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-58367	TPA	Joseph Webb	2008-01-15	—	—	838 Washington St, Minneapolis, MN, 55477	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53048	TPA	Kevin Jacobs	1973-08-14	—	6565653025	9820 Harbor Blvd, Jacksonville, FL, 32202	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-57665	TPA	Sean Pryce	1952-05-18	—	—	469 Apache Blvd, Chandler, AZ, 85296	0.78	Date of birth reformatted City re-cased State name converted to code Email lower-cased+1 more
TPA-53700	TPA	Jacqueline Adams	1996-06-09	—	—	5404 Spring St, Houston, TX, 77067	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-54674	TPA	Evelyn Coleman	1982-11-13	—	—	5757 Main St, Tampa, FL, 33672	0.78	Date of birth reformatted SSN last four extracted City re-cased Whitespace trimmed+1 more
TPA-59023	TPA	George Lopez	1951-11-13	UHC-53502-65	5942626767	9472 Sunset Blvd, San Diego, CA, 92182	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-50267	TPA	Carolyn Dixon	1973-10-21	—	—	1496 Camelback Rd, Austin, TX, 78784	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-54907	TPA	Mark P Kennedy	2004-06-24	—	—	8236 Main St, Jacksonville, FL, 32202	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58238	TPA	Judy Martin	1991-05-09	—	7503273593	7674 Main St, Plano, TX, 75076	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52713	TPA	Judith Rivera	1953-09-08	—	—	7771 Lake View Rd, Nashville, TN, 37239	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-58061	TPA	Shirley Morgan	1997-05-16	—	8164955234	9045 Lake View Rd, Phoenix, AZ, 85079	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-57472	TPA	Ralph Q Montgomery	1992-12-15	UHC-35654-55	—	4474 Sage Ct, Mesa, AZ, 85254	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-61157	TPA	Ahmed Hoffman	1979-12-22	—	3979756989	1307 Pine Dr, Dallas, TX, 75200	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59543	TPA	Debra Holmes	2003-01-12	—	—	6762 River Rd, Eden Prairie, MN, 55326	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
TPA-55539	TPA	Kathy Brown	1994-08-14	UHC-43169-47	7469228012	3092 Sage Ct, Orlando, FL, 32854	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
TPA-54404	TPA	Yuki Meyer	1950-06-01	—	—	7772 Harbor Blvd, Seattle, WA, 98122	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62083	TPA	Raymond Hunt	1952-02-20	—	—	5972 Lake View Rd, Charlotte, NC, 28267	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-51278	TPA	Ryan Bennett	1983-12-04	UHC-03938-67	9107426296	1282 Ridge Rd, Seattle, WA, 98139	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-55282	TPA	Julie Bowman	2000-07-07	—	—	23 Desert Sky Blvd, Houston, TX, 77066	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-59263	TPA	Juan Wells	1963-12-02	—	7514299935	943 Lincoln Way, Dallas, TX, 75235	0.78	Phone reformatted SSN last four extracted City re-cased Whitespace trimmed+1 more
TPA-51654	TPA	Christine Rios	1979-12-13	—	—	6172 Cedar Ln, Denver, CO, 80253	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-54027	TPA	Daniel Pena	1978-06-28	—	2566990956	3626 Meadow Ln, Columbus, OH, 43291	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63085	TPA	Dylan Fernandez	2006-08-09	—	—	467 Indian School Rd, Denver, CO, 80234	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-52185	TPA	Donna Ward	1979-11-02	UHC-41143-98	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52209	TPA	Gregory C Willis	1942-12-18	—	—	7682 Main St, Mesa, AZ, 85295	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-64356	TPA	George N Coleman	1939-05-05	—	2869210112	7711 Valley View Dr Apt 34, Sacramento, CA, 95896	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
TPA-51827	TPA	Philip Nichols	1988-04-04	—	—	5140 Park Pl, San Diego, CA, 92155	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57845	TPA	Walter Chavez	1994-05-07	—	—	7980 Maple Ave, Austin, TX, 78761	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-53724	TPA	Thomas Bryant	2004-04-05	UHC-39628-85	—	7941 Desert Sky Blvd, Tampa, FL, 33659	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-56518	TPA	Billy Little	2002-08-12	—	—	5327 Canyon Rd, Columbus, OH, 43296	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60364	TPA	Sara Marshall	—	—	—	4451 Pine Dr, Fresno, CA, 93743	0.80	Name re-cased Date of birth unreadable State code upper-cased Placeholder values cleared
TPA-53931	TPA	Jamas Garcia	1975-05-23	—	—	1489 Baseline Rd, San Antonio, TX	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-53437	TPA	Emily Gibson	1977-10-15	—	5169147893	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-51904	TPA	Luis Gordon	1948-07-16	—	9007903007	46 Sage Ct, Minneapolis, MN, 55469	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
TPA-53250	TPA	Bobby Alexander	2003-03-28	—	—	711 Mountain View Dr, Tempe, AZ, 85242	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-62962	TPA	Valentina Stevens	1943-01-26	—	—	5643 Meadow Ln, Eden Prairie, MN, 55358	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60947	TPA	Amy Oliver	1964-04-19	—	7425585921	6412 Meadow Ln, Columbus, OH, 43278	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-52542	TPA	Dennis Harris	1939-08-08	—	—	5864 Main St, San Antonio, TX, 78262	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60616	TPA	Russell Barnes	2003-02-11	—	—	2745 Sunset Blvd, Tempe, AZ, 85298	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52876	TPA	Evelyn Kenndy	2008-02-27	—	—	2565 Willow Ct, Chandler, AZ, 85287	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60945	TPA	Jose T Patterson	1982-09-22	UHC-60006-41	—	9395 Sunset Blvd, Houston, TX, 77066	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-53901	TPA	Kevin Rice	—	—	—	8670 Main St, Chandler, AZ, 85265	0.80	Date of birth reformatted Date of birth unreadable City re-cased Placeholder values cleared
TPA-58820	TPA	Martha Castro	1946-08-12	—	5138028963	8370 Mountain View Dr, Houston, TX, 77097	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-51149	TPA	Alan Jacbs	—	—	3645787610	—	0.80	Name re-cased Date of birth missing Phone reformatted Placeholder values cleared
TPA-56902	TPA	Pamela Lucas	1941-05-22	—	—	1250 Church St, Mesa, AZ, 85275	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62601	TPA	Victoria Hart	1977-07-08	—	8102738134	660 Union St, San Antonio, TX, 78272	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-52079	TPA	Katherine Knight	2001-03-26	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-55786	TPA	Samuel Lynch	1981-12-12	—	—	689 Market St, Plano, TX, 75095	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-55094	TPA	Alice Harrison	1996-04-08	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62352	TPA	Ruth X Jacobs	2004-07-10	—	5176505849	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared

14,135 rows, page 157 of 283Previous Next