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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-52558	TPA	Nicholas Edwards	1983-06-03	UHC-13752-66	5267366357	2706 Broadway, Tucson, AZ, 85724	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-52557	TPA	Nicholas Edwards	1983-06-03	UHC-13752-66	5267366357	2706 Broadway, Tucson, AZ, 85724	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-55125	TPA	Kayla Baker	1956-09-19	—	3986577591	3320 Elm St, San Antonio, TX, 78275	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-52799	TPA	Megan Santiago	1948-05-15	UHC-27734-09	8463227078	4521 Ridge Rd, Glendale, AZ, 85384	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-61788	TPA	Brandon Grant	1939-03-23	—	4002817290	5840 Lincoln Way, Chandler, AZ, 85295	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-57569	TPA	Tyler Singh	2002-04-12	—	—	7305 Valley View Dr, Las Vegas, NV, 89124	0.78	Name re-cased City re-cased Email lower-cased Gender normalised+1 more
TPA-53644	TPA	Mark Crawford	2007-09-21	UHC-01977-37	7692321087	2051 Grand Ave, Las Vegas, NV, 89118	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-57306	TPA	Noah Turner	1949-03-28	—	—	441 Palm Dr, Chandler, AZ, 85287	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-52238	TPA	Karen Salazar	1977-11-07	UHC-08069-23	4399319682	5885 Jefferson Ave, Columbus, OH, 43217	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
TPA-50499	TPA	Wayne B Dunn	1945-09-03	—	—	3943 Grand Ave, Tampa, FL, 33628	0.78	Date of birth reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
TPA-63468	TPA	Evelyn Hudson	1989-06-07	UHC-95299-09	—	1021 Grand Ave, Plano, TX, 75034	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-57485	TPA	Sara Burton	1941-10-24	—	4926145177	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-50055	TPA	Philip Santos	1947-01-20	UHC-90436-31	—	5673 Broadway, Austin, TX, 78761	0.78	Date of birth reformatted Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-53350	TPA	Russell L Marshall	1998-01-25	—	2203983496	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-56154	TPA	Pamela G Chen	1941-11-06	—	7979437379	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-56405	TPA	Mateo Perez	2003-01-14	—	—	2630 Maple Ave, Tampa, FL, 33636	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-64423	TPA	Kayla Chavez	1991-06-09	—	3655470683	117 Harbor Blvd, Fresno, CA, 93760	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-58733	TPA	Frances Henry	2001-02-07	—	9734465938	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-54428	TPA	Smantha Weber	1989-05-20	—	6716634990	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-63887	TPA	Anna Weaver	1965-12-26	UHC-31781-97	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-52658	TPA	Isabella M Sanders	1986-05-19	—	5649104794	8404 Desert Sky Blvd, San Antonio, TX, 78221	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-60172	TPA	Shirley Fields	1946-02-13	—	7246872445	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-56699	TPA	Lawrence Rice	1962-11-14	—	—	7553 Harbor Blvd, Tampa, FL, 33632	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-52458	TPA	Melissa Alexander	2002-05-27	—	—	6643 Broadway, Scottsdale, AZ, 85233	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
TPA-52588	TPA	Dylan Stone	1980-08-01	—	4733786248	9835 Jefferson Ave, Tampa, FL, 33640	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-54519	TPA	Ryan Howrd	1982-12-13	—	—	6856 Oak St, Jacksonville, FL, 32262	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-54278	TPA	Ruth Cole	1966-12-16	—	—	2598 Broadway, Jacksonville, FL, 32232	0.78	Date of birth reformatted Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-63877	TPA	Robert Simpson	1941-06-15	—	—	9634 Sage Ct, Mesa, AZ, 85256	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-58353	TPA	Martha Boyd	1977-06-20	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-60592	TPA	Brian Luna	2000-02-17	—	—	2217 Indian School Rd, Minneapolis, MN, 55411	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-56279	TPA	Henry Wells	1994-05-08	—	2483558215	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
TPA-53304	TPA	Roger White	1948-08-05	—	—	1413 Meadow Ln, Miami, FL, 33135	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
TPA-60552	TPA	Christine Phillips	2005-12-25	—	—	—	0.78	Date of birth reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
TPA-63867	TPA	Jarry Roberts	2005-11-21	UHC-19892-59	5198862869	8059 Valley View Dr, Scottsdale, AZ, 85272	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
TPA-57742	TPA	Dennis Parker	1972-05-03	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-62749	TPA	Jeremy Maldonado	1966-10-02	—	—	629 Oak St, Los Angeles, CA, 90026	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-61263	TPA	Lauren Simmons	1991-10-26	UHC-04808-71	—	2970 Willow Ct, Chandler, AZ, 85283	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-58034	TPA	Brandon Reid	1968-11-07	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-59971	TPA	Ana J Rice	1967-05-27	—	3036113499	2102 Grand Ave, Chandler, AZ, 85232	0.78	Date of birth reformatted Phone reformatted City re-cased Gender normalised+1 more
TPA-53779	TPA	Harold Bailey	1980-08-05	—	—	2892 Maple Ave, Tucson, AZ, 85756	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
TPA-56832	TPA	Carolyn Stevens	2005-09-16	—	5539915428	5431 Forest Ave, Seattle, WA, 98176	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-53992	TPA	Nicole Carter	1978-02-06	—	—	5698 Grand Ave, Houston, TX, 77048	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-52923	TPA	Walter Patel	2005-07-01	UHC-76743-89	4442800558	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-54391	TPA	Amber E Hamilton	1974-09-16	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-64339	TPA	Kimberly Gutierrez	1944-05-12	—	—	8251 Sage Ct, Tucson, AZ, 85796	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-52184	TPA	Sara Padilal	1981-07-06	—	—	690 Main St, Tampa, FL, 33683	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
TPA-61747	TPA	Keith Dixon	1996-03-02	UHC-52659-75	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-55296	TPA	Michael Johnston	2000-12-13	UHC-29125-14	8518116559	590 Bayshore Dr, Columbus, OH, 43239	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-62093	TPA	Deborah Perry	1941-09-28	—	4816085049	1929 Oak St, Fresno, CA, 93777	0.78	Phone reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
TPA-64119	TPA	Samuel Kim	1969-07-22	—	6246447393	3839 Park Pl, Columbus, OH, 43216	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more

2,435 rows, page 37 of 49Previous Next