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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134035	ENR	Carl Clark	1964-10-03	UHC-07708-62	8978020594	8835 Apache Blvd, Glendale, AZ, 85355	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-134715	ENR	Bobby N Dean	1941-05-26	UHC-81117-27	4083330786	717 Valley View Dr, Jacksonville, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115364	ENR	Julia Y Weber	—	UHC-09690-48	2484848500	8937 Palm Dr, Seattle, WA, 98139	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-407780	CLM	Benjamin Wbb	1967-03-24	UHC-91181-73	—	9584 Hillcrest Rd, San Diego, CA, 92173	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-137792	ENR	Chris D Moreno	1982-03-18	UHC-90490-58	8139920653	7662 Cedar Ln, Seattle, WA, 98104	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425374	CLM	Drew D Berry	2003-04-08	UHC-83026-24	3414596311	2860 Market St, Nashville, TN, 37286	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24741	PRV	Jennifer Hayse	2004-01-09	UHC-67865-24	6818982160	314 Maple Ave, Phoenix, AZ, 85021	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104615	ENR	Jerry Dunn	—	UHC-07648-70	5796312993	5051 Ridge Rd, Dallas, TX, 75270	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-114513	ENR	Sophia T Nunez	1976-11-07	UHC-45080-80	3096830015	6284 Maple Ave, Scottsdale, AZ, 85213	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132885	ENR	Elizabeth W Richardson	1994-01-12	UHC-10396-69	—	7983 Park Pl, Sacramento, CA, 95858	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-425821	CLM	Santiago Price	1955-09-15	UHC-44765-45	—	6407 Bayshore Dr, Orlando, FL, 32879	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-141192	ENR	Michael Johnson	1991-03-07	UHC-54027-41	7854458153	56 Church St, Plano, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100105	ENR	Natalie Salazar	1957-02-22	UHC-30096-44	—	2985 Canyon Rd, Chandler, AZ, 85242	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-61542	TPA	George Daniels	1951-09-11	—	6029438891	8278 Central Ave Apt 26, Las Vegas, NV, 89187	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-125485	ENR	Janice E Cunningham	1973-06-02	UHC-38763-55	4502687904	721 Union St, Glendale, AZ, 85334	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-400892	CLM	Amber Johnston	1946-08-06	—	—	1914 Maple Ave, Atlanta, GA, 30303	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-136145	ENR	Fatima Warren	1943-01-18	UHC-57298-39	5983363300	9247 Oak St, Minneapolis, MN, 55453	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139469	ENR	Amy V Butler	1959-06-20	UHC-35018-52	4196633809	1003 Harbor Blvd, Tucson, AZ, 85753	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130721	ENR	Billy A Watkins	1990-11-07	UHC-49351-53	5172848724	4593 River Rd, Las Vegas, NV, 89153	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55923	TPA	Mark Gutierrez	1973-08-10	—	2768867944	9527 Mesa Dr, Los Angeles, CA, 90069	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416591	CLM	Randy Greene	1995-03-22	UHC-51031-14	7476614093	8745 Baseline Rd, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-56523	TPA	Cyntia Jensen	1959-05-28	—	2685969803	454 Apache Blvd, Columbus, OH, 43277	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
CLM-423899	CLM	Mateo Chapman	1975-10-13	UHC-11485-33	—	8884 Mountain View Dr, Austin, TX, 78790	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112012	ENR	Emma Carter	1943-02-15	UHC-30598-22	9209783981	2898 Church St, Austin, TX, 78758	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410918	CLM	Ashley Espinoza	1995-03-07	UHC-29663-82	5978885504	4517 Ocean Ave, Glendale, AZ, 85308	0.62	Name re-cased Phone reformatted Member ID reformatted State name converted to code+3 more
TPA-52642	TPA	Lori Stevens	1966-06-13	—	—	8079 Sunset Blvd, Las Vegas, NV, 89113	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418452	CLM	Julia Jackson	1986-05-03	UHC-00538-03	—	9856 Maple Ave, San Antonio, TX, 78252	0.62	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+3 more
CLM-424200	CLM	Jacob B Wood	1989-04-24	UHC-23540-39	—	1377 Willow Ct, Scottsdale, AZ, 85204	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-414469	CLM	Elizabeth Santiago	2002-01-27	UHC-41576-25	—	8741 Palm Dr, Tempe, AZ, 85282	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-425385	CLM	Roger V Warren	1962-09-09	UHC-99655-23	2674836157	6569 Mountain View Dr, Nashville, TN, 37282	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-27523	PRV	Stephen Webb	1950-06-21	—	7028641262	7464 Canyon Rd, Minneapolis, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26331	PRV	Ronald Guerrero	1953-09-22	—	—	8347 Market St, Scottsdale, AZ, 85262	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-126741	ENR	Raymond Mills	1957-05-17	UHC-11438-15	4986616054	5768 Forest Ave, Eden Prairie, MN, 55355	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-424079	CLM	Lucia E Padilla	—	—	7774201493	1051 Maple Ave, Columbus, OH, 43298	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
CLM-427730	CLM	Susan Graham	1966-04-08	UHC-42834-64	3493906093	9569 Hillcrest Rd, Phoenix, AZ, 85022	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20404	PRV	Ablert Clark	1977-05-15	UHC-36686-91	8862532948	7039 Apache Blvd, Eden Prairie, MN, 55330	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110204	ENR	Benjamin R Taylor	1985-01-15	UHC-56897-70	5406899345	6028 Maple Ave, Houston, TX, 77028	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-141614	ENR	Harold Y Alvarado	1974-10-05	UHC-97987-12	4247622889	2637 Church St, San Antonio, TX, 78216	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-116331	ENR	Susan Clark	1983-12-06	UHC-41538-04	4646232642	9001 River Rd, Houston, TX, 77035	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55289	TPA	Karen Obrien	1951-02-28	—	—	9506 Highland Ave, Atlanta, GA	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-414156	CLM	Danny Benett	2008-08-12	UHC-66829-88	—	9592 Market St, Glendale, AZ, 85308	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
TPA-52922	TPA	Harold Vega	1946-06-06	—	6169594956	9470 Highland Ave, Orlando, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102761	ENR	Diana T Herrera	1963-06-23	UHC-29988-99	3056230488	2719 Spring St, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141667	ENR	Diego Larsun	—	UHC-84199-26	5383557504	4740 Desert Sky Blvd, San Antonio, TX, 78245	0.62	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
CLM-423840	CLM	Noah Ortiz	1988-06-04	—	6593427028	3793 Park Pl, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425413	CLM	Sean Perkins	1943-10-17	UHC-05438-97	8696495934	2758 Harbor Blvd, Mesa, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106615	ENR	Amber K Vargas	1985-01-01	UHC-53395-28	4279148014	2261 Central Ave, Jacksonville, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20301	PRV	Emily Mejia	1976-04-16	UHC-14207-80	2842861564	9063 Hillcrest Rd, Dallas, TX, 75252	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414854	CLM	Donald Gonzales	2006-10-09	UHC-12549-84	9435833336	179 Forest Ave, Jacksonville, FL, 32280	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29554	PRV	Bruce Bennett	1966-04-06	—	2022203023	1262 Union St, Miami, FL, 33108	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

39,996 rows, page 117 of 800Previous Next