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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-54420	TPA	Ruth Herrera	1960-02-24	—	—	6473 Cedar Ln, Minneapolis, MN, 55477	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57513	TPA	Jonathan Ford	1955-02-08	—	—	1229 Broadway, Nashville, TN, 37279	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-63420	TPA	Beverly Reid	1967-12-17	—	—	6813 Sunset Blvd, Austin, TX, 78705	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-54952	TPA	Stephanie Hayes	1982-06-25	—	4904101885	6718 Elm St, Scottsdale, AZ, 85232	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-61711	TPA	Amanda U McDonald	1961-09-28	—	—	6337 Apache Blvd, Miami, FL, 33178	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
TPA-50236	TPA	Brian Vargas	1977-11-09	—	3572251032	5424 Lincoln Way, Tucson, AZ, 85717	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-64216	TPA	Helen Jacobs	1998-02-04	—	—	2811 Desert Sky Blvd # 709, Las Vegas, NV, 89160	0.78	Date of birth reformatted Unit split from street City re-cased Whitespace trimmed+1 more
TPA-63177	TPA	Lisa Stevens	1986-09-28	—	6476378828	8250 Highland Ave Apt 24, Chandler, AZ, 85205	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-56071	TPA	Betyt Kelly	1961-06-07	—	—	338 Meadow Ln, San Diego, CA, 92165	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53109	TPA	Pamela Mitchell	1997-11-08	—	7883541894	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
TPA-56925	TPA	Sharon Herrera	1966-02-01	—	—	8230 Market St, Jacksonville, FL, 32291	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57776	TPA	Jason Garrett	1978-04-08	—	6574036234	7286 Baseline Rd, Phoenix, AZ, 85081	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-51228	TPA	Wayne McDonald	1994-06-22	—	—	7309 Baseline Rd, Eden Prairie, MN, 55300	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-63380	TPA	Pamela Wallace	1988-03-20	—	—	8337 Bayshore Dr, Tempe, AZ, 85298	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-59099	TPA	Carolyn Kennedy	1948-08-06	UHC-02309-97	—	5655 Main St, Glendale, AZ, 85336	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59441	TPA	Samantha Ray	1990-09-03	—	—	464 Jefferson Ave, Denver, CO	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-55210	TPA	Willie Black	2001-09-22	UHC-22972-70	5414831637	4399 Sunset Blvd, Tucson, AZ, 85789	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-56194	TPA	Omar Woods	1980-09-05	—	—	6776 Mountain View Dr Apt 20, San Diego, CA, 92146	0.78	Name re-cased Date of birth reformatted Unit split from street City re-cased+1 more
TPA-56195	TPA	Omar Woods	1980-09-05	—	—	6776 Mountain View Dr Apt 20, San Diego, CA, 92146	0.78	Name re-cased Date of birth reformatted Unit split from street City re-cased+1 more
TPA-54749	TPA	Larry Fuller	1978-03-07	—	9205310869	9464 Forest Ave, Austin, TX, 78713	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-57157	TPA	Emily Dunn	2005-06-10	—	—	2401 Union St, Tempe, AZ, 85251	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61062	TPA	Andrea I Payne	2008-12-09	—	—	185 Ocean Ave, Los Angeles, CA, 90049	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-57012	TPA	Christian Carter	1964-06-17	—	—	2175 Spring St, Tucson, AZ, 85720	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-50552	TPA	Logan Weber	2004-12-10	—	—	4097 Ridge Rd, Tucson, AZ, 85792	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59942	TPA	Maarilyn Yang	1980-11-06	—	4129106999	7292 River Rd, Charlotte, NC, 28209	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62605	TPA	Jordan Moore	1991-03-02	—	8302500727	8323 Union St, Tampa, FL, 33690	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-55208	TPA	Zachary Holmes	1960-05-10	UHC-72648-91	6985379094	5767 Broadway, Sacramento, CA, 95856	0.78	Date of birth reformatted State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-55773	TPA	Dylan Hunter	1970-12-16	—	—	4137 Sunset Blvd, Fresno, CA, 93796	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53777	TPA	Steven Holmes	1938-02-13	—	6089863242	6670 Washington St, Tempe, AZ, 85245	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-59400	TPA	Noah Cook	1966-08-22	—	—	7531 Oak St, Austin, TX, 78733	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53785	TPA	Alice X Ellis	1994-07-19	—	4705169561	7963 Park Pl, Charlotte, NC, 28299	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52767	TPA	Tyler Gutierrez	1971-04-01	—	7619019746	2641 Lincoln Way, San Antonio, TX, 78299	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
TPA-52575	TPA	David Lewis	1981-04-09	—	—	5645 Apache Blvd, Eden Prairie, MN, 55366	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61333	TPA	Judith Martinez	1969-01-07	—	—	7901 Spring St, Scottsdale, AZ, 85213	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-50061	TPA	Michael Franklin	1940-01-11	—	—	8021 Park Pl, Fresno, CA, 93753	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59865	TPA	Julia H Carter	1993-12-09	—	—	7784 Apache Blvd, Columbus, OH, 43266	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63733	TPA	Bryan Ortega	1959-02-07	—	—	6900 Union St, San Antonio, TX, 78226	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56964	TPA	Julia Collins	1951-07-27	—	—	9208 Camelback Rd, Eden Prairie, MN, 55371	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50309	TPA	Evelyn Brooks	1949-05-03	—	—	9160 Forest Ave, Scottsdale, AZ, 85239	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57911	TPA	Wei Young	1952-07-19	—	—	3533 Church St, Minneapolis, MN, 55487	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-56072	TPA	Vincent H Mills	1977-06-11	—	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
TPA-51959	TPA	Jonathan Cunningham	1988-01-15	—	—	8972 Union St, Minneapolis, MN, 55470	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59269	TPA	Elizabeth Dean	1989-06-12	—	—	4310 Church St, Austin, TX, 78747	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56642	TPA	Denise Richardson	2002-10-07	—	5933811522	6090 Spring St, Chandler, AZ, 85253	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61346	TPA	Jack Coleman	1964-09-02	—	3779367466	8122 Main St, Phoenix, AZ, 85088	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61178	TPA	Ana Warren	1963-01-25	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-59421	TPA	Yuki Contreras	1997-03-01	—	4418973996	4549 Broadway, Phoenix, AZ, 85046	0.78	Date of birth reformatted Phone reformatted Address re-cased State name converted to code+1 more
TPA-52566	TPA	Christina Washington	1957-03-02	—	—	6381 Palm Dr, Las Vegas, NV, 89126	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-51985	TPA	Susan Rojas	1992-10-15	UHC-20787-07	—	8825 Sage Ct, Tampa, FL, 33614	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61965	TPA	Timothy Wang	1948-06-10	UHC-63226-44	6428877182	9121 Willow Ct, Houston, TX, 77031	0.78	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+1 more

4,728 rows, page 57 of 95Previous Next