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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-135193	ENR	Ana T Carroll	—	UHC-84457-19	6575624763	9223 Ridge Rd # 982, San Diego, CA	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-133801	ENR	Joshua V Rios	1968-05-18	UHC-07268-37	5199577640	6349 Indian School Rd Apt 35, Charlotte, NC, 28263	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-423178	CLM	Kelly Lucas	1947-12-15	UHC-15635-05	—	6413 Meadow Ln, Seattle, WA, 98118	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-141327	ENR	Diego C Carter	1992-04-21	UHC-63998-38	4759726757	450 Main St, Eden Prairie, MN, 55382	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
TPA-52078	TPA	Nicole Bowman	1978-12-16	—	8355351763	3795 Lincoln Way, Tampa, FL, 33683	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-423738	CLM	Alan Thompson	1972-10-05	UHC-77689-96	—	2288 Sunset Blvd, Eden Prairie, MN, 55346	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-432665	CLM	Zachary Allen	1997-01-10	—	—	2122 Union St, Plano, TX, 75021	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-406504	CLM	Emma S Pena	1949-07-17	UHC-14042-85	3162165156	2462 Highland Ave, Nashville, TN, 37245	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428898	CLM	Dan Ward	1941-04-15	UHC-94840-20	—	2104 Palm Dr, Denver, CO, 80294	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
ENR-120018	ENR	Susan Padilla	1965-01-07	UHC-62689-06	2208911043	8745 Cedar Ln, Glendale, AZ, 85368	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57486	TPA	Joe Q Powell	—	—	—	5587 Harbor Blvd, Tampa, FL	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-56913	TPA	Noah Black	1999-05-15	—	—	9551 Baseline Rd, Scottsdale, AZ, 85239	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-102771	ENR	Marcus M Woods	2003-01-14	UHC-97464-08	5696836492	5181 Harbor Blvd # 561, Orlando, FL, 32857	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-142321	ENR	Eric Castro	1948-07-16	UHC-70681-72	—	575 Apache Blvd, Austin, TX	0.50	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-403788	CLM	Samuel Ramireez	1986-05-28	UHC-35438-68	—	895 Church St, Glendale, AZ, 85376	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-419681	CLM	Olivia Z Arnold	—	UHC-48489-95	—	824 Forest Ave, Plano, TX, 75049	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
TPA-61156	TPA	Emily Sims	1991-09-03	—	—	9820 Ocean Ave, Phoenix, AZ	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-111363	ENR	Cheryl Rios	1947-10-04	UHC-04103-47	7477868492	4133 River Rd, Minneapolis, MN, 55477	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426066	CLM	Charles Tucker	1961-02-23	—	—	6126 Indian School Rd, Mesa, AZ, 85219	0.50	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-124484	ENR	Catherine Carroll	1971-06-08	UHC-19278-55	2748450117	5270 Highland Ave # 824, Orlando, FL, 32847	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-122558	ENR	Christine F Davis	1968-04-16	UHC-61321-56	9487277411	5608 Lincoln Way # 143, Dallas, TX, 75252	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-403433	CLM	Anthony Salazar	—	UHC-22769-73	—	3940 Hillcrest Rd, Plano, TX	0.50	Date of birth missing Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-422351	CLM	Matthew Hoffman	1995-04-23	—	—	3568 Church St # 305, Gilbert, AZ, 85231	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-422743	CLM	Willie Delgado	1965-09-16	UHC-47830-16	—	2592 Sunset Blvd, Charlotte, NC, 28257	0.50	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-402646	CLM	Joyce Armstrong	1968-01-03	—	—	7518 Desert Sky Blvd # 468, Houston, TX, 77024	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-412489	CLM	Henry Nguyen	1975-07-18	UHC-89598-34	4925628011	3106 Palm Dr, Columbus, OH	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-426125	CLM	Logan Lucas	1974-09-21	UHC-41254-21	—	6921 Harbor Blvd Apt 2, Plano, TX	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-428365	CLM	Jonathan Brooks	1999-03-20	UHC-27135-67	—	4731 Sunset Blvd, Los Angeles, CA	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
PRV-29149	PRV	Loogan GJunk	2006-12-10	UHC-62238-01	5295275418	7132 Main St, Atlanta, GA, 30364	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139685	ENR	Karen M Alexander	1975-02-26	UHC-57783-27	5069389902	6849 Cedar Ln, Nashville, TN, 37254	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-402916	CLM	Roy Tucker	1946-01-17	UHC-34706-33	—	7341 Oak St, Atlanta, GA, 30300	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-24668	PRV	Marcus Gardner	1991-03-10	UHC-24243-44	9809267086	9015 Meadow Ln, Sacramento, CA, 95890	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-29119	PRV	Susan Knight	1999-02-05	—	6093148800	1461 Mesa Dr, Gilbert, AZ, 85299	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-423720	CLM	Joran B Thomas	1947-07-03	UHC-53826-54	—	1659 Desert Sky Blvd Apt 24, Tampa, FL, 33602	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-416393	CLM	Eric Schmidt	1945-11-23	—	—	2124 Forest Ave, Sacramento, CA, 95829	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-22783	PRV	Valentina Rios	1989-10-21	—	4517771817	2665 Harbor Blvd, Orlando, FL, 32887	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59830	TPA	Michael Reynolds	2006-01-17	—	4427216562	6996 Cedar Ln, Dallas, TX, 75289	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412124	CLM	Jeffrey Gonzalez	1980-02-24	—	—	4581 Meadow Ln, Austin, TX	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
ENR-103057	ENR	Heather G Boyd	1954-10-26	UHC-21223-18	9519957781	4167 Ridge Rd, Minneapolis, MN, 55492	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-110472	ENR	Dylan Santiago	1991-06-20	UHC-31030-97	—	8719 Pine Dr, Atlanta, GA, 30368	0.50	Name re-cased Two-digit birth year Phone missing area code City re-cased+3 more
CLM-400548	CLM	Amy Wong	1972-07-16	UHC-19081-16	8684464207	5871 Baseline Rd Apt 27, Glendale, AZ, 85320	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
PRV-23988	PRV	Theresa Mendez	1976-12-25	—	—	7707 River Rd # 553, Miami, FL	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-139111	ENR	Yuki Ruiz	1972-03-21	UHC-19041-11	—	6056 Ridge Rd, Nashville, TN, 37257	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-406639	CLM	Harold N Vega	—	UHC-62854-39	—	9470 Highland Ave, Orlando, FL, 32842	0.50	Name re-cased Date of birth unreadable City re-cased State name converted to code+3 more
ENR-120144	ENR	Kathryn J Hill	1960-10-10	UHC-93631-55	4632501044	7190 Maple Ave, Jacksonville, FL, 32242	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-133727	ENR	Zachary U Morris	1985-09-28	UHC-13938-46	—	6613 Pine Dr, Fresno, CA, 93723	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-403560	CLM	Hannah Little	1995-12-08	UHC-90419-65	—	4288 Park Pl, Plano, TX, 75096	0.50	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+3 more
ENR-138153	ENR	Jerry Rosss	1979-06-17	UHC-06332-38	—	7056 Palm Dr, Charlotte, NC, 28271	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-140883	ENR	Sopia E Spencer	1939-06-15	UHC-86480-28	3084757171	7663 Ocean Ave, Houston, TX, 77013	0.50	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+3 more
TPA-58133	TPA	Bradley Powell	1988-12-02	—	—	5426 Camelback Rd, Plano, TX, 75059	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more

17,850 rows, page 35 of 357Previous Next