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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-105003	ENR	Yuki E Chavez	1950-05-21	UHC-73006-24	—	4998 Camelback Rd, Columbus, OH, 43233	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-53516	TPA	Beverly Gonzales	1944-03-03	—	—	7684 Harbor Blvd, Columbus, OH, 43247	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-121656	ENR	Kenneth Montgomery	1985-06-02	UHC-83340-37	4746914631	476 Harbor Blvd, Tucson, AZ, 85704	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-22704	PRV	Mary Ross	1970-03-28	—	3073488670	7635 Harbor Blvd, Las Vegas, NV, 89116	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116680	ENR	Virginia T Porter	1959-12-12	UHC-82671-87	8884730181	7329 Mesa Dr, Charlotte, NC, 28276	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110673	ENR	Joan D Morris	2007-12-21	UHC-13242-98	6462704805	7097 Pine Dr, San Diego, CA, 92140	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
PRV-28933	PRV	Justin H Fowler	1981-12-21	UHC-57350-28	—	9821 Sage Ct, Phoenix, AZ, 85081	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-54212	TPA	Grag Powell	1994-08-02	UHC-53306-54	4804067880	3034 Forest Ave, Tucson, AZ, 85795	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-430449	CLM	Lucia Hicks	1969-08-25	UHC-33115-56	—	9284 Bayshore Dr, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-411967	CLM	Brian Hoffman	1965-06-22	—	—	3389 Baseline Rd, Gilbert, AZ, 85245	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-122901	ENR	Judy L Silva	1973-11-13	UHC-25662-39	—	4581 River Rd, Tempe, AZ, 85296	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-140314	ENR	Rachel Wagner	1981-04-09	UHC-43793-67	—	8428 Indian School Rd, Austin, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114852	ENR	Caimla Perkins	1986-01-14	UHC-44220-72	8607602076	3532 Canyon Rd, Scottsdale, AZ, 85248	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101292	ENR	Gloria Moore	1955-06-15	UHC-53067-61	6825662001	3587 Spring St, San Diego, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413508	CLM	Joyce Z Hanson	1949-10-10	—	7099852727	7845 Jefferson Ave, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-107441	ENR	Brenda Harris	1985-10-08	UHC-30691-44	—	654 Bayshore Dr, Dallas, TX, 75259	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-117039	ENR	Adam Q Davis	1944-05-09	UHC-56045-93	5656934889	8959 Market St, Phoenix, AZ, 85003	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139965	ENR	Gerald Anderson	1999-08-03	UHC-60914-75	—	6481 Lake View Rd, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-129355	ENR	Carolyn R McCcoy	1991-01-07	UHC-11754-06	2113200846	3201 Lincoln Way, Miami, FL, 33185	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-23431	PRV	Bruce Santos	1938-03-13	—	3278008470	9658 Pine Dr, Gilbert, AZ, 85288	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-119235	ENR	Diego Castillo	1949-12-03	UHC-99368-85	—	5556 Central Ave Apt 4, Columbus, OH, 43285	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-427660	CLM	Mason Hamilton	1988-11-25	—	8045434995	3651 Ocean Ave, Gilbert, AZ, 85269	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55863	TPA	Evelyn Moore	1940-10-11	—	—	7696 Apache Blvd, Eden Prairie, MN, 55341	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-100107	ENR	Nancy K Vega	1975-03-24	UHC-26451-41	3415029640	6800 Lincoln Way, Austin, TX, 78787	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116595	ENR	Judy Garza	1960-01-16	UHC-43428-27	2716569507	3068 Jefferson Ave Apt 18, Columbus, OH, 43263	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-124175	ENR	Brandon G Graham	1998-03-03	UHC-81812-78	2115434560	3790 River Rd, Dallas, TX, 75208	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
CLM-413924	CLM	Jessica Perez	1997-02-15	UHC-75199-96	—	9284 Willow Ct, Dallas, TX, 75277	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-118576	ENR	Eric A Freeman	1961-04-07	UHC-11481-11	3409589916	533 Highland Ave, Dallas, TX, 75252	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103992	ENR	Patricia K Miller	1943-02-16	UHC-81250-72	3122010988	1760 Pine Dr, Denver, CO, 80257	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-60260	TPA	Evelyn Palmer	1956-01-03	—	—	2570 Lake View Rd, Fresno, CA, 93770	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-23447	PRV	Arthur Chen	—	UHC-64162-33	4968146384	2514 Apache Blvd, Dallas, TX, 75268	0.64	Name re-cased Date of birth unreadable Phone reformatted Email lower-cased+2 more
CLM-424764	CLM	Martha I Knight	1949-02-09	UHC-46240-42	—	9616 Valley View Dr, Denver, CO, 80276	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-137344	ENR	Luis M Gardner	—	UHC-12498-22	4167871096	5541 Canyon Rd, Jacksonville, FL, 32263	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-136010	ENR	Virginia Chavez	1973-09-22	UHC-84832-35	2923942388	4032 Meadow Ln, Miami, FL, 33150	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114303	ENR	Joseph Watkins	—	UHC-68165-43	4839807908	8272 Sunset Blvd, Charlotte, NC, 28277	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
CLM-404481	CLM	Willie Johnson	1938-10-17	UHC-36023-37	9618583013	1333 Indian School Rd, Seattle, WA, 98169	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125970	ENR	Jose Pena	1961-09-19	UHC-56212-80	9235737740	1306 Central Ave, Jacksonville, FL, 32203	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24027	PRV	Green Hiroshi	1992-07-05	—	—	367 Harbor Blvd, Tempe, AZ, 85249	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-102961	ENR	Diana T Bennett	2002-08-21	UHC-57282-50	7345371973	7975 Church St, Minneapolis, MN, 55435	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
PRV-24438	PRV	Rlph Oliver	1995-03-26	UHC-98397-43	9882029621	1949 Spring St, Los Angeles, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116819	ENR	Anna Y Wells	1951-09-16	UHC-60237-17	—	1368 Indian School Rd, San Antonio, TX, 78204	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60978	TPA	Joe Obrien	—	—	—	7817 Mesa Dr, Tempe, AZ, 85201	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-123473	ENR	Sandra Mejia	1979-10-05	UHC-74654-96	2867128633	9759 Church St, Tampa, FL, 33647	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-131201	ENR	Omar Nunez	1982-10-16	UHC-16297-37	—	518 Baseline Rd, Mesa, AZ, 85227	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-130598	ENR	Austin Schmidt	1965-03-26	UHC-21559-49	—	3939 Jefferson Ave, Minneapolis, MN, 55458	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-134731	ENR	Julie Fox	1939-08-04	UHC-79877-01	6922946043	5009 Willow Ct, Minneapolis, MN, 55460	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-117570	ENR	Paul C Li	2002-09-16	UHC-71953-24	7343084534	1720 Market St, Seattle, WA, 98123	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-430970	CLM	Sharon Webb	1974-10-26	UHC-86487-27	—	6290 Cedar Ln, Denver, CO, 80269	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-126226	ENR	Judy Vasquez	—	UHC-36852-38	2642576583	1883 Mountain View Dr, Eden Prairie, MN, 55386	0.64	Name re-cased Date of birth missing Phone reformatted Gender normalised+2 more
CLM-413528	CLM	Valentina Q Baker	1998-03-24	—	—	1465 Apache Blvd, Scottsdale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more

39,996 rows, page 170 of 800Previous Next