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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-123906	ENR	Samantha Gordon	2005-11-22	UHC-25459-19	3507238164	8170 Central Ave, Seattle, WA, 98194	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-142506	ENR	Cheryl A Scott	1951-12-10	UHC-54074-36	4853403148	9579 Jefferson Ave, Atlanta, GA, 30331	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129126	ENR	Diana A Spencer	1942-08-19	UHC-15396-79	6903792927	1835 Oak St, Denver, CO, 80219	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-116847	ENR	Mary Herrera	1984-02-04	UHC-36393-81	2299870869	870 Church St, Orlando, FL, 32815	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-118010	ENR	Stephen A Bailey	1994-02-22	UHC-72645-22	9798374715	5482 Indian School Rd, Scottsdale, AZ, 85256	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-105084	ENR	Dot T Clark	1989-03-13	UHC-97273-05	8518803134	9671 Sunset Blvd, San Antonio, TX, 78258	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105085	ENR	Dot T Clark	1989-03-13	UHC-97273-05	8518803134	9671 Sunset Blvd, San Antonio, TX, 78258	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124479	ENR	Jesse Cunningham	1979-01-08	UHC-74903-88	8618908687	8321 Mesa Dr, Dallas, TX, 75224	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-113888	ENR	Terry Cunninghem	1966-10-11	UHC-72436-57	6618421003	1040 Baseline Rd, Austin, TX, 78784	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-134722	ENR	Gloria E Burton	2001-12-10	UHC-74093-22	5818816816	9844 Desert Sky Blvd Apt 18, Glendale, AZ, 85362	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-107538	ENR	Wei Q Bailey	1955-03-16	UHC-50390-82	8977907503	7957 River Rd, Charlotte, NC, 28257	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-124358	ENR	Isabella P McDonald	1967-08-02	UHC-60298-72	—	7667 Pine Dr, Columbus, OH, 43247	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-114443	ENR	Scott Kennedy	1939-02-22	UHC-52155-54	6838169592	7062 Market St, Plano, TX, 75099	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-140870	ENR	Debra Q Burton	1998-08-18	UHC-42500-84	9399357160	639 Cedar Ln, Plano, TX, 75074	0.66	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+1 more
ENR-111661	ENR	Grace S Jackson	1997-02-25	UHC-37567-28	—	6072 Meadow Ln, Houston, TX, 77016	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-130799	ENR	Anthony J Ross	1946-11-11	UHC-68058-93	—	8723 Lake View Rd, Glendale, AZ, 85390	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Plan code upper-cased+1 more
ENR-112312	ENR	Gabriel Richardson	2002-11-01	UHC-41025-97	7397941121	2343 Lake View Rd, Dallas, TX, 75274	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130304	ENR	Randy Washington	1980-02-03	UHC-93369-13	3637071896	1243 Maple Ave, Seattle, WA, 98115	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-139500	ENR	William E Ray	1943-10-22	UHC-70885-47	4629397323	3317 Indian School Rd, Glendale, AZ, 85372	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-136279	ENR	Thomas Chavez	1964-11-24	—	8137306586	146 Sunset Blvd, Columbus, OH, 43282	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-128726	ENR	Mary Kelly	—	UHC-83955-93	4249532086	5109 Lake View Rd, Houston, TX, 77029	0.66	Name split from “Last, First”Date of birth unreadable Email lower-cased Plan code upper-cased+1 more
ENR-132391	ENR	John Baker	1971-08-27	UHC-48505-28	3176542254	7516 Church St, Austin, TX, 78767	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134147	ENR	Benjamin E Edwards	2006-02-21	UHC-48597-31	5843188990	986 Hillcrest Rd, Los Angeles, CA, 90045	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-110191	ENR	Betsy D Castro	1966-07-10	UHC-35024-26	8217442326	133 Main St, San Diego, CA, 92150	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-111934	ENR	Arjun Medina	1957-05-03	UHC-70863-29	5427948552	3720 Spring St, Orlando, FL	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-131806	ENR	Pamela Taylor	1964-10-09	UHC-54051-45	5728062649	6513 Mountain View Dr, Denver, CO, 80237	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-113424	ENR	Maria Martin	1974-12-05	UHC-06183-65	5267433029	6768 Baseline Rd, Plano, TX, 75081	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113879	ENR	Bobby O Ross	1967-11-13	UHC-01407-06	2136622926	7493 Grand Ave, Scottsdale, AZ, 85216	0.66	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Member ID reformatted+1 more
ENR-110611	ENR	Rayymond L Wang	1998-06-20	UHC-11893-72	9377401464	3527 Union St, Plano, TX, 75061	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-129178	ENR	Judy A Spencer	1940-02-27	UHC-36174-76	8475129918	9868 Elm St, Nashville, TN, 37200	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-106782	ENR	Judith Morrison	1991-10-09	UHC-95511-59	5369611386	3244 Union St, Denver, CO, 80270	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134592	ENR	Mary B Hanson	1958-05-14	UHC-40770-25	4053626007	1207 Mountain View Dr, Plano, TX, 75075	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123146	ENR	Joyce Jenkins	1994-12-27	UHC-89318-82	4985396573	5673 Lincoln Way, Charlotte, NC, 28235	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-111953	ENR	Allbert S Hicks	2008-09-12	UHC-44473-39	8072677151	6396 Sage Ct # 768, Sacramento, CA, 95898	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-103679	ENR	Omar Vazquez	1953-09-15	UHC-33790-46	2076527212	753 Camelback Rd, Tucson, AZ, 85752	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-136418	ENR	Abiagil Daniels	1969-05-18	UHC-73907-78	3617580033	6875 Indian School Rd, Los Angeles, CA, 90059	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-101694	ENR	Judith Z Aguilar	1940-03-28	UHC-01588-51	2082900874	4131 Mesa Dr, Scottsdale, AZ, 85272	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-120360	ENR	Aisha A Hall	1972-04-20	UHC-14319-53	9372141821	3795 Baseline Rd, Los Angeles, CA, 90012	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-123667	ENR	Jacqueline U Baker	1995-07-20	UHC-58335-95	6606386938	838 Mesa Dr, Nashville, TN, 37247	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-126537	ENR	Christine W Jimenez	2000-08-25	UHC-90658-11	—	7936 Mountain View Dr, Eden Prairie, MN, 55324	0.66	Name split from “Last, First”Two-digit birth year City re-cased State code upper-cased+1 more
ENR-115188	ENR	Jack N Carter	1997-04-23	UHC-51126-87	—	9198 Mountain View Dr, Tucson, AZ, 85754	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-114697	ENR	Helen Q Lawrence	—	UHC-80612-08	—	6412 Grand Ave, Mesa, AZ, 85276	0.66	Name split from “Last, First”Date of birth unreadable State code upper-cased Whitespace trimmed+1 more
ENR-136650	ENR	Ruth Jacobs	2004-07-10	UHC-43960-55	5176505849	6862 Sage Ct, Tempe, AZ, 85266	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-132046	ENR	Harold I Mendez	1944-03-10	UHC-28490-47	2402666196	3443 Union St, Atlanta, GA, 30305	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+1 more
ENR-114200	ENR	Teeresa Hudson	1994-02-16	UHC-94742-18	3378304076	7336 Mountain View Dr Apt 20, Nashville, TN, 37259	0.66	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased+1 more
ENR-135174	ENR	Victoria W Cox	1983-11-15	UHC-92289-61	5406266795	3390 Camelback Rd, Tampa, FL, 33642	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-121992	ENR	Lauren Riley	1952-01-08	UHC-01311-77	6992803224	1156 Hillcrest Rd, Minneapolis, MN, 55446	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138940	ENR	Arjun D Lane	1947-09-01	UHC-48199-69	3506141099	4271 Lake View Rd, Jacksonville, FL, 32284	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-118729	ENR	Gerld Nguyen	1995-06-26	UHC-55379-89	9272375570	1542 Grand Ave, Miami, FL, 33167	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-110705	ENR	Camila Smith	1979-08-09	UHC-76027-62	5463021321	2559 Broadway, Denver, CO, 80229	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Address re-cased+1 more

4,309 rows, page 57 of 87Previous Next