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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121527	ENR	Zachary K Evans	1960-01-17	UHC-55762-90	3896581725	1240 Palm Dr, Miami, FL, 33182	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136000	ENR	Mariana W Estrada	1987-06-16	UHC-99338-24	6405836186	4643 Spring St, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139616	ENR	Philip Olson	2007-09-07	UHC-22797-90	8858086728	4297 Indian School Rd, Nashville, TN, 37257	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-124566	ENR	Pamela Syms	2003-07-07	UHC-11226-34	6417452159	6354 Bayshore Dr, Los Angeles, CA, 90064	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129442	ENR	Kyle X Bryant	1942-09-01	UHC-21813-44	8835139474	719 Apache Blvd, Miami, FL, 33119	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-122759	ENR	Willie Hawkins	1985-04-09	UHC-80056-20	7353611040	655 Indian School Rd, San Antonio, TX, 78209	0.64	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
ENR-140234	ENR	Lisa Y Larson	1984-07-02	UHC-38317-12	8676553473	6402 Sage Ct, Orlando, FL, 32890	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122542	ENR	Angela T Perkins	—	UHC-99820-91	2482602208	7163 Oak St, San Diego, CA, 92125	0.64	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-100645	ENR	Hannah L Robertson	1963-06-02	UHC-17352-54	3266772636	7805 Ocean Ave, San Diego, CA, 92122	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111493	ENR	Yuki Y Miller	1954-04-26	—	6075205023	1468 Apache Blvd # 946, Miami, FL, 33139	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-100829	ENR	Gary J Gutierrez	1993-12-06	UHC-65560-71	3813418968	3140 Canyon Rd, Sacramento, CA, 95894	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133725	ENR	Richard U Burke	1947-04-17	UHC-48281-22	6136855808	7848 Central Ave, Charlotte, NC, 28283	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128004	ENR	Virginia Clark	1956-11-05	UHC-07844-60	3832297394	8280 Forest Ave, Phoenix, AZ, 85031	0.64	Name re-cased Phone reformatted SSN last four extracted State name converted to code+2 more
ENR-104507	ENR	Ryamond V Riley	1973-12-25	UHC-77200-05	—	375 Market St, Scottsdale, AZ, 85269	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-108270	ENR	Albert Owens	—	UHC-26507-26	7425190776	367 Central Ave, Charlotte, NC, 28236	0.64	Name split from “Last, First”Date of birth unreadable Member ID reformatted City re-cased+2 more
ENR-102617	ENR	Scott Z Shaw	1943-09-25	UHC-47109-16	5699184977	663 Market St Apt 17, Dallas, TX, 75296	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-136288	ENR	Timothy Pena	1965-11-13	UHC-78757-55	7506967293	1439 Park Pl, Sacramento, CA, 95887	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127570	ENR	Walter Jimenez	1995-06-01	UHC-32613-93	—	2461 Highland Ave, Fresno, CA, 93750	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-123642	ENR	Aisha R Foster	1969-01-06	UHC-20002-70	2402028566	4862 Hillcrest Rd, Phoenix, AZ, 85007	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-121868	ENR	Kenneth T Wheeler	1968-10-04	UHC-94963-83	—	3005 Sunset Blvd, Tampa, FL, 33679	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-126891	ENR	Donald Ellis	1939-01-25	UHC-39148-42	2809011502	9268 Union St, Tempe, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-120347	ENR	Billy N Carter	1940-09-27	UHC-82165-28	—	9536 Park Pl, Los Angeles, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-135252	ENR	Andrea Mendosa	1939-05-07	UHC-86485-66	4854877644	3886 Sunset Blvd Apt 23, Scottsdale, AZ, 85234	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-111768	ENR	Jose D Crawford	1991-06-13	UHC-88067-96	8108166307	2181 Willow Ct, Chandler, AZ, 85241	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-133664	ENR	Amanda Rose	1963-07-24	UHC-45485-86	6102987277	216 Forest Ave, Atlanta, GA	0.64	Phone reformatted City re-cased ZIP missing Email lower-cased+2 more
ENR-129405	ENR	Stephen Dominguez	1997-02-23	UHC-14104-16	5108078448	2598 Jefferson Ave, Phoenix, AZ	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
ENR-136023	ENR	Sandra Murraay	1978-12-18	UHC-66640-84	4139194752	6299 Cedar Ln, Houston, TX, 77007	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-122840	ENR	Elizabeth Gibson	—	UHC-53210-52	3338331944	833 Sage Ct, Tampa, FL, 33661	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
ENR-134102	ENR	Pamela Z Gonzalez	1951-10-04	UHC-64068-71	4994104380	2282 Maple Ave, Dallas, TX, 75249	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109305	ENR	Sandra D Guzman	2007-11-26	UHC-35500-64	3963470860	7954 Desert Sky Blvd Apt 10, Houston, TX, 77083	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-129259	ENR	Hiroshi W Morgan	1994-04-16	UHC-20795-47	9135564881	1282 Sunset Blvd # 577, Atlanta, GA, 30361	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-106222	ENR	Daniel O Fernandez	1960-11-15	UHC-20537-71	8793437255	9880 Forest Ave Apt 17, Charlotte, NC, 28257	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-131019	ENR	Julie Gomez	1941-06-07	UHC-08457-10	—	5130 Bayshore Dr, Gilbert, AZ, 85241	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-130970	ENR	Jerry G White	1996-12-23	UHC-62687-13	7144647922	2285 Sage Ct, Seattle, WA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-109257	ENR	Christian Burke	1965-03-07	UHC-53263-58	7704580115	1128 Canyon Rd # 361, Tampa, FL, 33655	0.64	Two-digit birth year Phone reformatted Unit split from street Email lower-cased+2 more
ENR-115652	ENR	Henry H Chapman	2003-09-18	UHC-23775-12	3826187785	1764 Canyon Rd, Glendale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-103703	ENR	Luuis Payne	1986-12-14	UHC-63005-41	—	8681 Park Pl, Fresno, CA, 93788	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-112688	ENR	Mariana Y Sanchez	1946-01-14	UHC-13522-61	8197343540	4672 Mountain View Dr, Charlotte, NC, 28284	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-133989	ENR	Gregory T Gutierrez	1938-02-28	UHC-09302-32	7829520279	7268 Spring St, Columbus, OH, 43211	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105622	ENR	Virginia H Ross	1944-06-04	UHC-66259-56	4014827608	8604 Maple Ave, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-100857	ENR	Bruce Wang	1968-05-18	UHC-09845-92	—	8904 Sunset Blvd, Eden Prairie, MN, 55356	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-112412	ENR	Jonathan Stevens	1972-10-16	UHC-88071-23	7514154484	435 Grand Ave, Atlanta, GA, 30304	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105250	ENR	Sandra G Scott	1962-04-20	UHC-95286-62	4676828569	3181 Lake View Rd # 968, Tempe, AZ, 85294	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-111987	ENR	Satniago McDonald	1991-02-20	UHC-25511-74	5596507491	9803 Canyon Rd, Denver, CO, 80207	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-124824	ENR	Arthur P Lynch	1952-04-03	UHC-12744-38	7344111029	3939 Grand Ave, Charlotte, NC, 28219	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123969	ENR	Omar G Rivera	1956-11-01	UHC-34231-80	9509040727	2530 Sunset Blvd, Tampa, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-112093	ENR	Ronald D Armstrong	1966-05-10	UHC-28796-71	8932135891	9818 Washington St Apt 12, Columbus, OH, 43262	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-122742	ENR	James Soto	2002-03-26	UHC-65437-24	—	7915 Meadow Ln, Atlanta, GA, 30342	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-128994	ENR	Beverly R Vega	1973-12-09	UHC-03703-82	8205195728	1150 Pine Dr, Glendale, AZ, 85350	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-127945	ENR	Jennifer I Weber	1946-07-05	UHC-83139-76	9197241137	4569 Jefferson Ave, Eden Prairie, MN, 55389	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

8,934 rows, page 61 of 179Previous Next