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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401065	CLM	Sofai W Dominguez	1951-12-27	UHC-86327-43	7299984305	3315 Sage Ct, Houston, TX, 77064	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414134	CLM	Daniel Marshall	1964-11-10	UHC-78984-90	—	7389 Hillcrest Rd, Scottsdale, AZ, 85219	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428956	CLM	Jess Reid	1948-12-23	—	—	8259 Park Pl, Jacksonville, FL, 32287	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411429	CLM	Jeremy Holmes	1969-11-21	—	—	818 Central Ave, San Diego, CA, 92195	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422878	CLM	Gabriel Price	1959-11-11	UHC-79021-88	7559818132	9889 Washington St, Minneapolis, MN, 55445	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-402787	CLM	Luis Wallace	1939-02-04	—	—	6713 Main St, Columbus, OH, 43232	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420156	CLM	Theresa Tucker	1972-03-03	—	8127805521	6849 Grand Ave, Glendale, AZ, 85397	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-414529	CLM	Bryan Anderson	1956-03-03	—	2096502196	2161 Meadow Ln, Orlando, FL, 32842	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-416682	CLM	Kayla S Muray	1988-09-07	—	9564426103	6435 Palm Dr, Mesa, AZ, 85295	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-414717	CLM	Brandon Fernandez	1986-09-06	—	7099875160	4574 Canyon Rd, Seattle, WA	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
CLM-413811	CLM	Ryan Johnson	1997-09-28	UHC-89836-17	—	3038 Desert Sky Blvd, Tempe, AZ, 85210	0.76	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
CLM-415548	CLM	Emma Perkins	1946-06-15	UHC-34856-35	—	683 Union St, Austin, TX, 78728	0.76	Name re-cased Date of birth reformatted SSN last four extracted City re-cased+2 more
CLM-411155	CLM	Joyce Pierce	1945-02-01	UHC-17185-78	—	3413 Spring St, Scottsdale, AZ, 85262	0.76	Date of birth reformatted City re-cased State code upper-cased ZIP+4 trimmed+2 more
CLM-409287	CLM	Juan Hoffman	2000-10-05	—	—	2964 Desert Sky Blvd, Denver, CO, 80240	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412743	CLM	Jose P Bryant	1974-02-01	UHC-24385-05	5919765784	7395 Harbor Blvd, San Antonio, TX, 78238	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-429397	CLM	Allice Lynch	1989-07-03	UHC-35217-75	8942512439	6986 Baseline Rd, Mesa, AZ, 85276	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402263	CLM	Sofia F Day	1938-07-28	UHC-43857-58	4638595313	2714 Ocean Ave, Chandler, AZ, 85245	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-418771	CLM	Juan Lene	1965-04-02	UHC-46484-18	7112893968	7809 Lake View Rd, Mesa, AZ, 85200	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400729	CLM	Jacob Grant	1995-02-18	—	4407839259	1832 Oak St, Seattle, WA, 98172	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400706	CLM	Kyle Nelson	1949-09-04	UHC-49038-08	—	9867 Ridge Rd, Columbus, OH, 43227	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-405279	CLM	Sophia Rojas	1998-07-08	UHC-02551-98	8635440636	2983 Canyon Rd, Columbus, OH, 43274	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405179	CLM	Marilyn Aguilar	1977-06-02	UHC-97377-90	—	3638 Bayshore Dr, Dallas, TX, 75200	0.76	Name re-cased Phone missing area code Member ID reformatted City re-cased+2 more
CLM-426160	CLM	Roy Watson	1981-02-16	UHC-53548-27	5969610633	7291 Hillcrest Rd, Glendale, AZ, 85303	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-425090	CLM	Christopher Hall	1951-02-21	UHC-25937-42	—	1703 Spring St, Eden Prairie, MN, 55302	0.76	Date of birth reformatted Phone missing area code Member ID reformatted City re-cased+2 more
CLM-407007	CLM	Emily Silva	1976-12-22	UHC-43687-71	—	4265 Union St, Los Angeles, CA, 90067	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-430322	CLM	Amber McDonald	1956-01-06	—	7746687557	3030 Spring St, Tucson, AZ, 85763	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401710	CLM	Betty Young	1987-10-28	UHC-02259-50	7782485860	8656 Sunset Blvd, Phoenix, AZ, 85071	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-423231	CLM	Virginia Barnes	2007-04-02	UHC-21509-56	3827817215	6404 Sage Ct, Atlanta, GA, 30375	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403861	CLM	Lauren Taylor	1953-08-26	—	—	232 Ocean Ave, Las Vegas, NV, 89119	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-431384	CLM	Stephen Mason	1947-02-10	UHC-44082-35	3455110924	5786 Church St, Austin, TX, 78721	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-413375	CLM	Jacqueline Le	1977-04-28	UHC-21325-08	6019290911	4245 Meadow Ln, Las Vegas, NV, 89196	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425689	CLM	Gloria Gilbert	1990-12-28	—	—	478 Sage Ct, Phoenix, AZ, 85015	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
CLM-432765	CLM	Brenda Elliott	1954-10-24	UHC-48551-68	8424556271	2647 Ridge Rd, Columbus, OH, 43272	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-409931	CLM	Jose Carter	1996-09-11	UHC-93162-93	5076545104	9314 Jefferson Ave, Jacksonville, FL, 32281	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-416257	CLM	Philip Marshall	1941-02-24	UHC-91665-33	7685352956	3565 Broadway, Tucson, AZ, 85734	0.76	Phone reformatted Member ID reformatted Address re-cased City re-cased+2 more
CLM-412141	CLM	Brittany Fowler	1995-11-07	UHC-59225-95	—	3562 Apache Blvd, Austin, TX, 78742	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401383	CLM	Diana Stephens	1983-08-17	UHC-94285-82	5686410072	6739 Elm St, Tempe, AZ, 85228	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-418350	CLM	Steve Robrtson	1983-07-21	—	—	9329 Canyon Rd, Charlotte, NC, 28263	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-410677	CLM	Grace Ross	1985-12-22	UHC-85981-15	2152747706	5740 Sunset Blvd, Eden Prairie, MN, 55308	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404731	CLM	Madison Freeman	1960-11-28	UHC-37196-07	5449331530	9182 Willow Ct, Seattle, WA, 98191	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-430798	CLM	Jacqueline J Reyes	1961-02-08	UHC-83183-03	3416776370	9116 Forest Ave, Columbus, OH, 43244	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401025	CLM	Maria Long	1972-11-04	—	—	5897 Central Ave, Glendale, AZ, 85322	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-409315	CLM	Douglsa M Pierce	1939-01-26	UHC-16964-87	—	2467 Church St, Glendale, AZ, 85304	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-406212	CLM	Angela Nichols	—	UHC-66882-67	—	4796 Washington St, Sacramento, CA, 95863	0.76	Date of birth reformatted Date of birth unreadable Member ID reformatted City re-cased+2 more
CLM-402092	CLM	Raymond Hart	1973-03-08	UHC-46604-84	4414062269	2095 Market St, Eden Prairie, MN, 55309	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401616	CLM	Sophia Fox	1973-06-20	—	4989404410	5249 Sage Ct, Houston, TX, 77012	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-406247	CLM	Martha Rodriguez	1977-06-11	UHC-02773-73	8246313228	3973 Washington St, Phoenix, AZ, 85093	0.76	Phone reformatted City re-cased ZIP+4 trimmed Plan code upper-cased+2 more
CLM-401179	CLM	Diego Bishop	1959-12-25	UHC-89423-86	—	6395 Jefferson Ave, Eden Prairie, MN, 55345	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427447	CLM	Michelle Carr	1968-12-25	UHC-88441-75	3277298800	3407 Mountain View Dr, Glendale, AZ, 85366	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414075	CLM	Christina Larson	1995-09-26	—	3112170105	7029 Market St, Las Vegas, NV, 89190	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more

5,235 rows, page 55 of 105Previous Next