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 code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-29129	PRV	Susan Contreras	1963-04-01	UHC-06057-20	5623228934	7437 Sage Ct, Columbus, OH, 43295	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101041	ENR	Angeal Yang	1970-01-18	UHC-08091-97	—	7662 Oak St, Austin, TX, 78702	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-106928	ENR	Carl V Kennedy	1947-07-22	UHC-27655-75	6643127574	7406 Ridge Rd, Columbus, OH, 43259	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412230	CLM	Yuki King	1991-07-06	UHC-91956-26	4846826628	3840 Canyon Rd, Miami, FL, 33179	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408273	CLM	Glooria Webb	1941-12-28	UHC-39563-01	4218900395	7915 Mountain View Dr, Austin, TX, 78757	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57122	TPA	Jack D Hall	1999-09-13	—	8925450884	5459 Canyon Rd, San Diego, CA, 92191	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-24250	PRV	Tim Sims	2008-09-12	UHC-24501-74	8627090425	3299 River Rd, Las Vegas, NV, 89134	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21251	PRV	Joyce D Ramos	1952-01-06	—	5677609145	471 Spring St, Las Vegas, NV, 89109	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430968	CLM	Jonathan Simmons	1988-05-11	UHC-03464-95	7915150208	8022 Jefferson Ave, Las Vegas, NV, 89194	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
PRV-21029	PRV	Christian Perez	1978-01-11	UHC-47113-40	—	9660 Grand Ave Apt 35, Tempe, AZ, 85211	0.74	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
ENR-101074	ENR	Grace O Little	1972-02-06	UHC-70114-35	7943580354	4309 Spring St, Scottsdale, AZ, 85229	0.74	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-425209	CLM	Helen Ptael	1995-03-27	UHC-69833-28	7783790438	3185 Valley View Dr, Nashville, TN, 37228	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130017	ENR	Kathryn U Cooper	1979-09-21	UHC-84332-55	6334853736	2370 Ridge Rd, Mesa, AZ, 85215	0.74	Phone reformatted City re-cased State code upper-cased Email lower-cased+3 more
ENR-141006	ENR	Bruce T Garrett	1962-07-12	UHC-64079-01	8223304412	383 Central Ave, Miami, FL, 33114	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
ENR-131970	ENR	Austin Rose	1944-06-18	UHC-24245-99	8235775049	4041 Forest Ave, Plano, TX, 75007	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-58314	TPA	Juan Lane	1965-04-02	—	7112893968	7809 Lake View Rd, Mesa, AZ, 85200	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121190	ENR	Jon Oliver	—	UHC-44697-32	3769185738	708 Forest Ave, San Antonio, TX, 78224	0.74	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
TPA-53325	TPA	Judith Boyd	1968-05-15	UHC-46308-61	—	9713 Desert Sky Blvd, Charlotte, NC, 28258	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-102637	ENR	Barbara R Jacbos	1984-08-03	UHC-84370-28	5343695383	2168 Harbor Blvd, Scottsdale, AZ, 85245	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115588	ENR	Cynthia Ramirez	1949-07-11	UHC-27116-13	—	8515 Ridge Rd, Tampa, FL, 33642	0.74	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-21378	PRV	Peteer Clark	1947-06-08	—	6056117774	275 Cedar Ln, Denver, CO, 80294	0.74	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-119827	ENR	Denise M Morrison	1980-05-09	UHC-28395-72	7618677344	5045 Bayshore Dr, Sacramento, CA, 95830	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124772	ENR	Eric I Weber	1941-05-28	UHC-30418-97	2944307087	3755 Mountain View Dr, Atlanta, GA, 30352	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-58696	TPA	Jesse Pena	1982-07-12	—	7019750620	9522 Oak St, Las Vegas, NV, 89171	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110338	ENR	Kenneth F Park	1949-07-22	UHC-68608-54	2286759322	9438 Pine Dr, Los Angeles, CA, 90038	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142885	ENR	Bobby Myers	1956-05-09	UHC-26951-75	5732117958	4441 Mesa Dr, Phoenix, AZ, 85041	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408336	CLM	Mateo Gonzales	1978-04-10	UHC-83490-21	4712284517	7746 Ocean Ave, Tempe, AZ, 85292	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61198	TPA	Juan A Graham	1938-06-16	—	—	4334 Harbor Blvd, Fresno, CA, 93733	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-28194	PRV	Nicholas Jackson	1987-08-03	UHC-25427-08	5773694218	1109 Maple Ave, Chandler, AZ, 85260	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-28195	PRV	Nicholas Jackson	1987-08-03	UHC-25427-08	5773694218	1109 Maple Ave, Chandler, AZ, 85260	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-110312	ENR	Jacqueline Williamson	1952-06-01	UHC-44237-32	3996918034	1442 Canyon Rd, Las Vegas, NV, 89162	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428729	CLM	Adam Mitchell	1955-06-06	UHC-63450-13	—	2564 River Rd, Fresno, CA, 93739	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-119748	ENR	Charles I Burke	1991-05-15	UHC-82580-99	8557747509	3100 Lake View Rd, Atlanta, GA, 30302	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20464	PRV	Mary Murray	1980-11-05	—	2116793407	1000 Spring St, Miami, FL, 33103	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23976	PRV	Brittany Munoz	1960-04-02	UHC-87830-57	8025740413	8564 Meadow Ln, Orlando, FL, 32831	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62326	TPA	Keith Larson	1994-01-19	—	2916371340	4843 Oak St, Dallas, TX, 75229	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403413	CLM	Douglas H Ruiz	1997-09-11	UHC-49143-85	—	4282 Meadow Ln, Tempe, AZ, 85246	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-120590	ENR	Donna N Weaevr	1955-03-14	UHC-45899-75	6488785248	9791 Park Pl, Austin, TX, 78756	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112507	ENR	Freeman E Eric	1962-05-09	UHC-17531-99	3566904311	4064 Indian School Rd, San Diego, CA, 92165	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134534	ENR	Aaron R Foster	1946-01-19	UHC-62336-70	6017715743	1771 Oak St, Chandler, AZ, 85256	0.74	Date of birth reformatted Phone reformatted State code upper-cased Email lower-cased+3 more
ENR-106643	ENR	Timothy Lopez	1946-01-15	UHC-58975-81	5136726619	9308 Meadow Ln, Nashville, TN, 37271	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-61973	TPA	Joyce Howard	1978-05-03	—	2235481783	6070 Maple Ave, Glendale, AZ, 85302	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121013	ENR	Judy Bennett	1968-05-22	UHC-60721-43	6934297827	2494 Apache Blvd, Plano, TX, 75095	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407073	CLM	Charlotte Coleman	1994-05-05	UHC-33194-46	7035761622	4598 Baseline Rd, Nashville, TN, 37221	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-422879	CLM	Jonathan Kelly	1985-10-27	UHC-10931-15	5845997566	5606 Washington St, Phoenix, AZ, 85082	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-62854	TPA	Mariana Williamson	1967-04-01	—	4858857683	4594 Main St, Denver, CO, 80267	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128626	ENR	Amy Wood	2004-07-19	UHC-57521-60	—	8517 Apache Blvd, Columbus, OH, 43201	0.74	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-102738	ENR	Patrick S Reed	1951-10-20	UHC-09722-24	5714888861	5033 Mountain View Dr, Sacramento, CA, 95801	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23592	PRV	Judy Jimenez	2006-07-10	UHC-73726-15	3739974886	4481 Camelback Rd, Tampa, FL, 33619	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-401043	CLM	Jesse Hunt	2006-12-05	UHC-34095-99	—	8783 Jefferson Ave, Gilbert, AZ, 85219	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

4,010 rows, page 34 of 81Previous Next