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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60044	TPA	Zachary Greene	1992-12-26	—	—	3732 Palm Dr, Los Angeles, CA	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-123054	ENR	Santiago Jimenez	1956-04-15	UHC-32526-93	9626234592	6514 Central Ave Apt 28, Chandler, AZ, 85260	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-27665	PRV	Jasson Ramirez	2005-12-13	UHC-29490-85	7747186762	6091 Cedar Ln, Plano, TX, 75029	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102719	ENR	Diana D Butler	—	UHC-83959-10	3497566507	1810 Indian School Rd, Scottsdale, AZ, 85294	0.50	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+3 more
PRV-24733	PRV	Juan Butler	1952-03-08	UHC-52359-45	3565466179	4309 Willow Ct Apt 19, Plano, TX, 75031	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-57279	TPA	Ahmed P Fiher	1986-05-01	—	5053056699	44 Elm St, Seattle, WA, 98149	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135782	ENR	Hart S Michelle	—	UHC-85075-29	5489911708	2271 Lake View Rd, Houston, TX, 77096	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-423577	CLM	Peter Y Hernandez	—	—	8894600573	7574 Baseline Rd, Gilbert, AZ, 85204	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413459	CLM	Jason Johnston	1987-07-21	—	—	5392 Highland Ave Apt 30, San Diego, CA, 92102	0.50	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+3 more
PRV-22685	PRV	Nancy Rios	1945-11-03	—	—	7547 Highland Ave Apt 19, Columbus, OH, 43286	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-404228	CLM	Wilile N Gonzalez	1938-08-11	—	4997564927	8463 Indian School Rd Apt 13, Seattle, WA, 98160	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-142445	ENR	Judith V Sandoval	1983-09-26	UHC-66168-19	8722459728	5058 Lake View Rd, Charlotte, NC, 28204	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-60736	TPA	Joe Bshop	1988-10-18	—	5279154620	6422 Harbor Blvd, Nashville, TN	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-427523	CLM	Judith Guzman	1944-02-20	—	—	3680 Church St, Glendale, AZ	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
PRV-23180	PRV	Kayla Stephens	1947-07-20	UHC-86478-96	8015385915	2909 Washington St # 771, Miami, FL, 33106	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-415966	CLM	Jean Yang	1955-02-15	UHC-55015-07	7683089428	5899 Main St, Atlanta, GA, 30303	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-110605	ENR	Shirley K Ramirez	1978-03-10	UHC-48562-23	4113617855	7240 Valley View Dr # 940, Tempe, AZ, 85274	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-409771	CLM	Ann O Jacobs	1982-08-04	UHC-08255-97	5915475706	5062 Lake View Rd, Fresno, CA	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21558	PRV	John B Oliver	1954-09-26	—	—	3713 Lake View Rd, Charlotte, NC, 28226	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-142159	ENR	Joan P Kelly	2000-02-05	UHC-83052-16	8794305856	3036 Washington St, Gilbert, AZ, 85208	0.50	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-416526	CLM	Charles Griffin	1970-05-26	UHC-14601-23	6163210233	9665 Maple Ave, Mesa, AZ	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429888	CLM	Alan Olson	1953-01-19	—	4032249395	9036 Ridge Rd, San Antonio, TX, 78201	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-114486	ENR	Amy N Woods	2006-11-16	UHC-17540-27	6198399766	3130 Cedar Ln, Seattle, WA, 98142	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-405115	CLM	Jesse Carroll	1995-04-15	UHC-51047-78	9658492887	291 Bayshore Dr, Houston, TX, 77017	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418389	CLM	Mary Fuller	1963-10-05	UHC-43878-46	7386799935	6246 Church St, Sacramento, CA, 95834	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-409625	CLM	Ann Kelley	1967-01-18	—	—	2306 Union St, Scottsdale, AZ, 85236	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425312	CLM	Ryan Ruiz	1957-02-17	—	—	1962 Central Ave Apt 14, Minneapolis, MN, 55469	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-25978	PRV	Scott Hughes	1958-01-10	UHC-53716-26	8217485157	5069 Lincoln Way, Orlando, FL	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-25979	PRV	Scott Hughes	1958-01-10	UHC-53716-26	8217485157	5069 Lincoln Way, Orlando, FL	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-118383	ENR	Timothy E Gordon	1977-07-23	UHC-55444-69	8606029744	3979 Bayshore Dr, Jacksonville, FL, 32288	0.50	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+3 more
ENR-104584	ENR	Cynhtia E Gardner	1988-06-20	UHC-10851-35	3278814233	3740 Desert Sky Blvd, Orlando, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141538	ENR	Douglas D Cruz	1961-04-01	UHC-70015-67	2817939656	9571 Baseline Rd, Columbus, OH, 43278	0.50	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
TPA-57330	TPA	Gerald Foster	1992-05-17	—	—	368 Church St, Mesa, AZ, 85244	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-423346	CLM	Madison D Kelly	1952-05-25	UHC-20054-54	—	5238 Sage Ct Apt 9, Nashville, TN, 37275	0.50	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+3 more
ENR-120076	ENR	Carlos U Henderson	1938-09-10	UHC-04658-83	8887734314	3916 Washington St, Plano, TX, 75093	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-129549	ENR	Benjamin V Payne	1991-12-09	UHC-66516-34	3304942626	9168 Ocean Ave, Austin, TX, 78779	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-20523	PRV	Betty Yuong	1987-10-28	UHC-02259-50	7782485860	8656 Sunset Blvd, Phoenix, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120567	ENR	Ronald Hoffman	1958-08-16	UHC-16807-53	9892199266	8607 Ocean Ave, Tucson, AZ	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-415578	CLM	Mark H Jones	1987-07-17	—	—	1605 Central Ave, Glendale, AZ, 85313	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-109703	ENR	Valentina P Johnston	1945-05-04	UHC-69203-68	—	7623 Cedar Ln # 378, Tampa, FL, 33657	0.50	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-107885	ENR	Abigail George	1993-07-19	UHC-48841-18	8823971842	5368 Lincoln Way, Mesa, AZ	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-424863	CLM	Maria Weaver	1980-05-17	UHC-03750-81	4365975469	8311 Valley View Dr, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-141874	ENR	Donna Guzman	1957-03-28	UHC-41209-83	6019320912	2470 Meadow Ln Apt 38, Austin, TX, 78738	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-107363	ENR	Eugene N Jimenez	1984-02-04	UHC-93297-60	9254385844	1999 Willow Ct, Eden Prairie, MN, 55397	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-424523	CLM	Bruce Obrien	1991-04-12	UHC-80024-15	—	8188 Desert Sky Blvd, Eden Prairie, MN, 55389	0.50	Name split from “Last, First”Name re-cased Street suffix standardised Address re-cased+3 more
CLM-418347	CLM	Madison P Watsn	2001-01-27	UHC-15705-43	4945429925	3991 Pine Dr, Phoenix, AZ, 85037	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-426278	CLM	Nancy Valdez	2002-06-24	—	—	3019 Park Pl, Tucson, AZ, 85734	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
PRV-28329	PRV	Wallace Thomas	1978-02-12	UHC-19625-02	4596317662	4115 Market St, Las Vegas, NV	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127933	ENR	Victoria X Estrada	1995-09-18	UHC-18975-43	—	1939 Park Pl, Seattle, WA, 98124	0.50	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-131357	ENR	Scott I Tran	1946-11-08	UHC-41541-25	6459847168	1906 Sage Ct, Houston, TX	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more

55,824 rows, page 97 of 1,117Previous Next