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-56384	TPA	David Simmons	1959-08-06	—	—	1491 Lake View Rd, Fresno, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416290	CLM	Willie Li	1990-06-18	UHC-81208-23	—	8736 Jefferson Ave, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted State name converted to code ZIP missing+2 more
CLM-423647	CLM	Benjamin Gonzalez	1993-02-25	UHC-36161-18	4857347801	5139 Broadway, Atlanta, GA	0.64	Two-digit birth year Phone reformatted Address re-cased City re-cased+2 more
CLM-428106	CLM	Bruce Harvey	2004-03-21	UHC-68683-37	—	9486 Indian School Rd, Orlando, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-63462	TPA	Jordan Kelley	1953-06-05	—	—	4822 Pine Dr, Eden Prairie, MN	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-22723	PRV	Klely C West	1954-10-06	—	9192004346	7793 Main St, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-113555	ENR	Emma O Campbell	1971-11-15	UHC-47039-85	4163118053	4875 Central Ave, Mesa, AZ	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-109619	ENR	Therasa Cook	1943-09-26	UHC-31271-01	8586534993	3414 Union St, Columbus, OH	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-420841	CLM	Heather Peterson	1980-07-21	UHC-87939-62	2239249434	7025 Bayshore Dr, Charlotte, NC	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-408732	CLM	Kathleen Harris	1996-05-02	UHC-29359-29	5332526689	7651 Ocean Ave, Charlotte, NC	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-101671	ENR	Jeffrey G Lucas	1978-05-27	UHC-89444-84	2088973348	3327 Meadow Ln, Columbus, OH	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-403452	CLM	Abigail McDnald	1969-07-26	UHC-91015-76	—	2735 Washington St, Fresno, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400137	CLM	Doris Mendoza	1986-11-26	UHC-29920-87	—	5813 Willow Ct, Charlotte, NC	0.64	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
TPA-60910	TPA	Mariana U Murray	1947-11-27	—	2753357369	4122 Elm St, Las Vegas, NV	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417310	CLM	Linda Gray	1944-09-06	UHC-13908-56	—	8805 Ridge Rd, Houston, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-411363	CLM	Bradley Meyer	1978-02-03	UHC-39806-76	—	2160 Central Ave, Jacksonville, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-119239	ENR	Lus Jenkins	1958-10-19	UHC-57726-75	—	7476 Ridge Rd, Phoenix, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-137222	ENR	Ronald Cole	1952-02-22	UHC-01467-69	3823767927	1549 Union St, Miami, FL	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-102639	ENR	Betty West	1983-05-28	UHC-82275-78	6432609690	3801 Lake View Rd, Denver, CO	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
CLM-418597	CLM	Jessica N Adams	1961-07-22	UHC-97802-47	4369550598	1007 Oak St, Columbus, OH	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418596	CLM	Jessica N Adams	1961-07-22	UHC-97802-47	4369550598	1007 Oak St, Columbus, OH	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430780	CLM	Rebecca Jacobs	1971-06-11	—	—	6100 Spring St, Glendale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63454	TPA	Stephan Herrera	1951-05-18	—	—	1373 Park Pl, Minneapolis, MN	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-428925	CLM	Kimberly T Bell	2003-09-01	UHC-86763-22	5979033704	3424 Central Ave, Tempe, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-400359	CLM	Anna Stevens	1970-11-09	UHC-64371-85	8123424815	582 Union St, Orlando, FL	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-55401	TPA	Julia Espinoza	1970-06-04	UHC-84983-20	—	6137 Desert Sky Blvd, Chandler, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413115	CLM	Becky Fuller	1952-05-22	UHC-12980-59	6103621757	1662 Mesa Dr, Eden Prairie, MN	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-423056	CLM	Ben Barnes	1943-11-28	—	—	8722 Ridge Rd, Sacramento, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-141911	ENR	Salazar Brenda	1989-06-02	UHC-15544-04	5575157216	3821 Lake View Rd, Minneapolis, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-417366	CLM	Linda Z Garrett	1979-03-06	UHC-28085-18	—	9696 Pine Dr, Glendale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-420904	CLM	Randy Gardner	1958-06-08	UHC-99224-74	6332912701	3483 Palm Dr, Chandler, AZ	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+2 more
CLM-406945	CLM	Aaron McDonald	1941-09-11	—	7698919276	5762 Desert Sky Blvd, Glendale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-410399	CLM	Ana K Robinson	1955-02-02	UHC-45904-17	—	3989 Indian School Rd, San Diego, CA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-421248	CLM	Amanda Phillips	1987-07-18	—	—	9582 Cedar Ln, Los Angeles, CA	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
ENR-127839	ENR	Luis O Young	1947-11-15	UHC-96425-54	9133048270	5246 Camelback Rd, Las Vegas, NV	0.64	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+2 more
CLM-402391	CLM	Justin S Ross	1967-06-09	—	—	3558 Market St, Sacramento, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-411407	CLM	Nancy Castillo	1967-03-21	UHC-50056-60	—	8927 Pine Dr, Tucson, AZ	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-425554	CLM	Eimly White	1942-09-14	UHC-52127-72	8232470038	208 Apache Blvd, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-136691	ENR	Patricia I Watson	1985-09-02	UHC-87254-10	5553480510	7904 Washington St, Minneapolis, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428770	CLM	Sandra Bradley	1970-05-25	—	7829315135	216 Lake View Rd, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-63833	TPA	Carolyn Andrews	1981-11-16	—	7995177710	5721 Ocean Ave, Tucson, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119361	ENR	Sofia Stone	1957-07-25	UHC-26887-79	—	9671 Highland Ave, Tucson, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-115766	ENR	Jesse Contreras	1998-12-20	UHC-26604-40	4163750386	1322 Mountain View Dr, Columbus, OH	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-110491	ENR	Nathaan U Hayes	1951-10-28	UHC-76338-71	9504367991	7675 Church St, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-62358	TPA	Abigail Rios	1979-05-26	—	—	5815 Bayshore Dr, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-60490	TPA	Ralph M Fisher	1989-03-18	UHC-77097-62	—	5993 Bayshore Dr, Las Vegas, NV	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-60489	TPA	Ralph M Fisher	1989-03-18	UHC-77097-62	—	5993 Bayshore Dr, Las Vegas, NV	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-137188	ENR	Isabella Hart	1990-07-26	UHC-48345-45	6778433704	5350 Spring St, Phoenix, AZ	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-401281	CLM	Charlotte Guzman	1985-05-17	UHC-77788-73	—	9180 Oak St, Miami, FL	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
PRV-28362	PRV	Lori Stewart	1945-01-20	UHC-49995-63	8175708003	5044 Broadway, Atlanta, GA	0.64	Name re-cased Phone reformatted City re-cased ZIP missing+2 more

7,146 rows, page 76 of 143Previous Next