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

Third-party administrator, flag “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60668	TPA	Lucia L Baker	2008-04-25	—	—	6471 Cedar Ln, Dallas, TX, 75216	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
TPA-55652	TPA	Frances Z Larson	1940-09-28	—	4639404800	2245 Highland Ave, Tempe, AZ, 85291	0.68	Two-digit birth year Phone reformatted State name converted to code Placeholder values cleared
TPA-58961	TPA	Paul Brooks	1952-12-01	—	—	5911 Lake View Rd, Tucson, AZ, 85762	0.68	Name split from “Last, First”City re-cased State name converted to code Placeholder values cleared
TPA-55565	TPA	Jesse Morgan	1946-10-11	UHC-62080-24	8965352730	5089 Indian School Rd, Denver, CO, 80289	0.68	Two-digit birth year Phone reformatted State name converted to code Placeholder values cleared
TPA-58907	TPA	Samantha King	1995-06-21	—	—	8728 Hillcrest Rd Apt 9, San Diego, CA, 92102	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
TPA-60123	TPA	Maria Scott	1942-07-07	—	—	7104 Church St, Austin, TX, 78779	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
TPA-56656	TPA	Grace Jenkins	1998-10-08	—	—	4259 Sage Ct, Tampa, FL, 33608	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-52167	TPA	Rob Craford	2006-02-15	UHC-52692-57	—	4891 Meadow Ln, Sacramento, CA, 95837	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-58909	TPA	Mateo Simpson	1977-01-14	UHC-30934-66	5124901471	5376 Broadway, Los Angeles, CA, 90018	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
TPA-53208	TPA	Ann Washngton	1963-12-28	UHC-77404-59	—	5383 Mountain View Dr, Gilbert, AZ, 85282	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-51106	TPA	Albert Myers	1959-03-01	—	—	2650 Mountain View Dr, Denver, CO, 80224	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
TPA-63875	TPA	Priya Santos	1994-05-09	—	—	686 Canyon Rd, Tampa, FL, 33615	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
TPA-54478	TPA	Zachary K Long	1957-09-19	—	—	8115 Spring St, Tempe, AZ, 85267	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
TPA-58134	TPA	Hunter Carolyn	1944-06-06	—	—	2682 Willow Ct, Jacksonville, FL, 32284	0.68	Phone missing area code State name converted to code Whitespace trimmed Placeholder values cleared
TPA-62764	TPA	Jack Espinoza	—	UHC-29115-37	—	8268 Meadow Ln, Las Vegas, NV, 89109	0.68	Date of birth missing State name converted to code Whitespace trimmed Placeholder values cleared
TPA-50088	TPA	Roger X Ortiz	1970-12-19	—	—	7441 Bayshore Dr, Minneapolis, MN, 55411	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-57454	TPA	Christina Johnston	1963-07-26	UHC-64381-56	6522430840	1967 Central Ave, Jacksonville, FL, 32245	0.68	Name re-cased Two-digit birth year Phone reformatted State name converted to code
TPA-52653	TPA	Judy Wells	1938-01-11	—	—	9036 Valley View Dr, Tempe, AZ, 85211	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-51546	TPA	Teresa Wilson	1977-09-18	UHC-45385-63	—	456 Canyon Rd, Tucson, AZ, 85775	0.68	Name split from “Last, First”Member ID reformatted State name converted to code Placeholder values cleared
TPA-62087	TPA	Laura Simpson	1948-01-26	—	—	7788 Sunset Blvd, Chandler, AZ, 85271	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
TPA-64279	TPA	Jlie Hall	1956-08-14	—	—	1783 Union St, Jacksonville, FL, 32202	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-53430	TPA	Scott L Cooper	2008-02-08	—	—	9015 Church St, Glendale, AZ, 85352	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
TPA-52022	TPA	Linda Gomez	1994-04-14	—	—	8638 River Rd, Jacksonville, FL, 32251	0.68	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed
TPA-58646	TPA	Valentina Santiago	1994-10-02	—	—	5323 Broadway, Las Vegas, NV, 89175	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
TPA-51291	TPA	Arjun Turner	1984-09-08	—	—	8735 Valley View Dr, Phoenix, AZ, 85067	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
TPA-51920	TPA	Patrick Gutierrez	1993-10-02	—	—	6794 Cedar Ln, Mesa, AZ	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
TPA-60126	TPA	Melissa Gardner	1993-09-15	—	—	8347 Lincoln Way, Tucson, AZ, 85794	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
TPA-62304	TPA	Amanda Ford	1946-05-22	—	—	251 Baseline Rd, Tucson, AZ, 85726	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-54623	TPA	Mei Little	—	—	3266580463	8602 Central Ave, Eden Prairie, MN, 55310	0.68	Date of birth missing State name converted to code Whitespace trimmed Placeholder values cleared
TPA-52157	TPA	Amy McDonald	1991-08-25	—	7917847622	3775 Valley View Dr, Sacramento, CA, 95849	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
TPA-56850	TPA	Bradley X Vazquez	1989-07-07	—	—	1527 Cedar Ln Apt 37, Plano, TX, 75044	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
TPA-54202	TPA	Wei Jenkiins	1985-01-01	—	6257616400	2854 Elm St, Nashville, TN, 37253	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-57150	TPA	Katharine Schultz	1955-09-26	—	—	2397 Pine Dr, Plano, TX, 75066	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
TPA-62325	TPA	Aaron Knight	1983-07-13	UHC-95721-09	—	8293 Spring St, Nashville, TN, 37219	0.68	Date of birth reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
TPA-51126	TPA	Gregory Richardson	1960-04-11	—	—	1687 Palm Dr, Dallas, TX, 75271	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
TPA-51363	TPA	Joe Stephens	1975-03-11	—	3118285793	302 Church St, Columbus, OH, 43237	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
TPA-51791	TPA	Dylan C Webb	1993-04-28	—	6387672848	2218 Harbor Blvd, Eden Prairie, MN, 55324	0.68	Middle initial moved out of first name Phone reformatted State name converted to code Placeholder values cleared
TPA-53796	TPA	Ketherine Williamson	1999-08-27	—	—	6785 Sunset Blvd, Tucson, AZ	0.68	Date of birth reformatted State name converted to code ZIP missing Placeholder values cleared
TPA-64206	TPA	Linda Reid	1941-09-26	—	—	3931 Harbor Blvd, San Diego, CA, 92104	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
TPA-53987	TPA	Kyle Rosss	1970-08-03	—	—	6425 Baseline Rd, Fresno, CA, 93736	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-53761	TPA	Joshua O Sanchez	1998-09-25	—	3944902554	7066 Lincoln Way, Dallas, TX, 75282	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
TPA-53311	TPA	Bruce Sanchez	1966-12-13	—	9409483206	9891 Highland Ave, Tempe, AZ, 85216	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
TPA-56152	TPA	Joyce Reyes	2008-12-04	—	—	1156 Broadway, Dallas, TX	0.68	Name re-cased State name converted to code ZIP missing Placeholder values cleared
TPA-51673	TPA	Mei Rogers	1954-02-16	—	—	4173 Pine Dr, San Antonio, TX, 78273	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
TPA-55442	TPA	Harold Rogers	2005-10-15	—	—	955 Lake View Rd, Eden Prairie, MN, 55301	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
TPA-56341	TPA	Arjun Arnold	1960-06-05	UHC-91721-44	—	9660 Broadway, Orlando, FL	0.68	Name re-cased State name converted to code ZIP missing Placeholder values cleared
TPA-57992	TPA	Brian McCoy	1958-07-15	—	—	8242 Union St, Tempe, AZ, 85238	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57993	TPA	Brian McCoy	1958-07-15	—	—	8242 Union St, Tempe, AZ, 85238	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
TPA-51286	TPA	Mason Santos	1964-03-21	—	—	8308 Canyon Rd, Glendale, AZ, 85385	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
TPA-55463	TPA	Amy Wiliamson	1982-11-20	—	—	7943 Desert Sky Blvd, Jacksonville, FL, 32201	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared

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