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-129353	ENR	Michael M Reynolds	2006-01-17	UHC-88165-10	4427216562	6996 Cedar Ln, Dallas, TX, 75289	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100193	ENR	Jacqueline O Mejia	2007-12-08	UHC-17908-85	4483305723	3024 Maple Ave, Los Angeles, CA, 90064	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135071	ENR	Camila U Gibson	1968-03-15	UHC-37139-56	9162589539	999 Bayshore Dr, Jacksonville, FL, 32272	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-126643	ENR	Dorothy Hanson	1997-02-23	UHC-77636-60	5689475987	4663 Harbor Blvd, Sacramento, CA, 95814	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105341	ENR	Fatima T Butler	1991-07-11	UHC-76849-99	3454442946	7507 Oak St, Plano, TX, 75098	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133071	ENR	Sara M Gonzzales	1967-04-26	UHC-46404-09	2488782688	17 Market St, Fresno, CA, 93781	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-114822	ENR	Wayne U Torres	1946-12-12	UHC-03891-22	5574831761	4078 Highland Ave, Scottsdale, AZ	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-114823	ENR	Wayne U Torres	1946-12-12	UHC-03891-22	5574831761	4078 Highland Ave, Scottsdale, AZ	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-129752	ENR	Albert I Hughes	1942-06-20	UHC-56108-84	2625017162	6509 Apache Blvd, Tucson, AZ, 85710	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-114094	ENR	Christian Gutierrez	2005-07-02	UHC-21146-73	2999744287	2694 Cedar Ln, Seattle, WA, 98122	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-114093	ENR	Christian Gutierrez	2005-07-02	UHC-21146-73	2999744287	2694 Cedar Ln, Seattle, WA, 98122	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-134175	ENR	Janice Kim	2008-09-27	UHC-04051-14	7719701265	9277 Palm Dr, Columbus, OH, 43292	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-109079	ENR	Dennis Y Graham	1941-08-25	UHC-29375-09	4518382689	7449 Market St, Los Angeles, CA, 90048	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102054	ENR	Terry E Gonzales	1960-11-26	UHC-11646-83	8455772299	3192 Spring St, Tampa, FL, 33685	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138732	ENR	Zachay Palmer	1953-11-15	UHC-76597-84	2799680762	8301 Apache Blvd, Las Vegas, NV	0.66	Name split from “Last, First”Phone reformatted ZIP missing Email lower-cased+1 more
ENR-107272	ENR	Cheryl N Munoz	1946-05-05	UHC-39247-46	8498714888	9140 Lake View Rd, Tempe, AZ, 85297	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted SSN last four extracted+1 more
ENR-106974	ENR	Juan Y Rios	1942-09-18	UHC-68560-80	3795402211	3789 Union St, Charlotte, NC, 28288	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-109042	ENR	Brenda Coleman	1993-09-06	UHC-19276-60	5177800747	8164 Oak St, Tucson, AZ, 85751	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126542	ENR	Sue Brown	1984-06-20	UHC-88779-73	7647882111	817 Maple Ave, Jacksonville, FL, 32284	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108319	ENR	Sophia I Wells	1943-05-10	UHC-08021-89	9594122567	7097 Park Pl, San Diego, CA, 92147	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-123046	ENR	Daniel Q Mendez	1958-11-04	UHC-21332-78	—	1144 Main St, Columbus, OH, 43225	0.66	Name split from “Last, First”Two-digit birth year Email lower-cased Whitespace trimmed+1 more
ENR-127588	ENR	Thomas V Hawkins	1966-03-15	UHC-30123-45	7217849964	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-135414	ENR	Nathan V Gutierrez	1953-07-17	UHC-89336-04	2223653337	8953 Sunset Blvd, Seattle, WA, 98198	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-111973	ENR	Mateo Robinson	1970-01-27	UHC-87958-23	8625687633	9276 River Rd, Tucson, AZ	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-137570	ENR	Juhn O Kim	1954-10-21	UHC-18603-27	2599336107	5078 Broadway, Las Vegas, NV, 89102	0.66	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+1 more
ENR-131512	ENR	Doris Y Thomaas	1984-12-15	UHC-73006-67	5944511673	1951 Union St, San Diego, CA, 92188	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-105048	ENR	Chris Q Weaver	1978-09-07	UHC-31234-24	9402605402	2107 River Rd, Mesa, AZ, 85227	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-124871	ENR	Noah Herrera	1987-02-24	UHC-59910-68	8788738929	2993 Union St # 510, Seattle, WA, 98167	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-113448	ENR	Diana Harvey	1996-12-24	UHC-74419-97	5405581769	8953 Baseline Rd, Orlando, FL, 32885	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-111170	ENR	Mark H Jimenez	1996-07-02	UHC-70056-67	2785996487	7732 Camelback Rd, Jacksonville, FL, 32226	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
ENR-127025	ENR	Jesse A Williamson	1961-10-13	UHC-57888-13	6374045349	5866 Pine Dr, Austin, TX, 78771	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-120647	ENR	Diana O Wraren	1995-01-12	UHC-51344-07	8415528199	8267 Broadway, Charlotte, NC, 28288	0.68	Name split from “Last, First”Phone reformatted SSN last four extracted Whitespace trimmed
ENR-129871	ENR	Timothy U Carpenter	1970-04-07	UHC-24778-33	4365542674	8987 Hillcrest Rd, Mesa, AZ, 85217	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-112934	ENR	Randy Lucas	1949-01-12	UHC-47089-57	3757401136	9552 Ocean Ave, Miami, FL, 33163	0.68	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted
ENR-125163	ENR	Melissa M Lucas	1958-02-13	UHC-85278-67	9513257060	3535 Lake View Rd, Seattle, WA, 98151	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed
ENR-136210	ENR	Madison Y Taylor	1940-07-08	UHC-46048-40	2937995844	3153 Oak St, Fresno, CA, 93751	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-107195	ENR	Steven Weer	1994-06-16	UHC-54394-70	5059510649	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed
ENR-126884	ENR	Helen U Dominguez	2000-05-20	UHC-96057-46	2974512622	320 Pine Dr, Eden Prairie, MN, 55369	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-119675	ENR	Jonathan B Delgado	1972-05-23	UHC-28899-94	4855058023	5209 Park Pl, Minneapolis, MN, 55407	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-128942	ENR	Mary Reid	1967-09-18	UHC-42415-03	5355054321	8889 Bayshore Dr, Dallas, TX, 75201	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
ENR-103557	ENR	Lori V Santos	1944-01-14	UHC-54330-79	6449584027	5363 Union St, San Antonio, TX, 78287	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
ENR-134389	ENR	Olivia Chapman	1956-02-05	UHC-95278-33	5139680812	6806 Bayshore Dr, Jacksonville, FL, 32280	0.68	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased
ENR-106296	ENR	Christian Wright	1969-09-08	UHC-52356-45	9665428328	6460 Sage Ct, Tucson, AZ, 85757	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-103930	ENR	Keith Morales	1973-08-27	UHC-51608-34	—	8899 Park Pl, Las Vegas, NV, 89194	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-115362	ENR	Margaret Gilbert	—	UHC-60344-23	3955705572	6590 Canyon Rd, Minneapolis, MN, 55486	0.68	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed
ENR-142958	ENR	Willie George	2000-04-26	UHC-14786-97	—	8864 River Rd, Orlando, FL, 32864	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-100910	ENR	Mariana P Berry	1988-03-20	UHC-67182-96	—	4044 Maple Ave, Denver, CO	0.68	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed
ENR-128489	ENR	Donald V Rojas	1981-02-18	UHC-71744-36	6118929310	3130 Grand Ave, Charlotte, NC, 28277	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-128205	ENR	Charlie V Payne	1954-10-06	UHC-44575-47	2646873784	4594 Ocean Ave # 221, Atlanta, GA, 30368	0.68	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed
ENR-114105	ENR	Anna Scott	1966-07-27	UHC-14025-28	4748987062	2964 Central Ave, Columbus, OH, 43293	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased

4,309 rows, page 60 of 87Previous Next