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-420238	CLM	Katherine Patel	1968-05-21	—	—	4167 Main St, Houston, TX, 77092	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Plan code upper-cased+1 more
CLM-429917	CLM	Melissa Soto	1979-06-25	UHC-47899-58	—	4356 Jefferson Ave, Fresno, CA, 93723	0.66	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+1 more
ENR-127181	ENR	Brian S Parker	1976-11-10	UHC-72365-12	—	6467 Camelback Rd, Plano, TX, 75098	0.66	Name split from “Last, First”Member ID reformatted ZIP+4 trimmed Plan code upper-cased+1 more
CLM-412342	CLM	Katherine W Carter	1963-12-21	UHC-19218-47	—	9532 Maple Ave, Gilbert, AZ, 85273	0.66	Name re-cased State name converted to code Gender normalised Plan code upper-cased+1 more
ENR-103480	ENR	Jordan T McDonald	2006-11-16	UHC-22206-80	3655266403	8883 Spring St Apt 18, Jacksonville, FL, 32224	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-124642	ENR	Arthur Berrry	1956-05-15	UHC-33176-25	9887034935	8371 Sage Ct Apt 9, Charlotte, NC, 28200	0.66	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-126406	ENR	Kayla I Cole	—	UHC-96523-84	6929889149	1075 Sunset Blvd, San Antonio, TX, 78248	0.66	Date of birth missing Phone reformatted State name converted to code Plan code upper-cased+1 more
ENR-104347	ENR	Mateo Cooper	1992-07-07	UHC-54482-85	8504563929	3037 Baseline Rd, Mesa, AZ, 85211	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-127799	ENR	Ashley Howard	1981-01-22	UHC-68473-02	2876462150	9460 Washington St, Gilbert, AZ, 85291	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-108365	ENR	Virginia G Graham	1943-12-05	UHC-43956-72	2746209937	4639 Palm Dr, San Diego, CA	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
ENR-134130	ENR	Charles N Tucker	1961-02-23	UHC-91411-90	2409215406	6126 Indian School Rd, Mesa, AZ, 85219	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-27490	PRV	Jeeffrey Cook	1986-04-06	UHC-48436-17	—	7290 Highland Ave, Minneapolis, MN, 55405	0.66	Name re-cased State name converted to code Gender normalised Plan code upper-cased+1 more
ENR-108370	ENR	Ajun Contreras	1953-10-11	UHC-84795-06	4613548235	7886 Willow Ct, Fresno, CA, 93758	0.66	Name split from “Last, First”Two-digit birth year Email lower-cased Plan code upper-cased+1 more
TPA-52576	TPA	David Lewis	1981-04-09	—	—	5645 Apache Blvd, Eden Prairie, MN, 55366	0.66	Two-digit birth year Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-104189	ENR	Gabriel Welch	1959-07-06	UHC-11795-17	4316963094	9743 River Rd, Charlotte, NC, 28272	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-135728	ENR	Charlotte Q Sullivan	1954-08-24	UHC-97098-75	9856593353	1460 Willow Ct, Austin, TX, 78770	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-103647	ENR	Ruth E Wells	2003-12-08	UHC-16007-69	8227708183	7402 Sage Ct, Tempe, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Plan code upper-cased+1 more
ENR-138490	ENR	Sean M Delgado	2007-05-22	UHC-78051-06	9018802282	2586 Jefferson Ave, Gilbert, AZ, 85212	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122960	ENR	Juan Chen	1982-01-27	UHC-72089-26	—	9807 Church St, Nashville, TN, 37266	0.66	Phone missing area code Member ID reformatted Gender normalised Plan code upper-cased+1 more
ENR-108650	ENR	Ann Dunn	—	UHC-83785-92	4715513104	—	0.66	Name split from “Last, First”Date of birth unreadable Member ID reformatted Plan code upper-cased+1 more
ENR-116885	ENR	Kathleen Butler	1997-07-03	UHC-38547-86	5743413084	7271 Jefferson Ave, Jacksonville, FL, 32263	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-416681	CLM	Dorothy Wagner	—	UHC-27472-49	—	—	0.66	Date of birth unreadable Gender normalised Plan code upper-cased Whitespace trimmed+1 more
ENR-127332	ENR	Jan Hill	1962-12-26	UHC-76210-92	3955796746	8614 Ocean Ave Apt 30, Las Vegas, NV, 89198	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-109281	ENR	Grace Sullivan	1982-10-04	UHC-95473-15	7382553474	9464 Grand Ave, Minneapolis, MN, 55488	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
CLM-421772	CLM	Jose Y Perez	1980-04-25	UHC-94809-39	—	4123 Central Ave, Gilbert, AZ, 85257	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-414993	CLM	Kieth L Jones	1987-01-29	UHC-95396-91	2474192342	5349 Palm Dr, Orlando, FL, 32884	0.66	City re-cased State name converted to code Gender normalised Plan code upper-cased+1 more
ENR-116921	ENR	Sharon Ray	2002-08-08	UHC-31560-49	4045423475	7588 Mountain View Dr, San Diego, CA, 92197	0.66	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+1 more
ENR-109510	ENR	Stephen P Carr	1966-01-10	UHC-87662-88	7807311419	6489 Main St, Jacksonville, FL, 32297	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-142463	ENR	Isabella J Flores	1943-12-17	UHC-67450-83	6119822612	7274 Indian School Rd # 595, Charlotte, NC, 28247	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-129022	ENR	Ashley Ortega	1953-02-15	UHC-05522-42	—	6300 Market St, Austin, TX, 78716	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-128217	ENR	Donald Stewart	2000-07-06	UHC-62097-19	2256334194	5415 Highland Ave, Minneapolis, MN, 55498	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-132787	ENR	Rachel Soto	2000-09-28	UHC-26861-94	6369522000	865 Oak St, Tampa, FL, 33681	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Plan code upper-cased+1 more
ENR-132786	ENR	Rachel Soto	2000-09-28	UHC-26861-94	6369522000	865 Oak St, Tampa, FL, 33681	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Plan code upper-cased+1 more
ENR-123055	ENR	Carllos Luna	1956-11-05	UHC-61107-88	—	8583 Jefferson Ave, Denver, CO, 80271	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-125673	ENR	Jeffrey Z Evans	1962-04-10	—	5099098857	207 Valley View Dr Apt 38, Gilbert, AZ	0.66	Phone reformatted Unit split from street ZIP missing Plan code upper-cased+1 more
ENR-114457	ENR	Amanda D Allen	1938-10-14	UHC-08169-97	5872179484	8015 Bayshore Dr, San Antonio, TX, 78213	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-132382	ENR	Tyler T Weber	1967-02-10	UHC-32985-45	2105690851	5659 Main St, Las Vegas, NV, 89166	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-111524	ENR	Sandra Franklin	1938-10-06	UHC-51432-41	8322977462	3855 Oak St, Fresno, CA, 93752	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-103240	ENR	Andrea Cook	1969-03-28	UHC-23088-75	6877379373	8650 Maple Ave, Scottsdale, AZ	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-127721	ENR	Dennis N Park	1948-06-15	UHC-17765-89	6239833077	5191 Ocean Ave, Charlotte, NC, 28222	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-419775	CLM	Noah Washington	1978-09-03	UHC-11037-22	—	—	0.66	Name split from “Last, First”Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
CLM-410034	CLM	Bruce Morales	1938-04-18	UHC-48238-50	—	1436 Jefferson Ave Apt 28, San Diego, CA, 92167	0.66	Name re-cased Two-digit birth year Unit split from street Plan code upper-cased+1 more
TPA-59346	TPA	Amanda Phillips	1987-07-18	UHC-49815-50	—	—	0.66	Name split from “Last, First”Two-digit birth year Email lower-cased Plan code upper-cased+1 more
ENR-106382	ENR	Diane Banks	1988-03-16	UHC-73559-24	5945701698	8353 Ocean Ave, Orlando, FL, 32873	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Plan code upper-cased+1 more
CLM-430328	CLM	William Owens	1961-11-09	UHC-98562-61	3963899560	235 Ridge Rd, Eden Prairie, MN, 55369	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-408461	CLM	Brenad Garrett	1985-09-28	UHC-01984-24	—	3668 Ridge Rd, Phoenix, AZ, 85018	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Plan code upper-cased+1 more
ENR-100001	ENR	Mark B Palmer	2003-04-05	UHC-34757-79	8117668647	6814 Baseline Rd, Dallas, TX, 75240	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-428630	CLM	Ethan Chavez	1951-07-01	UHC-43527-12	5118317688	2576 Central Ave, Tempe, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-128106	ENR	Abigail F Howard	1987-08-19	UHC-10387-25	6637074305	3747 Lincoln Way, Tucson, AZ	0.66	Name re-cased Phone reformatted SSN last four extracted ZIP missing+1 more
ENR-116272	ENR	Tim W Olson	1938-01-07	UHC-91075-61	—	6827 Mountain View Dr, Phoenix, AZ	0.66	Date of birth reformatted State name converted to code ZIP missing Plan code upper-cased+1 more

3,278 rows, page 25 of 66Previous Next