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-432494	CLM	Rachel Q Carter	1953-11-18	—	—	6729 Grand Ave, San Diego, CA, 92164	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
CLM-409765	CLM	Jeremy Owens	1977-12-27	—	—	1683 Washington St, Plano, TX	0.68	City re-cased ZIP missing Gender normalised Placeholder values cleared
CLM-420256	CLM	Joe Olson	1986-02-15	UHC-47916-67	—	8847 Market St # 779, Scottsdale, AZ	0.68	Unit split from street City re-cased ZIP missing Whitespace trimmed
CLM-405216	CLM	Carol Davis	1951-10-03	—	9155348032	8959 Cedar Ln, Nashville, TN, 37233	0.68	Name split from “Last, First”City re-cased Gender normalised Whitespace trimmed
CLM-428608	CLM	Madison Lawson	1995-11-02	—	—	8044 Elm St, Tempe, AZ, 85283	0.68	Name split from “Last, First”City re-cased State name converted to code Placeholder values cleared
CLM-414085	CLM	Evelyn Nguyen	2003-06-09	—	2067358821	5532 Union St, Tucson, AZ, 85739	0.68	City re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-410674	CLM	Amanda Hunt	—	UHC-44646-26	—	88 Broadway, Jacksonville, FL	0.68	Date of birth unreadable City re-cased ZIP missing Placeholder values cleared
CLM-430284	CLM	Alexis X Morrison	1981-10-24	UHC-67872-19	—	9552 Forest Ave # 901, Austin, TX, 78712	0.68	Unit split from street City re-cased Gender normalised Placeholder values cleared
CLM-412019	CLM	Heather Lynch	1961-05-07	UHC-96264-48	—	8994 Broadway, Fresno, CA, 93786	0.68	Name split from “Last, First”City re-cased State name converted to code Placeholder values cleared
CLM-417688	CLM	Patricia Cooper	1972-01-15	—	—	2892 Pine Dr Apt 22, Jacksonville, FL, 32281	0.68	Unit split from street City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-400480	CLM	Hiroshi Ortega	1979-11-11	UHC-36461-06	—	188 Elm St, Austin, TX, 78799	0.68	Name split from “Last, First”City re-cased State name converted to code Placeholder values cleared
CLM-417210	CLM	William Stewart	1961-07-10	UHC-93919-22	—	8811 Sage Ct, Scottsdale, AZ, 85247	0.68	City re-cased State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-409943	CLM	Gerald Carpenter	—	UHC-74053-63	5949028540	6030 Meadow Ln, Tucson, AZ, 85772	0.68	Date of birth unreadable SSN last four extracted City re-cased Placeholder values cleared
CLM-407728	CLM	Steve Park	1941-01-23	UHC-23541-97	5506739669	8298 Main St, Sacramento, CA, 95845	0.68	Two-digit birth year City re-cased Gender normalised Placeholder values cleared
CLM-432327	CLM	AustinJunk	1990-12-19	UHC-66555-53	—	7141 Willow Ct, Houston, TX, 77086	0.68	City re-cased Gender normalised Placeholder values cleared No usable name (quarantined)
CLM-417570	CLM	Lucia Hernandez	2003-08-05	UHC-88709-12	2966076326	1139 Mountain View Dr, Seattle, WA, 98146	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased
CLM-403138	CLM	Mei S Brooks	1986-10-23	—	9869731343	2240 Lake View Rd, Scottsdale, AZ	0.68	Street suffix standardised Address re-cased City re-cased ZIP missing
CLM-426848	CLM	Hannah Martin	—	UHC-93034-52	—	483 Central Ave, Plano, TX, 75019	0.68	Date of birth unreadable City re-cased Gender normalised Placeholder values cleared
CLM-401108	CLM	Kathryn Holmes	1939-02-10	UHC-21580-23	—	1223 Canyon Rd, Austin, TX, 78717	0.68	Two-digit birth year City re-cased Gender normalised Placeholder values cleared
CLM-427442	CLM	Phiip Valdez	2002-07-04	UHC-98601-37	6855070551	2007 Mountain View Dr Apt 38, Eden Prairie, MN, 55320	0.68	Date of birth reformatted Unit split from street City re-cased Gender normalised
CLM-424644	CLM	Vincent Sullivan	1973-06-20	—	—	8234 Jefferson Ave, San Antonio, TX, 78246	0.68	Two-digit birth year City re-cased State name converted to code Placeholder values cleared
CLM-418898	CLM	Wei Willys	1967-01-27	UHC-15137-52	—	4703 Indian School Rd, Eden Prairie, MN	0.68	Two-digit birth year City re-cased ZIP missing Whitespace trimmed
CLM-407753	CLM	Kayla Wheeler	1938-11-09	UHC-62250-44	—	5670 Valley View Dr, Las Vegas, NV, 89169	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
CLM-400260	CLM	Jonathan Edwards	1969-10-03	UHC-24676-54	9329393204	2491 Palm Dr Apt 15, Denver, CO, 80261	0.68	Name split from “Last, First”Unit split from street City re-cased Placeholder values cleared
CLM-408025	CLM	Sophia Petesr	1943-03-13	UHC-41273-98	5542457781	1565 Bayshore Dr, Scottsdale, AZ, 85283	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-429431	CLM	Dorothy Collins	2002-11-16	UHC-40897-12	7483866583	7220 Forest Ave, Mesa, AZ	0.70	Name split from “Last, First”City re-cased ZIP missing
CLM-415720	CLM	Richard Riley	1989-01-11	UHC-00852-67	7702920735	4315 Pine Dr, Columbus, OH, 43292	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-432690	CLM	Susan U Hart	1938-10-02	UHC-24309-19	3556006318	3896 Baseline Rd, Charlotte, NC, 28296	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-415885	CLM	Christopher Nguyen	1994-01-27	UHC-96313-19	8878175500	1738 Meadow Ln, Tempe, AZ, 85265	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-426628	CLM	Abigail X Kelly	1976-04-18	UHC-81706-77	7883660688	9621 Park Pl, Mesa, AZ, 85242	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-427406	CLM	Jeff Crawford	1953-09-12	UHC-09449-40	9398889240	4512 Elm St, Nashville, TN, 37270	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-408256	CLM	Kayla Chen	1967-01-25	—	2378351439	8289 Main St, Nashville, TN, 37244	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-412929	CLM	Megan Boyd	1991-11-04	UHC-11001-98	4176131011	4484 Bayshore Dr, Columbus, OH, 43238	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-428742	CLM	Gregory V Luna	1966-07-21	UHC-06652-38	5112491982	1761 Canyon Rd, Phoenix, AZ, 85020	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-410568	CLM	Marilyn I Patterson	1997-01-05	UHC-43471-66	5688744256	9305 Meadow Ln, Orlando, FL, 32888	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-431478	CLM	Richard Clark	1972-10-03	UHC-54936-57	7992782888	569 Forest Ave, Atlanta, GA, 30377	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-405607	CLM	Josh T Johnston	2000-11-19	UHC-20659-99	7685883071	6768 Jefferson Ave, Eden Prairie, MN, 55369	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-429457	CLM	Harold Barnes	1995-04-05	—	8725208417	683 Hillcrest Rd, Jacksonville, FL	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
CLM-411099	CLM	Catherine Cunningham	1972-06-16	—	2168886127	615 River Rd, Sacramento, CA, 95837	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-400060	CLM	Joyce A Contreras	1966-07-03	UHC-09400-72	6224547008	2980 Park Pl, Mesa, AZ, 85212	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-412739	CLM	Harold Patterzon	1940-03-26	UHC-04603-36	3754075325	226 Harbor Blvd, San Antonio, TX, 78260	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-418661	CLM	Sean Montgomery	1939-06-25	UHC-97339-65	7949253606	284 Jefferson Ave, Charlotte, NC, 28298	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-402417	CLM	Kayla Hart	1950-06-27	UHC-56881-49	—	7021 Highland Ave, Mesa, AZ, 85211	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-430172	CLM	Lucia Ryees	1967-05-26	—	9887346573	7826 Mountain View Dr, Fresno, CA, 93757	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-431786	CLM	Philip F Castro	1977-04-13	UHC-67143-84	4479213897	6768 Bayshore Dr, Columbus, OH, 43217	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-419724	CLM	Aisha Russell	1961-08-03	—	2556679446	824 Indian School Rd, Nashville, TN, 37239	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-428596	CLM	Dylan Payne	1958-11-11	UHC-58863-01	5616588443	3721 Sunset Blvd, Los Angeles, CA, 90098	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-415300	CLM	Lawrence Nichols	1941-03-26	UHC-23434-16	5985970939	2895 Canyon Rd, Las Vegas, NV, 89183	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-421720	CLM	Mateo Silva	2008-01-02	—	6333523061	4577 Camelback Rd, Columbus, OH, 43210	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-409054	CLM	Noah Robinson	1979-07-12	—	2777164398	6750 River Rd # 878, Denver, CO, 80238	0.72	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more

5,235 rows, page 44 of 105Previous Next