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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-428152	CLM	Gloria Yang	1940-02-03	UHC-03625-33	—	9382 Indian School Rd, Orlando, FL, 32871	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-128465	ENR	Billy Z Castillo	1961-03-08	UHC-03191-11	—	4676 Harbor Blvd, Atlanta, GA, 30399	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-125757	ENR	George J Cooper	1988-06-04	UHC-06641-62	4678091401	5636 Willow Ct, Tampa, FL, 33669	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103812	ENR	Bruce L Campbell	2000-03-02	UHC-55606-07	3764156082	7816 Desert Sky Blvd, Atlanta, GA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-408384	CLM	Joe Robinson	1941-10-27	—	2634106889	5475 Lake View Rd, Jacksonville, FL	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123999	ENR	Juan S Estrada	1965-08-13	UHC-86762-06	—	1448 Main St, Jacksonville, FL	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-425672	CLM	Paul Richardson	—	UHC-64897-23	—	2787 Park Pl, Tampa, FL, 33669	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-100774	ENR	Judith J Chavez	1947-08-17	UHC-03402-97	—	3704 Sunset Blvd Apt 2, Orlando, FL, 32893	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+2 more
ENR-118628	ENR	Jessica N Pena	1967-12-17	UHC-66466-53	7029677363	6112 Washington St, Fresno, CA, 93746	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-138761	ENR	Melissa Y Delgado	2007-07-28	UHC-61902-21	4735065461	5380 Apache Blvd, Fresno, CA, 93769	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61291	TPA	Michael Baker	2003-07-12	—	—	3497 Oak St Apt 25, Eden Prairie, MN, 55304	0.52	Name split from “Last, First”Unit split from street City re-cased Gender normalised+2 more
ENR-117798	ENR	Heather Ramirez	1985-09-07	UHC-96401-94	6756695687	3843 Main St, Plano, TX, 75050	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112486	ENR	Priya K Weber	1977-01-08	UHC-74953-20	6895453724	7071 Forest Ave Apt 21, Glendale, AZ, 85398	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-50386	TPA	Charlotte Stevens	1957-02-02	—	—	4201 Spring St, Gilbert, AZ, 85226	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-417231	CLM	Hiroshi Vazquez	1939-07-09	UHC-36775-70	—	1689 Grand Ave, Dallas, TX, 75258	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-129390	ENR	Michelle I Pierce	1994-12-08	UHC-38324-33	3853574846	1752 Washington St, Gilbert, AZ	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+2 more
ENR-127459	ENR	Jeremy Clark	1978-02-18	UHC-95821-87	7239183787	6975 Ridge Rd, Houston, TX, 77014	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137767	ENR	Natalie A Alvarez	2001-11-26	UHC-85005-33	3469463185	9730 Canyon Rd, Austin, TX, 78760	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-401259	CLM	Nancy Delgado	1969-01-08	—	—	6958 Park Pl, Orlando, FL, 32816	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-128686	ENR	Ethan L Jackson	1954-04-10	UHC-62313-89	5583013069	801 Main St, San Antonio, TX, 78269	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112210	ENR	Brian Bailey	1953-03-26	UHC-51571-55	8239601059	4358 Indian School Rd, Los Angeles, CA, 90033	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-138313	ENR	Marcus Hudson	1977-06-02	UHC-54432-48	7177341686	4570 Oak St, Minneapolis, MN, 55467	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113603	ENR	Abigail Y Martinez	1967-03-08	UHC-84886-97	7512522900	2815 River Rd, Mesa, AZ, 85212	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405720	CLM	Mary Schmidt	1977-05-21	—	—	6452 Harbor Blvd, Miami, FL, 33132	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-25261	PRV	Theresa L Garza	1942-10-28	—	—	877 Cedar Ln # 244, Atlanta, GA, 30319	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-421708	CLM	Lauren D Montgomery	1963-12-10	—	7428355449	2528 Desert Sky Blvd Apt 4, Minneapolis, MN, 55495	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-427294	CLM	Cheryl M Pena	1992-06-08	UHC-77349-09	—	5459 Valley View Dr, Minneapolis, MN, 55480	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
PRV-22026	PRV	Priya Cook	1956-08-04	—	8593901606	8550 Cedar Ln, Eden Prairie, MN, 55326	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-410953	CLM	Alex Diaz	2001-08-14	—	—	3718 Mountain View Dr, Eden Prairie, MN, 55318	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-128341	ENR	Donna T Aguilar	1991-06-09	UHC-53014-02	2775435026	3600 Central Ave, San Diego, CA, 92164	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63491	TPA	Julie Wilson	1948-09-17	—	—	6180 Canyon Rd Apt 16, Orlando, FL, 32839	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
PRV-26299	PRV	Alexis Hill	1952-02-12	UHC-64036-10	—	4089 River Rd, Tucson, AZ, 85788	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
TPA-60063	TPA	Laura Weber	1941-09-14	—	—	3697 Highland Ave, Orlando, FL	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
PRV-21823	PRV	Jeremy Walker	1958-05-11	UHC-68255-89	4037606114	7404 Lincoln Way, Seattle, WA	0.52	Name split from “Last, First”Phone reformatted ZIP missing Gender normalised+2 more
ENR-114872	ENR	Mark G Hicks	1970-05-20	UHC-81141-15	7067717139	3440 Ocean Ave, Tucson, AZ, 85766	0.52	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+2 more
TPA-55608	TPA	Jerry E Porter	1980-01-22	—	—	8480 Forest Ave, Tempe, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
PRV-28170	PRV	Mei Harris	1945-10-08	UHC-08874-15	7314083975	2008 Maple Ave, Los Angeles, CA, 90037	0.52	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-121928	ENR	Albert G Stephens	1949-04-17	UHC-81418-55	2676682075	2513 Lake View Rd, Seattle, WA, 98163	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431379	CLM	Arjun Burtoon	1938-05-13	UHC-81734-92	—	4451 Grand Ave, Eden Prairie, MN, 55344	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-423773	CLM	Wayne V Thomas	2006-10-19	UHC-05470-01	—	5517 Harbor Blvd, Tampa, FL, 33664	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-129459	ENR	Marcus Ward	2004-03-13	UHC-17912-68	7955419368	6546 Jefferson Ave, Charlotte, NC, 28231	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
TPA-55592	TPA	Russell Burke	1959-01-18	—	—	6780 Mountain View Dr, Los Angeles, CA, 90080	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-113901	ENR	Jennifer W Scott	1990-10-11	UHC-43086-65	—	3029 Market St, Sacramento, CA, 95839	0.52	Name split from “Last, First”Phone missing area code Member ID reformatted Email lower-cased+2 more
ENR-107510	ENR	Sadra Jackson	1946-02-22	UHC-13086-58	—	5992 Oak St Apt 20, Jacksonville, FL, 32207	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-400080	CLM	Jonathan X Price	1980-05-14	UHC-44743-32	9039211408	6450 Jefferson Ave, Eden Prairie, MN, 55369	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-405694	CLM	Kenneth Meedina	1992-03-26	—	—	4894 Ocean Ave, Las Vegas, NV, 89112	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
PRV-29485	PRV	Cheryl Gibson	1999-05-15	—	2944819018	6044 Willow Ct, Los Angeles, CA, 90080	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405735	CLM	Beverly H Hughes	1988-06-28	UHC-84048-28	—	3148 Cedar Ln, Plano, TX, 75003	0.52	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+2 more
ENR-107474	ENR	Olivia U Chavez	1973-01-15	UHC-71126-91	6156628928	5964 Meadow Ln Apt 17, Atlanta, GA, 30371	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-136558	ENR	Maria Cole	1946-12-12	UHC-57827-95	6113525955	7219 Apache Blvd, Phoenix, AZ, 85014	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more

9,980 rows, page 54 of 200Previous Next