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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-402194	CLM	Katherine Bowman	1957-01-08	UHC-33795-38	—	9411 Jefferson Ave, Las Vegas, NV	0.64	Name re-cased ZIP missing Gender normalised Plan code upper-cased+2 more
CLM-402193	CLM	Katherine Bowman	1957-01-08	UHC-33795-38	—	9411 Jefferson Ave, Las Vegas, NV	0.64	Name re-cased ZIP missing Gender normalised Plan code upper-cased+2 more
ENR-128427	ENR	Elizabeth M Kelley	2003-03-12	UHC-09452-14	4424109277	2084 Lake View Rd, Chandler, AZ, 85242	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-134336	ENR	Daniel G Stevens	1956-12-21	UHC-99387-93	3785840567	5439 Cedar Ln, Tampa, FL, 33699	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410142	CLM	William Contreras	2002-04-08	—	—	3013 Grand Ave, Seattle, WA, 98116	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-112708	ENR	Billy J Holmes	1941-01-13	UHC-51978-56	4696482637	4985 Cedar Ln, Glendale, AZ, 85387	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22718	PRV	Juan Hoffman	2000-10-05	UHC-66382-01	3043043551	2964 Desert Sky Blvd, Denver, CO, 80240	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-112816	ENR	Cheryl Daniels	1974-11-24	UHC-88831-98	9263879492	5417 Palm Dr, Fresno, CA, 93782	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-103910	ENR	Carl X Simmons	1942-12-11	UHC-88435-70	9624244078	6421 Apache Blvd, San Diego, CA, 92117	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-141651	ENR	Alan L Gilbert	1966-08-18	UHC-57392-18	—	2678 Washington St, Jacksonville, FL, 32259	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60232	TPA	Michelle Mendez	1967-12-20	—	—	1553 Hillcrest Rd, Sacramento, CA, 95820	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-118645	ENR	Walter Harper	1987-05-27	UHC-51340-21	3179164520	2360 Union St, Scottsdale, AZ, 85225	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51475	TPA	Brian P Allen	1951-05-13	—	2622348559	9215 Lincoln Way, Austin, TX, 78736	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-425443	CLM	Maria F Estrada	1944-03-01	—	—	4694 Baseline Rd, Gilbert, AZ, 85216	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415057	CLM	Raymmond F Kim	2002-05-10	UHC-89856-22	—	1535 Main St, Tempe, AZ, 85297	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62510	TPA	Jerry Snyder	2003-07-14	—	—	2995 Ridge Rd, Fresno, CA, 93791	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424043	CLM	Alexander Robertson	1986-05-01	—	5566865045	7728 Lincoln Way, Chandler, AZ, 85222	0.64	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
PRV-21998	PRV	Willie Books	1964-08-16	—	—	1402 Indian School Rd, Las Vegas, NV, 89178	0.64	City re-cased State name converted to code Email lower-cased Gender normalised+2 more
TPA-59200	TPA	Arnold Pamela	1973-11-19	—	2399355420	1082 Maple Ave, San Diego, CA, 92184	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-63718	TPA	Richard Espinoza	1964-11-08	—	—	2138 Spring St, Sacramento, CA, 95882	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-113763	ENR	Carolyn C Price	2005-12-07	UHC-98537-14	6302991698	8651 Ridge Rd, Atlanta, GA, 30391	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127618	ENR	Judith J Foster	1961-06-06	UHC-14918-29	9803983758	8367 Sage Ct, Dallas, TX, 75298	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407427	CLM	Wiill Burns	2002-02-08	UHC-17222-97	3064744265	4216 Apache Blvd, Fresno, CA, 93781	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111140	ENR	Denny Hanson	1976-08-09	UHC-15271-12	4182488366	4704 Ridge Rd, Phoenix, AZ, 85091	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51148	TPA	Aaron Harevy	2001-07-05	—	—	5852 Apache Blvd, Glendale, AZ, 85373	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-21387	PRV	William Fox	1961-11-11	UHC-95380-97	3753489670	2561 Spring St, Charlotte, NC, 28243	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22925	PRV	Pamela Ruiz	1970-10-10	UHC-62098-03	9505258522	1086 Meadow Ln, Tampa, FL, 33666	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60779	TPA	Amy Y Simpson	1940-12-05	—	5876853456	7977 Bayshore Dr, Jacksonville, FL, 32260	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114619	ENR	Cynthia Hutner	1967-08-19	—	9432967454	668 Hillcrest Rd, Fresno, CA, 93702	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-411724	CLM	Julia Jensen	1964-03-28	UHC-01842-56	8856956043	8676 Sunset Blvd, Tampa, FL, 33667	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
CLM-405626	CLM	Timothy Howell	1953-09-28	UHC-30686-19	—	5103 Oak St, Plano, TX, 75062	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-432146	CLM	Dunna Lawson	1938-12-06	—	—	789 Mesa Dr, Dallas, TX, 75204	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422096	CLM	Hiroshi Nunaz	1967-05-09	UHC-58279-98	2406932640	1799 Palm Dr, Nashville, TN, 37219	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-124575	ENR	Carl Burke	1952-04-12	UHC-45011-11	2152580897	9767 Willow Ct, Minneapolis, MN, 55464	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419892	CLM	Lucia D Thompson	1985-12-14	UHC-83698-89	2434166660	19 Pine Dr, San Antonio, TX, 78223	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407525	CLM	Kelly Nunez	1969-07-08	—	6934279439	2972 Washington St, Phoenix, AZ, 85025	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-426758	CLM	Angela O Alvarado	1959-12-04	UHC-73919-18	9435286478	8517 Valley View Dr, Jacksonville, FL, 32248	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-102664	ENR	Thomas V Johnston	1982-02-16	UHC-03506-46	9517046677	2797 Market St, Scottsdale, AZ, 85273	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-429385	CLM	Madison Graham	1948-02-25	UHC-92091-04	—	1690 Forest Ave, Glendale, AZ, 85369	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-133398	ENR	Zachary G Wheeler	1961-08-14	UHC-84998-85	2358842559	9288 Spring St, Los Angeles, CA, 90064	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406922	CLM	Brenda Coleman	1993-09-06	UHC-19276-60	—	8164 Oak St, Tucson, AZ, 85751	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22655	PRV	Diane Sanders	2003-04-09	UHC-96847-82	7786267217	2151 Mesa Dr, Miami, FL, 33164	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-110084	ENR	Diana Moreno	1976-02-02	UHC-51935-99	7244447915	4616 Elm St, Houston, TX, 77041	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-420670	CLM	Nathan Murray	1947-07-27	—	4319747592	1602 Forest Ave, Minneapolis, MN, 55469	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-119929	ENR	Mei Jordan	1974-06-14	UHC-25372-81	7322813810	8501 Canyon Rd, Tampa, FL, 33632	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417315	CLM	Lori U Obrien	1982-05-16	—	—	232 Indian School Rd, San Diego, CA, 92191	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-52469	TPA	Gregory Larson	1963-11-18	—	9573778373	2970 Sunset Blvd, Gilbert, AZ, 85293	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-52752	TPA	Gloria Y Carroll	1962-06-15	—	3744425197	731 Washington St, Denver, CO, 80227	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422837	CLM	Joshua Dominguez	1988-11-04	UHC-51478-26	—	9333 Park Pl, Houston, TX, 77003	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-26135	PRV	Donna Sullivan	1998-01-01	UHC-84309-27	5786888092	7269 Broadway, Atlanta, GA, 30393	0.64	Name re-cased Phone reformatted Address re-cased ZIP+4 trimmed+2 more

16,828 rows, page 154 of 337Previous Next