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-116350	ENR	Ethan Torres	1965-03-17	UHC-32591-84	—	7779 Maple Ave, Columbus, OH, 43224	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-115551	ENR	Peter George	1970-12-27	UHC-53360-70	6559252604	7796 Oak St, San Antonio, TX, 78214	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-137251	ENR	Aaron Gonzalez	1962-11-03	UHC-18772-45	2538912028	9680 Mountain View Dr, Seattle, WA, 98103	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-120778	ENR	Melissa E James	2004-12-15	UHC-20496-59	—	5275 Church St, Los Angeles, CA, 90086	0.48	SSN last four extracted Street suffix standardised Address re-cased City re-cased+4 more
ENR-118784	ENR	Paul D Collins	—	UHC-68079-95	7705465499	2464 Central Ave, San Diego, CA, 92124	0.48	Date of birth unreadable Phone reformatted City re-cased State code upper-cased+4 more
ENR-112089	ENR	Anthony Z Herrera	1955-09-22	UHC-04422-46	3183576638	8996 Apache Blvd, Columbus, OH	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113709	ENR	Anna Hamilton	1947-07-28	UHC-64350-02	5723082398	1273 Mesa Dr, Chandler, AZ	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-121911	ENR	Sandra D Burton	1964-05-14	UHC-01994-05	9405487806	8931 Lake View Rd, Sacramento, CA, 95831	0.48	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-142407	ENR	Austin Mitchell	1991-12-18	UHC-30117-53	6364475533	8198 Lake View Rd, Minneapolis, MN, 55450	0.48	Name re-cased Street suffix standardised Address re-cased State code upper-cased+4 more
ENR-122522	ENR	Martha Davsi	2007-05-17	UHC-17115-19	5772209752	9349 Hillcrest Rd, Dallas, TX, 75258	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-139943	ENR	Sophia Welch	1938-07-16	UHC-08969-87	8303198136	9297 Church St, San Diego, CA, 92171	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133150	ENR	Shirley Thomas	1950-01-03	UHC-75591-40	8914942053	4157 Jefferson Ave # 452, San Diego, CA, 92155	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-107859	ENR	Brandon Price	—	UHC-79134-71	7012471474	5569 Desert Sky Blvd, Orlando, FL, 32854	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
ENR-109380	ENR	John S Torres	2008-07-24	UHC-17063-48	8363736047	8454 Forest Ave, Tucson, AZ, 85746	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-102162	ENR	Garrett W Susan	2002-01-01	UHC-37392-40	4938965197	4354 Willow Ct # 729, Tempe, AZ, 85277	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-115767	ENR	Alexander S Andrews	1968-12-21	UHC-09924-10	5906401615	9048 Central Ave, Chandler, AZ	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126564	ENR	Wei Gomez	2005-03-13	UHC-05045-78	2609743152	3593 Ocean Ave Apt 16, Austin, TX, 78708	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-133355	ENR	Stephen Cox	1959-07-01	UHC-59464-99	2769647516	2758 Mountain View Dr, Gilbert, AZ, 85227	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-118094	ENR	Carlos Carpennter	2008-06-12	UHC-93262-81	4753030901	833 Canyon Rd # 692, Scottsdale, AZ, 85207	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-129823	ENR	Carlos I Evans	1979-12-27	UHC-89882-16	6617140876	9503 Desert Sky Blvd, Plano, TX, 75067	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-129822	ENR	Carlos I Evans	1979-12-27	UHC-89882-16	6617140876	9503 Desert Sky Blvd, Plano, TX, 75067	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-109324	ENR	Nathan Schultz	1968-02-18	UHC-02679-13	4438045596	4204 Highland Ave, Miami, FL, 33144	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128258	ENR	Judy H Holmes	1956-02-24	UHC-57040-55	4867030099	5051 Mesa Dr, Orlando, FL, 32822	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-108449	ENR	Wei E Nelson	1998-12-11	UHC-33550-60	9702606900	139 Main St, Minneapolis, MN, 55488	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108181	ENR	Peter S Cox	1954-07-02	UHC-84520-28	2525044820	9161 Baseline Rd, Tucson, AZ, 85760	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126606	ENR	Beverly I Baker	1997-08-08	UHC-69779-08	—	5700 Maple Ave # 597, Atlanta, GA	0.48	Name re-cased Date of birth reformatted Unit split from street City re-cased+4 more
ENR-134718	ENR	Kathleen Y Soto	2002-08-13	UHC-94654-92	4098981119	6214 Highland Ave, Columbus, OH, 43214	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-104396	ENR	Brian Vazquez	1997-04-17	UHC-47957-28	2274042354	700 Willow Ct, Houston, TX, 77034	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-121607	ENR	Terry Nunez	1975-12-04	UHC-45934-01	3813945129	4095 Main St, Phoenix, AZ, 85099	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-141779	ENR	Sara McCoy	1938-02-24	UHC-49462-80	8255562765	7050 Forest Ave Apt 25, Charlotte, NC, 28281	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-103192	ENR	Deborah D Lopez	1956-08-23	UHC-90944-87	3793733950	8762 Ridge Rd, Austin, TX, 78791	0.48	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
ENR-127492	ENR	Chris L Castro	2005-02-27	UHC-53454-40	—	1841 Maple Ave, Las Vegas, NV, 89108	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-134047	ENR	David C Jacobs	1999-01-03	UHC-26875-93	2904286809	9035 Central Ave Apt 5, Seattle, WA, 98193	0.48	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-117891	ENR	Ralph B Freeman	1952-05-12	UHC-01462-05	7995338931	4907 Mesa Dr, San Antonio, TX, 78269	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-115202	ENR	Danielle Tucker	—	UHC-36926-50	9653882432	5004 Church St, San Antonio, TX, 78223	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
ENR-128745	ENR	Douglas G Soto	1984-12-21	UHC-83412-14	3118176795	5646 Canyon Rd, Fresno, CA, 93708	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127187	ENR	Anna H Santos	1975-12-04	UHC-15152-91	8695710303	6959 Desert Sky Blvd, Gilbert, AZ, 85234	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-125047	ENR	Kyle Tran	—	UHC-53619-59	4514110427	4149 Willow Ct, Eden Prairie, MN, 55321	0.48	Name re-cased Date of birth missing Member ID reformatted Street suffix standardised+4 more
ENR-110310	ENR	Roger X Stephens	1991-01-11	UHC-94066-98	9248808854	8151 Indian School Rd, Jacksonville, FL, 32282	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133825	ENR	Richard Alvarez	1952-08-20	—	2852452763	7885 Sunset Blvd, Phoenix, AZ, 85080	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104090	ENR	Isabella Webbb	—	UHC-38239-88	7976626723	2462 Spring St, Phoenix, AZ, 85039	0.48	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-117019	ENR	Melissa Gonzalez	1975-01-07	UHC-79439-98	4406958139	546 Forest Ave, Denver, CO, 80252	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116515	ENR	Ronald L Sanders	1984-07-24	UHC-95380-54	2254638035	4342 Church St # 667, Minneapolis, MN, 55407	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-136634	ENR	Isabella Robertson	1988-01-02	UHC-25638-63	3447784951	4127 Lake View Rd # 279, San Diego, CA	0.48	Name re-cased Phone reformatted Unit split from street ZIP missing+4 more
ENR-131233	ENR	Jose Nelon	1986-01-14	UHC-60100-97	9797179244	2966 Grand Ave, Nashville, TN, 37272	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-113895	ENR	Randy Daniels	1944-06-11	UHC-90910-84	3882163376	4653 Highland Ave, Austin, TX	0.48	Name re-cased Two-digit birth year Phone reformatted City re-cased+4 more
ENR-105438	ENR	Kenneth I Obrien	1948-04-17	UHC-17109-44	—	8106 Cedar Ln, Charlotte, NC, 28212	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-122906	ENR	Danielle D Ramirez	1949-12-02	UHC-85416-89	8719596553	8096 Harbor Blvd, Tampa, FL, 33638	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-135401	ENR	Ruth Young	2000-10-28	UHC-70377-81	6558933083	335 Desert Sky Blvd, Gilbert, AZ, 85226	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141526	ENR	Sharon I Ferguson	1959-06-22	UHC-64402-07	8356886134	4479 Ocean Ave, Columbus, OH, 43204	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more

7,326 rows, page 18 of 147Previous Next