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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22498	PRV	Marshall J Christian	1994-01-04	UHC-58093-69	8485091616	5719 Sunset Blvd Apt 37, Minneapolis, MN, 55478	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-24480	PRV	Betty W Romero	1970-01-02	UHC-86415-53	5552874995	5730 Union St # 903, Tucson, AZ, 85777	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-141284	ENR	Denise D Pena	2001-09-06	UHC-12515-52	6838444648	5007 Pine Dr # 754, Miami, FL, 33107	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-142183	ENR	Peggy A Sullivan	2005-04-17	UHC-11975-47	2349254587	6599 Valley View Dr Apt 6, Chandler, AZ, 85267	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-133495	ENR	Barbara T Johnston	1990-12-20	UHC-77608-21	2573931456	6135 Ridge Rd # 254, Glendale, AZ, 85389	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-109257	ENR	Christian Burke	1965-03-07	UHC-53263-58	7704580115	1128 Canyon Rd # 361, Tampa, FL, 33655	0.64	Two-digit birth year Phone reformatted Unit split from street Email lower-cased+2 more
PRV-21777	PRV	Mark Foster	1939-07-22	—	9846263981	4474 Sage Ct Apt 34, Fresno, CA, 93713	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-121548	ENR	John L Anderson	1967-04-13	UHC-74807-02	5188578800	9872 Ocean Ave # 161, Phoenix, AZ, 85087	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
ENR-119667	ENR	Randy F Singh	1989-05-12	UHC-68184-37	9439908407	9754 Central Ave # 436, Phoenix, AZ, 85000	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-103185	ENR	Sara T Wber	2000-05-06	UHC-98824-97	7399993431	6301 Central Ave # 181, San Diego, CA, 92184	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-133208	ENR	Victoria G Wallace	1984-12-10	UHC-87769-83	6806108558	2975 Cedar Ln Apt 26, Denver, CO, 80204	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-421901	CLM	Alexis Price	1958-09-09	UHC-80433-48	—	1324 Main St # 244, Scottsdale, AZ, 85248	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-406069	CLM	Dorothy Olson	1969-01-05	UHC-97175-16	2069832084	6538 Forest Ave Apt 19, San Antonio, TX, 78248	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
PRV-20349	PRV	Eugene Dean	1963-10-24	—	7625742131	1762 Oak St # 953, Scottsdale, AZ, 85211	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-60045	TPA	Zachary Greene	1992-12-26	UHC-69793-13	—	3732 Palm Dr # 883, Los Angeles, CA, 90067	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-427047	CLM	Hiroshi A Martinez	1993-08-16	UHC-21659-34	8992714513	6792 Valley View Dr Apt 2, Fresno, CA, 93756	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-410407	CLM	Christine James	1949-11-18	—	—	4126 Highland Ave Apt 9, Austin, TX, 78717	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-408908	CLM	Jose D Crafword	1991-06-13	—	—	2181 Willow Ct # 513, Chandler, AZ, 85241	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-118487	ENR	Lawrence Schmidt	1990-05-09	UHC-90678-16	7047864533	7922 Oak St # 485, Seattle, WA, 98106	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-20132	PRV	Amenda H Campbell	1953-03-03	—	6556455375	2081 Park Pl Apt 20, Columbus, OH, 43220	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-105250	ENR	Sandra G Scott	1962-04-20	UHC-95286-62	4676828569	3181 Lake View Rd # 968, Tempe, AZ, 85294	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-413991	CLM	Gabriel Luna	1959-09-13	UHC-01468-90	8934771411	3187 Oak St Apt 13, San Antonio, TX, 78278	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-112093	ENR	Ronald D Armstrong	1966-05-10	UHC-28796-71	8932135891	9818 Washington St Apt 12, Columbus, OH, 43262	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
PRV-22273	PRV	Harold D Mitchell	2005-12-08	—	4378038460	5445 Union St Apt 23, Los Angeles, CA, 90049	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-58249	TPA	Gray Brown	1950-01-24	—	—	5247 Jefferson Ave # 286, Tucson, AZ, 85789	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-51221	TPA	Martha Chapman	1947-11-06	—	5645129782	6938 Lincoln Way Apt 5, Seattle, WA, 98146	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-28517	PRV	Frank Scott	1988-11-22	UHC-44570-96	9323558609	2437 Highland Ave Apt 36, Dallas, TX, 75249	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-142766	ENR	Melissa R Allen	1954-02-25	UHC-41301-70	8376521130	9662 Main St Apt 12, Chandler, AZ, 85284	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-102491	ENR	Arthur Z Ford	1951-11-04	UHC-94934-50	7696039290	784 Meadow Ln Apt 18, Tucson, AZ, 85780	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
CLM-429395	CLM	Alexis Price	1997-10-10	UHC-53316-85	2034729259	300 Bayshore Dr # 703, Atlanta, GA, 30358	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-124101	ENR	Pamela Bryant	1960-03-17	UHC-85849-44	6159289513	609 Lake View Rd # 154, Los Angeles, CA, 90019	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-138453	ENR	Katheine Powell	1977-11-09	UHC-75290-93	9776280274	187 Washington St # 962, Los Angeles, CA, 90069	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-137314	ENR	Virginia Maldonado	1970-11-25	UHC-65188-99	6377741635	2323 Lincoln Way # 370, Eden Prairie, MN, 55388	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
ENR-134272	ENR	Albert V Dominguez	1961-08-27	UHC-16125-24	3893227612	3883 Canyon Rd # 141, Sacramento, CA, 95819	0.64	Phone reformatted Member ID reformatted Unit split from street City re-cased+2 more
ENR-127673	ENR	Brittany Rose	1989-10-15	UHC-94836-79	5692397338	4135 Hillcrest Rd # 507, Eden Prairie, MN, 55392	0.64	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+2 more
ENR-142158	ENR	Andrew P Jacobs	1990-12-11	UHC-94590-96	—	5166 Highland Ave Apt 24, Austin, TX, 78720	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-428313	CLM	Andrew M McCoy	1985-06-03	—	—	343 Pine Dr Apt 22, Tempe, AZ, 85210	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-54646	TPA	Roegr X Johnston	1996-03-06	—	—	1206 Desert Sky Blvd # 822, Miami, FL, 33120	0.64	Name re-cased Date of birth reformatted Unit split from street Gender normalised+2 more
ENR-122372	ENR	Daniel X Jimenez	1959-01-18	UHC-38087-84	2503385724	5471 Sage Ct # 324, Eden Prairie, MN, 55340	0.64	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more
CLM-426191	CLM	Rebecca Hoffman	1965-07-25	—	6915617525	218 Apache Blvd # 191, Las Vegas, NV, 89176	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-102578	ENR	Julia D Banks	1999-05-12	UHC-28147-69	—	2452 Canyon Rd # 356, Fresno, CA, 93763	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-131752	ENR	Julia H Ryan	1955-06-12	UHC-35022-68	7693142904	5279 Canyon Rd Apt 19, Mesa, AZ, 85202	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-20427	PRV	Willie Valdez	1943-12-12	UHC-40042-33	5905463036	4034 River Rd # 898, Minneapolis, MN, 55475	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-128245	ENR	Helen Williams	1996-06-22	UHC-06869-63	7898098614	6789 Canyon Rd Apt 20, Houston, TX, 77046	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-100754	ENR	Diego E Sanchez	1964-02-07	UHC-13365-28	5905475100	9567 Park Pl Apt 25, Charlotte, NC, 28231	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
TPA-58139	TPA	Jack Y Dunn	2007-02-20	—	—	414 Broadway Apt 40, Nashville, TN, 37216	0.64	Name re-cased Unit split from street Email lower-cased Gender normalised+2 more
CLM-419811	CLM	Victoria Harper	1955-09-05	UHC-33397-25	6304272018	3308 Baseline Rd # 811, Phoenix, AZ, 85089	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-411033	CLM	Alice Jamas	—	UHC-50230-34	—	1005 Forest Ave # 764, Phoenix, AZ, 85036	0.64	Name re-cased Date of birth unreadable Member ID reformatted Unit split from street+2 more
TPA-50743	TPA	Larry Porter	1995-06-19	—	—	2951 Indian School Rd Apt 5, San Antonio, TX, 78212	0.64	Date of birth reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
CLM-410338	CLM	Evelyn McDonald	1960-11-01	—	—	1973 Sage Ct # 459, Chandler, AZ, 85242	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more

6,994 rows, page 86 of 140Previous Next