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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-411741	CLM	Priya Tucker	1981-02-07	—	3497194168	619 Ocean Ave, Jacksonville, FL, 32248	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29537	PRV	Jeremy Jacobs	1965-10-04	UHC-51630-28	—	4442 Meadow Ln, Seattle, WA, 98134	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-140116	ENR	Jacob S Hayes	1982-11-11	UHC-47437-62	2512518074	5141 Camelback Rd, Phoenix, AZ, 85073	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-129698	ENR	Hiroshi G Rivera	1952-01-23	UHC-30776-85	8885005013	5321 River Rd, Orlando, FL, 32859	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-118180	ENR	Serah Yang	1986-04-09	UHC-33199-01	—	6524 Camelback Rd, Tampa, FL, 33626	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-61383	TPA	Jonathan Reed	2006-09-05	—	6419179846	1453 Valley View Dr, Dallas, TX, 75208	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-428070	CLM	Mei Meyer	1998-09-05	UHC-45772-19	4067769185	7851 Sunset Blvd, Phoenix, AZ, 85044	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27250	PRV	Joyce Sanchez	1966-10-24	UHC-16910-09	—	2620 Market St, Las Vegas, NV, 89104	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-111627	ENR	Joan Ortega	1958-03-20	UHC-14047-49	9314481093	6390 Ocean Ave, Jacksonville, FL, 32210	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-423828	CLM	Andrea O Guzman	1992-05-15	UHC-33667-52	4386722012	4778 Sage Ct # 798, Tucson, AZ, 85773	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-103016	ENR	Kenneth Wallace	1958-11-28	UHC-00563-50	2588243229	4932 Indian School Rd, Miami, FL	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-61944	TPA	Beverly Andrews	1967-12-18	—	5166347246	2649 Canyon Rd, Nashville, TN, 37299	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-404600	CLM	Deborah Vazquez	2002-04-08	—	—	7172 Bayshore Dr, Tucson, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-417296	CLM	Betty Garcia	1999-09-19	UHC-86761-69	—	3070 Park Pl, San Diego, CA, 92178	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-58310	TPA	Tyler Vargas	1980-01-13	UHC-54913-54	4346315874	6278 Highland Ave, Atlanta, GA, 30340	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-100416	ENR	Arthur K Torres	1941-08-23	UHC-50812-37	8169079232	5706 River Rd, Tucson, AZ, 85704	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-125249	ENR	Sharon Chapman	1967-01-14	UHC-40644-74	7188265245	249 Ocean Ave, Los Angeles, CA, 90051	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-416146	CLM	Harold Greene	1994-12-16	—	—	7545 Ocean Ave, Seattle, WA, 98132	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-25619	PRV	Kevin F Stevens	1993-10-06	UHC-84647-19	5723201256	3605 Ridge Rd, Chandler, AZ, 85233	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109165	ENR	Ruth Q Weaver	1986-01-08	UHC-27012-03	3148644818	7988 Mesa Dr # 261, San Antonio, TX, 78217	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-130567	ENR	Virginia L Lane	1957-09-09	UHC-53686-49	4409852591	8548 Indian School Rd, Denver, CO, 80250	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
TPA-62065	TPA	Lisa Obrien	2004-10-24	—	9677505355	3140 Lake View Rd, Tucson, AZ, 85730	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-101468	ENR	Alan M Carroll	1984-09-13	UHC-76726-26	4122979545	3589 Ridge Rd, Phoenix, AZ, 85006	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424998	CLM	Tomas N Sanchez	1943-03-28	—	—	9360 Highland Ave, Jacksonville, FL, 32229	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-122394	ENR	Carl F Nichols	1962-11-25	UHC-14580-29	—	6806 Mesa Dr, Tampa, FL, 33697	0.60	Name re-cased Date of birth reformatted Phone missing area code City re-cased+4 more
ENR-111466	ENR	Aaron F Welch	2008-09-03	UHC-51582-83	6519602271	6030 Bayshore Dr # 696, Austin, TX, 78727	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-113693	ENR	Keelly P Miller	1977-09-23	UHC-87446-96	7748767147	1236 Sage Ct, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-102522	ENR	Douglas Scott	1955-06-19	UHC-94895-23	8546455189	9220 Indian School Rd, Mesa, AZ, 85228	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-422248	CLM	Gabriel Bradley	1946-03-05	UHC-00034-62	4684386833	1795 Church St, Fresno, CA, 93742	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-429069	CLM	Catherine I Sanchez	2004-06-08	UHC-09685-12	3179904730	9542 Mountain View Dr, Charlotte, NC, 28231	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-119463	ENR	Stephens Denise	1988-01-26	UHC-00197-62	3065318929	538 Bayshore Dr, Atlanta, GA, 30320	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-56613	TPA	Laura Stone	1995-02-17	—	8614098541	9078 Canyon Rd, Tampa, FL, 33658	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117888	ENR	Joyce Bradley	1980-04-12	UHC-14598-28	8066731254	4399 Maple Ave, Fresno, CA, 93742	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113697	ENR	Alexis Jensen	1957-11-16	UHC-14285-46	7613710994	6234 Camelback Rd, Tampa, FL	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-431978	CLM	Jeffrey Grant	1983-09-13	UHC-11675-92	—	8815 Oak St, Eden Prairie, MN, 55300	0.60	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-406542	CLM	Walter Z Phillips	1997-01-14	UHC-80241-67	4662055415	4901 Forest Ave, Jacksonville, FL, 32255	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20930	PRV	Zachary Reynolds	2006-09-10	—	9077672286	1038 Main St, Plano, TX	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-101454	ENR	Frank R Wallace	1999-09-15	UHC-74375-66	2852010316	37 Washington St, Tucson, AZ, 85782	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-63753	TPA	Debra Burton	1998-08-18	—	—	639 Cedar Ln, Plano, TX, 75074	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-108045	ENR	Lori A Rodriguez	1941-12-16	UHC-24750-67	7504099972	2084 Maple Ave, Gilbert, AZ, 85252	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-409670	CLM	Jessica Grant	2004-10-17	—	3776847927	1043 Cedar Ln, Gilbert, AZ, 85241	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-61596	TPA	Julia Carlson	1963-11-18	—	7506452381	4096 Central Ave, Gilbert, AZ, 85215	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21075	PRV	Austin Wagner	1939-09-24	UHC-81000-54	4543577614	372 Harbor Blvd # 161, Mesa, AZ, 85269	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-142746	ENR	Megan X Simpson	1978-05-18	UHC-48523-16	9713854023	1714 Mountain View Dr, Nashville, TN, 37203	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-401595	CLM	Melissa Willis	1939-06-04	—	4969581419	8088 Lincoln Way, Chandler, AZ, 85298	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102531	ENR	Natahn X Carpenter	1959-06-26	UHC-33486-31	7788386260	3681 Meadow Ln, Scottsdale, AZ, 85218	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-53596	TPA	Walter Clark	1938-04-23	—	4622831591	6835 Oak St, San Diego, CA, 92132	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28175	PRV	Laura Arnold	1982-09-24	—	3894033525	6320 Main St, Scottsdale, AZ, 85283	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107525	ENR	Harold N Ray	1946-09-21	UHC-61684-71	—	5887 Jefferson Ave, Phoenix, AZ, 85047	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
PRV-22597	PRV	Ethan Ramos	2005-04-01	—	4943074464	7771 Spring St, Tampa, FL, 33654	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

32,400 rows, page 66 of 648Previous Next