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 “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-60889	TPA	Kayla Willis	—	—	—	6807 Highland Ave # 992, Scottsdale, AZ	0.38	Date of birth missing Unit split from street Street suffix standardised Address re-cased+3 more
TPA-58414	TPA	Sarah Luna	1994-12-16	—	—	7313 Bayshore Dr, Sacramento, CA	0.38	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+3 more
TPA-55621	TPA	Jose Perry	1957-01-22	—	—	332 Ocean Ave, Miami, FL	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61936	TPA	Marilyn Guerrero	1997-05-12	—	9315663424	3267 Mesa Dr, Orlando, FL	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52459	TPA	Brittany Simpson	1979-05-16	—	2507418190	1635 Spring St, San Diego, CA	0.38	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-54973	TPA	SamuelJunk	1967-07-12	UHC-19679-79	—	6855 Church St, Tucson, AZ	0.38	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-62155	TPA	Linda L Smith	1960-12-14	—	—	6026 Indian School Rd, Tampa, FL	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-54255	TPA	Christian Weber	2008-09-04	—	—	9393 Cedar Ln # 333, Plano, TX	0.38	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
TPA-56748	TPA	Pamela Wilson	1942-07-21	UHC-01249-68	9678349119	175 Camelback Rd, San Antonio, TX	0.38	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP missing+3 more
TPA-62742	TPA	Grace Rios	1940-12-04	UHC-55558-64	—	2070 Ridge Rd, Seattle, WA	0.38	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-51116	TPA	Mateo Day	1993-12-23	UHC-73777-46	—	9132 Main St Apt 24, Las Vegas, NV	0.38	Name re-cased Two-digit birth year Unit split from street ZIP missing+3 more
TPA-58741	TPA	Jordan Siims	1955-01-18	—	—	9287 Main St Apt 25, Austin, TX	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street ZIP missing+3 more
TPA-58985	TPA	Jerry XJunk	1939-03-08	—	—	8116 Ridge Rd, Nashville, TN	0.38	Street suffix standardised Address re-cased ZIP missing Gender normalised+3 more
TPA-61497	TPA	Dorothy Fisher	1990-08-05	—	—	9204 Apache Blvd # 379, Los Angeles, CA	0.38	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-62063	TPA	Isabella George	—	UHC-68744-67	—	9793 Lake View Rd Apt 23, Austin, TX	0.38	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+3 more
TPA-61098	TPA	Ahmed Rose	1972-11-01	UHC-11855-20	—	4535 Camelback Rd, Seattle, WA	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
TPA-53079	TPA	David Henry	—	—	4593083073	4431 Harbor Blvd, Charlotte, NC	0.38	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-50464	TPA	Janet Gibson	1966-08-04	—	—	8053 Mesa Dr, Jacksonville, FL	0.38	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-50661	TPA	Ronald Gonzales	1951-05-19	—	—	2738 Central Ave, Jacksonville, FL	0.40	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
TPA-52526	TPA	Christine Elliott	1956-03-08	—	—	2209 Hillcrest Rd, Charlotte, NC	0.40	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
TPA-53689	TPA	Shron Johnston	1938-02-26	—	—	1670 Meadow Ln, Tempe, AZ	0.40	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
TPA-56766	TPA	Keith Williamson	1976-03-27	—	3008777832	1299 Valley View Dr, Phoenix, AZ	0.40	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
TPA-54949	TPA	Daniel Austin	1967-05-16	—	—	7940 Mesa Dr Apt 37, Scottsdale, AZ	0.42	Name split from “Last, First”Unit split from street State name converted to code ZIP missing+1 more
TPA-61951	TPA	Debbie Obrien	1991-02-05	—	4948477432	6867 Main St, Los Angeles, CA	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-63862	TPA	Albert P Howard	2004-09-11	—	2426438010	6203 Park Pl, Gilbert, AZ	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
TPA-60902	TPA	Gabriel Phillips	1980-01-03	—	—	5932 Sage Ct # 795, San Antonio, TX	0.46	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
TPA-51196	TPA	Timothy Vargas	1956-09-02	—	—	3151 Palm Dr, Glendale, AZ	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
TPA-61296	TPA	Timothy Lawrence	1973-06-15	UHC-34368-51	3344286808	5015 Park Pl, Tempe, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-60760	TPA	Bruce Smith	1994-02-20	—	9353156705	959 Baseline Rd, Eden Prairie, MN	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-60023	TPA	Benjamin Brooks	2008-12-09	—	—	9416 Desert Sky Blvd # 960, San Diego, CA	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
TPA-51639	TPA	Srah Snyder	1944-01-02	—	2938583248	8118 Canyon Rd, San Diego, CA	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
TPA-55992	TPA	Elijah Y Castillo	1939-10-27	—	7807303324	2196 Elm St, Chandler, AZ	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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
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
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
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
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
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
TPA-52425	TPA	Martha Harper	1950-11-13	—	5035220517	7781 Market St, Minneapolis, MN	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-55650	TPA	Ryan Grant	1989-09-27	—	—	6174 Valley View Dr, Tucson, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-56511	TPA	Olivia Ruiz	1961-01-18	—	—	9419 Apache Blvd # 974, Austin, TX	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-60922	TPA	Samantha S Adams	1997-01-12	—	6134712450	6922 Sage Ct, Fresno, CA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-52179	TPA	Charles Lane	1953-12-13	—	8327244393	2643 Washington St, Seattle, WA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-53153	TPA	Pamela Lucas	1963-10-05	UHC-08267-93	—	6958 Highland Ave Apt 37, San Antonio, TX	0.48	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
TPA-60479	TPA	Andrea Guzman	1992-05-15	—	—	4778 Sage Ct # 158, Tucson, AZ	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-50284	TPA	Sarah Howell	1966-05-27	—	2373550725	320 Main St, Austin, TX	0.48	Date of birth reformatted Phone reformatted City re-cased State name converted to code+4 more
TPA-53582	TPA	Kathryn Cook	1991-07-01	—	3009147958	2631 Park Pl Apt 22, Plano, TX	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-50478	TPA	Hiroshi Hernandez	1961-11-21	—	—	1528 Central Ave, Chandler, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more

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