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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-54985	TPA	Billy Hanseen	1960-03-13	—	8119283330	8826 Grand Ave Apt 5, San Diego, CA	0.36	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-125459	ENR	Willie F Harrison	—	UHC-17637-88	—	7270 Harbor Blvd, Dallas, TX, 75203	0.36	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+4 more
ENR-142826	ENR	Margaret B Vasquez	1962-10-26	UHC-19632-97	5585610720	7899 Church St, Scottsdale, AZ	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-425981	CLM	Gerald D McDonald	—	—	4754671173	4680 Forest Ave, Tucson, AZ	0.36	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
PRV-28474	PRV	Roger Ross	2000-12-27	UHC-76258-52	8039597753	5420 Valley View Dr # 345, San Antonio, TX	0.36	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-417435	CLM	Angela Sullivan	1962-09-08	UHC-92117-15	8249232096	173 Indian School Rd, Minneapolis, MN	0.36	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-136958	ENR	MarilynJunk	—	UHC-20716-07	9675299588	4684 Baseline Rd, Fresno, CA	0.36	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-401794	CLM	Grace James	1987-11-21	—	3673634599	6385 River Rd # 597, Las Vegas, NV, 89188	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-420725	CLM	Jean L Scott	1974-06-25	UHC-25460-52	—	4107 Park Pl, Los Angeles, CA, 90029	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-426172	CLM	Carl T Sms	1953-05-05	—	—	2766 Desert Sky Blvd, Plano, TX, 75078	0.36	Middle initial moved out of first name Name re-cased Two-digit birth year Street suffix standardised+4 more
PRV-26213	PRV	Jerry R Garrett	1970-04-05	—	4065040895	4320 Valley View Dr, Orlando, FL	0.36	Middle initial moved out of first name Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-24411	PRV	Ben Gacria	1939-10-07	UHC-62566-50	7166680938	5928 Market St # 415, Jacksonville, FL, 32254	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-62314	TPA	Julie Watson	1982-03-02	—	2898935313	1294 Camelback Rd, Charlotte, NC, 28292	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-407576	CLM	Jack Robertson	1971-02-17	UHC-88651-91	—	883 Ocean Ave # 406, Tucson, AZ, 85755	0.36	Name split from “Last, First”Phone missing area code Member ID reformatted Unit split from street+4 more
ENR-137069	ENR	Johnny Hernandez	1992-02-23	UHC-72048-32	8115215208	3109 Sage Ct, Jacksonville, FL, 32282	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-423075	CLM	Shirley Obrien	1969-06-05	UHC-62601-51	—	5922 Maple Ave, Sacramento, CA	0.36	Name split from “Last, First”Name re-cased Street suffix standardised Address re-cased+4 more
ENR-120704	ENR	Benjamin Z Harper	1965-07-26	UHC-31896-42	—	493 Spring St, Mesa, AZ, 85224	0.36	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-400639	CLM	Russell Cox	1996-09-22	—	—	4322 Market St, Jacksonville, FL, 32256	0.36	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-139370	ENR	Martha J Marquez	2002-07-06	UHC-95428-18	—	6570 Mesa Dr, Phoenix, AZ, 85053	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
TPA-54100	TPA	Teresa Graene	1966-10-05	—	—	6237 Oak St # 186, San Diego, CA	0.36	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+4 more
CLM-414246	CLM	Bradley Arnold	1957-01-14	UHC-47803-30	5625892100	525 Lake View Rd # 201, Gilbert, AZ, 85271	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-51886	TPA	Emily Bell	2008-06-26	—	8886001377	1694 Harbor Blvd, Nashville, TN, 37238	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-421510	CLM	Anna Greene	1986-02-14	UHC-19124-93	—	9359 Lake View Rd, Denver, CO, 80222	0.36	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+4 more
CLM-415200	CLM	Santiago Padilla	1982-11-04	UHC-48047-31	7254187784	6082 Grand Ave, San Diego, CA	0.36	Two-digit birth year Street suffix standardised Address re-cased City re-cased+4 more
ENR-129340	ENR	Nancy L Castor	1986-08-06	UHC-90346-97	7547601844	4187 Church St, Fresno, CA	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-416900	CLM	Douglas Tucker	1971-11-13	—	—	7086 Cedar Ln, San Antonio, TX, 78281	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-411129	CLM	Nicole Hughes	2001-10-12	—	—	5263 Willow Ct, Columbus, OH, 43271	0.36	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
PRV-28972	PRV	Bryan U Wallace	1964-12-01	—	6908774170	399 Desert Sky Blvd, Nashville, TN, 37226	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25883	PRV	Adam T Dixon	1974-07-03	UHC-43173-48	3246179309	1990 Mesa Dr, Tempe, AZ, 85257	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-427364	CLM	Peter Austin	—	UHC-85220-86	4504836905	6884 Maple Ave, Gilbert, AZ, 85265	0.36	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-414601	CLM	Samuel Ortiz	—	UHC-72440-13	—	691 Mesa Dr, Orlando, FL, 32878	0.36	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+4 more
TPA-56066	TPA	Moore Alice	1961-07-01	—	2615822785	6180 Lake View Rd, Denver, CO, 80227	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104129	ENR	Natalie L James	1972-03-18	UHC-44696-09	—	5951 Desert Sky Blvd Apt 18, Scottsdale, AZ, 85237	0.36	Name split from “Last, First”Phone missing area code Unit split from street City re-cased+4 more
ENR-109247	ENR	Fatima M Dean	1946-12-05	UHC-14248-16	—	3979 Union St, Denver, CO, 80266	0.36	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-126374	ENR	Angela Lopez	1994-07-26	UHC-47375-08	6945441272	7803 Canyon Rd Apt 39, Houston, TX, 77040	0.36	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-117936	ENR	Samantha T Diaz	1998-08-23	UHC-92123-72	3177985037	5983 Cedar Ln, Nashville, TN, 37206	0.36	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
PRV-21547	PRV	Aaron Pierce	1967-07-04	—	7818060558	9338 Spring St # 712, Columbus, OH, 43288	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-113685	ENR	Adam C Griffin	1999-11-11	UHC-17159-27	2746329625	2417 River Rd Apt 10, Tempe, AZ	0.36	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-416215	CLM	Alan Maldonado	1940-09-18	UHC-40405-98	9648640740	3947 Willow Ct # 416, Fresno, CA, 93760	0.36	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+4 more
PRV-20809	PRV	Pamela Fields	1988-04-12	—	—	9331 Spring St, Charlotte, NC	0.36	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-432017	CLM	Nicholas Cunningham	1971-07-18	UHC-89997-78	—	7483 Canyon Rd, Phoenix, AZ	0.36	Two-digit birth year Street suffix standardised Address re-cased City re-cased+4 more
ENR-113710	ENR	Robert P Allen	1951-01-11	UHC-77201-48	7875127472	2090 Ridge Rd, Sacramento, CA, 95847	0.36	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106660	ENR	Austin V Berry	2007-04-07	UHC-63286-32	5375701799	9431 Central Ave # 760, Eden Prairie, MN, 55329	0.36	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-104631	ENR	ArjunJunk	1987-02-05	UHC-85265-58	—	3720 Indian School Rd # 596, Miami, FL, 33165	0.36	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+4 more
ENR-110546	ENR	Denise A Reed	1970-06-23	UHC-12612-90	5639488879	9294 Canyon Rd, Dallas, TX, 75264	0.36	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132578	ENR	Wayne Z Morrison	1989-06-15	UHC-36040-90	2132838035	3423 Valley View Dr, Fresno, CA, 93785	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-406578	CLM	Abigail Hayes	1945-12-15	—	—	2400 Sage Ct, Denver, CO	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-136882	ENR	Jack L Wheeler	1946-03-14	UHC-27972-26	—	1276 Central Ave, Tempe, AZ, 85227	0.36	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+4 more
TPA-56488	TPA	Nancy Elliott	1990-02-03	UHC-42872-84	7172445407	9279 Oak St, Tampa, FL, 33607	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-411518	CLM	Peter A Wong	—	—	9166333386	1739 Central Ave, Tempe, AZ, 85283	0.36	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more

71,257 rows, page 14 of 1,426Previous Next