         NA
-## 9055   9055     A1YFI3         NA
-## 9056   9056     A1YFT7         NA
-## 9057   9057     A1YFU7         NA
-## 9058   9058     A1YFU7         NA
-## 9059   9059     A1YFU7         NA
-## 9060   9060     A1YFW2         NA
-## 9061   9061     A1YFW2         NA
-## 9062   9062     A1YFW6         NA
-## 9063   9063     A1YFW6         NA
-## 9064   9064     A1YFX5         NA
-## 9065   9065     A1YFX5         NA
-## 9066   9066     A1YFY1         NA
-## 9067   9067     A1YFY1         NA
-## 9068   9068     A1YFY1         NA
-## 9069   9069     A1YFY1         NA
-## 9070   9070     A1YFY1         NA
-## 9071   9071     A1YFY3         NA
-## 9072   9072     A1YFY3         NA
-## 9073   9073     A1YFY3         NA
-## 9074   9074     A1YFY3         NA
-## 9075   9075     A1YFY6         NA
-## 9076   9076     A1YFZ3         NA
-## 9077   9077     A1YG01         NA
-## 9078   9078     A1YG01         NA
-## 9079   9079     A1YG26         NA
-## 9080   9080     A1YG26         NA
-## 9081   9081     A1YG26         NA
-## 9082   9082     A1YG31         NA
-## 9083   9083     A1YG31         NA
-## 9084   9084     A1YG32         NA
-## 9085   9085     A1YG48         NA
-## 9086   9086     A1YG48         NA
-## 9087   9087     A1YG57         NA
-## 9088   9088     A1YG57         NA
-## 9089   9089     A1YG60         NA
-## 9090   9090     A1YG85         NA
-## 9091   9091     A1YG85         NA
-## 9092   9092     A1YG85         NA
-## 9093   9093     A1YG88         NA
-## 9094   9094     A1YG92         NA
-## 9095   9095     A1YG92         NA
-## 9096   9096     A1YG93         NA
-## 9097   9097     A1YG99         NA
-## 9098   9098     A1YG99         NA
-## 9099   9099     A1YGI6         NA
-## 9100   9100     A1YGI6         NA
-## 9101   9101     A1YGJ4         NA
-## 9102   9102     A1YGJ4         NA
-## 9103   9103     A1YGK1         NA
-## 9104   9104     A1YGK1         NA
-## 9105   9105     A1YGK1         NA
-## 9106   9106     A1YGK6         NA
-## 9107   9107     A1YGK6         NA
-## 9108   9108     A1YGK6         NA
-## 9109   9109     A1YGK6         NA
-## 9110   9110     A1YGK6         NA
-## 9111   9111     A1YGK6         NA
-## 9112   9112     A1YGK6         NA
-## 9113   9113     A1YGK6         NA
-## 9114   9114     A1YGK7         NA
-## 9115   9115     A1YGK7         NA
-## 9116   9116     A1YGK7         NA
-## 9117   9117     A1YGR6         NA
-## 9118   9118     A1YIZ1         NA
-## 9119   9119     A1YIZ1         NA
-## 9120   9120     A1YKT1         NA
-## 9121   9121     A1YKT1         NA
-## 9122   9122     A1YL77         NA
-## 9123   9123     A1YL77         NA
-## 9124   9124     A1YL78         NA
-## 9125   9125     A1YL78         NA
-## 9126   9126     A1YL79         NA
-## 9127   9127     A1YL80         NA
-## 9128   9128     A1YL80         NA
-## 9129   9129     A1YL81         NA
-## 9130   9130     A1YL82         NA
-## 9131   9131     A1YLB9         NA
-## 9132   9132     A1YPR0         NA
-## 9133   9133     A1YPR0         NA
-## 9134   9134     A1YPR0         NA
-## 9135   9135     A1YPR0         NA
-## 9136   9136     A1YPR0         NA
-## 9137   9137     A1YPR0         NA
-## 9138   9138     A1YQ91       9612
-## 9139   9139     A1YQ94         NA
-## 9140   9140     A1YV25         NA
-## 9141   9141     A1YV27         NA
-## 9142   9142     A1YV30         NA
-## 9143   9143     A1YV58         NA
-## 9144   9144     A1YVX4         NA
-## 9145   9145     A1YVX4         NA
-## 9146   9146     A1YVX4         NA
-## 9147   9147     A1YVX4         NA
-## 9148   9148     A1YYW7         NA
-## 9149   9149     A1YYW7         NA
-## 9150   9150     A1YYW7         NA
-## 9151   9151     A1Z0M0         NA
-## 9152   9152     A1Z3X3         NA
-## 9153   9153     A1Z623         NA
-## 9154   9154     A1Z623         NA
-## 9155   9155     A1Z651      99182
-## 9156   9156     A1Z651      99182
-## 9157   9157     A1Z651      99182
-## 9158   9158     A1Z6W3         NA
-## 9159   9159     A1Z6W3         NA
-## 9160   9160     A1Z6W3         NA
-## 9161   9161     A1Z6W3         NA
-## 9162   9162     A1Z6W3         NA
-## 9163   9163     A1Z6W3         NA
-## 9164   9164     A1Z746         NA
-## 9165   9165     A1Z7G7         NA
-## 9166   9166     A1Z7G7         NA
-## 9167   9167     A1Z7G7         NA
-## 9168   9168     A1Z7G7         NA
-## 9169   9169     A1Z7G7         NA
-## 9170   9170     A1Z7G7         NA
-## 9171   9171     A1Z7G7         NA
-## 9172   9172     A1Z7T0         NA
-## 9173   9173     A1Z7T0         NA
-## 9174   9174     A1Z7T0         NA
-## 9175   9175     A1Z7Z9         NA
-## 9176   9176     A1Z7Z9         NA
-## 9177   9177     A1Z8E9         NA
-## 9178   9178     A1Z8E9         NA
-## 9179   9179     A1Z8N1         NA
-## 9180   9180     A1Z8N1         NA
-## 9181   9181     A1Z8N1         NA
-## 9182   9182     A1Z8N1         NA
-## 9183   9183     A1Z8N1         NA
-## 9184   9184     A1Z8N1         NA
-## 9185   9185     A1Z8P9         NA
-## 9186   9186     A1Z8P9         NA
-## 9187   9187     A1Z8P9         NA
-## 9188   9188     A1Z8P9         NA
-## 9189   9189     A1Z8P9         NA
-## 9190   9190     A1Z8P9         NA
-## 9191   9191     A1Z8P9         NA
-## 9192   9192     A1Z8P9         NA
-## 9193   9193     A1Z8P9         NA
-## 9194   9194     A1Z9A8         NA
-## 9195   9195     A1Z9E2         NA
-## 9196   9196     A1Z9P3         NA
-## 9197   9197     A1Z9P3         NA
-## 9198   9198     A1Z9P3         NA
-## 9199   9199     A1Z9P3         NA
-## 9200   9200     A1Z9P3         NA
-## 9201   9201     A1Z9P3         NA
-## 9202   9202     A1Z9P3         NA
-## 9203   9203     A1Z9P3         NA
-## 9204   9204     A1Z9P3         NA
-## 9205   9205     A1Z9P3         NA
-## 9206   9206     A1Z9R4         NA
-## 9207   9207     A1Z9R4         NA
-## 9208   9208     A1Z9R4         NA
-## 9209   9209     A1Z9R4         NA
-## 9210   9210     A1Z9R4         NA
-## 9211   9211     A1Z9R4         NA
-## 9212   9212     A1Z9R4         NA
-## 9213   9213     A1Z9R4         NA
-## 9214   9214     A1Z9R4         NA
-## 9215   9215     A1Z9R4         NA
-## 9216   9216     A1Z9S1         NA
-## 9217   9217     A1Z9X0         NA
-## 9218   9218     A1ZA47         NA
-## 9219   9219     A1ZA47         NA
-## 9220   9220     A1ZA47         NA
-## 9221   9221     A1ZA47         NA
-## 9222   9222     A1ZA47         NA
-## 9223   9223     A1ZA47         NA
-## 9224   9224     A1ZA47         NA
-## 9225   9225     A1ZA47         NA
-## 9226   9226     A1ZA47         NA
-## 9227   9227     A1ZA47         NA
-## 9228   9228     A1ZA47         NA
-## 9229   9229     A1ZA47         NA
-## 9230   9230     A1ZA47         NA
-## 9231   9231     A1ZA47         NA
-## 9232   9232     A1ZA47         NA
-## 9233   9233     A1ZA47         NA
-## 9234   9234     A1ZA92         NA
-## 9235   9235     A1ZA92         NA
-## 9236   9236     A1ZA92         NA
-## 9237   9237     A1ZAB5         NA
-## 9238   9238     A1ZAB5         NA
-## 9239   9239     A1ZAB5         NA
-## 9240   9240     A1ZAB5         NA
-## 9241   9241     A1ZAI3         NA
-## 9242   9242     A1ZAI3         NA
-## 9243   9243     A1ZAI3         NA
-## 9244   9244     A1ZAI5         NA
-## 9245   9245     A1ZAJ2         NA
-## 9246   9246     A1ZAJ2         NA
-## 9247   9247     A1ZAU8         NA
-## 9248   9248     A1ZAU8         NA
-## 9249   9249     A1ZAU8         NA
-## 9250   9250     A1ZAU8         NA
-## 9251   9251     A1ZAU8         NA
-## 9252   9252     A1ZAU8         NA
-## 9253   9253     A1ZAU8         NA
-## 9254   9254     A1ZAU8         NA
-## 9255   9255     A1ZAX1         NA
-## 9256   9256     A1ZAX1         NA
-## 9257   9257     A1ZAX1         NA
-## 9258   9258     A1ZAX1         NA
-## 9259   9259     A1ZB86         NA
-## 9260   9260     A1ZB86         NA
-## 9261   9261     A1ZB86         NA
-## 9262   9262     A1ZB91         NA
-## 9263   9263     A1ZB91         NA
-## 9264   9264     A1ZB91         NA
-## 9265   9265     A1ZBE8         NA
-## 9266   9266     A1ZBE8         NA
-## 9267   9267     A1ZBE8         NA
-## 9268   9268     A1ZBE8         NA
-## 9269   9269     A1ZBW7         NA
-## 9270   9270     A1ZBW7         NA
-## 9271   9271     A1ZBW7         NA
-## 9272   9272     A1ZBW7         NA
-## 9273   9273     A1ZBW7         NA
-## 9274   9274     A1ZBY1         NA
-## 9275   9275     A1ZBY1         NA
-## 9276   9276     A2A1A0         NA
-## 9277   9277     A2A1A0         NA
-## 9278   9278     A2A259         NA
-## 9279   9279     A2A259         NA
-## 9280   9280     A2A288         NA
-## 9281   9281     A2A288         NA
-## 9282   9282     A2A2Y4         NA
-## 9283   9283     A2A2Z9         NA
-## 9284   9284     A2A2Z9         NA
-## 9285   9285     A2A3K4         NA
-## 9286   9286     A2A3L6         NA
-## 9287   9287     A2A3L6         NA
-## 9288   9288     A2A3V1         NA
-## 9289   9289     A2A3V1         NA
-## 9290   9290     A2A432         NA
-## 9291   9291     A2A432         NA
-## 9292   9292     A2A432         NA
-## 9293   9293     A2A432         NA
-## 9294   9294     A2A432         NA
-## 9295   9295     A2A432         NA
-## 9296   9296     A2A432         NA
-## 9297   9297     A2A4P0         NA
-## 9298   9298     A2A4P0         NA
-## 9299   9299     A2A4P0         NA
-## 9300   9300     A2A4P0         NA
-## 9301   9301     A2A4P0         NA
-## 9302   9302     A2A559         NA
-## 9303   9303     A2A5E6         NA
-## 9304   9304     A2A5E6         NA
-## 9305   9305     A2A5E6         NA
-## 9306   9306     A2A5E6         NA
-## 9307   9307     A2A5I3         NA
-## 9308   9308     A2A5K6         NA
-## 9309   9309     A2A5K6         NA
-## 9310   9310     A2A5K6         NA
-## 9311   9311     A2A5K6         NA
-## 9312   9312     A2A5K6         NA
-## 9313   9313     A2A5K6         NA
-## 9314   9314     A2A5K6         NA
-## 9315   9315     A2A5N8         NA
-## 9316   9316     A2A5N8         NA
-## 9317   9317     A2A5R2         NA
-## 9318   9318     A2A5R2         NA
-## 9319   9319     A2A5R2         NA
-## 9320   9320     A2A5X4         NA
-## 9321   9321     A2A5X4         NA
-## 9322   9322     A2A5X4         NA
-## 9323   9323     A2A5X4         NA
-## 9324   9324     A2A5X4         NA
-## 9325   9325     A2A5X5         NA
-## 9326   9326     A2A5X5         NA
-## 9327   9327     A2A5X5         NA
-## 9328   9328     A2A5X5         NA
-## 9329   9329     A2A5X5         NA
-## 9330   9330     A2A5X5         NA
-## 9331   9331     A2A5Z6         NA
-## 9332   9332     A2A5Z6         NA
-## 9333   9333     A2A5Z6         NA
-## 9334   9334     A2A690         NA
-## 9335   9335     A2A690         NA
-## 9336   9336     A2A690         NA
-## 9337   9337     A2A690         NA
-## 9338   9338     A2A699         NA
-## 9339   9339     A2A699         NA
-## 9340   9340     A2A699         NA
-## 9341   9341     A2A699         NA
-## 9342   9342     A2A699         NA
-## 9343   9343     A2A699         NA
-## 9344   9344     A2A699         NA
-## 9345   9345     A2A6A1         NA
-## 9346   9346     A2A6A1         NA
-## 9347   9347     A2A6A1         NA
-## 9348   9348     A2A6A1         NA
-## 9349   9349     A2A6A1         NA
-## 9350   9350     A2A6A1         NA
-## 9351   9351     A2A6A1         NA
-## 9352   9352     A2A6A1         NA
-## 9353   9353     A2A6A1         NA
-## 9354   9354     A2A6A1         NA
-## 9355   9355     A2A6A1         NA
-## 9356   9356     A2A6A1         NA
-## 9357   9357     A2A6A1         NA
-## 9358   9358     A2A6A1         NA
-## 9359   9359     A2A6A1         NA
-## 9360   9360     A2A6C4         NA
-## 9361   9361     A2A6C4         NA
-## 9362   9362     A2A6M5         NA
-## 9363   9363     A2A6M5         NA
-## 9364   9364     A2A6M5         NA
-## 9365   9365     A2A6Q5         NA
-## 9366   9366     A2A6Q5         NA
-## 9367   9367     A2A6Q5         NA
-## 9368   9368     A2A6T1         NA
-## 9369   9369     A2A6T1         NA
-## 9370   9370     A2A791         NA
-## 9371   9371     A2A791         NA
-## 9372   9372     A2A791         NA
-## 9373   9373     A2A791         NA
-## 9374   9374     A2A7Q9         NA
-## 9375   9375     A2A7Q9         NA
-## 9376   9376     A2A7Q9         NA
-## 9377   9377     A2A7Q9         NA
-## 9378   9378     A2A7Q9         NA
-## 9379   9379     A2A7Q9         NA
-## 9380   9380     A2A7S8         NA
-## 9381   9381     A2A7S8         NA
-## 9382   9382     A2A7S8         NA
-## 9383   9383     A2A7S8         NA
-## 9384   9384     A2A7S8         NA
-## 9385   9385     A2A7S8         NA
-## 9386   9386     A2A7S8         NA
-## 9387   9387     A2A7Y5         NA
-## 9388   9388     A2A825         NA
-## 9389   9389     A2A825         NA
-## 9390   9390     A2A863         NA
-## 9391   9391     A2A863         NA
-## 9392   9392     A2A863         NA
-## 9393   9393     A2A863         NA
-## 9394   9394     A2A863         NA
-## 9395   9395     A2A863         NA
-## 9396   9396     A2A863         NA
-## 9397   9397     A2A870         NA
-## 9398   9398     A2A870         NA
-## 9399   9399     A2A870         NA
-## 9400   9400     A2A870         NA
-## 9401   9401     A2A870         NA
-## 9402   9402     A2A870         NA
-## 9403   9403     A2A884         NA
-## 9404   9404     A2A884         NA
-## 9405   9405     A2A884         NA
-## 9406   9406     A2A884         NA
-## 9407   9407     A2A884         NA
-## 9408   9408     A2A884         NA
-## 9409   9409     A2A884         NA
-## 9410   9410     A2A884         NA
-## 9411   9411     A2A884         NA
-## 9412   9412     A2A884         NA
-## 9413   9413     A2A891         NA
-## 9414   9414     A2A891         NA
-## 9415   9415     A2A891         NA
-## 9416   9416     A2A891         NA
-## 9417   9417     A2A891         NA
-## 9418   9418     A2A8L1         NA
-## 9419   9419     A2A8L1         NA
-## 9420   9420     A2A8L1         NA
-## 9421   9421     A2A8L1         NA
-## 9422   9422     A2A8L1         NA
-## 9423   9423     A2A8L1         NA
-## 9424   9424     A2A8L1         NA
-## 9425   9425     A2A8L1         NA
-## 9426   9426     A2A8L5         NA
-## 9427   9427     A2A8L5         NA
-## 9428   9428     A2A8L5         NA
-## 9429   9429     A2A8T7         NA
-## 9430   9430     A2A8U2         NA
-## 9431   9431     A2A8U2         NA
-## 9432   9432     A2A8U2         NA
-## 9433   9433     A2A8U2         NA
-## 9434   9434     A2A8Z1         NA
-## 9435   9435     A2A935         NA
-## 9436   9436     A2A935         NA
-## 9437   9437     A2A935         NA
-## 9438   9438     A2A935         NA
-## 9439   9439     A2A935         NA
-## 9440   9440     A2A935         NA
-## 9441   9441     A2A935         NA
-## 9442   9442     A2A935         NA
-## 9443   9443     A2A935         NA
-## 9444   9444     A2A995         NA
-## 9445   9445     A2A9A2         NA
-## 9446   9446     A2A9A2         NA
-## 9447   9447     A2A9A2         NA
-## 9448   9448     A2A9A2         NA
-## 9449   9449     A2A9A2         NA
-## 9450   9450     A2A9A2         NA
-## 9451   9451     A2A9C3         NA
-## 9452   9452     A2A9F4         NA
-## 9453   9453     A2A9F4         NA
-## 9454   9454     A2A9I7         NA
-## 9455   9455     A2A9I7         NA
-## 9456   9456     A2A9I7         NA
-## 9457   9457     A2A9I7         NA
-## 9458   9458     A2A9I7         NA
-## 9459   9459     A2A9T0         NA
-## 9460   9460     A2A9T0         NA
-## 9461   9461     A2A9T0         NA
-## 9462   9462     A2AAE1         NA
-## 9463   9463     A2AAE1         NA
-## 9464   9464     A2AAE1         NA
-## 9465   9465     A2AAE1         NA
-## 9466   9466     A2AAE1         NA
-## 9467   9467     A2AAE1         NA
-## 9468   9468     A2AAE1         NA
-## 9469   9469     A2AAE1         NA
-## 9470   9470     A2AAE1         NA
-## 9471   9471     A2AAJ9         NA
-## 9472   9472     A2AAJ9         NA
-## 9473   9473     A2AAJ9         NA
-## 9474   9474     A2AAJ9         NA
-## 9475   9475     A2AAJ9         NA
-## 9476   9476     A2AAJ9         NA
-## 9477   9477     A2AAJ9         NA
-## 9478   9478     A2AAJ9         NA
-## 9479   9479     A2AAJ9         NA
-## 9480   9480     A2AAJ9         NA
-## 9481   9481     A2AAJ9         NA
-## 9482   9482     A2AAJ9         NA
-## 9483   9483     A2AAJ9         NA
-## 9484   9484     A2AAY5         NA
-## 9485   9485     A2AAY5         NA
-## 9486   9486     A2AB59         NA
-## 9487   9487     A2AB59         NA
-## 9488   9488     A2AB59         NA
-## 9489   9489     A2ABU4         NA
-## 9490   9490     A2ABU4         NA
-## 9491   9491     A2ABU4         NA
-## 9492   9492     A2ABU4         NA
-## 9493   9493     A2ABV5         NA
-## 9494   9494     A2ABV5         NA
-## 9495   9495     A2ABV5         NA
-## 9496   9496     A2ABV5         NA
-## 9497   9497     A2ACG1         NA
-## 9498   9498     A2ACG1         NA
-## 9499   9499     A2ACG1         NA
-## 9500   9500     A2ACJ2         NA
-## 9501   9501     A2ACJ2         NA
-## 9502   9502     A2AD83         NA
-## 9503   9503     A2ADF7         NA
-## 9504   9504     A2ADF7         NA
-## 9505   9505     A2ADF7         NA
-## 9506   9506     A2ADZ8         NA
-## 9507   9507     A2AED3         NA
-## 9508   9508     A2AEY4         NA
-## 9509   9509     A2AEY4         NA
-## 9510   9510     A2AF47         NA
-## 9511   9511     A2AF53         NA
-## 9512   9512     A2AFS3         NA
-## 9513   9513     A2AFS3         NA
-## 9514   9514     A2AG06         NA
-## 9515   9515     A2AG50         NA
-## 9516   9516     A2AG50         NA
-## 9517   9517     A2AG50         NA
-## 9518   9518     A2AG50         NA
-## 9519   9519     A2AG50         NA
-## 9520   9520     A2AG50         NA
-## 9521   9521     A2AG50         NA
-## 9522   9522     A2AG50         NA
-## 9523   9523     A2AG50         NA
-## 9524   9524     A2AG58         NA
-## 9525   9525     A2AG58         NA
-## 9526   9526     A2AG58         NA
-## 9527   9527     A2AG58         NA
-## 9528   9528     A2AG58         NA
-## 9529   9529     A2AGA4         NA
-## 9530   9530     A2AGB2         NA
-## 9531   9531     A2AGH6         NA
-## 9532   9532     A2AGH6         NA
-## 9533   9533     A2AGH6         NA
-## 9534   9534     A2AGH6         NA
-## 9535   9535     A2AGH6         NA
-## 9536   9536     A2AGH6         NA
-## 9537   9537     A2AGH6         NA
-## 9538   9538     A2AGH6         NA
-## 9539   9539     A2AGH6         NA
-## 9540   9540     A2AGL3         NA
-## 9541   9541     A2AGL3         NA
-## 9542   9542     A2AGT5         NA
-## 9543   9543     A2AGT5         NA
-## 9544   9544     A2AH22         NA
-## 9545   9545     A2AH22         NA
-## 9546   9546     A2AH22         NA
-## 9547   9547     A2AH22         NA
-## 9548   9548     A2AHC3         NA
-## 9549   9549     A2AHC3         NA
-## 9550   9550     A2AHC3         NA
-## 9551   9551     A2AHG0         NA
-## 9552   9552     A2AHG0         NA
-## 9553   9553     A2AHG0         NA
-## 9554   9554     A2AHG0         NA
-## 9555   9555     A2AHG0         NA
-## 9556   9556     A2AHJ4         NA
-## 9557   9557     A2AHJ4         NA
-## 9558   9558     A2AHJ4         NA
-## 9559   9559     A2AHJ4         NA
-## 9560   9560     A2AHJ4         NA
-## 9561   9561     A2AHJ4         NA
-## 9562   9562     A2AI05         NA
-## 9563   9563     A2AI08         NA
-## 9564   9564     A2AI08         NA
-## 9565   9565     A2AIP0         NA
-## 9566   9566     A2AIV2         NA
-## 9567   9567     A2AIV2         NA
-## 9568   9568     A2AIV2         NA
-## 9569   9569     A2AIV2         NA
-## 9570   9570     A2AIV2         NA
-## 9571   9571     A2AIV2         NA
-## 9572   9572     A2AIV2         NA
-## 9573   9573     A2AIW0         NA
-## 9574   9574     A2AJ15         NA
-## 9575   9575     A2AJ15         NA
-## 9576   9576     A2AJ76         NA
-## 9577   9577     A2AJ76         NA
-## 9578   9578     A2AJ76         NA
-## 9579   9579     A2AJ76         NA
-## 9580   9580     A2AJ76         NA
-## 9581   9581     A2AJ76         NA
-## 9582   9582     A2AJ77         NA
-## 9583   9583     A2AJ77         NA
-## 9584   9584     A2AJ88         NA
-## 9585   9585     A2AJ88         NA
-## 9586   9586     A2AJ88         NA
-## 9587   9587     A2AJA7         NA
-## 9588   9588     A2AJA9         NA
-## 9589   9589     A2AJA9         NA
-## 9590   9590     A2AJI0         NA
-## 9591   9591     A2AJI0         NA
-## 9592   9592     A2AJI0         NA
-## 9593   9593     A2AJI0         NA
-## 9594   9594     A2AJI0         NA
-## 9595   9595     A2AJI0         NA
-## 9596   9596     A2AJI0         NA
-## 9597   9597     A2AJI0         NA
-## 9598   9598     A2AJI0         NA
-## 9599   9599     A2AJK6         NA
-## 9600   9600     A2AJK6         NA
-## 9601   9601     A2AJK6         NA
-## 9602   9602     A2AJK6         NA
-## 9603   9603     A2AJK6         NA
-## 9604   9604     A2AJK6         NA
-## 9605   9605     A2AJK6         NA
-## 9606   9606     A2AJK6         NA
-## 9607   9607     A2AJK6         NA
-## 9608   9608     A2AJK6         NA
-## 9609   9609     A2AJK6         NA
-## 9610   9610     A2AJK6         NA
-## 9611   9611     A2AJK6         NA
-## 9612   9612     A2AJK6         NA
-## 9613   9613     A2AJL3         NA
-## 9614   9614     A2AJQ3         NA
-## 9615   9615     A2AJT4         NA
-## 9616   9616     A2AJT4         NA
-## 9617   9617     A2AJT4         NA
-## 9618   9618     A2AJT4         NA
-## 9619   9619     A2AJT4         NA
-## 9620   9620     A2AJT4         NA
-## 9621   9621     A2AJT4         NA
-## 9622   9622     A2AJT4         NA
-## 9623   9623     A2AJT4         NA
-## 9624   9624     A2AJT9         NA
-## 9625   9625     A2AJT9         NA
-## 9626   9626     A2AKB9         NA
-## 9627   9627     A2AKB9         NA
-## 9628   9628     A2AKB9         NA
-## 9629   9629     A2AKB9         NA
-## 9630   9630     A2AKG8         NA
-## 9631   9631     A2AKG8         NA
-## 9632   9632     A2AKG8         NA
-## 9633   9633     A2AKK5         NA
-## 9634   9634     A2AKQ8         NA
-## 9635   9635     A2AKQ8         NA
-## 9636   9636     A2AKX3         NA
-## 9637   9637     A2AKX3         NA
-## 9638   9638     A2AKX3         NA
-## 9639   9639     A2AKX3         NA
-## 9640   9640     A2AKY4         NA
-## 9641   9641     A2AKY4         NA
-## 9642   9642     A2AKY4         NA
-## 9643   9643     A2AL36         NA
-## 9644   9644     A2AL36         NA
-## 9645   9645     A2AL36         NA
-## 9646   9646     A2AL36         NA
-## 9647   9647     A2AL36         NA
-## 9648   9648     A2AL36         NA
-## 9649   9649     A2AL36         NA
-## 9650   9650     A2ALI5         NA
-## 9651   9651     A2ALI5         NA
-## 9652   9652     A2ALI5         NA
-## 9653   9653     A2ALI5         NA
-## 9654   9654     A2ALS5         NA
-## 9655   9655     A2ALU4         NA
-## 9656   9656     A2ALU4         NA
-## 9657   9657     A2ALW5         NA
-## 9658   9658     A2ALW5         NA
-## 9659   9659     A2ALW5         NA
-## 9660   9660     A2AM05         NA
-## 9661   9661     A2AM05         NA
-## 9662   9662     A2AM29         NA
-## 9663   9663     A2AM29         NA
-## 9664   9664     A2AM29         NA
-## 9665   9665     A2AM29         NA
-## 9666   9666     A2AMM0         NA
-## 9667   9667     A2AMM0         NA
-## 9668   9668     A2AMM0         NA
-## 9669   9669     A2AMT1         NA
-## 9670   9670     A2AMT1         NA
-## 9671   9671     A2AMT1         NA
-## 9672   9672     A2AMT1         NA
-## 9673   9673     A2AMT1         NA
-## 9674   9674     A2AN08         NA
-## 9675   9675     A2AN08         NA
-## 9676   9676     A2AN08         NA
-## 9677   9677     A2AN08         NA
-## 9678   9678     A2AN08         NA
-## 9679   9679     A2AN08         NA
-## 9680   9680     A2AN08         NA
-## 9681   9681     A2AN08         NA
-## 9682   9682     A2AN08         NA
-## 9683   9683     A2ANU3         NA
-## 9684   9684     A2ANX9         NA
-## 9685   9685     A2ANX9         NA
-## 9686   9686     A2ANX9         NA
-## 9687   9687     A2ANX9         NA
-## 9688   9688     A2ANX9         NA
-## 9689   9689     A2ANX9         NA
-## 9690   9690     A2APB8         NA
-## 9691   9691     A2APB8         NA
-## 9692   9692     A2APC3         NA
-## 9693   9693     A2APF3         NA
-## 9694   9694     A2APF3         NA
-## 9695   9695     A2APT9         NA
-## 9696   9696     A2APU8         NA
-## 9697   9697     A2APU8         NA
-## 9698   9698     A2APV2         NA
-## 9699   9699     A2APV2         NA
-## 9700   9700     A2APV2         NA
-## 9701   9701     A2AQ07         NA
-## 9702   9702     A2AQ19         NA
-## 9703   9703     A2AQ19         NA
-## 9704   9704     A2AQ19         NA
-## 9705   9705     A2AQ19         NA
-## 9706   9706     A2AQ25         NA
-## 9707   9707     A2AQ25         NA
-## 9708   9708     A2AQ25         NA
-## 9709   9709     A2AQ25         NA
-## 9710   9710     A2AQ25         NA
-## 9711   9711     A2AQH4         NA
-## 9712   9712     A2AQH4         NA
-## 9713   9713     A2AQH4         NA
-## 9714   9714     A2AQH4         NA
-## 9715   9715     A2AQH4         NA
-## 9716   9716     A2AQH4         NA
-## 9717   9717     A2AQH4         NA
-## 9718   9718     A2AQP0         NA
-## 9719   9719     A2AQP0         NA
-## 9720   9720     A2AQP0         NA
-## 9721   9721     A2AQW0         NA
-## 9722   9722     A2AQW0         NA
-## 9723   9723     A2AR02         NA
-## 9724   9724     A2AR02         NA
-## 9725   9725     A2AR02         NA
-## 9726   9726     A2AR02         NA
-## 9727   9727     A2AR02         NA
-## 9728   9728     A2AR02         NA
-## 9729   9729     A2AR02         NA
-## 9730   9730     A2AR02         NA
-## 9731   9731     A2AR50         NA
-## 9732   9732     A2AR95         NA
-## 9733   9733     A2ARA8         NA
-## 9734   9734     A2ARI4         NA
-## 9735   9735     A2ARJ3         NA
-## 9736   9736     A2ARJ3         NA
-## 9737   9737     A2ARK0         NA
-## 9738   9738     A2ARK0         NA
-## 9739   9739     A2ARM1         NA
-## 9740   9740     A2ARP1         NA
-## 9741   9741     A2ARP1         NA
-## 9742   9742     A2ARP1         NA
-## 9743   9743     A2ARP1         NA
-## 9744   9744     A2ARP1         NA
-## 9745   9745     A2ARP1         NA
-## 9746   9746     A2ARP9         NA
-## 9747   9747     A2ARP9         NA
-## 9748   9748     A2ARP9         NA
-## 9749   9749     A2ARP9         NA
-## 9750   9750     A2ARP9         NA
-## 9751   9751     A2ARP9         NA
-## 9752   9752     A2ARP9         NA
-## 9753   9753     A2ARP9         NA
-## 9754   9754     A2ARS0         NA
-## 9755   9755     A2ARS0         NA
-## 9756   9756     A2ARS0         NA
-## 9757   9757     A2ARS0         NA
-## 9758   9758     A2ARS0         NA
-## 9759   9759     A2ARV4         NA
-## 9760   9760     A2ARV4         NA
-## 9761   9761     A2ARV4         NA
-## 9762   9762     A2ARV4         NA
-## 9763   9763     A2ARV4         NA
-## 9764   9764     A2ARZ3         NA
-## 9765   9765     A2ARZ3         NA
-## 9766   9766     A2ARZ3         NA
-## 9767   9767     A2ARZ3         NA
-## 9768   9768     A2ARZ3         NA
-## 9769   9769     A2ARZ3         NA
-## 9770   9770     A2ARZ3         NA
-## 9771   9771     A2ARZ3         NA
-## 9772   9772     A2ARZ3         NA
-## 9773   9773     A2AS55         NA
-## 9774   9774     A2ASA8         NA
-## 9775   9775     A2ASQ1         NA
-## 9776   9776     A2ASQ1         NA
-## 9777   9777     A2ASQ1         NA
-## 9778   9778     A2ASQ1         NA
-## 9779   9779     A2ASQ1         NA
-## 9780   9780     A2ASQ1         NA
-## 9781   9781     A2ASQ1         NA
-## 9782   9782     A2ASQ1         NA
-## 9783   9783     A2ASQ1         NA
-## 9784   9784     A2ASS6         NA
-## 9785   9785     A2ASS6         NA
-## 9786   9786     A2ASS6         NA
-## 9787   9787     A2ASS6         NA
-## 9788   9788     A2ASS6         NA
-## 9789   9789     A2ASS6         NA
-## 9790   9790     A2ASS6         NA
-## 9791   9791     A2ASS6         NA
-## 9792   9792     A2ASS6         NA
-## 9793   9793     A2ASS6         NA
-## 9794   9794     A2ASS6         NA
-## 9795   9795     A2ASS6         NA
-## 9796   9796     A2ASS6         NA
-## 9797   9797     A2ASS6         NA
-## 9798   9798     A2ASS6         NA
-## 9799   9799     A2ASS6         NA
-## 9800   9800     A2ASS6         NA
-## 9801   9801     A2ASS6         NA
-## 9802   9802     A2ASS6         NA
-## 9803   9803     A2ASS6         NA
-## 9804   9804     A2ASS6         NA
-## 9805   9805     A2ASS6         NA
-## 9806   9806     A2ASS6         NA
-## 9807   9807     A2ASS6         NA
-## 9808   9808     A2ASS6         NA
-## 9809   9809     A2ASS6         NA
-## 9810   9810     A2ASS6         NA
-## 9811   9811     A2ASS6         NA
-## 9812   9812     A2ASS6         NA
-## 9813   9813     A2ASS6         NA
-## 9814   9814     A2ASS6         NA
-## 9815   9815     A2ASS6         NA
-## 9816   9816     A2ASS6         NA
-## 9817   9817     A2ASS6         NA
-## 9818   9818     A2ASS6         NA
-## 9819   9819     A2ASS6         NA
-## 9820   9820     A2ASS6         NA
-## 9821   9821     A2ASS6         NA
-## 9822   9822     A2ASS6         NA
-## 9823   9823     A2ASS6         NA
-## 9824   9824     A2ASS6         NA
-## 9825   9825     A2ASS6         NA
-## 9826   9826     A2ASS6         NA
-## 9827   9827     A2ASS6         NA
-## 9828   9828     A2ASS6         NA
-## 9829   9829     A2ASS6         NA
-## 9830   9830     A2ASS6         NA
-## 9831   9831     A2ASS6         NA
-## 9832   9832     A2ASS6         NA
-## 9833   9833     A2ASS6         NA
-## 9834   9834     A2ASS6         NA
-## 9835   9835     A2ASS6         NA
-## 9836   9836     A2ASS6         NA
-## 9837   9837     A2ASS6         NA
-## 9838   9838     A2ASS6         NA
-## 9839   9839     A2ASS6         NA
-## 9840   9840     A2ASS6         NA
-## 9841   9841     A2ASS6         NA
-## 9842   9842     A2ASZ8         NA
-## 9843   9843     A2ASZ8         NA
-## 9844   9844     A2ATD1         NA
-## 9845   9845     A2ATU0         NA
-## 9846   9846     A2AU37         NA
-## 9847   9847     A2AU72         NA
-## 9848   9848     A2AUC9         NA
-## 9849   9849     A2AUM9         NA
-## 9850   9850     A2AUM9         NA
-## 9851   9851     A2AUM9         NA
-## 9852   9852     A2AUM9         NA
-## 9853   9853     A2AUM9         NA
-## 9854   9854     A2AUM9         NA
-## 9855   9855     A2AUM9         NA
-## 9856   9856     A2AUM9         NA
-## 9857   9857     A2AUQ7         NA
-## 9858   9858     A2AUU0         NA
-## 9859   9859     A2AV25         NA
-## 9860   9860     A2AV25         NA
-## 9861   9861     A2AV36         NA
-## 9862   9862     A2AVA0         NA
-## 9863   9863     A2AVA0         NA
-## 9864   9864     A2AVA0         NA
-## 9865   9865     A2AVA0         NA
-## 9866   9866     A2AVA0         NA
-## 9867   9867     A2AVA0         NA
-## 9868   9868     A2AVR2         NA
-## 9869   9869     A2AVR2         NA
-## 9870   9870     A2AVZ9         NA
-## 9871   9871     A2AVZ9         NA
-## 9872   9872     A2AVZ9         NA
-## 9873   9873     A2AWA9         NA
-## 9874   9874     A2AWL7         NA
-## 9875   9875     A2AWL7         NA
-## 9876   9876     A2AWL7         NA
-## 9877   9877     A2AWL7         NA
-## 9878   9878     A2AWL7         NA
-## 9879   9879     A2AWL7         NA
-## 9880   9880     A2AWP0         NA
-## 9881   9881     A2AWP8         NA
-## 9882   9882     A2AWP8         NA
-## 9883   9883     A2AWT3         NA
-## 9884   9884     A2AX52         NA
-## 9885   9885     A2AX52         NA
-## 9886   9886     A2AX52         NA
-## 9887   9887     A2AX52         NA
-## 9888   9888     A2AX52         NA
-## 9889   9889     A2AX52         NA
-## 9890   9890     A2AX52         NA
-## 9891   9891     A2AX52         NA
-## 9892   9892     A2AX52         NA
-## 9893   9893     A2BD09         NA
-## 9894   9894     A2BD09         NA
-## 9895   9895     A2BD83         NA
-## 9896   9896     A2BD83         NA
-## 9897   9897     A2BD92         NA
-## 9898   9898     A2BDB7         NA
-## 9899   9899     A2BDB7         NA
-## 9900   9900     A2BDG0         NA
-## 9901   9901     A2BDG0         NA
-## 9902   9902     A2BDG5         NA
-## 9903   9903     A2BDG5         NA
-## 9904   9904     A2BDG9         NA
-## 9905   9905     A2BDG9         NA
-## 9906   9906     A2BDG9         NA
-## 9907   9907     A2BDP1         NA
-## 9908   9908     A2BDP1         NA
-## 9909   9909     A2BDP1         NA
-## 9910   9910     A2BDR7         NA
-## 9911   9911     A2BDX4         NA
-## 9912   9912     A2BE28         NA
-## 9913   9913     A2BE28         NA
-## 9914   9914     A2BE28         NA
-## 9915   9915     A2BE28         NA
-## 9916   9916     A2BE28         NA
-## 9917   9917     A2BE76         NA
-## 9918   9918     A2BE76         NA
-## 9919   9919     A2BEA6         NA
-## 9920   9920     A2BEA6         NA
-## 9921   9921     A2BEA6         NA
-## 9922   9922     A2BF66         NA
-## 9923   9923     A2BFP5         NA
-## 9924   9924     A2BFP5         NA
-## 9925   9925     A2BGA0         NA
-## 9926   9926     A2BGH0         NA
-## 9927   9927     A2BGH0         NA
-## 9928   9928     A2BGH0         NA
-## 9929   9929     A2BGH0         NA
-## 9930   9930     A2BGM5         NA
-## 9931   9931     A2BGR3         NA
-## 9932   9932     A2BGR3         NA
-## 9933   9933     A2BGR3         NA
-## 9934   9934     A2BGR3         NA
-## 9935   9935     A2BGR3         NA
-## 9936   9936     A2BGT0         NA
-## 9937   9937     A2BGU9         NA
-## 9938   9938     A2BH40         NA
-## 9939   9939     A2BH40         NA
-## 9940   9940     A2BH40         NA
-## 9941   9941     A2BH40         NA
-## 9942   9942     A2BH40         NA
-## 9943   9943     A2BH40         NA
-## 9944   9944     A2BH40         NA
-## 9945   9945     A2BH40         NA
-## 9946   9946     A2BH40         NA
-## 9947   9947     A2BH40         NA
-## 9948   9948     A2BH40         NA
-## 9949   9949     A2BH40         NA
-## 9950   9950     A2BH40         NA
-## 9951   9951     A2BH40         NA
-## 9952   9952     A2BH40         NA
-## 9953   9953     A2BHB7         NA
-## 9954   9954     A2BHB7         NA
-## 9955   9955     A2BHJ4         NA
-## 9956   9956     A2BHJ4         NA
-## 9957   9957     A2BHJ4         NA
-## 9958   9958     A2BID5         NA
-## 9959   9959     A2BID5         NA
-## 9960   9960     A2BID7         NA
-## 9961   9961     A2BID7         NA
-## 9962   9962     A2BID7         NA
-## 9963   9963     A2BID7         NA
-## 9964   9964     A2BID7         NA
-## 9965   9965     A2BID7         NA
-## 9966   9966     A2BID7         NA
-## 9967   9967     A2BIE7         NA
-## 9968   9968     A2BIJ3         NA
-## 9969   9969     A2BIL7         NA
-## 9970   9970     A2BIL7         NA
-## 9971   9971     A2BIL7         NA
-## 9972   9972     A2BIL7         NA
-## 9973   9973     A2BIL7         NA
-## 9974   9974     A2BIT1      54248
-## 9975   9975     A2BIT1      54248
-## 9976   9976     A2BIU4      54248
-## 9977   9977     A2BIW2      54248
-## 9978   9978     A2BJ23      54248
-## 9979   9979     A2BJ23      54248
-## 9980   9980     A2BJ25      54248
-## 9981   9981     A2BJ90      54248
-## 9982   9982     A2BJL3      54248
-## 9983   9983     A2BJL3      54248
-## 9984   9984     A2BJL3      54248
-## 9985   9985     A2BJU0      54248
-## 9986   9986     A2BJX6      54248
-## 9987   9987     A2BJY6      54248
-## 9988   9988     A2BJY9      54248
-## 9989   9989     A2BJZ7      54248
-## 9990   9990     A2BK57      54248
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-## 9993   9993     A2BK91      54248
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-## 9995   9995     A2BKX3      54248
-## 9996   9996     A2BKX7      54248
-## 9997   9997     A2BL26      54248
-## 9998   9998     A2BL78      54248
-## 9999   9999     A2BL78      54248
-## 10000 10000     A2BL78      54248
-## 10001 10001     A2BL93      54248
-## 10002 10002     A2BL93      54248
-## 10003 10003     A2BLC0      54248
-## 10004 10004     A2BLQ8      54248
-## 10005 10005     A2BLU2      54248
-## 10006 10006     A2BLW2      54248
-## 10007 10007     A2BLW4      54248
-## 10008 10008     A2BM73      54248
-## 10009 10009     A2BM73      54248
-## 10010 10010     A2BMB2      54248
-## 10011 10011     A2BMC5      54248
-## 10012 10012     A2BMC9      54248
-## 10013 10013     A2BMD0      54248
-## 10014 10014     A2BMD5      54248
-## 10015 10015     A2BMD9      54248
-## 10016 10016     A2BME7      54248
-## 10017 10017     A2BMI0      54248
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-## 10030 10030     A2BN93      54248
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-## 10043 10043     A2BNU4       1219
-## 10044 10044     A2BNV4       1219
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-## 10061 10061     A2BPR7       1219
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-## 10064 10064     A2BPT4       1219
-## 10065 10065     A2BPT4       1219
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-## 10067 10067     A2BPU3       1219
-## 10068 10068     A2BPU3       1219
-## 10069 10069     A2BPU5       1219
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-## 10074 10074     A2BQ65       1219
-## 10075 10075     A2BQ71       1219
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-## 10077 10077     A2BQ90       1219
-## 10078 10078     A2BQ92       1219
-## 10079 10079     A2BQ92       1219
-## 10080 10080     A2BQ94       1219
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-## 10228 10228     A2BYM0       1219
-## 10229 10229     A2BYM6       1219
-## 10230 10230     A2BYR4       1219
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-## 10234 10234     A2BYS2       1219
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-## 10257 10257     A2BZ97       1219
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-## 10421 10421     A2CBH2       1219
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-## 10425 10425     A2CBR5       1219
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-## 10459 10459     A2CD61       1219
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-## 10463 10463     A2CDE2       1219
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-## 10470 10470     A2CDK1       1219
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-## 10472 10472     A2CDK7       1219
-## 10473 10473     A2CDK7       1219
-## 10474 10474     A2CDR8       1219
-## 10475 10475     A2CDU0       1219
-## 10476 10476     A2CDX5       1219
-## 10477 10477     A2CDX8       1219
-## 10478 10478     A2CE44         NA
-## 10479 10479     A2CE44         NA
-## 10480 10480     A2CE44         NA
-## 10481 10481     A2CE44         NA
-## 10482 10482     A2CE44         NA
-## 10483 10483     A2CE44         NA
-## 10484 10484     A2CE44         NA
-## 10485 10485     A2CE44         NA
-## 10486 10486     A2CE44         NA
-## 10487 10487     A2CE44         NA
-## 10488 10488     A2CE44         NA
-## 10489 10489     A2CE44         NA
-## 10490 10490     A2CEA7         NA
-## 10491 10491     A2CEA7         NA
-## 10492 10492     A2CEH0         NA
-## 10493 10493     A2CEI6         NA
-## 10494 10494     A2CEI6         NA
-## 10495 10495     A2CEQ0         NA
-## 10496 10496     A2CEQ0         NA
-## 10497 10497     A2CEZ5         NA
-## 10498 10498     A2CG49         NA
-## 10499 10499     A2CG49         NA
-## 10500 10500     A2CG49         NA
-## 10501 10501     A2CG49         NA
-## 10502 10502     A2CG49         NA
-## 10503 10503     A2CG63         NA
-## 10504 10504     A2CG63         NA
-## 10505 10505     A2CG63         NA
-## 10506 10506     A2CG63         NA
-## 10507 10507     A2CG63         NA
-## 10508 10508     A2CG63         NA
-## 10509 10509     A2CHX2         NA
-## 10510 10510     A2CI34         NA
-## 10511 10511     A2CI35         NA
-## 10512 10512     A2CI35         NA
-## 10513 10513     A2CI44         NA
-## 10514 10514     A2CI45         NA
-## 10515 10515     A2CI50         NA
-## 10516 10516     A2CI56         NA
-## 10517 10517     A2CI97         NA
-## 10518 10518     A2CI97         NA
-## 10519 10519     A2CI97         NA
-## 10520 10520     A2CJ06         NA
-## 10521 10521     A2CJ06         NA
-## 10522 10522     A2CJ06         NA
-## 10523 10523     A2CJE2       8737
-## 10524 10524     A2CJE3       8739
-## 10525 10525     A2CJE4         NA
-## 10526 10526     A2D4P8         NA
-## 10527 10527     A2D4P8         NA
-## 10528 10528     A2D4P8         NA
-## 10529 10529     A2D4P8         NA
-## 10530 10530     A2D4R4         NA
-## 10531 10531     A2D4R4         NA
-## 10532 10532     A2D4U1         NA
-## 10533 10533     A2D4U8         NA
-## 10534 10534     A2D4U8         NA
-## 10535 10535     A2D5I1         NA
-## 10536 10536     A2D5I1         NA
-## 10537 10537     A2D5I1         NA
-## 10538 10538     A2D5I1         NA
-## 10539 10539     A2D5N1         NA
-## 10540 10540     A2D5N1         NA
-## 10541 10541     A2D5V0         NA
-## 10542 10542     A2D649         NA
-## 10543 10543     A2D649         NA
-## 10544 10544     A2D670         NA
-## 10545 10545     A2D671         NA
-## 10546 10546     A2D671         NA
-## 10547 10547     A2EYC4         NA
-## 10548 10548     A2FJ32         NA
-## 10549 10549     A2I3Y6         NA
-## 10550 10550     A2I469         NA
-## 10551 10551     A2I8Z7         NA
-## 10552 10552     A2I8Z7         NA
-## 10553 10553     A2IBH5         NA
-## 10554 10554     A2IBY7       9612
-## 10555 10555     A2IBY7       9612
-## 10556 10556     A2ICC6         NA
-## 10557 10557     A2ICN5         NA
-## 10558 10558     A2ICN5         NA
-## 10559 10559     A2ICR5       9612
-## 10560 10560     A2IDD5         NA
-## 10561 10561     A2IDD5         NA
-## 10562 10562     A2KF29         NA
-## 10563 10563     A2KF29         NA
-## 10564 10564     A2PU44         NA
-## 10565 10565     A2PU44         NA
-## 10566 10566     A2PYH4         NA
-## 10567 10567     A2PYH4         NA
-## 10568 10568     A2PYL6         NA
-## 10569 10569     A2PYL7         NA
-## 10570 10570     A2PYL8         NA
-## 10571 10571     A2PZE5         NA
-## 10572 10572     A2PZF9         NA
-## 10573 10573     A2PZN8       4530
-## 10574 10574     A2Q0U8         NA
-## 10575 10575     A2Q0U8         NA
-## 10576 10576     A2Q0Z0         NA
-## 10577 10577     A2Q0Z0         NA
-## 10578 10578     A2Q0Z1         NA
-## 10579 10579     A2Q0Z1         NA
-## 10580 10580     A2Q1V6         NA
-## 10581 10581     A2Q1V6         NA
-## 10582 10582     A2Q7E0       5061
-## 10583 10583     A2Q848       5061
-## 10584 10584     A2Q848       5061
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-## 11044 11044     A2RC20       1314
-## 11045 11045     A2RC33       1314
-## 11046 11046     A2RC40       1314
-## 11047 11047     A2RC40       1314
-## 11048 11048     A2RC52       1314
-## 11049 11049     A2RC98       1314
-## 11050 11050     A2RC98       1314
-## 11051 11051     A2RCE5       1314
-## 11052 11052     A2RCF8       1314
-## 11053 11053     A2RCG1       1314
-## 11054 11054     A2RCI2       1314
-## 11055 11055     A2RCL2       1314
-## 11056 11056     A2RCL2       1314
-## 11057 11057     A2RCL2       1314
-## 11058 11058     A2RCN9       1314
-## 11059 11059     A2RCQ8       1314
-## 11060 11060     A2RCV6       1314
-## 11061 11061     A2RCV7       1314
-## 11062 11062     A2RCV7       1314
-## 11063 11063     A2RCV8       1314
-## 11064 11064     A2RCW6       1314
-## 11065 11065     A2RD01       1314
-## 11066 11066     A2RD01       1314
-## 11067 11067     A2RD23       1314
-## 11068 11068     A2RD27       1314
-## 11069 11069     A2RD40       1314
-## 11070 11070     A2RD40       1314
-## 11071 11071     A2RD55       1314
-## 11072 11072     A2RD66       1314
-## 11073 11073     A2RD87       1314
-## 11074 11074     A2RDJ7       1314
-## 11075 11075     A2RDM9       1314
-## 11076 11076     A2RDN0       1314
-## 11077 11077     A2RDN1       1314
-## 11078 11078     A2RDW3       1314
-## 11079 11079     A2RDW3       1314
-## 11080 11080     A2RDW5       1314
-## 11081 11081     A2RDY3       1314
-## 11082 11082     A2RE06       1314
-## 11083 11083     A2RE19       1314
-## 11084 11084     A2RE30       1314
-## 11085 11085     A2RE30       1314
-## 11086 11086     A2RE30       1314
-## 11087 11087     A2RE43       1314
-## 11088 11088     A2RE47       1314
-## 11089 11089     A2RE65       1314
-## 11090 11090     A2RE93       1314
-## 11091 11091     A2RE93       1314
-## 11092 11092     A2REA6       1314
-## 11093 11093     A2REA6       1314
-## 11094 11094     A2REC4       1314
-## 11095 11095     A2RED2       1314
-## 11096 11096     A2REF7       1314
-## 11097 11097     A2REF7       1314
-## 11098 11098     A2REH5       1314
-## 11099 11099     A2REH9       1314
-## 11100 11100     A2REI4       1314
-## 11101 11101     A2REM7       1314
-## 11102 11102     A2REY2       1314
-## 11103 11103     A2REZ0       1314
-## 11104 11104     A2RF00       1314
-## 11105 11105     A2RF09       1314
-## 11106 11106     A2RF60       1314
-## 11107 11107     A2RF64       1314
-## 11108 11108     A2RF70       1314
-## 11109 11109     A2RF70       1314
-## 11110 11110     A2RF72       1314
-## 11111 11111     A2RF82       1314
-## 11112 11112     A2RF85       1314
-## 11113 11113     A2RF89       1314
-## 11114 11114     A2RFA8       1314
-## 11115 11115     A2RFA9       1314
-## 11116 11116     A2RFC1       1314
-## 11117 11117     A2RFC2       1314
-## 11118 11118     A2RFD0       1314
-## 11119 11119     A2RFD0       1314
-## 11120 11120     A2RFD0       1314
-## 11121 11121     A2RFQ7       1314
-## 11122 11122     A2RFQ7       1314
-## 11123 11123     A2RFQ7       1314
-## 11124 11124     A2RG20       1314
-## 11125 11125     A2RG32       1314
-## 11126 11126     A2RG45       1314
-## 11127 11127     A2RG45       1314
-## 11128 11128     A2RG45       1314
-## 11129 11129     A2RG67       1314
-## 11130 11130     A2RG70       1314
-## 11131 11131     A2RG72       1314
-## 11132 11132     A2RG75       1314
-## 11133 11133     A2RG81       1314
-## 11134 11134     A2RGB0       1314
-## 11135 11135     A2RGB7       1314
-## 11136 11136     A2RGC2       1314
-## 11137 11137     A2RGC8       1314
-## 11138 11138     A2RGC9       1314
-## 11139 11139     A2RGE8       1314
-## 11140 11140     A2RGH2       1314
-## 11141 11141     A2RGH2       1314
-## 11142 11142     A2RGH2       1314
-## 11143 11143     A2RGH7       1314
-## 11144 11144     A2RGI3       1314
-## 11145 11145     A2RGI3       1314
-## 11146 11146     A2RGI3       1314
-## 11147 11147     A2RGI4       1314
-## 11148 11148     A2RGR1       1314
-## 11149 11149     A2RGS5       1314
-## 11150 11150     A2RGU8       1314
-## 11151 11151     A2RGX5       1314
-## 11152 11152     A2RGY0       1314
-## 11153 11153     A2RGY1       1314
-## 11154 11154     A2RGZ8       1314
-## 11155 11155     A2RH05       1314
-## 11156 11156     A2RH85       1358
-## 11157 11157     A2RH97       1358
-## 11158 11158     A2RHJ9       1358
-## 11159 11159     A2RHM3       1358
-## 11160 11160     A2RHP2       1358
-## 11161 11161     A2RHP2       1358
-## 11162 11162     A2RHP5       1358
-## 11163 11163     A2RHW0       1358
-## 11164 11164     A2RHW0       1358
-## 11165 11165     A2RHW0       1358
-## 11166 11166     A2RHW1       1358
-## 11167 11167     A2RHZ5       1358
-## 11168 11168     A2RHZ5       1358
-## 11169 11169     A2RI05       1358
-## 11170 11170     A2RI05       1358
-## 11171 11171     A2RI05       1358
-## 11172 11172     A2RI79       1358
-## 11173 11173     A2RI79       1358
-## 11174 11174     A2RIM8       1358
-## 11175 11175     A2RIM8       1358
-## 11176 11176     A2RIS2       1358
-## 11177 11177     A2RIU1       1358
-## 11178 11178     A2RIW1       1358
-## 11179 11179     A2RIW1       1358
-## 11180 11180     A2RIX1       1358
-## 11181 11181     A2RJ76       1358
-## 11182 11182     A2RJ76       1358
-## 11183 11183     A2RJB4       1358
-## 11184 11184     A2RJB8       1358
-## 11185 11185     A2RJC8       1358
-## 11186 11186     A2RJC8       1358
-## 11187 11187     A2RJK5       1358
-## 11188 11188     A2RJQ3       1358
-## 11189 11189     A2RJQ4       1358
-## 11190 11190     A2RJQ6       1358
-## 11191 11191     A2RJQ6       1358
-## 11192 11192     A2RJQ6       1358
-## 11193 11193     A2RJQ6       1358
-## 11194 11194     A2RJS3       1358
-## 11195 11195     A2RJT1       1358
-## 11196 11196     A2RJT9       1358
-## 11197 11197     A2RK17       1358
-## 11198 11198     A2RK24       1358
-## 11199 11199     A2RK41       1358
-## 11200 11200     A2RK45       1358
-## 11201 11201     A2RKH5       1358
-## 11202 11202     A2RKI8       1358
-## 11203 11203     A2RKJ7       1358
-## 11204 11204     A2RKK4       1358
-## 11205 11205     A2RKK4       1358
-## 11206 11206     A2RKK4       1358
-## 11207 11207     A2RKP9       1358
-## 11208 11208     A2RKR4       1358
-## 11209 11209     A2RL40       1358
-## 11210 11210     A2RL40       1358
-## 11211 11211     A2RL43       1358
-## 11212 11212     A2RLF5       1358
-## 11213 11213     A2RLI8       1358
-## 11214 11214     A2RLT1       1358
-## 11215 11215     A2RLY6       1358
-## 11216 11216     A2RLY6       1358
-## 11217 11217     A2RLY6       1358
-## 11218 11218     A2RM00       1358
-## 11219 11219     A2RM37       1358
-## 11220 11220     A2RM37       1358
-## 11221 11221     A2RM37       1358
-## 11222 11222     A2RM49       1358
-## 11223 11223     A2RM59       1358
-## 11224 11224     A2RM73       1358
-## 11225 11225     A2RM73       1358
-## 11226 11226     A2RMA8       1358
-## 11227 11227     A2RMA8       1358
-## 11228 11228     A2RMA8       1358
-## 11229 11229     A2RMB7       1358
-## 11230 11230     A2RME6       1358
-## 11231 11231     A2RME6       1358
-## 11232 11232     A2RMH2       1358
-## 11233 11233     A2RML8       1358
-## 11234 11234     A2RML9       1358
-## 11235 11235     A2RML9       1358
-## 11236 11236     A2RML9       1358
-## 11237 11237     A2RMM5       1358
-## 11238 11238     A2RMN0       1358
-## 11239 11239     A2RMR1       1358
-## 11240 11240     A2RMS1       1358
-## 11241 11241     A2RMS5       1358
-## 11242 11242     A2RMS5       1358
-## 11243 11243     A2RMS5       1358
-## 11244 11244     A2RMS5       1358
-## 11245 11245     A2RMV7       1358
-## 11246 11246     A2RMV7       1358
-## 11247 11247     A2RN34       1358
-## 11248 11248     A2RN36       1358
-## 11249 11249     A2RN36       1358
-## 11250 11250     A2RN36       1358
-## 11251 11251     A2RN40       1358
-## 11252 11252     A2RN75       1358
-## 11253 11253     A2RN80       1358
-## 11254 11254     A2RN80       1358
-## 11255 11255     A2RNF3       1358
-## 11256 11256     A2RNI9       1358
-## 11257 11257     A2RNK1       1358
-## 11258 11258     A2RNN2       1358
-## 11259 11259     A2RNN4       1358
-## 11260 11260     A2RNQ2       1358
-## 11261 11261     A2RNQ2       1358
-## 11262 11262     A2RNQ5       1358
-## 11263 11263     A2RNQ7       1358
-## 11264 11264     A2RNT8       1358
-## 11265 11265     A2RNT9       1358
-## 11266 11266     A2RNY5       1358
-## 11267 11267     A2RNZ5       1358
-## 11268 11268     A2RP06       1358
-## 11269 11269     A2RP08       1358
-## 11270 11270     A2RP20       1358
-## 11271 11271     A2RP20       1358
-## 11272 11272     A2RP20       1358
-## 11273 11273     A2RP37       1358
-## 11274 11274     A2RP37       1358
-## 11275 11275     A2RP37       1358
-## 11276 11276     A2RPW9         NA
-## 11277 11277     A2RRD8         NA
-## 11278 11278     A2RRH5         NA
-## 11279 11279     A2RRP1         NA
-## 11280 11280     A2RRP1         NA
-## 11281 11281     A2RRT9         NA
-## 11282 11282     A2RRU1         NA
-## 11283 11283     A2RRU3         NA
-## 11284 11284     A2RRU4         NA
-## 11285 11285     A2RRU4         NA
-## 11286 11286     A2RRU4         NA
-## 11287 11287     A2RRV9         NA
-## 11288 11288     A2RRW4         NA
-## 11289 11289     A2RRX6         NA
-## 11290 11290     A2RRX6         NA
-## 11291 11291     A2RRY8         NA
-## 11292 11292     A2RRY8         NA
-## 11293 11293     A2RSJ4         NA
-## 11294 11294     A2RSQ1         NA
-## 11295 11295     A2RSY1         NA
-## 11296 11296     A2RSY1         NA
-## 11297 11297     A2RSY6         NA
-## 11298 11298     A2RSY6         NA
-## 11299 11299     A2RSY6         NA
-## 11300 11300     A2RT60         NA
-## 11301 11301     A2RT62         NA
-## 11302 11302     A2RT62         NA
-## 11303 11303     A2RT62         NA
-## 11304 11304     A2RT67         NA
-## 11305 11305     A2RT67         NA
-## 11306 11306     A2RT91         NA
-## 11307 11307     A2RT91         NA
-## 11308 11308     A2RTF1         NA
-## 11309 11309     A2RTL5         NA
-## 11310 11310     A2RTL5         NA
-## 11311 11311     A2RTL5         NA
-## 11312 11312     A2RTL5         NA
-## 11313 11313     A2RTL5         NA
-## 11314 11314     A2RTL5         NA
-## 11315 11315     A2RTX5         NA
-## 11316 11316     A2RTX5         NA
-## 11317 11317     A2RTX5         NA
-## 11318 11318     A2RTY3         NA
-## 11319 11319     A2RTY3         NA
-## 11320 11320     A2RU54         NA
-## 11321 11321     A2RU54         NA
-## 11322 11322     A2RUB6         NA
-## 11323 11323     A2RUB6         NA
-## 11324 11324     A2RUR9         NA
-## 11325 11325     A2RUR9         NA
-## 11326 11326     A2RUS2         NA
-## 11327 11327     A2RUS2         NA
-## 11328 11328     A2RUS2         NA
-## 11329 11329     A2RUV0         NA
-## 11330 11330     A2RUV0         NA
-## 11331 11331     A2RUV0         NA
-## 11332 11332     A2RUV0         NA
-## 11333 11333     A2RUV4         NA
-## 11334 11334     A2RUV4         NA
-## 11335 11335     A2RUV4         NA
-## 11336 11336     A2RUV4         NA
-## 11337 11337     A2RUV9         NA
-## 11338 11338     A2RUV9         NA
-## 11339 11339     A2RUV9         NA
-## 11340 11340     A2RUV9         NA
-## 11341 11341     A2RUV9         NA
-## 11342 11342     A2RUV9         NA
-## 11343 11343     A2RUV9         NA
-## 11344 11344     A2RUW0         NA
-## 11345 11345     A2RUW0         NA
-## 11346 11346     A2RUW0         NA
-## 11347 11347     A2RUW1         NA
-## 11348 11348     A2RUW7         NA
-## 11349 11349     A2RUW7         NA
-## 11350 11350     A2RUW7         NA
-## 11351 11351     A2RUW7         NA
-## 11352 11352     A2RUW7         NA
-## 11353 11353     A2RV29         NA
-## 11354 11354     A2RV29         NA
-## 11355 11355     A2RV61         NA
-## 11356 11356     A2RV61         NA
-## 11357 11357     A2RV61         NA
-## 11358 11358     A2RV66         NA
-## 11359 11359     A2RV70         NA
-## 11360 11360     A2RV70         NA
-## 11361 11361     A2RV70         NA
-## 11362 11362     A2RV70         NA
-## 11363 11363     A2RV70         NA
-## 11364 11364     A2RV80         NA
-## 11365 11365     A2RV80         NA
-## 11366 11366     A2RVQ5         NA
-## 11367 11367     A2RVS6         NA
-## 11368 11368     A2RVS6         NA
-## 11369 11369     A2RVS6         NA
-## 11370 11370     A2RVV7         NA
-## 11371 11371     A2RWD6      13373
-## 11372 11372     A2RWD6      13373
-## 11373 11373     A2RWH4      13373
-## 11374 11374     A2RWR9      13373
-## 11375 11375     A2RWR9      13373
-## 11376 11376     A2RXU4      13373
-## 11377 11377     A2RYI3      13373
-## 11378 11378     A2RZY1      13373
-## 11379 11379     A2S0N7      13373
-## 11380 11380     A2S105      13373
-## 11381 11381     A2S105      13373
-## 11382 11382     A2S1P8      13373
-## 11383 11383     A2S1Q0      13373
-## 11384 11384     A2S1Q0      13373
-## 11385 11385     A2S1Q0      13373
-## 11386 11386     A2S1Q1      13373
-## 11387 11387     A2S1Q1      13373
-## 11388 11388     A2S233      13373
-## 11389 11389     A2S245      13373
-## 11390 11390     A2S2A3      13373
-## 11391 11391     A2S2A6      13373
-## 11392 11392     A2S2B2      13373
-## 11393 11393     A2S2C9      13373
-## 11394 11394     A2S2L1      13373
-## 11395 11395     A2S2L1      13373
-## 11396 11396     A2S2L1      13373
-## 11397 11397     A2S2L1      13373
-## 11398 11398     A2S2L1      13373
-## 11399 11399     A2S2L1      13373
-## 11400 11400     A2S2L1      13373
-## 11401 11401     A2S2L1      13373
-## 11402 11402     A2S373      13373
-## 11403 11403     A2S373      13373
-## 11404 11404     A2S3D4      13373
-## 11405 11405     A2S3D4      13373
-## 11406 11406     A2S3Q4      13373
-## 11407 11407     A2S3Q4      13373
-## 11408 11408     A2S3Z6      13373
-## 11409 11409     A2S3Z6      13373
-## 11410 11410     A2S451      13373
-## 11411 11411     A2S463      13373
-## 11412 11412     A2S4A3      13373
-## 11413 11413     A2S4A9      13373
-## 11414 11414     A2S4E7      13373
-## 11415 11415     A2S4I0      13373
-## 11416 11416     A2S4N8      13373
-## 11417 11417     A2S4P8      13373
-## 11418 11418     A2S4P8      13373
-## 11419 11419     A2S4P8      13373
-## 11420 11420     A2S4R9      13373
-## 11421 11421     A2S4V8      13373
-## 11422 11422     A2S4Y8      13373
-## 11423 11423     A2S4Y8      13373
-## 11424 11424     A2S502      13373
-## 11425 11425     A2S515      13373
-## 11426 11426     A2S516      13373
-## 11427 11427     A2S552      13373
-## 11428 11428     A2S563      13373
-## 11429 11429     A2S563      13373
-## 11430 11430     A2S565      13373
-## 11431 11431     A2S565      13373
-## 11432 11432     A2S565      13373
-## 11433 11433     A2S565      13373
-## 11434 11434     A2S567      13373
-## 11435 11435     A2S581      13373
-## 11436 11436     A2S587      13373
-## 11437 11437     A2S587      13373
-## 11438 11438     A2S587      13373
-## 11439 11439     A2S587      13373
-## 11440 11440     A2S5D5      13373
-## 11441 11441     A2S5J4      13373
-## 11442 11442     A2S5J7      13373
-## 11443 11443     A2S5P8      13373
-## 11444 11444     A2S5R8      13373
-## 11445 11445     A2S5R8      13373
-## 11446 11446     A2S5R8      13373
-## 11447 11447     A2S5T4      13373
-## 11448 11448     A2S5U4      13373
-## 11449 11449     A2S5U5      13373
-## 11450 11450     A2S5U7      13373
-## 11451 11451     A2S5U8      13373
-## 11452 11452     A2S5U8      13373
-## 11453 11453     A2S5Y8      13373
-## 11454 11454     A2S603      13373
-## 11455 11455     A2S603      13373
-## 11456 11456     A2S629      13373
-## 11457 11457     A2S629      13373
-## 11458 11458     A2S629      13373
-## 11459 11459     A2S646      13373
-## 11460 11460     A2S6C0      13373
-## 11461 11461     A2S6C0      13373
-## 11462 11462     A2S6F6      13373
-## 11463 11463     A2S6F6      13373
-## 11464 11464     A2S6J1      13373
-## 11465 11465     A2S6J1      13373
-## 11466 11466     A2S6K2      13373
-## 11467 11467     A2S6N9      13373
-## 11468 11468     A2S6N9      13373
-## 11469 11469     A2S6T3      13373
-## 11470 11470     A2S6U9      13373
-## 11471 11471     A2S6U9      13373
-## 11472 11472     A2S718      13373
-## 11473 11473     A2S750      13373
-## 11474 11474     A2S753      13373
-## 11475 11475     A2S754      13373
-## 11476 11476     A2S7G3      13373
-## 11477 11477     A2S7G4      13373
-## 11478 11478     A2S7G6      13373
-## 11479 11479     A2S7G7      13373
-## 11480 11480     A2S7I2      13373
-## 11481 11481     A2S7I2      13373
-## 11482 11482     A2S7I6      13373
-## 11483 11483     A2S7R3      13373
-## 11484 11484     A2S7V6      13373
-## 11485 11485     A2S800      13373
-## 11486 11486     A2S836      13373
-## 11487 11487     A2S836      13373
-## 11488 11488     A2S860      13373
-## 11489 11489     A2S8D2      13373
-## 11490 11490     A2S8D2      13373
-## 11491 11491     A2S8D2      13373
-## 11492 11492     A2S8D2      13373
-## 11493 11493     A2S8D6      13373
-## 11494 11494     A2S8D6      13373
-## 11495 11495     A2S8D6      13373
-## 11496 11496     A2S8H2      13373
-## 11497 11497     A2S8I9      13373
-## 11498 11498     A2S8I9      13373
-## 11499 11499     A2S8L1      13373
-## 11500 11500     A2S8L1      13373
-## 11501 11501     A2S8L4      13373
-## 11502 11502     A2S8L9      13373
-## 11503 11503     A2S8Q1      13373
-## 11504 11504     A2S994      13373
-## 11505 11505     A2S995      13373
-## 11506 11506     A2S995      13373
-## 11507 11507     A2S997      13373
-## 11508 11508     A2S999      13373
-## 11509 11509     A2S9D4      13373
-## 11510 11510     A2S9D9      13373
-## 11511 11511     A2S9G8      13373
-## 11512 11512     A2S9G8      13373
-## 11513 11513     A2S9H0      13373
-## 11514 11514     A2S9K2      13373
-## 11515 11515     A2S9N6      13373
-## 11516 11516     A2S9Q3      13373
-## 11517 11517     A2S9S5      13373
-## 11518 11518     A2S9S5      13373
-## 11519 11519     A2S9S5      13373
-## 11520 11520     A2S9S5      13373
-## 11521 11521     A2SA04      13373
-## 11522 11522     A2SA04      13373
-## 11523 11523     A2SA04      13373
-## 11524 11524     A2SA04      13373
-## 11525 11525     A2SA04      13373
-## 11526 11526     A2SA47      13373
-## 11527 11527     A2SAC7      13373
-## 11528 11528     A2SAC9      13373
-## 11529 11529     A2SAE9      13373
-## 11530 11530     A2SAF7      13373
-## 11531 11531     A2SAF7      13373
-## 11532 11532     A2SAG6      13373
-## 11533 11533     A2SAH5      13373
-## 11534 11534     A2SAU5      13373
-## 11535 11535     A2SAU6      13373
-## 11536 11536     A2SAW7      13373
-## 11537 11537     A2SAX8      13373
-## 11538 11538     A2SAX8      13373
-## 11539 11539     A2SAY0      13373
-## 11540 11540     A2SB35      13373
-## 11541 11541     A2SB58      13373
-## 11542 11542     A2SB60      13373
-## 11543 11543     A2SB60      13373
-## 11544 11544     A2SB69      13373
-## 11545 11545     A2SB72      13373
-## 11546 11546     A2SB73      13373
-## 11547 11547     A2SB73      13373
-## 11548 11548     A2SB83      13373
-## 11549 11549     A2SB83      13373
-## 11550 11550     A2SB85      13373
-## 11551 11551     A2SB85      13373
-## 11552 11552     A2SB85      13373
-## 11553 11553     A2SB87      13373
-## 11554 11554     A2SB87      13373
-## 11555 11555     A2SB97      13373
-## 11556 11556     A2SBA7      13373
-## 11557 11557     A2SBC7      13373
-## 11558 11558     A2SBH6      13373
-## 11559 11559     A2SBH6      13373
-## 11560 11560     A2SBI7      13373
-## 11561 11561     A2SBI7      13373
-## 11562 11562     A2SBM4     105560
-## 11563 11563     A2SBM4     105560
-## 11564 11564     A2SC47     105560
-## 11565 11565     A2SC71     105560
-## 11566 11566     A2SC77     105560
-## 11567 11567     A2SCE2     105560
-## 11568 11568     A2SCF8     105560
-## 11569 11569     A2SCV1     105560
-## 11570 11570     A2SCV1     105560
-## 11571 11571     A2SCX6     105560
-## 11572 11572     A2SCX6     105560
-## 11573 11573     A2SCY2     105560
-## 11574 11574     A2SCY2     105560
-## 11575 11575     A2SCY2     105560
-## 11576 11576     A2SCY5     105560
-## 11577 11577     A2SCY6     105560
-## 11578 11578     A2SD05     105560
-## 11579 11579     A2SD22     105560
-## 11580 11580     A2SD34     105560
-## 11581 11581     A2SD36     105560
-## 11582 11582     A2SD36     105560
-## 11583 11583     A2SD36     105560
-## 11584 11584     A2SD37     105560
-## 11585 11585     A2SD47     105560
-## 11586 11586     A2SD53     105560
-## 11587 11587     A2SD80     105560
-## 11588 11588     A2SD80     105560
-## 11589 11589     A2SDI8     105560
-## 11590 11590     A2SDJ1     105560
-## 11591 11591     A2SDJ2     105560
-## 11592 11592     A2SDN6     105560
-## 11593 11593     A2SDN9     105560
-## 11594 11594     A2SDP0     105560
-## 11595 11595     A2SE10     105560
-## 11596 11596     A2SE14     105560
-## 11597 11597     A2SE21     105560
-## 11598 11598     A2SE21     105560
-## 11599 11599     A2SES7     105560
-## 11600 11600     A2SET3     105560
-## 11601 11601     A2SEX7     105560
-## 11602 11602     A2SFG0     105560
-## 11603 11603     A2SFG0     105560
-## 11604 11604     A2SFG5     105560
-## 11605 11605     A2SFL0     105560
-## 11606 11606     A2SFM2     105560
-## 11607 11607     A2SFM2     105560
-## 11608 11608     A2SFM2     105560
-## 11609 11609     A2SFN4     105560
-## 11610 11610     A2SFS2     105560
-## 11611 11611     A2SFU1     105560
-## 11612 11612     A2SG02     105560
-## 11613 11613     A2SG95     105560
-## 11614 11614     A2SGN6     105560
-## 11615 11615     A2SGQ6     105560
-## 11616 11616     A2SGS4     105560
-## 11617 11617     A2SH40     105560
-## 11618 11618     A2SH40     105560
-## 11619 11619     A2SH40     105560
-## 11620 11620     A2SH40     105560
-## 11621 11621     A2SH42     105560
-## 11622 11622     A2SH61     105560
-## 11623 11623     A2SH61     105560
-## 11624 11624     A2SH83     105560
-## 11625 11625     A2SH95     105560
-## 11626 11626     A2SH97     105560
-## 11627 11627     A2SH97     105560
-## 11628 11628     A2SH97     105560
-## 11629 11629     A2SH97     105560
-## 11630 11630     A2SHB1     105560
-## 11631 11631     A2SHB1     105560
-## 11632 11632     A2SHH0     105560
-## 11633 11633     A2SHH9     105560
-## 11634 11634     A2SHS5     105560
-## 11635 11635     A2SHT9     105560
-## 11636 11636     A2SHT9     105560
-## 11637 11637     A2SI90     105560
-## 11638 11638     A2SI90     105560
-## 11639 11639     A2SIL9     105560
-## 11640 11640     A2SIL9     105560
-## 11641 11641     A2SIQ1     105560
-## 11642 11642     A2SIQ4     105560
-## 11643 11643     A2SIR4     105560
-## 11644 11644     A2SIR5     105560
-## 11645 11645     A2SIR5     105560
-## 11646 11646     A2SIR5     105560
-## 11647 11647     A2SIR5     105560
-## 11648 11648     A2SIR5     105560
-## 11649 11649     A2SIS1     105560
-## 11650 11650     A2SIS3     105560
-## 11651 11651     A2SIY4     105560
-## 11652 11652     A2SJA7     105560
-## 11653 11653     A2SJK3     105560
-## 11654 11654     A2SJQ7     105560
-## 11655 11655     A2SJQ7     105560
-## 11656 11656     A2SJR2     105560
-## 11657 11657     A2SJR5     105560
-## 11658 11658     A2SJR5     105560
-## 11659 11659     A2SJR5     105560
-## 11660 11660     A2SJR5     105560
-## 11661 11661     A2SJR5     105560
-## 11662 11662     A2SJR5     105560
-## 11663 11663     A2SKF8     105560
-## 11664 11664     A2SKF9     105560
-## 11665 11665     A2SKI7     105560
-## 11666 11666     A2SKM5     105560
-## 11667 11667     A2SKM7     105560
-## 11668 11668     A2SKN7     105560
-## 11669 11669     A2SKR5     105560
-## 11670 11670     A2SKR5     105560
-## 11671 11671     A2SKR5     105560
-## 11672 11672     A2SKU1     105560
-## 11673 11673     A2SKV0     105560
-## 11674 11674     A2SKW6     105560
-## 11675 11675     A2SKW6     105560
-## 11676 11676     A2SL47     105560
-## 11677 11677     A2SL50     105560
-## 11678 11678     A2SL57     105560
-## 11679 11679     A2SLA5     105560
-## 11680 11680     A2SLA5     105560
-## 11681 11681     A2SLD3     105560
-## 11682 11682     A2SLD4     105560
-## 11683 11683     A2SLE0     105560
-## 11684 11684     A2SLE3     105560
-## 11685 11685     A2SLE3     105560
-## 11686 11686     A2SLF1     105560
-## 11687 11687     A2SLF1     105560
-## 11688 11688     A2SLG4     105560
-## 11689 11689     A2SLG6     105560
-## 11690 11690     A2SLG7     105560
-## 11691 11691     A2SLW2     105560
-## 11692 11692     A2SLX7     105560
-## 11693 11693     A2SLY9     105560
-## 11694 11694     A2SM29     105560
-## 11695 11695     A2SM29     105560
-## 11696 11696     A2SM97     105560
-## 11697 11697     A2SMA4     105560
-## 11698 11698     A2SMA4     105560
-## 11699 11699     A2SMA7     105560
-## 11700 11700     A2SMF1     105560
-## 11701 11701     A2SMI8     105560
-## 11702 11702     A2SMI8     105560
-## 11703 11703     A2SPC3      83984
-## 11704 11704     A2SPC3      83984
-## 11705 11705     A2SPG1      83984
-## 11706 11706     A2SPI9      83984
-## 11707 11707     A2SPK8      83984
-## 11708 11708     A2SPV6      83984
-## 11709 11709     A2SPV6      83984
-## 11710 11710     A2SPZ1      83984
-## 11711 11711     A2SQE9      83984
-## 11712 11712     A2SQM6      83984
-## 11713 11713     A2SQR6      83984
-## 11714 11714     A2SQS1      83984
-## 11715 11715     A2SQS1      83984
-## 11716 11716     A2SQU3      83984
-## 11717 11717     A2SQV5      83984
-## 11718 11718     A2SQZ4      83984
-## 11719 11719     A2SR54      83984
-## 11720 11720     A2SRG2      83984
-## 11721 11721     A2SSK1      83984
-## 11722 11722     A2SSM7      83984
-## 11723 11723     A2SSV1      83984
-## 11724 11724     A2SSV8      83984
-## 11725 11725     A2ST15      83984
-## 11726 11726     A2ST18      83984
-## 11727 11727     A2ST55      83984
-## 11728 11728     A2ST69      83984
-## 11729 11729     A2ST82      83984
-## 11730 11730     A2ST90      83984
-## 11731 11731     A2ST90      83984
-## 11732 11732     A2ST96      83984
-## 11733 11733     A2STI3      83984
-## 11734 11734     A2STI6      83984
-## 11735 11735     A2STJ3      83984
-## 11736 11736     A2STM7      83984
-## 11737 11737     A2STU0      83984
-## 11738 11738     A2STX1      83984
-## 11739 11739     A2STY4      83984
-## 11740 11740     A2STZ4      83984
-## 11741 11741     A2SU08      83984
-## 11742 11742     A2SU54      83984
-## 11743 11743     A2SU54      83984
-## 11744 11744     A2SW69         NA
-## 11745 11745     A2SXS5       9612
-## 11746 11746     A2SXS5       9612
-## 11747 11747     A2SXS5       9612
-## 11748 11748     A2SXS5       9612
-## 11749 11749     A2T195        645
-## 11750 11750     A2T308         NA
-## 11751 11751     A2T308         NA
-## 11752 11752     A2T308         NA
-## 11753 11753     A2T308         NA
-## 11754 11754     A2T310         NA
-## 11755 11755     A2T314         NA
-## 11756 11756     A2T314         NA
-## 11757 11757     A2T317         NA
-## 11758 11758     A2T318         NA
-## 11759 11759     A2T319         NA
-## 11760 11760     A2T322         NA
-## 11761 11761     A2T323         NA
-## 11762 11762     A2T324         NA
-## 11763 11763     A2T324         NA
-## 11764 11764     A2T334         NA
-## 11765 11765     A2T337         NA
-## 11766 11766     A2T346         NA
-## 11767 11767     A2T359         NA
-## 11768 11768     A2T365         NA
-## 11769 11769     A2T371         NA
-## 11770 11770     A2T379         NA
-## 11771 11771     A2T379         NA
-## 11772 11772     A2T379         NA
-## 11773 11773     A2T381         NA
-## 11774 11774     A2T383         NA
-## 11775 11775     A2T383         NA
-## 11776 11776     A2T384         NA
-## 11777 11777     A2T387         NA
-## 11778 11778     A2T3M0      28875
-## 11779 11779     A2T3M1      28875
-## 11780 11780     A2T3M1      28875
-## 11781 11781     A2T3M2      28875
-## 11782 11782     A2T3Q0      28875
-## 11783 11783     A2T3R5      28875
-## 11784 11784     A2T3R5      28875
-## 11785 11785     A2T3T0      28875
-## 11786 11786     A2T3T1      28875
-## 11787 11787     A2T3T1      28875
-## 11788 11788     A2T3T2      28875
-## 11789 11789     A2T3T2      28875
-## 11790 11790     A2T3T2      28875
-## 11791 11791     A2T6E3         NA
-## 11792 11792     A2T6E3         NA
-## 11793 11793     A2T6H5         NA
-## 11794 11794     A2T6H5         NA
-## 11795 11795     A2T6K4         NA
-## 11796 11796     A2T6K9         NA
-## 11797 11797     A2T6K9         NA
-## 11798 11798     A2T6V8         NA
-## 11799 11799     A2T6V8         NA
-## 11800 11800     A2T6W2         NA
-## 11801 11801     A2T6W2         NA
-## 11802 11802     A2T6X5         NA
-## 11803 11803     A2T6X5         NA
-## 11804 11804     A2T6X5         NA
-## 11805 11805     A2T6X5         NA
-## 11806 11806     A2T6X5         NA
-## 11807 11807     A2T6X6         NA
-## 11808 11808     A2T6X6         NA
-## 11809 11809     A2T6X6         NA
-## 11810 11810     A2T6X6         NA
-## 11811 11811     A2T6X9         NA
-## 11812 11812     A2T6Y4         NA
-## 11813 11813     A2T6Z0         NA
-## 11814 11814     A2T6Z0         NA
-## 11815 11815     A2T6Z6         NA
-## 11816 11816     A2T6Z6         NA
-## 11817 11817     A2T712         NA
-## 11818 11818     A2T712         NA
-## 11819 11819     A2T712         NA
-## 11820 11820     A2T715         NA
-## 11821 11821     A2T715         NA
-## 11822 11822     A2T733         NA
-## 11823 11823     A2T733         NA
-## 11824 11824     A2T736         NA
-## 11825 11825     A2T748         NA
-## 11826 11826     A2T748         NA
-## 11827 11827     A2T748         NA
-## 11828 11828     A2T756         NA
-## 11829 11829     A2T756         NA
-## 11830 11830     A2T756         NA
-## 11831 11831     A2T759         NA
-## 11832 11832     A2T763         NA
-## 11833 11833     A2T763         NA
-## 11834 11834     A2T764         NA
-## 11835 11835     A2T771         NA
-## 11836 11836     A2T771         NA
-## 11837 11837     A2T7D2         NA
-## 11838 11838     A2T7D2         NA
-## 11839 11839     A2T7D2         NA
-## 11840 11840     A2T7D7         NA
-## 11841 11841     A2T7D7         NA
-## 11842 11842     A2T7E6         NA
-## 11843 11843     A2T7E6         NA
-## 11844 11844     A2T7E6         NA
-## 11845 11845     A2T7F2         NA
-## 11846 11846     A2T7F2         NA
-## 11847 11847     A2T7F2         NA
-## 11848 11848     A2T7F2         NA
-## 11849 11849     A2T7F2         NA
-## 11850 11850     A2T7F2         NA
-## 11851 11851     A2T7F2         NA
-## 11852 11852     A2T7F2         NA
-## 11853 11853     A2T7F2         NA
-## 11854 11854     A2T7F3         NA
-## 11855 11855     A2T7F3         NA
-## 11856 11856     A2T7F3         NA
-## 11857 11857     A2T7F4         NA
-## 11858 11858     A2T7F4         NA
-## 11859 11859     A2T7G6         NA
-## 11860 11860     A2T7H5         NA
-## 11861 11861     A2T7H5         NA
-## 11862 11862     A2T7H5         NA
-## 11863 11863     A2T7H5         NA
-## 11864 11864     A2T7J2         NA
-## 11865 11865     A2T7J2         NA
-## 11866 11866     A2T7L7         NA
-## 11867 11867     A2T7L7         NA
-## 11868 11868     A2T7L7         NA
-## 11869 11869     A2T7M0         NA
-## 11870 11870     A2T7M0         NA
-## 11871 11871     A2T7P4         NA
-## 11872 11872     A2T7P4         NA
-## 11873 11873     A2T7S4         NA
-## 11874 11874     A2T7S4         NA
-## 11875 11875     A2T806         NA
-## 11876 11876     A2T806         NA
-## 11877 11877     A2T806         NA
-## 11878 11878     A2T806         NA
-## 11879 11879     A2T812         NA
-## 11880 11880     A2T812         NA
-## 11881 11881     A2T833         NA
-## 11882 11882     A2T833         NA
-## 11883 11883     A2T928         NA
-## 11884 11884     A2TED3         NA
-## 11885 11885     A2TED3         NA
-## 11886 11886     A2TED3         NA
-## 11887 11887     A2TED3         NA
-## 11888 11888     A2TED3         NA
-## 11889 11889     A2TED3         NA
-## 11890 11890     A2TED3         NA
-## 11891 11891     A2TF48         NA
-## 11892 11892     A2TGX5         NA
-## 11893 11893     A2TGX5         NA
-## 11894 11894     A2TJ54         NA
-## 11895 11895     A2TJV2         NA
-## 11896 11896     A2TJV2         NA
-## 11897 11897     A2TJV2         NA
-## 11898 11898     A2TJV2         NA
-## 11899 11899     A2TLM1         NA
-## 11900 11900     A2V735         NA
-## 11901 11901     A2V735         NA
-## 11902 11902     A2V7M9         NA
-## 11903 11903     A2V9Y8         NA
-## 11904 11904     A2V9Z4         NA
-## 11905 11905     A2VBC4         NA
-## 11906 11906     A2VCL2         NA
-## 11907 11907     A2VCL2         NA
-## 11908 11908     A2VCU8         NA
-## 11909 11909     A2VCU8         NA
-## 11910 11910     A2VCU8         NA
-## 11911 11911     A2VCV0         NA
-## 11912 11912     A2VCW5         NA
-## 11913 11913     A2VCW5         NA
-## 11914 11914     A2VCW5         NA
-## 11915 11915     A2VCW5         NA
-## 11916 11916     A2VCW5         NA
-## 11917 11917     A2VCW9         NA
-## 11918 11918     A2VCW9         NA
-## 11919 11919     A2VCW9         NA
-## 11920 11920     A2VCZ5         NA
-## 11921 11921     A2VCZ5         NA
-## 11922 11922     A2VCZ5         NA
-## 11923 11923     A2VCZ5         NA
-## 11924 11924     A2VCZ5         NA
-## 11925 11925     A2VCZ5         NA
-## 11926 11926     A2VCZ5         NA
-## 11927 11927     A2VD00         NA
-## 11928 11928     A2VD00         NA
-## 11929 11929     A2VD00         NA
-## 11930 11930     A2VD00         NA
-## 11931 11931     A2VD01         NA
-## 11932 11932     A2VD12         NA
-## 11933 11933     A2VD13         NA
-## 11934 11934     A2VD13         NA
-## 11935 11935     A2VD13         NA
-## 11936 11936     A2VD13         NA
-## 11937 11937     A2VD13         NA
-## 11938 11938     A2VD23         NA
-## 11939 11939     A2VD23         NA
-## 11940 11940     A2VD23         NA
-## 11941 11941     A2VD23         NA
-## 11942 11942     A2VD23         NA
-## 11943 11943     A2VD23         NA
-## 11944 11944     A2VD23         NA
-## 11945 11945     A2VD23         NA
-## 11946 11946     A2VD23         NA
-## 11947 11947     A2VD23         NA
-## 11948 11948     A2VD83         NA
-## 11949 11949     A2VD83         NA
-## 11950 11950     A2VD92         NA
-## 11951 11951     A2VD98         NA
-## 11952 11952     A2VDA9         NA
-## 11953 11953     A2VDA9         NA
-## 11954 11954     A2VDA9         NA
-## 11955 11955     A2VDA9         NA
-## 11956 11956     A2VDB3         NA
-## 11957 11957     A2VDC2         NA
-## 11958 11958     A2VDC7         NA
-## 11959 11959     A2VDH3         NA
-## 11960 11960     A2VDH3         NA
-## 11961 11961     A2VDH3         NA
-## 11962 11962     A2VDJ0         NA
-## 11963 11963     A2VDJ0         NA
-## 11964 11964     A2VDK6         NA
-## 11965 11965     A2VDK6         NA
-## 11966 11966     A2VDK6         NA
-## 11967 11967     A2VDK6         NA
-## 11968 11968     A2VDK9         NA
-## 11969 11969     A2VDL4         NA
-## 11970 11970     A2VDL4         NA
-## 11971 11971     A2VDL4         NA
-## 11972 11972     A2VDL6         NA
-## 11973 11973     A2VDL6         NA
-## 11974 11974     A2VDL8         NA
-## 11975 11975     A2VDM8         NA
-## 11976 11976     A2VDM8         NA
-## 11977 11977     A2VDN0         NA
-## 11978 11978     A2VDN0         NA
-## 11979 11979     A2VDN5         NA
-## 11980 11980     A2VDN6         NA
-## 11981 11981     A2VDN6         NA
-## 11982 11982     A2VDN6         NA
-## 11983 11983     A2VDN6         NA
-## 11984 11984     A2VDN6         NA
-## 11985 11985     A2VDP0         NA
-## 11986 11986     A2VDP1         NA
-## 11987 11987     A2VDP1         NA
-## 11988 11988     A2VDP1         NA
-## 11989 11989     A2VDP1         NA
-## 11990 11990     A2VDP1         NA
-## 11991 11991     A2VDP1         NA
-## 11992 11992     A2VDP2         NA
-## 11993 11993     A2VDP2         NA
-## 11994 11994     A2VDP4         NA
-## 11995 11995     A2VDQ7         NA
-## 11996 11996     A2VDR2         NA
-## 11997 11997     A2VDR8         NA
-## 11998 11998     A2VDR8         NA
-## 11999 11999     A2VDR9         NA
-## 12000 12000     A2VDS1         NA
-## 12001 12001     A2VDT4         NA
-## 12002 12002     A2VDT6         NA
-## 12003 12003     A2VDU2         NA
-## 12004 12004     A2VDU2         NA
-## 12005 12005     A2VDU2         NA
-## 12006 12006     A2VDU3         NA
-## 12007 12007     A2VDW6         NA
-## 12008 12008     A2VDW9         NA
-## 12009 12009     A2VDX9         NA
-## 12010 12010     A2VDX9         NA
-## 12011 12011     A2VDX9         NA
-## 12012 12012     A2VDX9         NA
-## 12013 12013     A2VDY3         NA
-## 12014 12014     A2VDY4         NA
-## 12015 12015     A2VDY6         NA
-## 12016 12016     A2VDZ3         NA
-## 12017 12017     A2VDZ3         NA
-## 12018 12018     A2VDZ9         NA
-## 12019 12019     A2VE00         NA
-## 12020 12020     A2VE02         NA
-## 12021 12021     A2VE02         NA
-## 12022 12022     A2VE04         NA
-## 12023 12023     A2VE08         NA
-## 12024 12024     A2VE08         NA
-## 12025 12025     A2VE08         NA
-## 12026 12026     A2VE10         NA
-## 12027 12027     A2VE14         NA
-## 12028 12028     A2VE15         NA
-## 12029 12029     A2VE21         NA
-## 12030 12030     A2VE22         NA
-## 12031 12031     A2VE23         NA
-## 12032 12032     A2VE23         NA
-## 12033 12033     A2VE23         NA
-## 12034 12034     A2VE23         NA
-## 12035 12035     A2VE23         NA
-## 12036 12036     A2VE23         NA
-## 12037 12037     A2VE23         NA
-## 12038 12038     A2VE23         NA
-## 12039 12039     A2VE31         NA
-## 12040 12040     A2VE33         NA
-## 12041 12041     A2VE36         NA
-## 12042 12042     A2VE44         NA
-## 12043 12043     A2VE44         NA
-## 12044 12044     A2VE44         NA
-## 12045 12045     A2VE44         NA
-## 12046 12046     A2VE44         NA
-## 12047 12047     A2VE44         NA
-## 12048 12048     A2VE45         NA
-## 12049 12049     A2VE45         NA
-## 12050 12050     A2VE52         NA
-## 12051 12051     A2VE54         NA
-## 12052 12052     A2VE54         NA
-## 12053 12053     A2VE56         NA
-## 12054 12054     A2VE67         NA
-## 12055 12055     A2VE70         NA
-## 12056 12056     A2VE70         NA
-## 12057 12057     A2VE70         NA
-## 12058 12058     A2VE78         NA
-## 12059 12059     A2VE78         NA
-## 12060 12060     A2VE99         NA
-## 12061 12061     A2VE99         NA
-## 12062 12062     A2VE99         NA
-## 12063 12063     A2VEA3         NA
-## 12064 12064     A2VEC9         NA
-## 12065 12065     A2VEC9         NA
-## 12066 12066     A2VEC9         NA
-## 12067 12067     A2VEC9         NA
-## 12068 12068     A2VEC9         NA
-## 12069 12069     A2VEC9         NA
-## 12070 12070     A2VEC9         NA
-## 12071 12071     A2VEC9         NA
-## 12072 12072     A2VEC9         NA
-## 12073 12073     A2VEC9         NA
-## 12074 12074     A2VEC9         NA
-## 12075 12075     A2VEC9         NA
-## 12076 12076     A2VEC9         NA
-## 12077 12077     A2VEC9         NA
-## 12078 12078     A2VEI2         NA
-## 12079 12079     A2WK50       4530
-## 12080 12080     A2WKP3       4530
-## 12081 12081     A2WKP3       4530
-## 12082 12082     A2WKP3       4530
-## 12083 12083     A2WKP5       4530
-## 12084 12084     A2WKP5       4530
-## 12085 12085     A2WKS3       4530
-## 12086 12086     A2WKS3       4530
-## 12087 12087     A2WKS5       4530
-## 12088 12088     A2WKS5       4530
-## 12089 12089     A2WKS8       4530
-## 12090 12090     A2WKS8       4530
-## 12091 12091     A2WKT1       4530
-## 12092 12092     A2WKT1       4530
-## 12093 12093     A2WKT4       4530
-## 12094 12094     A2WKT4       4530
-## 12095 12095     A2WL19       4530
-## 12096 12096     A2WLR5       4530
-## 12097 12097     A2WLR5       4530
-## 12098 12098     A2WM14       4530
-## 12099 12099     A2WM14       4530
-## 12100 12100     A2WM14       4530
-## 12101 12101     A2WMG6       4530
-## 12102 12102     A2WMG6       4530
-## 12103 12103     A2WMK1       4530
-## 12104 12104     A2WMK7       4530
-## 12105 12105     A2WN93       4530
-## 12106 12106     A2WNF5       4530
-## 12107 12107     A2WNF5       4530
-## 12108 12108     A2WNF5       4530
-## 12109 12109     A2WNF5       4530
-## 12110 12110     A2WNH1       4530
-## 12111 12111     A2WNM0       4530
-## 12112 12112     A2WPU3       4530
-## 12113 12113     A2WPU3       4530
-## 12114 12114     A2WQG7       4530
-## 12115 12115     A2WQG7       4530
-## 12116 12116     A2WSD3       4530
-## 12117 12117     A2WSD3       4530
-## 12118 12118     A2WSH0       4530
-## 12119 12119     A2WSH0       4530
-## 12120 12120     A2WT96       4530
-## 12121 12121     A2WT96       4530
-## 12122 12122     A2WTA0       4530
-## 12123 12123     A2WTQ5       4530
-## 12124 12124     A2WTQ5       4530
-## 12125 12125     A2WV32       4530
-## 12126 12126     A2WV32       4530
-## 12127 12127     A2WV32       4530
-## 12128 12128     A2WV32       4530
-## 12129 12129     A2WV32       4530
-## 12130 12130     A2WV68       4530
-## 12131 12131     A2WV68       4530
-## 12132 12132     A2WWU2       4530
-## 12133 12133     A2WWU7       4530
-## 12134 12134     A2WWU7       4530
-## 12135 12135     A2WWU7       4530
-## 12136 12136     A2WWU7       4530
-## 12137 12137     A2WXB2       4530
-## 12138 12138     A2WXR5       4530
-## 12139 12139     A2WXR5       4530
-## 12140 12140     A2WXT0       4530
-## 12141 12141     A2WXT0       4530
-## 12142 12142     A2WXT0       4530
-## 12143 12143     A2WXU2       4530
-## 12144 12144     A2WXU2       4530
-## 12145 12145     A2WXU2       4530
-## 12146 12146     A2WXX3       4530
-## 12147 12147     A2WY46       4530
-## 12148 12148     A2WY46       4530
-## 12149 12149     A2WY46       4530
-## 12150 12150     A2WY50       4530
-## 12151 12151     A2WY50       4530
-## 12152 12152     A2WYE9       4530
-## 12153 12153     A2WYG9       4530
-## 12154 12154     A2WYI4       4530
-## 12155 12155     A2WYI4       4530
-## 12156 12156     A2X0M1       4530
-## 12157 12157     A2X0M1       4530
-## 12158 12158     A2X0M1       4530
-## 12159 12159     A2X0N9       4530
-## 12160 12160     A2X0Q3       4530
-## 12161 12161     A2X1A1       4530
-## 12162 12162     A2X1N2       4530
-## 12163 12163     A2X1N2       4530
-## 12164 12164     A2X208       4530
-## 12165 12165     A2X208       4530
-## 12166 12166     A2X208       4530
-## 12167 12167     A2X208       4530
-## 12168 12168     A2X208       4530
-## 12169 12169     A2X254       4530
-## 12170 12170     A2X2H7       4530
-## 12171 12171     A2X2H7       4530
-## 12172 12172     A2X2I0       4530
-## 12173 12173     A2X2I0       4530
-## 12174 12174     A2X2K3       4530
-## 12175 12175     A2X2K3       4530
-## 12176 12176     A2X2K3       4530
-## 12177 12177     A2X3S3       4530
-## 12178 12178     A2X3S3       4530
-## 12179 12179     A2X462       4530
-## 12180 12180     A2X4M8       4530
-## 12181 12181     A2X4M8       4530
-## 12182 12182     A2X4M8       4530
-## 12183 12183     A2X5B4       4530
-## 12184 12184     A2X5B4       4530
-## 12185 12185     A2X5H5       4530
-## 12186 12186     A2X5P7       4530
-## 12187 12187     A2X5P7       4530
-## 12188 12188     A2X635       4530
-## 12189 12189     A2X635       4530
-## 12190 12190     A2X674       4530
-## 12191 12191     A2X674       4530
-## 12192 12192     A2X6E6       4530
-## 12193 12193     A2X6X1       4530
-## 12194 12194     A2X6X1       4530
-## 12195 12195     A2X7F7       4530
-## 12196 12196     A2X7F7       4530
-## 12197 12197     A2X7Q3       4530
-## 12198 12198     A2X7Q3       4530
-## 12199 12199     A2X7Q3       4530
-## 12200 12200     A2X7Q3       4530
-## 12201 12201     A2X7U1       4530
-## 12202 12202     A2X7U1       4530
-## 12203 12203     A2X8A7       4530
-## 12204 12204     A2X8A7       4530
-## 12205 12205     A2X8M8       4530
-## 12206 12206     A2X933       4530
-## 12207 12207     A2X980       4530
-## 12208 12208     A2X980       4530
-## 12209 12209     A2X980       4530
-## 12210 12210     A2X9W8       4530
-## 12211 12211     A2X9W8       4530
-## 12212 12212     A2XA73       4530
-## 12213 12213     A2XAM0       4530
-## 12214 12214     A2XAM0       4530
-## 12215 12215     A2XAV5       4530
-## 12216 12216     A2XAV5       4530
-## 12217 12217     A2XAV5       4530
-## 12218 12218     A2XAV5       4530
-## 12219 12219     A2XAV5       4530
-## 12220 12220     A2XAV5       4530
-## 12221 12221     A2XB18       4530
-## 12222 12222     A2XBL9       4530
-## 12223 12223     A2XCD4       4530
-## 12224 12224     A2XCD4       4530
-## 12225 12225     A2XCH8       4530
-## 12226 12226     A2XCJ1       4530
-## 12227 12227     A2XCN6       4530
-## 12228 12228     A2XCT8       4530
-## 12229 12229     A2XD08       4530
-## 12230 12230     A2XD08       4530
-## 12231 12231     A2XD08       4530
-## 12232 12232     A2XD08       4530
-## 12233 12233     A2XD08       4530
-## 12234 12234     A2XD15       4530
-## 12235 12235     A2XD35       4530
-## 12236 12236     A2XD35       4530
-## 12237 12237     A2XD35       4530
-## 12238 12238     A2XDA1       4530
-## 12239 12239     A2XDD6       4530
-## 12240 12240     A2XDD6       4530
-## 12241 12241     A2XDG4       4530
-## 12242 12242     A2XDG4       4530
-## 12243 12243     A2XDG4       4530
-## 12244 12244     A2XDK5       4530
-## 12245 12245     A2XDK5       4530
-## 12246 12246     A2XDK8       4530
-## 12247 12247     A2XDK8       4530
-## 12248 12248     A2XE76       4530
-## 12249 12249     A2XE76       4530
-## 12250 12250     A2XE76       4530
-## 12251 12251     A2XE76       4530
-## 12252 12252     A2XED8       4530
-## 12253 12253     A2XF66       4530
-## 12254 12254     A2XF66       4530
-## 12255 12255     A2XFB7       4530
-## 12256 12256     A2XFB7       4530
-## 12257 12257     A2XFB7       4530
-## 12258 12258     A2XFC1       4530
-## 12259 12259     A2XFC1       4530
-## 12260 12260     A2XFC1       4530
-## 12261 12261     A2XFI3       4530
-## 12262 12262     A2XFI3       4530
-## 12263 12263     A2XFP3       4530
-## 12264 12264     A2XFP3       4530
-## 12265 12265     A2XFQ8       4530
-## 12266 12266     A2XFT5       4530
-## 12267 12267     A2XFT5       4530
-## 12268 12268     A2XFT6       4530
-## 12269 12269     A2XFU4       4530
-## 12270 12270     A2XFW2       4530
-## 12271 12271     A2XFW2       4530
-## 12272 12272     A2XG55       4530
-## 12273 12273     A2XG55       4530
-## 12274 12274     A2XG55       4530
-## 12275 12275     A2XG77       4530
-## 12276 12276     A2XG77       4530
-## 12277 12277     A2XG77       4530
-## 12278 12278     A2XG77       4530
-## 12279 12279     A2XG77       4530
-## 12280 12280     A2XG77       4530
-## 12281 12281     A2XGM7       4530
-## 12282 12282     A2XGM7       4530
-## 12283 12283     A2XGQ1       4530
-## 12284 12284     A2XHJ5       4530
-## 12285 12285     A2XHU0       4530
-## 12286 12286     A2XHU0       4530
-## 12287 12287     A2XHU0       4530
-## 12288 12288     A2XHZ9       4530
-## 12289 12289     A2XIA8       4530
-## 12290 12290     A2XIA8       4530
-## 12291 12291     A2XIA8       4530
-## 12292 12292     A2XIA8       4530
-## 12293 12293     A2XIA8       4530
-## 12294 12294     A2XIA8       4530
-## 12295 12295     A2XIA8       4530
-## 12296 12296     A2XIA8       4530
-## 12297 12297     A2XIA8       4530
-## 12298 12298     A2XIA8       4530
-## 12299 12299     A2XIK9       4530
-## 12300 12300     A2XK56       4530
-## 12301 12301     A2XK57       4530
-## 12302 12302     A2XL05       4530
-## 12303 12303     A2XLF4       4530
-## 12304 12304     A2XLF4       4530
-## 12305 12305     A2XLG5       4530
-## 12306 12306     A2XLM6       4530
-## 12307 12307     A2XLM6       4530
-## 12308 12308     A2XLV9       4530
-## 12309 12309     A2XLV9       4530
-## 12310 12310     A2XMB2       4530
-## 12311 12311     A2XMB2       4530
-## 12312 12312     A2XMJ1       4530
-## 12313 12313     A2XMJ1       4530
-## 12314 12314     A2XMN1       4530
-## 12315 12315     A2XMN1       4530
-## 12316 12316     A2XMN1       4530
-## 12317 12317     A2XMN2       4530
-## 12318 12318     A2XN66       4530
-## 12319 12319     A2XN66       4530
-## 12320 12320     A2XNL6       4530
-## 12321 12321     A2XNL6       4530
-## 12322 12322     A2XNT2       4530
-## 12323 12323     A2XNT2       4530
-## 12324 12324     A2XS50       4530
-## 12325 12325     A2XS65       4530
-## 12326 12326     A2XSL4       4530
-## 12327 12327     A2XTW9       4530
-## 12328 12328     A2XU85       4530
-## 12329 12329     A2XU85       4530
-## 12330 12330     A2XUA1       4530
-## 12331 12331     A2XUA1       4530
-## 12332 12332     A2XUA1       4530
-## 12333 12333     A2XUA1       4530
-## 12334 12334     A2XUA1       4530
-## 12335 12335     A2XUA1       4530
-## 12336 12336     A2XUA1       4530
-## 12337 12337     A2XUA1       4530
-## 12338 12338     A2XUA1       4530
-## 12339 12339     A2XUA1       4530
-## 12340 12340     A2XUA1       4530
-## 12341 12341     A2XUN8       4530
-## 12342 12342     A2XV81       4530
-## 12343 12343     A2XV81       4530
-## 12344 12344     A2XV81       4530
-## 12345 12345     A2XV81       4530
-## 12346 12346     A2XVF7       4530
-## 12347 12347     A2XVF7       4530
-## 12348 12348     A2XVF7       4530
-## 12349 12349     A2XVF7       4530
-## 12350 12350     A2XVI8       4530
-## 12351 12351     A2XVI8       4530
-## 12352 12352     A2XVN3       4530
-## 12353 12353     A2XVN3       4530
-## 12354 12354     A2XW69       4530
-## 12355 12355     A2XWL6       4530
-## 12356 12356     A2XWN6       4530
-## 12357 12357     A2XWN6       4530
-## 12358 12358     A2XX39       4530
-## 12359 12359     A2XX39       4530
-## 12360 12360     A2XX39       4530
-## 12361 12361     A2XX39       4530
-## 12362 12362     A2XX57       4530
-## 12363 12363     A2XX73       4530
-## 12364 12364     A2XY47       4530
-## 12365 12365     A2XY73       4530
-## 12366 12366     A2XYV5       4530
-## 12367 12367     A2XYW4       4530
-## 12368 12368     A2XYW8       4530
-## 12369 12369     A2XYY8       4530
-## 12370 12370     A2XZL0       4530
-## 12371 12371     A2XZL0       4530
-## 12372 12372     A2XZN0       4530
-## 12373 12373     A2XZR3       4530
-## 12374 12374     A2XZR3       4530
-## 12375 12375     A2XZR3       4530
-## 12376 12376     A2Y007       4530
-## 12377 12377     A2Y040       4530
-## 12378 12378     A2Y040       4530
-## 12379 12379     A2Y075       4530
-## 12380 12380     A2Y0Q2       4530
-## 12381 12381     A2Y0X2       4530
-## 12382 12382     A2Y2B7       4530
-## 12383 12383     A2Y3B5       4530
-## 12384 12384     A2Y3I2       4530
-## 12385 12385     A2Y3I2       4530
-## 12386 12386     A2Y3I2       4530
-## 12387 12387     A2Y4B6       4530
-## 12388 12388     A2Y4G9       4530
-## 12389 12389     A2Y4G9       4530
-## 12390 12390     A2Y4G9       4530
-## 12391 12391     A2Y4R8       4530
-## 12392 12392     A2Y4R8       4530
-## 12393 12393     A2Y533       4530
-## 12394 12394     A2Y5G8       4530
-## 12395 12395     A2Y5G8       4530
-## 12396 12396     A2Y5G8       4530
-## 12397 12397     A2Y5N0       4530
-## 12398 12398     A2Y5N0       4530
-## 12399 12399     A2Y5N0       4530
-## 12400 12400     A2Y5R6       4530
-## 12401 12401     A2Y5T7       4530
-## 12402 12402     A2Y609       4530
-## 12403 12403     A2Y720       4530
-## 12404 12404     A2Y720       4530
-## 12405 12405     A2Y720       4530
-## 12406 12406     A2Y720       4530
-## 12407 12407     A2Y720       4530
-## 12408 12408     A2Y720       4530
-## 12409 12409     A2Y720       4530
-## 12410 12410     A2Y7R3       4530
-## 12411 12411     A2Y7R3       4530
-## 12412 12412     A2Y7R3       4530
-## 12413 12413     A2Y8B9       4530
-## 12414 12414     A2Y8S6       4530
-## 12415 12415     A2Y8S6       4530
-## 12416 12416     A2Y8U6       4530
-## 12417 12417     A2Y931       4530
-## 12418 12418     A2Y931       4530
-## 12419 12419     A2Y931       4530
-## 12420 12420     A2Y9M4       4530
-## 12421 12421     A2YA15       4530
-## 12422 12422     A2YA15       4530
-## 12423 12423     A2YA15       4530
-## 12424 12424     A2YAA5       4530
-## 12425 12425     A2YAA5       4530
-## 12426 12426     A2YAA5       4530
-## 12427 12427     A2YAA5       4530
-## 12428 12428     A2YAA5       4530
-## 12429 12429     A2YAZ1       4530
-## 12430 12430     A2YB34       4530
-## 12431 12431     A2YCH5       4530
-## 12432 12432     A2YCI3       4530
-## 12433 12433     A2YD22       4530
-## 12434 12434     A2YFB4       4530
-## 12435 12435     A2YFN7       4530
-## 12436 12436     A2YFR6       4530
-## 12437 12437     A2YFT9       4530
-## 12438 12438     A2YFT9       4530
-## 12439 12439     A2YFT9       4530
-## 12440 12440     A2YFT9       4530
-## 12441 12441     A2YFT9       4530
-## 12442 12442     A2YG32       4530
-## 12443 12443     A2YG32       4530
-## 12444 12444     A2YG32       4530
-## 12445 12445     A2YG32       4530
-## 12446 12446     A2YG32       4530
-## 12447 12447     A2YG67       4530
-## 12448 12448     A2YGL9       4530
-## 12449 12449     A2YGL9       4530
-## 12450 12450     A2YGL9       4530
-## 12451 12451     A2YGR5       4530
-## 12452 12452     A2YGY2       4530
-## 12453 12453     A2YGY2       4530
-## 12454 12454     A2YH25       4530
-## 12455 12455     A2YH25       4530
-## 12456 12456     A2YH25       4530
-## 12457 12457     A2YH41       4530
-## 12458 12458     A2YH41       4530
-## 12459 12459     A2YH41       4530
-## 12460 12460     A2YH64       4530
-## 12461 12461     A2YHR9       4530
-## 12462 12462     A2YL07       4530
-## 12463 12463     A2YL07       4530
-## 12464 12464     A2YL07       4530
-## 12465 12465     A2YM35       4530
-## 12466 12466     A2YMC5       4530
-## 12467 12467     A2YMC6       4530
-## 12468 12468     A2YMH5       4530
-## 12469 12469     A2YMH5       4530
-## 12470 12470     A2YMP7       4530
-## 12471 12471     A2YMP7       4530
-## 12472 12472     A2YMR0       4530
-## 12473 12473     A2YMR0       4530
-## 12474 12474     A2YMU2       4530
-## 12475 12475     A2YMV6       4530
-## 12476 12476     A2YMV6       4530
-## 12477 12477     A2YN17       4530
-## 12478 12478     A2YN17       4530
-## 12479 12479     A2YN17       4530
-## 12480 12480     A2YN56       4530
-## 12481 12481     A2YN56       4530
-## 12482 12482     A2YN56       4530
-## 12483 12483     A2YN56       4530
-## 12484 12484     A2YN56       4530
-## 12485 12485     A2YN56       4530
-## 12486 12486     A2YN56       4530
-## 12487 12487     A2YNI2       4530
-## 12488 12488     A2YNT8       4530
-## 12489 12489     A2YP56       4530
-## 12490 12490     A2YP56       4530
-## 12491 12491     A2YP56       4530
-## 12492 12492     A2YPR8       4530
-## 12493 12493     A2YPR8       4530
-## 12494 12494     A2YPR8       4530
-## 12495 12495     A2YPR8       4530
-## 12496 12496     A2YPR8       4530
-## 12497 12497     A2YPR8       4530
-## 12498 12498     A2YPR8       4530
-## 12499 12499     A2YPR8       4530
-## 12500 12500     A2YPX3       4530
-## 12501 12501     A2YPX3       4530
-## 12502 12502     A2YQ56       4530
-## 12503 12503     A2YQ58       4530
-## 12504 12504     A2YQ93       4530
-## 12505 12505     A2YQ93       4530
-## 12506 12506     A2YQ93       4530
-## 12507 12507     A2YQB8       4530
-## 12508 12508     A2YQB8       4530
-## 12509 12509     A2YQB8       4530
-## 12510 12510     A2YQD9       4530
-## 12511 12511     A2YQL4       4530
-## 12512 12512     A2YQT7       4530
-## 12513 12513     A2YQU8       4530
-## 12514 12514     A2YQU8       4530
-## 12515 12515     A2YR02       4530
-## 12516 12516     A2YR02       4530
-## 12517 12517     A2YR02       4530
-## 12518 12518     A2YR02       4530
-## 12519 12519     A2YR02       4530
-## 12520 12520     A2YST1       4530
-## 12521 12521     A2YU42       4530
-## 12522 12522     A2YU42       4530
-## 12523 12523     A2YU42       4530
-## 12524 12524     A2YV85       4530
-## 12525 12525     A2YV85       4530
-## 12526 12526     A2YV85       4530
-## 12527 12527     A2YV85       4530
-## 12528 12528     A2YVE5       4530
-## 12529 12529     A2YVG8       4530
-## 12530 12530     A2YVG8       4530
-## 12531 12531     A2YVX1       4530
-## 12532 12532     A2YVX1       4530
-## 12533 12533     A2YVX1       4530
-## 12534 12534     A2YVX1       4530
-## 12535 12535     A2YW03       4530
-## 12536 12536     A2YW03       4530
-## 12537 12537     A2YW03       4530
-## 12538 12538     A2YW03       4530
-## 12539 12539     A2YW91       4530
-## 12540 12540     A2YW91       4530
-## 12541 12541     A2YW91       4530
-## 12542 12542     A2YWA6       4530
-## 12543 12543     A2YWA6       4530
-## 12544 12544     A2YWA6       4530
-## 12545 12545     A2YWA6       4530
-## 12546 12546     A2YWA6       4530
-## 12547 12547     A2YWC0       4530
-## 12548 12548     A2YWC0       4530
-## 12549 12549     A2YWI3       4530
-## 12550 12550     A2YWI3       4530
-## 12551 12551     A2YWQ1       4530
-## 12552 12552     A2YWQ1       4530
-## 12553 12553     A2YX04       4530
-## 12554 12554     A2YX04       4530
-## 12555 12555     A2YX04       4530
-## 12556 12556     A2YX04       4530
-## 12557 12557     A2YX04       4530
-## 12558 12558     A2YX04       4530
-## 12559 12559     A2YXC7       4530
-## 12560 12560     A2YXC7       4530
-## 12561 12561     A2YXC7       4530
-## 12562 12562     A2YXC7       4530
-## 12563 12563     A2YXI1       4530
-## 12564 12564     A2YXQ1       4530
-## 12565 12565     A2YXQ1       4530
-## 12566 12566     A2YXQ1       4530
-## 12567 12567     A2YXQ1       4530
-## 12568 12568     A2YXQ7       4530
-## 12569 12569     A2YXS5       4530
-## 12570 12570     A2YZ01       4530
-## 12571 12571     A2Z0C0       4530
-## 12572 12572     A2Z0Q0       4530
-## 12573 12573     A2Z0Q0       4530
-## 12574 12574     A2Z0Q0       4530
-## 12575 12575     A2Z182       4530
-## 12576 12576     A2Z1C8       4530
-## 12577 12577     A2Z1C8       4530
-## 12578 12578     A2Z1C8       4530
-## 12579 12579     A2Z1U1       4530
-## 12580 12580     A2Z1U1       4530
-## 12581 12581     A2Z1U1       4530
-## 12582 12582     A2Z212       4530
-## 12583 12583     A2Z212       4530
-## 12584 12584     A2Z225       4530
-## 12585 12585     A2Z225       4530
-## 12586 12586     A2Z259       4530
-## 12587 12587     A2Z259       4530
-## 12588 12588     A2Z388       4530
-## 12589 12589     A2Z388       4530
-## 12590 12590     A2Z389       4530
-## 12591 12591     A2Z3C4       4530
-## 12592 12592     A2Z4C5       4530
-## 12593 12593     A2Z5S8       4530
-## 12594 12594     A2Z669       4530
-## 12595 12595     A2Z6C5       4530
-## 12596 12596     A2Z6C5       4530
-## 12597 12597     A2Z6C5       4530
-## 12598 12598     A2Z6W1       4530
-## 12599 12599     A2Z6W1       4530
-## 12600 12600     A2Z6Z0       4530
-## 12601 12601     A2Z6Z0       4530
-## 12602 12602     A2Z730       4530
-## 12603 12603     A2Z734       4530
-## 12604 12604     A2Z734       4530
-## 12605 12605     A2Z734       4530
-## 12606 12606     A2Z8L4       4530
-## 12607 12607     A2Z8S0       4530
-## 12608 12608     A2Z928       4530
-## 12609 12609     A2Z9A6       4530
-## 12610 12610     A2Z9Q7       4530
-## 12611 12611     A2Z9W7       4530
-## 12612 12612     A2Z9W7       4530
-## 12613 12613     A2ZAC2       4530
-## 12614 12614     A2ZAC2       4530
-## 12615 12615     A2ZAI7       4530
-## 12616 12616     A2ZAI7       4530
-## 12617 12617     A2ZAK8       4530
-## 12618 12618     A2ZAK8       4530
-## 12619 12619     A2ZAK8       4530
-## 12620 12620     A2ZAK8       4530
-## 12621 12621     A2ZAK8       4530
-## 12622 12622     A2ZAS9       4530
-## 12623 12623     A2ZAT0       4530
-## 12624 12624     A2ZAX5       4530
-## 12625 12625     A2ZAX5       4530
-## 12626 12626     A2ZAX5       4530
-## 12627 12627     A2ZAX5       4530
-## 12628 12628     A2ZBG5       4530
-## 12629 12629     A2ZBW5       4530
-## 12630 12630     A2ZBW5       4530
-## 12631 12631     A2ZC67       4530
-## 12632 12632     A2ZDX4       4530
-## 12633 12633     A2ZDX6       4530
-## 12634 12634     A2ZDX8       4530
-## 12635 12635     A2ZDX8       4530
-## 12636 12636     A2ZDX8       4530
-## 12637 12637     A2ZDX9       4530
-## 12638 12638     A2ZDX9       4530
-## 12639 12639     A2ZDX9       4530
-## 12640 12640     A2ZDX9       4530
-## 12641 12641     A2ZE50       4530
-## 12642 12642     A2ZET6       4530
-## 12643 12643     A2ZET6       4530
-## 12644 12644     A2ZF66       4530
-## 12645 12645     A2ZFY7       4530
-## 12646 12646     A2ZH20       4530
-## 12647 12647     A2ZH47       4530
-## 12648 12648     A2ZH47       4530
-## 12649 12649     A2ZH47       4530
-## 12650 12650     A2ZH47       4530
-## 12651 12651     A2ZH47       4530
-## 12652 12652     A2ZHL0       4530
-## 12653 12653     A2ZHL0       4530
-## 12654 12654     A2ZHL0       4530
-## 12655 12655     A2ZHL0       4530
-## 12656 12656     A2ZHL0       4530
-## 12657 12657     A2ZI32       4530
-## 12658 12658     A2ZI32       4530
-## 12659 12659     A2ZI41       4530
-## 12660 12660     A2ZIM4       4530
-## 12661 12661     A2ZIW7       4530
-## 12662 12662     A2ZIW7       4530
-## 12663 12663     A2ZIW7       4530
-## 12664 12664     A2ZIW7       4530
-## 12665 12665     A2ZIW7       4530
-## 12666 12666     A2ZJC9       4530
-## 12667 12667     A2ZJC9       4530
-## 12668 12668     A2ZJC9       4530
-## 12669 12669     A2ZJC9       4530
-## 12670 12670     A2ZJC9       4530
-## 12671 12671     A2ZJC9       4530
-## 12672 12672     A2ZJC9       4530
-## 12673 12673     A2ZK26       4530
-## 12674 12674     A2ZK29       4530
-## 12675 12675     A2ZLS4       4530
-## 12676 12676     A2ZLU6       4530
-## 12677 12677     A2ZLU6       4530
-## 12678 12678     A2ZLU6       4530
-## 12679 12679     A2ZLU6       4530
-## 12680 12680     A2ZLU6       4530
-## 12681 12681     A2ZM73       4530
-## 12682 12682     A2ZMM4       4530
-## 12683 12683     A2ZMN9       4530
-## 12684 12684     A2ZMR9       4530
-## 12685 12685     A2ZRY8       4530
-## 12686 12686     A2ZU80       4530
-## 12687 12687     A2ZU80       4530
-## 12688 12688     A2ZU80       4530
-## 12689 12689     A2ZU80       4530
-## 12690 12690     A2ZU80       4530
-## 12691 12691     A2ZVG7       4530
-## 12692 12692     A2ZVG7       4530
-## 12693 12693     A2ZVY5       4530
-## 12694 12694     A2ZVY5       4530
-## 12695 12695     A2ZVY5       4530
-## 12696 12696     A2ZX50       4530
-## 12697 12697     A3A2W2       4530
-## 12698 12698     A3A2W2       4530
-## 12699 12699     A3A2W2       4530
-## 12700 12700     A3A2W2       4530
-## 12701 12701     A3A2W2       4530
-## 12702 12702     A3A2W2       4530
-## 12703 12703     A3A2W2       4530
-## 12704 12704     A3A8Q4       4530
-## 12705 12705     A3A8Q4       4530
-## 12706 12706     A3A8Q4       4530
-## 12707 12707     A3A8Q4       4530
-## 12708 12708     A3A8Q4       4530
-## 12709 12709     A3A8Q4       4530
-## 12710 12710     A3A8W6       4530
-## 12711 12711     A3A8W6       4530
-## 12712 12712     A3A8W6       4530
-## 12713 12713     A3A8W6       4530
-## 12714 12714     A3A9H6       4530
-## 12715 12715     A3AB67       4530
-## 12716 12716     A3AB67       4530
-## 12717 12717     A3AB67       4530
-## 12718 12718     A3AB67       4530
-## 12719 12719     A3AB67       4530
-## 12720 12720     A3AB67       4530
-## 12721 12721     A3AB67       4530
-## 12722 12722     A3AB67       4530
-## 12723 12723     A3AB67       4530
-## 12724 12724     A3AB67       4530
-## 12725 12725     A3AB67       4530
-## 12726 12726     A3AB67       4530
-## 12727 12727     A3ACF3       4530
-## 12728 12728     A3AF13       4530
-## 12729 12729     A3AF13       4530
-## 12730 12730     A3AF13       4530
-## 12731 12731     A3AGM4       4530
-## 12732 12732     A3AGM4       4530
-## 12733 12733     A3AHG5       4530
-## 12734 12734     A3AHG5       4530
-## 12735 12735     A3AHG5       4530
-## 12736 12736     A3AHG5       4530
-## 12737 12737     A3AVH5       4530
-## 12738 12738     A3AVH5       4530
-## 12739 12739     A3AVH5       4530
-## 12740 12740     A3AVH5       4530
-## 12741 12741     A3AVP1       4530
-## 12742 12742     A3AVP1       4530
-## 12743 12743     A3AZ88       4530
-## 12744 12744     A3AZ88       4530
-## 12745 12745     A3AZ88       4530
-## 12746 12746     A3AZ89       4530
-## 12747 12747     A3AZ89       4530
-## 12748 12748     A3B6V0       4530
-## 12749 12749     A3B6V0       4530
-## 12750 12750     A3B9A0       4530
-## 12751 12751     A3B9A0       4530
-## 12752 12752     A3B9A0       4530
-## 12753 12753     A3B9A0       4530
-## 12754 12754     A3BE68       4530
-## 12755 12755     A3BH85       4530
-## 12756 12756     A3BH85       4530
-## 12757 12757     A3BH85       4530
-## 12758 12758     A3BH91       4530
-## 12759 12759     A3BI11       4530
-## 12760 12760     A3BI11       4530
-## 12761 12761     A3BLC3       4530
-## 12762 12762     A3BMN9       4530
-## 12763 12763     A3BMN9       4530
-## 12764 12764     A3BN26       4530
-## 12765 12765     A3BN26       4530
-## 12766 12766     A3BN26       4530
-## 12767 12767     A3BN26       4530
-## 12768 12768     A3BPF2       4530
-## 12769 12769     A3BPF2       4530
-## 12770 12770     A3BPF2       4530
-## 12771 12771     A3BPF2       4530
-## 12772 12772     A3BPF2       4530
-## 12773 12773     A3BT52       4530
-## 12774 12774     A3BT52       4530
-## 12775 12775     A3BT52       4530
-## 12776 12776     A3BT52       4530
-## 12777 12777     A3BUD2       4530
-## 12778 12778     A3BUD2       4530
-## 12779 12779     A3BUD2       4530
-## 12780 12780     A3BUD2       4530
-## 12781 12781     A3BUD2       4530
-## 12782 12782     A3BV82       4530
-## 12783 12783     A3BV82       4530
-## 12784 12784     A3BWJ9       4530
-## 12785 12785     A3BWJ9       4530
-## 12786 12786     A3BXL8       4530
-## 12787 12787     A3BXL8       4530
-## 12788 12788     A3BYC1       4530
-## 12789 12789     A3BYC1       4530
-## 12790 12790     A3BYC1       4530
-## 12791 12791     A3C057       4530
-## 12792 12792     A3C4H3       4530
-## 12793 12793     A3C4H3       4530
-## 12794 12794     A3C4N5       4530
-## 12795 12795     A3C4N5       4530
-## 12796 12796     A3C5A7       4530
-## 12797 12797     A3C5A7       4530
-## 12798 12798     A3C5A7       4530
-## 12799 12799     A3C5A7       4530
-## 12800 12800     A3C5A7       4530
-## 12801 12801     A3C5A7       4530
-## 12802 12802     A3C5A7       4530
-## 12803 12803     A3CCP9       4530
-## 12804 12804     A3CEM4       4530
-## 12805 12805     A3CG83       4530
-## 12806 12806     A3CG83       4530
-## 12807 12807     A3CG83       4530
-## 12808 12808     A3CG83       4530
-## 12809 12809     A3CG83       4530
-## 12810 12810     A3CG83       4530
-## 12811 12811     A3CJX7       1305
-## 12812 12812     A3CJY8       1305
-## 12813 12813     A3CK49       1305
-## 12814 12814     A3CK49       1305
-## 12815 12815     A3CK50       1305
-## 12816 12816     A3CK66       1305
-## 12817 12817     A3CK69       1305
-## 12818 12818     A3CK69       1305
-## 12819 12819     A3CK71       1305
-## 12820 12820     A3CK83       1305
-## 12821 12821     A3CK88       1305
-## 12822 12822     A3CKT0       1305
-## 12823 12823     A3CKU4       1305
-## 12824 12824     A3CKU4       1305
-## 12825 12825     A3CKV4       1305
-## 12826 12826     A3CKV4       1305
-## 12827 12827     A3CL56       1305
-## 12828 12828     A3CL57       1305
-## 12829 12829     A3CLF4       1305
-## 12830 12830     A3CLF8       1305
-## 12831 12831     A3CLF8       1305
-## 12832 12832     A3CLH4       1305
-## 12833 12833     A3CLI0       1305
-## 12834 12834     A3CLI1       1305
-## 12835 12835     A3CLP1       1305
-## 12836 12836     A3CLQ4       1305
-## 12837 12837     A3CLS2       1305
-## 12838 12838     A3CLS2       1305
-## 12839 12839     A3CLS9       1305
-## 12840 12840     A3CLS9       1305
-## 12841 12841     A3CLX4       1305
-## 12842 12842     A3CLY1       1305
-## 12843 12843     A3CLY1       1305
-## 12844 12844     A3CLY3       1305
-## 12845 12845     A3CLY3       1305
-## 12846 12846     A3CLY4       1305
-## 12847 12847     A3CM01       1305
-## 12848 12848     A3CM02       1305
-## 12849 12849     A3CM02       1305
-## 12850 12850     A3CM02       1305
-## 12851 12851     A3CM09       1305
-## 12852 12852     A3CM10       1305
-## 12853 12853     A3CM11       1305
-## 12854 12854     A3CM14       1305
-## 12855 12855     A3CM33       1305
-## 12856 12856     A3CM33       1305
-## 12857 12857     A3CM33       1305
-## 12858 12858     A3CM33       1305
-## 12859 12859     A3CM55       1305
-## 12860 12860     A3CM59       1305
-## 12861 12861     A3CM59       1305
-## 12862 12862     A3CM69       1305
-## 12863 12863     A3CM69       1305
-## 12864 12864     A3CMA0       1305
-## 12865 12865     A3CMP6       1305
-## 12866 12866     A3CMS0       1305
-## 12867 12867     A3CMT0       1305
-## 12868 12868     A3CMU9       1305
-## 12869 12869     A3CN08       1305
-## 12870 12870     A3CN38       1305
-## 12871 12871     A3CN49       1305
-## 12872 12872     A3CN81       1305
-## 12873 12873     A3CN88       1305
-## 12874 12874     A3CNB0       1305
-## 12875 12875     A3CNI5       1305
-## 12876 12876     A3CNI9       1305
-## 12877 12877     A3CNT1       1305
-## 12878 12878     A3CNT3       1305
-## 12879 12879     A3CNT9       1305
-## 12880 12880     A3CNT9       1305
-## 12881 12881     A3CNU0       1305
-## 12882 12882     A3CNU0       1305
-## 12883 12883     A3CNY7       1305
-## 12884 12884     A3CNZ0       1305
-## 12885 12885     A3CP10       1305
-## 12886 12886     A3CP17       1305
-## 12887 12887     A3CP17       1305
-## 12888 12888     A3CP32       1305
-## 12889 12889     A3CP32       1305
-## 12890 12890     A3CP94       1305
-## 12891 12891     A3CPA5       1305
-## 12892 12892     A3CPC4       1305
-## 12893 12893     A3CPC4       1305
-## 12894 12894     A3CPC4       1305
-## 12895 12895     A3CPM5       1305
-## 12896 12896     A3CPQ8       1305
-## 12897 12897     A3CPX8       1305
-## 12898 12898     A3CPX8       1305
-## 12899 12899     A3CPY3       1305
-## 12900 12900     A3CPZ6       1305
-## 12901 12901     A3CPZ9       1305
-## 12902 12902     A3CQ18       1305
-## 12903 12903     A3CQ18       1305
-## 12904 12904     A3CQ18       1305
-## 12905 12905     A3CQ18       1305
-## 12906 12906     A3CQ45       1305
-## 12907 12907     A3CQ60       1305
-## 12908 12908     A3CQ60       1305
-## 12909 12909     A3CQB0       1305
-## 12910 12910     A3CQB0       1305
-## 12911 12911     A3CQB5       1305
-## 12912 12912     A3CQB8       1305
-## 12913 12913     A3CQC2       1305
-## 12914 12914     A3CQC2       1305
-## 12915 12915     A3CQD3       1305
-## 12916 12916     A3CQG6       1305
-## 12917 12917     A3CQG6       1305
-## 12918 12918     A3CQG6       1305
-## 12919 12919     A3CQI2       1305
-## 12920 12920     A3CQI2       1305
-## 12921 12921     A3CQM2       1305
-## 12922 12922     A3CQP8       1305
-## 12923 12923     A3CQQ3       1305
-## 12924 12924     A3CQT4       1305
-## 12925 12925     A3CQT5       1305
-## 12926 12926     A3CQT5       1305
-## 12927 12927     A3CQT5       1305
-## 12928 12928     A3CQT5       1305
-## 12929 12929     A3CQV0       1305
-## 12930 12930     A3CQW3       1305
-## 12931 12931     A3CQZ6       1305
-## 12932 12932     A3CR11       1305
-## 12933 12933     A3CR85       1305
-## 12934 12934     A3CRA2       1305
-## 12935 12935     A3CRB2       1305
-## 12936 12936     A3CRI3       2198
-## 12937 12937     A3CRI3       2198
-## 12938 12938     A3CRK8       2198
-## 12939 12939     A3CRT6       2198
-## 12940 12940     A3CRT9       2198
-## 12941 12941     A3CRT9       2198
-## 12942 12942     A3CS45       2198
-## 12943 12943     A3CS68       2198
-## 12944 12944     A3CSG3       2198
-## 12945 12945     A3CSG3       2198
-## 12946 12946     A3CSI6       2198
-## 12947 12947     A3CSI6       2198
-## 12948 12948     A3CSJ1       2198
-## 12949 12949     A3CSJ5       2198
-## 12950 12950     A3CSL0       2198
-## 12951 12951     A3CSQ6       2198
-## 12952 12952     A3CSQ6       2198
-## 12953 12953     A3CSQ6       2198
-## 12954 12954     A3CSQ6       2198
-## 12955 12955     A3CST9       2198
-## 12956 12956     A3CSU7       2198
-## 12957 12957     A3CSZ7       2198
-## 12958 12958     A3CSZ8       2198
-## 12959 12959     A3CT03       2198
-## 12960 12960     A3CT07       2198
-## 12961 12961     A3CT08       2198
-## 12962 12962     A3CT17       2198
-## 12963 12963     A3CT23       2198
-## 12964 12964     A3CT77       2198
-## 12965 12965     A3CT77       2198
-## 12966 12966     A3CTR4       2198
-## 12967 12967     A3CTR9       2198
-## 12968 12968     A3CTU1       2198
-## 12969 12969     A3CU63       2198
-## 12970 12970     A3CU65       2198
-## 12971 12971     A3CU65       2198
-## 12972 12972     A3CU73       2198
-## 12973 12973     A3CU73       2198
-## 12974 12974     A3CU82       2198
-## 12975 12975     A3CU83       2198
-## 12976 12976     A3CU84       2198
-## 12977 12977     A3CU85       2198
-## 12978 12978     A3CUG8       2198
-## 12979 12979     A3CUG8       2198
-## 12980 12980     A3CUG8       2198
-## 12981 12981     A3CUS9       2198
-## 12982 12982     A3CV35       2198
-## 12983 12983     A3CVB4       2198
-## 12984 12984     A3CVI7       2198
-## 12985 12985     A3CVJ3       2198
-## 12986 12986     A3CVP2       2198
-## 12987 12987     A3CVP8       2198
-## 12988 12988     A3CVP8       2198
-## 12989 12989     A3CVQ3       2198
-## 12990 12990     A3CW49       2198
-## 12991 12991     A3CW66       2198
-## 12992 12992     A3CWF9       2198
-## 12993 12993     A3CWH8       2198
-## 12994 12994     A3CWJ3       2198
-## 12995 12995     A3CWL0       2198
-## 12996 12996     A3CWL3       2198
-## 12997 12997     A3CWQ6       2198
-## 12998 12998     A3CWU4       2198
-## 12999 12999     A3CWW3       2198
-## 13000 13000     A3CWZ5       2198
-## 13001 13001     A3CXE7       2198
-## 13002 13002     A3CXH4       2198
-## 13003 13003     A3CXN8       2198
-## 13004 13004     A3CXP8       2198
-## 13005 13005     A3CXS0       2198
-## 13006 13006     A3CXS4       2198
-## 13007 13007     A3CYJ4      62322
-## 13008 13008     A3CYK8      62322
-## 13009 13009     A3CYL0      62322
-## 13010 13010     A3CYW8      62322
-## 13011 13011     A3CYW8      62322
-## 13012 13012     A3CYX8      62322
-## 13013 13013     A3CYX8      62322
-## 13014 13014     A3CZL2      62322
-## 13015 13015     A3CZL8      62322
-## 13016 13016     A3CZM1      62322
-## 13017 13017     A3CZM9      62322
-## 13018 13018     A3CZU7      62322
-## 13019 13019     A3CZU7      62322
-## 13020 13020     A3CZX1      62322
-## 13021 13021     A3CZY6      62322
-## 13022 13022     A3CZY6      62322
-## 13023 13023     A3D001      62322
-## 13024 13024     A3D015      62322
-## 13025 13025     A3D039      62322
-## 13026 13026     A3D0G0      62322
-## 13027 13027     A3D0G0      62322
-## 13028 13028     A3D0U1      62322
-## 13029 13029     A3D0Y0      62322
-## 13030 13030     A3D0Y0      62322
-## 13031 13031     A3D0Y7      62322
-## 13032 13032     A3D178      62322
-## 13033 13033     A3D180      62322
-## 13034 13034     A3D180      62322
-## 13035 13035     A3D1F4      62322
-## 13036 13036     A3D1F4      62322
-## 13037 13037     A3D1R1      62322
-## 13038 13038     A3D1R5      62322
-## 13039 13039     A3D1S4      62322
-## 13040 13040     A3D1T9      62322
-## 13041 13041     A3D1U3      62322
-## 13042 13042     A3D1W0      62322
-## 13043 13043     A3D286      62322
-## 13044 13044     A3D2B1      62322
-## 13045 13045     A3D2C6      62322
-## 13046 13046     A3D2D1      62322
-## 13047 13047     A3D2K5      62322
-## 13048 13048     A3D2K6      62322
-## 13049 13049     A3D2L6      62322
-## 13050 13050     A3D2L9      62322
-## 13051 13051     A3D2M7      62322
-## 13052 13052     A3D302      62322
-## 13053 13053     A3D306      62322
-## 13054 13054     A3D382      62322
-## 13055 13055     A3D3E2      62322
-## 13056 13056     A3D3E2      62322
-## 13057 13057     A3D3E8      62322
-## 13058 13058     A3D3E8      62322
-## 13059 13059     A3D3H1      62322
-## 13060 13060     A3D3H1      62322
-## 13061 13061     A3D3S2      62322
-## 13062 13062     A3D3V7      62322
-## 13063 13063     A3D440      62322
-## 13064 13064     A3D474      62322
-## 13065 13065     A3D4A6      62322
-## 13066 13066     A3D4J3      62322
-## 13067 13067     A3D4J3      62322
-## 13068 13068     A3D4P4      62322
-## 13069 13069     A3D574      62322
-## 13070 13070     A3D5J3      62322
-## 13071 13071     A3D5K4      62322
-## 13072 13072     A3D5L4      62322
-## 13073 13073     A3D5M8      62322
-## 13074 13074     A3D5N7      62322
-## 13075 13075     A3D5P1      62322
-## 13076 13076     A3D5Q0      62322
-## 13077 13077     A3D5Q5      62322
-## 13078 13078     A3D5Y2      62322
-## 13079 13079     A3D631      62322
-## 13080 13080     A3D671      62322
-## 13081 13081     A3D671      62322
-## 13082 13082     A3D671      62322
-## 13083 13083     A3D671      62322
-## 13084 13084     A3D684      62322
-## 13085 13085     A3D6V0      62322
-## 13086 13086     A3D6V4      62322
-## 13087 13087     A3D6V4      62322
-## 13088 13088     A3D705      62322
-## 13089 13089     A3D705      62322
-## 13090 13090     A3D710      62322
-## 13091 13091     A3D783      62322
-## 13092 13092     A3D783      62322
-## 13093 13093     A3D783      62322
-## 13094 13094     A3D790      62322
-## 13095 13095     A3D790      62322
-## 13096 13096     A3D795      62322
-## 13097 13097     A3D7B5      62322
-## 13098 13098     A3D7J1      62322
-## 13099 13099     A3D7J4      62322
-## 13100 13100     A3D7J9      62322
-## 13101 13101     A3D7K1      62322
-## 13102 13102     A3D7K1      62322
-## 13103 13103     A3D7K6      62322
-## 13104 13104     A3D7L4      62322
-## 13105 13105     A3D7M5      62322
-## 13106 13106     A3D7N6      62322
-## 13107 13107     A3D7N6      62322
-## 13108 13108     A3D7P9      62322
-## 13109 13109     A3D7T3      62322
-## 13110 13110     A3D7T3      62322
-## 13111 13111     A3D7T3      62322
-## 13112 13112     A3D7V9      62322
-## 13113 13113     A3D7V9      62322
-## 13114 13114     A3D7X7      62322
-## 13115 13115     A3D7X8      62322
-## 13116 13116     A3D829      62322
-## 13117 13117     A3D837      62322
-## 13118 13118     A3D837      62322
-## 13119 13119     A3D8E4      62322
-## 13120 13120     A3D8Q2      62322
-## 13121 13121     A3D8Q2      62322
-## 13122 13122     A3D8R8      62322
-## 13123 13123     A3D8W9      62322
-## 13124 13124     A3D8W9      62322
-## 13125 13125     A3D9A3      62322
-## 13126 13126     A3D9A3      62322
-## 13127 13127     A3D9F4      62322
-## 13128 13128     A3D9F4      62322
-## 13129 13129     A3D9F5      62322
-## 13130 13130     A3D9F6      62322
-## 13131 13131     A3D9Q3      62322
-## 13132 13132     A3D9Q3      62322
-## 13133 13133     A3D9T2      62322
-## 13134 13134     A3D9W6      62322
-## 13135 13135     A3DA03      62322
-## 13136 13136     A3DA57      62322
-## 13137 13137     A3DA60      62322
-## 13138 13138     A3DA71      62322
-## 13139 13139     A3DA72      62322
-## 13140 13140     A3DA84      62322
-## 13141 13141     A3DA84      62322
-## 13142 13142     A3DAB2      62322
-## 13143 13143     A3DAC1      62322
-## 13144 13144     A3DAF4      62322
-## 13145 13145     A3DAF4      62322
-## 13146 13146     A3DAN0      62322
-## 13147 13147     A3DAR2      62322
-## 13148 13148     A3DAR6      62322
-## 13149 13149     A3DBE8       1515
-## 13150 13150     A3DBK4       1515
-## 13151 13151     A3DBL9       1515
-## 13152 13152     A3DBQ1       1515
-## 13153 13153     A3DBS5       1515
-## 13154 13154     A3DBS5       1515
-## 13155 13155     A3DBS5       1515
-## 13156 13156     A3DBS5       1515
-## 13157 13157     A3DBX3       1515
-## 13158 13158     A3DBX3       1515
-## 13159 13159     A3DC29       1515
-## 13160 13160     A3DC29       1515
-## 13161 13161     A3DC29       1515
-## 13162 13162     A3DCG9       1515
-## 13163 13163     A3DCH1       1515
-## 13164 13164     A3DCH1       1515
-## 13165 13165     A3DCH1       1515
-## 13166 13166     A3DCH1       1515
-## 13167 13167     A3DCH1       1515
-## 13168 13168     A3DCH7       1515
-## 13169 13169     A3DCH7       1515
-## 13170 13170     A3DD83       1515
-## 13171 13171     A3DDD8       1515
-## 13172 13172     A3DDG7       1515
-## 13173 13173     A3DDJ7       1515
-## 13174 13174     A3DDN1       1515
-## 13175 13175     A3DDR3       1515
-## 13176 13176     A3DDR3       1515
-## 13177 13177     A3DDR3       1515
-## 13178 13178     A3DDR3       1515
-## 13179 13179     A3DDS8       1515
-## 13180 13180     A3DDV6       1515
-## 13181 13181     A3DDX7       1515
-## 13182 13182     A3DDZ7       1515
-## 13183 13183     A3DE13       1515
-## 13184 13184     A3DE29       1515
-## 13185 13185     A3DE29       1515
-## 13186 13186     A3DE34       1515
-## 13187 13187     A3DE35       1515
-## 13188 13188     A3DE43       1515
-## 13189 13189     A3DE44       1515
-## 13190 13190     A3DE44       1515
-## 13191 13191     A3DE44       1515
-## 13192 13192     A3DE44       1515
-## 13193 13193     A3DE48       1515
-## 13194 13194     A3DE52       1515
-## 13195 13195     A3DE56       1515
-## 13196 13196     A3DE59       1515
-## 13197 13197     A3DE59       1515
-## 13198 13198     A3DE59       1515
-## 13199 13199     A3DE67       1515
-## 13200 13200     A3DE67       1515
-## 13201 13201     A3DE67       1515
-## 13202 13202     A3DE77       1515
-## 13203 13203     A3DE86       1515
-## 13204 13204     A3DE88       1515
-## 13205 13205     A3DEE4       1515
-## 13206 13206     A3DEE4       1515
-## 13207 13207     A3DEE6       1515
-## 13208 13208     A3DEL6       1515
-## 13209 13209     A3DEQ2       1515
-## 13210 13210     A3DET1       1515
-## 13211 13211     A3DET1       1515
-## 13212 13212     A3DET1       1515
-## 13213 13213     A3DEU0       1515
-## 13214 13214     A3DEU0       1515
-## 13215 13215     A3DF04       1515
-## 13216 13216     A3DF04       1515
-## 13217 13217     A3DF15       1515
-## 13218 13218     A3DF24       1515
-## 13219 13219     A3DF24       1515
-## 13220 13220     A3DF24       1515
-## 13221 13221     A3DF25       1515
-## 13222 13222     A3DF27       1515
-## 13223 13223     A3DF29       1515
-## 13224 13224     A3DF35       1515
-## 13225 13225     A3DF46       1515
-## 13226 13226     A3DF48       1515
-## 13227 13227     A3DFA0       1515
-## 13228 13228     A3DFA0       1515
-## 13229 13229     A3DFA0       1515
-## 13230 13230     A3DFC2       1515
-## 13231 13231     A3DGF7       1515
-## 13232 13232     A3DGF7       1515
-## 13233 13233     A3DGK6       1515
-## 13234 13234     A3DGS7       1515
-## 13235 13235     A3DH19       1515
-## 13236 13236     A3DH19       1515
-## 13237 13237     A3DH19       1515
-## 13238 13238     A3DH20       1515
-## 13239 13239     A3DH67       1515
-## 13240 13240     A3DH67       1515
-## 13241 13241     A3DHD2       1515
-## 13242 13242     A3DHD2       1515
-## 13243 13243     A3DHH6       1515
-## 13244 13244     A3DHH6       1515
-## 13245 13245     A3DHN7       1515
-## 13246 13246     A3DHY6       1515
-## 13247 13247     A3DHZ3       1515
-## 13248 13248     A3DHZ7       1515
-## 13249 13249     A3DI22       1515
-## 13250 13250     A3DIL4       1515
-## 13251 13251     A3DIM5       1515
-## 13252 13252     A3DIM9       1515
-## 13253 13253     A3DIP6       1515
-## 13254 13254     A3DIP9       1515
-## 13255 13255     A3DIZ0       1515
-## 13256 13256     A3DIZ4       1515
-## 13257 13257     A3DIZ5       1515
-## 13258 13258     A3DIZ5       1515
-## 13259 13259     A3DIZ5       1515
-## 13260 13260     A3DIZ5       1515
-## 13261 13261     A3DJ09       1515
-## 13262 13262     A3DJ10       1515
-## 13263 13263     A3DJ11       1515
-## 13264 13264     A3DJ11       1515
-## 13265 13265     A3DJ77       1515
-## 13266 13266     A3DJE3       1515
-## 13267 13267     A3DJF6       1515
-## 13268 13268     A3DJF7       1515
-## 13269 13269     A3DJH5       1515
-## 13270 13270     A3DJI0       1515
-## 13271 13271     A3DJI8       1515
-## 13272 13272     A3DJJ1       1515
-## 13273 13273     A3DJJ9       1515
-## 13274 13274     A3DJK5       1515
-## 13275 13275     A3DJK5       1515
-## 13276 13276     A3DK09       1515
-## 13277 13277     A3DK17       1515
-## 13278 13278     A3DKB6       1515
-## 13279 13279     A3DKB6       1515
-## 13280 13280     A3DKB6       1515
-## 13281 13281     A3DKL1       2280
-## 13282 13282     A3DL27       2280
-## 13283 13283     A3DL59       2280
-## 13284 13284     A3DL83       2280
-## 13285 13285     A3DL83       2280
-## 13286 13286     A3DLD9       2280
-## 13287 13287     A3DM49       2280
-## 13288 13288     A3DM74       2280
-## 13289 13289     A3DM74       2280
-## 13290 13290     A3DM76       2280
-## 13291 13291     A3DMD0       2280
-## 13292 13292     A3DML3       2280
-## 13293 13293     A3DMP2       2280
-## 13294 13294     A3DMQ5       2280
-## 13295 13295     A3DMS0       2280
-## 13296 13296     A3DMT5       2280
-## 13297 13297     A3DMU2       2280
-## 13298 13298     A3DMX9       2280
-## 13299 13299     A3DMX9       2280
-## 13300 13300     A3DN28       2280
-## 13301 13301     A3DN67       2280
-## 13302 13302     A3DND4       2280
-## 13303 13303     A3DNI1       2280
-## 13304 13304     A3DNI2       2280
-## 13305 13305     A3DNK0       2280
-## 13306 13306     A3DNK3       2280
-## 13307 13307     A3DNK3       2280
-## 13308 13308     A3DNQ5       2280
-## 13309 13309     A3DNQ5       2280
-## 13310 13310     A3DNQ5       2280
-## 13311 13311     A3DNQ9       2280
-## 13312 13312     A3DNQ9       2280
-## 13313 13313     A3DNY0       2280
-## 13314 13314     A3DP85       2280
-## 13315 13315     A3DP93       2280
-## 13316 13316     A3DP93       2280
-## 13317 13317     A3DP93       2280
-## 13318 13318     A3DPB2       2280
-## 13319 13319     A3DRP0      11320
-## 13320 13320     A3DRP2      11320
-## 13321 13321     A3DRP4      11320
-## 13322 13322     A3DRP5      11320
-## 13323 13323     A3DRP8      11320
-## 13324 13324     A3DRQ0      11320
-## 13325 13325     A3DSK6      28875
-## 13326 13326     A3DSK6      28875
-## 13327 13327     A3E3H0         NA
-## 13328 13328     A3E4D8         NA
-## 13329 13329     A3E4F9         NA
-## 13330 13330     A3E7Z6         NA
-## 13331 13331     A3EWL3         NA
-## 13332 13332     A3EWL3         NA
-## 13333 13333     A3EX94         NA
-## 13334 13334     A3EXA1         NA
-## 13335 13335     A3EXA1         NA
-## 13336 13336     A3EXD0         NA
-## 13337 13337     A3EXD1         NA
-## 13338 13338     A3EXD3         NA
-## 13339 13339     A3EXD7         NA
-## 13340 13340     A3EXD7         NA
-## 13341 13341     A3EXG6         NA
-## 13342 13342     A3EXG6         NA
-## 13343 13343     A3EXG6         NA
-## 13344 13344     A3EXH0         NA
-## 13345 13345     A3EXH0         NA
-## 13346 13346     A3EXH0         NA
-## 13347 13347     A3EXH2         NA
-## 13348 13348     A3F5L2         NA
-## 13349 13349     A3F5L2         NA
-## 13350 13350     A3F5L9      11292
-## 13351 13351     A3FEM2         NA
-## 13352 13352     A3FIN4         NA
-## 13353 13353     A3FJ64         NA
-## 13354 13354     A3FJ64         NA
-## 13355 13355     A3FM53         NA
-## 13356 13356     A3FMB2      12092
-## 13357 13357     A3FMB2      12092
-## 13358 13358     A3FPN7       5807
-## 13359 13359     A3FPQ6       5807
-## 13360 13360     A3FPQ6       5807
-## 13361 13361     A3GEV2       4924
-## 13362 13362     A3GEW8       4924
-## 13363 13363     A3GEW8       4924
-## 13364 13364     A3GF47       4924
-## 13365 13365     A3GF61       4924
-## 13366 13366     A3GF61       4924
-## 13367 13367     A3GF61       4924
-## 13368 13368     A3GF61       4924
-## 13369 13369     A3GFK8       4924
-## 13370 13370     A3GFK8       4924
-## 13371 13371     A3GFK8       4924
-## 13372 13372     A3GFK8       4924
-## 13373 13373     A3GFK8       4924
-## 13374 13374     A3GFQ7       4924
-## 13375 13375     A3GFU8       4924
-## 13376 13376     A3GFV6       4924
-## 13377 13377     A3GG12       4924
-## 13378 13378     A3GG12       4924
-## 13379 13379     A3GG12       4924
-## 13380 13380     A3GG51       4924
-## 13381 13381     A3GG51       4924
-## 13382 13382     A3GG51       4924
-## 13383 13383     A3GG51       4924
-## 13384 13384     A3GG92       4924
-## 13385 13385     A3GGB4       4924
-## 13386 13386     A3GGB4       4924
-## 13387 13387     A3GGB4       4924
-## 13388 13388     A3GGB4       4924
-## 13389 13389     A3GGG8       4924
-## 13390 13390     A3GGG8       4924
-## 13391 13391     A3GGS6       4924
-## 13392 13392     A3GGS6       4924
-## 13393 13393     A3GGT2       4924
-## 13394 13394     A3GGT2       4924
-## 13395 13395     A3GGU2       4924
-## 13396 13396     A3GGV1       4924
-## 13397 13397     A3GGV1       4924
-## 13398 13398     A3GH78       4924
-## 13399 13399     A3GH78       4924
-## 13400 13400     A3GH78       4924
-## 13401 13401     A3GH91       4924
-## 13402 13402     A3GHA4       4924
-## 13403 13403     A3GHA4       4924
-## 13404 13404     A3GHA4       4924
-## 13405 13405     A3GHC1       4924
-## 13406 13406     A3GHD3       4924
-## 13407 13407     A3GHD3       4924
-## 13408 13408     A3GHP2       4924
-## 13409 13409     A3GHP2       4924
-## 13410 13410     A3GHW9       4924
-## 13411 13411     A3GI31       4924
-## 13412 13412     A3GIA4       4924
-## 13413 13413     A3GIA4       4924
-## 13414 13414     A3GIA4       4924
-## 13415 13415     A3KF10      11320
-## 13416 13416     A3KF10      11320
-## 13417 13417     A3KFF6         NA
-## 13418 13418     A3KFM7         NA
-## 13419 13419     A3KFM7         NA
-## 13420 13420     A3KFM7         NA
-## 13421 13421     A3KFM7         NA
-## 13422 13422     A3KFU9         NA
-## 13423 13423     A3KFU9         NA
-## 13424 13424     A3KFU9         NA
-## 13425 13425     A3KFU9         NA
-## 13426 13426     A3KFX0         NA
-## 13427 13427     A3KG59         NA
-## 13428 13428     A3KGB4         NA
-## 13429 13429     A3KGF7         NA
-## 13430 13430     A3KGF7         NA
-## 13431 13431     A3KGF7         NA
-## 13432 13432     A3KGF9         NA
-## 13433 13433     A3KGF9         NA
-## 13434 13434     A3KGK3         NA
-## 13435 13435     A3KGK3         NA
-## 13436 13436     A3KGK3         NA
-## 13437 13437     A3KGK3         NA
-## 13438 13438     A3KGV1         NA
-## 13439 13439     A3KGW5         NA
-## 13440 13440     A3KGZ2         NA
-## 13441 13441     A3KI17         NA
-## 13442 13442     A3KI17         NA
-## 13443 13443     A3KMH1         NA
-## 13444 13444     A3KMH1         NA
-## 13445 13445     A3KMH1         NA
-## 13446 13446     A3KMI0         NA
-## 13447 13447     A3KMN5         NA
-## 13448 13448     A3KMR8         NA
-## 13449 13449     A3KMR8         NA
-## 13450 13450     A3KMR8         NA
-## 13451 13451     A3KMR8         NA
-## 13452 13452     A3KMT2         NA
-## 13453 13453     A3KMU5         NA
-## 13454 13454     A3KMV1         NA
-## 13455 13455     A3KMV2         NA
-## 13456 13456     A3KMV8         NA
-## 13457 13457     A3KMW7         NA
-## 13458 13458     A3KMW7         NA
-## 13459 13459     A3KMX7         NA
-## 13460 13460     A3KMY4         NA
-## 13461 13461     A3KMY4         NA
-## 13462 13462     A3KN05         NA
-## 13463 13463     A3KN12         NA
-## 13464 13464     A3KN19         NA
-## 13465 13465     A3KN25         NA
-## 13466 13466     A3KN27         NA
-## 13467 13467     A3KN28         NA
-## 13468 13468     A3KN32         NA
-## 13469 13469     A3KN33         NA
-## 13470 13470     A3KN33         NA
-## 13471 13471     A3KN36         NA
-## 13472 13472     A3KN36         NA
-## 13473 13473     A3KN83         NA
-## 13474 13474     A3KN83         NA
-## 13475 13475     A3KN83         NA
-## 13476 13476     A3KN83         NA
-## 13477 13477     A3KN95         NA
-## 13478 13478     A3KN95         NA
-## 13479 13479     A3KN95         NA
-## 13480 13480     A3KNA5         NA
-## 13481 13481     A3KNA5         NA
-## 13482 13482     A3KNA5         NA
-## 13483 13483     A3KNA7         NA
-## 13484 13484     A3KNI7         NA
-## 13485 13485     A3KNI7         NA
-## 13486 13486     A3KNI7         NA
-## 13487 13487     A3KNL5         NA
-## 13488 13488     A3KNL5         NA
-## 13489 13489     A3KNN3         NA
-## 13490 13490     A3KNS2         NA
-## 13491 13491     A3KNS9         NA
-## 13492 13492     A3KP40         NA
-## 13493 13493     A3KP40         NA
-## 13494 13494     A3KP40         NA
-## 13495 13495     A3KP59         NA
-## 13496 13496     A3KP74         NA
-## 13497 13497     A3KPF2         NA
-## 13498 13498     A3KPF5         NA
-## 13499 13499     A3KPF8         NA
-## 13500 13500     A3KPF8         NA
-## 13501 13501     A3KPF8         NA
-## 13502 13502     A3KPP4         NA
-## 13503 13503     A3KPQ7         NA
-## 13504 13504     A3KPQ7         NA
-## 13505 13505     A3KPW7         NA
-## 13506 13506     A3KPW9         NA
-## 13507 13507     A3KPW9         NA
-## 13508 13508     A3KPW9         NA
-## 13509 13509     A3KQ55         NA
-## 13510 13510     A3KQ58         NA
-## 13511 13511     A3KQA5         NA
-## 13512 13512     A3KQQ9         NA
-## 13513 13513     A3KQQ9         NA
-## 13514 13514     A3KQQ9         NA
-## 13515 13515     A3KQS4         NA
-## 13516 13516     A3KQS5         NA
-## 13517 13517     A3LN53       4924
-## 13518 13518     A3LN53       4924
-## 13519 13519     A3LN53       4924
-## 13520 13520     A3LN86       4924
-## 13521 13521     A3LN86       4924
-## 13522 13522     A3LN86       4924
-## 13523 13523     A3LN86       4924
-## 13524 13524     A3LN86       4924
-## 13525 13525     A3LN86       4924
-## 13526 13526     A3LN86       4924
-## 13527 13527     A3LN86       4924
-## 13528 13528     A3LN86       4924
-## 13529 13529     A3LN86       4924
-## 13530 13530     A3LN86       4924
-## 13531 13531     A3LN86       4924
-## 13532 13532     A3LN86       4924
-## 13533 13533     A3LN86       4924
-## 13534 13534     A3LN91       4924
-## 13535 13535     A3LNC4       4924
-## 13536 13536     A3LNI7       4924
-## 13537 13537     A3LNJ3       4924
-## 13538 13538     A3LNW3       4924
-## 13539 13539     A3LP19       4924
-## 13540 13540     A3LP85       4924
-## 13541 13541     A3LP87       4924
-## 13542 13542     A3LP95       4924
-## 13543 13543     A3LP95       4924
-## 13544 13544     A3LP95       4924
-## 13545 13545     A3LP95       4924
-## 13546 13546     A3LPA1       4924
-## 13547 13547     A3LPG0       4924
-## 13548 13548     A3LPR4       4924
-## 13549 13549     A3LPR4       4924
-## 13550 13550     A3LPR4       4924
-## 13551 13551     A3LPR4       4924
-## 13552 13552     A3LPR4       4924
-## 13553 13553     A3LPS1       4924
-## 13554 13554     A3LPS6       4924
-## 13555 13555     A3LPY4       4924
-## 13556 13556     A3LPY4       4924
-## 13557 13557     A3LQ01       4924
-## 13558 13558     A3LQ01       4924
-## 13559 13559     A3LQ01       4924
-## 13560 13560     A3LQ01       4924
-## 13561 13561     A3LQ01       4924
-## 13562 13562     A3LQ10       4924
-## 13563 13563     A3LQ44       4924
-## 13564 13564     A3LQ44       4924
-## 13565 13565     A3LQ44       4924
-## 13566 13566     A3LQ86       4924
-## 13567 13567     A3LQ93       4924
-## 13568 13568     A3LQD7       4924
-## 13569 13569     A3LQJ9       4924
-## 13570 13570     A3LQL9       4924
-## 13571 13571     A3LQL9       4924
-## 13572 13572     A3LQU0       4924
-## 13573 13573     A3LQU0       4924
-## 13574 13574     A3LQV7       4924
-## 13575 13575     A3LQW6       4924
-## 13576 13576     A3LQW7       4924
-## 13577 13577     A3LQW7       4924
-## 13578 13578     A3LQY1       4924
-## 13579 13579     A3LQY1       4924
-## 13580 13580     A3LQY1       4924
-## 13581 13581     A3LQZ8       4924
-## 13582 13582     A3LR41       4924
-## 13583 13583     A3LR41       4924
-## 13584 13584     A3LRB2       4924
-## 13585 13585     A3LRB2       4924
-## 13586 13586     A3LRF0       4924
-## 13587 13587     A3LRH4       4924
-## 13588 13588     A3LRH4       4924
-## 13589 13589     A3LRM2       4924
-## 13590 13590     A3LRW2       4924
-## 13591 13591     A3LRW3       4924
-## 13592 13592     A3LRW3       4924
-## 13593 13593     A3LRX6       4924
-## 13594 13594     A3LS22       4924
-## 13595 13595     A3LSB6       4924
-## 13596 13596     A3LSJ2       4924
-## 13597 13597     A3LSJ2       4924
-## 13598 13598     A3LSJ2       4924
-## 13599 13599     A3LSJ2       4924
-## 13600 13600     A3LSN3       4924
-## 13601 13601     A3LSN3       4924
-## 13602 13602     A3LSW7       4924
-## 13603 13603     A3LSY7       4924
-## 13604 13604     A3LSZ2       4924
-## 13605 13605     A3LSZ2       4924
-## 13606 13606     A3LSZ2       4924
-## 13607 13607     A3LT28       4924
-## 13608 13608     A3LT28       4924
-## 13609 13609     A3LT28       4924
-## 13610 13610     A3LT37       4924
-## 13611 13611     A3LT37       4924
-## 13612 13612     A3LT66       4924
-## 13613 13613     A3LT90       4924
-## 13614 13614     A3LTA2       4924
-## 13615 13615     A3LTB7       4924
-## 13616 13616     A3LTB7       4924
-## 13617 13617     A3LTB7       4924
-## 13618 13618     A3LTB7       4924
-## 13619 13619     A3LTE2       4924
-## 13620 13620     A3LTE2       4924
-## 13621 13621     A3LTE2       4924
-## 13622 13622     A3LTE2       4924
-## 13623 13623     A3LTS5       4924
-## 13624 13624     A3LU10       4924
-## 13625 13625     A3LU10       4924
-## 13626 13626     A3LU54       4924
-## 13627 13627     A3LU54       4924
-## 13628 13628     A3LU56       4924
-## 13629 13629     A3LU56       4924
-## 13630 13630     A3LUB9       4924
-## 13631 13631     A3LUB9       4924
-## 13632 13632     A3LUF7       4924
-## 13633 13633     A3LUK5       4924
-## 13634 13634     A3LUM8       4924
-## 13635 13635     A3LUT0       4924
-## 13636 13636     A3LUT0       4924
-## 13637 13637     A3LUW5       4924
-## 13638 13638     A3LUX6       4924
-## 13639 13639     A3LUX6       4924
-## 13640 13640     A3LUY1       4924
-## 13641 13641     A3LV34       4924
-## 13642 13642     A3LV40       4924
-## 13643 13643     A3LV40       4924
-## 13644 13644     A3LVD5       4924
-## 13645 13645     A3LVD5       4924
-## 13646 13646     A3LVD5       4924
-## 13647 13647     A3LVL1       4924
-## 13648 13648     A3LVM1       4924
-## 13649 13649     A3LVX0       4924
-## 13650 13650     A3LVX1       4924
-## 13651 13651     A3LW52       4924
-## 13652 13652     A3LWH1       4924
-## 13653 13653     A3LWH1       4924
-## 13654 13654     A3LWH3       4924
-## 13655 13655     A3LWH8       4924
-## 13656 13656     A3LWH8       4924
-## 13657 13657     A3LWI0       4924
-## 13658 13658     A3LWM9       4924
-## 13659 13659     A3LWM9       4924
-## 13660 13660     A3LWR2       4924
-## 13661 13661     A3LWX1       4924
-## 13662 13662     A3LWX3       4924
-## 13663 13663     A3LWX3       4924
-## 13664 13664     A3LWY2       4924
-## 13665 13665     A3LX02       4924
-## 13666 13666     A3LX15       4924
-## 13667 13667     A3LX15       4924
-## 13668 13668     A3LX18       4924
-## 13669 13669     A3LX29       4924
-## 13670 13670     A3LX29       4924
-## 13671 13671     A3LX75       4924
-## 13672 13672     A3LX75       4924
-## 13673 13673     A3LX85       4924
-## 13674 13674     A3LXD5       4924
-## 13675 13675     A3LXE6       4924
-## 13676 13676     A3LXF0       4924
-## 13677 13677     A3LXF0       4924
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-## 13681 13681     A3LXG0       4924
-## 13682 13682     A3LXL0       4924
-## 13683 13683     A3LXL0       4924
-## 13684 13684     A3LXL0       4924
-## 13685 13685     A3LXL0       4924
-## 13686 13686     A3LXL0       4924
-## 13687 13687     A3LXM3       4924
-## 13688 13688     A3LXM3       4924
-## 13689 13689     A3LXM4       4924
-## 13690 13690     A3LXQ8       4924
-## 13691 13691     A3LXV1       4924
-## 13692 13692     A3LXV1       4924
-## 13693 13693     A3LXV1       4924
-## 13694 13694     A3LXV1       4924
-## 13695 13695     A3LY29       4924
-## 13696 13696     A3LY92       4924
-## 13697 13697     A3LYI0       4924
-## 13698 13698     A3LYI0       4924
-## 13699 13699     A3LYI0       4924
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-## 13701 13701     A3LYI0       4924
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-## 13703 13703     A3LYI0       4924
-## 13704 13704     A3LYI0       4924
-## 13705 13705     A3LYI0       4924
-## 13706 13706     A3LYI0       4924
-## 13707 13707     A3LYL7       4924
-## 13708 13708     A3LYL7       4924
-## 13709 13709     A3LYL7       4924
-## 13710 13710     A3LYL7       4924
-## 13711 13711     A3LYL7       4924
-## 13712 13712     A3LYR9       4924
-## 13713 13713     A3LYV8       4924
-## 13714 13714     A3LYZ4       4924
-## 13715 13715     A3LYZ4       4924
-## 13716 13716     A3LYZ4       4924
-## 13717 13717     A3LZ54       4924
-## 13718 13718     A3LZ54       4924
-## 13719 13719     A3LZ54       4924
-## 13720 13720     A3LZ54       4924
-## 13721 13721     A3LZ57       4924
-## 13722 13722     A3LZ57       4924
-## 13723 13723     A3LZ57       4924
-## 13724 13724     A3LZ57       4924
-## 13725 13725     A3LZ57       4924
-## 13726 13726     A3LZ57       4924
-## 13727 13727     A3LZ57       4924
-## 13728 13728     A3LZS3       4924
-## 13729 13729     A3LZS3       4924
-## 13730 13730     A3LZT3       4924
-## 13731 13731     A3LZT3       4924
-## 13732 13732     A3LZW1       4924
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-## 13735 13735     A3M022       4924
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-## 13739 13739     A3M072       4924
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-## 13741 13741     A3M0D8       4924
-## 13742 13742     A3M0D8       4924
-## 13743 13743     A3M0F4       4924
-## 13744 13744     A3M0F4       4924
-## 13745 13745     A3M0F4       4924
-## 13746 13746     A3M0Q4        470
-## 13747 13747     A3M140        470
-## 13748 13748     A3M143        470
-## 13749 13749     A3M145        470
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-## 13751 13751     A3M1G3        470
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-## 13754 13754     A3M1H9        470
-## 13755 13755     A3M1M7        470
-## 13756 13756     A3M1P7        470
-## 13757 13757     A3M1Q4        470
-## 13758 13758     A3M1S3        470
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-## 13760 13760     A3M1Y4        470
-## 13761 13761     A3M1Y6        470
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-## 13771 13771     A3M2R1        470
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-## 13773 13773     A3M2U3        470
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-## 13782 13782     A3M3H0        470
-## 13783 13783     A3M3H0        470
-## 13784 13784     A3M3H0        470
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-## 13786 13786     A3M3H0        470
-## 13787 13787     A3M3H0        470
-## 13788 13788     A3M3H0        470
-## 13789 13789     A3M3H0        470
-## 13790 13790     A3M3H0        470
-## 13791 13791     A3M3H0        470
-## 13792 13792     A3M3W2        470
-## 13793 13793     A3M3W2        470
-## 13794 13794     A3M419        470
-## 13795 13795     A3M4V2        470
-## 13796 13796     A3M4Z0        470
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-## 13798 13798     A3M504        470
-## 13799 13799     A3M5C7        470
-## 13800 13800     A3M5Y1        470
-## 13801 13801     A3M5Z6        470
-## 13802 13802     A3M650        470
-## 13803 13803     A3M650        470
-## 13804 13804     A3M650        470
-## 13805 13805     A3M684        470
-## 13806 13806     A3M6H8        470
-## 13807 13807     A3M6H8        470
-## 13808 13808     A3M6J6        470
-## 13809 13809     A3M6K4        470
-## 13810 13810     A3M6Q3        470
-## 13811 13811     A3M6Q6        470
-## 13812 13812     A3M750        470
-## 13813 13813     A3M767        470
-## 13814 13814     A3M7M2        470
-## 13815 13815     A3M7M2        470
-## 13816 13816     A3M7M2        470
-## 13817 13817     A3M7R2        470
-## 13818 13818     A3M7X8        470
-## 13819 13819     A3M7Y8        470
-## 13820 13820     A3M836        470
-## 13821 13821     A3M8D6        470
-## 13822 13822     A3M8F1        470
-## 13823 13823     A3M8F1        470
-## 13824 13824     A3M8K2        470
-## 13825 13825     A3M8K2        470
-## 13826 13826     A3M8K2        470
-## 13827 13827     A3M8M4        470
-## 13828 13828     A3M8Q6        470
-## 13829 13829     A3M8T4        470
-## 13830 13830     A3M8W8        470
-## 13831 13831     A3M8W8        470
-## 13832 13832     A3M8W8        470
-## 13833 13833     A3M8W9        470
-## 13834 13834     A3M8W9        470
-## 13835 13835     A3M8Y8        470
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-## 13840 13840     A3M9C2        470
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-## 13842 13842     A3M9H4        470
-## 13843 13843     A3M9P9        470
-## 13844 13844     A3M9P9        470
-## 13845 13845     A3M9X5        470
-## 13846 13846     A3M9Y1        470
-## 13847 13847     A3MA02        470
-## 13848 13848     A3MA02        470
-## 13849 13849     A3MA23        470
-## 13850 13850     A3MA48        470
-## 13851 13851     A3MA88        470
-## 13852 13852     A3MA88        470
-## 13853 13853     A3MA88        470
-## 13854 13854     A3MA88        470
-## 13855 13855     A3MA88        470
-## 13856 13856     A3MA94        470
-## 13857 13857     A3MA94        470
-## 13858 13858     A3MAE3      13373
-## 13859 13859     A3MAQ6      13373
-## 13860 13860     A3MAR7      13373
-## 13861 13861     A3MAR7      13373
-## 13862 13862     A3MAR7      13373
-## 13863 13863     A3MAS4      13373
-## 13864 13864     A3MAS4      13373
-## 13865 13865     A3MAS4      13373
-## 13866 13866     A3MAS4      13373
-## 13867 13867     A3MAS4      13373
-## 13868 13868     A3MBD3      13373
-## 13869 13869     A3MBR2      13373
-## 13870 13870     A3MBR2      13373
-## 13871 13871     A3MCG6      13373
-## 13872 13872     A3MCG8      13373
-## 13873 13873     A3MCG8      13373
-## 13874 13874     A3MCG9      13373
-## 13875 13875     A3MCG9      13373
-## 13876 13876     A3MCV7      13373
-## 13877 13877     A3MDY1      13373
-## 13878 13878     A3MDY1      13373
-## 13879 13879     A3ME84      13373
-## 13880 13880     A3MEC6      13373
-## 13881 13881     A3MEC6      13373
-## 13882 13882     A3MF00      13373
-## 13883 13883     A3MFQ4      13373
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-## 13885 13885     A3MH48      13373
-## 13886 13886     A3MH48      13373
-## 13887 13887     A3MH48      13373
-## 13888 13888     A3MHJ9      13373
-## 13889 13889     A3MHN9      13373
-## 13890 13890     A3MHR1      13373
-## 13891 13891     A3MHR1      13373
-## 13892 13892     A3MHR1      13373
-## 13893 13893     A3MHR9      13373
-## 13894 13894     A3MHX8      13373
-## 13895 13895     A3MI14      13373
-## 13896 13896     A3MI51      13373
-## 13897 13897     A3MI57      13373
-## 13898 13898     A3MI97      13373
-## 13899 13899     A3MIA9      13373
-## 13900 13900     A3MIG6      13373
-## 13901 13901     A3MIG6      13373
-## 13902 13902     A3MIQ6      13373
-## 13903 13903     A3MIQ6      13373
-## 13904 13904     A3MJ36      13373
-## 13905 13905     A3MJ36      13373
-## 13906 13906     A3MJ99      13373
-## 13907 13907     A3MJ99      13373
-## 13908 13908     A3MJW4      13373
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-## 13910 13910     A3MJW4      13373
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-## 13913 13913     A3MJW4      13373
-## 13914 13914     A3MJW4      13373
-## 13915 13915     A3MJW4      13373
-## 13916 13916     A3MJW6      13373
-## 13917 13917     A3MK46      13373
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-## 13921 13921     A3MKD3      13373
-## 13922 13922     A3MKI3      13373
-## 13923 13923     A3MKI3      13373
-## 13924 13924     A3MKN7      13373
-## 13925 13925     A3MKQ7      13373
-## 13926 13926     A3MKR8      13373
-## 13927 13927     A3MKS8      13373
-## 13928 13928     A3MKS8      13373
-## 13929 13929     A3MKT0      13373
-## 13930 13930     A3MKT0      13373
-## 13931 13931     A3MKT0      13373
-## 13932 13932     A3MKT2      13373
-## 13933 13933     A3MKT2      13373
-## 13934 13934     A3MKU2      13373
-## 13935 13935     A3MKU2      13373
-## 13936 13936     A3MKU3      13373
-## 13937 13937     A3MKU6      13373
-## 13938 13938     A3MKV6      13373
-## 13939 13939     A3MKV6      13373
-## 13940 13940     A3MKV8      13373
-## 13941 13941     A3MKY3      13373
-## 13942 13942     A3ML41      13373
-## 13943 13943     A3ML43      13373
-## 13944 13944     A3ML43      13373
-## 13945 13945     A3ML57      13373
-## 13946 13946     A3ML78      13373
-## 13947 13947     A3ML79      13373
-## 13948 13948     A3MLK5      13373
-## 13949 13949     A3MLL6      13373
-## 13950 13950     A3MLM5      13373
-## 13951 13951     A3MLM5      13373
-## 13952 13952     A3MLN3      13373
-## 13953 13953     A3MLQ2      13373
-## 13954 13954     A3MLQ5      13373
-## 13955 13955     A3MLY7      13373
-## 13956 13956     A3MM33      13373
-## 13957 13957     A3MM33      13373
-## 13958 13958     A3MM33      13373
-## 13959 13959     A3MM33      13373
-## 13960 13960     A3MM33      13373
-## 13961 13961     A3MMB4      13373
-## 13962 13962     A3MMB4      13373
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-## 14450 14450     A3NF44      28450
-## 14451 14451     A3NGW6      28450
-## 14452 14452     A3NKA8      28450
-## 14453 14453     A3NKA8      28450
-## 14454 14454     A3NKK4      28450
-## 14455 14455     A3NKP8      28450
-## 14456 14456     A3NKP8      28450
-## 14457 14457     A3NLD4      28450
-## 14458 14458     A3NLD4      28450
-## 14459 14459     A3NLD5      28450
-## 14460 14460     A3NLD5      28450
-## 14461 14461     A3NLD5      28450
-## 14462 14462     A3NLD7      28450
-## 14463 14463     A3NM97      28450
-## 14464 14464     A3NM97      28450
-## 14465 14465     A3NMF5      28450
-## 14466 14466     A3NMF6      28450
-## 14467 14467     A3NML2      28450
-## 14468 14468     A3NML2      28450
-## 14469 14469     A3NN58      28450
-## 14470 14470     A3NN58      28450
-## 14471 14471     A3NN58      28450
-## 14472 14472     A3NN58      28450
-## 14473 14473     A3NN58      28450
-## 14474 14474     A3NN58      28450
-## 14475 14475     A3NN58      28450
-## 14476 14476     A3NN65      28450
-## 14477 14477     A3NN65      28450
-## 14478 14478     A3NN65      28450
-## 14479 14479     A3NN77      28450
-## 14480 14480     A3NNQ0      28450
-## 14481 14481     A3NP37      28450
-## 14482 14482     A3NPL7      28450
-## 14483 14483     A3NPL7      28450
-## 14484 14484     A3NPW7      28450
-## 14485 14485     A3NPW7      28450
-## 14486 14486     A3NPW7      28450
-## 14487 14487     A3NPW7      28450
-## 14488 14488     A3NPX1      28450
-## 14489 14489     A3NPX1      28450
-## 14490 14490     A3NPX1      28450
-## 14491 14491     A3NQ26      28450
-## 14492 14492     A3NQ45      28450
-## 14493 14493     A3NQ45      28450
-## 14494 14494     A3NQ73      28450
-## 14495 14495     A3NQ97      28450
-## 14496 14496     A3NQ97      28450
-## 14497 14497     A3NQD4      28450
-## 14498 14498     A3NQI1      28450
-## 14499 14499     A3NQK0      28450
-## 14500 14500     A3NQS1      28450
-## 14501 14501     A3NQY8      28450
-## 14502 14502     A3NQY8      28450
-## 14503 14503     A3NR13      28450
-## 14504 14504     A3NR13      28450
-## 14505 14505     A3NR13      28450
-## 14506 14506     A3NRA1      28450
-## 14507 14507     A3NRA1      28450
-## 14508 14508     A3NRJ4      28450
-## 14509 14509     A3NRJ4      28450
-## 14510 14510     A3NRJ7      28450
-## 14511 14511     A3NRK2      28450
-## 14512 14512     A3NRN5      28450
-## 14513 14513     A3NS87      28450
-## 14514 14514     A3NS88      28450
-## 14515 14515     A3NSD0      28450
-## 14516 14516     A3NSE4      28450
-## 14517 14517     A3NSE4      28450
-## 14518 14518     A3NSI6      28450
-## 14519 14519     A3NSI9      28450
-## 14520 14520     A3NSK7      28450
-## 14521 14521     A3NSL6      28450
-## 14522 14522     A3NSL6      28450
-## 14523 14523     A3NSL6      28450
-## 14524 14524     A3NSN6      28450
-## 14525 14525     A3NT12      28450
-## 14526 14526     A3NT52      28450
-## 14527 14527     A3NT59      28450
-## 14528 14528     A3NT94      28450
-## 14529 14529     A3NTA2      28450
-## 14530 14530     A3NTB4      28450
-## 14531 14531     A3NTK3      28450
-## 14532 14532     A3NTK3      28450
-## 14533 14533     A3NTW6      28450
-## 14534 14534     A3NTW6      28450
-## 14535 14535     A3NU16      28450
-## 14536 14536     A3NUB0      28450
-## 14537 14537     A3NUB0      28450
-## 14538 14538     A3NUI8      28450
-## 14539 14539     A3NUL0      28450
-## 14540 14540     A3NUL0      28450
-## 14541 14541     A3NUL0      28450
-## 14542 14542     A3NUL0      28450
-## 14543 14543     A3NUL0      28450
-## 14544 14544     A3NUL0      28450
-## 14545 14545     A3NUL0      28450
-## 14546 14546     A3NUL0      28450
-## 14547 14547     A3NUL0      28450
-## 14548 14548     A3NUL2      28450
-## 14549 14549     A3NUS2      28450
-## 14550 14550     A3NUS2      28450
-## 14551 14551     A3NVU2      28450
-## 14552 14552     A3NVW0      28450
-## 14553 14553     A3NVW6      28450
-## 14554 14554     A3NVX0      28450
-## 14555 14555     A3NW31      28450
-## 14556 14556     A3NW79      28450
-## 14557 14557     A3NW79      28450
-## 14558 14558     A3NW90      28450
-## 14559 14559     A3NWF4      28450
-## 14560 14560     A3NWJ3      28450
-## 14561 14561     A3NWK5      28450
-## 14562 14562     A3NWL6      28450
-## 14563 14563     A3NWL6      28450
-## 14564 14564     A3NWL8      28450
-## 14565 14565     A3NWL8      28450
-## 14566 14566     A3NWL8      28450
-## 14567 14567     A3NWM0      28450
-## 14568 14568     A3NWM0      28450
-## 14569 14569     A3NWN0      28450
-## 14570 14570     A3NWN0      28450
-## 14571 14571     A3NWN1      28450
-## 14572 14572     A3NWN4      28450
-## 14573 14573     A3NWN4      28450
-## 14574 14574     A3NWP3      28450
-## 14575 14575     A3NWP3      28450
-## 14576 14576     A3NWP5      28450
-## 14577 14577     A3NWR9      28450
-## 14578 14578     A3NWX6      28450
-## 14579 14579     A3NWX8      28450
-## 14580 14580     A3NWX8      28450
-## 14581 14581     A3NWZ4      28450
-## 14582 14582     A3NWZ4      28450
-## 14583 14583     A3NX33      28450
-## 14584 14584     A3NX34      28450
-## 14585 14585     A3NXG1      28450
-## 14586 14586     A3NXG2      28450
-## 14587 14587     A3NXK5      28450
-## 14588 14588     A3NXK5      28450
-## 14589 14589     A3NXK5      28450
-## 14590 14590     A3NXK5      28450
-## 14591 14591     A3NXK5      28450
-## 14592 14592     A3NXU1      28450
-## 14593 14593     A3NXU9      28450
-## 14594 14594     A3NXU9      28450
-## 14595 14595     A3NXU9      28450
-## 14596 14596     A3NXX0      28450
-## 14597 14597     A3NXZ6      28450
-## 14598 14598     A3NY08      28450
-## 14599 14599     A3NY08      28450
-## 14600 14600     A3NY50      28450
-## 14601 14601     A3NY52      28450
-## 14602 14602     A3NY52      28450
-## 14603 14603     A3NY82      28450
-## 14604 14604     A3NY88      28450
-## 14605 14605     A3NYA3      28450
-## 14606 14606     A3NYC5      28450
-## 14607 14607     A3NYC8      28450
-## 14608 14608     A3NYD0      28450
-## 14609 14609     A3NYD0      28450
-## 14610 14610     A3NYD1      28450
-## 14611 14611     A3NYH0      28450
-## 14612 14612     A3NYH0      28450
-## 14613 14613     A3NYL8      28450
-## 14614 14614     A3NYQ0      28450
-## 14615 14615     A3NYW4      28450
-## 14616 14616     A3NYX5      28450
-## 14617 14617     A3NYX5      28450
-## 14618 14618     A3NYX7      28450
-## 14619 14619     A3NYX7      28450
-## 14620 14620     A3NYX7      28450
-## 14621 14621     A3NYX7      28450
-## 14622 14622     A3NYX9      28450
-## 14623 14623     A3NZ22      28450
-## 14624 14624     A3NZ65      28450
-## 14625 14625     A3NZ74      28450
-## 14626 14626     A3NZ74      28450
-## 14627 14627     A3NZ74      28450
-## 14628 14628     A3NZ80      28450
-## 14629 14629     A3NZB9      28450
-## 14630 14630     A3NZJ0      28450
-## 14631 14631     A3NZJ0      28450
-## 14632 14632     A3NZJ0      28450
-## 14633 14633     A3NZK5      28450
-## 14634 14634     A3NZL4      28450
-## 14635 14635     A3NZL5      28450
-## 14636 14636     A3NZL7      28450
-## 14637 14637     A3NZL8      28450
-## 14638 14638     A3NZL8      28450
-## 14639 14639     A3NZP6      28450
-## 14640 14640     A3P027      28450
-## 14641 14641     A3P028      28450
-## 14642 14642     A3P031      28450
-## 14643 14643     A3P066      28450
-## 14644 14644     A3P082      28450
-## 14645 14645     A3P0A3      28450
-## 14646 14646     A3P0A7      28450
-## 14647 14647     A3P0A7      28450
-## 14648 14648     A3P0C4      28450
-## 14649 14649     A3P0C5      28450
-## 14650 14650     A3P0C8      28450
-## 14651 14651     A3P0N1      28450
-## 14652 14652     A3P0N1      28450
-## 14653 14653     A3P0U7      28450
-## 14654 14654     A3P0Y4      28450
-## 14655 14655     A3P0Z4      28450
-## 14656 14656     A3P2G7      28450
-## 14657 14657     A3P5X2      28450
-## 14658 14658     A3P5X2      28450
-## 14659 14659     A3P669      28450
-## 14660 14660     A3P6B0      28450
-## 14661 14661     A3P6B0      28450
-## 14662 14662     A3P6S9      28450
-## 14663 14663     A3P6Z6      28450
-## 14664 14664     A3P6Z6      28450
-## 14665 14665     A3P6Z7      28450
-## 14666 14666     A3P6Z7      28450
-## 14667 14667     A3P6Z7      28450
-## 14668 14668     A3P6Z9      28450
-## 14669 14669     A3P7Q9      28450
-## 14670 14670     A3P7Q9      28450
-## 14671 14671     A3P7W1      28450
-## 14672 14672     A3P7W3      28450
-## 14673 14673     A3P7W4      28450
-## 14674 14674     A3P825      28450
-## 14675 14675     A3P825      28450
-## 14676 14676     A3P8L5      28450
-## 14677 14677     A3P8L5      28450
-## 14678 14678     A3P8L5      28450
-## 14679 14679     A3P8L5      28450
-## 14680 14680     A3P8L5      28450
-## 14681 14681     A3P8L5      28450
-## 14682 14682     A3P8M2      28450
-## 14683 14683     A3P8M2      28450
-## 14684 14684     A3P8N2      28450
-## 14685 14685     A3P975      28450
-## 14686 14686     A3P975      28450
-## 14687 14687     A3P9L2      28450
-## 14688 14688     A3PA50       1219
-## 14689 14689     A3PA50       1219
-## 14690 14690     A3PA84       1219
-## 14691 14691     A3PA95       1219
-## 14692 14692     A3PAH7       1219
-## 14693 14693     A3PAJ7       1219
-## 14694 14694     A3PAL2       1219
-## 14695 14695     A3PAL7       1219
-## 14696 14696     A3PAL7       1219
-## 14697 14697     A3PAM7       1219
-## 14698 14698     A3PAN9       1219
-## 14699 14699     A3PAP0       1219
-## 14700 14700     A3PAR3       1219
-## 14701 14701     A3PAR9       1219
-## 14702 14702     A3PAS6       1219
-## 14703 14703     A3PAT7       1219
-## 14704 14704     A3PAV8       1219
-## 14705 14705     A3PAV8       1219
-## 14706 14706     A3PAV8       1219
-## 14707 14707     A3PAW2       1219
-## 14708 14708     A3PAX4       1219
-## 14709 14709     A3PAY3       1219
-## 14710 14710     A3PB15       1219
-## 14711 14711     A3PB22       1219
-## 14712 14712     A3PB44       1219
-## 14713 14713     A3PB53       1219
-## 14714 14714     A3PBD7       1219
-## 14715 14715     A3PBH4       1219
-## 14716 14716     A3PBH4       1219
-## 14717 14717     A3PBH4       1219
-## 14718 14718     A3PBI3       1219
-## 14719 14719     A3PBI3       1219
-## 14720 14720     A3PBI3       1219
-## 14721 14721     A3PBI5       1219
-## 14722 14722     A3PBJ6       1219
-## 14723 14723     A3PBN1       1219
-## 14724 14724     A3PBP3       1219
-## 14725 14725     A3PBP3       1219
-## 14726 14726     A3PBR7       1219
-## 14727 14727     A3PBT4       1219
-## 14728 14728     A3PBT9       1219
-## 14729 14729     A3PBV8       1219
-## 14730 14730     A3PBW4       1219
-## 14731 14731     A3PBY1       1219
-## 14732 14732     A3PBY3       1219
-## 14733 14733     A3PBY5       1219
-## 14734 14734     A3PBZ7       1219
-## 14735 14735     A3PCH6       1219
-## 14736 14736     A3PCK5       1219
-## 14737 14737     A3PCN6       1219
-## 14738 14738     A3PCR0       1219
-## 14739 14739     A3PCS4       1219
-## 14740 14740     A3PCW7       1219
-## 14741 14741     A3PD13       1219
-## 14742 14742     A3PD91       1219
-## 14743 14743     A3PDH0       1219
-## 14744 14744     A3PDH0       1219
-## 14745 14745     A3PDH3       1219
-## 14746 14746     A3PDM1       1219
-## 14747 14747     A3PE33       1219
-## 14748 14748     A3PE39       1219
-## 14749 14749     A3PE40       1219
-## 14750 14750     A3PE40       1219
-## 14751 14751     A3PE40       1219
-## 14752 14752     A3PE40       1219
-## 14753 14753     A3PE89       1219
-## 14754 14754     A3PED0       1219
-## 14755 14755     A3PED3       1219
-## 14756 14756     A3PED3       1219
-## 14757 14757     A3PED3       1219
-## 14758 14758     A3PEE0       1219
-## 14759 14759     A3PEG6       1219
-## 14760 14760     A3PEH8       1219
-## 14761 14761     A3PET8       1219
-## 14762 14762     A3PEU8       1219
-## 14763 14763     A3PEX0       1219
-## 14764 14764     A3PEX2       1219
-## 14765 14765     A3PEX3       1219
-## 14766 14766     A3PEX3       1219
-## 14767 14767     A3PEY3       1219
-## 14768 14768     A3PEY3       1219
-## 14769 14769     A3PEY3       1219
-## 14770 14770     A3PEY3       1219
-## 14771 14771     A3PEY3       1219
-## 14772 14772     A3PEY3       1219
-## 14773 14773     A3PEY9       1219
-## 14774 14774     A3PEY9       1219
-## 14775 14775     A3PEZ1       1219
-## 14776 14776     A3PEZ8       1219
-## 14777 14777     A3PF28       1219
-## 14778 14778     A3PF30       1219
-## 14779 14779     A3PF31       1219
-## 14780 14780     A3PF35       1219
-## 14781 14781     A3PF36       1219
-## 14782 14782     A3PF41       1219
-## 14783 14783     A3PF42       1219
-## 14784 14784     A3PF44       1219
-## 14785 14785     A3PF48       1219
-## 14786 14786     A3PF80       1219
-## 14787 14787     A3PF80       1219
-## 14788 14788     A3PF80       1219
-## 14789 14789     A3PF98       1219
-## 14790 14790     A3PFA8       1219
-## 14791 14791     A3PFB5       1219
-## 14792 14792     A3PFB5       1219
-## 14793 14793     A3PFC4       1219
-## 14794 14794     A3PFC4       1219
-## 14795 14795     A3PFC5       1219
-## 14796 14796     A3PFD1       1219
-## 14797 14797     A3PFD3       1219
-## 14798 14798     A3PFD3       1219
-## 14799 14799     A3PFD3       1219
-## 14800 14800     A3PFD7       1219
-## 14801 14801     A3PFD7       1219
-## 14802 14802     A3PFD7       1219
-## 14803 14803     A3PFE1       1219
-## 14804 14804     A3PFE3       1219
-## 14805 14805     A3PFE3       1219
-## 14806 14806     A3PFG1       1219
-## 14807 14807     A3PFH7       1219
-## 14808 14808     A3PFJ8       1219
-## 14809 14809     A3PFL5       1063
-## 14810 14810     A3PFR1       1063
-## 14811 14811     A3PFR1       1063
-## 14812 14812     A3PFR1       1063
-## 14813 14813     A3PFW7       1063
-## 14814 14814     A3PG14       1063
-## 14815 14815     A3PG35       1063
-## 14816 14816     A3PG85       1063
-## 14817 14817     A3PGF8       1063
-## 14818 14818     A3PGG7       1063
-## 14819 14819     A3PGG7       1063
-## 14820 14820     A3PGI9       1063
-## 14821 14821     A3PGJ0       1063
-## 14822 14822     A3PGJ0       1063
-## 14823 14823     A3PGJ0       1063
-## 14824 14824     A3PGM6       1063
-## 14825 14825     A3PGM8       1063
-## 14826 14826     A3PGN3       1063
-## 14827 14827     A3PGP0       1063
-## 14828 14828     A3PGP0       1063
-## 14829 14829     A3PGQ2       1063
-## 14830 14830     A3PGR7       1063
-## 14831 14831     A3PGR9       1063
-## 14832 14832     A3PGR9       1063
-## 14833 14833     A3PGS3       1063
-## 14834 14834     A3PGZ4       1063
-## 14835 14835     A3PH01       1063
-## 14836 14836     A3PH01       1063
-## 14837 14837     A3PH14       1063
-## 14838 14838     A3PH74       1063
-## 14839 14839     A3PHJ6       1063
-## 14840 14840     A3PHJ6       1063
-## 14841 14841     A3PHK2       1063
-## 14842 14842     A3PHK7       1063
-## 14843 14843     A3PHK8       1063
-## 14844 14844     A3PHR6       1063
-## 14845 14845     A3PHR6       1063
-## 14846 14846     A3PHR6       1063
-## 14847 14847     A3PHS2       1063
-## 14848 14848     A3PHS2       1063
-## 14849 14849     A3PHS9       1063
-## 14850 14850     A3PHT1       1063
-## 14851 14851     A3PI63       1063
-## 14852 14852     A3PI90       1063
-## 14853 14853     A3PI90       1063
-## 14854 14854     A3PI90       1063
-## 14855 14855     A3PIA4       1063
-## 14856 14856     A3PIB4       1063
-## 14857 14857     A3PIB7       1063
-## 14858 14858     A3PIB8       1063
-## 14859 14859     A3PIB8       1063
-## 14860 14860     A3PID0       1063
-## 14861 14861     A3PIG0       1063
-## 14862 14862     A3PIN5       1063
-## 14863 14863     A3PIQ5       1063
-## 14864 14864     A3PIR7       1063
-## 14865 14865     A3PIU9       1063
-## 14866 14866     A3PIU9       1063
-## 14867 14867     A3PIX1       1063
-## 14868 14868     A3PIX8       1063
-## 14869 14869     A3PIX8       1063
-## 14870 14870     A3PIX8       1063
-## 14871 14871     A3PIX9       1063
-## 14872 14872     A3PIZ4       1063
-## 14873 14873     A3PIZ4       1063
-## 14874 14874     A3PIZ4       1063
-## 14875 14875     A3PJ64       1063
-## 14876 14876     A3PJ65       1063
-## 14877 14877     A3PJ65       1063
-## 14878 14878     A3PJ71       1063
-## 14879 14879     A3PJB4       1063
-## 14880 14880     A3PJB4       1063
-## 14881 14881     A3PJF0       1063
-## 14882 14882     A3PJF5       1063
-## 14883 14883     A3PJF6       1063
-## 14884 14884     A3PJG0       1063
-## 14885 14885     A3PJG5       1063
-## 14886 14886     A3PJH4       1063
-## 14887 14887     A3PJS2       1063
-## 14888 14888     A3PJT9       1063
-## 14889 14889     A3PK32       1063
-## 14890 14890     A3PK35       1063
-## 14891 14891     A3PK79       1063
-## 14892 14892     A3PK79       1063
-## 14893 14893     A3PK84       1063
-## 14894 14894     A3PKG3       1063
-## 14895 14895     A3PKI1       1063
-## 14896 14896     A3PKI7       1063
-## 14897 14897     A3PKL5       1063
-## 14898 14898     A3PKL8       1063
-## 14899 14899     A3PKL8       1063
-## 14900 14900     A3PKS1       1063
-## 14901 14901     A3PL17       1063
-## 14902 14902     A3PL17       1063
-## 14903 14903     A3PL17       1063
-## 14904 14904     A3PL19       1063
-## 14905 14905     A3PL98       1063
-## 14906 14906     A3PLC6       1063
-## 14907 14907     A3PLJ1       1063
-## 14908 14908     A3PLJ1       1063
-## 14909 14909     A3PLJ2       1063
-## 14910 14910     A3PLM1       1063
-## 14911 14911     A3PLR7       1063
-## 14912 14912     A3PLS9       1063
-## 14913 14913     A3PLU2       1063
-## 14914 14914     A3PLU4       1063
-## 14915 14915     A3PM38       1063
-## 14916 14916     A3PM52       1063
-## 14917 14917     A3PM58       1063
-## 14918 14918     A3PM58       1063
-## 14919 14919     A3PM58       1063
-## 14920 14920     A3PMB7       1063
-## 14921 14921     A3PMC8       1063
-## 14922 14922     A3PMC8       1063
-## 14923 14923     A3PMH0       1063
-## 14924 14924     A3PMI4       1063
-## 14925 14925     A3PML9       1063
-## 14926 14926     A3PML9       1063
-## 14927 14927     A3PMM1       1063
-## 14928 14928     A3PMM5       1063
-## 14929 14929     A3PMN4       1063
-## 14930 14930     A3PMN4       1063
-## 14931 14931     A3PMR3       1063
-## 14932 14932     A3PMS2       1063
-## 14933 14933     A3PMS2       1063
-## 14934 14934     A3PMS2       1063
-## 14935 14935     A3PMS2       1063
-## 14936 14936     A3PMS2       1063
-## 14937 14937     A3PMS2       1063
-## 14938 14938     A3PMS2       1063
-## 14939 14939     A3PMS2       1063
-## 14940 14940     A3PMS2       1063
-## 14941 14941     A3PMS2       1063
-## 14942 14942     A3PMS2       1063
-## 14943 14943     A3PN16       1063
-## 14944 14944     A3PN50       1063
-## 14945 14945     A3PN50       1063
-## 14946 14946     A3PN82       1063
-## 14947 14947     A3PN83       1063
-## 14948 14948     A3PN83       1063
-## 14949 14949     A3PN84       1063
-## 14950 14950     A3PNA9       1063
-## 14951 14951     A3PNB5       1063
-## 14952 14952     A3PNB5       1063
-## 14953 14953     A3PNF3       1063
-## 14954 14954     A3PNF6       1063
-## 14955 14955     A3PNG0       1063
-## 14956 14956     A3PNH8       1063
-## 14957 14957     A3PNH8       1063
-## 14958 14958     A3PNH8       1063
-## 14959 14959     A3PNJ7       1063
-## 14960 14960     A3PNJ7       1063
-## 14961 14961     A3PNJ7       1063
-## 14962 14962     A3PNJ7       1063
-## 14963 14963     A3PNL2       1063
-## 14964 14964     A3PNL2       1063
-## 14965 14965     A3PNL2       1063
-## 14966 14966     A3PNL2       1063
-## 14967 14967     A3PNM0       1063
-## 14968 14968     A3PNM0       1063
-## 14969 14969     A3PNM0       1063
-## 14970 14970     A3PNM1       1063
-## 14971 14971     A3PNM4       1063
-## 14972 14972     A3PNQ9       1063
-## 14973 14973     A3PNR5       1063
-## 14974 14974     A3PNR5       1063
-## 14975 14975     A3PNR5       1063
-## 14976 14976     A3PNS6       1063
-## 14977 14977     A3PQ70       1063
-## 14978 14978     A3PQJ0       1063
-## 14979 14979     A3PQJ0       1063
-## 14980 14980     A3PQJ2       1063
-## 14981 14981     A3PQK0       1063
-## 14982 14982     A3PQK0       1063
-## 14983 14983     A3PRF6       1063
-## 14984 14984     A3PRF6       1063
-## 14985 14985     A3PRF6       1063
-## 14986 14986     A3PRP4       1063
-## 14987 14987     A3PRP4       1063
-## 14988 14988     A3PRP7       1063
-## 14989 14989     A3PRU3       1063
-## 14990 14990     A3PRW6       1063
-## 14991 14991     A3PRX7       1063
-## 14992 14992     A3PRX7       1063
-## 14993 14993     A3PS65       1063
-## 14994 14994     A3PS65       1063
-## 14995 14995     A3PSE0         NA
-## 14996 14996     A3PTK2         NA
-## 14997 14997     A3PTN4         NA
-## 14998 14998     A3PTN4         NA
-## 14999 14999     A3PU05         NA
-## 15000 15000     A3PU20         NA
-## 15001 15001     A3PU33         NA
-## 15002 15002     A3PU33         NA
-## 15003 15003     A3PU84         NA
-## 15004 15004     A3PUB7         NA
-## 15005 15005     A3PUB7         NA
-## 15006 15006     A3PUH9         NA
-## 15007 15007     A3PV78         NA
-## 15008 15008     A3PV78         NA
-## 15009 15009     A3PV79         NA
-## 15010 15010     A3PV79         NA
-## 15011 15011     A3PV79         NA
-## 15012 15012     A3PV94         NA
-## 15013 15013     A3PV95         NA
-## 15014 15014     A3PV95         NA
-## 15015 15015     A3PVC7         NA
-## 15016 15016     A3PVC7         NA
-## 15017 15017     A3PVC7         NA
-## 15018 15018     A3PVE0         NA
-## 15019 15019     A3PVF2         NA
-## 15020 15020     A3PVQ4         NA
-## 15021 15021     A3PVQ7         NA
-## 15022 15022     A3PVY4         NA
-## 15023 15023     A3PW85         NA
-## 15024 15024     A3PW85         NA
-## 15025 15025     A3PW85         NA
-## 15026 15026     A3PW97         NA
-## 15027 15027     A3PWB2         NA
-## 15028 15028     A3PWB2         NA
-## 15029 15029     A3PWC1         NA
-## 15030 15030     A3PWJ3         NA
-## 15031 15031     A3PWJ3         NA
-## 15032 15032     A3PWJ3         NA
-## 15033 15033     A3PWR3         NA
-## 15034 15034     A3PWR4         NA
-## 15035 15035     A3PXE2         NA
-## 15036 15036     A3PXM2         NA
-## 15037 15037     A3PXN5         NA
-## 15038 15038     A3PXR0         NA
-## 15039 15039     A3PXR0         NA
-## 15040 15040     A3PXS9         NA
-## 15041 15041     A3PXT0         NA
-## 15042 15042     A3PXT0         NA
-## 15043 15043     A3PXX6         NA
-## 15044 15044     A3PXY5         NA
-## 15045 15045     A3PXY5         NA
-## 15046 15046     A3PY62         NA
-## 15047 15047     A3PY75         NA
-## 15048 15048     A3PY75         NA
-## 15049 15049     A3PY75         NA
-## 15050 15050     A3PY75         NA
-## 15051 15051     A3PY75         NA
-## 15052 15052     A3PY75         NA
-## 15053 15053     A3PY75         NA
-## 15054 15054     A3PY75         NA
-## 15055 15055     A3PY75         NA
-## 15056 15056     A3PY75         NA
-## 15057 15057     A3PY76         NA
-## 15058 15058     A3PYB1         NA
-## 15059 15059     A3PYB1         NA
-## 15060 15060     A3PYF3         NA
-## 15061 15061     A3PYF8         NA
-## 15062 15062     A3PYF8         NA
-## 15063 15063     A3PYF9         NA
-## 15064 15064     A3PYK6         NA
-## 15065 15065     A3PYL0         NA
-## 15066 15066     A3PYL0         NA
-## 15067 15067     A3PYL0         NA
-## 15068 15068     A3PYL0         NA
-## 15069 15069     A3PYU9         NA
-## 15070 15070     A3PYW3         NA
-## 15071 15071     A3PYW3         NA
-## 15072 15072     A3PYW5         NA
-## 15073 15073     A3PZ44         NA
-## 15074 15074     A3PZ65         NA
-## 15075 15075     A3PZ93         NA
-## 15076 15076     A3PZ93         NA
-## 15077 15077     A3PZ93         NA
-## 15078 15078     A3PZ93         NA
-## 15079 15079     A3PZB2         NA
-## 15080 15080     A3PZE9         NA
-## 15081 15081     A3PZE9         NA
-## 15082 15082     A3Q016         NA
-## 15083 15083     A3Q016         NA
-## 15084 15084     A3Q040         NA
-## 15085 15085     A3Q0D4         NA
-## 15086 15086     A3Q0D5         NA
-## 15087 15087     A3Q0D5         NA
-## 15088 15088     A3Q0E7         NA
-## 15089 15089     A3Q0I3         NA
-## 15090 15090     A3Q0R1         NA
-## 15091 15091     A3Q0R1         NA
-## 15092 15092     A3Q0S2         NA
-## 15093 15093     A3Q0S2         NA
-## 15094 15094     A3Q0S2         NA
-## 15095 15095     A3Q0T2         NA
-## 15096 15096     A3Q0T7         NA
-## 15097 15097     A3Q0U7         NA
-## 15098 15098     A3Q0V0         NA
-## 15099 15099     A3Q125         NA
-## 15100 15100     A3Q129         NA
-## 15101 15101     A3Q146         NA
-## 15102 15102     A3Q1L2         NA
-## 15103 15103     A3Q1L2         NA
-## 15104 15104     A3Q1L7         NA
-## 15105 15105     A3Q1L8         NA
-## 15106 15106     A3Q1M1         NA
-## 15107 15107     A3Q1M7         NA
-## 15108 15108     A3Q1S2         NA
-## 15109 15109     A3Q1S7         NA
-## 15110 15110     A3Q1S8         NA
-## 15111 15111     A3Q1U4         NA
-## 15112 15112     A3Q264         NA
-## 15113 15113     A3Q272         NA
-## 15114 15114     A3Q2D5         NA
-## 15115 15115     A3Q2F3         NA
-## 15116 15116     A3Q2F3         NA
-## 15117 15117     A3Q2F3         NA
-## 15118 15118     A3Q2F3         NA
-## 15119 15119     A3Q2I4         NA
-## 15120 15120     A3Q2I4         NA
-## 15121 15121     A3Q2P5         NA
-## 15122 15122     A3Q393         NA
-## 15123 15123     A3Q393         NA
-## 15124 15124     A3Q396         NA
-## 15125 15125     A3Q3B1         NA
-## 15126 15126     A3Q3B1         NA
-## 15127 15127     A3Q3B3         NA
-## 15128 15128     A3Q3B4         NA
-## 15129 15129     A3Q3B4         NA
-## 15130 15130     A3Q3B4         NA
-## 15131 15131     A3Q3B5         NA
-## 15132 15132     A3Q3C2         NA
-## 15133 15133     A3Q3C2         NA
-## 15134 15134     A3Q3D3         NA
-## 15135 15135     A3Q3D3         NA
-## 15136 15136     A3Q3N5         NA
-## 15137 15137     A3Q3N5         NA
-## 15138 15138     A3Q3N5         NA
-## 15139 15139     A3Q3N5         NA
-## 15140 15140     A3Q3N5         NA
-## 15141 15141     A3Q3Q3         NA
-## 15142 15142     A3Q3Q3         NA
-## 15143 15143     A3Q3Q3         NA
-## 15144 15144     A3Q4B9         NA
-## 15145 15145     A3Q4F8         NA
-## 15146 15146     A3Q4N0         NA
-## 15147 15147     A3Q4N2         NA
-## 15148 15148     A3Q5G5         NA
-## 15149 15149     A3Q5G5         NA
-## 15150 15150     A3Q5G5         NA
-## 15151 15151     A3Q5L9         NA
-## 15152 15152     A3Q695         NA
-## 15153 15153     A3Q6A4         NA
-## 15154 15154     A3Q6H9         NA
-## 15155 15155     A3Q6N0         NA
-## 15156 15156     A3Q6V9         NA
-## 15157 15157     A3Q6Y3         NA
-## 15158 15158     A3Q6Y5         NA
-## 15159 15159     A3Q7Z7         NA
-## 15160 15160     A3Q8S5         NA
-## 15161 15161     A3Q8S6     359303
-## 15162 15162     A3Q8T4     359303
-## 15163 15163     A3Q8T4     359303
-## 15164 15164     A3Q8U4     359303
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-## 15191 15191     A3QB95     359303
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-## 15208 15208     A3QCW8     359303
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-## 15210 15210     A3QCX7     359303
-## 15211 15211     A3QD46     359303
-## 15212 15212     A3QD52     359303
-## 15213 15213     A3QD52     359303
-## 15214 15214     A3QD52     359303
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-## 15216 15216     A3QD92     359303
-## 15217 15217     A3QD92     359303
-## 15218 15218     A3QDC9     359303
-## 15219 15219     A3QDD6     359303
-## 15220 15220     A3QDD6     359303
-## 15221 15221     A3QDU9     359303
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-## 15241 15241     A3QFI1     359303
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-## 15245 15245     A3QFM9     359303
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-## 15249 15249     A3QFN4     359303
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-## 15251 15251     A3QFX7     359303
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-## 15255 15255     A3QGA1     359303
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-## 15257 15257     A3QGA2     359303
-## 15258 15258     A3QGA3     359303
-## 15259 15259     A3QGA6     359303
-## 15260 15260     A3QGM4     359303
-## 15261 15261     A3QGN9     359303
-## 15262 15262     A3QGP0     359303
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-## 15266 15266     A3QGR7     359303
-## 15267 15267     A3QGT8     359303
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-## 15270 15270     A3QGU5     359303
-## 15271 15271     A3QGU5     359303
-## 15272 15272     A3QGU5     359303
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-## 15276 15276     A3QGW1     359303
-## 15277 15277     A3QGW2     359303
-## 15278 15278     A3QGW2     359303
-## 15279 15279     A3QGY9     359303
-## 15280 15280     A3QH22     359303
-## 15281 15281     A3QH30     359303
-## 15282 15282     A3QH31     359303
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-## 15284 15284     A3QH31     359303
-## 15285 15285     A3QH38     359303
-## 15286 15286     A3QH41     359303
-## 15287 15287     A3QH41     359303
-## 15288 15288     A3QH47     359303
-## 15289 15289     A3QH47     359303
-## 15290 15290     A3QH47     359303
-## 15291 15291     A3QH47     359303
-## 15292 15292     A3QH47     359303
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-## 15294 15294     A3QHI2     359303
-## 15295 15295     A3QI49     359303
-## 15296 15296     A3QI66     359303
-## 15297 15297     A3QIE1     359303
-## 15298 15298     A3QIE3     359303
-## 15299 15299     A3QIE3     359303
-## 15300 15300     A3QIE4     359303
-## 15301 15301     A3QIL3     359303
-## 15302 15302     A3QIM0     359303
-## 15303 15303     A3QIM4     359303
-## 15304 15304     A3QIN0     359303
-## 15305 15305     A3QIN4     359303
-## 15306 15306     A3QIQ2     359303
-## 15307 15307     A3QIU8     359303
-## 15308 15308     A3QIU8     359303
-## 15309 15309     A3QJ17     359303
-## 15310 15310     A3QJ41     359303
-## 15311 15311     A3QJ65     359303
-## 15312 15312     A3QJA8     359303
-## 15313 15313     A3QJE8     359303
-## 15314 15314     A3QJF1     359303
-## 15315 15315     A3QJF9     359303
-## 15316 15316     A3QJF9     359303
-## 15317 15317     A3QJF9     359303
-## 15318 15318     A3QJM2     359303
-## 15319 15319     A3QJM4     359303
-## 15320 15320     A3QJQ7     359303
-## 15321 15321     A3QMC8         NA
-## 15322 15322     A3QMC8         NA
-## 15323 15323     A3QMC8         NA
-## 15324 15324     A3QNZ8         NA
-## 15325 15325     A3QNZ9       9593
-## 15326 15326     A3QP00         NA
-## 15327 15327     A3QP01         NA
-## 15328 15328     A3QP07         NA
-## 15329 15329     A3QP07         NA
-## 15330 15330     A3QP08         NA
-## 15331 15331     A3QP08         NA
-## 15332 15332     A3QP09         NA
-## 15333 15333     A3QP09         NA
-## 15334 15334     A3QP09         NA
-## 15335 15335     A3QRX8         NA
-## 15336 15336     A3QRX8         NA
-## 15337 15337     A3QU28         NA
-## 15338 15338     A3QVN3         NA
-## 15339 15339     A3QVN4         NA
-## 15340 15340     A3QVN5         NA
-## 15341 15341     A3QVN6       8700
-## 15342 15342     A3R064         NA
-## 15343 15343     A3R4N1     423445
-## 15344 15344     A3R4N1     423445
-## 15345 15345     A3R4N1     423445
-## 15346 15346     A3R4N1     423445
-## 15347 15347     A3R4N4     423445
-## 15348 15348     A3RCV9         NA
-## 15349 15349     A3RF36       9612
-## 15350 15350     A3RF36       9612
-## 15351 15351     A3RGB0       7394
-## 15352 15352     A3RGB1       7394
-## 15353 15353     A3RGC1         NA
-## 15354 15354     A3RK74         NA
-## 15355 15355     A3RK74         NA
-## 15356 15356     A3RK75         NA
-## 15357 15357     A3RK75         NA
-## 15358 15358     A3RK75         NA
-## 15359 15359     A3RLD7         NA
-## 15360 15360     A3RLD8         NA
-## 15361 15361     A3RLE1       9612
-## 15362 15362     A3RLE2       9612
-## 15363 15363     A3RLT6         NA
-## 15364 15364     A3RM21      11292
-## 15365 15365     A3RM22      11292
-## 15366 15366     A3SK19     314263
-## 15367 15367     A4D0S4         NA
-## 15368 15368     A4D0S4         NA
-## 15369 15369     A4D0S4         NA
-## 15370 15370     A4D0S4         NA
-## 15371 15371     A4D0S4         NA
-## 15372 15372     A4D0V7         NA
-## 15373 15373     A4D161         NA
-## 15374 15374     A4D1B5         NA
-## 15375 15375     A4D1F6         NA
-## 15376 15376     A4D1F6         NA
-## 15377 15377     A4D1F6         NA
-## 15378 15378     A4D1P6         NA
-## 15379 15379     A4D1P6         NA
-## 15380 15380     A4D1S0         NA
-## 15381 15381     A4D1S0         NA
-## 15382 15382     A4D2B8         NA
-## 15383 15383     A4D2G3         NA
-## 15384 15384     A4D2H0         NA
-## 15385 15385     A4D2H0         NA
-## 15386 15386     A4D2H0         NA
-## 15387 15387     A4D2H0         NA
-## 15388 15388     A4D2H0         NA
-## 15389 15389     A4D2P6         NA
-## 15390 15390     A4D2P6         NA
-## 15391 15391     A4D7R9         NA
-## 15392 15392     A4D7R9         NA
-## 15393 15393     A4D7T3         NA
-## 15394 15394     A4D9J5     746128
-## 15395 15395     A4D9J5     746128
-## 15396 15396     A4DA84     746128
-## 15397 15397     A4F4L0         NA
-## 15398 15398     A4F5G6         NA
-## 15399 15399     A4F5G6         NA
-## 15400 15400     A4F5G6         NA
-## 15401 15401     A4F5N5       1836
-## 15402 15402     A4F5Q5       1836
-## 15403 15403     A4F5Q5       1836
-## 15404 15404     A4F5Q5       1836
-## 15405 15405     A4F6D0       1836
-## 15406 15406     A4F6L1       1836
-## 15407 15407     A4F6T0       1836
-## 15408 15408     A4F710       1836
-## 15409 15409     A4F749       1836
-## 15410 15410     A4F749       1836
-## 15411 15411     A4F749       1836
-## 15412 15412     A4F7B2       1836
-## 15413 15413     A4F7F9       1836
-## 15414 15414     A4F7R8       1836
-## 15415 15415     A4F7R9       1836
-## 15416 15416     A4F7X3       1836
-## 15417 15417     A4F870       1836
-## 15418 15418     A4F870       1836
-## 15419 15419     A4F8G5       1836
-## 15420 15420     A4F8Q9       1836
-## 15421 15421     A4F8Q9       1836
-## 15422 15422     A4F8Q9       1836
-## 15423 15423     A4F8Q9       1836
-## 15424 15424     A4F9F6       1836
-## 15425 15425     A4F9J8       1836
-## 15426 15426     A4F9L3       1836
-## 15427 15427     A4FAC5       1836
-## 15428 15428     A4FAC5       1836
-## 15429 15429     A4FAJ5       1836
-## 15430 15430     A4FAJ5       1836
-## 15431 15431     A4FAK5       1836
-## 15432 15432     A4FAQ5       1836
-## 15433 15433     A4FBA3       1836
-## 15434 15434     A4FBA3       1836
-## 15435 15435     A4FBA6       1836
-## 15436 15436     A4FBA6       1836
-## 15437 15437     A4FBA8       1836
-## 15438 15438     A4FBA8       1836
-## 15439 15439     A4FBB7       1836
-## 15440 15440     A4FBB7       1836
-## 15441 15441     A4FBD3       1836
-## 15442 15442     A4FBE8       1836
-## 15443 15443     A4FBG1       1836
-## 15444 15444     A4FBG1       1836
-## 15445 15445     A4FBK5       1836
-## 15446 15446     A4FBL9       1836
-## 15447 15447     A4FBP0       1836
-## 15448 15448     A4FBP0       1836
-## 15449 15449     A4FBX6       1836
-## 15450 15450     A4FBY2       1836
-## 15451 15451     A4FCM4       1836
-## 15452 15452     A4FCM4       1836
-## 15453 15453     A4FCM4       1836
-## 15454 15454     A4FCM4       1836
-## 15455 15455     A4FCM4       1836
-## 15456 15456     A4FCP0       1836
-## 15457 15457     A4FCP0       1836
-## 15458 15458     A4FCP1       1836
-## 15459 15459     A4FDR2       1836
-## 15460 15460     A4FF33       1836
-## 15461 15461     A4FF33       1836
-## 15462 15462     A4FFX3       1836
-## 15463 15463     A4FFX3       1836
-## 15464 15464     A4FG06       1836
-## 15465 15465     A4FG19       1836
-## 15466 15466     A4FHB5       1836
-## 15467 15467     A4FI92       1836
-## 15468 15468     A4FI92       1836
-## 15469 15469     A4FID1       1836
-## 15470 15470     A4FIM1       1836
-## 15471 15471     A4FIR1       1836
-## 15472 15472     A4FIR1       1836
-## 15473 15473     A4FK61       1836
-## 15474 15474     A4FKA9       1836
-## 15475 15475     A4FKA9       1836
-## 15476 15476     A4FKA9       1836
-## 15477 15477     A4FKC1       1836
-## 15478 15478     A4FKC1       1836
-## 15479 15479     A4FLG1       1836
-## 15480 15480     A4FLV9       1836
-## 15481 15481     A4FLX6       1836
-## 15482 15482     A4FLZ0       1836
-## 15483 15483     A4FM34       1836
-## 15484 15484     A4FM34       1836
-## 15485 15485     A4FM34       1836
-## 15486 15486     A4FM34       1836
-## 15487 15487     A4FM34       1836
-## 15488 15488     A4FM34       1836
-## 15489 15489     A4FM34       1836
-## 15490 15490     A4FM34       1836
-## 15491 15491     A4FM36       1836
-## 15492 15492     A4FME5       1836
-## 15493 15493     A4FME5       1836
-## 15494 15494     A4FME7       1836
-## 15495 15495     A4FME7       1836
-## 15496 15496     A4FME8       1836
-## 15497 15497     A4FMF1       1836
-## 15498 15498     A4FMJ7       1836
-## 15499 15499     A4FMP2       1836
-## 15500 15500     A4FMP2       1836
-## 15501 15501     A4FMQ5       1836
-## 15502 15502     A4FMS5       1836
-## 15503 15503     A4FMS5       1836
-## 15504 15504     A4FMS5       1836
-## 15505 15505     A4FMS5       1836
-## 15506 15506     A4FMT5       1836
-## 15507 15507     A4FN31       1836
-## 15508 15508     A4FN31       1836
-## 15509 15509     A4FN31       1836
-## 15510 15510     A4FN47       1836
-## 15511 15511     A4FNF1       1836
-## 15512 15512     A4FNF1       1836
-## 15513 15513     A4FNI0       1836
-## 15514 15514     A4FNI7       1836
-## 15515 15515     A4FNQ1       1836
-## 15516 15516     A4FP60       1836
-## 15517 15517     A4FPA5       1836
-## 15518 15518     A4FPG9       1836
-## 15519 15519     A4FPH0       1836
-## 15520 15520     A4FPH1       1836
-## 15521 15521     A4FPJ1       1836
-## 15522 15522     A4FPJ1       1836
-## 15523 15523     A4FPJ1       1836
-## 15524 15524     A4FPJ4       1836
-## 15525 15525     A4FPK6       1836
-## 15526 15526     A4FPK8       1836
-## 15527 15527     A4FPL0       1836
-## 15528 15528     A4FPL7       1836
-## 15529 15529     A4FPL9       1836
-## 15530 15530     A4FPM2       1836
-## 15531 15531     A4FPM4       1836
-## 15532 15532     A4FPM8       1836
-## 15533 15533     A4FPP2       1836
-## 15534 15534     A4FPP2       1836
-## 15535 15535     A4FPQ6       1836
-## 15536 15536     A4FPS1       1836
-## 15537 15537     A4FPT3       1836
-## 15538 15538     A4FPT8       1836
-## 15539 15539     A4FPV1       1836
-## 15540 15540     A4FPX3       1836
-## 15541 15541     A4FPY4       1836
-## 15542 15542     A4FQ08       1836
-## 15543 15543     A4FQ08       1836
-## 15544 15544     A4FQ08       1836
-## 15545 15545     A4FQE4       1836
-## 15546 15546     A4FQI3       1836
-## 15547 15547     A4FQI3       1836
-## 15548 15548     A4FR29       1836
-## 15549 15549     A4FR32       1836
-## 15550 15550     A4FSH5         NA
-## 15551 15551     A4FU28         NA
-## 15552 15552     A4FU28         NA
-## 15553 15553     A4FU49         NA
-## 15554 15554     A4FU49         NA
-## 15555 15555     A4FU69         NA
-## 15556 15556     A4FU69         NA
-## 15557 15557     A4FU69         NA
-## 15558 15558     A4FU69         NA
-## 15559 15559     A4FUB7         NA
-## 15560 15560     A4FUC9         NA
-## 15561 15561     A4FUC9         NA
-## 15562 15562     A4FUD1         NA
-## 15563 15563     A4FUE7         NA
-## 15564 15564     A4FUE7         NA
-## 15565 15565     A4FUE7         NA
-## 15566 15566     A4FUE7         NA
-## 15567 15567     A4FUG8         NA
-## 15568 15568     A4FUG8         NA
-## 15569 15569     A4FUH1         NA
-## 15570 15570     A4FUH1         NA
-## 15571 15571     A4FUH1         NA
-## 15572 15572     A4FUI1         NA
-## 15573 15573     A4FUI2         NA
-## 15574 15574     A4FUP9         NA
-## 15575 15575     A4FUQ5         NA
-## 15576 15576     A4FUW8         NA
-## 15577 15577     A4FUW8         NA
-## 15578 15578     A4FUY1         NA
-## 15579 15579     A4FUY1         NA
-## 15580 15580     A4FUY7         NA
-## 15581 15581     A4FUY9         NA
-## 15582 15582     A4FUZ0         NA
-## 15583 15583     A4FUZ5         NA
-## 15584 15584     A4FUZ6         NA
-## 15585 15585     A4FV14         NA
-## 15586 15586     A4FV27         NA
-## 15587 15587     A4FV29         NA
-## 15588 15588     A4FV37         NA
-## 15589 15589     A4FV37         NA
-## 15590 15590     A4FV45         NA
-## 15591 15591     A4FV48         NA
-## 15592 15592     A4FV52         NA
-## 15593 15593     A4FV54         NA
-## 15594 15594     A4FV57         NA
-## 15595 15595     A4FV57         NA
-## 15596 15596     A4FV57         NA
-## 15597 15597     A4FV57         NA
-## 15598 15598     A4FV57         NA
-## 15599 15599     A4FV57         NA
-## 15600 15600     A4FV57         NA
-## 15601 15601     A4FV57         NA
-## 15602 15602     A4FV57         NA
-## 15603 15603     A4FV61         NA
-## 15604 15604     A4FV75         NA
-## 15605 15605     A4FV84         NA
-## 15606 15606     A4FV93         NA
-## 15607 15607     A4FV93         NA
-## 15608 15608     A4FV93         NA
-## 15609 15609     A4FV97         NA
-## 15610 15610     A4FV97         NA
-## 15611 15611     A4FV97         NA
-## 15612 15612     A4FV97         NA
-## 15613 15613     A4FVD8         NA
-## 15614 15614     A4FVP6         NA
-## 15615 15615     A4FVP6         NA
-## 15616 15616     A4FVV0      39152
-## 15617 15617     A4FVW2      39152
-## 15618 15618     A4FVW5      39152
-## 15619 15619     A4FVX4      39152
-## 15620 15620     A4FVX4      39152
-## 15621 15621     A4FVX9      39152
-## 15622 15622     A4FVY1      39152
-## 15623 15623     A4FVY2      39152
-## 15624 15624     A4FW14      39152
-## 15625 15625     A4FW36      39152
-## 15626 15626     A4FW56      39152
-## 15627 15627     A4FW85      39152
-## 15628 15628     A4FWA5      39152
-## 15629 15629     A4FWA6      39152
-## 15630 15630     A4FWB5      39152
-## 15631 15631     A4FWB9      39152
-## 15632 15632     A4FWF5      39152
-## 15633 15633     A4FWK1      39152
-## 15634 15634     A4FWK1      39152
-## 15635 15635     A4FWK9      39152
-## 15636 15636     A4FWP8      39152
-## 15637 15637     A4FWP8      39152
-## 15638 15638     A4FWR5      39152
-## 15639 15639     A4FWR6      39152
-## 15640 15640     A4FWS3      39152
-## 15641 15641     A4FWT8      39152
-## 15642 15642     A4FWU0      39152
-## 15643 15643     A4FWU0      39152
-## 15644 15644     A4FWU2      39152
-## 15645 15645     A4FWW1      39152
-## 15646 15646     A4FWW9      39152
-## 15647 15647     A4FWX2      39152
-## 15648 15648     A4FWX2      39152
-## 15649 15649     A4FWX2      39152
-## 15650 15650     A4FWX4      39152
-## 15651 15651     A4FWY5      39152
-## 15652 15652     A4FWZ9      39152
-## 15653 15653     A4FX27      39152
-## 15654 15654     A4FX98      39152
-## 15655 15655     A4FX98      39152
-## 15656 15656     A4FXD3      39152
-## 15657 15657     A4FXF3      39152
-## 15658 15658     A4FXH2      39152
-## 15659 15659     A4FXH7      39152
-## 15660 15660     A4FXR1      39152
-## 15661 15661     A4FXR1      39152
-## 15662 15662     A4FXR4      39152
-## 15663 15663     A4FXT1      39152
-## 15664 15664     A4FXT1      39152
-## 15665 15665     A4FXT1      39152
-## 15666 15666     A4FY69      39152
-## 15667 15667     A4FYA4      39152
-## 15668 15668     A4FYB3      39152
-## 15669 15669     A4FYD7      39152
-## 15670 15670     A4FYE4      39152
-## 15671 15671     A4FYK0      39152
-## 15672 15672     A4FYQ3      39152
-## 15673 15673     A4FYS8      39152
-## 15674 15674     A4FZ59      39152
-## 15675 15675     A4FZ85      39152
-## 15676 15676     A4FZA5      39152
-## 15677 15677     A4FZA6      39152
-## 15678 15678     A4FZL2      39152
-## 15679 15679     A4FZL6      39152
-## 15680 15680     A4FZM0      39152
-## 15681 15681     A4FZP7      39152
-## 15682 15682     A4FZP7      39152
-## 15683 15683     A4FZQ3      39152
-## 15684 15684     A4FZS6      39152
-## 15685 15685     A4FZS7      39152
-## 15686 15686     A4FZS7      39152
-## 15687 15687     A4FZS8      39152
-## 15688 15688     A4FZS8      39152
-## 15689 15689     A4FZS8      39152
-## 15690 15690     A4FZT6      39152
-## 15691 15691     A4FZU2      39152
-## 15692 15692     A4FZX1      39152
-## 15693 15693     A4G043      39152
-## 15694 15694     A4G068      39152
-## 15695 15695     A4G0A4      39152
-## 15696 15696     A4G0C9      39152
-## 15697 15697     A4G0D0      39152
-## 15698 15698     A4G0E2      39152
-## 15699 15699     A4G0F2      39152
-## 15700 15700     A4G0F2      39152
-## 15701 15701     A4G0F9      39152
-## 15702 15702     A4G0G9      39152
-## 15703 15703     A4G0G9      39152
-## 15704 15704     A4G0H7      39152
-## 15705 15705     A4G0J0      39152
-## 15706 15706     A4G0J0      39152
-## 15707 15707     A4G0J0      39152
-## 15708 15708     A4G0M1      39152
-## 15709 15709     A4G0P3      39152
-## 15710 15710     A4G0R6      39152
-## 15711 15711     A4G0Y3      39152
-## 15712 15712     A4G0Y3      39152
-## 15713 15713     A4G154         NA
-## 15714 15714     A4G1L3         NA
-## 15715 15715     A4G1L3         NA
-## 15716 15716     A4G1L4         NA
-## 15717 15717     A4G1N1         NA
-## 15718 15718     A4G1Q7         NA
-## 15719 15719     A4G1Q7         NA
-## 15720 15720     A4G1T2         NA
-## 15721 15721     A4G1U1         NA
-## 15722 15722     A4G1U7         NA
-## 15723 15723     A4G1U8         NA
-## 15724 15724     A4G1V2         NA
-## 15725 15725     A4G1V8         NA
-## 15726 15726     A4G1Y9         NA
-## 15727 15727     A4G1Z3         NA
-## 15728 15728     A4G215         NA
-## 15729 15729     A4G224         NA
-## 15730 15730     A4G262         NA
-## 15731 15731     A4G267         NA
-## 15732 15732     A4G288         NA
-## 15733 15733     A4G289         NA
-## 15734 15734     A4G2A5         NA
-## 15735 15735     A4G2N0         NA
-## 15736 15736     A4G2S9         NA
-## 15737 15737     A4G341         NA
-## 15738 15738     A4G3E6         NA
-## 15739 15739     A4G3U8         NA
-## 15740 15740     A4G4B3         NA
-## 15741 15741     A4G4F5         NA
-## 15742 15742     A4G4G1         NA
-## 15743 15743     A4G4G1         NA
-## 15744 15744     A4G4J2         NA
-## 15745 15745     A4G4J3         NA
-## 15746 15746     A4G4K6         NA
-## 15747 15747     A4G4L1         NA
-## 15748 15748     A4G4L1         NA
-## 15749 15749     A4G4L2         NA
-## 15750 15750     A4G4L2         NA
-## 15751 15751     A4G4L7         NA
-## 15752 15752     A4G4L7         NA
-## 15753 15753     A4G4R0         NA
-## 15754 15754     A4G4R0         NA
-## 15755 15755     A4G4R4         NA
-## 15756 15756     A4G4S2         NA
-## 15757 15757     A4G4S2         NA
-## 15758 15758     A4G4S3         NA
-## 15759 15759     A4G4T1         NA
-## 15760 15760     A4G4T1         NA
-## 15761 15761     A4G4T1         NA
-## 15762 15762     A4G4T2         NA
-## 15763 15763     A4G4T3         NA
-## 15764 15764     A4G4T3         NA
-## 15765 15765     A4G5J7         NA
-## 15766 15766     A4G5J9         NA
-## 15767 15767     A4G5V6         NA
-## 15768 15768     A4G5X0         NA
-## 15769 15769     A4G5X2         NA
-## 15770 15770     A4G5Z9         NA
-## 15771 15771     A4G5Z9         NA
-## 15772 15772     A4G631         NA
-## 15773 15773     A4G636         NA
-## 15774 15774     A4G642         NA
-## 15775 15775     A4G647         NA
-## 15776 15776     A4G6P0         NA
-## 15777 15777     A4G6R2         NA
-## 15778 15778     A4G6R2         NA
-## 15779 15779     A4G6T3         NA
-## 15780 15780     A4G709         NA
-## 15781 15781     A4G717         NA
-## 15782 15782     A4G717         NA
-## 15783 15783     A4G717         NA
-## 15784 15784     A4G729         NA
-## 15785 15785     A4G7P5         NA
-## 15786 15786     A4G7S7         NA
-## 15787 15787     A4G7S7         NA
-## 15788 15788     A4G7S7         NA
-## 15789 15789     A4G7S7         NA
-## 15790 15790     A4G7T5         NA
-## 15791 15791     A4G7T5         NA
-## 15792 15792     A4G7V9         NA
-## 15793 15793     A4G807         NA
-## 15794 15794     A4G837         NA
-## 15795 15795     A4G837         NA
-## 15796 15796     A4G837         NA
-## 15797 15797     A4G895         NA
-## 15798 15798     A4G895         NA
-## 15799 15799     A4G8B2         NA
-## 15800 15800     A4G8B3         NA
-## 15801 15801     A4G8B3         NA
-## 15802 15802     A4G8D1         NA
-## 15803 15803     A4G8D1         NA
-## 15804 15804     A4G8D2         NA
-## 15805 15805     A4G8D2         NA
-## 15806 15806     A4G8R1         NA
-## 15807 15807     A4G8R3         NA
-## 15808 15808     A4G8R3         NA
-## 15809 15809     A4G8R4         NA
-## 15810 15810     A4G8R6         NA
-## 15811 15811     A4G8T8         NA
-## 15812 15812     A4G8U1         NA
-## 15813 15813     A4G8U1         NA
-## 15814 15814     A4G8U6         NA
-## 15815 15815     A4G8U7         NA
-## 15816 15816     A4G8U7         NA
-## 15817 15817     A4G919         NA
-## 15818 15818     A4G921         NA
-## 15819 15819     A4G964         NA
-## 15820 15820     A4G964         NA
-## 15821 15821     A4G969         NA
-## 15822 15822     A4G975         NA
-## 15823 15823     A4G977         NA
-## 15824 15824     A4G989         NA
-## 15825 15825     A4G989         NA
-## 15826 15826     A4G995         NA
-## 15827 15827     A4G9I1         NA
-## 15828 15828     A4G9P9         NA
-## 15829 15829     A4G9R3         NA
-## 15830 15830     A4G9S1         NA
-## 15831 15831     A4G9S3         NA
-## 15832 15832     A4G9T2         NA
-## 15833 15833     A4G9T2         NA
-## 15834 15834     A4G9U1         NA
-## 15835 15835     A4G9U4         NA
-## 15836 15836     A4G9U4         NA
-## 15837 15837     A4G9U6         NA
-## 15838 15838     A4G9U6         NA
-## 15839 15839     A4G9U7         NA
-## 15840 15840     A4G9W6         NA
-## 15841 15841     A4GA77         NA
-## 15842 15842     A4GAG3         NA
-## 15843 15843     A4GAH1         NA
-## 15844 15844     A4GAH2         NA
-## 15845 15845     A4GAH3         NA
-## 15846 15846     A4GAI2         NA
-## 15847 15847     A4GAN3         NA
-## 15848 15848     A4GBX7      11320
-## 15849 15849     A4GBX9      11320
-## 15850 15850     A4GBY0      11320
-## 15851 15851     A4GBY5      11320
-## 15852 15852     A4GBY7      11320
-## 15853 15853     A4GCH5      11320
-## 15854 15854     A4GCH7      11320
-## 15855 15855     A4GCH9      11320
-## 15856 15856     A4GCI3      11320
-## 15857 15857     A4GCI6      11320
-## 15858 15858     A4GCI8      11320
-## 15859 15859     A4GCI9      11320
-## 15860 15860     A4GCJ0      11320
-## 15861 15861     A4GCJ4      11320
-## 15862 15862     A4GCJ6      11320
-## 15863 15863     A4GCJ7      11320
-## 15864 15864     A4GCJ9      11320
-## 15865 15865     A4GCK1      11320
-## 15866 15866     A4GCK5      11320
-## 15867 15867     A4GCK7      11320
-## 15868 15868     A4GCK8      11320
-## 15869 15869     A4GCL0      11320
-## 15870 15870     A4GCL2      11320
-## 15871 15871     A4GCL6      11320
-## 15872 15872     A4GCL9      11320
-## 15873 15873     A4GCM3      11320
-## 15874 15874     A4GCR5         NA
-## 15875 15875     A4GCR6         NA
-## 15876 15876     A4GD50         NA
-## 15877 15877     A4GD55         NA
-## 15878 15878     A4GD56         NA
-## 15879 15879     A4GD58         NA
-## 15880 15880     A4GDQ6         NA
-## 15881 15881     A4GDR1         NA
-## 15882 15882     A4GDR3         NA
-## 15883 15883     A4GDR4         NA
-## 15884 15884     A4GDR9         NA
-## 15885 15885     A4GDS0         NA
-## 15886 15886     A4GDS6         NA
-## 15887 15887     A4GDS7         NA
-## 15888 15888     A4GDS9         NA
-## 15889 15889     A4GDT0         NA
-## 15890 15890     A4GDT3         NA
-## 15891 15891     A4GDT4         NA
-## 15892 15892     A4GDT5         NA
-## 15893 15893     A4GDT9         NA
-## 15894 15894     A4GDU0         NA
-## 15895 15895     A4GDU2         NA
-## 15896 15896     A4GDU3         NA
-## 15897 15897     A4GDU5         NA
-## 15898 15898     A4GDU6         NA
-## 15899 15899     A4GE42         NA
-## 15900 15900     A4GE44         NA
-## 15901 15901     A4GE45         NA
-## 15902 15902     A4GE47         NA
-## 15903 15903     A4GE48         NA
-## 15904 15904     A4GE49         NA
-## 15905 15905     A4GE50         NA
-## 15906 15906     A4GE53         NA
-## 15907 15907     A4GE54         NA
-## 15908 15908     A4GE55         NA
-## 15909 15909     A4GFB9         NA
-## 15910 15910     A4GFC3         NA
-## 15911 15911     A4GG66         NA
-## 15912 15912     A4GG66         NA
-## 15913 15913     A4GG66         NA
-## 15914 15914     A4GG84         NA
-## 15915 15915     A4GG89         NA
-## 15916 15916     A4GG95         NA
-## 15917 15917     A4GG96         NA
-## 15918 15918     A4GGA1         NA
-## 15919 15919     A4GGA1         NA
-## 15920 15920     A4GGA6         NA
-## 15921 15921     A4GGA9         NA
-## 15922 15922     A4GGA9         NA
-## 15923 15923     A4GGB0         NA
-## 15924 15924     A4GGC7         NA
-## 15925 15925     A4GGC7         NA
-## 15926 15926     A4GGE0         NA
-## 15927 15927     A4GGE1         NA
-## 15928 15928     A4GGE1         NA
-## 15929 15929     A4GGE1         NA
-## 15930 15930     A4GGE3         NA
-## 15931 15931     A4GGE3         NA
-## 15932 15932     A4GGE3         NA
-## 15933 15933     A4GGE3         NA
-## 15934 15934     A4GGE5         NA
-## 15935 15935     A4GGE6         NA
-## 15936 15936     A4GGE7         NA
-## 15937 15937     A4GGF0         NA
-## 15938 15938     A4GGF4         NA
-## 15939 15939     A4GGF4         NA
-## 15940 15940     A4GGF4         NA
-## 15941 15941     A4GGF4         NA
-## 15942 15942     A4GGF5         NA
-## 15943 15943     A4GSN8         NA
-## 15944 15944     A4GSN8         NA
-## 15945 15945     A4GSN8         NA
-## 15946 15946     A4GT88         NA
-## 15947 15947     A4GTP4         NA
-## 15948 15948     A4GTP4         NA
-## 15949 15949     A4GTP4         NA
-## 15950 15950     A4GVD1         NA
-## 15951 15951     A4GVD1         NA
-## 15952 15952     A4GVD1         NA
-## 15953 15953     A4GWN3         NA
-## 15954 15954     A4GXA9         NA
-## 15955 15955     A4GXA9         NA
-## 15956 15956     A4GYP0         NA
-## 15957 15957     A4GYP3         NA
-## 15958 15958     A4GYP5         NA
-## 15959 15959     A4GYP8         NA
-## 15960 15960     A4GYQ0         NA
-## 15961 15961     A4GYQ5         NA
-## 15962 15962     A4GYQ9         NA
-## 15963 15963     A4GYR0         NA
-## 15964 15964     A4GYR1         NA
-## 15965 15965     A4GYR5         NA
-## 15966 15966     A4GYR8         NA
-## 15967 15967     A4GYS0         NA
-## 15968 15968     A4GYS0         NA
-## 15969 15969     A4GYS2         NA
-## 15970 15970     A4GYU3         NA
-## 15971 15971     A4GYU4         NA
-## 15972 15972     A4GYV0         NA
-## 15973 15973     A4GYV4         NA
-## 15974 15974     A4GYV4         NA
-## 15975 15975     A4GYV4         NA
-## 15976 15976     A4GYV4         NA
-## 15977 15977     A4GYV8         NA
-## 15978 15978     A4GYW4         NA
-## 15979 15979     A4GYW4         NA
-## 15980 15980     A4GYW5         NA
-## 15981 15981     A4GYW6         NA
-## 15982 15982     A4GYW6         NA
-## 15983 15983     A4GYW7         NA
-## 15984 15984     A4GYX0         NA
-## 15985 15985     A4GYX4         NA
-## 15986 15986     A4GYX4         NA
-## 15987 15987     A4GYX4         NA
-## 15988 15988     A4GZ95     687379
-## 15989 15989     A4GZ95     687379
-## 15990 15990     A4GZ95     687379
-## 15991 15991     A4GZ97     687379
-## 15992 15992     A4GZ97     687379
-## 15993 15993     A4GZ97     687379
-## 15994 15994     A4GZ97     687379
-## 15995 15995     A4GZV0         NA
-## 15996 15996     A4H1Z9       9593
-## 15997 15997     A4H200         NA
-## 15998 15998     A4H215       9593
-## 15999 15999     A4H216         NA
-## 16000 16000     A4H217         NA
-## 16001 16001     A4H225       9593
-## 16002 16002     A4H227         NA
-## 16003 16003     A4H228         NA
-## 16004 16004     A4H238       9593
-## 16005 16005     A4H239         NA
-## 16006 16006     A4H239         NA
-## 16007 16007     A4H239         NA
-## 16008 16008     A4H240         NA
-## 16009 16009     A4H240         NA
-## 16010 16010     A4H241         NA
-## 16011 16011     A4H243       9593
-## 16012 16012     A4H244         NA
-## 16013 16013     A4H258         NA
-## 16014 16014     A4H259         NA
-## 16015 16015     A4H260         NA
-## 16016 16016     A4H3Z2         NA
-## 16017 16017     A4H452         NA
-## 16018 16018     A4H452         NA
-## 16019 16019     A4H452         NA
-## 16020 16020     A4H5X5         NA
-## 16021 16021     A4H6F7         NA
-## 16022 16022     A4H6F7         NA
-## 16023 16023     A4H7A3         NA
-## 16024 16024     A4H7G5         NA
-## 16025 16025     A4H7G5         NA
-## 16026 16026     A4H7G5         NA
-## 16027 16027     A4H7G5         NA
-## 16028 16028     A4H7T9         NA
-## 16029 16029     A4H9H8         NA
-## 16030 16030     A4H9H8         NA
-## 16031 16031     A4HAG7         NA
-## 16032 16032     A4HAG7         NA
-## 16033 16033     A4HAG7         NA
-## 16034 16034     A4HM77         NA
-## 16035 16035     A4HQ28         NA
-## 16036 16036     A4HQI9         NA
-## 16037 16037     A4HS78         NA
-## 16038 16038     A4HSC9         NA
-## 16039 16039     A4HSC9         NA
-## 16040 16040     A4HSC9         NA
-## 16041 16041     A4HSC9         NA
-## 16042 16042     A4HT41         NA
-## 16043 16043     A4HU70         NA
-## 16044 16044     A4HUV2         NA
-## 16045 16045     A4HUV2         NA
-## 16046 16046     A4HUV2         NA
-## 16047 16047     A4HUV2         NA
-## 16048 16048     A4HUV2         NA
-## 16049 16049     A4HUY0         NA
-## 16050 16050     A4HVP7         NA
-## 16051 16051     A4HVU6         NA
-## 16052 16052     A4HVU6         NA
-## 16053 16053     A4HW65         NA
-## 16054 16054     A4HW65         NA
-## 16055 16055     A4HWE9         NA
-## 16056 16056     A4HWF0         NA
-## 16057 16057     A4HWT0         NA
-## 16058 16058     A4HXU4         NA
-## 16059 16059     A4HXU4         NA
-## 16060 16060     A4HY57         NA
-## 16061 16061     A4HY57         NA
-## 16062 16062     A4I7K1         NA
-## 16063 16063     A4I7K1         NA
-## 16064 16064     A4I9M7         NA
-## 16065 16065     A4I9M7         NA
-## 16066 16066     A4I9M7         NA
-## 16067 16067     A4IAU0         NA
-## 16068 16068     A4IAU1         NA
-## 16069 16069     A4IAU1         NA
-## 16070 16070     A4IDS4         NA
-## 16071 16071     A4IF62         NA
-## 16072 16072     A4IF62         NA
-## 16073 16073     A4IF63         NA
-## 16074 16074     A4IF63         NA
-## 16075 16075     A4IF69         NA
-## 16076 16076     A4IF69         NA
-## 16077 16077     A4IF78         NA
-## 16078 16078     A4IF89         NA
-## 16079 16079     A4IF93         NA
-## 16080 16080     A4IF97         NA
-## 16081 16081     A4IF97         NA
-## 16082 16082     A4IFA3         NA
-## 16083 16083     A4IFA6         NA
-## 16084 16084     A4IFB1         NA
-## 16085 16085     A4IFB1         NA
-## 16086 16086     A4IFB1         NA
-## 16087 16087     A4IFB1         NA
-## 16088 16088     A4IFB6         NA
-## 16089 16089     A4IFC9         NA
-## 16090 16090     A4IFC9         NA
-## 16091 16091     A4IFD0         NA
-## 16092 16092     A4IFD2         NA
-## 16093 16093     A4IFD2         NA
-## 16094 16094     A4IFD2         NA
-## 16095 16095     A4IFD2         NA
-## 16096 16096     A4IFD2         NA
-## 16097 16097     A4IFD7         NA
-## 16098 16098     A4IFD7         NA
-## 16099 16099     A4IFD8         NA
-## 16100 16100     A4IFD8         NA
-## 16101 16101     A4IFD8         NA
-## 16102 16102     A4IFE4         NA
-## 16103 16103     A4IFE9         NA
-## 16104 16104     A4IFF3         NA
-## 16105 16105     A4IFG2         NA
-## 16106 16106     A4IFG2         NA
-## 16107 16107     A4IFH5         NA
-## 16108 16108     A4IFH6         NA
-## 16109 16109     A4IFI1         NA
-## 16110 16110     A4IFJ5         NA
-## 16111 16111     A4IFJ5         NA
-## 16112 16112     A4IFJ6         NA
-## 16113 16113     A4IFJ6         NA
-## 16114 16114     A4IFK2         NA
-## 16115 16115     A4IFK7         NA
-## 16116 16116     A4IFK7         NA
-## 16117 16117     A4IFK9         NA
-## 16118 16118     A4IFK9         NA
-## 16119 16119     A4IFL0         NA
-## 16120 16120     A4IFM1         NA
-## 16121 16121     A4IFM1         NA
-## 16122 16122     A4IFM1         NA
-## 16123 16123     A4IFM1         NA
-## 16124 16124     A4IFM1         NA
-## 16125 16125     A4IFM7         NA
-## 16126 16126     A4IFM7         NA
-## 16127 16127     A4IFM7         NA
-## 16128 16128     A4IFM7         NA
-## 16129 16129     A4IFN5         NA
-## 16130 16130     A4IFP3         NA
-## 16131 16131     A4IFQ0         NA
-## 16132 16132     A4IFR8         NA
-## 16133 16133     A4IFW2         NA
-## 16134 16134     A4IFW2         NA
-## 16135 16135     A4IFW2         NA
-## 16136 16136     A4IG42         NA
-## 16137 16137     A4IG55         NA
-## 16138 16138     A4IG59         NA
-## 16139 16139     A4IG59         NA
-## 16140 16140     A4IG59         NA
-## 16141 16141     A4IG59         NA
-## 16142 16142     A4IG62         NA
-## 16143 16143     A4IG62         NA
-## 16144 16144     A4IG66         NA
-## 16145 16145     A4IG72         NA
-## 16146 16146     A4IGK4         NA
-## 16147 16147     A4IGK4         NA
-## 16148 16148     A4IGK4         NA
-## 16149 16149     A4IGK4         NA
-## 16150 16150     A4IGK4         NA
-## 16151 16151     A4IGK4         NA
-## 16152 16152     A4IGK4         NA
-## 16153 16153     A4IGK4         NA
-## 16154 16154     A4IGK4         NA
-## 16155 16155     A4IGK4         NA
-## 16156 16156     A4IGL7         NA
-## 16157 16157     A4IGL7         NA
-## 16158 16158     A4IGM4         NA
-## 16159 16159     A4IGM9         NA
-## 16160 16160     A4IGP0         NA
-## 16161 16161     A4IGQ8         NA
-## 16162 16162     A4IH17         NA
-## 16163 16163     A4IH17         NA
-## 16164 16164     A4IH17         NA
-## 16165 16165     A4IH17         NA
-## 16166 16166     A4IH17         NA
-## 16167 16167     A4IH17         NA
-## 16168 16168     A4IH17         NA
-## 16169 16169     A4IH17         NA
-## 16170 16170     A4IH17         NA
-## 16171 16171     A4IH36         NA
-## 16172 16172     A4IH46         NA
-## 16173 16173     A4IH46         NA
-## 16174 16174     A4IH75         NA
-## 16175 16175     A4IH75         NA
-## 16176 16176     A4IH82         NA
-## 16177 16177     A4IH88         NA
-## 16178 16178     A4IHA1         NA
-## 16179 16179     A4IHB9         NA
-## 16180 16180     A4IHB9         NA
-## 16181 16181     A4IHB9         NA
-## 16182 16182     A4IHB9         NA
-## 16183 16183     A4IHD2         NA
-## 16184 16184     A4IHD2         NA
-## 16185 16185     A4IHD2         NA
-## 16186 16186     A4IHD9         NA
-## 16187 16187     A4IHD9         NA
-## 16188 16188     A4IHD9         NA
-## 16189 16189     A4IHD9         NA
-## 16190 16190     A4IHG1         NA
-## 16191 16191     A4IHH4         NA
-## 16192 16192     A4IHH4         NA
-## 16193 16193     A4IHK6         NA
-## 16194 16194     A4IHR1         NA
-## 16195 16195     A4IHS0         NA
-## 16196 16196     A4IHS0         NA
-## 16197 16197     A4IHS2         NA
-## 16198 16198     A4IHY1         NA
-## 16199 16199     A4IHY6         NA
-## 16200 16200     A4IHZ3         NA
-## 16201 16201     A4IHZ3         NA
-## 16202 16202     A4IHZ3         NA
-## 16203 16203     A4II09         NA
-## 16204 16204     A4II09         NA
-## 16205 16205     A4II09         NA
-## 16206 16206     A4II09         NA
-## 16207 16207     A4II09         NA
-## 16208 16208     A4II09         NA
-## 16209 16209     A4II09         NA
-## 16210 16210     A4II20         NA
-## 16211 16211     A4II20         NA
-## 16212 16212     A4II20         NA
-## 16213 16213     A4II29         NA
-## 16214 16214     A4II29         NA
-## 16215 16215     A4II40         NA
-## 16216 16216     A4II71         NA
-## 16217 16217     A4II73         NA
-## 16218 16218     A4II98         NA
-## 16219 16219     A4IIA2         NA
-## 16220 16220     A4IIC3         NA
-## 16221 16221     A4IIC5         NA
-## 16222 16222     A4IIC5         NA
-## 16223 16223     A4IIE8         NA
-## 16224 16224     A4IIF2         NA
-## 16225 16225     A4IIG7         NA
-## 16226 16226     A4III8         NA
-## 16227 16227     A4IIJ3         NA
-## 16228 16228     A4IIJ3         NA
-## 16229 16229     A4IIJ3         NA
-## 16230 16230     A4IIJ3         NA
-## 16231 16231     A4IIJ3         NA
-## 16232 16232     A4IIJ3         NA
-## 16233 16233     A4IIJ8         NA
-## 16234 16234     A4IIJ8         NA
-## 16235 16235     A4IIK1         NA
-## 16236 16236     A4IIK1         NA
-## 16237 16237     A4IIK1         NA
-## 16238 16238     A4IIK7         NA
-## 16239 16239     A4IIL4         NA
-## 16240 16240     A4IIM2         NA
-## 16241 16241     A4IIM2         NA
-## 16242 16242     A4IIM2         NA
-## 16243 16243     A4IIM3         NA
-## 16244 16244     A4IIM9         NA
-## 16245 16245     A4IIN5         NA
-## 16246 16246     A4IIN5         NA
-## 16247 16247     A4IIN5         NA
-## 16248 16248     A4IIS8         NA
-## 16249 16249     A4IIS8         NA
-## 16250 16250     A4IIS8         NA
-## 16251 16251     A4IIT5         NA
-## 16252 16252     A4IIT5         NA
-## 16253 16253     A4IIT5         NA
-## 16254 16254     A4IIT5         NA
-## 16255 16255     A4IIU3         NA
-## 16256 16256     A4IIW7         NA
-## 16257 16257     A4IIW7         NA
-## 16258 16258     A4IIW9         NA
-## 16259 16259     A4IIX9         NA
-## 16260 16260     A4IIX9         NA
-## 16261 16261     A4IIX9         NA
-## 16262 16262     A4IIX9         NA
-## 16263 16263     A4IIY1         NA
-## 16264 16264     A4IIY1         NA
-## 16265 16265     A4IIY1         NA
-## 16266 16266     A4IIY2         NA
-## 16267 16267     A4IJ06         NA
-## 16268 16268     A4IJ06         NA
-## 16269 16269     A4IJ15         NA
-## 16270 16270     A4IJ15         NA
-## 16271 16271     A4IJ20         NA
-## 16272 16272     A4IJ20         NA
-## 16273 16273     A4IJ21         NA
-## 16274 16274     A4IJ21         NA
-## 16275 16275     A4IJ94      33940
-## 16276 16276     A4IJA0      33940
-## 16277 16277     A4IJB8      33940
-## 16278 16278     A4IJC5      33940
-## 16279 16279     A4IJC6      33940
-## 16280 16280     A4IJC6      33940
-## 16281 16281     A4IJC6      33940
-## 16282 16282     A4IJC6      33940
-## 16283 16283     A4IJG0      33940
-## 16284 16284     A4IJG5      33940
-## 16285 16285     A4IJG6      33940
-## 16286 16286     A4IJH7      33940
-## 16287 16287     A4IJH9      33940
-## 16288 16288     A4IJI2      33940
-## 16289 16289     A4IJI6      33940
-## 16290 16290     A4IJK9      33940
-## 16291 16291     A4IJM0      33940
-## 16292 16292     A4IJS3      33940
-## 16293 16293     A4IJV3      33940
-## 16294 16294     A4IJX3      33940
-## 16295 16295     A4IJY4      33940
-## 16296 16296     A4IJZ2      33940
-## 16297 16297     A4IK45      33940
-## 16298 16298     A4IK74      33940
-## 16299 16299     A4IK74      33940
-## 16300 16300     A4IK90      33940
-## 16301 16301     A4IK94      33940
-## 16302 16302     A4IKB5      33940
-## 16303 16303     A4IKB7      33940
-## 16304 16304     A4IKH6      33940
-## 16305 16305     A4IKH6      33940
-## 16306 16306     A4IKH6      33940
-## 16307 16307     A4IKI6      33940
-## 16308 16308     A4IKL1      33940
-## 16309 16309     A4IKS8      33940
-## 16310 16310     A4IKS8      33940
-## 16311 16311     A4IKS9      33940
-## 16312 16312     A4IKT9      33940
-## 16313 16313     A4IKW6      33940
-## 16314 16314     A4IKW7      33940
-## 16315 16315     A4IKW7      33940
-## 16316 16316     A4IKW7      33940
-## 16317 16317     A4IKW7      33940
-## 16318 16318     A4IKY2      33940
-## 16319 16319     A4IL48      33940
-## 16320 16320     A4ILH7      33940
-## 16321 16321     A4ILI2      33940
-## 16322 16322     A4ILL2      33940
-## 16323 16323     A4ILL2      33940
-## 16324 16324     A4ILT5      33940
-## 16325 16325     A4ILT5      33940
-## 16326 16326     A4ILT5      33940
-## 16327 16327     A4ILT5      33940
-## 16328 16328     A4ILT5      33940
-## 16329 16329     A4ILU2      33940
-## 16330 16330     A4ILZ2      33940
-## 16331 16331     A4ILZ4      33940
-## 16332 16332     A4ILZ9      33940
-## 16333 16333     A4IM06      33940
-## 16334 16334     A4IM06      33940
-## 16335 16335     A4IM21      33940
-## 16336 16336     A4IM25      33940
-## 16337 16337     A4IM28      33940
-## 16338 16338     A4IM55      33940
-## 16339 16339     A4IM63      33940
-## 16340 16340     A4IM80      33940
-## 16341 16341     A4IMC4      33940
-## 16342 16342     A4IMC6      33940
-## 16343 16343     A4IMD3      33940
-## 16344 16344     A4IMD7      33940
-## 16345 16345     A4IME2      33940
-## 16346 16346     A4IME3      33940
-## 16347 16347     A4IMH1      33940
-## 16348 16348     A4IMI1      33940
-## 16349 16349     A4IMR6      33940
-## 16350 16350     A4IMT6      33940
-## 16351 16351     A4IMT6      33940
-## 16352 16352     A4IMT6      33940
-## 16353 16353     A4IN56      33940
-## 16354 16354     A4INW9      33940
-## 16355 16355     A4INW9      33940
-## 16356 16356     A4IP64      33940
-## 16357 16357     A4IPB2      33940
-## 16358 16358     A4IPF0      33940
-## 16359 16359     A4IPN3      33940
-## 16360 16360     A4IPX2      33940
-## 16361 16361     A4IQ54      33940
-## 16362 16362     A4IQ81      33940
-## 16363 16363     A4IQ84      33940
-## 16364 16364     A4IQ84      33940
-## 16365 16365     A4IQ88      33940
-## 16366 16366     A4IQA1      33940
-## 16367 16367     A4IQA2      33940
-## 16368 16368     A4IQA2      33940
-## 16369 16369     A4IQA8      33940
-## 16370 16370     A4IQD8      33940
-## 16371 16371     A4IQK7      33940
-## 16372 16372     A4IQR9      33940
-## 16373 16373     A4IQV4      33940
-## 16374 16374     A4IQV4      33940
-## 16375 16375     A4IR14      33940
-## 16376 16376     A4IR19      33940
-## 16377 16377     A4IR30      33940
-## 16378 16378     A4IR30      33940
-## 16379 16379     A4IR30      33940
-## 16380 16380     A4IR30      33940
-## 16381 16381     A4IR31      33940
-## 16382 16382     A4IR35      33940
-## 16383 16383     A4IR72      33940
-## 16384 16384     A4IR80      33940
-## 16385 16385     A4IR80      33940
-## 16386 16386     A4IR80      33940
-## 16387 16387     A4IR80      33940
-## 16388 16388     A4IRA1      33940
-## 16389 16389     A4IRA9      33940
-## 16390 16390     A4IRC0      33940
-## 16391 16391     A4IRC0      33940
-## 16392 16392     A4IRC0      33940
-## 16393 16393     A4IRC7      33940
-## 16394 16394     A4IRC7      33940
-## 16395 16395     A4IRL1      33940
-## 16396 16396     A4IRL1      33940
-## 16397 16397     A4IRL1      33940
-## 16398 16398     A4IRM4      33940
-## 16399 16399     A4IRM4      33940
-## 16400 16400     A4IRQ7      33940
-## 16401 16401     A4IRR6      33940
-## 16402 16402     A4IRS3      33940
-## 16403 16403     A4IRS3      33940
-## 16404 16404     A4IRT9      33940
-## 16405 16405     A4IRU1      33940
-## 16406 16406     A4IRZ1      33940
-## 16407 16407     A4IS20      33940
-## 16408 16408     A4IS22      33940
-## 16409 16409     A4IS40      33940
-## 16410 16410     A4ISB9      33940
-## 16411 16411     A4ISJ7      33940
-## 16412 16412     A4ISJ7      33940
-## 16413 16413     A4ISP4      33940
-## 16414 16414     A4ISP6      33940
-## 16415 16415     A4ISR8      33940
-## 16416 16416     A4ISR8      33940
-## 16417 16417     A4ISX2      33940
-## 16418 16418     A4ISX2      33940
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-## 16832 16832     A4K2R4       9593
-## 16833 16833     A4K2S2         NA
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-## 16840 16840     A4K2T2         NA
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-## 16844 16844     A4K2V0         NA
-## 16845 16845     A4K2V2         NA
-## 16846 16846     A4K2V2         NA
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-## 16848 16848     A4K2W6         NA
-## 16849 16849     A4K2W6         NA
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-## 16853 16853     A4K2X4      27679
-## 16854 16854     A4K2X5      27679
-## 16855 16855     A4K2Y2         NA
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-## 16862 16862     A4KAG7       4530
-## 16863 16863     A4KAG8       4530
-## 16864 16864     A4KDP0         NA
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-## 16866 16866     A4KWA5         NA
-## 16867 16867     A4KWA6         NA
-## 16868 16868     A4KWA6         NA
-## 16869 16869     A4KWA8         NA
-## 16870 16870     A4KWA8         NA
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-## 16873 16873     A4KXL9     113366
-## 16874 16874     A4KZ49     431317
-## 16875 16875     A4KZ49     431317
-## 16876 16876     A4L691         NA
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-## 16878 16878     A4L7N3         NA
-## 16879 16879     A4L7R7         NA
-## 16880 16880     A4L7R8         NA
-## 16881 16881     A4L9I8         NA
-## 16882 16882     A4L9I8         NA
-## 16883 16883     A4L9I9         NA
-## 16884 16884     A4L9P5         NA
-## 16885 16885     A4L9P8         NA
-## 16886 16886     A4L9P8         NA
-## 16887 16887     A4L9P8         NA
-## 16888 16888     A4LBC0       4530
-## 16889 16889     A4LBC0       4530
-## 16890 16890     A4LBC0       4530
-## 16891 16891     A4PB26         NA
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-## 16893 16893     A4PBL4       4530
-## 16894 16894     A4PBL4       4530
-## 16895 16895     A4PBL4       4530
-## 16896 16896     A4PBL4       4530
-## 16897 16897     A4PBL4       4530
-## 16898 16898     A4PBP7         NA
-## 16899 16899     A4PBQ9         NA
-## 16900 16900     A4PCD4         NA
-## 16901 16901     A4PES0         NA
-## 16902 16902     A4PES0         NA
-## 16903 16903     A4Q9E4         NA
-## 16904 16904     A4Q9E8         NA
-## 16905 16905     A4Q9E8         NA
-## 16906 16906     A4Q9F0         NA
-## 16907 16907     A4Q9F0         NA
-## 16908 16908     A4Q9F0         NA
-## 16909 16909     A4Q9F0         NA
-## 16910 16910     A4Q9F3         NA
-## 16911 16911     A4Q9F3         NA
-## 16912 16912     A4Q9F3         NA
-## 16913 16913     A4Q9F3         NA
-## 16914 16914     A4Q9F3         NA
-## 16915 16915     A4Q9F3         NA
-## 16916 16916     A4Q9F4         NA
-## 16917 16917     A4Q9F6         NA
-## 16918 16918     A4Q9F6         NA
-## 16919 16919     A4Q9F6         NA
-## 16920 16920     A4Q9R9       1718
-## 16921 16921     A4QA25       1718
-## 16922 16922     A4QAF9       1718
-## 16923 16923     A4QAN2       1718
-## 16924 16924     A4QAN3       1718
-## 16925 16925     A4QB41       1718
-## 16926 16926     A4QB59       1718
-## 16927 16927     A4QB76       1718
-## 16928 16928     A4QB76       1718
-## 16929 16929     A4QBE1       1718
-## 16930 16930     A4QBG0       1718
-## 16931 16931     A4QBG2       1718
-## 16932 16932     A4QBG3       1718
-## 16933 16933     A4QBG3       1718
-## 16934 16934     A4QBG3       1718
-## 16935 16935     A4QBH9       1718
-## 16936 16936     A4QBL1       1718
-## 16937 16937     A4QBL6       1718
-## 16938 16938     A4QBQ4       1718
-## 16939 16939     A4QBQ8       1718
-## 16940 16940     A4QBQ8       1718
-## 16941 16941     A4QBS3       1718
-## 16942 16942     A4QBS4       1718
-## 16943 16943     A4QBS5       1718
-## 16944 16944     A4QC29       1718
-## 16945 16945     A4QC57       1718
-## 16946 16946     A4QC57       1718
-## 16947 16947     A4QC94       1718
-## 16948 16948     A4QC99       1718
-## 16949 16949     A4QCC1       1718
-## 16950 16950     A4QCC1       1718
-## 16951 16951     A4QCC1       1718
-## 16952 16952     A4QCG9       1718
-## 16953 16953     A4QCI7       1718
-## 16954 16954     A4QCJ4       1718
-## 16955 16955     A4QCS3       1718
-## 16956 16956     A4QCS3       1718
-## 16957 16957     A4QCW5       1718
-## 16958 16958     A4QCY9       1718
-## 16959 16959     A4QD83       1718
-## 16960 16960     A4QD83       1718
-## 16961 16961     A4QD87       1718
-## 16962 16962     A4QD87       1718
-## 16963 16963     A4QDA4       1718
-## 16964 16964     A4QDF8       1718
-## 16965 16965     A4QDF8       1718
-## 16966 16966     A4QDG1       1718
-## 16967 16967     A4QDH2       1718
-## 16968 16968     A4QDK1       1718
-## 16969 16969     A4QDK8       1718
-## 16970 16970     A4QDK8       1718
-## 16971 16971     A4QDK8       1718
-## 16972 16972     A4QDK8       1718
-## 16973 16973     A4QDM0       1718
-## 16974 16974     A4QDM9       1718
-## 16975 16975     A4QDN4       1718
-## 16976 16976     A4QDT3       1718
-## 16977 16977     A4QDZ3       1718
-## 16978 16978     A4QDZ5       1718
-## 16979 16979     A4QDZ5       1718
-## 16980 16980     A4QE10       1718
-## 16981 16981     A4QE10       1718
-## 16982 16982     A4QE51       1718
-## 16983 16983     A4QE56       1718
-## 16984 16984     A4QEA1       1718
-## 16985 16985     A4QEA4       1718
-## 16986 16986     A4QEG1       1718
-## 16987 16987     A4QEG5       1718
-## 16988 16988     A4QEG6       1718
-## 16989 16989     A4QEG6       1718
-## 16990 16990     A4QEJ4       1718
-## 16991 16991     A4QEJ6       1718
-## 16992 16992     A4QEJ8       1718
-## 16993 16993     A4QEK7       1718
-## 16994 16994     A4QEL0       1718
-## 16995 16995     A4QEN3       1718
-## 16996 16996     A4QEN4       1718
-## 16997 16997     A4QEN6       1718
-## 16998 16998     A4QET8       1718
-## 16999 16999     A4QET8       1718
-## 17000 17000     A4QEV7       1718
-## 17001 17001     A4QEZ2       1718
-## 17002 17002     A4QEZ2       1718
-## 17003 17003     A4QEZ2       1718
-## 17004 17004     A4QEZ2       1718
-## 17005 17005     A4QEZ2       1718
-## 17006 17006     A4QEZ2       1718
-## 17007 17007     A4QF01       1718
-## 17008 17008     A4QF02       1718
-## 17009 17009     A4QF08       1718
-## 17010 17010     A4QF08       1718
-## 17011 17011     A4QF31       1718
-## 17012 17012     A4QF32       1718
-## 17013 17013     A4QF37       1718
-## 17014 17014     A4QFA4       1718
-## 17015 17015     A4QFB9       1718
-## 17016 17016     A4QFB9       1718
-## 17017 17017     A4QFC1       1718
-## 17018 17018     A4QFC1       1718
-## 17019 17019     A4QFF5       1718
-## 17020 17020     A4QFG6       1718
-## 17021 17021     A4QFM3       1718
-## 17022 17022     A4QFM6       1718
-## 17023 17023     A4QFM6       1718
-## 17024 17024     A4QFN2       1718
-## 17025 17025     A4QFR6       1718
-## 17026 17026     A4QFR6       1718
-## 17027 17027     A4QFS3       1718
-## 17028 17028     A4QG64       1718
-## 17029 17029     A4QG75       1718
-## 17030 17030     A4QG78       1718
-## 17031 17031     A4QGA0       1718
-## 17032 17032     A4QGA7       1718
-## 17033 17033     A4QGP6       1718
-## 17034 17034     A4QGQ5       1718
-## 17035 17035     A4QGT5       1718
-## 17036 17036     A4QGY6       1718
-## 17037 17037     A4QGY6       1718
-## 17038 17038     A4QGY6       1718
-## 17039 17039     A4QH04       1718
-## 17040 17040     A4QH41       1718
-## 17041 17041     A4QH44       1718
-## 17042 17042     A4QHB7       1718
-## 17043 17043     A4QHG9       1718
-## 17044 17044     A4QHI9       1718
-## 17045 17045     A4QHI9       1718
-## 17046 17046     A4QHJ0       1718
-## 17047 17047     A4QHJ0       1718
-## 17048 17048     A4QHJ0       1718
-## 17049 17049     A4QHT1       1718
-## 17050 17050     A4QI23       1718
-## 17051 17051     A4QI59       1718
-## 17052 17052     A4QI77       1718
-## 17053 17053     A4QIE3       1718
-## 17054 17054     A4QIG3       1718
-## 17055 17055     A4QJ97         NA
-## 17056 17056     A4QJA2         NA
-## 17057 17057     A4QJA3         NA
-## 17058 17058     A4QJA5         NA
-## 17059 17059     A4QJB0         NA
-## 17060 17060     A4QJB4         NA
-## 17061 17061     A4QJB5         NA
-## 17062 17062     A4QJB7         NA
-## 17063 17063     A4QJC4         NA
-## 17064 17064     A4QJD7         NA
-## 17065 17065     A4QJD8         NA
-## 17066 17066     A4QJE7         NA
-## 17067 17067     A4QJE8         NA
-## 17068 17068     A4QJF4         NA
-## 17069 17069     A4QJF8         NA
-## 17070 17070     A4QJF8         NA
-## 17071 17071     A4QJF8         NA
-## 17072 17072     A4QJF8         NA
-## 17073 17073     A4QJF8         NA
-## 17074 17074     A4QJG0         NA
-## 17075 17075     A4QJG3         NA
-## 17076 17076     A4QJG5         NA
-## 17077 17077     A4QJG6         NA
-## 17078 17078     A4QJG7         NA
-## 17079 17079     A4QJH0         NA
-## 17080 17080     A4QJH2         NA
-## 17081 17081     A4QJH4         NA
-## 17082 17082     A4QJH4         NA
-## 17083 17083     A4QJH4         NA
-## 17084 17084     A4QJH4         NA
-## 17085 17085     A4QJI6         NA
-## 17086 17086     A4QJI7         NA
-## 17087 17087     A4QJJ0         NA
-## 17088 17088     A4QJJ4         NA
-## 17089 17089     A4QJJ5         NA
-## 17090 17090     A4QJJ8         NA
-## 17091 17091     A4QJJ9         NA
-## 17092 17092     A4QJK7         NA
-## 17093 17093     A4QJK8         NA
-## 17094 17094     A4QJK8         NA
-## 17095 17095     A4QJM1         NA
-## 17096 17096     A4QJN2         NA
-## 17097 17097     A4QJN8         NA
-## 17098 17098     A4QJP2         NA
-## 17099 17099     A4QJP2         NA
-## 17100 17100     A4QJP2         NA
-## 17101 17101     A4QJP2         NA
-## 17102 17102     A4QJP2         NA
-## 17103 17103     A4QJP2         NA
-## 17104 17104     A4QJP4         NA
-## 17105 17105     A4QJP9         NA
-## 17106 17106     A4QJQ1         NA
-## 17107 17107     A4QJQ3         NA
-## 17108 17108     A4QJQ4         NA
-## 17109 17109     A4QJQ8         NA
-## 17110 17110     A4QJQ8         NA
-## 17111 17111     A4QJQ8         NA
-## 17112 17112     A4QJS0         NA
-## 17113 17113     A4QJS1         NA
-## 17114 17114     A4QJS3         NA
-## 17115 17115     A4QJS4         NA
-## 17116 17116     A4QJS8         NA
-## 17117 17117     A4QJT2         NA
-## 17118 17118     A4QJT3         NA
-## 17119 17119     A4QJV3         NA
-## 17120 17120     A4QJV4         NA
-## 17121 17121     A4QJW4         NA
-## 17122 17122     A4QJW4         NA
-## 17123 17123     A4QJW6         NA
-## 17124 17124     A4QJX4         NA
-## 17125 17125     A4QJX4         NA
-## 17126 17126     A4QJX4         NA
-## 17127 17127     A4QJX4         NA
-## 17128 17128     A4QJX4         NA
-## 17129 17129     A4QJX4         NA
-## 17130 17130     A4QJX6         NA
-## 17131 17131     A4QJX9         NA
-## 17132 17132     A4QJY1         NA
-## 17133 17133     A4QJY1         NA
-## 17134 17134     A4QJY2         NA
-## 17135 17135     A4QJY2         NA
-## 17136 17136     A4QJY3         NA
-## 17137 17137     A4QJY6         NA
-## 17138 17138     A4QJZ0         NA
-## 17139 17139     A4QJZ7         NA
-## 17140 17140     A4QK05         NA
-## 17141 17141     A4QK06         NA
-## 17142 17142     A4QK13         NA
-## 17143 17143     A4QK14         NA
-## 17144 17144     A4QK17         NA
-## 17145 17145     A4QK18         NA
-## 17146 17146     A4QK40         NA
-## 17147 17147     A4QK41         NA
-## 17148 17148     A4QK50         NA
-## 17149 17149     A4QK51         NA
-## 17150 17150     A4QK51         NA
-## 17151 17151     A4QK53         NA
-## 17152 17152     A4QK59         NA
-## 17153 17153     A4QK61         NA
-## 17154 17154     A4QK61         NA
-## 17155 17155     A4QK61         NA
-## 17156 17156     A4QK61         NA
-## 17157 17157     A4QK61         NA
-## 17158 17158     A4QK61         NA
-## 17159 17159     A4QK64         NA
-## 17160 17160     A4QK69         NA
-## 17161 17161     A4QK69         NA
-## 17162 17162     A4QK70         NA
-## 17163 17163     A4QK71         NA
-## 17164 17164     A4QK74         NA
-## 17165 17165     A4QK75         NA
-## 17166 17166     A4QK78         NA
-## 17167 17167     A4QK78         NA
-## 17168 17168     A4QK78         NA
-## 17169 17169     A4QK86         NA
-## 17170 17170     A4QK86         NA
-## 17171 17171     A4QK92         NA
-## 17172 17172     A4QK93         NA
-## 17173 17173     A4QK96         NA
-## 17174 17174     A4QK97         NA
-## 17175 17175     A4QKA0         NA
-## 17176 17176     A4QKA0         NA
-## 17177 17177     A4QKA4         NA
-## 17178 17178     A4QKA5         NA
-## 17179 17179     A4QKB4         NA
-## 17180 17180     A4QKB4         NA
-## 17181 17181     A4QKC7         NA
-## 17182 17182     A4QKC8         NA
-## 17183 17183     A4QKD8         NA
-## 17184 17184     A4QKE0         NA
-## 17185 17185     A4QKE6         NA
-## 17186 17186     A4QKE8         NA
-## 17187 17187     A4QKE8         NA
-## 17188 17188     A4QKE8         NA
-## 17189 17189     A4QKE8         NA
-## 17190 17190     A4QKE8         NA
-## 17191 17191     A4QKE8         NA
-## 17192 17192     A4QKF1         NA
-## 17193 17193     A4QKF6         NA
-## 17194 17194     A4QKF6         NA
-## 17195 17195     A4QKF7         NA
-## 17196 17196     A4QKF8         NA
-## 17197 17197     A4QKG1         NA
-## 17198 17198     A4QKG5         NA
-## 17199 17199     A4QKG5         NA
-## 17200 17200     A4QKG5         NA
-## 17201 17201     A4QKG5         NA
-## 17202 17202     A4QKH3         NA
-## 17203 17203     A4QKH3         NA
-## 17204 17204     A4QKH9         NA
-## 17205 17205     A4QKI0         NA
-## 17206 17206     A4QKI3         NA
-## 17207 17207     A4QKI4         NA
-## 17208 17208     A4QKJ1         NA
-## 17209 17209     A4QKJ2         NA
-## 17210 17210     A4QKJ5         NA
-## 17211 17211     A4QKK1         NA
-## 17212 17212     A4QKL4         NA
-## 17213 17213     A4QKL5         NA
-## 17214 17214     A4QKM5         NA
-## 17215 17215     A4QKM5         NA
-## 17216 17216     A4QKM7         NA
-## 17217 17217     A4QKN5         NA
-## 17218 17218     A4QKN5         NA
-## 17219 17219     A4QKN5         NA
-## 17220 17220     A4QKN5         NA
-## 17221 17221     A4QKN5         NA
-## 17222 17222     A4QKN5         NA
-## 17223 17223     A4QKN8         NA
-## 17224 17224     A4QKP4         NA
-## 17225 17225     A4QKP4         NA
-## 17226 17226     A4QKP5         NA
-## 17227 17227     A4QKP6         NA
-## 17228 17228     A4QKP9         NA
-## 17229 17229     A4QKQ3         NA
-## 17230 17230     A4QKQ3         NA
-## 17231 17231     A4QKR2         NA
-## 17232 17232     A4QKR2         NA
-## 17233 17233     A4QKR8         NA
-## 17234 17234     A4QKR9         NA
-## 17235 17235     A4QKS1         NA
-## 17236 17236     A4QKS6         NA
-## 17237 17237     A4QKS7         NA
-## 17238 17238     A4QKT0         NA
-## 17239 17239     A4QKT1         NA
-## 17240 17240     A4QKU0         NA
-## 17241 17241     A4QKV3         NA
-## 17242 17242     A4QKV4         NA
-## 17243 17243     A4QKW4         NA
-## 17244 17244     A4QKW4         NA
-## 17245 17245     A4QKW6         NA
-## 17246 17246     A4QKX4         NA
-## 17247 17247     A4QKX4         NA
-## 17248 17248     A4QKX4         NA
-## 17249 17249     A4QKX4         NA
-## 17250 17250     A4QKX4         NA
-## 17251 17251     A4QKX4         NA
-## 17252 17252     A4QKX7         NA
-## 17253 17253     A4QKY3         NA
-## 17254 17254     A4QKY3         NA
-## 17255 17255     A4QKY3         NA
-## 17256 17256     A4QKY4         NA
-## 17257 17257     A4QKY5         NA
-## 17258 17258     A4QKY8         NA
-## 17259 17259     A4QKZ2         NA
-## 17260 17260     A4QKZ2         NA
-## 17261 17261     A4QKZ2         NA
-## 17262 17262     A4QKZ7         NA
-## 17263 17263     A4QKZ7         NA
-## 17264 17264     A4QKZ7         NA
-## 17265 17265     A4QKZ7         NA
-## 17266 17266     A4QKZ7         NA
-## 17267 17267     A4QL01         NA
-## 17268 17268     A4QL06         NA
-## 17269 17269     A4QL07         NA
-## 17270 17270     A4QL18         NA
-## 17271 17271     A4QL19         NA
-## 17272 17272     A4QL19         NA
-## 17273 17273     A4QL28         NA
-## 17274 17274     A4QL28         NA
-## 17275 17275     A4QL41         NA
-## 17276 17276     A4QL42         NA
-## 17277 17277     A4QL45         NA
-## 17278 17278     A4QL52         NA
-## 17279 17279     A4QL54         NA
-## 17280 17280     A4QL62         NA
-## 17281 17281     A4QL62         NA
-## 17282 17282     A4QL62         NA
-## 17283 17283     A4QL62         NA
-## 17284 17284     A4QL62         NA
-## 17285 17285     A4QL65         NA
-## 17286 17286     A4QL70         NA
-## 17287 17287     A4QL70         NA
-## 17288 17288     A4QL71         NA
-## 17289 17289     A4QL72         NA
-## 17290 17290     A4QL75         NA
-## 17291 17291     A4QL79         NA
-## 17292 17292     A4QL79         NA
-## 17293 17293     A4QL79         NA
-## 17294 17294     A4QL87         NA
-## 17295 17295     A4QL93         NA
-## 17296 17296     A4QL94         NA
-## 17297 17297     A4QL95         NA
-## 17298 17298     A4QL96         NA
-## 17299 17299     A4QL97         NA
-## 17300 17300     A4QLA1         NA
-## 17301 17301     A4QLA5         NA
-## 17302 17302     A4QLA6         NA
-## 17303 17303     A4QLB3         NA
-## 17304 17304     A4QLB5         NA
-## 17305 17305     A4QLC8         NA
-## 17306 17306     A4QLC9         NA
-## 17307 17307     A4QLD2         NA
-## 17308 17308     A4QLD9         NA
-## 17309 17309     A4QLD9         NA
-## 17310 17310     A4QLE1         NA
-## 17311 17311     A4QLE9         NA
-## 17312 17312     A4QLE9         NA
-## 17313 17313     A4QLE9         NA
-## 17314 17314     A4QLE9         NA
-## 17315 17315     A4QLE9         NA
-## 17316 17316     A4QLE9         NA
-## 17317 17317     A4QLF2         NA
-## 17318 17318     A4QLF6         NA
-## 17319 17319     A4QLF6         NA
-## 17320 17320     A4QLF6         NA
-## 17321 17321     A4QLF8         NA
-## 17322 17322     A4QLF8         NA
-## 17323 17323     A4QLF9         NA
-## 17324 17324     A4QLG0         NA
-## 17325 17325     A4QLG3         NA
-## 17326 17326     A4QLG7         NA
-## 17327 17327     A4QLG7         NA
-## 17328 17328     A4QLH6         NA
-## 17329 17329     A4QLI1         NA
-## 17330 17330     A4QLI2         NA
-## 17331 17331     A4QLI4         NA
-## 17332 17332     A4QLI9         NA
-## 17333 17333     A4QLJ3         NA
-## 17334 17334     A4QLJ4         NA
-## 17335 17335     A4QLK3         NA
-## 17336 17336     A4QLK8         NA
-## 17337 17337     A4QLL6         NA
-## 17338 17338     A4QLL7         NA
-## 17339 17339     A4QLM7         NA
-## 17340 17340     A4QLM7         NA
-## 17341 17341     A4QLM9         NA
-## 17342 17342     A4QLN5         NA
-## 17343 17343     A4QLN7         NA
-## 17344 17344     A4QLN7         NA
-## 17345 17345     A4QLN7         NA
-## 17346 17346     A4QLN7         NA
-## 17347 17347     A4QLN7         NA
-## 17348 17348     A4QLN7         NA
-## 17349 17349     A4QLP0         NA
-## 17350 17350     A4QLP6         NA
-## 17351 17351     A4QLP6         NA
-## 17352 17352     A4QLP7         NA
-## 17353 17353     A4QLP8         NA
-## 17354 17354     A4QLQ1         NA
-## 17355 17355     A4QLQ5         NA
-## 17356 17356     A4QLQ5         NA
-## 17357 17357     A4QLR4         NA
-## 17358 17358     A4QLR4         NA
-## 17359 17359     A4QLS0         NA
-## 17360 17360     A4QLS1         NA
-## 17361 17361     A4QLS4         NA
-## 17362 17362     A4QLS8         NA
-## 17363 17363     A4QLT2         NA
-## 17364 17364     A4QLT3         NA
-## 17365 17365     A4QLU2         NA
-## 17366 17366     A4QLU2         NA
-## 17367 17367     A4QLV5         NA
-## 17368 17368     A4QLV6         NA
-## 17369 17369     A4QLW6         NA
-## 17370 17370     A4QLW6         NA
-## 17371 17371     A4QLW8         NA
-## 17372 17372     A4QLX6         NA
-## 17373 17373     A4QLX6         NA
-## 17374 17374     A4QLX6         NA
-## 17375 17375     A4QLX6         NA
-## 17376 17376     A4QLX6         NA
-## 17377 17377     A4QLX6         NA
-## 17378 17378     A4QLX9         NA
-## 17379 17379     A4QLY2         NA
-## 17380 17380     A4QLY2         NA
-## 17381 17381     A4QLY4         NA
-## 17382 17382     A4QLY5         NA
-## 17383 17383     A4QLY6         NA
-## 17384 17384     A4QLY9         NA
-## 17385 17385     A4QLZ3         NA
-## 17386 17386     A4QLZ3         NA
-## 17387 17387     A4QLZ3         NA
-## 17388 17388     A4QLZ3         NA
-## 17389 17389     A4QM74         NA
-## 17390 17390     A4QN01         NA
-## 17391 17391     A4QN01         NA
-## 17392 17392     A4QN01         NA
-## 17393 17393     A4QN56         NA
-## 17394 17394     A4QN56         NA
-## 17395 17395     A4QNB6         NA
-## 17396 17396     A4QNC6         NA
-## 17397 17397     A4QND0         NA
-## 17398 17398     A4QNE6         NA
-## 17399 17399     A4QNE6         NA
-## 17400 17400     A4QNF3         NA
-## 17401 17401     A4QNF3         NA
-## 17402 17402     A4QNF3         NA
-## 17403 17403     A4QNG3         NA
-## 17404 17404     A4QNI8         NA
-## 17405 17405     A4QNI8         NA
-## 17406 17406     A4QNN7         NA
-## 17407 17407     A4QNP0         NA
-## 17408 17408     A4QNP0         NA
-## 17409 17409     A4QNP0         NA
-## 17410 17410     A4QNP0         NA
-## 17411 17411     A4QNR3         NA
-## 17412 17412     A4QNR8         NA
-## 17413 17413     A4QNR8         NA
-## 17414 17414     A4QNR8         NA
-## 17415 17415     A4QNR8         NA
-## 17416 17416     A4QNR8         NA
-## 17417 17417     A4QNR8         NA
-## 17418 17418     A4QNR8         NA
-## 17419 17419     A4QNR8         NA
-## 17420 17420     A4QNR8         NA
-## 17421 17421     A4QNX2         NA
-## 17422 17422     A4QNX6         NA
-## 17423 17423     A4QP31         NA
-## 17424 17424     A4QP31         NA
-## 17425 17425     A4QP73         NA
-## 17426 17426     A4QP78         NA
-## 17427 17427     A4QP81         NA
-## 17428 17428     A4QPB2         NA
-## 17429 17429     A4QPC6         NA
-## 17430 17430     A4QPC6         NA
-## 17431 17431     A4QQ05     318829
-## 17432 17432     A4QQN1     318829
-## 17433 17433     A4QR60     318829
-## 17434 17434     A4QR60     318829
-## 17435 17435     A4QR60     318829
-## 17436 17436     A4QR60     318829
-## 17437 17437     A4QRM8     318829
-## 17438 17438     A4QRM8     318829
-## 17439 17439     A4QRM8     318829
-## 17440 17440     A4QRM8     318829
-## 17441 17441     A4QS18     318829
-## 17442 17442     A4QSS5     318829
-## 17443 17443     A4QSS5     318829
-## 17444 17444     A4QSS5     318829
-## 17445 17445     A4QSS5     318829
-## 17446 17446     A4QST9     318829
-## 17447 17447     A4QST9     318829
-## 17448 17448     A4QST9     318829
-## 17449 17449     A4QSX4     318829
-## 17450 17450     A4QSX4     318829
-## 17451 17451     A4QSX4     318829
-## 17452 17452     A4QSX4     318829
-## 17453 17453     A4QSX4     318829
-## 17454 17454     A4QT54     318829
-## 17455 17455     A4QT54     318829
-## 17456 17456     A4QT78     318829
-## 17457 17457     A4QTA3     318829
-## 17458 17458     A4QTA3     318829
-## 17459 17459     A4QTA3     318829
-## 17460 17460     A4QTA3     318829
-## 17461 17461     A4QTE3     318829
-## 17462 17462     A4QTI0     318829
-## 17463 17463     A4QTI8     318829
-## 17464 17464     A4QTI8     318829
-## 17465 17465     A4QTQ9     318829
-## 17466 17466     A4QTQ9     318829
-## 17467 17467     A4QTR1     318829
-## 17468 17468     A4QTV1     318829
-## 17469 17469     A4QTV1     318829
-## 17470 17470     A4QTV1     318829
-## 17471 17471     A4QTY2     318829
-## 17472 17472     A4QTY2     318829
-## 17473 17473     A4QTY2     318829
-## 17474 17474     A4QTY2     318829
-## 17475 17475     A4QUA4     318829
-## 17476 17476     A4QUA4     318829
-## 17477 17477     A4QUC1     318829
-## 17478 17478     A4QUF0     318829
-## 17479 17479     A4QUF0     318829
-## 17480 17480     A4QUF0     318829
-## 17481 17481     A4QUF0     318829
-## 17482 17482     A4QUF0     318829
-## 17483 17483     A4QUF0     318829
-## 17484 17484     A4QUF0     318829
-## 17485 17485     A4QUF0     318829
-## 17486 17486     A4QUF0     318829
-## 17487 17487     A4QUK5     318829
-## 17488 17488     A4QUK5     318829
-## 17489 17489     A4QUK5     318829
-## 17490 17490     A4QUL1     318829
-## 17491 17491     A4QUL1     318829
-## 17492 17492     A4QUL1     318829
-## 17493 17493     A4QUL1     318829
-## 17494 17494     A4QUL1     318829
-## 17495 17495     A4QUL1     318829
-## 17496 17496     A4QUL1     318829
-## 17497 17497     A4QUT2     318829
-## 17498 17498     A4QV78     318829
-## 17499 17499     A4QVI3     318829
-## 17500 17500     A4QVR2     318829
-## 17501 17501     A4QWP8     318829
-## 17502 17502     A4QX49     318829
-## 17503 17503     A4QXX4     318829
-## 17504 17504     A4QXX4     318829
-## 17505 17505     A4QYF9     318829
-## 17506 17506     A4QYF9     318829
-## 17507 17507     A4QYM6     318829
-## 17508 17508     A4QYM6     318829
-## 17509 17509     A4QYM6     318829
-## 17510 17510     A4QZL9     318829
-## 17511 17511     A4QZL9     318829
-## 17512 17512     A4QZL9     318829
-## 17513 17513     A4QZL9     318829
-## 17514 17514     A4R017     318829
-## 17515 17515     A4R0E5     318829
-## 17516 17516     A4R0E5     318829
-## 17517 17517     A4R0E5     318829
-## 17518 17518     A4R0E6     318829
-## 17519 17519     A4R0E6     318829
-## 17520 17520     A4R0E6     318829
-## 17521 17521     A4R0J9     318829
-## 17522 17522     A4R0Q1     318829
-## 17523 17523     A4R0Q1     318829
-## 17524 17524     A4R0Q1     318829
-## 17525 17525     A4R0Q1     318829
-## 17526 17526     A4R0Q1     318829
-## 17527 17527     A4R0R0     318829
-## 17528 17528     A4R0T9     318829
-## 17529 17529     A4R0T9     318829
-## 17530 17530     A4R0T9     318829
-## 17531 17531     A4R0T9     318829
-## 17532 17532     A4R0T9     318829
-## 17533 17533     A4R188     318829
-## 17534 17534     A4R188     318829
-## 17535 17535     A4R1D5     318829
-## 17536 17536     A4R1D5     318829
-## 17537 17537     A4R1D5     318829
-## 17538 17538     A4R1D5     318829
-## 17539 17539     A4R1G4     318829
-## 17540 17540     A4R1J6     318829
-## 17541 17541     A4R1J7     318829
-## 17542 17542     A4R1T1     318829
-## 17543 17543     A4R1T1     318829
-## 17544 17544     A4R227     318829
-## 17545 17545     A4R227     318829
-## 17546 17546     A4R227     318829
-## 17547 17547     A4R227     318829
-## 17548 17548     A4R227     318829
-## 17549 17549     A4R227     318829
-## 17550 17550     A4R254     318829
-## 17551 17551     A4R2Q6     318829
-## 17552 17552     A4R2Q6     318829
-## 17553 17553     A4R2R1     318829
-## 17554 17554     A4R2R1     318829
-## 17555 17555     A4R2R1     318829
-## 17556 17556     A4R2R1     318829
-## 17557 17557     A4R2R1     318829
-## 17558 17558     A4R2R1     318829
-## 17559 17559     A4R2R1     318829
-## 17560 17560     A4R2R1     318829
-## 17561 17561     A4R2R1     318829
-## 17562 17562     A4R2R1     318829
-## 17563 17563     A4R3M4     318829
-## 17564 17564     A4R3M4     318829
-## 17565 17565     A4R4R3     318829
-## 17566 17566     A4R4R3     318829
-## 17567 17567     A4R596     318829
-## 17568 17568     A4R596     318829
-## 17569 17569     A4R596     318829
-## 17570 17570     A4R596     318829
-## 17571 17571     A4R596     318829
-## 17572 17572     A4R5B8     318829
-## 17573 17573     A4R5B8     318829
-## 17574 17574     A4R5B8     318829
-## 17575 17575     A4R5S9     318829
-## 17576 17576     A4R640     318829
-## 17577 17577     A4R6K8     318829
-## 17578 17578     A4R6X5     318829
-## 17579 17579     A4R715     318829
-## 17580 17580     A4R715     318829
-## 17581 17581     A4R7U3     318829
-## 17582 17582     A4R8B5     318829
-## 17583 17583     A4R8D7     318829
-## 17584 17584     A4R8D7     318829
-## 17585 17585     A4R8F9     318829
-## 17586 17586     A4R8G3     318829
-## 17587 17587     A4R8N4     318829
-## 17588 17588     A4R8N4     318829
-## 17589 17589     A4R8N4     318829
-## 17590 17590     A4R8N4     318829
-## 17591 17591     A4R8N4     318829
-## 17592 17592     A4R8N4     318829
-## 17593 17593     A4R8N4     318829
-## 17594 17594     A4R8N4     318829
-## 17595 17595     A4R8N4     318829
-## 17596 17596     A4R8N4     318829
-## 17597 17597     A4R8N4     318829
-## 17598 17598     A4R8N4     318829
-## 17599 17599     A4R8N4     318829
-## 17600 17600     A4R8N4     318829
-## 17601 17601     A4R8N4     318829
-## 17602 17602     A4R8N4     318829
-## 17603 17603     A4R8N4     318829
-## 17604 17604     A4R8N4     318829
-## 17605 17605     A4R8N4     318829
-## 17606 17606     A4R8V2     318829
-## 17607 17607     A4R8V2     318829
-## 17608 17608     A4R8V2     318829
-## 17609 17609     A4R8V2     318829
-## 17610 17610     A4R935     318829
-## 17611 17611     A4R962     318829
-## 17612 17612     A4R962     318829
-## 17613 17613     A4R962     318829
-## 17614 17614     A4R9U5     318829
-## 17615 17615     A4RA36     318829
-## 17616 17616     A4RA36     318829
-## 17617 17617     A4RBW8     318829
-## 17618 17618     A4RBZ3     318829
-## 17619 17619     A4RC23     318829
-## 17620 17620     A4RC23     318829
-## 17621 17621     A4RCW0     318829
-## 17622 17622     A4RCX7     318829
-## 17623 17623     A4RD35     318829
-## 17624 17624     A4RD35     318829
-## 17625 17625     A4RD35     318829
-## 17626 17626     A4RD36     318829
-## 17627 17627     A4RD36     318829
-## 17628 17628     A4RD36     318829
-## 17629 17629     A4RD36     318829
-## 17630 17630     A4RD36     318829
-## 17631 17631     A4RD79     318829
-## 17632 17632     A4RDD7     318829
-## 17633 17633     A4RDD7     318829
-## 17634 17634     A4RDD7     318829
-## 17635 17635     A4RDI6     318829
-## 17636 17636     A4RE46     318829
-## 17637 17637     A4RE46     318829
-## 17638 17638     A4RE47     318829
-## 17639 17639     A4RE47     318829
-## 17640 17640     A4RE77     318829
-## 17641 17641     A4RE77     318829
-## 17642 17642     A4RE77     318829
-## 17643 17643     A4RE85     318829
-## 17644 17644     A4RE85     318829
-## 17645 17645     A4RE85     318829
-## 17646 17646     A4REK3     318829
-## 17647 17647     A4REU9     318829
-## 17648 17648     A4REV8     318829
-## 17649 17649     A4RF05     318829
-## 17650 17650     A4RF05     318829
-## 17651 17651     A4RF05     318829
-## 17652 17652     A4RF23     318829
-## 17653 17653     A4RF23     318829
-## 17654 17654     A4RF23     318829
-## 17655 17655     A4RF25     318829
-## 17656 17656     A4RF31     318829
-## 17657 17657     A4RF51     318829
-## 17658 17658     A4RF51     318829
-## 17659 17659     A4RF61     318829
-## 17660 17660     A4RF61     318829
-## 17661 17661     A4RF61     318829
-## 17662 17662     A4RFH6     318829
-## 17663 17663     A4RFH6     318829
-## 17664 17664     A4RGD1     318829
-## 17665 17665     A4RGD1     318829
-## 17666 17666     A4RGD1     318829
-## 17667 17667     A4RGE6     318829
-## 17668 17668     A4RGE6     318829
-## 17669 17669     A4RGE6     318829
-## 17670 17670     A4RGE6     318829
-## 17671 17671     A4RGE6     318829
-## 17672 17672     A4RGU2     318829
-## 17673 17673     A4RGU7     318829
-## 17674 17674     A4RHF1     318829
-## 17675 17675     A4RHF1     318829
-## 17676 17676     A4RHF1     318829
-## 17677 17677     A4RHF1     318829
-## 17678 17678     A4RHF1     318829
-## 17679 17679     A4RHN3     318829
-## 17680 17680     A4RHN5     318829
-## 17681 17681     A4RHN5     318829
-## 17682 17682     A4RHR8     318829
-## 17683 17683     A4RI25     318829
-## 17684 17684     A4RI88     318829
-## 17685 17685     A4RI88     318829
-## 17686 17686     A4RIF1     318829
-## 17687 17687     A4RIF1     318829
-## 17688 17688     A4RIF1     318829
-## 17689 17689     A4RJA0     318829
-## 17690 17690     A4RJH4     318829
-## 17691 17691     A4RJH4     318829
-## 17692 17692     A4RJH4     318829
-## 17693 17693     A4RJH4     318829
-## 17694 17694     A4RJV3     318829
-## 17695 17695     A4RK52     318829
-## 17696 17696     A4RK68     318829
-## 17697 17697     A4RK80     318829
-## 17698 17698     A4RK80     318829
-## 17699 17699     A4RK80     318829
-## 17700 17700     A4RK96     318829
-## 17701 17701     A4RKC3     318829
-## 17702 17702     A4RKF7     318829
-## 17703 17703     A4RM00     318829
-## 17704 17704     A4RM00     318829
-## 17705 17705     A4RM69     318829
-## 17706 17706     A4RM69     318829
-## 17707 17707     A4RM69     318829
-## 17708 17708     A4RM69     318829
-## 17709 17709     A4RM69     318829
-## 17710 17710     A4RM69     318829
-## 17711 17711     A4RM69     318829
-## 17712 17712     A4RM69     318829
-## 17713 17713     A4RMA9     318829
-## 17714 17714     A4RMB1     318829
-## 17715 17715     A4RMB1     318829
-## 17716 17716     A4RME3     318829
-## 17717 17717     A4RME3     318829
-## 17718 17718     A4RMK0     318829
-## 17719 17719     A4RMK0     318829
-## 17720 17720     A4RMV8     318829
-## 17721 17721     A4RMV8     318829
-## 17722 17722     A4RMV8     318829
-## 17723 17723     A4RMV8     318829
-## 17724 17724     A4RN08     318829
-## 17725 17725     A4RN08     318829
-## 17726 17726     A4RN08     318829
-## 17727 17727     A4RN08     318829
-## 17728 17728     A4RN08     318829
-## 17729 17729     A4RN19     318829
-## 17730 17730     A4RN46     318829
-## 17731 17731     A4RN46     318829
-## 17732 17732     A4RN46     318829
-## 17733 17733     A4RN46     318829
-## 17734 17734     A4RN46     318829
-## 17735 17735     A4RN46     318829
-## 17736 17736     A4RPU0     318829
-## 17737 17737     A4RPU0     318829
-## 17738 17738     A4RPY8     318829
-## 17739 17739     A4RPY8     318829
-## 17740 17740     A4RS24     242159
-## 17741 17741     A4RS24     242159
-## 17742 17742     A4RSQ6     242159
-## 17743 17743     A4RUK2     242159
-## 17744 17744     A4S051     242159
-## 17745 17745     A4S051     242159
-## 17746 17746     A4S051     242159
-## 17747 17747     A4S068     242159
-## 17748 17748     A4S3S3     242159
-## 17749 17749     A4S3S3     242159
-## 17750 17750     A4S450     242159
-## 17751 17751     A4S6Y4     242159
-## 17752 17752     A4S6Y4     242159
-## 17753 17753     A4S6Y4     242159
-## 17754 17754     A4SAD2     242159
-## 17755 17755     A4SC23       1094
-## 17756 17756     A4SC23       1094
-## 17757 17757     A4SC45       1094
-## 17758 17758     A4SCF3       1094
-## 17759 17759     A4SCK0       1094
-## 17760 17760     A4SCK3       1094
-## 17761 17761     A4SCK4       1094
-## 17762 17762     A4SCP4       1094
-## 17763 17763     A4SCQ7       1094
-## 17764 17764     A4SCQ9       1094
-## 17765 17765     A4SCR1       1094
-## 17766 17766     A4SCR6       1094
-## 17767 17767     A4SCS6       1094
-## 17768 17768     A4SCT5       1094
-## 17769 17769     A4SCT6       1094
-## 17770 17770     A4SCT8       1094
-## 17771 17771     A4SCU1       1094
-## 17772 17772     A4SCU5       1094
-## 17773 17773     A4SCU9       1094
-## 17774 17774     A4SCU9       1094
-## 17775 17775     A4SCW6       1094
-## 17776 17776     A4SD47       1094
-## 17777 17777     A4SD83       1094
-## 17778 17778     A4SDC0       1094
-## 17779 17779     A4SDC1       1094
-## 17780 17780     A4SDE6       1094
-## 17781 17781     A4SDE6       1094
-## 17782 17782     A4SDF5       1094
-## 17783 17783     A4SDF7       1094
-## 17784 17784     A4SDL6       1094
-## 17785 17785     A4SDL6       1094
-## 17786 17786     A4SDP9       1094
-## 17787 17787     A4SDU0       1094
-## 17788 17788     A4SE02       1094
-## 17789 17789     A4SE17       1094
-## 17790 17790     A4SE48       1094
-## 17791 17791     A4SE87       1094
-## 17792 17792     A4SEC8       1094
-## 17793 17793     A4SEC9       1094
-## 17794 17794     A4SEF9       1094
-## 17795 17795     A4SEI5       1094
-## 17796 17796     A4SEI8       1094
-## 17797 17797     A4SEN9       1094
-## 17798 17798     A4SEN9       1094
-## 17799 17799     A4SEQ5       1094
-## 17800 17800     A4SEQ5       1094
-## 17801 17801     A4SEQ5       1094
-## 17802 17802     A4SEQ7       1094
-## 17803 17803     A4SER8       1094
-## 17804 17804     A4SF67       1094
-## 17805 17805     A4SF67       1094
-## 17806 17806     A4SF67       1094
-## 17807 17807     A4SF77       1094
-## 17808 17808     A4SFC2       1094
-## 17809 17809     A4SFI9       1094
-## 17810 17810     A4SFM6       1094
-## 17811 17811     A4SFR5       1094
-## 17812 17812     A4SFR5       1094
-## 17813 17813     A4SFR5       1094
-## 17814 17814     A4SFR6       1094
-## 17815 17815     A4SFS4       1094
-## 17816 17816     A4SFT1       1094
-## 17817 17817     A4SFT1       1094
-## 17818 17818     A4SFT1       1094
-## 17819 17819     A4SFT9       1094
-## 17820 17820     A4SFW2       1094
-## 17821 17821     A4SFY4       1094
-## 17822 17822     A4SFZ6       1094
-## 17823 17823     A4SG06       1094
-## 17824 17824     A4SG26       1094
-## 17825 17825     A4SG27       1094
-## 17826 17826     A4SG85       1094
-## 17827 17827     A4SG85       1094
-## 17828 17828     A4SGD2       1094
-## 17829 17829     A4SGG2       1094
-## 17830 17830     A4SGG2       1094
-## 17831 17831     A4SGG2       1094
-## 17832 17832     A4SGJ6       1094
-## 17833 17833     A4SGJ6       1094
-## 17834 17834     A4SGK0       1094
-## 17835 17835     A4SGK0       1094
-## 17836 17836     A4SGK5       1094
-## 17837 17837     A4SGK7       1094
-## 17838 17838     A4SGK7       1094
-## 17839 17839     A4SGL6       1094
-## 17840 17840     A4SGM5       1094
-## 17841 17841     A4SGN0       1094
-## 17842 17842     A4SGN0       1094
-## 17843 17843     A4SGN6       1094
-## 17844 17844     A4SGR1       1094
-## 17845 17845     A4SGR1       1094
-## 17846 17846     A4SGR1       1094
-## 17847 17847     A4SGR9       1094
-## 17848 17848     A4SGT2       1094
-## 17849 17849     A4SGV1       1094
-## 17850 17850     A4SGW2       1094
-## 17851 17851     A4SH05       1094
-## 17852 17852     A4SH20       1094
-## 17853 17853     A4SHB7        645
-## 17854 17854     A4SHB7        645
-## 17855 17855     A4SHC0        645
-## 17856 17856     A4SHG2        645
-## 17857 17857     A4SHP4        645
-## 17858 17858     A4SHQ9        645
-## 17859 17859     A4SHQ9        645
-## 17860 17860     A4SHU2        645
-## 17861 17861     A4SHU8        645
-## 17862 17862     A4SHV0        645
-## 17863 17863     A4SHV0        645
-## 17864 17864     A4SHV0        645
-## 17865 17865     A4SHV8        645
-## 17866 17866     A4SHW3        645
-## 17867 17867     A4SHW5        645
-## 17868 17868     A4SHW5        645
-## 17869 17869     A4SHY0        645
-## 17870 17870     A4SHZ5        645
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-## 18553 18553     A4U7B1      11320
-## 18554 18554     A4U7B4      11320
-## 18555 18555     A4UGR9         NA
-## 18556 18556     A4UGR9         NA
-## 18557 18557     A4UGR9         NA
-## 18558 18558     A4UGR9         NA
-## 18559 18559     A4UGR9         NA
-## 18560 18560     A4UGR9         NA
-## 18561 18561     A4UGR9         NA
-## 18562 18562     A4UHC0         NA
-## 18563 18563     A4UHQ1      57482
-## 18564 18564     A4UHQ2      57482
-## 18565 18565     A4UHQ5      57482
-## 18566 18566     A4UHQ6      57482
-## 18567 18567     A4UHQ7      57482
-## 18568 18568     A4UM12         NA
-## 18569 18569     A4UM14         NA
-## 18570 18570     A4UM14         NA
-## 18571 18571     A4UM15         NA
-## 18572 18572     A4UM15         NA
-## 18573 18573     A4UMC5         NA
-## 18574 18574     A4UMC6         NA
-## 18575 18575     A4UMC6         NA
-## 18576 18576     A4USB4         NA
-## 18577 18577     A4UTP7         NA
-## 18578 18578     A4UVI1         NA
-## 18579 18579     A4UZ23         NA
-## 18580 18580     A4V8B4         NA
-## 18581 18581     A4V8W0         NA
-## 18582 18582     A4VCH0         NA
-## 18583 18583     A4VCH4         NA
-## 18584 18584     A4VCH4         NA
-## 18585 18585     A4VCH4         NA
-## 18586 18586     A4VCL2         NA
-## 18587 18587     A4VCL2         NA
-## 18588 18588     A4VCL2         NA
-## 18589 18589     A4VCL2         NA
-## 18590 18590     A4VDN2       5911
-## 18591 18591     A4VFG6        316
-## 18592 18592     A4VFI1        316
-## 18593 18593     A4VFI3        316
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-## 18841 18841     A4VXT1       1307
-## 18842 18842     A4VXT1       1307
-## 18843 18843     A4VXZ3       1307
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-## 18846 18846     A4VY24       1307
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-## 18849 18849     A4VYE7       1307
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-## 18851 18851     A4VYE7       1307
-## 18852 18852     A4VYI0       1307
-## 18853 18853     A4VYN2       1307
-## 18854 18854     A4VYN2       1307
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-## 18856 18856     A4VYP5       1307
-## 18857 18857     A4VYP6       1307
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-## 18859 18859     A4VYR8       1307
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-## 18862 18862     A4VYZ0       1307
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-## 18949 18949     A4W4S5         NA
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-## 20694 20694     A5D6E6     110500
-## 20695 20695     A5D6U8         NA
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-## 20706 20706     A5D7B1         NA
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-## 20709 20709     A5D7B7         NA
-## 20710 20710     A5D7B7         NA
-## 20711 20711     A5D7B7         NA
-## 20712 20712     A5D7C1         NA
-## 20713 20713     A5D7C9         NA
-## 20714 20714     A5D7C9         NA
-## 20715 20715     A5D7E9         NA
-## 20716 20716     A5D7E9         NA
-## 20717 20717     A5D7E9         NA
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-## 20719 20719     A5D7E9         NA
-## 20720 20720     A5D7E9         NA
-## 20721 20721     A5D7E9         NA
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-## 20730 20730     A5D7F8         NA
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-## 20734 20734     A5D7H1         NA
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-## 20738 20738     A5D7H2         NA
-## 20739 20739     A5D7H3         NA
-## 20740 20740     A5D7H5         NA
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-## 20748 20748     A5D7J3         NA
-## 20749 20749     A5D7J3         NA
-## 20750 20750     A5D7K1         NA
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-## 20752 20752     A5D7K1         NA
-## 20753 20753     A5D7K8         NA
-## 20754 20754     A5D7L5         NA
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-## 20763 20763     A5D7L8         NA
-## 20764 20764     A5D7L8         NA
-## 20765 20765     A5D7M3         NA
-## 20766 20766     A5D7M7         NA
-## 20767 20767     A5D7P8         NA
-## 20768 20768     A5D7Q3         NA
-## 20769 20769     A5D7R1         NA
-## 20770 20770     A5D7R1         NA
-## 20771 20771     A5D7R1         NA
-## 20772 20772     A5D7S3         NA
-## 20773 20773     A5D7S3         NA
-## 20774 20774     A5D7S3         NA
-## 20775 20775     A5D7S3         NA
-## 20776 20776     A5D7S3         NA
-## 20777 20777     A5D7U1         NA
-## 20778 20778     A5D7U1         NA
-## 20779 20779     A5D7U1         NA
-## 20780 20780     A5D7U1         NA
-## 20781 20781     A5D8M0         NA
-## 20782 20782     A5D8P8         NA
-## 20783 20783     A5D8P8         NA
-## 20784 20784     A5D8Q0         NA
-## 20785 20785     A5D8Q0         NA
-## 20786 20786     A5D8S0         NA
-## 20787 20787     A5D8S1         NA
-## 20788 20788     A5D8S1         NA
-## 20789 20789     A5D8S5         NA
-## 20790 20790     A5D8S5         NA
-## 20791 20791     A5D8T8         NA
-## 20792 20792     A5D8T8         NA
-## 20793 20793     A5D8V6         NA
-## 20794 20794     A5D8V6         NA
-## 20795 20795     A5D8V6         NA
-## 20796 20796     A5D8V6         NA
-## 20797 20797     A5D8V6         NA
-## 20798 20798     A5D8V7         NA
-## 20799 20799     A5D8V7         NA
-## 20800 20800     A5D962         NA
-## 20801 20801     A5D989         NA
-## 20802 20802     A5D989         NA
-## 20803 20803     A5D992         NA
-## 20804 20804     A5D9C6         NA
-## 20805 20805     A5D9M6         NA
-## 20806 20806     A5D9M6         NA
-## 20807 20807     A5D9M6         NA
-## 20808 20808     A5D9M6         NA
-## 20809 20809     A5D9M6         NA
-## 20810 20810     A5D9M6         NA
-## 20811 20811     A5D9M6         NA
-## 20812 20812     A5D9S8       4929
-## 20813 20813     A5D9S8       4929
-## 20814 20814     A5D9S8       4929
-## 20815 20815     A5D9S8       4929
-## 20816 20816     A5D9T6       4929
-## 20817 20817     A5D9W7       4929
-## 20818 20818     A5D9W7       4929
-## 20819 20819     A5D9W7       4929
-## 20820 20820     A5D9Y9       4929
-## 20821 20821     A5D9Y9       4929
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-## 20823 20823     A5DA73       4929
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-## 20827 20827     A5DAC8       4929
-## 20828 20828     A5DAC8       4929
-## 20829 20829     A5DAD0       4929
-## 20830 20830     A5DAI1       4929
-## 20831 20831     A5DAI1       4929
-## 20832 20832     A5DAI1       4929
-## 20833 20833     A5DAK5       4929
-## 20834 20834     A5DAQ7       4929
-## 20835 20835     A5DAQ7       4929
-## 20836 20836     A5DAQ7       4929
-## 20837 20837     A5DAQ7       4929
-## 20838 20838     A5DAR2       4929
-## 20839 20839     A5DAT0       4929
-## 20840 20840     A5DAX7       4929
-## 20841 20841     A5DAX7       4929
-## 20842 20842     A5DB51       4929
-## 20843 20843     A5DB75       4929
-## 20844 20844     A5DB75       4929
-## 20845 20845     A5DBE7       4929
-## 20846 20846     A5DBE7       4929
-## 20847 20847     A5DBE7       4929
-## 20848 20848     A5DBF4       4929
-## 20849 20849     A5DBF4       4929
-## 20850 20850     A5DBF4       4929
-## 20851 20851     A5DBG1       4929
-## 20852 20852     A5DBG1       4929
-## 20853 20853     A5DBG5       4929
-## 20854 20854     A5DBJ8       4929
-## 20855 20855     A5DBJ8       4929
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-## 20859 20859     A5DCB6       4929
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-## 20862 20862     A5DCV3       4929
-## 20863 20863     A5DDB7       4929
-## 20864 20864     A5DDB7       4929
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-## 20866 20866     A5DDJ4       4929
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-## 20879 20879     A5DEF8       4929
-## 20880 20880     A5DEF8       4929
-## 20881 20881     A5DEJ2       4929
-## 20882 20882     A5DEJ2       4929
-## 20883 20883     A5DEK6       4929
-## 20884 20884     A5DEK6       4929
-## 20885 20885     A5DEK6       4929
-## 20886 20886     A5DEU9       4929
-## 20887 20887     A5DEV6       4929
-## 20888 20888     A5DEV6       4929
-## 20889 20889     A5DEZ5       4929
-## 20890 20890     A5DEZ6       4929
-## 20891 20891     A5DF03       4929
-## 20892 20892     A5DF43       4929
-## 20893 20893     A5DF78       4929
-## 20894 20894     A5DF78       4929
-## 20895 20895     A5DFC2       4929
-## 20896 20896     A5DFC2       4929
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-## 20899 20899     A5DG70       4929
-## 20900 20900     A5DGL8       4929
-## 20901 20901     A5DGM1       4929
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-## 20906 20906     A5DGW8       4929
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-## 20908 20908     A5DGY0       4929
-## 20909 20909     A5DGY1       4929
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-## 20916 20916     A5DH19       4929
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-## 20920 20920     A5DH19       4929
-## 20921 20921     A5DHA3       4929
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-## 20928 20928     A5DHD9       4929
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-## 20930 20930     A5DHI9       4929
-## 20931 20931     A5DHI9       4929
-## 20932 20932     A5DHL9       4929
-## 20933 20933     A5DHL9       4929
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-## 20935 20935     A5DHT2       4929
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-## 20952 20952     A5DIV5       4929
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-## 21002 21002     A5DLL7       4929
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-## 21019 21019     A5DMB8       4929
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-## 21029 21029     A5DNT0       4929
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-## 21791 21791     A5F3G8        666
-## 21792 21792     A5F3I4        666
-## 21793 21793     A5F3I5        666
-## 21794 21794     A5F3J3        666
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-## 21796 21796     A5F3L3        666
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-## 21801 21801     A5F3P6        666
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-## 21808 21808     A5F3Z4        666
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-## 21811 21811     A5F461        666
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-## 21813 21813     A5F487        666
-## 21814 21814     A5F493        666
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-## 21816 21816     A5F4D2        666
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-## 21818 21818     A5F4F5        666
-## 21819 21819     A5F4G3        666
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-## 21821 21821     A5F4I9        666
-## 21822 21822     A5F4S8        666
-## 21823 21823     A5F4W4        666
-## 21824 21824     A5F4X3        666
-## 21825 21825     A5F4Y1        666
-## 21826 21826     A5F502        666
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-## 21828 21828     A5F523        666
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-## 21831 21831     A5F565        666
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-## 21834 21834     A5F5C5        666
-## 21835 21835     A5F5C5        666
-## 21836 21836     A5F5F3        666
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-## 21839 21839     A5F5J2        666
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-## 21851 21851     A5F628        666
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-## 21853 21853     A5F686        666
-## 21854 21854     A5F692        666
-## 21855 21855     A5F696        666
-## 21856 21856     A5F696        666
-## 21857 21857     A5F697        666
-## 21858 21858     A5F6A9        666
-## 21859 21859     A5F6B5        666
-## 21860 21860     A5F6C3        666
-## 21861 21861     A5F6C4        666
-## 21862 21862     A5F6D7        666
-## 21863 21863     A5F6E9        666
-## 21864 21864     A5F6P9        666
-## 21865 21865     A5F6T1        666
-## 21866 21866     A5F6T5        666
-## 21867 21867     A5F6U9        666
-## 21868 21868     A5F6V4        666
-## 21869 21869     A5F6Z3        666
-## 21870 21870     A5F726        666
-## 21871 21871     A5F728        666
-## 21872 21872     A5F753        666
-## 21873 21873     A5F762        666
-## 21874 21874     A5F763        666
-## 21875 21875     A5F7B3        666
-## 21876 21876     A5F7B9        666
-## 21877 21877     A5F7G0        666
-## 21878 21878     A5F7G0        666
-## 21879 21879     A5F7G5        666
-## 21880 21880     A5F7H8        666
-## 21881 21881     A5F7I0        666
-## 21882 21882     A5F7I0        666
-## 21883 21883     A5F7I4        666
-## 21884 21884     A5F7R1        666
-## 21885 21885     A5F818        666
-## 21886 21886     A5F8N2        666
-## 21887 21887     A5F8N2        666
-## 21888 21888     A5F8U2        666
-## 21889 21889     A5F913        666
-## 21890 21890     A5F926        666
-## 21891 21891     A5F926        666
-## 21892 21892     A5F930        666
-## 21893 21893     A5F934        666
-## 21894 21894     A5F937        666
-## 21895 21895     A5F937        666
-## 21896 21896     A5F942        666
-## 21897 21897     A5F945        666
-## 21898 21898     A5F974        666
-## 21899 21899     A5F980        666
-## 21900 21900     A5F986        666
-## 21901 21901     A5F987        666
-## 21902 21902     A5F9A8        666
-## 21903 21903     A5F9B6        666
-## 21904 21904     A5F9B7        666
-## 21905 21905     A5F9B7        666
-## 21906 21906     A5F9B7        666
-## 21907 21907     A5F9D8        666
-## 21908 21908     A5F9D9        666
-## 21909 21909     A5F9E8        666
-## 21910 21910     A5F9E8        666
-## 21911 21911     A5F9G0        666
-## 21912 21912     A5F9G8        666
-## 21913 21913     A5F9R5        986
-## 21914 21914     A5F9R5        986
-## 21915 21915     A5F9Z4        986
-## 21916 21916     A5F9Z4        986
-## 21917 21917     A5FA30        986
-## 21918 21918     A5FA67        986
-## 21919 21919     A5FA69        986
-## 21920 21920     A5FAI5        986
-## 21921 21921     A5FB38        986
-## 21922 21922     A5FB63        986
-## 21923 21923     A5FB63        986
-## 21924 21924     A5FB63        986
-## 21925 21925     A5FB63        986
-## 21926 21926     A5FB63        986
-## 21927 21927     A5FDF9        986
-## 21928 21928     A5FFP4        986
-## 21929 21929     A5FFT9        986
-## 21930 21930     A5FFY3        986
-## 21931 21931     A5FFY3        986
-## 21932 21932     A5FG67        986
-## 21933 21933     A5FG89        986
-## 21934 21934     A5FG89        986
-## 21935 21935     A5FG91        986
-## 21936 21936     A5FGE0        986
-## 21937 21937     A5FGE0        986
-## 21938 21938     A5FGL1        986
-## 21939 21939     A5FGL1        986
-## 21940 21940     A5FGS7        986
-## 21941 21941     A5FGX2        986
-## 21942 21942     A5FHA9        986
-## 21943 21943     A5FHM5        986
-## 21944 21944     A5FHM7        986
-## 21945 21945     A5FIF7        986
-## 21946 21946     A5FIJ3        986
-## 21947 21947     A5FIJ4        986
-## 21948 21948     A5FIJ9        986
-## 21949 21949     A5FIL7        986
-## 21950 21950     A5FIP9        986
-## 21951 21951     A5FIV1        986
-## 21952 21952     A5FIY4        986
-## 21953 21953     A5FIY4        986
-## 21954 21954     A5FJ95        986
-## 21955 21955     A5FJF9        986
-## 21956 21956     A5FJG9        986
-## 21957 21957     A5FJK3        986
-## 21958 21958     A5FJP5        986
-## 21959 21959     A5FK26        986
-## 21960 21960     A5FK26        986
-## 21961 21961     A5FKD9        986
-## 21962 21962     A5FKI7        986
-## 21963 21963     A5FKJ7        986
-## 21964 21964     A5FKK0        986
-## 21965 21965     A5FKV4        986
-## 21966 21966     A5FL32        986
-## 21967 21967     A5FL33        986
-## 21968 21968     A5FL34        986
-## 21969 21969     A5FL86        986
-## 21970 21970     A5FL86        986
-## 21971 21971     A5FLW1        986
-## 21972 21972     A5FMG2        986
-## 21973 21973     A5FMG4        986
-## 21974 21974     A5FML2        986
-## 21975 21975     A5FML2        986
-## 21976 21976     A5FMP6        986
-## 21977 21977     A5FMT0        986
-## 21978 21978     A5FMX0        986
-## 21979 21979     A5FMX0        986
-## 21980 21980     A5FMX0        986
-## 21981 21981     A5FMX0        986
-## 21982 21982     A5FN12        986
-## 21983 21983     A5FN12        986
-## 21984 21984     A5FN24        986
-## 21985 21985     A5FNH2        986
-## 21986 21986     A5FNH2        986
-## 21987 21987     A5FNH2        986
-## 21988 21988     A5FNH2        986
-## 21989 21989     A5FNH3        986
-## 21990 21990     A5FNQ7        986
-## 21991 21991     A5FNY2        986
-## 21992 21992     A5FNY7        986
-## 21993 21993     A5FP01        986
-## 21994 21994     A5FP49      61435
-## 21995 21995     A5FP49      61435
-## 21996 21996     A5FP84      61435
-## 21997 21997     A5FPF2      61435
-## 21998 21998     A5FPK5      61435
-## 21999 21999     A5FPL0      61435
-## 22000 22000     A5FPS8      61435
-## 22001 22001     A5FPU2      61435
-## 22002 22002     A5FPU4      61435
-## 22003 22003     A5FPV4      61435
-## 22004 22004     A5FPV7      61435
-## 22005 22005     A5FPX2      61435
-## 22006 22006     A5FQ06      61435
-## 22007 22007     A5FQ07      61435
-## 22008 22008     A5FQ25      61435
-## 22009 22009     A5FQ65      61435
-## 22010 22010     A5FQ65      61435
-## 22011 22011     A5FQ73      61435
-## 22012 22012     A5FQ74      61435
-## 22013 22013     A5FQ84      61435
-## 22014 22014     A5FQC0      61435
-## 22015 22015     A5FQC0      61435
-## 22016 22016     A5FQC0      61435
-## 22017 22017     A5FQE1      61435
-## 22018 22018     A5FQL1      61435
-## 22019 22019     A5FQQ9      61435
-## 22020 22020     A5FQR0      61435
-## 22021 22021     A5FQS4      61435
-## 22022 22022     A5FQS4      61435
-## 22023 22023     A5FQT2      61435
-## 22024 22024     A5FQT2      61435
-## 22025 22025     A5FQX9      61435
-## 22026 22026     A5FR18      61435
-## 22027 22027     A5FR29      61435
-## 22028 22028     A5FR64      61435
-## 22029 22029     A5FR85      61435
-## 22030 22030     A5FR86      61435
-## 22031 22031     A5FR94      61435
-## 22032 22032     A5FRB0      61435
-## 22033 22033     A5FRB5      61435
-## 22034 22034     A5FRB9      61435
-## 22035 22035     A5FRB9      61435
-## 22036 22036     A5FRK6      61435
-## 22037 22037     A5FRK6      61435
-## 22038 22038     A5FRL3      61435
-## 22039 22039     A5FRM7      61435
-## 22040 22040     A5FRN4      61435
-## 22041 22041     A5FRQ1      61435
-## 22042 22042     A5FRQ2      61435
-## 22043 22043     A5FRQ3      61435
-## 22044 22044     A5FRQ4      61435
-## 22045 22045     A5FRW3      61435
-## 22046 22046     A5FRW3      61435
-## 22047 22047     A5FRW5      61435
-## 22048 22048     A5FRX0      61435
-## 22049 22049     A5FRY1      61435
-## 22050 22050     A5FRY4      61435
-## 22051 22051     A5FRY7      61435
-## 22052 22052     A5FRZ3      61435
-## 22053 22053     A5FS06      61435
-## 22054 22054     A5FS06      61435
-## 22055 22055     A5FS06      61435
-## 22056 22056     A5FS12      61435
-## 22057 22057     A5FS29      61435
-## 22058 22058     A5FS34      61435
-## 22059 22059     A5FS74      61435
-## 22060 22060     A5FS74      61435
-## 22061 22061     A5FS82      61435
-## 22062 22062     A5FS82      61435
-## 22063 22063     A5FS84      61435
-## 22064 22064     A5FS95      61435
-## 22065 22065     A5FSB6      61435
-## 22066 22066     A5FSR7      61435
-## 22067 22067     A5FSU1      61435
-## 22068 22068     A5FSU1      61435
-## 22069 22069     A5FT18        524
-## 22070 22070     A5FUG6        524
-## 22071 22071     A5FUH4        524
-## 22072 22072     A5FUH7        524
-## 22073 22073     A5FUH7        524
-## 22074 22074     A5FUH8        524
-## 22075 22075     A5FUK2        524
-## 22076 22076     A5FUK7        524
-## 22077 22077     A5FUK7        524
-## 22078 22078     A5FUS8        524
-## 22079 22079     A5FUT7        524
-## 22080 22080     A5FUW3        524
-## 22081 22081     A5FUW3        524
-## 22082 22082     A5FUZ5        524
-## 22083 22083     A5FV21        524
-## 22084 22084     A5FV21        524
-## 22085 22085     A5FV21        524
-## 22086 22086     A5FV66        524
-## 22087 22087     A5FV67        524
-## 22088 22088     A5FV67        524
-## 22089 22089     A5FVE7        524
-## 22090 22090     A5FVG2        524
-## 22091 22091     A5FVG6        524
-## 22092 22092     A5FVK3        524
-## 22093 22093     A5FVK4        524
-## 22094 22094     A5FVN9        524
-## 22095 22095     A5FVX4        524
-## 22096 22096     A5FVZ7        524
-## 22097 22097     A5FW68        524
-## 22098 22098     A5FW78        524
-## 22099 22099     A5FW78        524
-## 22100 22100     A5FWG2        524
-## 22101 22101     A5FWG7        524
-## 22102 22102     A5FWG7        524
-## 22103 22103     A5FWG7        524
-## 22104 22104     A5FWI3        524
-## 22105 22105     A5FWJ5        524
-## 22106 22106     A5FWJ5        524
-## 22107 22107     A5FWQ4        524
-## 22108 22108     A5FWV7        524
-## 22109 22109     A5FX03        524
-## 22110 22110     A5FX21        524
-## 22111 22111     A5FX21        524
-## 22112 22112     A5FX21        524
-## 22113 22113     A5FX43        524
-## 22114 22114     A5FX98        524
-## 22115 22115     A5FXC2        524
-## 22116 22116     A5FXC2        524
-## 22117 22117     A5FXD0        524
-## 22118 22118     A5FXD9        524
-## 22119 22119     A5FXI8        524
-## 22120 22120     A5FXI8        524
-## 22121 22121     A5FXI8        524
-## 22122 22122     A5FXI8        524
-## 22123 22123     A5FXV3        524
-## 22124 22124     A5FXW0        524
-## 22125 22125     A5FXW5        524
-## 22126 22126     A5FY57        524
-## 22127 22127     A5FY57        524
-## 22128 22128     A5FY58        524
-## 22129 22129     A5FY68        524
-## 22130 22130     A5FYD2        524
-## 22131 22131     A5FYD2        524
-## 22132 22132     A5FYD8        524
-## 22133 22133     A5FYE5        524
-## 22134 22134     A5FYL0        524
-## 22135 22135     A5FYN4        524
-## 22136 22136     A5FYN6        524
-## 22137 22137     A5FYN8        524
-## 22138 22138     A5FYS4        524
-## 22139 22139     A5FYS4        524
-## 22140 22140     A5FYS4        524
-## 22141 22141     A5FYZ9        524
-## 22142 22142     A5FZ18        524
-## 22143 22143     A5FZ18        524
-## 22144 22144     A5FZ18        524
-## 22145 22145     A5FZ18        524
-## 22146 22146     A5FZ25        524
-## 22147 22147     A5FZ26        524
-## 22148 22148     A5FZ47        524
-## 22149 22149     A5FZ47        524
-## 22150 22150     A5FZ47        524
-## 22151 22151     A5FZ47        524
-## 22152 22152     A5FZ51        524
-## 22153 22153     A5FZ53        524
-## 22154 22154     A5FZ78        524
-## 22155 22155     A5FZ90        524
-## 22156 22156     A5FZ90        524
-## 22157 22157     A5FZ90        524
-## 22158 22158     A5FZ94        524
-## 22159 22159     A5FZB8        524
-## 22160 22160     A5FZC1        524
-## 22161 22161     A5FZG9        524
-## 22162 22162     A5FZN8        524
-## 22163 22163     A5FZN8        524
-## 22164 22164     A5FZN8        524
-## 22165 22165     A5FZN9        524
-## 22166 22166     A5FZS7        524
-## 22167 22167     A5FZU6        524
-## 22168 22168     A5FZV0        524
-## 22169 22169     A5FZV8        524
-## 22170 22170     A5FZW0        524
-## 22171 22171     A5FZW0        524
-## 22172 22172     A5FZW2        524
-## 22173 22173     A5FZW2        524
-## 22174 22174     A5FZW4        524
-## 22175 22175     A5FZW7        524
-## 22176 22176     A5FZX0        524
-## 22177 22177     A5FZX1        524
-## 22178 22178     A5FZX1        524
-## 22179 22179     A5FZX1        524
-## 22180 22180     A5FZX1        524
-## 22181 22181     A5FZX3        524
-## 22182 22182     A5FZX8        524
-## 22183 22183     A5G017        524
-## 22184 22184     A5G068        524
-## 22185 22185     A5G068        524
-## 22186 22186     A5G068        524
-## 22187 22187     A5G0D9        524
-## 22188 22188     A5G0G0        524
-## 22189 22189     A5G0H0        524
-## 22190 22190     A5G0H0        524
-## 22191 22191     A5G0I2        524
-## 22192 22192     A5G0I2        524
-## 22193 22193     A5G0I2        524
-## 22194 22194     A5G0K5        524
-## 22195 22195     A5G0L2        524
-## 22196 22196     A5G0S8        524
-## 22197 22197     A5G0T8        524
-## 22198 22198     A5G0T8        524
-## 22199 22199     A5G0T8        524
-## 22200 22200     A5G126        524
-## 22201 22201     A5G167        524
-## 22202 22202     A5G168        524
-## 22203 22203     A5G168        524
-## 22204 22204     A5G1D6        524
-## 22205 22205     A5G1G2        524
-## 22206 22206     A5G1G2        524
-## 22207 22207     A5G1G2        524
-## 22208 22208     A5G1L8        524
-## 22209 22209     A5G1X4        524
-## 22210 22210     A5G1Y9        524
-## 22211 22211     A5G209        524
-## 22212 22212     A5G293        524
-## 22213 22213     A5G2D2        524
-## 22214 22214     A5G2E2        524
-## 22215 22215     A5G2G1        524
-## 22216 22216     A5G2G1        524
-## 22217 22217     A5G2H9        524
-## 22218 22218     A5G2L3        524
-## 22219 22219     A5G2L4        524
-## 22220 22220     A5G2L4        524
-## 22221 22221     A5G2T9        524
-## 22222 22222     A5G320        524
-## 22223 22223     A5G381     351604
-## 22224 22224     A5G382     351604
-## 22225 22225     A5G3J6     351604
-## 22226 22226     A5G3S1     351604
-## 22227 22227     A5G3W5     351604
-## 22228 22228     A5G4T3     351604
-## 22229 22229     A5G5G9     351604
-## 22230 22230     A5G5T3     351604
-## 22231 22231     A5G5T4     351604
-## 22232 22232     A5G670     351604
-## 22233 22233     A5G677     351604
-## 22234 22234     A5G677     351604
-## 22235 22235     A5G693     351604
-## 22236 22236     A5G6I9     351604
-## 22237 22237     A5G6M1     351604
-## 22238 22238     A5G6V8     351604
-## 22239 22239     A5G7P4     351604
-## 22240 22240     A5G7Q7     351604
-## 22241 22241     A5G7R8     351604
-## 22242 22242     A5G7U4     351604
-## 22243 22243     A5G7W5     351604
-## 22244 22244     A5G7W8     351604
-## 22245 22245     A5G7Z2     351604
-## 22246 22246     A5G7Z6     351604
-## 22247 22247     A5G8J9     351604
-## 22248 22248     A5G8T0     351604
-## 22249 22249     A5G8T5     351604
-## 22250 22250     A5G903     351604
-## 22251 22251     A5G937     351604
-## 22252 22252     A5G937     351604
-## 22253 22253     A5G9C4     351604
-## 22254 22254     A5G9D8     351604
-## 22255 22255     A5G9G5     351604
-## 22256 22256     A5G9G5     351604
-## 22257 22257     A5G9G5     351604
-## 22258 22258     A5G9I2     351604
-## 22259 22259     A5G9I2     351604
-## 22260 22260     A5G9I7     351604
-## 22261 22261     A5G9J9     351604
-## 22262 22262     A5GA17     351604
-## 22263 22263     A5GA66     351604
-## 22264 22264     A5GA66     351604
-## 22265 22265     A5GA97     351604
-## 22266 22266     A5GA98     351604
-## 22267 22267     A5GAD3     351604
-## 22268 22268     A5GAD3     351604
-## 22269 22269     A5GAG0     351604
-## 22270 22270     A5GAG2     351604
-## 22271 22271     A5GAG2     351604
-## 22272 22272     A5GAS3     351604
-## 22273 22273     A5GAT3     351604
-## 22274 22274     A5GAT3     351604
-## 22275 22275     A5GAV4     351604
-## 22276 22276     A5GAV6     351604
-## 22277 22277     A5GAW6     351604
-## 22278 22278     A5GAW7     351604
-## 22279 22279     A5GAX8     351604
-## 22280 22280     A5GAX8     351604
-## 22281 22281     A5GAX8     351604
-## 22282 22282     A5GAY0     351604
-## 22283 22283     A5GAY1     351604
-## 22284 22284     A5GAY1     351604
-## 22285 22285     A5GB52     351604
-## 22286 22286     A5GBR0     351604
-## 22287 22287     A5GBW0     351604
-## 22288 22288     A5GBX9     351604
-## 22289 22289     A5GBX9     351604
-## 22290 22290     A5GC19     351604
-## 22291 22291     A5GC94     351604
-## 22292 22292     A5GC94     351604
-## 22293 22293     A5GCQ9     351604
-## 22294 22294     A5GCQ9     351604
-## 22295 22295     A5GCR3     351604
-## 22296 22296     A5GCT1     351604
-## 22297 22297     A5GCT1     351604
-## 22298 22298     A5GCZ8     351604
-## 22299 22299     A5GD29     351604
-## 22300 22300     A5GD29     351604
-## 22301 22301     A5GD29     351604
-## 22302 22302     A5GD54     351604
-## 22303 22303     A5GD74     351604
-## 22304 22304     A5GD89     351604
-## 22305 22305     A5GD93     351604
-## 22306 22306     A5GD98     351604
-## 22307 22307     A5GD98     351604
-## 22308 22308     A5GDB4     351604
-## 22309 22309     A5GDC8     351604
-## 22310 22310     A5GDD6     351604
-## 22311 22311     A5GDL4     351604
-## 22312 22312     A5GDX1     351604
-## 22313 22313     A5GDX1     351604
-## 22314 22314     A5GE08     351604
-## 22315 22315     A5GE43     351604
-## 22316 22316     A5GEV5     351604
-## 22317 22317     A5GEV6     351604
-## 22318 22318     A5GEW5     351604
-## 22319 22319     A5GEX9     351604
-## 22320 22320     A5GF03     351604
-## 22321 22321     A5GF03     351604
-## 22322 22322     A5GF42     351604
-## 22323 22323     A5GF86     351604
-## 22324 22324     A5GF86     351604
-## 22325 22325     A5GF86     351604
-## 22326 22326     A5GF86     351604
-## 22327 22327     A5GFN6         NA
-## 22328 22328     A5GFN6         NA
-## 22329 22329     A5GFN6         NA
-## 22330 22330     A5GFQ5         NA
-## 22331 22331     A5GFQ5         NA
-## 22332 22332     A5GFS8         NA
-## 22333 22333     A5GFS8         NA
-## 22334 22334     A5GFT6         NA
-## 22335 22335     A5GFT6         NA
-## 22336 22336     A5GFT6         NA
-## 22337 22337     A5GFT6         NA
-## 22338 22338     A5GFT6         NA
-## 22339 22339     A5GFT6         NA
-## 22340 22340     A5GFW5         NA
-## 22341 22341     A5GFW5         NA
-## 22342 22342     A5GFY4         NA
-## 22343 22343     A5GFY8         NA
-## 22344 22344     A5GHN3         NA
-## 22345 22345     A5GHN3         NA
-## 22346 22346     A5GHN9         NA
-## 22347 22347     A5GHT2         NA
-## 22348 22348     A5GHU5         NA
-## 22349 22349     A5GI02         NA
-## 22350 22350     A5GI06         NA
-## 22351 22351     A5GI45         NA
-## 22352 22352     A5GI45         NA
-## 22353 22353     A5GI46         NA
-## 22354 22354     A5GI59         NA
-## 22355 22355     A5GIA7         NA
-## 22356 22356     A5GID0         NA
-## 22357 22357     A5GIF4         NA
-## 22358 22358     A5GIG4         NA
-## 22359 22359     A5GIG6         NA
-## 22360 22360     A5GIG7         NA
-## 22361 22361     A5GIH1         NA
-## 22362 22362     A5GIK5         NA
-## 22363 22363     A5GIN1         NA
-## 22364 22364     A5GIN1         NA
-## 22365 22365     A5GIN1         NA
-## 22366 22366     A5GIN4         NA
-## 22367 22367     A5GIR6         NA
-## 22368 22368     A5GIR6         NA
-## 22369 22369     A5GIR7         NA
-## 22370 22370     A5GIR7         NA
-## 22371 22371     A5GIR9         NA
-## 22372 22372     A5GIS2         NA
-## 22373 22373     A5GIS4         NA
-## 22374 22374     A5GIS8         NA
-## 22375 22375     A5GIS9         NA
-## 22376 22376     A5GIS9         NA
-## 22377 22377     A5GIS9         NA
-## 22378 22378     A5GIT1         NA
-## 22379 22379     A5GIT9         NA
-## 22380 22380     A5GIV0         NA
-## 22381 22381     A5GIW5         NA
-## 22382 22382     A5GJ71         NA
-## 22383 22383     A5GJ79         NA
-## 22384 22384     A5GJ79         NA
-## 22385 22385     A5GJ83         NA
-## 22386 22386     A5GJ90         NA
-## 22387 22387     A5GJA5         NA
-## 22388 22388     A5GJA5         NA
-## 22389 22389     A5GJI1         NA
-## 22390 22390     A5GJL3         NA
-## 22391 22391     A5GJR6         NA
-## 22392 22392     A5GJS5         NA
-## 22393 22393     A5GJS5         NA
-## 22394 22394     A5GKI2         NA
-## 22395 22395     A5GKI2         NA
-## 22396 22396     A5GKI2         NA
-## 22397 22397     A5GKI7         NA
-## 22398 22398     A5GKJ5         NA
-## 22399 22399     A5GKM7         NA
-## 22400 22400     A5GKR0         NA
-## 22401 22401     A5GKW4         NA
-## 22402 22402     A5GKW4         NA
-## 22403 22403     A5GKX4         NA
-## 22404 22404     A5GL34         NA
-## 22405 22405     A5GL34         NA
-## 22406 22406     A5GL35         NA
-## 22407 22407     A5GLG6         NA
-## 22408 22408     A5GLJ3         NA
-## 22409 22409     A5GLV1         NA
-## 22410 22410     A5GMA8         NA
-## 22411 22411     A5GMI5         NA
-## 22412 22412     A5GMJ1         NA
-## 22413 22413     A5GMJ1         NA
-## 22414 22414     A5GMU7         NA
-## 22415 22415     A5GMX4         NA
-## 22416 22416     A5GMX4         NA
-## 22417 22417     A5GMY0         NA
-## 22418 22418     A5GMY0         NA
-## 22419 22419     A5GMY0         NA
-## 22420 22420     A5GN19         NA
-## 22421 22421     A5GN53         NA
-## 22422 22422     A5GN62         NA
-## 22423 22423     A5GN78         NA
-## 22424 22424     A5GN83         NA
-## 22425 22425     A5GNA9         NA
-## 22426 22426     A5GNC8         NA
-## 22427 22427     A5GND0         NA
-## 22428 22428     A5GND3         NA
-## 22429 22429     A5GNH1         NA
-## 22430 22430     A5GNH7         NA
-## 22431 22431     A5GNJ0         NA
-## 22432 22432     A5GNJ0         NA
-## 22433 22433     A5GNJ0         NA
-## 22434 22434     A5GNJ0         NA
-## 22435 22435     A5GNJ0         NA
-## 22436 22436     A5GNJ0         NA
-## 22437 22437     A5GNJ0         NA
-## 22438 22438     A5GNK6         NA
-## 22439 22439     A5GNW7         NA
-## 22440 22440     A5GP07         NA
-## 22441 22441     A5GP11         NA
-## 22442 22442     A5GP41         NA
-## 22443 22443     A5GP51         NA
-## 22444 22444     A5GP51         NA
-## 22445 22445     A5GP52         NA
-## 22446 22446     A5GP60         NA
-## 22447 22447     A5GP74         NA
-## 22448 22448     A5GPA1         NA
-## 22449 22449     A5GPA1         NA
-## 22450 22450     A5GPA1         NA
-## 22451 22451     A5GPB2         NA
-## 22452 22452     A5GPB2         NA
-## 22453 22453     A5GPD2         NA
-## 22454 22454     A5GPE0         NA
-## 22455 22455     A5GPE6         NA
-## 22456 22456     A5GPE6         NA
-## 22457 22457     A5GPF9         NA
-## 22458 22458     A5GPF9         NA
-## 22459 22459     A5GPF9         NA
-## 22460 22460     A5GPL9         NA
-## 22461 22461     A5GPN0         NA
-## 22462 22462     A5GPT3         NA
-## 22463 22463     A5GPX1         NA
-## 22464 22464     A5GQ09         NA
-## 22465 22465     A5GQ11         NA
-## 22466 22466     A5GQ11         NA
-## 22467 22467     A5GQ22         NA
-## 22468 22468     A5GQ30         NA
-## 22469 22469     A5GQ34         NA
-## 22470 22470     A5GQ35         NA
-## 22471 22471     A5GQ35         NA
-## 22472 22472     A5GQ77         NA
-## 22473 22473     A5GQF5         NA
-## 22474 22474     A5GQF5         NA
-## 22475 22475     A5GQF7         NA
-## 22476 22476     A5GQF9         NA
-## 22477 22477     A5GQH5         NA
-## 22478 22478     A5GQJ6         NA
-## 22479 22479     A5GQQ5         NA
-## 22480 22480     A5GQQ5         NA
-## 22481 22481     A5GR07         NA
-## 22482 22482     A5GR10         NA
-## 22483 22483     A5GR60         NA
-## 22484 22484     A5GR60         NA
-## 22485 22485     A5GRD7         NA
-## 22486 22486     A5GRD7         NA
-## 22487 22487     A5GRD9         NA
-## 22488 22488     A5GRE3         NA
-## 22489 22489     A5GRZ0         NA
-## 22490 22490     A5GRZ0         NA
-## 22491 22491     A5GS37         NA
-## 22492 22492     A5GSC0         NA
-## 22493 22493     A5GSC3         NA
-## 22494 22494     A5GSH0         NA
-## 22495 22495     A5GSL5         NA
-## 22496 22496     A5GSQ4         NA
-## 22497 22497     A5GT34         NA
-## 22498 22498     A5GT38         NA
-## 22499 22499     A5GT42         NA
-## 22500 22500     A5GT44         NA
-## 22501 22501     A5GT49         NA
-## 22502 22502     A5GTG7         NA
-## 22503 22503     A5GTG8         NA
-## 22504 22504     A5GTK8         NA
-## 22505 22505     A5GTM0         NA
-## 22506 22506     A5GTM5         NA
-## 22507 22507     A5GTM6         NA
-## 22508 22508     A5GTR3         NA
-## 22509 22509     A5GTR3         NA
-## 22510 22510     A5GTY4         NA
-## 22511 22511     A5GU84         NA
-## 22512 22512     A5GU85         NA
-## 22513 22513     A5GUB0         NA
-## 22514 22514     A5GUN8         NA
-## 22515 22515     A5GUP6         NA
-## 22516 22516     A5GUQ3         NA
-## 22517 22517     A5GUQ3         NA
-## 22518 22518     A5GUT4         NA
-## 22519 22519     A5GUT4         NA
-## 22520 22520     A5GV37         NA
-## 22521 22521     A5GV37         NA
-## 22522 22522     A5GV53         NA
-## 22523 22523     A5GV76         NA
-## 22524 22524     A5GV77         NA
-## 22525 22525     A5GV87         NA
-## 22526 22526     A5GV87         NA
-## 22527 22527     A5GVE0         NA
-## 22528 22528     A5GVF0         NA
-## 22529 22529     A5GVG4         NA
-## 22530 22530     A5GVG4         NA
-## 22531 22531     A5GVG4         NA
-## 22532 22532     A5GVG4         NA
-## 22533 22533     A5GVG4         NA
-## 22534 22534     A5GVG4         NA
-## 22535 22535     A5GVG4         NA
-## 22536 22536     A5GVG4         NA
-## 22537 22537     A5GVG4         NA
-## 22538 22538     A5GVG4         NA
-## 22539 22539     A5GVR5         NA
-## 22540 22540     A5GVW6         NA
-## 22541 22541     A5GVX4         NA
-## 22542 22542     A5GVX6         NA
-## 22543 22543     A5GVX6         NA
-## 22544 22544     A5GVX6         NA
-## 22545 22545     A5GVX6         NA
-## 22546 22546     A5GVX7         NA
-## 22547 22547     A5GVY3         NA
-## 22548 22548     A5GW06         NA
-## 22549 22549     A5GW13         NA
-## 22550 22550     A5GW23         NA
-## 22551 22551     A5GW63         NA
-## 22552 22552     A5GW69         NA
-## 22553 22553     A5GW73         NA
-## 22554 22554     A5GW82         NA
-## 22555 22555     A5GWD4         NA
-## 22556 22556     A5GWH9         NA
-## 22557 22557     A5GWM2         NA
-## 22558 22558     A5GWM4         NA
-## 22559 22559     A5GWM4         NA
-## 22560 22560     A5GWQ3         NA
-## 22561 22561     A5GWT1         NA
-## 22562 22562     A5GWT1         NA
-## 22563 22563     A5GWT2         NA
-## 22564 22564     A5GWT6         NA
-## 22565 22565     A5GWV3         NA
-## 22566 22566     A5GWV6         NA
-## 22567 22567     A5GX19         NA
-## 22568 22568     A5GX19         NA
-## 22569 22569     A5H0J2         NA
-## 22570 22570     A5H1G9         NA
-## 22571 22571     A5H447         NA
-## 22572 22572     A5H447         NA
-## 22573 22573     A5H447         NA
-## 22574 22574     A5H447         NA
-## 22575 22575     A5H447         NA
-## 22576 22576     A5H447         NA
-## 22577 22577     A5H447         NA
-## 22578 22578     A5H447         NA
-## 22579 22579     A5H447         NA
-## 22580 22580     A5H452         NA
-## 22581 22581     A5H453         NA
-## 22582 22582     A5H454         NA
-## 22583 22583     A5H454         NA
-## 22584 22584     A5HBD5         NA
-## 22585 22585     A5HBD7         NA
-## 22586 22586     A5HBE1         NA
-## 22587 22587     A5HBE1         NA
-## 22588 22588     A5HBG1         NA
-## 22589 22589     A5HJM1         NA
-## 22590 22590     A5HK05         NA
-## 22591 22591     A5HNF6         NA
-## 22592 22592     A5HXQ7       1491
-## 22593 22593     A5HXQ7       1491
-## 22594 22594     A5HXR1       1491
-## 22595 22595     A5HY17       1491
-## 22596 22596     A5HY32       1491
-## 22597 22597     A5HY47       1491
-## 22598 22598     A5HY53       1491
-## 22599 22599     A5HY67       1491
-## 22600 22600     A5HYL0       1491
-## 22601 22601     A5HYX0       1491
-## 22602 22602     A5HYY0       1491
-## 22603 22603     A5HYY0       1491
-## 22604 22604     A5HYY0       1491
-## 22605 22605     A5HYY0       1491
-## 22606 22606     A5HYY0       1491
-## 22607 22607     A5HYY2       1491
-## 22608 22608     A5HYZ3       1491
-## 22609 22609     A5HZZ9       1491
-## 22610 22610     A5I0C8       1491
-## 22611 22611     A5I0C8       1491
-## 22612 22612     A5I0R5       1491
-## 22613 22613     A5I0Y0       1491
-## 22614 22614     A5I1A6       1491
-## 22615 22615     A5I1C7       1491
-## 22616 22616     A5I1U5       1491
-## 22617 22617     A5I237       1491
-## 22618 22618     A5I244       1491
-## 22619 22619     A5I244       1491
-## 22620 22620     A5I244       1491
-## 22621 22621     A5I2A9       1491
-## 22622 22622     A5I2R9       1491
-## 22623 22623     A5I2S0       1491
-## 22624 22624     A5I2S2       1491
-## 22625 22625     A5I2S2       1491
-## 22626 22626     A5I2T0       1491
-## 22627 22627     A5I2T7       1491
-## 22628 22628     A5I302       1491
-## 22629 22629     A5I309       1491
-## 22630 22630     A5I309       1491
-## 22631 22631     A5I322       1491
-## 22632 22632     A5I323       1491
-## 22633 22633     A5I3F5       1491
-## 22634 22634     A5I3X9       1491
-## 22635 22635     A5I421       1491
-## 22636 22636     A5I4H8       1491
-## 22637 22637     A5I4H8       1491
-## 22638 22638     A5I4J3       1491
-## 22639 22639     A5I4K2       1491
-## 22640 22640     A5I4K9       1491
-## 22641 22641     A5I4M3       1491
-## 22642 22642     A5I4N7       1491
-## 22643 22643     A5I4T4       1491
-## 22644 22644     A5I4T4       1491
-## 22645 22645     A5I4U1       1491
-## 22646 22646     A5I4V0       1491
-## 22647 22647     A5I4Z5       1491
-## 22648 22648     A5I4Z5       1491
-## 22649 22649     A5I4Z5       1491
-## 22650 22650     A5I4Z5       1491
-## 22651 22651     A5I4Z5       1491
-## 22652 22652     A5I526       1491
-## 22653 22653     A5I557       1491
-## 22654 22654     A5I5J5       1491
-## 22655 22655     A5I5M0       1491
-## 22656 22656     A5I640       1491
-## 22657 22657     A5I640       1491
-## 22658 22658     A5I644       1491
-## 22659 22659     A5I648       1491
-## 22660 22660     A5I666       1491
-## 22661 22661     A5I6D6       1491
-## 22662 22662     A5I6D6       1491
-## 22663 22663     A5I6F4       1491
-## 22664 22664     A5I6G4       1491
-## 22665 22665     A5I6G4       1491
-## 22666 22666     A5I6G4       1491
-## 22667 22667     A5I6N5       1491
-## 22668 22668     A5I6N5       1491
-## 22669 22669     A5I6N5       1491
-## 22670 22670     A5I6W2       1491
-## 22671 22671     A5I6X1       1491
-## 22672 22672     A5I6X1       1491
-## 22673 22673     A5I6Z2       1491
-## 22674 22674     A5I6Z3       1491
-## 22675 22675     A5I6Z3       1491
-## 22676 22676     A5I723       1491
-## 22677 22677     A5I724       1491
-## 22678 22678     A5I738       1491
-## 22679 22679     A5I748       1491
-## 22680 22680     A5I748       1491
-## 22681 22681     A5I7E5       1491
-## 22682 22682     A5I7I7       1491
-## 22683 22683     A5I7J1       1491
-## 22684 22684     A5I7J1       1491
-## 22685 22685     A5I7J3       1491
-## 22686 22686     A5I7J4       1491
-## 22687 22687     A5I7K3       1491
-## 22688 22688     A5I7K3       1491
-## 22689 22689     A5I7L3       1491
-## 22690 22690     A5I7L3       1491
-## 22691 22691     A5I7L3       1491
-## 22692 22692     A5I7L4       1491
-## 22693 22693     A5I7L4       1491
-## 22694 22694     A5I7L5       1491
-## 22695 22695     A5I7L7       1491
-## 22696 22696     A5I7M8       1491
-## 22697 22697     A5I7P9       1491
-## 22698 22698     A5I7S0       1491
-## 22699 22699     A5I7S0       1491
-## 22700 22700     A5I7W9       1491
-## 22701 22701     A5I7W9       1491
-## 22702 22702     A5I7Y9       1491
-## 22703 22703     A5I801       1491
-## 22704 22704     A5I816       1491
-## 22705 22705     A5I9F1        446
-## 22706 22706     A5I9F1        446
-## 22707 22707     A5I9H6        446
-## 22708 22708     A5I9H9        446
-## 22709 22709     A5I9P3        446
-## 22710 22710     A5I9T3        446
-## 22711 22711     A5I9T5        446
-## 22712 22712     A5I9T5        446
-## 22713 22713     A5I9V7        446
-## 22714 22714     A5IA60        446
-## 22715 22715     A5IA69        446
-## 22716 22716     A5IA69        446
-## 22717 22717     A5IAG1        446
-## 22718 22718     A5IAL3        446
-## 22719 22719     A5IAL5        446
-## 22720 22720     A5IAR5        446
-## 22721 22721     A5IAS3        446
-## 22722 22722     A5IAS4        446
-## 22723 22723     A5IAS7        446
-## 22724 22724     A5IAT1        446
-## 22725 22725     A5IAV9        446
-## 22726 22726     A5IAV9        446
-## 22727 22727     A5IAV9        446
-## 22728 22728     A5IAW3        446
-## 22729 22729     A5IB85        446
-## 22730 22730     A5IB85        446
-## 22731 22731     A5IB85        446
-## 22732 22732     A5IBE1        446
-## 22733 22733     A5IBE5        446
-## 22734 22734     A5IBF5        446
-## 22735 22735     A5IBF6        446
-## 22736 22736     A5IBJ1        446
-## 22737 22737     A5IBJ1        446
-## 22738 22738     A5IBL1        446
-## 22739 22739     A5IBN1        446
-## 22740 22740     A5IBR1        446
-## 22741 22741     A5IBS2        446
-## 22742 22742     A5IBS2        446
-## 22743 22743     A5IBV4        446
-## 22744 22744     A5IBV4        446
-## 22745 22745     A5IBW2        446
-## 22746 22746     A5IC23        446
-## 22747 22747     A5IC36        446
-## 22748 22748     A5IC68        446
-## 22749 22749     A5IC87        446
-## 22750 22750     A5ICK4        446
-## 22751 22751     A5ICK9        446
-## 22752 22752     A5ICK9        446
-## 22753 22753     A5ICL0        446
-## 22754 22754     A5ICM0        446
-## 22755 22755     A5ICP2        446
-## 22756 22756     A5ICP2        446
-## 22757 22757     A5ICS3        446
-## 22758 22758     A5ICV6        446
-## 22759 22759     A5ICV6        446
-## 22760 22760     A5ICV6        446
-## 22761 22761     A5ICV6        446
-## 22762 22762     A5ICV8        446
-## 22763 22763     A5ICX8        446
-## 22764 22764     A5ICX8        446
-## 22765 22765     A5ID16        446
-## 22766 22766     A5ID85        446
-## 22767 22767     A5IDK5        446
-## 22768 22768     A5IDK7        446
-## 22769 22769     A5IDK7        446
-## 22770 22770     A5IDK7        446
-## 22771 22771     A5IDK8        446
-## 22772 22772     A5IDL4        446
-## 22773 22773     A5IDM1        446
-## 22774 22774     A5IDM2        446
-## 22775 22775     A5IDR5        446
-## 22776 22776     A5IEC9        446
-## 22777 22777     A5IEF4        446
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-## 23187 23187     A5IZ33       2110
-## 23188 23188     A5IZ52       2110
-## 23189 23189     A5IZD7       2110
-## 23190 23190     A5JSW9         NA
-## 23191 23191     A5JUY8         NA
-## 23192 23192     A5JV83         NA
-## 23193 23193     A5JV83         NA
-## 23194 23194     A5JZ19       5855
-## 23195 23195     A5JZ19       5855
-## 23196 23196     A5JZ19       5855
-## 23197 23197     A5JZQ2       5855
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-## 23214 23214     A5KB67       5855
-## 23215 23215     A5KB67       5855
-## 23216 23216     A5KE24       5855
-## 23217 23217     A5LFV8         NA
-## 23218 23218     A5LFX5         NA
-## 23219 23219     A5LFX5         NA
-## 23220 23220     A5LFX5         NA
-## 23221 23221     A5LFX5         NA
-## 23222 23222     A5LGM7         NA
-## 23223 23223     A5LGM7         NA
-## 23224 23224     A5LGW7      12092
-## 23225 23225     A5LGW7      12092
-## 23226 23226     A5LGW7      12092
-## 23227 23227     A5LHG2         NA
-## 23228 23228     A5LHX3         NA
-## 23229 23229     A5MZ34       1534
-## 23230 23230     A5MZ48       1534
-## 23231 23231     A5MZJ0       1534
-## 23232 23232     A5N106       1534
-## 23233 23233     A5N1Y9       1534
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-## 23238 23238     A5N254       1534
-## 23239 23239     A5N2K7       1534
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-## 23244 23244     A5N2L5       1534
-## 23245 23245     A5N2N5       1534
-## 23246 23246     A5N2R5       1534
-## 23247 23247     A5N2U5       1534
-## 23248 23248     A5N2Y9       1534
-## 23249 23249     A5N2Y9       1534
-## 23250 23250     A5N2Z2       1534
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-## 23254 23254     A5N399       1534
-## 23255 23255     A5N3H6       1534
-## 23256 23256     A5N3H6       1534
-## 23257 23257     A5N3H7       1534
-## 23258 23258     A5N3H8       1534
-## 23259 23259     A5N3L3       1534
-## 23260 23260     A5N3V7       1534
-## 23261 23261     A5N434       1534
-## 23262 23262     A5N440       1534
-## 23263 23263     A5N454       1534
-## 23264 23264     A5N469       1534
-## 23265 23265     A5N4D3       1534
-## 23266 23266     A5N4F0       1534
-## 23267 23267     A5N4F7       1534
-## 23268 23268     A5N4H0       1534
-## 23269 23269     A5N4H0       1534
-## 23270 23270     A5N4I2       1534
-## 23271 23271     A5N4I5       1534
-## 23272 23272     A5N4I5       1534
-## 23273 23273     A5N4I5       1534
-## 23274 23274     A5N4J0       1534
-## 23275 23275     A5N4J2       1534
-## 23276 23276     A5N4L1       1534
-## 23277 23277     A5N4L2       1534
-## 23278 23278     A5N4L2       1534
-## 23279 23279     A5N4M2       1534
-## 23280 23280     A5N4N9       1534
-## 23281 23281     A5N4N9       1534
-## 23282 23282     A5N4P0       1534
-## 23283 23283     A5N4P4       1534
-## 23284 23284     A5N4P4       1534
-## 23285 23285     A5N4Q0       1534
-## 23286 23286     A5N4R0       1534
-## 23287 23287     A5N4R2       1534
-## 23288 23288     A5N4R2       1534
-## 23289 23289     A5N4R6       1534
-## 23290 23290     A5N4S9       1534
-## 23291 23291     A5N4T1       1534
-## 23292 23292     A5N4Y9       1534
-## 23293 23293     A5N597       1534
-## 23294 23294     A5N5B5       1534
-## 23295 23295     A5N5C6       1534
-## 23296 23296     A5N5C6       1534
-## 23297 23297     A5N5Y0       1534
-## 23298 23298     A5N5Y1       1534
-## 23299 23299     A5N628       1534
-## 23300 23300     A5N643       1534
-## 23301 23301     A5N646       1534
-## 23302 23302     A5N646       1534
-## 23303 23303     A5N6A8       1534
-## 23304 23304     A5N6A9       1534
-## 23305 23305     A5N6D9       1534
-## 23306 23306     A5N6H8       1534
-## 23307 23307     A5N6I5       1534
-## 23308 23308     A5N6J0       1534
-## 23309 23309     A5N6J0       1534
-## 23310 23310     A5N6J9       1534
-## 23311 23311     A5N6M2       1534
-## 23312 23312     A5N6M3       1534
-## 23313 23313     A5N6M3       1534
-## 23314 23314     A5N6M3       1534
-## 23315 23315     A5N6M4       1534
-## 23316 23316     A5N6M4       1534
-## 23317 23317     A5N6N3       1534
-## 23318 23318     A5N6N7       1534
-## 23319 23319     A5N6U3       1534
-## 23320 23320     A5N6V8       1534
-## 23321 23321     A5N6V9       1534
-## 23322 23322     A5N6W8       1534
-## 23323 23323     A5N6W8       1534
-## 23324 23324     A5N6W8       1534
-## 23325 23325     A5N749       1534
-## 23326 23326     A5N749       1534
-## 23327 23327     A5N7E7       1534
-## 23328 23328     A5N7J0       1534
-## 23329 23329     A5N7J4       1534
-## 23330 23330     A5N7J5       1534
-## 23331 23331     A5N7P0       1534
-## 23332 23332     A5N7T5       1534
-## 23333 23333     A5N7T5       1534
-## 23334 23334     A5N7T5       1534
-## 23335 23335     A5N7T5       1534
-## 23336 23336     A5N7T8       1534
-## 23337 23337     A5N7W7       1534
-## 23338 23338     A5N800       1534
-## 23339 23339     A5N816       1534
-## 23340 23340     A5N817       1534
-## 23341 23341     A5N829       1534
-## 23342 23342     A5N838       1534
-## 23343 23343     A5N842       1534
-## 23344 23344     A5N842       1534
-## 23345 23345     A5N847       1534
-## 23346 23346     A5N857       1534
-## 23347 23347     A5N857       1534
-## 23348 23348     A5N8I5       1534
-## 23349 23349     A5N8I7       1534
-## 23350 23350     A5PF08         NA
-## 23351 23351     A5PF08         NA
-## 23352 23352     A5PF08         NA
-## 23353 23353     A5PF10         NA
-## 23354 23354     A5PF10         NA
-## 23355 23355     A5PF44         NA
-## 23356 23356     A5PHT0         NA
-## 23357 23357     A5PHT0         NA
-## 23358 23358     A5PHT0         NA
-## 23359 23359     A5PJ65         NA
-## 23360 23360     A5PJA8         NA
-## 23361 23361     A5PJA8         NA
-## 23362 23362     A5PJF4         NA
-## 23363 23363     A5PJF6         NA
-## 23364 23364     A5PJG7         NA
-## 23365 23365     A5PJI6         NA
-## 23366 23366     A5PJI6         NA
-## 23367 23367     A5PJI6         NA
-## 23368 23368     A5PJI6         NA
-## 23369 23369     A5PJI7         NA
-## 23370 23370     A5PJJ5         NA
-## 23371 23371     A5PJK0         NA
-## 23372 23372     A5PJL1         NA
-## 23373 23373     A5PJL1         NA
-## 23374 23374     A5PJN0         NA
-## 23375 23375     A5PJN1         NA
-## 23376 23376     A5PJN2         NA
-## 23377 23377     A5PJN2         NA
-## 23378 23378     A5PJN5         NA
-## 23379 23379     A5PJN8         NA
-## 23380 23380     A5PJN8         NA
-## 23381 23381     A5PJP1         NA
-## 23382 23382     A5PJP1         NA
-## 23383 23383     A5PJP1         NA
-## 23384 23384     A5PJP6         NA
-## 23385 23385     A5PJQ2         NA
-## 23386 23386     A5PJQ2         NA
-## 23387 23387     A5PJQ2         NA
-## 23388 23388     A5PJQ2         NA
-## 23389 23389     A5PJQ2         NA
-## 23390 23390     A5PJQ2         NA
-## 23391 23391     A5PJT0         NA
-## 23392 23392     A5PJU9         NA
-## 23393 23393     A5PJV0         NA
-## 23394 23394     A5PJV8         NA
-## 23395 23395     A5PJV8         NA
-## 23396 23396     A5PJW2         NA
-## 23397 23397     A5PJW2         NA
-## 23398 23398     A5PJW2         NA
-## 23399 23399     A5PJX4         NA
-## 23400 23400     A5PJZ1         NA
-## 23401 23401     A5PJZ1         NA
-## 23402 23402     A5PK00         NA
-## 23403 23403     A5PK00         NA
-## 23404 23404     A5PK13         NA
-## 23405 23405     A5PK14         NA
-## 23406 23406     A5PK16         NA
-## 23407 23407     A5PK16         NA
-## 23408 23408     A5PK19         NA
-## 23409 23409     A5PK26         NA
-## 23410 23410     A5PK26         NA
-## 23411 23411     A5PK26         NA
-## 23412 23412     A5PK27         NA
-## 23413 23413     A5PK27         NA
-## 23414 23414     A5PK30         NA
-## 23415 23415     A5PK39         NA
-## 23416 23416     A5PK39         NA
-## 23417 23417     A5PK40         NA
-## 23418 23418     A5PK40         NA
-## 23419 23419     A5PK43         NA
-## 23420 23420     A5PK43         NA
-## 23421 23421     A5PK45         NA
-## 23422 23422     A5PK45         NA
-## 23423 23423     A5PK61         NA
-## 23424 23424     A5PK62         NA
-## 23425 23425     A5PK74         NA
-## 23426 23426     A5PK74         NA
-## 23427 23427     A5PK74         NA
-## 23428 23428     A5PK74         NA
-## 23429 23429     A5PK74         NA
-## 23430 23430     A5PKA5         NA
-## 23431 23431     A5PKA5         NA
-## 23432 23432     A5PKB7         NA
-## 23433 23433     A5PKB7         NA
-## 23434 23434     A5PKC7         NA
-## 23435 23435     A5PKC7         NA
-## 23436 23436     A5PKD8         NA
-## 23437 23437     A5PKF5         NA
-## 23438 23438     A5PKF5         NA
-## 23439 23439     A5PKF5         NA
-## 23440 23440     A5PKG7         NA
-## 23441 23441     A5PKG8         NA
-## 23442 23442     A5PKJ4         NA
-## 23443 23443     A5PKJ4         NA
-## 23444 23444     A5PKJ4         NA
-## 23445 23445     A5PKJ4         NA
-## 23446 23446     A5PKJ4         NA
-## 23447 23447     A5PKJ4         NA
-## 23448 23448     A5PKJ4         NA
-## 23449 23449     A5PKJ4         NA
-## 23450 23450     A5PKK7         NA
-## 23451 23451     A5PKK9         NA
-## 23452 23452     A5PKL1         NA
-## 23453 23453     A5PKL1         NA
-## 23454 23454     A5PKL6         NA
-## 23455 23455     A5PKL7         NA
-## 23456 23456     A5PKL7         NA
-## 23457 23457     A5PKL7         NA
-## 23458 23458     A5PKL7         NA
-## 23459 23459     A5PKL7         NA
-## 23460 23460     A5PKL7         NA
-## 23461 23461     A5PKL7         NA
-## 23462 23462     A5PKL7         NA
-## 23463 23463     A5PKL7         NA
-## 23464 23464     A5PKL7         NA
-## 23465 23465     A5PKL7         NA
-## 23466 23466     A5PKN5         NA
-## 23467 23467     A5PKP9         NA
-## 23468 23468     A5PKR8         NA
-## 23469 23469     A5PKW4         NA
-## 23470 23470     A5PKW4         NA
-## 23471 23471     A5PKW4         NA
-## 23472 23472     A5PKW4         NA
-## 23473 23473     A5PKW4         NA
-## 23474 23474     A5PKW4         NA
-## 23475 23475     A5PKW4         NA
-## 23476 23476     A5PL33         NA
-## 23477 23477     A5PL33         NA
-## 23478 23478     A5PL33         NA
-## 23479 23479     A5PL33         NA
-## 23480 23480     A5PL33         NA
-## 23481 23481     A5PL98         NA
-## 23482 23482     A5PL98         NA
-## 23483 23483     A5PLC8         NA
-## 23484 23484     A5PLC8         NA
-## 23485 23485     A5PLC8         NA
-## 23486 23486     A5PLE2         NA
-## 23487 23487     A5PLE2         NA
-## 23488 23488     A5PLE2         NA
-## 23489 23489     A5PLE2         NA
-## 23490 23490     A5PLI4         NA
-## 23491 23491     A5PLI4         NA
-## 23492 23492     A5PLK6         NA
-## 23493 23493     A5PLL1         NA
-## 23494 23494     A5PLL7         NA
-## 23495 23495     A5PLN7         NA
-## 23496 23496     A5PMF7         NA
-## 23497 23497     A5PMF7         NA
-## 23498 23498     A5PMF7         NA
-## 23499 23499     A5PMR2         NA
-## 23500 23500     A5PMU4         NA
-## 23501 23501     A5PMU4         NA
-## 23502 23502     A5PMU4         NA
-## 23503 23503     A5PMU4         NA
-## 23504 23504     A5PMU4         NA
-## 23505 23505     A5PMU4         NA
-## 23506 23506     A5PMU4         NA
-## 23507 23507     A5PMW0         NA
-## 23508 23508     A5PMX1         NA
-## 23509 23509     A5PMX1         NA
-## 23510 23510     A5PMX1         NA
-## 23511 23511     A5PMY6         NA
-## 23512 23512     A5PMY6         NA
-## 23513 23513     A5PMY6         NA
-## 23514 23514     A5PMY6         NA
-## 23515 23515     A5PMY6         NA
-## 23516 23516     A5PMY6         NA
-## 23517 23517     A5PN09         NA
-## 23518 23518     A5PN09         NA
-## 23519 23519     A5PN09         NA
-## 23520 23520     A5PN28         NA
-## 23521 23521     A5PN28         NA
-## 23522 23522     A5PN28         NA
-## 23523 23523     A5PN28         NA
-## 23524 23524     A5PN28         NA
-## 23525 23525     A5PN28         NA
-## 23526 23526     A5PN28         NA
-## 23527 23527     A5PN28         NA
-## 23528 23528     A5PN28         NA
-## 23529 23529     A5PN28         NA
-## 23530 23530     A5PN28         NA
-## 23531 23531     A5PN38         NA
-## 23532 23532     A5PN38         NA
-## 23533 23533     A5TY72       1773
-## 23534 23534     A5TY72       1773
-## 23535 23535     A5TY73       1773
-## 23536 23536     A5TY73       1773
-## 23537 23537     A5TY73       1773
-## 23538 23538     A5TY73       1773
-## 23539 23539     A5TY80       1773
-## 23540 23540     A5TY85       1773
-## 23541 23541     A5TYB2       1773
-## 23542 23542     A5TYB2       1773
-## 23543 23543     A5TYD5       1773
-## 23544 23544     A5TYK2       1773
-## 23545 23545     A5TZ08       1773
-## 23546 23546     A5TZ48       1773
-## 23547 23547     A5TZ77       1773
-## 23548 23548     A5TZ77       1773
-## 23549 23549     A5TZ77       1773
-## 23550 23550     A5TZ78       1773
-## 23551 23551     A5TZA9       1773
-## 23552 23552     A5TZE3       1773
-## 23553 23553     A5TZE9       1773
-## 23554 23554     A5TZG3       1773
-## 23555 23555     A5TZG6       1773
-## 23556 23556     A5TZK3       1773
-## 23557 23557     A5TZK3       1773
-## 23558 23558     A5TZK6       1773
-## 23559 23559     A5TZL4       1773
-## 23560 23560     A5TZL4       1773
-## 23561 23561     A5TZL4       1773
-## 23562 23562     A5TZL7       1773
-## 23563 23563     A5TZQ4       1773
-## 23564 23564     A5TZT3       1773
-## 23565 23565     A5TZT5       1773
-## 23566 23566     A5TZT5       1773
-## 23567 23567     A5TZT8       1773
-## 23568 23568     A5TZU3       1773
-## 23569 23569     A5U003       1773
-## 23570 23570     A5U003       1773
-## 23571 23571     A5U027       1773
-## 23572 23572     A5U027       1773
-## 23573 23573     A5U028       1773
-## 23574 23574     A5U053       1773
-## 23575 23575     A5U053       1773
-## 23576 23576     A5U053       1773
-## 23577 23577     A5U069       1773
-## 23578 23578     A5U087       1773
-## 23579 23579     A5U092       1773
-## 23580 23580     A5U093       1773
-## 23581 23581     A5U0A5       1773
-## 23582 23582     A5U0A8       1773
-## 23583 23583     A5U0A9       1773
-## 23584 23584     A5U0B2       1773
-## 23585 23585     A5U0B9       1773
-## 23586 23586     A5U0I9       1773
-## 23587 23587     A5U0K8       1773
-## 23588 23588     A5U0K8       1773
-## 23589 23589     A5U0P1       1773
-## 23590 23590     A5U0P1       1773
-## 23591 23591     A5U0Z1       1773
-## 23592 23592     A5U0Z7       1773
-## 23593 23593     A5U124       1773
-## 23594 23594     A5U124       1773
-## 23595 23595     A5U154       1773
-## 23596 23596     A5U157       1773
-## 23597 23597     A5U161       1773
-## 23598 23598     A5U161       1773
-## 23599 23599     A5U166       1773
-## 23600 23600     A5U1F5       1773
-## 23601 23601     A5U1I0       1773
-## 23602 23602     A5U1I0       1773
-## 23603 23603     A5U1R1       1773
-## 23604 23604     A5U1R1       1773
-## 23605 23605     A5U1T8       1773
-## 23606 23606     A5U1Z1       1773
-## 23607 23607     A5U1Z8       1773
-## 23608 23608     A5U1Z8       1773
-## 23609 23609     A5U206       1773
-## 23610 23610     A5U206       1773
-## 23611 23611     A5U206       1773
-## 23612 23612     A5U207       1773
-## 23613 23613     A5U207       1773
-## 23614 23614     A5U209       1773
-## 23615 23615     A5U240       1773
-## 23616 23616     A5U287       1773
-## 23617 23617     A5U2B2       1773
-## 23618 23618     A5U2B3       1773
-## 23619 23619     A5U2B7       1773
-## 23620 23620     A5U2C2       1773
-## 23621 23621     A5U2D9       1773
-## 23622 23622     A5U2E0       1773
-## 23623 23623     A5U2I5       1773
-## 23624 23624     A5U2I9       1773
-## 23625 23625     A5U2R2       1773
-## 23626 23626     A5U2S6       1773
-## 23627 23627     A5U2S7       1773
-## 23628 23628     A5U2S7       1773
-## 23629 23629     A5U2U5       1773
-## 23630 23630     A5U2V7       1773
-## 23631 23631     A5U2W7       1773
-## 23632 23632     A5U2X0       1773
-## 23633 23633     A5U2X0       1773
-## 23634 23634     A5U2X0       1773
-## 23635 23635     A5U2X0       1773
-## 23636 23636     A5U306       1773
-## 23637 23637     A5U315       1773
-## 23638 23638     A5U316       1773
-## 23639 23639     A5U346       1773
-## 23640 23640     A5U357       1773
-## 23641 23641     A5U357       1773
-## 23642 23642     A5U357       1773
-## 23643 23643     A5U371       1773
-## 23644 23644     A5U372       1773
-## 23645 23645     A5U3I8       1773
-## 23646 23646     A5U3L7       1773
-## 23647 23647     A5U3L7       1773
-## 23648 23648     A5U3R5       1773
-## 23649 23649     A5U3S7       1773
-## 23650 23650     A5U3S7       1773
-## 23651 23651     A5U3S7       1773
-## 23652 23652     A5U4G5       1773
-## 23653 23653     A5U4H9       1773
-## 23654 23654     A5U4I2       1773
-## 23655 23655     A5U4I2       1773
-## 23656 23656     A5U4I3       1773
-## 23657 23657     A5U4I3       1773
-## 23658 23658     A5U4I3       1773
-## 23659 23659     A5U4J2       1773
-## 23660 23660     A5U4J3       1773
-## 23661 23661     A5U4M0       1773
-## 23662 23662     A5U4N0       1773
-## 23663 23663     A5U4N5       1773
-## 23664 23664     A5U4N6       1773
-## 23665 23665     A5U4P1       1773
-## 23666 23666     A5U4P1       1773
-## 23667 23667     A5U4X2       1773
-## 23668 23668     A5U4Y2       1773
-## 23669 23669     A5U555       1773
-## 23670 23670     A5U5D5       1773
-## 23671 23671     A5U5D5       1773
-## 23672 23672     A5U5D6       1773
-## 23673 23673     A5U5F8       1773
-## 23674 23674     A5U5K8       1773
-## 23675 23675     A5U5M1       1773
-## 23676 23676     A5U5N6       1773
-## 23677 23677     A5U5N9       1773
-## 23678 23678     A5U5Q4       1773
-## 23679 23679     A5U5Q5       1773
-## 23680 23680     A5U5T0       1773
-## 23681 23681     A5U5T4       1773
-## 23682 23682     A5U5U2       1773
-## 23683 23683     A5U5U3       1773
-## 23684 23684     A5U5U4       1773
-## 23685 23685     A5U630       1773
-## 23686 23686     A5U649       1773
-## 23687 23687     A5U679       1773
-## 23688 23688     A5U683       1773
-## 23689 23689     A5U683       1773
-## 23690 23690     A5U683       1773
-## 23691 23691     A5U685       1773
-## 23692 23692     A5U6D6       1773
-## 23693 23693     A5U6J1       1773
-## 23694 23694     A5U6J1       1773
-## 23695 23695     A5U6J1       1773
-## 23696 23696     A5U6J1       1773
-## 23697 23697     A5U6J1       1773
-## 23698 23698     A5U6J1       1773
-## 23699 23699     A5U6J1       1773
-## 23700 23700     A5U6J1       1773
-## 23701 23701     A5U6J4       1773
-## 23702 23702     A5U6M2       1773
-## 23703 23703     A5U6M2       1773
-## 23704 23704     A5U6M4       1773
-## 23705 23705     A5U6M4       1773
-## 23706 23706     A5U6P4       1773
-## 23707 23707     A5U6P9       1773
-## 23708 23708     A5U6Q3       1773
-## 23709 23709     A5U6Q9       1773
-## 23710 23710     A5U6R2       1773
-## 23711 23711     A5U6S3       1773
-## 23712 23712     A5U6S3       1773
-## 23713 23713     A5U6S8       1773
-## 23714 23714     A5U6W6       1773
-## 23715 23715     A5U6Z4       1773
-## 23716 23716     A5U6Z5       1773
-## 23717 23717     A5U6Z5       1773
-## 23718 23718     A5U6Z5       1773
-## 23719 23719     A5U703       1773
-## 23720 23720     A5U703       1773
-## 23721 23721     A5U721       1773
-## 23722 23722     A5U723       1773
-## 23723 23723     A5U723       1773
-## 23724 23724     A5U724       1773
-## 23725 23725     A5U737       1773
-## 23726 23726     A5U776       1773
-## 23727 23727     A5U776       1773
-## 23728 23728     A5U776       1773
-## 23729 23729     A5U7L0       1773
-## 23730 23730     A5U7L9       1773
-## 23731 23731     A5U7Q1       1773
-## 23732 23732     A5U7Q1       1773
-## 23733 23733     A5U7R4       1773
-## 23734 23734     A5U7R4       1773
-## 23735 23735     A5U7R4       1773
-## 23736 23736     A5U7R4       1773
-## 23737 23737     A5U7S2       1773
-## 23738 23738     A5U7S2       1773
-## 23739 23739     A5U7V6       1773
-## 23740 23740     A5U7Y3       1773
-## 23741 23741     A5U815       1773
-## 23742 23742     A5U874       1773
-## 23743 23743     A5U8B7       1773
-## 23744 23744     A5U8D2       1773
-## 23745 23745     A5U8G5       1773
-## 23746 23746     A5U8Q4       1773
-## 23747 23747     A5U8Q5       1773
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-## 24140 24140     A5UNX8       2173
-## 24141 24141     A5UNX8       2173
-## 24142 24142     A5UP00       2173
-## 24143 24143     A5UPB5         NA
-## 24144 24144     A5UPB5         NA
-## 24145 24145     A5UPG5         NA
-## 24146 24146     A5UPV7         NA
-## 24147 24147     A5UQ59         NA
-## 24148 24148     A5UQ59         NA
-## 24149 24149     A5UQN2         NA
-## 24150 24150     A5UQN4         NA
-## 24151 24151     A5UQS8         NA
-## 24152 24152     A5UQS8         NA
-## 24153 24153     A5UQS9         NA
-## 24154 24154     A5UQV0         NA
-## 24155 24155     A5UQV9         NA
-## 24156 24156     A5URA7         NA
-## 24157 24157     A5URA8         NA
-## 24158 24158     A5URV5         NA
-## 24159 24159     A5URV5         NA
-## 24160 24160     A5US42         NA
-## 24161 24161     A5US51         NA
-## 24162 24162     A5USB5         NA
-## 24163 24163     A5USE3         NA
-## 24164 24164     A5USE7         NA
-## 24165 24165     A5USG5         NA
-## 24166 24166     A5USH4         NA
-## 24167 24167     A5USH6         NA
-## 24168 24168     A5USH8         NA
-## 24169 24169     A5USI3         NA
-## 24170 24170     A5USI3         NA
-## 24171 24171     A5USI9         NA
-## 24172 24172     A5USJ1         NA
-## 24173 24173     A5USR6         NA
-## 24174 24174     A5USR7         NA
-## 24175 24175     A5USR7         NA
-## 24176 24176     A5USR7         NA
-## 24177 24177     A5UT22         NA
-## 24178 24178     A5UT23         NA
-## 24179 24179     A5UT23         NA
-## 24180 24180     A5UT95         NA
-## 24181 24181     A5UU33         NA
-## 24182 24182     A5UU37         NA
-## 24183 24183     A5UU40         NA
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-## 24185 24185     A5UUL2         NA
-## 24186 24186     A5UUL2         NA
-## 24187 24187     A5UUN1         NA
-## 24188 24188     A5UUN7         NA
-## 24189 24189     A5UUU9         NA
-## 24190 24190     A5UUV0         NA
-## 24191 24191     A5UUW9         NA
-## 24192 24192     A5UUZ9         NA
-## 24193 24193     A5UV64         NA
-## 24194 24194     A5UVB3         NA
-## 24195 24195     A5UVE4         NA
-## 24196 24196     A5UVR8         NA
-## 24197 24197     A5UVV6         NA
-## 24198 24198     A5UVX7         NA
-## 24199 24199     A5UWE6         NA
-## 24200 24200     A5UWZ9         NA
-## 24201 24201     A5UX79         NA
-## 24202 24202     A5UXF9         NA
-## 24203 24203     A5UXF9         NA
-## 24204 24204     A5UXK1         NA
-## 24205 24205     A5UXX8         NA
-## 24206 24206     A5UY19         NA
-## 24207 24207     A5UY26         NA
-## 24208 24208     A5UY26         NA
-## 24209 24209     A5UY50         NA
-## 24210 24210     A5UY81         NA
-## 24211 24211     A5UY81         NA
-## 24212 24212     A5UY81         NA
-## 24213 24213     A5UYI1         NA
-## 24214 24214     A5UYU9         NA
-## 24215 24215     A5UYW4         NA
-## 24216 24216     A5UYW4         NA
-## 24217 24217     A5UYW4         NA
-## 24218 24218     A5UZ79         NA
-## 24219 24219     A5UZ80         NA
-## 24220 24220     A5UZ80         NA
-## 24221 24221     A5UZ80         NA
-## 24222 24222     A5UZF9         NA
-## 24223 24223     A5UZF9         NA
-## 24224 24224     A5UZG3         NA
-## 24225 24225     A5UZQ2         NA
-## 24226 24226     A5UZQ2         NA
-## 24227 24227     A5UZS8         NA
-## 24228 24228     A5UZT4         NA
-## 24229 24229     A5UZT4         NA
-## 24230 24230     A5UZT7         NA
-## 24231 24231     A5UZT7         NA
-## 24232 24232     A5UZT9         NA
-## 24233 24233     A5UZW4         NA
-## 24234 24234     A5V003         NA
-## 24235 24235     A5V022         NA
-## 24236 24236     A5V022         NA
-## 24237 24237     A5V022         NA
-## 24238 24238     A5V080         NA
-## 24239 24239     A5V0S2         NA
-## 24240 24240     A5V0S2         NA
-## 24241 24241     A5V1U3         NA
-## 24242 24242     A5V1W3         NA
-## 24243 24243     A5V212         NA
-## 24244 24244     A5V230         NA
-## 24245 24245     A5V2D8     160791
-## 24246 24246     A5V2S4     160791
-## 24247 24247     A5V2U6     160791
-## 24248 24248     A5V2U6     160791
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-## 24816 24816     A5WBA9        303
-## 24817 24817     A5WBB7        303
-## 24818 24818     A5WBF8         NA
-## 24819 24819     A5WBF8         NA
-## 24820 24820     A5WBF8         NA
-## 24821 24821     A5WBH0         NA
-## 24822 24822     A5WBP5         NA
-## 24823 24823     A5WBQ0         NA
-## 24824 24824     A5WBQ6         NA
-## 24825 24825     A5WBS5         NA
-## 24826 24826     A5WBS5         NA
-## 24827 24827     A5WBS6         NA
-## 24828 24828     A5WBT2         NA
-## 24829 24829     A5WBU9         NA
-## 24830 24830     A5WBV5         NA
-## 24831 24831     A5WBV8         NA
-## 24832 24832     A5WC55         NA
-## 24833 24833     A5WC58         NA
-## 24834 24834     A5WC58         NA
-## 24835 24835     A5WC69         NA
-## 24836 24836     A5WC94         NA
-## 24837 24837     A5WCA0         NA
-## 24838 24838     A5WCC8         NA
-## 24839 24839     A5WCC8         NA
-## 24840 24840     A5WCD3         NA
-## 24841 24841     A5WCI2         NA
-## 24842 24842     A5WCI2         NA
-## 24843 24843     A5WCJ0         NA
-## 24844 24844     A5WCJ7         NA
-## 24845 24845     A5WCK2         NA
-## 24846 24846     A5WCK4         NA
-## 24847 24847     A5WCK5         NA
-## 24848 24848     A5WCK8         NA
-## 24849 24849     A5WCL2         NA
-## 24850 24850     A5WCL9         NA
-## 24851 24851     A5WCU0         NA
-## 24852 24852     A5WCX0         NA
-## 24853 24853     A5WCX3         NA
-## 24854 24854     A5WD51         NA
-## 24855 24855     A5WD51         NA
-## 24856 24856     A5WD52         NA
-## 24857 24857     A5WD52         NA
-## 24858 24858     A5WDG7         NA
-## 24859 24859     A5WDI5         NA
-## 24860 24860     A5WDN1         NA
-## 24861 24861     A5WDR1         NA
-## 24862 24862     A5WDV0         NA
-## 24863 24863     A5WDV0         NA
-## 24864 24864     A5WEG6         NA
-## 24865 24865     A5WEG6         NA
-## 24866 24866     A5WF97         NA
-## 24867 24867     A5WFA2         NA
-## 24868 24868     A5WFC8         NA
-## 24869 24869     A5WFD0         NA
-## 24870 24870     A5WFM3         NA
-## 24871 24871     A5WFR0         NA
-## 24872 24872     A5WFR0         NA
-## 24873 24873     A5WFV1         NA
-## 24874 24874     A5WFV1         NA
-## 24875 24875     A5WFV1         NA
-## 24876 24876     A5WFV1         NA
-## 24877 24877     A5WFV1         NA
-## 24878 24878     A5WFV1         NA
-## 24879 24879     A5WFW1         NA
-## 24880 24880     A5WFW1         NA
-## 24881 24881     A5WG13         NA
-## 24882 24882     A5WG19         NA
-## 24883 24883     A5WG48         NA
-## 24884 24884     A5WG78         NA
-## 24885 24885     A5WG99         NA
-## 24886 24886     A5WG99         NA
-## 24887 24887     A5WGA8         NA
-## 24888 24888     A5WGC0         NA
-## 24889 24889     A5WGE2         NA
-## 24890 24890     A5WGE2         NA
-## 24891 24891     A5WGF2         NA
-## 24892 24892     A5WGF2         NA
-## 24893 24893     A5WGF2         NA
-## 24894 24894     A5WGG4         NA
-## 24895 24895     A5WGH9         NA
-## 24896 24896     A5WGL0         NA
-## 24897 24897     A5WGM2         NA
-## 24898 24898     A5WGM2         NA
-## 24899 24899     A5WGY8         NA
-## 24900 24900     A5WH34         NA
-## 24901 24901     A5WH34         NA
-## 24902 24902     A5WH35         NA
-## 24903 24903     A5WH36         NA
-## 24904 24904     A5WH36         NA
-## 24905 24905     A5WH37         NA
-## 24906 24906     A5WHA3         NA
-## 24907 24907     A5WHI6         NA
-## 24908 24908     A5WHK7         NA
-## 24909 24909     A5WHK7         NA
-## 24910 24910     A5WHL4         NA
-## 24911 24911     A5WHT0         NA
-## 24912 24912     A5WHT0         NA
-## 24913 24913     A5WHX7         NA
-## 24914 24914     A5WI20         NA
-## 24915 24915     A5WI35         NA
-## 24916 24916     A5WII2       1773
-## 24917 24917     A5WJJ8       1773
-## 24918 24918     A5WJJ8       1773
-## 24919 24919     A5WJJ8       1773
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-## 24924 24924     A5WMR0       1773
-## 24925 24925     A5WRN6       1773
-## 24926 24926     A5WUN7         NA
-## 24927 24927     A5WUT8         NA
-## 24928 24928     A5WUT8         NA
-## 24929 24929     A5WUT8         NA
-## 24930 24930     A5WUT8         NA
-## 24931 24931     A5WUY6         NA
-## 24932 24932     A5WUY6         NA
-## 24933 24933     A5WV69         NA
-## 24934 24934     A5WVU6         NA
-## 24935 24935     A5WVX1         NA
-## 24936 24936     A5WW21         NA
-## 24937 24937     A5WWA0         NA
-## 24938 24938     A5WWA0         NA
-## 24939 24939     A5X5Y0         NA
-## 24940 24940     A5X7A0         NA
-## 24941 24941     A5X7A0         NA
-## 24942 24942     A5X7A0         NA
-## 24943 24943     A5X7A0         NA
-## 24944 24944     A5X7A0         NA
-## 24945 24945     A5X7A0         NA
-## 24946 24946     A5X7A0         NA
-## 24947 24947     A5X7A0         NA
-## 24948 24948     A5X7A0         NA
-## 24949 24949     A5YBJ7         NA
-## 24950 24950     A5YC49         NA
-## 24951 24951     A5YC49         NA
-## 24952 24952     A5YCB8         NA
-## 24953 24953     A5YCB9         NA
-## 24954 24954     A5YKK6         NA
-## 24955 24955     A5YKK6         NA
-## 24956 24956     A5YM69         NA
-## 24957 24957     A5YM72         NA
-## 24958 24958     A5YT95         NA
-## 24959 24959     A5YT95         NA
-## 24960 24960     A5YT95         NA
-## 24961 24961     A5YVD9         NA
-## 24962 24962     A5YVF1         NA
-## 24963 24963     A5YVF1         NA
-## 24964 24964     A5YVF1         NA
-## 24965 24965     A5Z1X6         NA
-## 24966 24966     A5Z1X6         NA
-## 24967 24967     A5Z1X6         NA
-## 24968 24968     A5Z1X6         NA
-## 24969 24969     A5Z1X6         NA
-## 24970 24970     A6BLY7         NA
-## 24971 24971     A6BLY7         NA
-## 24972 24972     A6BLY7         NA
-## 24973 24973     A6BM06         NA
-## 24974 24974     A6BM12         NA
-## 24975 24975     A6BM24         NA
-## 24976 24976     A6BM25         NA
-## 24977 24977     A6BM27         NA
-## 24978 24978     A6BM29         NA
-## 24979 24979     A6BM34         NA
-## 24980 24980     A6BM42         NA
-## 24981 24981     A6BM50         NA
-## 24982 24982     A6BM51         NA
-## 24983 24983     A6BM62         NA
-## 24984 24984     A6BM72         NA
-## 24985 24985     A6BM72         NA
-## 24986 24986     A6BM72         NA
-## 24987 24987     A6BM72         NA
-## 24988 24988     A6GVN8      96345
-## 24989 24989     A6GVQ2      96345
-## 24990 24990     A6GVQ2      96345
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-## 25065 25065     A6H4Q4      36033
-## 25066 25066     A6H4Q5      36033
-## 25067 25067     A6H584         NA
-## 25068 25068     A6H584         NA
-## 25069 25069     A6H584         NA
-## 25070 25070     A6H584         NA
-## 25071 25071     A6H584         NA
-## 25072 25072     A6H5E9         NA
-## 25073 25073     A6H5F1         NA
-## 25074 25074     A6H5F3         NA
-## 25075 25075     A6H5F5         NA
-## 25076 25076     A6H5F5         NA
-## 25077 25077     A6H5F6         NA
-## 25078 25078     A6H5F7         NA
-## 25079 25079     A6H5F7         NA
-## 25080 25080     A6H5F8         NA
-## 25081 25081     A6H5G7         NA
-## 25082 25082     A6H5H1         NA
-## 25083 25083     A6H5H4         NA
-## 25084 25084     A6H5H8         NA
-## 25085 25085     A6H5H8         NA
-## 25086 25086     A6H5I5         NA
-## 25087 25087     A6H5K7         NA
-## 25088 25088     A6H5L7         NA
-## 25089 25089     A6H5M5         NA
-## 25090 25090     A6H5M5         NA
-## 25091 25091     A6H5M8         NA
-## 25092 25092     A6H5N8         NA
-## 25093 25093     A6H5N8         NA
-## 25094 25094     A6H5P2         NA
-## 25095 25095     A6H5P2         NA
-## 25096 25096     A6H5P3         NA
-## 25097 25097     A6H5P7         NA
-## 25098 25098     A6H5Y1         NA
-## 25099 25099     A6H5Y1         NA
-## 25100 25100     A6H5Z3         NA
-## 25101 25101     A6H5Z3         NA
-## 25102 25102     A6H5Z3         NA
-## 25103 25103     A6H603         NA
-## 25104 25104     A6H603         NA
-## 25105 25105     A6H603         NA
-## 25106 25106     A6H603         NA
-## 25107 25107     A6H603         NA
-## 25108 25108     A6H611         NA
-## 25109 25109     A6H619         NA
-## 25110 25110     A6H619         NA
-## 25111 25111     A6H619         NA
-## 25112 25112     A6H619         NA
-## 25113 25113     A6H619         NA
-## 25114 25114     A6H619         NA
-## 25115 25115     A6H619         NA
-## 25116 25116     A6H619         NA
-## 25117 25117     A6H619         NA
-## 25118 25118     A6H619         NA
-## 25119 25119     A6H619         NA
-## 25120 25120     A6H630         NA
-## 25121 25121     A6H639         NA
-## 25122 25122     A6H639         NA
-## 25123 25123     A6H639         NA
-## 25124 25124     A6H639         NA
-## 25125 25125     A6H639         NA
-## 25126 25126     A6H639         NA
-## 25127 25127     A6H684         NA
-## 25128 25128     A6H687         NA
-## 25129 25129     A6H687         NA
-## 25130 25130     A6H690         NA
-## 25131 25131     A6H690         NA
-## 25132 25132     A6H690         NA
-## 25133 25133     A6H690         NA
-## 25134 25134     A6H694         NA
-## 25135 25135     A6H694         NA
-## 25136 25136     A6H694         NA
-## 25137 25137     A6H694         NA
-## 25138 25138     A6H6A4         NA
-## 25139 25139     A6H6A4         NA
-## 25140 25140     A6H6E2         NA
-## 25141 25141     A6H6E2         NA
-## 25142 25142     A6H6E2         NA
-## 25143 25143     A6H6E2         NA
-## 25144 25144     A6H6E2         NA
-## 25145 25145     A6H6E9         NA
-## 25146 25146     A6H6E9         NA
-## 25147 25147     A6H6T1         NA
-## 25148 25148     A6H6W9         NA
-## 25149 25149     A6H6W9         NA
-## 25150 25150     A6H6Z7         NA
-## 25151 25151     A6H6Z7         NA
-## 25152 25152     A6H6Z7         NA
-## 25153 25153     A6H707         NA
-## 25154 25154     A6H730         NA
-## 25155 25155     A6H730         NA
-## 25156 25156     A6H737         NA
-## 25157 25157     A6H737         NA
-## 25158 25158     A6H739         NA
-## 25159 25159     A6H739         NA
-## 25160 25160     A6H742         NA
-## 25161 25161     A6H742         NA
-## 25162 25162     A6H742         NA
-## 25163 25163     A6H750         NA
-## 25164 25164     A6H759         NA
-## 25165 25165     A6H767         NA
-## 25166 25166     A6H767         NA
-## 25167 25167     A6H767         NA
-## 25168 25168     A6H772         NA
-## 25169 25169     A6H779         NA
-## 25170 25170     A6H779         NA
-## 25171 25171     A6H782         NA
-## 25172 25172     A6H784         NA
-## 25173 25173     A6H789         NA
-## 25174 25174     A6H789         NA
-## 25175 25175     A6H793         NA
-## 25176 25176     A6H7A8         NA
-## 25177 25177     A6H7B4         NA
-## 25178 25178     A6H7D1         NA
-## 25179 25179     A6H7F2         NA
-## 25180 25180     A6H7F6         NA
-## 25181 25181     A6H7F9         NA
-## 25182 25182     A6H7G2         NA
-## 25183 25183     A6H7G2         NA
-## 25184 25184     A6H7G2         NA
-## 25185 25185     A6H7H1         NA
-## 25186 25186     A6H7H1         NA
-## 25187 25187     A6H7H7         NA
-## 25188 25188     A6H7H7         NA
-## 25189 25189     A6H7I5         NA
-## 25190 25190     A6H7I5         NA
-## 25191 25191     A6H7I8         NA
-## 25192 25192     A6H7I8         NA
-## 25193 25193     A6H7J1         NA
-## 25194 25194     A6H7J1         NA
-## 25195 25195     A6H7J1         NA
-## 25196 25196     A6H7J1         NA
-## 25197 25197     A6H7J1         NA
-## 25198 25198     A6H7J1         NA
-## 25199 25199     A6H7J1         NA
-## 25200 25200     A6H7J1         NA
-## 25201 25201     A6H7J2         NA
-## 25202 25202     A6H8H2         NA
-## 25203 25203     A6H8H2         NA
-## 25204 25204     A6H8H5         NA
-## 25205 25205     A6H8J1         NA
-## 25206 25206     A6H8J1         NA
-## 25207 25207     A6H8J1         NA
-## 25208 25208     A6H8J1         NA
-## 25209 25209     A6H8J1         NA
-## 25210 25210     A6H8J1         NA
-## 25211 25211     A6H8M9         NA
-## 25212 25212     A6H8M9         NA
-## 25213 25213     A6H8T2         NA
-## 25214 25214     A6H8T2         NA
-## 25215 25215     A6H8T2         NA
-## 25216 25216     A6H8Y1         NA
-## 25217 25217     A6H8Y1         NA
-## 25218 25218     A6H8Y1         NA
-## 25219 25219     A6H8Y1         NA
-## 25220 25220     A6H8Z2         NA
-## 25221 25221     A6H8Z2         NA
-## 25222 25222     A6H907         NA
-## 25223 25223     A6H907         NA
-## 25224 25224     A6H909         NA
-## 25225 25225     A6KWC4        821
-## 25226 25226     A6KWC4        821
-## 25227 25227     A6KWL3        821
-## 25228 25228     A6KWL3        821
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-## 25318 25318     A6L5G8        821
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-## 25321 25321     A6L683        821
-## 25322 25322     A6L6E5        821
-## 25323 25323     A6L6E8        821
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-## 25326 25326     A6L6X8        821
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-## 25328 25328     A6L743        821
-## 25329 25329     A6L7J5        821
-## 25330 25330     A6L7J9        821
-## 25331 25331     A6L7M5        821
-## 25332 25332     A6L7P7        821
-## 25333 25333     A6L890        823
-## 25334 25334     A6L8C6        823
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-## 25339 25339     A6L8Q7        823
-## 25340 25340     A6L8U2        823
-## 25341 25341     A6L8U3        823
-## 25342 25342     A6L8U3        823
-## 25343 25343     A6L8U3        823
-## 25344 25344     A6L982        823
-## 25345 25345     A6L997        823
-## 25346 25346     A6L997        823
-## 25347 25347     A6L9J8        823
-## 25348 25348     A6L9S2        823
-## 25349 25349     A6L9S4        823
-## 25350 25350     A6LA55        823
-## 25351 25351     A6LA55        823
-## 25352 25352     A6LA96        823
-## 25353 25353     A6LAI2        823
-## 25354 25354     A6LAM2        823
-## 25355 25355     A6LAP3        823
-## 25356 25356     A6LAR6        823
-## 25357 25357     A6LB29        823
-## 25358 25358     A6LB54        823
-## 25359 25359     A6LB54        823
-## 25360 25360     A6LBD0        823
-## 25361 25361     A6LBD0        823
-## 25362 25362     A6LBQ5        823
-## 25363 25363     A6LBU3        823
-## 25364 25364     A6LBX7        823
-## 25365 25365     A6LC32        823
-## 25366 25366     A6LC43        823
-## 25367 25367     A6LC86        823
-## 25368 25368     A6LCP4        823
-## 25369 25369     A6LCS5        823
-## 25370 25370     A6LD04        823
-## 25371 25371     A6LD25        823
-## 25372 25372     A6LD45        823
-## 25373 25373     A6LD46        823
-## 25374 25374     A6LD62        823
-## 25375 25375     A6LD62        823
-## 25376 25376     A6LD68        823
-## 25377 25377     A6LD68        823
-## 25378 25378     A6LDG8        823
-## 25379 25379     A6LDG8        823
-## 25380 25380     A6LDG8        823
-## 25381 25381     A6LDS1        823
-## 25382 25382     A6LDS1        823
-## 25383 25383     A6LDS8        823
-## 25384 25384     A6LDT3        823
-## 25385 25385     A6LDT9        823
-## 25386 25386     A6LDT9        823
-## 25387 25387     A6LDT9        823
-## 25388 25388     A6LE74        823
-## 25389 25389     A6LE80        823
-## 25390 25390     A6LEG7        823
-## 25391 25391     A6LEH4        823
-## 25392 25392     A6LEH6        823
-## 25393 25393     A6LEJ8        823
-## 25394 25394     A6LEP5        823
-## 25395 25395     A6LEU2        823
-## 25396 25396     A6LEU6        823
-## 25397 25397     A6LEZ8        823
-## 25398 25398     A6LF25        823
-## 25399 25399     A6LFB5        823
-## 25400 25400     A6LFB5        823
-## 25401 25401     A6LFD0        823
-## 25402 25402     A6LFK9        823
-## 25403 25403     A6LFK9        823
-## 25404 25404     A6LFK9        823
-## 25405 25405     A6LFK9        823
-## 25406 25406     A6LFT6        823
-## 25407 25407     A6LG59        823
-## 25408 25408     A6LG92        823
-## 25409 25409     A6LG93        823
-## 25410 25410     A6LGA2        823
-## 25411 25411     A6LGR3        823
-## 25412 25412     A6LGR5        823
-## 25413 25413     A6LHM8        823
-## 25414 25414     A6LHN0        823
-## 25415 25415     A6LHS1        823
-## 25416 25416     A6LHS1        823
-## 25417 25417     A6LHS1        823
-## 25418 25418     A6LHS1        823
-## 25419 25419     A6LHS1        823
-## 25420 25420     A6LHV2        823
-## 25421 25421     A6LI67        823
-## 25422 25422     A6LIF7        823
-## 25423 25423     A6LIF7        823
-## 25424 25424     A6LIG0        823
-## 25425 25425     A6LIG7        823
-## 25426 25426     A6LJ30      46541
-## 25427 25427     A6LJ30      46541
-## 25428 25428     A6LJ30      46541
-## 25429 25429     A6LJ40      46541
-## 25430 25430     A6LJ40      46541
-## 25431 25431     A6LJ41      46541
-## 25432 25432     A6LJ42      46541
-## 25433 25433     A6LJ47      46541
-## 25434 25434     A6LJ63      46541
-## 25435 25435     A6LJ63      46541
-## 25436 25436     A6LJD6      46541
-## 25437 25437     A6LJD6      46541
-## 25438 25438     A6LJF8      46541
-## 25439 25439     A6LJL4      46541
-## 25440 25440     A6LJL4      46541
-## 25441 25441     A6LJM6      46541
-## 25442 25442     A6LJM9      46541
-## 25443 25443     A6LJQ5      46541
-## 25444 25444     A6LJR5      46541
-## 25445 25445     A6LJR5      46541
-## 25446 25446     A6LJS3      46541
-## 25447 25447     A6LJS5      46541
-## 25448 25448     A6LJZ0      46541
-## 25449 25449     A6LJZ0      46541
-## 25450 25450     A6LJZ0      46541
-## 25451 25451     A6LK89      46541
-## 25452 25452     A6LK98      46541
-## 25453 25453     A6LKB7      46541
-## 25454 25454     A6LKB9      46541
-## 25455 25455     A6LKC0      46541
-## 25456 25456     A6LKF8      46541
-## 25457 25457     A6LKP0      46541
-## 25458 25458     A6LKP9      46541
-## 25459 25459     A6LKU9      46541
-## 25460 25460     A6LKW9      46541
-## 25461 25461     A6LKX4      46541
-## 25462 25462     A6LL16      46541
-## 25463 25463     A6LL24      46541
-## 25464 25464     A6LL44      46541
-## 25465 25465     A6LL84      46541
-## 25466 25466     A6LLA5      46541
-## 25467 25467     A6LLA7      46541
-## 25468 25468     A6LLB7      46541
-## 25469 25469     A6LLF1      46541
-## 25470 25470     A6LLF1      46541
-## 25471 25471     A6LLI5      46541
-## 25472 25472     A6LLJ7      46541
-## 25473 25473     A6LLK6      46541
-## 25474 25474     A6LLK6      46541
-## 25475 25475     A6LLL0      46541
-## 25476 25476     A6LLL1      46541
-## 25477 25477     A6LLM2      46541
-## 25478 25478     A6LLM6      46541
-## 25479 25479     A6LLN0      46541
-## 25480 25480     A6LLP1      46541
-## 25481 25481     A6LLR1      46541
-## 25482 25482     A6LLR1      46541
-## 25483 25483     A6LLR7      46541
-## 25484 25484     A6LLU8      46541
-## 25485 25485     A6LM26      46541
-## 25486 25486     A6LM32      46541
-## 25487 25487     A6LM64      46541
-## 25488 25488     A6LM64      46541
-## 25489 25489     A6LM64      46541
-## 25490 25490     A6LM64      46541
-## 25491 25491     A6LMC4      46541
-## 25492 25492     A6LMG3      46541
-## 25493 25493     A6LMH6      46541
-## 25494 25494     A6LMH6      46541
-## 25495 25495     A6LMH9      46541
-## 25496 25496     A6LMH9      46541
-## 25497 25497     A6LML3      46541
-## 25498 25498     A6LMP4      46541
-## 25499 25499     A6LMU4      46541
-## 25500 25500     A6LMW5      46541
-## 25501 25501     A6LMW5      46541
-## 25502 25502     A6LN55      46541
-## 25503 25503     A6LN73      46541
-## 25504 25504     A6LN85      46541
-## 25505 25505     A6LNF3      46541
-## 25506 25506     A6LNG7      46541
-## 25507 25507     A6LNM3      46541
-## 25508 25508     A6LNR5      46541
-## 25509 25509     A6LP38      46541
-## 25510 25510     A6LP48      46541
-## 25511 25511     A6LP48      46541
-## 25512 25512     A6LP48      46541
-## 25513 25513     A6LP48      46541
-## 25514 25514     A6LP48      46541
-## 25515 25515     A6LP60      46541
-## 25516 25516     A6LPB4       1520
-## 25517 25517     A6LPC3       1520
-## 25518 25518     A6LPC3       1520
-## 25519 25519     A6LPC4       1520
-## 25520 25520     A6LPC4       1520
-## 25521 25521     A6LPC4       1520
-## 25522 25522     A6LPD6       1520
-## 25523 25523     A6LPD9       1520
-## 25524 25524     A6LPD9       1520
-## 25525 25525     A6LPI2       1520
-## 25526 25526     A6LPI6       1520
-## 25527 25527     A6LPJ1       1520
-## 25528 25528     A6LPJ1       1520
-## 25529 25529     A6LPL6       1520
-## 25530 25530     A6LPL7       1520
-## 25531 25531     A6LPN9       1520
-## 25532 25532     A6LPP1       1520
-## 25533 25533     A6LPQ3       1520
-## 25534 25534     A6LPQ4       1520
-## 25535 25535     A6LPQ5       1520
-## 25536 25536     A6LPQ5       1520
-## 25537 25537     A6LPQ5       1520
-## 25538 25538     A6LPR1       1520
-## 25539 25539     A6LPR3       1520
-## 25540 25540     A6LPR9       1520
-## 25541 25541     A6LPS2       1520
-## 25542 25542     A6LPS6       1520
-## 25543 25543     A6LPT0       1520
-## 25544 25544     A6LPU6       1520
-## 25545 25545     A6LPX0       1520
-## 25546 25546     A6LQ90       1520
-## 25547 25547     A6LQD5       1520
-## 25548 25548     A6LQF2       1520
-## 25549 25549     A6LQH2       1520
-## 25550 25550     A6LQH4       1520
-## 25551 25551     A6LQH5       1520
-## 25552 25552     A6LQJ1       1520
-## 25553 25553     A6LQK4       1520
-## 25554 25554     A6LQK4       1520
-## 25555 25555     A6LQR6       1520
-## 25556 25556     A6LQR9       1520
-## 25557 25557     A6LQR9       1520
-## 25558 25558     A6LQR9       1520
-## 25559 25559     A6LR09       1520
-## 25560 25560     A6LRN3       1520
-## 25561 25561     A6LRN4       1520
-## 25562 25562     A6LRN5       1520
-## 25563 25563     A6LRN5       1520
-## 25564 25564     A6LRN5       1520
-## 25565 25565     A6LRP7       1520
-## 25566 25566     A6LS00       1520
-## 25567 25567     A6LS00       1520
-## 25568 25568     A6LS00       1520
-## 25569 25569     A6LSF6       1520
-## 25570 25570     A6LSF6       1520
-## 25571 25571     A6LSI6       1520
-## 25572 25572     A6LSK1       1520
-## 25573 25573     A6LSN1       1520
-## 25574 25574     A6LSN1       1520
-## 25575 25575     A6LSN4       1520
-## 25576 25576     A6LSN4       1520
-## 25577 25577     A6LSP3       1520
-## 25578 25578     A6LSP7       1520
-## 25579 25579     A6LSQ4       1520
-## 25580 25580     A6LSR6       1520
-## 25581 25581     A6LSR9       1520
-## 25582 25582     A6LSW5       1520
-## 25583 25583     A6LSW5       1520
-## 25584 25584     A6LSW5       1520
-## 25585 25585     A6LSX2       1520
-## 25586 25586     A6LTC5       1520
-## 25587 25587     A6LTE4       1520
-## 25588 25588     A6LTE4       1520
-## 25589 25589     A6LTM6       1520
-## 25590 25590     A6LTP1       1520
-## 25591 25591     A6LTR7       1520
-## 25592 25592     A6LTR9       1520
-## 25593 25593     A6LTS0       1520
-## 25594 25594     A6LTS0       1520
-## 25595 25595     A6LTT3       1520
-## 25596 25596     A6LTT3       1520
-## 25597 25597     A6LTT3       1520
-## 25598 25598     A6LTU0       1520
-## 25599 25599     A6LU44       1520
-## 25600 25600     A6LU45       1520
-## 25601 25601     A6LU45       1520
-## 25602 25602     A6LU48       1520
-## 25603 25603     A6LU93       1520
-## 25604 25604     A6LU97       1520
-## 25605 25605     A6LUA1       1520
-## 25606 25606     A6LUD2       1520
-## 25607 25607     A6LUD2       1520
-## 25608 25608     A6LUD2       1520
-## 25609 25609     A6LUD2       1520
-## 25610 25610     A6LUD2       1520
-## 25611 25611     A6LUQ4       1520
-## 25612 25612     A6LVG3       1520
-## 25613 25613     A6LVU2       1520
-## 25614 25614     A6LWD4       1520
-## 25615 25615     A6LWJ1       1520
-## 25616 25616     A6LWN6       1520
-## 25617 25617     A6LXP5       1520
-## 25618 25618     A6LZF4       1520
-## 25619 25619     A6M020       1520
-## 25620 25620     A6M163       1520
-## 25621 25621     A6M1F0       1520
-## 25622 25622     A6M1Z5       1520
-## 25623 25623     A6M1Z8       1520
-## 25624 25624     A6M229       1520
-## 25625 25625     A6M254       1520
-## 25626 25626     A6M254       1520
-## 25627 25627     A6M268       1520
-## 25628 25628     A6M268       1520
-## 25629 25629     A6M2Y4       1520
-## 25630 25630     A6M327       1520
-## 25631 25631     A6M331       1520
-## 25632 25632     A6M331       1520
-## 25633 25633     A6M334       1520
-## 25634 25634     A6M387       1520
-## 25635 25635     A6M3M9       1520
-## 25636 25636     A6MFK7         NA
-## 25637 25637     A6MFK7         NA
-## 25638 25638     A6MFK8         NA
-## 25639 25639     A6MFK9         NA
-## 25640 25640     A6MM17         NA
-## 25641 25641     A6MM23         NA
-## 25642 25642     A6MM25         NA
-## 25643 25643     A6MM25         NA
-## 25644 25644     A6MM26         NA
-## 25645 25645     A6MM32         NA
-## 25646 25646     A6MM35         NA
-## 25647 25647     A6MM41         NA
-## 25648 25648     A6MM44         NA
-## 25649 25649     A6MM48         NA
-## 25650 25650     A6MM48         NA
-## 25651 25651     A6MM58         NA
-## 25652 25652     A6MM58         NA
-## 25653 25653     A6MM69         NA
-## 25654 25654     A6MM69         NA
-## 25655 25655     A6MM80         NA
-## 25656 25656     A6MM80         NA
-## 25657 25657     A6MM80         NA
-## 25658 25658     A6MM80         NA
-## 25659 25659     A6MM82         NA
-## 25660 25660     A6MM86         NA
-## 25661 25661     A6MM86         NA
-## 25662 25662     A6MM87         NA
-## 25663 25663     A6MM88         NA
-## 25664 25664     A6MM91         NA
-## 25665 25665     A6MM91         NA
-## 25666 25666     A6MM95         NA
-## 25667 25667     A6MMA3         NA
-## 25668 25668     A6MMA3         NA
-## 25669 25669     A6MMA7         NA
-## 25670 25670     A6MMA9         NA
-## 25671 25671     A6MMB2         NA
-## 25672 25672     A6MMB8         NA
-## 25673 25673     A6MMC1         NA
-## 25674 25674     A6MMC3         NA
-## 25675 25675     A6MMD0         NA
-## 25676 25676     A6MMD1         NA
-## 25677 25677     A6MMD4         NA
-## 25678 25678     A6MME4         NA
-## 25679 25679     A6MMF5         NA
-## 25680 25680     A6MMF5         NA
-## 25681 25681     A6MMG6         NA
-## 25682 25682     A6MMG6         NA
-## 25683 25683     A6MMG6         NA
-## 25684 25684     A6MMG6         NA
-## 25685 25685     A6MMG6         NA
-## 25686 25686     A6MMG6         NA
-## 25687 25687     A6MMG8         NA
-## 25688 25688     A6MMG9         NA
-## 25689 25689     A6MMG9         NA
-## 25690 25690     A6MMG9         NA
-## 25691 25691     A6MMG9         NA
-## 25692 25692     A6MMG9         NA
-## 25693 25693     A6MMG9         NA
-## 25694 25694     A6MMG9         NA
-## 25695 25695     A6MMG9         NA
-## 25696 25696     A6MMH3         NA
-## 25697 25697     A6MMH6         NA
-## 25698 25698     A6MMH7         NA
-## 25699 25699     A6MMH8         NA
-## 25700 25700     A6MMI0         NA
-## 25701 25701     A6MMI9         NA
-## 25702 25702     A6MMJ2         NA
-## 25703 25703     A6MMJ4         NA
-## 25704 25704     A6MMJ5         NA
-## 25705 25705     A6MMJ6         NA
-## 25706 25706     A6MMJ7         NA
-## 25707 25707     A6MMJ8         NA
-## 25708 25708     A6MMK3         NA
-## 25709 25709     A6MMK8         NA
-## 25710 25710     A6MML2         NA
-## 25711 25711     A6MML5         NA
-## 25712 25712     A6MML6         NA
-## 25713 25713     A6MMM9         NA
-## 25714 25714     A6MMP0         NA
-## 25715 25715     A6MMQ1         NA
-## 25716 25716     A6MMQ1         NA
-## 25717 25717     A6MMQ1         NA
-## 25718 25718     A6MMQ4         NA
-## 25719 25719     A6MMQ5         NA
-## 25720 25720     A6MMQ5         NA
-## 25721 25721     A6MMQ5         NA
-## 25722 25722     A6MMR2         NA
-## 25723 25723     A6MMR3         NA
-## 25724 25724     A6MMR6         NA
-## 25725 25725     A6MMS9         NA
-## 25726 25726     A6MMS9         NA
-## 25727 25727     A6MMS9         NA
-## 25728 25728     A6MMT1         NA
-## 25729 25729     A6MMT4         NA
-## 25730 25730     A6MMT4         NA
-## 25731 25731     A6MMT6         NA
-## 25732 25732     A6MMU0         NA
-## 25733 25733     A6MMU3         NA
-## 25734 25734     A6MMU5         NA
-## 25735 25735     A6MMU6         NA
-## 25736 25736     A6MMV2         NA
-## 25737 25737     A6MMV3         NA
-## 25738 25738     A6MMV3         NA
-## 25739 25739     A6MMV3         NA
-## 25740 25740     A6MMV5         NA
-## 25741 25741     A6MMW6         NA
-## 25742 25742     A6MMX7         NA
-## 25743 25743     A6MMY6         NA
-## 25744 25744     A6MMY8         NA
-## 25745 25745     A6MMY8         NA
-## 25746 25746     A6MMY8         NA
-## 25747 25747     A6MMZ0         NA
-## 25748 25748     A6MMZ4         NA
-## 25749 25749     A6MMZ4         NA
-## 25750 25750     A6MMZ5         NA
-## 25751 25751     A6MMZ6         NA
-## 25752 25752     A6MMZ9         NA
-## 25753 25753     A6MN03         NA
-## 25754 25754     A6MN03         NA
-## 25755 25755     A6MN03         NA
-## 25756 25756     A6MN03         NA
-## 25757 25757     A6MN03         NA
-## 25758 25758     A6MN03         NA
-## 25759 25759     A6MN03         NA
-## 25760 25760     A6MN03         NA
-## 25761 25761     A6MN03         NA
-## 25762 25762     A6MN03         NA
-## 25763 25763     A6MVP4         NA
-## 25764 25764     A6MVS8         NA
-## 25765 25765     A6MVT7         NA
-## 25766 25766     A6MVT9         NA
-## 25767 25767     A6MVW7         NA
-## 25768 25768     A6MVX9         NA
-## 25769 25769     A6MVY0         NA
-## 25770 25770     A6MVZ6         NA
-## 25771 25771     A6MW07         NA
-## 25772 25772     A6MW07         NA
-## 25773 25773     A6MW08         NA
-## 25774 25774     A6MW13         NA
-## 25775 25775     A6MW17         NA
-## 25776 25776     A6MWS7         NA
-## 25777 25777     A6MWS8         NA
-## 25778 25778     A6MWS9         NA
-## 25779 25779     A6MWT0         NA
-## 25780 25780     A6MZM2       4530
-## 25781 25781     A6N6J0         NA
-## 25782 25782     A6N6J5         NA
-## 25783 25783     A6N6J5         NA
-## 25784 25784     A6N6J5         NA
-## 25785 25785     A6N7Y9         NA
-## 25786 25786     A6N7Y9         NA
-## 25787 25787     A6N9I4         NA
-## 25788 25788     A6N9I4         NA
-## 25789 25789     A6N9I4         NA
-## 25790 25790     A6NA00         NA
-## 25791 25791     A6NAF9         NA
-## 25792 25792     A6NAF9         NA
-## 25793 25793     A6NAF9         NA
-## 25794 25794     A6NC05         NA
-## 25795 25795     A6NC57         NA
-## 25796 25796     A6NC57         NA
-## 25797 25797     A6NC57         NA
-## 25798 25798     A6NC57         NA
-## 25799 25799     A6NC78         NA
-## 25800 25800     A6NC78         NA
-## 25801 25801     A6NC78         NA
-## 25802 25802     A6NC86         NA
-## 25803 25803     A6NC98         NA
-## 25804 25804     A6NC98         NA
-## 25805 25805     A6NC98         NA
-## 25806 25806     A6NC98         NA
-## 25807 25807     A6NC98         NA
-## 25808 25808     A6NC98         NA
-## 25809 25809     A6NC98         NA
-## 25810 25810     A6NC98         NA
-## 25811 25811     A6NC98         NA
-## 25812 25812     A6NC98         NA
-## 25813 25813     A6NCC3         NA
-## 25814 25814     A6NCC3         NA
-## 25815 25815     A6NCC3         NA
-## 25816 25816     A6NCF5         NA
-## 25817 25817     A6NCF5         NA
-## 25818 25818     A6NCF6         NA
-## 25819 25819     A6NCI8         NA
-## 25820 25820     A6NCI8         NA
-## 25821 25821     A6NCI8         NA
-## 25822 25822     A6NCK2         NA
-## 25823 25823     A6NCL2         NA
-## 25824 25824     A6NCL2         NA
-## 25825 25825     A6NCL2         NA
-## 25826 25826     A6NCL2         NA
-## 25827 25827     A6NCL7         NA
-## 25828 25828     A6NCL7         NA
-## 25829 25829     A6NCL7         NA
-## 25830 25830     A6NCL7         NA
-## 25831 25831     A6NCM1         NA
-## 25832 25832     A6NCM1         NA
-## 25833 25833     A6NCM1         NA
-## 25834 25834     A6NCM1         NA
-## 25835 25835     A6NCN8         NA
-## 25836 25836     A6NCQ9         NA
-## 25837 25837     A6NCQ9         NA
-## 25838 25838     A6NCS4         NA
-## 25839 25839     A6NCS6         NA
-## 25840 25840     A6NCS6         NA
-## 25841 25841     A6NCS6         NA
-## 25842 25842     A6NCS6         NA
-## 25843 25843     A6NCS6         NA
-## 25844 25844     A6NCW0         NA
-## 25845 25845     A6NCW7         NA
-## 25846 25846     A6ND36         NA
-## 25847 25847     A6NDA9         NA
-## 25848 25848     A6NDA9         NA
-## 25849 25849     A6NDB9         NA
-## 25850 25850     A6NDB9         NA
-## 25851 25851     A6NDB9         NA
-## 25852 25852     A6NDB9         NA
-## 25853 25853     A6NDD5         NA
-## 25854 25854     A6NDE4         NA
-## 25855 25855     A6NDE4         NA
-## 25856 25856     A6NDE8         NA
-## 25857 25857     A6NDG6         NA
-## 25858 25858     A6NDI0         NA
-## 25859 25859     A6NDI0         NA
-## 25860 25860     A6NDK9         NA
-## 25861 25861     A6NDK9         NA
-## 25862 25862     A6NDK9         NA
-## 25863 25863     A6NDK9         NA
-## 25864 25864     A6NDK9         NA
-## 25865 25865     A6NDN3         NA
-## 25866 25866     A6NDN3         NA
-## 25867 25867     A6NDN3         NA
-## 25868 25868     A6NDN3         NA
-## 25869 25869     A6NDN3         NA
-## 25870 25870     A6NDN8         NA
-## 25871 25871     A6NDP7         NA
-## 25872 25872     A6NDX5         NA
-## 25873 25873     A6NDY0         NA
-## 25874 25874     A6NDY0         NA
-## 25875 25875     A6NE01         NA
-## 25876 25876     A6NE01         NA
-## 25877 25877     A6NE01         NA
-## 25878 25878     A6NE01         NA
-## 25879 25879     A6NE01         NA
-## 25880 25880     A6NE01         NA
-## 25881 25881     A6NE52         NA
-## 25882 25882     A6NE52         NA
-## 25883 25883     A6NE52         NA
-## 25884 25884     A6NE52         NA
-## 25885 25885     A6NE52         NA
-## 25886 25886     A6NE52         NA
-## 25887 25887     A6NE52         NA
-## 25888 25888     A6NE52         NA
-## 25889 25889     A6NE52         NA
-## 25890 25890     A6NED2         NA
-## 25891 25891     A6NEE1         NA
-## 25892 25892     A6NEF3         NA
-## 25893 25893     A6NEF3         NA
-## 25894 25894     A6NEF3         NA
-## 25895 25895     A6NEF3         NA
-## 25896 25896     A6NEF3         NA
-## 25897 25897     A6NEF3         NA
-## 25898 25898     A6NEF3         NA
-## 25899 25899     A6NEF3         NA
-## 25900 25900     A6NEF3         NA
-## 25901 25901     A6NEH6         NA
-## 25902 25902     A6NEH6         NA
-## 25903 25903     A6NEH6         NA
-## 25904 25904     A6NEH8         NA
-## 25905 25905     A6NEL2         NA
-## 25906 25906     A6NEL2         NA
-## 25907 25907     A6NEL2         NA
-## 25908 25908     A6NEM1         NA
-## 25909 25909     A6NEM1         NA
-## 25910 25910     A6NEM1         NA
-## 25911 25911     A6NEM1         NA
-## 25912 25912     A6NEM1         NA
-## 25913 25913     A6NEM1         NA
-## 25914 25914     A6NEM1         NA
-## 25915 25915     A6NEQ0         NA
-## 25916 25916     A6NEQ0         NA
-## 25917 25917     A6NEQ2         NA
-## 25918 25918     A6NEQ2         NA
-## 25919 25919     A6NEQ2         NA
-## 25920 25920     A6NER3         NA
-## 25921 25921     A6NES4         NA
-## 25922 25922     A6NES4         NA
-## 25923 25923     A6NES4         NA
-## 25924 25924     A6NES4         NA
-## 25925 25925     A6NET4         NA
-## 25926 25926     A6NEV1         NA
-## 25927 25927     A6NEV1         NA
-## 25928 25928     A6NEY3         NA
-## 25929 25929     A6NEY3         NA
-## 25930 25930     A6NEY3         NA
-## 25931 25931     A6NEY3         NA
-## 25932 25932     A6NEY3         NA
-## 25933 25933     A6NF01         NA
-## 25934 25934     A6NF01         NA
-## 25935 25935     A6NF01         NA
-## 25936 25936     A6NF01         NA
-## 25937 25937     A6NF01         NA
-## 25938 25938     A6NF34         NA
-## 25939 25939     A6NF34         NA
-## 25940 25940     A6NF34         NA
-## 25941 25941     A6NF34         NA
-## 25942 25942     A6NF34         NA
-## 25943 25943     A6NF34         NA
-## 25944 25944     A6NF34         NA
-## 25945 25945     A6NF89         NA
-## 25946 25946     A6NF89         NA
-## 25947 25947     A6NF89         NA
-## 25948 25948     A6NFA1         NA
-## 25949 25949     A6NFA1         NA
-## 25950 25950     A6NFA1         NA
-## 25951 25951     A6NFA1         NA
-## 25952 25952     A6NFA1         NA
-## 25953 25953     A6NFC5         NA
-## 25954 25954     A6NFC9         NA
-## 25955 25955     A6NFI3         NA
-## 25956 25956     A6NFI3         NA
-## 25957 25957     A6NFI3         NA
-## 25958 25958     A6NFI3         NA
-## 25959 25959     A6NFI3         NA
-## 25960 25960     A6NFI3         NA
-## 25961 25961     A6NFI3         NA
-## 25962 25962     A6NFI3         NA
-## 25963 25963     A6NFI3         NA
-## 25964 25964     A6NFI3         NA
-## 25965 25965     A6NFK2         NA
-## 25966 25966     A6NFK2         NA
-## 25967 25967     A6NFN3         NA
-## 25968 25968     A6NFQ2         NA
-## 25969 25969     A6NFQ7         NA
-## 25970 25970     A6NFR6         NA
-## 25971 25971     A6NFR6         NA
-## 25972 25972     A6NFR6         NA
-## 25973 25973     A6NGB0         NA
-## 25974 25974     A6NGB0         NA
-## 25975 25975     A6NGB0         NA
-## 25976 25976     A6NGB7         NA
-## 25977 25977     A6NGB7         NA
-## 25978 25978     A6NGB9         NA
-## 25979 25979     A6NGB9         NA
-## 25980 25980     A6NGB9         NA
-## 25981 25981     A6NGB9         NA
-## 25982 25982     A6NGB9         NA
-## 25983 25983     A6NGB9         NA
-## 25984 25984     A6NGC4         NA
-## 25985 25985     A6NGD5         NA
-## 25986 25986     A6NGE4         NA
-## 25987 25987     A6NGE4         NA
-## 25988 25988     A6NGE4         NA
-## 25989 25989     A6NGE7         NA
-## 25990 25990     A6NGG8         NA
-## 25991 25991     A6NGG8         NA
-## 25992 25992     A6NGG8         NA
-## 25993 25993     A6NGH7         NA
-## 25994 25994     A6NGH7         NA
-## 25995 25995     A6NGH8         NA
-## 25996 25996     A6NGH8         NA
-## 25997 25997     A6NGJ6         NA
-## 25998 25998     A6NGJ6         NA
-## 25999 25999     A6NGK3         NA
-## 26000 26000     A6NGN4         NA
-## 26001 26001     A6NGN4         NA
-## 26002 26002     A6NGN4         NA
-## 26003 26003     A6NGN9         NA
-## 26004 26004     A6NGR9         NA
-## 26005 26005     A6NGW2         NA
-## 26006 26006     A6NGW2         NA
-## 26007 26007     A6NGW2         NA
-## 26008 26008     A6NGW2         NA
-## 26009 26009     A6NGW2         NA
-## 26010 26010     A6NH00         NA
-## 26011 26011     A6NH11         NA
-## 26012 26012     A6NH11         NA
-## 26013 26013     A6NH52         NA
-## 26014 26014     A6NHJ4         NA
-## 26015 26015     A6NHN0         NA
-## 26016 26016     A6NHN0         NA
-## 26017 26017     A6NHN0         NA
-## 26018 26018     A6NHN0         NA
-## 26019 26019     A6NHN0         NA
-## 26020 26020     A6NHN6         NA
-## 26021 26021     A6NHN6         NA
-## 26022 26022     A6NHN6         NA
-## 26023 26023     A6NHN6         NA
-## 26024 26024     A6NHN6         NA
-## 26025 26025     A6NHN6         NA
-## 26026 26026     A6NHN6         NA
-## 26027 26027     A6NHP3         NA
-## 26028 26028     A6NHP3         NA
-## 26029 26029     A6NHQ2         NA
-## 26030 26030     A6NHQ2         NA
-## 26031 26031     A6NHQ2         NA
-## 26032 26032     A6NHQ2         NA
-## 26033 26033     A6NHQ2         NA
-## 26034 26034     A6NHQ2         NA
-## 26035 26035     A6NHQ4         NA
-## 26036 26036     A6NHR8         NA
-## 26037 26037     A6NHR9         NA
-## 26038 26038     A6NHS1         NA
-## 26039 26039     A6NHT5         NA
-## 26040 26040     A6NHT5         NA
-## 26041 26041     A6NHT5         NA
-## 26042 26042     A6NHT5         NA
-## 26043 26043     A6NHX0         NA
-## 26044 26044     A6NHX0         NA
-## 26045 26045     A6NHY2         NA
-## 26046 26046     A6NHY6         NA
-## 26047 26047     A6NI03         NA
-## 26048 26048     A6NI15         NA
-## 26049 26049     A6NI15         NA
-## 26050 26050     A6NI28         NA
-## 26051 26051     A6NI47         NA
-## 26052 26052     A6NI47         NA
-## 26053 26053     A6NI61         NA
-## 26054 26054     A6NI72         NA
-## 26055 26055     A6NI72         NA
-## 26056 26056     A6NI73         NA
-## 26057 26057     A6NI86         NA
-## 26058 26058     A6NI86         NA
-## 26059 26059     A6NI86         NA
-## 26060 26060     A6NI86         NA
-## 26061 26061     A6NI86         NA
-## 26062 26062     A6NI86         NA
-## 26063 26063     A6NI86         NA
-## 26064 26064     A6NIE9         NA
-## 26065 26065     A6NIK2         NA
-## 26066 26066     A6NIK2         NA
-## 26067 26067     A6NIK2         NA
-## 26068 26068     A6NIK2         NA
-## 26069 26069     A6NIK2         NA
-## 26070 26070     A6NIM6         NA
-## 26071 26071     A6NIM6         NA
-## 26072 26072     A6NIR3         NA
-## 26073 26073     A6NIR3         NA
-## 26074 26074     A6NIV6         NA
-## 26075 26075     A6NIV6         NA
-## 26076 26076     A6NIV6         NA
-## 26077 26077     A6NIV6         NA
-## 26078 26078     A6NIX2         NA
-## 26079 26079     A6NIX2         NA
-## 26080 26080     A6NIX2         NA
-## 26081 26081     A6NIX2         NA
-## 26082 26082     A6NIY4         NA
-## 26083 26083     A6NIY4         NA
-## 26084 26084     A6NJ46         NA
-## 26085 26085     A6NJ64         NA
-## 26086 26086     A6NJ64         NA
-## 26087 26087     A6NJ64         NA
-## 26088 26088     A6NJ64         NA
-## 26089 26089     A6NJ64         NA
-## 26090 26090     A6NJ78         NA
-## 26091 26091     A6NJ88         NA
-## 26092 26092     A6NJ88         NA
-## 26093 26093     A6NJB7         NA
-## 26094 26094     A6NJB7         NA
-## 26095 26095     A6NJB7         NA
-## 26096 26096     A6NJG2         NA
-## 26097 26097     A6NJG6         NA
-## 26098 26098     A6NJI9         NA
-## 26099 26099     A6NJJ6         NA
-## 26100 26100     A6NJL1         NA
-## 26101 26101     A6NJL1         NA
-## 26102 26102     A6NJR5         NA
-## 26103 26103     A6NJT0         NA
-## 26104 26104     A6NJT0         NA
-## 26105 26105     A6NJT0         NA
-## 26106 26106     A6NJT0         NA
-## 26107 26107     A6NJT0         NA
-## 26108 26108     A6NJT0         NA
-## 26109 26109     A6NJT0         NA
-## 26110 26110     A6NJT0         NA
-## 26111 26111     A6NJT0         NA
-## 26112 26112     A6NJU9         NA
-## 26113 26113     A6NJU9         NA
-## 26114 26114     A6NJU9         NA
-## 26115 26115     A6NJU9         NA
-## 26116 26116     A6NJU9         NA
-## 26117 26117     A6NJU9         NA
-## 26118 26118     A6NJU9         NA
-## 26119 26119     A6NJU9         NA
-## 26120 26120     A6NJU9         NA
-## 26121 26121     A6NJU9         NA
-## 26122 26122     A6NJW4         NA
-## 26123 26123     A6NJW4         NA
-## 26124 26124     A6NJZ3         NA
-## 26125 26125     A6NJZ7         NA
-## 26126 26126     A6NJZ7         NA
-## 26127 26127     A6NJZ7         NA
-## 26128 26128     A6NJZ7         NA
-## 26129 26129     A6NJZ7         NA
-## 26130 26130     A6NJZ7         NA
-## 26131 26131     A6NJZ7         NA
-## 26132 26132     A6NK02         NA
-## 26133 26133     A6NK02         NA
-## 26134 26134     A6NK06         NA
-## 26135 26135     A6NK53         NA
-## 26136 26136     A6NK53         NA
-## 26137 26137     A6NK75         NA
-## 26138 26138     A6NK89         NA
-## 26139 26139     A6NK89         NA
-## 26140 26140     A6NK89         NA
-## 26141 26141     A6NKB5         NA
-## 26142 26142     A6NKB5         NA
-## 26143 26143     A6NKC0         NA
-## 26144 26144     A6NKD9         NA
-## 26145 26145     A6NKD9         NA
-## 26146 26146     A6NKF1         NA
-## 26147 26147     A6NKF2         NA
-## 26148 26148     A6NKF2         NA
-## 26149 26149     A6NKF7         NA
-## 26150 26150     A6NKG5         NA
-## 26151 26151     A6NKG5         NA
-## 26152 26152     A6NKG5         NA
-## 26153 26153     A6NKL6         NA
-## 26154 26154     A6NKL6         NA
-## 26155 26155     A6NKL6         NA
-## 26156 26156     A6NKL6         NA
-## 26157 26157     A6NKP2         NA
-## 26158 26158     A6NKQ9         NA
-## 26159 26159     A6NKT7         NA
-## 26160 26160     A6NKU9         NA
-## 26161 26161     A6NKU9         NA
-## 26162 26162     A6NKW6         NA
-## 26163 26163     A6NKW6         NA
-## 26164 26164     A6NKX4         NA
-## 26165 26165     A6NKX4         NA
-## 26166 26166     A6NKX4         NA
-## 26167 26167     A6NL05         NA
-## 26168 26168     A6NL05         NA
-## 26169 26169     A6NL05         NA
-## 26170 26170     A6NL05         NA
-## 26171 26171     A6NL08         NA
-## 26172 26172     A6NL08         NA
-## 26173 26173     A6NL26         NA
-## 26174 26174     A6NL46         NA
-## 26175 26175     A6NL46         NA
-## 26176 26176     A6NL88         NA
-## 26177 26177     A6NL88         NA
-## 26178 26178     A6NL88         NA
-## 26179 26179     A6NL88         NA
-## 26180 26180     A6NL88         NA
-## 26181 26181     A6NLC5         NA
-## 26182 26182     A6NLC8         NA
-## 26183 26183     A6NLE4         NA
-## 26184 26184     A6NLF2         NA
-## 26185 26185     A6NLF2         NA
-## 26186 26186     A6NLJ0         NA
-## 26187 26187     A6NLJ0         NA
-## 26188 26188     A6NLJ0         NA
-## 26189 26189     A6NLP5         NA
-## 26190 26190     A6NLU5         NA
-## 26191 26191     A6NLW8         NA
-## 26192 26192     A6NLX3         NA
-## 26193 26193     A6NLX4         NA
-## 26194 26194     A6NM03         NA
-## 26195 26195     A6NM11         NA
-## 26196 26196     A6NM11         NA
-## 26197 26197     A6NM11         NA
-## 26198 26198     A6NM11         NA
-## 26199 26199     A6NM11         NA
-## 26200 26200     A6NM11         NA
-## 26201 26201     A6NM11         NA
-## 26202 26202     A6NM11         NA
-## 26203 26203     A6NM11         NA
-## 26204 26204     A6NM28         NA
-## 26205 26205     A6NM28         NA
-## 26206 26206     A6NM28         NA
-## 26207 26207     A6NM36         NA
-## 26208 26208     A6NM36         NA
-## 26209 26209     A6NM36         NA
-## 26210 26210     A6NM62         NA
-## 26211 26211     A6NM62         NA
-## 26212 26212     A6NM76         NA
-## 26213 26213     A6NMA1         NA
-## 26214 26214     A6NMA1         NA
-## 26215 26215     A6NMB1         NA
-## 26216 26216     A6NMB1         NA
-## 26217 26217     A6NMB9         NA
-## 26218 26218     A6NMB9         NA
-## 26219 26219     A6NMB9         NA
-## 26220 26220     A6NMB9         NA
-## 26221 26221     A6NMB9         NA
-## 26222 26222     A6NMB9         NA
-## 26223 26223     A6NMD0         NA
-## 26224 26224     A6NMD2         NA
-## 26225 26225     A6NMD2         NA
-## 26226 26226     A6NMK7         NA
-## 26227 26227     A6NMK8         NA
-## 26228 26228     A6NMN3         NA
-## 26229 26229     A6NMS7         NA
-## 26230 26230     A6NMS7         NA
-## 26231 26231     A6NMS7         NA
-## 26232 26232     A6NMS7         NA
-## 26233 26233     A6NMS7         NA
-## 26234 26234     A6NMS7         NA
-## 26235 26235     A6NMT0         NA
-## 26236 26236     A6NMX2         NA
-## 26237 26237     A6NMY6         NA
-## 26238 26238     A6NMZ2         NA
-## 26239 26239     A6NMZ5         NA
-## 26240 26240     A6NMZ5         NA
-## 26241 26241     A6NMZ7         NA
-## 26242 26242     A6NMZ7         NA
-## 26243 26243     A6NN14         NA
-## 26244 26244     A6NN73         NA
-## 26245 26245     A6NN73         NA
-## 26246 26246     A6NN73         NA
-## 26247 26247     A6NN73         NA
-## 26248 26248     A6NNA2         NA
-## 26249 26249     A6NNA2         NA
-## 26250 26250     A6NNA2         NA
-## 26251 26251     A6NNA2         NA
-## 26252 26252     A6NNA2         NA
-## 26253 26253     A6NNA2         NA
-## 26254 26254     A6NNA2         NA
-## 26255 26255     A6NNA5         NA
-## 26256 26256     A6NNC1         NA
-## 26257 26257     A6NNC1         NA
-## 26258 26258     A6NNC1         NA
-## 26259 26259     A6NNE9         NA
-## 26260 26260     A6NNF4         NA
-## 26261 26261     A6NNF4         NA
-## 26262 26262     A6NNL0         NA
-## 26263 26263     A6NNL0         NA
-## 26264 26264     A6NNL0         NA
-## 26265 26265     A6NNL0         NA
-## 26266 26266     A6NNL0         NA
-## 26267 26267     A6NNL0         NA
-## 26268 26268     A6NNM3         NA
-## 26269 26269     A6NNM3         NA
-## 26270 26270     A6NNM3         NA
-## 26271 26271     A6NNM3         NA
-## 26272 26272     A6NNM3         NA
-## 26273 26273     A6NNM3         NA
-## 26274 26274     A6NNM3         NA
-## 26275 26275     A6NNM8         NA
-## 26276 26276     A6NNN8         NA
-## 26277 26277     A6NNT2         NA
-## 26278 26278     A6NNT2         NA
-## 26279 26279     A6NNT2         NA
-## 26280 26280     A6NNT2         NA
-## 26281 26281     A6NNT2         NA
-## 26282 26282     A6NNT2         NA
-## 26283 26283     A6NNT2         NA
-## 26284 26284     A6NNT2         NA
-## 26285 26285     A6NNT2         NA
-## 26286 26286     A6NNT2         NA
-## 26287 26287     A6NNV3         NA
-## 26288 26288     A6NNV3         NA
-## 26289 26289     A6NNW6         NA
-## 26290 26290     A6NNW6         NA
-## 26291 26291     A6NNW6         NA
-## 26292 26292     A6NP11         NA
-## 26293 26293     A6P320         NA
-## 26294 26294     A6P320         NA
-## 26295 26295     A6P3B2         NA
-## 26296 26296     A6P3B2         NA
-## 26297 26297     A6P6V9         NA
-## 26298 26298     A6P6W0         NA
-## 26299 26299     A6P6W1         NA
-## 26300 26300     A6P7L8         NA
-## 26301 26301     A6PVC2         NA
-## 26302 26302     A6PVC2         NA
-## 26303 26303     A6PVI3         NA
-## 26304 26304     A6PVS8         NA
-## 26305 26305     A6PVS8         NA
-## 26306 26306     A6PVY3         NA
-## 26307 26307     A6PWD2         NA
-## 26308 26308     A6PWD2         NA
-## 26309 26309     A6PWD2         NA
-## 26310 26310     A6PWD2         NA
-## 26311 26311     A6PWD2         NA
-## 26312 26312     A6PWV5         NA
-## 26313 26313     A6Q102         NA
-## 26314 26314     A6Q115         NA
-## 26315 26315     A6Q162         NA
-## 26316 26316     A6Q186         NA
-## 26317 26317     A6Q1C0         NA
-## 26318 26318     A6Q1H0         NA
-## 26319 26319     A6Q1H1         NA
-## 26320 26320     A6Q1I3         NA
-## 26321 26321     A6Q1I4         NA
-## 26322 26322     A6Q1I4         NA
-## 26323 26323     A6Q1I5         NA
-## 26324 26324     A6Q1I6         NA
-## 26325 26325     A6Q1J3         NA
-## 26326 26326     A6Q1J6         NA
-## 26327 26327     A6Q1K1         NA
-## 26328 26328     A6Q1M0         NA
-## 26329 26329     A6Q1M1         NA
-## 26330 26330     A6Q1M3         NA
-## 26331 26331     A6Q1M7         NA
-## 26332 26332     A6Q1P1         NA
-## 26333 26333     A6Q1Q1         NA
-## 26334 26334     A6Q1R7         NA
-## 26335 26335     A6Q1R7         NA
-## 26336 26336     A6Q1Y1         NA
-## 26337 26337     A6Q1Z6         NA
-## 26338 26338     A6Q1Z8         NA
-## 26339 26339     A6Q1Z8         NA
-## 26340 26340     A6Q218         NA
-## 26341 26341     A6Q218         NA
-## 26342 26342     A6Q226         NA
-## 26343 26343     A6Q226         NA
-## 26344 26344     A6Q226         NA
-## 26345 26345     A6Q226         NA
-## 26346 26346     A6Q226         NA
-## 26347 26347     A6Q226         NA
-## 26348 26348     A6Q232         NA
-## 26349 26349     A6Q239         NA
-## 26350 26350     A6Q2B4         NA
-## 26351 26351     A6Q2B4         NA
-## 26352 26352     A6Q2C1         NA
-## 26353 26353     A6Q2K0         NA
-## 26354 26354     A6Q2R2         NA
-## 26355 26355     A6Q2U7         NA
-## 26356 26356     A6Q2V7         NA
-## 26357 26357     A6Q311         NA
-## 26358 26358     A6Q367         NA
-## 26359 26359     A6Q3D6         NA
-## 26360 26360     A6Q3E8         NA
-## 26361 26361     A6Q3K8         NA
-## 26362 26362     A6Q3P0         NA
-## 26363 26363     A6Q3P0         NA
-## 26364 26364     A6Q3Q0         NA
-## 26365 26365     A6Q3R4         NA
-## 26366 26366     A6Q3S1         NA
-## 26367 26367     A6Q3T0         NA
-## 26368 26368     A6Q3V4         NA
-## 26369 26369     A6Q3V4         NA
-## 26370 26370     A6Q3V4         NA
-## 26371 26371     A6Q3W1         NA
-## 26372 26372     A6Q3Y5         NA
-## 26373 26373     A6Q3Z8         NA
-## 26374 26374     A6Q403         NA
-## 26375 26375     A6Q421         NA
-## 26376 26376     A6Q422         NA
-## 26377 26377     A6Q422         NA
-## 26378 26378     A6Q446         NA
-## 26379 26379     A6Q446         NA
-## 26380 26380     A6Q461         NA
-## 26381 26381     A6Q478         NA
-## 26382 26382     A6Q486         NA
-## 26383 26383     A6Q486         NA
-## 26384 26384     A6Q4B9         NA
-## 26385 26385     A6Q4C2         NA
-## 26386 26386     A6Q4D2         NA
-## 26387 26387     A6Q4D2         NA
-## 26388 26388     A6Q4I0         NA
-## 26389 26389     A6Q4I1         NA
-## 26390 26390     A6Q4N2         NA
-## 26391 26391     A6Q4N8         NA
-## 26392 26392     A6Q4R8         NA
-## 26393 26393     A6Q4R8         NA
-## 26394 26394     A6Q4S3         NA
-## 26395 26395     A6Q4S8         NA
-## 26396 26396     A6Q4S8         NA
-## 26397 26397     A6Q4V5         NA
-## 26398 26398     A6Q512         NA
-## 26399 26399     A6Q522         NA
-## 26400 26400     A6Q524         NA
-## 26401 26401     A6Q524         NA
-## 26402 26402     A6Q531         NA
-## 26403 26403     A6Q538         NA
-## 26404 26404     A6Q539         NA
-## 26405 26405     A6Q544         NA
-## 26406 26406     A6Q548         NA
-## 26407 26407     A6Q576         NA
-## 26408 26408     A6Q576         NA
-## 26409 26409     A6Q576         NA
-## 26410 26410     A6Q576         NA
-## 26411 26411     A6Q576         NA
-## 26412 26412     A6Q576         NA
-## 26413 26413     A6Q576         NA
-## 26414 26414     A6Q579         NA
-## 26415 26415     A6Q584         NA
-## 26416 26416     A6Q5J0         NA
-## 26417 26417     A6Q5J3         NA
-## 26418 26418     A6Q5K0         NA
-## 26419 26419     A6Q5L6         NA
-## 26420 26420     A6Q604         NA
-## 26421 26421     A6Q604         NA
-## 26422 26422     A6Q604         NA
-## 26423 26423     A6Q639         NA
-## 26424 26424     A6Q674         NA
-## 26425 26425     A6Q674         NA
-## 26426 26426     A6Q6B4         NA
-## 26427 26427     A6Q6B7         NA
-## 26428 26428     A6Q6C1         NA
-## 26429 26429     A6Q6D3         NA
-## 26430 26430     A6Q6F9         NA
-## 26431 26431     A6Q6H9         NA
-## 26432 26432     A6Q6I6         NA
-## 26433 26433     A6Q715         NA
-## 26434 26434     A6Q715         NA
-## 26435 26435     A6Q722         NA
-## 26436 26436     A6Q747         NA
-## 26437 26437     A6Q747         NA
-## 26438 26438     A6Q747         NA
-## 26439 26439     A6Q747         NA
-## 26440 26440     A6Q773         NA
-## 26441 26441     A6Q7C5         NA
-## 26442 26442     A6Q7C9         NA
-## 26443 26443     A6Q7M3         NA
-## 26444 26444     A6Q7P7         NA
-## 26445 26445     A6Q7P7         NA
-## 26446 26446     A6Q7S7         NA
-## 26447 26447     A6Q7V0         NA
-## 26448 26448     A6Q7V0         NA
-## 26449 26449     A6Q7V0         NA
-## 26450 26450     A6Q7V0         NA
-## 26451 26451     A6Q7Y2         NA
-## 26452 26452     A6Q826         NA
-## 26453 26453     A6Q8K5         NA
-## 26454 26454     A6Q913         NA
-## 26455 26455     A6Q913         NA
-## 26456 26456     A6Q913         NA
-## 26457 26457     A6Q9A7         NA
-## 26458 26458     A6Q9A7         NA
-## 26459 26459     A6Q9A8         NA
-## 26460 26460     A6Q9D4         NA
-## 26461 26461     A6Q9S3         NA
-## 26462 26462     A6QA78         NA
-## 26463 26463     A6QAK6         NA
-## 26464 26464     A6QAM1         NA
-## 26465 26465     A6QAX8         NA
-## 26466 26466     A6QAX8         NA
-## 26467 26467     A6QB70         NA
-## 26468 26468     A6QB71         NA
-## 26469 26469     A6QB84         NA
-## 26470 26470     A6QBB7         NA
-## 26471 26471     A6QBC0         NA
-## 26472 26472     A6QBC4         NA
-## 26473 26473     A6QBG0         NA
-## 26474 26474     A6QBG7         NA
-## 26475 26475     A6QBG7         NA
-## 26476 26476     A6QBG7         NA
-## 26477 26477     A6QBH4         NA
-## 26478 26478     A6QBI2         NA
-## 26479 26479     A6QBI2         NA
-## 26480 26480     A6QBI5         NA
-## 26481 26481     A6QBP8         NA
-## 26482 26482     A6QBQ5         NA
-## 26483 26483     A6QBQ5         NA
-## 26484 26484     A6QBQ5         NA
-## 26485 26485     A6QBQ5         NA
-## 26486 26486     A6QBQ5         NA
-## 26487 26487     A6QBY0         NA
-## 26488 26488     A6QBZ2         NA
-## 26489 26489     A6QC00         NA
-## 26490 26490     A6QC28         NA
-## 26491 26491     A6QC54         NA
-## 26492 26492     A6QCC3         NA
-## 26493 26493     A6QCC3         NA
-## 26494 26494     A6QCE9         NA
-## 26495 26495     A6QCQ5         NA
-## 26496 26496     A6QCQ8         NA
-## 26497 26497     A6QCR3         NA
-## 26498 26498     A6QCR9         NA
-## 26499 26499     A6QCS1         NA
-## 26500 26500     A6QCS2         NA
-## 26501 26501     A6QCS4         NA
-## 26502 26502     A6QCU6         NA
-## 26503 26503     A6QD00         NA
-## 26504 26504     A6QD02         NA
-## 26505 26505     A6QD43       1280
-## 26506 26506     A6QD47       1280
-## 26507 26507     A6QD48       1280
-## 26508 26508     A6QDC3       1280
-## 26509 26509     A6QDH3       1280
-## 26510 26510     A6QDN6       1280
-## 26511 26511     A6QE71       1280
-## 26512 26512     A6QE71       1280
-## 26513 26513     A6QE71       1280
-## 26514 26514     A6QEA9       1280
-## 26515 26515     A6QED3       1280
-## 26516 26516     A6QEE6       1280
-## 26517 26517     A6QEE6       1280
-## 26518 26518     A6QEI0       1280
-## 26519 26519     A6QEJ9       1280
-## 26520 26520     A6QEJ9       1280
-## 26521 26521     A6QEK3       1280
-## 26522 26522     A6QEK4       1280
-## 26523 26523     A6QEP0       1280
-## 26524 26524     A6QEP6       1280
-## 26525 26525     A6QET3       1280
-## 26526 26526     A6QET6       1280
-## 26527 26527     A6QET6       1280
-## 26528 26528     A6QET8       1280
-## 26529 26529     A6QEX8       1280
-## 26530 26530     A6QF32       1280
-## 26531 26531     A6QF37       1280
-## 26532 26532     A6QF62       1280
-## 26533 26533     A6QF69       1280
-## 26534 26534     A6QF76       1280
-## 26535 26535     A6QF98       1280
-## 26536 26536     A6QFD2       1280
-## 26537 26537     A6QFE3       1280
-## 26538 26538     A6QFF9       1280
-## 26539 26539     A6QFH1       1280
-## 26540 26540     A6QFH2       1280
-## 26541 26541     A6QFH3       1280
-## 26542 26542     A6QFH7       1280
-## 26543 26543     A6QFL7       1280
-## 26544 26544     A6QFN0       1280
-## 26545 26545     A6QFS7       1280
-## 26546 26546     A6QFT1       1280
-## 26547 26547     A6QFY1       1280
-## 26548 26548     A6QG30       1280
-## 26549 26549     A6QG30       1280
-## 26550 26550     A6QG30       1280
-## 26551 26551     A6QG31       1280
-## 26552 26552     A6QG31       1280
-## 26553 26553     A6QG31       1280
-## 26554 26554     A6QG31       1280
-## 26555 26555     A6QG32       1280
-## 26556 26556     A6QG32       1280
-## 26557 26557     A6QG35       1280
-## 26558 26558     A6QG39       1280
-## 26559 26559     A6QG41       1280
-## 26560 26560     A6QG46       1280
-## 26561 26561     A6QG46       1280
-## 26562 26562     A6QG59       1280
-## 26563 26563     A6QG78       1280
-## 26564 26564     A6QG78       1280
-## 26565 26565     A6QG82       1280
-## 26566 26566     A6QG82       1280
-## 26567 26567     A6QG97       1280
-## 26568 26568     A6QGA1       1280
-## 26569 26569     A6QGA4       1280
-## 26570 26570     A6QGC0       1280
-## 26571 26571     A6QGC0       1280
-## 26572 26572     A6QGE1       1280
-## 26573 26573     A6QGF3       1280
-## 26574 26574     A6QGF6       1280
-## 26575 26575     A6QGF8       1280
-## 26576 26576     A6QGG3       1280
-## 26577 26577     A6QGG8       1280
-## 26578 26578     A6QGG8       1280
-## 26579 26579     A6QGG8       1280
-## 26580 26580     A6QGH2       1280
-## 26581 26581     A6QGI5       1280
-## 26582 26582     A6QGI5       1280
-## 26583 26583     A6QGJ5       1280
-## 26584 26584     A6QGJ8       1280
-## 26585 26585     A6QGP1       1280
-## 26586 26586     A6QGP8       1280
-## 26587 26587     A6QGP8       1280
-## 26588 26588     A6QGQ0       1280
-## 26589 26589     A6QGQ0       1280
-## 26590 26590     A6QGS5       1280
-## 26591 26591     A6QGU6       1280
-## 26592 26592     A6QGU8       1280
-## 26593 26593     A6QGW6       1280
-## 26594 26594     A6QGX8       1280
-## 26595 26595     A6QGY4       1280
-## 26596 26596     A6QGY4       1280
-## 26597 26597     A6QGY4       1280
-## 26598 26598     A6QGY4       1280
-## 26599 26599     A6QGY4       1280
-## 26600 26600     A6QGY4       1280
-## 26601 26601     A6QGY4       1280
-## 26602 26602     A6QGY4       1280
-## 26603 26603     A6QGY4       1280
-## 26604 26604     A6QGY4       1280
-## 26605 26605     A6QGY4       1280
-## 26606 26606     A6QGY4       1280
-## 26607 26607     A6QGY5       1280
-## 26608 26608     A6QGY5       1280
-## 26609 26609     A6QGY5       1280
-## 26610 26610     A6QGY5       1280
-## 26611 26611     A6QGY5       1280
-## 26612 26612     A6QGY5       1280
-## 26613 26613     A6QGY5       1280
-## 26614 26614     A6QGY5       1280
-## 26615 26615     A6QGY5       1280
-## 26616 26616     A6QGY5       1280
-## 26617 26617     A6QGY5       1280
-## 26618 26618     A6QGY5       1280
-## 26619 26619     A6QGY5       1280
-## 26620 26620     A6QGY5       1280
-## 26621 26621     A6QGY5       1280
-## 26622 26622     A6QGY5       1280
-## 26623 26623     A6QGZ7       1280
-## 26624 26624     A6QH29       1280
-## 26625 26625     A6QH29       1280
-## 26626 26626     A6QH29       1280
-## 26627 26627     A6QH29       1280
-## 26628 26628     A6QH29       1280
-## 26629 26629     A6QH29       1280
-## 26630 26630     A6QH42       1280
-## 26631 26631     A6QH73       1280
-## 26632 26632     A6QH73       1280
-## 26633 26633     A6QH79       1280
-## 26634 26634     A6QHB3       1280
-## 26635 26635     A6QHB6       1280
-## 26636 26636     A6QHB6       1280
-## 26637 26637     A6QHC2       1280
-## 26638 26638     A6QHC2       1280
-## 26639 26639     A6QHC2       1280
-## 26640 26640     A6QHC3       1280
-## 26641 26641     A6QHC7       1280
-## 26642 26642     A6QHC8       1280
-## 26643 26643     A6QHF9       1280
-## 26644 26644     A6QHF9       1280
-## 26645 26645     A6QHI4       1280
-## 26646 26646     A6QHI6       1280
-## 26647 26647     A6QHI9       1280
-## 26648 26648     A6QHJ5       1280
-## 26649 26649     A6QHK6       1280
-## 26650 26650     A6QHK9       1280
-## 26651 26651     A6QHN5       1280
-## 26652 26652     A6QHP5       1280
-## 26653 26653     A6QHP5       1280
-## 26654 26654     A6QHQ3       1280
-## 26655 26655     A6QHR5       1280
-## 26656 26656     A6QHR5       1280
-## 26657 26657     A6QHU1       1280
-## 26658 26658     A6QHX0       1280
-## 26659 26659     A6QHX1       1280
-## 26660 26660     A6QHZ6       1280
-## 26661 26661     A6QI23       1280
-## 26662 26662     A6QI28       1280
-## 26663 26663     A6QI49       1280
-## 26664 26664     A6QI55       1280
-## 26665 26665     A6QI55       1280
-## 26666 26666     A6QI56       1280
-## 26667 26667     A6QIC6       1280
-## 26668 26668     A6QIC7       1280
-## 26669 26669     A6QIC8       1280
-## 26670 26670     A6QIC8       1280
-## 26671 26671     A6QID0       1280
-## 26672 26672     A6QID0       1280
-## 26673 26673     A6QID0       1280
-## 26674 26674     A6QID0       1280
-## 26675 26675     A6QIG2       1280
-## 26676 26676     A6QIM7       1280
-## 26677 26677     A6QIP3       1280
-## 26678 26678     A6QIQ5       1280
-## 26679 26679     A6QIS1       1280
-## 26680 26680     A6QIS2       1280
-## 26681 26681     A6QIS2       1280
-## 26682 26682     A6QIT6       1280
-## 26683 26683     A6QIT6       1280
-## 26684 26684     A6QIU6       1280
-## 26685 26685     A6QIU6       1280
-## 26686 26686     A6QIU6       1280
-## 26687 26687     A6QIU8       1280
-## 26688 26688     A6QJ00       1280
-## 26689 26689     A6QJ37       1280
-## 26690 26690     A6QJ37       1280
-## 26691 26691     A6QJB4       1280
-## 26692 26692     A6QJC0       1280
-## 26693 26693     A6QJC9       1280
-## 26694 26694     A6QJD1       1280
-## 26695 26695     A6QJK3       1280
-## 26696 26696     A6QJK3       1280
-## 26697 26697     A6QJL4       1280
-## 26698 26698     A6QJQ7       1280
-## 26699 26699     A6QJQ7       1280
-## 26700 26700     A6QJQ7       1280
-## 26701 26701     A6QJR4       1280
-## 26702 26702     A6QK04       1280
-## 26703 26703     A6QK27       1280
-## 26704 26704     A6QK27       1280
-## 26705 26705     A6QK47       1280
-## 26706 26706     A6QK47       1280
-## 26707 26707     A6QK47       1280
-## 26708 26708     A6QK93       1280
-## 26709 26709     A6QKD8       1280
-## 26710 26710     A6QKE2       1280
-## 26711 26711     A6QKG2       1280
-## 26712 26712     A6QKG8       1280
-## 26713 26713     A6QKG8       1280
-## 26714 26714     A6QKK0       1280
-## 26715 26715     A6QKK2       1280
-## 26716 26716     A6QKK4       1280
-## 26717 26717     A6QL63         NA
-## 26718 26718     A6QL63         NA
-## 26719 26719     A6QL63         NA
-## 26720 26720     A6QL63         NA
-## 26721 26721     A6QL63         NA
-## 26722 26722     A6QL64         NA
-## 26723 26723     A6QL64         NA
-## 26724 26724     A6QL64         NA
-## 26725 26725     A6QL64         NA
-## 26726 26726     A6QL64         NA
-## 26727 26727     A6QL70         NA
-## 26728 26728     A6QL70         NA
-## 26729 26729     A6QL72         NA
-## 26730 26730     A6QL84         NA
-## 26731 26731     A6QL92         NA
-## 26732 26732     A6QLA0         NA
-## 26733 26733     A6QLA0         NA
-## 26734 26734     A6QLA0         NA
-## 26735 26735     A6QLA0         NA
-## 26736 26736     A6QLA4         NA
-## 26737 26737     A6QLA6         NA
-## 26738 26738     A6QLA6         NA
-## 26739 26739     A6QLA6         NA
-## 26740 26740     A6QLA6         NA
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-## 26899 26899     A6QPB3         NA
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-## 27023 27023     A6QRQ7       5037
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-## 28325 28325     A6UT74      42879
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-## 28327 28327     A6UTA7      42879
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-## 28330 28330     A6UTE4      42879
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-## 28337 28337     A6UTF8      42879
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-## 28585 28585     A6VCK1        287
-## 28586 28586     A6VCK1        287
-## 28587 28587     A6VCK1        287
-## 28588 28588     A6VCK9        287
-## 28589 28589     A6VCL7        287
-## 28590 28590     A6VCL7        287
-## 28591 28591     A6VCL7        287
-## 28592 28592     A6VCL8        287
-## 28593 28593     A6VCL8        287
-## 28594 28594     A6VCL8        287
-## 28595 28595     A6VCL9        287
-## 28596 28596     A6VCR3        287
-## 28597 28597     A6VCX4        287
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-## 28619 28619     A6VDP9        287
-## 28620 28620     A6VDW7        287
-## 28621 28621     A6VE11        287
-## 28622 28622     A6VE11        287
-## 28623 28623     A6VE23        287
-## 28624 28624     A6VE40        287
-## 28625 28625     A6VE40        287
-## 28626 28626     A6VE40        287
-## 28627 28627     A6VEV6        287
-## 28628 28628     A6VEV6        287
-## 28629 28629     A6VF17        287
-## 28630 28630     A6VF30        287
-## 28631 28631     A6VF34        287
-## 28632 28632     A6VF35        287
-## 28633 28633     A6VF36        287
-## 28634 28634     A6VF37        287
-## 28635 28635     A6VF42        287
-## 28636 28636     A6VF43        287
-## 28637 28637     A6VFI6      39152
-## 28638 28638     A6VFM8      39152
-## 28639 28639     A6VFP0      39152
-## 28640 28640     A6VFP3      39152
-## 28641 28641     A6VFS5      39152
-## 28642 28642     A6VFT8      39152
-## 28643 28643     A6VFU3      39152
-## 28644 28644     A6VFW2      39152
-## 28645 28645     A6VFY9      39152
-## 28646 28646     A6VFZ3      39152
-## 28647 28647     A6VG07      39152
-## 28648 28648     A6VG07      39152
-## 28649 28649     A6VG23      39152
-## 28650 28650     A6VG23      39152
-## 28651 28651     A6VG23      39152
-## 28652 28652     A6VG76      39152
-## 28653 28653     A6VG83      39152
-## 28654 28654     A6VG87      39152
-## 28655 28655     A6VGD1      39152
-## 28656 28656     A6VGE3      39152
-## 28657 28657     A6VGE8      39152
-## 28658 28658     A6VGF6      39152
-## 28659 28659     A6VGH5      39152
-## 28660 28660     A6VGJ4      39152
-## 28661 28661     A6VGK4      39152
-## 28662 28662     A6VGK5      39152
-## 28663 28663     A6VGM3      39152
-## 28664 28664     A6VGP5      39152
-## 28665 28665     A6VGR2      39152
-## 28666 28666     A6VGS0      39152
-## 28667 28667     A6VGV0      39152
-## 28668 28668     A6VGV0      39152
-## 28669 28669     A6VGV0      39152
-## 28670 28670     A6VGV9      39152
-## 28671 28671     A6VGZ1      39152
-## 28672 28672     A6VGZ7      39152
-## 28673 28673     A6VH00      39152
-## 28674 28674     A6VH05      39152
-## 28675 28675     A6VH13      39152
-## 28676 28676     A6VH25      39152
-## 28677 28677     A6VH25      39152
-## 28678 28678     A6VH54      39152
-## 28679 28679     A6VH54      39152
-## 28680 28680     A6VH56      39152
-## 28681 28681     A6VH72      39152
-## 28682 28682     A6VH94      39152
-## 28683 28683     A6VHD2      39152
-## 28684 28684     A6VHD3      39152
-## 28685 28685     A6VHD5      39152
-## 28686 28686     A6VHE0      39152
-## 28687 28687     A6VHE8      39152
-## 28688 28688     A6VHF1      39152
-## 28689 28689     A6VHK5      39152
-## 28690 28690     A6VHR6      39152
-## 28691 28691     A6VHR9      39152
-## 28692 28692     A6VHS2      39152
-## 28693 28693     A6VHW4      39152
-## 28694 28694     A6VHW4      39152
-## 28695 28695     A6VHZ5      39152
-## 28696 28696     A6VHZ5      39152
-## 28697 28697     A6VHZ5      39152
-## 28698 28698     A6VI08      39152
-## 28699 28699     A6VI14      39152
-## 28700 28700     A6VI14      39152
-## 28701 28701     A6VI14      39152
-## 28702 28702     A6VI22      39152
-## 28703 28703     A6VI28      39152
-## 28704 28704     A6VI38      39152
-## 28705 28705     A6VI48      39152
-## 28706 28706     A6VI49      39152
-## 28707 28707     A6VIB2      39152
-## 28708 28708     A6VIK1      39152
-## 28709 28709     A6VIN4      39152
-## 28710 28710     A6VIN4      39152
-## 28711 28711     A6VIP0      39152
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-## 29410 29410     A6X8E9        529
-## 29411 29411     A6X8E9        529
-## 29412 29412     A6X8Z5         NA
-## 29413 29413     A6X8Z5         NA
-## 29414 29414     A6X8Z5         NA
-## 29415 29415     A6X919         NA
-## 29416 29416     A6X935         NA
-## 29417 29417     A6X935         NA
-## 29418 29418     A6X935         NA
-## 29419 29419     A6X942         NA
-## 29420 29420     A6X942         NA
-## 29421 29421     A6XA80         NA
-## 29422 29422     A6XIG7         NA
-## 29423 29423     A6XKM2         NA
-## 29424 29424     A6XKM2         NA
-## 29425 29425     A6XKM2         NA
-## 29426 29426     A6XN32         NA
-## 29427 29427     A6XN32         NA
-## 29428 29428     A6XN32         NA
-## 29429 29429     A6Y9S5         NA
-## 29430 29430     A6Y9S5         NA
-## 29431 29431     A6YAP7         NA
-## 29432 29432     A6YB01         NA
-## 29433 29433     A6YCJ2         NA
-## 29434 29434     A6YCJ2         NA
-## 29435 29435     A6YCJ2         NA
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-## 29437 29437     A6YCJ2         NA
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-## 29446 29446     A6YG76         NA
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-## 29944 29944     A7BJC5       1423
-## 29945 29945     A7BJS7       5062
-## 29946 29946     A7DTG3         NA
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-## 30754 30754     A7GI22       1491
-## 30755 30755     A7GIH3       1491
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-## 30758 30758     A7GIK1       1491
-## 30759 30759     A7GIK2       1491
-## 30760 30760     A7GIK2       1491
-## 30761 30761     A7GIL4       1491
-## 30762 30762     A7GIN3       1491
-## 30763 30763     A7GIN4       1491
-## 30764 30764     A7GIP8       1491
-## 30765 30765     A7GIQ9       1491
-## 30766 30766     A7GIQ9       1491
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-## 30771 30771     A7GJ61       1491
-## 30772 30772     A7GJ62       1491
-## 30773 30773     A7GJ68       1491
-## 30774 30774     A7GJ71       1491
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-## 30776 30776     A7GJ81       1491
-## 30777 30777     A7GJ81       1491
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-## 30779 30779     A7GJ82       1491
-## 30780 30780     A7GJ82       1491
-## 30781 30781     A7GJ85       1491
-## 30782 30782     A7GJ96       1491
-## 30783 30783     A7GJB0       1491
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-## 30787 30787     A7GJJ0       1491
-## 30788 30788     A7GJL2       1491
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-## 30790 30790     A7GJM4       1491
-## 30791 30791     A7GJN9       1491
-## 30792 30792     A7GJT0     580165
-## 30793 30793     A7GJT6     580165
-## 30794 30794     A7GJV3     580165
-## 30795 30795     A7GJV3     580165
-## 30796 30796     A7GJW1     580165
-## 30797 30797     A7GJW1     580165
-## 30798 30798     A7GJW1     580165
-## 30799 30799     A7GJX9     580165
-## 30800 30800     A7GJX9     580165
-## 30801 30801     A7GJX9     580165
-## 30802 30802     A7GJY9     580165
-## 30803 30803     A7GJZ2     580165
-## 30804 30804     A7GK09     580165
-## 30805 30805     A7GK17     580165
-## 30806 30806     A7GK23     580165
-## 30807 30807     A7GK23     580165
-## 30808 30808     A7GK45     580165
-## 30809 30809     A7GKI0     580165
-## 30810 30810     A7GKI9     580165
-## 30811 30811     A7GKJ1     580165
-## 30812 30812     A7GKJ4     580165
-## 30813 30813     A7GKK3     580165
-## 30814 30814     A7GKK3     580165
-## 30815 30815     A7GKP8     580165
-## 30816 30816     A7GKP8     580165
-## 30817 30817     A7GKY4     580165
-## 30818 30818     A7GL07     580165
-## 30819 30819     A7GL07     580165
-## 30820 30820     A7GLG4     580165
-## 30821 30821     A7GLG4     580165
-## 30822 30822     A7GLG4     580165
-## 30823 30823     A7GLN1     580165
-## 30824 30824     A7GLP0     580165
-## 30825 30825     A7GLY7     580165
-## 30826 30826     A7GLY7     580165
-## 30827 30827     A7GM37     580165
-## 30828 30828     A7GM37     580165
-## 30829 30829     A7GM89     580165
-## 30830 30830     A7GMJ3     580165
-## 30831 30831     A7GMM0     580165
-## 30832 30832     A7GMR0     580165
-## 30833 30833     A7GMU9     580165
-## 30834 30834     A7GMV2     580165
-## 30835 30835     A7GN34     580165
-## 30836 30836     A7GN36     580165
-## 30837 30837     A7GN41     580165
-## 30838 30838     A7GN41     580165
-## 30839 30839     A7GN41     580165
-## 30840 30840     A7GN48     580165
-## 30841 30841     A7GN50     580165
-## 30842 30842     A7GN55     580165
-## 30843 30843     A7GNS8     580165
-## 30844 30844     A7GNV5     580165
-## 30845 30845     A7GP96     580165
-## 30846 30846     A7GPH3     580165
-## 30847 30847     A7GPY3     580165
-## 30848 30848     A7GPY3     580165
-## 30849 30849     A7GQI9     580165
-## 30850 30850     A7GQV9     580165
-## 30851 30851     A7GR32     580165
-## 30852 30852     A7GR99     580165
-## 30853 30853     A7GR99     580165
-## 30854 30854     A7GRA8     580165
-## 30855 30855     A7GRD7     580165
-## 30856 30856     A7GRE3     580165
-## 30857 30857     A7GRH9     580165
-## 30858 30858     A7GRJ6     580165
-## 30859 30859     A7GRL1     580165
-## 30860 30860     A7GRL3     580165
-## 30861 30861     A7GRN4     580165
-## 30862 30862     A7GRN9     580165
-## 30863 30863     A7GRP5     580165
-## 30864 30864     A7GRX4     580165
-## 30865 30865     A7GRZ1     580165
-## 30866 30866     A7GS09     580165
-## 30867 30867     A7GS09     580165
-## 30868 30868     A7GS09     580165
-## 30869 30869     A7GSF2     580165
-## 30870 30870     A7GSF4     580165
-## 30871 30871     A7GSJ5     580165
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-## 30873 30873     A7GSL7     580165
-## 30874 30874     A7GSN6     580165
-## 30875 30875     A7GSN6     580165
-## 30876 30876     A7GT06     580165
-## 30877 30877     A7GT06     580165
-## 30878 30878     A7GT07     580165
-## 30879 30879     A7GT07     580165
-## 30880 30880     A7GT07     580165
-## 30881 30881     A7GT08     580165
-## 30882 30882     A7GT08     580165
-## 30883 30883     A7GT09     580165
-## 30884 30884     A7GT09     580165
-## 30885 30885     A7GT14     580165
-## 30886 30886     A7GT16     580165
-## 30887 30887     A7GT32     580165
-## 30888 30888     A7GT67     580165
-## 30889 30889     A7GT67     580165
-## 30890 30890     A7GT67     580165
-## 30891 30891     A7GT90     580165
-## 30892 30892     A7GT90     580165
-## 30893 30893     A7GT90     580165
-## 30894 30894     A7GT99     580165
-## 30895 30895     A7GTA3     580165
-## 30896 30896     A7GTA8     580165
-## 30897 30897     A7GTC4     580165
-## 30898 30898     A7GTD6     580165
-## 30899 30899     A7GTF1     580165
-## 30900 30900     A7GTF2     580165
-## 30901 30901     A7GTK1     580165
-## 30902 30902     A7GTK1     580165
-## 30903 30903     A7GTL0     580165
-## 30904 30904     A7GTM8     580165
-## 30905 30905     A7GTP6     580165
-## 30906 30906     A7GTR5     580165
-## 30907 30907     A7GTT0     580165
-## 30908 30908     A7GTU7     580165
-## 30909 30909     A7GTZ9     580165
-## 30910 30910     A7GU36     580165
-## 30911 30911     A7GUA6     580165
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-## 30913 30913     A7GUZ5     580165
-## 30914 30914     A7GV55     580165
-## 30915 30915     A7GV55     580165
-## 30916 30916     A7GV57     580165
-## 30917 30917     A7GVI2     580165
-## 30918 30918     A7GVM2     580165
-## 30919 30919     A7GVP4     580165
-## 30920 30920     A7GVP6     580165
-## 30921 30921     A7GVP6     580165
-## 30922 30922     A7GVQ1     580165
-## 30923 30923     A7GVW5        200
-## 30924 30924     A7GVZ3        200
-## 30925 30925     A7GVZ7        200
-## 30926 30926     A7GW44        200
-## 30927 30927     A7GW44        200
-## 30928 30928     A7GWA5        200
-## 30929 30929     A7GWE7        200
-## 30930 30930     A7GWE8        200
-## 30931 30931     A7GWE8        200
-## 30932 30932     A7GWQ7        200
-## 30933 30933     A7GWR2        200
-## 30934 30934     A7GWS5        200
-## 30935 30935     A7GWZ2        200
-## 30936 30936     A7GWZ8        200
-## 30937 30937     A7GX26        200
-## 30938 30938     A7GX27        200
-## 30939 30939     A7GX33        200
-## 30940 30940     A7GX37        200
-## 30941 30941     A7GX48        200
-## 30942 30942     A7GXA8        200
-## 30943 30943     A7GXA8        200
-## 30944 30944     A7GXI2        200
-## 30945 30945     A7GXJ2        200
-## 30946 30946     A7GXQ2        200
-## 30947 30947     A7GXQ4        200
-## 30948 30948     A7GXQ8        200
-## 30949 30949     A7GXS4        200
-## 30950 30950     A7GXS4        200
-## 30951 30951     A7GXU2        200
-## 30952 30952     A7GY23        200
-## 30953 30953     A7GY23        200
-## 30954 30954     A7GY23        200
-## 30955 30955     A7GY50        200
-## 30956 30956     A7GY50        200
-## 30957 30957     A7GY50        200
-## 30958 30958     A7GYB4        200
-## 30959 30959     A7GYB4        200
-## 30960 30960     A7GYD3        200
-## 30961 30961     A7GYD3        200
-## 30962 30962     A7GYN7        200
-## 30963 30963     A7GYS1        200
-## 30964 30964     A7GYU7        200
-## 30965 30965     A7GYU7        200
-## 30966 30966     A7GYW4        200
-## 30967 30967     A7GYX6        200
-## 30968 30968     A7GYY6        200
-## 30969 30969     A7GYY9        200
-## 30970 30970     A7GYZ1        200
-## 30971 30971     A7GYZ1        200
-## 30972 30972     A7GZ43        200
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-## 30974 30974     A7GZ81        200
-## 30975 30975     A7GZ81        200
-## 30976 30976     A7GZ81        200
-## 30977 30977     A7GZ93        200
-## 30978 30978     A7GZA4        200
-## 30979 30979     A7GZA4        200
-## 30980 30980     A7GZB1        200
-## 30981 30981     A7GZK0        200
-## 30982 30982     A7GZM4        200
-## 30983 30983     A7GZM4        200
-## 30984 30984     A7GZP5        200
-## 30985 30985     A7GZP5        200
-## 30986 30986     A7GZP5        200
-## 30987 30987     A7GZZ3        200
-## 30988 30988     A7GZZ3        200
-## 30989 30989     A7GZZ3        200
-## 30990 30990     A7H026        200
-## 30991 30991     A7H029        200
-## 30992 30992     A7H029        200
-## 30993 30993     A7H053        200
-## 30994 30994     A7H0A8        200
-## 30995 30995     A7H0A8        200
-## 30996 30996     A7H0G1        200
-## 30997 30997     A7H0I4        200
-## 30998 30998     A7H0K4        200
-## 30999 30999     A7H0M5        200
-## 31000 31000     A7H0M5        200
-## 31001 31001     A7H0Y9        200
-## 31002 31002     A7H0Z7        200
-## 31003 31003     A7H109        200
-## 31004 31004     A7H149        200
-## 31005 31005     A7H187        200
-## 31006 31006     A7H194        197
-## 31007 31007     A7H1A6        197
-## 31008 31008     A7H1A6        197
-## 31009 31009     A7H1A6        197
-## 31010 31010     A7H1D7        197
-## 31011 31011     A7H1D7        197
-## 31012 31012     A7H1H0        197
-## 31013 31013     A7H1I0        197
-## 31014 31014     A7H1I2        197
-## 31015 31015     A7H1L3        197
-## 31016 31016     A7H1R9        197
-## 31017 31017     A7H1W2        197
-## 31018 31018     A7H1W5        197
-## 31019 31019     A7H295        197
-## 31020 31020     A7H2A2        197
-## 31021 31021     A7H2A7        197
-## 31022 31022     A7H2B2        197
-## 31023 31023     A7H2B7        197
-## 31024 31024     A7H2C0        197
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-## 31027 31027     A7H2D2        197
-## 31028 31028     A7H2E1        197
-## 31029 31029     A7H2F8        197
-## 31030 31030     A7H2G9        197
-## 31031 31031     A7H2H4        197
-## 31032 31032     A7H2I0        197
-## 31033 31033     A7H2L7        197
-## 31034 31034     A7H2L7        197
-## 31035 31035     A7H2L7        197
-## 31036 31036     A7H2Q3        197
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-## 31040 31040     A7H2R6        197
-## 31041 31041     A7H2T2        197
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-## 31043 31043     A7H2V3        197
-## 31044 31044     A7H2V3        197
-## 31045 31045     A7H2Z9        197
-## 31046 31046     A7H333        197
-## 31047 31047     A7H372        197
-## 31048 31048     A7H373        197
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-## 31058 31058     A7H432        197
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-## 31060 31060     A7H432        197
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-## 31095 31095     A7H585        197
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-## 31111 31111     A7H639        197
-## 31112 31112     A7H650        197
-## 31113 31113     A7H651        197
-## 31114 31114     A7H662        197
-## 31115 31115     A7H677         NA
-## 31116 31116     A7H688         NA
-## 31117 31117     A7H688         NA
-## 31118 31118     A7H6J2         NA
-## 31119 31119     A7H6J3         NA
-## 31120 31120     A7H6J5         NA
-## 31121 31121     A7H6J6         NA
-## 31122 31122     A7H6J6         NA
-## 31123 31123     A7H6J9         NA
-## 31124 31124     A7H6M4         NA
-## 31125 31125     A7H6M4         NA
-## 31126 31126     A7H6N1         NA
-## 31127 31127     A7H6U9         NA
-## 31128 31128     A7H6X6         NA
-## 31129 31129     A7H716         NA
-## 31130 31130     A7H716         NA
-## 31131 31131     A7H722         NA
-## 31132 31132     A7H771         NA
-## 31133 31133     A7H773         NA
-## 31134 31134     A7H774         NA
-## 31135 31135     A7H774         NA
-## 31136 31136     A7H774         NA
-## 31137 31137     A7H7I2         NA
-## 31138 31138     A7H7I2         NA
-## 31139 31139     A7H7I2         NA
-## 31140 31140     A7H804         NA
-## 31141 31141     A7H8A2         NA
-## 31142 31142     A7H8A3         NA
-## 31143 31143     A7H8E6         NA
-## 31144 31144     A7H8K2         NA
-## 31145 31145     A7H8V9         NA
-## 31146 31146     A7H902         NA
-## 31147 31147     A7H902         NA
-## 31148 31148     A7H906         NA
-## 31149 31149     A7H910         NA
-## 31150 31150     A7H9A5         NA
-## 31151 31151     A7H9A5         NA
-## 31152 31152     A7H9A5         NA
-## 31153 31153     A7H9D4         NA
-## 31154 31154     A7H9D4         NA
-## 31155 31155     A7H9D4         NA
-## 31156 31156     A7H9D4         NA
-## 31157 31157     A7H9D6         NA
-## 31158 31158     A7H9D6         NA
-## 31159 31159     A7H9D6         NA
-## 31160 31160     A7H9E0         NA
-## 31161 31161     A7H9E8         NA
-## 31162 31162     A7H9F3         NA
-## 31163 31163     A7H9F3         NA
-## 31164 31164     A7H9F3         NA
-## 31165 31165     A7H9F3         NA
-## 31166 31166     A7H9F3         NA
-## 31167 31167     A7H9F7         NA
-## 31168 31168     A7H9F8         NA
-## 31169 31169     A7H9F9         NA
-## 31170 31170     A7H9U1         NA
-## 31171 31171     A7H9U8         NA
-## 31172 31172     A7H9V0         NA
-## 31173 31173     A7H9V2         NA
-## 31174 31174     A7H9V5         NA
-## 31175 31175     A7H9V8         NA
-## 31176 31176     A7HA35         NA
-## 31177 31177     A7HA60         NA
-## 31178 31178     A7HA60         NA
-## 31179 31179     A7HA60         NA
-## 31180 31180     A7HAB8         NA
-## 31181 31181     A7HAD3         NA
-## 31182 31182     A7HAH8         NA
-## 31183 31183     A7HAH8         NA
-## 31184 31184     A7HAL6         NA
-## 31185 31185     A7HB50         NA
-## 31186 31186     A7HBF2         NA
-## 31187 31187     A7HBF8         NA
-## 31188 31188     A7HBI2         NA
-## 31189 31189     A7HBI7         NA
-## 31190 31190     A7HBL4         NA
-## 31191 31191     A7HBM1         NA
-## 31192 31192     A7HBN1         NA
-## 31193 31193     A7HBN3         NA
-## 31194 31194     A7HBN3         NA
-## 31195 31195     A7HBN6         NA
-## 31196 31196     A7HBN7         NA
-## 31197 31197     A7HBP5         NA
-## 31198 31198     A7HBP5         NA
-## 31199 31199     A7HBP6         NA
-## 31200 31200     A7HBP8         NA
-## 31201 31201     A7HBQ1         NA
-## 31202 31202     A7HC45         NA
-## 31203 31203     A7HC64         NA
-## 31204 31204     A7HC64         NA
-## 31205 31205     A7HC64         NA
-## 31206 31206     A7HCC4         NA
-## 31207 31207     A7HCD6         NA
-## 31208 31208     A7HCD6         NA
-## 31209 31209     A7HCD6         NA
-## 31210 31210     A7HCH6         NA
-## 31211 31211     A7HCH6         NA
-## 31212 31212     A7HCH7         NA
-## 31213 31213     A7HCH8         NA
-## 31214 31214     A7HCH9         NA
-## 31215 31215     A7HCP4         NA
-## 31216 31216     A7HCP4         NA
-## 31217 31217     A7HCR8         NA
-## 31218 31218     A7HCT8         NA
-## 31219 31219     A7HCU0         NA
-## 31220 31220     A7HCU0         NA
-## 31221 31221     A7HD44         NA
-## 31222 31222     A7HD93         NA
-## 31223 31223     A7HD93         NA
-## 31224 31224     A7HD93         NA
-## 31225 31225     A7HDA1         NA
-## 31226 31226     A7HDA2         NA
-## 31227 31227     A7HDB0         NA
-## 31228 31228     A7HDC9         NA
-## 31229 31229     A7HDG7         NA
-## 31230 31230     A7HDG8         NA
-## 31231 31231     A7HDG8         NA
-## 31232 31232     A7HDG8         NA
-## 31233 31233     A7HDH2         NA
-## 31234 31234     A7HDH2         NA
-## 31235 31235     A7HDI5         NA
-## 31236 31236     A7HDU3         NA
-## 31237 31237     A7HDY3         NA
-## 31238 31238     A7HEI5         NA
-## 31239 31239     A7HFW0         NA
-## 31240 31240     A7HFW3         NA
-## 31241 31241     A7HG96         NA
-## 31242 31242     A7HG96         NA
-## 31243 31243     A7HG97         NA
-## 31244 31244     A7HG97         NA
-## 31245 31245     A7HGP8         NA
-## 31246 31246     A7HGP8         NA
-## 31247 31247     A7HGU3         NA
-## 31248 31248     A7HGU4         NA
-## 31249 31249     A7HGZ2         NA
-## 31250 31250     A7HH11         NA
-## 31251 31251     A7HH11         NA
-## 31252 31252     A7HH57         NA
-## 31253 31253     A7HH59         NA
-## 31254 31254     A7HH64         NA
-## 31255 31255     A7HH67         NA
-## 31256 31256     A7HH68         NA
-## 31257 31257     A7HH68         NA
-## 31258 31258     A7HH69         NA
-## 31259 31259     A7HH87         NA
-## 31260 31260     A7HH87         NA
-## 31261 31261     A7HH87         NA
-## 31262 31262     A7HH87         NA
-## 31263 31263     A7HHA2         NA
-## 31264 31264     A7HHM9         NA
-## 31265 31265     A7HIA1         NA
-## 31266 31266     A7HIA1         NA
-## 31267 31267     A7HID3         NA
-## 31268 31268     A7HIF1         NA
-## 31269 31269     A7HIF1         NA
-## 31270 31270     A7HIF8         NA
-## 31271 31271     A7HIF8         NA
-## 31272 31272     A7HIF8         NA
-## 31273 31273     A7HIG6         NA
-## 31274 31274     A7HIG8         NA
-## 31275 31275     A7HIL2         NA
-## 31276 31276     A7HIL2         NA
-## 31277 31277     A7HIW7         NA
-## 31278 31278     A7HIW9         NA
-## 31279 31279     A7HIW9         NA
-## 31280 31280     A7HIX3         NA
-## 31281 31281     A7HIY0         NA
-## 31282 31282     A7HIY8         NA
-## 31283 31283     A7HIY8         NA
-## 31284 31284     A7HIY8         NA
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-## 31286 31286     A7HJ58       2424
-## 31287 31287     A7HJ58       2424
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-## 32622 32622     A7PMY7         NA
-## 32623 32623     A7PQW3         NA
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-## 32626 32626     A7PTY8         NA
-## 32627 32627     A7PW81         NA
-## 32628 32628     A7PW81         NA
-## 32629 32629     A7PZL3         NA
-## 32630 32630     A7Q5X9         NA
-## 32631 32631     A7QF77         NA
-## 32632 32632     A7RDN6         NA
-## 32633 32633     A7RDN6         NA
-## 32634 32634     A7RHG8         NA
-## 32635 32635     A7RJI7         NA
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-## 32641 32641     A7RM45         NA
-## 32642 32642     A7RP64         NA
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-## 32648 32648     A7RRG3         NA
-## 32649 32649     A7RSH7         NA
-## 32650 32650     A7RSH7         NA
-## 32651 32651     A7RSH7         NA
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-## 33014 33014     A7U6F3         NA
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-## 33102 33102     A7X1E3       1280
-## 33103 33103     A7X1E9       1280
-## 33104 33104     A7X1F4       1280
-## 33105 33105     A7X1L2       1280
-## 33106 33106     A7X1M9       1280
-## 33107 33107     A7X1N3       1280
-## 33108 33108     A7X1N6       1280
-## 33109 33109     A7X1P3       1280
-## 33110 33110     A7X1Q1       1280
-## 33111 33111     A7X1Q1       1280
-## 33112 33112     A7X1Q7       1280
-## 33113 33113     A7X1S5       1280
-## 33114 33114     A7X1S5       1280
-## 33115 33115     A7X1S5       1280
-## 33116 33116     A7X1U3       1280
-## 33117 33117     A7X1Z4       1280
-## 33118 33118     A7X203       1280
-## 33119 33119     A7X203       1280
-## 33120 33120     A7X204       1280
-## 33121 33121     A7X204       1280
-## 33122 33122     A7X240       1280
-## 33123 33123     A7X274       1280
-## 33124 33124     A7X295       1280
-## 33125 33125     A7X2B3       1280
-## 33126 33126     A7X2C3       1280
-## 33127 33127     A7X2C3       1280
-## 33128 33128     A7X2C3       1280
-## 33129 33129     A7X2C3       1280
-## 33130 33130     A7X2C3       1280
-## 33131 33131     A7X2C3       1280
-## 33132 33132     A7X2C3       1280
-## 33133 33133     A7X2C3       1280
-## 33134 33134     A7X2C3       1280
-## 33135 33135     A7X2C3       1280
-## 33136 33136     A7X2C3       1280
-## 33137 33137     A7X2C3       1280
-## 33138 33138     A7X2C3       1280
-## 33139 33139     A7X2C3       1280
-## 33140 33140     A7X2C3       1280
-## 33141 33141     A7X2C3       1280
-## 33142 33142     A7X2C3       1280
-## 33143 33143     A7X2C3       1280
-## 33144 33144     A7X2C3       1280
-## 33145 33145     A7X2C3       1280
-## 33146 33146     A7X2C3       1280
-## 33147 33147     A7X2C5       1280
-## 33148 33148     A7X2C5       1280
-## 33149 33149     A7X2C5       1280
-## 33150 33150     A7X2C5       1280
-## 33151 33151     A7X2C5       1280
-## 33152 33152     A7X2C5       1280
-## 33153 33153     A7X2C5       1280
-## 33154 33154     A7X2E0       1280
-## 33155 33155     A7X2K7       1280
-## 33156 33156     A7X2M2       1280
-## 33157 33157     A7X2P9       1280
-## 33158 33158     A7X2Q9       1280
-## 33159 33159     A7X2Q9       1280
-## 33160 33160     A7X2R9       1280
-## 33161 33161     A7X2S0       1280
-## 33162 33162     A7X2W8       1280
-## 33163 33163     A7X2X2       1280
-## 33164 33164     A7X2X2       1280
-## 33165 33165     A7X2Y0       1280
-## 33166 33166     A7X2Y0       1280
-## 33167 33167     A7X2Y0       1280
-## 33168 33168     A7X2Y1       1280
-## 33169 33169     A7X2Y7       1280
-## 33170 33170     A7X2Y8       1280
-## 33171 33171     A7X328       1280
-## 33172 33172     A7X328       1280
-## 33173 33173     A7X358       1280
-## 33174 33174     A7X361       1280
-## 33175 33175     A7X364       1280
-## 33176 33176     A7X393       1280
-## 33177 33177     A7X397       1280
-## 33178 33178     A7X3C8       1280
-## 33179 33179     A7X3E0       1280
-## 33180 33180     A7X3E0       1280
-## 33181 33181     A7X3F0       1280
-## 33182 33182     A7X3G5       1280
-## 33183 33183     A7X3J9       1280
-## 33184 33184     A7X3N2       1280
-## 33185 33185     A7X3N3       1280
-## 33186 33186     A7X3U8       1280
-## 33187 33187     A7X3V5       1280
-## 33188 33188     A7X3Y3       1280
-## 33189 33189     A7X3Z1       1280
-## 33190 33190     A7X3Z1       1280
-## 33191 33191     A7X3Z2       1280
-## 33192 33192     A7X3Z7         NA
-## 33193 33193     A7X413         NA
-## 33194 33194     A7X424       1280
-## 33195 33195     A7X426       1280
-## 33196 33196     A7X427       1280
-## 33197 33197     A7X427       1280
-## 33198 33198     A7X430       1280
-## 33199 33199     A7X430       1280
-## 33200 33200     A7X430       1280
-## 33201 33201     A7X430       1280
-## 33202 33202     A7X4K1         NA
-## 33203 33203     A7X4K7         NA
-## 33204 33204     A7X4L6       1280
-## 33205 33205     A7X4L9       1280
-## 33206 33206     A7X4M1         NA
-## 33207 33207     A7X4N3       1280
-## 33208 33208     A7X4S9       1280
-## 33209 33209     A7X4S9       1280
-## 33210 33210     A7X4U2       1280
-## 33211 33211     A7X4U2       1280
-## 33212 33212     A7X4U2       1280
-## 33213 33213     A7X4U4       1280
-## 33214 33214     A7X4U5       1280
-## 33215 33215     A7X522       1280
-## 33216 33216     A7X575       1280
-## 33217 33217     A7X575       1280
-## 33218 33218     A7X5F0       1280
-## 33219 33219     A7X5J9       1280
-## 33220 33220     A7X5K8       1280
-## 33221 33221     A7X5M4       1280
-## 33222 33222     A7X5R6         NA
-## 33223 33223     A7X5R6         NA
-## 33224 33224     A7X5R6         NA
-## 33225 33225     A7X5R6         NA
-## 33226 33226     A7X5R6         NA
-## 33227 33227     A7X5R6         NA
-## 33228 33228     A7X5R6         NA
-## 33229 33229     A7X5R6         NA
-## 33230 33230     A7X5R6         NA
-## 33231 33231     A7X5R6         NA
-## 33232 33232     A7X5R6         NA
-## 33233 33233     A7X5R6         NA
-## 33234 33234     A7X5R6         NA
-## 33235 33235     A7X5R6         NA
-## 33236 33236     A7X5R6         NA
-## 33237 33237     A7X5Y5       1280
-## 33238 33238     A7X5Z9       1280
-## 33239 33239     A7X659       1280
-## 33240 33240     A7X659       1280
-## 33241 33241     A7X659       1280
-## 33242 33242     A7X659       1280
-## 33243 33243     A7X669       1280
-## 33244 33244     A7X6I5       1280
-## 33245 33245     A7X6I5       1280
-## 33246 33246     A7X6I5       1280
-## 33247 33247     A7X6I5       1280
-## 33248 33248     A7X6I5       1280
-## 33249 33249     A7X6I5       1280
-## 33250 33250     A7X6I5       1280
-## 33251 33251     A7X6P1       1280
-## 33252 33252     A7X6S1       1280
-## 33253 33253     A7X6S1       1280
-## 33254 33254     A7X6S1       1280
-## 33255 33255     A7X6S1       1280
-## 33256 33256     A7X6S1       1280
-## 33257 33257     A7X735       1280
-## 33258 33258     A7X771       1280
-## 33259 33259     A7X771       1280
-## 33260 33260     A7X7A5       1280
-## 33261 33261     A7X7A7       1280
-## 33262 33262     A7X7A8       1280
-## 33263 33263     A7X7B0       1280
-## 33264 33264     A7X8B3         NA
-## 33265 33265     A7X8B3         NA
-## 33266 33266     A7X8B3         NA
-## 33267 33267     A7X8B3         NA
-## 33268 33268     A7X8B3         NA
-## 33269 33269     A7X8B3         NA
-## 33270 33270     A7X8B5         NA
-## 33271 33271     A7X8B5         NA
-## 33272 33272     A7X8B5         NA
-## 33273 33273     A7X8B5         NA
-## 33274 33274     A7X8B5         NA
-## 33275 33275     A7X8B7       9593
-## 33276 33276     A7X8B7       9593
-## 33277 33277     A7X8B7       9593
-## 33278 33278     A7X8B7       9593
-## 33279 33279     A7X8B7       9593
-## 33280 33280     A7X8B9         NA
-## 33281 33281     A7X8B9         NA
-## 33282 33282     A7X8B9         NA
-## 33283 33283     A7X8B9         NA
-## 33284 33284     A7X8B9         NA
-## 33285 33285     A7X8C2         NA
-## 33286 33286     A7X8C2         NA
-## 33287 33287     A7X8C2         NA
-## 33288 33288     A7X8C2         NA
-## 33289 33289     A7X8C2         NA
-## 33290 33290     A7X8C4         NA
-## 33291 33291     A7X8C4         NA
-## 33292 33292     A7X8C4         NA
-## 33293 33293     A7X8C4         NA
-## 33294 33294     A7X8C4         NA
-## 33295 33295     A7X8C7         NA
-## 33296 33296     A7X8C7         NA
-## 33297 33297     A7X8C7         NA
-## 33298 33298     A7X8C7         NA
-## 33299 33299     A7X8C9         NA
-## 33300 33300     A7X8C9         NA
-## 33301 33301     A7X8C9         NA
-## 33302 33302     A7X8D2         NA
-## 33303 33303     A7X8D2         NA
-## 33304 33304     A7X8D4         NA
-## 33305 33305     A7X8D4         NA
-## 33306 33306     A7X8D4         NA
-## 33307 33307     A7XCC9      68887
-## 33308 33308     A7XCC9      68887
-## 33309 33309     A7XCC9      68887
-## 33310 33310     A7XCD9      68887
-## 33311 33311     A7XCD9      68887
-## 33312 33312     A7XCE1      68887
-## 33313 33313     A7XCE1      68887
-## 33314 33314     A7XCE1      68887
-## 33315 33315     A7XCE1      68887
-## 33316 33316     A7XCE4      68887
-## 33317 33317     A7XCE4      68887
-## 33318 33318     A7XCE4      68887
-## 33319 33319     A7XCE4      68887
-## 33320 33320     A7XCE4      68887
-## 33321 33321     A7XCE4      68887
-## 33322 33322     A7XCE8      68887
-## 33323 33323     A7XCE8      68887
-## 33324 33324     A7XCE8      68887
-## 33325 33325     A7XCE8      68887
-## 33326 33326     A7XCE8      68887
-## 33327 33327     A7XDQ9         NA
-## 33328 33328     A7XDQ9         NA
-## 33329 33329     A7XDQ9         NA
-## 33330 33330     A7XDQ9         NA
-## 33331 33331     A7XGN8         NA
-## 33332 33332     A7XGN8         NA
-## 33333 33333     A7XGN8         NA
-##  [ reached 'max' / getOption("max.print") -- omitted 343801 rows ]
-

one viral Protein can have multiple hosts and one viral TR can appear in multiple hosts (TR_id 8961 appear in host 4072, 4097, …)

-
select(tr_all_sp_virus.long, TR_id, ID, Species_ID, Species_ID_virushost)[8:19,]
-
##    TR_id     ID Species_ID Species_ID_virushost
-## 8   1839 A0MD32      28344                 9823
-## 9   1879 A0MZE1         NA                  562
-## 10  1900 A0PJ24         NA                42520
-## 11  8961 A1XIP9     370833                 4072
-## 12  8961 A1XIP9     370833                 4097
-## 13  8961 A1XIP9     370833                 4081
-## 14  8961 A1XIP9     370833                 4111
-## 15  8961 A1XIP9     370833                 4113
-## 16  8962 A1XIP9     370833                 4072
-## 17  8962 A1XIP9     370833                 4097
-## 18  8962 A1XIP9     370833                 4081
-## 19  8962 A1XIP9     370833                 4111
-
-
-

Attempt 1: Put all the information in one table

-
-

Count TR by host Superkingdoms

-
## Initialize vectors for each host SK
-SK <- data.frame(Var1 = c("Eukaryotic_viruses", "Bacterial_viruses", "archaeal_viruses", "NAs"),
-Freq = c(0,0,0,0))
-
-## Determine for each viral TR it's host SK
-for ( i in tr_all_sp_virus.long$ID){
-  # SK <- table(tr_all_sp_virus.long$Superkingdom_virushost[1])
-  # SK <- SK + table(tr_all_sp_virus.long$Superkingdom_virushost[which(tr_all_sp_virus.long$TR_id == i)])
-  # print(table(tr_all_sp_virus.long$Superkingdom_virushost[which(tr_all_sp_virus.long$TR_id == i)]))
-  temp <- as.data.frame(table(tr_all_sp_virus.long$Superkingdom_virushost[which(tr_all_sp_virus.long$ID == i)]))
-  if (nrow(temp) == 0){
-    SK$Freq[which(SK$Var1 == "NAs")]  <- SK$Freq[which(SK$Var1 == "NAs")] + 1
-  } else {
-    for (j in 1:nrow(temp)){
-      # print(j)}}
-      if (temp[j,1] == "Eukaryotic viruses"){
-        SK$Freq[which(SK$Var1 == "Eukaryotic_viruses")]  <- SK$Freq[j] + temp$Freq[j]
-      } else if(temp[j,1] == "Bacterial viruses"){
-        SK$Freq[which(SK$Var1 == "Bacterial_viruses")]  <- SK$Freq[j] + temp$Freq[j]
-      } else if (temp[j,1] == "archaeal viruses"){
-        SK$Freq[which(SK$Var1 == "archaeal_viruses")]  <- SK$Freq[j] + temp$Freq[j]
-      }
-    }
-  }
-}
-
-SK
-
##                 Var1   Freq
-## 1 Eukaryotic_viruses 186274
-## 2  Bacterial_viruses   3399
-## 3   archaeal_viruses    885
-## 4                NAs      0
-

INTERPRETATION: 75357 viral TRs were detected in Eukaryotic hosts etc.. TODO: Why so big numbers detected? sum(SK$Freq) = 218707 because for each protein, even if it has multiple TRs (many $ID), all Superkingdoms are summed up

-
-
-
-

Attempt 2: Extract the information of each table seperately and but it toghether afterwards. Not all-in-one table

-

To get the correlation between the TR content of viral proteins and the TR content of their host organisms. TODO: Find out if more important to get the length of the TRs (how many units they have) or the TR content per protein?

-

all proteins (w/ and w/o) which have a viral host annotated:

-
nrow(sp_all[which(sp_all$virus_hosts != ""),])
-
## [1] 16531
-

all protein which have TRs and an annotated host:

-
nrow(tr_all_sp[which(tr_all_sp$virus_hosts != ""),])
-
## [1] 13263
-
-
-
-

why not cake diagram: http://static1.squarespace.com/static/56713bf4dc5cb41142f28d1f/5671e8bf816924fc22651410/5671eb2e816924fc22651bc9/1450306350612/devourThePie3.gif?format=original

-
-

Look up table

-

for connecting virushost species which have proteins in swissprot with TRs with other tables by either TR_id for information retrieval per TR or Protein_id for information retrieval per Protein or Species_id for information about either TRs or Proteins per species and analogous for superkingdoms.

-
virushostspecies <- data.frame(TR_ID = tr_all_sp_virus.long$TR_id,
-                               Protein_ID = tr_all_sp_virus.long$ID,
-                               Species_ID_virushost = tr_all_sp_virus.long$Species_ID_virushost,
-                               Superkingdom_virushost = tr_all_sp_virus.long$Superkingdom_virushost)
-
#### Virushost information
-# with >0 TRs
-df_archaea_virushost <- as.data.frame(table(
-  table(tr_all_sp$ID[which(tr_all_sp$Species_ID %in% virushostspecies$Species_ID_virushost & 
-                             tr_all_sp$Superkingdom == "Archaea")]) # make frequency table of all TRs coming from species, which are virushosts and Archaea
-))
-# with 0 TRs
-df_archaea_virushost[1,2] <- length(sp_all$ID[which(sp_all$Species_ID %in% virushostspecies$Species_ID_virushost &
-                                                      sp_all$ID %!in% tr_all_sp$ID & 
-                                                      sp_all$Superkingdom == "Archaea")]) # count all proteins coming from species which are virushost, have no TRs and are Achaea
-# sum all nTR > 4 and add to nTR = 4
-colnames(df_archaea_virushost)<- c("nTR", "Freq")
-for (i in df_archaea_virushost$nTR){
-  if (i >4){
-    df_archaea_virushost$Freq[5] <- df_archaea_virushost$Freq[5] + df_archaea_virushost$Freq[which(df_archaea_virushost$nTR == i)] 
-  }
-}
-df_archaea_virushost <- df_archaea_virushost[1:5,]
-# calculate fraction of nTR
-df_archaea_virushost$fraction_nTR <- simplify2array(lapply(df_archaea_virushost$Freq, FUN = function(x){round(as.numeric(x)/sum(df_archaea_virushost$Freq), 3)}))
-df_archaea_virushost$Superkingdom <- rep("Archaeaic Virushost", nrow(df_archaea_virushost))
-
-#### Regular information
-## get all proteins with archaeal origin:
-# with >0 TRs
-df_archaea <- as.data.frame(table(
-  table(tr_all_sp$ID[which(tr_all_sp$Superkingdom == "Archaea")])
-))
-# with 0 TRs
-df_archaea[1,2] <- length(sp_all$ID[which(sp_all$ID %!in% tr_all_sp$ID & sp_all$Superkingdom == "Archaea")])
-# sum all nTR > 4 and add to nTR = 4
-colnames(df_archaea)<- c("nTR", "Freq")
-for (i in df_archaea$nTR){
-  if (i >4){
-    df_archaea$Freq[5] <- df_archaea$Freq[5] + df_archaea$Freq[which(df_archaea$nTR == i)] 
-  }
-}
-df_archaea <- df_archaea[1:5,]
-# calculate fraction of nTR
-df_archaea$fraction_nTR <- simplify2array(lapply(df_archaea$Freq, FUN = function(x){round(as.numeric(x)/sum(df_archaea$Freq), 3)}))
-df_archaea$Superkingdom <- rep("Archaea", nrow(df_archaea))
-
-#### Put toghether Regular info and Virushost info:
-df_archaea <- rbind(df_archaea, df_archaea_virushost)
-# # test dataframe:
-# df_archaea <- data.frame(Superkingdom = c(rep("Archaea", 5), rep("Archaeal Virus", 5)),
-#                          fraction_nTR = c(rep(c(0.71,0.23,0.04,0.01,0.001), 2)),
-#                          nTR = c(rep(as.character(seq(0,4,1)))))
-df_archaea
-
##    nTR  Freq fraction_nTR        Superkingdom
-## 1    0 12950        0.669             Archaea
-## 2    1  4814        0.249             Archaea
-## 3    2  1134        0.059             Archaea
-## 4    3   323        0.017             Archaea
-## 5    4   147        0.008             Archaea
-## 6    0  1058        0.681 Archaeaic Virushost
-## 7    1   409        0.263 Archaeaic Virushost
-## 8    2    54        0.035 Archaeaic Virushost
-## 9    3    24        0.015 Archaeaic Virushost
-## 10   4     8        0.005 Archaeaic Virushost
-
str(df_archaea)
-
## 'data.frame':    10 obs. of  4 variables:
-##  $ nTR         : Factor w/ 12 levels "0","1","2","3",..: 1 2 3 4 5 1 2 3 4 5
-##  $ Freq        : int  12950 4814 1134 323 147 1058 409 54 24 8
-##  $ fraction_nTR: num  0.669 0.249 0.059 0.017 0.008 0.681 0.263 0.035 0.015 0.005
-##  $ Superkingdom: chr  "Archaea" "Archaea" "Archaea" "Archaea" ...
-
#### Plots
-if (DOBARPLOT_STACK){
-  p <- ggplot(data=df_archaea, aes(x=factor(1), y=fraction_nTR, fill=nTR)) +
-    geom_bar(stat="identity", position = "fill")+
-    facet_grid(~Superkingdom)+
-    # geom_text(aes(y=fraction_nTR, label=nTR), vjust=1.6,
-    #           color="white", size=3.5)+
-    # geom_label_repel(aes(label = nTR), size=4, show.legend = F, nudge_x = 1,
-    #                  segment.size = .5, direction = 'x')+
-    scale_fill_brewer(palette="Dark2")+
-    ggtitle("Archaea")+
-    labs(x="", y="Fraction", fill= "TR count")+
-    theme_minimal()
-  p <- beautifier(p)+
-    theme(
-      axis.title.x = element_blank(),
-      panel.border = element_blank(),
-      panel.grid.minor = element_blank(),
-      panel.grid.major.x = element_blank(),
-      axis.ticks = element_blank(),
-      axis.text.x.bottom = element_blank(),
-      plot.title=element_text(size=14, face="bold")
-    )
-  p
-  if (save == TRUE) {
-    ggsave(paste0(pathImages, "virus_virushost_archaea_bar", figureFormat), width=12, height=8, dpi = 300)}
-} else if (DOPIECHART) { 
-  p <- ggplot(data=df_archaea, aes(x=factor(1), y=fraction_nTR, fill=nTR)) +
-    geom_bar(stat="identity", position = "fill")+
-    coord_polar("y") + 
-    facet_grid(~Superkingdom)+
-    # geom_text(aes(y=fraction_nTR, label=nTR), vjust=1.6,
-    #           color="white", size=3.5)+
-    scale_fill_brewer(palette="Dark2")+
-    # ggtitle("Archaea")+
-    labs(fill= "TR count")+
-    theme_minimal()
-  p <- beautifier(p)+
-    theme(
-      axis.title.x = element_blank(),
-      axis.title.y = element_blank(),
-      panel.border = element_blank(),
-      panel.grid=element_blank(),
-      axis.ticks = element_blank(),
-      axis.text = element_blank(),
-      strip.text = element_text(size=14, face="bold")
-      # plot.title=element_text(size=14, face="bold")
-    )+
-    geom_label_repel(aes(label = paste0(fraction_nTR*100,"%")), size=4, show.legend = F, nudge_x = 1,
-                     segment.size = .5, direction = 'x')
-  p
-  if (save == TRUE) {
-    ggsave(paste0(pathImages, "virus_virushost_archaea_pie", figureFormat), width=12, height=8, dpi = 300)}
-} else if (DOBARPLOT) {
-  p <- ggplot(data=df_archaea, aes(x=df_archaea$nTR, y=df_archaea$fraction_nTR, fill=df_archaea$nTR)) +
-    geom_bar(stat="identity")+
-    facet_grid(~Superkingdom)+
-    # geom_text(aes(y = labpos, label=paste0(fraction_nTR*100,"%")), vjust=1.6,
-    #           color="white", size=3.5)+
-    # geom_label_repel(aes(label = nTR), size=4, show.legend = F, nudge_x = 1,
-    #                  segment.size = .5, direction = 'x')+
-    # geom_text(data = ann_text, label=paste0(as.numeric(as.character(ann_text$fraction_nTR))*100,"%"))+
-    scale_fill_brewer(palette="Dark2")+
-    ggtitle("Archaea")+
-    # labs(y="Fraction", x= "TR count", fill = "TR count")+
-    labs(y="Fraction", x= "TR count", fill = "TR count")+
-    theme_minimal()
-  p <- beautifier(p)+
-    theme(
-      axis.title.x = element_blank(),
-      panel.border = element_blank(),
-      panel.grid.minor = element_blank(),
-      panel.grid.major.x = element_blank(),
-      axis.ticks = element_blank(),
-      axis.text.x.bottom = element_blank(),
-      # axis.text.x.bottom = element_text(angle = 0),
-      plot.title=element_text(size=14, face="bold")
-    )
-  p 
-  if (save == TRUE) {
-    ggsave(paste0(pathImages, "virus_virushost_archaea_bar2", figureFormat), width=12, height=8, dpi = 300)}
-}
-
#### Virushost information
-# with >0 TRs
-df_bacteria_virushost <- as.data.frame(table(
-  table(tr_all_sp$ID[which(tr_all_sp$Species_ID %in% virushostspecies$Species_ID_virushost & 
-                             tr_all_sp$Superkingdom == "Bacteria")]) # make frequency table of all TRs coming from species, which are virushosts and Archaea
-))
-# with 0 TRs
-df_bacteria_virushost[1,2] <- length(sp_all$ID[which(sp_all$Species_ID %in% virushostspecies$Species_ID_virushost &
-                                                       sp_all$ID %!in% tr_all_sp$ID & 
-                                                       sp_all$Superkingdom == "Bacteria")]) # count all proteins coming from species which are virushost, have no TRs and are Achaea
-# sum all nTR > 4 and add to nTR = 4
-colnames(df_bacteria_virushost)<- c("nTR", "Freq")
-for (i in df_bacteria_virushost$nTR){
-  if (i >4){
-    df_bacteria_virushost$Freq[5] <- df_bacteria_virushost$Freq[5] + df_bacteria_virushost$Freq[which(df_bacteria_virushost$nTR == i)] 
-  }
-}
-df_bacteria_virushost <- df_bacteria_virushost[1:5,]
-# calculate fraction of nTR
-df_bacteria_virushost$fraction_nTR <- simplify2array(lapply(df_bacteria_virushost$Freq, FUN = function(x){round(as.numeric(x)/sum(df_bacteria_virushost$Freq), 3)}))
-df_bacteria_virushost$Superkingdom <- rep("Bacterial Virushost", nrow(df_bacteria_virushost))
-
-#### Regular information
-## get all proteins with bacterial origin:
-# with >0 TRs
-df_bacteria <- as.data.frame(table(
-  table(tr_all_sp$ID[which(tr_all_sp$Superkingdom == "Bacteria")])
-))
-# with 0 TRs
-df_bacteria[1,2] <- length(sp_all$ID[which(sp_all$ID %!in% tr_all_sp$ID & sp_all$Superkingdom == "Bacteria")])
-# sum all nTR > 4 and add to nTR = 4
-colnames(df_bacteria)<- c("nTR", "Freq")
-for (i in df_bacteria$nTR){
-  if (i >4){
-    df_bacteria$Freq[5] <- df_bacteria$Freq[5] + df_bacteria$Freq[which(df_bacteria$nTR == i)] 
-  }
-}
-df_bacteria <- df_bacteria[1:5,]
-# calculate fraction of nTR
-df_bacteria$fraction_nTR <- simplify2array(lapply(df_bacteria$Freq, FUN = function(x){round(as.numeric(x)/sum(df_bacteria$Freq), 3)}))
-df_bacteria$Superkingdom <- rep("Bacteria", nrow(df_bacteria))
-
-#### Put toghether Regular info and Virushost info:
-df_bacteria <- rbind(df_bacteria, df_bacteria_virushost)
-df_bacteria
-
##    nTR   Freq fraction_nTR        Superkingdom
-## 1    0 228485        0.688            Bacteria
-## 2    1  76055        0.229            Bacteria
-## 3    2  19782        0.060            Bacteria
-## 4    3   5429        0.016            Bacteria
-## 5    4   2496        0.008            Bacteria
-## 6    0  43418        0.703 Bacterial Virushost
-## 7    1  13478        0.218 Bacterial Virushost
-## 8    2   3524        0.057 Bacterial Virushost
-## 9    3    968        0.016 Bacterial Virushost
-## 10   4    398        0.006 Bacterial Virushost
-
str(df_bacteria)
-
## 'data.frame':    10 obs. of  4 variables:
-##  $ nTR         : Factor w/ 36 levels "0","1","2","3",..: 1 2 3 4 5 1 2 3 4 5
-##  $ Freq        : int  228485 76055 19782 5429 2496 43418 13478 3524 968 398
-##  $ fraction_nTR: num  0.688 0.229 0.06 0.016 0.008 0.703 0.218 0.057 0.016 0.006
-##  $ Superkingdom: chr  "Bacteria" "Bacteria" "Bacteria" "Bacteria" ...
-
#### Plots
-if (DOBARPLOT_STACK){
-  p <- ggplot(data=df_bacteria, aes(x=factor(1), y=fraction_nTR, fill=nTR)) +
-    geom_bar(stat="identity", position = "fill")+
-    facet_grid(~Superkingdom)+
-    # geom_text(aes(y=fraction_nTR, label=nTR), vjust=1.6,
-    #           color="white", size=3.5)+
-    # geom_label_repel(aes(label = nTR), size=4, show.legend = F, nudge_x = 1,
-    #                  segment.size = .5, direction = 'x')+
-    scale_fill_brewer(palette="Dark2")+
-    ggtitle("Bacteria")+
-    labs(x="", y="Fraction", fill= "TR count")+
-    theme_minimal()
-  p <- beautifier(p)+
-    theme(
-      axis.title.x = element_blank(),
-      panel.border = element_blank(),
-      panel.grid.minor = element_blank(),
-      panel.grid.major.x = element_blank(),
-      axis.ticks = element_blank(),
-      axis.text.x.bottom = element_blank(),
-      plot.title=element_text(size=14, face="bold")
-    )
-  p
-  if (save == TRUE) {
-    ggsave(paste0(pathImages, "virus_virushost_bacteria_bar", figureFormat), width=12, height=8, dpi = 300)}
-} else if (DOPIECHART) { # piechart
-  p <- ggplot(data=df_bacteria, aes(x=factor(1), y=fraction_nTR, fill=nTR)) +
-    geom_bar(stat="identity", position = "fill")+
-    coord_polar("y") + 
-    facet_grid(~Superkingdom)+
-    # geom_text(aes(y=fraction_nTR, label=nTR), vjust=1.6,
-    #           color="white", size=3.5)+
-    scale_fill_brewer(palette="Dark2")+
-    # ggtitle("Bacteria")+
-    labs(fill= "TR count")+
-    theme_minimal()
-  p <- beautifier(p)+
-    theme(
-      axis.title.x = element_blank(),
-      axis.title.y = element_blank(),
-      panel.border = element_blank(),
-      panel.grid=element_blank(),
-      axis.ticks = element_blank(),
-      axis.text = element_blank(),
-      strip.text = element_text(size=14, face="bold")
-      # plot.title=element_text(size=14, face="bold")
-    )+
-    geom_label_repel(aes(label = paste0(fraction_nTR*100,"%")), size=4, show.legend = F, nudge_x = 1,
-                     segment.size = .5, direction = 'x')
-  p
-  if (save == TRUE) {
-    ggsave(paste0(pathImages, "virus_virushost_bacteria_pie", figureFormat), width=12, height=8, dpi = 300)}
-} else if (DOBARPLOT) {
-  p <- ggplot(data=df_bacteria, aes(x=df_bacteria$nTR, y=df_bacteria$fraction_nTR, fill=df_bacteria$nTR)) +
-    geom_bar(stat="identity")+
-    facet_grid(~Superkingdom)+
-    # geom_text(aes(y = labpos, label=paste0(fraction_nTR*100,"%")), vjust=1.6,
-    #           color="white", size=3.5)+
-    # geom_label_repel(aes(label = nTR), size=4, show.legend = F, nudge_x = 1,
-    #                  segment.size = .5, direction = 'x')+
-    # geom_text(data = ann_text, label=paste0(as.numeric(as.character(ann_text$fraction_nTR))*100,"%"))+
-    scale_fill_brewer(palette="Dark2")+
-    ggtitle("Bacteria")+
-    # labs(y="Fraction", x= "TR count", fill = "TR count")+
-    labs(y="Fraction", x= "TR count", fill = "TR count")+
-    theme_minimal()
-  p <- beautifier(p)+
-    theme(
-      axis.title.x = element_blank(),
-      panel.border = element_blank(),
-      panel.grid.minor = element_blank(),
-      panel.grid.major.x = element_blank(),
-      axis.ticks = element_blank(),
-      axis.text.x.bottom = element_blank(),
-      # axis.text.x.bottom = element_text(angle = 0),
-      plot.title=element_text(size=14, face="bold")
-    )
-  p 
-  if (save == TRUE) {
-    ggsave(paste0(pathImages, "virus_virushost_bacteria_bar2", figureFormat), width=12, height=8, dpi = 300)}
-}
-
#### Virushost information
-# with >0 TRs
-df_eukaryota_virushost <- as.data.frame(table(
-  table(tr_all_sp$ID[which(tr_all_sp$Species_ID %in% virushostspecies$Species_ID_virushost & 
-                             tr_all_sp$Superkingdom == "Eukaryota")])
-))
-# make frequency table of all TRs coming fromk eukaryotic virushost species.
-
-# with 0 TRs
-df_eukaryota_virushost[1,2] <- length(sp_all$ID[which(sp_all$Species_ID %in% virushostspecies$Species_ID_virushost &
-                                                        sp_all$ID %!in% tr_all_sp$ID & 
-                                                        sp_all$Superkingdom == "Eukaryota")]) # count all proteins coming from species which are virushost, have no TRs and are Achaea
-# sum all nTR > 4 and add to nTR = 4
-colnames(df_eukaryota_virushost)<- c("nTR", "Freq")
-for (i in df_eukaryota_virushost$nTR){
-  if (i >4){
-    df_eukaryota_virushost$Freq[5] <- df_eukaryota_virushost$Freq[5] + df_eukaryota_virushost$Freq[which(df_eukaryota_virushost$nTR == i)] 
-  }
-}
-df_eukaryota_virushost <- df_eukaryota_virushost[1:5,]
-# calculate fraction of nTR
-df_eukaryota_virushost$fraction_nTR <- simplify2array(lapply(df_eukaryota_virushost$Freq, FUN = function(x){round(as.numeric(x)/sum(df_eukaryota_virushost$Freq), 3)}))
-df_eukaryota_virushost$Superkingdom <- rep("Eukaryotic Virushost", nrow(df_eukaryota_virushost))
-
-#### Regular information
-## get all proteins with archaeal origin:
-# with >0 TRs
-df_eukaryota <- as.data.frame(table(
-  table(tr_all_sp$ID[which(tr_all_sp$Superkingdom == "Eukaryota")])
-))
-# with 0 TRs
-df_eukaryota[1,2] <- length(sp_all$ID[which(sp_all$ID %!in% tr_all_sp$ID & sp_all$Superkingdom == "Eukaryota")])
-# sum all nTR > 4 and add to nTR = 4
-colnames(df_eukaryota)<- c("nTR", "Freq")
-for (i in df_eukaryota$nTR){
-  if (i >4){
-    df_eukaryota$Freq[5] <- df_eukaryota$Freq[5] + df_eukaryota$Freq[which(df_eukaryota$nTR == i)] 
-  }
-}
-df_eukaryota <- df_eukaryota[1:5,]
-# calculate fraction of nTR
-df_eukaryota$fraction_nTR <- simplify2array(lapply(df_eukaryota$Freq, FUN = function(x){round(as.numeric(x)/sum(df_eukaryota$Freq), 3)}))
-df_eukaryota$Superkingdom <- rep("Eukaryota", nrow(df_eukaryota))
-
-#### Put toghether Regular info and Virushost info:
-df_eukaryota <- rbind(df_eukaryota, df_eukaryota_virushost)
-
-#### Add column for correct labelling
-df_eukaryota <- df_eukaryota %>% 
-  group_by(Superkingdom) %>% 
-  mutate(labpos = cumsum(fraction_nTR)- fraction_nTR/2)
-
-df_eukaryota
-
## # A tibble: 10 x 5
-## # Groups:   Superkingdom [2]
-##    nTR    Freq fraction_nTR Superkingdom         labpos
-##    <fct> <int>        <dbl> <chr>                 <dbl>
-##  1 0     89342        0.496 Eukaryota             0.248
-##  2 1     47498        0.264 Eukaryota             0.628
-##  3 2     21179        0.118 Eukaryota             0.819
-##  4 3     10023        0.056 Eukaryota             0.906
-##  5 4     12132        0.067 Eukaryota             0.968
-##  6 0      6116        0.464 Eukaryotic Virushost  0.232
-##  7 1      3673        0.279 Eukaryotic Virushost  0.604
-##  8 2      1769        0.134 Eukaryotic Virushost  0.81 
-##  9 3       829        0.063 Eukaryotic Virushost  0.909
-## 10 4       799        0.061 Eukaryotic Virushost  0.971
-
str(df_eukaryota)
-
## Classes 'grouped_df', 'tbl_df', 'tbl' and 'data.frame':  10 obs. of  5 variables:
-##  $ nTR         : Factor w/ 59 levels "0","1","2","3",..: 1 2 3 4 5 1 2 3 4 5
-##  $ Freq        : int  89342 47498 21179 10023 12132 6116 3673 1769 829 799
-##  $ fraction_nTR: num  0.496 0.264 0.118 0.056 0.067 0.464 0.279 0.134 0.063 0.061
-##  $ Superkingdom: chr  "Eukaryota" "Eukaryota" "Eukaryota" "Eukaryota" ...
-##  $ labpos      : num  0.248 0.628 0.819 0.906 0.968 ...
-##  - attr(*, "groups")=Classes 'tbl_df', 'tbl' and 'data.frame':   2 obs. of  2 variables:
-##   ..$ Superkingdom: chr  "Eukaryota" "Eukaryotic Virushost"
-##   ..$ .rows       :List of 2
-##   .. ..$ : int  1 2 3 4 5
-##   .. ..$ : int  6 7 8 9 10
-##   ..- attr(*, ".drop")= logi TRUE
-
#### Plots
-if (DOBARPLOT_STACK){
-  p <- ggplot(data=df_eukaryota, aes(x=factor(1), y=fraction_nTR, fill=nTR)) +
-    geom_bar(stat="identity", position = "fill")+
-    facet_grid(~Superkingdom)+
-    # geom_text(aes(y=fraction_nTR, label=nTR), vjust=1.6,
-    #           color="white", size=3.5)+
-    # geom_label_repel(aes(label = nTR), size=4, show.legend = F, nudge_x = 1,
-    #                  segment.size = .5, direction = 'x')+
-    scale_fill_brewer(palette="Dark2")+
-    ggtitle("Eukaryota")+
-    labs(x="", y="Fraction", fill= "TR count")+
-    theme_minimal()
-  p <- beautifier(p)+
-    theme(
-      axis.title.x = element_blank(),
-      panel.border = element_blank(),
-      panel.grid.minor = element_blank(),
-      panel.grid.major.x = element_blank(),
-      axis.ticks = element_blank(),
-      axis.text.x.bottom = element_blank(),
-      plot.title=element_text(size=14, face="bold")
-    )
-  p
-  if (save == TRUE) {
-    ggsave(paste0(pathImages, "virus_virushost_eukaryota_bar", figureFormat), width=12, height=8, dpi = 300)}
-} else if (DOPIECHART) { # piechart
-  p <- ggplot(data=df_eukaryota, aes(x=factor(1), y=fraction_nTR, fill=nTR)) + # TODO: fix labeling according to: https://stackoverflow.com/questions/24803460/r-ggplot2-add-labels-on-facet-pie-chart
-    geom_bar(stat="identity", position = "fill")+
-    coord_polar("y") + 
-    facet_grid(~Superkingdom)+
-    # geom_text(aes(y=fraction_nTR, label=nTR), vjust=1.6,
-    #           color="white", size=3.5)+
-    scale_fill_brewer(palette="Dark2")+
-    # ggtitle("Eukaryota")+
-    labs(fill= "TR count")+
-    theme_minimal()
-  p <- beautifier(p)+
-    theme(
-      axis.title.x = element_blank(),
-      axis.title.y = element_blank(),
-      panel.border = element_blank(),
-      panel.grid=element_blank(),
-      axis.ticks = element_blank(),
-      axis.text = element_blank(),
-      strip.text = element_text(size=14, face="bold")
-      # plot.title=element_text(size=14, face="bold")
-    )+
-    geom_label_repel(aes(label = paste0(fraction_nTR*100,"%")), size=4, show.legend = F, nudge_x = 1,
-                     segment.size = .5, direction = 'x')
-  # geom_text(aes(y=fraction_nTR, label=nTR), vjust=1.6,
-  #           color="white", size=3.5)
-  p
-  if (save == TRUE) {
-    ggsave(paste0(pathImages, "virus_virushost_eukaryota_pie", figureFormat), width=12, height=8, dpi = 300)}
-} else if (DOBARPLOT) {
-  p <- ggplot(data=df_eukaryota, aes(x=df_eukaryota$nTR, y=df_eukaryota$fraction_nTR, fill=df_eukaryota$nTR)) +
-    geom_bar(stat="identity")+
-    facet_grid(~Superkingdom)+
-    # geom_text(aes(y = labpos, label=paste0(fraction_nTR*100,"%")), vjust=1.6,
-    #           color="white", size=3.5)+
-    # geom_label_repel(aes(label = nTR), size=4, show.legend = F, nudge_x = 1,
-    #                  segment.size = .5, direction = 'x')+
-    # geom_text(data = ann_text, label=paste0(as.numeric(as.character(ann_text$fraction_nTR))*100,"%"))+
-    scale_fill_brewer(palette="Dark2")+
-    ggtitle("Eukaryota")+
-    # labs(y="Fraction", x= "TR count", fill = "TR count")+
-    labs(y="Fraction", x= "TR count", fill = "TR count")+
-    theme_minimal()
-  p <- beautifier(p)+
-    theme(
-      axis.title.x = element_blank(),
-      panel.border = element_blank(),
-      panel.grid.minor = element_blank(),
-      panel.grid.major.x = element_blank(),
-      axis.ticks = element_blank(),
-      axis.text.x.bottom = element_blank(),
-      # axis.text.x.bottom = element_text(angle = 0),
-      plot.title=element_text(size=14, face="bold")
-    )
-  p 
-  if (save == TRUE) {
-    ggsave(paste0(pathImages, "virus_virushost_eukaryota_bar2", figureFormat), width=12, height=8, dpi = 300)}
-}
-

same as above, but with the logic from extracting species level information (as i.e. for humans) Why slightly different results? -> With the approach of looking up the information about the superkingdom by tr_id (below), we find higher numbers for 0 TRs but less for >0TRs. Probably due to missing results in sp_all$Superkingdom which comes from 2015 swissprot entries and the virushostspecies_sp$Superkingdom_virushost is from 2019 ncbi taxonomy database which is expected to be more up to date with more entries

-
# virushost species which have trs in swissprot
-virushostspecies_tr <- data.frame(TR_ID = tr_all_sp_virus.long$TR_id,
-                               Protein_ID = tr_all_sp_virus.long$ID,
-                               Species_ID_virushost = tr_all_sp_virus.long$Species_ID_virushost,
-                               Superkingdom_virushost = tr_all_sp_virus.long$Superkingdom_virushost)
-
-#### Virushost information
-# with >0 TRs
-df_eukaryota_virushost <- as.data.frame(table(
-  table(tr_all_sp$ID[which(tr_all_sp$TR_id %in% virushostspecies_tr$TR_ID[which(virushostspecies_tr$Superkingdom_virushost == "Eukaryotic viruses")])]))) 
-# make frequency table of all TRs coming fromk eukaryotic virushost species.
-
-# with 0 TRs
-# virushost species which have proteins in swissprot
-virushostspecies_sp <- data.frame(Protein_ID = sp_all.long$ID,
-                                  Species_ID_virushost = sp_all.long$Species_ID_virushost,
-                                  Superkingdom_virushost = sp_all.long$Superkingdom_virushost)
-
-df_eukaryota_virushost[1,2] <- length(sp_all$ID[which(sp_all$ID %in% as.character(virushostspecies_sp$Protein_ID[which(virushostspecies_sp$Superkingdom_virushost == "Eukaryotic viruses")]) &
-                                                        sp_all$ID %!in% tr_all_sp$ID)]) # Take all viral proteins which are from a human host species. From those, select 
-# sum all nTR > 4 and add to nTR = 4
-colnames(df_eukaryota_virushost)<- c("nTR", "Freq")
-for (i in df_eukaryota_virushost$nTR){
-  if (i >4){
-    df_eukaryota_virushost$Freq[5] <- df_eukaryota_virushost$Freq[5] + df_eukaryota_virushost$Freq[which(df_eukaryota_virushost$nTR == i)] 
-  }
-}
-df_eukaryota_virushost <- df_eukaryota_virushost[1:5,]
-# calculate fraction of nTR
-df_eukaryota_virushost$fraction_nTR <- simplify2array(lapply(df_eukaryota_virushost$Freq, FUN = function(x){round(as.numeric(x)/sum(df_eukaryota_virushost$Freq), 3)}))
-df_eukaryota_virushost$Superkingdom <- rep("Eukaryotic Virushost", nrow(df_eukaryota_virushost))
-
-#### Regular information
-## get all proteins with archaeal origin:
-# with >0 TRs
-df_eukaryota <- as.data.frame(table(
-  table(tr_all_sp$ID[which(tr_all_sp$Superkingdom == "Eukaryota")])
-))
-# with 0 TRs
-df_eukaryota[1,2] <- length(sp_all$ID[which(sp_all$ID %!in% tr_all_sp$ID & 
-                                              sp_all$Superkingdom == "Eukaryota")])
-# sum all nTR > 4 and add to nTR = 4
-colnames(df_eukaryota)<- c("nTR", "Freq")
-for (i in df_eukaryota$nTR){
-  if (i >4){
-    df_eukaryota$Freq[5] <- df_eukaryota$Freq[5] + df_eukaryota$Freq[which(df_eukaryota$nTR == i)] 
-  }
-}
-df_eukaryota <- df_eukaryota[1:5,]
-# calculate fraction of nTR
-df_eukaryota$fraction_nTR <- simplify2array(lapply(df_eukaryota$Freq, FUN = function(x){round(as.numeric(x)/sum(df_eukaryota$Freq), 3)}))
-df_eukaryota$Superkingdom <- rep("Eukaryota", nrow(df_eukaryota))
-
-#### Put toghether Regular info and Virushost info:
-df_eukaryota <- rbind(df_eukaryota, df_eukaryota_virushost)
-
-#### Add column for correct labelling
-df_eukaryota <- df_eukaryota %>% 
-  group_by(Superkingdom) %>% 
-  # mutate(labpos = cumsum(fraction_nTR)- fraction_nTR/2)
-  # mutate(labpos = fraction_nTR *(2*pi)/2)
-  mutate(labpos = cumsum(fraction_nTR))
-
-df_eukaryota
-
## # A tibble: 10 x 5
-## # Groups:   Superkingdom [2]
-##    nTR    Freq fraction_nTR Superkingdom         labpos
-##    <fct> <int>        <dbl> <chr>                 <dbl>
-##  1 0     89342        0.496 Eukaryota             0.496
-##  2 1     47498        0.264 Eukaryota             0.76 
-##  3 2     21179        0.118 Eukaryota             0.878
-##  4 3     10023        0.056 Eukaryota             0.934
-##  5 4     12132        0.067 Eukaryota             1.00 
-##  6 0      6889        0.536 Eukaryotic Virushost  0.536
-##  7 1      3428        0.266 Eukaryotic Virushost  0.802
-##  8 2      1407        0.109 Eukaryotic Virushost  0.911
-##  9 3       576        0.045 Eukaryotic Virushost  0.956
-## 10 4       564        0.044 Eukaryotic Virushost  1
-
str(df_eukaryota)
-
## Classes 'grouped_df', 'tbl_df', 'tbl' and 'data.frame':  10 obs. of  5 variables:
-##  $ nTR         : Factor w/ 59 levels "0","1","2","3",..: 1 2 3 4 5 1 2 3 4 5
-##  $ Freq        : int  89342 47498 21179 10023 12132 6889 3428 1407 576 564
-##  $ fraction_nTR: num  0.496 0.264 0.118 0.056 0.067 0.536 0.266 0.109 0.045 0.044
-##  $ Superkingdom: chr  "Eukaryota" "Eukaryota" "Eukaryota" "Eukaryota" ...
-##  $ labpos      : num  0.496 0.76 0.878 0.934 1.001 ...
-##  - attr(*, "groups")=Classes 'tbl_df', 'tbl' and 'data.frame':   2 obs. of  2 variables:
-##   ..$ Superkingdom: chr  "Eukaryota" "Eukaryotic Virushost"
-##   ..$ .rows       :List of 2
-##   .. ..$ : int  1 2 3 4 5
-##   .. ..$ : int  6 7 8 9 10
-##   ..- attr(*, ".drop")= logi TRUE
-
# annotation data-frame
-# ann_text <- data.frame(fraction_nTR = factor(as.character( c((df_eukaryota$fraction_nTR[1:5]), (df_eukaryota$fraction_nTR[6:10])))),
-#                        lab = as.character( c((df_eukaryota$fraction_nTR[1:5]), (df_eukaryota$fraction_nTR[6:10]))),
-#                        Superkingdom = df_eukaryota$Superkingdom)
-
-#### Plots
-if (DOBARPLOT_STACK){
-  p <- ggplot(data=df_eukaryota, aes(x=factor(1), y=df_eukaryota$fraction_nTR, fill=df_eukaryota$nTR)) +
-    geom_bar(stat="identity", position = "fill")+
-    facet_grid(~Superkingdom)+
-    # geom_text(aes(y = labpos, label=paste0(fraction_nTR*100,"%")), vjust=1.6,
-    #           color="white", size=3.5)+
-    # geom_label_repel(aes(label = nTR), size=4, show.legend = F, nudge_x = 1,
-    #                  segment.size = .5, direction = 'x')+
-    # geom_text(data = ann_text, label=paste0(as.numeric(as.character(ann_text$fraction_nTR))*100,"%"))+
-    scale_fill_brewer(palette="Dark2")+
-    ggtitle("Eukaryota")+
-    labs(x="", y="Fraction", fill= "TR count")+
-    theme_minimal()
-  p <- beautifier(p)+
-    theme(
-      axis.title.x = element_blank(),
-      panel.border = element_blank(),
-      panel.grid.minor = element_blank(),
-      panel.grid.major.x = element_blank(),
-      axis.ticks = element_blank(),
-      axis.text.x.bottom = element_blank(),
-      plot.title=element_text(size=14, face="bold")
-    )
-  p 
-  if (save == TRUE) {
-    ggsave(paste0(pathImages, "virus_virushost_eukaryota2_bar", figureFormat), width=12, height=8, dpi = 300)}
-} else if (DOPIECHART) { # piechart
-  p <- ggplot(data=df_eukaryota, aes(x=factor(1), y=fraction_nTR, fill=nTR)) + # TODO: fix labeling according to: https://stackoverflow.com/questions/24803460/r-ggplot2-add-labels-on-facet-pie-chart
-    geom_bar(stat="identity", position = "fill")+
-    coord_polar("y", start = 0, direction = -1) + 
-    facet_grid(~Superkingdom)+
-    # geom_text(aes(y=fraction_nTR, label=nTR), vjust=1.6,
-    #           color="white", size=3.5)+
-    scale_fill_brewer(palette="Dark2")+
-    # ggtitle("Eukaryota")+
-    labs(fill= "TR count")+
-    theme_minimal()
-  p <- beautifier(p)+
-    theme(
-      axis.title.x = element_blank(),
-      axis.title.y = element_blank(),
-      panel.border = element_blank(),
-      panel.grid=element_blank(),
-      axis.ticks = element_blank(),
-      axis.text = element_blank(),
-      strip.text = element_text(size=14, face="bold")
-      # plot.title=element_text(size=14, face="bold")
-    )+
-    # geom_label_repel(aes(label = paste0(fraction_nTR*100,"%")), size=4, show.legend = F, nudge_x = 1,
-    #                  segment.size = .5, direction = 'x')
-    geom_text(aes(y=labpos, label=paste0(fraction_nTR*100,"%")), vjust=1.6,
-              color="white", size=3.5)
-  p
-  if (save == TRUE) {
-    ggsave(paste0(pathImages, "virus_virushost_eukaryota2_pie", figureFormat), width=12, height=8, dpi = 300)}
-} else if (DOBARPLOT) {
-  p <- ggplot(data=df_eukaryota, aes(x=df_eukaryota$nTR, y=df_eukaryota$fraction_nTR, fill=df_eukaryota$nTR)) +
-    geom_bar(stat="identity")+
-    facet_grid(~Superkingdom)+
-    # geom_text(aes(y = labpos, label=paste0(fraction_nTR*100,"%")), vjust=1.6,
-    #           color="white", size=3.5)+
-    # geom_label_repel(aes(label = nTR), size=4, show.legend = F, nudge_x = 1,
-    #                  segment.size = .5, direction = 'x')+
-    # geom_text(data = ann_text, label=paste0(as.numeric(as.character(ann_text$fraction_nTR))*100,"%"))+
-    scale_fill_brewer(palette="Dark2")+
-    ggtitle("Eukaryota2")+
-    # labs(y="Fraction", x= "TR count", fill = "TR count")+
-    labs(y="Fraction", x= "TR count", fill = "TR count")+
-    theme_minimal()
-  p <- beautifier(p)+
-    theme(
-      axis.title.x = element_blank(),
-      panel.border = element_blank(),
-      panel.grid.minor = element_blank(),
-      panel.grid.major.x = element_blank(),
-      axis.ticks = element_blank(),
-      axis.text.x.bottom = element_blank(),
-      # axis.text.x.bottom = element_text(angle = 0),
-      plot.title=element_text(size=14, face="bold")
-    )
-  p 
-  if (save == TRUE) {
-    ggsave(paste0(pathImages, "virus_virushost_eukaryota2_bar2", figureFormat), width=12, height=8, dpi = 300)}
-}
-

there are many missing Species_ID i.e. the one from homo sapiens. For the ones, where we have a Species name, we can fill it in with the data from ncbi dowloaded above.

-
# x <- sp_all[which(is.na(sp_all$Species_ID) & !is.na(sp_all$Species)), c(9,10)] # filter all proteins which have a missing species_id but do have a species name.
-# species2species_id <- data.frame(Species_ID = seq(1, length(unique(x$Species))),
-#                                  Species = seq(1, length(unique(x$Species))))
-# species2species_id$Species <- unique(x$Species) # take all unique species names
-# 
-# get_species_id <- function(species_name){
-#   evo_tree <- try(classification(as.character(species_name), db = "ncbi", callopts=list(http_version = 0L))[[1]])
-#   if (class(evo_tree) == "try-error") {
-#     return(NA)
-#   } else {
-#       return(evo_tree[nrow(evo_tree),ncol(evo_tree)])
-#   }
-# }
-# 
-# species2species_id$Species_ID[1:2] <- simplify2array(
-#   lapply(species2species_id$Species[1:2], FUN = get_species_id)) # mclapply doesn't work (too many requests ^^)
-# species2species_id
-

Let’s query then by species name

-
#### Virushost information
-# virushost species which have trs in swissprot
-virushostspecies_tr <- data.frame(TR_ID = tr_all_sp_virus.long$TR_id,
-                                  Protein_ID = tr_all_sp_virus.long$ID,
-                                  Species_ID_virushost = tr_all_sp_virus.long$Species_ID_virushost,
-                                  Superkingdom_virushost = tr_all_sp_virus.long$Superkingdom_virushost)
-
-# with >0 TRs
-df_human_virushost <- as.data.frame(table(
-  table(tr_all_sp$ID[which(tr_all_sp$TR_id %in% virushostspecies_tr$TR_ID[which(virushostspecies_tr$Species_ID_virushost ==9606)])]) # make frequency table of all TRs coming from species, which are virushosts and Archaea
-))
-# with 0 TRs
-# virushost species which have proteins in swissprot
-virushostspecies_sp <- data.frame(Protein_ID = sp_all.long$ID,
-                                  Species_ID_virushost = sp_all.long$Species_ID_virushost,
-                                  Superkingdom_virushost = sp_all.long$Superkingdom_virushost)
-
-df_human_virushost[1,2] <- length(sp_all$ID[which(sp_all$ID %in% as.character(virushostspecies_sp$Protein_ID[which(virushostspecies_sp$Species_ID_virushost ==9606)]) &
-                                                    sp_all$ID %!in% tr_all_sp$ID)]) # Take all viral proteins which are from a human host species. From those, select 
-# sum all nTR > 4 and add to nTR = 4
-colnames(df_human_virushost)<- c("nTR", "Freq")
-for (i in df_human_virushost$nTR){
-  if (i >4){
-    df_human_virushost$Freq[5] <- df_human_virushost$Freq[5] + df_human_virushost$Freq[which(df_human_virushost$nTR == i)] 
-  }
-}
-df_human_virushost <- df_human_virushost[1:5,]
-# calculate fraction of nTR
-df_human_virushost$fraction_nTR <- simplify2array(lapply(df_human_virushost$Freq, FUN = function(x){round(as.numeric(x)/sum(df_human_virushost$Freq), 3)}))
-df_human_virushost$Superkingdom <- rep("Human Virushost", nrow(df_human_virushost))
-
-#### Regular information
-
-## get all proteins with archaeal origin:
-# with >0 TRs
-df_human <- as.data.frame(table(
-  table(tr_all_sp$ID[which(tr_all_sp$Species == "Homo sapiens (Human)")])
-))
-# with 0 TRs
-df_human[1,2] <- length(sp_all$ID[which(sp_all$ID %!in% tr_all_sp$ID & 
-                                          sp_all$Species == "Homo sapiens (Human)")])
-# sum all nTR > 4 and add to nTR = 4
-colnames(df_human)<- c("nTR", "Freq")
-for (i in df_human$nTR){
-  if (i >4){
-    df_human$Freq[5] <- df_human$Freq[5] + df_human$Freq[which(df_human$nTR == i)] 
-  }
-}
-df_human <- df_human[1:5,]
-# calculate fraction of nTR
-df_human$fraction_nTR <- simplify2array(lapply(df_human$Freq, FUN = function(x){round(as.numeric(x)/sum(df_human$Freq), 3)}))
-df_human$Superkingdom <- rep("Human", nrow(df_human))
-
-#### Put toghether Regular info and Virushost info:
-df_human <- rbind(df_human, df_human_virushost)
-
-#### Add column for correct labelling
-df_human <- df_human %>% 
-  group_by(Superkingdom) %>% 
-  # mutate(labpos = cumsum(fraction_nTR)- fraction_nTR/2)
-  # mutate(labpos = fraction_nTR *(2*pi)/2)
-  mutate(labpos = cumsum(fraction_nTR))
-# # test dataframe:
-# df_human <- data.frame(Superkingdom = c(rep("Archaea", 5), rep("Archaeal Virus", 5)),
-#                          fraction_nTR = c(rep(c(0.71,0.23,0.04,0.01,0.001), 2)),
-#                          nTR = c(rep(as.character(seq(0,4,1)))))
-df_human
-
## # A tibble: 10 x 5
-## # Groups:   Superkingdom [2]
-##    nTR    Freq fraction_nTR Superkingdom    labpos
-##    <fct> <int>        <dbl> <chr>            <dbl>
-##  1 0      7465        0.374 Human            0.374
-##  2 1      5517        0.277 Human            0.651
-##  3 2      3067        0.154 Human            0.805
-##  4 3      1647        0.083 Human            0.888
-##  5 4      2242        0.112 Human            1    
-##  6 0      3067        0.523 Human Virushost  0.523
-##  7 1      1604        0.273 Human Virushost  0.796
-##  8 2       669        0.114 Human Virushost  0.91 
-##  9 3       258        0.044 Human Virushost  0.954
-## 10 4       268        0.046 Human Virushost  1
-
str(df_human)
-
## Classes 'grouped_df', 'tbl_df', 'tbl' and 'data.frame':  10 obs. of  5 variables:
-##  $ nTR         : Factor w/ 43 levels "0","1","2","3",..: 1 2 3 4 5 1 2 3 4 5
-##  $ Freq        : int  7465 5517 3067 1647 2242 3067 1604 669 258 268
-##  $ fraction_nTR: num  0.374 0.277 0.154 0.083 0.112 0.523 0.273 0.114 0.044 0.046
-##  $ Superkingdom: chr  "Human" "Human" "Human" "Human" ...
-##  $ labpos      : num  0.374 0.651 0.805 0.888 1 0.523 0.796 0.91 0.954 1
-##  - attr(*, "groups")=Classes 'tbl_df', 'tbl' and 'data.frame':   2 obs. of  2 variables:
-##   ..$ Superkingdom: chr  "Human" "Human Virushost"
-##   ..$ .rows       :List of 2
-##   .. ..$ : int  1 2 3 4 5
-##   .. ..$ : int  6 7 8 9 10
-##   ..- attr(*, ".drop")= logi TRUE
-
# annotation data-frame
-# ann_text <- data.frame(fraction_nTR = factor(as.character( c((df_human$fraction_nTR[1:5]), (df_human$fraction_nTR[6:10])))),
-#                        lab = as.character( c((df_human$fraction_nTR[1:5]), (df_human$fraction_nTR[6:10]))),
-#                        Superkingdom = df_human$Superkingdom)
-
-#### Plots
-if (DOBARPLOT_STACK){
-  p <- ggplot(data=df_human, aes(x=factor(1), y=df_human$fraction_nTR, fill=df_human$nTR)) +
-    geom_bar(stat="identity", position = "fill")+
-    facet_grid(~Superkingdom)+
-    # geom_text(aes(y = labpos, label=paste0(fraction_nTR*100,"%")), vjust=1.6,
-    #           color="white", size=3.5)+
-    # geom_label_repel(aes(label = nTR), size=4, show.legend = F, nudge_x = 1,
-    #                  segment.size = .5, direction = 'x')+
-    # geom_text(data = ann_text, label=paste0(as.numeric(as.character(ann_text$fraction_nTR))*100,"%"))+
-    scale_fill_brewer(palette="Dark2")+
-    ggtitle("Homo sapiens")+
-    labs(x="", y="Fraction", fill= "TR count")+
-    theme_minimal()
-  p <- beautifier(p)+
-    theme(
-      axis.title.x = element_blank(),
-      panel.border = element_blank(),
-      panel.grid.minor = element_blank(),
-      panel.grid.major.x = element_blank(),
-      axis.ticks = element_blank(),
-      axis.text.x.bottom = element_blank(),
-      plot.title=element_text(size=14, face="bold")
-    )
-  p 
-  if (save == TRUE) {
-    ggsave(paste0(pathImages, "virus_virushost_human_bar", figureFormat), width=12, height=8, dpi = 300)}
-} else if (DOPIECHART) { # piechart
-  p <- ggplot(data=df_human, aes(x=factor(1), y=fraction_nTR, fill=nTR)) + # TODO: fix labeling according to: https://stackoverflow.com/questions/24803460/r-ggplot2-add-labels-on-facet-pie-chart
-    geom_bar(stat="identity", position = "fill")+
-    coord_polar("y", start = 0, direction = -1) + 
-    facet_grid(~Superkingdom)+
-    # geom_text(aes(y=fraction_nTR, label=nTR), vjust=1.6,
-    #           color="white", size=3.5)+
-    scale_fill_brewer(palette="Dark2")+
-    # ggtitle("Homo sapiens")+
-    labs(fill= "TR count")+
-    theme_minimal()
-  p <- beautifier(p)+
-    theme(
-      axis.title.x = element_blank(),
-      axis.title.y = element_blank(),
-      panel.border = element_blank(),
-      panel.grid=element_blank(),
-      axis.ticks = element_blank(),
-      axis.text = element_blank(),
-      strip.text = element_text(size=14, face="bold")
-      # plot.title=element_text(size=14, face="bold")
-    )+
-    # geom_label_repel(aes(label = paste0(fraction_nTR*100,"%")), size=4, show.legend = F, nudge_x = 1,
-    #                  segment.size = .5, direction = 'x')
-    geom_text(aes(y=labpos, label=paste0(fraction_nTR*100,"%")), vjust=1.6,
-              color="white", size=3.5)
-  p
-  if (save == TRUE) {
-    ggsave(paste0(pathImages, "virus_virushost_human_pie", figureFormat), width=12, height=8, dpi = 300)}
-} else if (DOBARPLOT) {
-  p <- ggplot(data=df_human, aes(x=df_human$nTR, y=df_human$fraction_nTR, fill=df_human$nTR)) +
-    geom_bar(stat="identity")+
-    facet_grid(~Superkingdom)+
-    # geom_text(aes(y = labpos, label=paste0(fraction_nTR*100,"%")), vjust=1.6,
-    #           color="white", size=3.5)+
-    # geom_label_repel(aes(label = nTR), size=4, show.legend = F, nudge_x = 1,
-    #                  segment.size = .5, direction = 'x')+
-    # geom_text(data = ann_text, label=paste0(as.numeric(as.character(ann_text$fraction_nTR))*100,"%"))+
-    scale_fill_brewer(palette="Dark2")+
-    ggtitle("Homo sapiens")+
-    # labs(y="Fraction", x= "TR count", fill = "TR count")+
-    labs(y="Fraction", x= "TR count", fill = "TR count")+
-    theme_minimal()
-  p <- beautifier(p)+
-    theme(
-      axis.title.x = element_blank(),
-      panel.border = element_blank(),
-      panel.grid.minor = element_blank(),
-      panel.grid.major.x = element_blank(),
-      axis.ticks = element_blank(),
-      axis.text.x.bottom = element_blank(),
-      # axis.text.x.bottom = element_text(angle = 0),
-      plot.title=element_text(size=14, face="bold")
-    )
-  p 
-  if (save == TRUE) {
-    ggsave(paste0(pathImages, "virus_virushost_human_bar2", figureFormat), width=12, height=8, dpi = 300)}
-}
-

https://www.britannica.com/science/community-ecology/Community-equilibrium-and-species-diversity#ref588152

-
#### Parasite information (plasmodium spp.)
-# with >0 TRs
-parasite_tr <- tr_all_sp[grepl(pattern = "Plasmodium", x = tr_all_sp$Species),]
-df_parasite <- as.data.frame(table(
-  table(parasite_tr$ID)
-))
-
-# with 0 TRs
-parasite_sp <- sp_all[grepl(pattern = "Plasmodium", x = sp_all$Species),]
-df_parasite[1,2] <- length(parasite_sp$ID[which(parasite_sp$ID %!in% parasite_tr$ID)])
-
-# sum all nTR > 4 and add to nTR = 4
-colnames(df_parasite)<- c("nTR", "Freq")
-for (i in df_parasite$nTR){
-  if (i >4){
-    df_parasite$Freq[5] <- df_parasite$Freq[5] + df_parasite$Freq[which(df_parasite$nTR == i)] 
-  }
-}
-df_parasite <- df_parasite[1:5,]
-# calculate fraction of nTR
-df_parasite$fraction_nTR <- simplify2array(lapply(df_parasite$Freq, FUN = function(x){round(as.numeric(x)/sum(df_parasite$Freq), 3)}))
-df_parasite$organism <- rep("Plasmodium spp.", nrow(df_parasite))
-
-#### Intermediate host information (anopheles)
-# with >0 TRs
-intermediate_host_tr <- tr_all_sp[grepl(pattern = "Anopheles", x = tr_all_sp$Species),]
-df_intermediate_host <- as.data.frame(table(
-  table(intermediate_host_tr$ID)
-))
-
-# with 0 TRs
-intermediate_host_sp <- sp_all[grepl(pattern = "Anopheles", x = sp_all$Species),]
-df_intermediate_host[1,2] <- length(intermediate_host_sp$ID[which(intermediate_host_sp$ID %!in% intermediate_host_tr$ID)])
-
-# sum all nTR > 4 and add to nTR = 4
-colnames(df_intermediate_host)<- c("nTR", "Freq")
-for (i in df_intermediate_host$nTR){
-  if (i >4){
-    df_intermediate_host$Freq[5] <- df_intermediate_host$Freq[5] + df_intermediate_host$Freq[which(df_intermediate_host$nTR == i)] 
-  }
-}
-df_intermediate_host <- df_intermediate_host[1:5,]
-# calculate fraction of nTR
-df_intermediate_host$fraction_nTR <- simplify2array(lapply(df_intermediate_host$Freq, FUN = function(x){round(as.numeric(x)/sum(df_intermediate_host$Freq), 3)}))
-df_intermediate_host$organism <- rep("Anopheles spp.", nrow(df_intermediate_host))
-
-### final host information (human)
-# with >0 TRs
-final_host_tr <- tr_all_sp[grepl(pattern = "Homo sapiens", x = tr_all_sp$Species),]
-df_final_host <- as.data.frame(table(
-  table(final_host_tr$ID)
-))
-
-# with 0 TRs
-final_host_sp <- sp_all[grepl(pattern = "Homo sapiens", x = sp_all$Species),]
-df_final_host[1,2] <- length(final_host_sp$ID[which(final_host_sp$ID %!in% final_host_tr$ID)])
-
-# sum all nTR > 4 and add to nTR = 4
-colnames(df_final_host)<- c("nTR", "Freq")
-for (i in df_final_host$nTR){
-  if (i >4){
-    df_final_host$Freq[5] <- df_final_host$Freq[5] + df_final_host$Freq[which(df_final_host$nTR == i)] 
-  }
-}
-df_final_host <- df_final_host[1:5,]
-# calculate fraction of nTR
-df_final_host$fraction_nTR <- simplify2array(lapply(df_final_host$Freq, FUN = function(x){round(as.numeric(x)/sum(df_final_host$Freq), 3)}))
-df_final_host$organism <- rep("Homo sapiens (Human)", nrow(df_final_host))
-
-
-#### Put toghether Regular info and Virushost info:
-df_parasite <- rbind(df_parasite, df_intermediate_host, df_final_host)
-
-#### Add column for correct labelling
-df_parasite <- df_parasite %>% 
-  group_by(organism) %>% 
-  # mutate(labpos = cumsum(fraction_nTR)- fraction_nTR/2)
-  # mutate(labpos = fraction_nTR *(2*pi)/2)
-  mutate(labpos = cumsum(fraction_nTR))
-
-#### releveling for display in meaningful order:
-df_parasite$organism <- factor(df_parasite$organism, levels = c("Plasmodium spp.", "Anopheles spp.", "Homo sapiens (Human)"))
-
-
-df_parasite
-
## # A tibble: 15 x 5
-## # Groups:   organism [3]
-##    nTR    Freq fraction_nTR organism             labpos
-##    <fct> <int>        <dbl> <fct>                 <dbl>
-##  1 0       173        0.389 Plasmodium spp.       0.389
-##  2 1        98        0.22  Plasmodium spp.       0.609
-##  3 2        58        0.13  Plasmodium spp.       0.739
-##  4 3        27        0.061 Plasmodium spp.       0.8  
-##  5 4        89        0.2   Plasmodium spp.       1    
-##  6 0       140        0.5   Anopheles spp.        0.5  
-##  7 1        89        0.318 Anopheles spp.        0.818
-##  8 2        28        0.1   Anopheles spp.        0.918
-##  9 3         8        0.029 Anopheles spp.        0.947
-## 10 4        15        0.054 Anopheles spp.        1.00 
-## 11 0      7465        0.374 Homo sapiens (Human)  0.374
-## 12 1      5517        0.277 Homo sapiens (Human)  0.651
-## 13 2      3067        0.154 Homo sapiens (Human)  0.805
-## 14 3      1647        0.083 Homo sapiens (Human)  0.888
-## 15 4      2242        0.112 Homo sapiens (Human)  1
-
str(df_parasite)
-
## Classes 'grouped_df', 'tbl_df', 'tbl' and 'data.frame':  15 obs. of  5 variables:
-##  $ nTR         : Factor w/ 47 levels "0","1","2","3",..: 1 2 3 4 5 1 2 3 4 5 ...
-##  $ Freq        : int  173 98 58 27 89 140 89 28 8 15 ...
-##  $ fraction_nTR: num  0.389 0.22 0.13 0.061 0.2 0.5 0.318 0.1 0.029 0.054 ...
-##  $ organism    : Factor w/ 3 levels "Plasmodium spp.",..: 1 1 1 1 1 2 2 2 2 2 ...
-##  $ labpos      : num  0.389 0.609 0.739 0.8 1 ...
-##  - attr(*, "groups")=Classes 'tbl_df', 'tbl' and 'data.frame':   3 obs. of  2 variables:
-##   ..$ organism: chr  "Anopheles spp." "Homo sapiens (Human)" "Plasmodium spp."
-##   ..$ .rows   :List of 3
-##   .. ..$ : int  6 7 8 9 10
-##   .. ..$ : int  11 12 13 14 15
-##   .. ..$ : int  1 2 3 4 5
-##   ..- attr(*, ".drop")= logi TRUE
-
# annotation data-frame
-# ann_text <- data.frame(fraction_nTR = factor(as.character( c((df_parasite$fraction_nTR[1:5]), (df_parasite$fraction_nTR[6:10])))),
-#                        lab = as.character( c((df_parasite$fraction_nTR[1:5]), (df_parasite$fraction_nTR[6:10]))),
-#                        Superkingdom = df_parasite$Superkingdom)
-
-#### Plots
-if (DOBARPLOT_STACK){
-  p <- ggplot(data=df_parasite, aes(x=factor(1), y=df_parasite$fraction_nTR, fill=df_parasite$nTR)) +
-    geom_bar(stat="identity", position = "fill")+
-    facet_grid(~organism)+
-    # geom_text(aes(y = labpos, label=paste0(fraction_nTR*100,"%")), vjust=1.6,
-    #           color="white", size=3.5)+
-    # geom_label_repel(aes(label = nTR), size=4, show.legend = F, nudge_x = 1,
-    #                  segment.size = .5, direction = 'x')+
-    # geom_text(data = ann_text, label=paste0(as.numeric(as.character(ann_text$fraction_nTR))*100,"%"))+
-    scale_fill_brewer(palette="Dark2")+
-    ggtitle("Homo sapiens")+
-    labs(x="", y="Fraction", fill= "TR count")+
-    theme_minimal()
-  p <- beautifier(p)+
-    theme(
-      axis.title.x = element_blank(),
-      panel.border = element_blank(),
-      panel.grid.minor = element_blank(),
-      panel.grid.major.x = element_blank(),
-      axis.ticks = element_blank(),
-      axis.text.x.bottom = element_blank(),
-      plot.title=element_text(size=14, face="bold")
-    )
-  print(p)
-  if (save == TRUE) {
-    ggsave(paste0(pathImages, "parasite_parasitehosts_bar", figureFormat), width=12, height=8, dpi = 300)}
-} else if (DOPIECHART) { 
-  p <- ggplot(data=df_parasite, aes(x=factor(1), y=fraction_nTR, fill=nTR)) + # TODO: fix labeling according to: https://stackoverflow.com/questions/24803460/r-ggplot2-add-labels-on-facet-pie-chart
-    geom_bar(stat="identity", position = "fill")+
-    coord_polar("y", start = 0, direction = -1) + 
-    facet_grid(~organism)+
-    # geom_text(aes(y=fraction_nTR, label=nTR), vjust=1.6,
-    #           color="white", size=3.5)+
-    scale_fill_brewer(palette="Dark2")+
-    # ggtitle("Homo sapiens")+
-    labs(fill= "TR count")+
-    theme_minimal()
-  p <- beautifier(p)+
-    theme(
-      axis.title.x = element_blank(),
-      axis.title.y = element_blank(),
-      panel.border = element_blank(),
-      panel.grid=element_blank(),
-      axis.ticks = element_blank(),
-      axis.text = element_blank(),
-      strip.text = element_text(size=12, face="bold")
-      # plot.title=element_text(size=14, face="bold")
-    )+
-    # geom_label_repel(aes(label = paste0(fraction_nTR*100,"%")), size=4, show.legend = F, nudge_x = 1,
-    #                  segment.size = .5, direction = 'x')
-    geom_text(aes(y=labpos, label=paste0(fraction_nTR*100,"%")), vjust=1.6,
-              color="white", size=3.5)
-  print(p)
-  if (save == TRUE) {
-    ggsave(paste0(pathImages, "parasite_parasitehosts_pie", figureFormat), width=12, height=8, dpi = 300)}
-} else if (DOBARPLOT) { 
-  p <- ggplot(data=df_parasite, aes(x=df_parasite$nTR, y=df_parasite$fraction_nTR, fill=df_parasite$nTR)) +
-    geom_bar(stat="identity")+
-    facet_grid(~organism)+
-    # geom_text(aes(y = labpos, label=paste0(fraction_nTR*100,"%")), vjust=1.6,
-    #           color="white", size=3.5)+
-    # geom_label_repel(aes(label = nTR), size=4, show.legend = F, nudge_x = 1,
-    #                  segment.size = .5, direction = 'x')+
-    # geom_text(data = ann_text, label=paste0(as.numeric(as.character(ann_text$fraction_nTR))*100,"%"))+
-    scale_fill_brewer(palette="Dark2")+
-    ggtitle("Parasite - Parasite-host")+
-    # labs(y="Fraction", x= "TR count", fill = "TR count")+
-    labs(y="Fraction", x= "TR count", fill = "TR count")+
-    theme_minimal()
-  p <- beautifier(p)+
-    theme(
-      axis.title.x = element_blank(),
-      panel.border = element_blank(),
-      panel.grid.minor = element_blank(),
-      panel.grid.major.x = element_blank(),
-      axis.ticks = element_blank(),
-      axis.text.x.bottom = element_blank(),
-      # axis.text.x.bottom = element_text(angle = 0),
-      plot.title=element_text(size=14, face="bold")
-    )
-  print(p)
-  if (save == TRUE) {
-    ggsave(paste0(pathImages, "parasite_parasitehosts_bar2", figureFormat), width=12, height=8, dpi = 300)}
-}
-

-

-> look for parasite-host database: http://www.ontobee.org/

-
-
- - - - -
- - - - - - - - diff --git a/results/swissrepeats_NOTES b/results/swissrepeats_NOTES deleted file mode 100644 index 274183c..0000000 --- a/results/swissrepeats_NOTES +++ /dev/null @@ -1,17 +0,0 @@ -# how is the file swissprot_annotations.tsv created? - -Downloaded Swissprot annotations on Dec14 from: -http://www.uniprot.org/uniprot/?query=reviewed%3Ayes&sort=score&columns=id%2Cprotein%20names%2Clength%2Clineage(SUPERKINGDOM)%2Clineage(KINGDOM)%2Clineage(ORDER)%2Clineage(CLASS)%2Clineage(FAMILY)%2Clineage(SPECIES)%2Clineage-id(SPECIES)%2Cdatabase(DisProt)%2Cdatabase(MobiDB)%2Cvirus%20hosts%2Cdatabase(OrthoDB)%2Cdatabase(OMA) - -The result file was renamed to swissprot_annotations.tsv - - - -# TODO: where is this file stored/generated? ```virus_host_pairs_host_taxname_in_sp.csv``` --> in swissrepeat/src/connect_viruses_virus_hosts.py -this requires two input files: 'swissprot_annotations.tsv' and 'swissrepeat/results/tr_annotations/concatenated.csv'. the later is non existend, the .py script just loads it in the environment but doesn't use it... ??? - --> swissrepeat.Rmd works. If strange occurences, check above!!! - - - diff --git a/results/topidp_repeats_NOTES b/results/topidp_repeats_NOTES deleted file mode 100644 index 779445c..0000000 --- a/results/topidp_repeats_NOTES +++ /dev/null @@ -1,4 +0,0 @@ -cannot open file '/home/matteo/polybox/MSc_ACLS/swissrepeat/results/tr_annotations/tr_all_with_disorder.csv': No such file or directory - - -IF file results/tr_idr_overlap/repeat_disorder_overlap_regions.csv is loaded, the avg_idp and idr_perc is missing