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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-142253	ENR	Carlos Snyder	1963-05-19	UHC-57998-31	8245641270	1477 Indian School Rd, Columbus, OH, 43241	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-138388	ENR	Aaron Soto	1964-02-27	UHC-37599-88	—	7616 Elm St, Phoenix, AZ, 85021	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-142599	ENR	Pamela K Webb	1994-12-22	UHC-82507-79	6204770385	1105 Mountain View Dr, Atlanta, GA, 30302	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113337	ENR	Aaron X Cruz	2008-01-18	UHC-89556-76	5962960753	7271 Jefferson Ave, Phoenix, AZ, 85091	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133264	ENR	Alexander W Guerrero	1960-11-25	UHC-55391-43	6385699871	4649 Harbor Blvd, Tempe, AZ, 85250	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108022	ENR	Andrew W Hart	1971-05-15	UHC-05381-28	4404618873	8837 Pine Dr, Chandler, AZ, 85238	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119410	ENR	Gray Wood	1955-04-06	UHC-61920-93	4419231344	2564 Washington St Apt 6, Columbus, OH, 43299	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-117615	ENR	Joan Porter	1989-01-07	UHC-74508-47	6846757885	6094 Hillcrest Rd, Chandler, AZ, 85220	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117706	ENR	Kyle F Fisher	1985-09-21	UHC-68550-54	9029328226	787 Union St, Seattle, WA, 98171	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106964	ENR	Danielle Q Jackson	1954-10-11	UHC-84944-11	2652938377	3506 Spring St, Denver, CO, 80238	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102216	ENR	Mateo Warren	1972-02-18	UHC-09427-02	6628564848	9718 Elm St, Sacramento, CA, 95860	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139199	ENR	Emma Nichols	1982-08-16	UHC-38458-94	6697205330	2082 River Rd, Miami, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-140384	ENR	Samantha H Payne	2001-06-24	UHC-99063-40	8056279614	4292 Washington St, Gilbert, AZ, 85200	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-112636	ENR	Russell V Dean	1981-07-23	UHC-69426-13	7348393066	772 Central Ave, Houston, TX, 77038	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134023	ENR	Camila Herrera	1946-01-08	UHC-53583-98	4765411019	6176 Park Pl, Glendale, AZ, 85380	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104267	ENR	Frances F Alvarez	1963-10-24	UHC-86192-80	7766880620	9208 Central Ave, Miami, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-114320	ENR	Jose V Henry	1970-11-15	UHC-69072-64	8526459556	4364 Willow Ct, Seattle, WA, 98100	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-127686	ENR	Roger I Thomas	1953-10-06	UHC-41176-15	8967664439	3688 Sunset Blvd, Dallas, TX, 75206	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103378	ENR	Santiago Holmes	1961-05-02	UHC-93990-60	—	6665 River Rd, Atlanta, GA, 30397	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114993	ENR	Shirley Le	1982-02-01	UHC-57383-12	8314009761	6940 Camelback Rd, Jacksonville, FL, 32258	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-104806	ENR	Park Y Jonathan	1983-01-09	UHC-23547-97	9109207532	457 Sunset Blvd, Scottsdale, AZ, 85264	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121617	ENR	Nicholas Mtichell	1956-08-22	UHC-35788-46	6382142205	263 Grand Ave, Jacksonville, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124166	ENR	Lawrence George	1996-12-12	UHC-17614-13	—	6604 Indian School Rd, Fresno, CA, 93721	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-129973	ENR	Brenda G Perkins	1955-04-23	UHC-39770-36	8636639481	5557 Harbor Blvd, Austin, TX, 78763	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136061	ENR	Thomas Marshall	1961-04-01	UHC-23154-17	9035595318	7733 Cedar Ln, Eden Prairie, MN, 55377	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127505	ENR	Catherine C Luna	1948-09-03	UHC-59730-77	9143892351	2220 Market St, Scottsdale, AZ, 85290	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106221	ENR	Thomas Mdonald	1970-05-10	UHC-31865-33	8435442205	3061 Market St, Nashville, TN, 37242	0.62	Name split from “Last, First”Name re-cased Date of birth reformatted Street suffix standardised+3 more
ENR-107707	ENR	Logan Ryan	1969-09-04	UHC-90583-54	—	4749 Forest Ave, Tampa, FL, 33657	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-139484	ENR	Carol I Warren	1952-07-21	UHC-16792-90	7727283716	1006 River Rd, Chandler, AZ, 85284	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-132400	ENR	Martha Hart	1992-08-09	UHC-75199-01	—	8285 Oak St, Orlando, FL, 32874	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-111318	ENR	Steven Burns	1978-08-12	UHC-52339-52	7487036743	6845 Elm St, Charlotte, NC	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-108339	ENR	Alexis H Robinson	1959-01-05	—	9708331418	7013 Union St Apt 17, Mesa, AZ, 85246	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-130574	ENR	Emma M Garrett	1972-05-20	UHC-15927-63	2863793586	4651 Pine Dr, Plano, TX, 75019	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112630	ENR	Donald Vazquez	1960-05-26	UHC-40919-31	3556126829	1869 Mesa Dr, Scottsdale, AZ, 85210	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114677	ENR	Mark Green	1981-09-10	UHC-07350-83	4616697548	1449 Maple Ave, Los Angeles, CA	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-113465	ENR	Vega Kelly	1972-04-14	UHC-48546-44	—	1298 Central Ave, Eden Prairie, MN, 55301	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-129930	ENR	Ryan Perkins	1944-11-25	UHC-46441-06	3955422392	2850 Highland Ave, Los Angeles, CA, 90078	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133258	ENR	Jason U Yang	2005-08-12	UHC-26238-79	7175095041	786 Main St, San Antonio, TX, 78295	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138321	ENR	Theresa Stephens	1963-10-20	UHC-65181-56	8785544791	5288 Market St, Tempe, AZ, 85225	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113695	ENR	Rebecca S Spencer	1981-04-06	UHC-40057-75	7437495281	5824 Bayshore Dr, Houston, TX, 77006	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109261	ENR	Brian E Vazquez	1961-09-24	UHC-59626-83	7164689741	7029 Central Ave, Los Angeles, CA, 90048	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-113240	ENR	Jason M Mills	1987-04-22	UHC-72396-45	3524226638	2460 Grand Ave, Tampa, FL, 33639	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122182	ENR	Michael Fields	1975-05-21	UHC-66733-77	—	6609 Canyon Rd, Scottsdale, AZ, 85295	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-107633	ENR	Jake Sullivan	2008-05-24	UHC-00506-22	4307661580	1349 Ocean Ave, Scottsdale, AZ, 85292	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-140402	ENR	Wayne Roberts	1976-04-16	UHC-40291-13	7748769308	5652 Canyon Rd, Austin, TX, 78724	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128493	ENR	Patricia Li	1970-12-22	UHC-70875-63	2878080925	7272 Palm Dr, Las Vegas, NV, 89184	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138243	ENR	Logan George	2001-11-04	UHC-61499-96	6516080473	8208 Grand Ave Apt 20, Fresno, CA, 93761	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-100165	ENR	Samuel A Reyes	1942-09-26	UHC-96397-53	—	7713 Park Pl, Eden Prairie, MN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100065	ENR	Bruce H Alvarez	1947-02-26	UHC-51055-33	4805839214	8962 Camelback Rd Apt 19, Las Vegas, NV, 89156	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-141382	ENR	Martha J Harvey	1988-01-08	UHC-12386-49	8038914734	6664 Union St, Denver, CO, 80282	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+3 more

13,989 rows, page 60 of 280Previous Next