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

Enrollment, flag “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-137751	ENR	Anna Bowman	2007-03-24	UHC-89187-82	5295762468	3232 Spring St Apt 23, Orlando, FL, 32810	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-133527	ENR	Denise Boyd	1965-06-22	UHC-82486-15	3556837644	2451 Canyon Rd # 578, San Diego, CA, 92159	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-132491	ENR	Nancy Mills	1950-02-27	UHC-50104-81	7874679968	4406 Sunset Blvd, Chandler, AZ, 85251	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114275	ENR	Jose K Howell	1974-11-06	UHC-32051-30	3836523892	6998 Cedar Ln, Seattle, WA, 98147	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-141852	ENR	Victoria Singh	1941-04-18	UHC-82237-08	4874165697	3955 Grand Ave, Chandler, AZ, 85255	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120583	ENR	Logan Lawson	1992-11-11	UHC-11101-95	2836807393	9216 Mesa Dr, Atlanta, GA, 30313	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140345	ENR	Amanda Guerrero	2007-07-09	UHC-02982-66	4982625552	3110 Jefferson Ave # 184, Denver, CO, 80208	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-105704	ENR	Madison L Armstrong	1973-10-11	UHC-95183-75	9595884632	466 Highland Ave, San Diego, CA	0.62	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+3 more
ENR-131251	ENR	Frances L Day	1987-05-23	UHC-68525-02	5056444164	1944 Park Pl Apt 12, Atlanta, GA, 30300	0.62	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+3 more
ENR-127973	ENR	Heather Guzman	1982-02-05	UHC-72023-79	5382624135	2294 Mesa Dr, Mesa, AZ, 85212	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137399	ENR	Emma Y Alvarez	—	UHC-46560-03	6956728941	1553 Bayshore Dr, Houston, TX, 77098	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106404	ENR	Kayla G Rojas	1987-03-19	UHC-99967-49	2638842174	2708 Bayshore Dr, Denver, CO, 80251	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114420	ENR	David S Rose	1970-11-27	UHC-95771-06	8742522938	703 Palm Dr, Minneapolis, MN, 55433	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138327	ENR	Sara K Williams	1973-12-22	UHC-98807-33	6887004716	5037 Washington St, Seattle, WA, 98101	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112792	ENR	Dvaid C King	1939-03-05	UHC-67658-10	6575108015	3308 Elm St, Columbus, OH, 43260	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-119689	ENR	Wei Obrien	1995-04-14	UHC-10895-13	4725068553	6735 Central Ave, Austin, TX, 78744	0.62	Name split from “Last, First”Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-122124	ENR	Kathleen Howard	1986-01-21	UHC-39187-01	7907765295	3370 Oak St, Houston, TX, 77060	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-106042	ENR	Amber F White	1962-10-21	UHC-86611-68	8209117647	2131 Sunset Blvd, Miami, FL, 33105	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-119054	ENR	Kathleen Z Park	1994-08-09	UHC-09672-42	2636289409	5014 Mountain View Dr, Seattle, WA, 98144	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-136427	ENR	Julia Carr	1997-07-07	UHC-71120-58	3085241374	9694 Pine Dr, Mesa, AZ, 85284	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129697	ENR	Cheryl G Day	1946-05-02	UHC-05228-53	5052501867	7628 Lake View Rd, Glendale, AZ, 85368	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129344	ENR	Valentina G Hicks	1951-08-06	—	8808488420	137 Canyon Rd, Denver, CO, 80245	0.62	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+3 more
ENR-141687	ENR	Marcus Coleman	1994-10-28	UHC-81728-73	3907759461	304 Pine Dr, Plano, TX, 75045	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127355	ENR	Mariana Jackson	1992-11-20	UHC-36939-96	4996310529	8346 Palm Dr, Austin, TX, 78738	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121495	ENR	Christian M Wheeler	1961-12-05	UHC-52926-58	3179274242	1245 Cedar Ln, Seattle, WA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135567	ENR	Gabriel L Gonzalez	1939-10-10	UHC-48725-02	7556039946	2465 Central Ave, Orlando, FL, 32877	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-130283	ENR	Kathleen S Carter	1961-08-18	UHC-33330-56	4664037641	4186 Mesa Dr, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-105224	ENR	Michelle Weaver	1951-01-11	UHC-91048-38	6469761578	8059 Central Ave, Columbus, OH	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103266	ENR	Randy C Bennett	1985-10-18	UHC-58759-94	6056643384	161 Union St, Los Angeles, CA, 90040	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138114	ENR	Anna K Olson	1972-07-28	UHC-31941-66	7792145912	2706 Lincoln Way, Denver, CO, 80220	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-106946	ENR	Sandra A Alvarado	1982-01-28	UHC-71767-16	8879027880	5572 Lake View Rd, Austin, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102506	ENR	Brittany Luna	1972-01-21	UHC-53411-19	5737104001	4902 Lincoln Way, San Antonio, TX, 78252	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105738	ENR	Melissa G Garrett	1962-04-25	UHC-56131-09	8179663109	1223 Baseline Rd, Tampa, FL, 33616	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-120489	ENR	Eugene O Roberts	1991-08-14	UHC-61925-07	8148320753	5606 Lincoln Way, San Antonio, TX, 78285	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106390	ENR	Yuki Nguyen	1955-01-22	UHC-27496-70	8686306366	7942 Maple Ave Apt 23, Austin, TX, 78721	0.62	Phone reformatted Unit split from street City re-cased State code upper-cased+3 more
ENR-117219	ENR	Becky R Fuler	1952-05-22	UHC-12980-59	6103621757	1662 Mesa Dr, Eden Prairie, MN, 55399	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-128898	ENR	Harold I Nunez	1994-02-23	UHC-70318-42	7702128551	8831 Grand Ave, Tucson, AZ, 85719	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115725	ENR	Jacob T Roberts	1959-04-06	UHC-64537-46	8693796218	5524 Canyon Rd, Austin, TX, 78796	0.62	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-104973	ENR	Jacob W Burke	1963-06-07	UHC-45904-82	3257661088	4350 Highland Ave, Chandler, AZ, 85258	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120275	ENR	Diana Hughes	1975-03-01	UHC-99954-49	5896503515	8291 Palm Dr, Dallas, TX, 75254	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-101447	ENR	Kenneth O Barnes	1959-08-14	UHC-09715-38	3143849043	8399 Sunset Blvd, Columbus, OH, 43268	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-112669	ENR	Joan V Garrett	1950-03-20	UHC-30737-02	4369567098	9201 Cedar Ln, Austin, TX, 78750	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108909	ENR	Doris Simmons	1952-07-04	UHC-64986-08	7423385337	3635 Mountain View Dr, Scottsdale, AZ, 85252	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-125451	ENR	Michelle L Richardson	1974-07-15	UHC-68007-27	8786660630	228 Union St, Seattle, WA, 98111	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-108241	ENR	Lori Griffin	1968-10-22	UHC-27335-85	3529841178	3594 Valley View Dr, Houston, TX, 77059	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118789	ENR	Kevin K Robertson	1939-09-25	UHC-47428-12	4887224349	3764 Sage Ct # 205, Eden Prairie, MN, 55337	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-102949	ENR	Emma S Castillo	1966-01-03	UHC-15311-16	7524526102	6915 Oak St, Los Angeles, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141549	ENR	Ashley Castyllo	2007-03-10	UHC-36019-06	5076674217	9750 Desert Sky Blvd, Denver, CO, 80289	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+3 more
ENR-108148	ENR	Andrew Y Vazquez	2005-02-10	UHC-77055-30	9878165635	3130 Baseline Rd, Jacksonville, FL, 32213	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112754	ENR	Andrew Reed	1965-03-28	UHC-82214-50	5793802721	4467 Maple Ave, Charlotte, NC, 28285	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more

28,181 rows, page 106 of 564Previous Next