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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-403464	CLM	Noah Burke	2002-02-16	UHC-77481-12	—	7480 Jefferson Ave, Charlotte, NC, 28240	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-432687	CLM	Ralph Fisher	1941-07-02	UHC-50500-74	2418801879	9548 Harbor Blvd, Miami, FL, 33126	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-403043	CLM	Brittany Kim	1958-12-16	UHC-44063-25	—	6440 Central Ave, Houston, TX, 77010	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-423487	CLM	Mary Patel	1985-08-12	UHC-02629-56	5106015184	—	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-423488	CLM	Mary Patel	1985-08-12	UHC-02629-56	5106015184	—	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-416232	CLM	Amanda Washington	2000-07-01	UHC-98242-34	7737883172	2909 Spring St, Charlotte, NC, 28257	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-420829	CLM	Paul Butler	1962-03-16	UHC-87262-31	—	528 Mesa Dr, Seattle, WA, 98195	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-408158	CLM	Kyle Jackson	1990-08-01	UHC-39947-84	2286516130	8941 Church St, Scottsdale, AZ, 85234	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-409648	CLM	Elijah Owens	1989-06-04	UHC-32230-66	6147492074	428 Church St, Scottsdale, AZ, 85276	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-403656	CLM	Camila Montgomery	2007-10-20	UHC-03721-09	5112459395	8901 Pine Dr, Minneapolis, MN, 55432	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-429499	CLM	Christopher Davis	1986-04-14	UHC-15407-27	—	6306 Jefferson Ave, Atlanta, GA, 30301	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-428185	CLM	Natalie P Gray	1996-11-08	UHC-64557-49	—	7891 Jefferson Ave, Seattle, WA, 98104	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-426696	CLM	Billy Lopez	1940-09-21	UHC-11120-88	4917094308	6638 Highland Ave, Columbus, OH, 43220	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-405286	CLM	Ana White	1980-04-08	UHC-34268-88	4737053266	7235 Lake View Rd, Nashville, TN, 37290	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-427808	CLM	Edwards Christine	1955-04-20	UHC-05546-44	7746215789	5729 Elm St, Plano, TX, 75081	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-429615	CLM	Kevin Patel	1986-11-19	UHC-81454-64	—	6854 Park Pl, Seattle, WA, 98140	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-431494	CLM	Matthew Cruz	1982-02-15	UHC-51746-95	—	5680 Hillcrest Rd, Sacramento, CA, 95879	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-425223	CLM	Bruce Rodriguez	1969-07-16	UHC-13735-40	4429318539	7551 Market St, Plano, TX, 75070	0.74	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
CLM-424841	CLM	Elijah Stewart	1979-05-06	UHC-98332-21	—	2199 Oak St, Las Vegas, NV, 89188	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-403754	CLM	Elijah Hunt	1948-08-06	UHC-81346-28	5638914106	8491 Union St, Phoenix, AZ, 85058	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-410026	CLM	Kyle Alexander	1961-02-18	UHC-72430-58	4789515500	9366 Elm St, Scottsdale, AZ, 85298	0.74	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
CLM-417619	CLM	Logna Daniels	1971-07-23	UHC-21667-70	8336317589	4220 Mountain View Dr, San Diego, CA, 92180	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-405974	CLM	Carl Bryant	1945-09-18	UHC-04665-45	2406638834	60 Ridge Rd, Minneapolis, MN, 55427	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-425806	CLM	Scott Sulivan	2007-02-06	UHC-79551-82	2176474513	4342 Mesa Dr, San Diego, CA, 92115	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-425987	CLM	Valentina Morris	2000-09-25	UHC-14927-47	—	1890 Mesa Dr, Austin, TX, 78794	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-404298	CLM	Olivia Carroll	1965-03-12	UHC-10954-37	6817966665	1276 Oak St, Tampa, FL, 33699	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-417800	CLM	Debra V Oliver	2005-11-05	UHC-96451-85	7474998161	676 Washington St, Columbus, OH, 43236	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-421017	CLM	Joyce Rodriguez	1961-10-22	UHC-59693-27	5453912666	1800 River Rd, Gilbert, AZ, 85270	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-412940	CLM	Heather Chapman	1981-12-02	UHC-90502-74	6795081731	7036 Park Pl, Minneapolis, MN, 55418	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-432063	CLM	Madison Ramos	1998-07-03	UHC-37683-41	9869849123	5185 Central Ave, Minneapolis, MN, 55409	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-400809	CLM	Kathleen S Sooto	1939-10-26	UHC-10461-05	8439704719	7986 Oak St, San Antonio, TX, 78293	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-420361	CLM	Dennis M Cole	1950-01-09	UHC-96366-62	7509248916	4920 Pine Dr, Phoenix, AZ, 85099	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-402204	CLM	Lucia Sims	2001-05-28	UHC-14376-95	4246702928	2837 Spring St, Dallas, TX, 75256	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-410986	CLM	Adaam Wilson	1956-05-18	UHC-39581-26	—	8487 Hillcrest Rd, Houston, TX, 77025	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-415912	CLM	Janice Owens	1954-05-25	UHC-11376-27	8847809200	1736 Harbor Blvd, Jacksonville, FL, 32284	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-400481	CLM	Jessica F Yaang	1998-10-26	UHC-15571-89	—	6280 Lake View Rd, Los Angeles, CA, 90024	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-412295	CLM	Greg Torres	1984-02-22	UHC-36621-45	7334286897	4772 Ocean Ave, Eden Prairie, MN, 55363	0.74	Name re-cased Phone reformatted Member ID reformatted State code upper-cased+3 more
CLM-413690	CLM	Virginia Roberts	1992-01-18	UHC-23292-08	—	1146 Sunset Blvd, Los Angeles, CA, 90079	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-427159	CLM	Harold Murphy	1948-08-24	UHC-22265-13	3436309579	7183 River Rd, Los Angeles, CA, 90004	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-401468	CLM	Jerry Pierce	2005-02-27	UHC-01827-46	2753735096	3308 Baseline Rd # 173, Phoenix, AZ, 85020	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-401469	CLM	Jerry Pierce	2005-02-27	UHC-01827-46	2753735096	3308 Baseline Rd # 173, Phoenix, AZ, 85020	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-422522	CLM	Margaret Griffin	1947-10-20	UHC-40806-56	—	3342 River Rd, San Diego, CA, 92158	0.76	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-412611	CLM	Jaremy Park	1943-06-19	UHC-53335-21	—	30 Meadow Ln, Las Vegas, NV, 89133	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-402081	CLM	Larry Butler	1953-04-19	UHC-35192-72	—	3941 Palm Dr, San Antonio, TX, 78201	0.76	Name re-cased Member ID reformatted State code upper-cased Gender normalised+2 more
CLM-400957	CLM	Andrew Harper	1978-03-24	UHC-15603-56	9438400787	—	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-413617	CLM	Henry Castillo	2006-10-04	UHC-37470-27	4092756281	1105 Valley View Dr, San Diego, CA, 92134	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-411023	CLM	Amber Lawson	1966-10-18	UHC-06484-17	—	4988 Meadow Ln, Sacramento, CA, 95849	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-432324	CLM	Tyler Daniels	1980-04-06	UHC-58970-27	—	1390 Hillcrest Rd, Las Vegas, NV, 89104	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-420242	CLM	Emma Pena	2007-12-15	UHC-89588-48	2135477737	—	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-401428	CLM	Brian Cox	1981-04-19	UHC-39816-02	—	4972 Washington St, Eden Prairie, MN, 55352	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more

2,293 rows, page 20 of 46Previous Next