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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-136668	ENR	Beverly Williams	1987-03-25	UHC-44962-81	3174966872	3490 Cedar Ln, Phoenix, AZ, 85066	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-127567	ENR	Emily B Owens	2002-03-03	UHC-75457-07	3262564018	8088 Lake View Rd, Tampa, FL, 33657	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138067	ENR	Ann Henry	1950-11-28	UHC-47061-95	3493199676	4023 Main St, Sacramento, CA, 95877	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138423	ENR	Vincent Ramirez	1944-02-21	UHC-41583-48	5686812784	8003 Sunset Blvd, Charlotte, NC, 28266	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-117721	ENR	Megan A Snyder	1940-03-27	UHC-00507-08	6857142205	2253 Central Ave, Fresno, CA	0.72	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+4 more
ENR-125826	ENR	Vriginia Weaver	1955-09-24	UHC-01304-13	4829114807	5687 Sage Ct, Glendale, AZ, 85351	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138410	ENR	Donald O Simmons	1942-02-13	UHC-49247-55	2918892159	3699 Sunset Blvd, Charlotte, NC, 28235	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-103518	ENR	Kelly T Espinoza	1989-01-27	UHC-63701-87	6004941671	72 Central Ave, Tampa, FL, 33622	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105951	ENR	Michelle O Meyer	1998-01-06	UHC-39145-83	3293408653	5308 Harbor Blvd, Charlotte, NC, 28291	0.72	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
ENR-137092	ENR	Ross Beverly	1960-07-26	UHC-10564-44	3396899358	8373 Hillcrest Rd # 311, Eden Prairie, MN, 55370	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-127301	ENR	Nicole Larson	1949-01-24	UHC-63811-69	2174414087	3049 Highland Ave, Los Angeles, CA, 90094	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-139846	ENR	Ann W Hudson	2007-01-26	UHC-72621-75	2485660814	146 Bayshore Dr, San Diego, CA, 92178	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-125201	ENR	Jason B Garrett	1947-05-05	UHC-10837-58	8519954500	3428 Highland Ave, Austin, TX, 78767	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141372	ENR	Lori Cooper	1959-02-26	UHC-20858-41	2355781838	6083 Mountain View Dr, Tucson, AZ, 85789	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-116966	ENR	Isabella Rose	1952-12-19	UHC-76923-43	4803442760	7391 Church St, Jacksonville, FL, 32272	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123027	ENR	Juan G Herrera	1959-05-05	UHC-54289-33	3019202414	8271 Apache Blvd, Mesa, AZ, 85219	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-104520	ENR	Hiroshi A Wood	1960-10-20	UHC-74279-34	9354301895	8320 River Rd, Eden Prairie, MN, 55350	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-135305	ENR	Theresa E Washington	1957-04-11	UHC-57051-33	9374368834	3875 Washington St, Scottsdale, AZ, 85265	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-120978	ENR	Bobby Lewson	2000-10-03	UHC-97705-34	5619645417	6627 Pine Dr, Scottsdale, AZ, 85258	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-136291	ENR	Hiroshi Marshall	1988-03-22	UHC-89537-48	2925467763	3554 Church St, Los Angeles, CA, 90027	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-114343	ENR	Madison Ellis	1974-10-12	UHC-31543-85	6393116193	5893 Central Ave, Atlanta, GA, 30385	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-137130	ENR	Heather Thomas	1966-06-10	UHC-81325-84	2583164560	1556 Union St, Scottsdale, AZ, 85292	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105216	ENR	Jeremy Wagner	1995-05-10	UHC-69263-65	3948288733	5862 Oak St, Eden Prairie, MN, 55305	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110480	ENR	Don R Castro	1984-06-20	UHC-60762-21	5994772484	1823 Mountain View Dr, Tampa, FL, 33607	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-123518	ENR	Beverly T Mason	1976-05-05	UHC-79533-49	—	9149 Grand Ave, Denver, CO, 80202	0.72	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-125563	ENR	Bryan K Diaz	1938-04-14	UHC-20717-22	—	2786 Sunset Blvd, Mesa, AZ, 85275	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-108245	ENR	Andrea Morgan	1963-02-21	UHC-95133-83	3905179077	125 Apache Blvd, Tempe, AZ, 85201	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123282	ENR	Lucia Smith	1948-03-23	UHC-21665-57	5488750873	4835 Church St, Nashville, TN, 37261	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139172	ENR	Jason V Ortega	1996-12-07	UHC-48110-72	5958328200	7545 Apache Blvd, San Antonio, TX	0.72	Name re-cased Phone reformatted City re-cased ZIP missing+4 more
ENR-108805	ENR	Julia Webb	1990-04-26	UHC-13256-28	5653274313	5812 Oak St, Fresno, CA, 93767	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-126706	ENR	Kahtryn K Li	1941-01-12	UHC-88833-99	8995531437	6691 Ocean Ave, Sacramento, CA, 95825	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-138711	ENR	Frank H Hughes	2008-06-14	UHC-71315-04	3164372097	5643 Sage Ct, Dallas, TX, 75298	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-113175	ENR	Katherine E Miller	1984-12-02	UHC-58586-85	5384945333	1585 Indian School Rd, Mesa, AZ, 85204	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-125981	ENR	Kathryn C Day	1982-11-24	UHC-37330-92	4948845985	6913 River Rd Apt 25, Charlotte, NC, 28278	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-108226	ENR	Ruth West	1987-09-01	UHC-90636-88	5186333277	766 Willow Ct, Tampa, FL, 33670	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-109447	ENR	Donna Turner	1971-02-11	UHC-72021-36	7269148081	2213 Canyon Rd, Los Angeles, CA, 90055	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141734	ENR	Christine B Cooper	1963-04-27	UHC-90180-01	8366767236	4649 Camelback Rd, Tampa, FL, 33646	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-138908	ENR	Aisha Q McCoy	2004-08-22	UHC-89978-22	5824146818	354 Market St, San Diego, CA, 92198	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-100008	ENR	Christina A Payne	1956-09-14	UHC-71667-70	7683676680	7164 Lake View Rd, Los Angeles, CA, 90064	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141919	ENR	Michael Garrett	2003-11-10	—	4196827958	63 Harbor Blvd, Scottsdale, AZ, 85285	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139203	ENR	Diego M Knight	1939-10-11	UHC-87115-85	3115284149	7285 Valley View Dr, Dallas, TX, 75271	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135690	ENR	Ryan Burke	1978-11-16	UHC-64762-96	7116505166	4142 Elm St, Glendale, AZ, 85340	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140493	ENR	Ethan Gilbert	1974-06-16	UHC-43715-56	4593999877	5664 Washington St, Houston, TX, 77078	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-122300	ENR	Janet F Rios	1947-02-09	UHC-03163-17	3665081392	6582 River Rd, Seattle, WA, 98160	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128056	ENR	Donald Holmes	1973-03-25	UHC-98596-84	4386927980	7626 Main St, Eden Prairie, MN, 55317	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-133180	ENR	Evelyn Mednia	1964-03-05	UHC-73118-36	7738260718	1103 Washington St, Sacramento, CA, 95825	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-116499	ENR	Sofia A Rios	2005-02-03	UHC-29478-20	4932444921	9897 Union St, Seattle, WA, 98134	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116500	ENR	Sofia A Rios	2005-02-03	UHC-29478-20	4932444921	9897 Union St, Seattle, WA, 98134	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104774	ENR	Mariana W Schultz	1987-05-13	UHC-51841-18	5904175985	8300 Highland Ave, Houston, TX, 77047	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107454	ENR	Meria Hansen	1983-11-28	UHC-89653-21	6744538396	9210 Sage Ct, Tempe, AZ, 85292	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

8,934 rows, page 79 of 179Previous Next