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 “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
TPA-53939	TPA	Betty Fields	2006-08-24	—	5478738985	2940 Cedar Ln, Scottsdale, AZ, 85273	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-417797	CLM	Justin Gordon	1958-09-10	—	3437828464	8913 Mountain View Dr, Phoenix, AZ, 85069	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-62843	TPA	Frnak Sanchez	1993-06-22	—	—	3489 Ridge Rd, Miami, FL, 33153	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+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
TPA-56939	TPA	Angela Cook	2008-11-05	UHC-30513-36	2398593746	8553 Valley View Dr, Los Angeles, CA, 90032	0.62	Name re-cased Two-digit birth year Member ID 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
CLM-413300	CLM	Teresa Ford	2007-08-17	—	8533456001	9494 Market St, Gilbert, AZ, 85259	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110489	ENR	Ahmed Phillips	1944-01-07	UHC-63412-32	9868312555	324 Park Pl, Gilbert, AZ, 85273	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-404604	CLM	Pria M Vasquez	2002-08-06	UHC-73382-09	5723685538	9473 Maple Ave, Plano, TX, 75003	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-111130	ENR	Marcus Tran	1946-07-01	UHC-83333-80	7742091466	7237 Baseline Rd, Phoenix, AZ, 85049	0.62	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
CLM-429413	CLM	Dylan Russell	1950-01-20	UHC-68476-27	2297165281	875 Camelback Rd, Fresno, CA, 93795	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-21113	PRV	Tyler Wagner	1952-07-18	UHC-10977-65	6309165474	8381 Main St, Gilbert, AZ, 85270	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-21522	PRV	Dylan I Hill	1962-01-21	—	2656423198	5307 Valley View Dr, Charlotte, NC, 28251	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-128491	ENR	Deborah Wung	2007-07-16	UHC-41251-21	5869177081	1633 Mesa Dr, San Diego, CA, 92140	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20850	PRV	Gabriel Simpson	1943-02-15	UHC-23523-26	7445042495	6302 Lake View Rd, Chandler, AZ, 85210	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
CLM-422026	CLM	Cynthia D Jenkinns	1996-07-15	UHC-84353-34	—	3297 Ridge Rd, San Antonio, TX, 78254	0.62	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-101512	ENR	Donna Q Weaver	1983-01-05	UHC-86931-10	7373841188	8693 Desert Sky Blvd, Chandler, AZ, 85299	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
CLM-427508	CLM	Brian Matthews	1964-09-19	—	2643164895	6673 Meadow Ln, Miami, FL, 33132	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426947	CLM	Ahmed Vega	1953-09-25	UHC-03347-26	—	5743 Bayshore Dr, Scottsdale, AZ, 85245	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-427234	CLM	Alexander King	1974-02-01	UHC-17995-02	2749452516	2968 Main St, Phoenix, AZ, 85071	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-132035	ENR	Kelly A Munoz	1971-07-06	UHC-16171-83	6109535292	997 Bayshore Dr, Tempe, AZ, 85247	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-419311	CLM	Melissa U Chavez	1991-11-18	—	6857522960	5163 Maple Ave, Columbus, OH, 43259	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-114685	ENR	Karen W Shaw	1995-04-08	UHC-04059-22	5218202286	9539 Camelback Rd, Austin, TX, 78745	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-127212	ENR	Dylan E Morrisoon	1988-10-20	UHC-65054-17	6626495574	40 Apache Blvd, Tucson, AZ	0.62	Two-digit birth year Phone reformatted Member ID reformatted ZIP missing+3 more
ENR-122044	ENR	George Coleman	1961-02-13	UHC-34296-72	9609266717	4707 Meadow Ln, Las Vegas, NV, 89154	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-408803	CLM	Jack C Pierce	1958-12-15	UHC-73688-09	4954680794	4710 Jefferson Ave, Miami, FL, 33123	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-404126	CLM	Margaret Vasquez	2004-12-24	UHC-21400-01	—	3239 Pine Dr, Denver, CO, 80260	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-402305	CLM	Frank Lewis	1956-08-06	UHC-19885-12	4966259234	5170 Harbor Blvd, Glendale, AZ, 85341	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-422109	CLM	Eimly C Bennett	1981-02-04	—	3986642803	5579 Lake View Rd, Fresno, CA, 93723	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-132953	ENR	Charlotte K Stone	1962-09-11	UHC-93258-86	4764076686	2236 Washington St, Miami, FL, 33128	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-52695	TPA	Julie Vasquez	1970-04-09	UHC-46484-67	—	3365 Willow Ct, Sacramento, CA, 95816	0.62	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-138495	ENR	Maria Carlson	1955-09-12	UHC-01702-71	9715473243	1113 Church St, Phoenix, AZ, 85048	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100255	ENR	Austin R Hart	1961-05-21	UHC-05343-73	9712668899	6027 Apache Blvd, Mesa, AZ, 85259	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-407937	CLM	Noah Clark	1948-07-26	UHC-89607-22	2773709227	6089 Hillcrest Rd, Seattle, WA, 98121	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-54513	TPA	Dylan Bailey	1962-07-08	UHC-11302-77	5308859968	8382 Jefferson Ave, Las Vegas, NV, 89144	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105359	ENR	Pamela K Williamson	2007-12-19	UHC-74703-04	2715898509	472 Maple Ave, Chandler, AZ, 85223	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-405196	CLM	Jeremy T Garrett	1996-11-08	UHC-85404-26	9353864371	2455 Pine Dr, Nashville, TN, 37279	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-101446	ENR	Jeff Garrett	1942-07-10	UHC-20583-29	8367469073	9155 Bayshore Dr, Seattle, WA, 98141	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-136494	ENR	Roger Z Robertson	2002-05-06	UHC-81335-37	7649410369	2995 Hillcrest Rd, Denver, CO, 80224	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-123712	ENR	Kathy D Walker	1940-08-06	UHC-76486-86	3776547558	1984 Market St, Tampa, FL, 33697	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51756	TPA	Harold West	1994-04-02	—	4055795979	4445 Sage Ct, Seattle, WA, 98162	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-410526	CLM	Ann W Hudson	1944-06-11	UHC-45319-60	4872690160	1546 Highland Ave # 211, Nashville, TN, 37278	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
CLM-404628	CLM	Evelyn Wilson	1962-02-16	UHC-19839-19	9375449977	9772 Forest Ave, Plano, TX	0.62	Two-digit birth year Phone reformatted State code upper-cased ZIP missing+3 more
CLM-430913	CLM	Jose Alexander	1974-01-13	UHC-74261-41	5096583189	3114 Highland Ave, Nashville, TN, 37277	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-121663	ENR	Jesse E Mejia	1982-09-22	UHC-47683-50	9797588846	1024 Oak St, Dallas, TX, 75283	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26293	PRV	Walter Cook	1962-06-25	UHC-07206-18	8353676991	4996 Meadow Ln, Tampa, FL, 33611	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412210	CLM	Natalie Medina	1987-05-27	UHC-13431-91	5157806512	6608 Maple Ave, Charlotte, NC, 28262	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-121512	ENR	Lori Z Delgado	1974-04-12	UHC-04696-33	5055025368	2102 Main St, Sacramento, CA, 95857	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-402027	CLM	Denise Johnston	2008-03-09	UHC-49425-51	—	6538 Palm Dr, Gilbert, AZ, 85210	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more

6,661 rows, page 52 of 134Previous Next