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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-126454	ENR	Vincent Thomas	1954-10-26	UHC-47963-24	—	2815 Market St, Sacramento, CA, 95843	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
ENR-121799	ENR	Sharon V Rose	1953-12-02	UHC-34893-97	6909041473	253 Broadway, Eden Prairie, MN, 55392	0.80	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed
ENR-118457	ENR	Pamela Oliver	1958-03-01	UHC-37383-08	7508357016	4154 Hillcrest Rd, Atlanta, GA, 30340	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
ENR-118103	ENR	Jant Y Reynolds	1994-06-27	UHC-96942-42	7466380109	69 Oak St, Denver, CO, 80200	0.80	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed
ENR-114039	ENR	Brandon Armstrong	1959-11-13	UHC-84467-90	3995569153	2641 Apache Blvd, Denver, CO, 80281	0.80	Name re-cased Date of birth reformatted Phone reformatted Gender normalised
ENR-108969	ENR	Eric Bryant	1977-10-18	UHC-08448-62	9859244520	69 Broadway, Los Angeles, CA, 90004	0.80	Phone reformatted Email lower-cased Gender normalised Plan code upper-cased
ENR-130639	ENR	Valentina Freeman	1967-01-26	UHC-64211-41	6844721103	5602 Harbor Blvd, Las Vegas, NV, 89139	0.80	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed
ENR-105998	ENR	Jessica Rid	1996-11-21	UHC-21937-44	—	5505 Pine Dr, Denver, CO, 80250	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
ENR-136808	ENR	Christian King	1952-07-18	UHC-48234-46	3087673267	5526 Sunset Blvd, Tempe, AZ, 85215	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
ENR-123456	ENR	Angela Wagner	1963-08-06	UHC-33234-79	2598821144	7213 Highland Ave, Minneapolis, MN, 55436	0.80	Name re-cased City re-cased Email lower-cased Gender normalised
ENR-132778	ENR	Christian I Wang	1997-10-07	UHC-38656-07	2614390324	5488 Central Ave, Houston, TX, 77015	0.80	Name re-cased Phone reformatted Email lower-cased Gender normalised
ENR-113676	ENR	Juan Fernandez	1979-11-25	UHC-75875-17	8404525074	931 Highland Ave, Jacksonville, FL, 32294	0.80	Date of birth reformatted Email lower-cased Gender normalised Whitespace trimmed
ENR-133484	ENR	Adam Edwards	1967-10-25	UHC-29702-93	—	5370 Central Ave, Chandler, AZ, 85228	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
ENR-133483	ENR	Adam Edwards	1967-10-25	UHC-29702-93	—	5370 Central Ave, Chandler, AZ, 85228	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
ENR-109589	ENR	Daniel Garcia	1961-06-10	UHC-93269-80	4136142747	7755 Washington St, Mesa, AZ, 85270	0.80	Date of birth reformatted Email lower-cased Gender normalised Whitespace trimmed
ENR-138403	ENR	Kelly Estrada	1938-04-12	UHC-02997-73	9264354007	4645 Baseline Rd, Los Angeles, CA, 90088	0.80	Name re-cased Date of birth reformatted Phone reformatted Gender normalised
ENR-122964	ENR	Donna A Evans	1960-11-01	UHC-46623-02	5206216393	4193 Forest Ave, Denver, CO, 80216	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-131977	ENR	Adam Bennett	1999-01-22	UHC-99307-03	4733890564	4425 Palm Dr, Eden Prairie, MN, 55368	0.80	Phone reformatted City re-cased Email lower-cased Gender normalised
ENR-126938	ENR	Jerry X Ewards	1975-06-27	UHC-55368-37	6753787967	5761 Apache Blvd, Austin, TX, 78710	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-118381	ENR	Joan A Alvarado	1946-07-21	UHC-00087-63	—	8314 Forest Ave, Miami, FL, 33182	0.80	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised
ENR-124449	ENR	Gloria T Berry	2008-08-04	UHC-91554-58	7644499555	5979 Sage Ct, Mesa, AZ, 85216	0.80	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed
ENR-123433	ENR	Philip U Freeman	1939-09-15	UHC-99840-82	—	8314 Main St, Miami, FL, 33136	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
ENR-104634	ENR	Hannah H Little	1995-12-08	UHC-90419-65	—	4288 Park Pl, Plano, TX, 75096	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
ENR-138123	ENR	Mariana Arnnold	1982-03-14	UHC-39533-22	8318425545	6095 Apache Blvd, Sacramento, CA, 95809	0.80	Name re-cased Phone reformatted Email lower-cased Gender normalised
ENR-104133	ENR	Alice R Romero	1961-03-17	UHC-30665-98	3067589726	465 Elm St, Chandler, AZ, 85285	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
ENR-110991	ENR	Hirosshi Lopez	2002-06-04	UHC-41023-81	4517515358	5709 Ridge Rd, Las Vegas, NV, 89188	0.80	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed
ENR-116887	ENR	Anna Fuller	1966-12-26	UHC-81544-39	3014148680	3985 Desert Sky Blvd, Mesa, AZ, 85297	0.80	Date of birth reformatted Email lower-cased Gender normalised Whitespace trimmed
ENR-117150	ENR	Stephen Y Montgomery	1975-11-13	UHC-57923-64	5164584594	2336 Church St, Dallas, TX, 75219	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-114596	ENR	Priya Jnekins	1987-08-04	UHC-82915-26	7953177553	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
ENR-142320	ENR	Cynthia B Wright	2003-06-28	UHC-54615-41	7659295480	6050 Spring St, Tampa, FL, 33636	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-142825	ENR	Margaret B Vasquez	1962-10-26	UHC-19632-97	5585610720	7899 Church St, Scottsdale, AZ, 85294	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-114087	ENR	Lauren K Banks	2003-01-23	UHC-31173-88	9569807363	3679 Lake View Rd, Tampa, FL, 33694	0.80	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed
ENR-121299	ENR	Natalie P Li	2007-07-02	UHC-15935-43	8269226135	2421 Grand Ave, Sacramento, CA, 95856	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
ENR-116729	ENR	Mei Jakcson	2005-12-15	UHC-50141-31	6456074258	2468 Willow Ct, Gilbert, AZ, 85288	0.80	Name re-cased Date of birth reformatted Phone reformatted Gender normalised
ENR-109923	ENR	Frances E Robinson	1992-08-27	UHC-20083-97	—	1758 Ridge Rd, Austin, TX, 78773	0.80	Name re-cased Email lower-cased Gender normalised Whitespace trimmed
ENR-109459	ENR	Grace U Patterson	1983-05-26	UHC-32210-74	4177646397	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed
ENR-110414	ENR	Jason I Fisher	1943-08-05	UHC-51837-41	8717064323	1012 Camelback Rd, Austin, TX, 78793	0.80	Name re-cased Email lower-cased Gender normalised Whitespace trimmed
ENR-111362	ENR	Jacqueline Baker	1945-11-08	UHC-92956-55	4757607876	6071 Palm Dr, Atlanta, GA, 30360	0.80	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed
ENR-138832	ENR	Priya Hanson	1952-10-13	UHC-48608-12	3737923601	8028 Baseline Rd, Dallas, TX, 75236	0.80	Name re-cased Phone reformatted Member ID reformatted Gender normalised
ENR-114977	ENR	David S Wheeler	2001-06-07	UHC-39132-78	3569123248	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-136316	ENR	Sharon Rojas	1965-08-23	UHC-04644-40	9542659319	9578 Mesa Dr, Denver, CO, 80279	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
ENR-102851	ENR	Daniel G Obrien	1993-07-25	UHC-76069-44	9874367386	3776 Main St, Denver, CO, 80242	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-108658	ENR	Steven Lee	1966-06-25	UHC-11754-91	5219006161	8359 Mesa Dr, Plano, TX, 75064	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-136372	ENR	Gloria E Grant	1952-08-13	UHC-18393-21	6624198244	6583 Ridge Rd, Las Vegas, NV, 89187	0.80	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed
ENR-127766	ENR	Olivia N Vga	1940-08-25	UHC-07979-12	4563979226	3102 Highland Ave, Tempe, AZ, 85228	0.80	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased
ENR-133552	ENR	Priya B Berry	1967-10-14	UHC-44279-81	5122517146	958 Main St, Los Angeles, CA, 90005	0.80	Phone reformatted Member ID reformatted Gender normalised Placeholder values cleared
ENR-135282	ENR	James R Ross	1955-08-13	UHC-55032-39	8404105451	9009 Market St, Houston, TX, 77048	0.80	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed
ENR-126258	ENR	Linda R Daniels	1986-12-24	UHC-45701-16	2472473421	2200 Sunset Blvd, Eden Prairie, MN, 55327	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
ENR-133539	ENR	Priya Dean	1945-05-26	UHC-97670-53	6823689397	9490 Central Ave, Tempe, AZ, 85220	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
ENR-136552	ENR	Cheryl Wagner	1962-03-27	UHC-60739-16	3533484978	7207 Spring St, Dallas, TX, 75247	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed

7,326 rows, page 130 of 147Previous Next