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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23086	PRV	Ahmed Robertson	1973-04-27	—	—	9758 Valley View Dr, Sacramento, CA, 95848	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-130829	ENR	Samantha Sandoval	1962-09-25	UHC-73299-12	7533601033	6443 Central Ave, Houston, TX, 77085	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130830	ENR	Samantha Sandoval	1962-09-25	UHC-73299-12	7533601033	6443 Central Ave, Houston, TX, 77085	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109965	ENR	Beverly Phillips	1945-08-19	UHC-74481-70	8465817626	996 River Rd, Nashville, TN, 37214	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114777	ENR	Frank Cook	2003-05-03	UHC-32541-41	3734242081	9604 Willow Ct, Seattle, WA, 98189	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403377	CLM	Roy Vazquez	1941-01-06	UHC-90646-48	7356233476	6604 Central Ave, Austin, TX, 78757	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136810	ENR	Lucia Aguilar	2004-07-14	UHC-68965-28	9639222813	6353 Market St, Sacramento, CA, 95897	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428122	CLM	Sophia I Rojas	1999-11-18	UHC-12553-08	—	4947 Mesa Dr, Nashville, TN, 37299	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-59867	TPA	Danielle Lawrence	1983-10-12	—	7698663216	9652 Mesa Dr, Houston, TX, 77069	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
ENR-117925	ENR	Kelly Carr	1990-09-04	UHC-56857-38	9442370868	5074 Central Ave # 115, Los Angeles, CA, 90022	0.64	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more
ENR-124010	ENR	Jennifer Graham	2003-07-20	UHC-05669-84	—	4353 Meadow Ln, Tucson, AZ, 85746	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-126015	ENR	Alan Coopar	2001-10-17	UHC-35629-61	9555001573	8530 Canyon Rd, Las Vegas, NV, 89175	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-28770	PRV	Alexis E Duncan	1970-08-12	—	3037285635	9398 Maple Ave, Gilbert, AZ, 85284	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29056	PRV	Mike Alexander	1989-04-27	UHC-07738-35	8776182850	3873 Market St, Dallas, TX, 75298	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+2 more
ENR-118900	ENR	Arnold R Arjun	1960-06-05	UHC-91721-44	5123767257	9660 Broadway, Orlando, FL, 32858	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Address re-cased+2 more
ENR-134201	ENR	Washington O Donald	1999-02-07	UHC-45902-95	7537451819	732 Church St, Glendale, AZ, 85315	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-131157	ENR	Melissa R Bell	1990-04-22	UHC-40093-42	9128823441	2114 Park Pl, Minneapolis, MN, 55436	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127839	ENR	Luis O Young	1947-11-15	UHC-96425-54	9133048270	5246 Camelback Rd, Las Vegas, NV	0.64	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+2 more
CLM-412238	CLM	Julie Lewis	1963-03-22	UHC-04157-39	2862880696	161 Bayshore Dr, Mesa, AZ, 85267	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-120924	ENR	Judith L Sllivan	2008-10-22	UHC-27263-13	3807746607	3145 Willow Ct, Tampa, FL, 33674	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406274	CLM	Jack Jimenez	1973-04-22	UHC-37921-42	—	2186 Camelback Rd, Fresno, CA, 93747	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404798	CLM	Billy C Gibson	2008-04-13	—	—	3004 Sunset Blvd, Tucson, AZ, 85791	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-109802	ENR	William Harrison	1956-07-19	UHC-32299-78	7804022643	586 River Rd, Glendale, AZ, 85363	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-133182	ENR	Beerly K Daniels	1994-08-01	UHC-34187-75	8759239526	5218 Jefferson Ave, Phoenix, AZ, 85011	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-105799	ENR	Dennis W Simmons	1983-04-07	UHC-42851-62	8409043209	2133 Apache Blvd, Austin, TX, 78720	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116459	ENR	Dennis F Harper	1956-04-25	UHC-08307-55	7344178138	1459 Meadow Ln, Scottsdale, AZ, 85257	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20888	PRV	Margaret Bailey	1998-01-13	UHC-09162-99	8315914501	9793 Elm St, Orlando, FL, 32804	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-50199	TPA	Theresa Cooper	1980-01-11	UHC-54625-21	—	2097 Central Ave, Los Angeles, CA, 90040	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123179	ENR	Danielle Ferguson	1985-10-12	UHC-82532-02	3176692769	8598 Hillcrest Rd, Nashville, TN, 37204	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-129729	ENR	Luis S Hoffman	1975-12-13	UHC-08461-37	8857778245	1769 Main St, Nashville, TN, 37258	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417248	CLM	Russell Guerrero	1975-09-04	—	3544674783	675 Mountain View Dr, Tucson, AZ, 85702	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
TPA-56187	TPA	Keith Rios	1962-08-24	—	8047526055	1341 Cedar Ln, Glendale, AZ, 85343	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+2 more
CLM-407349	CLM	George K Murphy	1998-10-14	UHC-12080-51	9648052507	707 Apache Blvd, Sacramento, CA, 95898	0.64	Name split from “Last, First”Phone reformatted State name converted to code Plan code upper-cased+2 more
ENR-133681	ENR	Nicholas Z Garza	1984-11-25	UHC-27340-32	4755276839	2807 Grand Ave, Los Angeles, CA, 90035	0.64	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+2 more
ENR-133680	ENR	Nicholas Z Garza	1984-11-25	UHC-27340-32	4755276839	2807 Grand Ave, Los Angeles, CA, 90035	0.64	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+2 more
CLM-429200	CLM	Macus Turnar	1939-12-12	UHC-68746-15	—	7122 Sage Ct, Phoenix, AZ, 85048	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401762	CLM	Bradley Gilbert	2001-03-25	—	3855037959	5498 Church St # 592, Jacksonville, FL, 32209	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-409189	CLM	Anna Hall	2001-04-04	UHC-10415-23	—	1680 Jefferson Ave, Miami, FL, 33114	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423566	CLM	Albeert Lynch	1960-04-25	UHC-64593-13	3438871475	1108 Maple Ave, Seattle, WA, 98143	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108836	ENR	Lucia Carr	1953-08-22	UHC-41053-35	2408345807	6548 Pine Dr, Chandler, AZ, 85230	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-414004	CLM	Samuel Berry	1941-01-06	UHC-82531-52	—	9512 Indian School Rd, Tampa, FL, 33657	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-26878	PRV	Samuel L Hall	1988-09-22	UHC-61573-06	2127304833	6266 Mesa Dr, Columbus, OH, 43281	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26544	PRV	Caimla Jenkins	1941-05-25	—	7182886714	7506 Market St, Minneapolis, MN, 55423	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-51728	TPA	Charlotte Williams	1995-11-16	—	2986492916	8125 Canyon Rd, Austin, TX, 78765	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430821	CLM	Kim Wang	1988-01-05	UHC-99271-57	—	935 Jefferson Ave, Sacramento, CA, 95809	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-142793	ENR	Ethan Harvey	1960-10-24	UHC-44646-94	7178218219	3014 Forest Ave, Denver, CO, 80284	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401592	CLM	Kathryn Schmidt	1956-10-09	UHC-18595-46	—	5650 Pine Dr, Tucson, AZ, 85714	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-22606	PRV	Judith Armstrong	1989-03-13	UHC-29429-16	5127131909	6268 River Rd, Houston, TX, 77022	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402383	CLM	Heather Boyd	1954-10-26	UHC-21223-18	—	4167 Ridge Rd, Minneapolis, MN, 55492	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+2 more
ENR-139718	ENR	Terry Walker	2005-11-15	UHC-13254-77	—	6348 Palm Dr, Phoenix, AZ, 85070	0.64	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised+2 more

9,980 rows, page 89 of 200Previous Next