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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-100890	ENR	Karen P Gutierrez	1983-05-20	UHC-40050-34	—	4665 Valley View Dr, Phoenix, AZ, 85075	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-136756	ENR	Ben Q Simmons	1971-06-14	UHC-86087-23	6653691551	8450 Camelback Rd, Gilbert, AZ, 85224	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140640	ENR	Charles T Ford	1947-03-25	—	—	8772 Maple Ave Apt 18, Tucson, AZ, 85725	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-106912	ENR	Sophai Rojas	1998-07-08	UHC-02551-98	8635440636	2983 Canyon Rd, Columbus, OH, 43274	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104358	ENR	Ruth B Knight	1952-12-16	UHC-11248-09	8445050268	7420 Oak St, Gilbert, AZ, 85269	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135098	ENR	Brittany S Patterson	1948-01-06	UHC-73847-70	6738581097	9509 Forest Ave, Seattle, WA, 98162	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122130	ENR	Susan A Herrera	1977-09-13	UHC-51841-46	9422196219	6558 Park Pl, Austin, TX, 78751	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-106763	ENR	Debra T Baileey	1998-11-17	UHC-31273-63	7817078933	6890 Sunset Blvd, Eden Prairie, MN, 55336	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119447	ENR	Eugene Fowler	1938-11-03	UHC-40729-20	7253341434	5011 Desert Sky Blvd, Phoenix, AZ, 85090	0.62	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-109374	ENR	Lauren S Hanon	1995-09-04	UHC-31961-07	4392835292	7391 Hillcrest Rd # 230, San Diego, CA, 92148	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-133298	ENR	Laura Obrien	2000-08-16	UHC-53924-24	4486001681	3657 Desert Sky Blvd, Los Angeles, CA, 90029	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123619	ENR	Ann R Long	1953-05-23	UHC-06317-61	8017191931	2571 Camelback Rd, Houston, TX, 77034	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127002	ENR	David C Shultz	1995-05-21	UHC-66347-64	4393498359	9059 Lake View Rd # 265, Atlanta, GA, 30343	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-102164	ENR	Diego A Burke	1986-10-17	UHC-70227-52	5053724641	5901 Baseline Rd, Tempe, AZ, 85291	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110642	ENR	Marcus Y Scott	2003-02-20	UHC-58921-89	5475676342	2530 Harbor Blvd, Mesa, AZ, 85252	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142462	ENR	Ajrun Kennedy	1955-04-24	UHC-46594-12	5762675777	9731 Washington St, Charlotte, NC, 28205	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140841	ENR	Kathryn Garza	1951-12-02	UHC-35299-16	7002835404	3592 Park Pl, Chandler, AZ, 85209	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-113420	ENR	Arthur F Alvarez	1957-11-13	UHC-12801-77	2328209924	8552 Grand Ave, Columbus, OH	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102280	ENR	Bradley U Rice	1975-02-21	UHC-56784-20	3478986423	5761 Meadow Ln, Tempe, AZ, 85277	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137640	ENR	Lucia M Ris	1939-04-02	UHC-92720-51	5095694502	5436 Camelback Rd, Denver, CO, 80248	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122820	ENR	Michael R Flores	2000-05-13	UHC-18243-61	—	7265 Maple Ave, Las Vegas, NV	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126572	ENR	Aisha K Johnston	1974-07-24	UHC-09878-17	3627002411	9013 Highland Ave, Columbus, OH, 43281	0.62	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-118052	ENR	Alexander V Williamson	1968-05-24	UHC-52859-50	7166095209	5393 Ridge Rd, Las Vegas, NV, 89146	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-109071	ENR	Cheryl Rogers	1980-08-20	UHC-59176-36	6223211842	3543 Sage Ct, Austin, TX	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-135936	ENR	Eric D Russell	1964-12-03	UHC-83773-63	2317871677	3605 Ridge Rd, Mesa, AZ, 85250	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-142267	ENR	Amber M Clark	1992-01-21	UHC-93868-90	2938177486	7558 Apache Blvd, Mesa, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-111995	ENR	Grace B Alexander	1967-07-01	UHC-60724-18	2842693724	9454 Desert Sky Blvd, Columbus, OH, 43279	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113403	ENR	Gloria M Fisher	1976-08-13	—	3936137808	3183 Mesa Dr, Tampa, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135172	ENR	Stephanie G Ward	1961-08-16	UHC-17778-93	3893373742	765 Jefferson Ave, Orlando, FL, 32835	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117803	ENR	Ana A Wheeeler	1947-03-19	UHC-60445-48	4218728078	697 Forest Ave, Seattle, WA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108147	ENR	Luis Murphy	1965-07-18	UHC-24205-01	9488942399	2011 Grand Ave, Jacksonville, FL, 32261	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104606	ENR	Megan Davis	1994-06-27	UHC-00007-16	—	5918 Union St, Nashville, TN, 37208	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-122245	ENR	Katherine Sanders	1951-04-03	UHC-48581-74	9868154913	2011 River Rd, Austin, TX, 78728	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101775	ENR	Ktherine V Grant	2008-04-28	UHC-49702-48	3439782209	7447 Valley View Dr, Tempe, AZ, 85289	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-136954	ENR	Billy Woods	2008-12-28	UHC-41784-21	6417375470	9638 Sage Ct, Atlanta, GA, 30338	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108300	ENR	Brittany L Powell	1938-04-25	UHC-49296-63	4054126761	6672 Elm St, Dallas, TX, 75292	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-107846	ENR	Diego F Lawrence	1973-07-13	UHC-54929-35	4054655253	7690 Park Pl, Columbus, OH, 43263	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107847	ENR	Diego F Lawrence	1973-07-13	UHC-54929-35	4054655253	7690 Park Pl, Columbus, OH, 43263	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110004	ENR	Jose Gonzales	1948-08-10	UHC-64318-32	9789786986	8528 Camelback Rd, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110331	ENR	Raymnd S Delgado	1975-12-28	UHC-13862-33	4438305646	873 Mountain View Dr, Jacksonville, FL, 32230	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118211	ENR	Adam Welch	1959-06-12	UHC-45041-79	9463128704	4241 Desert Sky Blvd, Tampa, FL, 33648	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-100147	ENR	Anna McDonald	1972-03-16	UHC-61383-31	7837594369	5798 Union St, Los Angeles, CA, 90015	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-140773	ENR	Robert Flores	1950-01-28	UHC-72032-58	5035287393	796 Mesa Dr, Glendale, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123166	ENR	Samantha C Freeman	1991-01-04	UHC-26232-06	5333401464	162 Highland Ave, Denver, CO, 80242	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134885	ENR	Patricia S Owens	1950-08-04	UHC-87048-14	6174440320	3078 Ocean Ave, Nashville, TN, 37201	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124534	ENR	Annna Y Luna	2001-08-13	UHC-47812-78	8599159442	964 Apache Blvd, Las Vegas, NV, 89108	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-113082	ENR	Alexis Ruiz	1973-05-05	UHC-51707-54	—	3858 Harbor Blvd, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103991	ENR	Frank Ramirez	1973-09-09	UHC-97290-10	3713242989	16 Pine Dr, Fresno, CA, 93793	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121909	ENR	Brenda Ross	1985-09-17	UHC-61529-52	7915943305	2276 Ocean Ave, Jacksonville, FL, 32291	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-117773	ENR	Luis X Gray	2007-11-21	UHC-12522-66	2559086145	8034 Park Pl, Fresno, CA, 93719	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more

26,564 rows, page 159 of 532Previous Next