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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-138211	ENR	Heather Nelson	1977-12-27	UHC-32033-88	9344533818	3480 Main St # 814, Plano, TX	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61323	TPA	Jennifer Castro	1950-04-02	—	—	1633 Sage Ct Apt 35, Jacksonville, FL, 32287	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123483	ENR	Michael Q Santiago	1982-03-19	UHC-18032-12	2472944322	6144 Indian School Rd # 650, Atlanta, GA, 30313	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-122077	ENR	Aaron D Clark	1940-11-08	UHC-73956-30	4158140615	1800 River Rd Apt 39, Charlotte, NC, 28202	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-60745	TPA	Danialle Pattersoon	1947-08-04	—	7465963510	5328 Elm St Apt 33, Fresno, CA, 93768	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-409420	CLM	Richards Luis	1969-08-21	UHC-28814-43	9204617339	6338 Indian School Rd # 705, Gilbert, AZ, 85225	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
ENR-135484	ENR	Beverly Andrews	1967-12-18	UHC-52608-79	5166347246	2649 Canyon Rd Apt 13, Nashville, TN, 37299	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-100774	ENR	Judith J Chavez	1947-08-17	UHC-03402-97	—	3704 Sunset Blvd Apt 2, Orlando, FL, 32893	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+2 more
ENR-104951	ENR	Gerald F Miller	1983-04-03	—	8506331760	3450 Maple Ave Apt 39, Denver, CO, 80218	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-24700	PRV	Jennifer Wong	1988-03-02	—	7235624918	2502 Sunset Blvd # 313, San Antonio, TX, 78258	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61291	TPA	Michael Baker	2003-07-12	—	—	3497 Oak St Apt 25, Eden Prairie, MN, 55304	0.52	Name split from “Last, First”Unit split from street City re-cased Gender normalised+2 more
ENR-137881	ENR	Olivia Montgomery	—	UHC-04428-79	8856161836	9665 Market St Apt 40, Gilbert, AZ, 85200	0.52	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+2 more
ENR-112486	ENR	Priya K Weber	1977-01-08	UHC-74953-20	6895453724	7071 Forest Ave Apt 21, Glendale, AZ, 85398	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-403229	CLM	Megan Perkins	1985-09-03	—	—	3220 Camelback Rd Apt 8, Seattle, WA, 98196	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53372	TPA	Natalie Burton	1967-05-28	—	—	523 Main St Apt 11, Tucson, AZ	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-410694	CLM	David Woods	2007-12-12	—	5716753261	9773 Washington St Apt 24, San Antonio, TX, 78283	0.52	Two-digit birth year Phone reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-404399	CLM	Noah Vasquez	1962-02-27	UHC-16757-75	—	8356 Camelback Rd # 449, San Antonio, TX	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-25261	PRV	Theresa L Garza	1942-10-28	—	—	877 Cedar Ln # 244, Atlanta, GA, 30319	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-404533	CLM	Hiroshi Kelley	1950-10-21	—	—	2695 Indian School Rd Apt 9, Phoenix, AZ, 85004	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
CLM-421708	CLM	Lauren D Montgomery	1963-12-10	—	7428355449	2528 Desert Sky Blvd Apt 4, Minneapolis, MN, 55495	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-124319	ENR	Jacqueline Mason	1993-07-08	UHC-70522-46	8082142473	5140 Cedar Ln Apt 8, Minneapolis, MN, 55456	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-431256	CLM	Andrew Lopez	2007-07-26	—	—	6398 Spring St Apt 26, Scottsdale, AZ, 85251	0.52	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431257	CLM	Andrew Lopez	2007-07-26	—	—	6398 Spring St Apt 26, Scottsdale, AZ, 85251	0.52	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
TPA-63491	TPA	Julie Wilson	1948-09-17	—	—	6180 Canyon Rd Apt 16, Orlando, FL, 32839	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-114824	ENR	Omar V Thomas	1983-02-04	UHC-30987-31	5039744189	3899 Union St # 135, Eden Prairie, MN	0.52	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
TPA-60151	TPA	Tarry D Stone	1976-06-03	—	—	7619 Ridge Rd # 100, Charlotte, NC, 28260	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-430399	CLM	Kenneth Nguyen	1982-03-28	UHC-63340-98	—	1311 Palm Dr # 988, Tampa, FL, 33640	0.52	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-124630	ENR	Jasno N Watson	1999-06-27	UHC-31272-97	4322193804	8344 Harbor Blvd # 141, Columbus, OH, 43282	0.52	Middle initial moved out of first name Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-131402	ENR	Payne T Jerry	2007-09-09	UHC-08650-24	2464010636	8748 Harbor Blvd Apt 27, Denver, CO, 80283	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-133672	ENR	Brian Davis	1966-07-20	UHC-04570-35	—	6652 Park Pl # 207, Jacksonville, FL, 32214	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-432262	CLM	Julie N Knight	1989-05-17	—	7629966026	9298 Lake View Rd # 668, Tucson, AZ, 85745	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
ENR-129370	ENR	Sarah U Kelley	1946-09-03	UHC-44030-41	7053860570	9831 Mountain View Dr Apt 13, Orlando, FL, 32802	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107510	ENR	Sadra Jackson	1946-02-22	UHC-13086-58	—	5992 Oak St Apt 20, Jacksonville, FL, 32207	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-432056	CLM	Nicholas Hill	1939-12-25	UHC-19819-24	—	7755 Canyon Rd Apt 38, Los Angeles, CA, 90089	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
CLM-416679	CLM	Dorothy W Wagner	1999-11-07	UHC-27472-49	—	1607 Forest Ave Apt 18, Tucson, AZ, 85733	0.52	Unit split from street Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427463	CLM	Maria Z Patterson	1984-10-12	UHC-97217-21	—	2117 Lake View Rd Apt 27, San Antonio, TX, 78236	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-415631	CLM	SJunk	1952-06-25	UHC-75504-64	4042161177	7190 Sunset Blvd # 502, Glendale, AZ, 85397	0.52	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-107474	ENR	Olivia U Chavez	1973-01-15	UHC-71126-91	6156628928	5964 Meadow Ln Apt 17, Atlanta, GA, 30371	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-139071	ENR	Grace Garza	2002-11-10	UHC-70601-88	9006582811	7828 Maple Ave Apt 40, Chandler, AZ, 85281	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Gender normalised+2 more
ENR-103687	ENR	Sandra L Wang	1992-07-25	UHC-11750-72	—	4488 Cedar Ln Apt 2, Seattle, WA, 98127	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-108897	ENR	Nicholas Z Reyes	1975-02-18	UHC-88476-59	2558078897	6595 Meadow Ln Apt 17, San Antonio, TX, 78221	0.52	Date of birth reformatted Member ID reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-137777	ENR	Hiroshi J Shaw	1972-05-08	UHC-17958-15	8947945234	119 Camelback Rd # 933, Miami, FL, 33183	0.52	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-100186	ENR	Christina Russell	1960-05-17	UHC-19733-52	—	662 Ridge Rd # 957, Gilbert, AZ	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-142674	ENR	Bobby Butler	1974-09-27	UHC-92800-68	—	9720 Central Ave # 524, Columbus, OH	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-135346	ENR	Nicholas Diaz	2004-04-09	UHC-37468-77	2239982353	9304 Elm St # 560, Seattle, WA, 98139	0.52	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-416957	CLM	Santiago Lynch	1998-06-15	UHC-94650-08	3253173092	2281 River Rd # 188, Las Vegas, NV, 89117	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-411548	CLM	Martha Washington	1951-06-12	—	—	8382 Palm Dr Apt 19, Glendale, AZ, 85394	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-112085	ENR	Emily T Rose	1981-08-12	UHC-79044-52	9749847204	7724 Grand Ave # 881, Nashville, TN, 37229	0.52	Middle initial moved out of first name Name re-cased Unit split from street State name converted to code+2 more
PRV-20886	PRV	Jonathan L Sullivan	1976-01-10	UHC-13997-31	2694871564	7212 Mesa Dr # 208, Gilbert, AZ, 85231	0.52	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
ENR-114134	ENR	Lawrence P Romero	1947-12-28	UHC-11868-35	3973857667	4907 Apache Blvd # 703, Eden Prairie, MN, 55395	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more

6,994 rows, page 46 of 140Previous Next