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

Enrollment, 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
ENR-118740	ENR	Judith X Gomez	1944-02-18	UHC-71940-96	5142752655	7594 Pine Dr Apt 27, Denver, CO, 80231	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-114316	ENR	Bradley M Jacobs	1996-07-12	UHC-41318-77	5376424572	3077 Bayshore Dr, Charlotte, NC	0.36	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-139035	ENR	Donald Payne	1959-06-26	UHC-97805-04	7782909563	6405 Hillcrest Rd, Gilbert, AZ, 85276	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-140639	ENR	Billy C Jackson	—	UHC-87710-73	4895489420	5240 Sunset Blvd Apt 15, Dallas, TX, 75252	0.36	Name split from “Last, First”Date of birth missing Phone reformatted Unit split from street+4 more
ENR-108533	ENR	Barbara Lynch	1958-02-01	—	—	8824 Maple Ave # 395, Austin, TX, 78742	0.36	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+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
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
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
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
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
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
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
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
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
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
ENR-140574	ENR	Sofia Owens	1972-08-15	UHC-02113-98	—	3376 Central Ave, Denver, CO, 80219	0.36	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
ENR-139122	ENR	Bryan L Ramos	—	UHC-78407-36	—	134 Market St, Fresno, CA	0.36	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+4 more
ENR-112114	ENR	Camila F Peterson	1993-05-18	UHC-03136-61	9706356329	8687 Forest Ave # 503, Atlanta, GA, 30354	0.36	Two-digit birth year Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-136733	ENR	Jack Chen	1959-04-17	UHC-51556-12	9696147099	1301 Apache Blvd, Gilbert, AZ	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-136809	ENR	Deborah Johnston	1963-05-04	UHC-79873-39	3265342461	1122 Central Ave, Los Angeles, CA, 90011	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-139163	ENR	Beverly Jackson	1998-09-09	—	4599324131	4804 Main St, Charlotte, NC	0.36	Street suffix standardised Address re-cased State name converted to code ZIP missing+4 more
ENR-136837	ENR	Richard Y Moreno	2000-05-08	UHC-79139-87	—	1583 Elm St, Miami, FL, 33112	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-101194	ENR	Barbara Ryan	1964-05-01	UHC-96763-42	3232403800	6299 Sunset Blvd Apt 25, San Diego, CA, 92148	0.38	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-103499	ENR	Emily Holmes	—	UHC-18501-42	—	1945 Spring St, Eden Prairie, MN, 55329	0.38	Name split from “Last, First”Date of birth missing SSN last four extracted Street suffix standardised+3 more
ENR-127545	ENR	William Freeman	1954-03-22	UHC-52307-49	8858555367	765 Highland Ave Apt 26, Plano, TX, 75071	0.38	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
ENR-116804	ENR	Jack Wells	1996-07-24	UHC-04105-55	3412874488	3646 Sunset Blvd, Tempe, AZ, 85249	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117523	ENR	Kelly N Clark	1954-10-03	UHC-47071-64	4859274070	9516 Market St, Glendale, AZ, 85374	0.38	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-129043	ENR	Amber E Coleman	1974-01-06	UHC-48834-19	—	6563 Valley View Dr Apt 28, Jacksonville, FL, 32255	0.38	Middle initial moved out of first name Two-digit birth year Unit split from street City re-cased+3 more
ENR-141892	ENR	Michelle K Cruz	1975-05-02	UHC-29430-75	—	6540 Harbor Blvd, Tampa, FL, 33691	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
ENR-138530	ENR	Janet H Weaver	1995-02-05	UHC-30144-81	3307818681	9551 Lake View Rd, Atlanta, GA, 30307	0.38	Name split from “Last, First”Middle initial moved out of first name ZIP+4 trimmed Email lower-cased+3 more
ENR-115095	ENR	Martha I Ellis	1950-12-09	UHC-43659-49	—	2887 Highland Ave, Charlotte, NC, 28292	0.38	Phone missing area code Street suffix standardised Address re-cased State name converted to code+3 more
ENR-124886	ENR	Joseph Schultz	1973-08-16	UHC-92693-54	4874525606	7373 Main St, Los Angeles, CA, 90039	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-106203	ENR	Charles F Rice	—	UHC-28560-68	8182184863	7601 Spring St, Tampa, FL, 33662	0.38	Date of birth missing Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-106204	ENR	Charles F Rice	—	UHC-28560-68	8182184863	7601 Spring St, Tampa, FL, 33662	0.38	Date of birth missing Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-142740	ENR	Camila L Kelly	—	UHC-54469-23	6054453867	7640 Cedar Ln, Sacramento, CA	0.38	Date of birth unreadable Phone reformatted SSN last four extracted City re-cased+3 more
ENR-139456	ENR	Betty Anderson	1953-07-18	UHC-04639-90	3706853205	1802 Palm Dr, Charlotte, NC, 28285	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113221	ENR	Marilyn Russell	1985-11-07	UHC-30013-20	—	879 Main St, Plano, TX, 75055	0.38	Name split from “Last, First”Phone missing area code SSN last four extracted Street suffix standardised+3 more
ENR-103801	ENR	Wei M Gardner	2002-11-12	UHC-60146-17	8488640320	9666 Canyon Rd, Mesa, AZ, 85212	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-127556	ENR	Angela Q Williamson	1947-10-26	UHC-83917-22	3385373086	6565 Baseline Rd Apt 16, Phoenix, AZ, 85072	0.38	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-122031	ENR	Cheryl Butler	—	UHC-37634-84	—	5797 Cedar Ln, Orlando, FL, 32848	0.38	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-116236	ENR	Catherine Y Jamse	1988-09-11	UHC-83902-40	—	6878 Ridge Rd, Austin, TX, 78756	0.38	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+3 more
ENR-143087	ENR	Virginia Guerrero	1939-07-02	UHC-49764-58	—	7836 Ocean Ave, Miami, FL	0.38	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more

16,916 rows, page 5 of 339Previous Next