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

All sources, flag “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140241	ENR	Frances Q Fowler	1997-09-26	UHC-09436-46	—	—	0.80	Phone missing area code Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-402165	CLM	Bobby Howell	1958-12-16	UHC-79796-62	—	—	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-426577	CLM	Ralph Kelley	1975-09-22	—	—	—	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-432417	CLM	Jacob Rojsa	1988-12-24	UHC-35325-16	—	4083 Elm St, Plano, TX, 75028	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-421610	CLM	Peter Z Ford	1991-10-23	UHC-45344-03	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
PRV-27813	PRV	Ethan Y Foster	1941-08-06	—	—	7698 Lincoln Way, Minneapolis, MN, 55426	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-107835	ENR	Doris R Sanders	1979-10-14	UHC-68041-75	—	6462 Central Ave, Glendale, AZ, 85326	0.80	Name re-cased Phone missing area code City re-cased Whitespace trimmed
ENR-138993	ENR	Mary W Baker	1991-08-02	UHC-65266-05	—	100 Bayshore Dr, Sacramento, CA, 95802	0.80	Phone missing area code Member ID reformatted Plan code upper-cased Whitespace trimmed
TPA-56358	TPA	Julie Ellis	1997-11-19	UHC-11000-88	—	444 Baseline Rd, Charlotte, NC, 28247	0.80	Date of birth reformatted Phone missing area code Email lower-cased Placeholder values cleared
TPA-51605	TPA	Victoria Moore	2003-01-28	—	—	—	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-56531	TPA	Dnise Harrison	1977-01-12	—	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
ENR-124964	ENR	Shirley Gilbert	1977-11-20	UHC-22793-21	—	2554 Union St, Scottsdale, AZ, 85201	0.80	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed
TPA-54626	TPA	Sean Silva	1959-05-03	UHC-15160-88	—	7819 Church St, Chandler, AZ, 85221	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-105170	ENR	Stephen C Mitchell	1980-12-12	UHC-99156-85	—	4075 Bayshore Dr, Plano, TX, 75050	0.80	Name re-cased Phone missing area code Member ID reformatted City re-cased
CLM-400271	CLM	Kenneth Reynolds	1975-11-04	—	—	7968 Lincoln Way, Chandler, AZ, 85220	0.80	Date of birth reformatted Phone missing area code City re-cased Placeholder values cleared
PRV-20929	PRV	Diego S Nunez	2001-11-26	—	—	6629 Canyon Rd, Scottsdale, AZ, 85214	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-55626	TPA	Brittany Hernandez	1972-01-22	—	—	—	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-57013	TPA	Brenda Nelson	1946-06-04	—	—	1315 Market St, Gilbert, AZ, 85222	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-106008	ENR	Adam Y Chen	1969-04-18	UHC-94323-70	—	7978 Apache Blvd, San Diego, CA, 92170	0.80	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed
ENR-118604	ENR	Mark H Lee	1959-01-21	UHC-97346-70	—	7070 Forest Ave, Phoenix, AZ, 85076	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-133082	ENR	Lawrence Morris	2001-02-01	UHC-83952-82	—	3862 Meadow Ln, Denver, CO, 80215	0.80	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed
ENR-136749	ENR	Sharon Day	1962-01-26	UHC-43990-46	—	4771 Indian School Rd, Charlotte, NC, 28232	0.80	Phone missing area code City re-cased Whitespace trimmed Placeholder values cleared
ENR-132097	ENR	Camila Sanderrs	1947-09-14	UHC-43941-47	—	660 Sunset Blvd, Tempe, AZ, 85276	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
ENR-107849	ENR	Donald Moreno	1995-11-03	UHC-24900-28	—	5093 Pine Dr, Tucson, AZ, 85796	0.80	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed
ENR-125429	ENR	Austin R Cunningham	2004-12-11	UHC-71262-56	—	4366 Forest Ave, Phoenix, AZ, 85002	0.80	Phone missing area code Member ID reformatted City re-cased Whitespace trimmed
CLM-427931	CLM	Jack J Taylor	1971-03-07	UHC-47608-49	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
ENR-135438	ENR	Madison Dean	1972-12-12	UHC-34653-59	—	4118 Ridge Rd, Chandler, AZ, 85287	0.80	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed
CLM-419061	CLM	Donna Stone	1996-11-08	—	—	—	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-27753	PRV	Cheryl H Perz	1963-04-01	—	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
ENR-128843	ENR	Christina Graham	2000-01-21	UHC-41760-03	—	6748 Camelback Rd, Jacksonville, FL, 32250	0.80	Name re-cased Phone missing area code Email lower-cased Placeholder values cleared
CLM-431671	CLM	Jacqueline Singh	2006-02-07	UHC-97988-09	—	4215 Church St, Tampa, FL, 33693	0.80	Phone missing area code Member ID reformatted Whitespace trimmed Placeholder values cleared
TPA-61078	TPA	Madison Black	1995-03-09	—	—	5866 Sunset Blvd, Tucson, AZ, 85747	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
ENR-142252	ENR	Omar Torres	1946-09-11	UHC-30187-28	—	3160 Cedar Ln, Seattle, WA, 98161	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
ENR-114218	ENR	Cheryl W Jacobs	1994-05-14	UHC-67154-71	—	146 Spring St, Austin, TX, 78733	0.80	Name re-cased Phone missing area code Plan code upper-cased Whitespace trimmed
PRV-22264	PRV	Patrick Garcia	1998-12-01	—	—	1849 Ocean Ave, San Diego, CA, 92199	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
ENR-112666	ENR	Bradley W Lynch	1964-05-22	UHC-08899-36	—	—	0.80	Phone missing area code Member ID reformatted Email lower-cased Placeholder values cleared
ENR-139440	ENR	Maria A Williamson	1992-07-22	UHC-91254-21	—	8729 Central Ave, Nashville, TN, 37226	0.80	Name re-cased Phone missing area code Email lower-cased Whitespace trimmed
ENR-101069	ENR	Mary A Morrison	1939-05-07	UHC-06167-66	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-408798	CLM	Carlos Jenkins	1959-08-07	—	—	—	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-426512	CLM	Brian Carpenter	1975-09-10	UHC-74079-84	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed
TPA-58105	TPA	Joshua Contreras	1959-04-17	—	—	8975 Ocean Ave, Denver, CO, 80271	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-134590	ENR	Danny Harvey	1938-03-15	UHC-38455-93	—	1398 Valley View Dr, Eden Prairie, MN, 55378	0.80	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed
ENR-135810	ENR	Janet Welch	1967-06-06	UHC-62693-06	—	3614 Forest Ave, Gilbert, AZ, 85281	0.80	Date of birth reformatted Phone missing area code State code upper-cased Whitespace trimmed
PRV-23148	PRV	Kenneth Johnston	1958-01-24	UHC-37545-66	—	7999 Oak St, Tempe, AZ, 85201	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
ENR-119184	ENR	Laura Cox	1989-04-12	UHC-88581-39	—	5186 Desert Sky Blvd, Dallas, TX, 75208	0.80	Date of birth reformatted Phone missing area code Member ID reformatted Placeholder values cleared
CLM-427355	CLM	Sarah Freeman	2008-03-23	UHC-43778-26	—	4010 Meadow Ln, Seattle, WA, 98149	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-421863	CLM	Walter H Brooks	1951-10-09	—	—	—	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-406269	CLM	Nancy Hoffman	1945-06-23	—	—	1994 Maple Ave, Dallas, TX, 75217	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-51435	TPA	Greg Romero	1958-11-23	—	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
TPA-63946	TPA	Andrea Silva	1968-07-26	—	—	—	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared

2,021 rows, page 35 of 41Previous Next