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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140405	ENR	QJunk	1971-06-06	UHC-76693-97	6105356549	3298 Bayshore Dr, Los Angeles, CA, 90011	0.34	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-103982	ENR	Tyler Kelley	1962-11-01	UHC-71559-70	3709152539	2984 Hillcrest Rd, Tucson, AZ, 85751	0.34	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-133554	ENR	Larry K Grant	1947-01-22	UHC-85640-98	—	5685 Washington St, Austin, TX, 78785	0.34	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+5 more
ENR-108485	ENR	Emma C Mejia	1988-07-09	UHC-62351-22	3322311436	3206 Baseline Rd, Tucson, AZ	0.34	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-130240	ENR	Arjun Lucas	1978-02-04	UHC-66384-38	6643524113	5563 Hillcrest Rd, Houston, TX	0.34	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-121107	ENR	Diego Vasquez	1958-07-25	UHC-30867-03	9742814555	8166 Meadow Ln, Miami, FL	0.34	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-112665	ENR	Joseph V Williams	—	UHC-89119-13	5599403013	6312 Hillcrest Rd, Mesa, AZ, 85220	0.34	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-129592	ENR	George Flores	1959-01-16	UHC-44693-88	7002694839	8251 Pine Dr Apt 10, Jacksonville, FL, 32280	0.34	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+5 more
ENR-129194	ENR	Kathleen M Grant	1981-01-04	UHC-82215-77	4537391978	6912 Spring St, Eden Prairie, MN	0.34	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-105285	ENR	Tyler Wiliams	2003-10-05	UHC-13381-07	8222200695	7374 Highland Ave, Seattle, WA, 98198	0.34	Two-digit birth year Street suffix standardised Address re-cased City re-cased+5 more
ENR-140846	ENR	Jean X McCy	1963-12-09	UHC-59244-39	5507371454	343 Maple Ave, Tampa, FL	0.34	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-105947	ENR	Singh Joyce	1988-02-13	UHC-26755-63	6534301118	5016 Union St, Plano, TX, 75029	0.34	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-138932	ENR	Rachel Lawson	1999-11-24	UHC-70107-86	4426566475	5424 Washington St, Austin, TX, 78740	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-120967	ENR	Janice Owens	1954-05-25	UHC-11376-27	—	1736 Harbor Blvd, Jacksonville, FL, 32284	0.34	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-119996	ENR	Andy O Snyder	1994-12-28	UHC-14716-78	2634278080	5242 River Rd, Eden Prairie, MN, 55358	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-117510	ENR	Lauren Barnes	1972-07-01	UHC-99671-08	7519611613	2367 Grand Ave # 928, San Diego, CA, 92129	0.34	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-105689	ENR	Randy B Tucker	1981-03-15	UHC-72020-56	2363621547	9264 Mesa Dr Apt 32, Orlando, FL, 32840	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-105690	ENR	Randy B Tucker	1981-03-15	UHC-72020-56	2363621547	9264 Mesa Dr Apt 32, Orlando, FL, 32840	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-118837	ENR	Wayne James	—	UHC-68623-27	9867199525	75 Willow Ct, Gilbert, AZ	0.34	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-124171	ENR	Theresa T Cooper	1955-01-21	UHC-72449-82	4055367414	5258 Lake View Rd, Tempe, AZ	0.34	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-112522	ENR	Abigail Montgomery	1945-06-27	UHC-74702-59	7394997841	3460 Forest Ave, Minneapolis, MN, 55448	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-102473	ENR	Aisha F Weaver	1999-10-25	UHC-45713-40	—	6879 Jefferson Ave, Las Vegas, NV, 89110	0.34	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-118904	ENR	Diane Weaver	1964-05-12	UHC-06730-84	6523849284	2791 Maple Ave Apt 3, Atlanta, GA, 30319	0.34	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-126120	ENR	Mei Y White	1958-08-20	UHC-19755-67	—	3997 Central Ave Apt 39, Eden Prairie, MN, 55329	0.34	Middle initial moved out of first name Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-142333	ENR	Hiroshi P Medina	1940-07-01	UHC-21576-77	3124413758	8974 Main St, San Antonio, TX, 78298	0.34	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-119374	ENR	Jose R Carlson	—	UHC-41726-72	3623464579	2996 Elm St, Fresno, CA, 93744	0.34	Middle initial moved out of first name Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-126658	ENR	Frances W Hicks	1979-09-05	UHC-42723-22	5154535781	284 Mountain View Dr, Tampa, FL, 33673	0.34	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-127006	ENR	Theresa Y Mendoza	1997-10-15	UHC-04834-10	7454617319	6953 Market St, Charlotte, NC	0.34	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-122034	ENR	Laura Shaw	1984-02-18	UHC-82706-16	8946662339	1378 Forest Ave, Houston, TX	0.34	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-109409	ENR	Ralph E Perry	1979-12-08	UHC-71340-83	—	9310 Lake View Rd, Jacksonville, FL	0.34	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+5 more
ENR-101572	ENR	John Powell	1942-04-22	UHC-16950-26	8695557796	2053 Canyon Rd Apt 40, Los Angeles, CA, 90049	0.34	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-136468	ENR	Sophhia Ryan	1966-08-03	UHC-48990-31	5818771242	8766 Spring St, Seattle, WA	0.34	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+5 more
ENR-113503	ENR	Shirley E Phillips	1962-01-13	UHC-09624-69	4425085432	994 Jefferson Ave, Charlotte, NC	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-113502	ENR	Shirley E Phillips	1962-01-13	UHC-09624-69	4425085432	994 Jefferson Ave, Charlotte, NC	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-119738	ENR	Roy B Reid	1975-11-05	UHC-74723-28	2044353822	7434 Cedar Ln, Glendale, AZ, 85398	0.34	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-142071	ENR	Randy M Gonzalez	1951-05-02	UHC-84958-95	7466478219	7743 Meadow Ln Apt 16, Denver, CO, 80213	0.34	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-103705	ENR	Michael R Fernandez	2005-12-20	UHC-68247-93	2227347727	7948 Elm St Apt 5, Orlando, FL, 32805	0.34	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-140680	ENR	Richard T Wells	1947-06-08	UHC-81803-04	3956808131	6092 Camelback Rd, Fresno, CA	0.34	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-112866	ENR	Christina Pena	1941-07-20	UHC-98004-36	7193359166	4121 Meadow Ln, San Diego, CA, 92127	0.34	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-142814	ENR	Carolyn Wright	1976-05-19	UHC-94808-34	8584728544	3585 Jefferson Ave, Dallas, TX, 75210	0.34	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-137736	ENR	Sandra P Bradley	1970-05-25	UHC-59697-99	7829315135	216 Lake View Rd, Denver, CO, 80285	0.34	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-113583	ENR	Deborah Z Morrison	1975-03-18	UHC-27089-19	5276998981	8651 Central Ave # 503, Tempe, AZ, 85298	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-113810	ENR	Sarah Y Austin	1939-07-22	UHC-41524-15	7647098002	6125 Harbor Blvd Apt 29, Houston, TX	0.34	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-124447	ENR	Terry J Tran	—	—	6984741248	3734 Church St, Atlanta, GA, 30331	0.34	Middle initial moved out of first name Name re-cased Date of birth missing Phone reformatted+5 more
ENR-123691	ENR	Bruce Cole	—	UHC-76142-82	3392178100	7356 Harbor Blvd, Los Angeles, CA, 90000	0.34	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-124672	ENR	Gloria Banks	1950-07-06	UHC-84655-02	—	5506 Park Pl, Jacksonville, FL	0.34	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-123442	ENR	Julie Mason	2004-03-06	UHC-93214-75	7003611232	315 Desert Sky Blvd, Tempe, AZ, 85298	0.34	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-130072	ENR	Paul E Freeman	1956-09-05	UHC-91815-17	—	4516 Elm St Apt 37, Jacksonville, FL	0.34	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+5 more
ENR-127964	ENR	Gerald Hansen	1948-09-21	UHC-73980-75	6723413545	4824 Maple Ave Apt 29, Denver, CO, 80266	0.34	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-103977	ENR	Kathleen O Gibson	—	UHC-89929-38	3352473029	4256 Washington St Apt 2, Seattle, WA, 98147	0.34	Name re-cased Date of birth missing Phone reformatted Unit split from street+5 more

7,326 rows, page 4 of 147Previous Next