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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-429180	CLM	Megan Richardson	1959-05-13	UHC-31006-11	—	2569 Indian School Rd, Orlando, FL, 32855	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-417843	CLM	Walter Dominguez	1944-11-03	UHC-68577-83	—	7860 Palm Dr, Atlanta, GA, 30304	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-426614	CLM	Elizabeth Rodrigeuz	1963-12-06	—	2787150921	7374 Sage Ct, Tampa, FL, 33602	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413054	CLM	Virginia F Dominguez	1997-03-24	UHC-47834-81	—	9376 Elm St, Orlando, FL, 32846	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-413236	CLM	David Lynch	1959-02-27	UHC-52815-47	9029903252	6485 Harbor Blvd, Dallas, TX, 75292	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403787	CLM	Mateo Myers	1976-07-16	UHC-90347-43	6369344236	5802 Ridge Rd, Glendale, AZ, 85308	0.50	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-421574	CLM	Madison E Moore	2001-01-14	UHC-36940-63	—	6393 Grand Ave, Tempe, AZ, 85260	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-424059	CLM	Kyle Black	1992-11-16	—	—	7088 Hillcrest Rd, San Antonio, TX, 78245	0.50	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+3 more
CLM-410377	CLM	Arjun Lerson	1991-01-24	UHC-89929-24	9854405454	1443 Mesa Dr, Plano, TX, 75059	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409643	CLM	Gerald Nichols	1956-12-02	—	2252722408	592 Broadway, Los Angeles, CA, 90092	0.50	Name re-cased Phone reformatted SSN last four extracted ZIP+4 trimmed+3 more
CLM-427181	CLM	Jacob J Patterson	1994-09-20	UHC-78868-43	—	3426 Maple Ave # 570, Dallas, TX, 75278	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-419195	CLM	Bruce Santos	1996-02-23	—	3602362372	4163 Ocean Ave, Miami, FL, 33122	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419359	CLM	Samantha Burns	1993-07-27	—	4936707621	9661 Main St, Nashville, TN, 37248	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432250	CLM	Catherine Romero	1952-02-09	—	—	9615 Camelback Rd, Tempe, AZ, 85263	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-418967	CLM	Charles Sullivan	1963-10-07	—	—	3599 Maple Ave, Orlando, FL, 32858	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-406571	CLM	Jean Ward	1942-05-13	—	7902441502	2434 River Rd # 772, San Diego, CA, 92146	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-418655	CLM	Maria Gonzales	1946-04-21	UHC-62081-02	—	6725 Bayshore Dr # 462, Glendale, AZ, 85330	0.50	Date of birth reformatted Member ID reformatted Unit split from street ZIP+4 trimmed+3 more
CLM-410330	CLM	Ronald I Watkins	2008-06-26	—	9492320415	21 Washington St, Fresno, CA, 93792	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-418449	CLM	Scott Alvarado	—	UHC-03782-04	9649297388	5896 Hillcrest Rd # 565, Glendale, AZ, 85399	0.50	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
CLM-429015	CLM	Brenda Green	1966-08-06	—	2464619923	4014 Canyon Rd, Eden Prairie, MN, 55348	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-413933	CLM	Tim Olson	1945-07-16	UHC-86947-07	6262487152	432 Union St, Sacramento, CA, 95846	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408210	CLM	Janet Aguilar	2006-05-27	UHC-14912-04	6043631534	8578 Ridge Rd, San Antonio, TX, 78203	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-419845	CLM	Paul Le	1992-11-08	UHC-35140-55	3597307891	3605 Oak St # 834, Minneapolis, MN, 55455	0.50	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-401399	CLM	Gabriel Robertson	1946-05-09	—	—	5918 Mountain View Dr, Glendale, AZ, 85335	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-432559	CLM	Amanda Bennett	2004-01-08	UHC-35446-77	—	6065 Union St, Columbus, OH, 43251	0.50	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+3 more
CLM-409328	CLM	Jose Campbell	1993-11-18	UHC-25523-06	6243263156	8087 Market St, Tempe, AZ, 85238	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401236	CLM	Jordan Cruz	2008-01-23	UHC-28356-94	9724552637	4114 Spring St, Plano, TX, 75047	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424666	CLM	Alice Mejia	1942-06-13	—	—	649 Apache Blvd, Denver, CO, 80254	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-426436	CLM	Jennifre L Carroll	1946-04-23	—	7942064822	4830 River Rd # 414, Las Vegas, NV, 89128	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-411700	CLM	Mateo King	1951-02-19	—	6123188216	4459 Hillcrest Rd, Tempe, AZ, 85203	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423423	CLM	Carolyn Porter	1960-04-02	UHC-22051-92	9604520210	4594 River Rd, Sacramento, CA, 95815	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-413849	CLM	Heather Q Schultz	2003-12-09	UHC-31606-78	2327998915	8354 Baseline Rd, Tucson, AZ, 85745	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421125	CLM	Madison Wilson	2002-03-26	UHC-28652-33	9572336299	5217 Ocean Ave, San Antonio, TX, 78227	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-426102	CLM	Diana V Walker	1939-03-20	UHC-90580-27	2614152543	2920 Park Pl, Dallas, TX, 75236	0.50	Middle initial moved out of first name Name re-cased Phone reformatted City re-cased+3 more
CLM-414701	CLM	Alexander Washington	1959-07-09	UHC-78887-44	—	5736 River Rd # 502, San Antonio, TX, 78247	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-402270	CLM	Camila Martinez	1995-03-24	—	—	3375 Mesa Dr, Atlanta, GA, 30375	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-412240	CLM	Frances Franklin	1938-06-05	UHC-89412-68	4502794185	9513 Sage Ct, Dallas, TX, 75243	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430770	CLM	Andrea Kim	1939-01-18	UHC-58093-27	—	152 Market St, Houston, TX, 77022	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-432620	CLM	Walter Rios	1956-10-13	UHC-18644-99	9203596047	3523 Broadway Apt 36, Chandler, AZ, 85261	0.50	Name re-cased Unit split from street City re-cased State name converted to code+3 more
CLM-402086	CLM	Thomas V Johnston	1982-01-26	—	9517046677	2797 Market St, Scottsdale, AZ, 85273	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-407930	CLM	Diego Bryant	1939-09-25	—	8308195467	1522 Willow Ct, Eden Prairie, MN, 55334	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404597	CLM	Gary Hansen	1975-05-10	—	—	4171 Bayshore Dr, Minneapolis, MN, 55423	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420854	CLM	Don Baker	1982-01-10	UHC-82382-16	8504186524	9253 Apache Blvd, Seattle, WA, 98135	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419288	CLM	Madison Knight	1984-02-05	UHC-85507-79	—	8677 Baseline Rd Apt 18, Atlanta, GA, 30319	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-414141	CLM	Ray Banks	1966-04-28	UHC-72994-01	—	3219 Grand Ave, Eden Prairie, MN, 55344	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420839	CLM	Raymond X Muunoz	1976-05-13	UHC-91631-69	—	8454 Apache Blvd, Scottsdale, AZ, 85248	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-429692	CLM	Ashely O Ryan	1981-05-26	—	2359843599	5777 Grand Ave, Fresno, CA, 93780	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
CLM-415118	CLM	Charlie Burke	1955-11-08	UHC-58990-73	—	5211 Sunset Blvd # 664, Atlanta, GA, 30354	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-416909	CLM	Angela Perez	1955-05-05	UHC-27456-12	—	2789 Valley View Dr, Atlanta, GA, 30331	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-418700	CLM	George Shaw	1984-10-02	UHC-36004-77	7996539568	6572 Bayshore Dr # 840, Tucson, AZ, 85780	0.50	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more

2,352 rows, page 8 of 48Previous Next