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

Enrollment, flag “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-136811	ENR	Betty X Webb	1982-01-21	UHC-30904-59	7914619364	5143 Lake View Rd Apt 38, Scottsdale, AZ, 85268	0.76	Phone reformatted Member ID reformatted Unit split from street City re-cased+2 more
ENR-101935	ENR	Brenda M Ramos	2007-10-03	UHC-36429-85	7723644215	8244 Union St Apt 2, Nashville, TN, 37282	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-102144	ENR	Amy H Castillo	1959-02-15	UHC-48609-92	7128482013	3513 Lincoln Way # 464, Scottsdale, AZ, 85282	0.76	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
ENR-130972	ENR	Samuel F Collins	1943-03-02	UHC-44660-05	7217608699	3152 Valley View Dr Apt 30, Charlotte, NC, 28264	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-140788	ENR	Peter H Banks	1991-12-21	—	5422779550	7123 Ridge Rd # 128, Orlando, FL, 32892	0.76	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+2 more
ENR-140787	ENR	Peter H Banks	1991-12-21	—	5422779550	7123 Ridge Rd # 128, Orlando, FL, 32892	0.76	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+2 more
ENR-120569	ENR	Grace N Ruiz	1995-10-08	UHC-34131-34	5453691062	3617 Camelback Rd # 818, Atlanta, GA, 30343	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
ENR-139376	ENR	Keith Rogers	1963-04-17	UHC-85512-04	9016188778	4996 Palm Dr # 138, Jacksonville, FL, 32283	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
ENR-141844	ENR	Victoria T Torres	1978-01-28	UHC-64889-92	4603118860	6703 Elm St # 252, Jacksonville, FL, 32232	0.76	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+2 more
ENR-105624	ENR	Ronald Aguilar	1939-06-12	—	2056870300	4880 Maple Ave # 994, Gilbert, AZ, 85211	0.76	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+2 more
ENR-121800	ENR	Joan Tucker	1979-04-09	UHC-88259-65	9336446783	2821 Broadway # 595, Scottsdale, AZ, 85212	0.76	Name re-cased Phone reformatted Unit split from street Address re-cased+2 more
ENR-110296	ENR	Willie E Matthews	1938-07-16	UHC-00864-64	9876586293	3649 Mountain View Dr Apt 10, Jacksonville, FL, 32209	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-132281	ENR	Lauren Stone	1960-12-08	UHC-98414-49	7566275581	7831 Lincoln Way Apt 37, Mesa, AZ, 85283	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-117999	ENR	Nathan L Smith	1967-01-13	—	6572394061	7425 Ridge Rd Apt 30, Mesa, AZ, 85215	0.76	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
ENR-109105	ENR	Austin Walsh	2006-10-21	UHC-77688-70	6914855247	8506 Bayshore Dr Apt 16, Charlotte, NC, 28227	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-108268	ENR	Judy Q Alexander	1990-09-12	UHC-75403-09	6615096490	6007 Grand Ave Apt 2, Dallas, TX, 75261	0.76	Member ID reformatted Unit split from street State code upper-cased Email lower-cased+2 more
ENR-117443	ENR	Kim M Margaret	1992-02-11	UHC-98896-19	5956287335	4922 Lake View Rd Apt 4, Mesa, AZ, 85241	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-100417	ENR	Thomas Holmes	1959-01-24	UHC-61592-18	4305092185	9118 Elm St # 591, Nashville, TN, 37233	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-129706	ENR	Frank Y Patel	1973-03-24	UHC-81497-86	2786052891	2646 Sunset Blvd # 194, San Diego, CA, 92126	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-137743	ENR	Mark Harper	1948-01-14	UHC-36602-12	8607653113	2277 Lincoln Way Apt 20, Seattle, WA, 98189	0.76	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
ENR-101856	ENR	Debra Lawson	2001-04-13	UHC-41075-73	2994987521	3889 Park Pl Apt 8, Atlanta, GA, 30308	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-111457	ENR	Shirley D Hunt	1958-09-01	UHC-53979-10	5092460501	1390 Indian School Rd # 987, Fresno, CA, 93789	0.76	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+2 more
ENR-116525	ENR	Jordan N Burton	1994-05-09	UHC-01579-36	2104226562	9072 Forest Ave Apt 8, Las Vegas, NV, 89101	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-138897	ENR	Austiin O Gordon	1964-09-27	UHC-50210-62	3875910563	9313 Highland Ave # 115, Jacksonville, FL, 32240	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
ENR-124084	ENR	Becky R Yuung	1958-07-26	UHC-29880-99	6486063900	2166 Camelback Rd Apt 22, Austin, TX, 78701	0.76	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
ENR-122893	ENR	Jeremy X Austin	1956-05-06	UHC-43876-06	5155425207	9368 River Rd # 918, Minneapolis, MN, 55418	0.76	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+2 more
ENR-113974	ENR	Kathryn Porter	1976-03-17	UHC-28907-23	6793382184	1943 Broadway # 930, Tucson, AZ, 85774	0.76	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+2 more
ENR-125418	ENR	Kelly Y Espinoza	1988-05-10	UHC-51195-87	8586021424	9183 Central Ave Apt 3, Jacksonville, FL, 32286	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
ENR-108503	ENR	Laura Ryan	1993-01-22	UHC-44301-74	3507482025	9430 Sunset Blvd Apt 13, Charlotte, NC, 28259	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-128968	ENR	Nicole Q Weaver	1999-01-17	UHC-34479-78	3859994986	4012 Broadway Apt 7, San Antonio, TX, 78252	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-134480	ENR	Jacob G King	1993-03-27	UHC-51250-43	2788117964	8330 Indian School Rd Apt 11, Jacksonville, FL, 32272	0.76	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
ENR-124259	ENR	Evelyn Rodriguaz	1963-06-17	UHC-44393-75	9769376282	2236 Camelback Rd Apt 4, Denver, CO, 80231	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-125633	ENR	Robert Myerrs	1983-02-02	UHC-48943-31	2696268781	4724 Broadway # 449, San Diego, CA, 92161	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-141893	ENR	Christina T Ruiz	2005-02-21	UHC-49090-52	3672244425	9270 Park Pl # 467, Charlotte, NC, 28271	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
ENR-100937	ENR	Abby H Simmons	1953-06-10	UHC-39038-39	8013629545	749 Canyon Rd # 918, Jacksonville, FL, 32209	0.76	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+2 more
ENR-128128	ENR	Betty Cooper	2000-08-23	UHC-83087-08	8498672884	2201 Broadway Apt 29, Miami, FL, 33145	0.76	Name re-cased Phone reformatted Unit split from street Address re-cased+2 more
ENR-140836	ENR	Theresa H Yang	1991-04-03	UHC-56920-82	3749490510	6217 Bayshore Dr # 271, Plano, TX, 75085	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-136241	ENR	Helen A Wells	1941-07-08	UHC-78515-93	9417059857	4905 Union St Apt 4, Denver, CO, 80242	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-102789	ENR	Charles Hanson	1953-01-15	UHC-69559-08	8133306069	9658 Camelback Rd # 369, San Diego, CA, 92183	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
ENR-122571	ENR	Lucia S White	1991-07-18	—	8294112742	4563 Lincoln Way # 449, Sacramento, CA, 95853	0.76	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+2 more
ENR-131773	ENR	Michelle Z Butler	2006-04-03	UHC-40493-92	9149170067	6798 Union St Apt 21, Dallas, TX, 75261	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-114711	ENR	Alan G Hoffman	1983-06-23	UHC-11329-12	6496540688	3527 Bayshore Dr # 512, Fresno, CA, 93778	0.76	Phone reformatted Unit split from street City re-cased Email lower-cased+2 more
ENR-117764	ENR	Rachel X Richardson	1991-01-22	UHC-46841-03	3307611178	2199 Hillcrest Rd Apt 6, Denver, CO, 80255	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-112839	ENR	Alexander K Bryant	1972-10-17	UHC-16087-50	3076636225	8443 Indian School Rd # 518, Seattle, WA, 98124	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-112347	ENR	Michael Vazquez	1987-03-09	UHC-05778-78	4785078993	9570 Broadway Apt 23, Charlotte, NC, 28269	0.76	Name re-cased Phone reformatted Unit split from street Address re-cased+2 more
ENR-130406	ENR	Peter R Patterson	1938-02-12	UHC-73004-82	2692998112	209 Elm St Apt 15, Eden Prairie, MN, 55397	0.76	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
ENR-128817	ENR	Nathan T Munoz	1969-05-26	UHC-14152-14	9432247692	8839 Spring St Apt 30, Scottsdale, AZ, 85254	0.76	Phone reformatted Unit split from street City re-cased Email lower-cased+2 more
ENR-130149	ENR	Hannah Q Crawford	1989-10-15	—	5455356644	3271 Broadway Apt 19, Chandler, AZ, 85208	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-130378	ENR	Sarah T Long	1977-08-16	UHC-37791-64	6186273911	2128 Ocean Ave # 183, Nashville, TN, 37284	0.76	Date of birth reformatted Phone reformatted Unit split from street Plan code upper-cased+2 more
ENR-109753	ENR	Carol Martinez	1972-05-11	UHC-93836-27	9649427273	3394 River Rd # 101, Mesa, AZ, 85253	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more

3,345 rows, page 56 of 67Previous Next