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-413406	CLM	—Junk	1960-05-26	UHC-40615-31	2306384043	—	0.78	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared+1 more
CLM-417355	CLM	Dorothy Nguyen	2001-11-04	UHC-17968-70	7729904806	1106 Valley View Dr, Las Vegas, NV, 89152	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-400859	CLM	Luis Scott	1945-06-14	—	—	9227 Jefferson Ave, Scottsdale, AZ, 85212	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-430450	CLM	Henry Riley	1989-05-22	—	9583325527	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-405911	CLM	Teresa Hughes	1996-08-25	UHC-82381-89	7248297926	7401 Oak St, Sacramento, CA, 95897	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415963	CLM	Kelly L Contreras	1992-03-23	—	—	9844 Valley View Dr, Las Vegas, NV, 89120	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-412471	CLM	Emily Harrison	1973-01-15	—	—	6778 Valley View Dr, Las Vegas, NV, 89180	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400450	CLM	Margaret Chavez	1951-03-19	UHC-92419-11	—	5663 Spring St, Minneapolis, MN, 55457	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-407363	CLM	Arthur Gilbert	1963-09-27	—	4344045344	—	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-419363	CLM	Sofia Y Wallace	1989-07-10	UHC-07269-10	—	1093 Ocean Ave, Orlando, FL, 32845	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418023	CLM	Jessica Gordon	1965-09-14	UHC-38164-21	9532635493	7519 Pine Dr, Sacramento, CA, 95810	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405669	CLM	Diego Johnston	1957-02-16	UHC-82913-21	—	4385 Highland Ave, Sacramento, CA, 95852	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400124	CLM	Joan McDonald	1963-02-27	UHC-70439-68	—	9124 Meadow Ln, Jacksonville, FL, 32212	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429208	CLM	Noah Rice	1956-06-17	UHC-22017-22	—	8310 Baseline Rd, Columbus, OH, 43237	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-421599	CLM	Jacob Ramirez	1979-06-01	—	—	6959 Willow Ct, Tempe, AZ, 85296	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-417400	CLM	Barbara W Graza	1956-04-08	UHC-78040-18	7346384799	8705 Ocean Ave, Atlanta, GA, 30306	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-423538	CLM	Kyle U Marquez	1961-05-17	UHC-33743-82	6898916313	3116 Main St, Glendale, AZ, 85367	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-423539	CLM	Kyle U Marquez	1961-05-17	UHC-33743-82	6898916313	3116 Main St, Glendale, AZ, 85367	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-413561	CLM	Cheryl Ward	1986-10-26	UHC-46150-37	—	1170 Spring St, Nashville, TN, 37258	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430614	CLM	Kimberly Vega	1961-03-18	UHC-98431-63	—	9577 Spring St, Nashville, TN, 37217	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-423236	CLM	Diana Perkns	1972-04-01	—	—	7397 Church St, Nashville, TN, 37297	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430407	CLM	Denise U Stevens	1970-11-16	UHC-98801-28	4665565436	7600 Mountain View Dr, Houston, TX, 77053	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Plan code upper-cased+1 more
CLM-430269	CLM	Anna Knight	1952-02-05	UHC-17139-80	4494658264	523 Valley View Dr, Sacramento, CA, 95866	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-430268	CLM	Anna Knight	1952-02-05	UHC-17139-80	4494658264	523 Valley View Dr, Sacramento, CA, 95866	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-418936	CLM	Eugene Fuller	1947-08-22	—	4076674723	738 Market St # 787, Minneapolis, MN, 55473	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-411035	CLM	Arjun Schmidt	1992-12-03	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-425445	CLM	David S Ferguson	1982-07-23	—	—	2980 Elm St, Fresno, CA, 93725	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-413464	CLM	Carol Hamilton	2006-11-17	UHC-47996-65	—	9822 Apache Blvd, Fresno, CA, 93733	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-412038	CLM	Julie Wilson	1990-10-20	UHC-76381-41	2859476131	9127 Pine Dr, Columbus, OH, 43249	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424579	CLM	Austin Bell	1993-05-10	—	6619454875	1433 Maple Ave, Miami, FL, 33150	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-432337	CLM	Richard X Hall	1968-05-21	—	3653793998	1642 Mountain View Dr, Dallas, TX, 75294	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-416738	CLM	Mike Simmons	1994-02-27	UHC-55383-31	—	3978 Broadway, Houston, TX, 77078	0.78	Date of birth reformatted Address re-cased City re-cased Gender normalised+1 more
CLM-416737	CLM	Mike Simmons	1994-02-27	UHC-55383-31	—	3978 Broadway, Houston, TX, 77078	0.78	Date of birth reformatted Address re-cased City re-cased Gender normalised+1 more
CLM-427547	CLM	Donna Warren	1939-09-28	—	—	5929 Sunset Blvd, Sacramento, CA, 95854	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400780	CLM	Fatima Cook	1975-03-18	UHC-70675-02	7284883863	3264 Lake View Rd # 886, Sacramento, CA, 95812	0.78	Name re-cased Date of birth reformatted Unit split from street City re-cased+1 more
CLM-411680	CLM	Patrick Flores	1988-01-24	—	—	253 Lake View Rd Apt 36, Seattle, WA, 98106	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-407025	CLM	Andrew Woods	1973-11-16	UHC-68285-69	—	872 Union St, Gilbert, AZ, 85250	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-411643	CLM	Pamela Webb	1961-07-11	UHC-81941-48	6412204459	5174 Lake View Rd, San Diego, CA, 92163	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406546	CLM	Brian Y Nunez	1966-01-09	—	6264159831	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-424019	CLM	Carol Montgomery	1967-12-22	UHC-63807-77	4278898043	793 Washington St, Austin, TX, 78703	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402474	CLM	Peter Roberts	1988-04-11	UHC-41456-86	—	7569 Church St, Scottsdale, AZ, 85253	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-425980	CLM	Christian Salazar	2005-12-25	UHC-04814-78	8246930370	6140 Elm St, Columbus, OH, 43202	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427785	CLM	Shirley Vasquez	1997-08-15	UHC-77814-68	7012862573	9094 Apache Blvd, Atlanta, GA, 30320	0.78	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-432326	CLM	Walter K Alvarez	1993-06-09	—	4168647768	3234 Grand Ave, Glendale, AZ, 85323	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413179	CLM	Lisa Clark	1977-03-13	UHC-08004-40	—	5429 Sunset Blvd, Atlanta, GA, 30336	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415390	CLM	Rnald Flores	1996-04-24	UHC-43464-13	—	7090 Canyon Rd, Sacramento, CA, 95850	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405798	CLM	Jordan Duncan	1993-06-11	UHC-11088-69	7863190096	4713 Indian School Rd # 925, Houston, TX, 77066	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-415363	CLM	Ehtan R Little	1983-02-03	UHC-34632-67	—	2244 Pine Dr, Tampa, FL, 33633	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-406916	CLM	Gerald Davis	1959-07-13	UHC-68736-64	—	7154 Pine Dr, Tempe, AZ, 85215	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-410615	CLM	Bobby Stephens	1973-03-17	—	—	2671 Mesa Dr, Austin, TX, 78733	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

10,559 rows, page 106 of 212Previous Next