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 “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
CLM-422073	CLM	Sharon Vega	1970-01-16	UHC-51699-03	6665859164	6900 Baseline Rd, San Diego, CA, 92104	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-428508	CLM	Frank C Lawrence	1945-09-08	—	8726626050	6136 Harbor Blvd, Fresno, CA, 93724	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
PRV-28334	PRV	Zachary Willis	2006-07-10	—	7058569267	1522 Desert Sky Blvd, Miami, FL, 33113	0.74	Phone reformatted Street suffix standardised Address re-cased State code upper-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
TPA-63144	TPA	Eric Burke	1976-06-20	—	9697927617	5360 Valley View Dr, San Diego, CA, 92194	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address 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
CLM-426489	CLM	Tommy E Syms	1971-03-19	UHC-88422-90	9817131418	4750 Grand Ave, Orlando, FL, 32898	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26302	PRV	Paul Stone	1957-11-03	UHC-18642-90	2473927138	8452 Camelback Rd, Jacksonville, FL, 32257	0.74	Date of birth reformatted 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
TPA-62180	TPA	Joshua Gibson	1987-11-05	UHC-80149-44	—	4752 Washington St, Tempe, AZ, 85232	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430373	CLM	Joe Welch	1968-07-21	UHC-35283-22	—	2893 Harbor Blvd, Atlanta, GA, 30331	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60366	TPA	Sean N Davis	1949-06-01	UHC-58231-30	7534079181	1123 Indian School Rd, Dallas, TX, 75292	0.74	Name re-cased Date of birth 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
CLM-407531	CLM	Roger White	1948-08-05	UHC-38078-45	—	1413 Meadow Ln, Miami, FL, 33135	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-407530	CLM	Roger White	1948-08-05	UHC-38078-45	—	1413 Meadow Ln, Miami, FL, 33135	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-402296	CLM	Esspinoza P Amber	1948-01-22	UHC-65231-24	—	9369 Valley View Dr, Columbus, OH, 43256	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-405610	CLM	Larry F Jackson	1943-03-16	—	9178940301	9602 Church St, Seattle, WA, 98124	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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
PRV-23473	PRV	Jerry Y Price	1957-10-17	—	4324037551	563 Desert Sky Blvd, Glendale, AZ, 85340	0.74	Name re-cased Date of birth reformatted Phone 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
PRV-27902	PRV	Henry Watson	1964-01-03	UHC-95535-50	9256767420	2496 Valley View Dr, Charlotte, NC, 28279	0.74	Phone reformatted Member ID 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
CLM-412015	CLM	Jerry Price	1957-10-17	UHC-62204-46	—	563 Desert Sky Blvd, Glendale, AZ, 85340	0.74	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
TPA-50769	TPA	Patrick Espinoza	1995-01-18	—	2278139119	8273 Elm St, Eden Prairie, MN, 55398	0.74	Name re-cased Phone reformatted Street suffix standardised Address 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
TPA-51330	TPA	Ryan Marquez	1967-05-07	UHC-70690-14	—	121 Mountain View Dr, Sacramento, CA, 95861	0.74	Date of birth reformatted Street suffix standardised Address re-cased State code upper-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
PRV-26653	PRV	Frances A Long	1959-08-23	—	5167277627	3267 Park Pl, Tucson, AZ, 85763	0.74	Phone reformatted Street suffix standardised Address re-cased State code upper-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
ENR-121933	ENR	Sara Ramirez	1991-07-10	UHC-30553-71	5208798861	3107 Lake View Rd, Gilbert, AZ, 85270	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123781	ENR	Margaret Mils	1980-01-24	UHC-42099-41	5575713213	2628 Market St, Phoenix, AZ, 85023	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-421641	CLM	Sarah Richards	1969-07-06	—	8643960585	5747 Palm Dr, Scottsdale, AZ, 85223	0.74	Name re-cased City re-cased State code upper-cased Gender normalised+3 more
ENR-107524	ENR	Rachel Cox	1940-06-11	UHC-35312-57	7099821150	1808 Oak St, Seattle, WA, 98193	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22544	PRV	DorisJunk	1939-12-09	UHC-24341-03	5302894016	9597 Camelback Rd, Tempe, AZ, 85259	0.74	Name re-cased Phone reformatted Member ID reformatted State code upper-cased+3 more
PRV-22371	PRV	Alan N Daniels	2007-02-25	—	2799162449	8140 Willow Ct, Gilbert, AZ, 85259	0.74	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
ENR-138931	ENR	Rachel U Baker	2006-10-24	UHC-32037-03	7327511313	4703 Ocean Ave, Tucson, AZ, 85707	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

4,010 rows, page 36 of 81Previous Next