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
TPA-58844	TPA	Samuel Alvarez	1939-10-18	—	—	7856 Highland Ave, Columbus, OH, 43282	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-425369	CLM	Juan Graham	1937-06-16	—	8819876906	4334 Harbor Blvd, Fresno, CA, 93733	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413711	CLM	Heather Perez	1961-11-18	UHC-55402-81	—	3546 Ridge Rd # 623, Chandler, AZ, 85209	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-413710	CLM	Heather Perez	1961-11-18	UHC-55402-81	—	3546 Ridge Rd # 623, Chandler, AZ, 85209	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-26492	PRV	Christina Graham	2000-01-21	UHC-41760-03	7554538929	6748 Camelback Rd, Jacksonville, FL, 32250	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-57325	TPA	Dylan Carroll	1991-03-20	—	—	4376 Central Ave, Phoenix, AZ, 85032	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-27793	PRV	Jennifer Murray	1949-07-08	—	3808337421	4105 Apache Blvd, Gilbert, AZ, 85268	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430420	CLM	Dennis Nelson	1992-09-02	UHC-45196-98	—	8076 Valley View Dr, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50910	TPA	Grag P Knight	1993-08-02	—	—	8500 Main St Apt 14, Austin, TX, 78740	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-61761	TPA	Charlotte Rogers	1996-03-20	—	9723574202	7069 Cedar Ln, Houston, TX, 77038	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129183	ENR	Omar C Obrien	1976-06-22	UHC-15358-31	5864108616	3990 Meadow Ln, Chandler, AZ, 85245	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-135179	ENR	Lori R Guzman	1957-01-14	UHC-40801-21	9249716506	8493 Washington St, San Diego, CA, 92122	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51779	TPA	Beverly Fuller	1940-08-02	—	2606091194	1857 Willow Ct, Minneapolis, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50595	TPA	Cynthia Hensen	1971-01-22	—	—	3524 Ridge Rd # 711, Jacksonville, FL, 32222	0.62	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
ENR-106996	ENR	Mateo Armstrong	1990-09-02	UHC-08356-33	2332896184	6290 Grand Ave, Columbus, OH, 43257	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-102940	ENR	Julie Fernandez	1978-03-03	UHC-84577-80	—	1216 Desert Sky Blvd, Atlanta, GA, 30382	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
TPA-56651	TPA	Teresa Harrison	2007-01-27	—	9753049752	1781 Harbor Blvd, San Antonio, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118969	ENR	Philip U Rivera	1993-06-03	UHC-89285-29	7729574457	9740 Sunset Blvd, Charlotte, NC, 28252	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-54383	TPA	Christian X Bowman	2007-09-01	—	5558767508	9778 Willow Ct # 486, Las Vegas, NV, 89171	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-62989	TPA	Eric Harper	2002-10-26	—	—	8687 Ocean Ave Apt 20, San Diego, CA, 92145	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-62299	TPA	Henry Nguyen	2002-03-18	—	4843109592	5080 Canyon Rd, Columbus, OH, 43273	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50238	TPA	Maria Chavez	1999-10-15	—	—	3624 Union St, Las Vegas, NV, 89105	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-104872	ENR	Elijah Hunt	1948-08-06	UHC-81346-28	5638914106	8491 Union St, Phoenix, AZ, 85058	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122492	ENR	Carolyn G Sanchez	2006-03-21	UHC-29227-75	2173085050	7679 Meadow Ln, Las Vegas, NV, 89145	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-62340	TPA	Jack J Taylor	1971-03-07	UHC-47608-49	5294633874	3243 Main St, Tampa, FL	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-426315	CLM	Alex Young	1952-05-28	UHC-08174-22	4902003656	5866 Main St, Plano, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107760	ENR	Valentina Owens	1978-09-17	UHC-20864-67	5964934896	3667 Desert Sky Blvd, Mesa, AZ, 85291	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-61988	TPA	Nathan Lawrence	1955-07-04	—	5932962649	6668 Park Pl, Eden Prairie, MN, 55393	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25613	PRV	Ashley Black	1979-05-21	UHC-06518-66	2949464773	9803 Harbor Blvd, Orlando, FL, 32838	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-136407	ENR	Barb Kim	2001-11-12	UHC-55893-69	9732999256	1784 Central Ave, Miami, FL, 33189	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430267	CLM	Anna Knight	1952-02-05	UHC-17139-80	4494658264	523 Valley View Dr, Sacramento, CA, 95866	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117708	ENR	Cynthia Ellis	1976-04-02	UHC-95330-90	—	2224 Church St, Plano, TX, 75078	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-403201	CLM	Joyce Hunt	1983-08-26	UHC-86921-20	2477112906	2307 Sage Ct, Phoenix, AZ, 85069	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22302	PRV	Benjmain R Taylor	1985-01-15	UHC-56897-70	5406899345	6028 Maple Ave, Houston, TX, 77028	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-115971	ENR	Mateo Johnston	1998-10-11	UHC-73042-62	7908124245	5560 Elm St, Mesa, AZ, 85294	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-57113	TPA	Amanda Washington	2000-07-01	—	—	2909 Spring St, Charlotte, NC, 28257	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-133923	ENR	Abigail Luna	1954-12-16	UHC-36079-65	7148549085	8942 Hillcrest Rd, Dallas, TX, 75230	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-61378	TPA	Doris Kelly	1957-03-07	—	3952726980	9827 Highland Ave, Seattle, WA, 98162	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101248	ENR	Amber Waalker	1993-08-19	UHC-76429-95	7785053188	6562 Elm St Apt 12, Orlando, FL, 32846	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-117836	ENR	Lauren D Fowler	1952-04-22	UHC-70815-91	9317575965	4464 Apache Blvd, Glendale, AZ, 85398	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422913	CLM	Kayla Mills	2007-04-02	—	8867856919	3905 Apache Blvd Apt 23, Miami, FL, 33131	0.64	Name re-cased Phone reformatted Unit split from street Gender normalised+2 more
ENR-129052	ENR	Billy R Collins	1941-06-06	UHC-88822-54	3167831430	1834 Mountain View Dr Apt 38, Austin, TX, 78762	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-59324	TPA	Omar Coleman	1979-12-02	—	2529204577	4576 Camelback Rd Apt 27, Sacramento, CA, 95816	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-132980	ENR	Teresa Allen	1973-07-23	UHC-50538-21	2094960000	2116 Park Pl, Dallas, TX, 75253	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120534	ENR	Jeffrey O Marquez	1980-10-08	UHC-29336-09	—	6346 Camelback Rd, Dallas, TX, 75262	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-29109	PRV	Yuik L Peters	1993-07-02	—	4433791540	7982 River Rd, Atlanta, GA, 30354	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412947	CLM	Kyle Phillips	1999-01-04	UHC-66079-97	—	2516 Harbor Blvd, Austin, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-120833	ENR	William Scott	1938-04-20	UHC-86572-89	9329670138	2049 River Rd, Dallas, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116087	ENR	Vincent X Vazquez	1970-12-02	UHC-50969-35	6068241208	532 Church St, Minneapolis, MN, 55426	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-417243	CLM	Joyce Santiago	2000-08-25	—	—	832 Highland Ave, Los Angeles, CA, 90008	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more

39,996 rows, page 162 of 800Previous Next