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

All sources, flag “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-111356	ENR	Mark G Henderson	1988-11-06	UHC-33626-22	9643562970	3990 Grand Ave Apt 12, Minneapolis, MN, 55431	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-428693	CLM	Lucia Rios	1938-04-02	UHC-92720-51	—	5436 Camelback Rd # 958, Denver, CO, 80248	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-405389	CLM	Andrew Gutierrez	1981-04-13	UHC-30348-83	—	7873 Cedar Ln Apt 28, Los Angeles, CA, 90061	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-114719	ENR	Karen Medina	1958-11-26	UHC-59570-63	8462911972	3759 Bayshore Dr Apt 34, Scottsdale, AZ, 85229	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-132118	ENR	Ann C White	1957-06-19	UHC-95551-94	9776546532	159 Hillcrest Rd Apt 19, Nashville, TN, 37295	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-423673	CLM	Albert Santos	1975-05-16	—	7459294057	2445 Church St Apt 39, Jacksonville, FL, 32229	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-421100	CLM	Ryan Li	1963-09-10	—	2393549599	5648 Elm St # 719, Fresno, CA, 93735	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-133960	ENR	Joseph Reynolds	1960-03-27	UHC-06955-82	2734248384	6878 Grand Ave Apt 1, Fresno, CA, 93700	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-421169	CLM	Priya Ortega	1998-10-25	—	—	2401 Park Pl # 271, Charlotte, NC, 28297	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-105969	ENR	Richard Campbell	1995-06-22	UHC-74323-91	3408897940	9162 Valley View Dr Apt 3, Miami, FL, 33159	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-53811	TPA	Lori Butler	1981-02-20	—	4306655702	405 Indian School Rd # 185, Nashville, TN, 37270	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-54065	TPA	Kathryn Nichols	1961-11-13	—	8517042478	9702 Main St # 228, Tampa, FL, 33604	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-119410	ENR	Gray Wood	1955-04-06	UHC-61920-93	4419231344	2564 Washington St Apt 6, Columbus, OH, 43299	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-408864	CLM	Jerry Crawford	1980-07-03	UHC-60376-73	9117180729	7106 Jefferson Ave # 683, Jacksonville, FL, 32219	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
TPA-62198	TPA	Richard I Peters	1949-07-14	—	2412311818	8617 Central Ave Apt 11, Minneapolis, MN, 55418	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-108746	ENR	Marianna Simmons	1954-11-18	UHC-37203-81	8462721761	5200 Desert Sky Blvd # 406, Tempe, AZ, 85279	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-118556	ENR	Debra Y Campbell	2006-09-23	UHC-98880-48	5842781594	1580 Willow Ct # 410, Houston, TX, 77079	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-400462	CLM	David Coleman	1950-03-23	—	7444465866	2925 Main St # 565, Scottsdale, AZ, 85286	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-100777	ENR	Jesse Kim	1967-01-14	UHC-45304-40	3357488814	3377 Market St Apt 29, Fresno, CA, 93709	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-415746	CLM	Doonald Murrray	2001-12-17	UHC-38778-25	—	7821 Lincoln Way # 717, Sacramento, CA, 95825	0.62	Name re-cased Member ID reformatted Unit split from street City re-cased+3 more
CLM-407106	CLM	Maria Collins	1938-11-13	UHC-92321-89	6362104997	9590 Central Ave # 804, Mesa, AZ, 85261	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-400214	CLM	Lori Parker	1949-09-28	UHC-06551-05	2927735526	5635 Elm St Apt 2, Chandler, AZ, 85238	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-27358	PRV	Mrak O Johnson	1989-09-14	—	8887023078	3957 Willow Ct # 625, Scottsdale, AZ, 85265	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-429452	CLM	Melissa Burns	1981-06-05	UHC-05550-71	—	5052 Willow Ct Apt 30, Gilbert, AZ, 85218	0.62	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
ENR-108339	ENR	Alexis H Robinson	1959-01-05	—	9708331418	7013 Union St Apt 17, Mesa, AZ, 85246	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-405099	CLM	Marilyn Romero	1954-08-02	UHC-22595-40	—	2973 Main St # 195, Eden Prairie, MN, 55338	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-405098	CLM	Marilyn Romero	1954-08-02	UHC-22595-40	—	2973 Main St # 195, Eden Prairie, MN, 55338	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
TPA-60111	TPA	Rndy Cruz	1939-06-22	UHC-45387-96	8934782097	790 Willow Ct # 472, Scottsdale, AZ, 85256	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-112609	ENR	Bradley I Bishop	1993-11-05	UHC-27079-25	6598252726	4050 Meadow Ln Apt 2, Nashville, TN, 37283	0.62	Phone reformatted Unit split from street City re-cased State code upper-cased+3 more
ENR-107502	ENR	Abigail T Little	1976-10-18	UHC-77190-83	4514229141	7922 Apache Blvd # 777, Fresno, CA, 93788	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
PRV-20093	PRV	Jessica Meyer	2009-11-21	UHC-28846-42	7746369717	1685 Indian School Rd # 692, Eden Prairie, MN, 55342	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-138243	ENR	Logan George	2001-11-04	UHC-61499-96	6516080473	8208 Grand Ave Apt 20, Fresno, CA, 93761	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-57781	TPA	Keith Bell	1989-12-22	—	—	9563 Willow Ct Apt 15, Tempe, AZ, 85268	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-100065	ENR	Bruce H Alvarez	1947-02-26	UHC-51055-33	4805839214	8962 Camelback Rd Apt 19, Las Vegas, NV, 89156	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-107902	ENR	Cynthia Watson	1978-02-21	UHC-09063-66	7822781156	3505 Grand Ave Apt 14, Orlando, FL, 32888	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-419565	CLM	Andrea Russell	1944-08-16	UHC-54510-32	—	8847 Apache Blvd # 841, Plano, TX, 75059	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-113010	ENR	Ana Cunningham	1972-03-03	UHC-35095-35	4547999463	1845 Desert Sky Blvd Apt 30, Scottsdale, AZ, 85299	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-426500	CLM	Gregory Alvraez	1982-03-27	—	2565908925	1067 Oak St Apt 2, Tempe, AZ, 85229	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-137701	ENR	Carl Li	1983-10-21	UHC-21212-69	8453836365	2696 Sage Ct # 633, Jacksonville, FL, 32277	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-110315	ENR	Jerry D Jackson	1983-02-25	UHC-10365-62	8004034043	5203 Elm St Apt 26, Los Angeles, CA, 90082	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-410403	CLM	Michael Willis	1983-03-07	—	9113124229	6056 Lake View Rd # 511, Las Vegas, NV, 89157	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-112492	ENR	Scott Lawson	1995-05-11	UHC-44563-73	9052441511	8458 Baseline Rd Apt 12, Denver, CO, 80255	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-25181	PRV	Alice Barnes	1990-10-16	UHC-85052-77	—	3043 Lincoln Way # 998, San Antonio, TX, 78288	0.62	Date of birth reformatted Unit split from street City re-cased State code upper-cased+3 more
ENR-112022	ENR	Janice Marshall	1952-09-07	UHC-92674-04	6509203588	2157 Highland Ave Apt 24, Scottsdale, AZ, 85251	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-135487	ENR	Isabella Singh	1949-11-14	UHC-14951-40	9162509220	8764 Baseline Rd # 798, Columbus, OH, 43296	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-20920	PRV	Fatima Schmidt	1943-10-08	—	3442240097	3998 Palm Dr Apt 33, Denver, CO, 80256	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-429708	CLM	Stephen Harris	1981-05-01	UHC-18032-11	—	9649 River Rd # 128, Chandler, AZ, 85246	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-54425	TPA	Rebecca Schultz	1952-02-20	UHC-71809-10	3428799932	765 Sunset Blvd Apt 26, Plano, TX, 75033	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-110862	ENR	Mei Mason	1952-07-13	UHC-10773-28	4749036821	5291 Mesa Dr Apt 13, Gilbert, AZ, 85212	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-420991	CLM	Gregory Contreras	1990-10-04	UHC-39315-75	8263552504	5978 Mesa Dr # 834, Tampa, FL, 33630	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more

6,994 rows, page 68 of 140Previous Next