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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109523	ENR	Theresa P Stevens	1954-10-25	UHC-14306-89	2544469666	9388 Church St, Eden Prairie, MN, 55377	0.82	Name split from “Last, First”Email lower-cased Whitespace trimmed
TPA-64351	TPA	Steven Wagner	1975-01-28	—	—	4395 Central Ave, Eden Prairie, MN, 55388	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
CLM-410358	CLM	Ahmmed Riley	2007-03-13	UHC-08481-83	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-417651	CLM	Jacob P Walker	1999-02-27	UHC-50958-96	4869501794	2767 Highland Ave, Scottsdale, AZ, 85250	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-142505	ENR	Cheryl A Scott	1951-12-10	UHC-54074-36	4853403148	9579 Jefferson Ave, Atlanta, GA, 30331	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
ENR-116694	ENR	Lisa V Roberts	1956-08-22	UHC-99682-09	3233552077	3778 Cedar Ln, Minneapolis, MN, 55433	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
PRV-24489	PRV	Betty Walsh	1988-09-04	—	—	3850 Maple Ave, Sacramento, CA, 95804	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-29541	PRV	Carolyn C Arnold	1961-01-28	—	9093511403	5629 Broadway, Dallas, TX, 75254	0.82	Name split from “Last, First”Address re-cased Placeholder values cleared
CLM-430248	CLM	Russell Matthews	2002-06-26	—	—	288 Desert Sky Blvd, San Antonio, TX, 78282	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-51121	TPA	Grace Chapman	1971-05-12	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-52941	TPA	Donald Castillo	1942-07-26	—	5183424288	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-133878	ENR	Linda I Stewart	1976-03-11	UHC-40910-55	2859938775	3321 Valley View Dr, Minneapolis, MN, 55411	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
TPA-62496	TPA	Mark Guzman	1953-04-07	UHC-53643-04	—	9499 Forest Ave, Scottsdale, AZ, 85292	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-407463	CLM	Ana Hunter	2008-10-04	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-409824	CLM	Joe Thomas	1980-08-27	UHC-66607-08	4176737554	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-142836	ENR	Martha Q Salazar	1964-01-07	UHC-02417-94	7228801439	3257 Broadway, Tempe, AZ, 85257	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-422968	CLM	Barbara Brooks	1996-11-13	UHC-35893-48	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-423590	CLM	Kevin O Siingh	1994-08-20	UHC-44191-84	6593986444	8045 Broadway, Mesa, AZ, 85252	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-130058	ENR	Arjun Hansen	2008-12-22	UHC-24319-70	8946064469	8163 Apache Blvd, Phoenix, AZ, 85006	0.82	Name split from “Last, First”Phone reformatted City re-cased
PRV-27689	PRV	Kayla Schmidt	1973-12-05	—	6105445206	7183 Sunset Blvd, Columbus, OH, 43276	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-432194	CLM	Joe Herrera	1993-11-14	—	3824528964	9242 Willow Ct, Fresno, CA, 93711	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-100616	ENR	Mei Q Bennett	1978-06-19	UHC-99084-44	2346979705	3424 Mountain View Dr, Las Vegas, NV, 89132	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
TPA-54732	TPA	Julie Stone	1998-01-11	—	6165079321	1065 Meadow Ln, Phoenix, AZ, 85080	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-421069	CLM	Billy Morris	2002-09-27	UHC-18091-66	8985323762	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-50119	TPA	Walter Estrada	1987-03-07	—	—	1573 Indian School Rd, Eden Prairie, MN, 55304	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-430777	CLM	Carol A Jordan	1996-07-15	UHC-04959-09	2436162008	5834 Broadway, Glendale, AZ, 85380	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-414848	CLM	Pamela Hughes	1962-02-24	UHC-75410-20	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-404807	CLM	Philip Cruz	1950-04-31	UHC-16685-19	8113338351	7326 Broadway, Atlanta, GA, 30313	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-416777	CLM	Karen Mitchell	1996-06-04	UHC-88403-77	9339211041	—	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
CLM-410219	CLM	David Yang	2008-01-27	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-58312	TPA	Jacob Medina	1968-08-23	—	6954615616	8514 Park Pl, Tempe, AZ, 85243	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-420873	CLM	Donna Cook	1978-02-12	UHC-07640-06	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-417597	CLM	Alan Jimenez	2004-10-07	UHC-80729-25	6612795760	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
PRV-28073	PRV	Mariana Owens	1998-06-24	—	5198981877	6172 Ocean Ave, Orlando, FL, 32836	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-116496	ENR	Gabriel J Setwart	2001-05-26	UHC-98340-36	9252878598	6498 Palm Dr, Denver, CO, 80274	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-131511	ENR	Doris Y Thomas	1984-12-15	UHC-73006-67	—	1951 Union St, San Diego, CA, 92188	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-417002	CLM	Dylan Clark	1998-10-11	UHC-69372-05	6553692711	3398 Apache Blvd, Eden Prairie, MN, 55367	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
PRV-23699	PRV	Brtitany Hernandez	1972-01-22	UHC-97157-40	9603471351	8092 Washington St, Miami, FL, 33152	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
TPA-56461	TPA	Albert Brooks	1974-06-08	—	—	3371 Elm St, Tempe, AZ, 85259	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-403908	CLM	Cheryl Thompson	1959-10-20	UHC-88060-98	6019512107	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-57070	TPA	Michelle P Taylor	2003-11-02	—	—	9367 Park Pl, Tucson, AZ, 85790	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
ENR-141813	ENR	Natalie K Daniels	1951-11-18	UHC-67354-43	6543049510	1690 Pine Dr, Eden Prairie, MN, 55375	0.82	Name split from “Last, First”Phone reformatted Member ID reformatted
ENR-106358	ENR	Heather S Myers	1958-01-04	UHC-23811-98	4379955558	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-50819	TPA	Emma P Lopez	1982-07-16	UHC-06552-13	7443418913	932 Harbor Blvd, Tampa, FL, 33652	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
ENR-131075	ENR	Bradley N Hughes	1996-05-25	UHC-90029-18	6623825604	6130 Lincoln Way, San Antonio, TX, 78234	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
ENR-104255	ENR	Sean Stone	1999-07-28	UHC-06362-01	2987545594	9859 Palm Dr, Fresno, CA, 93792	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-137870	ENR	Diane J George	1994-09-26	UHC-41609-92	4503834466	6546 Spring St, Houston, TX, 77077	0.82	Name split from “Last, First”Phone reformatted City re-cased
ENR-130590	ENR	Grace A Palmer	1973-05-10	UHC-09736-93	7643312034	8603 Church St, Mesa, AZ, 85290	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-133760	ENR	Samuel R Warren	1965-09-26	UHC-54831-03	9117608602	6255 Ridge Rd, Scottsdale, AZ, 85220	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
TPA-52858	TPA	Mateo Vazquez	1964-10-05	UHC-94454-99	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared

9,980 rows, page 190 of 200Previous Next