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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50574	TPA	Andrew Fields	1995-03-23	—	—	3129 Main St, Jacksonville, FL, 32261	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-56421	TPA	Russell Fields	1978-10-06	—	—	1174 Lake View Rd, Tempe, AZ, 85260	0.90	Date of birth reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
TPA-54693	TPA	Gregory J Mendez	1948-05-01	—	5786283318	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-64121	TPA	Roy Stewart	1964-06-18	—	3325233417	5599 Willow Ct, San Antonio, TX, 78263	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
TPA-63564	TPA	Fatima Schmidt	1955-10-17	—	5527940361	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-62592	TPA	Nicole Nunez	1991-08-12	—	4878063447	1464 Cedar Ln, Austin, TX, 78747	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
TPA-53315	TPA	Scott Snyder	1943-05-15	—	3562680487	6695 Valley View Dr, Eden Prairie, MN, 55349	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-64022	TPA	Michelle Fuller	1967-01-23	—	—	3013 Broadway, Austin, TX, 78790	0.90	Date of birth reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
TPA-56856	TPA	Charles Matthews	1952-05-12	—	4623118794	8323 Market St, Los Angeles, CA, 90080	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-63515	TPA	Willie Sims	1959-05-14	UHC-08712-31	—	3094 Hillcrest Rd, Plano, TX, 75032	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-62400	TPA	Marcus Webb	1954-10-21	—	8315478128	5736 Church St, Sacramento, CA, 95809	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-52334	TPA	Logan Williams	1942-05-11	—	9233515901	9681 Jefferson Ave, Fresno, CA, 93723	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-53232	TPA	Lisa Fuller	1949-07-23	—	2132104337	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-51229	TPA	Luis Payne	1986-12-14	—	7828538699	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-60938	TPA	Karen Perez	1938-01-22	—	—	5839 Broadway, Tucson, AZ, 85776	0.90	Name re-cased Date of birth reformatted Address re-cased City re-cased+1 more
TPA-55671	TPA	Logan Carpenter	1977-10-08	—	4666079054	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-50632	TPA	Noah Thompson	1941-11-01	—	3026728944	5805 Lincoln Way, Los Angeles, CA, 90083	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-60371	TPA	Joseph Reid	1944-04-11	—	6483762113	9792 Pine Dr, Minneapolis, MN, 55464	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-55866	TPA	Wayne Torres	1994-06-26	—	4248655306	5701 Willow Ct, Jacksonville, FL, 32236	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-53522	TPA	Willie Henry	2000-05-14	—	3217972302	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-62066	TPA	Angela Young	1966-09-09	—	—	98 Market St, San Diego, CA, 92194	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-56532	TPA	Denise Q Harrison	1977-01-12	UHC-02609-73	—	—	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
TPA-57238	TPA	Patricia Contreras	2007-06-01	UHC-13408-98	4378620962	5791 Central Ave, Chandler, AZ, 85264	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-50913	TPA	Isabella Kellly	1974-01-12	—	2429136605	4031 Church St, Sacramento, CA, 95891	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-64402	TPA	Carolyn Arnold	1961-01-28	—	9093511403	5629 Broadway, Dallas, TX, 75254	0.90	Name re-cased Date of birth reformatted Address re-cased Email lower-cased+1 more
TPA-61162	TPA	Mary Gomez	1947-11-22	—	5134303807	8201 Baseline Rd, Gilbert, AZ, 85244	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-57424	TPA	James White	1958-06-21	—	—	2410 Canyon Rd, Chandler, AZ, 85224	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-63314	TPA	Lawrence Bell	2006-11-14	—	2367741561	3731 Central Ave, Los Angeles, CA, 90065	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-57811	TPA	George Perez	1969-01-24	—	9469226873	8873 Indian School Rd, Las Vegas, NV, 89190	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-62247	TPA	Frances Hawkins	1946-01-24	—	—	1252 Cedar Ln, Fresno, CA, 93711	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-63428	TPA	Matthew Guerrero	1957-02-20	—	—	1771 Apache Blvd, Dallas, TX, 75246	0.90	Date of birth reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
TPA-58271	TPA	Martha Bennett	1948-03-18	—	8059561170	8416 Desert Sky Blvd, Nashville, TN, 37291	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-54395	TPA	Zachary Bryant	1962-04-07	—	8805884220	1554 Lincoln Way, Fresno, CA, 93768	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
TPA-53997	TPA	Nicole Phillips	1956-07-11	—	—	6579 Central Ave, Tucson, AZ, 85754	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-54518	TPA	Jerry Dean	1942-11-01	—	4138173266	2630 Mesa Dr, Dallas, TX, 75228	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-51841	TPA	Marcus Little	2001-03-28	—	—	9687 Ridge Rd, Gilbert, AZ, 85266	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-57392	TPA	Cheryl Butler	1997-02-05	—	2363780335	5797 Cedar Ln, Orlando, FL, 32848	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-51130	TPA	Wei Kelley	1963-05-01	—	2328667732	1395 Desert Sky Blvd, Mesa, AZ, 85238	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-56869	TPA	Bradnon Cook	1969-06-02	—	8066566365	1367 Mountain View Dr, Glendale, AZ, 85340	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-60759	TPA	Justin Watkins	2004-02-19	—	—	—	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
TPA-51041	TPA	Aiisha E Snyder	1988-10-25	—	6887720113	652 Desert Sky Blvd, Miami, FL, 33137	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-61868	TPA	Larry Singh	2004-07-15	UHC-55360-97	2286557941	3589 Main St, Los Angeles, CA, 90036	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-58334	TPA	Julia Snyder	1951-02-06	—	5525074119	2609 Sunset Blvd, Glendale, AZ, 85379	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
TPA-55084	TPA	Yuki Hays	1978-11-25	—	7742847603	2971 Grand Ave, Orlando, FL, 32890	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-56467	TPA	Steven Robinson	2004-09-15	—	3272207989	9561 Mountain View Dr, Jacksonville, FL, 32266	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-51107	TPA	Albert Myers	1959-03-01	UHC-39005-14	7528889110	2650 Mountain View Dr, Denver, CO, 80224	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
TPA-62768	TPA	Barbara Weber	1948-01-25	—	3499060415	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-61467	TPA	Justin Bennett	1996-11-06	—	—	7156 Broadway, Tampa, FL, 33667	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-51465	TPA	Barbara Stewart	1963-04-19	UHC-53231-79	4872483183	2292 Camelback Rd, Columbus, OH, 43204	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-55068	TPA	Teresa Lewis	2000-06-26	—	—	7045 Meadow Ln, Dallas, TX, 75282	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared

4,728 rows, page 74 of 95Previous Next