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-425952	CLM	Jennifer Graham	1962-09-18	—	8744961988	8552 Highland Ave, Houston, TX, 77064	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-413430	CLM	Gabriel Gray	1962-05-03	UHC-31656-92	4787614161	868 Sage Ct, Columbus, OH, 43266	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-429351	CLM	Jeremy Dunn	1989-07-21	UHC-55421-50	8174769707	8291 Maple Ave, Houston, TX, 77080	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-418723	CLM	Wei Schultz	1995-09-03	UHC-71252-57	6143618318	7300 Grand Ave, Seattle, WA, 98126	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-405953	CLM	Carlos Salazar	1992-08-07	—	4079702887	2954 Canyon Rd, Phoenix, AZ, 85017	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-427140	CLM	Julia Brown	1989-05-17	UHC-01468-21	9502303813	8084 Main St, Sacramento, CA, 95885	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
CLM-431933	CLM	Austin Bradley	1943-08-01	—	7626066429	9838 Palm Dr Apt 21, Austin, TX, 78799	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
CLM-418691	CLM	Billy Anderson	1984-05-10	UHC-19774-93	7867473559	6050 Park Pl Apt 37, Sacramento, CA, 95881	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-418266	CLM	Brenda Soto	1938-11-18	UHC-22397-55	6445396041	508 Forest Ave, Miami, FL, 33158	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-401476	CLM	Gerald P Sullivan	1938-07-08	UHC-32009-78	4887059377	5553 Grand Ave, Dallas, TX	0.66	Phone reformatted SSN last four extracted City re-cased ZIP missing+1 more
CLM-420767	CLM	Bryan Graham	1999-09-04	UHC-39222-66	7656448229	301 Baseline Rd, Denver, CO, 80251	0.66	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+1 more
CLM-415534	CLM	Kathryn Dunn	2003-01-17	UHC-91234-39	7589325966	6922 Park Pl, Denver, CO, 80261	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400906	CLM	Adam Walsh	1956-08-01	—	6756220001	6706 Lincoln Way, Denver, CO, 80221	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-429448	CLM	Christina Garcai	1969-02-11	UHC-73700-75	4336748812	7938 Church St, Houston, TX	0.66	Phone reformatted Member ID reformatted State name converted to code ZIP missing+1 more
CLM-427939	CLM	Chrristina Fields	1958-04-19	UHC-16525-76	4468159914	5141 Grand Ave, Austin, TX, 78717	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-410083	CLM	Priya Aguilar	2000-10-24	UHC-54958-14	6652304159	6298 Pine Dr, San Diego, CA	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-404295	CLM	Carlos Gray	1941-08-12	UHC-64484-73	7286315196	8227 Grand Ave, San Diego, CA, 92146	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402959	CLM	Karen G White	1986-12-06	UHC-50270-05	9605662901	9809 Ridge Rd, Jacksonville, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-432140	CLM	Rgoer S Wang	1950-02-04	—	5287310709	5745 Jefferson Ave, Charlotte, NC, 28271	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-409621	CLM	Joan Garrett	1950-03-20	UHC-30737-02	4369567098	9201 Cedar Ln, Austin, TX, 78750	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402112	CLM	Daniel W Lawrence	1978-07-10	—	8726698499	8162 Spring St, Plano, TX	0.66	Phone reformatted SSN last four extracted ZIP missing Whitespace trimmed+1 more
CLM-403573	CLM	Sandra Harper	1946-09-10	—	8012466003	7685 Jefferson Ave, Denver, CO, 80212	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400170	CLM	Paul Washington	1978-03-11	UHC-15231-47	8166778754	951 Washington St, Houston, TX, 77002	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-411529	CLM	Nancy Willis	1990-11-10	UHC-80349-49	9258812140	7572 Bayshore Dr, Los Angeles, CA, 90079	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-418831	CLM	Jose Richards	1995-02-10	—	7559058342	2591 Ocean Ave, Los Angeles, CA, 90066	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-428630	CLM	Ethan Chavez	1951-07-01	UHC-43527-12	5118317688	2576 Central Ave, Tempe, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-403653	CLM	Kle Salazar	1988-04-26	UHC-42261-80	6653122516	3160 Valley View Dr, Phoenix, AZ, 85072	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-417119	CLM	Terry Snyder	2007-04-01	UHC-52224-90	7849436459	5679 Park Pl, Denver, CO, 80201	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408156	CLM	Amy Freeman	1944-10-01	UHC-93204-01	4677603920	2009 Elm St, Mesa, AZ, 85237	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-409929	CLM	Walter Little	1983-11-18	UHC-92544-52	5614200368	5629 Park Pl, Austin, TX, 78746	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413802	CLM	Charlotte Kelly	—	—	9854999892	3950 Lincoln Way, Atlanta, GA, 30314	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-430788	CLM	Christian Anderson	1939-07-09	UHC-03780-58	9458787180	2042 Washington St, Orlando, FL, 32818	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-421070	CLM	Paul Kelley	1997-01-22	—	7932398252	8971 Ocean Ave, Tucson, AZ, 85763	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-417073	CLM	Hannah Williams	1972-04-05	—	6812021493	7890 Oak St, San Diego, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-430960	CLM	Amber C Diaz	1955-11-26	UHC-29467-25	9489264444	5873 Central Ave Apt 16, Dallas, TX, 75273	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
CLM-421208	CLM	Jeremy Sullivan	1981-10-18	UHC-15896-37	5239176767	5808 Camelback Rd, Columbus, OH, 43237	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-403154	CLM	Austn Diaz	1938-06-26	UHC-30613-63	5347610919	4682 Lake View Rd, Seattle, WA, 98114	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-419658	CLM	Kimberly Henderson	—	UHC-76058-16	4509111685	5226 Desert Sky Blvd, Austin, TX, 78772	0.66	Date of birth unreadable Phone reformatted City re-cased State name converted to code+1 more
CLM-414239	CLM	Jeffrey Alvarado	—	—	2758519425	374 Palm Dr, Charlotte, NC, 28268	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407924	CLM	Ann P Howell	1972-04-19	UHC-08372-88	8463517919	8998 Lake View Rd, San Antonio, TX, 78218	0.66	Two-digit birth year Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-422882	CLM	Hannah Ramos	1989-05-18	UHC-00055-77	3906755329	6381 Desert Sky Blvd # 492, Dallas, TX, 75207	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-417535	CLM	Jose Santos	1992-05-20	UHC-88954-57	9496731068	4497 Mountain View Dr, Gilbert, AZ, 85206	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-428353	CLM	Keith Thompson	1963-12-21	—	8266693309	6960 Indian School Rd, Jacksonville, FL, 32274	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-427115	CLM	Jesse O Armstrong	1982-08-05	UHC-51454-66	4453022607	2532 Oak St # 979, Scottsdale, AZ	0.66	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+1 more
CLM-432612	CLM	Jacob Espinoaz	1943-03-01	—	2186631113	9827 Lake View Rd, San Diego, CA, 92130	0.66	Two-digit birth year Phone reformatted Gender normalised Plan code upper-cased+1 more
CLM-406796	CLM	Glorya Estrada	1945-01-03	UHC-90670-68	9159394695	9236 Spring St, Houston, TX, 77013	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421053	CLM	Frank Howard	1984-09-13	UHC-75968-98	2514628449	4846 Elm St, Glendale, AZ	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-405749	CLM	Rebecac Burton	1945-09-24	—	2059014534	4816 Central Ave, Orlando, FL, 32873	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414305	CLM	Cheryl T Jacobs	1974-07-10	UHC-69318-52	8352538081	8057 Harbor Blvd, Minneapolis, MN, 55439	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-421717	CLM	Jordan T Garza	2008-05-17	UHC-49606-85	7958124298	8012 Bayshore Dr, Chandler, AZ	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more

11,960 rows, page 71 of 240Previous Next