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-416572	CLM	Jake Hall	2001-06-06	UHC-90583-09	—	2618 Ridge Rd # 477, Phoenix, AZ, 85094	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-425786	CLM	Danielle Bradley	1998-02-18	—	—	670 Pine Dr, Denver, CO, 80201	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411319	CLM	Betty Rojas	1976-12-27	UHC-59588-79	—	3322 Hillcrest Rd, Sacramento, CA, 95831	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416047	CLM	Virginia Harvey	1957-05-13	UHC-73952-53	—	5319 Indian School Rd # 324, Seattle, WA, 98101	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-430922	CLM	Betty Perez	1997-03-07	UHC-12785-63	—	136 Mesa Dr, Minneapolis, MN, 55470	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-432004	CLM	Kevin Mitchell	1962-07-27	UHC-59458-43	—	661 Valley View Dr, Dallas, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-416624	CLM	Dennis Vargas	1944-05-16	—	7225991475	5789 Elm St # 203, Gilbert, AZ, 85297	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-409392	CLM	Abigail K Holmes	1994-03-16	UHC-14169-27	4083596951	6461 Main St, Denver, CO, 80200	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-431666	CLM	Roger Luna	1960-10-11	—	—	2436 Indian School Rd, Miami, FL, 33148	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426269	CLM	Sharon Lynch	1942-12-05	UHC-84606-18	—	7952 Mountain View Dr Apt 15, Nashville, TN, 37249	0.52	Date of birth reformatted SSN last four extracted Unit split from street City re-cased+2 more
CLM-409923	CLM	Randy L Castillo	1981-06-23	UHC-52935-57	—	7377 Mesa Dr, Las Vegas, NV, 89190	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420397	CLM	Carol Castillo	2004-05-18	UHC-75924-10	—	9167 Canyon Rd, Tampa, FL	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429166	CLM	Nathan Peters	1984-03-14	—	—	7611 Spring St, Gilbert, AZ, 85263	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-400632	CLM	Justin R Robertson	2005-01-13	UHC-36053-50	5574706801	2985 Market St, Sacramento, CA, 95830	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-427491	CLM	Kyle Salazar	1941-01-26	—	—	4948 Ocean Ave, Tucson, AZ, 85726	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427490	CLM	Kyle Salazar	1941-01-26	—	—	4948 Ocean Ave, Tucson, AZ, 85726	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-430409	CLM	Lucia Campbell	1990-05-09	UHC-20371-54	—	8774 Maple Ave, Fresno, CA, 93723	0.52	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+2 more
CLM-421676	CLM	Janice K Fox	1953-01-27	—	—	3828 Meadow Ln, Nashville, TN	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-426608	CLM	Sarah Fisher	1964-11-02	UHC-62164-98	8366173343	4209 Pine Dr, Fresno, CA, 93765	0.52	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-416321	CLM	Gabriel Carr	2007-02-14	—	—	2015 Jefferson Ave, Tempe, AZ, 85272	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+2 more
CLM-420586	CLM	Margaret Carlson	1983-05-22	—	—	4067 Ridge Rd, Plano, TX, 75003	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428152	CLM	Gloria Yang	1940-02-03	UHC-03625-33	—	9382 Indian School Rd, Orlando, FL, 32871	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413032	CLM	Brittany Lucas	2000-03-27	—	—	1258 Park Pl, Plano, TX, 75017	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-408384	CLM	Joe Robinson	1941-10-27	—	2634106889	5475 Lake View Rd, Jacksonville, FL	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401659	CLM	Timothy Carpenter	1991-02-01	—	—	9850 Mesa Dr, San Antonio, TX, 78252	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-402016	CLM	Raymond Hall	1978-08-11	—	—	3690 Elm St, San Antonio, TX, 78298	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-414513	CLM	Jonathan Sullivan	1969-06-09	UHC-02849-76	6668885855	2307 Forest Ave, Charlotte, NC, 28259	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-415631	CLM	SJunk	1952-06-25	UHC-75504-64	4042161177	7190 Sunset Blvd # 502, Glendale, AZ, 85397	0.52	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-431236	CLM	Joshua M Gonzales	2001-03-06	UHC-38587-47	—	4712 Sunset Blvd, Phoenix, AZ	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-419922	CLM	Ralph Fernandez	1943-07-07	—	—	1007 Baseline Rd, Las Vegas, NV, 89107	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406804	CLM	Ahmed Davis	2003-01-10	UHC-86559-68	8616183116	3163 Church St, Glendale, AZ, 85391	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430592	CLM	Stephanie Burke	1974-03-25	UHC-61758-29	—	7411 Valley View Dr, Mesa, AZ	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410268	CLM	Mike Evans	2006-09-04	—	—	8354 Maple Ave Apt 7, Orlando, FL, 32856	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431574	CLM	Catherine Q Wright	1952-12-03	UHC-46069-48	—	4260 Lake View Rd, Jacksonville, FL, 32256	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422210	CLM	Vincent Morgan	1986-08-06	UHC-89453-55	6019759013	6852 Union St # 772, Phoenix, AZ, 85097	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-401591	CLM	Kathryn T Schmidt	1956-10-09	UHC-18595-46	6415188744	5650 Pine Dr # 989, Tucson, AZ, 85714	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405633	CLM	Marcus Nelson	1957-04-08	UHC-34131-61	—	4225 Washington St Apt 11, Tempe, AZ, 85276	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-408778	CLM	Karen F Jackson	1947-05-22	—	8543379329	1428 Jefferson Ave, Los Angeles, CA, 90023	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408172	CLM	Virginia Hanson	1953-08-12	—	—	2261 Willow Ct, Jacksonville, FL	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-431805	CLM	Christine Cooper	1963-04-27	UHC-90180-01	—	4649 Camelback Rd, Tampa, FL, 33646	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-406433	CLM	Philip Bradley	1945-06-28	UHC-47879-82	—	2457 Hillcrest Rd, Minneapolis, MN	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-431133	CLM	Nancy Ryos	1977-12-11	UHC-76965-35	—	9570 Broadway Apt 21, Scottsdale, AZ, 85294	0.54	Date of birth reformatted Unit split from street Address re-cased ZIP+4 trimmed+1 more
CLM-421869	CLM	Brenda Grant	1962-10-21	—	7489182543	9067 Baseline Rd Apt 40, Sacramento, CA, 95882	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street ZIP+4 trimmed+1 more
CLM-405176	CLM	Charles G Jenkins	1977-07-28	UHC-72962-24	—	7771 Forest Ave # 660, Fresno, CA	0.54	Date of birth reformatted Unit split from street ZIP missing Gender normalised+1 more
CLM-416379	CLM	Larry Perez	1982-05-22	UHC-26253-85	3759861762	6800 Main St # 229, Gilbert, AZ, 85233	0.54	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-404022	CLM	George Hoffman	1962-10-01	UHC-52151-87	—	1238 Palm Dr Apt 10, Houston, TX, 77012	0.54	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-403892	CLM	Betty Willis	2006-05-12	UHC-26725-43	9413319643	7434 Canyon Rd, Gilbert, AZ	0.54	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-401673	CLM	Grace Valdez	2002-08-14	UHC-35478-16	—	2005 Elm St # 888, Jacksonville, FL, 32298	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street Gender normalised+1 more
CLM-431758	CLM	Charlotte Jacobs	1947-07-01	UHC-75072-89	—	2840 Cedar Ln, Scottsdale, AZ	0.54	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP missing+1 more
CLM-402496	CLM	Evelyn Fisher	2005-10-08	UHC-52353-84	—	489 Highland Ave, Sacramento, CA, 95826	0.54	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more

10,559 rows, page 15 of 212Previous Next