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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-107955	ENR	Elizabeth N Sanders	1955-07-26	UHC-72782-19	6746130166	7759 Sunset Blvd, Atlanta, GA	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-104113	ENR	Jesse Willis	1979-10-02	UHC-62058-95	2529526326	3195 Mesa Dr, Las Vegas, NV	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136674	ENR	Sandra T Jesen	1993-12-28	UHC-72704-42	8775739605	2493 Meadow Ln, Las Vegas, NV	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140557	ENR	Austin Espinoza	2003-02-23	UHC-00961-08	3133468698	2063 Valley View Dr, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114546	ENR	Betty Q Bryant	1979-03-10	UHC-90755-54	3388271251	6889 Desert Sky Blvd, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125019	ENR	Sofia I Rios	—	UHC-21043-75	8688752423	5680 Desert Sky Blvd, Dallas, TX	0.62	Name re-cased Date of birth unreadable City re-cased ZIP missing+3 more
ENR-125020	ENR	Sofia I Rios	—	UHC-21043-75	8688752423	5680 Desert Sky Blvd, Dallas, TX	0.62	Name re-cased Date of birth unreadable City re-cased ZIP missing+3 more
ENR-115768	ENR	Anna Medina	1972-05-06	UHC-37749-59	8437414462	7443 Desert Sky Blvd, Tampa, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113136	ENR	Lawrence Jackkson	1941-01-05	UHC-17019-82	6357936197	2392 Lincoln Way, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-137354	ENR	Jack V Castro	1990-05-26	UHC-62887-60	4642474919	2221 Mesa Dr, Nashville, TN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115010	ENR	Diana P Howard	1956-12-13	UHC-95898-65	—	1940 Apache Blvd, Fresno, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-131704	ENR	Katherine I Hart	1992-03-19	UHC-28620-79	8145279302	5857 Ridge Rd, Dallas, TX	0.62	Name re-cased Date of birth reformatted City re-cased ZIP missing+3 more
ENR-113364	ENR	Evelyn Campbell	1999-05-21	UHC-88927-95	3747667952	8276 Spring St, Orlando, FL	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-131496	ENR	Jean Owens	1956-07-14	UHC-67566-52	9342836189	4511 Cedar Ln, San Diego, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136567	ENR	Christina N Obrien	1948-01-25	UHC-57093-33	4543413543	3904 Park Pl, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136566	ENR	Christina N Obrien	1948-01-25	UHC-57093-33	4543413543	3904 Park Pl, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104389	ENR	Roy W Vazquez	1941-01-06	UHC-90646-48	7356233476	6604 Central Ave, Austin, TX	0.62	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
ENR-103669	ENR	Tyler P Dean	1985-11-10	UHC-88040-86	2778876633	6132 Sunset Blvd, Miami, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108056	ENR	Scott Carr	2007-12-05	UHC-10295-36	4672167984	8349 Highland Ave, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-117134	ENR	Roger J Johnston	1999-02-21	UHC-77763-47	8458310381	6521 Meadow Ln # 216, Tucson, AZ	0.62	Phone reformatted Member ID reformatted Unit split from street City re-cased+3 more
ENR-125127	ENR	Carl S Hall	1916-07-07	UHC-05485-85	4027821671	6450 Elm St, Minneapolis, MN	0.62	Name re-cased Phone reformatted SSN last four extracted ZIP missing+3 more
ENR-113420	ENR	Arthur F Alvarez	1957-11-13	UHC-12801-77	2328209924	8552 Grand Ave, Columbus, OH	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122820	ENR	Michael R Flores	2000-05-13	UHC-18243-61	—	7265 Maple Ave, Las Vegas, NV	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-109071	ENR	Cheryl Rogers	1980-08-20	UHC-59176-36	6223211842	3543 Sage Ct, Austin, TX	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-111600	ENR	Linda L Moore	1961-12-17	UHC-65655-62	8206938727	1540 Market St, San Antonio, TX	0.62	Name re-cased Phone reformatted ZIP missing Email lower-cased+3 more
ENR-142267	ENR	Amber M Clark	1992-01-21	UHC-93868-90	2938177486	7558 Apache Blvd, Mesa, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-113403	ENR	Gloria M Fisher	1976-08-13	—	3936137808	3183 Mesa Dr, Tampa, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117803	ENR	Ana A Wheeeler	1947-03-19	UHC-60445-48	4218728078	697 Forest Ave, Seattle, WA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110004	ENR	Jose Gonzales	1948-08-10	UHC-64318-32	9789786986	8528 Camelback Rd, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140773	ENR	Robert Flores	1950-01-28	UHC-72032-58	5035287393	796 Mesa Dr, Glendale, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113082	ENR	Alexis Ruiz	1973-05-05	UHC-51707-54	—	3858 Harbor Blvd, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-141045	ENR	Andrew Z Lopez	2007-07-26	UHC-05043-11	8035186699	6398 Spring St, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP missing+3 more
ENR-101267	ENR	Barbara G Fernandez	1968-01-04	UHC-76507-85	8202102452	8766 Oak St, Chandler, AZ	0.62	Name split from “Last, First”Phone reformatted City re-cased State code upper-cased+3 more
ENR-105122	ENR	Logan Y Holmes	1957-04-27	UHC-80073-60	7244005798	276 Sage Ct, Dallas, TX	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+3 more
ENR-106712	ENR	Amanda Morris	1961-07-06	UHC-46284-07	7639627925	3977 Highland Ave Apt 18, Austin, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-132921	ENR	Kathleen Santiago	1974-09-25	UHC-39717-03	6546989131	1897 Valley View Dr, Tempe, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131949	ENR	Kenneth Walsh	1951-03-19	UHC-35989-04	—	4265 Pine Dr, San Diego, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121738	ENR	Martha Hawkins	2004-12-04	UHC-77244-10	6187532603	3240 Baseline Rd, Houston, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136056	ENR	Beverly G Santos	1984-03-21	UHC-19689-95	7458275991	7505 Ocean Ave, Fresno, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119408	ENR	Nancy Lynch	1968-04-17	UHC-28387-21	6423217506	6292 Ocean Ave, Glendale, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102823	ENR	Gloria Hamilton	2008-01-22	UHC-19298-24	9117047508	4463 Lake View Rd Apt 18, Tampa, FL	0.62	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+3 more
ENR-103270	ENR	Sara Riley	1968-11-24	UHC-61498-82	5604707904	2720 Forest Ave, Tucson, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112991	ENR	Logan I Morris	1962-10-12	UHC-14413-18	—	1436 Spring St, Las Vegas, NV	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-112532	ENR	Harold Burns	1998-04-20	UHC-89167-11	8775993044	6484 Central Ave, Denver, CO	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141541	ENR	Sofia H Scott	1969-07-19	UHC-21371-17	4706346089	6149 Cedar Ln, Eden Prairie, MN	0.62	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
ENR-109306	ENR	Charles V Richards	1999-10-04	UHC-80345-16	3193332198	7872 Hillcrest Rd, San Antonio, TX	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-108641	ENR	Virginia Roddriguez	2000-05-16	UHC-68168-91	6272628665	3976 Cedar Ln, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108951	ENR	Kathleen Nguyen	1946-10-19	UHC-86873-37	—	8138 Baseline Rd, San Antonio, TX	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-134465	ENR	Debra L Rose	1943-01-01	UHC-79132-16	5669700780	4826 Pine Dr, Houston, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-115751	ENR	Frances Porter	1962-08-20	UHC-44995-70	6329397159	5689 Bayshore Dr, Las Vegas, NV	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more

3,340 rows, page 32 of 67Previous Next