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-126798	ENR	Patrick L Chavez	1957-09-23	UHC-06289-61	4146813859	6009 Baseline Rd, Denver, CO, 80283	0.38	Middle initial moved out of first name Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-123306	ENR	Sophia B Martinez	1950-04-27	UHC-22861-85	—	9261 Lake View Rd # 553, Mesa, AZ, 85258	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
ENR-108540	ENR	Jordan V Garcia	1983-04-26	UHC-92335-51	5989909297	8139 Harbor Blvd, Chandler, AZ, 85267	0.38	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127902	ENR	Elizabeth L Santiago	1974-02-24	UHC-79914-44	4634165665	1713 Ridge Rd Apt 35, Mesa, AZ, 85274	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-138365	ENR	George Q Howell	1984-03-09	UHC-38278-48	2618974828	9286 Baseline Rd, Mesa, AZ, 85207	0.38	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-126730	ENR	Isabella Garza	1975-04-25	UHC-80809-16	—	1755 Mesa Dr, San Antonio, TX	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-142863	ENR	Robert T Ray	1986-11-19	UHC-38009-75	7018501011	9442 Pine Dr # 634, Seattle, WA, 98128	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-108987	ENR	Roy J Dunn	2005-06-22	UHC-64037-81	4687803368	4764 Ocean Ave, Glendale, AZ	0.38	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-116330	ENR	Judy K Jimenez	—	UHC-73726-15	3739974886	2760 Mesa Dr, Gilbert, AZ, 85297	0.38	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103027	ENR	Sofia Chapman	1999-03-14	UHC-10483-07	4604858090	7739 Spring St Apt 30, Sacramento, CA, 95803	0.38	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
ENR-110536	ENR	Evelyn Griffin	—	UHC-10238-52	9017996349	5030 Market St Apt 32, Columbus, OH, 43269	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-101689	ENR	Kelly K James	1949-07-15	UHC-76653-03	4899169112	1768 Maple Ave # 797, Eden Prairie, MN	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-121000	ENR	Daniel K Ramirez	1992-09-15	UHC-57427-66	6727715403	815 Sunset Blvd Apt 19, Miami, FL, 33128	0.38	Middle initial moved out of first name Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-126348	ENR	Debra Coleman	1972-03-28	UHC-55489-25	5452817895	6947 Ocean Ave, Tempe, AZ	0.38	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114047	ENR	David W Bruoks	1969-07-04	UHC-65781-99	2547589030	974 Cedar Ln, Gilbert, AZ, 85202	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-116426	ENR	Jessica Le	2001-02-20	UHC-95382-27	3967132055	2209 Hillcrest Rd # 758, Glendale, AZ	0.38	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-101503	ENR	Henry V Mills	1966-08-19	UHC-95628-44	4897836199	5038 Hillcrest Rd Apt 11, Mesa, AZ, 85261	0.38	Middle initial moved out of first name Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-105930	ENR	Nathan W Clark	1967-04-01	UHC-59130-67	—	9074 Hillcrest Rd, Denver, CO, 80202	0.38	Middle initial moved out of first name Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-128781	ENR	Katherine Garrett	1995-02-20	UHC-28181-31	3254585437	6193 Pine Dr, San Antonio, TX, 78259	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106238	ENR	Dan Butler	—	UHC-11269-20	4737956765	5515 Maple Ave, Las Vegas, NV	0.38	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-117763	ENR	Kelly Kelly	1943-06-14	UHC-69020-57	7734348112	8272 Oak St, Seattle, WA	0.38	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-120218	ENR	Pamela O Phillips	1968-06-17	UHC-46853-39	6889559998	6594 Maple Ave, Columbus, OH, 43262	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-105123	ENR	Sofia H Oliver	1982-08-21	UHC-82300-20	—	3300 Meadow Ln Apt 23, Las Vegas, NV, 89149	0.38	Name re-cased Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-131188	ENR	Jerry Moore	1945-05-22	UHC-78611-44	2328302156	200 Hillcrest Rd, Mesa, AZ	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134469	ENR	Isabella P Le	1964-04-04	UHC-19469-80	—	670 Mountain View Dr, Tampa, FL, 33606	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-111892	ENR	Anna J Allen	1977-07-07	UHC-01802-26	—	4429 Mesa Dr Apt 26, Tempe, AZ, 85289	0.38	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-131746	ENR	Mei King	1976-07-28	UHC-86475-61	6807446414	6872 Washington St, Tucson, AZ, 85726	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116214	ENR	Terry W Richards	1989-11-18	UHC-99279-22	2535387396	2331 Apache Blvd, Minneapolis, MN, 55481	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-134632	ENR	Bradley E Wells	1969-03-22	UHC-90993-50	5417821079	3903 Elm St, Miami, FL, 33149	0.38	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-117194	ENR	Michelle F Welch	1941-01-07	UHC-89617-03	8344991463	2623 Mesa Dr, San Diego, CA	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-128356	ENR	Vincent N Campbell	1950-02-26	UHC-73442-08	7115827776	9392 Harbor Blvd, Nashville, TN, 37212	0.38	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+3 more
ENR-128355	ENR	Vincent N Campbell	1950-02-26	UHC-73442-08	7115827776	9392 Harbor Blvd, Nashville, TN, 37212	0.38	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+3 more
ENR-123094	ENR	Juan S Holmes	1993-11-20	UHC-53444-10	9037574085	9861 Willow Ct, Tucson, AZ, 85797	0.38	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-106887	ENR	Frank F Padilla	—	UHC-18739-54	6403168158	3588 River Rd, Minneapolis, MN	0.38	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100478	ENR	NJunk	1951-03-21	UHC-94513-70	4908389410	9531 Central Ave, Atlanta, GA, 30370	0.38	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-116934	ENR	Joyce Martin	1989-03-11	UHC-35985-56	—	4978 Mountain View Dr, Eden Prairie, MN, 55366	0.38	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-111314	ENR	Joshua Holmes	1977-04-20	UHC-28099-06	7197086582	2964 Bayshore Dr, Mesa, AZ, 85270	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125372	ENR	Danielle I Brooks	2006-01-25	UHC-25272-64	—	533 Maple Ave, Scottsdale, AZ, 85253	0.38	Name split from “Last, First”Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-131757	ENR	Emma G Santtos	—	UHC-89792-57	—	8719 Union St, Las Vegas, NV, 89134	0.38	Name split from “Last, First”Date of birth unreadable Phone missing area code Street suffix standardised+3 more
ENR-132300	ENR	Philip H Willis	1968-02-27	UHC-00426-62	—	8286 Bayshore Dr, Seattle, WA	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108522	ENR	Chris L Johnsn	1960-01-06	UHC-97353-14	6145329270	6104 Camelback Rd, Atlanta, GA	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117976	ENR	Karen Hill	1980-12-24	UHC-21624-59	7476692892	3787 Market St, Las Vegas, NV, 89160	0.38	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-120496	ENR	Emma Perkins	1946-06-15	UHC-34856-35	—	683 Union St Apt 26, Austin, TX, 78728	0.38	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-119093	ENR	Melisssa G Gardner	1973-10-22	UHC-62350-59	—	3643 Main St, Charlotte, NC, 28299	0.38	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-101971	ENR	Anna M Sanchez	1964-01-06	UHC-55023-31	4823316465	879 Palm Dr Apt 5, Austin, TX, 78728	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-124877	ENR	Lisa B Alvarado	2003-02-13	UHC-98004-22	—	1804 Mesa Dr, Tampa, FL	0.38	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+3 more
ENR-132878	ENR	Megna V Green	2000-10-05	UHC-06594-41	8583016718	5301 Cedar Ln Apt 12, San Diego, CA	0.38	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-103524	ENR	Tyler Z Ortega	1994-03-04	UHC-79593-68	3885840802	9415 Church St # 886, Fresno, CA, 93712	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-123646	ENR	Frances Y Hanson	1989-05-10	UHC-45521-79	—	6548 Willow Ct # 109, Phoenix, AZ, 85041	0.38	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
ENR-138635	ENR	Priya T Reyes	—	UHC-83218-83	—	3597 Meadow Ln, Sacramento, CA, 95847	0.38	Date of birth unreadable Phone missing area code Street suffix standardised Address re-cased+3 more

26,564 rows, page 14 of 532Previous Next