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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-57897	TPA	Keith U Myers	1973-09-21	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-60161	TPA	Amanda Cole	2005-10-28	UHC-20244-98	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-59075	TPA	Anna Santos	1975-12-04	UHC-15152-91	—	6959 Desert Sky Blvd, Gilbert, AZ, 85234	0.82	Member ID reformatted ZIP+4 trimmed Placeholder values cleared
TPA-64336	TPA	Joe Stevens	1952-07-16	—	—	6977 Apache Blvd, Seattle, WA, 98174	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
TPA-61472	TPA	Isabella R Ferguson	1995-12-16	—	—	2535 Park Pl, Gilbert, AZ, 85279	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-58949	TPA	Jean G Martin	1980-08-25	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-51632	TPA	Justin Hansen	1988-07-23	—	—	7600 Cedar Ln, Phoenix, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-54331	TPA	Kathleen O Williaamson	1964-11-04	UHC-41645-14	9418056680	7680 Indian School Rd, Charlotte, NC, 28244	0.82	Phone reformatted Gender normalised Placeholder values cleared
TPA-59493	TPA	Austin Bishop	—	—	—	3168 Central Ave, Phoenix, AZ, 85014	0.82	Date of birth unreadable Whitespace trimmed Placeholder values cleared
TPA-50707	TPA	Cynthia Perkins	1964-04-13	—	—	—	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-52899	TPA	Mateo B Castro	1969-09-04	—	6102596581	9205 Apache Blvd, Phoenix, AZ, 85069	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-55522	TPA	Charlotte F Bryent	—	UHC-22651-59	—	—	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
TPA-50155	TPA	Bobby Gilbert	2001-02-27	—	—	6310 Grand Ave # 240, Dallas, TX, 75253	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
TPA-52100	TPA	Albert Espinoza	1962-06-23	—	—	2343 Central Ave, Plano, TX, 75050	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-52516	TPA	Elizabeth Williamosn	1965-10-08	—	—	2551 Sunset Blvd, San Antonio, TX, 78293	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-54156	TPA	Roy Crawford	1991-07-27	—	—	6673 Oak St, Seattle, WA, 98175	0.82	Name re-cased State name converted to code Placeholder values cleared
TPA-57865	TPA	Amy Ferguson	1944-01-22	UHC-39422-02	—	3896 Camelback Rd, Tucson, AZ, 85757	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
TPA-52190	TPA	Rachel Wheeler	1970-12-18	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-55429	TPA	Warren Priya	1987-11-26	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-52502	TPA	Grace A Kennedy	1952-02-07	—	—	3820 Indian School Rd, Fresno, CA, 93754	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-60104	TPA	Betty G Gomez	1977-06-09	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-58409	TPA	Nicole Carr	1960-06-14	—	—	7331 Pine Dr, Phoenix, AZ, 85053	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-62693	TPA	Andrea Boyd	2001-04-15	UHC-99046-48	—	6842 Harbor Blvd, Columbus, OH, 43208	0.82	City re-cased State name converted to code Placeholder values cleared
TPA-58126	TPA	Willie Morales	1995-04-17	—	—	90 Desert Sky Blvd, Glendale, AZ, 85358	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-55299	TPA	Heather Lynch	1961-05-07	—	—	8994 Broadway, Fresno, CA, 93786	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-53558	TPA	Pamela Phillips	1971-11-10	—	—	8055 Hillcrest Rd, Gilbert, AZ, 85294	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-61359	TPA	Amber Jordan	1985-02-17	—	—	1088 Sunset Blvd, Seattle, WA, 98186	0.82	Name re-cased State name converted to code Placeholder values cleared
TPA-59085	TPA	Stephanie Armstrong	1994-01-24	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-52636	TPA	Amber Oliver	1949-08-23	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-53555	TPA	Thomas H Esspinoza	1980-07-04	—	—	8979 Market St, Eden Prairie, MN, 55302	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-63231	TPA	David Rogers	1959-11-20	—	—	9118 Mountain View Dr, Orlando, FL	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-53578	TPA	Emma Dunn	1944-10-28	—	5116019461	1261 Highland Ave, Denver, CO	0.82	Phone reformatted ZIP missing Placeholder values cleared
TPA-54219	TPA	Samantha Patterson	1974-10-20	UHC-44506-47	9198602559	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
TPA-56140	TPA	Patel Austin	1972-10-22	—	—	1655 Baseline Rd, Atlanta, GA, 30387	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-57326	TPA	David Romero	1943-01-11	—	—	5115 Willow Ct, Mesa, AZ, 85286	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-51794	TPA	Brenda Cook	1969-08-03	—	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-51768	TPA	Ana Fuller	1978-10-18	—	—	9872 Spring St, Phoenix, AZ, 85042	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-62665	TPA	Margaret Bradey	1966-09-13	—	—	2445 Spring St, Glendale, AZ, 85314	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-62038	TPA	Joshua Rose	1961-09-22	—	—	7769 Ridge Rd, Minneapolis, MN, 55456	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-52800	TPA	Virginia Graham	1943-12-05	—	—	4639 Palm Dr, San Diego, CA, 92193	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-54833	TPA	Fatima Collins	1999-12-24	—	—	9073 Lincoln Way, Denver, CO, 80205	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
TPA-55805	TPA	Bobby Gordon	1980-01-03	—	8475740019	2134 Ridge Rd, Sacramento, CA, 95893	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-50165	TPA	David Padilla	1952-11-13	—	—	5065 Hillcrest Rd, Tampa, FL, 33633	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-53029	TPA	Joshua White	1984-09-10	—	—	8849 Harbor Blvd, Tempe, AZ, 85238	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-52421	TPA	Thomas Powell	1965-12-19	—	4264749031	1837 Palm Dr, Atlanta, GA, 30397	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-56982	TPA	Nicholas Grant	1998-11-06	UHC-26220-94	—	7769 Lake View Rd, Fresno, CA, 93715	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-62761	TPA	Luis Perez	2002-08-15	UHC-57144-77	8839338205	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-51220	TPA	Lawrence J Morgan	1970-05-27	—	—	—	0.82	Name re-cased SSN last four extracted Placeholder values cleared
TPA-60141	TPA	Kenneth Nguyeen	1990-12-14	—	—	8140 Palm Dr, Las Vegas, NV, 89149	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-52063	TPA	Harold Ortega	1974-01-26	—	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared

14,135 rows, page 196 of 283Previous Next