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

Enrollment, 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-107881	ENR	Alexander Aguilar	1999-03-21	—	3798604515	2890 Jefferson Ave, Columbus, OH, 43238	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-106832	ENR	Barbara G Howard	2002-07-14	UHC-62387-23	2102620539	6324 Mountain View Dr, Jacksonville, FL, 32235	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106644	ENR	Stephen Q Ortiz	1988-12-03	UHC-98013-72	7395713430	4836 Lake View Rd, Las Vegas, NV, 89160	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130234	ENR	Megan Rios	1951-04-03	UHC-47867-27	—	9068 Central Ave, Atlanta, GA, 30361	0.62	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+3 more
ENR-135814	ENR	Emily R Reynolds	1962-04-06	—	8903392682	5254 Mountain View Dr # 199, Austin, TX, 78712	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-135815	ENR	Emily R Reynolds	1962-04-06	—	8903392682	5254 Mountain View Dr # 199, Austin, TX, 78712	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-127203	ENR	Anthony Marttinez	1979-08-19	UHC-21138-28	3895403934	5560 Forest Ave, Denver, CO, 80259	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-131961	ENR	Olivia O Wheeler	1965-10-28	UHC-30003-90	3785066639	3824 Union St, Dallas, TX, 75246	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111439	ENR	Douglas Boyd	2008-01-05	UHC-31244-35	2359283386	4939 Grand Ave, Tempe, AZ, 85228	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-128055	ENR	Betty Wnag	1999-02-05	UHC-35789-18	5588161366	5018 Elm St, Jacksonville, FL, 32277	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117341	ENR	Matthew S Medina	1961-09-14	UHC-54702-19	6442752167	9132 Spring St, Houston, TX, 77061	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107753	ENR	Patricia Hanson	2006-01-25	UHC-26195-41	4478472521	142 Mesa Dr, Seattle, WA, 98179	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141288	ENR	Amanda Ramirez	1977-06-27	UHC-56022-98	4645621660	9257 River Rd, Houston, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129798	ENR	Omar F Freeman	1968-07-21	UHC-21072-58	7112739404	6603 Highland Ave, Seattle, WA, 98178	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136779	ENR	Susan Braadley	1982-11-11	UHC-96595-29	9597875567	3310 Camelback Rd, Denver, CO, 80201	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123529	ENR	Elizabeth O Wells	1985-09-11	UHC-74329-89	4477961760	8340 Baseline Rd, Dallas, TX, 75282	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-111692	ENR	Mariana Mason	1965-12-17	UHC-25369-28	4572467847	7478 Mountain View Dr, Jacksonville, FL, 32270	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-111693	ENR	Mariana Mason	1965-12-17	UHC-25369-28	4572467847	7478 Mountain View Dr, Jacksonville, FL, 32270	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-134482	ENR	Ruuth U Garcia	1950-03-07	UHC-31706-77	2347775141	7453 Forest Ave # 135, Mesa, AZ, 85280	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-110552	ENR	Steven Bradley	1945-04-08	UHC-73547-55	5435971253	3819 Canyon Rd, Denver, CO, 80271	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118564	ENR	Gabriel D Cloe	2007-05-03	UHC-91900-15	—	373 Cedar Ln, Houston, TX, 77062	0.62	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-131652	ENR	Anna Hamilton	1982-06-21	UHC-04826-75	4307866289	6670 Apache Blvd, Atlanta, GA, 30326	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132612	ENR	Lawrence T Aguilar	1978-05-28	UHC-26192-03	6512957001	2892 Jefferson Ave Apt 35, Los Angeles, CA, 90054	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-138470	ENR	Frank N Duncan	1992-10-19	UHC-13504-43	9028585600	8825 Baseline Rd, Jacksonville, FL, 32264	0.62	Date of birth reformatted Phone 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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
ENR-110632	ENR	Gregory Franklin	2000-06-12	—	9023727137	5586 Pine Dr, Los Angeles, CA, 90053	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120505	ENR	Richaard I Stone	1951-11-11	UHC-97487-13	5483300684	5628 Grand Ave, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114600	ENR	Michael R Davis	1954-08-05	UHC-14997-20	9064631628	9821 Hillcrest Rd, Tampa, FL	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-102839	ENR	James O Marshall	2006-09-03	UHC-35247-81	3546443991	2554 Willow Ct, San Antonio, TX, 78240	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-133011	ENR	Tyler V Mills	1994-07-04	UHC-15931-61	4192515318	9120 Market St, Columbus, OH, 43272	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more

16,916 rows, page 54 of 339Previous Next