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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23240	PRV	Mason R Wagner	1966-04-13	—	2297681839	6319 Jefferson Ave, Miami, FL, 33175	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
CLM-412506	CLM	Kate H Sims	1996-08-23	UHC-14326-19	8962531741	2596 Camelback Rd, Phoenix, AZ, 85000	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-26437	PRV	Gerald Bell	1972-01-17	—	7545231201	581 Oak St, Mesa, AZ, 85264	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-427843	CLM	Carol Stevens	1947-08-14	—	—	5527 Highland Ave # 428, Eden Prairie, MN, 55321	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-140432	ENR	Judy Armstrong	1941-08-04	UHC-08403-64	3349330130	2984 Sage Ct Apt 25, Seattle, WA, 98151	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-100747	ENR	Wei James	1989-10-21	UHC-07762-99	7639326225	6537 Hillcrest Rd, Austin, TX	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-421732	CLM	Susan X Mason	1954-06-27	—	7349766908	685 Cedar Ln, Miami, FL, 33124	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-54580	TPA	Joe Lane	1974-01-10	—	2367518115	1430 Camelback Rd, Austin, TX, 78797	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-126958	ENR	Jose Kennedy	1954-07-19	UHC-68721-38	9073065709	312 Harbor Blvd, Denver, CO, 80222	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-417841	CLM	Charlotte X Pierce	2005-09-24	UHC-68485-08	5816694638	2069 Valley View Dr Apt 33, Sacramento, CA, 95879	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-100559	ENR	Christine W Bennett	1990-08-23	UHC-46148-59	6425155425	1835 Sunset Blvd, Glendale, AZ, 85304	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114152	ENR	Joe N Gilbert	1955-07-08	UHC-26332-03	7267466952	1573 Union St, Fresno, CA, 93742	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-134788	ENR	Helen Turner	2006-03-16	UHC-05860-65	—	7684 Washington St, San Diego, CA, 92197	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-134789	ENR	Helen Turner	2006-03-16	UHC-05860-65	—	7684 Washington St, San Diego, CA, 92197	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-58320	TPA	Juan Allen	1966-06-19	—	9074223152	8205 Washington St, Tampa, FL, 33688	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139221	ENR	Washington Laura	1987-02-21	UHC-91264-39	6884193503	6061 Camelback Rd, Miami, FL, 33108	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-115477	ENR	Peter Ray	1961-06-26	UHC-85737-12	3374655033	7039 Grand Ave, Fresno, CA, 93788	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-104288	ENR	Lauren W Gonzales	1981-07-25	UHC-73747-02	4335175951	7645 Camelback Rd, San Antonio, TX, 78274	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-27722	PRV	Judy Nelson	1952-10-02	—	7873525343	5320 River Rd, Tucson, AZ, 85710	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115902	ENR	Ana W Andrews	1952-07-20	UHC-89158-54	3272022270	2817 Apache Blvd, Denver, CO, 80201	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102918	ENR	John Anderson	1977-07-25	UHC-51700-83	5946285066	7953 Baseline Rd, Tempe, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28518	PRV	Kayla Mitchell	1985-01-11	—	9583016221	5324 Desert Sky Blvd, Miami, FL, 33121	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-420584	CLM	Gregory Hudson	1968-08-14	—	—	7983 Hillcrest Rd, Plano, TX, 75060	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-54578	TPA	Patrick Sanchez	1955-04-09	—	—	8588 Church St, Dallas, TX, 75215	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-117391	ENR	Kimberly F Lawson	1977-01-25	UHC-30977-89	9074303047	4007 River Rd, Denver, CO, 80298	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
PRV-26869	PRV	Denise Vargas	1949-10-23	—	6146730135	4158 Central Ave, Nashville, TN, 37205	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-412732	CLM	Amber Kennedy	1969-02-27	UHC-00983-53	6622072429	1169 Apache Blvd, Los Angeles, CA, 90098	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-106289	ENR	Stephen X Padilla	1944-08-13	UHC-17049-24	4922003897	5987 River Rd, Eden Prairie, MN, 55306	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114213	ENR	Charlotte Ortiz	1948-07-13	UHC-29882-85	6192499968	4844 Lincoln Way, Las Vegas, NV, 89181	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-134134	ENR	Ann Banks	1996-06-14	UHC-98310-32	—	1224 Park Pl, Dallas, TX, 75244	0.60	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-117545	ENR	Ruth Sanders	1976-10-18	UHC-33824-96	8105852778	8937 Ocean Ave, Mesa, AZ, 85255	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-400084	CLM	Nancy B Morrison	1972-05-15	UHC-87778-78	5985164419	6308 Palm Dr, Seattle, WA, 98144	0.60	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-136270	ENR	Ann Salazar	1960-10-10	UHC-08234-84	3008605229	2390 Forest Ave, Miami, FL	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-124113	ENR	Tyler G Hoffman	1948-08-22	UHC-34418-94	5175051787	1994 Bayshore Dr, Charlotte, NC, 28206	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-408681	CLM	Christiian O Barnes	1941-11-12	—	9263517139	7655 Canyon Rd, Los Angeles, CA, 90057	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-57640	TPA	James D Garrett	1961-02-17	—	5889031339	7858 Spring St, Sacramento, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139422	ENR	Hayes Patrick	1989-06-27	UHC-62613-40	9055286223	2698 Forest Ave, Tampa, FL, 33611	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-60102	TPA	Aaron Chapman	1951-03-18	—	9443251306	8759 Lake View Rd, San Antonio, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-124887	ENR	Joseph U Schultz	1973-08-16	UHC-92693-54	4874525606	7373 Main St, Los Angeles, CA, 90039	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
TPA-56815	TPA	Kathryn Dunn	2003-01-17	—	7589325966	6922 Park Pl, Denver, CO, 80261	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-51354	TPA	Marcus Fields	1996-03-03	—	6133079537	8621 Oak St, Nashville, TN, 37241	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-51351	TPA	Diana F Rid	2000-02-01	—	—	9358 Desert Sky Blvd, Sacramento, CA	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-51352	TPA	Diana F Rid	2000-02-01	—	—	9358 Desert Sky Blvd, Sacramento, CA	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-422817	CLM	Cheryl C Barnes	1966-10-02	—	—	6986 Mountain View Dr, Tempe, AZ, 85286	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-416014	CLM	Brian Garcia	1978-07-12	—	2268288279	7222 Spring St, Columbus, OH, 43233	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-123209	ENR	Natalie Valdez	1989-01-02	UHC-77746-76	9659602449	6787 Ridge Rd, Denver, CO, 80278	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-124427	ENR	Evelyn W Stone	1979-09-21	UHC-65548-15	3256552557	7348 Sage Ct, Tempe, AZ, 85222	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-119471	ENR	Anna Kelly	1985-03-14	UHC-87375-51	8277452715	7578 Mesa Dr, Las Vegas, NV, 89145	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
TPA-50602	TPA	Nicole Simpson	1969-11-11	UHC-07493-84	3016101518	802 Ridge Rd, Nashville, TN, 37233	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-113873	ENR	Joyce Morrison	2008-07-04	UHC-87643-47	3208896267	2570 Lake View Rd, Nashville, TN, 37262	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

32,400 rows, page 67 of 648Previous Next