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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-102803	ENR	Joyce N Russell	1946-09-21	UHC-98241-11	4326840122	4220 Canyon Rd, Sacramento, CA, 95886	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402992	CLM	Carl Morgan	1992-08-12	UHC-90910-90	2293914072	459 Indian School Rd, Los Angeles, CA	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429946	CLM	Nathan Stephens	1963-05-09	UHC-96209-03	—	4241 Mesa Dr, Minneapolis, MN, 55499	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-405470	CLM	Nathan Obrien	—	UHC-35857-33	—	9887 Apache Blvd, Tempe, AZ, 85200	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-420649	CLM	Ralph Nichols	1962-06-14	UHC-69144-34	—	5689 Lincoln Way, Chandler, AZ, 85269	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-100345	ENR	Shirley D Reynolds	1973-09-12	UHC-14074-32	—	6472 Desert Sky Blvd, Houston, TX, 77024	0.52	Phone missing area code Street suffix standardised Address re-cased Gender normalised+2 more
CLM-405955	CLM	Eugene Carlson	1993-08-18	UHC-73643-65	—	7646 Ridge Rd, Phoenix, AZ, 85051	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-135816	ENR	Alexander Obrien	1970-05-20	UHC-27163-89	4972713147	618 Sage Ct, Columbus, OH, 43236	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-109202	ENR	Kathleen Li	1966-09-10	UHC-10889-86	—	3196 Sage Ct, Tampa, FL, 33654	0.52	Date of birth reformatted Phone missing area code SSN last four extracted State name converted to code+2 more
PRV-29017	PRV	Kye A Hunt	1959-07-03	—	2033574048	9635 Highland Ave, Denver, CO, 80254	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
PRV-26505	PRV	Donna Hansen	1961-06-10	—	8704506805	33 Meadow Ln, Atlanta, GA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126415	ENR	Jacqueline Evans	1967-02-19	—	—	9777 Elm St, Tucson, AZ, 85706	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-140591	ENR	Susan Snyder	1943-02-09	UHC-74817-71	—	7267 Cedar Ln, Austin, TX, 78774	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-135697	ENR	Greg Arnold	1972-04-17	UHC-68214-72	9362911311	8907 Washington St # 407, Columbus, OH, 43245	0.52	Name split from “Last, First”Phone reformatted Unit split from street State name converted to code+2 more
ENR-141463	ENR	Jerry J Porter	2001-07-04	UHC-76978-38	5412556091	1252 Ocean Ave # 486, Charlotte, NC	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
PRV-28973	PRV	Christopher Evans	1905-10-23	—	8439633499	9894 Maple Ave, Tucson, AZ, 85730	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112822	ENR	Juaan I Patterson	—	UHC-85494-38	—	6790 Lake View Rd, Dallas, TX, 75208	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-400384	CLM	Susan Freeman	1948-01-26	UHC-73337-86	4182535245	8141 Pine Dr, Sacramento, CA, 95810	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23066	PRV	Paul Burke	1956-05-24	—	9405355052	7574 Apache Blvd, Eden Prairie, MN	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-26721	PRV	Heather Hart	1960-06-27	UHC-02743-92	6385063717	8139 Highland Ave, Jacksonville, FL, 32212	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-412198	CLM	Mark Tran	1961-04-26	—	—	427 Washington St, San Diego, CA, 92164	0.52	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
CLM-419612	CLM	Cynthia Banks	1996-04-05	UHC-21793-89	—	8267 Ridge Rd, Minneapolis, MN, 55489	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-50620	TPA	Sophia Pierce	1973-09-23	—	4766693777	6744 Desert Sky Blvd # 732, Glendale, AZ, 85382	0.52	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
ENR-137439	ENR	Rick Tran	—	UHC-09404-57	—	7877 Oak St, Plano, TX, 75003	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-117138	ENR	Amy Bryant	1950-02-10	UHC-84464-07	—	2882 Oak St, Fresno, CA, 93709	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-408892	CLM	Jean W Carr	1969-06-27	UHC-65157-91	—	901 Central Ave, Los Angeles, CA, 90095	0.52	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+2 more
TPA-59777	TPA	Mark Payne	1972-10-19	—	—	3285 Desert Sky Blvd, Plano, TX, 75087	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-60404	TPA	Doris Torres	—	—	—	7807 Sunset Blvd, Phoenix, AZ, 85071	0.52	Name split from “Last, First”Date of birth missing City re-cased State name converted to code+2 more
CLM-410949	CLM	Lawrence Ortega	1984-07-09	—	9632023313	1931 Lake View Rd, Plano, TX, 75090	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
PRV-21622	PRV	Alice Welker	—	UHC-55066-76	3084175809	3598 Willow Ct, Minneapolis, MN, 55437	0.52	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-103006	ENR	Camila Y Hunt	1977-03-09	UHC-86053-10	8228142755	6537 Hillcrest Rd, Scottsdale, AZ, 85266	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63999	TPA	Carol J Lane	1971-04-14	—	4826730167	1038 Apache Blvd, Dallas, TX, 75207	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-424519	CLM	Carlos Kelly	1978-01-20	UHC-55263-23	—	4048 Palm Dr, Jacksonville, FL, 32267	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
TPA-53277	TPA	Olivia Turner	1961-10-26	—	—	3240 Sunset Blvd, Eden Prairie, MN, 55314	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
TPA-51371	TPA	Sarah Crawford	1996-06-24	—	5948358126	8210 Cedar Ln, Columbus, OH	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
TPA-60446	TPA	Brenda Munoz	1979-05-11	—	—	6309 Park Pl, San Antonio, TX	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-120474	ENR	Laura Q Ramos	1995-07-22	UHC-35531-48	—	9515 Jefferson Ave, Tucson, AZ, 85754	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-53808	TPA	John Lee	1980-12-10	—	—	7726 Mesa Dr, Nashville, TN, 37298	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-29220	PRV	Lauren Ryan	—	UHC-05185-18	3286179340	514 Lake View Rd, Glendale, AZ, 85314	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-130010	ENR	Zachary Black	1942-11-02	UHC-41546-11	—	292 Hillcrest Rd Apt 16, Denver, CO, 80278	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
TPA-58561	TPA	QJunk	2001-03-04	UHC-59973-87	6435693627	4763 Church St Apt 38, Plano, TX, 75068	0.52	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
ENR-111373	ENR	Kayla S Scott	1952-09-07	UHC-27673-03	—	4856 Willow Ct Apt 38, Chandler, AZ, 85256	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-23150	PRV	Amanda Ortiz	2003-09-19	UHC-69544-44	—	7344 Baseline Rd, Seattle, WA, 98125	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-418712	CLM	Janice West	1946-05-25	UHC-30537-94	—	207 Meadow Ln, Chandler, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
TPA-53720	TPA	Cynthia Lewis	1959-05-07	—	—	9721 Apache Blvd, Gilbert, AZ, 85214	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52358	TPA	Wayne Cunningham	1947-05-12	—	—	1551 Lincoln Way # 746, Dallas, TX, 75265	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-422620	CLM	Daniielle Lee	1975-10-25	UHC-50635-73	—	7026 Jefferson Ave Apt 14, Atlanta, GA, 30306	0.52	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-421052	CLM	Frank Howard	1984-09-13	UHC-75968-98	—	4846 Elm St, Glendale, AZ	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-400916	CLM	Christian Hudson	1969-07-28	UHC-86325-72	7572503934	7305 Market St, Charlotte, NC, 28210	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28223	PRV	Ronald C Stone	1938-12-18	UHC-53111-75	7609529855	2406 Apache Blvd, Gilbert, AZ, 85295	0.52	Two-digit birth year Phone reformatted ZIP+4 trimmed Gender normalised+2 more

71,257 rows, page 111 of 1,426Previous Next