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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-61035	TPA	Ralph Morris	1971-12-28	—	—	2055 Forest Ave, Austin, TX, 78718	0.64	Two-digit birth year Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-402597	CLM	Jerry Carlson	1947-08-04	—	9233213788	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-105028	ENR	Donald Garrett	1953-09-19	UHC-03929-65	—	6376 Washington St, Tampa, FL, 33656	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-21223	PRV	Camila Delgado	1975-06-05	UHC-77210-26	8896251986	4527 Desert Sky Blvd, Glendale, AZ, 85301	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-131934	ENR	Rebecca H Sanchez	1967-12-12	UHC-93661-89	6468231472	2536 Indian School Rd, Atlanta, GA, 30378	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-124355	ENR	Brittany Estrada	1947-09-22	UHC-93844-26	3337863966	2434 Desert Sky Blvd, Fresno, CA, 93733	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-136288	ENR	Timothy Pena	1965-11-13	UHC-78757-55	7506967293	1439 Park Pl, Sacramento, CA, 95887	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419812	CLM	Margaret G Chavez	1972-11-16	—	9282038691	27 Sage Ct, Seattle, WA, 98131	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-419473	CLM	Margaret Bryant	1978-09-05	UHC-57103-48	9366816704	9466 Church St, Gilbert, AZ, 85227	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117282	ENR	Zachery P Morales	1995-08-08	UHC-95210-09	5612126194	9060 Washington St, Tampa, FL, 33656	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-430357	CLM	Ryan Morgan	1999-03-04	UHC-41447-09	2786929304	4448 Church St, Chandler, AZ, 85232	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-60293	TPA	Maria Stephens	1986-09-24	—	8617633911	1827 Canyon Rd, San Diego, CA, 92119	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62670	TPA	Jacqueline Reid	2004-11-04	—	—	8207 Cedar Ln, Sacramento, CA, 95880	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-424262	CLM	Lawrence Carpenter	1948-04-25	—	—	132 Valley View Dr, Columbus, OH, 43281	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-136023	ENR	Sandra Murraay	1978-12-18	UHC-66640-84	4139194752	6299 Cedar Ln, Houston, TX, 77007	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-138956	ENR	Emma E Chavez	2002-09-10	UHC-67167-33	6217846732	925 Forest Ave, Tampa, FL, 33634	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-124895	ENR	Austin K Bryat	1970-09-14	UHC-53540-32	9434142190	7242 Camelback Rd, Eden Prairie, MN, 55312	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428407	CLM	Richard Rice	1977-10-05	UHC-29214-90	—	2371 Mesa Dr, Plano, TX, 75010	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-428406	CLM	Richard Rice	1977-10-05	UHC-29214-90	—	2371 Mesa Dr, Plano, TX, 75010	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-420542	CLM	Priya Gutierrez	2005-09-07	UHC-28590-73	—	2606 Elm St, Charlotte, NC, 28279	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-61376	TPA	Eric Sanders	1959-08-27	—	9545579690	2321 Grand Ave, Orlando, FL, 32817	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427963	CLM	Jeffrey B Hunter	1974-07-13	UHC-42787-34	—	3234 Sage Ct, San Diego, CA, 92176	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-109257	ENR	Christian Burke	1965-03-07	UHC-53263-58	7704580115	1128 Canyon Rd # 361, Tampa, FL, 33655	0.64	Two-digit birth year Phone reformatted Unit split from street Email lower-cased+2 more
CLM-415313	CLM	Mariana H Harrison	2007-03-03	UHC-02249-15	5877232833	5365 Union St, Glendale, AZ, 85337	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401191	CLM	Dennis Li	1967-06-16	UHC-05445-31	—	5730 Park Pl, Atlanta, GA, 30346	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-138766	ENR	Linda Williamson	1953-09-01	UHC-17134-72	4996033102	4923 Pine Dr, Scottsdale, AZ, 85282	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55305	TPA	Margaret Harris	1971-03-16	UHC-77132-48	—	471 River Rd, Nashville, TN, 37288	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-427975	CLM	McCoy Abigail	1966-02-08	UHC-03347-22	4149734441	1161 Meadow Ln, Columbus, OH, 43277	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-112412	ENR	Jonathan Stevens	1972-10-16	UHC-88071-23	7514154484	435 Grand Ave, Atlanta, GA, 30304	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139793	ENR	Mark Ruiz	1972-08-23	UHC-90362-45	8484182772	2544 Main St, Jacksonville, FL, 32232	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-57628	TPA	Andy Jimenez	1966-02-28	—	5798790779	3408 Spring St, Dallas, TX, 75209	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413991	CLM	Gabriel Luna	1959-09-13	UHC-01468-90	8934771411	3187 Oak St Apt 13, San Antonio, TX, 78278	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-413507	CLM	Scott Fuller	1965-02-05	—	—	7273 Mountain View Dr, Miami, FL, 33115	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-431775	CLM	Dorothy P Freeman	1996-01-26	—	5957202061	7184 Market St, Tucson, AZ, 85782	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
ENR-135370	ENR	Jeffrey Jones	1985-10-03	UHC-66750-25	8283974023	7112 Broadway, Jacksonville, FL, 32251	0.64	Name re-cased Two-digit birth year City re-cased Email lower-cased+2 more
ENR-139058	ENR	Carolyn Rose	1980-04-07	UHC-19714-91	9335486321	6101 Park Pl, Gilbert, AZ, 85286	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-415868	CLM	Noah Burton	1959-02-27	—	—	6852 Meadow Ln, Jacksonville, FL, 32259	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
PRV-28176	PRV	Randy R Vazqquez	1960-06-15	UHC-86837-23	6365778967	9686 Lake View Rd, Austin, TX, 78792	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24656	PRV	Kathryn Ortega	2002-07-27	—	9828990969	1848 Main St, Atlanta, GA, 30307	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-60536	TPA	Aaron Hill	1953-01-22	UHC-43515-39	—	6660 Willow Ct, Nashville, TN, 37256	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-403151	CLM	Diego K Jones	1981-07-13	—	4194872571	—	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-121144	ENR	Jake V Ramirez	1982-03-25	UHC-31142-43	5264883584	4664 Meadow Ln, Columbus, OH, 43236	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121125	ENR	Brian Ramirez	1955-01-27	UHC-95424-96	—	3731 Market St, Tempe, AZ, 85286	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-133637	ENR	Kimberly Bell	1938-02-18	UHC-35960-58	5787019905	9241 Elm St, Mesa, AZ, 85270	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-103328	ENR	Michelle N Medina	2006-03-15	UHC-20779-23	4713390533	2223 Spring St, Austin, TX, 78785	0.64	Two-digit birth year Phone reformatted City re-cased Gender normalised+2 more
ENR-136453	ENR	Frances E Miller	1940-08-06	UHC-26918-94	5412059842	1684 Broadway, Gilbert, AZ, 85287	0.64	Two-digit birth year Phone reformatted City re-cased State name converted to code+2 more
CLM-408648	CLM	Debra Chavez	1977-11-01	UHC-26552-93	—	1967 Highland Ave, Sacramento, CA, 95831	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-110200	ENR	Glria N Black	1994-12-14	UHC-21146-15	7948045970	509 Camelback Rd, Fresno, CA, 93715	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-134830	ENR	Julie Hughes	1979-02-24	UHC-21646-21	6147008135	3488 Grand Ave, Minneapolis, MN, 55427	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58008	TPA	Teresa Paarker	1970-03-07	—	—	4695 Ocean Ave, Gilbert, AZ, 85235	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more

6,661 rows, page 67 of 134Previous Next