Séquences ADN
Publié le 18 Novembre 2015
18.11.15 Paris
Prépation pour les séquences de type ** xddz ** avec x et z différents de d (d pour double): exemple ATTG. Pour une base donnée il y a ainsi 10 séquences. Les séquences
de ATTT où il y a triplement on passe à un autre type de répétition. Comptage: 4*4 pour une base donnée d qq soit x et z, 3*2 pour xddd et dddz, 1*1 pour dddd, 3*1 pour
xddx avec x # de d et 3*2 pour xddz avec x # de z et dans les 2 sens. Les 10 séquences non xddd (dans les 2 sens) donnent un ensemble de 40 séquences qui, en tenant
compte du fait que l'ADN est double brin et que 2 séquences appariées sont indistingables du point de vue force physique qu'on les lise sur un brin ou l'autre, se réduisent
à un ensemble de 20 séquences. Ce sont les groupements d'aas ou les protéines qui entourent l'ADN ou un groupement de bases empilées et appariées, qui sont sensibles à ce
type de séquences. Ces séquences de 4 bases avec une base double viennent juste après une séquence à 3 bases sans répétition. Le projet est de faire le comptage de ces
séquences en répétition comme je l'ai fait pour la répétition d'une base. Ces 20 séquences, xddz + dddd, interagissent avec les groupements d'aas et seraient donc à l'origine
de la détermination des 20 aas protéinogènes que l'on connait. Les 2 autres aas, seleno-Cys et pyro-Lys, auraient une origine au niveau de la modofication des tRNAs (Sel-Cys)
et au niveau du métabolisme (pyro-Lys).
|
TTTT |
|
ATTA |
CTTC |
GTTG |
|
ATTC |
CTTA |
|
ATTG |
GTTA |
|
CTTG |
GTTC |
|
AAAA |
|
TAAT |
CAAC |
GAAG |
|
TAAC |
CAAT |
|
TAAG |
GAAT |
|
CAAG |
GAAC |
|
CCCC |
|
ACCA |
TCCT |
GCCG |
|
ACCT |
TCCA |
|
ACCG |
GCCA |
|
TCCG |
GCCT |
|
GGGG |
|
AGGA |
CGGC |
TGGT |
|
AGGC |
CGGA |
|
AGGT |
TGGA |
|
CGGT |
TGGC |
Programme en perl pour compter les bases répétées
Perl répétition des bases: chromsome
#!/usr/local/bin/perl mekki 17.11.15 Comptage de séquences de bases répétées
#
# Résultat: KEGG donne 4 641 652 paires de bases. Chercher dans organismes de KEGG eco (Escherichia Coli).
#
#3 50279 50147 31599 31526 490653 −−−−> Il y a 31 526 séquences de ggg.
| n | t | a | c | g | |
| 1 | 572,076 | 575,694 | 684,256 | 684,448 | 2,516,474 |
| 2 | 155,479 | 155,226 | 185,070 | 183,945 | 1,359,440 |
| 3 | 50,279 | 50,147 | 31,599 | 31,526 | 490,653 |
| 4 | 15,523 | 15,380 | 6,067 | 6,027 | 171,988 |
| 5 | 5,929 | 5,810 | 1,086 | 1,056 | 69,405 |
| 6 | 1,929 | 1,891 | 153 | 154 | 24,762 |
| 7 | 475 | 472 | 31 | 25 | 7,021 |
| 8 | 97 | 109 | 7 | 3 | 1,728 |
| 9 | 11 | 7 | 1 | 0 | 171 |
| 10 | 0 | 0 | 0 | 1 | 10 |
| 4,641,652 |
La séquence de base originale est celle de NCBI, eco par exemple, et je copie le fichier FASTA dans un document .txt. Chaque ligne contient 70 bases. Pour accéder à eco NCBI je passe par KEGG2 organism et clique sur la séquence du chromosome.
25.02.16 Paris
Tableau des répétitions au-delà de 4, d'une seule base dans l'ADN, de 111 bactéries en fonction du contenu en GC du génome %GC.
Les nombres sont ceux décomptés avec le programme précédent. Les valeurs aléatoires pour les mêmes %GC sont calculées à partir de 2 équation du second degré obtenues d'un graphe réalisé avec le programme "Perl répétitions des bases:aléas" contenant la fonction random de perl. Ces équation sont:
pour les répétitions A ou T : 0.05081848x2 - 6.77976105x + 226.55530 colonne ata
pour les répétitions G ou C: 0.05109014x2 - 3.41462253x + 57.4635150 colonne gca
Les 111 bactéries étudiées du tableau principal sont celles de "Les états vibratoires de l'ADN et la sélection naturelle: tableaux":
Ce sont 111 bactéries à contenus en %GC tous différents. Les bactéries sont notées suivant la nomenclature de KEGG :
aae aba ade age amd amo apt axl bae bbd bfl bla bmf bmv bsu bvs caa cad cbd cbl cff cgq chp cje cmi cmn crp cta dal dba ddr din dpt
dte dvl eal eco eno fbt fnc gau gva hcr hhd hhl hmr hth ial kpn ksk lat lfc liv ljf lla lpl mah mcac mcu mts nis nse opr pac pae pdi pgd pgi
ple pmh ppoy pub ret rip roa rpr rru saci salb say sbn sbw sbz sep sgr sho sma smf smk spi spl ssdc ssm sty sus synd tai tde thl tli tma tme
tos tpas tsu uur vin vpr xcb ype zin.
Les 139 bactéries étudiées du tableau Complément ont été étudiées lors de la recherche de celles du tableau principal .
Les 139 bactéries sont notées suivant la nomenclature de KEGG :
acp afw amr ams amt ana anb1 ank apv asd asf blo bpb bpn buc cac can cct ccx cdf cfv cgc cgl cjr cko cle clo cnt cpb cpy cru cth ctr ctu
cvi cyt-c dda dge dsl ebf ebt eca ecla ecs eha eic ent esa eta fna fra gba gdi gym hav hde hin ipa kin koy ksa lhk mar men mhd mmk
mmw mrb msv mxa oan1 oan2 pak pam pes pfq pge phm plu pma pmb pmg pmm pmr pmt ppk ppm psi pst ral raq req rer rha rho rob
ror rpa rty sall salu salv sap sbh sbo scb scl sco sct sdr sect sepp ser sfl sfo sgl smg sms sms-p smx spe spq ssx sti stm sur syc syn tel tra
tro tsc tth ttl tts wbr xac xbo ypg.
| Principal | Répétitions > 4 | Complément | Répétitions > 4 | ||||||||||||||||||||
| 111 | 139 | ||||||||||||||||||||||
| 10000*(A+T) / effectif | aléas | Répétitions > 4 tirées des comptages | 10000*(A+T) / effectif | aléas | Répétitions > 4 tirées des comptages | ||||||||||||||||||
| Effectif | %GC | A+T | G+C | ata | gca | T | A | C | G | Effectif | %GC | A+T | G+C | ata | gca | T | A | C | G | ||||
| zin | 208,564 | 13.54 | 295.5 | 0.8 | 144.1 | 20.6 | 3113 | 3050 | 7 | 10 | cru | 162,589 | 13.98 | 330.8 | 0.4 | 141.7 | 19.7 | 2589 | 2790 | 4 | 2 | ||
| crp | 159,662 | 16.56 | 282.8 | 0.3 | 128.2 | 14.9 | 2208 | 2307 | 3 | 1 | smg | 245,530 | 22.44 | 184.0 | 3.6 | 100.0 | 6.6 | 2,229 | 2,288 | 42 | 47 | ||
| hcr | 657,101 | 22.53 | 195.1 | 1.7 | 99.6 | 6.5 | 6,427 | 6,393 | 56 | 54 | wbr | 697,724 | 22.48 | 208.6 | 0.9 | 99.8 | 6.5 | 7,321 | 7,233 | 29 | 35 | ||
| mcac | 1,017,293 | 23.66 | 164.0 | 0.6 | 94.6 | 5.3 | 8400 | 8285 | 29 | 36 | sms | 276,984 | 22.60 | 233.4 | 4.1 | 99.3 | 6.4 | 2,998 | 3,468 | 50 | 63 | ||
| ssdc | 459,399 | 24.24 | 172.6 | 3.0 | 92.1 | 4.7 | 3,920 | 4,009 | 63 | 77 | Sms-P | 190,657 | 24.00 | 174.1 | 3.4 | 93.1 | 4.9 | 1,603 | 1,717 | 31 | 34 | ||
| sbw | 708439 | 25.07 | 205.2 | 1.5 | 88.5 | 4.0 | 7,139 | 7,400 | 42 | 62 | buc | 640,681 | 26.31 | 185.4 | 1.4 | 83.3 | 3.0 | 5,646 | 6,234 | 43 | 44 | ||
| uur | 751,719 | 25.50 | 147.2 | 1.1 | 86.7 | 3.6 | 5422 | 5640 | 38 | 46 | asf | 1,620,005 | 28.26 | 95.0 | 2.5 | 75.5 | 1.8 | 7,804 | 7,580 | 190 | 208 | ||
| ple | 358,242 | 26.17 | 143.9 | 2.1 | 83.9 | 3.1 | 2,182 | 2,972 | 29 | 48 | rty | 1,111,496 | 28.92 | 99.3 | 0.8 | 73.0 | 1.4 | 5,549 | 5,487 | 49 | 42 | ||
| smf | 1,662,578 | 26.31 | 119.0 | 1.6 | 83.3 | 3.0 | 10,208 | 9,579 | 113 | 145 | cdf | 4,290,252 | 29.06 | 100.8 | 2.1 | 72.4 | 1.4 | 21,357 | 21,908 | 444 | 473 | ||
| fnc | 2,268,272 | 27.12 | 144.6 | 1.7 | 80.0 | 2.4 | 15,901 | 16,899 | 188 | 205 | bpn | 791,654 | 29.56 | 105.3 | 2.3 | 70.5 | 1.2 | 3,809 | 4,525 | 95 | 84 | ||
| bfl | 705,557 | 27.38 | 102.3 | 1.9 | 79.0 | 2.3 | 3,463 | 3,756 | 64 | 70 | cjr | 1,777,831 | 30.31 | 162.1 | 2.0 | 67.8 | 0.9 | 14,346 | 14,473 | 178 | 186 | ||
| cbl | 3,992,906 | 28.31 | 111.7 | 3.0 | 75.3 | 1.7 | 23,180 | 21,401 | 585 | 614 | pmm | 1,657,990 | 30.80 | 116.2 | 3.3 | 66.0 | 0.8 | 9,706 | 9,560 | 296 | 249 | ||
| rip | 574,390 | 28.48 | 169.9 | 1.4 | 74.7 | 1.7 | 5,149 | 4,608 | 48 | 34 | cac | 3,940,880 | 30.93 | 95.7 | 2.5 | 65.5 | 0.7 | 18,639 | 19,088 | 493 | 489 | ||
| rpr | 1,111,523 | 29.00 | 100.5 | 1.0 | 72.7 | 1.4 | 5,688 | 5,488 | 60 | 46 | pmb | 1,669,886 | 31.32 | 120.5 | 3.2 | 64.1 | 0.6 | 10,046 | 10,071 | 267 | 266 | ||
| pub | 1,308,759 | 29.68 | 138.2 | 1.8 | 70.1 | 1.1 | 8,928 | 9,156 | 117 | 122 | pmg | 1,641,879 | 31.34 | 121.2 | 3.1 | 64.0 | 0.6 | 9,967 | 9,929 | 258 | 243 | ||
| cad | 3,105,335 | 29.93 | 87.9 | 2.4 | 69.1 | 1.0 | 13,589 | 13,710 | 351 | 382 | sepp | 2,490,012 | 32.12 | 75.4 | 1.8 | 61.2 | 0.5 | 9,663 | 9,111 | 259 | 184 | ||
| cje | 1,641,481 | 30.55 | 160.2 | 2.1 | 66.9 | 0.8 | 13,069 | 13,222 | 167 | 184 | ser | 2,616,530 | 32.15 | 75.4 | 1.8 | 61.1 | 0.5 | 10,386 | 9,341 | 282 | 193 | ||
| pmh | 1,738,790 | 31.15 | 121.3 | 3.1 | 64.7 | 0.7 | 10,643 | 10,443 | 273 | 266 | cfv | 1,866,009 | 33.26 | 123.4 | 1.2 | 57.3 | 0.4 | 11,400 | 11,624 | 105 | 124 | ||
| tme | 1,915,238 | 31.40 | 136.0 | 4.8 | 63.8 | 0.6 | 13,238 | 12,800 | 490 | 431 | cle | 4,714,237 | 34.32 | 70.5 | 3.9 | 53.7 | 0.5 | 16,562 | 16,676 | 851 | 985 | ||
| sep | 2,499,279 | 32.10 | 76.4 | 1.8 | 61.3 | 0.5 | 10,030 | 9,072 | 256 | 186 | can | 4,114,099 | 34.96 | 93.4 | 12.1 | 51.7 | 0.5 | 19,398 | 19,033 | 2,471 | 2,506 | ||
| hhl | 2,649,255 | 32.46 | 65.1 | 4.9 | 60.0 | 0.5 | 8,690 | 8,550 | 652 | 641 | cpy | 4,847,594 | 35.35 | 64.8 | 2.6 | 50.4 | 0.6 | 15,556 | 15,864 | 588 | 688 | ||
| cff | 1,773,615 | 33.31 | 122.0 | 1.2 | 57.1 | 0.4 | 10,348 | 11,285 | 93 | 114 | pma | 1,751,080 | 36.44 | 66.5 | 3.6 | 47.0 | 0.9 | 5,813 | 5,830 | 332 | 306 | ||
| ial | 3,658,997 | 33.93 | 86.9 | 0.9 | 55.0 | 0.4 | 16,086 | 15,710 | 152 | 182 | amt | 4,929,566 | 36.82 | 70.6 | 7.1 | 45.8 | 1.0 | 17,431 | 17,352 | 1,679 | 1,814 | ||
| ljf | 1,755,993 | 34.49 | 83.1 | 1.5 | 53.2 | 0.5 | 7,197 | 7,391 | 139 | 123 | cyt-c | 4,934,271 | 37.88 | 71.2 | 12.4 | 42.7 | 1.4 | 17,294 | 17,824 | 3,060 | 3,064 | ||
| dte | 1,541,968 | 34.95 | 100.4 | 2.8 | 51.7 | 0.5 | 7,576 | 7,913 | 224 | 214 | anb1 | 4,329,264 | 38.10 | 64.1 | 8.1 | 42.0 | 1.5 | 13,593 | 14,177 | 1,732 | 1,792 | ||
| lla | 2,365,589 | 35.33 | 102.0 | 2.6 | 50.5 | 0.6 | 11,874 | 12,259 | 306 | 308 | hin | 1,830,023 | 38.15 | 81.3 | 3.4 | 41.9 | 1.6 | 7,361 | 7,518 | 302 | 318 | ||
| axl | 2,569,486 | 35.72 | 65.0 | 2.4 | 49.2 | 0.7 | 8,179 | 8,531 | 284 | 328 | pmr | 4,063,606 | 38.90 | 68.3 | 6.1 | 39.7 | 1.9 | 13,897 | 13,869 | 1,322 | 1,165 | ||
| thl | 2,562,720 | 36.04 | 102.3 | 3.0 | 48.2 | 0.8 | 13,045 | 13,182 | 374 | 404 | cth | 3,843,301 | 38.99 | 81.6 | 4.4 | 39.5 | 2.0 | 15,772 | 15,584 | 837 | 861 | ||
| lat | 1,190,853 | 36.32 | 90.0 | 5.0 | 47.3 | 0.8 | 5,612 | 5,102 | 299 | 296 | bpb | 3,554,795 | 40.21 | 47.3 | 2.4 | 36.1 | 2.8 | 8,408 | 8,422 | 423 | 419 | ||
| bbd | 4,196,595 | 36.81 | 86.7 | 3.1 | 45.8 | 1.0 | 17,917 | 18,452 | 633 | 676 | hde | 2,110,231 | 40.33 | 105.0 | 9.6 | 35.8 | 2.8 | 11,145 | 11,018 | 1,080 | 944 | ||
| liv | 2,928,879 | 37.13 | 90.4 | 2.7 | 44.9 | 1.1 | 13,330 | 13,151 | 393 | 397 | psi | 4,402,109 | 41.27 | 60.8 | 7.2 | 33.3 | 3.6 | 13,429 | 13,318 | 1,594 | 1,580 | ||
| hmr | 1,694,430 | 37.47 | 93.0 | 5.3 | 43.9 | 1.2 | 7,900 | 7,853 | 437 | 467 | salv | 2,527,978 | 41.27 | 59.0 | 2.4 | 33.3 | 3.6 | 7,468 | 7,447 | 308 | 305 | ||
| tde | 2,843,201 | 37.87 | 126.9 | 4.0 | 42.7 | 1.4 | 18,098 | 17,974 | 618 | 525 | ctr | 1,042,519 | 41.31 | 65.8 | 5.9 | 33.2 | 3.6 | 3,442 | 3,413 | 292 | 326 | ||
| spi | 1,937,111 | 38.32 | 80.2 | 2.9 | 41.4 | 1.6 | 7,601 | 7,936 | 274 | 296 | ana | 6,413,771 | 41.35 | 50.6 | 8.2 | 33.1 | 3.6 | 16,139 | 16,308 | 2,701 | 2,590 | ||
| vpr | 2,132,142 | 38.63 | 44.5 | 3.4 | 40.5 | 1.8 | 4,705 | 4,780 | 338 | 382 | mar | 5,842,795 | 42.33 | 70.7 | 19.6 | 30.6 | 4.5 | 20,469 | 20,818 | 5,798 | 5,646 | ||
| chp | 1,171,660 | 39.06 | 68.9 | 5.5 | 39.3 | 2.0 | 4,007 | 4,060 | 293 | 346 | dsl | 3,781,008 | 42.44 | 55.7 | 21.1 | 30.4 | 4.6 | 10,365 | 10,678 | 4,065 | 3,920 | ||
| spl | 1,796,846 | 39.09 | 63.3 | 3.0 | 39.2 | 2.1 | 5,598 | 5,780 | 245 | 286 | rob | 3,692,226 | 42.49 | 63.4 | 2.7 | 30.2 | 4.6 | 9,596 | 13,803 | 315 | 698 | ||
| tsu | 2,731,853 | 39.16 | 123.5 | 1.4 | 39.0 | 2.1 | 16,370 | 17,375 | 212 | 175 | mmw | 5,100,344 | 42.59 | 56.3 | 3.6 | 30.0 | 4.7 | 14,485 | 14,219 | 964 | 871 | ||
| nis | 1,877,931 | 39.69 | 115.1 | 3.7 | 37.5 | 2.4 | 10,895 | 10,719 | 356 | 345 | plu | 5,688,987 | 42.83 | 51.0 | 6.9 | 29.4 | 4.9 | 14,782 | 14,258 | 2,086 | 1,822 | ||
| cmn | 1,072,952 | 40.34 | 74.9 | 8.8 | 35.8 | 2.9 | 4,018 | 4,016 | 463 | 482 | cct | 3,463,414 | 43.16 | 49.0 | 3.3 | 28.6 | 5.3 | 7,812 | 9,146 | 287 | 866 | ||
| nse | 859,006 | 41.08 | 65.3 | 4.3 | 33.8 | 3.4 | 2,891 | 2,722 | 187 | 182 | sect | 1,441,139 | 43.29 | 61.1 | 7.1 | 28.3 | 5.4 | 4,364 | 4,442 | 544 | 486 | ||
| cta | 1,044,459 | 41.30 | 65.5 | 6.0 | 33.2 | 3.6 | 3,432 | 3,408 | 298 | 331 | men | 538,294 | 43.52 | 41.4 | 3.5 | 27.8 | 5.6 | 989 | 1,238 | 89 | 97 | ||
| hhd | 4,150,632 | 41.82 | 55.7 | 6.8 | 31.9 | 4.0 | 11,508 | 11,601 | 1,386 | 1,420 | ral | 3,685,408 | 44.21 | 43.3 | 4.1 | 26.2 | 6.4 | 7,769 | 8,180 | 731 | 764 | ||
| gva | 1,617,544 | 42.02 | 45.9 | 1.8 | 31.4 | 4.2 | 3,613 | 3,819 | 141 | 146 | clo | 1,809,717 | 44.21 | 61.0 | 5.3 | 26.1 | 6.4 | 5,627 | 5,410 | 480 | 474 | ||
| cbd | 2,158,758 | 42.44 | 84.1 | 9.0 | 30.4 | 4.6 | 9,261 | 8,893 | 986 | 960 | xbo | 4,225,498 | 44.97 | 51.5 | 7.4 | 24.4 | 7.2 | 10,957 | 10,804 | 1,723 | 1,421 | ||
| bae | 4,168,266 | 43.22 | 74.0 | 5.0 | 28.5 | 5.3 | 15,434 | 15,431 | 1,084 | 1,015 | ppm | 5,728,392 | 45.24 | 43.6 | 6.8 | 23.9 | 7.5 | 12,541 | 12,421 | 1,969 | 1,901 | ||
| aae | 1,551,335 | 43.48 | 62.5 | 7.9 | 27.9 | 5.6 | 4,828 | 4,872 | 591 | 641 | pfq | 4,094,629 | 45.38 | 41.7 | 5.8 | 23.6 | 7.7 | 8,570 | 8,509 | 1,116 | 1,251 | ||
| bsu | 4,215,606 | 43.51 | 72.6 | 4.9 | 27.8 | 5.6 | 15,410 | 15,183 | 1,066 | 1,000 | apv | 1,543,805 | 45.69 | 33.3 | 1.9 | 22.9 | 8.1 | 2,613 | 2,522 | 160 | 134 | ||
| hth | 1,743,135 | 44.00 | 57.1 | 8.7 | 26.6 | 6.1 | 5,049 | 4,910 | 755 | 757 | amr | 6,503,724 | 47.25 | 32.3 | 15.6 | 19.7 | 10.2 | 10,416 | 10,587 | 5,035 | 5,129 | ||
| lpl | 3,308,273 | 44.47 | 36.5 | 5.8 | 25.6 | 6.6 | 5,986 | 6,100 | 985 | 948 | ypg | 4,504,254 | 47.60 | 38.5 | 11.9 | 19.0 | 10.7 | 8,552 | 8,784 | 2,866 | 2,483 | ||
| pdi | 4,811,379 | 45.06 | 32.9 | 6.5 | 24.2 | 7.3 | 7,729 | 8,092 | 1,510 | 1,601 | syn | 3,573,470 | 47.72 | 53.4 | 31.8 | 18.7 | 10.9 | 9,619 | 9,472 | 5,690 | 5,659 | ||
| ppoy | 5,597,590 | 45.51 | 42.7 | 6.7 | 23.3 | 7.9 | 11,835 | 12,067 | 1,852 | 1,923 | rho | 3,592,125 | 48.50 | 46.8 | 5.0 | 17.3 | 12.0 | 8,686 | 8,111 | 914 | 888 | ||
| tma | 1,860,725 | 46.25 | 49.2 | 6.7 | 21.7 | 8.8 | 4,488 | 4,659 | 538 | 709 | cpb | 2,736,403 | 48.93 | 51.4 | 8.0 | 16.5 | 12.7 | 7,168 | 6,887 | 1,056 | 1,121 | ||
| sbn | 5,347,283 | 46.28 | 37.3 | 3.8 | 21.6 | 8.9 | 10,050 | 9,904 | 963 | 1,056 | hav | 4,712,721 | 48.99 | 37.1 | 5.5 | 16.4 | 12.8 | 8,866 | 8,601 | 1,316 | 1,268 | ||
| fbt | 6,665,617 | 46.47 | 50.3 | 7.9 | 21.2 | 9.1 | 16,807 | 16,738 | 2,490 | 2,802 | ecs | 5,498,450 | 50.54 | 38.2 | 6.2 | 13.7 | 15.4 | 10,559 | 10,451 | 1,635 | 1,787 | ||
| tli | 1,967,774 | 47.06 | 46.0 | 13.9 | 20.0 | 9.9 | 4,485 | 4,562 | 1,240 | 1,499 | pmt | 2,410,872 | 50.74 | 22.2 | 9.3 | 13.4 | 15.7 | 2,292 | 3,055 | 1,261 | 983 | ||
| ype | 4,653,728 | 47.64 | 38.1 | 11.9 | 18.9 | 10.7 | 8,789 | 8,951 | 2,595 | 2,930 | sfo | 5,488,183 | 50.88 | 32.8 | 11.1 | 13.2 | 16.0 | 9,048 | 8,947 | 3,028 | 3,083 | ||
| amo | 2,160,700 | 47.97 | 41.8 | 11.5 | 18.3 | 11.2 | 4,344 | 4,682 | 1,272 | 1,205 | sfl | 4,607,153 | 50.89 | 35.7 | 5.7 | 13.1 | 16.0 | 8,134 | 8,316 | 1,312 | 1,303 | ||
| pgi | 2,343,476 | 48.29 | 33.5 | 7.6 | 17.7 | 11.7 | 3,967 | 3,874 | 873 | 900 | eca | 5,064,019 | 50.97 | 33.6 | 6.0 | 13.0 | 16.1 | 8,479 | 8,530 | 1,534 | 1,482 | ||
| mah | 4,668,296 | 48.75 | 49.0 | 4.9 | 16.8 | 12.4 | 11,446 | 11,414 | 1,100 | 1,177 | mmk | 3,799,534 | 51.14 | 42.0 | 5.9 | 12.7 | 16.5 | 7,933 | 8,023 | 1,104 | 1,130 | ||
| ssm | 4,653,970 | 48.97 | 45.9 | 13.0 | 16.4 | 12.8 | 10,632 | 10,712 | 3,064 | 2,968 | sbo | 4,519,823 | 51.21 | 35.0 | 5.6 | 12.6 | 16.6 | 7,826 | 8,001 | 1,209 | 1,322 | ||
| eal | 4,701,875 | 49.70 | 39.0 | 6.0 | 15.1 | 13.9 | 9,155 | 9,178 | 1,415 | 1,391 | gym | 7,121,665 | 51.24 | 25.7 | 8.5 | 12.6 | 16.6 | 9,274 | 9,032 | 3,070 | 2,989 | ||
| lfc | 2,559,538 | 50.05 | 56.6 | 17.4 | 14.5 | 14.5 | 7,191 | 7,295 | 2,290 | 2,162 | spq | 4,858,887 | 52.11 | 37.9 | 6.6 | 11.3 | 18.3 | 9,141 | 9,267 | 1,632 | 1,577 | ||
| eco | 4,641,652 | 50.79 | 36.0 | 5.4 | 13.3 | 15.8 | 8,441 | 8,289 | 1,278 | 1,239 | raq | 4,861,101 | 52.12 | 34.3 | 6.3 | 11.2 | 18.3 | 8,078 | 8,598 | 1,453 | 1,596 | ||
| sbz | 4,683,551 | 51.34 | 39.1 | 7.3 | 12.4 | 16.8 | 9,188 | 9,107 | 1,746 | 1,661 | stm | 4,857,432 | 52.22 | 37.9 | 6.5 | 11.1 | 18.5 | 9,188 | 9,233 | 1,560 | 1,621 | ||
| bvs | 3,076,856 | 51.67 | 30.6 | 11.8 | 11.9 | 17.4 | 4,455 | 4,947 | 1,933 | 1,709 | kin | 5,529,134 | 52.75 | 34.5 | 8.9 | 10.3 | 19.5 | 9,602 | 9,458 | 2,469 | 2,437 | ||
| sty | 4,809,037 | 52.09 | 37.8 | 6.8 | 11.3 | 18.2 | 9,036 | 9,129 | 1,610 | 1,679 | ent | 4,518,712 | 52.98 | 32.1 | 5.5 | 10.0 | 20.0 | 7,358 | 7,158 | 1,259 | 1,236 | ||
| tpas | 1,139,203 | 52.79 | 41.0 | 17.5 | 10.3 | 19.6 | 2,304 | 2,372 | 998 | 992 | pam | 4,703,373 | 53.69 | 32.2 | 6.0 | 9.0 | 21.4 | 7,623 | 7,530 | 1,405 | 1,403 | ||
| apt | 2,907,495 | 53.04 | 35.0 | 13.6 | 9.9 | 20.1 | 5,089 | 5,075 | 2,049 | 1,899 | eta | 3,883,467 | 53.73 | 32.5 | 9.3 | 9.0 | 21.5 | 6,410 | 6,220 | 1,817 | 1,793 | ||
| caa | 3,750,771 | 53.60 | 14.3 | 8.8 | 9.2 | 21.2 | 2,758 | 2,619 | 1,585 | 1,728 | ksa | 4,902,024 | 53.74 | 34.7 | 5.0 | 9.0 | 21.5 | 8,277 | 8,720 | 1,271 | 1,174 | ||
| cgq | 3,145,677 | 54.15 | 19.2 | 7.8 | 8.4 | 22.4 | 3,083 | 2,948 | 1,185 | 1,272 | cgl | 3,309,401 | 53.81 | 19.7 | 7.8 | 8.9 | 21.7 | 3,305 | 3,221 | 1,287 | 1,288 | ||
| dal | 6,517,073 | 54.48 | 54.1 | 17.0 | 8.0 | 23.1 | 17,588 | 17,686 | 5,674 | 5,421 | cko | 4,720,462 | 53.83 | 31.6 | 7.0 | 8.9 | 21.7 | 7,420 | 7,482 | 1,856 | 1,449 | ||
| eno | 4,726,582 | 55.07 | 28.2 | 8.0 | 7.3 | 24.4 | 6,718 | 6,616 | 2,026 | 1,761 | tel | 2,593,857 | 53.92 | 25.9 | 35.2 | 8.7 | 21.9 | 3,401 | 3,324 | 4,511 | 4,614 | ||
| mcu | 2,146,480 | 55.41 | 20.6 | 17.6 | 6.9 | 25.1 | 2,251 | 2,171 | 1,942 | 1,833 | ebf | 4,762,179 | 54.02 | 30.0 | 5.8 | 8.6 | 22.1 | 7,011 | 7,284 | 1,397 | 1,358 | ||
| din | 2,928,377 | 56.11 | 24.0 | 16.1 | 6.1 | 26.7 | 3,500 | 3,527 | 2,322 | 2,399 | sgl | 4,171,146 | 54.70 | 30.2 | 10.9 | 7.8 | 23.5 | 6,201 | 6,400 | 2,202 | 2,350 | ||
| say | 3,551,206 | 56.76 | 27.2 | 22.1 | 5.5 | 28.3 | 4,756 | 4,898 | 4,114 | 3,728 | dda | 4,679,450 | 55.02 | 29.6 | 9.8 | 7.4 | 24.2 | 6,962 | 6,884 | 2,285 | 2,285 | ||
| bmf | 2,121,359 | 57.16 | 18.5 | 6.7 | 5.1 | 29.2 | 1,865 | 2,061 | 754 | 666 | spe | 5,448,853 | 55.07 | 26.2 | 8.9 | 7.3 | 24.4 | 7,014 | 7,283 | 2,505 | 2,318 | ||
| kpn | 5,315,120 | 57.48 | 25.8 | 9.4 | 4.8 | 30.0 | 6,826 | 6,881 | 2,566 | 2,436 | cnt | 4,876,443 | 55.10 | 29.9 | 6.6 | 7.3 | 24.4 | 7,213 | 7,356 | 1,631 | 1,599 | ||
| aba | 5,650,368 | 58.38 | 10.5 | 5.6 | 4.0 | 32.3 | 3,007 | 2,930 | 1,597 | 1,568 | ecla | 4,633,407 | 55.18 | 28.4 | 7.5 | 7.2 | 24.6 | 6,675 | 6,475 | 1,820 | 1,674 | ||
| dba | 3,942,657 | 58.65 | 29.7 | 11.8 | 3.7 | 32.9 | 6,013 | 5,709 | 2,349 | 2,296 | syc | 2,696,255 | 55.48 | 17.7 | 11.8 | 6.8 | 25.3 | 2,387 | 2,392 | 1,617 | 1,558 | ||
| synd | 2,572,069 | 59.09 | 12.2 | 18.6 | 3.4 | 34.1 | 1,561 | 1,578 | 2,408 | 2,369 | eha | 3,008,576 | 55.56 | 43.0 | 8.8 | 6.7 | 25.5 | 6,379 | 6,556 | 1,389 | 1,252 | ||
| pgd | 3,776,653 | 59.62 | 12.0 | 14.9 | 3.0 | 35.5 | 2,205 | 2,324 | 2,835 | 2,811 | ror | 5,398,151 | 55.88 | 28.7 | 8.3 | 6.4 | 26.2 | 7,813 | 7,689 | 2,233 | 2,228 | ||
| pac | 2,560,265 | 60.01 | 5.4 | 15.0 | 2.7 | 36.5 | 697 | 698 | 1,923 | 1,929 | koy | 5,914,407 | 55.92 | 30.5 | 8.2 | 6.3 | 26.3 | 9,046 | 9,001 | 2,475 | 2,353 | ||
| bla | 1,933,695 | 60.49 | 4.1 | 7.9 | 2.4 | 37.9 | 419 | 379 | 700 | 836 | oan1 | 2,887,297 | 56.05 | 15.8 | 3.9 | 6.2 | 26.6 | 2,347 | 2,201 | 469 | 650 | ||
| ret | 4,381,608 | 61.27 | 9.1 | 6.0 | 1.9 | 40.0 | 2,000 | 1,981 | 1,456 | 1,181 | pes | 4,513,140 | 56.06 | 31.9 | 11.3 | 6.2 | 26.6 | 7,196 | 7,211 | 2,630 | 2,486 | ||
| sus | 9,965,640 | 61.90 | 7.5 | 9.7 | 1.6 | 41.9 | 3,706 | 3,782 | 5,063 | 4,566 | sdr | 3,130,593 | 56.10 | 24.6 | 9.3 | 6.1 | 26.7 | 3,786 | 3,918 | 1,503 | 1,393 | ||
| saci | 9,629,675 | 62.27 | 8.3 | 26.1 | 1.4 | 42.9 | 4,027 | 3,918 | 12,522 | 12,591 | oan2 | 1,895,911 | 56.22 | 13.6 | 4.8 | 6.0 | 27.0 | 1,280 | 1,293 | 456 | 456 | ||
| smk | 3,820,344 | 62.67 | 6.9 | 7.4 | 1.3 | 44.1 | 1,275 | 1,380 | 1,438 | 1,375 | ebt | 4,158,725 | 56.51 | 29.9 | 21.6 | 5.7 | 27.6 | 6,291 | 6,129 | 4,410 | 4,565 | ||
| dvl | 3,462,887 | 63.01 | 5.0 | 24.6 | 1.1 | 45.2 | 802 | 927 | 4,317 | 4,191 | sap | 3,472,898 | 56.77 | 27.2 | 22.1 | 5.5 | 28.3 | 4,855 | 4,593 | 3,795 | 3,887 | ||
| ddr | 2,819,842 | 63.39 | 8.1 | 16.3 | 1.0 | 46.3 | 1,141 | 1,141 | 2,325 | 2,271 | esa | 4,368,373 | 56.77 | 29.5 | 4.2 | 5.5 | 28.3 | 6,471 | 6,413 | 956 | 891 | ||
| tai | 1,848,474 | 63.79 | 3.9 | 82.3 | 0.9 | 47.5 | 375 | 339 | 8,098 | 7,114 | ctu | 4,384,427 | 57.42 | 28.5 | 4.5 | 4.8 | 29.8 | 6,207 | 6,279 | 931 | 1,024 | ||
| gau | 4,636,964 | 64.27 | 3.6 | 11.1 | 0.7 | 49.1 | 821 | 831 | 2,673 | 2,453 | eic | 3,812,301 | 57.44 | 23.2 | 14.3 | 4.8 | 29.9 | 4,463 | 4,391 | 2,723 | 2,711 | ||
| xcb | 5,148,708 | 64.96 | 5.8 | 5.2 | 0.6 | 51.2 | 1,531 | 1,476 | 1,367 | 1,328 | pst | 6,397,126 | 58.40 | 17.3 | 6.2 | 3.9 | 32.3 | 5,446 | 5,592 | 1,994 | 1,943 | ||
| rru | 4,352,825 | 65.45 | 9.8 | 28.2 | 0.5 | 52.8 | 2,105 | 2,167 | 6,143 | 6,144 | pge | 5,489,680 | 59.11 | 24.4 | 7.2 | 3.4 | 34.1 | 6,601 | 6,780 | 1,981 | 1,971 | ||
| dpt | 2,147,060 | 66.16 | 9.2 | 22.4 | 0.4 | 55.2 | 984 | 992 | 2,416 | 2,403 | pak | 2,495,334 | 60.10 | 5.4 | 15.1 | 2.6 | 36.8 | 660 | 684 | 1,862 | 1,908 | ||
| pae | 6,264,404 | 66.56 | 4.5 | 7.5 | 0.4 | 56.5 | 1,354 | 1,434 | 2,481 | 2,202 | blo | 2,256,640 | 60.12 | 5.7 | 6.5 | 2.6 | 36.8 | 662 | 635 | 704 | 760 | ||
| roa | 8,376,953 | 67.37 | 0.7 | 14.4 | 0.5 | 59.3 | 304 | 315 | 5,896 | 6,137 | asd | 4,738,809 | 62.24 | 3.4 | 11.7 | 1.4 | 42.9 | 809 | 791 | 2,730 | 2,814 | ||
| bmv | 3,497,479 | 68.15 | 5.6 | 5.3 | 0.5 | 62.0 | 982 | 989 | 943 | 894 | rer | 6,516,310 | 62.31 | 2.2 | 8.5 | 1.4 | 43.1 | 774 | 673 | 2,717 | 2,824 | ||
| tos | 2,072,393 | 68.55 | 6.9 | 116.3 | 0.6 | 63.5 | 717 | 721 | 11,907 | 12,188 | lhk | 3,169,329 | 62.35 | 16.8 | 7.7 | 1.4 | 43.2 | 2,672 | 2,642 | 1,232 | 1,224 | ||
| vin | 4,350,553 | 68.94 | 1.7 | 16.6 | 0.7 | 64.9 | 388 | 361 | 3,617 | 3,620 | msv | 3,249,394 | 62.36 | 15.1 | 43.7 | 1.4 | 43.2 | 2,434 | 2,476 | 6,989 | 7,214 | ||
| age | 12,489,432 | 69.45 | 1.0 | 28.2 | 0.8 | 66.7 | 594 | 616 | 17,394 | 17,797 | ipa | 5,472,964 | 62.44 | 6.4 | 25.6 | 1.4 | 43.5 | 1,798 | 1,704 | 6,601 | 7,427 | ||
| opr | 2,303,940 | 70.02 | 3.7 | 40.3 | 1.0 | 68.9 | 416 | 426 | 4,669 | 4,606 | smx | 3,908,022 | 62.65 | 6.9 | 7.3 | 1.3 | 44.1 | 1,344 | 1,357 | 1,360 | 1,498 | ||
| mts | 3,982,034 | 70.28 | 0.5 | 25.3 | 1.1 | 69.8 | 104 | 89 | 4,949 | 5,132 | mrb | 3,097,457 | 63.38 | 19.3 | 48.1 | 1.0 | 46.3 | 2,995 | 2,990 | 7,404 | 7,492 | ||
| sma | 9,025,608 | 70.72 | 0.7 | 23.7 | 1.2 | 71.5 | 288 | 338 | 10,689 | 10,658 | tro | 2,003,004 | 63.65 | 3.1 | 11.9 | 0.9 | 47.1 | 316 | 314 | 1,214 | 1,166 | ||
| amd | 10,236,715 | 71.29 | 0.8 | 13.5 | 1.5 | 73.7 | 411 | 428 | 6,747 | 7,122 | ppk | 5,429,298 | 64.72 | 5.6 | 11.7 | 0.6 | 50.5 | 1,519 | 1,535 | 3,095 | 3,243 | ||
| sho | 9,840,102 | 72.04 | 0.5 | 24.7 | 1.9 | 76.6 | 248 | 219 | 12,043 | 12,293 | XAC | 5,175,554 | 64.77 | 5.6 | 5.7 | 0.6 | 50.6 | 1,468 | 1,427 | 1,526 | 1,434 | ||
| sgr | 8,545,929 | 72.23 | 0.5 | 30.3 | 2.0 | 77.4 | 197 | 198 | 13,111 | 12,803 | cvi | 4,751,080 | 64.83 | 9.9 | 6.5 | 0.6 | 50.8 | 2,376 | 2,347 | 1,534 | 1,551 | ||
| cmi | 3,297,891 | 72.66 | 0.4 | 17.0 | 2.2 | 79.1 | 65 | 68 | 2,706 | 2,893 | tsc | 2,346,803 | 64.89 | 10.1 | 71.0 | 0.6 | 51.0 | 1,108 | 1,259 | 8,488 | 8,168 | ||
| salb | 6,841,649 | 73.32 | 0.5 | 33.4 | 2.7 | 81.8 | 163 | 150 | 11,612 | 11,255 | rpa | 5,459,213 | 65.04 | 3.0 | 5.3 | 0.6 | 51.5 | 839 | 802 | 1,427 | 1,443 | ||
| ksk | 8,783,278 | 74.20 | 0.4 | 28.5 | 3.3 | 85.4 | 164 | 172 | 12,885 | 12,123 | gdi | 3,944,163 | 66.43 | 6.0 | 21.6 | 0.4 | 56.1 | 1,185 | 1,194 | 4,290 | 4,220 | ||
| ade | 5,013,479 | 74.91 | 0.3 | 16.3 | 3.8 | 88.3 | 61 | 81 | 4,074 | 4,122 | dge | 2,467,205 | 66.64 | 7.1 | 28.0 | 0.4 | 56.8 | 876 | 885 | 3,382 | 3,521 | ||
| sur | 10,260,756 | 67.46 | 2.4 | 38.1 | 0.5 | 59.6 | 1,270 | 1,241 | 19,355 | 19,692 | |||||||||||||
| rha | 7,804,765 | 67.52 | 0.8 | 15.0 | 0.5 | 59.8 | 310 | 301 | 5,642 | 6,071 | |||||||||||||
| mhd | 2,269,167 | 68.08 | 6.7 | 51.1 | 0.5 | 61.8 | 756 | 755 | 5,720 | 5,871 | |||||||||||||
| sti | 2,741,033 | 68.10 | 0.8 | 16.8 | 0.5 | 61.9 | 118 | 98 | 2,208 | 2,393 | |||||||||||||
| tra | 3,260,398 | 68.14 | 14.3 | 47.1 | 0.5 | 62.0 | 2,410 | 2,266 | 7,607 | 7,736 | |||||||||||||
| cgc | 3,342,364 | 68.71 | 2.0 | 44.8 | 0.6 | 64.0 | 327 | 352 | 7,556 | 7,434 | |||||||||||||
| req | 5,043,170 | 68.82 | 0.4 | 14.0 | 0.7 | 64.5 | 118 | 96 | 3,421 | 3,662 | |||||||||||||
| mxa | 9,139,763 | 68.89 | 1.0 | 21.5 | 0.7 | 64.7 | 459 | 469 | 9,978 | 9,650 | |||||||||||||
| tts | 1,863,201 | 68.92 | 5.3 | 93.4 | 0.7 | 64.8 | 493 | 496 | 8,785 | 8,616 | |||||||||||||
| ttl | 1,902,595 | 69.09 | 4.7 | 94.8 | 0.7 | 65.4 | 479 | 418 | 8,933 | 9,097 | |||||||||||||
| tth | 1,894,877 | 69.44 | 4.4 | 95.5 | 0.8 | 66.7 | 394 | 448 | 9,182 | 8,911 | |||||||||||||
| ccx | 10,080,619 | 69.90 | 0.9 | 22.3 | 0.9 | 68.4 | 409 | 469 | 10,953 | 11,548 | |||||||||||||
| fra | 5,433,628 | 70.08 | 1.4 | 22.1 | 1.0 | 69.1 | 380 | 375 | 6,196 | 5,818 | |||||||||||||
| sbh | 11,936,683 | 70.75 | 0.8 | 25.4 | 1.3 | 71.6 | 500 | 500 | 15232 | 15096 | |||||||||||||
| ams | 8,773,466 | 70.82 | 0.9 | 12.3 | 1.3 | 71.9 | 379 | 397 | 5,401 | 5,398 | |||||||||||||
| fna | 6,021,225 | 70.83 | 0.5 | 14.3 | 1.3 | 71.9 | 129 | 150 | 4,167 | 4,443 | |||||||||||||
| scl | 13,033,779 | 71.38 | 1.2 | 20.9 | 1.5 | 74.0 | 785 | 808 | 13,650 | 13,645 | |||||||||||||
| scb | 10,148,695 | 71.45 | 0.6 | 28.3 | 1.6 | 74.3 | 295 | 304 | 14,620 | 14,078 | |||||||||||||
| ssx | 7,414,440 | 71.75 | 0.5 | 26.5 | 1.7 | 75.5 | 196 | 200 | 9,816 | 9,868 | |||||||||||||
| sco | 8,667,507 | 72.12 | 0.4 | 24.5 | 1.9 | 76.9 | 172 | 218 | 10,660 | 10,577 | |||||||||||||
| sall | 9,784,577 | 72.13 | 0.7 | 27.1 | 1.9 | 77.0 | 333 | 338 | 13,093 | 13,449 | |||||||||||||
| salu | 9,360,281 | 72.32 | 0.7 | 26.8 | 2.0 | 77.7 | 309 | 312 | 12,428 | 12,611 | |||||||||||||
| gba | 5,311,527 | 72.56 | 0.3 | 10.8 | 2.2 | 78.7 | 61 | 75 | 2,909 | 2,836 | |||||||||||||
| sct | 6,283,062 | 72.94 | 0.5 | 28.6 | 2.4 | 80.2 | 183 | 151 | 8,741 | 9,247 | |||||||||||||
| phm | 3,803,225 | 73.29 | 0.6 | 24.9 | 2.6 | 81.6 | 107 | 119 | 4,752 | 4,701 | |||||||||||||
| afw | 5,277,990 | 73.53 | 0.3 | 22.2 | 2.8 | 82.6 | 92 | 82 | 5,959 | 5,741 | |||||||||||||
| acp | 5,029,329 | 74.72 | 0.3 | 16.4 | 3.7 | 87.5 | 70 | 68 | 4,055 | 4,183 | |||||||||||||
| ank | 5,061,632 | 74.84 | 0.3 | 16.5 | 3.8 | 88.1 | 65 | 63 | 4,202 | 4,160 | |||||||||||||