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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141829	ENR	Jason R Hernandez	1946-12-19	UHC-57671-39	4794555954	841 Harbor Blvd, Mesa, AZ, 85208	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136061	ENR	Thomas Marshall	1961-04-01	UHC-23154-17	9035595318	7733 Cedar Ln, Eden Prairie, MN, 55377	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107707	ENR	Logan Ryan	1969-09-04	UHC-90583-54	—	4749 Forest Ave, Tampa, FL, 33657	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-140717	ENR	Camila Schmidt	1963-11-21	UHC-25491-14	7645423283	7202 Market St, Las Vegas, NV, 89115	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113316	ENR	Eugene T Wallace	1967-02-06	UHC-13474-61	3775827333	804 Grand Ave, Charlotte, NC, 28291	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-113240	ENR	Jason M Mills	1987-04-22	UHC-72396-45	3524226638	2460 Grand Ave, Tampa, FL, 33639	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120120	ENR	Frances P Reynolds	1973-01-17	UHC-41697-03	2758337755	5579 Canyon Rd, Tucson, AZ, 85798	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-121111	ENR	Eugene E Hall	1955-04-03	UHC-55249-21	3839135842	8430 Palm Dr, Orlando, FL, 32868	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105295	ENR	Yuki F Griffin	1995-09-12	—	9762741990	2759 Washington St, Sacramento, CA, 95805	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117533	ENR	Paul O Patel	1942-11-22	UHC-67299-32	6717233707	8622 Bayshore Dr, Tucson, AZ, 85741	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134904	ENR	Amanda U Garrza	1992-05-27	UHC-35690-22	8188292975	5971 Palm Dr, Las Vegas, NV, 89198	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134903	ENR	Amanda U Garrza	1992-05-27	UHC-35690-22	8188292975	5971 Palm Dr, Las Vegas, NV, 89198	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139059	ENR	Ethan I Castro	1984-01-21	UHC-21336-48	4444957754	1475 Main St, Nashville, TN, 37254	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-103588	ENR	Katherine Hill	1979-09-20	UHC-53855-27	7516947971	983 Spring St, Fresno, CA, 93731	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113965	ENR	Julia F Warren	1973-07-24	UHC-47230-50	—	3008 Church St, Minneapolis, MN, 55415	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-134326	ENR	Judy Nelson	1952-10-02	UHC-65995-66	7873525343	5320 River Rd, Tucson, AZ, 85710	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-121981	ENR	Jean Moreno	1988-07-01	UHC-83260-90	3163637604	739 Meadow Ln, Denver, CO, 80224	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-131416	ENR	Ann Howell	1940-07-26	UHC-63778-36	4469623808	167 Sunset Blvd, Phoenix, AZ, 85051	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137391	ENR	Heather Evans	1974-02-07	UHC-73056-65	—	2793 Elm St, Atlanta, GA, 30316	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-101862	ENR	Daniel P Lee	1956-02-05	UHC-13842-70	5797499867	8813 Palm Dr, Tempe, AZ, 85224	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141420	ENR	William F Webb	1986-01-20	UHC-85317-53	3938443846	2004 Willow Ct, San Diego, CA, 92121	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117750	ENR	Ethan S Hernandez	1990-10-24	UHC-16392-66	6976975727	2044 Park Pl, Columbus, OH, 43227	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-102698	ENR	Juan Q Riley	—	UHC-79569-94	9857441546	4389 Canyon Rd, Tampa, FL, 33697	0.62	Name re-cased Date of birth unreadable City re-cased ZIP+4 trimmed+3 more
ENR-125343	ENR	Albert U Jenkins	1945-10-04	UHC-04855-81	6174537954	8782 Grand Ave, Houston, TX, 77076	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111144	ENR	Christine B Porter	1989-09-25	UHC-92458-92	2055904854	1062 Apache Blvd, Plano, TX, 75019	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-100990	ENR	Jennifer X Lawrence	1968-04-21	UHC-70242-30	9616050263	4321 Market St, Houston, TX, 77020	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137874	ENR	Judith Carlson	1962-08-13	UHC-82292-64	6369555002	9441 Canyon Rd, San Diego, CA, 92110	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122108	ENR	Terry Gomez	1945-07-27	UHC-19314-17	8334702911	9617 Lake View Rd, Denver, CO, 80255	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-103229	ENR	Wei W Ruiz	1994-04-06	UHC-16978-79	9357213360	5871 Church St, Columbus, OH, 43224	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123507	ENR	Madison O Stephens	1951-08-04	UHC-13108-98	4823249184	1893 Washington St, Chandler, AZ, 85243	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138591	ENR	Brandon Salazar	1984-01-01	UHC-46520-73	5817784026	1111 Main St, Las Vegas, NV, 89166	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136853	ENR	Stephen K Padilla	1989-03-27	UHC-13351-48	8665651864	212 Church St, Jacksonville, FL, 32236	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-121201	ENR	Jack I Sims	1983-09-21	UHC-08090-72	8249894889	8391 Harbor Blvd, Plano, TX, 75073	0.62	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-118432	ENR	Kayla Matthews	1981-07-24	UHC-83448-75	4412376186	4617 River Rd, Fresno, CA, 93731	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136112	ENR	Douglas Ortega	1991-01-22	UHC-67942-79	2092315147	3035 Baseline Rd, Charlotte, NC, 28267	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-107950	ENR	Gerald V Santos	1975-06-28	UHC-52170-31	7308826264	3172 Bayshore Dr, Scottsdale, AZ, 85211	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118211	ENR	Adam Welch	1959-06-12	UHC-45041-79	9463128704	4241 Desert Sky Blvd, Tampa, FL, 33648	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-123166	ENR	Samantha C Freeman	1991-01-04	UHC-26232-06	5333401464	162 Highland Ave, Denver, CO, 80242	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124534	ENR	Annna Y Luna	2001-08-13	UHC-47812-78	8599159442	964 Apache Blvd, Las Vegas, NV, 89108	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-103991	ENR	Frank Ramirez	1973-09-09	UHC-97290-10	3713242989	16 Pine Dr, Fresno, CA, 93793	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121909	ENR	Brenda Ross	1985-09-17	UHC-61529-52	7915943305	2276 Ocean Ave, Jacksonville, FL, 32291	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-135448	ENR	Natalie O Cruz	2001-08-03	UHC-78014-98	2648882890	1185 Desert Sky Blvd, Charlotte, NC, 28200	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140399	ENR	Sean M Nguyen	1944-06-06	UHC-15110-48	7158688812	6330 Oak St, Dallas, TX, 75262	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110325	ENR	Keivn J Chapman	1968-09-13	UHC-72065-17	3668072920	3206 Meadow Ln, Scottsdale, AZ, 85205	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125730	ENR	Mason L Diaaz	1994-09-28	UHC-49435-35	3682689317	3379 Central Ave, Fresno, CA, 93710	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133370	ENR	Philip C Garrtet	2001-11-16	UHC-05207-16	3137169825	3577 Main St, Fresno, CA, 93777	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+3 more
ENR-103449	ENR	Rebecca Mitchell	1963-07-21	UHC-29645-45	3844352951	6206 Bayshore Dr, Houston, TX, 77099	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135099	ENR	Roger P Nguyen	1946-11-14	UHC-32952-64	9607734942	4808 Highland Ave, Glendale, AZ, 85381	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125562	ENR	Cheryl F Rivera	1943-05-15	UHC-22669-61	5642154559	2517 Baseline Rd, Tempe, AZ, 85257	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-101678	ENR	Vincet Sanders	1986-02-25	UHC-33261-46	5529819291	811 Cedar Ln, Chandler, AZ, 85248	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

3,951 rows, page 37 of 80Previous Next