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-61687	TPA	Evelyn Palmer	1997-04-03	—	—	8011 Church St, Tucson, AZ, 85758	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-55927	TPA	Melissa Palmer	1959-06-18	—	—	1888 Cedar Ln, Denver, CO, 80267	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-54763	TPA	Sara M Kennedy	2000-01-08	—	8276373717	5858 Elm St, Denver, CO	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-61440	TPA	Betty Morris	1960-12-10	—	—	3269 Grand Ave, Eden Prairie, MN, 55342	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-51702	TPA	Albert Patel	1949-03-17	—	—	7524 Forest Ave, Fresno, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54834	TPA	Fatima Collins	1999-12-24	—	6343053581	9073 Lincoln Way, Denver, CO, 80205	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-53783	TPA	Kathryn Singh	1939-06-05	—	—	8283 Cedar Ln, Austin, TX, 78767	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61469	TPA	Brucce Mitchell	2007-07-23	—	6894825630	5344 Ridge Rd # 434, Austin, TX, 78745	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-54183	TPA	Martha Singh	—	—	—	3687 Pine Dr, Jacksonville, FL, 32278	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
TPA-62221	TPA	Sofia Arnold	1973-09-13	UHC-41265-38	—	423 Market St, Sacramento, CA, 95843	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-57337	TPA	Kyle Olson	1947-03-01	UHC-95004-65	5787238091	5525 Apache Blvd, Mesa, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54730	TPA	Bobby Price	1980-05-25	—	9138244449	9033 Ocean Ave, Las Vegas, NV, 89186	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-64226	TPA	Piya Burke	1976-02-15	—	9566659500	1398 Ridge Rd, Chandler, AZ, 85268	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-52742	TPA	Ronald Reed	1947-10-26	—	—	9356 Forest Ave, Jacksonville, FL, 32254	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+2 more
TPA-58704	TPA	Frakn Crawford	1956-03-28	—	2973393821	964 Ocean Ave, Jacksonville, FL	0.64	Name re-cased ZIP missing Email lower-cased Gender normalised+2 more
TPA-52720	TPA	Kyle Wadr	1996-05-14	UHC-48973-10	8283322137	131 Canyon Rd, Columbus, OH, 43227	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-57614	TPA	Charlotte Gibson	1948-07-04	—	—	7647 Baseline Rd, Glendale, AZ, 85302	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
TPA-64258	TPA	Anderson Carlos	1946-02-24	—	—	965 Spring St # 149, Sacramento, CA, 95810	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57383	TPA	Ralph Sullivan	1944-12-18	—	—	19 Washington St, Orlando, FL, 32867	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-51411	TPA	Adma Burke	1940-09-04	—	—	1835 Hillcrest Rd, Nashville, TN, 37249	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
TPA-56747	TPA	Carolyn Fisher	1959-11-11	—	—	1539 Apache Blvd, Tucson, AZ, 85731	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-54895	TPA	Karen Shaaw	1995-04-08	—	—	9539 Camelback Rd Apt 26, Austin, TX, 78745	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-62703	TPA	Patricia Colleman	1958-05-18	—	6429868458	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-50118	TPA	Jean Vargas	1994-08-16	—	—	8065 Meadow Ln, Chandler, AZ, 85265	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-57991	TPA	Emily Chen	1949-03-07	—	—	8476 Palm Dr, Glendale, AZ, 85381	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-64115	TPA	Kevin Mitchell	—	—	3749794017	661 Valley View Dr, Dallas, TX, 75223	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
TPA-62164	TPA	Kimberly Elliott	1980-04-02	UHC-63437-77	—	5434 Hillcrest Rd, Seattle, WA, 98157	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-59862	TPA	Edward Z Sims	1993-02-01	—	—	1338 Hillcrest Rd, Houston, TX, 77051	0.64	Name re-cased Two-digit birth year State code upper-cased ZIP+4 trimmed+2 more
TPA-60766	TPA	Dennis Ford	1939-10-12	—	—	8159 Desert Sky Blvd, Fresno, CA, 93752	0.64	Date of birth reformatted ZIP+4 trimmed Email lower-cased Gender normalised+2 more
TPA-63064	TPA	Ahmde Sanders	1970-10-02	—	7449930595	7646 Willow Ct, Atlanta, GA, 30310	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-59000	TPA	Logan Welch	1980-07-17	—	4845052970	585 Washington St, Mesa, AZ, 85208	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-54371	TPA	Mason P Brooks	—	—	7724223662	563 Lake View Rd, San Diego, CA, 92174	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56867	TPA	Barbara Brown	1968-11-14	—	7309086890	1741 Market St, Jacksonville, FL, 32230	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61848	TPA	Theresa Gonzales	1981-09-04	—	—	6783 Meadow Ln, Tempe, AZ, 85291	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61710	TPA	Amanda McDonald	1961-09-28	—	—	6337 Apache Blvd, Miami, FL, 33178	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-52060	TPA	Nanncy Bailey	1983-09-05	—	7412940864	4842 Lincoln Way, Tampa, FL, 33625	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53659	TPA	Gary West	1998-01-17	—	9816612400	6358 Ocean Ave, Columbus, OH, 43278	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-54893	TPA	Patrick Alexander	1969-08-09	—	—	1326 River Rd, Austin, TX, 78721	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
TPA-54505	TPA	Edwrad Cole	1994-09-24	—	—	9543 Forest Ave, Fresno, CA, 93763	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-62564	TPA	Amber E Obrien	1986-01-02	—	—	8267 Spring St, Houston, TX, 77031	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58849	TPA	Andrea Kim	1945-04-05	—	—	4014 Washington St, Charlotte, NC, 28255	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-54055	TPA	Matthew R Romero	1972-07-08	—	7653375419	138 Market St, Tempe, AZ, 85226	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59635	TPA	Sharon W Gerge	1959-01-13	—	6069106660	1079 Grand Ave, Columbus, OH, 43236	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-64397	TPA	Roy Collins	1948-11-26	—	—	9360 Ocean Ave, Plano, TX, 75007	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-58305	TPA	Helen Green	1928-02-24	—	4025457613	3097 Maple Ave, Seattle, WA, 98186	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-62624	TPA	Angela Burns	1959-02-14	—	4909447303	8684 Ridge Rd, Eden Prairie, MN, 55350	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-52053	TPA	Matthew J Reid	1952-03-09	—	—	6808 Highland Ave, Seattle, WA, 98128	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53875	TPA	Alan Cole	1977-06-25	—	—	4335 Ocean Ave, Mesa, AZ, 85295	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-51497	TPA	Roy Baker	1990-07-17	UHC-57070-14	—	3701 Washington St, Tampa, FL, 33607	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56552	TPA	Randy Meyer	1984-07-26	UHC-39293-88	—	2773 Mountain View Dr, Tucson, AZ, 85753	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more

14,135 rows, page 67 of 283Previous Next