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-106858	ENR	Victoria Hawkins	1973-05-10	UHC-52836-55	7752165799	3400 Baseline Rd, Houston, TX, 77040	0.78	Email lower-cased Gender normalised Plan code upper-cased Whitespace trimmed+1 more
ENR-121143	ENR	Maria Perkins	1995-02-15	UHC-53880-79	9319825347	—	0.78	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-111673	ENR	Rebecca K Roberts	1981-03-07	UHC-71907-16	8424824889	7070 Jefferson Ave, San Antonio, TX, 78293	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-123567	ENR	Scott H Kelley	1946-12-18	UHC-55410-23	6769185708	8103 Ridge Rd, Gilbert, AZ, 85245	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102654	ENR	Brandon Y Scott	1987-05-08	UHC-44282-88	7073466589	7043 Forest Ave, Denver, CO, 80204	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-109925	ENR	Jonathan J Scott	1964-01-16	UHC-08162-01	—	4975 Oak St, Austin, TX, 78726	0.78	Name re-cased Phone missing area code Plan code upper-cased Whitespace trimmed+1 more
ENR-115278	ENR	Amanda Hansen	1968-12-11	UHC-53647-10	3928298480	3172 Forest Ave, Los Angeles, CA, 90073	0.78	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-115393	ENR	Frank P Cook	1975-10-03	UHC-59565-50	7918801915	3893 Canyon Rd, Scottsdale, AZ, 85234	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-131481	ENR	Patricia Gibson	2002-06-06	UHC-43497-48	3894389925	9178 Cedar Ln, Denver, CO, 80281	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-115866	ENR	Nicole Pena	1991-09-09	UHC-03671-49	—	294 Lincoln Way, Tempe, AZ, 85264	0.78	Street suffix standardised Address re-cased Email lower-cased Plan code upper-cased+1 more
ENR-117511	ENR	Lauren Barnes	1972-07-01	UHC-99671-08	7519611613	2367 Grand Ave, San Diego, CA, 92129	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-114001	ENR	Michael B Lopez	1963-01-09	UHC-95603-42	6502907866	578 Willow Ct, Houston, TX, 77082	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-132724	ENR	Mark O Weber	2004-03-02	UHC-65837-43	3589842492	7694 Central Ave, Scottsdale, AZ, 85219	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-115382	ENR	Denise U Reid	2001-09-24	UHC-33235-06	5277088759	9368 Union St, Los Angeles, CA, 90003	0.78	Name re-cased City re-cased Email lower-cased Gender normalised+1 more
ENR-127998	ENR	Alan Lynch	1993-06-03	UHC-34481-19	8462609334	8507 Bayshore Dr, Tampa, FL, 33662	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-140739	ENR	Sarah S Dunn	1966-04-16	UHC-26514-98	—	4136 Grand Ave, Dallas, TX	0.78	Date of birth reformatted ZIP missing Plan code upper-cased Whitespace trimmed+1 more
ENR-113656	ENR	Jeffrey Matthews	2003-03-07	UHC-39973-98	7614659373	7044 Washington St, Phoenix, AZ, 85005	0.78	Name re-cased Date of birth reformatted Gender normalised Plan code upper-cased+1 more
ENR-121801	ENR	John A Le	1996-12-16	UHC-05048-09	6287645364	505 Bayshore Dr, Nashville, TN, 37238	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115153	ENR	Carl V McCyo	2008-07-20	UHC-90578-64	4023918125	9103 Palm Dr, Tampa, FL, 33697	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-119264	ENR	Betty Wang	1946-11-24	UHC-05294-81	4696063750	305 Indian School Rd, Miami, FL, 33189	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-100069	ENR	Eric Adams	1945-11-05	UHC-64624-75	7424805248	5655 Lake View Rd, Denver, CO, 80226	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-100326	ENR	Helen M Jackon	1947-10-24	UHC-17942-51	5565239658	3115 Willow Ct, Gilbert, AZ, 85270	0.78	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased+1 more
ENR-136953	ENR	Brian Luna	1979-03-15	UHC-21049-01	6899739461	8122 Maple Ave # 757, Eden Prairie, MN, 55367	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-132557	ENR	Philip R Lawson	1987-09-26	UHC-27829-92	9528017086	5269 Hillcrest Rd, Plano, TX, 75056	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Plan code upper-cased+1 more
ENR-114706	ENR	Kaaren H Schultz	1984-02-10	UHC-53569-48	8582969659	2567 Cedar Ln, Dallas, TX	0.78	Date of birth reformatted Phone reformatted ZIP missing Plan code upper-cased+1 more
ENR-123485	ENR	Roger Black	1992-07-21	UHC-70794-50	2847301448	929 Harbor Blvd, Dallas, TX, 75217	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-142556	ENR	Diana Pena	1978-11-05	UHC-30521-62	9416171581	8865 Sunset Blvd, Atlanta, GA, 30309	0.78	Name re-cased Phone reformatted State name converted to code Plan code upper-cased+1 more
ENR-140369	ENR	Brrittany D Lopez	1973-11-01	UHC-02000-82	—	5339 River Rd, Denver, CO, 80207	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-126262	ENR	Arjun T Jones	1979-06-19	UHC-20049-53	7618994381	5653 Spring St, Mesa, AZ, 85223	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-120490	ENR	Andrew Romero	1986-01-06	UHC-20729-69	7947777437	7154 Highland Ave, Charlotte, NC, 28210	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136147	ENR	Donald Adams	1946-11-07	UHC-26650-54	—	—	0.78	Phone missing area code Member ID reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-129903	ENR	Alan D Ford	1952-08-28	UHC-52538-51	6075036930	6670 Baseline Rd, Gilbert, AZ, 85280	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129904	ENR	Alan D Ford	1952-08-28	UHC-52538-51	6075036930	6670 Baseline Rd, Gilbert, AZ, 85280	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109061	ENR	Rebecca Harrison	1997-11-28	UHC-22861-84	9826424169	1084 Church St, Scottsdale, AZ, 85232	0.78	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-142628	ENR	Juan U Syder	1940-04-17	UHC-15581-31	2779678554	7663 Spring St, Las Vegas, NV, 89164	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108103	ENR	Helen S Gray	1978-07-03	UHC-92539-10	5214004681	8725 Church St, Atlanta, GA, 30393	0.78	Name re-cased Phone reformatted SSN last four extracted Plan code upper-cased+1 more
ENR-108102	ENR	Helen S Gray	1978-07-03	UHC-92539-10	5214004681	8725 Church St, Atlanta, GA, 30393	0.78	Name re-cased Phone reformatted SSN last four extracted Plan code upper-cased+1 more
ENR-133856	ENR	Megan Lynch	1952-02-01	UHC-82002-13	4605307176	9214 Willow Ct, Dallas, TX, 75270	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
ENR-119026	ENR	Steven Fuller	1977-02-14	UHC-48850-17	—	9564 Mountain View Dr, Chandler, AZ	0.78	Date of birth reformatted ZIP missing Plan code upper-cased Whitespace trimmed+1 more
ENR-128453	ENR	Amber Mitchell	1971-01-18	UHC-51321-46	—	4152 River Rd, San Antonio, TX, 78246	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-113350	ENR	Gerald Baker	1975-10-17	UHC-70576-73	4334232401	1298 Lake View Rd, Glendale, AZ, 85373	0.78	Phone reformatted ZIP+4 trimmed Plan code upper-cased Whitespace trimmed+1 more
ENR-100470	ENR	Kenneth U Rivera	1965-01-14	UHC-31516-44	2203600906	6922 Park Pl, Fresno, CA, 93706	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-142456	ENR	Jonathan O Schultz	1945-06-08	UHC-44242-21	9373785066	3118 Pine Dr, Charlotte, NC, 28298	0.78	Date of birth reformatted Phone reformatted State name converted to code Plan code upper-cased+1 more
ENR-105334	ENR	Jacqueline G Black	1989-08-17	UHC-52048-14	—	3673 Apache Blvd, Tucson, AZ, 85721	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-103654	ENR	Laura D Castro	1938-03-14	UHC-77112-55	5952297186	5820 Ridge Rd, Fresno, CA, 93740	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-113266	ENR	Yuki F Meyer	1950-06-01	UHC-39552-52	4559525712	7772 Harbor Blvd, Seattle, WA, 98122	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-139442	ENR	Linda G Gibson	1938-12-19	UHC-03410-41	7439262694	1880 Mountain View Dr, Fresno, CA, 93791	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-133133	ENR	Cynthia P Moore	1943-06-06	UHC-70365-62	8082015226	88 Church St, Los Angeles, CA, 90028	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-121631	ENR	Lisa Lewis	1951-03-27	UHC-05664-71	3463681261	2672 Park Pl, Jacksonville, FL, 32202	0.78	Name re-cased Gender normalised Plan code upper-cased Whitespace trimmed+1 more
ENR-138850	ENR	Heather U Rodriguez	1942-02-16	UHC-31342-40	—	460 Washington St, Mesa, AZ, 85276	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more

2,126 rows, page 30 of 43Previous Next