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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20272	PRV	Jante Wright	1966-09-20	UHC-45348-02	3153185416	4019 Maple Ave, Minneapolis, MN, 55415	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424261	CLM	Lawrence Carpenter	1948-04-25	UHC-02642-89	6622215798	132 Valley View Dr # 304, Columbus, OH, 43281	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-115010	ENR	Diana P Howard	1956-12-13	UHC-95898-65	—	1940 Apache Blvd, Fresno, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121291	ENR	Brittany C Bennett	1976-03-01	UHC-13990-39	2598768170	8266 Central Ave, Gilbert, AZ, 85298	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-131704	ENR	Katherine I Hart	1992-03-19	UHC-28620-79	8145279302	5857 Ridge Rd, Dallas, TX	0.62	Name re-cased Date of birth reformatted City re-cased ZIP missing+3 more
ENR-141412	ENR	Zachary D Scott	1949-12-24	UHC-64427-62	—	8108 Canyon Rd, Plano, TX, 75085	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-55838	TPA	Susan King	1980-11-07	—	—	7530 Apache Blvd, Scottsdale, AZ, 85212	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-135033	ENR	Mateo Lee	1944-02-24	UHC-39222-72	7574343951	9241 Baseline Rd, Seattle, WA, 98157	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-427201	CLM	William Hansen	1974-02-21	UHC-24086-77	—	201 River Rd, Jacksonville, FL, 32247	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121347	ENR	Barbara W Harris	1995-02-21	UHC-90213-48	2605834906	5369 Bayshore Dr, Gilbert, AZ, 85294	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136432	ENR	Alexander K Ramos	1952-02-23	UHC-16972-69	6829910614	7874 Central Ave, Atlanta, GA, 30394	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-421644	CLM	Santiago T Gonzales	1989-11-03	—	6169054240	2699 Ocean Ave, Miami, FL, 33178	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29293	PRV	Brittany Diaz	1969-02-18	—	4036052054	242 Harbor Blvd, Tempe, AZ, 85247	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-428372	CLM	Timmothy J Guzman	1956-04-14	UHC-86387-31	—	1038 Mesa Dr, Seattle, WA, 98168	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424472	CLM	Gerald Olson	2002-01-08	UHC-86329-56	3104644629	5297 Pine Dr, Jacksonville, FL, 32246	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428982	CLM	Anna J Palmer	1961-01-03	UHC-08520-27	3766846663	3351 River Rd, Denver, CO, 80239	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27481	PRV	Victoria Wallace	1984-12-10	—	—	2975 Cedar Ln, Denver, CO, 80204	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-116593	ENR	Nancy O Richardson	2006-07-04	UHC-90846-48	—	8986 Willow Ct, Houston, TX, 77006	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430400	CLM	Kenneth R Nguyen	1982-03-28	UHC-63340-98	—	1478 Ridge Rd, Eden Prairie, MN, 55361	0.62	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-122289	ENR	Santiago Lynch	1998-06-15	UHC-94650-08	3253173092	2281 River Rd, Las Vegas, NV, 89117	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61685	TPA	Mark Morgan	1981-04-13	—	—	2340 Pine Dr, Tampa, FL, 33607	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-131496	ENR	Jean Owens	1956-07-14	UHC-67566-52	9342836189	4511 Cedar Ln, San Diego, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429654	CLM	Dylan Gomez	1963-08-12	UHC-44561-38	6332886287	5409 Union St, Los Angeles, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28198	PRV	Stephanie Lewis	1946-06-23	UHC-31263-99	8395851189	8137 Desert Sky Blvd, Tampa, FL, 33617	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-420595	CLM	Evelyn Morrison	1986-09-13	—	—	1846 Maple Ave, Tampa, FL, 33635	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-141277	ENR	Pamela Graham	1967-03-14	UHC-53873-23	5043527432	9174 Hillcrest Rd, Houston, TX, 77079	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63186	TPA	Patrick Gutierrez	1991-10-17	UHC-55935-35	6315592738	9066 Cedar Ln, Eden Prairie, MN, 55390	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28641	PRV	Maria Rose	1969-09-16	—	7594134013	1103 Sunset Blvd, Seattle, WA, 98123	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50081	TPA	Albeert Z Montgomery	1971-02-03	—	—	7534 Cedar Ln, Glendale, AZ, 85384	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-425446	CLM	Sarah Bailey	1971-09-27	UHC-07917-53	—	5551 Washington St, Dallas, TX, 75228	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-140609	ENR	Theresa Lewiis	1965-09-20	UHC-86460-92	3692689943	8792 Mesa Dr, Houston, TX, 77001	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403177	CLM	Joe Stephens	1975-03-11	UHC-09651-87	3118285793	302 Church St, Columbus, OH, 43237	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
TPA-61416	TPA	Jose Morrison	2003-05-08	—	—	8078 Forest Ave, Atlanta, GA, 30301	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-110847	ENR	Diane Harper	2004-01-20	UHC-66799-46	9489392456	1196 Mountain View Dr, Columbus, OH, 43239	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-419419	CLM	Evelyn Varrgas	1969-01-18	UHC-34654-11	5484943332	9477 Forest Ave, Plano, TX, 75085	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-52620	TPA	Gregory Webb	1977-01-26	—	—	462 Meadow Ln, Miami, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137892	ENR	Carl P Chapman	1972-03-02	UHC-14869-57	2303357304	7757 Hillcrest Rd, Columbus, OH, 43279	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
TPA-52611	TPA	Chris Nelson	1961-09-24	UHC-65673-31	5055761014	982 Maple Ave, Houston, TX, 77003	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427814	CLM	William L Walsh	1952-05-27	UHC-61186-88	—	9058 Mesa Dr, Seattle, WA, 98143	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52180	TPA	Linda James	1949-08-16	—	6336183500	1598 Park Pl, Fresno, CA, 93784	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424749	CLM	Rebecca L Palmer	1961-01-18	UHC-84842-07	5843950447	5599 Market St, Las Vegas, NV, 89143	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-27099	PRV	Edward George	1983-06-17	UHC-36356-27	—	3180 Elm St, Austin, TX, 78742	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-138616	ENR	Margaret Banks	2003-12-17	UHC-02221-08	8087806638	6612 Baseline Rd, Fresno, CA, 93762	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118432	ENR	Kayla Matthews	1981-07-24	UHC-83448-75	4412376186	4617 River Rd, Fresno, CA, 93731	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54029	TPA	Jimmy S Ruiz	1985-06-20	—	—	7055 Bayshore Dr # 520, Columbus, OH, 43266	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-24133	PRV	Ferguson Lori	2006-08-26	UHC-87498-51	2849026276	2459 Highland Ave, Glendale, AZ, 85352	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22331	PRV	Ann Wilson	1979-12-03	UHC-99469-90	7255666084	1701 Main St, Miami, FL, 33144	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419822	CLM	Ryan Castro	1963-08-28	UHC-23084-63	6485955250	4342 Apache Blvd, Minneapolis, MN, 55481	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116035	ENR	Jacqueline B Harris	1953-12-04	UHC-77985-66	—	7116 Spring St, Gilbert, AZ, 85284	0.62	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406242	CLM	Cmaila Jimenez	1975-10-02	UHC-71123-92	—	9655 Meadow Ln # 315, Plano, TX, 75028	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more

32,400 rows, page 127 of 648Previous Next