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
PRV-27799	PRV	Gerald K Robertson	1945-09-20	—	3807900615	2789 Palm Dr, Phoenix, AZ, 85083	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128859	ENR	Roy G Willis	1996-05-27	UHC-62931-06	8757766344	7433 Indian School Rd, Miami, FL, 33101	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-26077	PRV	Maria W Romero	1964-03-15	UHC-35666-67	8954560231	4347 Willow Ct Apt 31, Dallas, TX, 75275	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
CLM-427830	CLM	Wayne Z Cruz	1965-09-07	—	4784311718	5670 Indian School Rd, Seattle, WA, 98179	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103348	ENR	Emma A Perez	1997-09-25	UHC-52568-47	5022144702	5635 Oak St, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423999	CLM	Frank Richards	1983-06-28	—	3834850609	7748 Meadow Ln, Jacksonville, FL, 32201	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50489	TPA	Hannah Padilla	1982-06-18	UHC-70306-47	—	1746 Spring St, Dallas, TX	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-51326	TPA	Denise Bennett	2003-06-18	—	—	3143 Mountain View Dr, Denver, CO, 80286	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-116467	ENR	Carlos Y Guerrero	1960-03-11	UHC-84016-21	6975859369	53 Grand Ave, Gilbert, AZ, 85241	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408440	CLM	Ralph Carpenter	1967-06-11	—	7894909266	9818 Baseline Rd, Jacksonville, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103398	ENR	Helen Allen	1961-06-07	UHC-39252-84	9865520656	1340 Main St, Tucson, AZ, 85732	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-62130	TPA	Samuel Romero	1939-09-27	—	7485128467	5854 Bayshore Dr, Mesa, AZ	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-409390	CLM	Jonathan Gardner	1959-12-22	—	2607069786	4766 Canyon Rd, Dallas, TX, 75244	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54632	TPA	Harold Rojas	—	—	—	1296 Forest Ave, San Antonio, TX, 78283	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-140535	ENR	Boyd Sara	1989-11-16	UHC-00830-94	8828356136	3848 Bayshore Dr, Las Vegas, NV, 89101	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426994	CLM	Harold Matthews	1967-11-23	UHC-47451-76	8814601146	1371 Elm St # 725, Nashville, TN, 37212	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-414201	CLM	Santiago Black	1982-03-02	UHC-79415-28	—	1674 Meadow Ln, Miami, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-116069	ENR	Mark U Tran	1961-04-26	UHC-77913-35	7622754588	427 Washington St, San Diego, CA, 92164	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408464	CLM	Amber G Perez	1969-03-01	UHC-63575-65	—	2888 Mesa Dr, Mesa, AZ, 85218	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410856	CLM	Susan Burke	1985-02-25	UHC-70463-11	2824228292	4081 Oak St, Mesa, AZ, 85266	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410857	CLM	Susan Burke	1985-02-25	UHC-70463-11	2824228292	4081 Oak St, Mesa, AZ, 85266	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133577	ENR	Alexis O Vasquez	1968-08-12	UHC-44563-43	7719250588	6026 Ocean Ave, Chandler, AZ, 85241	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-133578	ENR	Alexis O Vasquez	1968-08-12	UHC-44563-43	7719250588	6026 Ocean Ave, Chandler, AZ, 85241	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
TPA-62849	TPA	Justin Ruiz	1971-06-17	—	—	4303 Grand Ave, Las Vegas, NV, 89134	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-128719	ENR	Helen Mills	1972-02-09	UHC-72226-56	6919339184	8254 Cedar Ln, San Diego, CA, 92127	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
TPA-55363	TPA	Emma Simmons	2001-06-02	—	—	1515 Cedar Ln, Austin, TX, 78781	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-424493	CLM	Ryan Ramirez	—	UHC-68274-91	2413339116	2106 Cedar Ln, Sacramento, CA, 95845	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-403533	CLM	Mateo Kim	1983-07-15	—	4143974812	1057 Mountain View Dr, Atlanta, GA, 30338	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22261	PRV	Samantha L Nelson	1986-06-05	—	3894137288	5634 Bayshore Dr, Sacramento, CA, 95855	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408497	CLM	Judy Wells	2007-04-08	—	—	7975 Elm St, Eden Prairie, MN, 55372	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-401314	CLM	Ahmed Schultz	2005-09-27	—	6079607108	6157 Hillcrest Rd, Las Vegas, NV	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-134240	ENR	Arjun Bradley	2006-08-16	UHC-09600-58	9807022600	3080 Valley View Dr # 905, Chandler, AZ, 85273	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-121058	ENR	Arthur R Jones	1952-10-25	UHC-47132-05	6917133101	6332 Camelback Rd, Tucson, AZ, 85705	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-408606	CLM	Jonathan Ward	2003-10-01	—	7866840720	5264 Mesa Dr, San Antonio, TX, 78280	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110142	ENR	Raymond Banks	2004-07-09	UHC-53680-51	8823434683	2102 Central Ave # 626, Denver, CO, 80236	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-50159	TPA	Helen Luna	1955-01-13	—	3878653496	6305 Palm Dr, Dallas, TX, 75259	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-52205	TPA	Gabriel Sandoval	1948-01-09	—	6976934152	464 Sunset Blvd # 832, Plano, TX, 75063	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-142910	ENR	Douglas Berry	1969-10-11	UHC-83888-39	8863284662	1607 Lake View Rd, Jacksonville, FL, 32270	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
TPA-56232	TPA	Daniel J Larson	1969-07-04	—	—	5189 Jefferson Ave, Seattle, WA, 98194	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413884	CLM	Patricia Petel	1958-07-09	—	7033724602	3400 Central Ave, Nashville, TN, 37256	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60657	TPA	Brian Thomas	1968-11-22	—	7167398921	4478 River Rd, San Diego, CA, 92183	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29571	PRV	Jacob Thompsun	—	UHC-30058-05	5192541939	5028 Sunset Blvd, Scottsdale, AZ, 85244	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-24408	PRV	Aaron Stone	1966-01-28	—	7802243948	14 Park Pl Apt 6, Gilbert, AZ, 85205	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-114396	ENR	Janice O Holmes	1981-12-11	UHC-67731-09	8938854425	638 Elm St, San Antonio, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134012	ENR	Anna G Hart	1988-05-13	UHC-08766-79	4213793374	8807 Mesa Dr, San Antonio, TX, 78253	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-408749	CLM	Patty Gomez	1940-10-24	UHC-71807-52	—	3964 Highland Ave, Scottsdale, AZ, 85299	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404256	CLM	Russell R Warren	1989-02-01	—	3156982261	1252 Market St, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430574	CLM	Arthur Robertson	1989-05-18	UHC-01568-37	2265306934	1370 Baseline Rd # 756, Houston, TX, 77045	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-424375	CLM	Mari Bowman	1966-12-13	—	—	6396 Indian School Rd, Eden Prairie, MN, 55375	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-409381	CLM	Anna Carlson	1992-01-24	—	6602947481	2529 Sunset Blvd, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

39,996 rows, page 105 of 800Previous Next