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-120615	ENR	Samantha Z Dunn	1938-03-25	UHC-02275-68	3393534169	627 Lake View Rd # 972, Tempe, AZ, 85298	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-417542	CLM	Jacob Cooper	1976-06-10	UHC-40451-39	9829574303	7873 Jefferson Ave # 788, San Diego, CA, 92167	0.46	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-129890	ENR	Ana N Gilbert	1979-03-17	UHC-96425-46	3386953263	5440 Valley View Dr # 433, Austin, TX, 78725	0.46	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+5 more
ENR-129889	ENR	Ana N Gilbert	1979-03-17	UHC-96425-46	3386953263	5440 Valley View Dr # 433, Austin, TX, 78725	0.46	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+5 more
ENR-112933	ENR	Justin Warren	1970-02-02	UHC-50704-53	6902588402	6843 Mountain View Dr Apt 30, Glendale, AZ, 85350	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-142576	ENR	Zachary X Maldonado	1967-10-02	UHC-32396-94	3883900597	1940 Desert Sky Blvd Apt 7, Fresno, CA, 93714	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
TPA-60902	TPA	Gabriel Phillips	1980-01-03	—	—	5932 Sage Ct # 795, San Antonio, TX	0.46	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
PRV-26271	PRV	Victoria Estrada	1995-09-18	UHC-18975-43	—	1939 Park Pl Apt 19, Seattle, WA, 98124	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
PRV-26272	PRV	Victoria Estrada	1995-09-18	UHC-18975-43	—	1939 Park Pl Apt 19, Seattle, WA, 98124	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-424363	CLM	Charlotte T Turner	1962-12-18	UHC-11473-27	6139356098	7851 Union St Apt 20, Nashville, TN, 37271	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-418559	CLM	Lauen Graham	1979-06-03	UHC-12369-48	4347087361	7492 Jefferson Ave Apt 18, Scottsdale, AZ, 85207	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-430773	CLM	Jose K Owens	1982-09-22	UHC-76682-96	2926537417	2057 Indian School Rd # 132, Seattle, WA, 98191	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-118080	ENR	Karen Gibson	1976-02-21	UHC-49708-56	5348288152	6786 Grand Ave Apt 2, Denver, CO, 80299	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-432822	CLM	Margaret Patel	1991-06-28	UHC-64158-82	—	6042 Hillcrest Rd Apt 27, Austin, TX	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-101924	ENR	Amanda E Walsh	1965-11-10	UHC-09751-10	7003584369	9882 Cedar Ln Apt 13, Orlando, FL	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
TPA-50481	TPA	Beth G West	1964-07-01	—	—	9763 Apache Blvd # 735, San Antonio, TX, 78294	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-414358	CLM	Ana P Wong	1980-05-28	UHC-13625-76	3955959376	4229 Pine Dr # 246, Scottsdale, AZ, 85277	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-140451	ENR	Lucia Tucker	1984-08-18	UHC-39477-43	4314122677	174 Mountain View Dr Apt 17, Austin, TX, 78781	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-137943	ENR	Elijah Stewart	1948-05-18	UHC-91439-06	6226728947	7215 Mesa Dr # 809, Atlanta, GA, 30367	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-137790	ENR	Zachary R Welch	1944-07-14	UHC-56247-92	2716681493	8305 Jefferson Ave # 167, Columbus, OH, 43245	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-139027	ENR	Richard Olson	1957-09-12	UHC-22683-75	—	9564 Pine Dr Apt 8, Austin, TX, 78723	0.46	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+5 more
ENR-119106	ENR	Jonathan P Sullivan	1969-06-09	UHC-02849-76	6668885855	2307 Forest Ave Apt 6, Charlotte, NC	0.46	Name re-cased Phone reformatted Member ID reformatted Unit split from street+5 more
CLM-423470	CLM	Diiego Fields	1958-05-17	—	—	7626 Union St # 230, Los Angeles, CA, 90092	0.46	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
ENR-134884	ENR	Dylan Padila	1974-09-27	UHC-64991-66	6059307896	8669 Meadow Ln Apt 38, Plano, TX, 75018	0.46	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-23411	PRV	Debra Lewis	1949-12-24	—	4348089398	9547 Meadow Ln # 330, Austin, TX	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-419468	CLM	—Junk	1962-03-27	—	8454355925	5075 Spring St Apt 12, Austin, TX, 78787	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-424924	CLM	Doris T Ford	1958-02-28	UHC-97244-05	—	1242 Lake View Rd # 450, Scottsdale, AZ, 85224	0.46	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
ENR-110806	ENR	Jonathan Sanndoval	1962-03-06	UHC-01777-85	8107213077	2173 Mesa Dr Apt 33, Nashville, TN, 37299	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-125435	ENR	Mary B Cook	1976-10-13	UHC-16807-52	2643791110	7214 Palm Dr Apt 36, Nashville, TN, 37249	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-124231	ENR	Sharon V Greene	1982-12-09	UHC-72907-79	4024881705	6821 Grand Ave # 981, Miami, FL, 33132	0.46	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
ENR-127157	ENR	Schmidt Sarah	1965-01-28	UHC-67055-10	4608207029	8051 Willow Ct # 958, San Diego, CA, 92166	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-416331	CLM	Ellis Gerald	1985-06-11	—	4103588512	589 Mountain View Dr # 525, Tempe, AZ, 85252	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-102312	ENR	Mariana Shaw	1991-10-19	UHC-03384-46	5577106620	1773 Park Pl Apt 29, Nashville, TN	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-424978	CLM	Denise Anderson	1987-05-16	—	2936129893	3970 Market St # 834, Las Vegas, NV, 89189	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
PRV-28677	PRV	Austin O Gordon	1964-09-27	UHC-50210-62	3875910563	9313 Highland Ave # 505, Jacksonville, FL, 32240	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-403949	CLM	John W Perkins	1943-11-03	UHC-89638-37	2463731624	9781 Harbor Blvd Apt 1, Houston, TX	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-422936	CLM	Susan X Webb	1952-10-06	—	—	2347 Lincoln Way # 613, Eden Prairie, MN, 55390	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-129620	ENR	Patrick Castro	2008-08-26	UHC-51479-94	6542298143	1268 Washington St # 711, Fresno, CA, 93735	0.46	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-101300	ENR	Diane I Washington	1971-08-01	UHC-22655-79	2037679231	6998 Bayshore Dr Apt 12, Plano, TX, 75068	0.46	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+5 more
CLM-400401	CLM	Payne Diego	1962-04-18	UHC-65200-03	7578067166	9440 Mountain View Dr # 763, Scottsdale, AZ, 85213	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-119007	ENR	Donna Jacobs	1980-04-28	UHC-93706-58	2157237645	1474 Hillcrest Rd Apt 37, Gilbert, AZ, 85224	0.46	Name re-cased Phone reformatted SSN last four extracted Unit split from street+5 more
ENR-132828	ENR	Joshua Gray	1994-04-12	UHC-40679-05	8249883339	1373 Lincoln Way # 696, Sacramento, CA, 95872	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-130831	ENR	Mary L Reed	1962-05-05	UHC-27530-28	2619382756	1552 Jefferson Ave Apt 28, San Diego, CA, 92185	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-103847	ENR	Kimberly A Butler	1938-02-21	UHC-78911-70	5695767545	8151 Mesa Dr Apt 15, Seattle, WA, 98180	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-416622	CLM	Wayne Bailey	2007-07-10	—	7077290054	8816 Forest Ave Apt 19, Phoenix, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-133819	ENR	Michelle Brooks	2000-08-08	UHC-54189-80	2373108361	3193 Bayshore Dr Apt 27, Tempe, AZ, 85225	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-126742	ENR	Mason P Foster	1975-03-14	UHC-91690-75	4662759937	3701 Harbor Blvd # 266, Nashville, TN	0.46	Name re-cased Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-125661	ENR	Elizabeth M Maldonado	1986-04-01	UHC-49167-25	5893508348	3871 Park Pl Apt 40, Charlotte, NC, 28277	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-426550	CLM	Amanda R Hill	2001-08-08	UHC-75623-64	9328061406	6405 Desert Sky Blvd # 144, Charlotte, NC, 28299	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-120956	ENR	Judith Lucas	—	UHC-82017-35	4284050195	5675 Bayshore Dr # 815, Orlando, FL, 32894	0.46	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+5 more

6,994 rows, page 16 of 140Previous Next