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-54079	TPA	Brandon Mejia	1994-12-12	—	—	3682 Cedar Ln, Minneapolis, MN, 55463	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-59513	TPA	Lori Gonalez	1956-11-03	—	—	2271 Ridge Rd, Nashville, TN, 37290	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57934	TPA	Ann Sims	1973-12-20	—	9367829933	3815 Palm Dr, Phoenix, AZ, 85050	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62318	TPA	Laura Arnnold	1982-09-24	—	3894033525	6320 Main St, Scottsdale, AZ, 85283	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-51832	TPA	Janice C Clark	1988-06-25	—	—	2719 River Rd, Orlando, FL, 32817	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53771	TPA	Vincent Pena	1945-02-06	—	3683430541	3385 Hillcrest Rd, Minneapolis, MN, 55480	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62099	TPA	Donna Reynolds	1941-10-22	—	—	6169 Elm St # 505, Chandler, AZ, 85251	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-64222	TPA	Dylan Castillo	1996-10-13	—	—	3459 Baseline Rd, Scottsdale, AZ, 85273	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58527	TPA	Madison Knight	1984-02-05	—	—	8677 Baseline Rd Apt 37, Atlanta, GA, 30319	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-50377	TPA	Steve Armstroong	1947-09-03	—	8308514947	2077 Grand Ave, Plano, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52430	TPA	Priya Crawford	1980-08-21	—	6557512172	2381 Indian School Rd, Tucson, AZ, 85735	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-56282	TPA	Rachel Kelley	1977-08-18	—	—	7186 Oak St, Orlando, FL, 32883	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57448	TPA	Jerry Hughes	1983-05-26	—	—	1707 Hillcrest Rd, Seattle, WA, 98147	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-50488	TPA	Eugene Dean	1963-10-24	—	—	1762 Oak St, Scottsdale, AZ, 85211	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60650	TPA	John Weber	1948-05-24	—	6656597999	4227 Washington St, Houston, TX, 77026	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60895	TPA	Karen Montgomery	1963-09-14	—	2318550598	8807 Highland Ave, Columbus, OH, 43278	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55842	TPA	Samuel A Rivera	1988-07-26	—	3786441173	4182 Valley View Dr, Jacksonville, FL, 32271	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58184	TPA	Jean Wang	1965-07-21	—	7958227871	2348 Elm St, Glendale, AZ, 85368	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53866	TPA	Jack C Pierce	1958-12-15	—	—	4710 Jefferson Ave, Miami, FL, 33123	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61099	TPA	Ahmed Rose	1972-11-01	—	9007684149	4535 Camelback Rd, Seattle, WA, 98143	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54043	TPA	Anna Thompson	1973-04-05	—	6345069772	3663 Willow Ct, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53809	TPA	Jerry Lee	2002-06-25	—	7912415308	8472 Main St, Mesa, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56175	TPA	Judith Foster	1972-07-03	—	—	6667 Elm St, Dallas, TX, 75243	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62512	TPA	Peter Shaw	1945-03-03	—	—	4193 Baseline Rd, Charlotte, NC, 28297	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59625	TPA	Vincent Hart	1959-07-15	—	—	2540 Meadow Ln Apt 26, Nashville, TN, 37236	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-58926	TPA	Sophia Russell	1999-02-02	—	—	7724 Apache Blvd, Phoenix, AZ, 85020	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-54247	TPA	Megan Hunter	1970-08-18	—	—	7085 Mountain View Dr Apt 5, Orlando, FL, 32857	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-52420	TPA	Grace Rmaos	1989-10-27	—	9412775238	8508 Maple Ave, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-55530	TPA	Roy X Sanders	1941-06-11	—	—	1470 Willow Ct, Orlando, FL, 32818	0.62	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+3 more
TPA-53245	TPA	Santiago Morales	2004-08-22	—	—	8916 Meadow Ln, Orlando, FL, 32851	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-54992	TPA	Jose Daniels	1954-04-14	—	5154077064	3947 Desert Sky Blvd, Mesa, AZ, 85293	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57645	TPA	Raymond E Howell	1980-05-23	—	—	9124 Highland Ave, Denver, CO, 80242	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59148	TPA	Jacob Jensen	1942-01-19	—	4237326649	5608 Meadow Ln, Denver, CO, 80260	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53042	TPA	Carol Reed	2001-08-23	—	—	9423 Union St, Austin, TX, 78705	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-59948	TPA	Philip Vasquez	1942-01-18	—	6258985815	1135 Sage Ct, Jacksonville, FL, 32237	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-60965	TPA	Gabriel Stone	1960-03-14	—	—	8339 Washington St, San Antonio, TX, 78232	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51368	TPA	Natalie James	1972-03-18	—	7689467689	5951 Desert Sky Blvd, Scottsdale, AZ, 85237	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-56489	TPA	Luis Cruz	1954-04-05	UHC-82624-56	—	1564 Grand Ave, Nashville, TN, 37283	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-60100	TPA	Soto Arthur	1963-03-10	—	—	487 Maple Ave, Austin, TX, 78796	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-61462	TPA	Santiago Shaw	1950-05-04	—	—	6613 Harbor Blvd, Phoenix, AZ, 85084	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53748	TPA	Kelly Stewart	1997-10-28	—	—	5781 Jefferson Ave, San Antonio, TX, 78263	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60648	TPA	Teresa Murphy	1967-10-09	—	—	4268 Broadway Apt 19, Mesa, AZ, 85269	0.62	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
TPA-64401	TPA	Stephen B Watkins	1966-10-20	—	3607863037	5875 Harbor Blvd, Gilbert, AZ, 85240	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56007	TPA	Madison Fields	1987-12-28	—	2484595850	1394 Willow Ct, Charlotte, NC, 28278	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62305	TPA	Amanda K Ford	1946-05-22	—	6678105602	5380 Indian School Rd, Charlotte, NC, 28233	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54254	TPA	Christian Morales	1962-03-03	—	—	2651 Palm Dr Apt 3, Miami, FL, 33117	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-60270	TPA	Catherine Hart	1973-11-23	—	—	1502 Oak St, Gilbert, AZ, 85208	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55590	TPA	Samuel Kelly	1979-03-20	—	—	9308 Washington St # 455, Chandler, AZ, 85245	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-56659	TPA	Kyle Payne	1959-08-12	—	—	6422 Forest Ave, Gilbert, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-64204	TPA	Amber Greene	1990-06-27	—	2667403546	9432 Park Pl, San Antonio, TX, 78204	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more

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