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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-58926	TPA	Sophia Russell	1999-02-02	—	—	7724 Apache Blvd, Phoenix, AZ, 85020	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-52420	TPA	Grace Rmaos	1989-10-27	—	9412775238	8508 Maple Ave, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-50298	TPA	Frances Dominguez	1956-08-15	—	—	7201 Mountain View Dr, Minneapolis, MN, 55484	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-53245	TPA	Santiago Morales	2004-08-22	—	—	8916 Meadow Ln, Orlando, FL, 32851	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-56761	TPA	Kathy Watkins	1972-05-26	—	8113903013	630 Desert Sky Blvd, Charlotte, NC, 28297	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-50765	TPA	Anna King	1941-01-11	—	—	251 Main St, Eden Prairie, MN, 55323	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-55485	TPA	Angela Marquez	2001-07-12	—	2716583170	6514 Harbor Blvd, Austin, TX, 78717	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54896	TPA	Wei Carter	1957-07-01	UHC-20693-97	6314239543	3729 Jefferson Ave, Phoenix, AZ, 85007	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-59811	TPA	Samantha Peters	1997-12-01	—	—	4730 Mountain View Dr, Miami, FL, 33142	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-55240	TPA	Nicholas Morgan	1977-02-06	—	—	4559 Union St, Sacramento, CA, 95839	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-53042	TPA	Carol Reed	2001-08-23	—	—	9423 Union St, Austin, TX, 78705	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-63408	TPA	Keith Kennedy	2007-04-08	—	4048591532	8920 Palm Dr, Houston, TX, 77003	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-51265	TPA	Pat McDonald	1961-09-01	—	—	8384 Baseline Rd, Jacksonville, FL, 32286	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-61462	TPA	Santiago Shaw	1950-05-04	—	—	6613 Harbor Blvd, Phoenix, AZ, 85084	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59953	TPA	Betty Cox	1944-01-01	—	2833629998	3527 Central Ave, Jacksonville, FL, 32275	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-60648	TPA	Teresa Murphy	1967-10-09	—	—	4268 Broadway Apt 19, Mesa, AZ, 85269	0.62	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
TPA-62843	TPA	Frnak Sanchez	1993-06-22	—	—	3489 Ridge Rd, Miami, FL, 33153	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-64401	TPA	Stephen B Watkins	1966-10-20	—	3607863037	5875 Harbor Blvd, Gilbert, AZ, 85240	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54254	TPA	Christian Morales	1962-03-03	—	—	2651 Palm Dr Apt 3, Miami, FL, 33117	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-55241	TPA	Nicholas Morgan	1977-02-06	—	—	4559 Union St, Sacramento, CA, 95839	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-55590	TPA	Samuel Kelly	1979-03-20	—	—	9308 Washington St # 455, Chandler, AZ, 85245	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-64124	TPA	Randy Parker	1952-10-17	UHC-86823-72	3703645919	5505 Grand Ave Apt 2, Houston, TX, 77013	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-56659	TPA	Kyle Payne	1959-08-12	—	—	6422 Forest Ave, Gilbert, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-54448	TPA	Theresa Diaz	1940-08-20	—	—	1367 Highland Ave, Nashville, TN, 37215	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-57003	TPA	Alexander Johnston	2006-02-24	—	8028515682	3793 Lake View Rd, Gilbert, AZ, 85247	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-53828	TPA	Kathleen Harris	1996-05-02	UHC-29359-29	—	7651 Ocean Ave Apt 28, Charlotte, NC, 28297	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-54752	TPA	Eric Lane	1948-11-21	—	5986373246	1483 Meadow Ln, Fresno, CA, 93756	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
TPA-64465	TPA	Andrew Homes	—	—	—	4855 Mountain View Dr, Gilbert, AZ, 85291	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-53322	TPA	Hannah Clark	1981-05-15	UHC-95602-29	6819926218	2713 Jefferson Ave, Fresno, CA, 93737	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54870	TPA	Lori Garcia	1993-06-24	UHC-39221-56	—	988 Sage Ct # 598, Tampa, FL, 33691	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-62588	TPA	Tyler Peters	2001-11-01	—	—	1544 Market St, Fresno, CA, 93738	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-51812	TPA	Carol Perry	1987-06-27	UHC-00745-17	—	2551 Washington St, Plano, TX, 75043	0.62	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+3 more
TPA-50871	TPA	Ruth M Murray	1938-05-13	UHC-90896-58	2893116770	1962 Lake View Rd Apt 5, Dallas, TX, 75259	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-50870	TPA	Ruth M Murray	1938-05-13	UHC-90896-58	2893116770	1962 Lake View Rd Apt 5, Dallas, TX, 75259	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-60067	TPA	Carolyn Cole	1970-01-18	—	3937635596	4149 Mountain View Dr, Tempe, AZ, 85288	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-63288	TPA	Scott Hwoell	1997-12-18	—	—	1511 Willow Ct, Scottsdale, AZ, 85241	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55844	TPA	Teresa Ford	2007-08-17	—	—	9494 Market St, Gilbert, AZ, 85259	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-64214	TPA	Mary Mason	1942-05-25	—	—	3145 Main St, Fresno, CA, 93784	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-63653	TPA	Nathan Schmidt	1949-02-10	UHC-71347-26	—	9863 Meadow Ln, Mesa, AZ, 85249	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-56473	TPA	Wei Dunn	—	—	3756121702	6309 Lincoln Way, Plano, TX, 75041	0.62	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
TPA-51498	TPA	Oivia Hart	1943-06-07	—	—	2743 Meadow Ln # 668, San Diego, CA, 92145	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-57086	TPA	Janice Taylor	1963-03-26	—	3198756413	3353 Canyon Rd Apt 4, Eden Prairie, MN, 55397	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-64192	TPA	Angela Ortiz	1957-07-23	—	—	8747 Oak St, Phoenix, AZ, 85041	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-52884	TPA	James Gordon	1988-04-11	UHC-45160-16	—	9822 Highland Ave, Tempe, AZ, 85243	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-60061	TPA	Amanda Hall	1938-02-04	—	—	4950 Willow Ct, Austin, TX, 78702	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-52907	TPA	Donald Herrera	1997-10-22	—	2574529558	9786 Central Ave # 996, Minneapolis, MN, 55448	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-50206	TPA	Santiago M Peters	1999-11-21	—	—	8248 Willow Ct, San Antonio, TX, 78210	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61180	TPA	Jennifer Payne	1968-12-18	—	9375377924	8320 Willow Ct # 279, Glendale, AZ	0.62	Date of birth reformatted Phone reformatted Unit split from street City re-cased+3 more
TPA-54513	TPA	Dylan Bailey	1962-07-08	UHC-11302-77	5308859968	8382 Jefferson Ave, Las Vegas, NV, 89144	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62939	TPA	Harold Butler	1939-08-28	UHC-48098-73	—	151 Valley View Dr, Seattle, WA, 98145	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more

2,455 rows, page 10 of 50Previous Next