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-401194	CLM	Noah Wast	2008-12-14	UHC-54131-68	3956248427	5602 Central Ave, Denver, CO, 80264	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-426180	CLM	Saen Crawford	1993-12-28	UHC-87115-68	7178395461	2140 Maple Ave, Las Vegas, NV, 89107	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-409303	CLM	Isabella Carr	1944-10-15	UHC-90357-27	9414001802	9474 Church St, Scottsdale, AZ, 85289	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-411666	CLM	Heather M Rodriguez	1960-12-16	—	5688503537	5388 Valley View Dr, Houston, TX, 77098	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414205	CLM	Heather Simpson	—	UHC-44129-07	7052744371	4087 Apache Blvd, Plano, TX, 75005	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429476	CLM	Megan Mejia	1982-04-28	—	3818811128	2979 Ridge Rd, Gilbert, AZ, 85297	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407536	CLM	Jose Q Silva	1944-11-08	—	3675180514	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-417942	CLM	Andrew Matthews	1977-04-05	—	7812181951	9858 Baseline Rd, Orlando, FL, 32895	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413818	CLM	Ann Salazar	1991-01-03	—	7516776064	4627 Union St, Phoenix, AZ, 85089	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-423989	CLM	Randy Park	1976-06-27	—	3824538562	3567 Cedar Ln, Tampa, FL, 33647	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-408950	CLM	Sara Hansen	1957-05-12	UHC-37950-65	7368902189	8943 Central Ave, Tampa, FL	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-408951	CLM	Sara Hansen	1957-05-12	UHC-37950-65	7368902189	8943 Central Ave, Tampa, FL	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-424901	CLM	Frank Robertson	1984-02-24	UHC-54618-22	4582597528	3126 Lincoln Way, Atlanta, GA, 30372	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421525	CLM	Bevery Fox	1990-03-13	UHC-82946-02	4622587225	1338 Park Pl, Las Vegas, NV	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-420837	CLM	Karen Martin	1984-04-01	UHC-08306-99	2415029347	3754 Main St, Miami, FL, 33149	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410010	CLM	Cynthia Contreras	1978-03-06	UHC-50913-71	7867774387	4353 Washington St, Phoenix, AZ, 85043	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429695	CLM	Robert Brooks	1999-02-24	UHC-69296-55	5805595575	5314 Palm Dr, Fresno, CA, 93722	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-401930	CLM	Camila Gutierrez	1981-01-01	UHC-50330-47	8184289736	4059 Maple Ave, Glendale, AZ, 85343	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413866	CLM	Linda Vargas	1986-06-11	UHC-27818-16	9188099494	9669 Mountain View Dr, Scottsdale, AZ, 85205	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-401636	CLM	Lucia Gutierrez	1993-06-18	UHC-40274-73	3536013288	9828 Maple Ave, Atlanta, GA, 30384	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411920	CLM	Julia Adams	1962-04-13	UHC-29398-05	6208274753	4202 Cedar Ln, Atlanta, GA, 30386	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418765	CLM	Tyler Vargas	1980-01-13	—	4346315874	6278 Highland Ave, Atlanta, GA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431312	CLM	Arjun Miller	1981-04-27	UHC-66412-84	8375761857	810 Spring St, Phoenix, AZ, 85040	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-425096	CLM	Valentina T White	1946-10-18	UHC-42715-20	5989153520	5207 Jefferson Ave, Gilbert, AZ, 85222	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-407201	CLM	Ralph E Perry	1979-12-08	—	6229461851	9310 Lake View Rd, Jacksonville, FL, 32247	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-418625	CLM	Edwadr Russell	1991-02-21	UHC-31057-94	4029966099	7133 Meadow Ln # 832, Tucson, AZ, 85795	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-409215	CLM	Nicholas Patterson	1974-12-05	UHC-35022-20	9733221182	9852 Washington St Apt 19, Tempe, AZ, 85259	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-423066	CLM	Frank D Diaz	1943-02-03	UHC-91487-75	8979146167	5994 Church St, Dallas, TX, 75275	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425979	CLM	Mark Padilla	1968-04-28	UHC-93890-43	9835627883	7838 Harbor Blvd, Fresno, CA, 93748	0.64	Phone reformatted State name converted to code Email lower-cased Gender normalised+2 more
CLM-425635	CLM	Joyce Williams	1955-08-15	UHC-83998-13	4099440757	7046 Oak St, Dallas, TX, 75243	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426083	CLM	Douglas R Woods	1940-01-07	UHC-42719-19	3723233546	2430 Elm St, Columbus, OH, 43293	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-419898	CLM	Amy Castillo	1947-04-12	—	9766212067	3849 Apache Blvd, Austin, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409329	CLM	Charlotte Nunez	1991-06-08	—	6996997536	3202 Meadow Ln, Phoenix, AZ, 85016	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-406333	CLM	Betty A Richards	1964-11-14	UHC-44493-32	3044740772	3269 Apache Blvd, Denver, CO, 80269	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-406198	CLM	Christine Murray	2002-03-11	—	4796531114	3663 Oak St, Tempe, AZ, 85202	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418003	CLM	Betty Y Martinez	1968-04-26	—	5793489459	3912 Central Ave, Los Angeles, CA, 90010	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425420	CLM	Patrick Gilbert	1986-05-26	UHC-38235-14	7817051727	9878 Indian School Rd, Atlanta, GA, 30300	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429455	CLM	Jose J Yang	1996-12-24	UHC-79343-17	6139254564	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-421296	CLM	Amanda Hall	2005-05-01	UHC-90296-30	4782432432	9017 Church St, Mesa, AZ, 85215	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403381	CLM	Debra Green	2003-11-26	UHC-24356-58	7233930279	4701 Washington St, Chandler, AZ, 85205	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
CLM-431655	CLM	Ken Sims	1975-11-15	UHC-21958-69	6377579304	4019 Baseline Rd, Minneapolis, MN	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422718	CLM	Bobby Simpson	1980-03-27	UHC-39775-45	6924850062	4772 Highland Ave # 481, Tempe, AZ, 85220	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-408978	CLM	Debra Bailey	1956-10-06	UHC-28481-12	6614439082	817 Indian School Rd, Tampa, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402021	CLM	Diana Thomas	1990-11-12	UHC-72609-55	7242769111	785 Indian School Rd, Tucson, AZ, 85741	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-401356	CLM	Jesse Kelly	1979-05-10	UHC-15221-74	6164854387	419 Lake View Rd # 575, San Antonio, TX, 78283	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-431832	CLM	Bruce S Johnson	1979-07-16	UHC-57855-96	3314492617	1021 Meadow Ln # 391, Plano, TX, 75019	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-425078	CLM	Joseph Day	1968-04-14	UHC-62916-46	5583799198	8532 Palm Dr, Los Angeles, CA, 90076	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-402061	CLM	Barb R Jacobs	1984-08-03	UHC-84370-28	5343695383	2168 Harbor Blvd, Scottsdale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-418475	CLM	Ana A Ward	1990-10-10	—	6384259388	5438 Church St, San Antonio, TX, 78216	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427921	CLM	Walter Duncan	1939-05-28	UHC-68920-96	7473988264	4410 Apache Blvd, Chandler, AZ, 85233	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more

11,960 rows, page 60 of 240Previous Next