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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-135671	ENR	Linda Carroll	1967-04-15	UHC-43840-07	4806575735	6679 Canyon Rd, San Antonio, TX, 78221	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-119833	ENR	Brandon Fuller	1942-06-14	UHC-12578-08	—	5550 Ocean Ave # 218, Scottsdale, AZ, 85280	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-124940	ENR	Aeron N Cox	1973-07-25	UHC-64407-76	7279877927	4580 Elm St, Mesa, AZ, 85201	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131024	ENR	Emma W Kim	1960-10-12	UHC-21805-55	2528356406	6430 Washington St, Phoenix, AZ, 85093	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114592	ENR	Dorothy Y Wang	1947-05-08	UHC-35536-05	6349489563	2326 Grand Ave, Mesa, AZ, 85220	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106629	ENR	Jose Tran	1977-01-02	UHC-46323-19	—	6958 Mesa Dr, San Antonio, TX, 78214	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-120678	ENR	Elijah Gordon	1978-11-12	UHC-65029-14	8569301356	2459 Bayshore Dr, Atlanta, GA, 30359	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-105116	ENR	Kyle Carroll	1971-10-06	UHC-02178-09	7482745828	4181 Maple Ave Apt 13, Chandler, AZ, 85268	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-134393	ENR	Andrea Chavez	1962-08-10	UHC-71772-06	2897792417	2030 Mountain View Dr, Tempe, AZ, 85276	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120036	ENR	Christian Matthews	1958-03-21	UHC-88453-81	2869841686	3458 Market St, Sacramento, CA, 95812	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-116858	ENR	Janice P Washington	2003-02-12	UHC-80769-32	9623048284	3122 Desert Sky Blvd, Columbus, OH	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-131348	ENR	Charles Cook	—	UHC-68735-07	—	7669 Hillcrest Rd, Orlando, FL, 32812	0.64	Date of birth missing Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-117892	ENR	Daniel E Myers	2000-04-01	UHC-98359-04	5156094310	3748 Canyon Rd, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-128105	ENR	Samantha Ray	1990-09-03	UHC-10409-87	—	464 Jefferson Ave, Denver, CO, 80269	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-121697	ENR	Steven Jordan	1952-07-11	UHC-75588-91	—	1330 Bayshore Dr, Miami, FL, 33177	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-104136	ENR	Alice Q Ruiz	2004-04-27	UHC-37375-91	7886610687	3880 Grand Ave, Seattle, WA, 98117	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142937	ENR	Mateo R King	1955-09-19	UHC-54751-80	7319332566	6607 Mesa Dr, Scottsdale, AZ, 85264	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141579	ENR	Steve J Maldonado	2006-11-09	UHC-17496-64	6578122888	563 Grand Ave, Tucson, AZ, 85704	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-105705	ENR	Madison Armstrog	1973-10-11	—	9595884632	6205 Grand Ave, Plano, TX, 75071	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-108885	ENR	Lisa V Black	2004-02-19	UHC-99966-50	9313676743	9421 Grand Ave, Sacramento, CA, 95815	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-124324	ENR	Shirley Thompson	—	UHC-90994-28	6889959351	9564 Washington St, Columbus, OH, 43265	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130869	ENR	Ashley Lane	1993-09-20	UHC-54559-03	3656099814	4467 Indian School Rd, Las Vegas, NV, 89116	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-113371	ENR	Ann Lawson	1968-10-16	UHC-56133-10	5737014616	9722 Camelback Rd, Charlotte, NC, 28260	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112298	ENR	Olivia Torres	1958-08-07	UHC-12295-59	9627423924	9723 Baseline Rd, Dallas, TX, 75246	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-108577	ENR	Albert Banks	1998-02-12	UHC-93683-76	—	4654 Lake View Rd, San Diego, CA, 92144	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-105910	ENR	Mason Duncan	1984-04-28	UHC-64676-94	—	3258 Hillcrest Rd, Gilbert, AZ, 85216	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-106500	ENR	Lori Wallace	2003-10-26	UHC-95038-81	—	6418 Main St, Mesa, AZ, 85206	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-107940	ENR	Bruce H Moreno	1996-07-18	UHC-19824-02	7956749467	718 Cedar Ln, Gilbert, AZ, 85268	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130838	ENR	Ben Duncan	1957-04-07	UHC-06987-44	6398284850	1120 Sage Ct, Gilbert, AZ, 85299	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-130819	ENR	—Junk	1982-05-12	UHC-21771-63	3722748775	8499 Main St, Columbus, OH, 43254	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101553	ENR	Billy Espinoza	1974-07-07	UHC-20184-24	—	7555 River Rd, San Diego, CA	0.64	Name re-cased Member ID reformatted ZIP missing Gender normalised+2 more
ENR-127612	ENR	Becky Espinoza	1999-07-27	—	8868922238	8621 Highland Ave, San Diego, CA, 92197	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-100800	ENR	Cynthia Reid	1973-09-12	—	7532373081	8344 Forest Ave, Los Angeles, CA, 90075	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-128060	ENR	Linda Howard	—	UHC-68897-62	—	6346 Market St, Tampa, FL, 33614	0.64	Name re-cased Date of birth unreadable State code upper-cased ZIP+4 trimmed+2 more
ENR-100275	ENR	Yuki P Fuller	2003-01-01	UHC-56196-75	2093282988	656 Ridge Rd, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-104742	ENR	Philip V Nichols	1995-02-20	UHC-60512-53	2287262876	9885 Cedar Ln, Nashville, TN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-134248	ENR	Brian Jensen	1979-05-14	UHC-58998-43	4952174445	5465 Baseline Rd, Charlotte, NC, 28202	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-121919	ENR	Kelly Reed	1965-04-13	UHC-18092-14	6537521335	1750 Grand Ave # 324, Minneapolis, MN, 55475	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-139801	ENR	Hannah B Bowman	—	UHC-55159-69	8235094395	3657 Central Ave, Charlotte, NC, 28227	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-114773	ENR	Betty V Wood	1950-04-12	UHC-68387-04	5589806735	7551 Lincoln Way, Seattle, WA, 98176	0.64	Middle initial moved out of first name Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-137385	ENR	Mateo Berry	1952-02-23	UHC-83479-46	—	4999 Pine Dr, Sacramento, CA, 95814	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-102286	ENR	Cynthia B Fowler	1956-09-13	UHC-63359-82	7218720079	1339 Lake View Rd, Los Angeles, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-132006	ENR	Jordan O Henderson	2008-10-28	UHC-78680-14	8735620138	9092 Spring St, San Antonio, TX, 78221	0.64	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-107856	ENR	Teresa Ellis	1979-05-14	UHC-66494-56	7605759254	7119 Jefferson Ave, Minneapolis, MN, 55407	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-124602	ENR	Joe W Hicks	1945-02-07	UHC-74258-84	3285159101	5161 Harbor Blvd, San Antonio, TX, 78208	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-133277	ENR	Debra V Gonzales	1952-02-10	UHC-88561-28	7299173651	1837 Church St, Sacramento, CA, 95821	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-142577	ENR	Douglas R Weaver	2008-03-14	UHC-31439-29	7586783104	1360 Jefferson Ave, Las Vegas, NV, 89105	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127816	ENR	Diane V Peterson	1945-05-14	UHC-44831-58	—	7230 Church St, Jacksonville, FL, 32223	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-132302	ENR	Benjamni U Alvarado	1960-08-19	UHC-00426-39	—	8188 Mesa Dr, Sacramento, CA, 95826	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-139012	ENR	Natalie D Harris	1981-07-10	UHC-37941-06	4595267107	6116 Forest Ave, Plano, TX	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more

16,916 rows, page 79 of 339Previous Next