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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-122137	ENR	Noah E Morgan	1976-03-20	UHC-82203-05	4083092344	5058 Palm Dr # 214, Nashville, TN, 37274	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-135143	ENR	Christian H Simmons	1990-12-02	UHC-65062-39	4748365776	976 Valley View Dr # 870, Mesa, AZ, 85269	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-132218	ENR	Mason T Patel	1951-04-10	UHC-32608-14	7135467383	6531 Grand Ave Apt 10, San Diego, CA, 92130	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-118020	ENR	Michelle M Schultz	1957-06-07	UHC-25246-36	8605355818	8375 Forest Ave # 397, Tempe, AZ	0.64	Phone reformatted Member ID reformatted Unit split from street ZIP missing+2 more
TPA-58555	TPA	Julia Le	1972-12-15	—	2789404205	9364 Market St # 125, Tucson, AZ, 85750	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
CLM-420708	CLM	Dennis Torres	1989-07-28	—	—	8678 Highland Ave Apt 6, Fresno, CA, 93732	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-104849	ENR	William Patterson	1967-10-21	UHC-98995-42	5604859942	4238 Church St Apt 35, Los Angeles, CA, 90042	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-100760	ENR	Mateo B Espinoza	1979-03-21	UHC-22304-73	7177346822	2755 Central Ave Apt 18, Austin, TX, 78798	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-120009	ENR	Gabriel H Taylor	1973-05-24	UHC-69788-78	2072861977	916 Apache Blvd # 566, Eden Prairie, MN, 55345	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-429442	CLM	Kevin Mills	1948-08-03	—	6254216797	7049 Ocean Ave # 714, San Diego, CA, 92129	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-107427	ENR	Andrew Z Gray	1940-08-20	UHC-91376-30	7474566000	8118 Meadow Ln Apt 32, Chandler, AZ, 85284	0.64	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
PRV-21799	PRV	Stephen D Simpson	1999-12-10	UHC-28570-29	8766063654	4833 Willow Ct Apt 40, Sacramento, CA, 95891	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
PRV-25731	PRV	Cheryl Brown	2005-07-19	—	—	872 Willow Ct Apt 37, Las Vegas, NV, 89105	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-51258	TPA	James Reid	2008-10-13	UHC-04022-72	—	5685 Sage Ct # 446, Scottsdale, AZ, 85269	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-429150	CLM	Camila N Rios	1963-11-18	UHC-12493-59	—	3286 Indian School Rd Apt 18, Tempe, AZ, 85295	0.64	Name re-cased Unit split from street City re-cased State name converted to code+2 more
CLM-424402	CLM	Amy Parker	1963-04-23	UHC-88714-34	—	9756 Lincoln Way # 140, Los Angeles, CA	0.64	Name re-cased Unit split from street City re-cased ZIP missing+2 more
CLM-421980	CLM	Grace Stephens	1956-03-05	—	7496648840	1151 Palm Dr # 342, San Antonio, TX, 78266	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-406123	CLM	Logan Thompson	1942-05-19	UHC-52807-74	—	6607 Park Pl Apt 8, Las Vegas, NV, 89177	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-407655	CLM	Rebecca Hernandez	1991-06-24	UHC-72721-98	6463540178	8063 Market St Apt 38, Denver, CO, 80257	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-424622	CLM	Jack Austin	1950-04-20	—	—	6937 Union St # 121, Orlando, FL, 32834	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-108691	ENR	Christina Morales	1947-07-03	UHC-53202-71	7178285395	7231 Broadway Apt 7, Jacksonville, FL, 32255	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-119833	ENR	Brandon Fuller	1942-06-14	UHC-12578-08	—	5550 Ocean Ave # 218, Scottsdale, AZ, 85280	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-417581	CLM	Henry Graham	1969-04-04	UHC-16030-05	8152633479	46 Grand Ave Apt 17, Plano, TX, 75023	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
ENR-109657	ENR	Christina Tran	1991-08-21	UHC-49795-43	4045231229	8794 Cedar Ln Apt 32, Fresno, CA, 93777	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-108618	ENR	Watler Y Matthews	1978-05-04	UHC-58063-11	2606754924	6009 Spring St Apt 28, San Antonio, TX, 78215	0.64	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
CLM-408494	CLM	Donna Allen	1979-06-17	—	—	8751 Bayshore Dr # 900, Charlotte, NC, 28299	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-105116	ENR	Kyle Carroll	1971-10-06	UHC-02178-09	7482745828	4181 Maple Ave Apt 13, Chandler, AZ, 85268	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-109491	ENR	Bradely T Carr	1998-11-03	UHC-51378-49	3674072449	2339 Jefferson Ave Apt 25, Phoenix, AZ, 85029	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-135121	ENR	Lauren Woods	1978-03-14	UHC-04222-70	—	2095 Forest Ave Apt 33, Miami, FL, 33108	0.64	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+2 more
TPA-52350	TPA	Betty Warren	2000-12-24	—	—	5525 Union St # 622, Minneapolis, MN, 55457	0.64	Name re-cased Unit split from street City re-cased Gender normalised+2 more
ENR-135691	ENR	Carlos Lane	2005-05-06	UHC-39751-43	6645090104	8291 Desert Sky Blvd # 828, Nashville, TN, 37244	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-133795	ENR	Luis Willis	1981-11-19	UHC-03152-84	4072630254	8903 Desert Sky Blvd Apt 17, Denver, CO, 80210	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-409350	CLM	Teersa Williamson	1981-01-26	UHC-54512-54	—	2913 Lincoln Way Apt 6, Dallas, TX, 75257	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-413225	CLM	Charlotte Tomas	1985-04-14	UHC-46370-05	9346024650	8922 Spring St Apt 5, Mesa, AZ, 85232	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-64174	TPA	Margaret Stone	1939-12-20	—	9749293907	854 River Rd # 692, Phoenix, AZ, 85041	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-423924	CLM	Marcus Fuller	1967-12-11	—	9129912279	9406 Indian School Rd # 551, Scottsdale, AZ, 85291	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-25829	PRV	Sarah Nelson	1981-10-23	—	—	2553 Canyon Rd Apt 25, Eden Prairie, MN, 55345	0.64	Name re-cased Unit split from street City re-cased Email lower-cased+2 more
CLM-408379	CLM	Ralph Graham	1981-01-27	—	4014409012	3792 Palm Dr Apt 22, San Diego, CA, 92127	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-60618	TPA	Terry Davis	1976-05-26	—	—	7984 River Rd # 244, Glendale, AZ, 85332	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-409668	CLM	Barara Hansen	1980-06-28	—	9656635875	8572 Bayshore Dr Apt 2, Dallas, TX, 75218	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-409667	CLM	Barara Hansen	1980-06-28	—	9656635875	8572 Bayshore Dr Apt 2, Dallas, TX, 75218	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419054	CLM	Randy Flores	1949-04-14	UHC-96097-03	8879728592	9683 Indian School Rd Apt 4, Orlando, FL, 32876	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-425721	CLM	Kethleen Day	1966-11-21	—	4146753098	3932 Meadow Ln Apt 11, Tampa, FL, 33660	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-58120	TPA	Evelyn Rodriguez	1963-06-17	—	—	9796 Union St Apt 26, Fresno, CA, 93765	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-402717	CLM	Wayne Lwrence	1941-10-10	—	4959315140	6617 Hillcrest Rd Apt 15, Chandler, AZ, 85228	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121919	ENR	Kelly Reed	1965-04-13	UHC-18092-14	6537521335	1750 Grand Ave # 324, Minneapolis, MN, 55475	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-63438	TPA	Kelly Watson	1986-04-16	—	—	7815 Lake View Rd Apt 12, Dallas, TX, 75216	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-411311	CLM	Alexander Y Reynolds	1990-08-03	—	6993042577	7344 Cedar Ln Apt 7, Glendale, AZ, 85333	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
CLM-421348	CLM	Michelle Cooper	1958-06-26	—	6757570847	3137 Sunset Blvd # 723, Houston, TX, 77098	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-113163	ENR	Paul B Marshall	1965-08-08	UHC-73694-41	8956586819	8380 Ocean Ave # 276, Tampa, FL, 33627	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more

6,994 rows, page 72 of 140Previous Next