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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50843	TPA	Christina Nguyen	2003-04-20	—	—	9150 Harbor Blvd, San Diego, CA, 92182	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-58293	TPA	Ethan Weaver	1967-06-05	—	—	8731 Washington St, Mesa, AZ, 85268	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58294	TPA	Ethan Weaver	1967-06-05	—	—	8731 Washington St, Mesa, AZ, 85268	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57663	TPA	Tyler Hughse	1985-02-21	—	3783070468	3740 Willow Ct # 114, San Antonio, TX, 78252	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-54195	TPA	Peter Herrera	1941-07-16	—	—	4776 Washington St, Sacramento, CA, 95843	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-53279	TPA	Tyler Fernandez	1978-08-14	—	6672376826	4638 Mountain View Dr, Los Angeles, CA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
TPA-53041	TPA	Joyce Jones	1956-08-08	—	—	8268 Forest Ave Apt 14, Los Angeles, CA, 90034	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-64304	TPA	Mateo Moreno	2002-03-02	—	5123038263	1447 Ridge Rd, Tempe, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-59363	TPA	Helen Guerrero	1991-08-23	UHC-70876-54	—	3231 Baseline Rd, Glendale, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-64424	TPA	Ralph Fisher	1941-07-02	—	—	9548 Harbor Blvd, Miami, FL, 33126	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-51728	TPA	Charlotte Williams	1995-11-16	—	2986492916	8125 Canyon Rd, Austin, TX, 78765	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52281	TPA	Beverly Montgomery	1940-05-17	—	—	820 Lake View Rd, Tempe, AZ, 85200	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51528	TPA	Amy T Ryan	2000-09-03	—	—	7338 Elm St, Charlotte, NC, 28204	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-61105	TPA	Brandon Rodriguez	1958-02-15	—	—	2098 Mountain View Dr, Dallas, TX, 75234	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-50630	TPA	Jordan Hoffman	1952-05-02	—	—	5062 Desert Sky Blvd, Las Vegas, NV, 89113	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-60152	TPA	Amanda A West	1977-05-16	—	9244703483	4670 Lake View Rd, Charlotte, NC, 28286	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
TPA-60020	TPA	Bruce Wells	1977-11-17	—	—	7373 Pine Dr # 846, Charlotte, NC, 28233	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-63129	TPA	Shirley Cunningham	1973-12-10	—	—	3784 Central Ave, Seattle, WA, 98167	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-57584	TPA	Mark Hawkins	1973-02-22	—	—	1648 Main St, Tempe, AZ, 85289	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-61197	TPA	Edwards Aaron	1998-02-07	UHC-34450-15	—	6545 Pine Dr, Nashville, TN, 37254	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-54547	TPA	Judy Mtthews	1986-08-25	—	—	3336 Mountain View Dr, San Diego, CA, 92198	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-57827	TPA	Angela Gilbert	1964-01-11	—	—	336 Pine Dr, Miami, FL, 33162	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-59095	TPA	Santiago Park	1941-08-20	—	7307465276	8358 River Rd, San Antonio, TX, 78278	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63270	TPA	Priya Fuller	1951-07-13	UHC-15580-09	6764720948	8743 Maple Ave, Minneapolis, MN, 55404	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-62356	TPA	Diego Brown	1968-06-21	—	7019631220	8182 Lake View Rd, Seattle, WA, 98147	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59462	TPA	Mariana Nguyen	1945-08-06	—	—	9516 Ocean Ave, Chandler, AZ, 85250	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-63636	TPA	Willie Holmes	1977-06-04	—	—	6486 Palm Dr, Phoenix, AZ, 85091	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
TPA-61123	TPA	Sofiia Guerrero	1958-11-24	—	7436579225	748 Cedar Ln, Eden Prairie, MN, 55381	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-52062	TPA	Ashley Black	1941-07-20	—	—	4377 Camelback Rd, Eden Prairie, MN, 55386	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-51610	TPA	Ana Stewart	1954-07-21	—	—	2654 Sunset Blvd, Fresno, CA, 93776	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-54938	TPA	Emily Walker	1957-12-26	—	—	541 Maple Ave, Austin, TX, 78749	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-63998	TPA	Harold Alvarado	1974-10-05	—	4247622889	2637 Church St, San Antonio, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61158	TPA	Ahmed Hoffman	1979-12-22	—	3979756989	1307 Pine Dr, Dallas, TX, 75200	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53908	TPA	Christina Gonzalse	1963-11-26	—	6326063316	3686 Lake View Rd, Scottsdale, AZ, 85219	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60941	TPA	Ethan Wlch	1941-06-23	UHC-61196-41	—	9226 Lake View Rd # 443, Minneapolis, MN, 55409	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57867	TPA	Larry Lynch	1993-07-16	—	—	4992 Valley View Dr, San Antonio, TX, 78275	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-51850	TPA	Maria Estrada	1977-08-07	—	—	4025 Grand Ave, Jacksonville, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59676	TPA	Sofia Lawrence	2001-04-24	UHC-25799-28	—	3103 Apache Blvd, Los Angeles, CA, 90044	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56789	TPA	Jack M Barnes	1979-04-24	—	7666769332	3185 Washington St, Las Vegas, NV, 89125	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-54972	TPA	Samuel Turner	1966-07-12	—	—	7369 Valley View Dr, Minneapolis, MN, 55442	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63643	TPA	Michelle F Henry	1947-05-10	—	4043098227	7331 Grand Ave, Chandler, AZ, 85216	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-60900	TPA	Diane P Morales	1958-05-02	—	—	6994 Jefferson Ave, Seattle, WA, 98122	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
TPA-53122	TPA	Albert Castillo	1989-12-26	—	5575663500	205 Church St, San Antonio, TX, 78228	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50496	TPA	Emma Espinoza	1997-02-19	—	6163450128	4704 Desert Sky Blvd, Tucson, AZ, 85742	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57074	TPA	Bryan Evans	1939-07-09	UHC-00245-28	—	6067 Indian School Rd, Glendale, AZ, 85376	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61886	TPA	Alexis Henry	1961-09-27	—	—	9695 Harbor Blvd, Tucson, AZ, 85779	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-56227	TPA	Jesse Sandoval	1962-10-14	UHC-22226-32	8762674493	2084 Jefferson Ave, Jacksonville, FL, 32286	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63223	TPA	Betty Sandoval	1944-09-25	UHC-13305-47	—	1080 Desert Sky Blvd, Dallas, TX, 75227	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-61022	TPA	Brandon V Clark	1990-07-05	—	—	2821 Apache Blvd, Plano, TX, 75002	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-54380	TPA	Debra Rojas	1942-07-15	UHC-41714-20	—	2800 Sage Ct # 427, Las Vegas, NV, 89182	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more

7,854 rows, page 52 of 158Previous Next