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 “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
TPA-53485	TPA	Michelle Lee	1952-02-03	—	—	88 Highland Ave, Charlotte, NC, 28211	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-112016	ENR	Gloria U Hofffman	1978-12-18	UHC-25518-91	9555756475	9333 Hillcrest Rd, Minneapolis, MN, 55493	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-139213	ENR	Joe Chen	1947-11-23	UHC-65483-46	2714842503	3130 Camelback Rd, Eden Prairie, MN, 55358	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109106	ENR	Christine C Rojas	1958-09-05	UHC-29975-38	8212269940	9123 Spring St, Nashville, TN	0.54	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-416897	CLM	Carl Hall	2004-04-28	UHC-68238-77	—	6376 Desert Sky Blvd # 229, Phoenix, AZ, 85018	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
TPA-64238	TPA	Larry Webb	2004-10-23	—	—	6503 Church St, Orlando, FL	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
ENR-140253	ENR	Christian Gonzales	1965-07-03	UHC-94858-35	7919397589	457 Park Pl, Las Vegas, NV, 89119	0.54	Name split from “Last, First”Phone reformatted State name converted to code ZIP+4 trimmed+1 more
TPA-54887	TPA	Justin Mason	2002-01-09	—	7604226272	8634 Sunset Blvd, Dallas, TX	0.54	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+1 more
TPA-54886	TPA	Justin Mason	2002-01-09	—	7604226272	8634 Sunset Blvd, Dallas, TX	0.54	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+1 more
ENR-141993	ENR	Billy P Contreras	1958-07-26	UHC-74899-95	3096847475	556 Mountain View Dr Apt 19, Miami, FL, 33124	0.54	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-120664	ENR	Jeffrey G Sullivan	2001-12-17	UHC-01818-10	4417322071	8471 Elm St, Houston, TX, 77054	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-117870	ENR	Bobby Watson	1949-06-19	UHC-95185-49	5296779979	1172 Main St # 977, Denver, CO, 80204	0.54	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-115224	ENR	Santiago L Miller	1951-02-23	UHC-98037-76	9432530574	963 Mountain View Dr, Sacramento, CA, 95893	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-142869	ENR	Ahmed Q Hughes	1976-07-24	UHC-53596-51	2786303265	7300 Highland Ave, Dallas, TX, 75233	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+1 more
CLM-431190	CLM	Terry Williams	1939-10-17	UHC-02175-32	8036281479	9227 Cedar Ln # 376, Nashville, TN	0.54	Name split from “Last, First”Phone reformatted Unit split from street ZIP missing+1 more
TPA-50067	TPA	Evelyn Singh	1976-01-08	—	—	9466 Union St, Minneapolis, MN, 55477	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
PRV-24364	PRV	Ryan M Daniels	1949-03-16	UHC-67026-83	2908682003	2759 Bayshore Dr Apt 13, Glendale, AZ, 85331	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-141966	ENR	Anthonny Fields	1940-01-11	UHC-31593-83	6577355731	5442 Main St, Glendale, AZ, 85389	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-131422	ENR	Fatiima Hernandez	—	UHC-60097-81	7144003297	8969 Apache Blvd, Mesa, AZ	0.54	Name split from “Last, First”Date of birth missing Phone reformatted City re-cased+1 more
ENR-134740	ENR	Jennifer Williamson	1977-01-02	UHC-04711-37	9404144531	5587 Apache Blvd Apt 18, Denver, CO, 80290	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-405452	CLM	Austin Simmons	1962-02-28	UHC-19960-78	6445305003	1678 Palm Dr, Scottsdale, AZ, 85249	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-117509	ENR	Sharon G Andrews	1986-06-02	UHC-97557-33	—	8169 Main St, Fresno, CA	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
ENR-100769	ENR	Anthony Y Nunze	1991-07-06	UHC-25307-46	7937043654	6717 Valley View Dr, Austin, TX, 78707	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427703	CLM	Jacqueline Mitchell	1984-06-10	—	—	7226 Broadway, Denver, CO, 80223	0.54	Name split from “Last, First”Two-digit birth year Address re-cased Gender normalised+1 more
CLM-415415	CLM	Carolyn Jordan	1952-10-12	—	—	3878 Market St, Charlotte, NC, 28245	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-104847	ENR	Jennifer Anderson	1975-07-27	UHC-24465-07	4234490921	3368 Willow Ct, Orlando, FL, 32893	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-110524	ENR	Ashey O Fernandez	2003-03-19	UHC-00933-59	3776850003	6961 Lake View Rd Apt 31, Fresno, CA, 93793	0.54	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+1 more
CLM-406596	CLM	Hiroshi Lewis	1954-09-13	—	—	3962 Main St, Scottsdale, AZ	0.54	Name split from “Last, First”Two-digit birth year ZIP missing Whitespace trimmed+1 more
CLM-406093	CLM	Amber Valdez	1954-09-28	UHC-35139-26	7809788208	7773 Highland Ave, Miami, FL, 33103	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted State name converted to code+1 more
ENR-116253	ENR	Marcus B Cooper	1952-08-23	UHC-91372-60	8107917210	1213 Indian School Rd, Glendale, AZ, 85315	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-21255	PRV	Gregory Smith	1984-03-20	—	5117960269	6641 Mesa Dr, Seattle, WA, 98150	0.54	Name split from “Last, First”City re-cased State name converted to code ZIP+4 trimmed+1 more
CLM-402008	CLM	Arthur M Grant	1960-10-23	UHC-68341-63	6057398363	3750 Sunset Blvd, Nashville, TN, 37221	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-401561	CLM	Jessica Elllis	1963-07-27	—	8886321549	2220 Central Ave, Fresno, CA, 93781	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
PRV-27650	PRV	Joseph Reynolds	1960-03-27	—	2734248384	6878 Grand Ave, Fresno, CA	0.54	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+1 more
CLM-419188	CLM	Zachary Payne	1948-03-24	UHC-70686-74	—	4827 Baseline Rd, Eden Prairie, MN, 55398	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-118983	ENR	Diego F Ramos	2004-01-13	UHC-29121-61	—	4134 Maple Ave, Sacramento, CA, 95801	0.54	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-100449	ENR	Keyla Coleman	1975-01-03	UHC-81024-35	6152551314	1530 Apache Blvd, Tampa, FL, 33606	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-420071	CLM	Christine I Olson	1984-12-03	UHC-78090-69	—	7619 Pine Dr, Fresno, CA, 93738	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119500	ENR	Austin Wood	—	UHC-01868-34	—	5714 Cedar Ln, Atlanta, GA, 30356	0.54	Name split from “Last, First”Date of birth unreadable Gender normalised Whitespace trimmed+1 more
ENR-113835	ENR	Sofia P Welch	2005-09-24	UHC-60104-27	—	9888 Main St, Eden Prairie, MN, 55330	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-100916	ENR	Dylan B Scott	1971-07-22	UHC-89866-96	5498214267	450 Pine Dr, Houston, TX, 77048	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Gender normalised+1 more
CLM-419920	CLM	Douglas E Wang	1938-02-04	—	—	566 Pine Dr, San Diego, CA, 92145	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
PRV-21995	PRV	Alex Hunt	2003-02-22	—	—	2344 Church St Apt 9, Miami, FL, 33166	0.54	Name split from “Last, First”Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-105948	ENR	Ruth M Grant	—	UHC-11219-58	8442525369	6335 Forest Ave, Tempe, AZ, 85235	0.54	Name split from “Last, First”Date of birth unreadable Phone reformatted City re-cased+1 more
CLM-412253	CLM	Jordan Wheeler	1954-09-25	UHC-10993-15	—	9746 Mesa Dr, Mesa, AZ, 85258	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-108221	ENR	Jennifer D Reyes	1991-01-16	UHC-48924-09	4437237267	5349 Valley View Dr, Plano, TX, 75006	0.54	Name split from “Last, First”Middle initial moved out of first name Phone reformatted State name converted to code+1 more
TPA-60277	TPA	Gerald Ruiz	1989-02-10	—	2346481263	8019 Canyon Rd, Columbus, OH, 43251	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-106579	ENR	Andrew V Reyes	1977-12-22	UHC-82778-20	7628617286	6345 Ridge Rd, Eden Prairie, MN, 55368	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141571	ENR	Sophia Jacobs	1941-04-15	UHC-74205-24	—	8862 Bayshore Dr Apt 26, Mesa, AZ, 85209	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-106331	ENR	Anthony Jackson	1989-12-17	UHC-88124-03	9335385869	5099 Valley View Dr, Charlotte, NC, 28225	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more

9,980 rows, page 65 of 200Previous Next