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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-428432	CLM	Cheryl Armstrong	1967-04-06	UHC-23457-56	7249073323	1762 Lake View Rd, San Diego, CA, 92136	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419390	CLM	Patrick Andrews	2001-03-04	—	6435693627	4763 Church St, Plano, TX, 75068	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404958	CLM	Rachel Espinoza	1953-02-14	—	—	9180 Grand Ave, San Antonio, TX, 78210	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-407654	CLM	Emma Graham	1978-09-13	—	—	6542 Central Ave, Glendale, AZ, 85306	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-413059	CLM	Hannah Simmons	1981-12-04	UHC-61478-12	—	2317 Church St, Fresno, CA, 93778	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-426589	CLM	Vicky Hill	1974-05-05	UHC-97128-79	—	7117 Pine Dr, Phoenix, AZ, 85036	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415083	CLM	Jason O George	1962-08-07	UHC-51539-02	—	3636 Jefferson Ave, Atlanta, GA, 30363	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-431366	CLM	Heather N Reid	1993-03-26	—	—	5533 Maple Ave, Fresno, CA, 93711	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432123	CLM	Jerry Day	1966-12-18	—	—	4362 Church St, Dallas, TX, 75245	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408410	CLM	Luis Peterson	1981-09-10	UHC-91715-29	6365374820	807 Canyon Rd, Los Angeles, CA	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-417211	CLM	Charlotte Hansen	1997-03-05	UHC-81644-64	6304078301	2692 Palm Dr, Scottsdale, AZ, 85271	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429516	CLM	Alice Maldonado	1968-07-03	UHC-09345-46	—	8532 Valley View Dr, Los Angeles, CA, 90086	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-421410	CLM	Walter Barnes	1942-03-12	UHC-21206-10	—	6190 Cedar Ln, Las Vegas, NV, 89122	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410247	CLM	Lisa Morales	1946-10-19	UHC-21468-84	6047265391	2095 Washington St, San Diego, CA, 92193	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432251	CLM	Catherine Romero	1952-02-09	—	9445379019	9615 Camelback Rd, Tempe, AZ, 85263	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419531	CLM	Jessica Young	1985-06-04	—	—	6818 Hillcrest Rd, Las Vegas, NV, 89188	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426526	CLM	Ray Carpenter	1968-04-14	UHC-37527-46	9809553635	64 Palm Dr, Tucson, AZ, 85720	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-402253	CLM	Jason Medina	1983-10-28	UHC-26945-97	—	9662 Maple Ave, San Antonio, TX, 78252	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-408529	CLM	Judith M Dean	1998-06-17	UHC-47353-96	9897444303	7492 Market St, Mesa, AZ, 85270	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-406294	CLM	Owens Albert	1942-03-01	UHC-26507-26	7425190776	367 Central Ave, Charlotte, NC, 28236	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
CLM-402366	CLM	Rogeer Crawfford	1966-01-21	—	3098485055	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-418063	CLM	Santiago Martinez	1959-06-09	UHC-34421-47	9322157494	225 Harbor Blvd, Minneapolis, MN, 55433	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-417017	CLM	Christina Stone	1983-04-02	—	—	2805 Highland Ave, Fresno, CA, 93799	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-432243	CLM	Priya Williams	1973-03-23	UHC-70691-50	—	6515 Willow Ct, Charlotte, NC, 28247	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425578	CLM	Hnnah Nelson	1986-09-27	UHC-90359-46	—	7938 Forest Ave, Minneapolis, MN, 55497	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416769	CLM	Samuel H Montgomery	1946-10-24	UHC-58307-57	3413630104	1004 Pine Dr, Sacramento, CA, 95879	0.78	Name re-cased Phone reformatted State code upper-cased Gender normalised+1 more
CLM-430875	CLM	Lucia Bennett	1993-08-15	UHC-57492-22	—	—	0.78	Name re-cased Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-415672	CLM	Aaron Vazquez	2003-11-22	UHC-00207-30	8806165840	5948 Apache Blvd, Gilbert, AZ, 85252	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417263	CLM	Adam Dunn	2006-09-13	—	—	232 Lincoln Way, Atlanta, GA, 30366	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428371	CLM	Beverly Andrews	1968-06-04	—	—	3754 Market St, Las Vegas, NV, 89190	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423202	CLM	Charlotte Richards	1938-04-21	UHC-72303-37	—	2821 Canyon Rd, Plano, TX, 75028	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414415	CLM	Lawrence Garza	1959-12-26	UHC-96175-05	8732472729	4747 Palm Dr, Minneapolis, MN, 55423	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422845	CLM	Ana Gilbert	1979-03-17	UHC-96425-46	3386953263	3101 Ridge Rd, Houston, TX, 77068	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-406524	CLM	Cynthia Torres	1978-03-02	UHC-94028-02	6349455581	7270 Park Pl, Gilbert, AZ, 85256	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
CLM-402502	CLM	Lauren Nunez	1976-04-15	UHC-81063-83	—	8700 Oak St, Sacramento, CA, 95864	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428750	CLM	Danielle Chen	1977-06-02	—	—	1213 Hillcrest Rd, Minneapolis, MN, 55425	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-406486	CLM	Ralph Schultz	1980-08-17	—	—	8278 Elm St, Miami, FL	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-413834	CLM	Doris Dominguez	2001-12-16	UHC-82608-31	—	6256 Sunset Blvd, Scottsdale, AZ, 85220	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415602	CLM	Jacqueline Z Gonzales	1997-03-13	UHC-44443-96	—	5010 Cedar Ln, Mesa, AZ, 85226	0.78	Name re-cased State code upper-cased Gender normalised Whitespace trimmed+1 more
CLM-428581	CLM	David Price	1938-01-09	UHC-55216-20	—	7458 Bayshore Dr, Columbus, OH, 43245	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402583	CLM	Philip Crawford	1964-08-16	UHC-09959-89	3057207867	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-400901	CLM	Gary Valdez	1976-01-06	UHC-70464-74	—	3151 Ocean Ave, Mesa, AZ, 85255	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-406137	CLM	Diana Berry	1978-03-11	—	6816581324	8859 Spring St, Miami, FL, 33197	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400595	CLM	Russelll J Carlson	1972-11-07	UHC-54250-93	—	1405 Valley View Dr, Orlando, FL, 32863	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425737	CLM	Arjun F Marshall	1974-03-22	—	—	4070 Willow Ct, Tampa, FL, 33617	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-402712	CLM	Kayla Gardner	1964-11-25	UHC-98906-09	—	7259 Sunset Blvd, Phoenix, AZ, 85005	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425043	CLM	Patrick Jordan	1948-08-20	UHC-27638-29	9009636389	5088 Mesa Dr, San Antonio, TX, 78269	0.78	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+1 more
CLM-432740	CLM	Eugene Obrien	2005-10-05	UHC-43357-48	—	3202 Spring St, Fresno, CA, 93784	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-422063	CLM	Janet W Aguilar	1959-11-13	UHC-58854-62	3556563331	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-406398	CLM	Gloria K Elliott	1926-09-06	—	—	9566 Hillcrest Rd, Houston, TX, 77008	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more

13,120 rows, page 141 of 263Previous Next