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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-424333	CLM	Sofia Patel	2000-03-25	—	2619156113	5736 Ocean Ave Apt 15, Chandler, AZ, 85298	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-404919	CLM	Cheryl M Bryant	—	—	2389474949	6111 Willow Ct, San Antonio, TX, 78214	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-424844	CLM	Aaron X Payne	1996-08-06	UHC-08039-35	—	8093 Pine Dr, Tucson, AZ	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-418459	CLM	Lawrence Russell	1987-08-05	—	2872850074	1418 River Rd, Dallas, TX, 75233	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-405740	CLM	Bobby Mason	2003-05-20	UHC-43823-71	—	2306 Mesa Dr Apt 12, Charlotte, NC, 28203	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-422792	CLM	Julie M Guzman	1963-02-20	UHC-93993-35	2596593030	885 Church St, Glendale, AZ, 85371	0.48	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Member ID reformatted+4 more
CLM-401732	CLM	Priya M Bryant	1995-09-20	—	9698744362	2965 Lake View Rd, Chandler, AZ, 85288	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
CLM-428680	CLM	Lori Franklin	1982-04-15	UHC-98775-39	—	3386 Washington St, Jacksonville, FL, 32272	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-411346	CLM	Will Dunn	1953-06-10	UHC-72312-69	7783642545	702 Palm Dr, Atlanta, GA, 30319	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-420317	CLM	Lori Black	1953-07-21	UHC-24306-35	4089533436	4320 River Rd, Fresno, CA, 93743	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-406359	CLM	Lucia Lynch	1968-04-09	UHC-33985-39	5604861546	8941 Forest Ave, Atlanta, GA	0.48	Two-digit birth year Street suffix standardised Address re-cased City re-cased+4 more
CLM-407564	CLM	Melissa Valdez	1954-02-10	UHC-81960-04	—	962 Valley View Dr, Dallas, TX, 75228	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-416814	CLM	Lori J Cruz	1990-04-25	UHC-87156-17	—	6582 Sage Ct # 449, Eden Prairie, MN, 55387	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-427645	CLM	Sofia Arnold	1973-09-13	UHC-41265-38	6218378889	423 Market St, Sacramento, CA, 95843	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-415950	CLM	Juan Butler	1952-03-08	UHC-52359-45	—	4309 Willow Ct, Plano, TX	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-425528	CLM	Scott Johnston	1965-08-10	UHC-34433-48	—	7864 Oak St, Nashville, TN, 37209	0.48	Phone missing area code Street suffix standardised Address re-cased City re-cased+4 more
CLM-430627	CLM	Edward A Hunt	1999-06-24	—	9463364219	2783 Bayshore Dr # 610, Atlanta, GA, 30385	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-422114	CLM	Gloria Brooks	1946-03-27	—	—	9448 Cedar Ln Apt 27, Orlando, FL, 32813	0.48	Unit split from street Street suffix standardised Address re-cased City re-cased+4 more
CLM-424176	CLM	Priya Ford	1969-05-03	UHC-66719-80	—	6295 Indian School Rd Apt 11, Denver, CO, 80256	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-414510	CLM	Samual Guerrero	2004-08-11	UHC-70261-24	3562221119	4432 Willow Ct, Plano, TX, 75040	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-425206	CLM	Paul Porter	1941-07-27	UHC-28456-84	2483459516	4240 Church St, Plano, TX, 75025	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-425668	CLM	Angela Gonzalez	1964-02-05	—	2923059509	1263 Meadow Ln, Tempe, AZ	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-425463	CLM	Teresa T Powell	1981-09-23	—	8253675625	6134 Cedar Ln Apt 22, Orlando, FL, 32863	0.48	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-410493	CLM	Maria Silva	1963-04-08	—	3607762240	4127 Church St, Denver, CO, 80249	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-421952	CLM	Samuel Fisher	1970-06-03	UHC-59857-84	3586546233	2380 Highland Ave, Seattle, WA, 98111	0.48	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
CLM-405637	CLM	Brandon Snydre	1968-12-04	UHC-55662-93	—	8063 Pine Dr # 281, Nashville, TN, 37248	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-409705	CLM	Brian Reid	1972-04-13	UHC-22030-18	2792120513	7920 Valley View Dr, Orlando, FL	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-416946	CLM	Ralph Montgomery	—	—	—	4474 Sage Ct Apt 36, Mesa, AZ, 85254	0.48	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+4 more
CLM-418954	CLM	Peter Washington	1952-06-03	UHC-58356-44	—	9079 Meadow Ln, Glendale, AZ, 85387	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-419619	CLM	Virginia Weaver	—	—	—	5687 Sage Ct, Glendale, AZ	0.48	Name re-cased Date of birth missing City re-cased ZIP missing+4 more
CLM-401235	CLM	Amanda G Sullivan	1941-09-23	—	9464907836	3262 Lake View Rd, Jacksonville, FL, 32241	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-404288	CLM	Lori Vega	2002-09-02	UHC-08440-55	—	1434 Main St, Plano, TX	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-418261	CLM	Jonahtan H Ferguson	1981-06-09	—	4302798328	4690 Forest Ave, Gilbert, AZ, 85276	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-429541	CLM	Omar O Boyd	1939-02-16	UHC-90001-13	6292445501	5368 Lake View Rd, Tempe, AZ, 85257	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-431020	CLM	Sarah S Dunn	—	UHC-26514-98	2545140687	4136 Grand Ave Apt 5, Dallas, TX, 75268	0.48	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-403225	CLM	Michael Campbell	2005-09-05	UHC-94863-84	—	1057 Maple Ave Apt 29, Austin, TX, 78731	0.48	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-404187	CLM	Sharon Santos	1990-01-28	UHC-46936-59	—	6404 Bayshore Dr # 971, Denver, CO	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-422561	CLM	Keith Foster	1973-01-10	UHC-88227-23	8466971232	3575 Oak St, Phoenix, AZ, 85043	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-423204	CLM	Keith Griffin	1979-04-15	—	5088426049	1713 Cedar Ln, Sacramento, CA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-423616	CLM	Austin Harvey	1988-02-02	UHC-73934-26	—	8260 Main St # 666, Denver, CO	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-407340	CLM	Joshua Hanson	1960-08-22	—	7238151215	967 Oak St, Eden Prairie, MN, 55334	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-428452	CLM	Mateo Park	2002-04-13	UHC-21681-06	8743547087	5295 River Rd, Denver, CO	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-416612	CLM	Elijah Burke	2003-04-06	UHC-58551-91	—	7099 Elm St Apt 9, Glendale, AZ, 85360	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-400489	CLM	Michael Bery	1992-08-04	UHC-59279-12	—	7385 Canyon Rd, Orlando, FL, 32858	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-409588	CLM	Donald Vaquez	1960-05-26	—	—	1869 Mesa Dr, Scottsdale, AZ	0.48	Name re-cased Date of birth reformatted City re-cased State name converted to code+4 more
CLM-429453	CLM	Wayne Lucas	1983-03-12	UHC-83195-72	—	7615 Indian School Rd, Fresno, CA	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-401125	CLM	Jordan Welch	2001-11-13	UHC-43144-83	—	2704 Maple Ave # 582, Denver, CO, 80226	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-404954	CLM	Stephen Peterson	1980-01-06	UHC-33520-06	8478960624	9687 Central Ave, Dallas, TX, 75221	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-412970	CLM	Stephanie Chavez	1946-04-09	UHC-88000-54	9625728887	5606 Cedar Ln, Fresno, CA, 93729	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-403044	CLM	Brittany Kim	1958-12-16	UHC-44063-25	—	6440 Central Ave Apt 9, Houston, TX, 77010	0.48	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more

18,771 rows, page 13 of 376Previous Next