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 “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-111753	ENR	Austin Johnston	2004-06-10	UHC-13663-84	3269066372	4118 Church St, Las Vegas, NV, 89196	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127175	ENR	Mari D Knight	2006-03-17	UHC-08266-58	2095519219	4553 Spring St, Glendale, AZ, 85393	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22509	PRV	Priya Ray	1985-09-26	UHC-69452-31	5644196221	727 Canyon Rd, Denver, CO, 80252	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428991	CLM	Heather Gomez	2001-11-26	UHC-98871-36	—	7113 Cedar Ln, Minneapolis, MN, 55435	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-402591	CLM	Martha Cox	1979-02-18	UHC-85585-18	9349076477	1474 Oak St, Columbus, OH, 43232	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-26047	PRV	Ahmed Q Muurray	2003-08-15	UHC-96357-86	7615711929	5856 Sunset Blvd, Eden Prairie, MN, 55339	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-140052	ENR	Sara Hicks	2001-12-23	UHC-24394-15	4745795639	2890 Mountain View Dr, Sacramento, CA, 95867	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62224	TPA	Zachary Fuller	1969-07-13	—	3919891906	3951 Market St, Eden Prairie, MN, 55323	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20781	PRV	Sanrda K Wallace	1943-05-15	—	6383857939	9327 Lincoln Way, Mesa, AZ, 85228	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-134298	ENR	Sean Crawford	1993-12-28	UHC-87115-68	7178395461	3979 River Rd, Charlotte, NC, 28276	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110891	ENR	Kayla Chen	1967-01-25	UHC-95675-57	2378351439	8289 Main St, Nashville, TN, 37244	0.64	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-426118	CLM	Brenda Wright	1976-02-10	UHC-18417-49	—	2852 Central Ave, Orlando, FL, 32835	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-103260	ENR	Matthew S Larson	1970-02-14	UHC-85218-52	7563970201	7614 Forest Ave, Denver, CO, 80238	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-127060	ENR	Lucia Vega	1962-02-03	UHC-18096-62	3203449877	5744 Spring St, Las Vegas, NV, 89168	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-20792	PRV	George Knight	1998-04-09	—	6864390158	7834 Canyon Rd, Los Angeles, CA, 90070	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20592	PRV	Santiago Banks	1956-06-22	—	—	3079 Highland Ave, Scottsdale, AZ, 85224	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-113816	ENR	Amber Mitchell	1943-11-14	UHC-14221-60	5199944051	8182 Ridge Rd, Sacramento, CA, 95855	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22528	PRV	William A Hayes	1986-09-28	UHC-40174-16	2172709195	5354 Maple Ave, Tampa, FL, 33690	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-402834	CLM	Isabella D Robertson	1986-03-18	UHC-58329-99	—	3669 Bayshore Dr, San Antonio, TX, 78252	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-57503	TPA	Valentina B Riley	1955-07-28	—	—	5027 Meadow Ln, Orlando, FL	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
CLM-423228	CLM	Joyce Evans	1958-08-12	—	3013811340	3579 Park Pl, San Diego, CA, 92108	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-138166	ENR	Jose H Robinson	2002-04-09	UHC-50740-97	3538913287	508 Broadway, Eden Prairie, MN, 55362	0.64	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-116233	ENR	Robert G Valdez	2000-10-21	UHC-32586-14	8906295975	1002 Elm St, Seattle, WA, 98111	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-24278	PRV	Donald Luna	1971-01-26	—	—	9766 Washington St, San Diego, CA, 92137	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402974	CLM	Fatima Webb	1964-11-20	—	—	2690 Desert Sky Blvd, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
TPA-57341	TPA	Danielle Hill	1995-12-09	—	—	1649 Desert Sky Blvd, Orlando, FL, 32812	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-411300	CLM	Kathryn Parker	1945-08-28	UHC-62847-12	2812101713	6159 Broadway, Orlando, FL	0.64	Date of birth reformatted Member ID reformatted Address re-cased ZIP missing+2 more
ENR-138078	ENR	Marc X Walsh	1997-07-05	UHC-37839-21	9878415044	—	0.64	Phone reformatted SSN last four extracted Gender normalised Plan code upper-cased+2 more
TPA-51139	TPA	Philip C McCoy	1991-08-25	—	—	7432 Camelback Rd, Denver, CO, 80242	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-133599	ENR	Jeffrey Howard	1986-12-07	UHC-77025-69	6842821472	4279 Palm Dr, Columbus, OH, 43287	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
TPA-61234	TPA	Laura Obrien	2000-08-16	—	—	3657 Desert Sky Blvd, Los Angeles, CA, 90029	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-403558	CLM	Dunn Arjun	1987-02-05	—	—	3720 Indian School Rd, Miami, FL, 33165	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
ENR-117575	ENR	Keith Z Gonzales	1971-04-03	UHC-47275-39	2347925896	703 Camelback Rd, Tampa, FL, 33677	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400717	CLM	Andrea Collins	1997-07-26	UHC-59606-22	—	7314 Mountain View Dr, Houston, TX, 77074	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-405864	CLM	Arthur Cole	2001-05-02	UHC-98978-15	6715417976	1857 Forest Ave, Miami, FL, 33174	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-402093	CLM	Natalie Graham	1969-01-02	UHC-06183-55	—	8770 Oak St, Jacksonville, FL, 32228	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-414530	CLM	Nicole Myers	1997-10-22	UHC-92949-48	—	1400 Union St, Eden Prairie, MN, 55355	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428230	CLM	Bryan Foster	2001-12-01	UHC-42145-76	4513496968	636 Ocean Ave, Fresno, CA, 93709	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430383	CLM	Karen Mitchell	1949-09-02	—	—	5453 Spring St, Los Angeles, CA, 90075	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417581	CLM	Henry Graham	1969-04-04	UHC-16030-05	8152633479	46 Grand Ave Apt 17, Plano, TX, 75023	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
TPA-53706	TPA	Bobby Jacobs	1942-09-25	—	—	1545 Jefferson Ave, San Antonio, TX, 78285	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-108618	ENR	Watler Y Matthews	1978-05-04	UHC-58063-11	2606754924	6009 Spring St Apt 28, San Antonio, TX, 78215	0.64	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
ENR-127320	ENR	Carol T Turner	1968-07-17	UHC-07012-53	3027430682	6068 Main St, Mesa, AZ, 85230	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-101989	ENR	Lauren Walsh	1959-03-17	UHC-01740-24	7089813352	6029 Highland Ave, Sacramento, CA, 95827	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-427848	CLM	Sean Mason	1981-04-12	—	8115006873	9549 Harbor Blvd, Chandler, AZ, 85230	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-120332	ENR	Eric Cole	1986-10-13	UHC-82550-35	7849853245	5747 Washington St, Dallas, TX, 75299	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428660	CLM	Kevn Rojas	1993-01-19	UHC-91709-03	—	7298 Oak St, Tampa, FL, 33674	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-21836	PRV	Janice Ells	1972-04-17	—	2313540359	8233 Valley View Dr, Seattle, WA, 98153	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-139007	ENR	Christopher B Aguilar	1942-08-10	UHC-60844-39	8485279686	9765 Valley View Dr, Sacramento, CA, 95884	0.64	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-121503	ENR	Bruce Phillips	1989-05-28	UHC-32256-98	3659749283	5407 Hillcrest Rd, Las Vegas, NV, 89110	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

16,828 rows, page 143 of 337Previous Next