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-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-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-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-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-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-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-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-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
TPA-59310	TPA	Alexander Larson	2005-11-23	—	8012903415	8136 Elm St, Seattle, WA	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-55289	TPA	Karen Obrien	1951-02-28	—	—	9506 Highland Ave, Atlanta, GA	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-52922	TPA	Harold Vega	1946-06-06	—	6169594956	9470 Highland Ave, Orlando, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53400	TPA	Hunt Laura	1988-07-01	—	—	8070 Market St, Tampa, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50761	TPA	Ethan Le	1939-11-24	—	9253589039	3103 Mesa Dr, Phoenix, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50101	TPA	Maria Jenkins	1977-04-06	UHC-71956-21	9252029296	9603 Elm St, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP missing+3 more
TPA-50100	TPA	Maria Jenkins	1977-04-06	UHC-71956-21	9252029296	9603 Elm St, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP missing+3 more
TPA-61356	TPA	Albert Freeman	1967-11-21	—	5953976960	587 Willow Ct, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-55331	TPA	Michael Mills	1943-11-05	—	6369358509	5025 Highland Ave, Las Vegas, NV	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-61514	TPA	Samuel Alen	1998-01-15	—	—	5766 Harbor Blvd, Dallas, TX	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-53907	TPA	Betty Lewis	1993-08-28	—	—	3459 River Rd, San Antonio, TX	0.62	Name re-cased Street suffix standardised Address re-cased ZIP missing+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-50542	TPA	Nanccy S Delgado	1969-01-08	—	—	6958 Park Pl, Orlando, FL	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-59589	TPA	Ashley Watkins	1991-02-15	UHC-85690-41	—	35 Central Ave, San Diego, CA	0.62	Name re-cased Street suffix standardised Address re-cased ZIP missing+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-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-61697	TPA	Philip Brooks	1954-04-07	—	9506282571	2349 Central Ave Apt 29, Tucson, AZ	0.62	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+3 more
TPA-61698	TPA	Philip Brooks	1954-04-07	—	9506282571	2349 Central Ave Apt 29, Tucson, AZ	0.62	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+3 more
TPA-59456	TPA	Wayne Marshal	1983-10-09	—	3912203085	6085 Church St, San Antonio, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61146	TPA	Ethan Sims	1969-05-08	—	6139380739	6288 Elm St, Plano, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58125	TPA	Carol Cook	1973-12-02	UHC-47697-12	4766456400	9188 Central Ave, Nashville, TN	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-61180	TPA	Jennifer Payne	1968-12-18	—	9375377924	8320 Willow Ct # 279, Glendale, AZ	0.62	Date of birth reformatted Phone reformatted Unit split from street City re-cased+3 more
TPA-50138	TPA	Laura Henderson	1939-09-02	UHC-08977-16	5684303972	6222 Union St, Tampa, FL	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-52045	TPA	Kathleen Obrien	1988-02-05	—	—	9351 Elm St, Los Angeles, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58739	TPA	Aaron Ortiz	1971-12-01	—	5676906186	3890 Baseline Rd, Tempe, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51189	TPA	Jacob Evans	1971-07-14	—	—	2290 Spring St, Jacksonville, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-57687	TPA	Jessica Fernandez	1951-04-07	—	—	3338 Highland Ave, Austin, TX	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-54991	TPA	Alexander Ray	1996-05-06	UHC-31410-22	6683690258	5159 Ridge Rd, Tampa, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-51534	TPA	Joseph Wang	1976-04-25	—	8153047222	7202 River Rd, San Diego, CA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-51010	TPA	Sofia Collisn	1946-10-12	—	8884414268	603 Elm St, San Diego, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51543	TPA	Greegory Elliott	1961-08-16	—	—	1131 Central Ave, Atlanta, GA	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-50782	TPA	Hiroshi B Coleman	1985-04-06	—	—	3352 Central Ave, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58701	TPA	Sara Wagner	1946-04-23	—	4942886252	9658 Highland Ave, Minneapolis, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62835	TPA	Joe Ricce	1994-06-12	—	—	1843 Bayshore Dr, Tucson, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59266	TPA	Lucia Smith	1964-01-03	—	—	980 Ridge Rd, Austin, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55102	TPA	Maria Snyder	1966-05-27	—	8448780896	5805 Mountain View Dr, Denver, CO	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54539	TPA	Lucia Q Owens	1974-11-22	—	—	2627 Desert Sky Blvd, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56105	TPA	Nicholas Bowman	1965-06-26	—	9727230482	8128 Harbor Blvd, Nashville, TN	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

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