The largest dinosaur in terms of mass and volume is probably some sort of titanosaur. As of now.....
Here's how the biggest titanosaurs rank out in first-last place:
1. Tie between Alamosaurus (referred Mexican fibula + Fowler & Sullivan's neck centrum) and Puertasaurus (1 cervical, 1 dorsal, 2 unpublished caudals). Both of these animals were around 120+ ft. long and probably 100 tons.
2. Tie between Argentinosaurus and the "Chubut Monster". Both of these animals were probably pushing 110+ ft. long and 80-90 tons
3. Tie between Ruyangosaurus (cervical rib, anterior and posterior dorsals, additional unpublished dorsals, dorsal rib, upper femur, tibia), Notocolossus (dorsal and caudal vertebrae, foot, and limb elements) and "Argyrosaurus" (referred femur FMNH 13018) - probably between 75-90 tons. Ruyangosaurus may have gotten longer than 100 ft., Notocolossus and "Argyrosaurus" were probably not as long but still huge at 90+ ft.
4. Tie between Dreadnoughtus (majority of skeleton) and Paralititan (partial sacrals, 2 caudals, humerus, and shoulder and arm fragments) - both are around 80-90 ft. long and 65-70 tons (no, I do NOT buy the wimpy shrinkwrapped GSP estimates of 20 tons for Dreadnoughtus - he never accounted for crushed ribs and erosion, let alone a REALISTIC amount of soft tissue)
5. Tie between Futalognkosaurus (much of skeleton) and "Antarctosaurus" giganteus (2 femurs, pubis fragments, other random bits) - both at around 90ft. long and 65 tons. Either one of these animals could switch places with 4th place, it's a very close call. There was a bombed-to-dust centrum from "Aegyptosaurus sp" which may also have been a possible contender.
As for the biggest non-titanosaur Somphospondyli:
1. "Huanghetitan" ruyangensis (ribs, sacrum, caudals, unpublished cervicals) - 90+ ft. and 70-80 tons?
2. The "French Monster" (femur, caudals, toe bones and other assorted parts) - 100+ ft. and 65-75 tons? Gracile Paluxysaurus-morph Chubutisaurid by the looks of things. Possibly tied with Sauroposeidon at 110ft. and 65 tons.
2. Yunmenglong ruyangensis (large part of the skeleton) - 100+ ft. and 60 tons?
3. Daxiatitan binglingi (nearly complete cervical and dorsal series, sacrum and ilia, femur, scapula, isolated caudal, etc.) - 95 ft. and 50-55 tons?
4. Huanghetitan liujiaxiaensis (scapula, coracoid, sacrum, caudals etc. possibly some unpublished cervicals and dorsals) - 60 ft. and 30 tons? (hard to tell since the museum mounts appear to be largely speculative)
Largest brachiosaurs:
1. Tie between "Brachiosaurus" nougaredi and Breviparopus (if either of them are indeed brachiosaurs). Both around 120ft. long and 75+ tons?
2. Fusuisaurus zhaoi (fragments of ribs, hips, femur and first 3 caudals) - 100ft. long and 70 tons?
2. Brachiosaurus sp. (Potter Creek specimen) - 95ft. long and 60+ tons?
3. Abydosaurus macintoshi (referred adult ribs) - 95ft. long and 55+ tons?
3. Giraffatitan (HMN XV2) - 85-90ft. long and 50-55 tons?
4. Tie between "Ultrasauros" (BYU scapulacoracoid, referred partial scapula and dorsal), Brachiosaurus alithorax (holotype and referred specimens), and "The Archbishop" (majority of skeleton) - 80-85ft. long and 40 tons?
5. Lapparentosaurus (Lydekker's giant caudals) - 79ft. long and 35 tons?
6. Lusotitan (femur, tibia, fragments of hips, dorsals, ribs, caudals, fibula, humeri, scapula) - 72ft. long and 30+ tons?
Largest mamenchisaurs:
1. M. sinocanadorum (116ft. long and 70 tons?)
2. Chuangjiesaurus (90ft. long and 50 tons?)
3. M. jingyanensis (85-90ft. long and 45 tons?)
4. Hudiesaurus sinojapanorum (80+ft. long and 35-40 tons?)
5. M. anyuensis?????
6. "Omeisaurus" jiaoi (80ft. long, 20 tons?)
Largest Diplodocoids:
1. "Amphicoelias" fragillimus (as per Zach Armstrong's latest reconstruction, most likely a basal rebbachisaur-like diplodocoid at 95ft. long and 55+ tons - a far cry from previous estimates using Diplodocus-like proportions) - may be similar in size to Parabrontopodus distercii.
2. Tie between Supersaurus (majority of skeleton from multiple specimens) - 120ft. long and 50 tons and Apatosaurus ajax (Oklahoma specimen) - at least 95ft. long and 45 tons
3. Probably some sort of African barosaurine, Tornieria sp. or other.... who knows lol.
And then of course with the really basal sauropods you have Turiasaurus, which some reports overhyped as "the biggest dinosaur" and for some reason people still like to believe it was some kind of supergiant - yet it lags far behind most of the animals on this list, at 70-80ft. and MAYBE 30 tons (like most basal sauropods, it's relatively lightly built and most of its length is tail). Its size has been greatly exaggerated and basically it just looks like an oversized Camarasaurus or Jobaria with a crazy-long tail attached. Turiasaurus may be the biggest turiasaurid (a family that has only a handful of known species anyway), but that's the only place where it holds any kind of record. All of the major neosauropod groups (see above) have species that easily outclass Turiasaurus.
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