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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-55889	TPA	Charles Bradley	1988-08-19	—	4743025278	1556 Willow Ct, Denver, CO	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-422653	CLM	Lori Li	2000-05-16	UHC-86987-56	2137529288	7785 Ocean Ave, San Diego, CA, 92124	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-112479	ENR	Jacqueline S Gonzales	1967-01-28	UHC-45582-20	5388382389	6288 Sage Ct # 111, Mesa, AZ, 85282	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
PRV-28257	PRV	Grace Phillips	1971-09-14	—	3805608428	1782 Valley View Dr, Fresno, CA, 93704	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-138995	ENR	Barbara A Rodriguez	1954-04-20	UHC-58424-93	7292017508	8259 Sage Ct, Phoenix, AZ, 85014	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-116199	ENR	Mdaison Padilla	1963-07-01	UHC-08831-32	5458405782	409 Bayshore Dr, Fresno, CA, 93733	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-26022	PRV	Catherine Gonzales	1976-10-27	—	9054132211	8551 Lake View Rd Apt 28, Los Angeles, CA, 90032	0.46	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
ENR-139175	ENR	Keith Adams	1965-02-05	—	3974342422	1984 Church St, San Antonio, TX, 78298	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-127529	ENR	Virginia M Jordan	1974-06-18	UHC-40489-77	3566574341	585 Ocean Ave, Fresno, CA, 93792	0.46	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
TPA-53134	TPA	Nicholas Gibson	1948-06-11	—	8219769250	6030 Camelback Rd, Minneapolis, MN, 55489	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
PRV-25440	PRV	Bobby Wright	1995-04-03	—	4846556424	8097 Central Ave, Eden Prairie, MN	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-421623	CLM	Olivia Gonzales	1943-12-08	UHC-00411-18	—	8846 Apache Blvd # 256, Seattle, WA	0.46	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+5 more
ENR-105949	ENR	Kathryn Perez	1986-11-13	UHC-05255-47	4134831790	1011 Indian School Rd # 420, Seattle, WA, 98117	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-414522	CLM	Mateo Perez	—	—	9009394352	2630 Maple Ave, Tampa, FL, 33636	0.46	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
CLM-416927	CLM	Jeremy L Reed	1948-03-21	UHC-59517-34	3464800666	8795 Valley View Dr # 754, Nashville, TN, 37237	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-106312	ENR	Bradley Schmidt	1954-04-16	UHC-91040-77	9573535031	7492 Camelback Rd, Eden Prairie, MN, 55395	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-106313	ENR	Bradley Schmidt	1954-04-16	UHC-91040-77	9573535031	7492 Camelback Rd, Eden Prairie, MN, 55395	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-27104	PRV	Ann E Grant	2000-11-02	UHC-64263-73	6185009961	3438 Hillcrest Rd, Los Angeles, CA, 90038	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-141106	ENR	Ana T Rodriguez	1950-02-13	UHC-52673-18	3977060063	7984 Palm Dr, San Diego, CA, 92126	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-53098	TPA	Kelly Reed	1981-06-21	—	—	640 Washington St, Phoenix, AZ	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-133292	ENR	Ahmed G Li	—	UHC-22067-18	8592720573	754 Elm St, Seattle, WA, 98104	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
TPA-53343	TPA	Patrick X James	—	—	8837176774	6916 Hillcrest Rd, Miami, FL	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-417712	CLM	Lori Contreras	1964-02-14	UHC-34891-72	8594720235	5981 Maple Ave, Dallas, TX	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-125901	ENR	Denise Byd	1943-06-25	UHC-49446-36	8582052390	3478 Bayshore Dr Apt 6, Tampa, FL, 33645	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-406778	CLM	Alexander L Hunt	2003-02-22	UHC-71385-53	5186728875	2344 Church St, Miami, FL, 33166	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-142680	ENR	Evelyn Frnaklin	1956-10-02	UHC-47615-63	7313852638	5532 Cedar Ln, Mesa, AZ, 85268	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-21934	PRV	Christina Fox	1991-04-09	UHC-46991-39	5979043437	873 Spring St # 537, Tempe, AZ, 85245	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-114365	ENR	Jacqueline B Cox	1978-10-27	UHC-39035-76	5398218201	521 Union St, Scottsdale, AZ, 85277	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-431909	CLM	Zachary Ramos	2005-02-23	—	4659933339	9573 Valley View Dr, Miami, FL, 33173	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-112926	ENR	Priya Roberts	1949-04-22	UHC-42307-61	5755388631	7499 Market St, Las Vegas, NV, 89101	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25257	PRV	Debra Andesron	1963-10-07	UHC-15730-68	—	4484 River Rd, Atlanta, GA	0.48	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+4 more
TPA-60680	TPA	Rebecca Myers	1985-12-02	—	5239443816	2515 Palm Dr, Tucson, AZ, 85767	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141547	ENR	Andrew Hoffman	—	UHC-49164-75	5524392270	8112 Meadow Ln # 918, Tampa, FL, 33690	0.48	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-133964	ENR	Carol H Day	1965-09-01	UHC-08350-05	7899428724	4642 Lake View Rd # 217, Sacramento, CA, 95856	0.48	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+4 more
TPA-57060	TPA	Camila W Walsh	1960-01-13	—	7716885768	2775 Harbor Blvd, Tempe, AZ, 85215	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-55854	TPA	Carolyn Patterson	1975-02-10	UHC-74389-73	6819374209	2439 Valley View Dr, Los Angeles, CA	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117665	ENR	Adam I McCoy	—	UHC-56750-62	2552709479	6072 Canyon Rd, San Antonio, TX, 78263	0.48	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-62445	TPA	Santiago Adams	1981-12-07	—	—	9625 Camelback Rd, Jacksonville, FL, 32274	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-21852	PRV	Joe F Bishop	2006-09-16	UHC-31239-05	2115342399	4760 Canyon Rd, Phoenix, AZ, 85094	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-104454	ENR	Jessica G Brns	2007-05-20	UHC-28147-73	4863633735	8189 Sage Ct, Seattle, WA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-402266	CLM	Camila Snyder	1953-12-15	—	3419919078	5462 Union St, Austin, TX, 78776	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-406098	CLM	Philip White	1963-09-19	UHC-62738-03	—	9889 Canyon Rd, Chandler, AZ	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-414468	CLM	Will Allen	1953-06-12	—	3647074187	430 Highland Ave # 819, Dallas, TX, 75267	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-409533	CLM	Sharno Morrison	1990-09-15	UHC-24318-58	7494516232	2424 Cedar Ln Apt 26, Seattle, WA, 98157	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-131942	ENR	Jeffrey Watson	1977-11-28	UHC-56766-49	3715467483	1332 Central Ave, Tempe, AZ, 85236	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-131734	ENR	Janet Knight	—	UHC-89314-66	5265465202	8349 Forest Ave, Seattle, WA, 98153	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
PRV-26597	PRV	Marshall Larry	1971-07-04	—	5284209087	1466 Grand Ave Apt 21, Minneapolis, MN, 55410	0.48	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-404683	CLM	Valentina Ward	1990-11-26	UHC-06830-35	7613935182	8511 Harbor Blvd, Charlotte, NC	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-404454	CLM	Larry F Martin	2001-01-13	—	—	4620 Valley View Dr, San Antonio, TX, 78256	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-131044	ENR	Alan T Thompson	1972-10-05	UHC-77689-96	5816288126	2288 Sunset Blvd, Eden Prairie, MN	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more

71,257 rows, page 34 of 1,426Previous Next