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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-423187	CLM	Jennifer U Weaver	1966-01-21	UHC-23136-26	5179445337	—	0.74	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
CLM-421854	CLM	Eric Watson	2005-01-05	—	6615613429	6608 Elm St, Fresno, CA, 93767	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123990	ENR	Kayla C Reid	1950-11-06	UHC-05355-87	9527451399	1181 Sage Ct, Plano, TX, 75014	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114910	ENR	Pamela U Padilla	1964-02-16	UHC-75119-62	6205719342	8048 Mountain View Dr, Chandler, AZ, 85206	0.74	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-113067	ENR	Vincent R Thompson	1948-10-06	UHC-04730-28	6289389939	6202 Indian School Rd, Tempe, AZ, 85261	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113068	ENR	Vincent R Thompson	1948-10-06	UHC-04730-28	6289389939	6202 Indian School Rd, Tempe, AZ, 85261	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104947	ENR	Deborah B Bishop	1961-04-12	UHC-53289-31	8039732355	7177 Baseline Rd, Phoenix, AZ, 85079	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104946	ENR	Deborah B Bishop	1961-04-12	UHC-53289-31	8039732355	7177 Baseline Rd, Phoenix, AZ, 85079	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405987	CLM	Deborah Vasquez	1956-12-13	—	3792788435	6123 Highland Ave, San Diego, CA, 92150	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-407531	CLM	Roger White	1948-08-05	UHC-38078-45	—	1413 Meadow Ln, Miami, FL, 33135	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-407530	CLM	Roger White	1948-08-05	UHC-38078-45	—	1413 Meadow Ln, Miami, FL, 33135	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-57931	TPA	Roger Bishop	1975-11-01	—	—	5376 Bayshore Dr # 602, Los Angeles, CA, 90063	0.74	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
ENR-122334	ENR	Ethan Green	1966-09-18	UHC-13997-72	3287474285	6482 Lake View Rd, Las Vegas, NV, 89100	0.74	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+3 more
ENR-131579	ENR	Danielle Herrera	1948-03-21	UHC-14995-82	4577387148	3140 Lincoln Way, Denver, CO, 80238	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-411941	CLM	Alexander Anderson	1950-05-14	UHC-79887-28	4783200973	1045 Ocean Ave, Orlando, FL, 32883	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105389	ENR	Mendoza Angela	1959-05-04	UHC-25015-53	8474816353	4483 Spring St, Charlotte, NC, 28248	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-133947	ENR	Grace Wong	1974-10-21	UHC-64071-61	8953580520	6636 Market St, Sacramento, CA, 95806	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112954	ENR	Roger K Lewis	1952-04-16	UHC-89460-83	9448445964	9404 Highland Ave, Miami, FL, 33115	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-57489	TPA	Sarah Banks	1980-10-22	—	5929922729	3771 Lincoln Way, Houston, TX, 77001	0.74	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+3 more
CLM-412847	CLM	Jerry Romero	1964-03-24	—	—	855 Lake View Rd, Tucson, AZ, 85786	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-109291	ENR	Vincent Garza	2001-10-18	UHC-71824-31	—	9084 Jefferson Ave, Phoenix, AZ, 85084	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-106447	ENR	Mary S Obrien	1951-01-03	UHC-96447-43	5132946469	6414 Valley View Dr, Plano, TX, 75074	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108408	ENR	Stephen Turner	1984-04-16	UHC-09124-02	8955412142	3780 Grand Ave, San Diego, CA, 92138	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-402585	CLM	Russell Le	1941-05-10	UHC-19416-53	7007392456	—	0.74	Name re-cased Phone reformatted Member ID reformatted Gender normalised+3 more
ENR-141454	ENR	Juan C Obrien	2008-07-20	UHC-63527-62	4288045490	1923 Elm St, Los Angeles, CA, 90045	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122798	ENR	Theresa K Burns	1961-08-13	UHC-49456-91	8677651239	6374 River Rd, Miami, FL, 33146	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-421641	CLM	Sarah Richards	1969-07-06	—	8643960585	5747 Palm Dr, Scottsdale, AZ, 85223	0.74	Name re-cased City re-cased State code upper-cased Gender normalised+3 more
PRV-29183	PRV	Denise Gibson	1973-06-15	—	5727006996	3493 Elm St, Charlotte, NC, 28256	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411841	CLM	Richards Theresa	1968-04-08	UHC-25205-29	4569637577	5657 Ridge Rd, Las Vegas, NV, 89140	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422359	CLM	Nancy G Williamson	1962-04-06	—	—	1452 Cedar Ln, Glendale, AZ, 85379	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-102728	ENR	Kyle Y Hoffman	1939-11-15	UHC-39224-93	5423677413	1424 Park Pl, Tampa, FL, 33697	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107262	ENR	Daniel I Mills	1939-07-06	UHC-23666-16	4144136559	9358 Palm Dr, Los Angeles, CA, 90058	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427504	CLM	Eric Schmidt	2004-05-04	UHC-31138-83	4863896059	311 Meadow Ln, Mesa, AZ, 85203	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132566	ENR	Noah I Yang	1944-11-23	UHC-46307-49	2468735326	7976 Central Ave, Charlotte, NC, 28286	0.74	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
CLM-411776	CLM	Eric Elliott	1950-09-19	—	3773931327	6054 Forest Ave, Las Vegas, NV, 89146	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408697	CLM	Shirley D Hunt	1958-09-01	UHC-53979-10	5092460501	1390 Indian School Rd, Fresno, CA, 93789	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53329	TPA	Beverly Harris	2002-03-03	—	2919754979	1868 Forest Ave, Miami, FL, 33199	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128400	ENR	Hiroshi Dominguez	1993-05-22	UHC-44104-03	8754435556	3978 Union St, Miami, FL, 33172	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126321	ENR	Willie H Lynch	1987-06-03	UHC-89113-25	3562002780	3720 Park Pl, Glendale, AZ, 85380	0.74	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+3 more
ENR-140108	ENR	Evelyn Santiago	1990-11-28	—	2074599198	238 Lake View Rd, Houston, TX, 77029	0.74	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+3 more
ENR-104114	ENR	Jeffrey N Cook	1992-07-02	UHC-82233-70	8514915274	7021 Baseline Rd, Scottsdale, AZ, 85215	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-412456	CLM	Wayne L Jimenez	1947-09-19	—	9835907461	6566 Pine Dr, Nashville, TN, 37257	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431331	CLM	Logan Austin	1951-09-23	—	—	5573 Ridge Rd, Eden Prairie, MN, 55309	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-139548	ENR	Donna U Maldonado	1998-08-01	UHC-44231-06	8872393205	1127 Desert Sky Blvd, Eden Prairie, MN, 55389	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-137568	ENR	Sam Bennett	1966-09-22	UHC-78204-06	3779255829	5671 Indian School Rd, Minneapolis, MN, 55440	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106519	ENR	Kathryn Truner	1952-02-22	UHC-15096-04	5217913689	1319 Harbor Blvd, Eden Prairie, MN, 55396	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411195	CLM	Dorothy Spencer	1945-06-17	UHC-83167-50	4587363297	8053 Meadow Ln, Atlanta, GA, 30333	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406335	CLM	Samuel Q Cook	1994-08-16	UHC-53331-97	—	3831 Bayshore Dr, Los Angeles, CA, 90049	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-104906	ENR	Mei Z Hansen	1974-12-15	UHC-60681-93	8644810979	4449 Indian School Rd, Seattle, WA, 98145	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411688	CLM	Randy Maldonado	1999-08-04	UHC-32441-24	—	5269 Church St, Tucson, AZ, 85782	0.74	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more

3,278 rows, page 31 of 66Previous Next