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-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-119882	ENR	Gloria G Wagner	1996-10-14	UHC-43173-28	2969507994	928 Forest Ave, Plano, TX, 75051	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115476	ENR	Kelly J Martinez	1999-11-10	UHC-20486-47	6449036664	2305 Apache Blvd, Seattle, WA, 98160	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-139697	ENR	Brenda Y Vgea	1973-12-15	UHC-61619-78	9328303791	1299 Ridge Rd, Orlando, FL, 32860	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-100777	ENR	Jesse Kim	1967-01-14	UHC-45304-40	3357488814	3377 Market St Apt 29, Fresno, CA, 93709	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-111767	ENR	Jose D Crawford	1991-06-13	UHC-88067-96	8108166307	2181 Willow Ct, Chandler, AZ, 85241	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-114903	ENR	Amber Torres	1979-09-11	UHC-33887-71	8048052262	5784 Apache Blvd, Mesa, AZ	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-114904	ENR	Amber Torres	1979-09-11	UHC-33887-71	8048052262	5784 Apache Blvd, Mesa, AZ	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+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-133685	ENR	Carroll Q Bruce	1993-06-16	UHC-92589-72	—	550 Pine Dr, San Antonio, TX, 78283	0.62	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+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-118832	ENR	Roger Wheeler	1951-05-03	UHC-53655-70	2474379538	7260 Jefferson Ave, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141829	ENR	Jason R Hernandez	1946-12-19	UHC-57671-39	4794555954	841 Harbor Blvd, Mesa, AZ, 85208	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105265	ENR	Steven K Guzman	2001-11-20	—	6762258210	6461 Mesa Dr, Las Vegas, NV, 89120	0.62	Phone reformatted Street suffix standardised Address re-cased City 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-107291	ENR	Katherine Ramos	1980-03-28	UHC-96787-07	2018711929	6388 Union St, Tempe, AZ, 85217	0.62	Name re-cased 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-101563	ENR	Shirly Hayes	1958-10-25	UHC-53138-46	5513647709	114 Church St, Las Vegas, NV, 89146	0.62	Name re-cased Phone reformatted Member ID 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-102065	ENR	Ronald Howad	2000-04-14	UHC-79531-36	—	4968 Valley View Dr, Jacksonville, FL, 32267	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+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-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-140717	ENR	Camila Schmidt	1963-11-21	UHC-25491-14	7645423283	7202 Market St, Las Vegas, NV, 89115	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113316	ENR	Eugene T Wallace	1967-02-06	UHC-13474-61	3775827333	804 Grand Ave, Charlotte, NC, 28291	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-134029	ENR	Madison Collins	1977-02-18	UHC-42951-30	4895727061	8373 Lincoln Way, Scottsdale, AZ, 85211	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-124333	ENR	Joshua S Dean	1985-05-09	UHC-26412-58	—	772 Church St, Orlando, FL	0.62	Name re-cased Street suffix standardised Address re-cased ZIP missing+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-125742	ENR	Camila O Castro	2003-05-15	UHC-14882-38	6528594318	5948 Pine Dr, Los Angeles, CA	0.62	Name re-cased 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-102340	ENR	Hiroshi B Coleman	—	UHC-24824-94	—	3352 Central Ave, San Antonio, TX, 78242	0.62	Name re-cased Date of birth missing Member ID 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-129869	ENR	Ethan L Fernadez	2000-08-05	UHC-55755-30	9734901084	3381 Church St, San Diego, CA, 92166	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141182	ENR	Sharon A Reid	1959-02-26	UHC-09861-29	5532564040	2290 Meadow Ln, Orlando, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-120120	ENR	Frances P Reynolds	1973-01-17	UHC-41697-03	2758337755	5579 Canyon Rd, Tucson, AZ, 85798	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more

26,564 rows, page 153 of 532Previous Next