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-417178	CLM	Brian Elliott	1941-06-17	UHC-25263-97	9166184592	4640 Harbor Blvd, Mesa, AZ, 85246	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
CLM-432249	CLM	Alan S Lynch	1959-07-02	UHC-97250-45	3839226600	7020 Elm St # 345, Orlando, FL, 32886	0.68	Name split from “Last, First”Phone reformatted Unit split from street Placeholder values cleared
CLM-402670	CLM	Gary Ryan	1948-02-13	UHC-57701-74	4496817231	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-412891	CLM	Carlos Stone	1962-07-04	UHC-66575-75	3866986795	3805 Spring St, Glendale, AZ, 85392	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-410903	CLM	RaymondJunk	1998-12-22	—	2735417288	5942 Church St, Las Vegas, NV	0.68	Phone reformatted ZIP missing Placeholder values cleared No usable name (quarantined)
CLM-406010	CLM	Marilyn Alexander	1940-02-06	UHC-20423-25	7946354986	9678 Indian School Rd, Atlanta, GA	0.68	Phone reformatted ZIP missing Gender normalised Placeholder values cleared
CLM-406620	CLM	Brenda T Porter	—	—	4488079590	—	0.68	Date of birth unreadable Phone reformatted Gender normalised Placeholder values cleared
CLM-405445	CLM	Cynthia E Tucker	1999-11-04	UHC-62111-71	9889590428	8513 Baseline Rd, Plano, TX, 75065	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-401150	CLM	Albert Wods	1954-07-09	—	9056557520	1380 Harbor Blvd # 374, Denver, CO, 80213	0.68	Two-digit birth year Phone reformatted Unit split from street Placeholder values cleared
CLM-411708	CLM	Fraances Fox	1960-03-25	UHC-10054-32	4206977770	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-415032	CLM	Brandon Masun	1943-03-06	UHC-06018-39	5088505003	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
CLM-410088	CLM	Helen Guzmman	1977-07-25	UHC-62092-10	4839340028	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-411364	CLM	Bradley R Meyer	1978-02-03	UHC-39806-76	8057839731	2160 Central Ave, Jacksonville, FL, 32236	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
CLM-410725	CLM	Ethan Jacobs	1943-12-05	UHC-87152-41	7244354459	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
CLM-406781	CLM	Billy Perez	1978-10-05	—	2562963049	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-405199	CLM	Linda Peterson	1992-10-04	UHC-87559-07	6108605316	9153 Lake View Rd, Dallas, TX, 75211	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
CLM-405925	CLM	Nicole Z Johnston	1953-04-09	—	5254785163	5609 Lincoln Way, Charlotte, NC, 28297	0.68	Middle initial moved out of first name Phone reformatted Gender normalised Placeholder values cleared
CLM-424488	CLM	Douglas E Stephens	1969-06-24	—	2717192326	2790 Desert Sky Blvd, Houston, TX, 77022	0.68	Middle initial moved out of first name Phone reformatted State name converted to code Placeholder values cleared
CLM-400239	CLM	Emily Rice	1955-12-08	UHC-52218-45	4108956746	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
CLM-421668	CLM	Danielle G Nichols	1940-03-06	UHC-84780-74	5603924832	4735 Harbor Blvd, Austin, TX, 78770	0.68	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised
CLM-420547	CLM	Bruce J Wright	1963-11-10	UHC-57010-36	3139077538	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
CLM-419240	CLM	Danielle Brooks	—	UHC-25272-64	5736317541	533 Maple Ave, Scottsdale, AZ, 85253	0.68	Name re-cased Date of birth unreadable Phone reformatted Gender normalised
CLM-415048	CLM	Danielle A Ramirez	1966-02-11	UHC-72750-13	7599178217	8031 Spring St, Miami, FL, 33107	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-413378	CLM	Jesse Richards	1969-03-05	UHC-63467-74	7083178157	1959 Lincoln Way, Las Vegas, NV, 89135	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-412959	CLM	Scott U Jordan	1965-02-17	UHC-14875-55	5357579210	7935 Desert Sky Blvd, Fresno, CA, 93744	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-404106	CLM	Emily X Jenkins	2001-03-17	—	8436494979	7216 Canyon Rd # 969, Austin, TX, 78700	0.68	Name split from “Last, First”Phone reformatted Unit split from street City re-cased
CLM-426285	CLM	Fances Morgan	1953-04-15	UHC-23380-81	7226005592	7262 Park Pl, Plano, TX, 75039	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-428473	CLM	Terry Howard	1938-02-09	UHC-55912-89	3499822887	4948 Washington St, Jacksonville, FL, 32251	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-428472	CLM	Terry Howard	1938-02-09	UHC-55912-89	3499822887	4948 Washington St, Jacksonville, FL, 32251	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-420495	CLM	Nicole P George	2006-06-12	—	5387533506	5730 Sunset Blvd, Austin, TX, 78750	0.68	Phone reformatted SSN last four extracted Gender normalised Placeholder values cleared
CLM-429126	CLM	Lauren Wagner	1959-01-09	UHC-76656-69	8106161786	6697 Highland Ave, Seattle, WA, 98172	0.68	Phone reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-415914	CLM	Julie Rios	1994-08-06	UHC-27625-41	8954299276	5635 Lincoln Way, Los Angeles, CA, 90002	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
CLM-421774	CLM	Luis McDonald	1940-06-07	UHC-12314-12	8712962148	4096 Main St, Glendale, AZ	0.68	Phone reformatted Member ID reformatted SSN last four extracted ZIP missing
CLM-401354	CLM	Jean Lucas	1940-03-20	UHC-13467-31	2322739061	4579 Union St, Scottsdale, AZ, 85253	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
CLM-402562	CLM	Melissa Black	1988-07-05	—	8829433229	2435 Meadow Ln Apt 16, Eden Prairie, MN, 55353	0.68	Name split from “Last, First”Phone reformatted Unit split from street Placeholder values cleared
CLM-402750	CLM	Patrick Martin	1999-03-11	—	8724437999	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-425925	CLM	Abigail P Luna	1954-12-16	UHC-36079-65	7148549085	8942 Hillcrest Rd, Dallas, TX, 75230	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
CLM-422019	CLM	Cynthia Kelley	1951-10-26	—	3355513245	2490 Meadow Ln Apt 28, Sacramento, CA	0.68	Phone reformatted Unit split from street ZIP missing Placeholder values cleared
CLM-404294	CLM	Carlos Gray	1941-08-12	UHC-64484-73	7286315196	8227 Grand Ave, San Diego, CA, 92146	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-429296	CLM	Adam Murray	1965-11-04	UHC-44804-05	7455147526	474 Pine Dr, Columbus, OH, 43242	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
CLM-427727	CLM	Alexander Q Smth	1958-09-25	UHC-06478-92	5583827401	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-403406	CLM	Mariana Webb	1960-07-07	—	9562358950	9040 Canyon Rd, Houston, TX, 77026	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
CLM-429779	CLM	Elizabeth Grent	1975-08-09	—	9776231497	7355 Palm Dr Apt 34, Sacramento, CA, 95882	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
CLM-411107	CLM	Carol D Thumas	1955-07-27	UHC-25221-32	5184709440	621 Apache Blvd Apt 36, San Diego, CA, 92113	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
CLM-421781	CLM	Kyle D Burns	1946-02-23	—	5904235921	7723 Hillcrest Rd, Tucson, AZ, 85725	0.68	Phone reformatted SSN last four extracted ZIP+4 trimmed Placeholder values cleared
CLM-424633	CLM	Dylan Welch	1956-07-05	UHC-40221-33	6029260546	5659 Ocean Ave, San Diego, CA, 92115	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
CLM-429421	CLM	Austin Rogers	1986-07-06	UHC-96104-23	6477430493	7743 Sage Ct, San Antonio, TX	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
CLM-406849	CLM	Abigail Mason	2003-07-27	UHC-12071-84	2627423699	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-426721	CLM	GeorgeJunk	—	—	7047922841	—	0.68	Date of birth missing Phone reformatted Placeholder values cleared No usable name (quarantined)
CLM-416595	CLM	James Rojas	1946-10-27	UHC-49912-59	3148260850	7984 Camelback Rd, Nashville, TN, 37206	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared

11,960 rows, page 78 of 240Previous Next