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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-106643	ENR	Timothy Lopez	1946-01-15	UHC-58975-81	5136726619	9308 Meadow Ln, Nashville, TN, 37271	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121013	ENR	Judy Bennett	1968-05-22	UHC-60721-43	6934297827	2494 Apache Blvd, Plano, TX, 75095	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128626	ENR	Amy Wood	2004-07-19	UHC-57521-60	—	8517 Apache Blvd, Columbus, OH, 43201	0.74	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-102738	ENR	Patrick S Reed	1951-10-20	UHC-09722-24	5714888861	5033 Mountain View Dr, Sacramento, CA, 95801	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112339	ENR	Christian Foster	1967-05-16	UHC-88351-38	5647815697	7933 Elm St, Austin, TX, 78771	0.74	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-131137	ENR	Anna Berry	1992-12-22	UHC-00510-59	4569096067	4508 Park Pl, Sacramento, CA, 95852	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133936	ENR	Bryan Lee	1953-03-06	UHC-60783-66	9773112122	2721 Indian School Rd, Scottsdale, AZ, 85285	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133935	ENR	Bryan Lee	1953-03-06	UHC-60783-66	9773112122	2721 Indian School Rd, Scottsdale, AZ, 85285	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109837	ENR	Evelyn Q Lopez	1979-04-27	UHC-68398-21	6677275853	8221 Meadow Ln, Eden Prairie, MN, 55347	0.74	Date of birth reformatted Phone reformatted City re-cased State code upper-cased+3 more
ENR-126844	ENR	Carlos Owens	2002-03-21	UHC-15148-98	—	7466 Desert Sky Blvd, San Antonio, TX, 78278	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-131901	ENR	Judith Adams	1964-09-06	UHC-44634-33	4065211873	3744 Harbor Blvd, San Diego, CA, 92180	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124807	ENR	Logan O Andrews	1991-09-19	UHC-36924-06	3236321320	1919 Union St, Eden Prairie, MN, 55337	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-123553	ENR	Doroothy Ryan	1968-08-15	UHC-07579-14	—	4228 River Rd, Houston, TX, 77096	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-123727	ENR	Brandon Gilbert	1979-12-13	UHC-89487-07	4802218044	2482 Market St, Phoenix, AZ, 85021	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-139269	ENR	Luis Duncan	1998-10-12	UHC-50248-11	5776853865	8373 Harbor Blvd, Gilbert, AZ, 85295	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130416	ENR	Donna S Rice	1949-11-17	UHC-89345-39	8397737615	7748 Baseline Rd, Glendale, AZ, 85314	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-121264	ENR	Priya Welch	1991-08-20	UHC-03974-15	8995936937	8413 Ocean Ave, Nashville, TN, 37244	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105103	ENR	Wayne Marshall	2002-05-04	UHC-10389-42	3399188121	8276 Desert Sky Blvd, Orlando, FL, 32828	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103544	ENR	Gary U Pena	1983-06-09	UHC-34554-47	8606575105	7060 Jefferson Ave, San Diego, CA, 92173	0.74	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-135709	ENR	Michelle Soto	1948-06-18	UHC-71794-95	4596715037	4713 Lincoln Way, Scottsdale, AZ, 85295	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-139495	ENR	Carlos Z Boyd	1983-03-26	UHC-50719-93	9413758219	2441 Spring St, Seattle, WA, 98165	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100496	ENR	Ryan Silva	1976-06-09	UHC-00127-90	8157447189	2304 Oak St, Tucson, AZ, 85791	0.74	Date of birth reformatted Phone reformatted Member ID reformatted State code upper-cased+3 more
ENR-100497	ENR	Ryan Silva	1976-06-09	UHC-00127-90	8157447189	2304 Oak St, Tucson, AZ, 85791	0.74	Date of birth reformatted Phone reformatted Member ID reformatted State code upper-cased+3 more
ENR-126282	ENR	Robert Q Price	1967-04-12	UHC-60747-77	2549092832	1156 Meadow Ln, Atlanta, GA, 30313	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-139871	ENR	Dorothy D Robertson	1971-02-06	UHC-71835-97	3109728911	7638 Harbor Blvd, Tempe, AZ, 85220	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101434	ENR	Kathryn O Li	2000-05-09	UHC-12085-61	5052534864	5526 Central Ave, Los Angeles, CA, 90072	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128221	ENR	Mason Q Banks	1951-09-05	UHC-53642-48	2477620496	4163 Forest Ave, Scottsdale, AZ, 85208	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113083	ENR	Alexis Ruiz	1973-05-05	UHC-51707-54	7726886294	3858 Harbor Blvd, Sacramento, CA, 95828	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103051	ENR	Deborah Obrien	1982-09-13	UHC-58102-57	7999151310	7505 Lincoln Way, Las Vegas, NV, 89162	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-117550	ENR	Jacqueline B Le	1977-04-28	UHC-21325-08	6019290911	4245 Meadow Ln, Las Vegas, NV, 89196	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-108851	ENR	Billy S Perez	1978-10-05	UHC-69527-63	2562963049	6069 Mesa Dr, Gilbert, AZ, 85202	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131303	ENR	Gloria V Brown	2005-05-04	UHC-21916-74	8397677849	3815 Church St, Scottsdale, AZ, 85238	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141344	ENR	Ana Wilson	1974-04-25	UHC-34676-78	9572687427	6492 Jefferson Ave, Chandler, AZ, 85258	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108898	ENR	Angela P Ross	1939-12-23	UHC-97120-12	5428900259	6160 Ridge Rd, Tucson, AZ, 85722	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116844	ENR	Payne L Brandon	1981-10-08	UHC-70320-31	6887525916	3345 Apache Blvd, Seattle, WA, 98108	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-130734	ENR	Joe Salazra	1994-01-16	UHC-89970-58	8732759175	2559 Mountain View Dr, Dallas, TX, 75260	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-127666	ENR	Greg Y Chavez	1939-09-12	UHC-50990-25	2567975996	7451 Market St, Austin, TX, 78774	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112189	ENR	Albert Rike	1957-07-16	UHC-95181-81	7944143535	1926 Pine Dr, Orlando, FL, 32812	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107139	ENR	Sophia Z Rios	1975-04-07	UHC-48900-43	6338984923	8907 Mountain View Dr, Scottsdale, AZ, 85253	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141962	ENR	Diana G Oliver	1957-01-21	UHC-62327-68	3782308589	2549 Washington St, San Diego, CA, 92196	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120446	ENR	Raymond F Johnston	1981-05-16	UHC-96110-52	9764193791	8781 Cedar Ln, Las Vegas, NV, 89104	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-135347	ENR	Joan C Sanders	2008-11-07	UHC-18445-56	8307096442	3502 Forest Ave, Chandler, AZ, 85239	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102031	ENR	Stephnie Tucker	1986-12-12	UHC-85763-40	8037058241	5732 Meadow Ln, Chandler, AZ, 85288	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-133654	ENR	Shron L Stevens	1948-08-04	UHC-69450-62	6828459845	5794 Jefferson Ave, Los Angeles, CA, 90084	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117852	ENR	Anna Andrews	1989-02-22	UHC-31996-08	2612892494	5660 Meadow Ln, Gilbert, AZ, 85235	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-107912	ENR	Jose E Ruiz	1939-09-22	UHC-71751-88	9006602747	1145 Mountain View Dr, Sacramento, CA, 95899	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142326	ENR	Carl Z West	1992-01-06	UHC-42112-04	6097489464	3663 Grand Ave, Glendale, AZ, 85353	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-142327	ENR	Carl Z West	1992-01-06	UHC-42112-04	6097489464	3663 Grand Ave, Glendale, AZ, 85353	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-107596	ENR	Lauren Little	1958-04-28	UHC-01899-22	—	8143 Pine Dr, Seattle, WA, 98151	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-108635	ENR	Kelly Goordon	1941-07-19	UHC-60170-41	8057999170	8001 River Rd, Los Angeles, CA, 90020	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

1,918 rows, page 17 of 39Previous Next