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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141933	ENR	Douglas D Castillo	—	UHC-86309-17	—	81 Mesa Dr, Phoenix, AZ, 85050	0.68	Name re-cased Date of birth unreadable Phone missing area code Email lower-cased
ENR-128252	ENR	Badley Rogers	1987-12-20	UHC-01551-77	—	8042 Pine Dr, Seattle, WA, 98169	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-121377	ENR	Debra Ray	1978-06-08	UHC-45020-13	2713762726	5864 Sage Ct # 630, Minneapolis, MN, 55419	0.68	Name re-cased Unit split from street Street suffix standardised Address re-cased
ENR-136173	ENR	Santiago Moreno	1987-05-16	UHC-69964-04	8257591822	4391 Broadway, Sacramento, CA	0.68	Name re-cased Phone reformatted SSN last four extracted ZIP missing
ENR-100923	ENR	Betsy Bailey	1992-07-17	UHC-28857-39	—	2559 Main St, Dallas, TX, 75202	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
ENR-134268	ENR	Ann U Bailey	2005-01-06	UHC-83511-18	—	6633 Oak St, Chandler, AZ, 85210	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-121525	ENR	Amber Nguyen	1975-07-27	UHC-25468-58	4427354243	2380 Lincoln Way, Denver, CO	0.68	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed
ENR-119295	ENR	Sofia X Jordan	1959-03-13	UHC-02274-85	4902914702	4025 Church St, Atlanta, GA, 30371	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-104968	ENR	Austin Wagner	1939-09-24	UHC-81000-54	4543577614	372 Harbor Blvd, Mesa, AZ, 85269	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-114317	ENR	Mary Morales	1998-04-27	UHC-10683-37	9196515365	2249 Broadway # 990, Eden Prairie, MN, 55323	0.68	Name re-cased Phone reformatted Unit split from street Gender normalised
ENR-121835	ENR	Logan O Alvarado	1997-07-02	UHC-87265-64	8288139378	8314 Bayshore Dr, Los Angeles, CA, 90058	0.68	Name re-cased Two-digit birth year Phone reformatted Gender normalised
ENR-131798	ENR	Juan Richards	1950-12-23	UHC-97275-09	2185230309	8633 Highland Ave, Glendale, AZ, 85316	0.68	Name re-cased Phone reformatted SSN last four extracted ZIP+4 trimmed
ENR-128088	ENR	Samantha T Gonzales	1977-09-15	UHC-30309-93	9763005617	6015 Jefferson Ave, Mesa, AZ, 85299	0.68	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed
ENR-105292	ENR	Linda Reynolds	1985-02-26	UHC-23832-33	9184405972	8419 Central Ave, Eden Prairie, MN, 55322	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-102709	ENR	Gabriel V Rodriguez	2006-11-18	UHC-52278-06	5755675053	9042 Sunset Blvd # 445, Miami, FL, 33110	0.68	Name re-cased Two-digit birth year Unit split from street Placeholder values cleared
ENR-123294	ENR	Arthur S McCoy	1963-12-20	UHC-67999-02	—	6547 Main St Apt 7, Dallas, TX, 75240	0.68	Name re-cased Unit split from street State name converted to code Placeholder values cleared
ENR-122907	ENR	Sean J Allen	1945-02-02	UHC-01959-63	—	9540 Lake View Rd, Denver, CO, 80293	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
ENR-119776	ENR	Thomas Perez	1975-05-23	UHC-80680-30	—	2001 Park Pl # 105, Glendale, AZ, 85314	0.68	Name re-cased Date of birth reformatted Phone missing area code Unit split from street
ENR-111018	ENR	Jack Williams	1945-08-05	UHC-49650-74	—	9245 Jefferson Ave, Nashville, TN, 37298	0.68	Name re-cased Street suffix standardised Address re-cased State name converted to code
ENR-122445	ENR	Lori Nunez	2002-06-18	UHC-64875-75	2807529601	5216 Meadow Ln, Plano, TX, 75053	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed
ENR-105783	ENR	Billy Franklin	1995-01-24	UHC-14825-01	9498546327	1648 Pine Dr # 598, Nashville, TN, 37282	0.68	Name re-cased Unit split from street Street suffix standardised Address re-cased
ENR-117209	ENR	Henry X Hanson	1963-10-24	UHC-69978-70	2155471729	8735 Bayshore Dr, Houston, TX, 77067	0.68	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised
ENR-104792	ENR	Raymond N Armstrong	1984-08-09	UHC-54364-17	8808589858	2275 Forest Ave Apt 36, Sacramento, CA	0.68	Name re-cased Phone reformatted Unit split from street ZIP missing
ENR-138587	ENR	Jack N Hudson	1957-02-25	UHC-09237-41	9497529591	4318 Spring St, Miami, FL, 33181	0.68	Middle initial moved out of first name Name re-cased Two-digit birth year Placeholder values cleared
ENR-131202	ENR	Heather Hicks	1952-03-28	UHC-56539-60	—	7765 Elm St, Dallas, TX, 75298	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-111002	ENR	Albert Powell	1957-05-03	UHC-85760-98	—	5897 Central Ave, Phoenix, AZ, 85024	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-121101	ENR	Lori Z Gibson	1960-08-15	UHC-03400-57	8174259575	8161 Ridge Rd, Austin, TX, 78715	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
ENR-108249	ENR	Carol Willis	—	UHC-44523-10	3298180918	3797 Palm Dr, Los Angeles, CA, 90057	0.68	Name re-cased Date of birth missing Street suffix standardised Address re-cased
ENR-102997	ENR	Arjun S Howard	1965-06-21	UHC-44648-22	—	4229 Ridge Rd, Glendale, AZ, 85369	0.68	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed
ENR-111189	ENR	Richard I Oliver	1966-04-09	UHC-53963-27	3038586680	4100 Valley View Dr, Charlotte, NC, 28285	0.68	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed
ENR-129695	ENR	Russell Diaz	1947-07-01	UHC-67883-28	5352656993	2963 Canyon Rd, Houston, TX	0.68	Name re-cased Two-digit birth year Phone reformatted ZIP missing
ENR-141422	ENR	Patricia T Parker	1956-07-15	UHC-37191-05	7607475927	2919 Lake View Rd, Tucson, AZ, 85743	0.68	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased
ENR-112582	ENR	Angela P Ray	1955-08-18	UHC-12877-21	7735085024	7226 Sage Ct, Tampa, FL, 33616	0.68	Name re-cased Phone reformatted SSN last four extracted State name converted to code
ENR-138121	ENR	Camila P Andrews	1974-03-26	UHC-07406-76	2402934059	6437 Broadway, Charlotte, NC	0.68	Name re-cased Phone reformatted ZIP missing Gender normalised
ENR-115616	ENR	Jessica I George	1963-01-01	UHC-83099-36	6448574088	9646 Washington St, Miami, FL, 33126	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-142948	ENR	Jeremy Sims	1980-06-18	UHC-18079-22	8628864460	3402 Washington St, Chandler, AZ	0.68	Name re-cased Phone reformatted SSN last four extracted ZIP missing
ENR-131339	ENR	Ralph Hoffman	1983-12-26	UHC-55886-66	5636661849	962 Indian School Rd, Seattle, WA, 98107	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-129793	ENR	Julia X Perez	2005-11-25	UHC-69461-38	—	4521 Spring St, Tampa, FL, 33665	0.68	Name re-cased Phone missing area code State name converted to code Whitespace trimmed
ENR-130648	ENR	Jack J Smith	1950-07-24	UHC-36697-29	—	4569 Spring St, San Antonio, TX, 78247	0.68	Name re-cased Phone missing area code Street suffix standardised Address re-cased
ENR-142517	ENR	Stephen O Harris	2001-01-28	UHC-18624-69	8413302005	6491 Grand Ave, Plano, TX, 75015	0.68	Name re-cased Phone reformatted State name converted to code Gender normalised
ENR-119430	ENR	Douglas J Guerrero	—	UHC-01929-44	6167295315	9814 Pine Dr, Miami, FL, 33130	0.68	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased
ENR-126222	ENR	Jonathan M Baker	1967-06-19	UHC-36841-62	3065003400	4091 Sunset Blvd, Columbus, OH, 43251	0.68	Middle initial moved out of first name Name re-cased Phone reformatted State name converted to code
ENR-107936	ENR	Mason King	1959-08-04	UHC-51740-50	2037032899	3044 Ridge Rd, Eden Prairie, MN	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
ENR-122100	ENR	Abigail Kelly	2001-07-26	UHC-62505-47	—	3327 Oak St, Sacramento, CA, 95875	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-109456	ENR	Carlos L Montgomery	1956-05-18	UHC-95754-93	—	9412 Broadway, Austin, TX, 78724	0.68	Name re-cased Phone missing area code Gender normalised Placeholder values cleared
ENR-105026	ENR	Kyle Z Wong	1953-12-09	UHC-64030-81	2042196423	1353 Lake View Rd # 157, Mesa, AZ	0.68	Name re-cased Unit split from street ZIP missing Whitespace trimmed
ENR-120746	ENR	Mark L Valdez	1963-01-27	UHC-15559-11	7848814410	8847 Mesa Dr, Nashville, TN	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
ENR-100133	ENR	Omar Oliver	1948-03-08	UHC-61050-12	8815131379	4884 Mountain View Dr Apt 1, Mesa, AZ, 85262	0.68	Name re-cased Phone reformatted Unit split from street Gender normalised
ENR-106174	ENR	Ahmed Vega	2002-10-16	UHC-10206-05	3932206753	3061 Maple Ave, Tucson, AZ, 85739	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-101437	ENR	Contreras M Matthew	2006-06-22	UHC-34912-87	7966293085	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared

17,310 rows, page 130 of 347Previous Next