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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-26675	PRV	Tommy Day	1944-02-21	—	7829125892	1025 Mesa Dr Apt 24, Miami, FL, 33171	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-26676	PRV	Tommy Day	1944-02-21	—	7829125892	1025 Mesa Dr Apt 24, Miami, FL, 33171	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-57931	TPA	Roger Bishop	1975-11-01	—	—	5376 Bayshore Dr # 602, Los Angeles, CA, 90063	0.74	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
CLM-422176	CLM	Vincent Holmes	1942-09-03	UHC-45761-46	6069749908	2193 Maple Ave Apt 9, Seattle, WA, 98170	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-131396	ENR	Justin C Russell	1989-12-01	UHC-81090-18	6223910893	9784 River Rd Apt 11, Columbus, OH, 43204	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-126953	ENR	Debra Delgado	1961-02-10	UHC-44428-55	6053198913	4737 Lake View Rd # 527, Denver, CO, 80221	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-402541	CLM	James Delgado	1977-12-02	—	2208398187	7763 Broadway # 784, Tampa, FL, 33649	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-25529	PRV	Anna Y Luna	2001-08-13	—	8599159442	964 Apache Blvd # 925, Las Vegas, NV, 89108	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-105999	ENR	Donald Torres	1997-12-14	UHC-22457-76	7844289930	8591 Central Ave # 822, San Diego, CA, 92186	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-410210	CLM	Sarah B Edwards	1940-04-27	UHC-84878-58	2369776893	7813 Main St # 870, San Diego, CA, 92118	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-29382	PRV	Keith Cruz	1946-01-14	UHC-71380-39	8117629109	5885 Sunset Blvd # 810, Plano, TX, 75054	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-111131	ENR	Jacobs Bobby	1942-09-25	UHC-37001-98	2949438631	1545 Jefferson Ave # 866, San Antonio, TX, 78285	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-28716	PRV	Sam Rodriguez	1969-03-03	UHC-63074-78	2075511467	3532 Sage Ct # 296, Sacramento, CA, 95843	0.74	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-136944	ENR	Jerry J Edwards	1958-03-13	UHC-16590-26	—	1159 Cedar Ln # 235, Orlando, FL, 32815	0.74	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
ENR-105626	ENR	Susan K Obrien	1953-04-28	UHC-01670-54	6832552989	6292 Desert Sky Blvd # 240, Tucson, AZ, 85735	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-421409	CLM	Hughes Aisha	2000-08-26	—	8806385741	5338 Cedar Ln # 606, Denver, CO, 80284	0.74	Date of birth reformatted Phone reformatted Unit split from street City re-cased+3 more
CLM-401468	CLM	Jerry Pierce	2005-02-27	UHC-01827-46	2753735096	3308 Baseline Rd # 173, Phoenix, AZ, 85020	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-401469	CLM	Jerry Pierce	2005-02-27	UHC-01827-46	2753735096	3308 Baseline Rd # 173, Phoenix, AZ, 85020	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
TPA-52656	TPA	Arjun U Anderson	1939-10-02	—	2919337865	6456 Meadow Ln # 395, Los Angeles, CA, 90004	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-128940	ENR	Luis R Romero	1947-05-10	UHC-62136-56	9322377468	2683 Mountain View Dr Apt 4, Glendale, AZ, 85379	0.76	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
ENR-132315	ENR	Rebecca L Palmer	1961-01-18	UHC-84842-07	5843950447	5599 Market St # 674, Las Vegas, NV, 89143	0.76	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
PRV-23883	PRV	Patel Paul	1942-11-22	UHC-67299-32	6717233707	8622 Bayshore Dr Apt 22, Tucson, AZ, 85741	0.76	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-121867	ENR	Roy L Price	1981-03-25	UHC-50198-86	6354591976	9852 Grand Ave # 937, Houston, TX, 77076	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-110337	ENR	Carolyn Carroll	1958-08-14	UHC-40936-88	—	3600 Pine Dr # 570, Sacramento, CA, 95890	0.76	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
CLM-426448	CLM	Mason Z Jacobs	1988-12-28	—	3407729815	4277 River Rd # 316, Los Angeles, CA, 90057	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-120180	ENR	Brandon G Rivera	1991-04-07	UHC-19255-33	7735521965	5041 Jefferson Ave # 450, Glendale, AZ, 85328	0.76	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
ENR-136811	ENR	Betty X Webb	1982-01-21	UHC-30904-59	7914619364	5143 Lake View Rd Apt 38, Scottsdale, AZ, 85268	0.76	Phone reformatted Member ID reformatted Unit split from street City re-cased+2 more
CLM-406585	CLM	Kelly Gordon	1941-07-19	UHC-60170-41	8057999170	8001 River Rd Apt 22, Los Angeles, CA, 90020	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-419562	CLM	Mary Lewis	1964-12-11	—	9214738912	801 Highland Ave Apt 29, Eden Prairie, MN, 55315	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-101935	ENR	Brenda M Ramos	2007-10-03	UHC-36429-85	7723644215	8244 Union St Apt 2, Nashville, TN, 37282	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-102144	ENR	Amy H Castillo	1959-02-15	UHC-48609-92	7128482013	3513 Lincoln Way # 464, Scottsdale, AZ, 85282	0.76	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
CLM-431295	CLM	Ryan Burns	1994-12-15	—	—	2824 Canyon Rd Apt 8, Seattle, WA, 98104	0.76	Name re-cased Date of birth reformatted Unit split from street State code upper-cased+2 more
PRV-25667	PRV	Catherine Fuller	1961-02-27	UHC-08698-57	9046520459	3944 Oak St Apt 37, Denver, CO, 80224	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-130972	ENR	Samuel F Collins	1943-03-02	UHC-44660-05	7217608699	3152 Valley View Dr Apt 30, Charlotte, NC, 28264	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-412087	CLM	Walter L Alvarez	1941-06-02	UHC-32233-17	3753790045	7531 Forest Ave # 512, Gilbert, AZ, 85232	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-140788	ENR	Peter H Banks	1991-12-21	—	5422779550	7123 Ridge Rd # 128, Orlando, FL, 32892	0.76	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+2 more
ENR-140787	ENR	Peter H Banks	1991-12-21	—	5422779550	7123 Ridge Rd # 128, Orlando, FL, 32892	0.76	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+2 more
ENR-120569	ENR	Grace N Ruiz	1995-10-08	UHC-34131-34	5453691062	3617 Camelback Rd # 818, Atlanta, GA, 30343	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
TPA-51887	TPA	Catherine Richardson	1988-01-10	—	4248223146	4471 Elm St # 799, Seattle, WA, 98189	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
ENR-139376	ENR	Keith Rogers	1963-04-17	UHC-85512-04	9016188778	4996 Palm Dr # 138, Jacksonville, FL, 32283	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
TPA-50776	TPA	Kathleen Nelson	2002-03-19	—	3565482555	7481 Mesa Dr # 742, Nashville, TN, 37287	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-141844	ENR	Victoria T Torres	1978-01-28	UHC-64889-92	4603118860	6703 Elm St # 252, Jacksonville, FL, 32232	0.76	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+2 more
CLM-430522	CLM	Janet Grrett	1995-11-27	UHC-41886-21	4366904995	6771 Broadway # 109, Miami, FL, 33154	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-431481	CLM	Elizabeth Miller	1941-07-11	UHC-74198-61	9377688825	5736 Broadway Apt 34, Las Vegas, NV, 89146	0.76	Name re-cased Date of birth reformatted Unit split from street Address re-cased+2 more
ENR-105624	ENR	Ronald Aguilar	1939-06-12	—	2056870300	4880 Maple Ave # 994, Gilbert, AZ, 85211	0.76	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+2 more
ENR-121800	ENR	Joan Tucker	1979-04-09	UHC-88259-65	9336446783	2821 Broadway # 595, Scottsdale, AZ, 85212	0.76	Name re-cased Phone reformatted Unit split from street Address re-cased+2 more
CLM-415199	CLM	Amanda Freeman	1976-07-07	UHC-66453-18	6933521053	7544 Ridge Rd Apt 26, Scottsdale, AZ, 85286	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-110296	ENR	Willie E Matthews	1938-07-16	UHC-00864-64	9876586293	3649 Mountain View Dr Apt 10, Jacksonville, FL, 32209	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-426122	CLM	Rebecca Dunn	1945-09-20	UHC-28867-84	9863831536	3054 Harbor Blvd # 205, Sacramento, CA, 95884	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-408691	CLM	Jacob Y Alvarez	1972-05-12	UHC-93064-17	2189303366	6151 Union St Apt 21, Atlanta, GA, 30358	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more

6,994 rows, page 116 of 140Previous Next