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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-139464	ENR	Linda X Gray	1991-05-06	UHC-75175-37	4478007522	5491 Broadway, Seattle, WA, 98154	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-139463	ENR	Linda X Gray	1991-05-06	UHC-75175-37	4478007522	5491 Broadway, Seattle, WA, 98154	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-121293	ENR	Alice E Marshall	1941-03-24	UHC-00664-46	5308369983	1043 Willow Ct, Las Vegas, NV, 89181	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112211	ENR	Brian U Bailey	1953-03-26	UHC-51571-55	8239601059	4358 Indian School Rd # 401, Los Angeles, CA, 90033	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-110228	ENR	Cruz U Henry	1938-06-10	UHC-97882-70	6047979635	8192 Apache Blvd, Los Angeles, CA, 90080	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-115860	ENR	Nathan Black	1977-10-02	UHC-58673-95	—	6520 Pine Dr, Los Angeles, CA, 90011	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-115369	ENR	Karen Q Washington	2004-05-26	UHC-03563-30	4018376736	5165 Washington St, Jacksonville, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-112086	ENR	Evelyn Austin	1953-04-15	UHC-82037-47	—	6261 Church St, Gilbert, AZ, 85299	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-112087	ENR	Evelyn Austin	1953-04-15	UHC-82037-47	—	6261 Church St, Gilbert, AZ, 85299	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-132783	ENR	Michelle Collins	1952-06-16	UHC-23487-77	—	498 Valley View Dr, Austin, TX, 78735	0.64	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+2 more
ENR-138981	ENR	Samantha H Armstrong	—	UHC-46849-18	4226324549	6687 Elm St, Denver, CO, 80297	0.64	Name re-cased Date of birth missing Member ID reformatted Street suffix standardised+2 more
ENR-124556	ENR	Ralph T Marshall	1975-02-01	UHC-99444-67	5037124888	2360 Park Pl, Eden Prairie, MN	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
ENR-142950	ENR	Elijah Wood	1990-06-06	UHC-36510-96	7923404379	2449 Meadow Ln, Plano, TX, 75045	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112436	ENR	Shirley Boyd	1984-03-11	UHC-73114-89	3496733305	5207 Mesa Dr, Los Angeles, CA, 90025	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-129143	ENR	Martha Gomez	1956-06-20	UHC-28216-33	4342182361	2048 Oak St, Orlando, FL, 32888	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-106811	ENR	Victoria T Santiago	1952-09-07	UHC-11021-88	3582205834	8172 Canyon Rd, San Antonio, TX, 78272	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113069	ENR	Evelyn Lee	1981-06-08	UHC-80205-94	—	8558 Camelback Rd, Minneapolis, MN, 55409	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-100840	ENR	Scott N Ellis	1975-12-04	UHC-48686-39	2992008798	1689 Main St Apt 12, San Diego, CA, 92199	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-103083	ENR	Anthony Brooks	1992-02-12	UHC-38979-10	8259102437	9264 Indian School Rd, Tempe, AZ, 85265	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-109424	ENR	Ralph R Rios	1942-07-13	UHC-62279-46	4883355336	6066 Apache Blvd, Fresno, CA, 93795	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123704	ENR	Jennifer Santos	1944-02-16	UHC-69446-66	6707461860	4465 Hillcrest Rd, Seattle, WA, 98130	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111924	ENR	Bobby W Ortiz	1951-11-28	UHC-28257-23	—	8007 Cedar Ln, Houston, TX, 77037	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102068	ENR	Stephanie L Miller	1992-05-27	UHC-50204-08	6092039771	339 Central Ave # 176, Jacksonville, FL, 32212	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-140578	ENR	Ethan S Garza	2002-06-26	UHC-91432-94	3496815937	9873 Market St, Atlanta, GA, 30335	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125776	ENR	Will M Espinoza	1960-09-11	UHC-41396-31	6646168492	9710 Palm Dr, Eden Prairie, MN, 55395	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-118910	ENR	Diego Ross	1944-06-23	UHC-73403-26	3308562850	7329 Grand Ave, Los Angeles, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128269	ENR	Terry L Li	1965-05-07	UHC-83597-11	4623377466	8628 Oak St, San Antonio, TX, 78245	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-112703	ENR	Carol N Howell	1942-02-16	UHC-35472-34	4335936242	7900 Mesa Dr, Glendale, AZ, 85340	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-103150	ENR	Evelyn Y Green	1999-02-03	UHC-14885-23	2777100758	7071 Oak St, Denver, CO, 80209	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-130756	ENR	Patel B Pamela	1970-03-25	UHC-46677-80	5795492500	5691 Palm Dr, San Antonio, TX, 78230	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127116	ENR	Sandra H Bell	1952-11-28	UHC-70265-57	2329043078	3064 Oak St, Miami, FL, 33185	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-107586	ENR	Henry A Mendez	1981-08-06	UHC-27527-73	—	7683 Meadow Ln, Jacksonville, FL	0.64	Name re-cased Member ID reformatted ZIP missing Gender normalised+2 more
ENR-137403	ENR	Lori Parker	1954-02-10	UHC-63572-41	—	1144 Mountain View Dr, Columbus, OH, 43280	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-101906	ENR	Ethan J Herrera	1948-01-21	UHC-58484-97	9246163522	3154 Sunset Blvd # 524, Glendale, AZ, 85388	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-123180	ENR	Hannah Luna	1980-07-17	UHC-65080-54	9642409671	4685 Grand Ave, Tampa, FL, 33676	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-106823	ENR	Jacob Scott	1995-09-05	UHC-63996-57	2366427446	5350 Apache Blvd, Denver, CO	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108447	ENR	Judith B Wood	—	UHC-98663-15	3155364374	3125 Desert Sky Blvd, Eden Prairie, MN, 55364	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-114411	ENR	Douglas A Hall	1965-03-27	UHC-41939-31	4726718562	4216 Harbor Blvd, Houston, TX, 77087	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-114412	ENR	Douglas A Hall	1965-03-27	UHC-41939-31	4726718562	4216 Harbor Blvd, Houston, TX, 77087	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-121348	ENR	Timothy B Freeman	1992-07-09	UHC-34025-60	9316966389	5657 Market St, Seattle, WA, 98103	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-100590	ENR	Anna P West	1992-12-07	UHC-73605-83	2044924905	4679 Harbor Blvd, Scottsdale, AZ, 85260	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138213	ENR	Nancy W Morles	1945-10-03	UHC-29743-13	6607485132	2130 Forest Ave, Mesa, AZ, 85239	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107286	ENR	Gary Vega	2006-02-20	UHC-86681-75	5002156966	2281 Grand Ave, San Diego, CA, 92156	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-131180	ENR	Tricia Dean	1975-01-19	UHC-92478-92	4044431190	9355 Cedar Ln, Chandler, AZ, 85273	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134123	ENR	Brandon Hayes	1971-06-09	—	2987445210	8682 Ridge Rd # 257, Nashville, TN, 37287	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-125947	ENR	Jesze V Pena	1982-07-12	UHC-77062-43	7019750620	9522 Oak St, Las Vegas, NV, 89171	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-119130	ENR	Maria Flores	1998-02-23	UHC-15319-51	6906292295	7307 Oak St, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-110278	ENR	Kenneth L Austin	1948-09-16	UHC-51251-30	5315242344	4707 Palm Dr, Columbus, OH, 43278	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-102379	ENR	Bobby Banks	1948-08-26	UHC-25181-58	3852921108	8937 Ocean Ave, Nashville, TN, 37269	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123870	ENR	Bobby J Banks	1976-05-12	UHC-35737-64	4622759381	5703 Valley View Dr Apt 18, Eden Prairie, MN, 55306	0.64	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+2 more

17,310 rows, page 97 of 347Previous Next