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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-420563	CLM	George Schultz	1989-01-12	UHC-31612-96	4769797367	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-406432	CLM	Billy Hunt	1995-07-25	—	3979939228	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-409629	CLM	Edward Matthews	1984-03-21	UHC-66081-91	6466416764	3053 Baseline Rd, Orlando, FL, 32839	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-409603	CLM	Ryan O Evans	1974-02-07	—	6479882680	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-411073	CLM	Elizabeth S Tucker	1981-04-25	UHC-35219-28	6576795291	9246 Main St, Miami, FL, 33164	0.92	Phone reformatted City re-cased State code upper-cased Email lower-cased
CLM-423683	CLM	Samuel Collins	1943-03-02	UHC-44660-05	7217608699	3152 Valley View Dr, Charlotte, NC, 28264	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-421384	CLM	Noah Coko	1966-08-22	—	7552284724	7531 Oak St, Austin, TX, 78733	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412054	CLM	Stephen Espinoza	1979-08-17	UHC-47877-57	5983320920	3946 Pine Dr, Tucson, AZ, 85748	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-406488	CLM	Aaron Obrien	1967-10-21	UHC-02423-61	2449088405	141 Church St, Orlando, FL, 32879	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-415641	CLM	Ronald R Fuller	1939-02-12	—	4367727375	7629 Hillcrest Rd, Plano, TX, 75086	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-413915	CLM	Dot Woods	1942-01-03	—	5562839603	5620 Indian School Rd, Houston, TX, 77069	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-405874	CLM	Emily Perez	1997-04-28	UHC-91616-98	4075598766	74 Jefferson Ave, Columbus, OH, 43244	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-430504	CLM	Charlotte Graham	2008-10-26	UHC-07418-37	4067849980	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-409002	CLM	Alice Reid	1950-07-06	—	2507012884	3716 Harbor Blvd, Orlando, FL, 32861	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-401769	CLM	Kathleen Nelson	2002-03-19	UHC-00781-10	3565482555	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-415358	CLM	Bobby M Gilbert	1980-02-07	—	6962108566	8460 Indian School Rd, San Diego, CA, 92160	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-422769	CLM	Joe Obrien	1938-06-20	UHC-91026-53	2615953563	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-406053	CLM	Laura Perkins	1956-09-28	UHC-63015-71	8206778065	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-431636	CLM	Douglas D Cruz	1961-04-01	—	2817939656	9571 Baseline Rd, Columbus, OH, 43278	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-421437	CLM	Carol Mason	1947-06-16	—	4158604155	1548 Grand Ave, Los Angeles, CA, 90097	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-432191	CLM	Justin Ortiz	1979-01-21	—	2407956489	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-426218	CLM	Helen C Maldonado	1993-11-23	UHC-15722-40	4666404177	6844 Highland Ave, Charlotte, NC, 28285	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-426929	CLM	Sean Howell	1979-03-20	UHC-66065-50	6227496210	1203 Sage Ct, Sacramento, CA, 95889	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-410056	CLM	Randy Mason	1959-10-09	—	9718315883	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-419369	CLM	Sean T Nunez	1947-12-19	UHC-56320-70	3279117591	5677 Grand Ave, Miami, FL, 33128	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-402073	CLM	Jack Sanchez	1979-09-16	UHC-62801-89	6739817625	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412889	CLM	Ashley D Schmidt	1947-03-01	UHC-48601-56	8658408318	—	0.92	Name re-cased Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-428448	CLM	Camila Ortiz	1975-03-25	—	5244574166	2942 Lake View Rd, Columbus, OH, 43224	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-401902	CLM	Terry B Ruiz	1973-02-25	UHC-41911-95	7406985487	1220 Camelback Rd, Los Angeles, CA, 90053	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-421471	CLM	Arjun P Reynolds	1987-10-08	UHC-54196-28	2167640844	5920 Willow Ct, Glendale, AZ, 85382	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-424684	CLM	William Rivera	1971-03-13	—	5122810729	3566 Willow Ct, San Diego, CA, 92191	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-415259	CLM	Brittany Lopez	2007-09-28	UHC-60602-70	5839624422	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-419457	CLM	Doris Perez	1970-08-23	UHC-50063-26	6237412852	5835 Lincoln Way, Austin, TX, 78780	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-404518	CLM	Alexs Harvey	1991-02-11	UHC-56292-04	5996190088	—	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-409096	CLM	Joan Chavez	2006-02-14	UHC-73132-10	5769695537	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-417010	CLM	Nncy I Reyes	1945-02-19	UHC-21676-71	8314517703	7629 Camelback Rd, Denver, CO, 80231	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-410956	CLM	Jerry Myers	1986-04-12	UHC-09953-85	3429779510	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-415247	CLM	Jeremy Vega	1977-08-14	—	2019487213	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-418876	CLM	Kevin Stevens	1993-10-06	UHC-84647-19	5723201256	3605 Ridge Rd, Chandler, AZ, 85233	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-419109	CLM	Brian Richardson	1969-12-09	UHC-67085-21	9373963803	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407909	CLM	Michelle Lee	1952-02-03	—	2468883201	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-419990	CLM	Marcus K Salazar	2000-01-18	UHC-25548-17	6922079750	2563 Broadway, Austin, TX, 78772	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-411712	CLM	Anthony Carr	1972-04-27	UHC-16569-19	5814629705	8920 Sage Ct, Mesa, AZ, 85273	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-401954	CLM	Sarh Grant	1999-01-04	UHC-93690-53	3543233551	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-406901	CLM	Brian J Taylor	1941-09-09	UHC-39486-76	2872784657	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-429801	CLM	Shaw Charles	1966-02-13	UHC-76406-27	7375552472	8905 Willow Ct, Scottsdale, AZ, 85286	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-401488	CLM	Brenda M Ramos	2007-10-03	UHC-36429-85	7723644215	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-401487	CLM	Brenda M Ramos	2007-10-03	UHC-36429-85	7723644215	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-413675	CLM	Carol Gutierrez	2000-09-08	—	8695427797	5447 Church St, Plano, TX, 75085	0.92	Name re-cased Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-402486	CLM	Brittany Wright	1946-05-25	—	3234081265	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared

11,960 rows, page 196 of 240Previous Next