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
TPA-50156	TPA	Bobby C Gilbert	2001-02-27	—	—	6310 Grand Ave, Dallas, TX, 75253	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-135453	ENR	Terry Nguyen	1971-10-16	UHC-40503-73	—	63 Park Pl, Columbus, OH, 43238	0.68	Name split from “Last, First”Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-421911	CLM	Joshua Harper	1971-08-11	UHC-85497-41	—	282 Ocean Ave, Los Angeles, CA, 90023	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-128392	ENR	Harold Richardson	2000-05-22	UHC-51623-45	9515561427	2376 Spring St, Eden Prairie, MN, 55343	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
CLM-407377	CLM	Joe Harvey	1956-09-20	—	—	6432 Hillcrest Rd, Atlanta, GA, 30357	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-127253	ENR	Ashhley Q Shaw	1989-09-26	UHC-49013-03	4015862592	3813 Indian School Rd, Houston, TX, 77046	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-413214	CLM	Albert Mendez	1972-10-21	UHC-76989-44	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-426342	CLM	Omar Weaver	2002-02-28	UHC-71491-85	—	4595 Sage Ct, Fresno, CA, 93782	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-58069	TPA	Sullivan Janet	1962-02-20	UHC-73270-99	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-141851	ENR	Gloria H Lane	1944-03-24	UHC-48820-35	4809556689	4625 Elm St, Orlando, FL, 32828	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-142144	ENR	Diana Crawford	1940-11-10	UHC-07279-30	4252348989	540 Meadow Ln, Sacramento, CA, 95847	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
ENR-133385	ENR	Eric I Warren	1998-06-01	UHC-46478-91	2809585707	9407 Cedar Ln, Tampa, FL, 33631	0.68	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased
CLM-415686	CLM	Jordan Willis	2001-06-16	UHC-82878-88	5558248088	6683 Desert Sky Blvd, Fresno, CA, 93794	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-407686	CLM	Timothy N Dunn	2001-10-15	UHC-00270-77	—	5933 Mountain View Dr, Sacramento, CA, 95855	0.68	Name split from “Last, First”Middle initial moved out of first name Member ID reformatted Placeholder values cleared
TPA-57033	TPA	Cynthia Webb	1953-08-22	—	—	4802 Hillcrest Rd, Scottsdale, AZ	0.68	Name split from “Last, First”City re-cased ZIP missing Placeholder values cleared
ENR-133682	ENR	Tommy Ray	1942-08-12	UHC-25610-12	4378461048	979 Broadway, Tucson, AZ, 85731	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-101815	ENR	Priya Z Hughes	1998-09-22	UHC-84393-22	9629412867	63 Sunset Blvd, Atlanta, GA, 30389	0.68	Name split from “Last, First”SSN last four extracted City re-cased Placeholder values cleared
CLM-430300	CLM	Andrea Martinez	1941-05-17	UHC-02997-04	5389124249	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
CLM-410822	CLM	Teresa Hudson	—	—	—	7336 Mountain View Dr, Nashville, TN, 37259	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-414071	CLM	Michael Lucas	1965-08-11	—	—	1524 Highland Ave, Eden Prairie, MN, 55329	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-410943	CLM	Valentina C Ray	2000-05-10	—	5616824492	3346 Sunset Blvd, Fresno, CA, 93750	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-140147	ENR	Luri Bryant	1998-08-20	UHC-70153-08	3555747096	6849 Lincoln Way, Seattle, WA, 98103	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code
PRV-20200	PRV	Shirley A Woods	1959-10-18	UHC-25499-05	6592621873	9434 Washington St, Eden Prairie, MN, 55379	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-411909	CLM	Randy Webb	1957-12-03	—	—	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
PRV-27182	PRV	Valentina King	1989-03-28	—	—	8497 Palm Dr, Orlando, FL, 32882	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
PRV-23601	PRV	Mariana Peters	2002-11-02	—	6002226952	5763 Bayshore Dr, Los Angeles, CA, 90074	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-112539	ENR	Nicole O Soto	1976-07-06	UHC-29038-30	3065324847	8682 Elm St, Fresno, CA, 93737	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-122778	ENR	Aaron Ramos	1994-06-24	UHC-51082-43	3589880622	1086 Desert Sky Blvd, Orlando, FL, 32854	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
TPA-52910	TPA	Denise T Henderson	—	—	—	—	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
TPA-57487	TPA	Judith Cunningham	1999-05-20	UHC-01302-60	—	2252 Mesa Dr, Minneapolis, MN, 55436	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-132246	ENR	Alexander Aguilar	2007-05-18	UHC-12791-12	6739604675	6809 Church St, Scottsdale, AZ	0.68	Name split from “Last, First”Phone reformatted City re-cased ZIP missing
ENR-128290	ENR	Jesse Nuunez	1945-10-24	UHC-74574-18	7625628326	6383 Grand Ave, Sacramento, CA, 95861	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
CLM-428059	CLM	Eugene S Reyes	1996-11-22	UHC-32191-16	—	4332 Apache Blvd, Columbus, OH, 43231	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
CLM-420007	CLM	Patricia Dixon	1980-05-05	—	—	4078 Elm St, Charlotte, NC, 28210	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-138565	ENR	Dennis Morgan	1955-03-02	UHC-75155-83	4102844841	7311 Washington St, Glendale, AZ, 85386	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
ENR-138564	ENR	Dennis Morgan	1955-03-02	UHC-75155-83	4102844841	7311 Washington St, Glendale, AZ, 85386	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
ENR-137202	ENR	Dennis Sims	1988-04-12	UHC-61431-40	9249536984	1106 Jefferson Ave, Gilbert, AZ, 85240	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-430588	CLM	Janet Grrant	1991-05-18	UHC-09003-41	—	7089 Willow Ct, Los Angeles, CA, 90080	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-406360	CLM	Lucia Lynch	1968-04-09	UHC-33985-39	5604861546	8941 Forest Ave, Atlanta, GA, 30302	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-109941	ENR	Joe Welkh	1963-08-08	UHC-33507-83	7769378095	3036 Highland Ave, Plano, TX, 75029	0.68	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed
ENR-115880	ENR	Joseph X Washington	1992-03-12	UHC-01161-96	—	3388 Bayshore Dr, San Diego, CA, 92148	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed
ENR-134207	ENR	Anna Vega	1982-11-17	UHC-73708-80	4439452931	3495 Mountain View Dr, Phoenix, AZ, 85097	0.68	Name split from “Last, First”Two-digit birth year City re-cased Placeholder values cleared
ENR-117518	ENR	Wayne Torres	—	UHC-04022-43	—	5701 Willow Ct, Jacksonville, FL, 32236	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
ENR-135550	ENR	Isabella Barnes	1995-09-02	UHC-98826-91	2236578131	5646 Elm St, Fresno, CA, 93724	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
TPA-60561	TPA	Margaret Roberts	1939-12-16	—	—	5221 Cedar Ln, Houston, TX, 77017	0.68	Name split from “Last, First”Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-400965	CLM	Mary Wilils	1939-06-26	UHC-39266-51	—	1470 Apache Blvd, Austin, TX, 78705	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-58403	TPA	Sandra White	1941-03-24	—	—	498 Main St, San Antonio, TX, 78253	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-410618	CLM	Ronald Sanders	1978-08-24	UHC-31632-29	—	7520 Church St, Minneapolis, MN, 55414	0.68	Name split from “Last, First”Two-digit birth year Member ID reformatted Whitespace trimmed
CLM-407753	CLM	Kayla Wheeler	1938-11-09	UHC-62250-44	—	5670 Valley View Dr, Las Vegas, NV, 89169	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
TPA-62655	TPA	Martha Davis	1983-01-03	—	7237325112	1368 Harbor Blvd, San Antonio, TX, 78271	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared

9,980 rows, page 146 of 200Previous Next