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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-63541	TPA	Betty Hansen	1955-09-13	—	3798603313	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-58632	TPA	Hannah Morales	2008-03-17	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-52782	TPA	Jason Z Morales	1947-11-11	—	7029978960	3993 Desert Sky Blvd, Charlotte, NC, 28246	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-58419	TPA	Sophia Rogers	1999-04-17	—	3148013666	7483 Broadway, Las Vegas, NV, 89191	0.92	Name re-cased Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59639	TPA	Denny Gardner	1974-04-10	—	—	2179 Broadway, Columbus, OH, 43279	0.92	Name re-cased Date of birth reformatted Address re-cased Placeholder values cleared
TPA-50852	TPA	Walter Palmer	1979-12-15	—	7997496707	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-52159	TPA	Aisha Berry	1976-03-07	—	—	2814 Oak St, Columbus, OH, 43226	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56252	TPA	Ralph Wang	1957-12-03	—	9104336575	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-62177	TPA	Isabella Rede	1987-08-24	—	7686605539	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-50214	TPA	Gary Reynolds	1964-07-28	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51655	TPA	Stephen Cook	2001-11-05	UHC-38054-36	—	433 Main St, San Antonio, TX, 78202	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-58640	TPA	Karen R Stewart	2000-02-02	—	—	6295 Lincoln Way, Tempe, AZ, 85228	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-55845	TPA	Maria Dean	2007-10-07	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-53535	TPA	Sharon Ramos	1953-01-12	UHC-77208-14	—	6173 Meadow Ln, Phoenix, AZ, 85063	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-63235	TPA	Hannah Miller	1957-10-12	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54200	TPA	Aisha Stephens	1996-04-17	—	7065044094	2778 Valley View Dr, Minneapolis, MN, 55435	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed
TPA-54233	TPA	Yuki Lynch	1963-06-01	—	9205577136	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-55571	TPA	Brenda Henry	2004-01-05	—	—	2034 Cedar Ln, Chandler, AZ, 85232	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-53569	TPA	Shirley Welch	1944-11-10	—	—	5380 Washington St, Miami, FL, 33147	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-61735	TPA	Russell Jenkins	1965-02-11	—	3144286876	7939 Park Pl, Tempe, AZ, 85257	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-57468	TPA	Willie Harper	2000-09-13	—	4348505661	750 Central Ave, Gilbert, AZ, 85211	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-57469	TPA	Willie Harper	2000-09-13	—	4348505661	750 Central Ave, Gilbert, AZ, 85211	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-59881	TPA	Billy Parry	1982-09-19	—	5114417958	1501 Lincoln Way, Los Angeles, CA, 90067	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
TPA-56038	TPA	Harold Obrien	1984-03-24	—	6383919662	259 Market St, Sacramento, CA, 95818	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
TPA-54605	TPA	Shaw Sean	1971-12-01	—	—	—	0.92	Name re-cased Date of birth reformatted Email lower-cased Placeholder values cleared
TPA-57829	TPA	Gracce Romero	1978-08-24	—	6328209186	6656 Lincoln Way, Nashville, TN, 37237	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-64409	TPA	Joe D Scott	1961-08-27	—	4127922854	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-53355	TPA	Emma Wilson	1975-01-23	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-52478	TPA	Scott Chavez	1982-09-19	—	—	—	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-53690	TPA	Bobby P Anderson	1978-03-09	—	8534510543	—	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
TPA-57555	TPA	Lucia White	1991-07-18	—	—	4563 Lincoln Way, Sacramento, CA, 95853	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54641	TPA	Michelle Nunez	1986-06-15	—	2149946909	8853 Union St, Tampa, FL, 33678	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-62994	TPA	Alexis Price	1997-10-10	—	2034729259	300 Bayshore Dr, Atlanta, GA, 30358	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-50320	TPA	Cheryl Parker	1988-06-09	—	7462616992	8286 Bayshore Dr, Tampa, FL, 33649	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-53962	TPA	Betty Fields	1990-09-12	UHC-71045-07	8672511619	4666 Broadway, Charlotte, NC, 28275	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-50291	TPA	Billy Jacobs	1959-06-28	—	4913229878	8915 Willow Ct, Tampa, FL, 33614	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-51328	TPA	Paul Holmes	2003-04-23	—	8824594611	8385 Broadway, Columbus, OH, 43250	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-51023	TPA	Edward Espinoza	1949-08-10	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59707	TPA	Judy X Mason	1953-08-20	—	8303258877	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-61556	TPA	Joe Mills	1948-12-08	—	—	8341 Market St, Seattle, WA, 98142	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-62389	TPA	Omar Ramos	1979-11-28	UHC-36972-06	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-57385	TPA	Brayn Stevens	1997-05-16	UHC-77358-20	6423989218	287 Lincoln Way, Eden Prairie, MN, 55367	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-52362	TPA	Billy Obrien	1985-09-16	—	7942618321	4827 Meadow Ln, Tucson, AZ, 85782	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-59587	TPA	Samantha West	1987-11-13	—	9849528150	—	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-52379	TPA	Catherine Singh	1967-05-16	—	3407958892	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-51863	TPA	Nancy Oliver	1944-10-25	—	2309423806	8923 Baseline Rd, Plano, TX, 75066	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-62904	TPA	Sophia Stone	1985-10-25	—	9769077903	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59661	TPA	Rebecca Fox	2000-04-23	—	—	9718 Main St, Fresno, CA, 93789	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51012	TPA	Pamela Jensen	1984-10-04	—	6344775907	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-62721	TPA	Rebecca G Fox	2000-12-04	UHC-05601-41	—	7732 Harbor Blvd, Eden Prairie, MN, 55371	0.92	Name re-cased Member ID reformatted City re-cased Placeholder values cleared

5,750 rows, page 95 of 115Previous Next