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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-52989	TPA	Jacob King	1970-03-14	—	—	7963 Lake View Rd, Tempe, AZ	0.80	Name re-cased ZIP missing Email lower-cased Placeholder values cleared
TPA-62258	TPA	Robert J Bryant	1972-12-14	—	—	7085 Maple Ave, Orlando, FL	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
TPA-55755	TPA	Cynthia Mejia	1957-06-17	—	—	8021 Spring St, Austin, TX	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-403857	CLM	Mei Rogers	1954-02-16	—	—	4173 Pine Dr, San Antonio, TX	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-107624	ENR	Kevin E Carr	1989-07-27	UHC-04858-05	4382369200	5062 Central Ave, Dallas, TX	0.80	Name re-cased Phone reformatted ZIP missing Email lower-cased
ENR-102979	ENR	Jessica R Dunn	1951-04-06	UHC-68316-98	3542626045	1328 Palm Dr, Los Angeles, CA	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-120717	ENR	Judith Henry	1942-04-05	UHC-46219-24	7578827608	2027 Central Ave, Charlotte, NC	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-402400	CLM	Juhn Watson	2001-06-02	UHC-02871-53	—	7878 Mountain View Dr, Seattle, WA	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-407220	CLM	Frank Carter	1990-09-19	—	6873963969	8971 Market St, Tempe, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-424495	CLM	Carol Peterson	1988-03-27	—	—	7116 Central Ave, Columbus, OH	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-113144	ENR	Sofia Allen	1977-04-28	UHC-34121-21	9893427204	2567 Oak St, San Antonio, TX	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-411254	CLM	Gabriel Gray	2001-08-25	—	3388153032	8384 Lincoln Way, Gilbert, AZ	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
CLM-428388	CLM	Raymond Hill	1979-07-20	UHC-45778-72	—	3309 Church St, Seattle, WA	0.80	Date of birth reformatted City re-cased ZIP missing Placeholder values cleared
CLM-410397	CLM	Philip A Wood	1946-02-19	UHC-74863-07	8772941398	3849 Highland Ave, Mesa, AZ	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-112724	ENR	Jessica N Grant	2004-10-17	UHC-60955-53	3776847927	1043 Cedar Ln, Gilbert, AZ	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
TPA-54061	TPA	Sophia Morris	2002-02-22	—	7744568719	1447 Broadway, Jacksonville, FL	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
CLM-406434	CLM	Philip Bradley	1945-06-28	—	6299844473	2457 Hillcrest Rd, Minneapolis, MN	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-120195	ENR	Andrea F Black	1997-08-28	UHC-55250-97	2344620958	7581 Mesa Dr, Dallas, TX	0.80	Name re-cased Phone reformatted ZIP missing Email lower-cased
ENR-140007	ENR	Vincent Delgado	1960-02-12	UHC-58815-25	7402126774	5442 Sunset Blvd, Miami, FL	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
PRV-21571	PRV	Diana Valdez	2005-07-24	—	8046134231	1783 Cedar Ln, Chandler, AZ	0.80	Phone reformatted City re-cased ZIP missing Email lower-cased
TPA-63595	TPA	Sarah Simpson	1949-03-19	—	—	7775 Valley View Dr, Austin, TX	0.80	Date of birth reformatted City re-cased ZIP missing Placeholder values cleared
CLM-409450	CLM	Rachel Q Walker	1968-02-06	—	—	6585 Maple Ave, Chandler, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-429524	CLM	Carol A Shaw	2002-10-06	UHC-74988-59	—	1968 Willow Ct, Orlando, FL	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-412431	CLM	Willie F Hansen	1941-12-16	—	3386239076	4689 Park Pl, Glendale, AZ	0.80	Date of birth reformatted ZIP missing Plan code upper-cased Placeholder values cleared
ENR-103681	ENR	Jason N White	1971-04-05	UHC-53509-18	5678432855	4266 Forest Ave, Scottsdale, AZ	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
ENR-137720	ENR	Danielle V Chen	1977-06-02	UHC-81652-63	7695196551	1213 Hillcrest Rd, Minneapolis, MN	0.80	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased
ENR-116563	ENR	Jeremy F Park	1943-06-19	UHC-53335-21	—	30 Meadow Ln, Las Vegas, NV	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
TPA-63303	TPA	Justin Warren	2007-01-18	—	3529052564	9861 Harbor Blvd, Atlanta, GA	0.80	Name re-cased Date of birth reformatted Phone reformatted ZIP missing
TPA-58793	TPA	Kathryn Harvey	1939-06-06	—	—	5744 River Rd, Dallas, TX	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-417842	CLM	Angela Wagner	1963-08-06	UHC-33234-79	—	7213 Highland Ave, Minneapolis, MN	0.80	Name re-cased City re-cased ZIP missing Placeholder values cleared
ENR-129331	ENR	Karen Moore	1973-09-07	UHC-95759-95	9178468710	5888 Highland Ave, Chandler, AZ	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
CLM-402582	CLM	Philip S Crawford	1964-08-16	—	3057207867	9494 Maple Ave, Los Angeles, CA	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
TPA-54121	TPA	Abby Peterson	1999-01-23	UHC-63835-69	3913021561	2967 Highland Ave, Miami, FL	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-139326	ENR	Judy Y Vega	1981-06-21	—	2705958047	9184 Church St, San Antonio, TX	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
CLM-424410	CLM	Michael S Vargas	1970-12-16	UHC-17895-09	5154559343	2345 Maple Ave, Miami, FL	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-401474	CLM	Adam Nunez	1950-10-11	—	—	5131 Apache Blvd, Phoenix, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-401550	CLM	Stephanie Tucker	1986-12-12	UHC-85763-40	—	5732 Meadow Ln, Chandler, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-101451	ENR	Jenny M Jordan	1962-08-13	UHC-18443-30	6782407291	9005 Oak St, Gilbert, AZ	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
TPA-64211	TPA	Joe Herrera	1993-11-14	UHC-92339-35	—	9242 Willow Ct, Fresno, CA	0.80	Date of birth reformatted State code upper-cased ZIP missing Placeholder values cleared
CLM-429932	CLM	Mateo Price	2008-02-20	—	—	4704 Mountain View Dr, Tempe, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-408300	CLM	Michelle Jensen	2005-04-02	—	—	311 Park Pl, Nashville, TN	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-129233	ENR	Jennifer Williams	2007-08-06	UHC-55516-58	4933821410	6679 Maple Ave, Eden Prairie, MN	0.80	Name re-cased Date of birth reformatted ZIP missing Email lower-cased
CLM-404512	CLM	Gregory Meyer	1996-06-23	UHC-69051-57	—	5926 Willow Ct, Tempe, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-53148	TPA	Ana Price	1949-12-07	—	—	605 Broadway, Jacksonville, FL	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-52136	TPA	Zachary Simpson	1941-12-20	—	2206057706	7880 Ocean Ave, Denver, CO	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-127691	ENR	Elizabeth M Dean	1989-06-12	UHC-43125-40	6935047284	4310 Church St, Austin, TX	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
PRV-21621	PRV	George Sanchez	1978-02-18	—	4369833465	2945 Elm St, Miami, FL	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
ENR-122847	ENR	Kimberly K Austin	1999-02-22	UHC-57685-41	9814286798	1735 Church St, Charlotte, NC	0.80	Phone reformatted City re-cased ZIP missing Whitespace trimmed
TPA-50452	TPA	Diana Stevens	1981-11-16	—	—	7736 Valley View Dr, Nashville, TN	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-403216	CLM	Priya V West	2006-07-03	UHC-15513-78	—	7070 Oak St, Charlotte, NC	0.80	City re-cased ZIP missing Plan code upper-cased Placeholder values cleared

7,146 rows, page 132 of 143Previous Next