United States v. Sherman Mitchell , 816 F.3d 865 ( 2016 )


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  •  United States Court of Appeals
    FOR THE DISTRICT OF COLUMBIA CIRCUIT
    Argued December 8, 2015               Decided March 8, 2016
    No. 14–3039
    UNITED STATES OF AMERICA,
    APPELLEE
    v.
    SHERMAN MITCHELL,
    APPELLANT
    Consolidated with 14–3040
    Appeals from the United States District Court
    for the District of Columbia
    (No. 1:12-cr-00258-2)
    Douglas J. Behr, appointed by the court, argued the cause
    and filed the briefs for the appellant.
    Elizabeth H. Danello, Assistant United States Attorney,
    argued the cause for the appellee. Vincent H. Cohen Jr.,
    Acting United States Attorney, Elizabeth Trosman, John K.
    Han and Stratton C. Strand, Assistant United States Attorneys,
    were with her on brief.
    Before: HENDERSON and GRIFFITH, Circuit Judges, and
    RANDOLPH, Senior Circuit Judge.
    2
    Opinion for the Court filed by Circuit Judge HENDERSON.
    KAREN LECRAFT HENDERSON, Circuit Judge: Sherman
    Mitchell (Mitchell) was convicted by jury of multiple counts of
    drug crimes resulting from his role in a phencyclidine (PCP)
    distribution ring. Mitchell challenges his convictions on
    several grounds, including, inter alia, the government’s
    purported failure to properly authenticate and demonstrate
    chain of custody for PCP samples used to establish his guilt
    and the district court’s alleged error in admitting summary
    witness evidence. We reject his challenges and affirm his
    convictions.
    I.   BACKGROUND
    A.
    In February 2012, the U.S. Drug Enforcement Agency
    (DEA), led by Special Agent Jamey Tarrh (Tarrh), opened an
    investigation into drug trafficking between California and the
    District of Columbia focused on Mitchell and his associate,
    Harvey Couser (Couser). In early May 2012, Mitchell moved
    into an apartment at the Onyx on First (Onyx) in the District of
    Columbia, which was leased by Mitchell’s half-brother,
    Stephon. Although the apartment was leased in Stephon’s
    name, either Mitchell or Couser paid the rent on the apartment
    from June through November 2012 and Couser had apartment
    keys Stephon had given him.
    Between May and August 2012, Mitchell took seven
    roundtrip flights to Los Angeles, remaining there for short
    periods each time. During every trip, one or more packages
    were shipped via UPS to Mitchell’s apartment at the Onyx
    from Los Angeles, with multiple packages addressed to “Jane
    Mitchell”—“Jane” matching Mitchell’s mother’s given name.
    The government did not seize any of the packages but DEA
    3
    agents observed Couser retrieving the packages addressed to
    Jane Mitchell at the Onyx several times. Specifically, on
    August 10, 2012, Tarrh’s team identified Couser entering the
    Onyx and retrieving a package shipped from Los Angeles by
    “James Campbell”—“James” matching Mitchell’s father’s
    given name and “Campbell” matching Mitchell’s mother’s
    surname—to Jane Mitchell at the Onyx. The August 10, 2012
    package was labelled with a contact number corresponding to a
    cell phone later seized from Couser.
    B.
    Mitchell eventually moved to Los Angeles in late August
    2012, where he resided in various hotels until his arrest in
    February 2013. The shipments to the Onyx apartment from
    Los Angeles continued, with Couser retrieving multiple
    packages at the Onyx in September, October and November
    2012. On November 24, two packages were shipped from
    Los Angeles to the Onyx apartment for delivery on November
    26. The two concierges at the Onyx, who cooperated with the
    ongoing investigation, notified Tarrh of the delivery of the
    packages. Tarrh asked the concierges not to deliver the
    packages to Couser until he, Tarrh, gave them permission.
    When Couser arrived at the Onyx to retrieve them, the
    concierge on duty told Couser that no package addressed to
    Mitchell’s apartment had been delivered that day. Couser
    returned to the concierge desk a few hours later and again
    requested the packages. The concierge again reported that no
    packages had been delivered and, at that point, Couser handed
    the concierge a cell phone to speak with Mitchell. Mitchell
    identified himself and excitedly explained the importance of
    the packages and asked her to contact Couser immediately
    when the packages arrived.
    4
    While the delivery of the packages to Couser was delayed,
    Tarrh obtained a warrant, picked up the two packages from the
    Onyx and searched them. Inside the boxes, Tarrh found a
    total of four 64-ounce apple juice bottles filled with amber
    liquid. The bottles were delivered to Metropolitan Police
    Department (MPD) Detective Joseph Abdalla (Abdalla), who
    weighed the bottles, removed samples of the amber liquid from
    each and prepared the bottles for controlled delivery by
    refilling three of the bottles with tea and the remaining bottle
    with a mixture of tea and a small amount of the amber liquid.
    Following protocol, Abdalla then sent the remaining amber
    liquid to the MPD property division for destruction. 1 Tarrh
    repacked the two boxes and returned the boxes to the Onyx for
    delivery. The next day, Mitchell telephoned the Onyx
    manager hourly about the packages until they were picked up
    by Couser once Tarrh had given permission to release them.
    When Couser returned to the Onyx to make the pick-up,
    Tarrh arrested him as he left the building. Two cell phones
    were recovered from Couser at that time. A subsequent
    search of the Onyx apartment led to the seizure of a
    money-counting machine, starter fluid, an oral syringe, a
    funnel and empty half-ounce glass vials—all tools of the PCP
    distribution trade.
    1
    The DEA laboratory subsequently tested the unmixed
    sample of amber liquid removed from one of the bottles, weighing
    1,470 grams, and determined that it contained 9.9 per cent PCP.
    This amount sufficed to support Count II of the indictment. See
    infra at 6; see also 21 U.S.C. § 841(b)(1)(A)(iv) (unlawful to possess
    with intent to distribute “1 kilogram or more of a mixture or
    substance containing a detectable amount of phencyclidine”).
    5
    C.
    Based on information obtained at Couser’s arrest, Tarrh
    and his team executed an arrest warrant for Mitchell at a
    Gardena, California hotel on February 6, 2013. 2 During
    Mitchell’s arrest, DEA agents seized a scrap of paper from his
    pocket with the name “Eric Gates” written on it. The agents
    found four cell phones in Mitchell’s hotel room, one of which
    displayed a text message with a UPS tracking number that was
    open and visible to the agents, and another scrap of paper with
    addresses for an “Eric Gates” in Gardena and a “Lisa Carter” in
    the District of Columbia. Based on this information, Corporal
    Dennis Reighard (Reighard) of the Prince George’s County
    Police Department intercepted two packages from the Prince
    George’s County UPS facility before the packages could be
    delivered to the District addresses. Reighard seized the first
    package—corresponding to the tracking number displayed on
    Mitchell’s phone at the time of his arrest—on February 8,
    2013. The package contained three 64-ounce bottles filled
    with amber liquid. As he had done with the November 2012
    package, Abdalla took samples from the bottles and the DEA
    laboratory determined that the amber liquid in one of the
    bottles, weighing 1,148 grams, contained 15.7 per cent PCP.
    Reighard seized the second package—addressed to “Lisa
    Carter” and shipped by “Eric Gates”—on February 12. This
    package contained a 32-ounce bottle filled with amber liquid.
    After Abdalla again removed a sample from the bottle, the
    DEA laboratory determined that the bottle’s amber liquid,
    weighing 776.7 grams, contained 15.9 per cent PCP.
    2
    The record does not explain the gap between Couser’s arrest
    in November 2012 and Mitchell’s arrest in February 2013.
    6
    D.
    Reighard had also been involved with the seizure of a
    package before the start of the DEA investigation. On July 1,
    2011, Reighard took custody from the UPS facility in
    Burtonsville, Maryland of a package that was addressed to the
    mother of one of Mitchell’s children. The UPS security team
    had opened the package and contacted Reighard because it was
    leaking a substance with a strong odor the security team
    believed to be PCP. The package contained two one-gallon
    and four 64-ounce plastic bottles filled with amber liquid.
    Reighard stored the unopened bottles at the Prince George’s
    County Police Department until May 7, 2013, when the DEA
    connected the tracking number for the July 1, 2011 package to
    Mitchell. At that point, Abdalla removed a sample from each
    of the six bottles and the DEA laboratory, after testing one
    sample, found that the amber liquid from that bottle, weighing
    482.8 grams, contained 13.9 per cent PCP.
    E.
    On April 4, 2013, Mitchell and Couser were indicted on
    one count (Count I) of conspiracy to possess with intent to
    distribute one kilogram or more of a mixture or substance
    containing PCP between February 2011 and February 2013 in
    violation of 21 U.S.C. § 841(a)(1), (b)(1)(A)(iv) and 21 U.S.C.
    § 846 and one count (Count II) of possession with intent to
    distribute, or aiding and abetting possession with intent to
    distribute, one kilogram or more of a mixture or substance
    containing PCP on November 27, 2012 in violation of 18
    U.S.C. § 2(a) and 21 U.S.C. § 841(a)(1), (b)(1)(A)(iv). 3
    Mitchell was further indicted on two counts of attempted
    3
    Mitchell and Couser were also indicted on two money
    laundering counts that were dismissed pre-trial.
    7
    unlawful possession with intent to distribute, aiding and
    abetting unlawful possession with intent to distribute or
    attempting to cause unlawful possession with intent to
    distribute one kilogram or more on February 8, 2013 (Count
    III) and one hundred grams or more on February 12, 2013
    (Count IV) of a mixture or substance containing PCP in
    violation of 18 U.S.C. § 2 and 21 U.S.C. § 841(a)(1),
    (b)(1)(A)(iv), (b)(1)(B)(iv). His jury trial lasted from October
    1, 2013 through October 15, 2013. On October 21, 2013, the
    jury found Couser not guilty on Counts I and II and found
    Mitchell guilty on Counts I–IV. After denying Mitchell’s
    motions for acquittal and for a new trial, the district court
    sentenced Mitchell to life imprisonment and 120 months’
    supervised release on Counts I–III and 360 months’
    imprisonment and 96 months’ supervised release, to run
    concurrently, on Count IV. Mitchell timely appealed. Our
    jurisdiction arises under 28 U.S.C. § 1291.
    II. ANALYSIS
    Mitchell raises multiple challenges to his conviction,
    almost all of which are without merit and require no further
    discussion. See, e.g., United States v. Hoover-Hankerson,
    
    511 F.3d 164
    , 168 (D.C. Cir. 2007) (“[The defendants] present
    a large number of issues on appeal, not all of which deserve
    discussion.”); United States v. Thomas, 
    97 F.3d 1499
    , 1503
    (D.C. Cir. 1996) (“Thomas’s remaining contentions do not
    warrant discussion.     These have been considered and
    rejected.”). We address only two arguments in full: the
    government’s alleged failure to authenticate and prove chain of
    custody for the samples of amber liquid the DEA tested for
    PCP and the government’s use of a summary witness at the end
    of its case-in-chief.
    8
    A. Chain of Custody
    Mitchell claims that the government failed to adequately
    authenticate and prove chain of custody for the samples tested
    at the DEA laboratory and used to show Mitchell’s
    constructive possession of the PCP. Mitchell specifically
    points to two related evidentiary gaps: (1) the government
    allegedly failed to track, with specificity, the evidence from its
    seizure by Tarrh or Reighard to Abdalla and thence to the DEA
    laboratory; and (2) the government allegedly failed to
    authenticate that the vials the DEA tested matched the samples
    Abdalla collected. Because of these gaps, Mitchell argues,
    the DEA laboratory evidence should have been excluded. We
    disagree.
    1.
    We review the trial court’s admissibility rulings for abuse
    of discretion if the defendant made a timely objection and plain
    error if the defendant did not. See United States v. Coumaris,
    
    399 F.3d 343
    , 347 (D.C. Cir. 2005); see also FED. R. CRIM. P.
    52(b). Mitchell claims that he objected to chain of custody
    before DEA forensic chemist John Liu (Liu) testified and again
    in his motion for acquittal. The first colloquy Mitchell relies
    on involved an objection under the Confrontation Clause. 4
    Sherri Tupik (Tupik), a DEA chemist, initially tested the 2012
    and 2013 samples. Tupik was unavailable to testify at trial
    and, consequently, the government enlisted Liu to retest the
    samples, produce new reports and be available to testify
    regarding his reports at trial. Mitchell claimed that he should
    have had the opportunity to confront Tupik because Liu
    allegedly relied on her reports in generating his reports and his
    4
    Mitchell does not raise a Confrontation Clause challenge to
    the admissibility of the PCP testing reports on appeal.
    9
    reports were the only ones introduced into evidence at trial.
    Mitchell also claimed that there was inadequate chain of
    custody evidence for the period between Tupik’s and Liu’s
    reports. See, e.g., Oct. 9, 2013 Trial Tr. at 76 (“There is no
    chain of custody for [Liu’s] reports, and so there is no way to
    establish what drugs these were seized from.”); 
    id. at 85
    (“Because they have to prove chain of custody; otherwise,
    there is no evidence whatsoever that these are the drugs that
    were recovered on November 27th or sent to the DEA lab on
    the 30th other than Agent Tupik’s report that we can’t
    confront.”). Later, when the government moved to introduce
    the reports into evidence during Liu’s direct testimony,
    Mitchell objected to the reports relating to the 2012 and 2013
    samples Liu retested. 5 In arguing Couser’s motion for
    acquittal, Couser’s counsel claimed that “[t]here is absolutely
    no chain of custody in connection with the” 2012 samples
    taken by Abdalla and with Liu’s retesting reports. Oct. 10,
    2013 Trial Tr. at 163–64. Mitchell’s counsel adopted
    Couser’s “argument with respect to chain of custody.” 
    Id. at 167.
    The government assumes without conceding that Mitchell
    preserved a challenge to the chain of custody for the samples
    Liu retested—the 2012 and 2013 samples—but claims that we
    should review the chain-of-custody evidence of the 2011
    samples for plain error. We need not determine the applicable
    standard of review as we conclude that the district court did not
    err—whether under an abuse of discretion standard or plain
    error standard—in admitting Liu’s reports.
    5
    Mitchell did not object to the introduction of Liu’s report on
    the 2011 samples because Liu was the only DEA chemist who tested
    those samples.
    10
    2.
    “It is generally recognized that tangible objects become
    admissible in evidence only when proof of their original
    acquisition and subsequent custody forges their connection
    with the accused and the criminal offense.” 6 United States v.
    Mejia, 
    597 F.3d 1329
    , 1335 (D.C. Cir. 2010) (quoting Gass v.
    United States, 
    416 F.2d 767
    , 770 n.8 (D.C. Cir. 1969)). The
    government has the burden to demonstrate that the “item still is
    what the [government] claims it to be.” 
    Id. at 1336
    (quoting 2
    MCCORMICK ON EVID. § 213 (6th ed. 2009)). “In order for
    evidence to be admissible, however, a complete chain of
    custody need not always be proved.” United States v. Garcia,
    
    757 F.3d 315
    , 319 (D.C. Cir. 2014) (internal quotation mark
    omitted).     The proponent of the evidence need only
    “demonstrate that, as a matter of reasonable probability,
    possibilities of misidentification and adulteration have been
    eliminated.” 
    Mejia, 597 F.3d at 1336
    (internal quotation
    marks omitted). Once the evidence is admitted, a gap in the
    chain of custody goes only to the weight given to the evidence
    by the trier of fact. 
    Garcia, 757 F.3d at 319
    ; see also
    Melendez-Diaz v. Massachusetts, 
    557 U.S. 305
    , 311 n.1 (2009)
    (“[G]aps in the chain . . . normally go to the weight of the
    evidence rather than its admissibility.”). “A break in the chain
    6
    Mitchell claims that there are both authentication and
    chain-of-custody problems with the samples taken by Abdalla and
    tested by Liu. Here, the authentication and chain-of-custody
    concerns are one and the same—whether the samples tested by Liu
    were the same as the amber liquid in the containers seized by Tarrh
    and Reighard. We therefore proceed with a single chain-of-custody
    analysis instead of separate chain-of-custody and authentication
    analyses. Cf. FED. R. EVID. 901(a) (“To satisfy the requirement of
    authenticating or identifying an item of evidence, the proponent must
    produce evidence sufficient to support a finding that the item is what
    the proponent claims it is.”).
    11
    of custody,” however, “can be serious enough that the district
    court may abuse its discretion in admitting the evidence.”
    
    Mejia, 597 F.3d at 1336
    . To assess an allegedly faulty chain
    of custody, we look for “ample corroborative evidence as to
    [the evidence’s] acquisition and subsequent custody.” 
    Id. The information
    necessary for the government to prove
    chain of custody is fairly clear. The government must
    demonstrate that the jury could have “reasonably believe[d]”
    that the amber liquid contained in the various packages seized
    by Tarrh or Reighard was the same as the samples Liu tested.
    
    Garcia, 757 F.3d at 319
    . The government must have
    therefore traced the liquid from its seizure to its transfer to
    Abdalla for sampling and then to the DEA laboratory for
    testing.
    For the sample taken from the July 2011 package,
    Reighard testified that he seized the package from the UPS
    facility on July 1, 2011, and placed the contents (six bottles) in
    a labelled storage bin at the Prince George’s County Police
    Department. The bottles remained in storage there until May
    7, 2013, when, Abdalla testified, he picked them up for
    sampling. Abdalla stated that on that date he took samples
    from all six bottles, gave each sample a separate exhibit
    number and placed the samples into evidence bags labelled by
    DEA Special Agent Andy Harris (Harris). Liu testified that
    the DEA laboratory received the samples from Abdalla for
    testing on May 9, 2013, he tested one of the samples and he
    then created the report introduced at trial. For the four bottles
    contained in the two packages seized in November 2012, Tarrh
    testified that he retrieved them from the Onyx on November
    26–27, 2012. Abdalla testified that either Tarrh or DEA
    Agent Brian Mulcahy (Mulcahy), another member of the DEA
    investigative team, delivered the packages to him for sampling
    on November 27. Abdalla further testified that he took five
    12
    samples from the four bottles and put the samples in evidence
    bags that Mulcahy then sealed and signed. Liu explained that
    the laboratory received the samples on November 30, 2012,
    that Tupik originally tested them in May 2013 and that he
    retested them in October 2013 and prepared the reports
    introduced into evidence. And finally, for the two February
    2013 packages containing four bottles in toto, Reighard
    testified that he seized one package from the UPS facility on
    February 8 and 12, 2013, respectively. Again, Abdalla
    testified that either Tarrh or Mulcahy then delivered the
    packages to him, he sampled the four bottles, placed the
    samples in evidence bags and gave the bags to Mulcahy to seal
    and sign. Liu testified that the DEA laboratory received the
    samples on February 13, 2013, and that he eventually retested
    the samples and generated the reports introduced into
    evidence. Liu explained that he generally used the same
    procedures and analytical methods to test all samples.
    There are three gaps in the chain of custody for the
    samples Liu either tested or retested. The government
    concedes one of the gaps, Appellee’s Br. 51–52, namely, that it
    presented no evidence to explain precisely how the sealed
    evidence bags went from Abdalla to the DEA laboratory for
    testing. 
    Id. It argues,
    however, that the gap is “minor” and
    goes to the weight, not admissibility, of the testing reports. 
    Id. at 52.
    We agree that this is a relatively minor gap in the chain
    of custody. For all four sets of samples, the time lag between
    Abdalla’s or Mulcahy’s sending the evidence bags to the DEA
    laboratory and the laboratory’s receipt thereof was fairly
    short—a few days at most. Further, the evidence bags were
    signed and sealed and Liu testified that he checked evidence
    bag seals for tampering before opening and retesting them.
    Liu also explained that an evidence technician put information
    about the evidence bags, including their date of delivery, into
    an internal tracking system at the time of receipt and that Liu
    13
    checked the bags against the tracking system information
    before performing his analysis. We are thus convinced that
    the government met its burden to show that “as a matter of
    reasonable probability, possibilities of misidentification and
    adulteration have been eliminated” for the evidence bags from
    the time of their creation to their receipt by the DEA laboratory
    for testing. 
    Mejia, 597 F.3d at 1336
    (quoting United States v.
    Stewart, 
    104 F.3d 1377
    , 1383 (D.C. Cir. 1997)) (internal
    quotation marks omitted).
    The other breaks in the chain of custody—the break
    caused by Abdalla’s apparent failure to label his samples and
    the lack of evidence regarding the creation of the evidence
    bags 7 —present closer questions. During the sampling
    process, Abdalla removed a one-ounce sample of amber liquid
    from each seized bottle and placed it into a separate vial for
    each sample. Abdalla then photographed the vial next to a
    typewritten placard with identifying information; he did not,
    however, label the vials themselves. Abdalla testified that
    either he gave the one-ounce samples to Mulcahy to place into
    the labeled evidence bags or, for the 2011 samples, he and
    Harris prepared and sealed the evidence bags themselves.
    Abdalla did not identify or authenticate the evidence bags at
    trial. And although Mulcahy testified at trial, he also was not
    asked about his preparation of the evidence bags. Liu,
    however, identified the evidence bags that contained the
    samples he tested. The government therefore failed to
    introduce testimony establishing that the evidence bags
    prepared by Abdalla or Mulcahy were the ones that contained
    the samples tested by Liu—instead, Abdalla testified that he
    7
    The evidence bags Abdallah and Mulcahy prepared held the
    sample vials. The record is unclear whether the evidence bags also
    held the bottles used to ship the liquid, except for the four bottles
    used for the November 2012 controlled delivery to Couser.
    14
    matched the samples with the case numbers 8 given to him by
    Tarrh and with the exhibit numbers Abdalla himself generated.
    Liu then explained that generally he checked the evidence bags
    against the DEA’s internal system to make sure he was testing
    the sample with the correct case and exhibit numbers. Thus,
    the only evidence linking the vials photographed by Abdalla to
    the vials tested by Liu are the evidence bags themselves. 9
    Mulcahy and Harris should have testified that the evidence
    bags Liu authenticated were the same evidence bags they
    prepared using the samples obtained from Abdalla. The
    government thus failed to close this evidentiary gap.
    8
    The DEA assigns a case number to a particular investigation
    and an exhibit number to a specific piece of evidence collected in the
    course of that investigation.
    9
    Apart from the samples taken directly from the bottles in
    2011, 2012 and 2013, there was a potential evidentiary problem with
    a sample sent to the DEA laboratory that was purportedly removed
    from the amber liquid/tea mixture created for the November 2012
    controlled delivery. Abdalla failed to testify that he in fact removed
    a sample from the mixture before the controlled delivery. The
    government asks us to rely on a series of inferences based on the
    timing of the DEA laboratory’s testing of the samples to confirm that
    the specific report at issue corresponds to the mixed sample taken
    from the 2012 package. We need not resolve this question because
    the government met its chain-of-custody burden for the unmixed
    2012 sample, 
    see supra
    n.1, and therefore any error related to the
    mixed sample would be harmless. See 
    Garcia, 757 F.3d at 319
    (“Like other evidentiary rulings, a district court’s decision to admit
    evidence over a chain-of-custody objection is subject to harmless
    error review.”); see also United States v. Johnson, 
    216 F.3d 1162
    ,
    1166 n.4 (D.C. Cir. 2000) (“[N]onconstitutional error is harmless if
    it did not have ‘substantial and injurious effect or influence in
    determining the jury’s verdict.’ ” (quoting Kotteakos v. United
    States, 
    328 U.S. 750
    , 776 (1946))).
    15
    Nevertheless, we do not think these gaps mean that the
    district court abused its discretion in admitting Liu’s reports
    into evidence.      The government had the burden to
    demonstrate that the jury could have “reasonably believe[d]”
    that the samples tested by Liu were the samples prepared by
    Abdalla. 
    Garcia, 757 F.3d at 319
    . We believe the
    government met its burden, albeit not with flying colors.
    Abdalla testified that he matched each sample with its case
    number and the specific bottle seized, as demonstrated by the
    photographs showing the unlabeled sample next to an
    identifying placard. Abdalla further stated that he transferred
    the samples to Mulcahy to place into the evidence bags and the
    evidence bags—which were themselves authenticated by Liu
    and introduced into evidence—display identifying
    information, including the case number, exhibit number, date
    and location of acquisition of the sample and either Mulcahy’s
    or Harris’s signature. 10 And Liu explained that he checked
    the evidence bags against the DEA’s internal tracking system
    for congruity and that the case and evidence numbers on the
    reports matched those on the evidence bags and the placards.
    This testimony and the use of identical case and exhibit
    numbers provide “ample corroborative evidence as to [the
    sample’s] acquisition and subsequent custody.” 
    Mejia, 597 F.3d at 1336
    . The jury could have reasonably concluded that
    10
    Mitchell argues that the government forfeited any reliance
    on the evidence bag labels as proof of chain of custody by failing to
    discuss the labels during trial. But during a colloquy with the
    district judge, the prosecution asserted that it relied on the case
    number as it appeared throughout the evidence—including on the
    placard in Abdalla’s photograph and on the evidence bags—to
    connect the samples Abdalla prepared to the samples Liu tested.
    Thus, even though the government did not explicitly use the labels as
    proof of chain of custody, it did rely on the case number to establish
    chain of custody.
    16
    the samples tested by Liu were the samples prepared by
    Abdalla and packaged by Mulcahy—thus confirming a low
    probability that the samples were misidentified or adulterated.
    See generally 
    id. at 1335–36.
    Although Mulcahy and Harris
    should have presented testimony about their role in preparing
    the evidence bags and Abdalla should have labelled the vials
    themselves, we conclude that the gaps in the chain of custody
    were not so substantial that the district court committed
    reversible error in admitting Liu’s reports into evidence.
    B. Summary Witness
    Mitchell also argues that the district court erred in
    admitting portions of DEA Investigator Lisa Amoroso’s
    (Amoroso) testimony as a summary witness. Mitchell claims
    that Amoroso exceeded the proper scope of summary witness
    testimony by improperly drawing conclusions and inferences
    from earlier–introduced evidence based on her independent
    investigation or personal opinion. Mitchell also claims the
    district court’s failure to give a limiting instruction regarding
    Amoroso’s testimony compounded the error. We find that
    any such error was harmless.
    1.
    To prove conspiracy, the prosecution relied on a series of
    telephone calls allegedly made by Couser or Mitchell from
    eight different phone numbers. Two numbers were tied to the
    phones seized from Couser on his arrest and one was registered
    in Mitchell’s name. Three numbers belonged to various
    persons named “Michael” at addresses connected to Mitchell.
    And two phone numbers were linked to default addresses
    under the name “Michael Smith” or “Del Ta.” Amoroso’s
    testimony focused on the introduction and explanation of an
    exhibit—Exhibit 30—that summarized voluminous records of
    all eight phone numbers. Exhibit 30 listed, in table form, the
    17
    owner and number of the phone initiating the call; 11 the date,
    time and duration of the call; and the number of the recipient
    phone and that phone’s owner and address.
    Before Amoroso testified, the prosecution and defense
    disputed the admissibility of a preliminary version of Exhibit
    30. That version included parentheticals next to the owner’s
    name that connected certain phone numbers to Couser and
    Mitchell even though those phones were registered either to
    different names or to no name at all. The prosecution asserted
    that it planned to establish links between the numbers and
    Couser or Mitchell based on Amoroso’s analysis. The
    defense objected to the introduction of a version of Exhibit 30
    that included the parentheticals, particularly because the
    parenthetical comments were derived from Amoroso’s own
    interpretation and investigation. The defense agreed to
    Exhibit 30 with the parentheticals removed and only the
    registered owners listed—counsel for both defendants stated
    that such a chart would be “consistent with what the records
    show.” Oct. 9, 2013 Trial Tr. at 239; see also 
    id. at 239–40
    (Couser’s counsel stating “I would have no objection to the
    column that contains [the] target name and the dialed
    name . . . .”); 
    id. at 241
    (Mitchell’s counsel agreeing with
    Couser’s “position with respect to the parentheticals”). The
    government prepared a version of the table without the
    parentheticals, producing the version of Exhibit 30 introduced
    at trial.
    Amoroso then testified, connecting the relevant phone
    numbers to Couser or Mitchell through a series of inferences.
    Amoroso took the jury through each phone number at issue,
    detailing how, based on the phone records and subscriber
    11
    The table listed the owner as “NONE NONE” if there was
    no registered owner.
    18
    information, it could be tied to Couser or Mitchell. For
    example, Amoroso testified that the eight phone numbers
    could be linked to Couser or Mitchell because: (1) phones
    associated with certain numbers were taken from Couser at the
    time of his arrest; or (2) the number belonged to a person who
    lived at Couser’s home address; 12 or (3) the number listed one
    of Mitchell’s previous addresses or the Onyx apartment
    complex; or (4) there was an unusually large number of calls
    between the listed number and a number directly associated
    with Couser or Mitchell at the time packages were being
    shipped to the Onyx from Los Angeles. Amoroso also
    explained that she had learned during her investigation that, for
    the numbers registered to various Michaels, no one with that
    name lived at the registered address at the relevant time.
    During cross-examination, Amoroso conceded that her
    conclusions were not based on information about the persons
    who in fact made the calls listed in Exhibit 30 but on the phone
    records themselves and the registered names and addresses.
    Amoroso also admitted that her information did not specify
    which apartments in the relevant complexes were connected to
    certain phone numbers.
    2.
    At no point during Amoroso’s testimony did the defense
    object to the scope of her testimony. When the government
    moved to introduce Exhibit 30, the defense simply repeated its
    earlier objections, one of which unnecessarily challenged the
    content of the preliminary (and excluded) version of Exhibit
    30—and was granted—and one involved hearsay statements
    12
    The number was registered to someone living at the same
    street address as Couser but in an adjacent town where no such
    address existed.
    19
    regarding the phones seized from Couser. 13 Because Mitchell
    failed to object to the scope of Amoroso’s testimony, we
    review for plain error. 14 See United States v. Kayode, 
    254 F.3d 204
    , 212 (D.C. Cir. 2001); see also FED. R. CRIM. P.
    52(b).
    Federal Rule of Evidence 1006 permits the use of a
    “summary, chart, or calculation to prove the content of
    voluminous writings, recordings, or photographs that cannot
    be conveniently examined in court.” FED. R. EVID. 1006. A
    summary “can help the jury organize and evaluate evidence
    which is factually complex and fragmentally revealed in the
    testimony of a multitude of witnesses throughout the trial.”
    United States v. Lemire, 
    720 F.2d 1327
    , 1348 (D.C. Cir. 1983).
    To be admissible, the summary must be “accurate and
    nonprejudicial; and the witness who prepared the summary
    should introduce it.” United States v. Fahnbulleh, 
    752 F.3d 470
    , 479 (D.C. Cir. 2014). The witness who prepared the
    13
    While testifying, Amoroso used the excluded version of
    Exhibit 30 with parentheticals to refresh her recollection. That
    version was not introduced into evidence. The defendants objected
    to its use to refresh her recollection but the court denied the objection
    because Mitchell had the opportunity to cross-examine Amoroso on
    the basis of her knowledge. The defense also objected to Amoroso
    testifying that certain phones were seized from Couser during his
    arrest, claiming it was impermissible hearsay—the district court also
    denied the objection. Mitchell does not challenge the hearsay
    objection on appeal.
    14
    In his reply brief, Mitchell highlights statements made
    during the Exhibit 30 colloquy purportedly sufficient to avoid plain
    error review. See Reply Br. 20. Those statements were made in
    the context of his challenge to the parentheticals used in the first
    version of Exhibit 30. Mitchell did not raise a similar objection to
    the version of Exhibit 30 admitted into evidence and did not object to
    the scope of Amoroso’s testimony based on Exhibit 30.
    20
    summary may testify about how he prepared it. 15 See 
    Lemire, 720 F.2d at 1347
    (admitting “one witness’s summary of
    evidence already presented by prior witnesses”).
    We have previously limited the government’s use of
    summary evidence in particular situations. 
    Id. at 1346–50
    (permitting summary evidence but detailing problems such
    evidence can raise). The government must first lay a
    sufficient foundation for any summary evidence. See 
    id. at 1349.
    The trial judge can issue a limiting instruction
    regarding its use and cross-examination can expose
    inaccuracies or unfair characterizations. See 
    id. at 1348.
    The
    summary “should not draw controversial inferences or
    pronounce[] judgment,” 
    id. at 1350,
    and we have found
    overview testimony given at the beginning of the government’s
    case-in-chief prejudicial in contexts inapplicable here. United
    States v. Moore, 
    651 F.3d 30
    , 51–52 (D.C. Cir. 2011) (per
    curiam).
    We conclude that even if the trial judge committed plain
    error in admitting Amoroso’s summary testimony or by failing
    to give a limiting instruction, any error was harmless.
    Although the portion of Amoroso’s testimony that was based
    on her personal investigations was detailed, Mitchell’s
    cross-examination of Amoroso helps to allay any concern.
    See 
    Lemire, 720 F.2d at 1348
    (“[A] full opportunity to
    cross-examine . . . alleviat[es] any danger of inaccuracy or
    unfair characterization.”). Amoroso inferred that certain
    phone numbers were connected to Couser or Mitchell for
    several reasons, including the frequency of calls to phones
    registered to Mitchell or taken from Couser on his arrest and
    the fact that phones were registered to addresses connected to
    15
    Our discussion is limited to a summary witness testifying
    about charts prepared and introduced under Rule 1006 and does not
    address summary witness testimony standing alone.
    21
    Couser or Mitchell but under different names. Amoroso
    admitted that she did independent research in concluding that
    no one living at those residences matched the name listed on
    the registration information. The use of a summary witness’s
    independent judgment, however, should be limited. See 
    id. at 1349
    (such testimony could allow “the subtle introduction of
    otherwise inadmissible evidence” and could permit
    government extra opportunity to summarize its case-in-chief
    before closing argument “from the witness stand rather than
    the counsel’s lect[e]rn”).
    Here, Amoroso’s independent investigation was fairly
    minor—she simply confirmed that no one living at the address
    to which the phone number was registered had the registered
    name. And Mitchell’s cross-examination made clear that
    Amoroso’s conclusions were based on her own inferences.
    Amoroso admitted that the phone records showed only that
    someone at one phone number called someone at another at a
    specific time. Mitchell also elicited from Amoroso a
    concession that her conclusions about the connection between
    certain addresses and Mitchell or Couser were not as clear as
    the prosecution implied on direct. Oct. 10, 2013 Trial Tr. at
    151–53. Thus, even if Amoroso’s limited testimony about her
    independent investigation was erroneously admitted, any error
    was harmless given the scope of cross examination.
    Mitchell also argues that the trial judge plainly erred in
    failing to give a limiting instruction after Amoroso’s summary
    testimony. Appellant’s Br. 49–51 (citing United States v.
    Smith, 
    601 F.3d 530
    , 541 (6th Cir. 2010), United States v.
    Fullwood, 
    342 F.3d 409
    , 413 (5th Cir. 2003) and United States
    v. Johnson, 
    54 F.3d 1150
    , 1160–61 (4th Cir. 1995)).
    Whatever the merits of Mitchell’s plain error argument, any
    error was again harmless. We have recognized that “[o]ne
    danger” of summary testimony is that the “jury will treat the
    22
    summary as additional evidence or as corroborative of the truth
    of the underlying testimony” and, to meet the danger, have
    characterized limiting instructions as “requisite.” 
    Lemire, 720 F.2d at 1348
    . 16 Objections to summary evidence and voir dire
    examination of a summary witness help protect against the risk
    that “the jury might treat the summary [witness] as substantive
    evidence.” 
    Id. Here, the
    district court did exactly that—it
    allowed Mitchell to challenge and limit Exhibit 30 before its
    introduction into evidence and to conduct vigorous
    cross-examination of Amoroso. Mitchell cannot show that
    any inference Amoroso made “affected [Mitchell’s] substantial
    rights” or “seriously affect[ed] the fairness, integrity or public
    reputation of judicial proceedings,” United States v. Marcus,
    
    560 U.S. 258
    , 262 (2010), as her testimony allowed the jury to
    conclude, at most, that Mitchell attempted to hide his identity
    by using multiple phones and aliases. But even this
    conclusion does not supply the showing of prejudice or of a
    miscarriage of justice required for reversal. Nguyen v. United
    States, 
    539 U.S. 69
    , 84–85 (2003) (Rehnquist, C.J., dissenting)
    (“[W]e exercise our power under Rule 52(b) sparingly . . . and
    only in those circumstances in which a miscarriage of justice
    would otherwise result.” (citations and internal quotation
    marks omitted)).
    For the foregoing reasons, the judgment of the district
    court is affirmed.
    So ordered.
    16
    We appear to treat summary testimony and summary
    exhibits differently regarding the necessity of limiting instructions.
    See United States v. Weaver, 
    281 F.3d 228
    , 233 (D.C. Cir. 2002).