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-124733	ENR	Anna Hawkins	1960-01-26	UHC-90995-47	3525018254	3186 Indian School Rd, Orlando, FL	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-139007	ENR	Christopher B Aguilar	1942-08-10	UHC-60844-39	8485279686	9765 Valley View Dr, Sacramento, CA, 95884	0.64	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-121503	ENR	Bruce Phillips	1989-05-28	UHC-32256-98	3659749283	5407 Hillcrest Rd, Las Vegas, NV, 89110	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140244	ENR	George T Hughes	1957-09-12	UHC-74485-63	5837205436	2144 Hillcrest Rd, San Diego, CA, 92144	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119624	ENR	Jeremy Tukcer	1952-07-17	UHC-74600-73	9885433013	9737 Bayshore Dr, Nashville, TN, 37278	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-105116	ENR	Kyle Carroll	1971-10-06	UHC-02178-09	7482745828	4181 Maple Ave Apt 13, Chandler, AZ, 85268	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-134393	ENR	Andrea Chavez	1962-08-10	UHC-71772-06	2897792417	2030 Mountain View Dr, Tempe, AZ, 85276	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120036	ENR	Christian Matthews	1958-03-21	UHC-88453-81	2869841686	3458 Market St, Sacramento, CA, 95812	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-116858	ENR	Janice P Washington	2003-02-12	UHC-80769-32	9623048284	3122 Desert Sky Blvd, Columbus, OH	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-137510	ENR	Jack A Warren	1966-02-10	UHC-14785-58	8407697979	7172 Mountain View Dr, Los Angeles, CA, 90037	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-129379	ENR	Joseph Carter	1979-12-15	UHC-97279-29	2537383919	3938 Desert Sky Blvd, Chandler, AZ, 85231	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141165	ENR	Beth N Duncan	1977-10-24	UHC-69532-26	8268116452	328 Hillcrest Rd, Glendale, AZ, 85342	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112623	ENR	Mason M Kelley	—	UHC-29311-14	7348242923	7144 Bayshore Dr, Miami, FL	0.64	Date of birth unreadable Phone reformatted City re-cased ZIP missing+2 more
ENR-127077	ENR	Arthur King	—	UHC-68214-60	4125668377	8411 Central Ave, Phoenix, AZ, 85045	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-102648	ENR	Jack N Sanchez	1979-09-16	UHC-62801-89	6739817625	5240 Union St, Chandler, AZ	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-109491	ENR	Bradely T Carr	1998-11-03	UHC-51378-49	3674072449	2339 Jefferson Ave Apt 25, Phoenix, AZ, 85029	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-102930	ENR	Mark Davis	1951-01-11	UHC-10892-52	6719728064	9675 Camelback Rd, Glendale, AZ, 85350	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-104136	ENR	Alice Q Ruiz	2004-04-27	UHC-37375-91	7886610687	3880 Grand Ave, Seattle, WA, 98117	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142937	ENR	Mateo R King	1955-09-19	UHC-54751-80	7319332566	6607 Mesa Dr, Scottsdale, AZ, 85264	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111455	ENR	Grace Powell	1981-05-01	UHC-74165-93	9277476343	973 Camelback Rd, Plano, TX, 75019	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127702	ENR	Arthur Gray	1996-05-02	UHC-88638-18	3618242906	4343 Spring St, Nashville, TN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135691	ENR	Carlos Lane	2005-05-06	UHC-39751-43	6645090104	8291 Desert Sky Blvd # 828, Nashville, TN, 37244	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-141579	ENR	Steve J Maldonado	2006-11-09	UHC-17496-64	6578122888	563 Grand Ave, Tucson, AZ, 85704	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-126659	ENR	Elijah A Williams	1995-05-03	UHC-10327-07	4655312447	3403 Valley View Dr, Phoenix, AZ, 85030	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-110967	ENR	Chris D Brown	1988-06-21	UHC-92954-99	8566922578	7413 Camelback Rd, Chandler, AZ, 85209	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126515	ENR	Stephaanie Meyer	1979-09-02	UHC-03078-17	6237600804	6243 Valley View Dr, Mesa, AZ, 85246	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-105705	ENR	Madison Armstrog	1973-10-11	—	9595884632	6205 Grand Ave, Plano, TX, 75071	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-124324	ENR	Shirley Thompson	—	UHC-90994-28	6889959351	9564 Washington St, Columbus, OH, 43265	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107426	ENR	Ramond P Patel	1947-12-18	UHC-94437-25	6279895240	5334 Meadow Ln, Denver, CO	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-107425	ENR	Ramond P Patel	1947-12-18	UHC-94437-25	6279895240	5334 Meadow Ln, Denver, CO	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-113371	ENR	Ann Lawson	1968-10-16	UHC-56133-10	5737014616	9722 Camelback Rd, Charlotte, NC, 28260	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118810	ENR	Abigail Harrison	1940-01-16	UHC-10145-26	9594071001	4339 Spring St, Nashville, TN, 37230	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112298	ENR	Olivia Torres	1958-08-07	UHC-12295-59	9627423924	9723 Baseline Rd, Dallas, TX, 75246	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-139577	ENR	Jordan I Jensen	1980-09-05	UHC-53741-93	4968684132	8538 Jefferson Ave, Plano, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107940	ENR	Bruce H Moreno	1996-07-18	UHC-19824-02	7956749467	718 Cedar Ln, Gilbert, AZ, 85268	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130838	ENR	Ben Duncan	1957-04-07	UHC-06987-44	6398284850	1120 Sage Ct, Gilbert, AZ, 85299	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-116556	ENR	Cheryl K Crawford	—	—	3855974144	1039 Willow Ct, Los Angeles, CA, 90015	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-130819	ENR	—Junk	1982-05-12	UHC-21771-63	3722748775	8499 Main St, Columbus, OH, 43254	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129087	ENR	Judy Vega	1989-12-13	UHC-72698-48	5489972599	6343 Ocean Ave, San Diego, CA, 92192	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137883	ENR	Alexander Reid	1976-07-20	UHC-22695-59	7307724789	5107 Lake View Rd, Plano, TX, 75027	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-135284	ENR	Ethan M Rogers	—	UHC-76883-32	8694389533	1672 Spring St, San Antonio, TX, 78251	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127612	ENR	Becky Espinoza	1999-07-27	—	8868922238	8621 Highland Ave, San Diego, CA, 92197	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-123838	ENR	Valentina Bod	1962-12-01	UHC-23158-01	6799164375	3476 Central Ave, Tempe, AZ, 85246	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141482	ENR	Mary V Hudson	1995-01-14	UHC-28041-40	7754797193	9385 Mesa Dr, San Diego, CA, 92171	0.64	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
ENR-100877	ENR	Eugene J Kim	2001-08-02	UHC-75568-78	4325136961	8421 Mesa Dr, Las Vegas, NV, 89139	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-126800	ENR	Diego Dean	1990-08-08	UHC-15193-16	7456293363	5012 Meadow Ln, Atlanta, GA, 30393	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134526	ENR	Mariana P Hamilton	1963-05-16	UHC-80048-60	8583358665	5035 River Rd, Denver, CO, 80290	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-119715	ENR	Jack Austni	1954-09-10	UHC-75970-52	2808985138	3007 Pine Dr, Glendale, AZ, 85307	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140423	ENR	Brian Ramos	1973-06-28	UHC-95187-14	9383646303	835 Baseline Rd, Tampa, FL	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-100275	ENR	Yuki P Fuller	2003-01-01	UHC-56196-75	2093282988	656 Ridge Rd, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more

28,181 rows, page 128 of 564Previous Next