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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-128201	ENR	Mateo Q Oliver	1973-09-12	UHC-31496-33	4647906533	3573 Grand Ave, Scottsdale, AZ	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-132788	ENR	Elijah D Sullivan	1966-08-01	UHC-92796-98	7953509691	92 Market St, Denver, CO	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121561	ENR	Theresa Gutierrez	1996-02-01	UHC-87765-01	8984441622	2725 Palm Dr, Miami, FL	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-107975	ENR	Carol H Rose	1947-08-13	UHC-20656-15	8334854430	2218 Apache Blvd, Orlando, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-107976	ENR	Carol H Rose	1947-08-13	UHC-20656-15	8334854430	2218 Apache Blvd, Orlando, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-128899	ENR	Fatima Y Thoams	—	UHC-12199-64	4776529298	9534 Sage Ct, Scottsdale, AZ	0.66	Date of birth missing Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-111000	ENR	Sarah P Greene	2001-06-16	—	9029335743	8369 Canyon Rd, Los Angeles, CA	0.66	Two-digit birth year Phone reformatted ZIP missing Email lower-cased+1 more
ENR-139630	ENR	Christian Simmons	1996-09-04	UHC-30204-74	4008592499	8494 Central Ave, Phoenix, AZ	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-122040	ENR	Vincent P Santiago	1945-10-20	UHC-71651-40	5918694351	7380 Ocean Ave, Atlanta, GA	0.66	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-126694	ENR	Gregory X Rivera	1956-02-21	UHC-01682-52	9426628580	40 Park Pl, Orlando, FL	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102112	ENR	Rachel W Carter	1979-05-22	UHC-92091-45	3437880068	5352 Ridge Rd, Houston, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-129625	ENR	Jonathan Garrett	1961-02-22	UHC-48138-96	9173091687	5631 Church St, Denver, CO	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-117814	ENR	Natalie Q Bell	2005-03-27	UHC-15700-52	—	2327 Highland Ave, Sacramento, CA	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP missing+1 more
ENR-120334	ENR	Samuel U Castro	1975-05-08	UHC-99010-79	9047985083	216 Indian School Rd, Dallas, TX	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-129007	ENR	Austin McDonald	1968-01-21	UHC-07017-18	3145343927	7465 River Rd, San Antonio, TX	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+1 more
ENR-100873	ENR	Heenry Ramos	1958-10-28	UHC-39504-77	7957983532	2976 Camelback Rd, Houston, TX	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-125065	ENR	Victoria Yang	1998-08-24	UHC-66165-90	8715532764	4664 Forest Ave, Gilbert, AZ	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
ENR-116908	ENR	Sean T Weber	2003-08-02	UHC-37854-75	8442143874	503 Park Pl, Nashville, TN	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-120305	ENR	Arjun Q Cole	1961-07-25	UHC-22790-95	6974662147	9824 Valley View Dr, Nashville, TN	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
ENR-103504	ENR	Ray C Smith	1940-04-03	UHC-53560-72	—	240 Spring St, Tempe, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-111465	ENR	Gary K Stone	1958-03-14	UHC-84473-40	3732544516	9048 Church St, San Antonio, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-100277	ENR	Danielle C Gordon	1993-10-25	UHC-68096-32	8766024887	1327 Hillcrest Rd, Austin, TX	0.66	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-117169	ENR	Gabriel D Evans	1957-11-25	UHC-09691-23	6278628703	3036 Apache Blvd, Columbus, OH	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-101323	ENR	Luis B Fernandez	2003-04-11	UHC-36488-55	5664688349	604 Lake View Rd, Scottsdale, AZ	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-120283	ENR	Philip E Marquez	1996-12-05	UHC-60620-95	4993872619	875 Broadway, Seattle, WA	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
ENR-122581	ENR	Thomas K Fields	1949-10-08	UHC-92660-62	8223916695	5303 Sunset Blvd, Jacksonville, FL	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-138364	ENR	Alan M McDonald	1978-06-07	UHC-93299-85	7688792119	775 Jefferson Ave, Orlando, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-119926	ENR	Doris J Wright	1960-06-27	UHC-04572-43	—	5738 Lake View Rd, Orlando, FL	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-134375	ENR	Julie S Nunez	1942-09-10	UHC-39256-14	8078498874	9642 Harbor Blvd, San Antonio, TX	0.66	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-132734	ENR	Mei A Bailley	1966-11-09	UHC-36377-34	5165565888	1353 Desert Sky Blvd, Tampa, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-111587	ENR	Judith L Armstrong	1989-03-13	—	5127131909	6268 River Rd, Houston, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-108008	ENR	Kayla R Myers	1980-11-25	—	4393803860	3718 Church St, Tampa, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-124860	ENR	Arjun V Cox	1991-04-20	UHC-36444-06	2093988889	2443 Mesa Dr, Phoenix, AZ	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-135266	ENR	John S Warren	1949-09-03	UHC-16912-39	5816515165	5092 Park Pl, Phoenix, AZ	0.66	Phone reformatted ZIP missing Email lower-cased Gender normalised+1 more
ENR-138920	ENR	Christine Moore	1954-06-10	UHC-37303-77	—	8018 Maple Ave, Scottsdale, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-112422	ENR	Castro Cynthia	1981-10-06	UHC-71182-79	—	1248 Sunset Blvd, Seattle, WA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-118567	ENR	Beverly O Payne	1955-03-19	UHC-38142-66	8263664630	5836 Sunset Blvd, Minneapolis, MN	0.66	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+1 more
ENR-104709	ENR	Samuel A Burke	1965-10-11	UHC-10627-80	7104256971	7094 Cedar Ln, Jacksonville, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-124005	ENR	Paul Bennett	1964-05-17	UHC-72526-25	—	9767 Central Ave, Tempe, AZ	0.66	Name split from “Last, First”State code upper-cased ZIP missing Whitespace trimmed+1 more
ENR-118287	ENR	Gregory X Hernandez	1963-06-25	UHC-87273-38	5885543049	1634 Park Pl, Los Angeles, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-133261	ENR	Emily G Gibson	1986-01-08	UHC-40847-14	6957307328	1442 Grand Ave, Mesa, AZ	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-106880	ENR	Watkins M Megan	1997-10-10	UHC-36574-72	2086708343	2995 Mountain View Dr, San Diego, CA	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+1 more
ENR-100540	ENR	Bradley Bailey	1977-08-14	UHC-33731-47	5098816964	5384 Mountain View Dr, Atlanta, GA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-125202	ENR	Ethan G Wood	1959-11-23	UHC-70586-14	—	2316 Washington St, Austin, TX	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-135009	ENR	Catherine Greene	1964-05-11	UHC-10744-90	—	3178 Grand Ave, Phoenix, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-136743	ENR	Denny E Sullivan	1942-05-12	UHC-75347-80	6307616331	3647 Palm Dr, Jacksonville, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-134882	ENR	Angela Perez	1964-12-21	UHC-15991-36	2248778546	3715 Mountain View Dr, Seattle, WA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-137328	ENR	Alexander Kennedy	1962-10-17	—	2818668900	5630 Forest Ave, Miami, FL	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-126855	ENR	Jessica Miller	1952-02-08	UHC-28040-04	5825465213	8223 Jefferson Ave, Jacksonville, FL	0.66	Two-digit birth year State code upper-cased ZIP missing Whitespace trimmed+1 more
ENR-109922	ENR	Daniel P Wong	—	UHC-33833-96	9673669916	4430 Meadow Ln, Jacksonville, FL	0.66	Name re-cased Date of birth unreadable Phone reformatted ZIP missing+1 more

3,340 rows, page 48 of 67Previous Next