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
CLM-404675	CLM	Sophia Hill	1960-12-15	—	6692955019	3946 Elm St, Minneapolis, MN, 55401	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20177	PRV	Harold X West	2003-10-12	—	3109956201	9739 Pine Dr, Mesa, AZ, 85270	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-432617	CLM	Aisha Burke	1960-12-03	UHC-42201-91	—	8632 Oak St, Plano, TX, 75013	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-422724	CLM	Catherine Watkins	1940-09-07	—	—	2262 Canyon Rd, Gilbert, AZ, 85221	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-123034	ENR	Alice W Bryant	1967-08-03	UHC-87888-26	3116580398	7231 Palm Dr, Chandler, AZ, 85265	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-21601	PRV	Wayne Gutierrez	1982-11-13	—	4287131616	7979 Park Pl, Miami, FL, 33196	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134692	ENR	Dennis Warren	1969-11-23	UHC-83107-26	8718928053	3986 Mountain View Dr, Miami, FL, 33178	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-125824	ENR	Robert Rees	—	UHC-55341-74	3663152536	100 Canyon Rd, Seattle, WA, 98100	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-139389	ENR	Wei R Ramirez	1956-12-24	UHC-24389-28	2663056008	9644 Willow Ct, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25148	PRV	Diane Kim	1961-07-22	—	2785322639	7258 Spring St, Los Angeles, CA, 90069	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109440	ENR	Amy Matthews	1977-12-25	UHC-25580-78	7395686519	4188 Hillcrest Rd, Mesa, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50965	TPA	Alan Gomez	1970-09-14	—	—	4112 Central Ave, Plano, TX, 75038	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50964	TPA	Alan Gomez	1970-09-14	—	—	4112 Central Ave, Plano, TX, 75038	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23047	PRV	Harodl P Rojas	1972-04-17	—	4998740265	8669 Union St, Tempe, AZ, 85224	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132867	ENR	Sara Hoffman	1944-11-21	UHC-72647-57	4095091371	4871 Forest Ave, Fresno, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53728	TPA	Brian Jensen	2001-09-21	—	2974166832	3976 Canyon Rd, Charlotte, NC, 28276	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120188	ENR	Bradley Lopez	2005-02-24	UHC-46200-39	4502381175	5000 Central Ave, Denver, CO, 80235	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122283	ENR	Olivia J Padilla	2001-03-03	UHC-79554-60	5407022348	847 Market St, Tempe, AZ, 85266	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53418	TPA	Noah Milller	2003-01-20	—	—	468 Bayshore Dr, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-134092	ENR	Russell R Mendoza	1989-07-06	UHC-92121-34	8048992322	2400 Hillcrest Rd # 119, Tempe, AZ, 85215	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-102331	ENR	Maria Castro	1997-07-28	UHC-91369-52	—	3820 Mountain View Dr, Eden Prairie, MN, 55386	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61787	TPA	Tyler Wag	1941-12-14	—	2755196299	1579 Lincoln Way, Dallas, TX, 75217	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101015	ENR	Wei Patterson	1949-07-04	UHC-24216-61	9183319313	4830 Elm St, San Antonio, TX, 78235	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-403760	CLM	Jonathan Valdez	1938-07-06	UHC-09612-40	—	1279 Bayshore Dr, Nashville, TN, 37286	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-121009	ENR	Priya S Morales	1938-05-26	UHC-40542-36	4034626164	7223 Sunset Blvd, Chandler, AZ, 85233	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423372	CLM	Clark Deb	1985-04-10	UHC-43310-10	—	1310 River Rd, Fresno, CA, 93750	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-104575	ENR	Danielle Q Bradley	1946-04-12	UHC-12229-41	2354782240	3413 Broadway, Tampa, FL	0.62	Two-digit birth year Phone reformatted Address re-cased City re-cased+3 more
TPA-57179	TPA	Bradley D Burton	1996-09-28	—	3613039971	2223 Valley View Dr, Tucson, AZ, 85775	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-411991	CLM	Valentina Ortiz	1953-05-05	—	5086820139	6321 Mesa Dr, Nashville, TN, 37256	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-124551	ENR	Joseph N McCoy	1967-03-26	UHC-16425-97	7926288552	5635 Meadow Ln # 710, Tucson, AZ, 85795	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-25382	PRV	Bobby Banks	1976-05-12	—	4622759381	5703 Valley View Dr # 468, Eden Prairie, MN, 55306	0.62	Name re-cased Phone reformatted Unit split from street Email lower-cased+3 more
CLM-431755	CLM	Ann J Espinoza	1943-08-06	UHC-65635-70	4807905379	2040 Desert Sky Blvd, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119819	ENR	Albert Tran	2004-12-08	—	7418427978	2632 Cedar Ln # 907, Austin, TX, 78779	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-140611	ENR	Justin Le	1977-05-22	UHC-43468-04	4799229662	1662 Market St, Phoenix, AZ, 85049	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405412	CLM	Hannah G Garrett	1993-01-09	UHC-32176-42	6057650156	478 Sunset Blvd, Minneapolis, MN	0.62	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-427514	CLM	Kimberly Gordon	2006-12-28	UHC-89560-95	7845845260	1992 Mountain View Dr, Charlotte, NC, 28288	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-429530	CLM	Valentina Duncan	2007-12-15	—	5717007966	5071 Maple Ave, Minneapolis, MN, 55411	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51770	TPA	Roy Hill	1977-08-12	—	6125030383	5091 Maple Ave, Orlando, FL, 32863	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101714	ENR	Virginia Ruiz	2002-06-11	UHC-83107-13	2748714431	2822 Elm St, Las Vegas, NV, 89175	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-29583	PRV	Steve Marquez	2002-01-24	UHC-20259-21	8772854623	1142 Hillcrest Rd, Sacramento, CA, 95864	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119049	ENR	Raymond Y Ward	1973-06-13	UHC-67172-96	4636369559	3959 Sunset Blvd, Las Vegas, NV, 89197	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401068	CLM	Nathan Delgado	1947-12-17	—	2056078663	2913 Willow Ct, Chandler, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54116	TPA	Brian Hawkins	—	—	—	9646 Spring St, Nashville, TN, 37275	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-432590	CLM	Chrystina Martinez	2000-02-25	—	—	704 Central Ave, Minneapolis, MN, 55423	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-125396	ENR	Ethan Gilbert	1997-06-26	UHC-51622-74	8179001392	3637 Main St, Atlanta, GA, 30323	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-125395	ENR	Ethan Gilbert	1997-06-26	UHC-51622-74	8179001392	3637 Main St, Atlanta, GA, 30323	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-422423	CLM	Thomas U Baker	1955-02-04	UHC-94453-11	—	9431 Desert Sky Blvd, Eden Prairie, MN, 55392	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-124048	ENR	Larry S Morgan	1970-12-27	UHC-28354-94	6455726478	6551 Lincoln Way, San Diego, CA, 92134	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-20965	PRV	Rachel Hughes	1969-06-06	—	5384126473	3782 Meadow Ln, Glendale, AZ, 85328	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403002	CLM	Gary B Barnes	1955-08-21	UHC-36095-57	6057612471	4992 Ridge Rd, Mesa, AZ, 85265	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more

71,257 rows, page 183 of 1,426Previous Next