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

Claims, flag “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-403316	CLM	Scott Barnes	1999-01-19	—	6877396692	8037 Forest Ave, Chandler, AZ, 85280	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-428638	CLM	Christina Mitchell	1960-10-28	UHC-77759-59	5852691353	228 Union St, Jacksonville, FL, 32216	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425790	CLM	Zachary U Morris	1985-09-28	UHC-13938-46	7708862801	6131 Central Ave, San Antonio, TX, 78221	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-409034	CLM	Willie V Maldonado	1948-02-24	UHC-22573-86	3969372103	164 Highland Ave, Minneapolis, MN, 55407	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402306	CLM	Steven Griffin	1964-06-03	—	9233736481	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-408190	CLM	Gregory Wang	1960-03-23	UHC-40108-70	7148345056	934 Ocean Ave # 632, Columbus, OH, 43248	0.78	Name re-cased Phone reformatted Member ID reformatted Unit split from street+1 more
CLM-409620	CLM	Bradley Lynch	1964-05-22	UHC-08899-36	8762848234	563 Willow Ct, Plano, TX, 75001	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410763	CLM	Diane Henderson	1946-12-20	UHC-09074-03	3942601676	6357 Oak St, Phoenix, AZ, 85000	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-428237	CLM	Bruce G Evans	1965-11-07	—	4592710513	6479 River Rd, Denver, CO, 80250	0.78	Phone reformatted SSN last four extracted City re-cased Whitespace trimmed+1 more
CLM-427618	CLM	Sarah Flores	1965-11-11	UHC-49651-19	6725712423	5323 Elm St, Eden Prairie, MN, 55326	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415592	CLM	Kyle L Paters	2007-09-05	UHC-11956-50	5007224761	4340 Union St, Jacksonville, FL, 32267	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400992	CLM	Amber N Greene	1942-05-19	—	2484631948	7738 Market St, Denver, CO, 80286	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412416	CLM	Judy Jimenez	2006-07-10	UHC-73726-15	3739974886	4481 Camelback Rd, Tampa, FL, 33619	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403752	CLM	Henry Little	1944-12-26	UHC-93359-73	2435746946	266 Camelback Rd, Atlanta, GA, 30361	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-407635	CLM	Gregory Wagner	1987-12-28	UHC-51627-22	9418383423	6925 Broadway, Miami, FL, 33105	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-414226	CLM	Patrick R Evans	1977-02-01	—	6859068697	1069 Willow Ct, Charlotte, NC, 28285	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427861	CLM	Mariana Perez	1994-09-22	—	6747055863	4020 Meadow Ln, San Diego, CA	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
CLM-419405	CLM	Cheryl Rivera	1943-05-15	UHC-22669-61	5642154559	2517 Baseline Rd, Tempe, AZ, 85257	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-401298	CLM	Scott Gardner	1995-05-09	UHC-89463-27	8072364122	7640 Central Ave, Las Vegas, NV	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-415882	CLM	Scott Reed	1984-08-28	UHC-10537-89	7946055652	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-418888	CLM	Terry Kennedy	1978-01-10	UHC-22890-01	8496869856	5008 Ridge Rd Apt 4, Eden Prairie, MN, 55394	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-408968	CLM	Megan Bradley	1967-01-09	UHC-27109-52	3104679452	251 Grand Ave, Fresno, CA, 93769	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416690	CLM	Wayne Wilson	1970-08-19	UHC-52511-08	6499841624	5355 Ocean Ave, San Diego, CA, 92100	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424933	CLM	Tyler Wells	1942-08-07	—	5105277636	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-424580	CLM	Austin Bell	1993-05-10	UHC-37864-18	6619454875	1433 Maple Ave, Miami, FL, 33150	0.78	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
CLM-427711	CLM	Carol Brooks	1953-08-03	—	2105415131	3003 Oak St, Dallas, TX, 75266	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418030	CLM	Kyle Hill	2005-12-22	—	4137661012	4264 Market St, Charlotte, NC, 28268	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-405069	CLM	Alan Aguilar	1941-11-05	—	5943606724	7777 Hillcrest Rd, Miami, FL, 33170	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-420285	CLM	Janet Brown	2006-05-26	UHC-22090-70	5157272000	4416 Desert Sky Blvd, Austin, TX, 78726	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419226	CLM	Maria Moore	1962-11-15	UHC-93684-85	5386593462	7527 Canyon Rd, Minneapolis, MN, 55472	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-427783	CLM	Shirley Vasquez	1997-08-15	—	7012862573	9094 Apache Blvd, Atlanta, GA, 30320	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431072	CLM	Brenda Carpenter	1993-02-15	—	9457399328	7814 Willow Ct, Columbus, OH, 43217	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-422078	CLM	Brittany Carpenter	1994-11-22	—	8944326983	7188 Apache Blvd, Tampa, FL, 33669	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-411590	CLM	Teresa Nguyen	1975-04-20	UHC-74299-44	8392549670	5453 Lincoln Way, Houston, TX, 77059	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405912	CLM	Becky Robinson	1980-09-09	UHC-71751-18	2422418592	3054 Broadway, Denver, CO, 80206	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-421553	CLM	Kevin King	1980-12-17	UHC-00010-37	3157976272	7344 Indian School Rd, Sacramento, CA, 95823	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-407172	CLM	Beverly Bennett	1977-03-21	UHC-04971-47	5639347126	8135 Mountain View Dr, Nashville, TN, 37243	0.78	Name re-cased Phone reformatted SSN last four extracted State code upper-cased+1 more
CLM-427946	CLM	James Owens	1966-02-24	UHC-52508-51	2275331039	9781 Harbor Blvd, Phoenix, AZ, 85016	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430791	CLM	Cynthia Sullivan	1999-07-27	—	8348382068	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-403495	CLM	Anna Johnston	1949-10-10	—	7986369958	6386 Jefferson Ave, Seattle, WA, 98136	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-415953	CLM	Madison D Bryant	2006-08-09	—	8817913094	2645 Union St, Denver, CO, 80298	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405858	CLM	Larry Bradley	1979-01-15	UHC-38911-80	4323159224	1967 Meadow Ln, Tucson, AZ, 85756	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428716	CLM	Jonathan Harrison	1979-05-07	UHC-92177-58	8552796314	4160 Sage Ct, Atlanta, GA, 30320	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
CLM-428423	CLM	Martha Estrada	1990-04-12	—	5293748078	4612 Park Pl, Miami, FL, 33164	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-414809	CLM	John Henry	1944-01-19	UHC-67530-07	8532614998	9524 Desert Sky Blvd, Atlanta, GA, 30391	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-406594	CLM	Hiroshi Lewis	1954-09-13	—	8546014126	3962 Main St, Scottsdale, AZ, 85212	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413056	CLM	Judy Harepr	1972-10-01	—	8905379188	9383 Oak St, Charlotte, NC, 28233	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426348	CLM	Aaron O Moore	1995-06-17	—	7935208211	7264 Indian School Rd, San Diego, CA, 92174	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-422690	CLM	Richard O Santiago	1986-05-09	UHC-26774-18	6607451570	9782 Bayshore Dr, Austin, TX, 78722	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427232	CLM	Valentina Hunter	2002-01-18	UHC-84540-84	4125618342	8014 Camelback Rd, Gilbert, AZ, 85213	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more

11,960 rows, page 132 of 240Previous Next