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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-138951	ENR	Mary Welch	1952-07-09	UHC-11680-35	4967713497	5762 Lake View Rd, Miami, FL, 33140	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-64276	TPA	Carl Johnston	2000-10-17	—	—	8398 Desert Sky Blvd Apt 35, Minneapolis, MN, 55473	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-23950	PRV	Pamela O Santiago	1997-07-14	—	7222689749	6957 Apache Blvd, Dallas, TX, 75214	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421651	CLM	Mrk Washington	2006-12-27	—	—	8968 Willow Ct, Miami, FL, 33173	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-23619	PRV	Brandon Ward	1985-08-15	UHC-12510-99	3788017184	2264 Sage Ct Apt 11, Charlotte, NC, 28230	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-141112	ENR	Emma N Fields	1984-01-12	UHC-62616-12	—	5196 Central Ave, Chandler, AZ, 85254	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53806	TPA	Grace Padilla	1956-02-27	—	9179541768	9820 Jefferson Ave, Dallas, TX, 75266	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63838	TPA	Dorothy Sandoval	1994-05-25	UHC-73203-21	—	1738 Mountain View Dr, Seattle, WA, 98108	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-101707	ENR	Lawrence Y Richards	1986-06-18	UHC-78501-16	—	7142 Ocean Ave, Gilbert, AZ, 85216	0.64	Date of birth reformatted Phone missing area code 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
CLM-428366	CLM	Jonathan Brooks	1999-03-02	UHC-27135-67	—	4731 Sunset Blvd, Los Angeles, CA, 90089	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53143	TPA	Diaane Alvarez	1998-06-11	—	—	7578 Central Ave, Plano, TX, 75055	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-29188	PRV	Wei S Cooper	1953-10-25	—	7056088883	5751 River Rd, Chandler, AZ, 85261	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-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-108450	ENR	Maosn Little	1947-02-26	UHC-15343-10	5738502794	840 Market St, Gilbert, AZ, 85204	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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
PRV-25417	PRV	Edward Allen	1940-10-20	UHC-76827-89	3517431183	1379 Canyon Rd, Eden Prairie, MN, 55372	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-25418	PRV	Edward Allen	1940-10-20	UHC-76827-89	3517431183	1379 Canyon Rd, Eden Prairie, MN, 55372	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-27094	PRV	Alice Gonzales	2004-02-05	UHC-98533-24	3229531258	7162 Park Pl, Atlanta, GA, 30384	0.64	Date of birth reformatted 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
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
CLM-424754	CLM	Scott Singh	2006-10-16	—	7792045030	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+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
ENR-105496	ENR	Ronald E Wagner	1982-09-03	UHC-58418-98	8454980399	6787 River Rd, Plano, TX, 75006	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-415871	CLM	Jose Black	1963-09-14	UHC-66821-16	—	4276 Cedar Ln, Fresno, CA, 93707	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-142771	ENR	Alan Harris	1946-08-05	UHC-64454-23	6765925049	1221 Union St, Minneapolis, MN, 55422	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130194	ENR	Mei C Burke	1978-09-20	UHC-54989-41	6202386100	5002 Meadow Ln, Dallas, TX, 75219	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
ENR-110531	ENR	Danielle P Reynolds	1999-12-27	UHC-46263-10	7819598479	3684 Willow Ct, Atlanta, GA, 30396	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-431509	CLM	Lisa Castro	1991-01-19	UHC-96067-72	—	4502 Lake View Rd Apt 29, San Diego, CA, 92118	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-431510	CLM	Lisa Castro	1991-01-19	UHC-96067-72	—	4502 Lake View Rd Apt 29, San Diego, CA, 92118	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-401979	CLM	Bobby Cooper	1940-02-01	UHC-01816-03	—	9529 Hillcrest Rd, Gilbert, AZ, 85286	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-22868	PRV	Amy Kennedy	1947-06-19	—	6655382478	2061 Canyon Rd, Atlanta, GA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118170	ENR	Anna Ellis	1967-11-23	UHC-86115-09	—	4372 Lake View Rd # 783, Sacramento, CA, 95841	0.64	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+2 more
ENR-128242	ENR	Tyler Maldonado	1948-07-12	UHC-19189-76	4168078675	7191 Mesa Dr, Minneapolis, MN, 55480	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-139061	ENR	Walter Carlson	1963-02-09	UHC-65562-09	—	8108 Ridge Rd, Los Angeles, CA, 90055	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-127931	ENR	JJunk	1957-07-09	UHC-47898-35	8826073302	7361 Main St, Columbus, OH, 43276	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-21734	PRV	Walter Rivera	1994-12-28	—	—	2298 Main St, Minneapolis, MN, 55425	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-142199	ENR	Dorothy J Olson	1943-05-24	UHC-01013-65	—	8210 Indian School Rd, Columbus, OH, 43285	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-106702	ENR	Logan Berry	1997-01-25	UHC-56468-55	9342747598	979 Valley View Dr, Eden Prairie, MN, 55393	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-411439	CLM	Brenda Tran	1994-10-17	—	3952791709	9506 Lake View Rd, Tucson, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-125782	ENR	George N Jenkins	1939-09-03	UHC-33895-29	4874346376	9245 Canyon Rd, Miami, FL, 33112	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-121453	ENR	Jerry J Watkins	1957-07-07	UHC-20153-72	9407703748	2207 Washington St, Los Angeles, CA, 90098	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-142127	ENR	Samantha I Fuller	1941-11-24	UHC-20902-13	2457097160	4633 Cedar Ln, Charlotte, NC, 28222	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-23201	PRV	Lauren Z Schmidt	1973-01-17	—	3603419548	4410 Lincoln Way # 409, Houston, TX, 77025	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
TPA-63578	TPA	Austin Santos	2004-09-16	—	3052768455	9199 Church St Apt 5, Dallas, TX, 75207	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-61090	TPA	Camila Y Perkins	1956-04-14	—	3359232099	9569 Main St, Seattle, WA, 98164	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52688	TPA	Billy Vasquez	1968-03-08	—	4477281836	9138 Grand Ave, Minneapolis, MN, 55470	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-57176	TPA	David M Morgan	1943-05-15	UHC-46726-85	—	3531 Spring St, Atlanta, GA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-429019	CLM	Justin Sims	1938-10-22	UHC-97386-84	—	5124 Highland Ave, Fresno, CA, 93787	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429018	CLM	Justin Sims	1938-10-22	UHC-97386-84	—	5124 Highland Ave, Fresno, CA, 93787	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

32,400 rows, page 142 of 648Previous Next