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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-407303	CLM	Kayla Graham	1955-06-10	—	—	1485 Baseline Rd, Columbus, OH, 43288	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-114650	ENR	Diana G Boyd	1955-04-18	UHC-11471-55	6088262669	1473 Sage Ct, San Antonio, TX, 78290	0.52	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116624	ENR	Priya P Morgan	1945-08-17	UHC-69874-28	7852782422	2195 Lake View Rd, Dallas, TX, 75209	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401659	CLM	Timothy Carpenter	1991-02-01	—	—	9850 Mesa Dr, San Antonio, TX, 78252	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-128101	ENR	Roonald Guerrero	1953-09-22	UHC-63884-96	8149949320	8347 Market St, Scottsdale, AZ, 85262	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-127035	ENR	Bruce J Wrigt	1963-11-10	UHC-57010-36	3139077538	1735 Sage Ct, Mesa, AZ, 85205	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141062	ENR	Russell F Schultz	—	UHC-35071-02	6498910779	4539 Market St, Scottsdale, AZ, 85227	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51350	TPA	Diana Reid	2000-02-01	—	—	9358 Desert Sky Blvd, Sacramento, CA, 95844	0.52	Name re-cased Two-digit birth year State name converted to code ZIP+4 trimmed+2 more
TPA-55698	TPA	Ruth W Payne	1977-11-16	—	6968055688	6794 Church St, Jacksonville, FL, 32290	0.52	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-119507	ENR	Christina Ortega	1971-07-03	UHC-06273-61	4727478991	2874 River Rd, Tucson, AZ, 85765	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-411109	CLM	Adam Rogers	1991-02-14	UHC-08320-64	—	550 Valley View Dr, Tampa, FL, 33679	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-410953	CLM	Alex Diaz	2001-08-14	—	—	3718 Mountain View Dr, Eden Prairie, MN, 55318	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-114341	ENR	Diane Lawson	1992-01-09	UHC-62696-54	5178300677	9198 Mesa Dr, Chandler, AZ, 85296	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-128341	ENR	Donna T Aguilar	1991-06-09	UHC-53014-02	2775435026	3600 Central Ave, San Diego, CA, 92164	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424162	CLM	Maggie Valdez	1994-09-01	UHC-29630-30	—	4234 Cedar Ln, Atlanta, GA, 30318	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
TPA-60151	TPA	Tarry D Stone	1976-06-03	—	—	7619 Ridge Rd # 100, Charlotte, NC, 28260	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-61443	TPA	Diana Casttro	1971-09-25	—	—	2883 Market St, Tampa, FL, 33628	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-28170	PRV	Mei Harris	1945-10-08	UHC-08874-15	7314083975	2008 Maple Ave, Los Angeles, CA, 90037	0.52	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-54787	TPA	Jesse Warren	2008-11-17	—	4638301687	7100 Hillcrest Rd, Gilbert, AZ, 85243	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-62765	TPA	Jean Johsnon	1947-06-09	—	—	6754 Canyon Rd, Nashville, TN, 37277	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-402016	CLM	Raymond Hall	1978-08-11	—	—	3690 Elm St, San Antonio, TX, 78298	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-55372	TPA	Stephanie Ruiz	—	—	—	1752 Main St, Eden Prairie, MN, 55329	0.52	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
TPA-62830	TPA	Sharon Ruiz	1996-02-26	—	6668856260	2788 Washington St, Tampa, FL, 33609	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-131402	ENR	Payne T Jerry	2007-09-09	UHC-08650-24	2464010636	8748 Harbor Blvd Apt 27, Denver, CO, 80283	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-414640	CLM	Denise Sanchez	1994-11-02	UHC-02390-99	3769388256	8771 Market St, Scottsdale, AZ, 85293	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133672	ENR	Brian Davis	1966-07-20	UHC-04570-35	—	6652 Park Pl # 207, Jacksonville, FL, 32214	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-29192	PRV	Wayne Lopez	2001-12-26	—	6396090321	8070 Highland Ave, Dallas, TX, 75296	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-129459	ENR	Marcus Ward	2004-03-13	UHC-17912-68	7955419368	6546 Jefferson Ave, Charlotte, NC, 28231	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-107362	ENR	Eugene Jimenez	1984-02-04	UHC-93297-60	9254385844	1999 Willow Ct, Eden Prairie, MN, 55397	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-121897	ENR	Catherine Lee	1967-03-15	UHC-31793-24	—	1926 Union St, Chandler, AZ, 85249	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-414513	CLM	Jonathan Sullivan	1969-06-09	UHC-02849-76	6668885855	2307 Forest Ave, Charlotte, NC, 28259	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-127173	ENR	Emma S Griffin	1961-04-16	UHC-91839-84	9888686331	6820 Hillcrest Rd, Los Angeles, CA, 90022	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-415631	CLM	SJunk	1952-06-25	UHC-75504-64	4042161177	7190 Sunset Blvd # 502, Glendale, AZ, 85397	0.52	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-119193	ENR	Santiago M Woods	1999-07-20	UHC-32440-04	6578935566	8090 Lake View Rd, Chandler, AZ, 85278	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59555	TPA	Grace Bishop	1983-12-15	—	—	3120 Cedar Ln, Minneapolis, MN, 55450	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-57585	TPA	Mak Hawkins	1973-02-22	—	—	1648 Main St, Tempe, AZ, 85289	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-109162	ENR	Daniel N Ryan	1950-03-06	UHC-22573-16	—	8467 Cedar Ln, Jacksonville, FL, 32204	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-103687	ENR	Sandra L Wang	1992-07-25	UHC-11750-72	—	4488 Cedar Ln Apt 2, Seattle, WA, 98127	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419922	CLM	Ralph Fernandez	1943-07-07	—	—	1007 Baseline Rd, Las Vegas, NV, 89107	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-108897	ENR	Nicholas Z Reyes	1975-02-18	UHC-88476-59	2558078897	6595 Meadow Ln Apt 17, San Antonio, TX, 78221	0.52	Date of birth reformatted Member ID reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-137777	ENR	Hiroshi J Shaw	1972-05-08	UHC-17958-15	8947945234	119 Camelback Rd # 933, Miami, FL, 33183	0.52	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-20223	PRV	Douglas M Morales	1952-08-19	—	—	2023 Maple Ave, Gilbert, AZ, 85226	0.52	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-125798	ENR	Alice Carter	1963-12-03	UHC-42043-27	6529860076	5321 Ocean Ave, Sacramento, CA, 95804	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-124488	ENR	Virginia Cooper	1942-04-16	UHC-28150-15	4854742524	3201 Mesa Dr, Gilbert, AZ, 85253	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132912	ENR	Emma Jackson	1905-11-25	UHC-14402-88	6897179127	1433 Jefferson Ave, Nashville, TN, 37238	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100994	ENR	Stephanie Gardner	1953-12-28	UHC-33192-03	—	1154 Lincoln Way, Seattle, WA, 98159	0.52	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-421638	CLM	Willie Wang	1997-12-05	UHC-59116-79	—	4236 Washington St, Eden Prairie, MN, 55390	0.52	Two-digit birth year City re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-414678	CLM	John Austin	2004-08-01	UHC-48708-13	4538059715	9557 Forest Ave, Nashville, TN, 37289	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-426413	CLM	Rachel Kennedy	1975-07-09	UHC-76272-44	9426240881	8703 Park Pl, Phoenix, AZ, 85029	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-115281	ENR	Alexis M Hunt	1978-10-09	UHC-21311-85	3026347580	6601 Maple Ave, Tempe, AZ, 85245	0.52	Date of birth reformatted Phone reformatted SSN last four extracted ZIP+4 trimmed+2 more

8,263 rows, page 46 of 166Previous Next