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-409246	CLM	Pamela Simpson	1987-12-16	—	2748896114	8409 Ridge Rd, Glendale, AZ, 85358	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414978	CLM	Brenda Reed	1974-02-24	UHC-39078-46	—	3928 Hillcrest Rd, Eden Prairie, MN, 55320	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408415	CLM	James Burke	1946-01-12	—	7486023083	6978 Forest Ave, San Diego, CA, 92128	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420897	CLM	Austin Martinez	1967-10-23	UHC-11479-37	—	3253 Baseline Rd, Tempe, AZ, 85224	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-410343	CLM	Megan Olson	1945-12-08	—	—	3348 Ridge Rd, Los Angeles, CA, 90097	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-410342	CLM	Megan Olson	1945-12-08	—	—	3348 Ridge Rd, Los Angeles, CA, 90097	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-405319	CLM	Bruce D White	1979-12-28	UHC-55756-12	4385548348	1956 Market St, Tempe, AZ, 85279	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-431258	CLM	Park Evelyn	1965-01-24	UHC-44290-82	—	732 Hillcrest Rd, Scottsdale, AZ, 85236	0.78	Name re-cased Date of birth reformatted SSN last four extracted City re-cased+1 more
CLM-403299	CLM	Daniel Santigo	1998-07-24	—	—	5968 Park Pl, Phoenix, AZ, 85028	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431339	CLM	Gary Guzman	1992-08-12	UHC-54150-26	—	7150 Broadway, Tempe, AZ, 85237	0.78	Date of birth reformatted Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-408613	CLM	Matthew O Day	1971-04-04	—	—	3392 Washington St, Nashville, TN, 37226	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-414901	CLM	Gloria A Nguyen	1948-12-13	UHC-36381-18	5784812748	242 Desert Sky Blvd, Denver, CO, 80223	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-426246	CLM	Samuel George	2008-12-03	UHC-58433-14	—	2754 Cedar Ln, Denver, CO, 80222	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-409313	CLM	Dougls Pierce	1939-01-26	UHC-16964-87	3945648784	2467 Church St Apt 6, Glendale, AZ, 85304	0.78	Date of birth reformatted Phone reformatted Unit split from street Plan code upper-cased+1 more
CLM-407590	CLM	Yuki K Campbell	1970-04-08	UHC-79698-62	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-401090	CLM	Nicole Chapman	1981-08-15	UHC-66699-97	—	7843 Meadow Ln, Jacksonville, FL, 32263	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-430384	CLM	Karen N Mitchell	1949-09-02	UHC-80730-37	7896356262	5453 Spring St, Los Angeles, CA, 90075	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424615	CLM	Roger Sanchez	1966-03-16	UHC-37942-63	—	7701 Lake View Rd, Columbus, OH, 43295	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-408221	CLM	Angela Mongtomery	1972-11-26	—	—	5712 Baseline Rd, Plano, TX, 75047	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-400290	CLM	Santigao Valdez	2000-02-24	UHC-41588-95	—	2731 Sunset Blvd, Sacramento, CA, 95866	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-407053	CLM	Angela Lynch	1978-05-15	UHC-19976-83	—	3496 Mountain View Dr, Orlando, FL, 32812	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400434	CLM	Sufia Ramirez	1990-01-13	UHC-63477-58	—	3330 Lincoln Way, Tampa, FL, 33688	0.78	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+1 more
CLM-400435	CLM	Sufia Ramirez	1990-01-13	UHC-63477-58	—	3330 Lincoln Way, Tampa, FL, 33688	0.78	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+1 more
CLM-429218	CLM	Camila Hunter	1984-09-23	—	—	8591 Lincoln Way, San Diego, CA, 92110	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411343	CLM	Emily Warren	2003-05-23	UHC-25540-23	8107369388	5528 Pine Dr, Charlotte, NC, 28236	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415772	CLM	Carlson William	1991-12-18	UHC-03108-32	—	4889 Willow Ct, Seattle, WA, 98148	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425313	CLM	Wei Little	1996-11-28	UHC-93970-40	—	6286 Willow Ct, Sacramento, CA, 95891	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
CLM-408152	CLM	Christian Taylor	1940-05-07	UHC-16429-28	6009992787	5386 Valley View Dr, Dallas, TX, 75264	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-423376	CLM	Jacob Cruz	1963-06-27	—	9732991035	9286 Desert Sky Blvd, Denver, CO, 80267	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-423445	CLM	Larry Salazar	1959-01-11	—	—	3354 Park Pl, Gilbert, AZ, 85257	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-401161	CLM	Bryan Hansen	1945-11-13	—	3276988031	8525 Highland Ave, San Antonio, TX, 78231	0.78	Date of birth reformatted Phone reformatted City re-cased Gender normalised+1 more
CLM-407086	CLM	Ralph Daniels	2001-07-07	—	6199844511	3822 Sage Ct, Phoenix, AZ, 85082	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-400044	CLM	Maria McCoy	1980-10-08	UHC-49836-32	—	9418 Forest Ave, Orlando, FL, 32835	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407541	CLM	Mari Cooper	1963-02-22	UHC-53767-89	8275767030	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-412808	CLM	Alice Perkins	1993-01-28	UHC-87615-02	—	951 Palm Dr Apt 26, Orlando, FL, 32833	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-409188	CLM	Anna Hall	2001-04-04	UHC-10415-23	9816328969	1680 Jefferson Ave, Miami, FL, 33114	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-422521	CLM	Raymond Roobinson	1982-06-19	UHC-26424-85	—	7510 Church St, San Antonio, TX, 78238	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430225	CLM	Judith Delgado	1972-05-25	UHC-80944-63	—	6836 Camelback Rd, Los Angeles, CA, 90065	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-412433	CLM	Alice Henry	1942-11-22	—	3186401988	4514 Indian School Rd, Denver, CO	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-427720	CLM	Theresa Mitchell	1972-06-08	UHC-76361-55	—	8980 Hillcrest Rd, Minneapolis, MN, 55433	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426648	CLM	Olivia G Berry	1949-02-17	—	—	5276 Broadway, Seattle, WA, 98120	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-431618	CLM	Christina Fuller	2002-06-02	UHC-61826-02	8107672507	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-400149	CLM	Katherine James	1979-08-09	UHC-89876-40	—	8854 Highland Ave, Tempe, AZ, 85251	0.78	Name re-cased Date of birth reformatted Gender normalised Plan code upper-cased+1 more
CLM-424786	CLM	Kelly Willis	1971-12-19	—	—	8540 Sage Ct, Los Angeles, CA, 90029	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-431311	CLM	Arjun D Miller	1981-04-27	UHC-66412-84	—	810 Spring St, Phoenix, AZ, 85040	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-406223	CLM	Ahmed Q Davis	1954-12-24	UHC-86590-43	—	2340 Harbor Blvd, Miami, FL, 33157	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-417272	CLM	Danielle Jordan	1973-12-20	UHC-72650-33	8554587156	2275 Hillcrest Rd, Sacramento, CA	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-411767	CLM	Alice Price	1963-10-13	—	6048482917	4590 Sunset Blvd, Atlanta, GA, 30315	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402810	CLM	Katherine Turner	1953-12-05	UHC-72280-81	—	7485 Lake View Rd, Seattle, WA, 98138	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-429184	CLM	Luis Castro	1958-07-12	—	5072855742	4725 Cedar Ln, Scottsdale, AZ, 85240	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more

10,559 rows, page 111 of 212Previous Next