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-120193	ENR	Daniel Patterson	1983-06-22	UHC-32182-09	9893376478	6795 Ridge Rd, San Antonio, TX, 78279	0.92	Name re-cased State code upper-cased Email lower-cased Plan code upper-cased
ENR-114480	ENR	Wayne H Sullivan	1953-07-27	UHC-90724-98	5195588843	2836 Apache Blvd, Atlanta, GA, 30345	0.92	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-137151	ENR	Bryan Wheeler	1958-07-14	UHC-77912-63	7467854283	6051 Broadway, Atlanta, GA, 30338	0.92	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-118647	ENR	Margaret Alvarado	1965-07-03	UHC-91537-16	8415241752	1344 Willow Ct, Columbus, OH, 43221	0.92	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-135874	ENR	Roger Davis	1994-04-28	UHC-30457-09	2114195514	4491 Elm St, Miami, FL, 33168	0.92	Date of birth reformatted Phone reformatted Email lower-cased Plan code upper-cased
ENR-128881	ENR	Sandra Guerrero	1970-08-18	UHC-39611-40	9158851119	4202 Spring St, Glendale, AZ, 85326	0.92	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-105996	ENR	Rachel P White	1942-04-06	UHC-15447-80	6953056272	7519 Broadway, Charlotte, NC, 28223	0.92	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-106168	ENR	Beveryl Lewis	1941-01-11	UHC-00003-91	5805101835	—	0.92	Phone reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-123925	ENR	Keith Smith	1977-06-17	UHC-21002-67	8836321756	9690 Pine Dr, Jacksonville, FL, 32293	0.92	Phone reformatted Member ID reformatted Plan code upper-cased Whitespace trimmed
ENR-107722	ENR	Hannah O Green	1948-01-05	UHC-70477-31	3579088492	7494 Washington St, Las Vegas, NV, 89155	0.92	Name re-cased Phone reformatted Email lower-cased Plan code upper-cased
ENR-118331	ENR	Nicholas Jackson	1951-02-03	UHC-39004-12	—	849 Cedar Ln, Fresno, CA, 93766	0.92	Name re-cased Email lower-cased Plan code upper-cased Placeholder values cleared
ENR-128893	ENR	Christian Y Garrett	1956-04-21	UHC-16481-13	3628741346	3870 Canyon Rd, Jacksonville, FL, 32283	0.92	Date of birth reformatted Member ID reformatted Email lower-cased Plan code upper-cased
ENR-136515	ENR	Dylan Y Cole	2004-07-01	UHC-93588-47	2582930050	6513 Cedar Ln, Phoenix, AZ, 85086	0.92	Date of birth reformatted Member ID reformatted Plan code upper-cased Whitespace trimmed
ENR-116473	ENR	Ana Jenkins	1946-01-22	UHC-83983-70	7778597230	882 Broadway, Columbus, OH, 43233	0.92	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased
ENR-122327	ENR	Benjamin A Franklin	1976-05-28	UHC-88306-24	6283908635	6093 Central Ave, Eden Prairie, MN, 55321	0.92	Name re-cased Phone reformatted City re-cased Plan code upper-cased
ENR-115574	ENR	Mark Duncan	2007-12-02	UHC-24000-64	6412094193	8803 Sage Ct, Eden Prairie, MN, 55375	0.92	Name re-cased City re-cased Plan code upper-cased Placeholder values cleared
ENR-133481	ENR	Jack W Robarts	1967-12-04	UHC-09905-46	9053929163	8025 Washington St, Columbus, OH, 43286	0.92	Name re-cased Phone reformatted City re-cased Plan code upper-cased
ENR-124218	ENR	Michelle X Tucker	2008-04-02	UHC-57422-48	4886273259	2639 Broadway, Sacramento, CA, 95830	0.92	Name re-cased Address re-cased Plan code upper-cased Whitespace trimmed
ENR-100560	ENR	Paul W Turner	1941-08-26	UHC-48325-16	2204001615	1866 Maple Ave, Minneapolis, MN, 55456	0.92	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-115248	ENR	Samuel Williamson	1960-08-28	UHC-39070-93	8539419914	1245 Sage Ct, Orlando, FL, 32837	0.92	Phone reformatted Email lower-cased Plan code upper-cased Placeholder values cleared
ENR-108080	ENR	Janet F Turner	1938-12-18	UHC-84100-90	5975361492	856 Central Ave, Sacramento, CA, 95879	0.92	Date of birth reformatted Phone reformatted Email lower-cased Plan code upper-cased
ENR-103512	ENR	Diego M Jimenez	1953-10-10	UHC-77788-72	6004052863	7117 Lincoln Way, Atlanta, GA, 30398	0.92	Date of birth reformatted Member ID reformatted Plan code upper-cased Whitespace trimmed
ENR-120843	ENR	Gabriel R Long	1969-09-28	UHC-46388-29	7625843408	8401 Market St, Mesa, AZ, 85201	0.92	Phone reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-115802	ENR	Austin Jordan	1939-04-22	UHC-48339-03	3613331175	1593 Market St, Jacksonville, FL, 32248	0.92	Phone reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-141835	ENR	Daniel Wright	1993-01-04	UHC-99361-39	4105354538	3838 Lincoln Way, Las Vegas, NV, 89167	0.92	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-108668	ENR	Anthony D Collins	1966-02-19	UHC-59860-58	5729525310	1720 Pine Dr, Charlotte, NC, 28251	0.92	Name re-cased Member ID reformatted Plan code upper-cased Whitespace trimmed
ENR-124303	ENR	Justin Schultz	1985-08-09	UHC-07089-67	4286094867	6556 Mountain View Dr, Glendale, AZ, 85309	0.92	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-140598	ENR	Jean G Scott	2008-07-28	UHC-21473-47	8243501357	8015 River Rd, Minneapolis, MN, 55419	0.92	Date of birth reformatted Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-120607	ENR	Deborah Hamilton	1963-03-05	UHC-46390-26	8349894965	4385 Highland Ave, Austin, TX, 78721	0.92	Name re-cased Phone reformatted State code upper-cased Plan code upper-cased
ENR-142597	ENR	Judith Holmes	1952-06-06	UHC-33630-68	2454698507	6493 Cedar Ln, Scottsdale, AZ, 85232	0.92	Name re-cased Date of birth reformatted City re-cased Plan code upper-cased
ENR-142558	ENR	Judy P Henry	1987-05-03	UHC-61460-03	4822949035	1612 Forest Ave, Tempe, AZ, 85263	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed
ENR-109615	ENR	Jeen R Edwards	1991-12-01	UHC-85008-34	9406150606	4057 Sage Ct, Sacramento, CA, 95868	0.92	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased
ENR-136969	ENR	Victoria Ramirez	1987-10-14	UHC-23414-82	4828457852	3413 Desert Sky Blvd, Mesa, AZ, 85267	0.92	Phone reformatted City re-cased Plan code upper-cased Whitespace trimmed
ENR-142899	ENR	Alice D Alvarado	1971-06-06	UHC-97558-28	—	8143 Desert Sky Blvd, Orlando, FL, 32838	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-132709	ENR	George Z Austin	1938-09-20	UHC-22482-04	4903978675	—	0.92	Name re-cased Member ID reformatted Plan code upper-cased Placeholder values cleared
ENR-111124	ENR	Mei E Wallace	1956-12-21	UHC-83382-72	3827610724	6717 Pine Dr, Eden Prairie, MN, 55375	0.92	Date of birth reformatted Phone reformatted City re-cased Plan code upper-cased
ENR-122419	ENR	Olivia K Bradley	1950-11-05	UHC-21842-25	5058067939	293 Grand Ave, Sacramento, CA, 95873	0.92	Name re-cased Phone reformatted Member ID reformatted Plan code upper-cased
ENR-127317	ENR	Michelle J Hoffman	1973-01-12	UHC-99305-76	4388649479	427 Highland Ave, Atlanta, GA, 30337	0.92	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-106703	ENR	Marilyn W Romero	1954-08-02	UHC-22595-40	—	—	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-138575	ENR	Camila Franklin	1979-11-17	UHC-02351-86	4194871252	5533 Main St, San Diego, CA, 92122	0.92	Name re-cased City re-cased Plan code upper-cased Placeholder values cleared
ENR-131397	ENR	Christopher P Wang	2006-07-22	UHC-85700-16	6118800871	6764 Main St, Mesa, AZ, 85240	0.92	Name re-cased Phone reformatted Email lower-cased Plan code upper-cased
ENR-101887	ENR	Keith M Payne	1997-02-13	UHC-82936-46	8374687938	8137 Cedar Ln, Orlando, FL, 32808	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-138910	ENR	Camila Green	2001-09-12	UHC-47377-74	6993956622	2252 Oak St, Las Vegas, NV, 89170	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed
ENR-122362	ENR	Gloria X Reeed	2000-03-08	—	4147546714	199 Lake View Rd, Charlotte, NC, 28221	0.92	City re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-123432	ENR	Aisha Nguyen	1985-06-09	UHC-89751-57	2507784961	6265 Elm St, Chandler, AZ, 85287	0.92	Name re-cased Phone reformatted Email lower-cased Plan code upper-cased
ENR-107493	ENR	Dorothy L Herrera	1952-04-24	UHC-12392-13	2075718948	6298 Broadway, Fresno, CA, 93767	0.92	Phone reformatted Email lower-cased Plan code upper-cased Whitespace trimmed
ENR-115206	ENR	Kelly Waston	1987-01-01	UHC-99406-56	8166214642	—	0.92	Name re-cased Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-131825	ENR	Philip F Green	1991-12-18	UHC-77473-69	6358674176	6597 Bayshore Dr, Phoenix, AZ, 85045	0.92	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-101966	ENR	Mray N Murray	1980-11-05	UHC-26594-26	2116793407	1000 Spring St, Miami, FL, 33103	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed
ENR-135984	ENR	Steve T Wallace	1940-10-19	UHC-15113-79	4376485714	8935 Willow Ct, Fresno, CA, 93741	0.92	Phone reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared

2,126 rows, page 39 of 43Previous Next