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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-118435	ENR	Maria I Jordan	1956-08-02	UHC-38848-23	5245193419	4541 Spring St, Seattle, WA, 98150	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-60954	TPA	Dorothy Lawrence	1976-12-02	—	—	28 Ocean Ave, Tucson, AZ, 85790	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-139848	ENR	Christien McDonald	1997-12-12	UHC-77835-85	8739923399	6840 Spring St, Charlotte, NC, 28275	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112337	ENR	Gerald W Ramirez	1975-05-28	UHC-09097-49	8484342645	7735 Ridge Rd, Nashville, TN, 37236	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-136994	ENR	Benjamin B Harris	1961-06-17	UHC-10489-40	4494657848	3587 Harbor Blvd, San Antonio, TX, 78263	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-426054	CLM	Frank Robertson	1982-05-16	UHC-20010-86	8027583177	2074 Hillcrest Rd, Tampa, FL, 33658	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-429353	CLM	—Junk	1999-03-05	—	8085122748	5971 Camelback Rd, San Diego, CA, 92156	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24588	PRV	Ethan Welch	1991-03-18	UHC-78275-78	6135024126	3867 Highland Ave, Miami, FL, 33199	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-107219	ENR	Mei N Watkins	1986-04-13	UHC-62597-73	8613746117	2223 Apache Blvd, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-113474	ENR	Jim Johnson	1945-07-21	UHC-22933-11	4115459412	9124 Grand Ave, Tempe, AZ, 85259	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118642	ENR	Walter G Medina	2008-11-16	UHC-70862-60	7669759855	974 Canyon Rd, Tempe, AZ, 85223	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-430840	CLM	Jerry T Banks	1945-09-20	UHC-69891-94	—	249 Oak St, Columbus, OH, 43202	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-115041	ENR	Harold Nguyen	1994-06-13	UHC-06434-75	3292291517	4469 Union St, Plano, TX, 75049	0.60	Name re-cased Phone reformatted SSN last four extracted City re-cased+4 more
TPA-50198	TPA	Mei Harvey	1954-12-02	—	—	4291 Harbor Blvd Apt 12, Orlando, FL	0.60	Name re-cased Date of birth reformatted Unit split from street City re-cased+4 more
CLM-421790	CLM	Stephen Mills	2006-12-22	UHC-24932-16	—	2771 Willow Ct, Nashville, TN, 37245	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-109039	ENR	Ronald N Gutierrez	1959-08-02	UHC-84184-60	2622094736	7935 Palm Dr Apt 33, Miami, FL, 33150	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-417622	CLM	Austin Matthews	1990-10-24	—	—	7181 River Rd # 440, San Diego, CA, 92180	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
PRV-24132	PRV	Carlos U Daniels	1943-06-12	—	4954171444	7763 Main St, Gilbert, AZ, 85218	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-401211	CLM	Deb Castro	1946-08-12	UHC-70408-64	8839312541	2479 Baseline Rd, Chandler, AZ, 85238	0.60	Member ID reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-108519	ENR	Steven Schmidt	1995-02-05	UHC-49596-79	7397263855	8944 Central Ave, Orlando, FL, 32870	0.60	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-400867	CLM	Zachary Geoge	1999-07-23	UHC-99695-66	9389999112	6658 Central Ave, Fresno, CA, 93763	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-54509	TPA	Wei Berry	1983-09-09	—	—	1615 Indian School Rd, Eden Prairie, MN, 55342	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-131917	ENR	Samantha Y Rose	1989-04-19	UHC-87146-46	8297950727	5577 Washington St, Tucson, AZ, 85710	0.60	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-140349	ENR	Judy T Knight	—	UHC-66791-46	6213498511	1771 Ridge Rd, Scottsdale, AZ, 85284	0.60	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-430674	CLM	Wayne Reed	1949-07-04	—	—	4643 Hillcrest Rd, Tempe, AZ, 85200	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-133132	ENR	Joan L Murphy	2000-05-01	UHC-51326-26	—	4518 Sage Ct, Jacksonville, FL	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-119772	ENR	Jeremy Franklin	1984-05-15	UHC-73727-24	2798306573	4598 Canyon Rd, Tempe, AZ, 85243	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124745	ENR	Ethan Perry	2007-06-27	UHC-68803-96	—	124 Park Pl, Eden Prairie, MN, 55357	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
ENR-141377	ENR	Evelyn M Moore	1955-08-25	—	4022847451	7193 Elm St, Atlanta, GA, 30339	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-426965	CLM	Keith Collins	1972-06-21	UHC-22597-64	6765631419	2439 Mesa Dr, Los Angeles, CA, 90053	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133861	ENR	Joe Ford	1948-09-25	UHC-81018-84	5497989992	6634 Canyon Rd, Minneapolis, MN, 55415	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102521	ENR	Carol U Richardson	2001-02-20	UHC-63269-96	3386124631	350 River Rd # 191, Orlando, FL, 32896	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-136533	ENR	Cheryl L Peterson	1958-03-10	UHC-22463-54	8344099831	8368 Hillcrest Rd, Denver, CO	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29066	PRV	Aaron Freeman	1945-07-07	—	9792565843	6995 Oak St, Mesa, AZ, 85216	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-426320	CLM	Abby O Price	1964-04-17	UHC-79699-27	—	2730 Desert Sky Blvd, Tempe, AZ, 85245	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-111098	ENR	James Burke	1947-01-12	UHC-47425-07	7486023083	6978 Forest Ave, San Diego, CA, 92128	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-410919	CLM	Ashleey F Espinoza	1996-03-07	—	5978885504	4517 Ocean Ave, Glendale, AZ, 85308	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-412483	CLM	Wayne A Sankhez	1962-10-15	UHC-45559-54	2393987526	8639 Cedar Ln Apt 19, Las Vegas, NV, 89126	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-428751	CLM	Danielle Chen	1977-06-02	UHC-81652-63	7695196551	1213 Hillcrest Rd, Minneapolis, MN, 55425	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-431855	CLM	Mateo Ortiz	1968-01-20	—	7104053784	9079 Grand Ave, Austin, TX, 78791	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27569	PRV	Day O Kathleen	1966-11-21	—	4146753098	3932 Meadow Ln Apt 31, Tampa, FL, 33660	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-126318	ENR	Maria Holmes	1944-06-28	UHC-41418-76	—	3447 Desert Sky Blvd, Tempe, AZ, 85290	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-130228	ENR	Mason Clark	1949-09-12	UHC-58223-41	—	3158 Bayshore Dr, Houston, TX, 77010	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-137834	ENR	Eddie P Hnry	1990-12-09	UHC-97702-67	7486464760	3721 Washington St, Columbus, OH	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127227	ENR	Sandra W Owens	1972-03-03	UHC-34059-29	4885278152	7000 Harbor Blvd, Chandler, AZ	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-421368	CLM	Jeffrey U Baker	1984-07-10	UHC-91386-44	—	1091 Harbor Blvd, Tucson, AZ, 85727	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
TPA-61880	TPA	Doris Bradley	1942-01-11	—	4198625164	1142 Palm Dr, Austin, TX, 78771	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-408828	CLM	Grace Jacksson	1997-02-25	UHC-37567-28	—	6072 Meadow Ln, Houston, TX	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-430625	CLM	Mark Simpson	1942-03-02	UHC-13339-49	5289967760	3103 Park Pl, Fresno, CA, 93717	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102554	ENR	Jessica Jimenez	1972-08-26	UHC-85188-23	6716536150	2680 Sunset Blvd, Jacksonville, FL, 32254	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more

17,850 rows, page 54 of 357Previous Next