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
CLM-429334	CLM	Barbara Kennedy	1967-03-23	UHC-82530-02	5426164266	4915 Elm St, Tampa, FL	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-110645	ENR	Randy Wood	1981-05-19	UHC-10379-19	7357520739	4592 Desert Sky Blvd, Glendale, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-430644	CLM	Rebecca Gardner	1948-03-04	UHC-93513-53	4163847386	9408 Union St, Eden Prairie, MN	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-106681	ENR	Luis Ramos	1965-11-22	UHC-28626-89	7892327072	8960 Apache Blvd, Minneapolis, MN	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-105682	ENR	Brenda O Kelley	—	UHC-29633-02	2376015830	9588 Hillcrest Rd, Glendale, AZ	0.46	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-109862	ENR	Carlos Hudson	1945-12-01	UHC-71677-01	9866245949	4734 Ocean Ave Apt 18, Las Vegas, NV	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
TPA-55889	TPA	Charles Bradley	1988-08-19	—	4743025278	1556 Willow Ct, Denver, CO	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-25440	PRV	Bobby Wright	1995-04-03	—	4846556424	8097 Central Ave, Eden Prairie, MN	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-421623	CLM	Olivia Gonzales	1943-12-08	UHC-00411-18	—	8846 Apache Blvd # 256, Seattle, WA	0.46	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+5 more
TPA-53098	TPA	Kelly Reed	1981-06-21	—	—	640 Washington St, Phoenix, AZ	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-53343	TPA	Patrick X James	—	—	8837176774	6916 Hillcrest Rd, Miami, FL	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-417712	CLM	Lori Contreras	1964-02-14	UHC-34891-72	8594720235	5981 Maple Ave, Dallas, TX	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131997	ENR	Diana Turner	1970-11-06	UHC-55479-79	7939690217	3212 Lake View Rd, Gilbert, AZ	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-133125	ENR	Gerald R Russell	1951-07-01	UHC-95632-60	9252030479	6855 Maple Ave, Tucson, AZ	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-102821	ENR	Bryan Warren	1974-02-14	UHC-40178-96	7282132622	8514 Desert Sky Blvd, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25257	PRV	Debra Andesron	1963-10-07	UHC-15730-68	—	4484 River Rd, Atlanta, GA	0.48	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+4 more
ENR-133629	ENR	Ronald D Morales	1948-01-28	UHC-99938-63	5609962582	2228 Church St, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-55854	TPA	Carolyn Patterson	1975-02-10	UHC-74389-73	6819374209	2439 Valley View Dr, Los Angeles, CA	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-104454	ENR	Jessica G Brns	2007-05-20	UHC-28147-73	4863633735	8189 Sage Ct, Seattle, WA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-406098	CLM	Philip White	1963-09-19	UHC-62738-03	—	9889 Canyon Rd, Chandler, AZ	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-404683	CLM	Valentina Ward	1990-11-26	UHC-06830-35	7613935182	8511 Harbor Blvd, Charlotte, NC	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-131044	ENR	Alan T Thompson	1972-10-05	UHC-77689-96	5816288126	2288 Sunset Blvd, Eden Prairie, MN	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-411966	CLM	Megan Herrera	1991-02-23	—	7087172970	4453 Indian School Rd Apt 40, Denver, CO	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-21723	PRV	Victoria K Webb	1951-07-08	UHC-59648-01	5186870944	1681 Desert Sky Blvd, Miami, FL	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-51341	TPA	Arthur H Rice	2001-04-24	UHC-69841-73	3569054601	4593 Highland Ave, Nashville, TN	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-427172	CLM	Bryan Black	1940-01-26	—	3844308523	985 Apache Blvd # 477, Minneapolis, MN	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-23939	PRV	Heather S Ramirez	1985-09-07	—	6756695687	3843 Main St, Plano, TX	0.48	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133603	ENR	Betty S Lucas	1958-05-20	UHC-66849-38	2923740103	6439 Grand Ave, Los Angeles, CA	0.48	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
PRV-27964	PRV	Margaret Foster	1950-06-28	—	2879218901	9550 Highland Ave, Phoenix, AZ	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114106	ENR	Ashley N Hayes	1970-03-20	UHC-08753-09	4842802916	2850 Valley View Dr Apt 38, Chandler, AZ	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-140219	ENR	Edward Hicks	1989-04-06	UHC-50339-17	6545484363	3192 Mesa Dr, Columbus, OH	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132115	ENR	Dennis Ruiz	—	UHC-75844-12	4304760934	2378 Valley View Dr, Dallas, TX	0.48	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-28047	PRV	Christian X Holmes	1951-08-01	—	5494875285	4067 Highland Ave, Minneapolis, MN	0.48	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-122010	ENR	Virginia Lynch	1988-09-10	UHC-88578-38	—	9775 Willow Ct, San Antonio, TX	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-122446	ENR	Lauren C Montgomery	1983-02-01	UHC-75031-08	6044000336	3614 Canyon Rd, Fresno, CA	0.48	Phone reformatted Street suffix standardised Address re-cased ZIP missing+4 more
CLM-417606	CLM	Arthur Gibson	1982-09-25	UHC-31926-06	—	6998 Cedar Ln, Austin, TX	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-138534	ENR	Nancy Sims	1976-06-23	UHC-57979-93	7655250239	9620 Hillcrest Rd, Atlanta, GA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-413427	CLM	Christine James	1957-02-26	—	6302236362	7804 Apache Blvd, Chandler, AZ	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-103132	ENR	Dennise C Perkins	1971-11-25	UHC-55403-36	8638741759	5125 Oak St, Glendale, AZ	0.48	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-62097	TPA	Donna Reynolds	1941-10-22	—	—	6169 Elm St, Chandler, AZ	0.48	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+4 more
ENR-108563	ENR	Kevin Rice	1953-10-21	UHC-17571-21	7408127885	7401 Pine Dr, Fresno, CA	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118702	ENR	Ahmed U Ortiz	1975-04-20	UHC-09856-93	4328861956	7257 Desert Sky Blvd, Glendale, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133658	ENR	Camila Lynch	1975-04-02	UHC-24868-81	6426610686	7308 Jefferson Ave, Jacksonville, FL	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-59695	TPA	Kimberly G Hoffman	1949-03-15	—	—	3254 Jefferson Ave, San Diego, CA	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-59696	TPA	Kimberly G Hoffman	1949-03-15	—	—	3254 Jefferson Ave, San Diego, CA	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-118482	ENR	Christopher E Evans	1960-05-09	UHC-90954-06	5362182375	6340 Cedar Ln, San Diego, CA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116829	ENR	Sentiago A Wong	1969-01-19	UHC-35346-77	—	4049 Washington St, Houston, TX	0.48	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+4 more
ENR-125751	ENR	Maria M Banks	1962-11-18	—	3439996331	6292 Church St, Los Angeles, CA	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-424805	CLM	Marcus Griffin	1955-02-22	UHC-16047-81	—	6506 Spring St # 242, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-427009	CLM	Kimberly Vargas	1956-12-08	UHC-25104-42	9419986597	5780 Sage Ct, Tampa, FL	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more

7,146 rows, page 15 of 143Previous Next