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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22858	PRV	Priya Roberts	1949-04-22	UHC-42307-61	5755388631	7499 Market St # 608, Las Vegas, NV, 89101	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-104194	ENR	Richard Luna	1986-01-18	UHC-69234-20	5629608204	2149 Mesa Dr # 984, Jacksonville, FL, 32267	0.78	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+1 more
ENR-101537	ENR	Noah West	2008-12-14	UHC-54131-68	—	2016 Camelback Rd Apt 13, Tampa, FL, 33628	0.78	Name re-cased Date of birth reformatted Unit split from street Email lower-cased+1 more
CLM-411520	CLM	Kathleen Robertson	1975-05-13	UHC-47236-25	3522814693	7407 Pine Dr # 203, Tampa, FL, 33685	0.78	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-106018	ENR	Charlotte M Moore	1976-04-16	UHC-23042-69	—	1479 Broadway # 575, Nashville, TN, 37299	0.78	Unit split from street Address re-cased Email lower-cased Whitespace trimmed+1 more
PRV-28827	PRV	Justin Warren	2007-01-18	—	3529052564	9861 Harbor Blvd Apt 23, Atlanta, GA, 30328	0.78	Phone reformatted Unit split from street City re-cased Whitespace trimmed+1 more
CLM-415736	CLM	Brian Wells	2001-07-16	—	—	7743 Market St # 695, Tampa, FL, 33694	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
ENR-111773	ENR	Brittany P Gordon	1998-07-27	UHC-22040-73	9728656457	2784 Oak St Apt 2, Gilbert, AZ, 85291	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
ENR-113467	ENR	Jose M Dominguez	1953-02-19	—	8797493542	2329 Canyon Rd # 419, Seattle, WA, 98126	0.78	Name re-cased Unit split from street City re-cased Plan code upper-cased+1 more
TPA-50662	TPA	Denise Peters	1980-10-22	UHC-28393-22	—	9572 Mesa Dr Apt 10, San Antonio, TX, 78291	0.78	Unit split from street City re-cased Email lower-cased Whitespace trimmed+1 more
CLM-406457	CLM	Catherine Nguyen	1998-09-22	UHC-20991-26	9423799253	4832 Main St Apt 6, San Antonio, TX, 78265	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-127797	ENR	Roy D Fowller	2001-09-28	UHC-26321-54	4599217744	6743 Apache Blvd Apt 8, Austin, TX, 78779	0.78	Phone reformatted Unit split from street Email lower-cased Plan code upper-cased+1 more
ENR-111702	ENR	Luis Cox	1959-05-26	UHC-34441-71	6024799918	3779 Grand Ave Apt 39, Tampa, FL, 33614	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-133243	ENR	Camila Stone	1993-11-12	UHC-70565-89	7094538440	4155 Jefferson Ave Apt 35, Charlotte, NC, 28270	0.78	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
ENR-141180	ENR	Sharon Matthews	1995-01-27	UHC-00390-96	6252153198	6074 Palm Dr # 223, Las Vegas, NV, 89188	0.78	Name re-cased Phone reformatted Member ID reformatted Unit split from street+1 more
ENR-100082	ENR	Mari Ortiz	1999-11-28	UHC-72125-46	2369092219	5555 Harbor Blvd # 443, Jacksonville, FL, 32241	0.78	Phone reformatted Unit split from street City re-cased Email lower-cased+1 more
TPA-60716	TPA	Abigail Ellis	1939-06-23	—	—	7316 Broadway Apt 5, Atlanta, GA, 30396	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
ENR-116389	ENR	Joey I Ward	1957-04-24	UHC-28293-97	5134061525	6443 Bayshore Dr # 137, Glendale, AZ, 85367	0.78	Phone reformatted Unit split from street State code upper-cased Whitespace trimmed+1 more
ENR-142893	ENR	Wei Phillips	1941-03-09	UHC-32845-82	6519192703	4341 Broadway Apt 30, Eden Prairie, MN, 55363	0.78	Phone reformatted Unit split from street Address re-cased City re-cased+1 more
CLM-410499	CLM	Isabella Ramirez	2003-06-23	—	6706526520	3355 Elm St Apt 36, Minneapolis, MN, 55479	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-132370	ENR	Brenda P Lopez	1950-11-01	UHC-90415-17	9063891671	7991 Park Pl Apt 25, Columbus, OH, 43204	0.78	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
ENR-141641	ENR	Judith N Mendze	1988-03-27	UHC-36385-95	7708364556	6691 Meadow Ln Apt 17, Miami, FL, 33171	0.78	Name re-cased Phone reformatted Unit split from street Email lower-cased+1 more
ENR-116530	ENR	Ruth C Perez	2001-12-01	UHC-61188-33	5553348774	4458 Cedar Ln # 807, San Antonio, TX, 78257	0.78	Name re-cased Date of birth reformatted Unit split from street Plan code upper-cased+1 more
CLM-415406	CLM	Michelle Wong	1959-10-18	UHC-75999-90	4752019065	1501 Indian School Rd # 627, Jacksonville, FL, 32250	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-25213	PRV	Mark Ford	1956-12-04	—	8387637311	2379 Lake View Rd Apt 9, Eden Prairie, MN, 55352	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-141655	ENR	Mary T Willis	1952-09-17	UHC-05010-57	2417681188	7102 Cedar Ln Apt 30, Denver, CO, 80262	0.78	Phone reformatted Member ID reformatted Unit split from street Whitespace trimmed+1 more
TPA-57008	TPA	Aaron Hoffman	2008-10-12	UHC-55595-67	—	9350 Market St Apt 20, Tucson, AZ, 85758	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
PRV-27551	PRV	Logan R Gibson	1961-12-08	UHC-11992-08	5549025162	5444 Union St # 140, Sacramento, CA, 95815	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-409455	CLM	Yang Pamela	1945-01-06	UHC-06553-73	—	4873 Market St # 826, Dallas, TX, 75230	0.78	Date of birth reformatted Unit split from street Plan code upper-cased Whitespace trimmed+1 more
ENR-125260	ENR	Madison Hunter	1956-09-19	UHC-08390-09	2352969304	5842 Valley View Dr Apt 36, Nashville, TN, 37230	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-103049	ENR	Jacob Black	1992-12-02	—	3687801602	8159 Canyon Rd Apt 38, Sacramento, CA, 95831	0.78	Phone reformatted Unit split from street City re-cased Email lower-cased+1 more
PRV-24094	PRV	Natalie Collins	1957-07-26	—	4856365413	8209 River Rd Apt 13, Las Vegas, NV, 89157	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
ENR-116703	ENR	Justin Wilson	1974-03-27	UHC-83353-54	9504625876	5123 Camelback Rd # 308, Plano, TX, 75001	0.78	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+1 more
CLM-420863	CLM	Noah Hall	1967-05-02	—	7247522715	8762 Desert Sky Blvd Apt 25, Tampa, FL, 33644	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-427706	CLM	Eljah Matthews	1950-05-17	—	—	8875 Ridge Rd # 131, Charlotte, NC, 28287	0.78	Name re-cased Date of birth reformatted Unit split from street City re-cased+1 more
ENR-105195	ENR	Sharon Masson	1939-03-23	UHC-64168-51	3477200972	6653 Park Pl # 118, Chandler, AZ, 85209	0.78	Name re-cased Phone reformatted Unit split from street Email lower-cased+1 more
ENR-105196	ENR	Sharon Masson	1939-03-23	UHC-64168-51	3477200972	6653 Park Pl # 118, Chandler, AZ, 85209	0.78	Name re-cased Phone reformatted Unit split from street Email lower-cased+1 more
ENR-117787	ENR	Stephen Hansen	1985-08-18	UHC-90531-96	5194457155	3118 Sunset Blvd # 178, Nashville, TN, 37256	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-118517	ENR	Nancy E Richardson	1989-05-28	UHC-36357-39	6637138851	7539 Canyon Rd # 216, San Antonio, TX, 78216	0.78	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
TPA-55697	TPA	Scott U Jordan	1965-02-17	—	—	7935 Desert Sky Blvd Apt 5, Fresno, CA, 93744	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-421105	CLM	Scott Hansen	1943-04-11	UHC-60245-29	3289783314	212 Meadow Ln Apt 8, Minneapolis, MN, 55401	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-109636	ENR	Robert Patel	1998-01-08	UHC-85449-55	6004637069	7450 Lake View Rd Apt 31, Seattle, WA, 98146	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-430136	CLM	Kelly Murphy	1948-10-07	UHC-06629-57	2448194486	7420 Maple Ave Apt 8, Las Vegas, NV, 89142	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
PRV-26591	PRV	Brittany Taylor	1947-06-20	UHC-87089-87	4506778727	5296 Sage Ct # 765, Gilbert, AZ, 85274	0.78	Phone reformatted Unit split from street City re-cased Whitespace trimmed+1 more
ENR-125380	ENR	Burton R Roger	1957-03-22	UHC-99566-78	7014428169	9068 Hillcrest Rd # 141, Scottsdale, AZ, 85243	0.78	Name re-cased Phone reformatted Member ID reformatted Unit split from street+1 more
CLM-427545	CLM	Joe Hicks	1963-10-13	—	2715876951	3667 Meadow Ln # 746, Phoenix, AZ, 85003	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-141560	ENR	David X Edwards	1998-02-25	UHC-28705-06	6825398759	8366 Union St # 152, Tampa, FL, 33625	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-403884	CLM	Keith B Jordan	1963-03-15	—	—	7093 Apache Blvd Apt 15, Nashville, TN, 37267	0.78	Date of birth reformatted Unit split from street City re-cased Whitespace trimmed+1 more
CLM-417110	CLM	Valentina H Valdaz	1957-12-13	UHC-40345-86	4057536555	1921 Broadway # 658, Glendale, AZ, 85399	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
TPA-58042	TPA	Janet Reyyes	1951-06-01	—	2039525882	4791 Bayshore Dr # 323, Tucson, AZ, 85701	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more

6,994 rows, page 123 of 140Previous Next