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-423452	CLM	Amber Wells	1953-04-11	—	—	3814 Palm Dr, Eden Prairie, MN	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-409317	CLM	Julie Reynolds	2003-09-10	—	—	9505 Meadow Ln, Seattle, WA, 98136	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402770	CLM	Gloria Perez	1980-02-17	UHC-82117-14	6766305258	8074 Pine Dr, Tampa, FL, 33635	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-420594	CLM	Barbara Z Fields	2004-03-07	UHC-16430-39	—	5933 Oak St, Glendale, AZ, 85325	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407508	CLM	Andrea Kennedy	1959-07-01	UHC-99655-87	3103531687	7806 Market St, Phoenix, AZ, 85020	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405398	CLM	Catherine B Baker	1961-01-05	UHC-89089-25	—	8109 Sunset Blvd, San Diego, CA, 92152	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415272	CLM	Kimberly Marquez	1942-05-15	UHC-94929-40	—	1432 Valley View Dr, Las Vegas, NV, 89170	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-428393	CLM	Aaron Gonzalez	1962-11-03	—	2538912028	9680 Mountain View Dr, Seattle, WA, 98103	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420760	CLM	Larry Gordon	1942-10-07	UHC-57084-06	3192964336	3764 Canyon Rd, Atlanta, GA, 30331	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-411891	CLM	RyanJunk	1965-12-23	UHC-60653-85	7176395510	5944 Lake View Rd, Sacramento, CA, 95886	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403670	CLM	Lawrence Estrada	1944-10-22	—	—	4645 Harbor Blvd, Columbus, OH	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418280	CLM	Beerly Moreno	1956-04-28	—	2828058561	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-423291	CLM	Luis Nuenz	1978-02-27	UHC-38456-51	—	967 Bayshore Dr, Tampa, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-417995	CLM	Adam Lewis	1977-05-17	UHC-06334-32	—	5302 Indian School Rd, Austin, TX, 78729	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-419713	CLM	Sean Morgan	2005-10-24	UHC-75819-92	—	2936 Canyon Rd, Las Vegas, NV, 89133	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418770	CLM	Sophia W Evans	1974-12-27	UHC-44844-73	—	9437 Sunset Blvd Apt 40, Chandler, AZ, 85230	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405800	CLM	Julia McDonald	1999-01-04	UHC-38336-75	9039003988	9310 Washington St, Houston, TX, 77028	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432105	CLM	Margaret Stone	1939-12-20	UHC-82602-39	9749293907	854 River Rd, Phoenix, AZ, 85041	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403724	CLM	Julie Simmos	1977-12-28	—	—	3742 Forest Ave, Tucson, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-414179	CLM	Ann Lee	1965-09-22	UHC-72493-08	8208983586	4216 Church St, Plano, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406807	CLM	Patricia Hart	1974-05-14	UHC-97214-71	—	6473 Jefferson Ave, Phoenix, AZ, 85018	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413659	CLM	Timothy Dixon	1951-11-17	—	4456310971	1368 Ridge Rd, Plano, TX, 75078	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408491	CLM	Stephen Ptael	1961-07-20	—	—	8076 Highland Ave, Columbus, OH, 43290	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419212	CLM	Jason X Herrera	1956-10-03	UHC-87054-06	6032629224	6182 Baseline Rd, Gilbert, AZ, 85252	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-410272	CLM	Joshua Cook	1959-11-20	UHC-57439-68	—	352 Apache Blvd, Tucson, AZ, 85785	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-416313	CLM	Kathy W Johnston	1964-01-05	—	6596069361	5071 Elm St, Miami, FL, 33109	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-423558	CLM	David Brooks	1939-05-06	UHC-87270-42	—	5972 Jefferson Ave, Jacksonville, FL, 32262	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-427459	CLM	Donna Graham	1976-06-12	UHC-00728-71	7767305430	1770 Oak St, Miami, FL, 33104	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-400451	CLM	Margaret K Chavez	1951-03-19	UHC-92419-11	8756610430	5663 Spring St, Minneapolis, MN, 55457	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417523	CLM	Michelle Green	1975-07-07	—	9615165351	9862 Maple Ave, Gilbert, AZ, 85250	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-432799	CLM	Sara Baker	1998-08-02	UHC-05605-66	—	9166 Market St, Atlanta, GA, 30331	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-411401	CLM	Emma Harrison	1939-12-13	UHC-39812-09	—	1925 Mountain View Dr, Miami, FL, 33123	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-420860	CLM	Diego Matthews	1938-12-01	UHC-11271-69	—	4858 Mountain View Dr, Tucson, AZ, 85708	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418541	CLM	Mei Cunningham	1985-07-19	UHC-58863-81	—	9664 Mesa Dr, Seattle, WA, 98135	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-419881	CLM	Elizabeth Dunn	2003-09-28	—	—	6988 Mesa Dr, Seattle, WA, 98197	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-409116	CLM	Eugene Edwards	2006-06-04	—	9755309843	3717 Mesa Dr, Plano, TX, 75078	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416442	CLM	Cynthia Brooks	1971-07-03	—	—	9713 Park Pl, Minneapolis, MN, 55410	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-418339	CLM	Aaron Torres	2005-10-11	—	—	6393 Mountain View Dr, Minneapolis, MN, 55468	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430008	CLM	Jacqueline Hansen	1998-02-28	—	—	7272 Forest Ave, Minneapolis, MN, 55437	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426422	CLM	Alan Ryan	1940-06-15	UHC-68642-08	—	5901 Grand Ave, San Diego, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-401060	CLM	Charles Hunter	1989-06-08	UHC-17944-90	5238736858	5023 Elm St, Tempe, AZ, 85267	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421347	CLM	Benjamin Dean	1952-07-17	—	—	2589 Church St, Dallas, TX, 75278	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406832	CLM	Philpi Woods	2001-02-24	—	9877177326	8935 Valley View Dr, Eden Prairie, MN, 55320	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411385	CLM	Nathan Gutierrez	1996-06-12	UHC-41662-03	5735190216	834 Pine Dr, Scottsdale, AZ, 85275	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
CLM-423721	CLM	Omar Sanchez	2007-08-22	UHC-70219-09	3182303092	1184 Pine Dr # 247, Austin, TX, 78797	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-414407	CLM	George Torres	1964-05-20	UHC-42020-09	—	4804 Market St, Mesa, AZ, 85267	0.64	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-410384	CLM	Mark Patterson	1976-09-13	—	—	6095 Desert Sky Blvd, Denver, CO, 80289	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423609	CLM	Christian McCoy	1971-12-15	UHC-69126-94	—	3749 Park Pl, Los Angeles, CA, 90076	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-414197	CLM	Kathryn A Ortiz	1976-06-15	—	8023072830	2638 Indian School Rd, Austin, TX, 78777	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-427790	CLM	Paul E Schmidt	1957-07-26	UHC-33818-80	—	6695 Washington St, Nashville, TN, 37229	0.64	Name re-cased Date of birth reformatted State name converted to code Gender normalised+2 more

10,559 rows, page 53 of 212Previous Next