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

Claims, 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
CLM-405735	CLM	Beverly H Hughes	1988-06-28	UHC-84048-28	—	3148 Cedar Ln, Plano, TX, 75003	0.52	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+2 more
CLM-422241	CLM	Adm B Young	1992-07-07	UHC-88914-95	3644259702	9456 Mesa Dr, Tempe, AZ, 85277	0.52	Middle initial moved out of first name Two-digit birth year Phone reformatted 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-416957	CLM	Santiago Lynch	1998-06-15	UHC-94650-08	3253173092	2281 River Rd # 188, Las Vegas, NV, 89117	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-417104	CLM	West Jacqueline	2001-11-06	UHC-85592-57	—	6379 Cedar Ln, Orlando, FL, 32838	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-420468	CLM	Janet T Hicks	1980-06-24	UHC-23608-84	4283226184	8500 Apache Blvd, Tucson, AZ, 85711	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-416976	CLM	Contreras Mark	1994-06-05	—	—	7677 Indian School Rd, Sacramento, CA, 95831	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-401838	CLM	Caroolyn U Jimenez	1942-02-17	UHC-13964-61	—	7201 Meadow Ln, Houston, TX, 77054	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-404931	CLM	Cynthia Chapman	1978-05-02	UHC-75673-50	—	8451 Willow Ct, Dallas, TX, 75209	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-420968	CLM	MelissaJunk	1998-06-13	UHC-73960-39	—	4529 Grand Ave # 997, Minneapolis, MN, 55492	0.52	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed+2 more
CLM-423087	CLM	Steven P Maldonado	1985-04-19	—	—	1352 Desert Sky Blvd, Minneapolis, MN, 55478	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-420235	CLM	Karen Q Ruiz	1943-08-01	—	—	5995 Sage Ct, Austin, TX, 78782	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-424361	CLM	Pamela Hayes	1967-07-20	—	—	3336 Valley View Dr, Atlanta, GA, 30325	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-432499	CLM	Omar Bryant	1987-03-17	UHC-89172-02	—	3274 Willow Ct, Chandler, AZ, 85207	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-416191	CLM	Steven Brooks	1991-05-11	UHC-72425-74	—	6614 Camelback Rd # 960, Tampa, FL, 33699	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428624	CLM	Amber Wheeler	2008-03-05	UHC-82210-35	—	638 Forest Ave, Mesa, AZ, 85250	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-405825	CLM	Emma Hall	1991-06-23	UHC-83120-16	7968874555	3419 Indian School Rd, Minneapolis, MN	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405065	CLM	Sandra Adams	1983-12-04	UHC-23338-39	—	589 Pine Dr, Dallas, TX, 75290	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-407453	CLM	Jose Reyes	1982-09-22	—	—	3037 Willow Ct, Phoenix, AZ, 85074	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-400348	CLM	—Junk	1950-12-14	UHC-83429-95	7564972007	8824 Ocean Ave, Charlotte, NC, 28294	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405944	CLM	Zachary Harris	1972-03-02	UHC-04428-62	7524419031	6872 Sage Ct # 826, Miami, FL, 33103	0.52	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+2 more
CLM-403572	CLM	Timothy Reynolds	1961-07-01	UHC-76724-37	—	8333 Forest Ave, Miami, FL	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-414794	CLM	Scott Ward	1943-10-21	—	—	468 Pine Dr, Jacksonville, FL, 32251	0.52	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
CLM-406225	CLM	Arthur M Thompson	1941-09-20	UHC-87768-94	7646388935	4865 Elm St, Atlanta, GA, 30373	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-408793	CLM	Nancy Simpson	1956-04-01	—	2059585506	5617 Jefferson Ave # 110, Sacramento, CA, 95828	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-422630	CLM	Heenry Espinoza	1955-08-15	UHC-50850-98	—	1526 Spring St, Tucson, AZ	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-418412	CLM	Judy D Soto	1981-01-26	—	—	9496 Ridge Rd, Glendale, AZ, 85322	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-405145	CLM	Alexis Q Ramirez	1964-04-18	—	—	7736 Ocean Ave, Gilbert, AZ, 85257	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-405144	CLM	Alexis Q Ramirez	1964-04-18	—	—	7736 Ocean Ave, Gilbert, AZ, 85257	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-422409	CLM	Isabella Lopez	1960-01-05	UHC-82562-05	—	3478 Bayshore Dr, Seattle, WA, 98194	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-417727	CLM	Logan Yang	1967-09-12	—	—	219 Lincoln Way # 494, San Antonio, TX, 78217	0.54	Name split from “Last, First”Two-digit birth year Unit split from street Whitespace trimmed+1 more
CLM-414646	CLM	Wlliam Powell	1973-01-13	UHC-92775-03	4554792134	1719 Ridge Rd, Eden Prairie, MN, 55337	0.54	Two-digit birth year Phone reformatted State name converted to code Gender normalised+1 more
CLM-415530	CLM	Raymond Martinez	1964-07-23	UHC-76339-68	—	—	0.54	Name re-cased Two-digit birth year Phone missing area code Gender normalised+1 more
CLM-400440	CLM	Juen Castro	1979-08-01	—	—	3550 Sunset Blvd, San Antonio, TX, 78261	0.54	Two-digit birth year State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-410770	CLM	Abigail C Johnston	2002-06-09	—	—	5319 Meadow Ln, Dallas, TX, 75235	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-427532	CLM	Christian Meyer	2007-04-25	—	4834553818	2940 Indian School Rd # 324, Dallas, TX, 75216	0.54	Two-digit birth year Phone reformatted Unit split from street Gender normalised+1 more
CLM-402456	CLM	Philip Marshall	1939-03-28	UHC-88317-89	—	7863 Washington St, Phoenix, AZ, 85083	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-429511	CLM	Jula Lucas	1981-07-20	—	—	504 Sunset Blvd, Minneapolis, MN, 55447	0.54	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-424035	CLM	John Moreno	1973-04-20	UHC-62742-88	—	6704 Apache Blvd, Sacramento, CA, 95860	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
CLM-411492	CLM	Gerald Marquez	1943-05-27	—	—	7247 Valley View Dr, Tempe, AZ	0.54	Name re-cased Two-digit birth year ZIP missing Gender normalised+1 more
CLM-414217	CLM	Helen Graham	1985-11-14	—	9308134417	7493 Park Pl, Miami, FL, 33137	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-431186	CLM	Evelyn Herrera	1951-07-16	UHC-76171-21	—	5146 Baseline Rd, Jacksonville, FL	0.54	Two-digit birth year City re-cased ZIP missing Gender normalised+1 more
CLM-409273	CLM	Justin Morgan	1956-06-21	UHC-81951-04	—	4401 Desert Sky Blvd, Tempe, AZ, 85233	0.54	Two-digit birth year City re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-409272	CLM	Justin Morgan	1956-06-21	UHC-81951-04	—	4401 Desert Sky Blvd, Tempe, AZ, 85233	0.54	Two-digit birth year City re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-400694	CLM	Wlson Elizabeth	1957-02-10	UHC-61515-34	—	3145 Desert Sky Blvd, Phoenix, AZ, 85002	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-404163	CLM	Emily Rojas	1973-08-11	—	—	3655 Market St, Las Vegas, NV, 89101	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-409872	CLM	Ana Cunningham	1972-03-03	UHC-35095-35	—	1845 Desert Sky Blvd Apt 22, Scottsdale, AZ, 85299	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
CLM-420711	CLM	Kathleen Castillo	1998-11-21	—	—	3704 Sage Ct, Dallas, TX	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
CLM-417836	CLM	Michael Lynch	1940-03-05	UHC-82219-84	8325494410	4883 Park Pl, Tempe, AZ, 85202	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-419189	CLM	Austin Clark	2007-06-05	UHC-09557-64	5915446811	—	0.54	Two-digit birth year Phone reformatted SSN last four extracted Gender normalised+1 more

2,168 rows, page 11 of 44Previous Next