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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-119682	ENR	Willie E Vega	1966-02-26	—	4715236491	9486 Camelback Rd, Miami, FL, 33185	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109110	ENR	Dorothy Z Rios	1993-07-17	UHC-82073-07	4844316884	963 Canyon Rd, Mesa, AZ, 85236	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122402	ENR	Cheryl D Thomas	1997-04-20	UHC-96463-73	7528030642	8372 Cedar Ln, Eden Prairie, MN, 55387	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131229	ENR	Ana L Ortega	1980-12-12	UHC-66814-56	3939568528	2029 Washington St, Minneapolis, MN, 55456	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102182	ENR	Brian K Syder	1969-11-19	UHC-67952-09	4712487301	6722 Grand Ave, Chandler, AZ, 85212	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-102183	ENR	Brian K Syder	1969-11-19	UHC-67952-09	4712487301	6722 Grand Ave, Chandler, AZ, 85212	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-115341	ENR	Cynthia Baker	1940-05-26	UHC-09215-77	7168993786	2238 Grand Ave, Nashville, TN, 37263	0.74	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-115229	ENR	Gloira E Lynch	1980-11-13	UHC-57656-67	3779757975	4678 Grand Ave, Tempe, AZ, 85226	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115384	ENR	Grace Z Guzman	1982-12-19	UHC-39682-17	7566431855	3690 Central Ave, San Diego, CA, 92192	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-115385	ENR	Grace Z Guzman	1982-12-19	UHC-39682-17	7566431855	3690 Central Ave, San Diego, CA, 92192	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-101915	ENR	Kyle X Mason	1974-12-03	UHC-85406-11	2542639219	9852 Washington St, Tempe, AZ, 85279	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126642	ENR	Diana D Jordan	1939-05-18	UHC-93994-77	3214722415	9225 Camelback Rd, Atlanta, GA, 30364	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113632	ENR	Mason H Chen	1982-09-21	UHC-68233-59	7104003271	9569 Canyon Rd, San Antonio, TX, 78240	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-101252	ENR	Emily Mejia	1976-04-16	UHC-14207-80	2842861564	9063 Hillcrest Rd, Dallas, TX, 75252	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-123990	ENR	Kayla C Reid	1950-11-06	UHC-05355-87	9527451399	1181 Sage Ct, Plano, TX, 75014	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114910	ENR	Pamela U Padilla	1964-02-16	UHC-75119-62	6205719342	8048 Mountain View Dr, Chandler, AZ, 85206	0.74	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-113067	ENR	Vincent R Thompson	1948-10-06	UHC-04730-28	6289389939	6202 Indian School Rd, Tempe, AZ, 85261	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113068	ENR	Vincent R Thompson	1948-10-06	UHC-04730-28	6289389939	6202 Indian School Rd, Tempe, AZ, 85261	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104947	ENR	Deborah B Bishop	1961-04-12	UHC-53289-31	8039732355	7177 Baseline Rd, Phoenix, AZ, 85079	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104946	ENR	Deborah B Bishop	1961-04-12	UHC-53289-31	8039732355	7177 Baseline Rd, Phoenix, AZ, 85079	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122334	ENR	Ethan Green	1966-09-18	UHC-13997-72	3287474285	6482 Lake View Rd, Las Vegas, NV, 89100	0.74	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+3 more
ENR-131579	ENR	Danielle Herrera	1948-03-21	UHC-14995-82	4577387148	3140 Lincoln Way, Denver, CO, 80238	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-105389	ENR	Mendoza Angela	1959-05-04	UHC-25015-53	8474816353	4483 Spring St, Charlotte, NC, 28248	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-133947	ENR	Grace Wong	1974-10-21	UHC-64071-61	8953580520	6636 Market St, Sacramento, CA, 95806	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112954	ENR	Roger K Lewis	1952-04-16	UHC-89460-83	9448445964	9404 Highland Ave, Miami, FL, 33115	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109291	ENR	Vincent Garza	2001-10-18	UHC-71824-31	—	9084 Jefferson Ave, Phoenix, AZ, 85084	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-106447	ENR	Mary S Obrien	1951-01-03	UHC-96447-43	5132946469	6414 Valley View Dr, Plano, TX, 75074	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108408	ENR	Stephen Turner	1984-04-16	UHC-09124-02	8955412142	3780 Grand Ave, San Diego, CA, 92138	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-141454	ENR	Juan C Obrien	2008-07-20	UHC-63527-62	4288045490	1923 Elm St, Los Angeles, CA, 90045	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122798	ENR	Theresa K Burns	1961-08-13	UHC-49456-91	8677651239	6374 River Rd, Miami, FL, 33146	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-102728	ENR	Kyle Y Hoffman	1939-11-15	UHC-39224-93	5423677413	1424 Park Pl, Tampa, FL, 33697	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107262	ENR	Daniel I Mills	1939-07-06	UHC-23666-16	4144136559	9358 Palm Dr, Los Angeles, CA, 90058	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132566	ENR	Noah I Yang	1944-11-23	UHC-46307-49	2468735326	7976 Central Ave, Charlotte, NC, 28286	0.74	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-128400	ENR	Hiroshi Dominguez	1993-05-22	UHC-44104-03	8754435556	3978 Union St, Miami, FL, 33172	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126321	ENR	Willie H Lynch	1987-06-03	UHC-89113-25	3562002780	3720 Park Pl, Glendale, AZ, 85380	0.74	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+3 more
ENR-140108	ENR	Evelyn Santiago	1990-11-28	—	2074599198	238 Lake View Rd, Houston, TX, 77029	0.74	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+3 more
ENR-104114	ENR	Jeffrey N Cook	1992-07-02	UHC-82233-70	8514915274	7021 Baseline Rd, Scottsdale, AZ, 85215	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-139548	ENR	Donna U Maldonado	1998-08-01	UHC-44231-06	8872393205	1127 Desert Sky Blvd, Eden Prairie, MN, 55389	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-137568	ENR	Sam Bennett	1966-09-22	UHC-78204-06	3779255829	5671 Indian School Rd, Minneapolis, MN, 55440	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106519	ENR	Kathryn Truner	1952-02-22	UHC-15096-04	5217913689	1319 Harbor Blvd, Eden Prairie, MN, 55396	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104906	ENR	Mei Z Hansen	1974-12-15	UHC-60681-93	8644810979	4449 Indian School Rd, Seattle, WA, 98145	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124677	ENR	Ethan V Reid	1958-02-10	UHC-93522-79	7423328602	123 Park Pl, Los Angeles, CA, 90017	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-103450	ENR	Madison Jones	1997-09-09	UHC-46381-97	2644496707	4925 Palm Dr, Tucson, AZ, 85784	0.74	Name re-cased Date of birth reformatted City re-cased Email lower-cased+3 more
ENR-122113	ENR	Marc O Henderson	2007-05-21	UHC-55117-49	4467541622	2333 Baseline Rd, Tampa, FL, 33664	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137438	ENR	Gloria E Le	1946-04-05	UHC-07005-78	3559433540	8903 Market St, Sacramento, CA, 95887	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121417	ENR	William O Gonzalez	1950-12-08	UHC-18054-50	3376291105	3013 Oak St, Fresno, CA, 93762	0.74	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-123375	ENR	Alice Ford	1992-11-15	UHC-51724-46	8392648378	2562 Meadow Ln, Gilbert, AZ, 85264	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141854	ENR	Richardson L Gloria	1991-07-27	UHC-52235-63	9204472061	1011 Indian School Rd, Tempe, AZ, 85227	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-123677	ENR	Hiroshi T Little	1973-07-28	UHC-73816-85	2134738946	1360 River Rd, Atlanta, GA, 30305	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-141261	ENR	Billy G Romero	1952-02-05	UHC-55739-85	7953549660	4647 Sunset Blvd, Gilbert, AZ, 85247	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

2,126 rows, page 22 of 43Previous Next