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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-409518	CLM	Hiroshi Freeman	1977-05-09	UHC-18692-03	4563485461	5685 Lake View Rd, Mesa, AZ, 85282	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-119694	ENR	Christine Bishop	1963-08-16	UHC-37025-54	8687631462	3732 Indian School Rd Apt 25, San Antonio, TX, 78266	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-119768	ENR	Chris Fuller	1947-05-27	UHC-77707-71	9128520357	7758 River Rd, Eden Prairie, MN	0.52	Phone reformatted State name converted to code ZIP missing Email lower-cased+2 more
ENR-133734	ENR	Ruth E Wheeler	2007-03-13	UHC-38169-95	6276220062	4468 Cedar Ln, Minneapolis, MN, 55429	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20022	PRV	Joyce A Contreras	1966-07-03	UHC-09400-72	6224547008	2980 Park Pl, Mesa, AZ	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-128175	ENR	Stephen V Rss	2000-09-10	UHC-97438-20	3278205147	1885 Grand Ave, Jacksonville, FL, 32290	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107122	ENR	Hannah G Garrett	1993-01-09	UHC-32176-42	6057650156	478 Sunset Blvd, Minneapolis, MN, 55493	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-100253	ENR	Christopher Stevens	1949-06-27	UHC-34040-26	7467742832	1811 Lincoln Way, Las Vegas, NV, 89118	0.52	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-123126	ENR	Gerald B Dixon	1986-01-13	UHC-04299-88	3423122740	2943 Central Ave, Las Vegas, NV, 89158	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-423132	CLM	Cynthia King	1981-07-10	UHC-15784-43	3084654069	386 Mesa Dr, Fresno, CA, 93754	0.52	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
CLM-400668	CLM	Ashley Jones	1969-09-11	UHC-95558-79	—	1608 Desert Sky Blvd, Tucson, AZ, 85744	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
TPA-59450	TPA	Jesse Cunningham	—	—	8137064995	7036 Grand Ave, Tampa, FL	0.52	Name re-cased Date of birth unreadable Phone reformatted State name converted to code+2 more
CLM-430817	CLM	Diego Montgomery	1950-06-08	UHC-56570-23	9429118311	2865 Main St, Columbus, OH, 43211	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-107095	ENR	Judith H Cooper	1957-01-28	UHC-10497-18	9665560317	6211 Palm Dr, Eden Prairie, MN, 55331	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-119525	ENR	Judy Y Taylor	1981-09-10	UHC-53339-84	8006054995	3763 Meadow Ln, San Antonio, TX, 78245	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-135745	ENR	Edward N Ellis	1979-04-10	UHC-04613-77	3896890798	4385 Broadway, Mesa, AZ, 85288	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Address re-cased+2 more
ENR-128964	ENR	Megan Park	1948-12-04	UHC-97248-72	5642837294	3187 Maple Ave, Seattle, WA, 98184	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-415894	CLM	Diego Lane	1943-06-06	—	—	1277 Baseline Rd, San Diego, CA, 92186	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
TPA-56058	TPA	Henry Z Johnson	1982-05-24	—	—	8640 Willow Ct, Tucson, AZ, 85757	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424078	CLM	Hannah Bradley	1971-09-11	—	—	3317 Elm St, Houston, TX	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
TPA-59444	TPA	William Payne	1942-07-04	—	—	6262 Sunset Blvd # 599, Charlotte, NC, 28204	0.52	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more
CLM-415759	CLM	Michael Anderson	1966-05-26	UHC-95902-85	—	8542 Willow Ct, Jacksonville, FL, 32260	0.52	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-416296	CLM	Jerry Watkins	1957-07-07	UHC-20153-72	9407703748	2207 Washington St # 434, Los Angeles, CA, 90098	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-112963	ENR	Joe Q Hernandez	—	UHC-15476-72	7448370918	795 Maple Ave, Tempe, AZ, 85295	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138554	ENR	Logan P Sanders	1962-11-27	UHC-91805-80	6994950698	5114 Forest Ave, Fresno, CA, 93769	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142594	ENR	Mei Q Howell	1961-04-12	UHC-44146-28	9004678163	3682 Spring St, Las Vegas, NV, 89135	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-119240	ENR	Amy Lane	1961-05-10	UHC-24923-31	5743203440	8713 Camelback Rd, Tempe, AZ, 85274	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-133006	ENR	Priya G Arnold	1943-10-15	UHC-20609-33	6347644906	4401 Ridge Rd, Seattle, WA, 98131	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403691	CLM	Gary V Weber	1980-03-13	UHC-46874-68	—	7590 Forest Ave, Seattle, WA, 98100	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101600	ENR	Walter Garza	2008-06-23	UHC-07202-12	—	5014 Ocean Ave, Charlotte, NC, 28269	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-414140	CLM	Raymond Banks	1966-04-28	UHC-72994-01	—	3219 Grand Ave, Eden Prairie, MN	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
TPA-64196	TPA	Roger Wang	1950-02-04	—	5287310709	5745 Jefferson Ave, Charlotte, NC, 28271	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-28217	PRV	Ashley D Cook	1970-12-27	UHC-87838-91	—	857 Palm Dr, Tampa, FL, 33628	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-118264	ENR	Mariana Webb	1981-01-23	UHC-95353-72	—	4877 Mountain View Dr Apt 21, Seattle, WA, 98119	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street State name converted to code+2 more
ENR-120750	ENR	Larry L Morales	2002-09-18	UHC-01817-65	6217476977	1782 Ridge Rd, Sacramento, CA, 95853	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-408467	CLM	Judy Payne	1950-01-20	—	—	1141 Indian School Rd, Minneapolis, MN, 55402	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-415266	CLM	Albet W Richadrs	1994-01-03	—	3465088391	3265 Church St, Chandler, AZ, 85246	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429008	CLM	Peter Garrett	1989-03-09	—	6724364168	6303 Church St, Orlando, FL, 32831	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428187	CLM	Victoria Ramirez	1987-10-14	—	4828457852	3413 Desert Sky Blvd Apt 7, Mesa, AZ, 85267	0.52	Phone reformatted Unit split from street State name converted to code Gender normalised+2 more
ENR-130379	ENR	Cynthia Nunez	1966-08-17	UHC-40492-89	3119155397	6744 Camelback Rd Apt 11, Mesa, AZ, 85207	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-135029	ENR	Charles Robinsson	—	UHC-14595-20	—	3748 Ocean Ave, Tempe, AZ, 85277	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-111838	ENR	John V Andrews	1960-09-20	UHC-04984-49	—	8168 Lincoln Way, Dallas, TX, 75234	0.52	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-142099	ENR	Jonathan X Bishop	1998-06-24	UHC-27890-40	7253008403	5797 Desert Sky Blvd, Mesa, AZ, 85215	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-425773	CLM	Joan J Soto	1981-05-17	—	7578853556	1004 Apache Blvd, Los Angeles, CA, 90000	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402226	CLM	Alice Singh	1983-02-16	—	—	4384 Main St, San Antonio, TX	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57749	TPA	Marilyn King	1970-10-14	—	8824665571	7092 Pine Dr, Houston, TX, 77078	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-404273	CLM	Adam Clark	1994-12-09	UHC-19041-57	2088420531	4456 Park Pl, Denver, CO, 80201	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-419334	CLM	Gregory F James	1971-03-22	—	—	8867 Hillcrest Rd # 519, Charlotte, NC, 28249	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-120467	ENR	Wei Kim	1968-03-07	UHC-37453-94	7787425992	7066 Hillcrest Rd, Houston, TX, 77052	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402930	CLM	Gregory Morales	1942-12-05	UHC-11323-44	3389600893	999 Jefferson Ave, Chandler, AZ, 85271	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more

9,084 rows, page 47 of 182Previous Next