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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108951	ENR	Kathleen Nguyen	1946-10-19	UHC-86873-37	—	8138 Baseline Rd, San Antonio, TX	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-109389	ENR	Edward K Watkins	2001-10-19	UHC-04151-64	9705959792	7181 Baseline Rd, Atlanta, GA, 30391	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134465	ENR	Debra L Rose	1943-01-01	UHC-79132-16	5669700780	4826 Pine Dr, Houston, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-134607	ENR	George K Dominguez	1961-11-27	UHC-82930-52	2814436322	684 Highland Ave, Scottsdale, AZ, 85265	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109879	ENR	Hannah Foster	1986-10-03	UHC-87894-84	6004354519	1236 Grand Ave, Scottsdale, AZ, 85233	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-109880	ENR	Hannah Foster	1986-10-03	UHC-87894-84	6004354519	1236 Grand Ave, Scottsdale, AZ, 85233	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100141	ENR	Dennis V Berry	1965-03-22	UHC-82134-43	—	384 Bayshore Dr, Eden Prairie, MN, 55352	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113892	ENR	Denise H Hawkins	2001-05-23	UHC-13378-62	5947887760	1088 Washington St, Charlotte, NC, 28256	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-114183	ENR	Ethan J Lopez	1993-10-04	UHC-85031-68	5283224793	2946 Central Ave, Austin, TX, 78750	0.62	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
ENR-113831	ENR	Nicole C Richardson	1973-09-03	—	9455786281	9679 Indian School Rd, Plano, TX, 75084	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100351	ENR	Henry T Brown	1998-08-21	UHC-21741-37	—	3158 Indian School Rd, Miami, FL, 33178	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-116404	ENR	Gloria Meyer	1998-04-17	UHC-03153-24	—	1137 Pine Dr, Houston, TX, 77008	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-124800	ENR	Jen Martinez	1972-10-26	UHC-89803-35	3965959532	7039 Elm St, Minneapolis, MN, 55467	0.62	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-118014	ENR	Jacqueline F Willis	1954-02-17	UHC-66165-73	5066025599	6072 Union St Apt 37, Plano, TX, 75085	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-138026	ENR	Kim Morales	1963-06-09	UHC-52189-91	2013058909	6361 Meadow Ln, Gilbert, AZ, 85223	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136469	ENR	Dot A Gonzales	1983-03-27	UHC-00919-94	3817217225	3558 Mountain View Dr, Seattle, WA, 98146	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115618	ENR	Jeffrey H Lucas	1951-10-20	UHC-80548-18	—	5238 Church St, Atlanta, GA, 30312	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-106009	ENR	Julie Fields	1956-08-09	UHC-68737-10	3175116525	6025 Oak St, San Antonio, TX, 78241	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121774	ENR	Price Deborah	1940-11-15	UHC-27304-07	3907276725	6605 Highland Ave, Phoenix, AZ, 85095	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138604	ENR	Sean X Sims	1945-02-08	UHC-11547-01	4554337047	4081 Mesa Dr, Phoenix, AZ, 85020	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123737	ENR	Jennifeer Lewis	1973-02-23	UHC-67406-74	2753550507	3020 Washington St Apt 27, Houston, TX, 77090	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-136748	ENR	Ronald C Stone	1938-12-18	UHC-53111-75	7609529855	2406 Apache Blvd, Gilbert, AZ, 85295	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-134752	ENR	Wayne Rodriguez	1962-01-02	UHC-24236-32	6057011645	1949 Lake View Rd, Denver, CO, 80276	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-115990	ENR	Camila M Morgan	1992-07-21	UHC-73268-26	7844103472	2671 Lake View Rd, Orlando, FL, 32899	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-125229	ENR	Samuel M Patterson	1990-10-05	UHC-60348-01	—	1457 Palm Dr, Gilbert, AZ, 85260	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-109040	ENR	Kathleen Marquez	1979-01-06	UHC-34484-54	—	7249 Main St, Mesa, AZ, 85282	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-139936	ENR	Denise Cunningham	2006-12-13	UHC-93555-02	8505403012	8179 Oak St, Seattle, WA, 98101	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117018	ENR	Johnny G Harper	2004-01-19	UHC-79932-51	3905895117	7402 Ocean Ave, Atlanta, GA, 30389	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-122007	ENR	Jeffrey Z Jones	1994-10-09	UHC-52048-16	9746767639	6076 Market St, Columbus, OH	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107415	ENR	Grace Perkins	1984-11-05	UHC-88398-03	—	9217 Lincoln Way, Sacramento, CA, 95859	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-129828	ENR	Russell U Gutierrez	1986-01-15	UHC-80985-59	5149410432	1669 Market St Apt 3, Minneapolis, MN, 55454	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-116386	ENR	Benjamin Robinson	2006-11-02	UHC-34560-42	2866185207	5706 Church St, Scottsdale, AZ, 85295	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-104455	ENR	Aisha Cole	1975-04-01	UHC-86878-50	4593416989	4922 Cedar Ln Apt 39, Minneapolis, MN, 55410	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-109406	ENR	Brandon O Murphy	1969-03-05	UHC-35997-95	—	5643 Valley View Dr, Houston, TX, 77069	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-141994	ENR	Ralph Mejia	1955-01-02	UHC-24782-47	3845363782	9551 Willow Ct, Dallas, TX, 75228	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119508	ENR	Christina Ortega	1971-07-03	UHC-06273-61	4727478991	2874 River Rd, Tucson, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109301	ENR	Gary Oliver	1974-01-06	UHC-43278-86	5739704226	2024 Cedar Ln, Sacramento, CA, 95808	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122338	ENR	Judith B Cunningham	1999-05-20	UHC-01302-60	8107094477	2252 Mesa Dr # 158, Minneapolis, MN, 55436	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-119261	ENR	Patrick D Long	1952-01-17	UHC-89257-72	6289051336	7892 Ridge Rd, San Antonio, TX, 78231	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-125370	ENR	Katherine C McDonald	1980-03-05	UHC-60208-49	2197977577	5130 Sage Ct, Tempe, AZ, 85296	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-110697	ENR	Shirley H Welch	1944-11-10	UHC-57883-65	5096102614	5380 Washington St, Miami, FL, 33147	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-127219	ENR	Frank R Ramirez	1938-06-03	UHC-91761-82	8747189486	2396 Camelback Rd, Dallas, TX, 75228	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124609	ENR	Carol X Walker	1946-02-09	UHC-06553-34	9462489514	8826 Canyon Rd, Sacramento, CA, 95891	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134982	ENR	Janet R Owens	1981-08-15	UHC-62051-86	7685641982	4116 Sunset Blvd # 285, Orlando, FL, 32884	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-106933	ENR	Roy B Price	1940-05-28	UHC-37121-77	4459856213	267 Hillcrest Rd Apt 11, Tucson, AZ, 85775	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-134472	ENR	Henry Jimenez	1985-10-23	UHC-49218-90	9019579852	2837 Maple Ave, San Antonio, TX, 78242	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133079	ENR	Craolyn D Florees	1999-05-06	UHC-73681-40	8437533164	3976 Camelback Rd, Glendale, AZ, 85375	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128358	ENR	Robert Walsh	1970-02-25	UHC-24675-76	9523490553	984 Forest Ave, Sacramento, CA, 95812	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-113368	ENR	Matthew Mason	1975-11-09	UHC-38038-76	—	1967 Indian School Rd, Fresno, CA, 93738	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-141395	ENR	Priya Grfifin	1991-04-14	UHC-12688-71	5859681576	7957 Elm St Apt 13, Jacksonville, FL, 32244	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more

17,310 rows, page 77 of 347Previous Next