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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-124744	ENR	Wei B Bradley	1967-03-01	UHC-42196-05	4518911718	1936 Jefferson Ave, Austin, TX, 78780	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-137898	ENR	Susan Z Barnes	1999-01-17	UHC-66186-27	2894137118	9887 Lincoln Way, Seattle, WA, 98149	0.76	Name re-cased Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-131600	ENR	Brian N Rogers	1954-09-25	UHC-60433-85	9619964041	2114 Maple Ave, Glendale, AZ, 85367	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-416283	CLM	Jason Montgomery	1998-09-24	UHC-17328-72	8256252792	8845 Park Pl, Orlando, FL, 32891	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-120461	ENR	Bryan Burke	1957-09-22	UHC-83905-16	3884259254	7255 Central Ave, San Diego, CA, 92162	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
TPA-52068	TPA	Ann Cook	2002-01-18	UHC-96679-77	4052881246	6761 Park Pl, Fresno, CA, 93746	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-428110	CLM	Roger Castillo	1946-10-01	UHC-31070-65	2033763683	5121 Pine Dr, Tempe, AZ, 85261	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-107767	ENR	Denise Moreno	1946-02-18	UHC-26549-48	2466890282	9306 Palm Dr, Dallas, TX, 75233	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-139560	ENR	Isablla Crawford	1950-05-23	UHC-64929-99	4734618525	2664 River Rd, Eden Prairie, MN, 55301	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-420198	CLM	Heather Freeman	1961-09-08	UHC-82586-58	—	2537 Grand Ave, Orlando, FL, 32846	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-401500	CLM	Judy Nguyen	1972-11-15	UHC-34093-90	—	5497 Main St, Columbus, OH, 43277	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-60484	TPA	Arjun Austin	1960-03-04	UHC-84919-23	—	2454 Highland Ave, Tempe, AZ, 85211	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-138134	ENR	Thomas N Gray	1996-09-03	UHC-10187-67	9105355447	6470 Baseline Rd, Atlanta, GA, 30340	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-120025	ENR	Janet Ferguson	1995-11-02	UHC-23654-46	7042083543	8247 Bayshore Dr, Tucson, AZ, 85718	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-418780	CLM	Ronald Pierce	1938-09-25	UHC-99616-62	5944009129	861 Sunset Blvd, Phoenix, AZ, 85034	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-23061	PRV	Ana James	1952-02-17	UHC-70297-58	8439058580	5758 Sunset Blvd, Los Angeles, CA, 90047	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-137876	ENR	Omar E Patterson	1958-11-23	UHC-10813-60	5706983992	486 Palm Dr, Las Vegas, NV, 89143	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-400733	CLM	Gerald McDonald	1968-02-01	UHC-64585-32	—	4413 Maple Ave, Fresno, CA, 93789	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-124474	ENR	Sophia Fuller	1994-03-10	UHC-75543-35	6469625624	5849 Central Ave, Glendale, AZ, 85362	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-25589	PRV	Melissa Z Moreno	1988-04-02	UHC-16032-64	2194452758	5025 Oak St, Chandler, AZ, 85295	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-410014	CLM	Lane Arthur	1971-08-10	UHC-60748-08	2012219236	7691 Elm St, Fresno, CA, 93720	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-418210	CLM	Diana Lopez	1990-12-20	UHC-00021-65	—	7282 Sunset Blvd, Tempe, AZ, 85203	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-403924	CLM	Maggie Kelley	1961-12-02	UHC-54895-40	8794440866	6289 Jefferson Ave, Las Vegas, NV, 89138	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-118132	ENR	Lucia Fox	2001-05-26	UHC-54071-15	6522938424	7938 Ridge Rd, Los Angeles, CA, 90052	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-123488	ENR	Maldonado C Jacqueline	1983-10-05	UHC-29559-72	4487602518	5838 Apache Blvd, Glendale, AZ, 85300	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-28185	PRV	Pamela Thompson	1997-01-21	UHC-25513-16	4082124357	5987 Forest Ave, Denver, CO, 80250	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-107641	ENR	Benjamin Harvey	1949-06-01	UHC-69892-51	6196052892	2760 Apache Blvd, Tucson, AZ, 85744	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-109155	ENR	Frank Gordon	1946-03-20	UHC-45257-57	7593455528	2901 Maple Ave, Jacksonville, FL, 32210	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-422149	CLM	Ashley Ortega	1954-02-15	UHC-05522-42	—	6300 Market St, Austin, TX, 78716	0.76	Date of birth reformatted Member ID reformatted City re-cased State name converted to code+2 more
ENR-112868	ENR	Megan W Hunter	1971-08-18	UHC-69159-79	2674908773	7085 Mountain View Dr, Orlando, FL, 32857	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-56366	TPA	Ronald Murray	1953-02-23	UHC-21726-19	—	1842 Meadow Ln, Gilbert, AZ, 85213	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-121021	ENR	Arthur Kim	1948-09-28	UHC-87437-06	3386293683	677 Valley View Dr, Jacksonville, FL, 32268	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-55730	TPA	Kayla Reid	2003-09-12	UHC-98078-99	—	2115 Market St, Sacramento, CA, 95845	0.76	Name re-cased Two-digit birth year Member ID reformatted City re-cased+2 more
ENR-134901	ENR	Elizabeth G Reed	1950-03-08	UHC-55922-83	9325660609	4011 Maple Ave, Houston, TX, 77055	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-141145	ENR	James P Nguyen	1974-02-28	UHC-08904-10	4196943278	3516 Park Pl, Atlanta, GA, 30314	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-121605	ENR	Samuel F Burns	1982-07-12	UHC-91892-68	8969619072	9056 Church St, Seattle, WA, 98156	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-135570	ENR	Jordan D Padilla	2000-03-12	UHC-26828-27	3954694704	1639 Baseline Rd, Phoenix, AZ, 85032	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-26231	PRV	Alexis Bwman	2006-05-09	UHC-55664-07	7442202071	4239 Ridge Rd, Chandler, AZ, 85258	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-120315	ENR	Cheryl Walker	1944-07-15	UHC-28401-80	7362081269	7688 Valley View Dr, San Antonio, TX, 78256	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-414322	CLM	Heather Nelson	1950-11-11	UHC-40310-14	3584197871	7856 Jefferson Ave, Houston, TX	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP missing+2 more
TPA-50446	TPA	Bradley P Stewart	1968-02-12	UHC-82552-49	—	1693 Indian School Rd, Minneapolis, MN, 55479	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-421420	CLM	Emly Baker	1967-12-01	UHC-95533-24	—	425 Jefferson Ave, Los Angeles, CA, 90096	0.76	Member ID reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
TPA-56477	TPA	Steven George	1971-03-07	UHC-39607-73	8165342757	1231 Park Pl, Los Angeles, CA, 90067	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-410642	CLM	Benjamin Tran	1956-10-03	UHC-71519-79	6832813198	8544 Indian School Rd, Mesa, AZ, 85233	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-406423	CLM	Stephanie X Burns	1963-07-07	UHC-16872-58	—	2406 Indian School Rd, Charlotte, NC, 28231	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-136820	ENR	Frank A Richardson	1994-10-21	UHC-73768-87	4779830364	557 Meadow Ln, Austin, TX, 78796	0.76	Name split from “Last, First”Member ID reformatted Email lower-cased Plan code upper-cased+2 more
CLM-415364	CLM	Ethan Little	1983-02-03	UHC-34632-67	9834112655	2244 Pine Dr, Tampa, FL, 33633	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-426394	CLM	Anthony Thompson	1957-06-26	UHC-21884-20	—	7223 Church St, Plano, TX, 75002	0.76	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-410775	CLM	Diego Lopez	2000-09-16	UHC-40396-40	—	9378 Elm St, Seattle, WA, 98148	0.76	Name re-cased Two-digit birth year Member ID reformatted City re-cased+2 more
CLM-401426	CLM	Amanda M Daniels	1938-08-18	UHC-10897-78	—	8322 Sage Ct, Nashville, TN, 37216	0.76	Middle initial moved out of first name Date of birth reformatted Member ID reformatted Email lower-cased+2 more

7,723 rows, page 88 of 155Previous Next