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
ENR-119530	ENR	Arjun L Ward	1980-04-04	UHC-23650-47	3409287056	535 Willow Ct Apt 26, Denver, CO, 80212	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-403308	CLM	Hannah Mendoza	1995-08-01	—	2909254756	7245 Baseline Rd # 382, Chandler, AZ, 85224	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-415840	CLM	Judy Franklin	1940-09-15	UHC-60428-87	4824037730	7597 Sage Ct # 191, Atlanta, GA, 30322	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-28278	PRV	Shirley Media	1939-03-28	UHC-90535-74	2946985847	902 Elm St Apt 24, Glendale, AZ, 85336	0.64	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
PRV-25759	PRV	Carl L Castro	1997-08-13	—	7056109115	3675 Lake View Rd # 534, Plano, TX, 75019	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-415041	CLM	Ronald Evans	1987-01-25	—	—	8732 Meadow Ln # 417, Gilbert, AZ, 85296	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-122724	ENR	Carolyn F Munoz	1980-10-27	UHC-01180-77	5032763388	9026 Maple Ave # 138, San Antonio, TX, 78219	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-20380	PRV	Donald Brown	2008-05-16	—	5009602474	5701 Spring St # 367, Jacksonville, FL, 32207	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-403937	CLM	Jerry W Vasquez	2000-12-19	UHC-81842-70	—	3137 Willow Ct # 888, Fresno, CA, 93701	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-60229	TPA	Michelle Medez	1967-12-20	—	6002380164	1553 Hillcrest Rd # 913, Sacramento, CA, 95820	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-427607	CLM	Richard A Lawrence	1953-06-20	UHC-05636-56	—	7375 Sage Ct # 614, Eden Prairie, MN, 55371	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-23256	PRV	Janice Park	2004-10-23	—	9408837778	3497 Mountain View Dr # 811, Scottsdale, AZ, 85260	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-20660	PRV	Linda Bowman	1978-04-25	UHC-84271-43	3676944980	1878 Indian School Rd # 201, Chandler, AZ, 85263	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-118091	ENR	Rogger Stewart	1968-02-21	UHC-97026-67	9217988735	6205 Sage Ct Apt 22, Scottsdale, AZ, 85226	0.64	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
ENR-114226	ENR	Dylan I Larson	1965-12-16	UHC-23758-98	3596608439	2961 Palm Dr # 826, Atlanta, GA, 30376	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-136556	ENR	Ana Y Barnes	1983-04-19	UHC-47145-41	—	4649 Pine Dr Apt 10, Columbus, OH, 43286	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-26405	PRV	Adam Espinoza	2002-01-22	UHC-31431-03	2726610944	344 Palm Dr # 785, Charlotte, NC, 28268	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-20292	PRV	Catherine Hoffman	1949-01-28	—	4744385613	5813 Indian School Rd # 831, San Diego, CA, 92113	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107929	ENR	Wayne I Campbell	2000-09-17	UHC-51857-28	8026376472	9725 Desert Sky Blvd Apt 37, Columbus, OH, 43230	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-105644	ENR	Eugenne J Delgado	1970-03-25	UHC-54477-15	5409742302	4758 Main St Apt 2, Tampa, FL, 33684	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-107468	ENR	Peter C Gardner	1974-08-05	UHC-38763-95	6549614849	9174 Lake View Rd # 756, Orlando, FL, 32807	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-408198	CLM	Kathleen Wagner	1990-12-17	UHC-97845-16	7716306860	9711 Spring St Apt 18, Tampa, FL, 33653	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-106265	ENR	Mateo Moreno	1978-11-16	UHC-39345-31	8803021053	2119 Jefferson Ave Apt 27, Orlando, FL, 32884	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-113314	ENR	Theresa Roberts	1951-02-05	UHC-10775-37	3672731143	432 Ocean Ave Apt 29, Gilbert, AZ, 85226	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-139217	ENR	Kyle M Contreras	1962-06-10	UHC-17396-44	5368965463	7575 Canyon Rd # 830, Denver, CO, 80251	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-60376	TPA	Harold Franklin	1980-02-23	—	8705539675	8586 Sage Ct # 900, Scottsdale, AZ, 85291	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-135914	ENR	Andy X Young	1955-04-06	UHC-82178-32	7052620263	2283 Indian School Rd # 441, Gilbert, AZ, 85214	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-432528	CLM	Amber Salazar	1995-06-04	UHC-48415-05	—	5289 Jefferson Ave Apt 30, Atlanta, GA, 30368	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-404459	CLM	Kelly Baker	2006-08-28	—	—	4218 Sunset Blvd # 126, San Diego, CA, 92180	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-117177	ENR	Linda Gordon	1974-05-07	UHC-71410-38	8497318412	4793 Sunset Blvd # 147, Houston, TX, 77044	0.64	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
TPA-54802	TPA	Angela Vargas	1955-09-02	—	7776972854	3465 Forest Ave Apt 13, Scottsdale, AZ, 85266	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-140914	ENR	Don Price	1990-06-06	UHC-98398-01	4618792627	1458 Oak St # 770, San Antonio, TX, 78291	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-109091	ENR	David W Lee	1961-01-02	UHC-73882-26	5885345140	997 Desert Sky Blvd Apt 14, Mesa, AZ, 85284	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-431621	CLM	Virginia Medina	2005-07-18	UHC-77003-34	7252852932	8811 Camelback Rd Apt 7, Chandler, AZ, 85258	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-102877	ENR	Andrew Ward	1982-09-22	UHC-07332-28	6063521831	4051 Pine Dr # 921, Plano, TX, 75005	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-127798	ENR	Roy Fowler	2002-09-28	UHC-26321-54	4599217744	6743 Apache Blvd # 496, Austin, TX, 78779	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
TPA-57036	TPA	Lori George	1947-08-05	—	—	6812 Broadway # 590, Tempe, AZ	0.64	Name re-cased Unit split from street Address re-cased ZIP missing+2 more
TPA-62688	TPA	Isabella Waang	1990-08-06	—	—	600 Church St # 193, Minneapolis, MN, 55433	0.64	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
TPA-60883	TPA	Joyce Sanchez	1966-10-24	—	—	2620 Market St # 661, Las Vegas, NV, 89104	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-60884	TPA	Joyce Sanchez	1966-10-24	—	—	2620 Market St # 661, Las Vegas, NV, 89104	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-426439	CLM	Christopher Burke	1960-05-08	UHC-49095-58	—	9054 Cedar Ln # 783, Denver, CO, 80243	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-117873	ENR	Dainel F Hamilotn	1965-06-09	UHC-34827-73	8657354992	7726 Park Pl # 466, Nashville, TN, 37200	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
TPA-54323	TPA	Laura Harrison	1977-08-02	—	5462338471	8033 Apache Blvd # 384, Austin, TX, 78772	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107636	ENR	Scott Y Murphy	1972-02-20	UHC-06778-81	9566586171	6185 Church St Apt 34, Tampa, FL, 33694	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-408767	CLM	Amy Young	1955-08-07	—	5853753072	1598 Pine Dr Apt 23, Tucson, AZ, 85784	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-141757	ENR	Sara King	2006-10-01	UHC-37656-05	7775659502	5928 Main St # 664, Gilbert, AZ, 85223	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-419337	CLM	Fatima Espinoza	1987-11-15	—	—	27 Central Ave Apt 1, Miami, FL, 33180	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-136651	ENR	Laura N Wagner	1965-11-27	UHC-30017-27	—	7724 Lincoln Way # 851, Charlotte, NC, 28246	0.64	Name re-cased Unit split from street City re-cased State name converted to code+2 more
CLM-431362	CLM	Nicole Gonzales	1941-02-13	UHC-80545-64	—	4175 Forest Ave # 860, Orlando, FL	0.64	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+2 more
CLM-416461	CLM	Jonathan H Mason	1958-03-06	—	2557387009	8561 Mesa Dr Apt 29, Minneapolis, MN, 55467	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more

6,994 rows, page 76 of 140Previous Next