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

Enrollment, flag “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121499	ENR	William F Simmons	1940-08-12	UHC-29547-53	—	3201 Apache Blvd, Nashville, TN, 37224	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-142656	ENR	Jereym Q Walsh	—	UHC-83689-77	—	2882 Lincoln Way, Orlando, FL, 32856	0.54	Name split from “Last, First”Date of birth unreadable ZIP+4 trimmed Whitespace trimmed+1 more
ENR-112775	ENR	Diane Dellgado	1973-05-02	UHC-09723-27	—	8266 Elm St, San Antonio, TX, 78248	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-104282	ENR	Daniel Santiago	1998-07-24	UHC-56034-99	6857013054	5968 Park Pl, Phoenix, AZ, 85028	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-117448	ENR	Keith M McCoy	1999-07-22	UHC-96522-26	3725611516	6187 Maple Ave, Minneapolis, MN, 55409	0.54	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+1 more
ENR-122427	ENR	Emily E Wallace	1997-05-22	UHC-54030-64	5119659260	189 Palm Dr, Scottsdale, AZ, 85283	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-126806	ENR	Ronald P Espinoza	1971-03-13	UHC-53546-06	—	1715 Highland Ave, Gilbert, AZ, 85270	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-112892	ENR	Joseph Hernandez	1973-03-03	UHC-40659-34	—	4451 Canyon Rd, San Diego, CA, 92169	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-112891	ENR	Joseph Hernandez	1973-03-03	UHC-40659-34	—	4451 Canyon Rd, San Diego, CA, 92169	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-136140	ENR	Brian Patel	1955-12-13	UHC-11526-69	8403111600	2765 Lincoln Way Apt 17, Charlotte, NC, 28200	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-116937	ENR	Benjamin Burns	1986-12-06	UHC-58662-42	5754980461	7578 Harbor Blvd, Phoenix, AZ, 85070	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-128284	ENR	Jerry F Chen	1976-06-01	UHC-02228-38	—	5860 Forest Ave, Denver, CO, 80225	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-141959	ENR	Cheryl M Romero	1981-03-12	UHC-34011-49	3046088910	6536 Highland Ave, Glendale, AZ, 85334	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-104554	ENR	Angela H Cooper	1989-03-23	UHC-93181-59	2496975163	1514 Valley View Dr # 369, Houston, TX, 77057	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-124790	ENR	Albert Park	1980-06-22	UHC-07083-83	6414714966	5831 Central Ave, Gilbert, AZ, 85220	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-116574	ENR	Mary X Vega	1986-12-03	UHC-73241-94	2773538469	7441 Jefferson Ave, Los Angeles, CA, 90059	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted City re-cased+1 more
ENR-106236	ENR	Jack Robertzon	1995-07-17	—	6525259235	5819 Park Pl, Orlando, FL, 32865	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-133062	ENR	Brittany X Carpenter	1991-07-08	UHC-31654-02	—	5440 Pine Dr, Austin, TX, 78771	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-119972	ENR	Frances Lawsno	1962-03-15	UHC-98896-11	3119975246	2728 Camelback Rd, Mesa, AZ, 85236	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121657	ENR	Bruce J Gray	1977-11-28	UHC-09823-62	2462198927	2080 River Rd, Nashville, TN	0.54	Name split from “Last, First”ZIP missing Email lower-cased Gender normalised+1 more
ENR-101428	ENR	Martha T Padilla	1940-01-26	UHC-51567-53	3902255298	3228 River Rd # 710, Tempe, AZ, 85202	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-113688	ENR	Barbara H Peters	1945-08-28	UHC-20482-39	—	5311 Union St, Fresno, CA, 93769	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-139309	ENR	Ryan Willis	1951-07-07	UHC-67623-04	2202578544	5630 Maple Ave, Jacksonville, FL, 32249	0.54	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-103966	ENR	Dennis Clark	1959-08-01	UHC-72319-78	8089742295	1277 Indian School Rd, Fresno, CA, 93731	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-142388	ENR	Joyce B Tucker	1950-08-04	UHC-62211-22	—	3464 Valley View Dr, Los Angeles, CA, 90058	0.54	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+1 more
ENR-135941	ENR	Brian F Thomas	1956-12-02	UHC-07672-91	8093837394	1654 Baseline Rd, Chandler, AZ, 85274	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-115177	ENR	Noeh H Miller	1962-11-10	UHC-78031-25	5968760106	5151 Pine Dr, Glendale, AZ, 85396	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-109103	ENR	Nicole S Daniels	—	UHC-40675-56	4783734718	1019 Bayshore Dr, Nashville, TN, 37258	0.54	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+1 more
ENR-112016	ENR	Gloria U Hofffman	1978-12-18	UHC-25518-91	9555756475	9333 Hillcrest Rd, Minneapolis, MN, 55493	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-139213	ENR	Joe Chen	1947-11-23	UHC-65483-46	2714842503	3130 Camelback Rd, Eden Prairie, MN, 55358	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109106	ENR	Christine C Rojas	1958-09-05	UHC-29975-38	8212269940	9123 Spring St, Nashville, TN	0.54	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-140253	ENR	Christian Gonzales	1965-07-03	UHC-94858-35	7919397589	457 Park Pl, Las Vegas, NV, 89119	0.54	Name split from “Last, First”Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-141993	ENR	Billy P Contreras	1958-07-26	UHC-74899-95	3096847475	556 Mountain View Dr Apt 19, Miami, FL, 33124	0.54	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-120664	ENR	Jeffrey G Sullivan	2001-12-17	UHC-01818-10	4417322071	8471 Elm St, Houston, TX, 77054	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-117870	ENR	Bobby Watson	1949-06-19	UHC-95185-49	5296779979	1172 Main St # 977, Denver, CO, 80204	0.54	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-115224	ENR	Santiago L Miller	1951-02-23	UHC-98037-76	9432530574	963 Mountain View Dr, Sacramento, CA, 95893	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-142869	ENR	Ahmed Q Hughes	1976-07-24	UHC-53596-51	2786303265	7300 Highland Ave, Dallas, TX, 75233	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-141966	ENR	Anthonny Fields	1940-01-11	UHC-31593-83	6577355731	5442 Main St, Glendale, AZ, 85389	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-131422	ENR	Fatiima Hernandez	—	UHC-60097-81	7144003297	8969 Apache Blvd, Mesa, AZ	0.54	Name split from “Last, First”Date of birth missing Phone reformatted City re-cased+1 more
ENR-134740	ENR	Jennifer Williamson	1977-01-02	UHC-04711-37	9404144531	5587 Apache Blvd Apt 18, Denver, CO, 80290	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-117509	ENR	Sharon G Andrews	1986-06-02	UHC-97557-33	—	8169 Main St, Fresno, CA	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
ENR-100769	ENR	Anthony Y Nunze	1991-07-06	UHC-25307-46	7937043654	6717 Valley View Dr, Austin, TX, 78707	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-104847	ENR	Jennifer Anderson	1975-07-27	UHC-24465-07	4234490921	3368 Willow Ct, Orlando, FL, 32893	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-110524	ENR	Ashey O Fernandez	2003-03-19	UHC-00933-59	3776850003	6961 Lake View Rd Apt 31, Fresno, CA, 93793	0.54	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-116253	ENR	Marcus B Cooper	1952-08-23	UHC-91372-60	8107917210	1213 Indian School Rd, Glendale, AZ, 85315	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-118983	ENR	Diego F Ramos	2004-01-13	UHC-29121-61	—	4134 Maple Ave, Sacramento, CA, 95801	0.54	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-100449	ENR	Keyla Coleman	1975-01-03	UHC-81024-35	6152551314	1530 Apache Blvd, Tampa, FL, 33606	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-119500	ENR	Austin Wood	—	UHC-01868-34	—	5714 Cedar Ln, Atlanta, GA, 30356	0.54	Name split from “Last, First”Date of birth unreadable Gender normalised Whitespace trimmed+1 more
ENR-113835	ENR	Sofia P Welch	2005-09-24	UHC-60104-27	—	9888 Main St, Eden Prairie, MN, 55330	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-100916	ENR	Dylan B Scott	1971-07-22	UHC-89866-96	5498214267	450 Pine Dr, Houston, TX, 77048	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Gender normalised+1 more

4,309 rows, page 31 of 87Previous Next