Eligió Bacallao pleaded guilty to one count of knowingly and intentionally possessing cocaine with the intent to distribute or dispense in violation of 21 U.S.C. § 841(a)(1). At sentencing, the district court found that Baeal-lao’s relevant offense behavior involved 3.3 kilograms of cocaine and sentenced him to 168 months’ imprisonment. Bacallao appeals his sentence on the grounds that the district court improperly attributed to him quantities of cocaine not part of the offense of conviction. Because we conclude that insufficient factual findings support the district court’s conclusion that Bacallao’s relevant conduct includes the respective purchases of one and two kilograms of cocaine, we vacate Bacal-lao’s sentence and remand for resentencing.
I. Background
Beginning in 1996, the Sheriffs Department in Columbia County, Wisconsin and the Federal Bureau of Investigation jointly began investigating the narcotics dealings of Gale Saunders and Eligió Bacallao. Specifically, law enforcement officials believed that Bacallao was storing cocaine at Saunders’ paper business in Fall River, Wisconsin. On June 4,1997, police officers watched Roberto Valdes, with Bacallao as his passenger, drive away from Saunders’ business. Police officers stopped the vehicle and asked the two men to exit the ear, but Bacallao and Valdes refused and sped away. A high-speed chase ensued, ending when the ear went into a ditch. At that point Bacallao was seen throwing white powder out of the window. When the two suspects were apprehended, the police found 75.1 grams of cocaine that remained in the package Bacallao had thrown out the window. A subsequent search of Saunders’ business revealed 258.6 grams of cocaine.
The government charged Bacallao with one count of knowing and intentional possession of cocaine with intent to distribute in violation of 21 U.S.C. § 841(a)(1). A superseding indictment against Bacallao added a charge of conspiracy to distribute cocaine in violation of 21 U.S.C. §§ 841(a)(1) and 846. The conspiracy was alleged to have occurred from on or about August 1995 to June 4, 1997. Bacallao pleaded guilty to possession with intent to distribute cocaine, and the government dismissed the conspiracy charge without prejudice.
Gale Saunders pleaded guilty to possession of cocaine with the intent to distribute and to *719 the unlawful possession of a firearm and agreed to cooperate with the authorities. In an interview with FBI Special Agent Steven Paulson, Saunders recounted that he routinely allowed Bacallao to store cocaine at his place of business — cocaine that Bacallao would pick up in small quantities, presumably for distribution. Saunders also said that in 1996, Bacallao asked him to arrange the purchase of a kilogram of cocaine through a man named Jim Warren. Saunders successfully arranged the purchase and delivered the kilogram of cocaine to Bacallao.
Also in connection with the Bacallao case, Agent Paulson interviewed Roberto Alma-guer, a person believed to be associated with Bacallao in the drug business. Almaguer told Paulson that in late 1996, Bacallao offered him $2000 to go to Chicago and pick up two kilograms of cocaine from a woman named Lydia. Almaguer agreed, retrieved the cocaine, and, as instructed by Bacallao, delivered half of it to a man named Eddie Rodriguez. Almaguer then delivered the remaining kilogram to Bacallao.
The presentence investigation report attributed to Bacallao the following drug amounts: the 75.1 grams found in or near the car; the 258.6 grams found at Saunders’ place of business; the kilogram Saunders arranged to purchase for Bacallao; and the two kilograms Almaguer picked up on Baeal-lao’s behalf. These separate amounts total 3,333.7 grams of cocaine. Based on this quantity, the PSI recommended a base offense level of 28, plus a two-point enhancement for obstruction of justice.
At sentencing, the district court found that a preponderance of the evidence supported the government’s contention that Bacallao was involved with 3.3 kilograms of cocaine. The district court did not make any explicit findings, however, as to how the cocaine other than the 75.1 grams found in or near Bacallao’s car constituted relevant conduct. The district court then sentenced Bacallao to 168 months’ imprisonment.
On appeal, Bacallao argues that the cocaine other than the 75.1 grams found in or near his car should not have been used to calculate his sentence because the other quantities of drugs were not “part of the same course of conduct or common scheme or plan,” as required by U.S.S.G. § lB1.3(a)(2). 1
II. Analysis
“A district court’s calculation of the quantity of drugs involved in an offense is a finding of fact to be reversed only for clear error.”
United States v. McClinton,
This court has ruled that when a district court, for purposes of calculating a defendant’s base offense level, aggregates drug quantities arising from uncharged or uncon-victed relevant conduct, the court should “explicitly state and support, either at the sentencing hearing or (preferably) in a written statement of reasons, its finding that the unconvicted activities bore the necessary relation to the convicted offense.”
Duarte,
Bacallao first challenges the district court’s inclusion of the one kilogram of cocaine Saunders arranged to purchase on Ba-callao’s behalf. Bacallao contends that there is no similarity, regularity, or temporal proximity between this transaction and the charged offense. 2 In fact, the details regarding this transaction are few and come exclusively from Saunders via Agent Paulson. According to Paulson, Saunders told him that on two separate occasions, Bacallao asked him (Saunders) to obtain cocaine from a contact Saunders had in Texas. The first occasion, which took place sometime in 1996, yielded the kilogram of cocaine at issue. The second occasion, in which Bacallao gave Saunders $30,000 for two kilograms of cocaine, was unsuccessful and led to an altercation between Bacallao and the Texas contact, a man named Jim Warren. Police records verified that a confrontation occurred in Platteville, Wisconsin between Saunders, Ba-callao, and Warren after Bacallao recognized Warren’s car.
Neither the PSI nor the sentencing hearing testimony explain how this event constitutes relevant conduct. As Bacallao points out, nothing in the record indicates when in 1996 this purchase occurred. The offense could have occurred as early as January of 1996 — which is 18 months before Bacallao’s arrest.
See United States v. Cedano-Rojas,
The same lack of specific information affects the inclusion as relevant conduct of the two kilograms Almaguer claimed to have retrieved on Bacallao’s behalf from Lydia in Chicago. The only specific testimony regarding this incident came from Almaguer via Agent Paulson. According to Paulson, Almaguer , told him that in November or December of 1996, Bacallao asked him (Alma-guer) to pick up two kilograms of cocaine from Lydia, to deliver one kilogram to Eddie Rodriguez in Rockford, Illinois, and to deliver the remaining kilogram to Bacallao. The police were not able to verify this information other than to identify a person whom they believed to be Lydia. However, Bacallao’s ex-wife testified that Eddie Rodriguez and her husband worked together to. sell drugs and that Lydia supplied her husband with cocaine. And George Moffett testified that Bacallao told him he could “dump a [kilogram of cocaine] a week in Madison with the help of Robert Almaguer and his nephew Roberto Valdes.”
While the reliability of this information is heightened by the corroboration of three independent persons, it is unclear how this transaction relates to the charged offense. This purchase occurred some six or seven months before Bacallao’s arrest and involved completely different accomplices: Almaguer, Rodriguez, and Lydia. Moreover, the paucity of facts regarding the manner in which this transaction took place makes it difficult to assess whether this event involved the same modus operandi as the convicted offense. There is no information in the record explaining where Bacallao was when he took possession of the cocaine or what he did with it afterwards. Also, while the PSI recites a number of incidents involving drug transactions, the district court did not sufficiently delineate those that were closely tied to the offense of conviction.
In
Duarte,
we noted that the aggregation rule “grants the government a fearsome tool in drug cases. It permits prosecutors to ‘indict defendants on relatively minor offenses and then seek enhanced sentences later by asserting that the defendant has committed other more serious crimes for which, for whatever reason, the defendant, was not prosecuted and has not been convicted.’ ”
In this case, we conclude that Bacallao’s sentence does not comport with the aggregation rule. The district court made no independent findings regarding relevant conduct at sentencing but instead relied, entirely on the information contained in the PSI to make its relevant conduct findings. Thus, for Bacallao’s sentence to stand, the PSI must explain how the one- and two-kilogram purchases were part of the same course of conduct or common scheme or plan as the offense of conviction. The PSI fails, however, to establish the necessary relationship between the offense of conviction and Bacal-lao’s participation in other drug transactions. Regarding the one-kilogram transaction, the PSI establishes only one common element between the charged offense and the one-kilogram transaction: the relationship between Saunders and Bacallao. This link is not enough, standing alone, to show that the transaction was part of the same course of conduct or common scheme or plan as the offense of conviction. The record contains no evidence establishing, -for instance, relevant dates, common' victims, or- details concerning the manner in which the kilogram of cocaine was acquired and distributed. And the facts established in the PSI regarding the two-kilogram purchase likewise are insufficient to demonstrate relatedness to the charged offense: there are no directly evident common victims, accomplices, or goals,
*722
and no
modus operandi
can be gleaned from the testimony of Almaguer, Barbara Rodriguez, and George Moffett.
See United States v. Crockett,
III. Conclusion
For the foregoing reasons, Bacallao’s sentence is Vaoated and Remanded for resen-tencing.
Notes
. Bacallao does not challenge on appeal the district court's finding that the 258.6 grams of cocaine found at Saunders’ place of business properly were part of the same course of conduct or common scheme or plan as the convicted offense. We therefore will not disturb this finding.
. The government argues that Bacallao must produce more than a bare denial of the facts contained in the PSI and that Bacallao's failure to do so permits the district court to rely entirely on the PSI.
United States v. Mustread,
