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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-111811	ENR	Justin Anderson	1986-12-28	—	8695267790	3886 Church St, Glendale, AZ, 85373	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-109639	ENR	Brian G Vazquez	1970-07-16	UHC-12630-18	3646615998	4314 Washington St, Sacramento, CA, 95831	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-113646	ENR	Albert E Dixon	—	UHC-57246-87	2043815694	5441 Market St, Mesa, AZ, 85233	0.48	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-121911	ENR	Sandra D Burton	1964-05-14	UHC-01994-05	9405487806	8931 Lake View Rd, Sacramento, CA, 95831	0.48	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-138301	ENR	Sandra Barnes	1941-11-11	UHC-80935-12	8986438361	7153 Bayshore Dr, Houston, TX, 77031	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted SSN last four extracted+4 more
ENR-133355	ENR	Stephen Cox	1959-07-01	UHC-59464-99	2769647516	2758 Mountain View Dr, Gilbert, AZ, 85227	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-111047	ENR	Jacob Aams	—	UHC-55116-75	6324990118	5341 Oak St, Minneapolis, MN, 55456	0.48	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-103688	ENR	Willie G Rodriguez	1970-07-01	UHC-23786-86	3814148745	8066 Camelback Rd, Plano, TX, 75091	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124610	ENR	George E Shaw	1984-10-02	UHC-36004-77	—	6572 Bayshore Dr, Tucson, AZ, 85780	0.48	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-125551	ENR	Ethan A Wilson	2008-04-09	UHC-71543-29	6583609723	9614 Sunset Blvd, Austin, TX, 78714	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133012	ENR	Scott R Griffin	1945-02-21	UHC-41956-45	—	7211 Main St, Tempe, AZ	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-117891	ENR	Ralph B Freeman	1952-05-12	UHC-01462-05	7995338931	4907 Mesa Dr, San Antonio, TX, 78269	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-124525	ENR	James Ford	1987-08-05	UHC-80014-49	9278219832	5669 Elm St # 263, San Antonio, TX, 78233	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-131517	ENR	Roger Andrews	1987-03-28	UHC-96921-49	3558967732	6929 Palm Dr, Miami, FL, 33152	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-120111	ENR	Keith J Scott	1999-07-09	UHC-99761-49	9847610668	9133 Canyon Rd, San Antonio, TX	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118230	ENR	Christian R Sanders	1966-12-19	UHC-91645-49	3813776241	1092 Park Pl, Tucson, AZ, 85781	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117019	ENR	Melissa Gonzalez	1975-01-07	UHC-79439-98	4406958139	546 Forest Ave, Denver, CO, 80252	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-125851	ENR	Nicole D Carlson	1941-10-20	UHC-64211-07	3498869262	8802 Pine Dr, Tampa, FL	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-135401	ENR	Ruth Young	2000-10-28	UHC-70377-81	6558933083	335 Desert Sky Blvd, Gilbert, AZ, 85226	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141526	ENR	Sharon I Ferguson	1959-06-22	UHC-64402-07	8356886134	4479 Ocean Ave, Columbus, OH, 43204	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138449	ENR	Dorothy H Fowler	2003-08-04	UHC-66322-93	4797761106	1971 Ridge Rd, Los Angeles, CA, 90002	0.48	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+4 more
ENR-138450	ENR	Dorothy H Fowler	2003-08-04	UHC-66322-93	4797761106	1971 Ridge Rd, Los Angeles, CA, 90002	0.48	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+4 more
ENR-128799	ENR	Carol X Webb	1993-12-23	UHC-87566-86	4518603749	2396 Washington St # 929, Chandler, AZ, 85235	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-115506	ENR	Teresa Knight	1969-10-26	—	6985405208	9898 Apache Blvd, Mesa, AZ, 85208	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-107327	ENR	Wayne Payne	1944-02-02	UHC-86755-25	2794497156	8680 Elm St, Seattle, WA, 98118	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-125587	ENR	Donna Luna	1994-02-02	—	9639893508	4405 Willow Ct Apt 19, Eden Prairie, MN, 55333	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-113751	ENR	Olivia Riz	1980-03-08	UHC-33228-23	2839755211	4821 Market St, Austin, TX, 78765	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-124461	ENR	Debra Y Ortega	1998-11-09	UHC-53202-94	2993726462	3452 Meadow Ln, Orlando, FL	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106646	ENR	Diana O Harrison	1966-08-06	UHC-09874-03	4013185529	7744 Central Ave, Gilbert, AZ	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114555	ENR	Mei N Gibson	1976-07-16	UHC-57095-09	5373260077	8772 Union St, Seattle, WA, 98121	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117825	ENR	Fatima Espinoza	1944-08-11	UHC-02164-70	6835467499	7168 Church St, Denver, CO, 80221	0.48	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-114015	ENR	Steven Campbell	1996-09-20	UHC-56403-13	4432794992	5909 Central Ave, Orlando, FL, 32898	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102246	ENR	Christian S Roobinson	1950-02-06	UHC-15823-84	9075772501	4202 Grand Ave, Denver, CO, 80293	0.48	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-132685	ENR	Mason O Bradley	1986-07-19	UHC-43681-03	5299320007	2852 Apache Blvd, Minneapolis, MN, 55414	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110350	ENR	Brittany Q Graham	1987-01-04	UHC-81173-09	5376023613	3057 Sunset Blvd, Tampa, FL, 33635	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-103778	ENR	Kayla Thompson	1999-03-06	UHC-07497-43	4325795083	7048 Cedar Ln, Tucson, AZ, 85709	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-129787	ENR	Evelyn J Marshall	1991-07-27	UHC-36370-75	—	2509 Spring St, Atlanta, GA, 30321	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-140185	ENR	Mateo Schultz	1941-01-21	UHC-87360-26	6732600593	7638 Ocean Ave, Denver, CO, 80286	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-116553	ENR	Jeremy J Vega	1950-08-16	UHC-56071-65	6758185989	1820 Park Pl, Sacramento, CA, 95869	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
ENR-130675	ENR	Ashley M Henry	1965-12-15	UHC-55793-41	3019232575	8367 Church St, Atlanta, GA	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107997	ENR	George R Fernandez	1959-03-23	UHC-61162-85	8189960415	5931 Union St, Columbus, OH, 43208	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138812	ENR	Dylan Yang	1966-08-02	UHC-03495-85	2436589421	5592 Lake View Rd Apt 21, Tucson, AZ, 85758	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-104833	ENR	Diego K George	2000-06-14	UHC-74759-55	2675091606	4258 Sage Ct, Minneapolis, MN, 55424	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-103534	ENR	Ann Wallace	1937-08-24	UHC-77936-04	5063945714	2695 Washington St, Sacramento, CA, 95883	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-130377	ENR	Sarah T Long	1977-08-16	UHC-37791-64	6186273911	2128 Ocean Ave, Nashville, TN, 37284	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139179	ENR	Luis Hernandez	1948-08-16	UHC-35955-65	6034792717	3548 River Rd Apt 19, Denver, CO, 80268	0.48	Name split from “Last, First”Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-140296	ENR	Kathleen Z Fisher	1953-08-12	UHC-98423-32	9756269555	5400 Sunset Blvd, Nashville, TN, 37219	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142406	ENR	Diane P Perkins	1983-03-17	UHC-00538-27	5653158527	4580 Hillcrest Rd, Glendale, AZ	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-119190	ENR	Nicole Robertson	1976-07-12	UHC-67797-47	4732463823	3505 Sage Ct, Los Angeles, CA	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122887	ENR	Linda Z Garrett	1979-03-06	UHC-28085-18	3679134093	8977 Hillcrest Rd, Tempe, AZ, 85255	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more

4,309 rows, page 11 of 87Previous Next