MEMORANDUM & ORDER Defendant Darrell Woodford, (“Woodford” or “defendant”), is charged with the possession of ammunition subsequent to a felony conviction. (ECF No. 7, Indictment.) Specifically, defendant is charged with violating 18 U.S.C. §922(g)(1). (Id.) On May 21, 2019, Woodford, moved to suppress the identification testimony of two New York City Police Department (“NYPD”) officers implicating him in an August 30, 2018 shooting in Brooklyn. (ECF No. 27, Def.’s Mot. to Suppress (“Mot.”).) The parties filed motion papers in advance of the hearing, (ECF No. 28, Gov’t's Opp’n Mem. (“Opp.”); ECF No. 32, Def.’s Reply (“Reply”)), and post-hearing briefing, (ECF No. 54, Def.’s Supp. Mem. (“Supp. Mem.”); ECF No. 55, Gov’t's Supp. Opp. (“Supp. Opp.”); ECF No. 56, Def.’s Supp. Reply (“Supp. Reply”)), which the court now considers.1 BACKGROUND I. Factual Background On August 30, 2018, an unnamed victim was shot multiple times in the Flatbush area of Brooklyn. (Opp. 2.) In the courtyard of the Flatbush Gardens housing development, located at 3104 Newkirk Avenue, a black male chased a male victim and began firing a handgun, striking the victim at least three times. (Id. at 3.) The shooter fled with the handgun, leaving the victim on the ground. (Id.) A New York City Police Department (“NYPD”) officer recovered three .380 auto-caliber cartridge casings from the scene approximately one hour after the shooting. (Id.) Defendant Darrell Woodford was arrested on September 14, 2018, for crimes committed in connection with the shooting.2 (ECF No. 27, Mot. 1.) A. Video Footage Portions of the shooting, and the events leading up to and shortly after it, were captured by video surveillance. First, video captured a crowded sidewalk near 1844 Nostrand Avenue moments before the shooting. (Opp. 4, (“1844 Nostrand Ave. Video”); see also Mot., Ex. E, DW000018 Video; Ex. 8.) At approximately 8:51 p.m. on August 30, 2018, four young males walk nearly single file in front of a deli; one of these four males is identifiable as the shooter in a subsequent video at the scene of the shooting, and is wearing a white t-shirt, black and white basketball shorts, and red and white sneakers. (Id. at 4.) A heavy-set black male with a cast on his right arm leads the line of four toward a group of three males walking in the opposite direction and, without warning, the heavy set male punches one of the three in the face. The other two males in the group of three, one of whom would become the shooting victim, immediately run out of the camera’s view; the shooter and several other males give chase. (Id. at 5.) Second, video captured the shooter, a male with an afro, and a shirtless male, followed by the heavy-set male with the cast running near 3102 Newkirk Avenue shortly before the shooting. (Id. (citing “3102 Newkirk Avenue Video”).) Third, a camera along 1356 New York Avenue recorded the shooter chasing the victim along a walkway leading to 3104 Newkirk Avenue where the shooting eventually occurred. (Id. at 6 (citing “1356 New York Avenue video”).) Fourth, a camera captured the shooter chasing the victim along a walkway into the courtyard of 3104 Newkirk Avenue while three other individuals walk from the opposite direction. (Id. (citing “3104 Newkirk Avenue Video”); see also Ex. 9.) As the victim passes these three individuals, the shooter slows down, raises his right hand, and fires a handgun with at least one visible muzzle flash. The three individuals who were walking in the opposite direction stop or slow down, crouch and flinch, and move aside as the shooter continues to run past them and off-camera. (Ex. E, DW000019 Video.) This footage also captures the victim falling to the ground and getting up, the shooter closing the distance between the victim and himself with his right arm extended, and the victim falling down again.3 The shooter then walks closer to the victim, apparently shooting once from close range, backing up and firing twice more, walking closer and firing at least once more at the victim before running back towards New York Avenue. (Opp. 6.) Fifth, and shortly after the shooting, the 3102 Newkirk Avenue video captured the shooter running from 3104 Newkirk Avenue towards Avenue D. (Id. at 6-7.) Sixth, two cameras along Avenue D and Nostrand Avenue captured the shooter, a shirtless male, and a male with a black t-shirt, walking towards Avenue D. (Id. at 7 (citing “Avenue D Video”).) The shooter turns back to the male in the black shirt to hand-off an object and briefly looks towards the recording camera. (Ex. E, DW000021.) Finally, a video dated and time-stamped one night before the shooting, August 29, 2018, and located inside a deli at 1990 Bedford Avenue, captured an individual wearing clothing that appears identical to that worn by the shooter: a white short-sleeve t-shirt, black and white basketball shorts bearing a black Nike logo, a white scarf or do-rag, and a closely cropped beard.4 (Opp. 3.) The government asserts this individual is the shooter (and, allegedly, defendant Woodford) wearing the same clothing he would the following day, August 30, 2018, when the shooting took place. (Id.) Together with the shooter are several other males, including: (1) a heavy-set black male wearing a black or navy short-sleeve shirt with a white box over the left breast pocket, black shorts with a white trim at the bottom, gray and white sneakers, a black do-rag, and a white cast on his right arm; and (2) a tall black male with an afro, wearing a black short-sleeve t-shirt with a white Puma logo over the left breast, black shorts with a white design on the left pant leg, and red underwear that is clearly visible under the black shorts. (Opp. 4.) B. Identifications Sergeant Christopher Donohue and Assistant Field Intelligence Officer Vasilios Vasilopoulos worked in the NYPD’s 70th Precinct in August 2018.5 As field intelligence officers, they were responsible for monitoring recidivists and gang members within the precinct, including cultivating confidential informants. (Tr. 8-9.) Sometime over the summer 2018, the two officers “became familiar with the defendant, who frequently spent time in the 70th precinct with members of a gang known as the Eight Trey Cowboy Crips.” (Opp. 7; Tr. 10:3-15.) And, when shown footage of the shooting, and the events leading up to and shortly after the shooting, the two identified defendant Woodford as the shooter based on their prior familiarity with defendant as field intelligence officers. As proof of the officers’ familiarity with defendant, the government offers two primary bases: a July 17, 2018, traffic stop in which Officer Vasilopoulos and Sergeant Donohue, along with a third officer, interreacted and spoke with defendant while they attempted to ascertain his identity, (Opp. 8; Tr. 45-46); and the officers’ extensive social media monitoring of defendant and his associates. (Opp. 8; see also, e.g., Tr. 21, 23, 35-36). During the course of the July 2017 traffic stop, the officers spoke face-to-face with Woodford for several minutes while he stood outside the vehicle. (Opp. 8; Tr. 46-47.) Officer Vasilopoulos testified during the July 8, 2019, suppression hearing, that he immediately recognized Woodford in the passenger seat, and addressed defendant as “Fresh,” his nickname. (Tr. 46-47.) Initially, Woodford gave his name as “Darrell Smith,” but then admitted that his name was Darrell Woodford. (Id.; Opp. 8.) Vasilopoulos recalled asking Woodford how to spell his first name, not recalling if it was spelled with one or two letter Rs. (Tr. 48:4-5.) Then, when asked to spell his last name, Woodford responded, “Smith.” (Tr. 48:6-7.) Vasilopoulos testified that he warned Woodford it was a crime to lie about his name, and then demonstrated to Woodford that a data search for Darrell Smith provided no results. (Tr. 48:9- 14; see also Ex. 6.) The government also represents, and Officer Vasilopoulos testified, that the officers routinely reviewed social media posts, including photographs and videos, and comments, posted by Woodford and others on publicly available social media pages, and a four-minute YouTube music video featuring Woodford. (Opp. 8; see also, e.g., Tr. 21, 23, 35-36.) At the hearing, the government offered into evidence through Officer Vasilopoulos several videos posted to social media featuring defendant. Officer Vasilopoulos testified to viewing these videos, and others, contemporaneously with their publication by defendant out of necessity. Some of these videos known as “stories,” are not accessible after 24 hours of initial posting, others known as “Facebook Live” or “Instagram Live” are broadcast live, in real-time, and are likewise not accessible afterwards unless the viewer records them by some other means. Sometime on the evening of August 30, 2018, following the shooting, the two officers each viewed the 1844 Nostrand Avenue, the 1356 New York Avenue, and the 3104 Newkirk Avenue videos. (Opp. 8.) Officer Vasilopoulos was on his way home when he received a phone call from Sergeant Donohue. (Tr. 60:10-18.) Vasilopoulos testified that Sergeant Donohue had told him to pull over to watch a video of a shooting that had taken place in the 67th precinct; Sergeant Donohue also told Vasilopoulos the name of the victim who was known to both of them. (Tr. 60-61.) Sergeant Donohue did not, however, inform Vasilopoulos of the suspected shooter’s name. (Tr. 61:5-8.) Sergeant Donohue then sent to Vasilopoulos the 1844 Nostrand Avenue Video, shown at the hearing as Exhibit 8. (Tr. 61-62.) Officer Vasilopoulos testified that, upon first watching the 1844 Nostrand Avenue Video on August 30, 2018, he recognized Michael Williams (also known as Sheff G), Tegan Chambers (also known as Sleepy Hallow), and defendant (also known as Fresh), among other individuals. (Tr. 66:18-67:8.) The Officer’s identification was based, in part, on recognizing Woodford’s body, receding hairline, and mannerisms, and his height and build, which were consistent with Vasilopoulos’s previous interaction with, and observations of, Woodford. (Tr. 67-68.) Officer Vasilopoulos also testified that he was “very confident” in his identification of Woodford in the 1844 Nostrand Avenue Video. (Tr. 67:15.) Vasilopoulos was alone when he watched the video, but called Sergeant Donohue immediately afterwards. (Tr. 62:1-7.) Sergeant Donohue, however, testified that he and Vasilopoulos were still on the phone while Vasilopoulos watched the video. (Tr. 219-20.) Vasilopoulos told Sergeant Donohue that he feared retaliation against defendant and his associates, by the victim’s associates, after the shooting because it involved two rival gangs, the Eight Trey Cowboy Crips and Folk. (Tr. 70:1- 10.) After sharing this concern with Sergeant Donohue, Vasilopoulos then identified the individuals he recognized in the 1844 Nostrand Avenue Video. (Tr. 70:17.) Vasilopoulos testified that Sergeant Donohue agreed with this identification, and that his agreeing did not influence Officer Vasilopoulos’s identification of Woodford. (Tr. 70:18-22.) Sometime after the two identified Woodford in the 1844 Nostrand Avenue video, Sergeant Donohue informed officers in the 67th precinct about Woodford’s alleged role in the shooting so that they could open an investigation. (Tr. 73:2-12.) Before the two officers reviewed the videos, they heard from other officers of the 67th precinct, responsible for the area where the August 30, 2018 shooting took place, the name of a suspect whom the 67th precinct officers believed to be the heavy-set male with the cast who was visible in the footage.6 (Id.) Sergeant Donohue and Officer Vasilopoulos both disagreed with the 67th precinct’s suggested identification, (id.), and Officer Vasilopoulos testified that he believed the heavy-set male was an individual named Michael Williams, (Tr. 12:15; 71:6- 12).7 Sergeant Donohue and Officer Vasilopoulos received no other names from the 67th precinct officers of potential suspects or other individuals in the video. (Opp. 9; Tr. 69:19- 21.) The 67th precinct officers did not name the potential identities of any other individuals in the videos shown to Officer Vasilopoulos on August 30, 2018. Later, on the evening of August 30, 2018, by the time Officer Vasilopoulos arrived home, he testified that Sergeant Donohue sent him another video that depicts the shooting at 3104 Newkirk Avenue. (Tr. 74; Ex. 9A.)8 Before watching the video, Sergeant Donohue did not identify anyone in the video to Officer Vasilopoulos. (Tr. 74.) After watching the video, Officer Vasilopoulos recognized defendant as the shooter, and immediately contacted Sergeant Donohue. (Tr. 74-75.) Sergeant Donohue and Officer Vasilopoulos were not in contact while Vasilopoulos watched the video. (Id.) Vasilopoulos testified that he recognized Woodford in the shooting video at 3104 Newkirk Avenue because the shooter was wearing the same clothes and had the same body type as the individual he had identified as Woodford in the 1844 Nostrand Avenue video. (Tr. 76:1-5.) Vasilopoulos told Sergeant Donohue that he believed Woodford was the shooter in that video, and Sergeant Donohue agreed. (Tr. 76:6-10.) Vasilopoulos testified that Sergeant Donohue’s concurrence did not influence Vasilopoulos’s identification. (Tr. 76:11-13.) The two officers were together again on September 14, 2018 when they reviewed the Avenue D Videos which showed the shooter rounding a corner store while turning back, facing the camera, and handing an unknown object to another individual. (Opp. 9; Tr. 118:10-16.) The two officers identified the individual wearing the white t-shirt and black and white Nike shorts as defendant. (Opp. 9.) Defendant was then arrested later that day for violating his state parole, (Opp. 9), and eventually arraigned before Magistrate Judge Kuo on November 23, 2018, (Minute Entry dated 11/23/2018). A grand jury returned the instant indictment on December 6, 2018. (Opp. 10.) Sometime after defendant’s arrest, Sergeant Donohue and Officer Vasilopoulos together viewed the 1990 Bedford Avenue video, which showed a scene inside a deli dated and time-stamped the day prior to the shooting, including the heavy-set male with a cast, the tall male with an afro and black t-shirt, and an individual wearing the same clothes as the shooter and a white do-rag. (Id.; Tr. 121.) Both officers identified defendant as the individual wearing a white t-shirt, black and white basketball shorts, and white do-rag. (Opp. 9-10; Tr. 121:14 (Vasilopoulos testimony); Tr. 245:19 (Donohue testimony).) Vasilopoulos testified that he identified Austin Williams, Tony Darden, and Tegan Chambers as the individuals with defendant Woodford in the 1990 Bedford Avenue video. (Tr. 121:14-15.) After his arrest, Woodford first appeared before the court on December 13, 2018 and was arraigned on Count 1 of the sealed indictment. (Minute Entry dated 12/14/2018.) The parties continued plea negotiations and exchanged discovery until April 30, 2019, when defendant indicated his intent to move to suppress the identifications by Sergeant Donohue and Officer Vasilopoulos. (Minute Entry dated 4/30/2019; see generally ECF Nos. 27-29, 32.) The court heard testimony from Officer Vasilopoulos and Sergeant Donohue on July 8, 2019, and July 23, 2019. DISCUSSION I. Due Process Challenge Defendant argues in his motion, and largely reiterates in his supplemental briefing, that the officers’ identification was both unduly suggestive and not independently reliable in violation of the due process clause. (Supp. Mem. 15-24.) Due process requires that the court examine whether the identification was unnecessarily suggestive and conducive to irreparable mistaken identification. If so, the court must exclude identification testimony that is not otherwise independently reliable. Manson v. Brathwaite, 432 U.S. 98, 114 (1988); Stovall v. Denno, 388 U.S. 293, 301-02 (1967) (noting that district court must determine, from totality of circumstances, whether identification “was so unnecessarily suggestive and conducive to irreparable mistaken identification that [defendant] was denied due process of law”). “The ultimate questions are whether the pretrial proceedings have been conducted in a manner that was unnecessarily suggestive and whether, in all the circumstances, there is a very substantial likelihood of irreparable misidentification.” United States v. Maldonado-Rivera, 922 F.2d 934, 973 (2d Cir. 1990). Circumstances may require law enforcement, from time-to- time, to employ suggestive identification techniques to address exigencies. United States v. Concepcion, 983 F.3d 369, 377 (2d Cir. 1992) (noting that a “showup” — the presentation of a single suspect to a victim or witness — may be permissible where there is an “overriding necessity”); see also Stovall, 388 U.S. at 302 (upholding hospital showup where victim, the only witness to the crime, was believed to be dying). A prior identification is admissible under Federal Rule of Evidence 801(d)(1)(C), regardless of whether the witness confirms the identification in-court. United States v. Salameh, 152 F.3d 88, 125 (2d Cir. 1998) (citing United States v. Simmons, 923 F.2d 934, 950 (2d Cir. 1991) and United States v. Lewis, 565 F.2d 1248, 1251-52 (2d Cir. 1977)). A prior identification will be excluded only if the procedure that yielded the identification is “so unnecessarily suggestive and conducive to irreparable mistaken identification that [the defendant] was denied due process of law.” Simmons, 923 F.2d at 950 (internal quotation marks and citation omitted; alteration in original). Typically, identifications are challenged when law enforcement officers attempt to elicit a positive identification from a witness to the crime that highlights the defendant as the suspect in some way. That is, when the circumstances surrounding the identification procedure prompt the witness to conclude that the individual whom the witness is viewing is the same one who committed the crime. Jarrett v. Headley, 802 F.2d 34, 42 (2d Cir. 1986). Unlike in most cases, the witnesses in this case are law enforcement officers engaged in investigating the activities of a gang of which defendant purportedly is a member, and typical lineup or photo array procedures were not used to identify defendant. What is relevant here is case law that concerns impermissibly suggestive identifications due to “subsequent actions or remarks by government agents.” United States v. Thai, 29 F.3d 785, 810 (2d Cir. 1994). In Thai, after the witness had selected the defendant from a photo array, officers showed the witness a mug shot of the defendant. Id. at 810-11. Officers then complimented another witness for a job well-done after identifying the defendant. Id. at 811. These confirmatory tactics risked inflating a witness’s in-court certainty. United States v. Leonardi, 623 F.3d 746, 755 (2d Cir. 1980). Still, when the risk is present, “if the original identification was strong and unequivocal, such misguided post-identification remarks or actions will not render it invalid or preclude a subsequent in-court identification.” Thai, 29 F.3d at 810. Joint identification by witnesses should also call in to question an identification’s reliability for suggestiveness. United States v. Gilbert, 388 U.S. 218 (1967), is a sister-case in the trio of cases decided with United States v. Wade, 388 U.S. 218 (1967), the seminal case on identification procedures. Though the Supreme Court vacated the defendant’s conviction in Gilbert based primarily on the absence of counsel at a post-indictment lineup, the court discussed at length the risks and infirmities of the identification procedures employed there. Gilbert, 388 U.S. at 272. In its concurrently issued Wade opinion, the Court referred to the Gilbert identification, where “some 100 witnesses…made wholesale identifications of [the defendant]…in each other’s presence,” and concluded such procedures were “fraught with dangers of suggestion.” Wade, 388 U.S. at 234. Accordingly, in Escalera v. Coombe, 652 F. Supp. 1316 (E.D.N.Y. 1987), in dismissing a habeas petition, Judge Glasser opined that “[i]f ‘suggestive confrontations are disapproved because they increase the likelihood of misidentification,’ one would be hard pressed to conceive a procedure more suggestive than a showup where two witnesses view a single suspect through a one-way mirror.” Escalera, 652 F. Supp. at 1326.9 There, witnesses were unsupervised during a portion of the identification, may have viewed photographs of the suspects while together in a room, and viewed the defendant through a one-way mirror together. Id. at 1327. Suggestive identification procedures, however, may be permissible in the face of exigent circumstances. Some obvious examples of exigent circumstances include, as discussed above, when a victim is believed to be dying in the hospital shortly after a crime, Stovall, 388 U.S. at 302, or when multiple suspects are in custody and police must determine which suspects to release or arrest, Simmons, 390 U.S. at 384. See also United States v. Bautista, 23 F.3d 726, 730 (2d Cir. 1994). A. Unduly Suggestive Defendant first argues that the government used unduly suggestive procedures to identify him in the video footage. (Mot. 5; Supp. Mem. 16-19.) Defendant cites to the joint identification by Vasilopoulos and Donohue. Second, defendant raises the officers’ knowledge of other background facts related to the shooting, including the victim’s name and gang affiliation. And third, defendant challenges the identification as improperly based on “guilt by association.” (Id. at 19.) In opposition, the government argues first that the identification procedures did not single out defendant, and thus were not unduly suggestive. (Opp. 14; Supp. Opp. 6.) Secondly, the government argues that the officers’ identifications of Woodford as the shooter were independently reliable.10 (Opp. 14; Supp. Opp. 8-9.) Defendant argues that the joint identification employed here allowed Sergeant Donohue and Officer Vasilopoulos to confirm their views that Woodford was the shooter with each other, and that each potentially bolstered the other’s confidence in the identification. (Supp. Mem. 16.) Defendant cites to the risk of “peer pressure” and the “obvious dangers” that a joint identification is “the product of mutual reinforcement of opinion.” (Id. at 16-17.) The government responds that the manner in which Sergeant Donohue and Officer Vasilopoulos reviewed the video did not suggest to the other officer that Woodford was the shooter. (Opp. 13; Supp. Opp. 6.) Further, the government argues, the officers were not susceptible to suggestion, demonstrated by the fact that the officers independently disagreed with the suggestion from the officers of the 67th precinct that another suspect was in the video. (Opp. 13.) According to the government, no one confirmed either Sergeant Donohue’s or Vasilopoulos’s identifications. (Supp. opp. 6.) If they had, the government argues, the officers’ confidence in their initial identification would not be rendered invalid or precluded based on post-identification comments. (Id. (citing Thai, 29 F.3d at 810).) The government cites to Umjoa v. Griffin, No. 11-CV-0735, 2014 WL 2453620, at *18 (E.D.N.Y. May 29, 2014), a habeas corpus case in this District in which the court approved joint viewing of a photo array in which there was no evidence the witnesses were influenced by each other in making their identifications. (Supp. Opp. 7.) Officer Vasilopoulos testified that he watched the video alone, and was not in contact with Sergeant Donohue until after he had independently identified Woodford in the 1844 Nostrand Avenue video and, shortly after, in the video depicting the shooting.11 (Tr. 69-70.) Moreover, Sergeant Donohue did not suggest to Officer Vasilopoulos who the shooter might be prior to watching Officer Vasilopoulos watching the video, though he did agree with Officer Vasilopoulos’s identification. (Tr. 69:19-22, 70:15-19.) The two were apparently together for the September 14, 2018, identification based on the 1990 Bedford Avenue video depicting the inside of a deli the night prior to the shooting. This later identification only served to confirm the initial two identifications by the officers. Officer Vasilopoulos also testified that he was certain of his identification of Mr. Woodford on the first two videos he viewed on the night of August 30, 2018. The manner in which he identified defendant was not suggestive, as Vasilopoulos was not told whom the shooter might be or whom Sergeant Donohue believed the shooter was. Defendant’s argument that the officers’ knowledge of the victim’s identity somehow suggested defendant’s identification is not persuasive. Though neither the 1844 Nostrand Avenue nor the 3104 Newkirk Avenue video is crystal clear, Officer Vasilopoulos testified that he immediately recognized Michael Williams and Tegan Chambers, among others, who plainly stand out among the other pedestrians on Nostrand Avenue. Officer Vasilopoulos explained that his basis for recognizing these individuals was his personal interactions with them and monitoring their social media presence in his role as Assistant Field Intelligence Officer. Officer Vasilopoulos also recognized Woodford’s receding hairline, his relative height and build, and his other mannerisms. Upon watching the 3104 Newkirk Avenue video, Officer Vasilopoulos identified the shooter as defendant based, again, on his height and build, and that he was wearing the same clothing as in the 1844 Nostrand Avenue video. (Tr. 76:1-2.) Though Sergeant Donohue’s identification of Mr. Woodford was consistent with Officer Vasilopoulos’s identification, Officer Vasilopoulos is at much lower risk than lay witnesses of being influenced by confirmatory tactics and eager officers as in other cases involving civilian witnesses. Moreover, both officers, and especially Officer Vasilopoulos, testified to being confident in their initial identification. Post-identification comments will not render a “strong and unequivocal” identification invalid or preclude subsequent in-court identification.” United States v. Thai, 29 F.3d 785, 810 (2d Cir. 1994). Thus, the joint identification by the two officers in this case was not unduly suggestive and did not influence or bolster the officer’s confidence in their respective identifications. Defendant next argues that the identification procedures were unduly suggestive because Officer Vasilopoulos and Sergeant Donohue “knew a great deal of information from other officers before watching” the videos in this case. (Supp. Mem. 18.) Specifically, defendant points to the officers’ knowledge that the victim was a member of the Folk Nation gang, a rival to the Eight Trey Cowboy Crips. (Id.) Defendant speculates that this knowledge “contributed to their identification, either subconsciously or consciously,” and that the officers “likely shared more information than they remember now.” (Id.) Defendant also argues that the fact the officers typically shared investigative information among their small four-person team precluded the officers from making an “unbiased” identification. (Id. at 19.) The government responds that defendant has not cited to relevant authority nor explained how knowing a victim’s identity would impermissibly influence a witness’s identification. (Supp. Opp. 8.) The government further responds that defendant’s argument is based on speculation that the officers shared “more information than they remember now.” (Id.) That the officers had background knowledge of defendant and the other individuals identified in the videos, including the victim, does not render their identification suggestive. Identifications need not happen in a vacuum devoid of context. The officers’ knowledge of the victim, the defendant, and their associates, was not improperly transmitted prior to their identification of defendant such that it may have influenced a civilian witness. Instead, the officers possessed knowledge of the victim, the defendant, and their associates before the shooting, and officers in the 67th precinct sought their knowledge and assistance. Their prior knowledge does not render the identification procedure suggestive, as it certainly would not if the video were shown to the victim or another individual familiar with defendant and his associates. Finally, defendant argues that the procedures leading to the officers’ identification of Woodford as the shooter were improper because they are based, in part, on group association. (Supp. Mem. 19.) Defendant notes that the officers “surely relied on their identification” of Teagan Chambers and Michael Williams, associates of defendant, “to bolster their identification.” This, defendant argues, is akin to guilt by association, “one of the most odious institutions of history.” (Supp. Mem. 21 (citing Joint Anti-Fascist Refugee Comm. v. McGrath, 341 U.S. 123, 178-79 (1951)).) Defendant, however, cites no case authority that an identification based, in part, on association is impermissible. The government responds that defendant has not supported his argument with citation to any case authority, and that both officers were confident in their identification of defendant as an individual. (Supp. Opp. 8.) Both officers testified to their ability to pick out defendant specifically from the video footage. (Tr. 66:24-67:1 (Vasilopoulos testimony); Tr. 228:8-11 (Donohue testimony).) The court finds that Officer Vasilopoulos’s out-of-court identification of Mr. Woodford was not based upon undue suggestion and that there is no risk of irreparable misidentification. This is not the kind of case where the identification procedures highlighted defendant amongst a group of line-up suspects or presented defendant in a manner suggestive of culpability as in many showup cases. The only risk the court can countenance in the procedures employed is that the officers bolstered each other’s confidence in their respective identification, however, no one suggested defendant’s identity to Officer Vasilopoulos or Sergeant Donohue prior to their identifications of defendant. As the court already found, the procedures did not impact Officer Vasilopoulos’s identification or improperly bolster his confidence. Were the video devoid of defendant’s easily-identifiable associates, the court would be more skeptical of the officer’s identification of Woodford from any other individual in the footage, as would a jury, given the shortcomings of the footage. The court finds unavailing defendant’s argument that basing the identification on the presence of Mr. Woodford’s associates in the footage is suggestive and amounts to guilt by association. That defendant’s associates are in the footage does not suggest that defendant is the depicted shooter. At most, the presence in the videos of defendant’s easily-identifiable associates permissibly provided the officers context within which to identify defendant. Given this context, the officers were able to identify defendant as the shooter given the similarities in his height, build, complexion, hairline, and hairstyle. On this basis alone, the court may deny Woodford’s suppression motion as to Officer Vasilopoulos’s identification testimony. However, even if the procedures were unduly suggestive, Officer Vasilopoulos’s identification was independently reliable, as discussed below. B. Independent Reliability Defendant additionally argues that the unduly suggestive procedures were not cured by an independently reliable basis for the officers’ identification because the officers were not “intimately familiar” with defendant because the video footage of the shooter is blurry. (Supp. Mem. 22.) The government responds that intimate familiarity is not necessary for a valid identification, and that the officers’ prior observations of and interactions with defendant provide more than a sufficient basis for the identification. (Supp. Opp. 10.) Determining whether an identification is independently reliable is the second step of the due process inquiry. Even in the face of suggestive or confirmatory procedures, an unnecessarily suggestive identification will not on its own violate the defendant’s due process rights. That is, an identification that is reliable based on other, independent evidence is still admissible. United States v. Maldonado- Rivera, 922 F.2d 934, 973 (2d Cir. 1990) (“The linchpin for admissibility of identification testimony is reliability.”). Unless, “‘under all the circumstances of th[e] case, there is a very substantial likelihood of irreparable misidentification,’ the presence of some element” undercutting reliability goes to the identification’s weight, not its admissibility. Dunnigan v. Keane, 137 F.3d 117, 128 (2d Cir. 1998) (quoting Manson, 432 U.S. at 116). To determine independent reliability, courts apply the factors enumerated in Neil v. Biggers, 409 U.S. 188, 199-200 (1972). These factors are non-exclusive, and courts consider: (1) the opportunity of the witness to view the criminal at the time of the crime; (2) the witness’s degree of attention; (3) the accuracy of the witness’s prior description of the suspect; (4) the level of certainty demonstrated by the witness at the confrontation; and (5) the length of time between the crime and the confrontation. Id. at 199-200. Courts should consider these factors in light of the totality of the circumstances, see id. at 199, and weigh them against the “corrupting effect” of the allegedly suggestive identification procedures, Manson, 432 U.S. at 114. Not every factor must weigh in favor of admissibility. Salameh, 152 F.3d at 126-27. As a result, independent reliability claims often overcome any unduly suggestive identifications in a variety of circumstances. See, e.g., id. (witness observed and spoke with defendants while pumping gas for them, accurately described defendants to agents, and identification occurred shortly after crime); United States v. Wong, 40 F.3d 1347, 1360 (2d Cir. 1994) (finding ten-month interval between crime and identification was outweighed by witness’s opportunity to observe gunman for a few seconds before ducking under table from fear); United States v. Tortora, 30 F.3d 334-39 (2d Cir. 1994) (finding five-year interval between crime and identification, and inaccurate description, outweighed by other “particularly strong indicia of reliability”); Concepcion, 983 F.2d at 378 (finding struggle and shooting gained and held witness’s attention); Maldonado-Rivera, 922 F.2d at 976 (finding one-year interval between crime and identification “outweighed by [witness's] extended opportunity to become familiar with [defendant]‘s appearance” and accuracy of past descriptions). Thus, courts have found witnesses sufficiently familiar with a suspect to render an independently reliable identification after a single minutes-long interaction, notable interactions, or conversations, and even after a yearlong interval or longer. See also Alvarez v. Fischer, 170 F. Supp. 2d 379, 386-87 (S.D.N.Y. 2001); United States v. Wolfish, 525 F.2d 457, 462 (2d Cir. 1975). For example, in United States v. Wolfish, the Second Circuit found an identification independently reliable where the witness had three prior ten-minute meetings with defendant, during which defendant made unusual requests. Id. Defendant argues that the officers had insufficient contact with defendant to render their identification reliable. (Supp. Mem. 23.) Defendant points out that the government’s collected authorities on independent reliability “involved more contact that the officers had here.” (Id. at 23.) Specifically, defendant takes issue with Officer Vasilopoulos’s inability to testify about the specific circumstances with which he observed Woodford before the shooting. As discussed above, those cases finding an identification independently reliable generally involve more contact, and defendant cites to several that involved three ten-minute meetings and unusual requests, frequent overnight visits, and weekly drug purchases over the course of months. (Id. at 24.) Additionally, defendant notes that Officer Vasilopoulos monitored more than 40 individuals in the Eight Trey Cowboy Crips, and that he could not have been focused on defendant and thus was not intimately familiar with defendant. (Supp. Mem. 24.) The government responds first, that the officers are trained to notice detail in contrast to civilian witnesses. Second, the government argues that the officers had repeatedly observed Woodford both in-person and through social media prior to the shooting. (Supp. Opp. 8.) In support of its first argument, the government cites authority that acknowledges that law enforcement officers are not “casual observers” of crime, (Opp. 16 (citing Manson, 432 U.S. at 115)), and thus officer witnesses can be expected to pay “scrupulous attention to detail” that would lend reliability to their identifications. (Id. (citing United States v. Williams, 999 F. Supp. 412, 415 (W.D.N.Y. 1998)).) See also United States v. Sanchez, 603 F.2d 381, 385 (2d Cir. 1979) (finding identification by narcotics officer reliable given “the degree of attention of an undercover police officer engaged in the purchase of narcotics for the explicit purpose of gathering evidence for a later prosecution of the seller will obviously be quite high”). The government also relies on Manson, where the Supreme Court found an undercover police officer’s identification reliable after he interacted with the defendant for two-to-three minutes during a drug sale in a well-lit area. Manson, 432 U.S. at 114. In reaching its conclusions the Court noted that the officer was “trained” and “on duty” and expected to pay attention to details for a later identification. (Opp. 17 (citing Manson, 432 U.S. at 115-17).) Neither officer is a “casual observer” of crime, and both are trained in monitoring and investigating suspected gang members; this does not render their identifications inherently reliable. The court will consider their respective training and attention in addressing the Biggers factors. That is, a witness to a crime will likely be distracted or terrified, and their later recollection is likely to be impaired or distorted. Officers, on the other hand, observe a crime or a suspect with the understanding that they may later make a case against this individual, supporting the inference that the officer will be paying close attention to the suspect with an eye towards recollection. The court finds that both officers, as field intelligence officers tasked with investigating gang activity within their precinct, paid particular attention to suspected gang members including defendant and his associates. This was evident during the hearing when Officer Vasilopoulos identified several other individuals active within the precinct by name and nickname who were not involved with the shooting. (See, e.g., Tr. 65:2-6; 71:6-9; 101:4.) The government also argues that the officers had substantial prior, memorable interactions with Woodford that render their identifications independently reliable. (Opp. 17; Supp. Opp. 9.) In support, the government describes the prior contact the officers had with Woodford, including observations of Woodford within the 70th precinct over the summer of 2018; the July 17, 2018, traffic stop, six-weeks prior to the shooting; and their review of Woodford’s and others’ social media posts including a YouTube music video featuring Woodford. (Opp. 18; Supp. Opp. 10.) Defendant disputes these “repeated observations” of Woodford made by the officers, and calls into question how the officers’ past contact with Woodford were sufficient to support their identification as independently reliable. (Reply 9.) As previously discussed, the court considers the Biggers factors to determine if the identifications here are independently reliable. The Biggers factors are not exclusive, and courts can consider other factors that bear on reliability. Chief among the factors is the officers’ opportunity to observe Woodford prior to the identification. The cases the government cites to for independent reliability based on prior contacts generally involve contacts more substantial, sustained, or frequent than a single traffic stop. These prior-interactions cases include: three ten-minute meetings featuring unusual requests by the defendant, Wolfish, 525 F.2d at 462; frequent overnight stays by defendant with the witness over the course of two months, Robinson v. Artus, 664 F. Supp. 2d 247, 259-60 (W.D.N.Y. 2009); opportunity to observe defendant over a two-day period, United States v. Perez, 248 F. Supp. 2d 111, 114-16 (D. Conn. 2003); and frequent and weekly drug purchases from defendants by the witnesses over several months, United States v. Alexander, 923 F. Supp. 617, 622, 625 (D. Vt. 1996).12 Despite defendant’s contentions, the officers’ in-person interaction with Woodford, the traffic stop, was more remarkable than an everyday broken headlight or speeding infraction. First, Woodford apparently gave the officers an incorrect name as his last name, and the officers spent some time speaking with him outside of the vehicle. This would be remarkable on its own, despite testimony that someone giving a fake name was not unusual, (Mot. 6 (citing Tr. 93)), because the officers immediately recognized Woodford when the stop was in progress. Officer Vasilopoulos greeted defendant by his nickname, “Fresh,” and consequently unsettled Woodford as he approached the passenger seat. This too would make the July 17, 2018, traffic stop memorable to the officers despite the otherwise routine nature of the traffic infraction that led to the car stop. Furthermore, Officer Vasilopoulos testified that the officers arrested the driver, defendant’s associate, further making the stop more memorable than a routine interaction. (Tr. 95:20-21.) Aside from this traffic stop, Vasilopoulos testified that he observed Woodford one to two times each week within the 70th precinct. Though defendant argues he was not a resident of the 70th precinct during the summer of 2018 and that he instead lived with his family in Harlem, (Mot. 2-3), this asserted fact does not negate the officer’s credible testimony regarding his observations; both could be true. That the officers could not remark on a single instance they observed Woodford aside from the vehicle stop does not undercut their familiarity with him. It would be unusual for officers responsible for investigating gang activity to note every mundane observation of suspected gang members within the precinct. Their testimony was not significantly challenged in this regard on cross-examination. Defendant’s argument that the officers had less familiarity with defendant than is typically found to be independently reliable ignores the officers’ extensive investigation of defendant’s social media presence. Officer Vasilopoulos testified to substantial, almost daily monitoring of defendant’s and his associates’ social media presence. Officer Vasilopoulos appeared intimately familiar with the defendant and his associates, their various personas and nicknames, and was even aware when defendant was being released from state custody, and that defendant was filming a music video on the night of his arrest. As to this factor, the court finds that Officer Vasilopoulos’s testimony credibly established his significant familiarity with Mr. Woodford prior to the identification. Another factor courts consider is the witness’s degree of attention. As noted above, this factor is often implicated — and undercut — when a bystander observes a typically traumatic crime like a shooting or robbery. Though the circumstances of the identification at issue here are not like a fast-moving bank robbery, this factor is still relevant when considering how much attention the officers paid to Woodford in their prior interactions, such that they would reliably recall specific details. The government’s persuasive argument that the officers’ training regarding attention to detail addresses this factor. Defendant’s counter argument that the officers did not witness the crime in-person or from a “position of stress” and that neither was “undercover, remembering details for the future,” misses the point. (Supp. Reply 6.) The officers’ degree of attention is pertinent as of the time they observed defendant before the shooting. Thus, their respective interactions with and observations of Woodford leading up to the shooting are relevant. Many of the prior-identification cases the government cites to involve undercover officers who were expected to later identify the suspect during a prosecution. Here, the officers’ interaction with Woodford was perhaps not with an imminent prosecution in mind, and most traffic stops do not require a later identification at trial. But, as discussed above, the officers were tasked with monitoring the activity of suspected gang members within their precinct. Officer Vasilopoulos readily recalled his several formal interactions with Mr. Woodford’s associates through arrests or debriefings. Indeed, he was able to address Mr. Woodford by his nickname, “Fresh,” when initiating the traffic stop. This indicates that Officer Vasilopoulos had a reliable recall of those individuals he believed were affiliated with a gang within the 70th precinct. It is reasonable that Officer Vasilopoulos likely approached interactions with, and observations of, these individuals with the possibility that he would need to recall them later. This factor also weighs in favor of finding independent reliability. The next relevant factor is the length of time between the prior observation and the identification. Courts often liberally apply this factor, and even a period of years will not weigh against reliability if other factors bolster the identification. Here, setting aside any of the officers’ social media observations of the defendant, a period of six weeks between the July 17, 2018 traffic stop and the August 30, 2018 shooting and identification is not unreasonably long. This also weighs in favor of reliability. A fourth relevant factor is the certainty which the officers expressed in their initial identification. Officer Vasilopoulos credibly testified that he was certain in both identifications; he did not waiver on cross-examination nor was he apparently influenced by Sergeant Donohue’s assent. Having considered the pertinent Biggers factors, the court finds that most if not all weigh in favor of a finding of independent reliability. Thus, even if the procedures here were unduly suggestive, and the court finds they were not, Officer Vasilopoulos’s identifications of defendant Woodford in the 1844 Nostrand Avenue Video, and as the shooter in the 3104 Newkirk Avenue video were independently reliable, and thus are admissible without violating defendant’s due process rights.13 The government notes that, once the court determines an identification is not unduly suggestive, the reliability of the identification is a “question for the jury.” (Supp. Opp. 8.) The court agrees and defendant is free to cross-examine Officer Vasilopoulos, in court, on his ability to identify Mr. Woodford in the video despite the occasionally blurry features of the shooter. C. Sergeant Donohue Though defendant challenges the identification by both officers, the government initially only offered Officer Vasilopoulos’s testimony at the suppression hearing. The government’s post-hearing briefing, however, appears to argue for admission of both officers’ identifications. There are good reasons to question Sergeant Donohue’s identification. The hearing testimony indicates Officer Vasilopoulos first identified defendant and his associates in the videos, and his identifications could have suggested the identifications to Sergeant Donohue. The court finds that although Sergeant Donohue’s identification did not influence Officer Vasilopoulos’s earlier identification, it cannot say to what extent Officer Vasilopoulos’s initial identification influenced Sergeant Donohue’s subsequent identification. Sergeant Donohue, however, testified to agreeing with Officer Vasilopoulos rather than merely accepting his identifications. Moreover, Sergeant Donohue testified that he had identified the individuals in the video independently. (Tr. 228:8-11.) Nevertheless, the court finds Sergeant Donohue was sufficiently familiar with defendant and that his identification was independently reliable to cure any suggestive procedures. Sergeant Donohue is apparently less familiar than Officer Vasilopoulos with defendant and his associates, at least insofar as the latter testified at length to his contacts with defendant and gang activity within the precinct. The government did not initially offer Sergeant Donohue’s testimony during the suppression hearing, and appeared satisfied with Officer Vasilopoulos’s identification. The defense requested the testimony of Sergeant Donohue, (Tr. 149:22-23), who credibly testified that he recognized Woodford during the traffic stop. Based on these contacts, the court concludes that Sergeant Donohue was sufficiently familiar with defendant, and that his August 30, 2018, identification of Woodford as the shooter is independently reliable. II. Evidentiary Challenge In addition to defendant’s challenge under due process grounds, he argues the officers’ in-court identification of the defendant from the video would violate the Federal Rules of Evidence. (Mot. 1.) First, defendant argues under Rule 701 that the officers’ testimony would constitute improper lay opinion testimony in that it would not be based on the officer’s respective personal perceptions, and further that it would not be helpful to the jury. Defendant argues that because the jury will see defendant during the trial, they will be perfectly capable of comparing his appearance to that of the shooter in the video. (Supp. Mem. 25.) Second, defendant argues that the identification testimony’s probative value would be substantially outweighed by the risk of unfair prejudice to defendant under Rule 403. (Id. at 33.) Rule 701 of the Federal Rules of Evidence allows lay opinion testimony “(a) rationally based on the witness’s perception; (b) helpful to clearly understanding the witness’s testimony or to determining a fact in issue; and (c) not based on scientific, technical, or other specialized knowledge within the scope of Rule 702.” United States v. Arroyo, 600 F. App’x 11, 15 (2d Cir. 2015)(quoting Fed. R. Evid. 701). Such testimony should not be admitted, however, “where the jury is ‘in as good a position as the witness to draw the inference’…as the opinion is not helpful and should not be admitted.” Id. (quoting United States v. Rea, 958 F.2d 1206, 1216 (2d Cir. 1992)). Defendant argues that the officers’ testimony would not satisfy Rule 701(a)’s requirement of personal perception, citing to United States v. Garcia, 413 F.3d 201 (2d Cir. 2005), in support. (Supp. Mem. 26.) The Second Circuit found a law enforcement witness’s opinion concerning the defendant’s role in a conspiracy was not based on “personal endeavors” where it was the product of “the collective knowledge” of various other agents. Garcia, 413 F.3d at 213. The government argues that Garcia is inapposite given the officers’ personal observations of defendant in person and through social media. (Supp. Opp. 11-12.) The court agrees with the government. Though it is plain to see that the officers collaborate and consult with each other as a team tasked with investigating and preventing gang-related crime, there is ample testimony from both officers supporting their personal knowledge and observations of defendant. The fact that their investigation is a joint endeavor does not preclude each from gaining or testifying to their personal knowledge. Thus, Rule 701(a) is satisfied. Defendant next argues the officers’ testimony would not be helpful to the jury because the officers were not sufficiently familiar with Woodford. (Supp. Mem. 30-31.) In support, defendant largely recounts the same arguments he made in support of his due process challenge, that the officers prior contacts with defendant were not substantial. Specifically, defendant argues that the officers did not testify to any specific awareness of a characteristic of defendant that the jury would not observe during trial. (Id. at 31-32.) Defendant concludes that, because the officers are not familiar with Woodford, their identification testimony would simply be drawing inferences that are the jury’s function to draw. (Id. at 33.) The government responds that the officers’ testimony would be helpful because it is based on factors not otherwise possessed by the jury, namely the officers’ experience and observations of defendant. (Supp. Opp. 12.) In support, the government cites to Arroyo, in which a building superintendent who did not observe a shooting, identified a defendant from a surveillance video of a shooting based on the superintendent’s observation of the defendant in the building several times prior to the shooting. (Id. (citing United States v. Arroyo, 600 F. App’x 11, 15 (2d Cir. 2015).) The Second Circuit upheld the identification testimony because it “was based on factors that the jury did not possess, namely [the superintendent's] familiarity with [the defendant's] manner of dress, gait, and demeanor.” Arroyo, 600 F. App’x at 15. It is true the jury will observe Mr. Woodford throughout the trial, though defendant acknowledges the jury will not likely observe defendant walking or moving in the manner which the shooter does on the video footage. The jury’s observation of Mr. Woodford, however, pales in comparison to the officers’ familiarity with him leading up to the shooting. For the reasons discussed at length above, and based on at least Officer Vasilopoulos’s credible testimony during the hearing, the jury will not have the same familiarity with Mr. Woodford as Officer Vasilopoulos had at the time of the August 30, 2018, shooting and his subsequent identification. The officers clearly possess greater familiarity with defendant than did the superintendent in Arroyo, as their task as officers was to investigate gang activity, including identifying and tracking suspected gang members. Finally, defendant argues that the officers’ identification testimony will be prejudicial because of their status as law enforcement officers in general, and specifically as gang intelligence officers. (Supp. Mem. 33-34.) Such testimony, defendant argues, “highlight[s] the defendant’s prior contact with the criminal justice system.” (Id. at 33.) The resulting prejudice, according to defendant, would outweigh the limited probative value of the officer’s identification testimony. The government does not directly respond to this argument. Nevertheless, the court finds that the probative value of the officer’s testimony is substantial, and is not outweighed or substantially outweighed by the risk of unfair prejudice of which defendant complains. Moreover, the court will entertain giving an instruction reminding the jury that it is the jury’s task to weigh the credibility of all witnesses and decided what and whom a video depicts. CONCLUSION Based on the foregoing, the court finds defendant Woodford’s due process rights will not be violated by the admission of Officer Vasilopoulos’s and Sergeant Donohue’s identification testimony. Moreover, defendant has not demonstrated that the officers’ identification testimony would not comport with the Federal Rules of Evidence. Defendant’s motion to suppress Officer Vasilopoulos’s testimony and Sergeant Donohue’s testimony is DENIED. SO ORDERED Dated: October 23, 2019 Brooklyn, New York