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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-53407	TPA	Gabriel Washington	1964-10-07	—	—	7013 Spring St Apt 7, Mesa, AZ, 85252	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
ENR-120496	ENR	Emma Perkins	1946-06-15	UHC-34856-35	—	683 Union St Apt 26, Austin, TX, 78728	0.38	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-116104	ENR	Noah Y Welch	1978-12-12	UHC-89604-28	8893605124	4394 Pine Dr, Denver, CO, 80245	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-420997	CLM	Nicole Snyder	1988-07-06	UHC-47909-54	—	6336 Spring St, San Antonio, TX	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-140916	ENR	Ethan Y Thompson	1939-03-09	UHC-90196-95	8049026240	1975 Desert Sky Blvd Apt 39, Glendale, AZ, 85312	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-139262	ENR	Danielle E Young	2004-09-22	UHC-09608-97	9798198386	5918 Baseline Rd, Sacramento, CA, 95811	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted State name converted to code+3 more
ENR-125427	ENR	Mason Cunningham	1994-06-09	UHC-61288-67	—	5701 Apache Blvd, San Diego, CA, 92112	0.38	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-103239	ENR	Priya N Phillips	1940-01-02	UHC-10701-47	7499608220	6123 Apache Blvd, Columbus, OH, 43243	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-130631	ENR	Evelyn Mendez	1978-12-23	UHC-76939-77	6123965463	1285 Sage Ct, Gilbert, AZ, 85232	0.42	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+7 more
ENR-118522	ENR	Matthew Sullivan	1959-03-27	UHC-21478-31	5767014173	1146 Indian School Rd Apt 1, Glendale, AZ	0.42	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+7 more
ENR-112503	ENR	Jonathan G Bowman	2001-09-03	UHC-40062-05	9865520170	54 Grand Ave Apt 7, Miami, FL	0.44	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+6 more
ENR-124366	ENR	Keith N Simpson	—	UHC-20710-22	7635683456	6732 Church St, Fresno, CA, 93776	0.44	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+6 more
ENR-130640	ENR	Victoria G Kelly	2006-06-13	UHC-05223-49	6567726359	3470 Park Pl, Scottsdale, AZ, 85267	0.44	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+6 more
ENR-120680	ENR	Margaret Bailley	1998-02-27	UHC-26153-91	—	3713 Cedar Ln, Gilbert, AZ	0.44	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+6 more
PRV-28193	PRV	Jeffrey Nelson	1962-10-20	UHC-95285-40	3324379864	1426 Camelback Rd, Sacramento, CA, 95828	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-132620	ENR	Nancy Z Rios	1978-08-03	UHC-35917-23	6233587537	5048 Hillcrest Rd, Jacksonville, FL, 32223	0.44	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+6 more
ENR-105768	ENR	Jeremy Chapman	1985-12-26	UHC-44520-76	3586643307	5814 Forest Ave, Miami, FL, 33159	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-27018	PRV	Benjamin Cox	1983-03-07	UHC-68145-78	4019548847	2173 Main St, San Antonio, TX, 78230	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
CLM-415276	CLM	Camila Brown	1951-11-17	UHC-87174-49	6099803556	3113 Forest Ave, Orlando, FL, 32832	0.44	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+6 more
ENR-128740	ENR	VincentJunk	1990-12-24	UHC-51856-42	9089137181	8425 Jefferson Ave, Nashville, TN, 37245	0.44	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+6 more
ENR-117815	ENR	Sophia Hill	1975-08-12	UHC-72031-89	2908416465	4128 Spring St # 237, Denver, CO, 80218	0.44	Name re-cased Phone reformatted Member ID reformatted Unit split from street+6 more
ENR-135864	ENR	Emily C Dominguez	1985-10-01	UHC-30743-93	5233103106	4578 Pine Dr, Jacksonville, FL, 32253	0.44	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+6 more
PRV-21725	PRV	Noah Pena	1977-02-21	—	7034408565	9475 Canyon Rd, Fresno, CA	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-127264	ENR	Carol X Rogers	1973-06-14	UHC-29452-56	6437676642	6820 Hillcrest Rd, Minneapolis, MN, 55427	0.44	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+6 more
ENR-127999	ENR	Alan Lynch	1993-06-03	—	8462609334	8507 Bayshore Dr, Tampa, FL, 33662	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-426990	CLM	Martah P Jenkins	—	UHC-38108-73	2944769082	8650 Apache Blvd Apt 4, Sacramento, CA, 95821	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
ENR-134939	ENR	Willie Franklin	1974-09-24	UHC-39455-06	—	5953 Bayshore Dr, Dallas, TX, 75226	0.46	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+5 more
CLM-419750	CLM	Gerald Maldonado	1946-04-17	—	—	3295 Pine Dr # 915, Charlotte, NC	0.46	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
CLM-404575	CLM	Judith Carroll	1939-03-06	UHC-51003-01	2202538358	9103 Church St, Phoenix, AZ, 85075	0.46	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-139448	ENR	Harold Lewis	1983-03-15	UHC-81818-96	4272662732	6789 Elm St Apt 9, Atlanta, GA, 30321	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-110421	ENR	Tyler Oliver	1988-04-04	UHC-80744-56	2365774009	3506 Lincoln Way, San Diego, CA, 92139	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-123489	ENR	Kelly K Park	2003-01-04	UHC-31870-54	2154662801	2146 Willow Ct, Jacksonville, FL, 32278	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-119326	ENR	Evelyn Burns	1991-10-17	UHC-64453-70	—	4461 Spring St, Tampa, FL, 33671	0.46	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+5 more
ENR-120123	ENR	Amy F Baker	1967-05-15	UHC-44725-60	6939921271	4115 Palm Dr, Chandler, AZ, 85223	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-108228	ENR	Shirley V Watson	1942-01-18	UHC-42611-87	—	5102 Main St, Austin, TX, 78707	0.46	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+5 more
PRV-20936	PRV	Gary Palmer	1948-08-24	—	7318882464	4655 Meadow Ln, Los Angeles, CA, 90091	0.46	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+5 more
PRV-27711	PRV	Kelly Carlson	—	—	5609476747	4379 Palm Dr Apt 19, Jacksonville, FL, 32281	0.46	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+5 more
ENR-134771	ENR	Alan Smith	2004-11-04	UHC-62253-64	9226668786	8017 Highland Ave, Glendale, AZ, 85346	0.46	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-127192	ENR	Mary G Nunez	1967-06-23	UHC-30029-90	4078082756	326 Willow Ct, Houston, TX, 77049	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-417542	CLM	Jacob Cooper	1976-06-10	UHC-40451-39	9829574303	7873 Jefferson Ave # 788, San Diego, CA, 92167	0.46	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-134131	ENR	Alexander N Marquez	1978-08-01	UHC-84217-49	6996762498	8121 Park Pl, Denver, CO, 80215	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-142576	ENR	Zachary X Maldonado	1967-10-02	UHC-32396-94	3883900597	1940 Desert Sky Blvd Apt 7, Fresno, CA, 93714	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-105490	ENR	Austin X Grant	1947-04-20	UHC-51653-67	2097630263	3805 Central Ave, Atlanta, GA	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-108462	ENR	DJunk	1950-03-04	UHC-22102-23	—	8121 Camelback Rd, Jacksonville, FL, 32223	0.46	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+5 more
CLM-410539	CLM	Janet Wood	—	UHC-90445-01	4788274782	230 Ocean Ave, Phoenix, AZ, 85070	0.46	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+5 more
ENR-108215	ENR	Eugene P Freeman	1938-02-14	—	2019155824	8811 Sage Ct, Scottsdale, AZ	0.46	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+5 more
CLM-432822	CLM	Margaret Patel	1991-06-28	UHC-64158-82	—	6042 Hillcrest Rd Apt 27, Austin, TX	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-113205	ENR	Debra Rojas	1943-07-15	UHC-41714-20	7817565985	8068 Meadow Ln, Tampa, FL, 33688	0.46	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+5 more
ENR-116159	ENR	Christopher A Rivera	1982-06-16	UHC-38401-49	—	7584 Grand Ave, Tucson, AZ	0.46	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+5 more
ENR-139027	ENR	Richard Olson	1957-09-12	UHC-22683-75	—	9564 Pine Dr Apt 8, Austin, TX, 78723	0.46	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+5 more

3,278 rows, page 2 of 66Previous Next