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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134874	ENR	Eugene Gonzales	1987-04-07	UHC-83177-51	6123069639	681 Baseline Rd, Los Angeles, CA, 90029	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122609	ENR	Harold C Simmons	1948-07-21	UHC-09892-81	—	1157 Desert Sky Blvd, Gilbert, AZ, 85227	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-126205	ENR	Juan Carlson	1963-02-07	UHC-71824-62	—	3776 Meadow Ln, Tempe, AZ, 85285	0.64	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-102120	ENR	Linda Harper	1962-07-04	UHC-07597-09	5272533308	3480 Valley View Dr, Plano, TX, 75008	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102119	ENR	Linda Harper	1962-07-04	UHC-07597-09	5272533308	3480 Valley View Dr, Plano, TX, 75008	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101220	ENR	Santiago J Reid	1991-05-21	UHC-51553-43	2282241894	8160 Willow Ct, Sacramento, CA, 95874	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134411	ENR	Julia Carlson	1963-11-18	UHC-47137-69	7506452381	4096 Central Ave, Gilbert, AZ, 85215	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-133035	ENR	Ethan S Sims	1969-05-08	UHC-64045-26	6139380739	6288 Elm St, Plano, TX, 75005	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-114287	ENR	Rachel Mason	2002-09-04	UHC-54487-76	3326767350	3183 Lake View Rd, Chandler, AZ, 85284	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-126499	ENR	Gregory Hamilton	1969-12-02	UHC-54999-02	6265361954	4040 Ridge Rd, Nashville, TN, 37267	0.64	Name re-cased Two-digit birth year Member ID reformatted City re-cased+2 more
ENR-132879	ENR	Camila Y Perkins	1956-04-14	UHC-34726-01	3359232099	9569 Main St, Seattle, WA, 98164	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-133853	ENR	Donna Ellis	1965-07-03	UHC-56478-17	3776934209	4083 Desert Sky Blvd, Jacksonville, FL, 32293	0.64	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+2 more
ENR-122509	ENR	Nicole J Owens	1975-09-15	UHC-86145-67	3087916257	2323 Palm Dr, Las Vegas, NV, 89178	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107143	ENR	Frances Butler	1986-05-07	UHC-19278-43	9457745868	4527 Union St, Chandler, AZ, 85274	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118410	ENR	Isabella Z Watkins	1967-06-02	UHC-63631-99	—	1407 Ocean Ave, Mesa, AZ, 85223	0.64	Name re-cased Two-digit birth year ZIP+4 trimmed Plan code upper-cased+2 more
ENR-138232	ENR	Tyler O Fowler	1993-06-22	UHC-66179-73	7155884751	1887 Cedar Ln, Jacksonville, FL, 32233	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-100162	ENR	Joey Richarson	1962-04-11	UHC-87640-10	2944170525	766 Indian School Rd, Glendale, AZ, 85326	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112235	ENR	Karen C Henry	2007-10-20	UHC-60245-90	8939173519	9161 Main St, Miami, FL, 33130	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-126675	ENR	Christian Y Lopez	1953-01-23	UHC-33964-60	—	2080 Ocean Ave, Las Vegas, NV, 89141	0.64	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+2 more
ENR-124059	ENR	Albert N Freeman	1980-04-15	UHC-90198-79	5023696716	8360 Central Ave, Charlotte, NC, 28241	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-134300	ENR	Anna Rios	1952-11-10	UHC-02264-18	7685792406	30 Pine Dr, Dallas, TX, 75265	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114689	ENR	Paul H Panye	1993-10-13	UHC-88254-20	2797817250	1179 Sage Ct, Plano, TX, 75021	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130007	ENR	Brandon H Flores	1953-08-11	UHC-82145-28	6908262458	9438 Valley View Dr, Chandler, AZ, 85270	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-121337	ENR	Christian I Larson	2006-05-02	UHC-67827-03	3328093429	4251 Ocean Ave, Gilbert, AZ, 85285	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108775	ENR	Jonathhan O Owans	1939-02-17	UHC-76046-66	4896897781	4236 Hillcrest Rd, Las Vegas, NV, 89147	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
ENR-104181	ENR	Walter Espinoza	1973-10-15	UHC-26179-57	8958443276	7825 Cedar Ln, Orlando, FL, 32851	0.64	Two-digit birth year Member ID reformatted City re-cased ZIP+4 trimmed+2 more
ENR-141380	ENR	George W Myers	1970-10-13	UHC-78519-89	2065219426	—	0.64	Two-digit birth year Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-119060	ENR	Bruce B Weaver	1955-03-27	UHC-97693-66	7647669997	7058 Sage Ct, Tucson, AZ, 85731	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-140424	ENR	Willie K Matthews	1992-03-09	UHC-07255-40	7069708466	5707 Palm Dr, Miami, FL, 33192	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103094	ENR	Mariana P Nelson	1954-02-04	UHC-45506-94	8145800676	5038 Mountain View Dr, Nashville, TN, 37224	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101586	ENR	Kevin I Riley	2003-06-19	UHC-92537-73	4726205862	7589 Jefferson Ave, Eden Prairie, MN, 55366	0.64	Middle initial moved out of first name Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-101585	ENR	Kevin I Riley	2003-06-19	UHC-92537-73	4726205862	7589 Jefferson Ave, Eden Prairie, MN, 55366	0.64	Middle initial moved out of first name Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-127409	ENR	Jeremy Y Barnes	1988-02-13	UHC-66920-30	2072481591	3426 Market St, San Antonio, TX, 78238	0.64	Two-digit birth year Phone reformatted SSN last four extracted City re-cased+2 more
ENR-122894	ENR	Gary Hunt	1959-05-19	UHC-01749-02	3153862451	9561 Lincoln Way, Miami, FL	0.64	Name re-cased Two-digit birth year State code upper-cased ZIP missing+2 more
ENR-135830	ENR	Janice Moore	1982-07-13	UHC-20558-92	—	7643 Union St, Houston, TX, 77017	0.64	Name re-cased Two-digit birth year State name converted to code Email lower-cased+2 more
ENR-140844	ENR	Janet Vazquez	1989-12-01	UHC-47351-63	3879183611	2641 Palm Dr, Seattle, WA, 98110	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-109166	ENR	Yuki Larson	2005-01-18	UHC-96213-84	7354225566	4111 Camelback Rd, Atlanta, GA, 30376	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-103723	ENR	Gloria F Flores	1949-06-18	UHC-00099-58	7023135329	—	0.64	Two-digit birth year Phone reformatted SSN last four extracted Email lower-cased+2 more
ENR-142679	ENR	Ashley W Nelson	1943-01-22	UHC-56009-55	8455717151	4692 Canyon Rd, Plano, TX, 75024	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-141472	ENR	Aaron Morris	1945-05-07	UHC-45541-40	8769295150	6297 Lake View Rd, Scottsdale, AZ, 85276	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-142561	ENR	Hannah X Dominguez	1942-05-23	—	9067238081	733 Ocean Ave, Las Vegas, NV, 89146	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111647	ENR	Kathleen N Paarker	1967-04-06	UHC-59896-61	3146391465	5358 Cedar Ln Apt 24, Miami, FL, 33151	0.64	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
ENR-132596	ENR	Willie C Rivera	1997-04-28	UHC-34561-90	6753114765	3895 Meadow Ln, Los Angeles, CA, 90067	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138870	ENR	Anna Olson	1977-11-10	UHC-81376-72	6242172926	4540 Elm St, Las Vegas, NV, 89181	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110430	ENR	Richard Allen	1992-07-27	UHC-25408-30	7974152000	3888 Mountain View Dr, Scottsdale, AZ, 85265	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-137364	ENR	Carol C King	1986-01-28	UHC-55950-56	2513178594	854 Lake View Rd, Jacksonville, FL, 32261	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-132854	ENR	Marilyn Hunt	1941-12-14	UHC-10199-34	—	9381 Sunset Blvd, Las Vegas, NV, 89177	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-137952	ENR	Jean Stone	1995-11-17	UHC-26319-57	—	8896 Sunset Blvd, Tucson, AZ, 85711	0.64	Name re-cased Two-digit birth year Member ID reformatted State name converted to code+2 more
ENR-120714	ENR	Denny Hansen	1958-12-15	UHC-20254-19	9822020073	6525 Sage Ct, Phoenix, AZ, 85024	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-128082	ENR	Gary C Parker	1964-10-13	UHC-57560-60	9756426457	8675 Washington St, San Antonio, TX, 78258	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more

2,874 rows, page 28 of 58Previous Next