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 “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-116043	ENR	Barbara Gilbert	1983-10-08	UHC-97895-36	5749913684	2576 Lake View Rd, Charlotte, NC, 28221	0.92	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed
CLM-403086	CLM	Charlotte Rogers	1974-05-26	UHC-61741-31	—	—	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Placeholder values cleared
ENR-127883	ENR	Ashley Peters	1941-04-21	UHC-83509-19	4714397647	6353 Canyon Rd, Columbus, OH, 43215	0.92	Phone reformatted City re-cased Plan code upper-cased Whitespace trimmed
ENR-139702	ENR	Sharon S Brooks	1973-01-21	UHC-47249-88	4472184819	7716 Church St, Scottsdale, AZ, 85212	0.92	Phone reformatted City re-cased State code upper-cased Plan code upper-cased
ENR-106234	ENR	Tricia S Simmons	1936-12-19	UHC-34156-49	6842935793	320 Sage Ct, Los Angeles, CA, 90029	0.92	Phone reformatted Email lower-cased Plan code upper-cased Whitespace trimmed
CLM-402564	CLM	Jacob A Wilson	1965-02-09	UHC-87096-71	4539048478	1598 Lincoln Way, Atlanta, GA, 30322	0.92	State code upper-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
PRV-23689	PRV	Martha F Tucer	1998-10-08	UHC-90948-60	4518689398	4872 Lincoln Way, Tempe, AZ, 85236	0.92	Phone reformatted City re-cased Plan code upper-cased Placeholder values cleared
CLM-408988	CLM	Grace Maldonado	1979-06-18	UHC-80617-85	4392760798	5716 Ridge Rd, Tucson, AZ, 85708	0.92	Name re-cased Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-107044	ENR	Arthur Reed	1976-10-25	UHC-85344-01	4442957731	285 Spring St, Phoenix, AZ, 85007	0.92	Date of birth reformatted Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-430472	CLM	Elijah Jensen	1939-08-12	UHC-95595-94	—	—	0.92	Name re-cased Email lower-cased Plan code upper-cased Placeholder values cleared
ENR-132331	ENR	Shirrley S Munoz	1962-10-06	UHC-28956-10	5358922463	9750 Sage Ct, Fresno, CA, 93795	0.92	Name re-cased Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-427992	CLM	Christina Rose	1999-01-02	UHC-21461-75	—	1652 Indian School Rd, Scottsdale, AZ, 85270	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-127015	ENR	Sean Howell	1982-03-16	UHC-57319-58	2163551879	9674 Park Pl, Tempe, AZ, 85261	0.92	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased
ENR-135724	ENR	Joshua G Rose	1961-09-22	UHC-02784-11	7095299155	7769 Ridge Rd, Minneapolis, MN, 55456	0.92	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased
ENR-116421	ENR	Cheryl Pierce	1939-01-25	—	2996266409	—	0.92	Phone reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-111064	ENR	Deborah Campbell	1948-12-10	UHC-84187-22	—	190 Union St, Nashville, TN, 37254	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-429165	CLM	Nahan U Peters	1984-03-14	—	4543880965	7611 Spring St, Gilbert, AZ, 85263	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-407634	CLM	Gregory Wagner	1987-12-28	UHC-51627-22	9418383423	6925 Broadway, Miami, FL, 33105	0.92	Date of birth reformatted Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-122549	ENR	Lawrence U Grant	1967-01-19	UHC-64977-89	3008060546	3509 Sunset Blvd, Tempe, AZ, 85269	0.92	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-110720	ENR	Helen L Austin	2003-09-10	UHC-03615-98	5828197153	9204 Ridge Rd, Glendale, AZ, 85345	0.92	Phone reformatted City re-cased Plan code upper-cased Whitespace trimmed
ENR-137544	ENR	Hiroshi J Anderson	1956-12-13	UHC-20940-17	6677878937	8110 Desert Sky Blvd, Nashville, TN, 37282	0.92	Member ID reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-125748	ENR	Timothy J Vasquez	1965-01-06	UHC-40271-61	—	6582 Meadow Ln, Charlotte, NC, 28203	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Placeholder values cleared
ENR-140534	ENR	Benjamin K Vasquez	2006-04-10	UHC-82637-55	3042095884	5631 Mountain View Dr, Orlando, FL, 32879	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-51223	TPA	Mason Welch	1962-03-01	—	2346103976	—	0.92	Phone reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-59123	TPA	Jack Kelley	1960-05-05	—	—	6336 Spring St, Austin, TX, 78736	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Placeholder values cleared
ENR-125980	ENR	Kayla O Garrett	1998-08-05	UHC-12213-05	9428651358	9279 Union St, Tucson, AZ, 85781	0.92	Phone reformatted Email lower-cased Plan code upper-cased Whitespace trimmed
ENR-115504	ENR	Aaron Y Freeman	1971-12-14	UHC-54139-37	6839598882	3900 Main St, Glendale, AZ, 85369	0.92	Name re-cased Phone reformatted Member ID reformatted Plan code upper-cased
CLM-429722	CLM	Ann Chapman	1986-05-03	UHC-64581-18	3295190355	—	0.92	Name re-cased Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-415172	CLM	Lori Matthews	2000-11-13	UHC-03231-10	—	6793 Market St, Mesa, AZ, 85218	0.92	City re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-123289	ENR	Janice A Tucker	2005-12-03	UHC-89062-43	7929285931	1178 Palm Dr, Sacramento, CA, 95825	0.92	Name re-cased Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-112725	ENR	Jeffrey Garza	1979-09-09	UHC-77639-01	8589214752	6249 Mesa Dr, Atlanta, GA, 30366	0.94	Email lower-cased Plan code upper-cased Whitespace trimmed
CLM-430187	CLM	Ronald Thomas	1999-03-07	—	—	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-422693	CLM	Richard Santiago	1986-05-09	UHC-26774-18	6607451570	—	0.94	Name re-cased Phone reformatted Plan code upper-cased
ENR-106136	ENR	Scott F Bradley	1952-02-24	UHC-01675-10	8914463888	1227 Lincoln Way, Mesa, AZ, 85224	0.94	Date of birth reformatted Phone reformatted Plan code upper-cased
ENR-134528	ENR	Gloria A Fernandez	1954-01-05	UHC-87618-90	7484380394	615 Lake View Rd, Dallas, TX, 75279	0.94	Phone reformatted Email lower-cased Plan code upper-cased
ENR-107221	ENR	Ashley Roberts	1940-03-23	UHC-42068-49	6529182634	4301 Jefferson Ave, Nashville, TN, 37245	0.94	Date of birth reformatted City re-cased Plan code upper-cased
PRV-26856	PRV	Jessica Baker	1977-11-26	UHC-47501-58	4324965121	9664 Willow Ct, Nashville, TN, 37259	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-417700	CLM	Noah Rogers	1958-04-08	—	8824235999	—	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
TPA-54106	TPA	Jerry Anderson	2006-12-25	—	—	5218 Lake View Rd, San Antonio, TX, 78227	0.94	Date of birth reformatted Plan code upper-cased Placeholder values cleared
ENR-109926	ENR	Kevin Gibson	1963-09-02	—	4766535259	872 Elm St, Atlanta, GA, 30378	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-406656	CLM	Alexander Rose	1978-06-08	—	—	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-428460	CLM	Kyle Peters	1955-11-12	—	—	6379 Willow Ct, Orlando, FL, 32836	0.94	Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-407952	CLM	Priya U Nelson	1961-02-03	UHC-65947-09	7128746994	9565 Ridge Rd, Seattle, WA, 98154	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-430597	CLM	Nicholas Lee	1982-02-25	—	7814909669	—	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-101491	ENR	Shirley Griffin	1997-10-19	UHC-13733-19	6389941304	6768 Main St, Tucson, AZ, 85760	0.94	Date of birth reformatted Phone reformatted Plan code upper-cased
ENR-138052	ENR	Arthur M Welch	1989-04-13	UHC-72478-18	—	6151 River Rd, Phoenix, AZ, 85099	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
CLM-408016	CLM	Cheryl Daniels	1966-01-28	UHC-21002-42	—	1820 Jefferson Ave, Phoenix, AZ, 85091	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-424031	CLM	Megan Kim	2008-03-28	UHC-45400-47	8206878393	—	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-432711	CLM	Joseph T Payne	1971-07-21	UHC-40121-50	—	8176 Hillcrest Rd, Orlando, FL, 32897	0.94	City re-cased Plan code upper-cased Placeholder values cleared
CLM-431261	CLM	Elizabeth Hill	1955-09-10	UHC-20603-46	—	7369 Mesa Dr, Plano, TX, 75056	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared

3,278 rows, page 61 of 66Previous Next