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 “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
CLM-429866	CLM	Carol V Ruiz	2007-05-05	—	—	1381 Sunset Blvd, Seattle, WA, 98107	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-414899	CLM	Mason Lucas	1969-06-01	UHC-82569-27	4385568143	2967 Mesa Dr, Chandler, AZ, 85200	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402858	CLM	Randy Austin	2002-10-15	UHC-90305-60	6067304933	2466 Palm Dr, Las Vegas, NV, 89182	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-402859	CLM	Randy Austin	2002-10-15	UHC-90305-60	6067304933	2466 Palm Dr, Las Vegas, NV, 89182	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-415992	CLM	Charlotte Lopez	1954-05-07	—	—	4337 Sage Ct, Houston, TX, 77053	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405708	CLM	Arjun T Wallace	1968-07-02	UHC-61535-22	—	5833 Mountain View Dr, Glendale, AZ, 85309	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-410414	CLM	Barb Peters	1945-08-28	—	2498391881	5311 Union St, Fresno, CA, 93769	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416932	CLM	Stephen Stevens	1987-10-03	—	—	9133 Sage Ct, Phoenix, AZ, 85087	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-410593	CLM	Kim Burns	1964-05-08	UHC-66985-61	2407424572	—	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-412693	CLM	Isabella N Torres	2008-09-07	—	—	7978 Ridge Rd, Tucson, AZ, 85785	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408813	CLM	Henderson Sarah	1972-04-16	UHC-24133-93	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-418179	CLM	Gregory Perez	1948-09-26	—	—	3026 Valley View Dr, Charlotte, NC, 28285	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-417141	CLM	Deborah Jones	1987-07-11	UHC-84110-46	2157087940	145 River Rd, Seattle, WA, 98135	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431665	CLM	Natalie Bennett	1992-11-25	UHC-71271-45	—	517 River Rd, Houston, TX, 77063	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-425999	CLM	Aissha Miller	2001-05-07	UHC-92764-59	2176511803	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-401955	CLM	Rachel Burns	1978-10-24	UHC-77800-01	7872811378	9765 Sunset Blvd, Mesa, AZ, 85230	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405893	CLM	Marcus Lawson	1986-09-06	UHC-23031-42	—	1599 Meadow Ln Apt 10, Orlando, FL, 32899	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-424136	CLM	Noah N Willis	1989-12-23	UHC-78154-98	—	526 Sage Ct, Sacramento, CA	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-417216	CLM	Willie Elliott	1943-01-20	UHC-22957-69	4236107302	9782 Ridge Rd, Tempe, AZ, 85289	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426237	CLM	Bruce Moore	1964-11-19	—	—	1620 Willow Ct, Mesa, AZ, 85236	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-404930	CLM	Cynthia Chapman	1978-05-02	UHC-75673-50	3906447278	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-428997	CLM	Andrea Morrison	1968-07-20	UHC-35790-95	—	7960 Jefferson Ave, Houston, TX, 77095	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416816	CLM	Mei Cox	1967-10-14	UHC-89027-61	—	6181 Indian School Rd, Sacramento, CA, 95806	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-402490	CLM	Sandra Morris	1976-08-19	—	6228348788	8039 Valley View Dr, Minneapolis, MN, 55428	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406766	CLM	Edward Howard	1955-02-20	UHC-57201-34	—	—	0.78	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+1 more
CLM-415217	CLM	Dick Johnson	2008-05-22	UHC-44164-95	—	8974 Palm Dr, Columbus, OH, 43244	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-408323	CLM	Larry Jones	1950-06-04	UHC-94064-39	—	6613 Jefferson Ave, Plano, TX, 75089	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-432365	CLM	Maria E Russell	1983-12-05	UHC-17012-96	7836836817	8622 Ocean Ave, Tucson, AZ, 85746	0.78	Date of birth reformatted Member ID reformatted City re-cased State name converted to code+1 more
CLM-415721	CLM	Bradley Guerrero	1986-06-12	UHC-50760-89	9515949156	7868 Park Pl, Denver, CO, 80273	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-404269	CLM	Keith Vega	1956-04-11	—	—	5315 Harbor Blvd, Plano, TX, 75099	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-402378	CLM	Julia Bailey	1954-05-06	UHC-66212-73	2409294354	9691 Church St, Charlotte, NC, 28251	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-400847	CLM	Roger B Hamilton	1970-08-26	UHC-09343-47	8397472337	380 Spring St, Jacksonville, FL, 32208	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-409026	CLM	Emily W Murray	1963-08-23	UHC-02083-82	9015664820	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-419451	CLM	Willie Garcia	1939-05-09	UHC-41138-39	5952969080	2073 Church St, Sacramento, CA, 95855	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-420442	CLM	Omar Allen	1997-07-16	UHC-06383-65	—	—	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-420443	CLM	Omar Allen	1997-07-16	UHC-06383-65	—	—	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-423516	CLM	Brandon Williamson	1938-07-03	UHC-93009-32	—	3598 Grand Ave, Seattle, WA, 98109	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-432246	CLM	Frank Allen	1974-11-07	UHC-03524-51	—	3277 Baseline Rd, Seattle, WA, 98142	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-403909	CLM	Priya Young	1948-10-24	—	—	5974 Harbor Blvd, Dallas, TX, 75207	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416362	CLM	Bradley D Burton	1996-09-28	—	—	2223 Valley View Dr, Tucson, AZ, 85775	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417828	CLM	Ashley Bradley	1956-04-18	—	9799207989	6661 Apache Blvd, Las Vegas, NV, 89153	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-404865	CLM	Mary Flores	1956-07-28	UHC-18073-20	5874512424	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-409395	CLM	Theresa Ferguson	1971-08-02	UHC-72869-72	8169818524	4160 Harbor Blvd, Dallas, TX, 75223	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-409394	CLM	Theresa Ferguson	1971-08-02	UHC-72869-72	8169818524	4160 Harbor Blvd, Dallas, TX, 75223	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404703	CLM	Joseph Obrien	1978-10-10	—	—	1682 Sage Ct, Orlando, FL, 32897	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-429349	CLM	Beverly Ortga	1950-07-16	UHC-09931-26	—	830 Bayshore Dr, Dallas, TX, 75209	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417195	CLM	Amber Harvey	1998-10-18	UHC-45573-36	—	6154 Main St, Dallas, TX, 75275	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-428502	CLM	Kimberly Howard	2008-09-21	—	2426604068	1953 Desert Sky Blvd, Chandler, AZ, 85280	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-410480	CLM	Marilyn Hill	1991-04-08	UHC-35136-12	—	8995 Desert Sky Blvd, Tucson, AZ, 85792	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400513	CLM	Amy Hanson	1987-10-08	UHC-09703-59	—	62 Lake View Rd, Tucson, AZ, 85782	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more

10,559 rows, page 125 of 212Previous Next