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

All sources, flag “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-426391	CLM	Jsesica Sims	2004-08-08	UHC-47302-21	—	—	0.82	Member ID reformatted Gender normalised Placeholder values cleared
ENR-125713	ENR	Marcus K Banks	1986-08-14	UHC-82234-18	6522931767	6292 Mesa Dr, Plano, TX, 75055	0.82	Phone reformatted Member ID reformatted ZIP+4 trimmed
ENR-105585	ENR	Patrick Knight	1960-01-05	UHC-17859-70	5432461084	1062 Ridge Rd, Seattle, WA, 98195	0.82	Member ID reformatted Gender normalised Whitespace trimmed
ENR-113100	ENR	Walter Little	1983-11-18	UHC-92544-52	5614200368	5629 Park Pl, Austin, TX, 78746	0.82	Two-digit birth year Member ID reformatted Whitespace trimmed
ENR-104931	ENR	Jeffrey Allen	1990-01-02	UHC-29346-52	—	3685 Sunset Blvd, Chandler, AZ, 85287	0.82	Date of birth reformatted Phone missing area code Member ID reformatted
CLM-420473	CLM	Terry Ford	1994-10-01	UHC-24331-17	—	9719 Market St, Dallas, TX	0.82	Member ID reformatted ZIP missing Placeholder values cleared
ENR-128210	ENR	Megan A Medina	1944-10-12	UHC-22001-33	3529675550	3116 Hillcrest Rd, Jacksonville, FL, 32245	0.82	Date of birth reformatted Member ID reformatted SSN last four extracted
ENR-115354	ENR	—Junk	1985-11-07	UHC-18771-42	6879940000	9013 Maple Ave, Dallas, TX, 75202	0.82	Member ID reformatted Placeholder values cleared No usable name (quarantined)
ENR-131612	ENR	Matthew Ward	1944-03-10	UHC-15822-54	6094992984	2316 Baseline Rd, Glendale, AZ, 85311	0.82	Member ID reformatted Street suffix standardised Address re-cased
ENR-118256	ENR	Gerald Hudson	1963-12-25	UHC-90982-29	7373030013	522 Church St, Houston, TX, 77012	0.82	Member ID reformatted State name converted to code Whitespace trimmed
ENR-106721	ENR	Santiago Kelly	2003-06-14	UHC-46436-07	3477558957	1154 Desert Sky Blvd, Miami, FL, 33145	0.82	Member ID reformatted City re-cased Gender normalised
ENR-135444	ENR	Teresa Porter	1984-04-03	UHC-05317-54	—	9635 Maple Ave, Eden Prairie, MN, 55321	0.82	Date of birth reformatted Phone missing area code Member ID reformatted
ENR-142974	ENR	Juan Hall	1938-04-27	UHC-33938-14	2688785537	3867 Hillcrest Rd, Houston, TX, 77020	0.82	Date of birth reformatted Member ID reformatted Gender normalised
ENR-141255	ENR	Victoria Clark	1992-04-16	UHC-78240-28	—	5078 Forest Ave, Mesa, AZ, 85297	0.82	Name re-cased Member ID reformatted ZIP+4 trimmed
TPA-64050	TPA	Peter Alexander	1961-05-20	UHC-95104-59	3987697238	6695 Market St, Orlando, FL, 32821	0.82	Member ID reformatted Gender normalised Whitespace trimmed
ENR-111175	ENR	Mark K Gozalez	1967-09-04	UHC-02868-86	5072200436	3768 Baseline Rd, Houston, TX, 77055	0.82	Two-digit birth year Phone reformatted Member ID reformatted
ENR-133196	ENR	Debra R Patel	1989-07-21	UHC-43762-42	7363350476	3284 Camelback Rd, Mesa, AZ, 85207	0.82	Date of birth reformatted Member ID reformatted Gender normalised
ENR-142336	ENR	Katherine Kelly	1938-08-01	UHC-13415-79	8695592521	5787 Camelback Rd, Tempe, AZ, 85261	0.82	Phone reformatted Member ID reformatted SSN last four extracted
ENR-115827	ENR	Patrikia G Munoz	1947-10-21	UHC-15571-41	9294153586	3866 Union St, Tucson, AZ, 85757	0.82	Name split from “Last, First”Member ID reformatted State code upper-cased
ENR-130182	ENR	Teresa Chavez	1980-12-08	UHC-91472-66	3717833852	2318 Harbor Blvd, Mesa, AZ, 85214	0.82	Member ID reformatted Email lower-cased Gender normalised
ENR-116479	ENR	Edward B Guerrero	1995-11-06	UHC-63950-13	5228952912	2569 Canyon Rd, Mesa, AZ, 85258	0.82	Member ID reformatted Street suffix standardised Address re-cased
ENR-103909	ENR	Aaron Hernandez	1909-03-28	UHC-93845-73	—	4042 Forest Ave, Columbus, OH, 43293	0.82	Phone missing area code Member ID reformatted Placeholder values cleared
ENR-105413	ENR	Dylan Webb	—	UHC-32490-35	—	2218 Harbor Blvd, Eden Prairie, MN, 55324	0.82	Date of birth unreadable Member ID reformatted City re-cased
PRV-27929	PRV	Barb Carr	2000-03-19	UHC-71429-35	5953887054	—	0.82	Member ID reformatted Gender normalised Placeholder values cleared
ENR-125836	ENR	Daavid J Hoffman	1974-11-01	UHC-56897-78	7686178513	9643 Camelback Rd, Nashville, TN, 37298	0.82	Middle initial moved out of first name Phone reformatted Member ID reformatted
ENR-106897	ENR	Catherine Nelson	2000-01-22	UHC-99921-26	2719754662	1811 Washington St, Minneapolis, MN, 55410	0.82	Member ID reformatted Gender normalised Whitespace trimmed
CLM-425488	CLM	Kelly A Stephens	1994-10-12	UHC-33651-42	—	—	0.82	Middle initial moved out of first name Member ID reformatted Placeholder values cleared
ENR-126505	ENR	Pamela B Brooks	1965-09-10	UHC-52321-23	—	3184 Meadow Ln, Scottsdale, AZ, 85271	0.82	Member ID reformatted State name converted to code Whitespace trimmed
CLM-427758	CLM	Denny Kelly	—	UHC-02487-95	5688398896	—	0.82	Date of birth missing Phone reformatted Member ID reformatted
ENR-122621	ENR	Brian West	1951-12-28	UHC-18876-26	7062179362	4520 Hillcrest Rd, Seattle, WA, 98172	0.82	Member ID reformatted Gender normalised Whitespace trimmed
TPA-59075	TPA	Anna Santos	1975-12-04	UHC-15152-91	—	6959 Desert Sky Blvd, Gilbert, AZ, 85234	0.82	Member ID reformatted ZIP+4 trimmed Placeholder values cleared
CLM-422664	CLM	Ed C Duncan	1961-06-25	UHC-59797-84	8545193167	—	0.82	Member ID reformatted Gender normalised Placeholder values cleared
ENR-128137	ENR	Jeffrey H Sims	1957-04-14	UHC-78896-24	7754102803	5971 Mesa Dr, Atlanta, GA, 30352	0.82	Phone reformatted Member ID reformatted Gender normalised
ENR-138968	ENR	Charles Hunter	2000-04-06	UHC-06446-40	—	1395 Main St, Phoenix, AZ, 85063	0.82	Member ID reformatted ZIP+4 trimmed Placeholder values cleared
ENR-119345	ENR	Cynthia Green	1979-06-21	UHC-66762-67	2258551299	1316 Jefferson Ave, Orlando, FL, 32883	0.82	Phone reformatted Member ID reformatted ZIP+4 trimmed
ENR-117055	ENR	Julia Howard	1997-04-16	UHC-38752-90	—	2349 Union St, Atlanta, GA, 30325	0.82	Name re-cased Phone missing area code Member ID reformatted
PRV-25716	PRV	Robert Pena	1996-09-07	UHC-83450-57	6343820671	—	0.82	Name split from “Last, First”Member ID reformatted Placeholder values cleared
ENR-118477	ENR	Olivia H Rivera	1952-07-01	UHC-39208-52	7867219172	2918 Park Pl, Minneapolis, MN, 55499	0.82	Name re-cased Member ID reformatted State name converted to code
ENR-125584	ENR	Christine W Stevens	1983-06-13	UHC-87437-98	—	9540 Broadway, San Antonio, TX	0.82	Member ID reformatted ZIP missing Placeholder values cleared
CLM-424490	CLM	Ann Schultz	1996-11-02	UHC-38883-83	—	6245 Union St, Chandler, AZ, 85287	0.82	Member ID reformatted Street suffix standardised Address re-cased
ENR-142536	ENR	Alice Y McDonald	1993-09-23	UHC-21511-16	7092161458	4747 Elm St, Los Angeles, CA, 90057	0.82	Date of birth reformatted Member ID reformatted ZIP+4 trimmed
ENR-128227	ENR	Mark Allen	1992-04-16	UHC-63094-62	6985814132	2967 Washington St, Gilbert, AZ, 85267	0.82	Phone reformatted Member ID reformatted Gender normalised
ENR-133253	ENR	Jeffrey Cook	1986-04-06	UHC-48436-17	9203834811	7290 Highland Ave, Minneapolis, MN, 55405	0.82	Phone reformatted Member ID reformatted Gender normalised
ENR-101766	ENR	Carol P Powell	1948-10-05	UHC-13802-06	9333934679	6617 Highland Ave, Tucson, AZ, 85764	0.82	Phone reformatted Member ID reformatted Gender normalised
CLM-420040	CLM	Kayla Cole	1978-01-06	UHC-96523-84	—	1075 Sunset Blvd, San Antonio, TX, 78248	0.82	Member ID reformatted State name converted to code Placeholder values cleared
CLM-402416	CLM	Kayla Hart	1950-06-27	UHC-56881-49	8385126591	7021 Highland Ave, Mesa, AZ, 85211	0.82	Name split from “Last, First”Phone reformatted Member ID reformatted
ENR-141818	ENR	Diana A Miller	2007-09-03	UHC-13192-58	2947654130	1299 Maple Ave, Tucson, AZ, 85736	0.82	Two-digit birth year Member ID reformatted Whitespace trimmed
CLM-427293	CLM	Christine R Valdez	1960-02-08	UHC-95611-79	8623587484	—	0.82	Member ID reformatted Gender normalised Placeholder values cleared
ENR-109036	ENR	Jean Perry	1962-12-27	UHC-02151-49	4108109877	821 Jefferson Ave, Mesa, AZ, 85284	0.82	Date of birth reformatted Member ID reformatted State name converted to code
ENR-138741	ENR	Bruce Black	1996-05-13	UHC-09980-64	5085030697	1170 Cedar Ln, Seattle, WA, 98165	0.82	Date of birth reformatted Member ID reformatted Gender normalised

7,723 rows, page 121 of 155Previous Next