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-402436	CLM	Denise Perkins	1971-11-25	UHC-55403-36	—	5125 Oak St, Glendale, AZ, 85309	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412622	CLM	Vincent George	1996-04-01	UHC-05005-65	—	1886 Market St, Miami, FL, 33147	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400738	CLM	Shirley Bell	1971-11-04	—	7685891733	8891 Washington St, Houston, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-416198	CLM	Justin Jenkins	1957-12-15	UHC-35967-43	—	9632 Palm Dr, Scottsdale, AZ, 85250	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425894	CLM	Samantha Murphy	1977-09-03	—	—	2756 Hillcrest Rd, Las Vegas, NV, 89195	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-427170	CLM	Bryan Black	1940-01-26	—	—	985 Apache Blvd, Minneapolis, MN, 55412	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404174	CLM	Steevn Little	1956-12-22	UHC-14266-65	—	5404 Market St, Houston, TX, 77069	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-403016	CLM	Nancy Vazquez	1967-08-27	UHC-61543-39	—	1015 Meadow Ln, Seattle, WA, 98115	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421538	CLM	Charles Payne	1954-10-06	UHC-44575-47	2646873784	4594 Ocean Ave Apt 3, Atlanta, GA, 30368	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-424442	CLM	Lawrence Ortiz	1977-03-25	—	3708535280	3355 Highland Ave, Dallas, TX, 75249	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417394	CLM	Aaorn M Flores	—	UHC-86224-78	5563133262	6857 Valley View Dr, Glendale, AZ, 85365	0.62	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-400261	CLM	Larry Wilson	1953-11-08	UHC-26116-50	7694205801	9437 Valley View Dr, Denver, CO, 80280	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405390	CLM	Timothy D Rice	1984-10-08	UHC-04382-44	3037588355	3691 Grand Ave, Eden Prairie, MN, 55384	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-419959	CLM	Doris W Gilbert	1969-12-25	UHC-87880-23	7443170146	5809 Forest Ave, Columbus, OH, 43263	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412772	CLM	Henry U Alexander	1942-11-02	—	8962300334	6897 Indian School Rd, Gilbert, AZ, 85263	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416033	CLM	Marcus J Tukker	2000-11-21	—	6069159266	6343 Palm Dr, Austin, TX, 78799	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401511	CLM	Anna M Sanchez	1964-01-06	UHC-55023-31	—	879 Palm Dr, Austin, TX	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
CLM-428479	CLM	Linda Boyd	1993-03-26	—	9213191642	3073 Highland Ave, Jacksonville, FL, 32282	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425158	CLM	Victoria Patel	1938-09-08	UHC-56400-53	2186374578	4249 Maple Ave, Orlando, FL, 32819	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-417391	CLM	Matt Anderson	1982-11-25	UHC-67789-26	—	3229 Pine Dr, Scottsdale, AZ, 85215	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-403297	CLM	Samuel Santiago	1981-08-01	UHC-16102-10	3854959264	9460 Hillcrest Rd, Los Angeles, CA, 90043	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417807	CLM	Gregory Smith	1980-08-27	UHC-84719-85	2843201062	9597 Sage Ct # 467, Charlotte, NC, 28267	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-409071	CLM	Santiago McDonald	1991-02-20	—	5596507491	9803 Canyon Rd, Denver, CO, 80207	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-405366	CLM	Carolyn Green	1963-05-12	UHC-12560-66	6936380394	2761 Main St, Sacramento, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400153	CLM	Joseh Ward	1982-07-04	—	3636341187	8400 Baseline Rd, Nashville, TN, 37202	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426817	CLM	Stephanie G Ward	1961-08-16	—	3893373742	765 Jefferson Ave, Orlando, FL, 32835	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419152	CLM	Lisa Guerrero	1971-02-11	UHC-93978-31	5713336008	8703 Sunset Blvd, Phoenix, AZ, 85067	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423673	CLM	Albert Santos	1975-05-16	—	7459294057	2445 Church St Apt 39, Jacksonville, FL, 32229	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-422801	CLM	Kyle Freeman	1959-03-26	—	—	1330 Jefferson Ave, Tucson, AZ, 85755	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410044	CLM	Warren Sean	1961-04-01	—	8257538506	6622 Hillcrest Rd, Nashville, TN, 37286	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-410045	CLM	Warren Sean	1961-04-01	—	8257538506	6622 Hillcrest Rd, Nashville, TN, 37286	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-424663	CLM	Kayla Willis	1994-12-20	—	6682834261	6807 Highland Ave, Scottsdale, AZ, 85241	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411012	CLM	Gloria Godon	1952-09-04	UHC-34684-56	3825752341	9544 Camelback Rd, Orlando, FL, 32849	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-424252	CLM	Kelly Evans	1943-06-21	UHC-73587-33	—	4317 Grand Ave, Miami, FL, 33188	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-409314	CLM	Douglas Pierce	1939-01-26	—	3945648784	2467 Church St, Glendale, AZ, 85304	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424637	CLM	Autsin Bell	1953-01-18	UHC-52108-19	—	775 Canyon Rd, Eden Prairie, MN, 55372	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-408737	CLM	George Z Guerrero	1954-03-15	UHC-05538-48	2855619555	5087 Union St, Eden Prairie, MN, 55314	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418897	CLM	Jean Fields	1944-12-22	UHC-82456-16	—	4268 Elm St, Houston, TX, 77027	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-407198	CLM	Henry Miller	1963-04-22	UHC-82425-52	3947673552	5024 Valley View Dr, Los Angeles, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-421169	CLM	Priya Ortega	1998-10-25	—	—	2401 Park Pl # 271, Charlotte, NC, 28297	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-411606	CLM	Noah Burton	1951-04-05	UHC-87151-33	3238278936	7202 Apache Blvd, San Diego, CA, 92129	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424791	CLM	Tyler Weber	1967-02-10	UHC-32985-45	—	5659 Main St, Las Vegas, NV	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-428381	CLM	Juan Marshall	1938-10-26	—	—	4144 Maple Ave, Gilbert, AZ, 85284	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-407911	CLM	Frank Franklin	2003-09-11	—	—	7574 Broadway, Phoenix, AZ, 85020	0.62	Date of birth reformatted Address re-cased City re-cased State name converted to code+3 more
CLM-427065	CLM	Ana Bell	2007-05-09	—	—	2813 Lake View Rd, Seattle, WA, 98127	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-405531	CLM	Larry Spencer	1976-10-23	UHC-16960-57	—	5830 Lake View Rd, Miami, FL, 33139	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-423959	CLM	Digo Ramos	2004-03-13	UHC-23117-92	4076007554	6810 Highland Ave, Tucson, AZ, 85725	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423958	CLM	Digo Ramos	2004-03-13	UHC-23117-92	4076007554	6810 Highland Ave, Tucson, AZ, 85725	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-405035	CLM	Carlos G Young	2004-11-02	—	6827887515	5970 Main St, Columbus, OH	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412490	CLM	Henry Nguyen	1975-07-18	UHC-89598-34	4925628011	3106 Palm Dr, Columbus, OH, 43272	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

10,559 rows, page 33 of 212Previous Next