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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-142687	ENR	Bryan Clark	1978-05-19	UHC-37991-27	3174122429	705 Camelback Rd, Tampa, FL, 33638	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-57676	TPA	Rachel Evans	1929-12-22	—	—	6573 Grand Ave, Eden Prairie, MN, 55380	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-420488	CLM	Walter Patterson	1986-05-25	—	5666170182	3166 Mountain View Dr, Las Vegas, NV, 89122	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
ENR-102442	ENR	Lucia Z Campbbell	1947-06-23	UHC-88386-26	6268980357	3984 Broadway, Glendale, AZ, 85382	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-116118	ENR	Michelle Morales	1963-10-28	UHC-22558-39	9894473026	2410 Camelback Rd, San Diego, CA, 92122	0.94	Name re-cased Plan code upper-cased Whitespace trimmed
PRV-24485	PRV	Lawrence Rice	1963-11-14	—	2524895991	—	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
TPA-50474	TPA	Chuck Hunter	1989-06-08	—	—	5023 Elm St, Tempe, AZ, 85267	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-60222	TPA	Isabella Perez	1981-06-24	UHC-78595-08	—	3412 Apache Blvd, Charlotte, NC, 28282	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-132186	ENR	Charles Griffin	2003-10-08	UHC-79368-12	3085847986	6431 Oak St, Eden Prairie, MN, 55384	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-61453	TPA	Emma Roberts	1991-08-21	UHC-03591-23	—	5631 Mesa Dr, Fresno, CA, 93740	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
ENR-105393	ENR	Abigail Walsh	1950-08-26	UHC-35970-83	—	6737 Bayshore Dr, San Antonio, TX, 78249	0.94	Date of birth reformatted Plan code upper-cased Placeholder values cleared
ENR-109659	ENR	Melissa W Hayes	2006-10-23	UHC-64851-11	3796977814	5383 Broadway, Dallas, TX, 75269	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
TPA-59286	TPA	Mateo Hughes	1965-05-14	—	—	—	0.94	Date of birth reformatted Plan code upper-cased Placeholder values cleared
ENR-122126	ENR	Anna S Lee	1960-02-06	UHC-38815-84	9182969182	911 Ocean Ave, Nashville, TN, 37287	0.94	Phone reformatted City re-cased Plan code upper-cased
CLM-426128	CLM	Joseph Hayes	1967-08-14	—	—	—	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
ENR-105889	ENR	Bruce K Stephens	1938-03-04	UHC-46738-13	4106070075	6482 Union St, Orlando, FL, 32844	0.94	Name re-cased Phone reformatted Plan code upper-cased
CLM-423707	CLM	Joyce Montgomery	1959-03-09	UHC-22282-57	—	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-110604	ENR	Jose V Maldonado	1953-02-07	UHC-41703-31	—	7502 Meadow Ln, San Antonio, TX, 78212	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-407119	CLM	Frank Bowman	1976-05-12	—	—	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-55507	TPA	Nathan Thomposn	1965-07-03	—	5699782489	—	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-101277	ENR	Beverly Gonzales	1995-09-04	UHC-17854-92	9725429556	8059 Church St, Minneapolis, MN, 55492	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
CLM-409895	CLM	Christine George	2006-08-21	—	—	2631 Highland Ave, Austin, TX, 78729	0.94	City re-cased Plan code upper-cased Placeholder values cleared
CLM-421197	CLM	Madison Guzman	2008-05-25	—	3456306055	9638 Park Pl, Glendale, AZ, 85311	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-126836	ENR	Angela King	1953-02-24	UHC-04129-87	3119832123	8840 Lincoln Way, Fresno, CA, 93746	0.94	Date of birth reformatted Email lower-cased Plan code upper-cased
PRV-28766	PRV	Betty Q Sandoval	1944-09-25	UHC-13305-47	4354236348	1080 Desert Sky Blvd, Dallas, TX, 75227	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-118599	ENR	Dennis Castillo	1989-12-09	UHC-43975-35	3506376908	6858 Central Ave, Tampa, FL, 33680	0.94	Name re-cased Phone reformatted Plan code upper-cased
CLM-416050	CLM	Eugene X Bailey	1968-02-11	UHC-60178-10	—	5402 Church St, Tempe, AZ, 85252	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-129334	ENR	Kyle F Little	2003-01-01	UHC-12654-85	3873078683	3158 Willow Ct, Minneapolis, MN, 55464	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-134905	ENR	Elizabeth Rodriguez	1962-12-06	UHC-01963-18	2787150921	7374 Sage Ct, Tampa, FL, 33602	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-104541	ENR	Michael K Kelly	1984-04-04	UHC-55894-77	—	9662 Willow Ct, Dallas, TX, 75200	0.94	Date of birth reformatted Plan code upper-cased Placeholder values cleared
ENR-129911	ENR	Gabriel Medina	1973-07-05	UHC-64178-36	4178814726	7043 Bayshore Dr, Charlotte, NC, 28296	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
CLM-409864	CLM	Nicole Woods	2007-07-16	—	9458684626	—	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
CLM-425798	CLM	Jordan Williamson	2007-06-02	—	5307968577	—	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-136706	ENR	Lynch Jose	2006-03-07	UHC-55336-60	2545705945	7189 Mesa Dr, Phoenix, AZ, 85040	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
TPA-55832	TPA	Tom Mendoza	2007-04-23	—	—	4060 Grand Ave, Eden Prairie, MN, 55393	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
ENR-100366	ENR	Jacob Chen	1963-12-23	UHC-94930-89	2045959996	937 Mountain View Dr, Seattle, WA, 98157	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-431545	CLM	Christian Henry	1946-10-11	—	7043997321	1252 Jefferson Ave, Scottsdale, AZ, 85203	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
ENR-128835	ENR	Juan Morrisn	1942-06-30	UHC-68976-31	8823937301	917 Cedar Ln, Jacksonville, FL, 32263	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-406065	CLM	Joseph Henderson	1940-07-25	UHC-18059-43	—	3798 Market St, Atlanta, GA, 30310	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-130595	ENR	Anna Vasquez	1976-03-02	UHC-57857-86	4644733142	—	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-133981	ENR	Joe Adams	1953-01-18	UHC-27945-45	—	8517 Mesa Dr, Denver, CO, 80200	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-141679	ENR	Megan F Moore	2002-11-06	UHC-44013-32	9843636910	640 Maple Ave, Seattle, WA, 98130	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
CLM-410382	CLM	Roy Torres	1994-07-03	UHC-49244-99	—	9744 Hillcrest Rd, Las Vegas, NV, 89146	0.94	City re-cased Plan code upper-cased Placeholder values cleared
ENR-134258	ENR	Alexander S Daniels	1957-08-17	UHC-31734-73	4452865627	7936 Central Ave, Fresno, CA, 93703	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-110143	ENR	Maria E Cook	1963-04-04	UHC-93632-88	8876752140	3872 Highland Ave, Atlanta, GA, 30353	0.94	Name re-cased Date of birth reformatted Plan code upper-cased
ENR-131759	ENR	Lawrence Ortega	1967-07-16	UHC-70245-41	5793628640	2386 Indian School Rd, Charlotte, NC, 28279	0.94	Phone reformatted Email lower-cased Plan code upper-cased
ENR-112806	ENR	Patrick H Dixon	1972-07-17	UHC-49659-59	8556528456	1002 River Rd, Tucson, AZ, 85781	0.94	Phone reformatted City re-cased Plan code upper-cased
ENR-116231	ENR	Russell D Carter	1940-10-16	UHC-58996-04	7005991659	1066 Main St, Fresno, CA, 93705	0.94	Name re-cased Phone reformatted Plan code upper-cased
CLM-415123	CLM	Timothy Brooks	1978-03-15	—	6567818224	—	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
TPA-57730	TPA	Beverly U Hernandez	1957-12-27	—	—	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared

3,278 rows, page 62 of 66Previous Next