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 “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-138790	ENR	Christopher Wilson	1946-12-07	UHC-54608-62	6795956001	5634 Washington St Apt 15, Tucson, AZ, 85776	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-112009	ENR	Jose Espinoza	—	UHC-99113-02	7514200056	8225 Market St # 129, Seattle, WA, 98129	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Unit split from street+3 more
ENR-104811	ENR	Victoria A Bennett	1956-05-07	UHC-20682-65	2254684931	9161 Maple Ave # 210, Tempe, AZ, 85265	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-102951	ENR	Charles Z Olson	1970-04-02	UHC-73785-83	2062751476	5690 Meadow Ln # 607, Phoenix, AZ, 85027	0.50	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-112879	ENR	Ashley Lopez	1944-08-15	UHC-75234-83	6934061650	1743 Sage Ct Apt 5, Denver, CO, 80272	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-121042	ENR	Diane A Hunter	1964-01-01	UHC-50127-49	8983774826	8372 Lake View Rd Apt 30, Plano, TX, 75012	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-120659	ENR	Kayla Kim	1993-05-19	UHC-11035-62	3094746433	9631 Church St # 591, Los Angeles, CA, 90092	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-124338	ENR	Debra Z Black	2004-05-25	UHC-02549-25	4757230223	2045 Valley View Dr # 897, San Diego, CA, 92108	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-127108	ENR	Beth Kennedy	1946-03-05	UHC-31956-48	9322850128	2428 Valley View Dr Apt 36, Jacksonville, FL, 32287	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-105311	ENR	Eugene W Yang	1964-02-15	UHC-43655-69	4672258196	1127 Palm Dr # 815, Denver, CO, 80204	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-109323	ENR	Nathan Schultz	1968-02-18	UHC-02679-13	4438045596	4204 Highland Ave # 683, Miami, FL	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-107625	ENR	JuliaJunk	1999-01-04	—	9039003988	9310 Washington St Apt 23, Houston, TX, 77028	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-122768	ENR	Wayne J Matthews	1953-07-06	UHC-13783-22	6537451332	8347 Market St # 903, Scottsdale, AZ, 85295	0.50	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
ENR-126955	ENR	Christina Armstrong	1977-06-05	UHC-85233-33	6675606643	7060 Park Pl # 181, Las Vegas, NV, 89113	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-129707	ENR	Philip B Edwards	1989-09-11	UHC-82853-55	8292918985	8327 Baseline Rd Apt 10, Columbus, OH	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-132768	ENR	Danielle D Henry	1950-11-16	UHC-92098-20	3755439260	863 Ocean Ave Apt 21, Tempe, AZ, 85292	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-133564	ENR	Mason Baker	1942-12-28	UHC-52066-68	9625822416	7065 Harbor Blvd Apt 34, Columbus, OH, 43262	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-133708	ENR	Isabella Vasquez	2002-12-07	UHC-33559-05	4809850659	6491 Washington St Apt 19, Tempe, AZ, 85245	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-108512	ENR	Keith G Lewis	1961-10-07	UHC-47050-31	2325599778	4875 Market St Apt 22, Scottsdale, AZ, 85214	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-108656	ENR	Jose O Roberts	1942-07-12	UHC-90725-16	9253512221	1301 Elm St # 711, Jacksonville, FL	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-127592	ENR	Maggie Dean	2000-06-07	UHC-39451-79	5149611106	2873 Maple Ave Apt 39, Tampa, FL, 33674	0.50	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-124382	ENR	Ahmed P Silva	1965-07-09	UHC-49438-05	2517985638	9183 Elm St # 922, Scottsdale, AZ, 85299	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-115209	ENR	Gary King	1974-08-05	UHC-19513-90	4534671857	6406 Camelback Rd Apt 27, Columbus, OH, 43211	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-137090	ENR	Cheryl Yang	2003-02-03	UHC-63563-16	7472906448	3370 Bayshore Dr # 978, Jacksonville, FL, 32235	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-121673	ENR	Santiago White	1956-03-09	UHC-90732-54	3015493284	9371 Canyon Rd Apt 16, Orlando, FL	0.50	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-110578	ENR	Rachel O Romero	1978-10-03	UHC-05946-53	6038443945	3385 Hillcrest Rd # 858, Jacksonville, FL	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-133151	ENR	Larry Li	2001-07-08	UHC-08701-85	—	3403 Willow Ct # 558, Miami, FL, 33161	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-113407	ENR	Alice C Lane	1961-02-10	UHC-89889-41	4222646336	1232 Mesa Dr # 773, Nashville, TN, 37288	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-110959	ENR	Melissa U Parker	—	UHC-58335-25	4232137268	5230 Cedar Ln # 756, Sacramento, CA, 95833	0.50	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-109455	ENR	Mason Mitchell	1981-09-23	UHC-11047-22	8366297454	8653 Union St Apt 14, Minneapolis, MN, 55497	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-104077	ENR	Joshua Ferguson	1965-08-06	UHC-22094-51	8657131489	352 Park Pl Apt 18, Fresno, CA, 93732	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-110150	ENR	Steven Y Park	1941-01-23	UHC-23541-97	5506739669	8298 Main St # 622, Sacramento, CA, 95845	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-123269	ENR	Lauren Scott	2002-02-27	UHC-72511-19	—	4131 Central Ave Apt 12, San Antonio, TX, 78235	0.50	Name re-cased Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-142323	ENR	Asiha Gardner	1969-09-06	UHC-26182-08	8297864618	8538 Hillcrest Rd # 265, Sacramento, CA, 95884	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-128535	ENR	Nancy Graham	1959-03-19	UHC-43007-22	7094605128	9784 Sunset Blvd Apt 36, Jacksonville, FL, 32212	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-102562	ENR	Larry G Burke	—	UHC-43331-52	9428223591	1754 Ridge Rd # 291, Mesa, AZ, 85290	0.50	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
ENR-137601	ENR	Kevin Hunt	1991-04-08	UHC-33272-12	7133598236	3595 Indian School Rd # 596, Las Vegas, NV, 89118	0.50	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-137602	ENR	Kevin Hunt	1991-04-08	UHC-33272-12	7133598236	3595 Indian School Rd # 596, Las Vegas, NV, 89118	0.50	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-117686	ENR	Jeremy X Armstrrong	1989-04-21	UHC-07659-04	7188070514	9463 Harbor Blvd # 406, Plano, TX, 75051	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-128774	ENR	Priya Lynch	1982-09-24	UHC-09790-72	—	3494 Baseline Rd # 635, Minneapolis, MN, 55410	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
ENR-101049	ENR	Lida Bshop	1974-01-25	UHC-90214-76	3506569452	2829 Pine Dr # 841, Tampa, FL, 33684	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-119741	ENR	Eugene Moreno	1942-03-06	UHC-59661-81	2469720952	8528 Maple Ave # 368, Scottsdale, AZ	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-104058	ENR	Deb L Ortega	1968-01-13	UHC-28296-54	7462136419	4916 Market St # 596, Dallas, TX, 75219	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-123893	ENR	Ahmed I Adams	2001-12-06	UHC-61442-82	6422262115	3121 Union St Apt 1, Las Vegas, NV, 89139	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-111111	ENR	Michael Alvarado	1981-06-25	UHC-14405-57	—	3038 Baseline Rd # 899, Houston, TX	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-108813	ENR	Gloria E Nichols	1998-05-17	UHC-58730-81	4856129268	328 Willow Ct # 370, Dallas, TX, 75202	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-139147	ENR	Sara Simpson	1949-08-27	UHC-10556-56	2433546479	4334 Church St # 863, Tampa, FL	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-100342	ENR	Sofia Woods	—	UHC-13736-25	6864854897	6262 Forest Ave # 867, Chandler, AZ, 85238	0.50	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
ENR-103927	ENR	Austin Warren	2008-07-28	UHC-54396-70	3698148462	5121 Mesa Dr Apt 30, Tampa, FL, 33625	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-104519	ENR	Gregory H Gordon	1957-03-06	UHC-03362-93	6849342933	8156 Mountain View Dr # 815, Tempe, AZ, 85269	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more

3,345 rows, page 14 of 67Previous Next