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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108783	ENR	Douglas Fernandez	1942-01-01	UHC-20086-55	6053563787	3013 Spring St, Austin, TX, 78736	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-407706	CLM	John Bradley	1973-03-13	UHC-80398-48	—	5776 Elm St, Chandler, AZ, 85217	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-410069	CLM	Natalie P McCcoy	2001-10-02	UHC-26564-74	—	7730 Hillcrest Rd, Charlotte, NC, 28237	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-422926	CLM	Frances Wagner	1964-10-04	UHC-84713-83	3396701275	5646 Mountain View Dr, Dallas, TX, 75204	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-24342	PRV	John K Lynch	1985-12-18	UHC-71698-36	4619606705	4927 Ocean Ave, Charlotte, NC, 28289	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-112578	ENR	Catherine G Patterson	1959-07-24	UHC-34815-16	4164536258	7410 Spring St, Scottsdale, AZ, 85281	0.76	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
PRV-20358	PRV	Rebecca Y Garza	1976-06-04	UHC-50074-12	—	—	0.76	Middle initial moved out of first name Name re-cased Date of birth reformatted Member ID reformatted+2 more
ENR-131873	ENR	Daniel Vargas	1943-07-09	UHC-01795-98	4918301501	2695 Bayshore Dr, Gilbert, AZ, 85291	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-115533	ENR	Natalie H Morris	2000-10-13	UHC-66123-66	9424300014	8480 Desert Sky Blvd, Seattle, WA, 98125	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-24365	PRV	Logan Lawson	1941-11-21	UHC-25158-41	6088774393	3174 Lincoln Way, Jacksonville, FL, 32204	0.76	Phone reformatted Member ID reformatted City re-cased Gender normalised+2 more
ENR-103984	ENR	Ronald L Brown	1944-05-11	UHC-61057-53	2996006489	7685 Willow Ct, Tampa, FL, 33640	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-101207	ENR	Carl W Sandoval	1998-04-01	UHC-49946-01	8959073972	7537 Park Pl, Dallas, TX, 75210	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-423947	CLM	Sandra Reed	1985-04-05	UHC-49852-21	—	4807 Central Ave, Columbus, OH, 43264	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-123563	ENR	Priya Burton	1985-09-24	UHC-30034-12	—	722 Elm St, Tempe, AZ, 85267	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-25609	PRV	Kyle Bryant	1976-09-16	UHC-45658-55	5824359988	3140 Ocean Ave, Nashville, TN, 37281	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-64049	TPA	Julie Evans	1978-10-16	UHC-51135-08	—	847 Sage Ct, Tucson, AZ	0.76	Date of birth reformatted Member ID reformatted City re-cased ZIP missing+2 more
ENR-122141	ENR	Janet Cruz	1942-09-25	UHC-97798-27	9218236106	3163 Washington St, Miami, FL, 33155	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-413361	CLM	Ronald Padilla	2001-08-28	UHC-04677-70	4709867841	6044 Broadway, Eden Prairie, MN, 55370	0.76	Phone reformatted Member ID reformatted City re-cased State name converted to code+2 more
ENR-116601	ENR	Stephen Hoffman	2007-05-08	UHC-34421-69	9586336505	4134 Harbor Blvd, Denver, CO, 80299	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-135685	ENR	Amanda Peters	1971-12-05	UHC-66661-01	3079611652	4865 Willow Ct, Phoenix, AZ, 85031	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
TPA-51331	TPA	Doris Weber	1959-08-24	UHC-86325-71	—	851 Mountain View Dr, Chandler, AZ, 85236	0.76	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-137557	ENR	Andrea Harvey	1976-03-08	UHC-45580-06	9193260838	7038 Valley View Dr, Phoenix, AZ, 85075	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-135439	ENR	Andrew L Payne	1988-01-01	UHC-05998-67	5042290835	7750 Central Ave, Las Vegas, NV, 89194	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-135440	ENR	Andrew L Payne	1988-01-01	UHC-05998-67	5042290835	7750 Central Ave, Las Vegas, NV, 89194	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-107345	ENR	Alice T Walker	1947-06-05	UHC-55066-76	—	3598 Willow Ct, Minneapolis, MN, 55437	0.76	Name re-cased Member ID reformatted SSN last four extracted Plan code upper-cased+2 more
CLM-405549	CLM	Ahmed Welch	1986-09-19	UHC-38427-46	3773730239	8895 Main St, Denver, CO, 80243	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-138053	ENR	Isabella R McDonald	1965-02-03	UHC-42587-12	8973480903	4192 Willow Ct, Orlando, FL, 32816	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-115399	ENR	Dan E Valdez	1943-11-16	UHC-10960-44	8492869141	255 Church St, Glendale, AZ, 85329	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-133357	ENR	Amber Henry	1992-07-12	UHC-75407-58	5857517569	5490 Indian School Rd, Chandler, AZ, 85206	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-409759	CLM	Bryan Z Martinez	2008-10-21	UHC-39860-37	—	4682 Washington St, Orlando, FL, 32825	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-59126	TPA	Mason Stevens	2005-09-23	UHC-89948-35	—	2997 Mountain View Dr, Minneapolis, MN, 55418	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-119514	ENR	Catherine X Bradley	1974-06-05	UHC-45680-20	3009612657	5629 Oak St, Gilbert, AZ, 85208	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-130305	ENR	Natalie F Alvarez	1989-01-26	UHC-06309-97	8039319782	7256 Harbor Blvd, Houston, TX, 77095	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-26475	PRV	Jennifer Jensn	2001-10-28	UHC-53962-93	2922800161	512 Main St, Houston, TX, 77030	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-135721	ENR	Bruce I Vega	1971-04-17	UHC-50874-41	4652547967	9446 Hillcrest Rd, Sacramento, CA, 95862	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
ENR-135720	ENR	Bruce I Vega	1971-04-17	UHC-50874-41	4652547967	9446 Hillcrest Rd, Sacramento, CA, 95862	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
ENR-117020	ENR	Jenny Watson	2004-05-07	UHC-61964-52	8907140389	9725 Harbor Blvd, Tucson, AZ, 85783	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-132749	ENR	Tyler Jenkins	1999-10-06	UHC-69469-24	4966958483	7396 Ridge Rd, Fresno, CA, 93743	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-136426	ENR	Jennyfer T Padilla	1943-06-20	UHC-90521-32	—	8407 Highland Ave, Gilbert, AZ, 85213	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-136224	ENR	Justin Barnes	1967-11-25	UHC-19542-78	7253477336	7470 Valley View Dr, Seattle, WA, 98115	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-25949	PRV	Madison Henderson	1985-12-16	UHC-63607-78	5004203551	2197 Highland Ave, San Diego, CA, 92140	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
CLM-423824	CLM	Mason Robertson	1991-12-22	UHC-22924-14	—	6341 Canyon Rd, Denver, CO, 80249	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-419591	CLM	Douglas T Long	1951-05-02	UHC-91066-27	5058115307	5253 Willow Ct, Atlanta, GA, 30312	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-407312	CLM	Thomas Espinoza	2002-10-08	UHC-00130-55	—	1690 Willow Ct, Nashville, TN, 37229	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-142644	ENR	Daniel J Sannders	1954-08-15	UHC-03866-37	—	9364 Washington St, Mesa, AZ, 85223	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-131852	ENR	Austin I Castillo	1948-09-07	UHC-15074-19	9242459053	2209 Maple Ave, Tampa, FL, 33652	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-107770	ENR	Jacob U Fuller	1996-08-13	UHC-88371-53	6624928281	4603 Ocean Ave, Fresno, CA, 93717	0.76	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
ENR-135474	ENR	Kyle N Cook	1963-06-20	UHC-80562-19	9472163495	8422 Hillcrest Rd, Tampa, FL, 33671	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-111114	ENR	Camila Kelley	1967-12-06	UHC-16389-74	—	4455 Indian School Rd, Chandler, AZ, 85283	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-126346	ENR	Bety M Johnston	2007-07-24	UHC-34962-06	5288246414	5310 Maple Ave, Atlanta, GA, 30368	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more

7,723 rows, page 89 of 155Previous Next