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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-56829	TPA	Eric Martinez	—	—	—	5589 Forest Ave # 237, Fresno, CA	0.36	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+4 more
CLM-432421	CLM	Kayla Roberts	1945-04-24	—	6387169774	7104 Main St, Mesa, AZ	0.36	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+4 more
ENR-118122	ENR	Christopher I Ramos	—	UHC-13342-54	7606488591	1195 Spring St, Tucson, AZ	0.36	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-405534	CLM	Riley Judith	1985-11-28	—	—	2484 Valley View Dr, Columbus, OH	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
TPA-61783	TPA	Benjamin CJunk	1969-07-01	—	4645659812	8814 Park Pl, Nashville, TN	0.36	Street suffix standardised Address re-cased State code upper-cased ZIP missing+4 more
CLM-429049	CLM	—Junk	1997-07-05	—	9878415044	9217 Church St, Tampa, FL	0.36	Phone reformatted Street suffix standardised Address re-cased ZIP missing+4 more
TPA-54526	TPA	Carolyn Rivera	1984-02-17	UHC-07452-06	—	932 Church St Apt 22, Denver, CO	0.36	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+4 more
ENR-115030	ENR	Mark E Torres	1941-01-18	UHC-18639-62	—	1977 Grand Ave, Dallas, TX	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-102077	ENR	Russell Q Aguuilar	2004-04-06	UHC-46383-79	6663006532	226 Union St, Houston, TX	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-423163	CLM	Carolyn Wood	1988-03-10	UHC-07649-64	6736242975	900 Union St Apt 21, Charlotte, NC	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
PRV-20455	PRV	Olivia S Carroll	1979-07-19	UHC-59310-82	9138838310	3195 Harbor Blvd # 923, Nashville, TN	0.36	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-27352	PRV	Kathryn Mejia	1938-02-19	UHC-64570-80	—	3998 Lake View Rd, Seattle, WA	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-131743	ENR	William Salazar	1969-07-12	UHC-91974-52	2259248488	4437 Valley View Dr, Nashville, TN	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111932	ENR	Maria Q Hansen	1939-04-07	UHC-86468-12	7032559520	1426 Washington St, Seattle, WA	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-110871	ENR	Sophia H Gonzales	1972-10-09	UHC-42834-84	9893901742	5320 Market St Apt 29, Miami, FL	0.36	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-415506	CLM	Debra Stone	1984-04-14	—	3433846337	1874 Maple Ave, Atlanta, GA	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-110479	ENR	Madion Castro	1960-12-26	UHC-28128-60	2275667996	5257 Hillcrest Rd, Orlando, FL	0.36	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-110478	ENR	Madion Castro	1960-12-26	UHC-28128-60	2275667996	5257 Hillcrest Rd, Orlando, FL	0.36	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-63151	TPA	Carolyn Rose	—	—	—	6101 Park Pl, Gilbert, AZ	0.36	Name re-cased Date of birth missing Phone missing area code Street suffix standardised+4 more
CLM-414323	CLM	Heather Nelson	1950-11-11	UHC-40310-14	3584197871	7856 Jefferson Ave, Houston, TX	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-412248	CLM	Julie Sullivan	1979-09-27	—	8598951043	5655 Union St # 255, Las Vegas, NV	0.36	Unit split from street Street suffix standardised Address re-cased State code upper-cased+4 more
CLM-426733	CLM	Amber Lopez	1974-05-12	UHC-73217-02	4304443215	2315 Meadow Ln, Columbus, OH	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-412504	CLM	Jennifer Bailey	2002-08-03	UHC-38553-30	3067842481	8575 Indian School Rd, Dallas, TX	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
TPA-58152	TPA	Jordan Gilbert	2000-05-22	—	7614838387	1469 Indian School Rd, Columbus, OH	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-129776	ENR	Williaam D Hudson	1995-08-11	UHC-43451-15	6414798894	5967 Church St # 326, Tempe, AZ	0.36	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
TPA-63806	TPA	Joshua Gonzales	2001-03-06	—	—	4712 Sunset Blvd # 359, Phoenix, AZ	0.36	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-116585	ENR	Patrick Welch	1952-01-17	UHC-32323-36	3712519067	8468 Indian School Rd # 230, Tampa, FL	0.36	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-138397	ENR	Dennis Meyer	1988-09-15	UHC-24695-90	2874045819	9097 Spring St, Seattle, WA	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102937	ENR	Timothy Bryant	1965-02-15	UHC-19534-28	9235242946	4738 Park Pl, Phoenix, AZ	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-431972	CLM	Stephens Ethan	1980-08-04	UHC-27099-22	3709510533	9299 Forest Ave # 210, Fresno, CA	0.36	Name re-cased Phone reformatted Unit split from street State name converted to code+4 more
ENR-136364	ENR	Susan X Graham	1966-04-08	UHC-42834-64	—	9569 Hillcrest Rd, Phoenix, AZ	0.36	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-412508	CLM	Carlos Y Guerrero	1960-03-11	UHC-84016-21	—	53 Grand Ave, Gilbert, AZ	0.36	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-102463	ENR	Evelyn K Johnston	1940-12-09	UHC-38642-51	—	5408 Willow Ct, Plano, TX	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-411487	CLM	Vincent Carlson	1953-01-24	UHC-79092-72	—	5373 Forest Ave, Jacksonville, FL	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-135968	ENR	Jerry U Thompson	2002-05-17	UHC-11477-88	6748256938	8227 Mesa Dr, Atlanta, GA	0.36	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
PRV-22758	PRV	Kenneth Stewart	—	—	2539247268	333 Jefferson Ave, Atlanta, GA	0.36	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-116521	ENR	Jacquline U Meyer	1995-06-18	UHC-76777-57	7344980646	3708 Indian School Rd Apt 36, Orlando, FL	0.36	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-416441	CLM	Nicholas O Sullivan	2004-02-02	UHC-92592-07	—	6528 River Rd, Scottsdale, AZ	0.36	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-59398	TPA	Rebecca Murray	2002-09-21	—	—	6746 Lake View Rd, San Antonio, TX	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
TPA-50366	TPA	Fatima Cook	1975-03-18	—	—	3264 Lake View Rd, Sacramento, CA	0.36	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-428142	CLM	Virginia I Scott	2005-05-02	UHC-38514-70	9472393656	9105 Hillcrest Rd, Seattle, WA	0.36	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+4 more
ENR-138332	ENR	Ronald Henry	2006-08-23	UHC-15188-94	—	8751 Park Pl, Chandler, AZ	0.36	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
TPA-53693	TPA	Stephanie Chen	2002-12-23	—	—	769 Sunset Blvd, Orlando, FL	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-131991	ENR	Mariana Vasquez	1993-06-07	UHC-75756-09	6483586328	4186 Elm St, Charlotte, NC	0.36	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-126195	ENR	Stephen Carter	1972-12-11	UHC-44885-23	8154235061	7606 Pine Dr, Tempe, AZ	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-425279	CLM	Eric Perry	1951-06-01	UHC-55847-91	9343538171	9175 Elm St # 991, Dallas, TX	0.36	Name re-cased Phone reformatted SSN last four extracted Unit split from street+4 more
ENR-106422	ENR	Ronald Sims	1980-04-26	UHC-83579-90	3573963674	6616 Jefferson Ave Apt 24, Eden Prairie, MN	0.36	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+4 more
ENR-106421	ENR	Ronald Sims	1980-04-26	UHC-83579-90	3573963674	6616 Jefferson Ave Apt 24, Eden Prairie, MN	0.36	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+4 more
PRV-23330	PRV	Alexander Shultz	1967-11-05	—	2416952655	7629 Desert Sky Blvd, Tucson, AZ	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-140308	ENR	Julia O Mitchell	1957-05-01	UHC-55384-04	—	4596 Desert Sky Blvd Apt 39, Miami, FL	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more

7,146 rows, page 5 of 143Previous Next