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 “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
ENR-120695	ENR	Patricia Y Oliver	1956-09-08	UHC-10035-02	2417575054	3500 Cedar Ln, Mesa, AZ, 85280	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431915	CLM	Juan Myers	2000-11-12	—	9623449518	5401 Park Pl, Dallas, TX, 75281	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-133364	ENR	Ashley N Woods	1974-05-27	UHC-73202-29	5276781597	8709 Oak St, Eden Prairie, MN, 55383	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-133365	ENR	Ashley N Woods	1974-05-27	UHC-73202-29	5276781597	8709 Oak St, Eden Prairie, MN, 55383	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-421106	CLM	Stephen U Elliott	1993-12-09	—	7068913399	209 Maple Ave, Columbus, OH, 43232	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-421920	CLM	Kevin Burke	1985-11-22	—	—	5265 Main St, Eden Prairie, MN, 55387	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50666	TPA	Daniel Wright	1970-12-24	—	—	1934 Valley View Dr, Orlando, FL, 32856	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-427016	CLM	Henry Alvarado	1960-08-24	UHC-71930-79	9898795800	569 Highland Ave, Austin, TX, 78726	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119551	ENR	Gregory U Ramos	1984-08-11	UHC-69287-98	3377004135	843 Harbor Blvd, Nashville, TN, 37202	0.62	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
CLM-403816	CLM	Jesse Alvarez	1939-04-07	UHC-20741-25	6416446781	8496 Harbor Blvd, Scottsdale, AZ, 85271	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132129	ENR	Beverly Soto	1948-01-21	UHC-14300-46	6436909399	3256 Elm St, Orlando, FL, 32869	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24542	PRV	Evelyn Z Freeman	1958-03-22	—	5744770213	1736 Mountain View Dr, Atlanta, GA, 30364	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21833	PRV	Jason Morales	1947-11-11	—	7029978960	3993 Desert Sky Blvd, Charlotte, NC, 28246	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
CLM-427777	CLM	Billy Romero	1992-09-22	UHC-51311-12	4513129900	6253 Church St, Mesa, AZ, 85294	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124926	ENR	Carol B Gibson	1941-01-10	UHC-92939-34	3465222203	6007 Oak St, Tempe, AZ, 85235	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-420522	CLM	Judith Ford	1949-12-12	—	8073744480	4607 Mountain View Dr, Miami, FL, 33147	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50789	TPA	Robert Lawrence	1947-08-14	—	3046283850	2875 Elm St, Columbus, OH, 43237	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406908	CLM	Emily X Greene	1972-11-07	UHC-54979-01	2975559707	4133 Willow Ct, Chandler, AZ, 85286	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-53083	TPA	Janet McDonald	1982-06-05	UHC-29446-60	3975337165	5152 Sunset Blvd, Tempe, AZ, 85297	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127900	ENR	Janet E Brown	1939-08-23	UHC-78003-20	6197299720	1614 Washington St, Dallas, TX, 75288	0.62	Street suffix standardised Address re-cased City re-cased Email lower-cased+3 more
CLM-414092	CLM	Joseph S Freeman	1986-11-01	UHC-94064-09	7652221778	3239 Mesa Dr, Orlando, FL, 32896	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-114241	ENR	Alexis W Freeman	1939-02-06	UHC-84619-94	7013294433	199 Bayshore Dr, Charlotte, NC, 28290	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-102876	ENR	Roger I Kennedy	2008-08-26	UHC-64119-90	8468393656	3119 Desert Sky Blvd, Tampa, FL, 33615	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-421300	CLM	Amber Palmer	1958-05-09	UHC-28566-35	—	5064 Church St, Austin, TX, 78748	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-116259	ENR	Janice T Hanson	1966-12-14	UHC-80875-48	8507143700	5303 Willow Ct, Tempe, AZ, 85271	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423235	CLM	Diana Perkins	1972-04-01	UHC-40992-46	7469723876	7397 Church St, Nashville, TN, 37297	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54917	TPA	Nancy Wright	1988-08-12	—	2338354224	7666 Oak St, Los Angeles, CA, 90040	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28956	PRV	Helen Ryan	1998-10-21	—	6305830091	3533 Pine Dr, Atlanta, GA, 30366	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-141845	ENR	Wayne V Dean	1988-12-23	UHC-74792-22	9394366445	5386 Church St, Plano, TX, 75056	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-134677	ENR	Scott Garcia	1938-10-27	UHC-93685-32	—	5651 Market St, Mesa, AZ, 85228	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61838	TPA	Ellijah L Montgomery	1993-03-04	—	2499077765	7134 Jefferson Ave, Nashville, TN, 37234	0.62	Name re-cased Phone reformatted State name converted to code Email lower-cased+3 more
CLM-409865	CLM	Catherine Harper	2000-10-15	UHC-66620-68	—	5487 Ridge Rd, Charlotte, NC, 28223	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-109541	ENR	Lisa J Bryant	1997-02-06	UHC-10875-81	9268184628	5893 Meadow Ln, Nashville, TN, 37224	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103912	ENR	Santiago U Montgomery	1957-05-16	UHC-14592-19	5512532287	6139 Sunset Blvd, Plano, TX, 75047	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114866	ENR	Maria Y Sngh	1987-02-18	UHC-25269-47	4212876631	3060 Lincoln Way, Austin, TX, 78790	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-55294	TPA	Douglas Obrien	1966-08-26	—	—	6471 Church St, Chandler, AZ, 85231	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-135516	ENR	Anna P Ortiz	1950-04-27	UHC-17770-72	4955288843	7138 Forest Ave, Jacksonville, FL, 32293	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27256	PRV	Andrew Vargas	1942-06-24	—	7979818086	8072 Mountain View Dr, San Diego, CA, 92104	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-20614	PRV	Charlotte V Moore	2002-02-05	—	8357656917	3631 Market St, Minneapolis, MN, 55475	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61765	TPA	Barbara Cooper	1993-09-17	—	4927428526	1440 Forest Ave, Tempe, AZ, 85245	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121898	ENR	Valentina Y Johnson	1952-12-16	UHC-30272-86	7883367091	9880 Canyon Rd, San Diego, CA, 92191	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-105955	ENR	Torres Janet	1984-02-13	UHC-48740-56	5929955683	4107 Bayshore Dr, Phoenix, AZ, 85014	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-115160	ENR	Kimberly T Berry	1983-04-14	UHC-52540-52	6779848631	8813 Apache Blvd, Mesa, AZ, 85226	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-416359	CLM	Gabriel Estrada	1989-03-12	UHC-50678-72	—	1134 Broadway, Charlotte, NC	0.62	Name re-cased Date of birth reformatted Address re-cased ZIP missing+3 more
PRV-27380	PRV	Kaen Oliver	1961-01-25	UHC-08596-95	8316253695	532 Lincoln Way, Houston, TX, 77049	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-431540	CLM	William Webb	1986-01-20	UHC-85317-53	—	2004 Willow Ct, San Diego, CA, 92121	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127921	ENR	Rebecca Park	1981-01-12	UHC-63041-07	5574085092	119 Market St, Fresno, CA, 93758	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111261	ENR	Anna Mason	1996-04-17	UHC-83078-50	2546820406	5640 Harbor Blvd, Tucson, AZ, 85781	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124340	ENR	Bruce R Sanchez	1958-03-21	UHC-55488-72	7244931820	2162 Hillcrest Rd, Sacramento, CA, 95843	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430998	CLM	Patricia J Campbell	2005-01-09	UHC-11831-88	2884738339	921 Jefferson Ave, Miami, FL, 33141	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more

16,828 rows, page 119 of 337Previous Next