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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-105946	ENR	Joseph H Leiws	2005-04-10	UHC-11816-62	6975544240	1020 Cedar Ln, Scottsdale, AZ, 85227	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+1 more
TPA-63232	TPA	Katherine Q Stephens	1973-12-22	—	—	7018 Valley View Dr, Mesa, AZ	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
ENR-107949	ENR	Debra Robertson	1940-12-17	UHC-69069-26	6143143770	668 Union St, Atlanta, GA, 30396	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-21399	PRV	Diego Ramirez	1976-05-26	UHC-23908-84	7058086643	8373 Ridge Rd, Fresno, CA, 93734	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-430167	CLM	Willie Chavez	1952-10-12	—	8655801575	2780 Desert Sky Blvd, Plano, TX, 75096	0.54	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-28817	PRV	Camila E Li	—	UHC-40969-55	—	4919 Harbor Blvd, Gilbert, AZ, 85258	0.54	Date of birth missing Street suffix standardised Address re-cased Gender normalised+1 more
ENR-109998	ENR	Maira F Kim	1984-10-06	UHC-95297-64	8703153953	7710 Desert Sky Blvd, Plano, TX, 75065	0.54	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
ENR-109997	ENR	Maira F Kim	1984-10-06	UHC-95297-64	8703153953	7710 Desert Sky Blvd, Plano, TX, 75065	0.54	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
ENR-140577	ENR	Christian Morgan	—	UHC-72777-44	—	9000 Palm Dr, Tucson, AZ, 85722	0.54	Date of birth missing Street suffix standardised Address re-cased Gender normalised+1 more
PRV-25284	PRV	Jack Carlson	1985-10-14	—	—	4608 Main St, Nashville, TN, 37208	0.54	Two-digit birth year State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-409143	CLM	Maria Castillo	1949-05-11	UHC-29981-05	7092147452	696 Indian School Rd, Tucson, AZ, 85711	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-425838	CLM	Evelyn Chavez	2007-03-15	UHC-98599-23	—	9644 River Rd, Nashville, TN, 37201	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-414026	CLM	Bruce Bradley	1978-04-08	UHC-17909-89	—	9096 Washington St, Glendale, AZ, 85382	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-104262	ENR	Omar W Rios	—	UHC-69358-19	3705221701	5383 Union St, Plano, TX, 75043	0.54	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+1 more
ENR-135495	ENR	Amenda G Singh	1947-10-03	UHC-34285-94	3987867358	2132 Baseline Rd, Dallas, TX	0.54	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-122440	ENR	Charlotte M Parker	1975-03-14	—	4225668589	6182 Desert Sky Blvd, Scottsdale, AZ, 85210	0.54	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
CLM-418575	CLM	Keith Hicks	1951-08-22	UHC-44307-53	—	6882 Oak St, Eden Prairie, MN	0.54	Name re-cased State name converted to code ZIP missing Gender normalised+1 more
CLM-421768	CLM	Patricia Li	1970-12-22	UHC-70875-63	2878080925	7272 Palm Dr, Las Vegas, NV, 89184	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-404272	CLM	Gary Welch	1940-12-20	UHC-29174-76	—	1042 Church St, Tampa, FL, 33621	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-115981	ENR	Santiago W Kelley	1984-08-10	UHC-71672-31	5854394556	7157 Grand Ave, Denver, CO, 80205	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58810	TPA	Willie Lynch	1987-06-03	—	—	3720 Park Pl # 603, Glendale, AZ, 85380	0.54	Name split from “Last, First”Unit split from street City re-cased Gender normalised+1 more
ENR-129633	ENR	Nancy Myers	1979-02-15	UHC-89328-39	8819443602	667 Sunset Blvd, Nashville, TN, 37285	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-106214	ENR	Ashley F Black	1941-07-20	UHC-62159-82	2045510577	4377 Camelback Rd, Eden Prairie, MN, 55386	0.54	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-142389	ENR	Christian Q Wheeler	1976-08-08	UHC-84072-99	2552216963	6628 Lincoln Way Apt 22, Tampa, FL, 33620	0.54	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
TPA-51820	TPA	Debra Lawson	1939-08-19	—	9804291247	6946 Market St, Dallas, TX, 75270	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-100439	ENR	Christine V Salazar	1973-11-05	UHC-75118-47	9447804785	7127 Sunset Blvd, Plano, TX, 75020	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-117176	ENR	Joyce K Fsiher	1974-05-01	UHC-71280-23	6424829456	6729 Washington St, Chandler, AZ, 85205	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-120284	ENR	Christian Wbeb	1951-06-16	UHC-95905-42	3522157928	2035 Sunset Blvd, Houston, TX, 77044	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-428715	CLM	Frances Spencer	1992-07-12	—	—	—	0.54	Two-digit birth year Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-405620	CLM	Jessica Taylor	1951-02-22	UHC-33596-12	3448900471	2381 Lincoln Way # 287, Nashville, TN	0.54	Phone reformatted Unit split from street ZIP missing Gender normalised+1 more
ENR-130442	ENR	Jose X Gordun	1994-04-13	UHC-27613-60	8759569091	2402 Willow Ct, Tempe, AZ, 85268	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403892	CLM	Betty Willis	2006-05-12	UHC-26725-43	9413319643	7434 Canyon Rd, Gilbert, AZ	0.54	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-117565	ENR	Sarah V Brown	1976-04-18	UHC-04155-27	—	9173 Apache Blvd, Minneapolis, MN, 55496	0.54	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-57097	TPA	Amanda I Hayes	1991-04-02	—	4415156189	5103 River Rd, Denver, CO, 80204	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-403325	CLM	Helen Snyder	1982-06-03	UHC-87519-98	6307396842	455 Grand Ave # 189, Jacksonville, FL, 32276	0.54	Two-digit birth year Phone reformatted Unit split from street Gender normalised+1 more
CLM-412933	CLM	Cheryl K Guzman	2008-10-09	UHC-71613-42	9677166258	9620 Main St Apt 28, Minneapolis, MN, 55422	0.54	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-131423	ENR	Mray L Bishop	1971-12-21	UHC-15059-18	—	4398 Sage Ct, Glendale, AZ, 85301	0.54	Middle initial moved out of first name Name re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-52771	TPA	Michelle Garza	1964-01-08	UHC-34895-65	—	6394 Indian School Rd, Tucson, AZ	0.54	Name re-cased Phone missing area code ZIP missing Gender normalised+1 more
TPA-53971	TPA	Carlos Nguyen	1985-03-23	UHC-33573-55	—	4442 Desert Sky Blvd Apt 30, San Antonio, TX, 78285	0.54	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-100833	ENR	Diane Hart	2008-02-04	UHC-90073-96	2598166920	7848 Ridge Rd, Miami, FL	0.54	Name split from “Last, First”Phone reformatted ZIP missing Gender normalised+1 more
PRV-24824	PRV	Joyce E Hanson	1944-01-14	—	—	2684 Grand Ave, Plano, TX, 75062	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-418384	CLM	Brenda U Hernandez	1996-04-12	UHC-85229-30	—	1513 Bayshore Dr Apt 5, Seattle, WA, 98146	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-113202	ENR	PJunk	1985-01-23	UHC-31708-64	9413372476	2064 Pine Dr, Tempe, AZ, 85218	0.54	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
CLM-404006	CLM	Donna Palmer	1975-06-23	UHC-21096-27	—	7728 Market St, Eden Prairie, MN, 55393	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-407977	CLM	Evelyn Griffin	1980-12-09	UHC-10238-52	—	5030 Market St, Columbus, OH, 43269	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-427421	CLM	Grace Watkins	1979-12-27	—	—	9798 Central Ave, Los Angeles, CA, 90038	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58558	TPA	Diane Schmidt	1938-12-10	—	—	2641 Broadway, Miami, FL, 33166	0.54	State name converted to code ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-102248	ENR	Jan Hill	1973-11-18	UHC-37787-33	7657184208	5687 Washington St, Phoenix, AZ, 85004	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-110529	ENR	Diane N Perez	1968-05-22	UHC-33040-39	8738954054	4520 Spring St # 384, Plano, TX, 75097	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
CLM-427405	CLM	Betty Hwell	1946-06-14	UHC-12924-59	—	8049 Highland Ave, Gilbert, AZ	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more

16,828 rows, page 97 of 337Previous Next