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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-55899	TPA	Amber Alexander	1960-05-26	—	2306384043	8353 Oak St, Jacksonville, FL	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53168	TPA	Kyle E Lopez	1956-05-05	UHC-73389-11	9442025083	5858 Sage Ct, Chandler, AZ, 85219	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63066	TPA	Olivia Gutierrez	1971-06-02	—	—	2108 Ocean Ave, Denver, CO, 80237	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-56895	TPA	Maria Perry	1998-12-23	UHC-43223-30	—	8434 Union St, San Diego, CA, 92151	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
TPA-58327	TPA	Fatima Meyer	1962-11-01	—	—	8894 Main St, Tempe, AZ, 85297	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56095	TPA	Justin P Montgomery	1981-06-01	—	9682228172	6366 Pine Dr, Seattle, WA, 98137	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54708	TPA	Henry Mejia	1952-07-19	—	7222379746	2554 Union St, Jacksonville, FL, 32237	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54246	TPA	Zachary Hill	1958-01-15	—	2539570730	7404 Market St, Sacramento, CA, 95805	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-55508	TPA	Emily U Ford	1944-05-25	—	7799506879	8358 Valley View Dr, Mesa, AZ, 85204	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-55668	TPA	Kimberly Mitkhell	1945-05-18	—	5469420396	3292 Indian School Rd, Minneapolis, MN, 55412	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-52556	TPA	Aisha Griffin	2005-09-04	—	3667842451	5361 Elm St, Chandler, AZ, 85229	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60119	TPA	Christine N Graham	1955-05-24	—	6598030812	1820 Mesa Dr, Denver, CO, 80298	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55024	TPA	David Vega	2004-10-25	—	7742122321	8748 Grand Ave, Minneapolis, MN, 55459	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55252	TPA	Ethan Armstrong	1970-12-08	—	5624965576	8528 Cedar Ln, Seattle, WA, 98182	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63412	TPA	Michael Wilson	1955-10-15	—	—	2200 Hillcrest Rd, Dallas, TX, 75248	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-64277	TPA	Charles Nunez	1953-05-25	—	—	1663 Mesa Dr, Seattle, WA, 98179	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59165	TPA	Sara Moore	1996-03-26	—	4967210963	7068 Market St, Tucson, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-59431	TPA	Ana Valdez	1946-07-18	—	4264673262	7974 Elm St, Columbus, OH	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61761	TPA	Charlotte Rogers	1996-03-20	—	9723574202	7069 Cedar Ln, Houston, TX, 77038	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50595	TPA	Cynthia Hensen	1971-01-22	—	—	3524 Ridge Rd # 711, Jacksonville, FL, 32222	0.62	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
TPA-62989	TPA	Eric Harper	2002-10-26	—	—	8687 Ocean Ave Apt 20, San Diego, CA, 92145	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-62299	TPA	Henry Nguyen	2002-03-18	—	4843109592	5080 Canyon Rd, Columbus, OH, 43273	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50238	TPA	Maria Chavez	1999-10-15	—	—	3624 Union St, Las Vegas, NV, 89105	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57113	TPA	Amanda Washington	2000-07-01	—	—	2909 Spring St, Charlotte, NC, 28257	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59150	TPA	Gary Stewart	2004-07-21	UHC-03014-10	6919154393	4203 Apache Blvd, Plano, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57685	TPA	Ralph Yang	1950-10-02	—	8738964927	4177 Sunset Blvd, Tucson, AZ, 85770	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-52988	TPA	Jacob Kyng	1970-03-14	—	5236796588	7963 Lake View Rd, Tempe, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59749	TPA	Natalie Thomas	1946-03-08	—	—	9790 Hillcrest Rd, Tampa, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-52760	TPA	Jessica Mendez	1958-11-24	—	—	1455 Meadow Ln, Phoenix, AZ, 85016	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-56573	TPA	Omar J Obrien	—	—	—	8082 Highland Ave, Tucson, AZ, 85760	0.64	Name re-cased Date of birth reformatted Date of birth unreadable State name converted to code+2 more
TPA-51258	TPA	James Reid	2008-10-13	UHC-04022-72	—	5685 Sage Ct # 446, Scottsdale, AZ, 85269	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57503	TPA	Valentina B Riley	1955-07-28	—	—	5027 Meadow Ln, Orlando, FL	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
TPA-51139	TPA	Philip C McCoy	1991-08-25	—	—	7432 Camelback Rd, Denver, CO, 80242	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-51313	TPA	Sharon Tran	1968-07-21	—	—	1198 Central Ave, Gilbert, AZ, 85215	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51437	TPA	Beverly H Flores	1948-09-02	—	4573299529	107 Pine Dr, Las Vegas, NV, 89148	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63560	TPA	Lucia Gomez	1997-02-02	UHC-42126-16	5283601314	5088 Union St, Gilbert, AZ, 85255	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61229	TPA	Donna Hicks	1952-04-13	—	—	2177 Highland Ave, Tempe, AZ, 85215	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57053	TPA	Mark Green	1988-03-05	—	—	464 Ocean Ave, San Diego, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-64174	TPA	Margaret Stone	1939-12-20	—	9749293907	854 River Rd # 692, Phoenix, AZ, 85041	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-60474	TPA	Bryan Hamilton	2002-06-03	—	—	2921 Ocean Ave, Denver, CO, 80223	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50370	TPA	Brittany X Estrada	1967-02-12	—	—	908 Forest Ave, Tucson, AZ, 85701	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-54527	TPA	Ahmed Riley	2007-03-13	—	—	5024 Hillcrest Rd, Jacksonville, FL, 32283	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-57406	TPA	Logan Taylor	1982-08-28	—	—	1147 Valley View Dr, Austin, TX, 78749	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-52476	TPA	Diego Bradley	1978-04-22	—	—	1851 Ridge Rd, Plano, TX, 75001	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-53087	TPA	Heather Vazquez	1979-12-04	UHC-76947-93	—	5238 Harbor Blvd, Chandler, AZ, 85258	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61645	TPA	Jenen Helen	1974-11-10	—	3126737421	5779 Market St, Charlotte, NC, 28244	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57619	TPA	Arjun Holmes	1978-11-22	—	—	5851 Main St # 229, Glendale, AZ, 85333	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61358	TPA	Amber Jordan	1985-02-17	—	—	1088 Sunset Blvd, Seattle, WA, 98186	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60508	TPA	Fatima Carroll	1945-03-08	—	—	3295 Market St, San Diego, CA, 92124	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-53303	TPA	Justin Little	1966-06-17	—	6579115337	7591 Cedar Ln, Houston, TX, 77007	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

4,728 rows, page 17 of 95Previous Next