Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

All sources, flag “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-136252	ENR	Masoon Hamilton	1988-11-25	UHC-38301-28	8045434995	3651 Ocean Ave, Gilbert, AZ, 85269	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
TPA-63837	TPA	Rachel Nichols	1970-07-06	—	—	—	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-124604	ENR	Alexis Jimenez	1971-09-20	UHC-20281-74	4924128214	1687 Desert Sky Blvd, Miami, FL, 33106	0.90	Name re-cased Date of birth reformatted City re-cased Email lower-cased+1 more
CLM-417745	CLM	Ruth O Crawford	1964-12-23	—	—	4074 Palm Dr, Chandler, AZ, 85262	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-140315	ENR	Wei C Tucker	1950-04-03	UHC-89763-34	7649910990	2391 Church St, Columbus, OH, 43239	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-412417	CLM	Ethan Stone	2001-09-01	UHC-67874-86	5526111376	—	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-105855	ENR	Jonathan Turner	1939-06-23	UHC-89708-54	8412467920	7967 Lake View Rd, Chandler, AZ, 85230	0.90	Name re-cased Member ID reformatted Email lower-cased Plan code upper-cased+1 more
ENR-129716	ENR	Dieo Richardson	1943-08-13	UHC-07366-97	6045885724	9038 Cedar Ln, San Antonio, TX, 78214	0.90	Name re-cased Date of birth reformatted City re-cased Plan code upper-cased+1 more
CLM-429919	CLM	Terry Wells	1979-08-25	UHC-40621-57	4764683172	818 Baseline Rd, Minneapolis, MN, 55497	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-100260	ENR	Keith R Coleamn	1944-07-25	UHC-94258-73	9262233340	—	0.90	Name re-cased Phone reformatted Member ID reformatted Plan code upper-cased+1 more
ENR-126533	ENR	Helen Gibson	1940-04-03	UHC-11787-25	7852167931	3902 Market St, Nashville, TN, 37243	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
ENR-125908	ENR	Scott H Burke	2004-01-06	UHC-82744-03	2824460983	1246 Oak St, Orlando, FL, 32872	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-417312	CLM	Jason Wheeler	1954-08-10	UHC-04921-58	7058205106	1833 Apache Blvd, Las Vegas, NV, 89113	0.90	Name re-cased Phone reformatted City re-cased Plan code upper-cased+1 more
TPA-58247	TPA	Janice Morris	1978-11-05	—	2807620499	—	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-127765	ENR	Randy Alvarado	2000-02-01	UHC-90506-58	6933921305	5022 Sunset Blvd, Orlando, FL, 32830	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-142133	ENR	Daniel Jensen	2002-03-28	UHC-73429-49	2828782096	3089 Baseline Rd, Orlando, FL, 32863	0.90	Phone reformatted City re-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-112830	ENR	Douglas R Hicks	1978-03-16	UHC-07479-61	5896109121	—	0.90	Phone reformatted Member ID reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-141905	ENR	Bryan Grant	1971-03-07	UHC-71352-96	5397706608	2840 Grand Ave, Charlotte, NC, 28270	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-413038	CLM	Jesica Snyder	1964-07-06	UHC-92417-51	2095371111	7170 Desert Sky Blvd, Sacramento, CA, 95866	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
ENR-116337	ENR	Priya F Wilson	1949-03-13	UHC-53422-51	2447593499	—	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-128230	ENR	George X Robinson	1999-01-11	UHC-33174-40	9589138536	4700 Highland Ave, Miami, FL, 33160	0.90	Phone reformatted City re-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-113962	ENR	Albert Delgado	1952-04-25	UHC-21429-15	—	1506 Broadway, San Diego, CA, 92115	0.90	Name re-cased Date of birth reformatted State code upper-cased Email lower-cased+1 more
CLM-431638	CLM	Melissa Weber	1986-07-11	—	—	6764 Grand Ave, Nashville, TN, 37262	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-106161	ENR	Olivia Mendoza	1950-08-20	UHC-59927-40	3092677353	5633 Willow Ct, Mesa, AZ, 85279	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
ENR-130578	ENR	Sean Guerreo	1950-04-09	UHC-78198-88	3669361407	86 Market St, Tampa, FL, 33617	0.90	Name re-cased Phone reformatted Email lower-cased Plan code upper-cased+1 more
ENR-106932	ENR	Dennis Lane	2006-01-24	UHC-05281-74	9183203257	5757 Oak St, Las Vegas, NV, 89112	0.90	Phone reformatted City re-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-103792	ENR	Albert W Hunt	1939-04-27	UHC-04440-56	6039770577	843 Church St, Plano, TX, 75062	0.90	Name re-cased Phone reformatted Email lower-cased Plan code upper-cased+1 more
ENR-139420	ENR	Russell S Gordon	1956-08-13	UHC-16503-25	9378523195	4073 Apache Blvd, Atlanta, GA, 30319	0.90	Name re-cased Email lower-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-106930	ENR	Albert A Hall	1980-03-18	UHC-77367-20	9763737258	2761 Forest Ave, Chandler, AZ, 85231	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
TPA-62852	TPA	Hannah Dunn	2004-02-01	—	—	310 Church St, Austin, TX, 78715	0.90	Name re-cased State code upper-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-108149	ENR	Fatima R Perkins	1992-04-14	UHC-00138-75	6414426679	107 Central Ave, Jacksonville, FL, 32210	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
TPA-54025	TPA	Hiroshhi Mliler	1978-09-12	UHC-76081-36	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Plan code upper-cased+1 more
ENR-127213	ENR	Dylna Morrison	1988-10-20	UHC-65054-17	6626495574	40 Apache Blvd, Tucson, AZ, 85716	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
ENR-108498	ENR	Jerry N Hill	1959-09-15	UHC-61389-95	9702260779	273 Camelback Rd, Austin, TX, 78777	0.90	Phone reformatted City re-cased Email lower-cased Plan code upper-cased+1 more
ENR-141594	ENR	Dorothy Russell	1990-09-17	UHC-99625-04	—	9373 Spring St, Mesa, AZ, 85208	0.90	Name re-cased Member ID reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-106867	ENR	Dot K Moreno	1944-06-07	UHC-95806-45	8033658210	4861 Washington St, Gilbert, AZ, 85239	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
CLM-402257	CLM	Lawrence Montgomery	1986-11-18	UHC-88172-45	5985851297	201 Church St, Phoenix, AZ, 85043	0.90	Date of birth reformatted Phone reformatted City re-cased Plan code upper-cased+1 more
ENR-113484	ENR	Lisa F Morales	1946-10-19	UHC-21468-84	6047265391	2095 Washington St, San Diego, CA, 92193	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
TPA-60202	TPA	Kimberly Chapman	1980-11-22	—	4258929299	3546 Meadow Ln, Mesa, AZ, 85213	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-130197	ENR	Christina Contreras	1967-07-06	UHC-62827-35	9404286373	5299 Canyon Rd, Tucson, AZ, 85796	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-114654	ENR	David Harvey	1944-12-03	UHC-88824-68	2118671094	9718 Harbor Blvd, Denver, CO, 80218	0.90	Name re-cased Phone reformatted Member ID reformatted Plan code upper-cased+1 more
ENR-119960	ENR	Jennifer Vazquez	1949-12-28	UHC-17096-95	2812764051	7536 Spring St, Glendale, AZ, 85393	0.90	Name re-cased Phone reformatted Email lower-cased Plan code upper-cased+1 more
ENR-138108	ENR	Maria Kelly	1990-07-21	UHC-82324-55	7608919800	317 Union St, San Antonio, TX, 78277	0.90	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+1 more
ENR-108556	ENR	Bobby J Matthews	1973-05-04	UHC-97499-90	8667454117	—	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-115258	ENR	Heather Mendoza	1954-04-14	UHC-79519-71	—	4930 Baseline Rd, Minneapolis, MN, 55455	0.90	Name re-cased Member ID reformatted Email lower-cased Plan code upper-cased+1 more
CLM-412646	CLM	Rebecca W Andrews	1990-08-03	UHC-25037-12	4398961633	4917 Jefferson Ave, Dallas, TX, 75232	0.90	Phone reformatted City re-cased Plan code upper-cased Whitespace trimmed+1 more
PRV-29303	PRV	Charles Burke	1944-01-12	—	6746496741	7974 Meadow Ln, Austin, TX, 78770	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-410864	CLM	Jackie F Flores	1939-12-16	—	4285278069	—	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-131831	ENR	Keith Fisher	1963-06-18	UHC-31886-13	7439113686	—	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-127512	ENR	Nancy Freeman	1991-07-03	UHC-64096-58	9892851696	4919 Sunset Blvd, San Antonio, TX, 78262	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more

3,278 rows, page 55 of 66Previous Next