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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-408978	CLM	Debra Bailey	1956-10-06	UHC-28481-12	6614439082	817 Indian School Rd, Tampa, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401670	CLM	Ahmed Hart	1960-03-01	UHC-53428-16	—	4445 Jefferson Ave, Los Angeles, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-429009	CLM	Andrea Powell	1943-09-24	—	—	5969 Sage Ct, Houston, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-402021	CLM	Diana Thomas	1990-11-12	UHC-72609-55	7242769111	785 Indian School Rd, Tucson, AZ, 85741	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-401356	CLM	Jesse Kelly	1979-05-10	UHC-15221-74	6164854387	419 Lake View Rd # 575, San Antonio, TX, 78283	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-402275	CLM	Nicole Torres	1982-01-12	—	—	6945 Market St, San Diego, CA, 92103	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-431832	CLM	Bruce S Johnson	1979-07-16	UHC-57855-96	3314492617	1021 Meadow Ln # 391, Plano, TX, 75019	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-402652	CLM	Rice Brandon	1986-03-14	UHC-75050-61	5098666317	9531 Mountain View Dr, Fresno, CA, 93773	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-420077	CLM	Keith Bailey	1986-02-12	UHC-91055-84	—	1902 Park Pl, Seattle, WA, 98191	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-402061	CLM	Barb R Jacobs	1984-08-03	UHC-84370-28	5343695383	2168 Harbor Blvd, Scottsdale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-418057	CLM	Nunez Brittany	2006-06-06	—	—	2966 Cedar Ln, Seattle, WA, 98195	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
CLM-418475	CLM	Ana A Ward	1990-10-10	—	6384259388	5438 Church St, San Antonio, TX, 78216	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415103	CLM	Oliver Ralph	1995-03-26	UHC-98397-43	—	1949 Spring St, Los Angeles, CA, 90061	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-427921	CLM	Walter Duncan	1939-05-28	UHC-68920-96	7473988264	4410 Apache Blvd, Chandler, AZ, 85233	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-403458	CLM	Samuel Le	1989-05-21	—	7368141823	8848 Cedar Ln, Columbus, OH, 43229	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-409159	CLM	Evelyn Austin	1953-04-15	UHC-82037-47	6654045053	6261 Church St, Gilbert, AZ, 85299	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400503	CLM	Bobby J Arnold	1993-03-03	UHC-10974-02	4313031794	8996 River Rd, Fresno, CA, 93790	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422285	CLM	Mari Q Cunningham	1959-10-20	—	8988085832	7075 Pine Dr, Los Angeles, CA, 90008	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418999	CLM	Cynthia Mitchell	1944-10-20	UHC-17308-74	—	6540 Meadow Ln # 412, Charlotte, NC, 28219	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-413257	CLM	James Owens	1980-03-02	UHC-46110-34	—	6467 Camelback Rd, Plano, TX, 75086	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-414143	CLM	Dennis Contreras	1998-08-27	UHC-23357-72	—	1344 Mountain View Dr, Orlando, FL, 32830	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-404009	CLM	Virginia B Singh	1957-04-27	UHC-78289-57	7104572779	1609 Valley View Dr, Charlotte, NC, 28268	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404072	CLM	Sandra Fuller	1983-09-17	UHC-21692-45	—	2866 Bayshore Dr, Los Angeles, CA, 90064	0.64	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+2 more
CLM-425645	CLM	Roy Brooks	2006-11-27	—	9293353650	6646 Sunset Blvd # 534, Orlando, FL, 32879	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-408057	CLM	Gabbriel F Burns	1949-04-05	UHC-23008-39	9409419965	5336 Apache Blvd, Jacksonville, FL, 32297	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422203	CLM	Carol I Campbell	1951-02-13	UHC-26225-85	4195754578	6013 Baseline Rd, Gilbert, AZ, 85294	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425066	CLM	Danielle Henry	1950-11-16	—	—	863 Ocean Ave, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418252	CLM	Sharon K Mendoaz	1971-11-23	UHC-45600-90	7394275559	8627 Willow Ct # 322, Jacksonville, FL, 32294	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-420843	CLM	Kyle Silva	1968-07-18	UHC-98556-49	8197027654	4890 Bayshore Dr Apt 25, Phoenix, AZ, 85019	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-426276	CLM	Christopher Robinson	1990-04-22	—	—	2661 Valley View Dr, Los Angeles, CA, 90006	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-400048	CLM	Doris F Garza	1957-12-18	—	—	5194 Desert Sky Blvd, Los Angeles, CA, 90000	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-422439	CLM	Emma Silva	1977-06-11	—	—	6272 Church St Apt 4, Plano, TX, 75038	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-424191	CLM	Timothy Alexander	1961-08-04	UHC-78547-89	—	4556 Desert Sky Blvd, Fresno, CA, 93724	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430104	CLM	Carol Warren	1952-07-21	—	—	7040 Hillcrest Rd, Gilbert, AZ, 85266	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-403395	CLM	Ahmed Y Ferguson	1965-04-04	—	—	7654 Valley View Dr, Charlotte, NC, 28282	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424421	CLM	Dorothy Harvey	2002-08-24	UHC-41546-10	3136040690	4150 Apache Blvd, Glendale, AZ, 85322	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417354	CLM	Eric Bailey	1988-04-01	UHC-24801-64	—	2012 Mountain View Dr, Atlanta, GA, 30315	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-408128	CLM	Christian Romero	1957-02-08	—	—	3506 Ridge Rd, Dallas, TX, 75215	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-416504	CLM	Joan Price	1950-03-25	UHC-71246-26	2766218860	390 Park Pl, Columbus, OH, 43262	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410768	CLM	Ahmed Soto	1938-03-10	UHC-22956-92	—	8663 Lake View Rd, Tucson, AZ, 85743	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-432827	CLM	Zachary Mendez	2003-01-26	UHC-28618-02	8337141304	8894 Lake View Rd, Atlanta, GA, 30373	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-411642	CLM	Hiroshi Hamilton	1978-05-02	—	—	2346 Harbor Blvd Apt 3, Atlanta, GA, 30368	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-423010	CLM	Carolyn Long	1977-07-03	UHC-14882-88	9728219166	9864 Desert Sky Blvd, San Diego, CA, 92188	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407553	CLM	Josh Turner	2005-08-27	UHC-57288-86	—	7345 Cedar Ln # 264, Eden Prairie, MN, 55377	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-410495	CLM	Kathleen Berry	1952-08-18	UHC-82564-45	2624806532	5038 River Rd, Phoenix, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413450	CLM	Samantha Obrien	1965-02-22	UHC-10855-85	8708411422	6785 Oak St, Seattle, WA, 98136	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425662	CLM	Benjamin Turner	1986-11-22	—	—	8717 Desert Sky Blvd, San Antonio, TX, 78209	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-409530	CLM	Matthew Hanson	1944-12-11	UHC-50046-10	2927607482	1870 Spring St, Glendale, AZ, 85325	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-419037	CLM	Becky Wylliams	1980-04-20	UHC-32568-63	—	1967 Union St, Charlotte, NC, 28278	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416752	CLM	Danielle Garza	1978-11-07	—	9648631091	2118 Desert Sky Blvd, Charlotte, NC, 28241	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

16,411 rows, page 128 of 329Previous Next