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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-126812	ENR	Ahmed Reid	1947-12-15	UHC-00042-25	9192352753	3342 Grand Ave, Glendale, AZ	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
ENR-114339	ENR	Mariana T McDonald	1963-02-15	UHC-89548-26	3913192929	6528 Sunset Blvd, Minneapolis, MN, 55459	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+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-103252	ENR	Peter Scott	1950-11-02	UHC-43722-10	—	2722 Mesa Dr, Scottsdale, AZ, 85217	0.54	Phone missing area code SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-108797	ENR	Ana F Rojas	1971-07-05	UHC-82015-88	—	2168 Meadow Ln Apt 31, Mesa, AZ, 85214	0.54	Phone missing area code Unit split from street Street suffix standardised Address re-cased+1 more
ENR-141798	ENR	Edward O Santos	1980-10-27	UHC-53994-50	—	7324 River Rd, Charlotte, NC, 28249	0.54	Name re-cased Phone missing area code 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-137999	ENR	Walter Payne	1960-04-08	UHC-73011-94	—	1587 Camelback Rd Apt 33, Tempe, AZ, 85229	0.54	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-126160	ENR	Gery Q Nelson	1968-12-10	UHC-97451-67	9166121182	1869 Oak St, San Diego, CA, 92156	0.54	Middle initial moved out of first name Street suffix standardised Address re-cased State name converted to code+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-104840	ENR	Diane Y Robinson	1940-05-24	UHC-27610-05	—	6707 Spring St # 180, Orlando, FL, 32806	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+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-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-141252	ENR	Lucia E Foster	1941-02-06	UHC-10708-39	—	9138 Lincoln Way, Las Vegas, NV	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
ENR-104415	ENR	Wayne H Wang	1963-02-23	UHC-60912-66	—	9494 Market St, Jacksonville, FL, 32293	0.54	Phone missing area code SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-111682	ENR	Melissa W Willis	2001-11-16	UHC-20645-30	—	2108 Sage Ct, Atlanta, GA	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP missing+1 more
ENR-106579	ENR	Andrew V Reyes	1977-12-22	UHC-82778-20	7628617286	6345 Ridge Rd, Eden Prairie, MN, 55368	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118134	ENR	Linda Z Vargas	1986-06-11	UHC-27818-16	9188099494	9669 Mountain View Dr # 288, Scottsdale, AZ, 85205	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-141571	ENR	Sophia Jacobs	1941-04-15	UHC-74205-24	—	8862 Bayshore Dr Apt 26, Mesa, AZ, 85209	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-106331	ENR	Anthony Jackson	1989-12-17	UHC-88124-03	9335385869	5099 Valley View Dr, Charlotte, NC, 28225	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-104187	ENR	George J Willis	1939-10-03	UHC-36586-64	7754486801	4974 Maple Ave, Phoenix, AZ	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-128354	ENR	Juan H Gonzalez	1998-07-01	UHC-25304-69	—	1356 Baseline Rd, Glendale, AZ, 85316	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-107588	ENR	Kelly Wong	2007-06-01	UHC-18814-73	5664562492	7943 Pine Dr, Dallas, TX	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
ENR-124243	ENR	Ryan L Hunter	1965-10-05	UHC-48235-63	9726429827	7479 Forest Ave, Charlotte, NC	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141786	ENR	David Q Hunter	1957-02-20	—	8163133970	9047 Harbor Blvd, Las Vegas, NV	0.54	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141787	ENR	David Q Hunter	1957-02-20	—	8163133970	9047 Harbor Blvd, Las Vegas, NV	0.54	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107751	ENR	Dorothy Wagner	1953-08-05	UHC-38841-83	2424975538	4345 Market St, Columbus, OH	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101397	ENR	Jon Castillo	1960-04-13	UHC-72136-56	9236956235	53 Apache Blvd # 443, Seattle, WA, 98111	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-117681	ENR	Noah Bryant	1960-02-06	UHC-04206-02	9829284265	7257 Camelback Rd, Tempe, AZ	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-130893	ENR	Steven Hunt	—	UHC-31698-06	—	2211 Willow Ct, Charlotte, NC, 28208	0.54	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-101296	ENR	Matthew Jensen	1973-08-26	UHC-03797-09	5905928265	4550 Jefferson Ave, Seattle, WA, 98171	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-110415	ENR	Bradley X Robinson	1985-07-17	UHC-47589-10	7894143744	5501 Sunset Blvd, Tampa, FL, 33681	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138197	ENR	Diane Diaz	—	—	—	3673 Ocean Ave, Atlanta, GA, 30336	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
ENR-111290	ENR	Patricia X Mills	1995-01-07	UHC-35380-75	9463685496	7958 Mountain View Dr, Tampa, FL, 33654	0.54	Middle initial moved out of first name SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-135072	ENR	Camila U Gibson	1968-03-15	UHC-37139-56	9162589539	999 Bayshore Dr, Jacksonville, FL, 32272	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-120781	ENR	Edwad Santiago	1961-01-24	UHC-06807-55	9312845963	8477 Baseline Rd, Tempe, AZ, 85299	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-117531	ENR	Kevin Vasquez	1965-12-12	UHC-02982-41	4987211863	3689 Grand Ave, Scottsdale, AZ, 85266	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-100083	ENR	Melissa D Fields	1951-09-13	UHC-11822-38	8014746440	754 Central Ave, Houston, TX, 77085	0.54	Middle initial moved out of first name Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-131179	ENR	Doris O Weaver	1994-04-04	UHC-85018-09	—	1270 Spring St, Columbus, OH, 43210	0.54	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-113719	ENR	Amy Yang	2002-08-10	UHC-84531-10	4735748930	1529 Market St, Fresno, CA, 93761	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-120819	ENR	Karen L Woods	1944-07-03	UHC-39950-19	7016126988	9357 Indian School Rd, Plano, TX	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
ENR-125488	ENR	Marc Murray	2007-03-02	UHC-72241-88	—	2029 Mountain View Dr # 686, Columbus, OH, 43220	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-102186	ENR	Christina Garza	2006-12-07	UHC-41809-13	7303618559	6305 Harbor Blvd, Glendale, AZ, 85362	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-109688	ENR	Willie I Walsh	1992-07-21	UHC-23657-23	9752705924	8861 Ridge Rd, Eden Prairie, MN, 55313	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-109689	ENR	Willie I Walsh	1992-07-21	UHC-23657-23	9752705924	8861 Ridge Rd, Eden Prairie, MN, 55313	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-116260	ENR	Bobbby A Schultz	1958-07-18	UHC-06876-95	2563073168	1371 Maple Ave, Seattle, WA, 98198	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more

26,564 rows, page 98 of 532Previous Next