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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-407935	CLM	Dennis Valdez	1945-06-25	UHC-83311-86	6634442983	1633 Bayshore Dr, Eden Prairie, MN, 55328	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424504	CLM	Kelly Munoz	1971-07-06	UHC-16171-83	—	997 Bayshore Dr, Tempe, AZ, 85247	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413804	CLM	Henry Johnson	1982-05-24	—	—	8640 Willow Ct, Tucson, AZ, 85757	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425864	CLM	Jose Morrison	2003-05-08	UHC-69448-68	—	8078 Forest Ave, Atlanta, GA, 30301	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422401	CLM	Sharon Campbell	1955-06-07	—	—	878 Canyon Rd, Tucson, AZ, 85718	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423165	CLM	Matthew Sims	1949-01-14	UHC-92965-60	—	9604 Lake View Rd, Chandler, AZ, 85284	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418313	CLM	Denise Ward	1959-07-06	UHC-58871-56	9694374772	8358 Lake View Rd, Miami, FL, 33113	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432266	CLM	David Garrett	2002-11-27	UHC-37765-78	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-404677	CLM	Bruce Jensen	1946-11-15	UHC-46172-17	—	2311 Lincoln Way, Chandler, AZ, 85210	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-407373	CLM	Timothy Howell	1992-10-18	UHC-63319-69	4155704020	4080 Meadow Ln, Chandler, AZ, 85297	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-409519	CLM	Hiroshi Freeman	1977-05-09	—	—	5685 Lake View Rd, Mesa, AZ, 85282	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-412769	CLM	Susan Cunningham	1972-05-03	UHC-54309-49	—	1351 Baseline Rd, Gilbert, AZ, 85266	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425772	CLM	Adam Vega	1992-02-01	UHC-59055-13	—	3499 Canyon Rd, Chandler, AZ, 85205	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404003	CLM	Justin Knight	1998-02-03	UHC-81943-51	—	8250 Willow Ct, Fresno, CA, 93774	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416722	CLM	Brittany Flors	1952-04-15	—	—	795 Broadway, Jacksonville, FL, 32204	0.78	Name re-cased Date of birth reformatted Address re-cased State name converted to code+1 more
CLM-423948	CLM	Victoria Smith	1974-10-14	UHC-70339-33	—	9563 River Rd, Los Angeles, CA, 90017	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-405711	CLM	Luis Richardson	1990-06-10	—	—	—	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-431992	CLM	Eily N Coleman	1989-07-05	UHC-34875-70	4516399546	6077 Highland Ave, Atlanta, GA	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-411867	CLM	Helen West	1953-01-09	UHC-20637-25	—	5497 Lincoln Way, Mesa, AZ, 85289	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-412131	CLM	Jeffrey Shaw	1971-09-20	UHC-23558-85	—	403 River Rd, Los Angeles, CA, 90098	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429339	CLM	Eric Gonzales	2001-08-13	UHC-63564-60	—	2240 Park Pl # 738, Mesa, AZ, 85226	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-402977	CLM	Mason E Santos	1964-03-21	UHC-10432-64	4643040276	8308 Canyon Rd, Glendale, AZ, 85385	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-400822	CLM	Carl Obrien	1976-10-12	UHC-87879-70	3207359504	3482 Jefferson Ave, Minneapolis, MN, 55456	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-431875	CLM	Patricia Rice	1951-11-26	—	9116215964	8745 Mesa Dr, Los Angeles, CA, 90086	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-425480	CLM	Bobby Nelson	1951-02-11	UHC-69366-19	—	1327 Willow Ct, Los Angeles, CA, 90060	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-417533	CLM	Walteer Salazar	1984-12-04	UHC-43435-44	7329258370	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-415655	CLM	Jack A Garza	1965-12-27	UHC-07484-53	—	5373 Apache Blvd, Tempe, AZ, 85203	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-424395	CLM	Donna Fisher	1997-05-10	—	—	8934 Mesa Dr, Jacksonville, FL, 32225	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423196	CLM	Christine Cunningham	1980-12-13	—	3464128711	9251 Ridge Rd, Dallas, TX, 75296	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-423572	CLM	Megan Larson	1966-04-12	—	—	6605 Park Pl, Minneapolis, MN, 55481	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-417844	CLM	Walter Dominguez	1944-11-03	—	4042994976	7860 Palm Dr, Atlanta, GA, 30304	0.78	Date of birth reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
CLM-408873	CLM	Helen Washington	1984-09-11	—	5233236590	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-422849	CLM	Shirley Wright	1980-10-27	UHC-60528-34	—	361 Spring St, Austin, TX, 78743	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419381	CLM	Catherine Hart	1963-09-20	UHC-18151-19	2397066541	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-419380	CLM	Catherine Hart	1963-09-20	UHC-18151-19	2397066541	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-422066	CLM	Nancy Deean	1947-05-23	UHC-88622-29	8347463387	3690 Union St, Glendale, AZ, 85359	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-430545	CLM	Jim W Rodriguez	1966-11-02	UHC-72572-86	—	7312 Harbor Blvd, Tucson, AZ, 85739	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-428850	CLM	Frances Riley	1976-07-17	UHC-22768-51	2866262654	2157 Maple Ave, Nashville, TN, 37251	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409234	CLM	Logan Hamilton	1972-01-12	UHC-20469-91	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-430457	CLM	Benjamin Ferguson	1948-02-20	—	—	6269 Willow Ct, Eden Prairie, MN, 55325	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-412312	CLM	Barbara Schultz	1997-02-25	—	7303432627	1266 Spring St, Dallas, TX, 75294	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-409547	CLM	Stephanie Henderson	1999-04-19	—	4776563789	2267 Sage Ct, Sacramento, CA, 95811	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405021	CLM	Camila V Cook	1965-08-06	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-407885	CLM	Alice Q Hayes	2000-06-23	UHC-80765-96	—	8618 Washington St, San Diego, CA, 92129	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-406042	CLM	Barbara P Black	1963-04-19	—	6056582920	1069 Valley View Dr, Chandler, AZ, 85280	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406856	CLM	Thomas Sandoval	1954-06-23	UHC-38256-64	—	1297 Apache Blvd, Charlotte, NC, 28288	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421163	CLM	Elijah Carlson	1990-07-25	UHC-45667-50	6164011340	7199 Broadway, Miami, FL	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-418907	CLM	Austin M Li	1962-04-04	UHC-41620-28	—	3597 Spring St, Plano, TX, 75029	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-404892	CLM	John Howard	1961-10-08	UHC-27071-31	3454797241	5582 Lake View Rd, Las Vegas, NV, 89141	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-428066	CLM	Jasun Hunt	1963-12-08	UHC-16244-46	—	3113 Park Pl, Tempe, AZ, 85216	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more

10,559 rows, page 113 of 212Previous Next