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

Third-party administrator, flag “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-51438	TPA	Matthew Howell	1973-06-12	UHC-16485-71	—	8776 Maple Ave, Chandler, AZ, 85278	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59938	TPA	Dyylan Ramos	1961-07-22	UHC-33618-37	8185998585	1058 Sunset Blvd, Atlanta, GA, 30336	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56989	TPA	Nathan Estrada	1946-10-02	UHC-05405-17	5078249746	5744 Washington St, Jacksonville, FL, 32273	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61396	TPA	Gary Torres	1950-01-13	—	—	3540 Harbor Blvd, Chandler, AZ, 85287	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55960	TPA	Isaella Payne	1990-06-09	—	—	2458 Forest Ave, Houston, TX, 77019	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-56391	TPA	Sandra Guzman	1941-03-22	—	3099403596	1098 Central Ave, Chandler, AZ, 85241	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63612	TPA	Lawrence Silva	1974-07-17	—	2083487666	5164 Canyon Rd, Fresno, CA, 93726	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58210	TPA	Ethan Davis	1973-12-20	—	6292019441	6281 River Rd, Eden Prairie, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-57819	TPA	Adam Reyes	2000-06-15	—	—	4390 Church St, Minneapolis, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-60142	TPA	Steve Maldonado	1985-04-19	—	—	1352 Desert Sky Blvd, Minneapolis, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-50557	TPA	Frank Park	1940-10-09	—	6432702924	9254 Cedar Ln, Sacramento, CA, 95886	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53135	TPA	Brandon Yang	2002-08-16	—	5734770055	6100 Main St, Nashville, TN, 37233	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61016	TPA	Luis Cruz	1945-09-05	—	—	8064 Park Pl, Orlando, FL, 32811	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-61684	TPA	Joan Morales	1945-05-09	—	—	2787 Union St, Jacksonville, FL, 32218	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-51499	TPA	Ethan Arnold	2005-02-01	—	6176874926	1015 Oak St Apt 21, Gilbert, AZ, 85286	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56383	TPA	David Simmons	1959-08-06	—	6152117638	1491 Lake View Rd # 546, Fresno, CA, 93713	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-55749	TPA	Natalie Moore	1940-10-09	—	—	4797 Cedar Ln, Glendale, AZ, 85322	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-58082	TPA	Camila Ramos	1952-05-01	—	3156815432	8909 Market St, Charlotte, NC, 28213	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-51824	TPA	Jonathan Richards	1968-09-07	—	6914342207	4292 Camelback Rd, Charlotte, NC	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50046	TPA	William Dean	1981-02-05	—	2206901779	8983 Spring St, Austin, TX, 78789	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54960	TPA	Christopher T Reed	1952-11-16	—	—	1263 Desert Sky Blvd, Tampa, FL, 33642	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61619	TPA	Gloria Alvarez	1956-09-04	—	4842154398	6186 Ocean Ave, Denver, CO, 80241	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-58200	TPA	Charles Armstrong	1998-09-13	—	—	1851 Maple Ave, Seattle, WA, 98184	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55312	TPA	Jerry Woods	1940-11-09	UHC-42920-25	—	3444 Bayshore Dr, San Diego, CA, 92145	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-56493	TPA	Carl Watson	1947-06-14	—	—	7251 Washington St, Seattle, WA, 98189	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-64315	TPA	Carl Simmons	2003-03-11	UHC-25020-08	—	5222 Ocean Ave, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-50982	TPA	Noah Cox	1963-08-03	—	2144891117	1809 Grand Ave, Los Angeles, CA, 90070	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-59572	TPA	Betty Jimenez	1979-11-25	—	—	5854 Lake View Rd, Atlanta, GA, 30378	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-56250	TPA	Eric Freeman	1961-04-07	UHC-11481-11	—	533 Highland Ave, Dallas, TX, 75252	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-60064	TPA	Angela D Carlson	1968-09-22	—	7955642339	4333 Church St, Seattle, WA, 98134	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-51284	TPA	Sarah X Oliver	1994-07-09	UHC-54619-49	—	1962 Market St, Minneapolis, MN	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-54214	TPA	Donna Coleman	1924-10-15	—	6245065244	7430 Palm Dr, Sacramento, CA, 95848	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52303	TPA	Megan Watkins	1997-10-10	UHC-36574-72	2086708343	2995 Mountain View Dr, San Diego, CA, 92132	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-51819	TPA	William N Garrett	1993-12-01	UHC-62739-05	6318431022	5433 Oak St, San Antonio, TX, 78260	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-63842	TPA	Carl Sims	1963-06-26	—	—	3056 Indian School Rd, Tucson, AZ, 85781	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-61209	TPA	Isabella Rede	1960-09-07	—	—	7712 Jefferson Ave, Tempe, AZ, 85212	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-51347	TPA	Noah Wilson	1942-07-12	—	4819840815	1183 Spring St, Nashville, TN, 37275	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-52406	TPA	Gabriel Lawson	1967-09-01	—	2582376228	2751 Union St, Eden Prairie, MN, 55301	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-63986	TPA	Alice Sullivan	1994-08-01	—	5434893307	9252 Jefferson Ave, Gilbert, AZ, 85275	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56088	TPA	Kyle Medina	1968-03-11	—	7253630271	7906 Ridge Rd, San Diego, CA, 92149	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63096	TPA	Walter Nelson	1983-03-25	—	—	3472 Cedar Ln, Jacksonville, FL, 32264	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
TPA-61948	TPA	Angela Ellis	1999-03-03	—	—	9680 Hillcrest Rd, Phoenix, AZ, 85054	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58478	TPA	Jeffrey Lane	1941-09-24	—	—	3740 Mesa Dr, Tucson, AZ, 85791	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-54022	TPA	Sam Spencer	1959-02-23	—	—	1630 Lake View Rd, Dallas, TX, 75202	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62273	TPA	Wei Little	1973-07-25	UHC-16840-90	—	3110 Jefferson Ave, Phoenix, AZ, 85084	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-58758	TPA	Susan J Rogers	1959-01-02	—	—	393 Park Pl, Miami, FL, 33132	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51681	TPA	Andrea Brown	1977-01-22	—	—	2828 Desert Sky Blvd, San Diego, CA, 92105	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-59997	TPA	Andrea Gomez	1987-10-27	—	7345869631	9419 Sunset Blvd, Tucson, AZ, 85762	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57602	TPA	George Webb	1956-10-25	—	4089673281	8325 Park Pl, Dallas, TX, 75200	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54078	TPA	Olivia Gibson	1956-06-01	—	3217201855	7786 Highland Ave, Plano, TX, 75076	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more

7,767 rows, page 56 of 156Previous Next