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-55734	TPA	Marcus Gutierrez	1951-08-07	—	3683633570	1976 Church St, Plano, TX, 75033	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-64055	TPA	Donna Mason	2002-04-14	—	9678261186	1781 Forest Ave, San Antonio, TX, 78245	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-54143	TPA	Rebecca Ferguson	1939-04-11	—	2436302509	429 Harbor Blvd Apt 7, Tampa, FL, 33658	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-55393	TPA	Doris Mills	—	—	8485147047	—	0.80	Name re-cased Date of birth missing Phone reformatted Placeholder values cleared
TPA-53243	TPA	Jeremy Nichols	1978-04-27	UHC-36703-86	—	—	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-53944	TPA	Frances Schmidt	1966-09-23	—	—	1285 Bayshore Dr, Miami, FL, 33113	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-53607	TPA	Maria Valdez	1942-10-01	—	—	7473 Central Ave, Gilbert, AZ, 85236	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-58819	TPA	Philip Williamson	1938-07-04	—	7783601032	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-59100	TPA	Yuki Gilbert	1979-05-10	—	—	4855 Broadway, Atlanta, GA, 30389	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-57002	TPA	Samantha Morgan	1966-11-17	—	—	767 Sunset Blvd, Chandler, AZ, 85269	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-50302	TPA	Ashley N Jones	1969-09-11	—	—	1608 Desert Sky Blvd, Tucson, AZ, 85744	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50472	TPA	Kenneth Parker	—	—	—	—	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
TPA-62960	TPA	Carl Miller	1965-01-16	—	9457385035	170 Willow Ct, Miami, FL, 33151	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-52861	TPA	Cyynthia Price	1941-10-01	—	8698868327	2275 Mountain View Dr, Los Angeles, CA, 90063	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63635	TPA	Michael A Padilla	1982-03-20	—	—	8386 Pine Dr, Miami, FL, 33136	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-52101	TPA	Nicole K Ortega	2005-09-13	—	8135244011	376 Baseline Rd, Chandler, AZ, 85283	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63980	TPA	Roger Luna	1960-10-11	UHC-68542-23	—	—	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-51084	TPA	Russell Walkre	1991-03-18	—	—	3949 Main St, Orlando, FL, 32835	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-59020	TPA	Jose N Wells	1968-06-15	—	4147465634	409 Baseline Rd, Chandler, AZ, 85238	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50596	TPA	Jose Lane	1969-10-15	—	9127056604	3821 Broadway, San Antonio, TX, 78201	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-51481	TPA	Mariana Webb	1959-07-07	UHC-20825-98	—	9040 Canyon Rd, Houston, TX, 77026	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63629	TPA	Victoria Santos	1943-12-21	—	—	3593 Main St, Scottsdale, AZ, 85286	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-51996	TPA	Arthur Freeman	1957-12-26	—	—	4412 Forest Ave, Tucson, AZ, 85789	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50140	TPA	Eugene Campbell	1951-03-21	—	4908389410	9531 Central Ave, Atlanta, GA, 30370	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57124	TPA	Keith Henry	1976-10-20	—	—	1963 Canyon Rd, Glendale, AZ	0.80	Name re-cased State code upper-cased ZIP missing Placeholder values cleared
TPA-53378	TPA	Mary M Weaver	1981-06-07	—	2983848412	5061 Maple Ave, San Antonio, TX, 78281	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-57690	TPA	Julie Carr	1985-04-06	—	—	6342 Spring St, San Antonio, TX, 78204	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51972	TPA	Richard Campbell	1995-06-22	—	—	9162 Valley View Dr, Miami, FL, 33159	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63054	TPA	Carol Shaw	2002-10-06	—	—	1968 Willow Ct, Orlando, FL, 32826	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-63055	TPA	Carol Shaw	2002-10-06	—	—	1968 Willow Ct, Orlando, FL, 32826	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-61255	TPA	Aaron Watkins	1967-12-08	—	—	7721 Maple Ave, Sacramento, CA, 95836	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59558	TPA	Jean Ramirez	2005-03-05	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54171	TPA	Russell Dean	1981-07-23	—	7348393066	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-62052	TPA	Austin R Medina	1954-03-06	—	8027098372	4470 Main St # 614, Fresno, CA, 93780	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
TPA-62636	TPA	Ana Carr	1981-08-17	—	5898373919	3689 Pine Dr, Los Angeles, CA, 90074	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-52135	TPA	Zachary S Simpson	1941-12-20	—	—	4120 Lake View Rd, Mesa, AZ, 85243	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-61605	TPA	Olivia Johnson	1971-01-09	—	—	8638 Washington St, Seattle, WA, 98181	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54463	TPA	Sandra Tucker	1962-06-06	—	—	4843 Grand Ave, San Diego, CA, 92176	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-61674	TPA	Hiroshi Greene	1997-09-26	—	7162966600	7106 Market St, Sacramento, CA, 95896	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-53976	TPA	Janice T Henry	1944-10-20	—	9245473305	160 Camelback Rd, Jacksonville, FL, 32295	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
TPA-61778	TPA	Roger Banks	1974-05-26	—	5458052054	4937 Sage Ct, Scottsdale, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-61779	TPA	Roger Banks	1974-05-26	—	5458052054	4937 Sage Ct, Scottsdale, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-54966	TPA	Amber Young	1990-08-06	—	—	5945 River Rd, Nashville, TN, 37218	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50937	TPA	Zachary Rios	1954-01-02	—	3345041391	5006 Baseline Rd, Gilbert, AZ, 85225	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-54577	TPA	Patrick Sanchez	1955-04-09	UHC-04893-31	—	8588 Church St, Dallas, TX	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-52912	TPA	Breenda T Porter	2003-10-03	—	—	9264 Oak St, Tempe, AZ, 85221	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-52772	TPA	Jeffrey Hrerera	1989-08-07	UHC-15185-87	2334420455	6053 Elm St, Charlotte, NC, 28276	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59998	TPA	Mariana Padilla	1949-05-16	—	—	8125 Valley View Dr, Los Angeles, CA, 90070	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-60631	TPA	Aisha Cruz	1972-02-22	UHC-68226-65	6188270355	5583 Bayshore Dr, Austin, TX, 78767	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-59330	TPA	Steven Price	1939-01-16	—	—	2043 Grand Ave, Houston, TX, 77062	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared

14,135 rows, page 161 of 283Previous Next