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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-129739	ENR	Brandon V Park	1974-03-06	UHC-98562-48	9232995936	6348 Ocean Ave, Houston, TX, 77034	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
PRV-27057	PRV	Aaron Nguyen	1980-01-03	UHC-97529-09	2644934696	7123 Baseline Rd, Minneapolis, MN, 55418	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-417429	CLM	Maria Jenkins	1941-07-28	UHC-97871-08	—	771 Ridge Rd, Denver, CO, 80202	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-100773	ENR	Don H Morris	1942-04-15	UHC-50338-69	—	8022 Elm St, San Antonio, TX	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-123494	ENR	Beverly Romero	1963-02-22	UHC-08319-07	6784132451	7088 Ocean Ave, Miami, FL, 33182	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57531	TPA	Gary Carr	1957-05-06	UHC-25634-04	—	9019 Washington St, Scottsdale, AZ, 85209	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-142717	ENR	Doris McDonald	1977-06-19	UHC-00910-81	5318250759	566 Church St, Chandler, AZ, 85203	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414828	CLM	Henry V Perkins	1980-07-05	—	4519060510	5280 Camelback Rd, Miami, FL	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137577	ENR	Gabriel G Riley	1973-07-26	UHC-30685-65	7886189483	7975 Washington St, Miami, FL, 33140	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111815	ENR	Shirley Hamilton	1965-04-13	UHC-34685-86	2013063578	7853 Ridge Rd, Atlanta, GA, 30328	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-62486	TPA	Sophia Morgan	1989-01-15	—	—	504 River Rd, Houston, TX, 77048	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-416559	CLM	Jacck Bowman	1940-04-17	—	3062909753	8293 Washington St Apt 11, Gilbert, AZ, 85205	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
CLM-407385	CLM	George Holmes	1997-06-27	UHC-85048-47	—	6643 Hillcrest Rd, Denver, CO, 80278	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-134481	ENR	Cynthia T Robinson	1969-08-26	UHC-25770-44	2334150499	1360 Meadow Ln, Houston, TX, 77037	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-64471	TPA	Margaret Patel	1991-06-28	—	2595516968	6042 Hillcrest Rd, Austin, TX, 78791	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134319	ENR	Barbara Richards	1996-08-19	UHC-03646-01	2549037805	8224 Grand Ave, Tampa, FL	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-420943	CLM	Russell Bell	2006-04-02	UHC-91116-58	2987968758	2688 Jefferson Ave, Atlanta, GA, 30380	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
PRV-27770	PRV	Hawkins Maria	1994-06-26	UHC-12919-09	7418838368	7375 Forest Ave Apt 10, Columbus, OH, 43233	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-104543	ENR	Betty Alvarez	1972-04-14	UHC-47990-27	—	5477 Mountain View Dr, Scottsdale, AZ, 85223	0.50	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+3 more
ENR-138385	ENR	Lucia P Ellis	1972-09-15	UHC-81593-46	9297806190	1316 Sage Ct, Chandler, AZ, 85252	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120826	ENR	Keith White	1950-05-09	UHC-00331-85	5229317985	5603 Jefferson Ave, Denver, CO, 80215	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-400360	CLM	Anna Stevens	1970-11-09	UHC-64371-85	8123424815	582 Union St, Orlando, FL, 32828	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-102596	ENR	Robert T Chen	1981-09-28	UHC-20989-04	9444041252	3700 Willow Ct, Las Vegas, NV, 89139	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-413025	CLM	Kayla Gardner	1947-02-13	UHC-87728-37	—	9879 Elm St, Jacksonville, FL, 32278	0.50	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-404277	CLM	Virginia H Ross	1944-06-04	UHC-66259-56	4014827608	8604 Maple Ave, Tempe, AZ, 85297	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-120735	ENR	Ronald Li	2005-05-05	UHC-48215-18	3247442986	7592 Canyon Rd, Chandler, AZ, 85209	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-25687	PRV	Vincent Gilbert	2005-03-11	—	4174329160	5120 Cedar Ln, San Diego, CA, 92158	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-100558	ENR	Terry I Martinez	1970-10-08	UHC-27731-53	6723861608	5456 Park Pl, San Antonio, TX, 78251	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-53328	TPA	Beverly Harris	2002-03-03	—	2919754979	1193 Apache Blvd, Scottsdale, AZ, 85211	0.50	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-135044	ENR	Jennifer Bishop	1971-11-19	UHC-66354-28	7299319861	8524 Lake View Rd # 125, Charlotte, NC, 28265	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
TPA-58331	TPA	Ethan Perry	2007-06-27	UHC-68803-96	—	124 Park Pl, Eden Prairie, MN, 55357	0.50	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-133032	ENR	Kyle R Allen	1975-06-13	UHC-18084-56	3518917686	1239 Sage Ct, Tempe, AZ, 85260	0.50	Two-digit birth year Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-131702	ENR	Betty W Perez	1993-11-02	UHC-48568-73	6404220879	7980 Sage Ct, Houston, TX, 77045	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418744	CLM	Marilyn Barnes	1997-03-01	UHC-46631-14	9546693317	1252 Mountain View Dr, Chandler, AZ, 85275	0.50	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-128695	ENR	Nancy Williamson	1948-03-24	UHC-86218-75	8245117466	8444 Apache Blvd # 354, Fresno, CA, 93781	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
TPA-55544	TPA	Sadra Nelson	1965-05-01	—	—	699 Desert Sky Blvd, Fresno, CA, 93771	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-117485	ENR	Albert Chavez	1977-02-08	UHC-43543-75	3206029693	6905 Maple Ave Apt 25, Fresno, CA, 93783	0.50	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-422993	CLM	Betty G Gomez	1977-06-09	—	3774138090	347 Main St, Tampa, FL, 33632	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-57953	TPA	Rachel Q Jacobs	1997-04-04	—	—	8448 Camelback Rd # 179, Gilbert, AZ, 85206	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
CLM-406320	CLM	Stephanie Vargas	1954-12-15	—	7878145246	5974 Desert Sky Blvd, Fresno, CA, 93745	0.50	Name split from “Last, First”Two-digit birth year City re-cased State code upper-cased+3 more
ENR-132948	ENR	Ryan Davis	1968-07-03	UHC-16030-43	—	3316 Hillcrest Rd, Sacramento, CA	0.50	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+3 more
ENR-117222	ENR	Sophia Ferguson	1956-12-12	UHC-38535-74	6188715819	5698 Baseline Rd, San Antonio, TX, 78225	0.50	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-404482	CLM	Maria Fields	2000-02-10	—	4563813806	9137 Ocean Ave, Sacramento, CA, 95838	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109417	ENR	Shirley Cruz	1978-10-23	UHC-86255-78	8457280068	814 Baseline Rd, Glendale, AZ, 85314	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-105673	ENR	Patryck Willis	1966-07-03	UHC-50932-49	4114404827	1850 Cedar Ln, Denver, CO, 80233	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+3 more
ENR-100971	ENR	Ronald Perez	1980-01-07	UHC-12194-35	4698227013	3180 Elm St, Charlotte, NC, 28284	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-109063	ENR	Amber O Delgado	1998-09-15	UHC-52060-85	7168981217	6469 Market St # 734, Minneapolis, MN, 55401	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
ENR-118842	ENR	Cheryl U Wang	1959-07-15	UHC-22851-71	6223808771	2046 River Rd, Plano, TX, 75069	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103733	ENR	Beverly B Taylor	1996-03-12	UHC-10404-50	4842487245	8531 Canyon Rd, Mesa, AZ, 85240	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-432319	CLM	Justin Powell	1983-02-13	UHC-42263-27	—	2150 Spring St, Columbus, OH, 43255	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more

6,661 rows, page 27 of 134Previous Next