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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-431927	CLM	Isabella White	1963-09-10	—	—	9080 Canyon Rd, Tampa, FL, 33636	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400929	CLM	John Taylor	1971-08-28	UHC-19378-10	—	8613 Washington St, Atlanta, GA, 30374	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-408920	CLM	Alexis Lane	1966-10-02	UHC-83946-95	3509547239	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-426574	CLM	Joyce Wells	1988-11-18	—	—	3694 Sage Ct, Dallas, TX, 75215	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424575	CLM	Ann White	1957-06-19	—	—	159 Hillcrest Rd, Nashville, TN, 37295	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-427751	CLM	Melissa Simmons	1993-10-05	—	—	3474 Sage Ct # 190, Atlanta, GA, 30381	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-402890	CLM	Grace Hawkins	1938-07-27	—	—	1559 Willow Ct, Fresno, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-410883	CLM	Sandra Z Dominguez	1971-11-14	—	—	7249 Canyon Rd, Orlando, FL, 32818	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-413003	CLM	Mateo Barnes	1954-02-13	—	—	7827 Hillcrest Rd, Atlanta, GA, 30335	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-403342	CLM	Rachel Gonzalez	1973-10-17	UHC-89828-42	—	2830 Valley View Dr, Orlando, FL, 32893	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-421923	CLM	Theresa Henry	1991-12-11	—	—	8184 Meadow Ln, San Diego, CA, 92175	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-403660	CLM	Nahan Morrison	1976-10-19	—	—	1788 Valley View Dr # 194, Seattle, WA	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP missing+2 more
CLM-424986	CLM	Lawrence Klly	—	UHC-38369-92	—	9622 Central Ave, Fresno, CA, 93798	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-411804	CLM	Keith Bll	1942-12-10	UHC-34516-56	—	2197 Oak St, Eden Prairie, MN, 55370	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404279	CLM	Ethan B Dean	1976-05-04	UHC-25740-72	—	3661 Lincoln Way Apt 25, San Antonio, TX, 78224	0.64	Name re-cased Unit split from street City re-cased Gender normalised+2 more
CLM-407777	CLM	Steven N Jones	1987-01-21	UHC-14206-13	—	8824 Main St, Tempe, AZ, 85261	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-430726	CLM	Wesst Janice	1955-07-13	UHC-37336-21	—	6528 Main St, Scottsdale, AZ, 85235	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-401080	CLM	Joan Castillo	1960-04-13	UHC-72136-56	—	53 Apache Blvd, Seattle, WA, 98111	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428886	CLM	Aaron Salazar	1961-10-18	UHC-14420-33	—	5728 Willow Ct, Los Angeles, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-403680	CLM	Sarah Alvarado	1963-04-16	UHC-19247-27	2095581648	6407 Grand Ave Apt 35, Orlando, FL, 32893	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-409233	CLM	Logan Hamilton	1972-01-12	UHC-20469-91	3447825010	7925 Pine Dr, Charlotte, NC, 28217	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401142	CLM	Garza Rebecca	1976-06-04	UHC-50074-12	—	5159 Mountain View Dr, Gilbert, AZ, 85272	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401141	CLM	Garza Rebecca	1976-06-04	UHC-50074-12	—	5159 Mountain View Dr, Gilbert, AZ, 85272	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-426275	CLM	Alan O Greene	1943-11-23	UHC-55208-95	—	9748 Oak St Apt 8, Columbus, OH, 43243	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-403592	CLM	Stevens H Kevin	1947-11-12	UHC-74291-02	—	2398 River Rd, San Antonio, TX, 78255	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432537	CLM	Doris McDonald	1977-06-19	—	—	566 Church St, Chandler, AZ, 85203	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-425376	CLM	Philip Tucker	1982-02-21	UHC-65487-82	7326363269	9361 Jefferson Ave, Orlando, FL, 32873	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-424643	CLM	Vincent Sullivan	1973-06-20	UHC-26763-55	2977589648	8234 Jefferson Ave, San Antonio, TX, 78246	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423995	CLM	Karn Harrison	1987-01-26	—	8458765434	718 Canyon Rd, Jacksonville, FL, 32207	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410055	CLM	Emma Medina	1946-10-22	—	—	1963 Mesa Dr, Atlanta, GA, 30333	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426025	CLM	Valentina Welch	—	—	8166164652	6400 Sunset Blvd, Denver, CO, 80289	0.64	Date of birth missing Street suffix standardised Address re-cased City re-cased+2 more
CLM-405503	CLM	Tony Mason	1959-08-27	UHC-71486-08	5229854900	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-420953	CLM	Hiroshi Montgomery	1976-04-17	—	—	1778 Ridge Rd Apt 21, Miami, FL	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP missing+2 more
CLM-429313	CLM	Joseph Hanson	1999-12-05	—	—	3879 Mountain View Dr, Atlanta, GA, 30389	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-426511	CLM	Bryan Pena	1961-08-26	—	4859801555	6885 Market St, Houston, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-428380	CLM	Stephanie N Evans	2005-06-17	UHC-34729-41	—	8831 Baseline Rd, Houston, TX, 77092	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Plan code upper-cased+2 more
CLM-426799	CLM	Scott Le	1960-06-05	—	7588631704	586 Canyon Rd # 235, Gilbert, AZ, 85216	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-411243	CLM	Henry Rodriguez	1959-05-24	UHC-67679-87	6267414210	8981 Bayshore Dr, Atlanta, GA, 30313	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-400536	CLM	Brian Vargas	1977-11-09	UHC-94455-80	—	5424 Lincoln Way, Tucson, AZ, 85717	0.64	Name re-cased Two-digit birth year Member ID reformatted Gender normalised+2 more
CLM-422799	CLM	Terry Duncan	—	UHC-48122-41	4503059619	3045 Highland Ave, Plano, TX, 75088	0.64	Name split from “Last, First”Date of birth missing Phone reformatted Member ID reformatted+2 more
CLM-417374	CLM	Sean Allen	1945-02-02	—	5197888025	9540 Lake View Rd # 390, Denver, CO, 80293	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-414125	CLM	Matthew Sullivan	1959-03-27	UHC-21478-31	5767014173	1146 Indian School Rd, Glendale, AZ, 85315	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-430687	CLM	Sharon V Bell	2006-07-20	UHC-77136-29	2289194915	6511 Sage Ct, Houston, TX, 77018	0.64	Name split from “Last, First”Date of birth reformatted State code upper-cased Gender normalised+2 more
CLM-405247	CLM	Kaith Hernandez	1998-11-21	UHC-09533-29	4353518061	1394 Apache Blvd, Scottsdale, AZ, 85239	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405246	CLM	Kaith Hernandez	1998-11-21	UHC-09533-29	4353518061	1394 Apache Blvd, Scottsdale, AZ, 85239	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429004	CLM	Virginia Johnston	1978-09-20	—	—	6385 Ridge Rd, Nashville, TN, 37271	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-418868	CLM	Barbara Castillo	1940-11-11	UHC-29086-90	7644619224	2447 Mesa Dr, Columbus, OH, 43292	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-430969	CLM	Sharon Webb	1974-10-26	—	—	6290 Cedar Ln, Denver, CO, 80269	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-411876	CLM	Theresa W Cruz	1962-06-06	—	—	8152 Camelback Rd, Jacksonville, FL, 32280	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-415840	CLM	Judy Franklin	1940-09-15	UHC-60428-87	4824037730	7597 Sage Ct # 191, Atlanta, GA, 30322	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more

18,771 rows, page 76 of 376Previous Next