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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-102997	ENR	Arjun S Howard	1965-06-21	UHC-44648-22	—	4229 Ridge Rd, Glendale, AZ, 85369	0.68	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed
ENR-106717	ENR	Joseph F Rojas	—	UHC-50449-34	6147685977	3168 Willow Ct, Gilbert, AZ, 85284	0.68	Date of birth unreadable City re-cased ZIP+4 trimmed Placeholder values cleared
ENR-120685	ENR	Amy Bell	1952-11-17	UHC-13517-15	8357067795	588 Church St, Plano, TX, 75054	0.68	Two-digit birth year Phone reformatted Member ID reformatted ZIP+4 trimmed
ENR-111189	ENR	Richard I Oliver	1966-04-09	UHC-53963-27	3038586680	4100 Valley View Dr, Charlotte, NC, 28285	0.68	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed
ENR-131116	ENR	Pat Ferguson	1970-05-01	UHC-00688-98	5695489503	3806 Valley View Dr Apt 37, Orlando, FL, 32810	0.68	Phone reformatted Unit split from street ZIP+4 trimmed Email lower-cased
ENR-102038	ENR	Edward Bakker	1952-07-13	UHC-41097-25	—	5237 Jefferson Ave, Denver, CO, 80253	0.68	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-139117	ENR	Mark Parker	1995-01-16	UHC-03784-08	8798862295	5873 Mountain View Dr, Atlanta, GA, 30396	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-131339	ENR	Ralph Hoffman	1983-12-26	UHC-55886-66	5636661849	962 Indian School Rd, Seattle, WA, 98107	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-133718	ENR	Susan Romero	1999-12-24	UHC-67774-48	4963994985	9321 Lincoln Way, Charlotte, NC, 28238	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-129728	ENR	Luis S Hoffman	1975-12-13	UHC-08461-37	—	1769 Main St, Nashville, TN, 37258	0.68	Member ID reformatted SSN last four extracted ZIP+4 trimmed Placeholder values cleared
ENR-121574	ENR	Alxis Griffin	1944-03-27	UHC-95424-56	5786215383	4091 Palm Dr, Sacramento, CA, 95817	0.68	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
ENR-131699	ENR	Barbara Q Mendoza	2007-01-02	UHC-03073-98	8963725268	8073 Sage Ct, Las Vegas, NV, 89102	0.68	State name converted to code ZIP+4 trimmed Email lower-cased Whitespace trimmed
ENR-107258	ENR	Lori Hall	1967-09-08	UHC-82402-92	7648228928	8127 Market St, Tucson, AZ, 85733	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-123270	ENR	Mrak Edwards	2001-10-26	UHC-99615-18	6315712522	8838 Mesa Dr, San Antonio, TX, 78247	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-104195	ENR	Valentina Duncan	1974-12-22	UHC-56934-35	—	5898 Sunset Blvd, San Antonio, TX, 78219	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-116181	ENR	Mei D Flores	1961-10-12	UHC-84637-68	4044486579	8565 Park Pl, Austin, TX, 78790	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-125475	ENR	Donald U Castro	1968-03-15	UHC-80435-66	4065431002	2371 Market St, Phoenix, AZ, 85065	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-128165	ENR	Jeffrey Elliott	1948-03-01	UHC-79071-32	3225771300	1506 Forest Ave, San Diego, CA, 92105	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-102563	ENR	Alexis Z Henderson	1968-03-27	UHC-64409-56	2472407417	5737 Lake View Rd, Phoenix, AZ, 85033	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed
ENR-118651	ENR	Janet W Wallcae	1939-11-19	UHC-29568-55	8588793971	2662 Elm St, Glendale, AZ, 85395	0.68	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised
ENR-131706	ENR	James W Fowler	1961-09-11	UHC-97018-67	6233257956	2069 Palm Dr, Denver, CO, 80294	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-131707	ENR	James W Fowler	1961-09-11	UHC-97018-67	6233257956	2069 Palm Dr, Denver, CO, 80294	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-105660	ENR	Isabella Stewart	1957-11-11	UHC-40724-39	7969917918	1508 Ridge Rd, Scottsdale, AZ, 85293	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed
ENR-123090	ENR	Gloria M Dixon	—	UHC-62207-61	—	1423 Oak St, Mesa, AZ, 85231	0.68	Date of birth unreadable ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-103295	ENR	Mateo O Jackson	1990-04-07	UHC-48696-50	9494711696	3971 Lincoln Way, Las Vegas, NV, 89146	0.68	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised
ENR-140169	ENR	Alice Nichols	1974-09-26	UHC-43103-61	7623721949	4165 Ocean Ave, Las Vegas, NV, 89106	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed
ENR-124861	ENR	Grant Daniel	1940-01-14	UHC-40051-70	9877211461	3420 Ocean Ave, Phoenix, AZ, 85077	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-107512	ENR	Zachary D Thompson	1973-11-22	UHC-15871-31	7147971276	1881 Ridge Rd, Scottsdale, AZ, 85213	0.68	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-138407	ENR	Priya E Ryan	1958-07-20	UHC-22153-20	6518353929	4212 Washington St, Plano, TX, 75015	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Email lower-cased
ENR-138408	ENR	Priya E Ryan	1958-07-20	UHC-22153-20	6518353929	4212 Washington St, Plano, TX, 75015	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Email lower-cased
ENR-104756	ENR	Olivia Cox	1964-01-06	UHC-84543-81	9305255737	4346 Washington St # 668, Jacksonville, FL, 32201	0.68	Phone reformatted Unit split from street ZIP+4 trimmed Placeholder values cleared
ENR-130661	ENR	Amber Wells	1953-04-11	UHC-80479-97	8446790447	3814 Palm Dr, Eden Prairie, MN, 55386	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Email lower-cased
ENR-108096	ENR	Ralph W McDonald	1952-03-04	UHC-67915-66	7408701441	2903 Forest Ave, Atlanta, GA, 30304	0.68	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed
ENR-101455	ENR	Joyce A Cunningham	1968-04-09	UHC-99226-86	—	2453 Union St, Glendale, AZ, 85324	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Plan code upper-cased
ENR-136237	ENR	Arthur Anderson	1938-05-18	UHC-15121-56	7597974036	8155 Ridge Rd, Nashville, TN, 37217	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-105185	ENR	Ahmed Montgomery	1977-03-04	UHC-51952-62	6708738748	5749 Baseline Rd, Gilbert, AZ, 85233	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-120627	ENR	Steven Patterson	1958-06-25	UHC-84198-11	—	6797 Spring St, Phoenix, AZ, 85097	0.68	Date of birth reformatted Phone missing area code ZIP+4 trimmed Whitespace trimmed
ENR-126929	ENR	Maria W Romero	1964-03-15	UHC-35666-67	8954560231	4347 Willow Ct, Dallas, TX, 75275	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-122001	ENR	Christopher P Thompson	1939-09-01	UHC-45364-76	—	9639 Broadway, Mesa, AZ, 85258	0.68	Date of birth reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-140975	ENR	Virginia Diaz	2001-09-22	UHC-64247-69	2092912754	7053 Apache Blvd, Scottsdale, AZ, 85213	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-104765	ENR	Daniel Moreno	1998-12-25	UHC-23626-94	6303292198	5133 Broadway, Eden Prairie, MN, 55358	0.68	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-101335	ENR	Margaret V Powell	1987-06-01	UHC-01977-73	8466587077	8250 Lincoln Way, Gilbert, AZ, 85285	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-117720	ENR	Brian Myers	1996-02-11	UHC-59451-69	2775774358	9050 Mesa Dr, Tempe, AZ, 85221	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-108682	ENR	Roger B Patel	1944-11-04	UHC-80721-12	6635326181	4678 Lincoln Way, Plano, TX, 75074	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
ENR-124221	ENR	Eugene Lane	1976-10-05	UHC-40068-81	5136881153	8792 Main St, Charlotte, NC, 28286	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-105371	ENR	Diane Alvarado	1963-09-08	UHC-11604-87	5214011544	649 Bayshore Dr, Phoenix, AZ, 85030	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-104975	ENR	Lucia Q Hensen	1978-08-27	UHC-11890-19	—	3199 Elm St, Phoenix, AZ, 85075	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-102205	ENR	Dylen O Lee	1967-12-25	UHC-64730-18	4324520110	1211 Ocean Ave, Orlando, FL, 32841	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-128300	ENR	Paul X Jordan	1958-10-24	UHC-04379-22	7983518967	3424 Apache Blvd, Los Angeles, CA, 90020	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-108299	ENR	Jeremy J Ramos	1965-08-26	UHC-84855-86	9214939835	674 River Rd, Tempe, AZ, 85279	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed

3,951 rows, page 61 of 80Previous Next