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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-411628	CLM	Arthur Matthews	1958-09-05	—	—	8260 Palm Dr, Plano, TX, 75035	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-419889	CLM	Diana Flores	1943-09-06	UHC-29823-15	5509507556	8278 Hillcrest Rd, Tucson, AZ, 85750	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-401095	CLM	Daniel Bailey	1967-02-12	—	—	6151 Desert Sky Blvd, Mesa, AZ, 85276	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400484	CLM	Santiago Peters	1999-11-21	—	—	8248 Willow Ct Apt 7, San Antonio, TX, 78210	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-406511	CLM	Kayla Henry	1969-11-11	UHC-88085-99	—	5247 Spring St, Columbus, OH	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-424245	CLM	Gabriel Freeman	1997-01-10	—	—	8222 Park Pl, Las Vegas, NV, 89159	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-431573	CLM	Catherine Wright	—	—	—	4260 Lake View Rd, Jacksonville, FL, 32256	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-413190	CLM	Frank Salazar	—	—	—	7978 Desert Sky Blvd, Tucson, AZ, 85718	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-413191	CLM	Frank Salazar	—	—	—	7978 Desert Sky Blvd, Tucson, AZ, 85718	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-406338	CLM	Frank Guzman	2006-10-09	UHC-66444-28	—	1500 Spring St, Fresno, CA, 93723	0.52	Name split from “Last, First”Two-digit birth year State name converted to code Plan code upper-cased+2 more
CLM-422647	CLM	Philip Vasquez	1942-01-18	UHC-19675-29	—	1135 Sage Ct, Jacksonville, FL, 32237	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-411939	CLM	Keith Ramirez	1954-06-19	UHC-39559-25	—	339 Broadway, Tucson, AZ, 85705	0.52	Name split from “Last, First”City re-cased State name converted to code Gender normalised+2 more
CLM-416222	CLM	Donna Edwards	2006-07-13	UHC-93006-69	3987702080	7842 Harbor Blvd, Gilbert, AZ	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
CLM-415975	CLM	Megan Burton	1962-12-19	UHC-70543-77	—	—	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code Gender normalised+2 more
CLM-422002	CLM	Sara J Garcia	1995-02-24	—	7497694651	107 Maple Ave, Orlando, FL, 32862	0.52	Name split from “Last, First”Phone reformatted State name converted to code Gender normalised+2 more
CLM-427456	CLM	Jack Daniels	1952-12-08	—	6764784172	6951 Church St Apt 7, Atlanta, GA, 30313	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-415213	CLM	Lucia L Holmes	2007-02-04	—	—	8617 Highland Ave, Glendale, AZ, 85314	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425423	CLM	Barbara S Park	1982-05-01	UHC-16638-84	3326972621	4177 Pine Dr, Scottsdale, AZ	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407520	CLM	Patricia Grant	1978-09-07	—	7485931064	6500 Ridge Rd Apt 27, Miami, FL, 33172	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-429355	CLM	Isabella Shaw	1942-11-09	—	—	1072 Maple Ave, Tampa, FL	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-406396	CLM	Linda U Harvey	1965-12-27	UHC-26634-20	—	8129 Central Ave, Denver, CO, 80279	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-431415	CLM	Carolyn Richards	1955-06-02	—	4537340861	7689 Market St, Columbus, OH, 43266	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-425878	CLM	Chavez Ethan	1989-09-10	—	7199302937	7974 Lincoln Way, Denver, CO, 80250	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-424429	CLM	Daniel Dean	1952-03-07	—	—	497 Camelback Rd, Gilbert, AZ, 85226	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-425297	CLM	Roger Le	1987-12-14	UHC-84334-48	—	9800 Cedar Ln, Austin, TX, 78739	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418819	CLM	Beverly Martinez	1985-09-20	UHC-52759-66	—	127 Valley View Dr, Phoenix, AZ, 85045	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-403375	CLM	Emma Castillo	—	UHC-27180-71	—	382 Highland Ave, San Diego, CA, 92131	0.52	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Street suffix standardised+2 more
CLM-410977	CLM	Dennis Hamilton	1990-08-17	UHC-00203-27	—	4256 Ocean Ave, Columbus, OH, 43270	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424570	CLM	Eugene Nichols	1980-03-11	—	—	1911 Palm Dr, Phoenix, AZ, 85031	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code City re-cased+2 more
CLM-423827	CLM	Andrea Guzman	1992-05-15	—	—	4778 Sage Ct, Tucson, AZ, 85773	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-415452	CLM	Lawrence O Richards	—	—	—	6040 Main St, Columbus, OH, 43236	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-418171	CLM	Ahmed Adams	2001-12-06	UHC-61442-82	6422262115	3121 Union St, Las Vegas, NV, 89139	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-417545	CLM	Walter D Moreno	1939-07-01	UHC-84396-39	—	597 Elm St, Denver, CO, 80262	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-430118	CLM	Austin Bowman	1959-10-02	UHC-22804-98	—	4575 Jefferson Ave, Houston, TX	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-431520	CLM	Joan F Harris	1994-07-26	UHC-53549-85	3784526914	2628 Lincoln Way, Minneapolis, MN, 55446	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-402877	CLM	Amanda Austin	1998-09-20	—	2236782382	8867 Elm St, Plano, TX, 75075	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429612	CLM	Karen Richardson	1962-12-14	UHC-37708-18	—	1730 Central Ave, Nashville, TN, 37248	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-418419	CLM	Henry S Wells	1938-11-01	UHC-53311-49	—	539 Lincoln Way, Plano, TX, 75092	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-419741	CLM	Beverly Young	1994-03-25	UHC-66215-27	—	2556 Sunset Blvd, Minneapolis, MN, 55492	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-400056	CLM	Samantha Young	1990-04-28	—	3607451738	5157 Harbor Blvd, San Antonio, TX, 78231	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419985	CLM	Megan G Richards	2007-12-04	—	—	5739 Oak St, Tempe, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-401863	CLM	Emily Warren	1996-07-11	UHC-27010-24	—	2811 Central Ave, Austin, TX	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-402762	CLM	Kathleen Medina	1942-08-15	UHC-06034-54	—	1063 Desert Sky Blvd, Glendale, AZ, 85349	0.52	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-422560	CLM	Larry Foster	1965-06-28	—	—	4669 Sunset Blvd, Tucson, AZ, 85733	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-427605	CLM	Frances Campbell	1992-09-16	UHC-98486-22	4566992135	94 Washington St, Austin, TX, 78717	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-416572	CLM	Jake Hall	2001-06-06	UHC-90583-09	—	2618 Ridge Rd # 477, Phoenix, AZ, 85094	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-422713	CLM	Larry Daniels	—	—	—	5621 Market St, Glendale, AZ, 85343	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-432784	CLM	Mateo Simpson	—	UHC-48188-73	—	9683 Canyon Rd, Minneapolis, MN, 55409	0.52	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-425786	CLM	Danielle Bradley	1998-02-18	—	—	670 Pine Dr, Denver, CO, 80201	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411319	CLM	Betty Rojas	1976-12-27	UHC-59588-79	—	3322 Hillcrest Rd, Sacramento, CA, 95831	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more

3,226 rows, page 15 of 65Previous Next