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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-54492	TPA	Janet Wagner	1975-06-23	—	9063079348	9750 Meadow Ln, Sacramento, CA, 95809	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51761	TPA	Ryan Jimenez	1955-06-10	—	2765095753	2708 Forest Ave, Denver, CO, 80294	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54971	TPA	Danielle Fernandez	1975-04-03	—	—	46 Meadow Ln, Eden Prairie, MN	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-51718	TPA	Hiroshi Dean	1990-01-21	UHC-65896-87	4137983234	8478 Lincoln Way Apt 10, Austin, TX, 78784	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-60242	TPA	Laura Schmidt	2005-07-10	—	5699752119	4315 Union St, Mesa, AZ, 85230	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-58179	TPA	Russell Brown	1941-07-27	—	2794659772	654 Forest Ave, Orlando, FL, 32804	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57174	TPA	Madison Taylor	1957-08-22	—	2967985659	16 Ocean Ave, Jacksonville, FL, 32299	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55898	TPA	Amber Alexander	1960-05-26	—	2306384043	8353 Oak St, Jacksonville, FL, 32230	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-51885	TPA	Madison Simmons	1964-01-08	—	6116740896	6893 Sage Ct, Denver, CO	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59733	TPA	Billy Collins	1941-06-06	—	—	1834 Mountain View Dr, Austin, TX, 78762	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54740	TPA	Ashley Gibson	2005-08-12	—	—	8818 Maple Ave, Phoenix, AZ, 85045	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57978	TPA	Sharon Ortiz	—	—	—	8541 Main St, Miami, FL, 33150	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
TPA-60944	TPA	Liz Nunez	2008-08-01	—	4068718195	5625 Washington St, Sacramento, CA, 95832	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-53661	TPA	Brandon Johnston	1993-03-05	—	—	5819 Jefferson Ave, Minneapolis, MN, 55479	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-61606	TPA	Camila Chen	1977-01-12	UHC-66437-32	4166840302	130 Harbor Blvd Apt 23, Glendale, AZ, 85327	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
TPA-62831	TPA	Emily Nichols	1955-03-08	UHC-42390-85	9622022755	9636 Union St, Scottsdale, AZ, 85257	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-58094	TPA	Theresa Cooper	1955-01-21	—	4055367414	5258 Lake View Rd Apt 21, Tempe, AZ, 85221	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-61852	TPA	Jacob Harris	1938-07-16	—	5079545295	3560 Indian School Rd, Tempe, AZ, 85226	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55656	TPA	Carol Russell	2000-08-10	—	6803131019	1060 Apache Blvd, Nashville, TN, 37221	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58864	TPA	Nicholas Hughes	1972-12-17	UHC-36357-55	3169836417	4572 Maple Ave, Eden Prairie, MN, 55315	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58100	TPA	Joe Florse	1994-08-08	—	—	6068 Sunset Blvd, Charlotte, NC, 28283	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59306	TPA	Bradley U Foster	1961-10-06	—	4892945318	5329 Ridge Rd # 658, Orlando, FL, 32891	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-60274	TPA	Madison Kelly	1952-05-25	UHC-20054-54	—	5238 Sage Ct, Nashville, TN	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-63206	TPA	Barbara Peters	1951-04-10	—	6223928410	4436 Maple Ave, Tampa, FL, 33650	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53872	TPA	Vincent Riz	1997-09-22	—	—	2484 Central Ave, Eden Prairie, MN	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-50847	TPA	Charlotte Alexander	2001-07-07	—	7703446462	903 Meadow Ln, Houston, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64305	TPA	Teresa A Roberts	1955-11-12	—	5032847223	7920 Main St, Glendale, AZ, 85321	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59808	TPA	Ryn Reed	1955-01-18	—	—	7022 Elm St, Charlotte, NC, 28289	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-63584	TPA	Judith Knight	1991-09-15	UHC-83763-88	9876878180	9676 Sage Ct, Columbus, OH, 43269	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
TPA-51069	TPA	Wei W Ruiz	1994-04-06	—	9357213360	5871 Church St, Columbus, OH, 43224	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-54540	TPA	Jeremy Cook	1948-08-19	—	5055715690	7234 Indian School Rd, Columbus, OH, 43239	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-53524	TPA	Christine X Chen	1943-01-02	—	9012937786	7525 Apache Blvd, Atlanta, GA, 30397	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-60062	TPA	William Reyes	1940-08-06	—	2314369033	6141 Union St, Jacksonville, FL, 32256	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50839	TPA	Kyle Phillips	1964-08-19	—	—	4114 Cedar Ln, Chandler, AZ, 85235	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-52820	TPA	Stephanie Burns	1963-07-07	—	5295353964	2406 Indian School Rd, Charlotte, NC	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50569	TPA	Anthony Simpson	1952-11-27	—	6607285178	8962 Forest Ave # 351, Mesa, AZ, 85249	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-64154	TPA	Jonathan Bisohp	1998-06-24	UHC-27890-40	7253008403	5797 Desert Sky Blvd, Mesa, AZ, 85215	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60720	TPA	Diane D Dominguez	1946-08-06	—	—	9605 Union St, Sacramento, CA, 95862	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62142	TPA	Julia Walsh	—	—	—	4421 Park Pl, Fresno, CA, 93798	0.62	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
TPA-52703	TPA	Steve W Maldonado	1941-06-16	UHC-08829-69	6146437845	5247 Hillcrest Rd, Sacramento, CA	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-54132	TPA	Bradley Fernandez	1946-08-11	—	—	660 Maple Ave, San Antonio, TX, 78285	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-50794	TPA	Taresa C Chavez	1953-05-09	UHC-36535-42	4362124413	1648 Valley View Dr, Eden Prairie, MN, 55343	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52488	TPA	Grace Singh	1980-08-17	—	5928829805	3869 Central Ave, Miami, FL, 33192	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-59640	TPA	Kenneth Ryan	1991-07-24	—	—	2520 Sunset Blvd, Tampa, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60368	TPA	Hannah Brooks	1959-04-20	—	8419700136	6472 Washington St, Jacksonville, FL, 32248	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61329	TPA	Zachary Dixon	1989-11-18	UHC-53939-56	—	6095 Sage Ct, Chandler, AZ	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-61345	TPA	Patrick Hernandez	2008-01-12	—	—	1688 Willow Ct, Columbus, OH, 43279	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-54001	TPA	Bryan Ortiz	1965-07-06	—	—	3376 Market St, Chandler, AZ, 85230	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55893	TPA	Samuel Obrien	2000-10-08	UHC-78534-34	6003705917	8778 Oak St, Tampa, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-54444	TPA	William Contreras	2002-04-08	—	—	3013 Grand Ave, Seattle, WA	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more

7,854 rows, page 33 of 158Previous Next