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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20653	PRV	Gary Munoz	1965-10-25	UHC-01867-73	7376018815	8538 Ocean Ave, Nashville, TN, 37225	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425573	CLM	Janet Tucker	1972-06-26	UHC-36190-80	—	4988 Indian School Rd, Minneapolis, MN, 55460	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-420910	CLM	Christopher Castro	2005-02-27	UHC-53454-40	3014325148	1841 Maple Ave, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
CLM-406185	CLM	Eugene Sanchez	2000-07-06	UHC-18080-63	8858148913	2820 Palm Dr Apt 34, Fresno, CA, 93729	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-139048	ENR	Elizabeth Grant	1975-08-09	UHC-55669-57	9776231497	7355 Palm Dr, Sacramento, CA, 95882	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419819	CLM	Arthur Munoz	1956-01-04	UHC-55142-03	—	4160 Sage Ct, Tampa, FL, 33691	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-417172	CLM	Harold Simmons	1948-07-21	UHC-09892-81	9218674345	1157 Desert Sky Blvd, Gilbert, AZ, 85227	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-418317	CLM	Joan Anderson	1968-07-17	UHC-17288-64	—	3501 Washington St Apt 23, Orlando, FL, 32868	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-125509	ENR	Barbara C Chavez	1984-04-28	UHC-52218-29	9137712861	6126 Indian School Rd, San Antonio, TX, 78257	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129813	ENR	Kim U Armstrong	1958-04-08	UHC-44215-61	3578593661	1214 Palm Dr, Tucson, AZ, 85739	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102415	ENR	Justin Harper	1971-11-19	UHC-04030-46	5755065357	9486 Spring St, Charlotte, NC, 28291	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64042	TPA	Ruth Hudson	1966-02-12	—	—	6660 Market St, Eden Prairie, MN, 55384	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-125292	ENR	Sophia Butler	—	UHC-88598-31	4106501981	3012 Market St, Glendale, AZ, 85320	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-61356	TPA	Albert Freeman	1967-11-21	—	5953976960	587 Willow Ct, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-64422	TPA	Mary McCoy	2002-02-19	—	—	52 Harbor Blvd, Phoenix, AZ, 85079	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-134600	ENR	Dorothy T Wagner	2002-11-17	UHC-05721-97	5252658092	5737 Lake View Rd, Tampa, FL, 33698	0.62	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
TPA-55019	TPA	Mason Gardner	1957-02-01	—	5132816326	1165 Oak St, Tucson, AZ, 85786	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27510	PRV	Virginia Graham	1965-09-01	UHC-41763-34	2764573892	4219 Mesa Dr, Austin, TX, 78789	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-424767	CLM	Daniel Elliott	1941-12-11	UHC-11181-26	8857090985	4953 Washington St, Eden Prairie, MN, 55370	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59854	TPA	Wayne Thomas	1954-02-10	—	—	4016 Jefferson Ave, Seattle, WA, 98168	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-404304	CLM	Beverly Rodriguez	1996-06-04	UHC-85728-24	9305445767	1721 Grand Ave, Glendale, AZ, 85383	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428574	CLM	Nicholas Tran	2001-01-25	—	—	4942 Hillcrest Rd, Austin, TX	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-417396	CLM	Ahmed Howard	1972-06-26	—	6456337906	8347 Church St, Las Vegas, NV, 89147	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-431402	CLM	Gary O Matthews	1945-11-13	—	—	4842 Pine Dr, Charlotte, NC, 28266	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-140964	ENR	Jordan Z Banks	1970-12-22	UHC-10276-84	8409919696	8078 Valley View Dr, San Antonio, TX, 78289	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-119815	ENR	Rachel Z Stone	1956-06-26	—	4474610540	6213 Washington St, Houston, TX, 77088	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-405273	CLM	Heather Meyer	1963-07-01	UHC-25788-86	2884500634	5511 Mountain View Dr, Dallas, TX	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-428026	CLM	Deborah Carlson	—	—	—	3493 Mountain View Dr, Sacramento, CA, 95894	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
CLM-401241	CLM	Lina V Riley	1982-07-15	—	7425941177	1557 Central Ave, Seattle, WA, 98123	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102745	ENR	Gregory O Estrada	1957-04-09	UHC-62694-94	7693415761	3921 Cedar Ln, San Antonio, TX, 78259	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122543	ENR	Bruce Rogers	1941-02-23	UHC-94024-16	3539535607	5876 Ridge Rd, Atlanta, GA, 30320	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-413735	CLM	Santiago N Hudson	1951-09-25	UHC-21919-41	—	6607 Meadow Ln, Houston, TX, 77077	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-411508	CLM	Juan Bell	1953-01-03	—	—	8862 Hillcrest Rd, Phoenix, AZ, 85021	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-111405	ENR	Katherine I Williamson	1999-08-27	UHC-87938-64	2908776161	6785 Sunset Blvd, Tucson, AZ, 85760	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-109419	ENR	Christopher N Webb	1988-01-17	UHC-62698-47	9372074258	3164 Union St Apt 16, Houston, TX, 77068	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-122583	ENR	Peter Siva	1964-07-15	UHC-85660-24	8516120948	5964 River Rd, Tampa, FL, 33621	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100402	ENR	Sarah Walace	1991-07-26	UHC-57969-98	—	1915 Washington St # 939, San Antonio, TX, 78286	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-21137	PRV	Jesse Ryan	1984-11-25	—	5747534802	1048 Mesa Dr, Glendale, AZ, 85303	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-127800	ENR	Ashley Howard	1981-01-22	UHC-68473-02	2876462150	9460 Washington St, Gilbert, AZ, 85291	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128819	ENR	Sara J Garcia	1995-02-24	UHC-25901-27	7497694651	107 Maple Ave, Orlando, FL, 32862	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-402938	CLM	Diaz Joshua	1988-04-04	UHC-17950-82	8385028773	693 Central Ave, Fresno, CA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-52430	TPA	Priya Crawford	1980-08-21	—	6557512172	2381 Indian School Rd, Tucson, AZ, 85735	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111909	ENR	Yuki Morgan	1954-08-20	UHC-00518-72	7078592438	8337 Desert Sky Blvd, Las Vegas, NV, 89187	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61514	TPA	Samuel Alen	1998-01-15	—	—	5766 Harbor Blvd, Dallas, TX	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-109134	ENR	Donna B Padilla	1951-10-28	UHC-36891-63	—	6322 Bayshore Dr, Sacramento, CA, 95875	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-62511	TPA	Gary Q Schultz	1974-05-01	—	7439390164	2035 Jefferson Ave, Tucson, AZ, 85747	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
CLM-413092	CLM	Ryan Hill	1961-04-14	UHC-29944-94	—	1721 Ridge Rd Apt 3, Las Vegas, NV, 89194	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-101693	ENR	Wayne P Reynolds	1991-05-07	UHC-75437-91	2906184292	8090 Spring St, Orlando, FL, 32892	0.62	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
CLM-430371	CLM	Linda Burton	1956-01-25	UHC-39412-86	—	6114 Apache Blvd, Austin, TX, 78720	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-429374	CLM	Russell Flores	1976-11-16	—	5807499523	3714 Bayshore Dr, Fresno, CA, 93750	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more

17,850 rows, page 77 of 357Previous Next