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
ENR-123866	ENR	Simmons O Anthony	1986-12-03	UHC-84844-41	4552812383	8393 Pine Dr, Plano, TX, 75053	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22327	PRV	Brian X Crawford	1992-10-20	UHC-01606-11	—	8357 Mountain View Dr, Nashville, TN, 37218	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-426544	CLM	Maria P King	1975-10-01	UHC-23433-66	3859989233	3684 Oak St, Tampa, FL, 33630	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101165	ENR	Benjamin Ferguson	1996-09-01	UHC-53731-76	7094781879	7087 Washington St, San Diego, CA, 92144	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115863	ENR	Juan N Weber	1953-11-28	UHC-19071-94	2105439815	6266 Spring St, Columbus, OH, 43284	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429484	CLM	Stephen Z King	1969-01-20	UHC-15796-58	—	5493 Meadow Ln, Los Angeles, CA, 90019	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-29551	PRV	Bryan Walker	—	UHC-36656-10	6824572043	—	0.64	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+2 more
PRV-29550	PRV	Bryan Walker	—	UHC-36656-10	6824572043	—	0.64	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+2 more
CLM-404062	CLM	Judith Myers	1946-09-27	UHC-57361-78	5363832327	7974 Ocean Ave, Austin, TX, 78758	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-128335	ENR	Janet W Myers	1974-03-13	UHC-74387-24	7543144225	2841 Sage Ct, Gilbert, AZ, 85247	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116028	ENR	Rachel L Myers	1940-11-03	UHC-29223-09	2984364564	366 Ocean Ave, Glendale, AZ, 85319	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-419882	CLM	Hiroshi Castro	1950-07-07	UHC-42235-41	3443645351	4534 Church St, Gilbert, AZ, 85228	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-105062	ENR	Dylan Turner	1981-03-05	UHC-51775-76	4937353818	7631 Ridge Rd, Houston, TX, 77058	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106079	ENR	Kenneth Jordan	1963-09-22	UHC-39698-67	3558552864	3273 Canyon Rd, Minneapolis, MN, 55437	0.64	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+2 more
TPA-57804	TPA	Jennifer Fisher	1960-11-02	UHC-08664-81	—	4602 Spring St, Dallas, TX, 75286	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-421577	CLM	Hanson Michael	1983-07-01	—	—	3342 Sage Ct, Fresno, CA, 93738	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-103888	ENR	Gabriel X Simpson	1943-02-15	UHC-23523-26	7445042495	6302 Lake View Rd, Chandler, AZ, 85210	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401195	CLM	Noah Wast	2008-12-14	UHC-54131-68	3956248427	5602 Central Ave, Denver, CO, 80264	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-401194	CLM	Noah Wast	2008-12-14	UHC-54131-68	3956248427	5602 Central Ave, Denver, CO, 80264	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-431734	CLM	Nicholas Adams	1953-12-23	UHC-38542-81	—	8975 Grand Ave # 955, Atlanta, GA, 30394	0.64	Name split from “Last, First”Unit split from street City re-cased Plan code upper-cased+2 more
CLM-431853	CLM	Gomez Betty	1969-12-05	—	5778885753	7051 Spring St, Sacramento, CA, 95848	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-134755	ENR	Larry U Young	1938-09-24	UHC-78277-48	5749291037	8867 Maple Ave # 980, Minneapolis, MN, 55454	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-130649	ENR	David Murray	1976-07-13	UHC-38699-76	3184922289	9779 Ocean Ave, San Antonio, TX, 78229	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-107911	ENR	Elizabeth K Thompson	1978-01-01	UHC-73611-96	4478086615	944 Willow Ct, Chandler, AZ, 85252	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-23160	PRV	Madison Ellis	1974-10-12	UHC-31543-85	6393116193	5893 Central Ave, Atlanta, GA, 30385	0.64	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
TPA-59439	TPA	Gloria M Stewart	1979-03-28	—	—	7869 Indian School Rd, Jacksonville, FL, 32200	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26846	PRV	Karen V Campbell	1942-01-28	—	9706413040	4437 River Rd, Columbus, OH, 43264	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410010	CLM	Cynthia Contreras	1978-03-06	UHC-50913-71	7867774387	4353 Washington St, Phoenix, AZ, 85043	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429695	CLM	Robert Brooks	1999-02-24	UHC-69296-55	5805595575	5314 Palm Dr, Fresno, CA, 93722	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-52039	TPA	Lori Le	1962-06-12	—	—	7963 Jefferson Ave, Minneapolis, MN, 55485	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-126255	ENR	Brenda Ramos	1993-05-06	UHC-80032-61	3937925565	7121 Church St, Atlanta, GA, 30362	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401930	CLM	Camila Gutierrez	1981-01-01	UHC-50330-47	8184289736	4059 Maple Ave, Glendale, AZ, 85343	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131571	ENR	Dorothy C Rivera	1958-07-18	UHC-33446-42	2489463431	7881 Pine Dr, Nashville, TN, 37223	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
TPA-52210	TPA	Bryan Mrshall	1959-12-05	—	—	4458 Spring St, Houston, TX, 77077	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-118727	ENR	Willie R Armstrong	1938-12-04	UHC-54698-32	9326704084	9795 Sage Ct, Columbus, OH, 43276	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Email lower-cased+2 more
CLM-431312	CLM	Arjun Miller	1981-04-27	UHC-66412-84	8375761857	810 Spring St, Phoenix, AZ, 85040	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-428884	CLM	Austin Garcia	1972-07-16	UHC-61676-05	—	8689 Meadow Ln, Sacramento, CA, 95863	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-142219	ENR	Richard T Burns	1955-09-02	UHC-96197-03	5407299760	1673 Camelback Rd, Nashville, TN	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
TPA-52562	TPA	Doris Robertson	1951-03-03	—	6268173802	1581 Canyon Rd, Houston, TX, 77097	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-26525	PRV	Isabella Kelly	1959-02-25	—	4505933422	2733 Sunset Blvd, Dallas, TX	0.64	Name split from “Last, First”Date of birth reformatted State code upper-cased ZIP missing+2 more
CLM-425096	CLM	Valentina T White	1946-10-18	UHC-42715-20	5989153520	5207 Jefferson Ave, Gilbert, AZ, 85222	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-407201	CLM	Ralph E Perry	1979-12-08	—	6229461851	9310 Lake View Rd, Jacksonville, FL, 32247	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-51226	TPA	Mariana Alvarado	1988-05-19	—	3708083444	24 Lake View Rd, Austin, TX, 78795	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-423397	CLM	Vicky Cuok	1987-07-25	UHC-08669-16	—	2012 Ridge Rd, San Antonio, TX, 78240	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409215	CLM	Nicholas Patterson	1974-12-05	UHC-35022-20	9733221182	9852 Washington St Apt 19, Tempe, AZ, 85259	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-104699	ENR	Larry L Mills	1998-01-13	UHC-65514-03	5265578622	155 Harbor Blvd, Gilbert, AZ, 85209	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423066	CLM	Frank D Diaz	1943-02-03	UHC-91487-75	8979146167	5994 Church St, Dallas, TX, 75275	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130036	ENR	Nicole B Mitchell	2003-03-23	UHC-19620-71	2374136517	8191 Sunset Blvd, Columbus, OH, 43292	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-103777	ENR	Ruth Young	1989-01-11	UHC-18250-65	6784433901	3975 Ridge Rd # 435, Nashville, TN, 37244	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-59158	TPA	Dennis Hansen	1940-05-06	—	—	9125 Jefferson Ave, Phoenix, AZ, 85058	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more

9,980 rows, page 96 of 200Previous Next